From 4b5e5407b41e0b31c014a8c38b6156985f8968ed Mon Sep 17 00:00:00 2001 From: Charul Mathur Date: Mon, 8 Dec 2025 17:57:12 +0100 Subject: [PATCH 01/21] Version_1 clean data upload --- config.yaml | 2 +- ...vTitle2000_2024-gaming_industry_trends.csv | 1001 ++++++++++++++++ notebooks/clean_data_charul.ipynb | 1005 +++++++++++++++++ notebooks/functions.py | 26 - notebooks/load_data_charul.ipynb | 346 ++++++ notebooks/rename_columns.py | 24 + 6 files changed, 2377 insertions(+), 27 deletions(-) create mode 100644 data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv create mode 100644 notebooks/clean_data_charul.ipynb delete mode 100644 notebooks/functions.py create mode 100644 notebooks/load_data_charul.ipynb create mode 100644 notebooks/rename_columns.py diff --git a/config.yaml b/config.yaml index dc28ac67..45f5e40a 100644 --- a/config.yaml +++ b/config.yaml @@ -1,5 +1,5 @@ input_data: - file: "../data/raw/raw_data_file.csv" + file: "../data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv" output_data: file: "../data/clean/cleaned_data_file.csv" diff --git a/data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv b/data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv new file mode 100644 index 00000000..0cfb4ad8 --- /dev/null +++ b/data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv @@ -0,0 +1,1001 @@ +Game Title,Genre,Platform,Release Year,Developer,Revenue (Millions $),Players (Millions),Peak Concurrent Players,Metacritic Score,Esports Popularity,Trending Status +Pixel Odyssey 2,Action,PlayStation,2024,Square Enix,1847.58,44.96,14.07,87,Yes,Declining +Battle Warriors 4,Strategy,Cross-Platform,2024,EA,4835.79,115.65,56.27,92,Yes,Stable +Legends of Valor 2,Shooter,Xbox,2024,Square Enix,2628.55,169.67,74.74,99,No,Declining +Shadow Realms 4,Action,Nintendo Switch,2024,Microsoft,1695.5,184.4,20.15,73,Yes,Stable +Cyber Quest 2,Adventure,Xbox,2024,Microsoft,4529.75,17.28,5.83,91,Yes,Stable +Cyber Quest 2,Strategy,Cross-Platform,2024,Microsoft,2751.37,104.09,16.41,54,Yes,Stable +Warzone Chronicles 1,Strategy,Nintendo Switch,2024,Microsoft,3120.8,138.31,62.91,89,No,Stable +Neon Speed 1,Action,PlayStation,2024,Activision,519.7,163.04,24.04,61,No,Rising +Warzone Chronicles 5,Fighting,Nintendo Switch,2024,Microsoft,1872.55,4.37,0.55,100,No,Rising +Galaxy Raiders 2,Strategy,Xbox,2024,Bandai Namco,1569.1,49.28,8.15,86,Yes,Stable +Fantasy Rivals 5,Adventure,Xbox,"2,024",EA,2747.87,75.53,27.87,63,No,Rising +Fantasy Rivals 1,Horror,Cross-Platform,2024,Capcom,4723.24,119.31,45.48,66,Yes,Stable +Battle Warriors 4,Action,PlayStation,2024,Nintendo,4800.11,192.68,26.83,83,No,Stable +Legends of Valor 2,Shooter,PlayStation,2024,EA,893.64,38.14,7.28,94,Yes,Rising +Shadow Realms 5,RPG,Cross-Platform,2024,Nintendo,738.22,50.21,11.53,51,Yes,Rising +Legends of Valor 3,Sports,PlayStation,2024,Activision,2997.99,160.98,35.83,78,Yes,Stable +Pixel Odyssey 5,Adventure,PlayStation,24,Square Enix,3205.19,104.8,31.54,75,No,Declining +Galaxy Raiders 4,RPG,Mobile,2024,Capcom,4460.75,66.23,14.99,91,Yes,Declining +Neon Speed 2,Simulation,PlayStation,2024,Ubisoft,1170.81,59.23,11.85,76,Yes,Declining +Zombie Outbreak 4,Fighting,PC,2024,Rockstar,4342.17,148.29,16.96,61,Yes,Rising +Zombie Outbreak 4,Horror,Mobile,2024,Capcom,4235.73,188.64,43.65,80,Yes,Stable +Pixel Odyssey 1,Horror,PlayStation,2024,Sony,874.12,13.05,2.62,54,No,Stable +Warzone Chronicles 2,Sports,Cross-Platform,2024,Capcom,456.03,175.4,70.5,87,Yes,Declining +Cyber Quest 3,Sports,PlayStation,2024,Activision,419.36,36.81,7.64,96,Yes,Rising +Battle Warriors 5,Strategy,PlayStation,2024,Sony,3437.23,199.55,40.66,86,No,Declining +Galaxy Raiders 5,Sports,PlayStation,2024,Sony,2853.43,160.36,34.36,70,No,Stable +Warzone Chronicles 2,Shooter,Nintendo Switch,2024,EA,3126.44,50.66,10.62,88,Yes,Stable +Battle Warriors 1,Strategy,Nintendo Switch,2024,Activision,982.79,62.32,14.77,50,Yes,Stable +Galaxy Raiders 3,Adventure,Xbox,2024,Activision,2261.09,91.6,35.84,82,No,Stable +Cyber Quest 3,Adventure,Mobile,2024,Rockstar,2476.74,32.49,13.58,83,No,Stable +Cyber Quest 1,Shooter,PC,2024,Rockstar,3167.94,11.42,1.46,90,No,Rising +Zombie Outbreak 4,Adventure,Xbox,2024,EA,2684.19,71.91,28.08,74,Yes,Declining +Fantasy Rivals 2,Strategy,PlayStation,"2,023",Activision,2327.11,26.32,7.39,51,Yes,Stable +Shadow Realms 4,Strategy,Cross-Platform,2023,Bandai Namco,539.22,27.05,7.54,80,No,Stable +Shadow Realms 1,Horror,Nintendo Switch,2023,Rockstar,1379.24,162.64,56.4,85,Yes,Stable +Zombie Outbreak 2,Fighting,Xbox,2023,EA,2139,24.77,9.69,72,No,Rising +Cyber Quest 3,Racing,Cross-Platform,2023,Nintendo,3158.49,75.1,28.46,58,No,Rising +Warzone Chronicles 4,Action,Nintendo Switch,2023,Activision,4243.69,50.88,13.21,70,Yes,Stable +Shadow Realms 3,Shooter,PlayStation,2023,Nintendo,724.81,103.81,35.89,63,Yes,Declining +Zombie Outbreak 2,Adventure,Xbox,2023,Rockstar,2837.82,145.51,53.27,69,No,Stable +Galaxy Raiders 5,Fighting,Mobile,2023,Activision,3029.68,17.25,5.59,87,Yes,Rising +Battle Warriors 3,RPG,PC,2023,Ubisoft,3729.72,60.88,9.46,55,Yes,Declining +Zombie Outbreak 5,Strategy,PC,2023,EA,3155.89,16.13,3.75,90,Yes,Rising +Shadow Realms 5,RPG,PlayStation,2023,Ubisoft,2830.17,37.48,9.01,62,Yes,Declining +Warzone Chronicles 4,RPG,Xbox,2023,Ubisoft,2655.15,137.64,32.41,84,No,Stable +Zombie Outbreak 4,Horror,PlayStation,2023,Activision,2370,6.14,2.29,68,Yes,Rising +Warzone Chronicles 2,Racing,Nintendo Switch,2023,Capcom,2648.91,166.73,81.82,52,No,Declining +Warzone Chronicles 1,RPG,PlayStation,2023,Sony,2428.21,167.7,34.17,71,Yes,Declining +Zombie Outbreak 4,Horror,Nintendo Switch,2023,Capcom,2036.62,27.25,12,85,No,Declining +Neon Speed 1,Shooter,Nintendo Switch,2023,Rockstar,4201.66,124.05,22.96,54,No,Rising +Galaxy Raiders 4,Sports,Cross-Platform,2023,Square Enix,270.9,53.62,26.22,70,No,Declining +Pixel Odyssey 4,RPG,Mobile,2023,Sony,1496.56,11.03,4.76,89,No,Declining +Neon Speed 2,RPG,PC,2023,EA,3859.23,30.02,11.34,52,Yes,Stable +Zombie Outbreak 3,Simulation,Xbox,2023,Capcom,3786,11.68,4.4,73,No,Declining +Zombie Outbreak 3,Horror,PC,2023,Sony,4959.6,46.68,7.89,94,No,Rising +Zombie Outbreak 5,Racing,PC,2023,Activision,893.26,42.5,12.38,66,No,Rising +Cyber Quest 3,Racing,PlayStation,2023,Microsoft,1824.45,85.8,14.87,71,Yes,Rising +Galaxy Raiders 3,Adventure,Cross-Platform,2023,Bandai Namco,3946.72,107.94,34.96,82,No,Declining +Neon Speed 4,Fighting,PC,2023,Capcom,1360.26,82.31,14.53,92,No,Rising +Galaxy Raiders 1,Strategy,Nintendo Switch,2023,Square Enix,3949.61,34.23,15.25,56,No,Rising +Pixel Odyssey 3,Action,Xbox,2023,Nintendo,1966.71,128.76,18.38,84,Yes,Rising +Neon Speed 5,Adventure,Xbox,2023,Sony,3695.79,185.68,78.28,87,Yes,Stable +Cyber Quest 3,Strategy,Cross-Platform,2023,Square Enix,2767.99,180.31,67.49,53,Yes,Rising +Galaxy Raiders 5,Fighting,PlayStation,2023,EA,3185.5,175.88,80.79,90,Yes,Rising +Pixel Odyssey 1,Action,PC,2023,Microsoft,653.18,118.68,41.95,88,Yes,Stable +Battle Warriors 3,Adventure,Nintendo Switch,2023,Rockstar,3170.64,16.48,7.01,74,Yes,Rising +Zombie Outbreak 3,Horror,Xbox,2023,Ubisoft,1394.85,104.38,38.45,72,Yes,Declining +Zombie Outbreak 2,RPG,PC,2023,Sony,722.89,122.56,19.87,78,Yes,Stable +Legends of Valor 1,Racing,PC,2023,Bandai Namco,1019.66,79.31,37.25,85,Yes,Stable +Fantasy Rivals 3,Simulation,Mobile,2023,Activision,3419.46,184.71,32.06,66,Yes,Declining +Battle Warriors 1,Strategy,Mobile,2023,Square Enix,185.82,103.63,15.31,89,Yes,Stable +Battle Warriors 3,Sports,Cross-Platform,2023,Capcom,3791.89,122.15,52.22,94,No,Declining +Warzone Chronicles 3,Sports,Mobile,2022,Microsoft,763.43,189.18,50.51,78,Yes,Stable +Neon Speed 4,Sports,Cross-Platform,2022,Microsoft,573.79,115.5,26.27,61,Yes,Rising +Zombie Outbreak 1,RPG,Xbox,2022,Nintendo,3701.22,198.56,65.27,66,No,Rising +Battle Warriors 5,Action,Mobile,2022,Square Enix,386.13,39.88,8.7,99,No,Rising +Galaxy Raiders 2,Strategy,Nintendo Switch,2022,Ubisoft,469.63,152.94,19.97,60,Yes,Declining +Neon Speed 4,RPG,Mobile,2022,Rockstar,2416.11,72.89,17.65,81,No,Rising +Zombie Outbreak 1,Strategy,PlayStation,2022,Sony,4963.95,185.04,26.13,51,No,Declining +Cyber Quest 3,Fighting,PlayStation,2022,Capcom,1853.86,111.31,19.74,98,Yes,Stable +Warzone Chronicles 4,Strategy,PC,2022,Microsoft,4544.48,111.45,35.45,68,No,Declining +Legends of Valor 2,Racing,Xbox,2022,EA,3812.29,91.99,21.57,96,No,Rising +Neon Speed 5,Horror,Mobile,2022,Bandai Namco,1055.92,186.98,50.89,72,No,Stable +Pixel Odyssey 1,Strategy,Mobile,2022,EA,1476.48,178.14,72.57,94,Yes,Declining +Legends of Valor 5,Fighting,PC,2022,Ubisoft,2162.68,133.32,64.51,52,No,Stable +Shadow Realms 3,Action,Cross-Platform,2022,Capcom,654.5,164.67,69.77,63,No,Stable +Neon Speed 4,Simulation,Xbox,2022,EA,1155.33,42.87,9.33,52,Yes,Rising +Battle Warriors 2,Fighting,PlayStation,2022,Activision,3400.24,34.36,6.93,94,No,Declining +Neon Speed 2,Simulation,PlayStation,2022,Bandai Namco,843.43,54.16,5.98,56,Yes,Rising +Galaxy Raiders 1,Sports,PlayStation,2022,Capcom,4787.53,78.69,10.06,65,No,Declining +Neon Speed 1,Fighting,PC,2022,Square Enix,4196.82,130.45,53.51,85,Yes,Declining +Pixel Odyssey 4,Simulation,PlayStation,2022,EA,487.03,132.99,55.16,59,Yes,Declining +Warzone Chronicles 3,Racing,Xbox,2022,Capcom,116.05,195.57,38.8,55,No,Declining +Cyber Quest 5,Horror,PC,2022,Ubisoft,1081.1,30.61,6.91,69,Yes,Declining +Zombie Outbreak 3,Fighting,PC,2022,Microsoft,2748.8,57.67,13.79,51,No,Declining +Shadow Realms 2,Adventure,Mobile,2022,Rockstar,1861.2,8.75,0.92,81,Yes,Stable +Fantasy Rivals 3,Sports,Cross-Platform,2022,Square Enix,733.18,141.07,51.27,78,Yes,Rising +Galaxy Raiders 2,Racing,PlayStation,2022,Microsoft,1149.05,81.79,18.85,91,No,Stable +Battle Warriors 4,Simulation,Nintendo Switch,2022,Rockstar,4550.8,166.94,71.56,88,No,Declining +Cyber Quest 3,Adventure,Xbox,2022,Sony,3143.37,25.2,9.26,56,Yes,Stable +Warzone Chronicles 5,Racing,PC,2022,Microsoft,2234,127.76,30.52,64,No,Rising +Legends of Valor 3,Shooter,Xbox,2022,Sony,652.89,60.51,12.62,79,Yes,Declining +Warzone Chronicles 1,Shooter,Nintendo Switch,2022,Sony,1464.74,126.93,55.39,57,No,Rising +Zombie Outbreak 4,Racing,Cross-Platform,2022,Sony,3264.36,162.87,42.79,83,No,Stable +Neon Speed 4,Strategy,Nintendo Switch,2022,Activision,4568.11,167.92,27.88,77,No,Declining +Legends of Valor 2,Racing,Xbox,2022,Microsoft,1609.6,81.06,31.46,54,Yes,Rising +Battle Warriors 5,Action,PlayStation,2022,Activision,4486.07,133.99,37,74,No,Rising +Battle Warriors 1,Simulation,Xbox,2022,Nintendo,2026.03,128.11,49.95,63,No,Rising +Shadow Realms 1,Action,Xbox,2022,Nintendo,1686.06,82.68,38.84,59,No,Declining +Neon Speed 3,Fighting,Xbox,2021,Ubisoft,3284.27,181.03,38.48,85,No,Rising +Fantasy Rivals 1,Strategy,Mobile,2021,Capcom,1424.6,142.38,44.16,61,No,Rising +Neon Speed 5,Sports,PC,2021,Ubisoft,2444.11,109.77,50.1,94,Yes,Declining +Warzone Chronicles 4,Racing,Cross-Platform,2021,EA,263.54,132.48,27.58,94,No,Declining +Warzone Chronicles 4,Fighting,Nintendo Switch,2021,Bandai Namco,1615.35,84.16,14.04,81,No,Declining +Battle Warriors 3,Adventure,PC,2021,Rockstar,1188.94,41.86,11.75,52,No,Stable +Battle Warriors 1,Simulation,Nintendo Switch,2021,Capcom,3333.81,83.87,9.13,86,No,Declining +Galaxy Raiders 4,Simulation,PlayStation,2021,Capcom,1334.36,111.95,29.31,55,Yes,Rising +Shadow Realms 1,Racing,Mobile,2021,Ubisoft,251.92,76.91,25.52,74,Yes,Rising +Galaxy Raiders 4,Strategy,PC,2021,Square Enix,1696.65,8.55,3.72,77,Yes,Rising +Battle Warriors 1,Simulation,Nintendo Switch,2021,Sony,4952.79,193.92,55.81,85,Yes,Stable +Neon Speed 4,Adventure,PC,2021,Capcom,4318.54,26.26,5.41,68,Yes,Declining +Cyber Quest 1,Racing,Cross-Platform,2021,Rockstar,4259.08,108.48,43.67,54,Yes,Rising +Pixel Odyssey 2,Horror,PlayStation,2021,Ubisoft,889.03,32.62,10.47,51,Yes,Stable +Legends of Valor 4,Adventure,Xbox,2021,Capcom,4952.49,158.71,40.25,74,Yes,Stable +Shadow Realms 2,Horror,Xbox,2021,Rockstar,1846.45,137.44,21.3,77,No,Rising +Galaxy Raiders 1,Fighting,Xbox,2021,Ubisoft,4722.84,64.81,12.25,80,Yes,Stable +Shadow Realms 3,Adventure,Xbox,2021,Rockstar,1809.87,47.64,21.46,72,Yes,Rising +Neon Speed 3,Sports,PlayStation,2021,Sony,4875.56,67.46,20.64,95,Yes,Rising +Galaxy Raiders 4,Shooter,Cross-Platform,2021,Capcom,1289.07,22.57,6.33,97,Yes,Rising +Neon Speed 3,Racing,Cross-Platform,2021,Rockstar,3931.49,92.76,42.02,100,Yes,Declining +Warzone Chronicles 4,Shooter,Mobile,2021,Rockstar,4435.2,87.91,31.91,62,No,Declining +Warzone Chronicles 5,Shooter,Xbox,2021,Activision,2591.08,29.68,12.53,96,Yes,Rising +Cyber Quest 2,Racing,Nintendo Switch,2021,Bandai Namco,2898.09,159.43,61.92,81,Yes,Declining +Shadow Realms 3,RPG,Cross-Platform,2021,Rockstar,28.13,3.52,1.17,92,No,Stable +Pixel Odyssey 4,RPG,PC,2021,Bandai Namco,4287.86,169.49,58.35,52,Yes,Rising +Pixel Odyssey 1,Strategy,Xbox,2021,Sony,4123.78,127.74,47.47,57,No,Stable +Cyber Quest 3,Sports,PC,2021,Activision,2421.8,152.3,64.83,78,Yes,Declining +Pixel Odyssey 3,Racing,Mobile,2021,Ubisoft,1325.32,4.17,0.69,93,Yes,Rising +Cyber Quest 2,Simulation,PC,2021,Ubisoft,3227.59,161.64,44.35,96,No,Stable +Pixel Odyssey 5,Simulation,PlayStation,2021,Ubisoft,1260.2,95.64,16.14,96,Yes,Stable +Cyber Quest 4,Action,Nintendo Switch,2021,EA,4785.83,64.4,13.56,70,No,Stable +Zombie Outbreak 1,Racing,Cross-Platform,2021,Capcom,4710.69,180.26,82.58,58,No,Rising +Zombie Outbreak 4,Fighting,Mobile,2020,Activision,3207.35,0.59,0.2,85,Yes,Declining +Galaxy Raiders 1,Adventure,Xbox,2020,Microsoft,3127.28,101.18,44.19,74,Yes,Stable +Warzone Chronicles 3,Horror,Nintendo Switch,2020,Bandai Namco,4742.07,64.93,9.51,93,Yes,Rising +Battle Warriors 5,Racing,Xbox,2020,Nintendo,259.53,152.35,37.37,60,No,Declining +Neon Speed 1,Action,PlayStation,2020,Ubisoft,4758.39,100.99,13.9,92,No,Rising +Zombie Outbreak 2,Shooter,Xbox,2020,Rockstar,4230.08,135.63,54.24,87,Yes,Stable +Battle Warriors 1,Adventure,Nintendo Switch,2020,Nintendo,1050.51,91.37,15.19,95,No,Rising +Zombie Outbreak 3,Racing,Xbox,2020,Activision,1135.96,106.08,30.73,81,Yes,Rising +Battle Warriors 4,Horror,Nintendo Switch,2020,Activision,2440.14,145.59,23.96,81,Yes,Stable +Pixel Odyssey 1,Sports,PlayStation,2020,Nintendo,3101,148.27,60.01,61,No,Stable +Pixel Odyssey 2,Horror,PlayStation,2020,Rockstar,280.35,75.81,10.28,89,Yes,Rising +Battle Warriors 3,Strategy,Mobile,2020,Microsoft,1630.79,42.55,7.87,79,No,Rising +Galaxy Raiders 3,RPG,PC,2020,Ubisoft,3694.95,20.25,5.68,69,Yes,Rising +Neon Speed 3,Horror,PlayStation,2020,Sony,243.27,189.94,63.24,94,No,Stable +Neon Speed 2,Strategy,PlayStation,2020,Microsoft,2770.7,3.91,1.53,87,No,Rising +Zombie Outbreak 2,Sports,PlayStation,2020,Microsoft,81.48,149.44,29.77,83,No,Rising +Fantasy Rivals 5,Strategy,PC,2020,Sony,4606.11,123.68,43.69,67,Yes,Stable +Fantasy Rivals 5,Simulation,Mobile,2020,Rockstar,4999.79,125.23,41.54,90,No,Declining +Fantasy Rivals 4,Strategy,Cross-Platform,2020,Activision,3667.76,59.21,15.21,71,Yes,Declining +Galaxy Raiders 5,Horror,Nintendo Switch,2020,Microsoft,895.62,142.01,61.85,67,No,Stable +Warzone Chronicles 2,Action,PC,2020,Bandai Namco,1630.95,139.25,26.97,66,Yes,Rising +Galaxy Raiders 2,Strategy,Nintendo Switch,2020,Activision,4295.49,131.32,63.82,75,No,Rising +Pixel Odyssey 5,Action,PC,2020,Bandai Namco,402.32,90.83,38.87,54,No,Rising +Battle Warriors 5,RPG,Nintendo Switch,2020,Nintendo,287.04,137.64,29.47,81,Yes,Rising +Cyber Quest 5,Sports,Mobile,2020,Activision,2140.45,68.57,23.59,82,Yes,Stable +Shadow Realms 5,Action,PlayStation,2020,Microsoft,3173.18,161.01,26.72,60,No,Rising +Cyber Quest 4,Strategy,Nintendo Switch,2020,Bandai Namco,4703.52,157.28,39.65,80,Yes,Stable +Legends of Valor 4,Simulation,Cross-Platform,2020,Rockstar,4513.56,170.97,20.91,100,Yes,Rising +Fantasy Rivals 4,Sports,Nintendo Switch,2020,Ubisoft,469.72,131.94,49.79,57,Yes,Declining +Legends of Valor 3,Shooter,Nintendo Switch,2020,Sony,2431.53,171.39,42.59,61,Yes,Declining +Fantasy Rivals 4,Horror,Mobile,2020,Sony,4268.1,176.34,48.31,88,Yes,Rising +Pixel Odyssey 2,Fighting,Cross-Platform,2020,Bandai Namco,3170.14,155,58.75,81,No,Declining +Warzone Chronicles 2,Sports,Nintendo Switch,2020,Activision,4235.37,128.47,18.2,80,Yes,Rising +Galaxy Raiders 1,Fighting,Nintendo Switch,2020,Rockstar,773.84,184.39,77.94,68,No,Declining +Battle Warriors 1,Racing,PC,2020,Rockstar,2490.86,90,26.44,90,No,Declining +Neon Speed 2,Action,Nintendo Switch,2020,Microsoft,3881.76,33.52,9.96,93,No,Stable +Galaxy Raiders 3,Racing,PlayStation,2020,Bandai Namco,3077.33,169.29,77.4,81,No,Declining +Shadow Realms 2,Action,Xbox,2020,Square Enix,2219.7,198.56,92.82,83,Yes,Declining +Fantasy Rivals 5,Shooter,PC,2020,Ubisoft,376.81,72.72,8.53,77,Yes,Declining +Zombie Outbreak 4,Simulation,PC,2020,EA,1948.88,160.53,44.11,52,No,Rising +Shadow Realms 2,Sports,Nintendo Switch,2020,Bandai Namco,848.23,130.87,58.51,63,Yes,Stable +Fantasy Rivals 4,RPG,PC,2020,Microsoft,3726.84,76.88,23.99,59,Yes,Rising +Pixel Odyssey 4,RPG,Xbox,2020,Activision,586.57,112.74,55.68,70,Yes,Declining +Battle Warriors 4,Adventure,PlayStation,2020,Square Enix,2065.64,78.04,36.6,64,No,Stable +Zombie Outbreak 3,Strategy,Mobile,2020,Sony,1951.64,129.91,45.43,74,No,Rising +Legends of Valor 3,RPG,Xbox,2020,Microsoft,2547.81,83.77,22.98,59,Yes,Rising +Pixel Odyssey 1,Simulation,PC,2019,EA,2091.78,148.14,30.09,57,Yes,Rising +Shadow Realms 3,Shooter,Mobile,2019,Sony,213.3,166.57,76.67,54,No,Stable +Warzone Chronicles 3,Strategy,PC,2019,EA,1291.37,58.03,18.59,71,No,Rising +Cyber Quest 2,Strategy,Mobile,2019,Activision,915.23,181.32,48.06,93,Yes,Rising +Neon Speed 1,Horror,Nintendo Switch,2019,Bandai Namco,4629.84,26.58,4.42,57,No,Stable +Fantasy Rivals 3,Racing,Mobile,2019,Ubisoft,4002.21,176,18.2,53,Yes,Rising +Neon Speed 2,Racing,PlayStation,2019,Activision,4669.38,188.37,63.78,99,Yes,Declining +Cyber Quest 5,Fighting,Mobile,2019,Square Enix,1784.2,63.37,22.56,60,Yes,Stable +Zombie Outbreak 1,Fighting,PC,2019,Bandai Namco,2014.81,80.88,23.3,59,No,Stable +Warzone Chronicles 1,Sports,PlayStation,2019,Nintendo,4842.41,127.64,21.69,57,Yes,Rising +Galaxy Raiders 3,Strategy,Xbox,2019,Bandai Namco,3234.81,197.48,82.45,93,No,Declining +Cyber Quest 1,Action,PC,2019,EA,4625.35,126.24,33.31,79,No,Stable +Battle Warriors 3,Sports,Xbox,2019,Activision,826.54,185.09,57.29,77,No,Rising +Pixel Odyssey 5,Racing,PC,2019,Sony,4648.63,43.87,5.27,82,Yes,Declining +Pixel Odyssey 5,Action,Xbox,2019,Ubisoft,498.73,107.07,32.53,75,Yes,Stable +Zombie Outbreak 4,RPG,Nintendo Switch,2019,Bandai Namco,4427.01,18.91,6.9,100,No,Stable +Shadow Realms 2,Fighting,Cross-Platform,2019,EA,3944.2,9.09,4.32,100,No,Declining +Legends of Valor 3,Horror,PlayStation,2019,Sony,4716.07,51.36,9.34,88,No,Rising +Cyber Quest 2,Adventure,Xbox,2019,Rockstar,4534.98,168.17,70.31,83,Yes,Rising +Cyber Quest 2,Action,Cross-Platform,2019,EA,1998.36,167.47,32.08,65,No,Rising +Pixel Odyssey 1,Action,Cross-Platform,2019,Sony,3639.88,28.61,12.99,57,Yes,Stable +Battle Warriors 5,Simulation,Cross-Platform,2019,EA,2658.81,150.65,75.15,92,Yes,Stable +Shadow Realms 5,RPG,Nintendo Switch,2019,Sony,1208.52,45.59,6.12,89,No,Declining +Cyber Quest 3,Strategy,Nintendo Switch,2019,Microsoft,3974.27,158.26,21.68,67,No,Stable +Galaxy Raiders 4,Strategy,Xbox,2019,Ubisoft,2898.66,23.91,11.75,52,Yes,Rising +Warzone Chronicles 3,Horror,Xbox,2019,Ubisoft,3839.08,58.5,6.28,71,Yes,Rising +Galaxy Raiders 5,Action,Nintendo Switch,2019,Microsoft,1594.84,56,10.44,83,Yes,Rising +Galaxy Raiders 1,Horror,Nintendo Switch,2019,Square Enix,2994.46,195.26,43.38,86,Yes,Rising +Zombie Outbreak 5,Racing,Mobile,2019,Rockstar,558.25,106.03,51.7,88,Yes,Declining +Pixel Odyssey 4,Horror,Xbox,2019,Microsoft,581.33,42.51,16.31,56,No,Rising +Legends of Valor 2,Strategy,Nintendo Switch,2019,Rockstar,1047.15,10.32,2.29,95,No,Stable +Warzone Chronicles 1,Shooter,Cross-Platform,2019,Microsoft,1719.73,152.31,60.7,82,No,Rising +Pixel Odyssey 5,Racing,Mobile,2019,Square Enix,380.63,107.01,28.95,51,No,Declining +Fantasy Rivals 4,Sports,PC,2019,Capcom,1326.91,110.61,32.7,57,Yes,Rising +Zombie Outbreak 5,Simulation,PlayStation,2019,Square Enix,548.32,3.3,1.57,82,No,Rising +Fantasy Rivals 4,Action,Cross-Platform,2019,Rockstar,2405.73,19.42,8,83,No,Rising +Battle Warriors 3,RPG,Mobile,2019,Microsoft,3980.77,183.06,74.37,83,No,Declining +Warzone Chronicles 4,Fighting,Mobile,2019,Rockstar,4202.02,123.5,23.47,66,Yes,Rising +Zombie Outbreak 1,Sports,PlayStation,2019,Bandai Namco,2016.83,133.66,36.29,67,Yes,Stable +Shadow Realms 5,Horror,PlayStation,2019,Capcom,3481.54,181.08,86.01,57,Yes,Rising +Galaxy Raiders 2,Strategy,Xbox,2019,Ubisoft,4217.86,17.54,8.26,67,No,Rising +Shadow Realms 4,RPG,Mobile,2019,Capcom,3069.62,131.82,41.48,86,No,Stable +Battle Warriors 3,Action,Mobile,2019,Capcom,1530.8,45.7,18.65,93,No,Rising +Zombie Outbreak 2,Action,PC,2019,Microsoft,607.53,56.04,8.74,78,No,Stable +Cyber Quest 5,Shooter,Mobile,2018,Bandai Namco,4345.97,65.28,11.22,72,No,Stable +Fantasy Rivals 1,Strategy,Xbox,2018,Microsoft,1278.29,160.09,48.4,51,Yes,Declining +Cyber Quest 4,RPG,PC,2018,EA,4549.27,199.47,58.39,74,No,Stable +Shadow Realms 5,Shooter,PC,2018,Square Enix,347.64,24.35,10.88,62,Yes,Declining +Neon Speed 5,Shooter,Cross-Platform,2018,Sony,1182.88,81.76,32.91,95,No,Rising +Galaxy Raiders 1,Adventure,PlayStation,2018,Ubisoft,3343.4,176.68,84.77,63,No,Declining +Neon Speed 3,Strategy,Cross-Platform,2018,Microsoft,2745.75,12.09,3.52,54,No,Declining +Zombie Outbreak 4,Shooter,PC,2018,Microsoft,2590.77,148.88,46.43,83,Yes,Stable +Warzone Chronicles 1,Action,Xbox,2018,Microsoft,3070.54,195.99,30.96,83,No,Declining +Neon Speed 3,Adventure,Cross-Platform,2018,Microsoft,4913.96,52.36,13.16,60,No,Stable +Warzone Chronicles 5,Horror,PC,2018,Microsoft,2667.46,146.54,42.07,100,Yes,Declining +Pixel Odyssey 2,Racing,Cross-Platform,2018,Capcom,3197.79,149.11,31.99,55,No,Stable +Galaxy Raiders 3,Shooter,Nintendo Switch,2018,Activision,739.19,114.13,53.84,84,No,Declining +Galaxy Raiders 4,Action,Mobile,2018,Nintendo,4872.45,128.25,25.95,93,No,Stable +Neon Speed 5,Strategy,Xbox,2018,Activision,188.01,97.68,43.75,78,No,Declining +Fantasy Rivals 2,Sports,PlayStation,2018,Nintendo,2935.31,15.97,7.12,86,No,Stable +Cyber Quest 3,Strategy,Cross-Platform,2018,Square Enix,800.34,74.39,34.83,55,No,Declining +Warzone Chronicles 2,Fighting,PC,2018,Ubisoft,3385.67,151.73,22.9,95,No,Declining +Warzone Chronicles 1,Action,PC,2018,Nintendo,1185.58,150.1,48.51,97,Yes,Stable +Neon Speed 5,Action,Xbox,2018,Rockstar,2762.14,14,2.17,90,No,Stable +Galaxy Raiders 1,Racing,Mobile,2018,Ubisoft,2226.75,30.38,4.28,53,Yes,Stable +Galaxy Raiders 4,Horror,Mobile,2018,Rockstar,807.57,63.62,14.73,65,Yes,Stable +Legends of Valor 3,Sports,PC,2018,Ubisoft,779.21,158.79,26.21,77,Yes,Rising +Galaxy Raiders 1,Action,Nintendo Switch,2018,Rockstar,4185.96,96.45,21.12,61,Yes,Rising +Galaxy Raiders 4,Fighting,Mobile,2018,Nintendo,3038.6,132.58,45.85,82,No,Declining +Battle Warriors 2,Simulation,PlayStation,2018,Ubisoft,276.71,127.78,55.42,57,Yes,Declining +Fantasy Rivals 3,Adventure,Cross-Platform,2018,Activision,2464.26,13.69,2.05,89,Yes,Rising +Shadow Realms 4,Horror,Nintendo Switch,2018,Microsoft,3079.66,100.58,17.54,61,No,Rising +Cyber Quest 4,Adventure,PlayStation,2018,EA,4904.32,175.97,45.24,67,Yes,Declining +Neon Speed 2,Simulation,PlayStation,2018,Nintendo,2957.94,0.53,0.26,67,Yes,Declining +Cyber Quest 5,RPG,Mobile,2018,Ubisoft,3566.66,118.66,59.3,61,Yes,Declining +Legends of Valor 4,Adventure,Nintendo Switch,2018,Nintendo,2760.66,68.48,26.44,79,No,Declining +Galaxy Raiders 4,Horror,PlayStation,2018,Activision,4475.03,20.14,3.59,64,Yes,Declining +Battle Warriors 1,Strategy,Nintendo Switch,2018,Capcom,1729.06,17.51,4.16,91,Yes,Rising +Galaxy Raiders 1,Strategy,Cross-Platform,2018,Square Enix,4861.9,130.77,34.42,77,Yes,Rising +Zombie Outbreak 1,Shooter,Cross-Platform,2018,Nintendo,4048.7,19.93,9.07,57,No,Stable +Shadow Realms 5,Racing,PlayStation,2018,Nintendo,2512.3,11.83,2.39,66,No,Declining +Legends of Valor 3,RPG,Mobile,2018,Sony,3653.28,91.1,33.48,53,Yes,Stable +Battle Warriors 5,Horror,PC,2018,Nintendo,3231.17,18.83,8.81,77,Yes,Rising +Legends of Valor 4,Sports,Mobile,2018,EA,592.41,46.98,11.31,60,Yes,Stable +Legends of Valor 4,Horror,PC,2018,Microsoft,99.06,177.45,80.79,96,No,Declining +Fantasy Rivals 2,Sports,Cross-Platform,2018,Nintendo,3614.87,176.64,41.53,64,No,Stable +Neon Speed 4,Fighting,Xbox,2018,EA,4705.8,105.49,47.5,84,Yes,Rising +Pixel Odyssey 4,Sports,PlayStation,2018,Ubisoft,2715.28,34.82,8.55,73,No,Declining +Fantasy Rivals 2,Simulation,Cross-Platform,2018,EA,381.24,186.92,89.38,85,No,Declining +Galaxy Raiders 2,Horror,PC,2018,Square Enix,2522.81,52.38,11.38,62,No,Rising +Battle Warriors 1,RPG,Mobile,2018,Ubisoft,2880.79,102.46,19.26,85,Yes,Stable +Zombie Outbreak 1,Fighting,PC,2018,Microsoft,4476.53,197.3,20.64,80,Yes,Declining +Battle Warriors 3,Shooter,PC,2018,Capcom,3775.64,65.39,7.92,94,Yes,Declining +Warzone Chronicles 3,Adventure,Xbox,2018,Sony,1441.53,150.33,20.68,57,No,Rising +Galaxy Raiders 5,Fighting,Nintendo Switch,2017,Microsoft,1168.43,81.65,15.1,60,No,Rising +Legends of Valor 2,Shooter,Xbox,2017,Ubisoft,1957.21,81.63,9.97,73,No,Rising +Galaxy Raiders 2,Sports,PC,2017,Sony,3250.33,144.5,71.34,59,No,Stable +Fantasy Rivals 2,Sports,Cross-Platform,2017,Nintendo,2171.42,47.68,7.19,72,Yes,Rising +Battle Warriors 2,Simulation,Mobile,2017,Nintendo,299.96,174.36,77.8,62,Yes,Rising +Neon Speed 4,RPG,Nintendo Switch,2017,Ubisoft,1228.61,81.38,38.5,66,Yes,Stable +Fantasy Rivals 1,Adventure,Mobile,2017,Square Enix,1959.55,157.94,76.53,55,No,Declining +Cyber Quest 5,Action,Xbox,2017,EA,917.92,17,3.14,95,Yes,Stable +Neon Speed 3,Fighting,Nintendo Switch,2017,Activision,3590.17,71.96,35.77,96,No,Stable +Fantasy Rivals 3,Racing,Xbox,2017,Square Enix,1467.91,84.5,29.88,52,No,Stable +Cyber Quest 1,Strategy,Mobile,2017,Activision,4750.94,16.03,2,55,No,Stable +Battle Warriors 5,Racing,PC,2017,Activision,4031.25,82.64,28.81,61,No,Stable +Neon Speed 4,Sports,Xbox,2017,Capcom,1782.74,54.42,11.4,85,No,Stable +Pixel Odyssey 3,Fighting,Nintendo Switch,2017,Square Enix,2471.03,55.06,22.73,98,No,Rising +Battle Warriors 4,Fighting,Nintendo Switch,2017,Activision,1551.34,115.8,53.9,54,Yes,Declining +Fantasy Rivals 4,Strategy,Cross-Platform,2017,Microsoft,1371.18,176.05,58.75,78,No,Declining +Battle Warriors 2,Shooter,Cross-Platform,2017,Sony,1108.75,160.6,60.96,88,No,Declining +Neon Speed 2,Action,Xbox,2017,Microsoft,4732.5,129.73,46.24,51,Yes,Rising +Cyber Quest 2,Sports,PlayStation,2017,Bandai Namco,1597.72,20.43,2.55,57,Yes,Stable +Pixel Odyssey 4,Shooter,Cross-Platform,2017,Activision,4562.83,122.92,17.79,55,Yes,Declining +Zombie Outbreak 4,Racing,PlayStation,2017,Bandai Namco,3868.23,83.82,15.65,64,Yes,Stable +Fantasy Rivals 5,Strategy,PC,2017,Rockstar,949.77,162.85,44.8,94,Yes,Stable +Warzone Chronicles 5,Action,Cross-Platform,2017,Capcom,4291.91,175.62,46.28,55,No,Stable +Warzone Chronicles 2,Adventure,Mobile,2017,Sony,935.27,172.08,73.2,76,No,Rising +Pixel Odyssey 2,Sports,Nintendo Switch,2017,Microsoft,3230.57,19.05,7.56,93,No,Declining +Neon Speed 2,Fighting,PlayStation,2017,Activision,3514,133.32,31.4,97,Yes,Declining +Fantasy Rivals 4,Action,PlayStation,2017,Rockstar,4702.66,5.52,0.89,90,No,Stable +Fantasy Rivals 5,Action,Mobile,2017,Ubisoft,2076.56,122.57,40.51,98,No,Stable +Legends of Valor 5,Action,PC,2017,Sony,1370.5,75.16,19.25,96,No,Stable +Shadow Realms 1,RPG,Cross-Platform,2017,Activision,4804.78,169.51,27.3,80,Yes,Stable +Legends of Valor 2,Action,Xbox,2017,Microsoft,4035.59,187.14,59.48,84,Yes,Stable +Cyber Quest 4,RPG,Xbox,2017,EA,3742.37,127.94,57.13,73,No,Stable +Pixel Odyssey 1,Simulation,PC,2017,EA,3832.59,172.42,69.62,60,Yes,Rising +Fantasy Rivals 3,Action,PC,2017,Ubisoft,132.5,66.06,20.69,70,No,Declining +Pixel Odyssey 4,Shooter,PlayStation,2017,Capcom,4414.07,71.37,27.38,91,Yes,Rising +Warzone Chronicles 4,Action,Mobile,2017,Nintendo,31.37,125.09,46.93,61,Yes,Declining +Zombie Outbreak 1,Horror,Xbox,2017,Rockstar,2156.54,164.39,75.36,93,Yes,Stable +Pixel Odyssey 1,Action,Xbox,2017,Nintendo,3197.55,70.15,20.8,93,Yes,Declining +Legends of Valor 1,Simulation,PC,2017,Microsoft,4028.06,163.3,42.91,52,No,Stable +Warzone Chronicles 4,Strategy,Mobile,2017,EA,190.89,195.41,62.76,57,No,Rising +Battle Warriors 1,Racing,Xbox,2017,Ubisoft,2756.98,186.55,37.02,80,No,Stable +Zombie Outbreak 3,Fighting,Mobile,2017,Bandai Namco,1096.51,47.55,13.74,81,Yes,Rising +Warzone Chronicles 5,Action,Cross-Platform,2017,Bandai Namco,3958.41,174.44,55.62,59,No,Declining +Battle Warriors 1,Horror,Nintendo Switch,2017,EA,2550.05,169.15,68.2,75,Yes,Declining +Warzone Chronicles 1,Fighting,Nintendo Switch,2016,EA,1746.46,195.35,50.85,52,Yes,Stable +Neon Speed 1,Adventure,Cross-Platform,2016,Sony,1702.56,195.63,77.19,88,Yes,Declining +Fantasy Rivals 4,Sports,PC,2016,Ubisoft,3750.07,181.37,79.27,77,No,Stable +Pixel Odyssey 3,Adventure,Mobile,2016,Bandai Namco,804.95,138.15,46.64,63,Yes,Declining +Cyber Quest 3,Adventure,Nintendo Switch,2016,Rockstar,3393.43,13.01,2.68,59,Yes,Rising +Legends of Valor 4,Horror,PlayStation,2016,Nintendo,71.64,10.88,3.23,91,Yes,Rising +Cyber Quest 2,Racing,Nintendo Switch,2016,Rockstar,1518.26,11.13,2.69,80,No,Stable +Shadow Realms 3,Fighting,Cross-Platform,2016,Bandai Namco,2438.76,4.2,0.43,81,No,Rising +Fantasy Rivals 3,Action,PC,2016,Sony,4823.48,199.69,64.85,90,Yes,Stable +Zombie Outbreak 5,Fighting,Cross-Platform,2016,Microsoft,4884.23,100.61,29.05,86,Yes,Rising +Warzone Chronicles 3,Horror,Nintendo Switch,2016,Sony,3923.81,157.39,30.26,73,Yes,Declining +Cyber Quest 3,Sports,Cross-Platform,2016,Microsoft,2595.1,117.78,48.55,64,Yes,Declining +Legends of Valor 5,Horror,Xbox,2016,Nintendo,4568.55,12.08,4.37,60,Yes,Stable +Neon Speed 3,Fighting,Nintendo Switch,2016,Activision,1039.28,145.71,34.65,70,No,Rising +Battle Warriors 5,RPG,Mobile,2016,Microsoft,3390.62,64.01,27.52,90,Yes,Rising +Warzone Chronicles 2,Sports,Mobile,2016,Nintendo,3554.3,2.37,0.7,78,Yes,Declining +Shadow Realms 1,Simulation,PlayStation,2016,Sony,3522.06,185.7,29.99,53,No,Declining +Cyber Quest 2,Shooter,Mobile,2016,Bandai Namco,3718.41,125.57,52.97,65,No,Declining +Legends of Valor 3,Shooter,PlayStation,2016,Bandai Namco,1406.53,31.36,11.76,73,Yes,Declining +Fantasy Rivals 1,Racing,Cross-Platform,2016,EA,1293.87,17.13,6.25,74,Yes,Declining +Fantasy Rivals 5,Shooter,Xbox,2016,EA,4889.55,142.07,50.77,83,No,Rising +Shadow Realms 2,Action,Nintendo Switch,2016,Ubisoft,3157.66,64.07,17.56,84,Yes,Stable +Fantasy Rivals 3,Shooter,Cross-Platform,2016,EA,741.12,150.23,51.06,81,No,Rising +Cyber Quest 5,Action,Cross-Platform,2016,Square Enix,2283.06,176.15,79.54,81,No,Declining +Legends of Valor 3,Strategy,PC,2016,Ubisoft,2045.2,164.91,38.31,52,No,Stable +Pixel Odyssey 2,Horror,Cross-Platform,2016,Ubisoft,1717.62,99.55,17.26,87,Yes,Declining +Fantasy Rivals 3,Fighting,Xbox,2016,Sony,1459.85,194.3,94.91,60,Yes,Rising +Neon Speed 1,Fighting,Xbox,2016,Activision,1702.22,9.13,1.91,76,No,Rising +Zombie Outbreak 4,Sports,Cross-Platform,2016,Nintendo,3460.76,198.81,80.1,81,Yes,Rising +Shadow Realms 1,Action,Mobile,2016,Microsoft,869.95,128.95,23.1,64,Yes,Rising +Battle Warriors 3,Simulation,PlayStation,2016,Ubisoft,866.49,153.2,38.57,56,Yes,Rising +Battle Warriors 3,Simulation,Nintendo Switch,2016,Bandai Namco,4703,26.44,4.58,54,No,Rising +Fantasy Rivals 5,Racing,Cross-Platform,2016,Capcom,4515.61,104.25,45.98,73,Yes,Declining +Zombie Outbreak 1,Shooter,PC,2016,EA,3184.32,11.39,4.21,85,Yes,Stable +Galaxy Raiders 5,Racing,PlayStation,2016,EA,562.18,145.29,34.65,82,Yes,Rising +Fantasy Rivals 4,Simulation,PlayStation,2016,Capcom,4151.36,146.29,22.45,74,Yes,Rising +Warzone Chronicles 3,Strategy,PC,2016,Rockstar,3420.13,195.56,30.72,62,No,Declining +Galaxy Raiders 4,Action,PlayStation,2016,Sony,3483.83,151.71,66.99,70,No,Declining +Neon Speed 3,Horror,Xbox,2016,Nintendo,2966.3,41.4,8.76,70,Yes,Declining +Battle Warriors 4,Simulation,PlayStation,2016,Capcom,367.94,152.19,28.36,68,Yes,Declining +Galaxy Raiders 1,Simulation,PlayStation,2016,Activision,2835.97,100.73,44.38,64,No,Declining +Neon Speed 1,Action,Xbox,2015,Capcom,1312.6,65.18,17.81,70,Yes,Rising +Shadow Realms 4,Strategy,PlayStation,2015,Nintendo,3706.23,136.22,19.14,91,Yes,Stable +Zombie Outbreak 3,Shooter,PlayStation,2015,Ubisoft,1470.62,109.26,32.74,87,Yes,Stable +Zombie Outbreak 2,Shooter,PlayStation,2015,Activision,856.77,18.73,8.08,59,No,Stable +Neon Speed 3,Fighting,Nintendo Switch,2015,Ubisoft,4705.49,1.05,0.12,60,No,Rising +Fantasy Rivals 2,Sports,Nintendo Switch,2015,Activision,2425.01,132.27,38.67,53,No,Declining +Warzone Chronicles 5,Horror,Xbox,2015,Capcom,1687.9,37.32,11.57,57,Yes,Declining +Shadow Realms 5,Fighting,Nintendo Switch,2015,Capcom,4829.03,132.69,42.05,64,No,Stable +Fantasy Rivals 4,Horror,Mobile,2015,Capcom,3300.44,129.65,30.87,97,Yes,Rising +Pixel Odyssey 5,RPG,PlayStation,2015,Rockstar,2043.05,166.53,52.79,79,Yes,Declining +Shadow Realms 4,Action,PC,2015,Microsoft,3997.38,3.49,1.67,68,No,Rising +Legends of Valor 4,Action,Nintendo Switch,2015,Microsoft,3064.11,196.59,67.95,99,Yes,Rising +Galaxy Raiders 5,Simulation,PC,2015,Bandai Namco,1217.69,175.88,79.63,77,No,Rising +Shadow Realms 4,Sports,Nintendo Switch,2015,Square Enix,2205.71,114.82,12.86,90,No,Rising +Warzone Chronicles 4,Fighting,PlayStation,2015,Square Enix,55.21,191.77,43.19,94,Yes,Declining +Galaxy Raiders 5,Horror,PC,2015,Ubisoft,1008.64,125.95,39.56,81,Yes,Stable +Galaxy Raiders 5,Simulation,PC,2015,EA,2231.04,199.44,69.17,95,Yes,Declining +Warzone Chronicles 1,Shooter,PlayStation,2015,Bandai Namco,635.48,11.31,1.25,57,Yes,Rising +Neon Speed 3,Shooter,Cross-Platform,2015,Rockstar,1475.85,163.52,42.55,87,No,Stable +Warzone Chronicles 2,Action,PC,2015,Rockstar,394.58,40.82,19.46,77,Yes,Rising +Neon Speed 4,Adventure,PC,2015,Nintendo,1506.28,193.17,39.22,51,Yes,Declining +Battle Warriors 3,Sports,PC,2015,Rockstar,1234.98,143.83,65.68,66,Yes,Rising +Neon Speed 1,Adventure,PC,2015,Sony,4888.31,2.19,0.37,94,Yes,Declining +Warzone Chronicles 1,Fighting,Nintendo Switch,2015,Sony,984.44,145.15,21.12,84,No,Rising +Warzone Chronicles 1,RPG,PC,2015,Ubisoft,3831.71,95.49,22.29,81,Yes,Declining +Pixel Odyssey 1,Sports,Xbox,2015,Activision,122.94,193.35,70.92,61,No,Stable +Pixel Odyssey 1,Action,Nintendo Switch,2015,Microsoft,2877.65,128.05,51.84,70,No,Rising +Shadow Realms 2,Strategy,Nintendo Switch,2015,Rockstar,3272.59,6.32,2.68,63,Yes,Stable +Shadow Realms 2,Strategy,PC,2015,Bandai Namco,1048.8,166.51,22.88,51,Yes,Declining +Fantasy Rivals 1,Adventure,Nintendo Switch,2015,Bandai Namco,3700.63,64.01,31.14,99,No,Rising +Battle Warriors 2,Action,PlayStation,2015,Nintendo,3913.37,191.42,77.12,74,No,Declining +Fantasy Rivals 3,Simulation,PC,2015,Nintendo,1272.7,34.54,16.11,98,Yes,Stable +Galaxy Raiders 3,Sports,PC,2015,Microsoft,1463.88,166.29,68.22,93,No,Rising +Galaxy Raiders 3,Sports,Xbox,2015,Nintendo,4135.72,162.66,33.02,83,No,Declining +Fantasy Rivals 5,RPG,Mobile,2015,Sony,4165.53,185.61,89.83,64,Yes,Declining +Cyber Quest 1,Sports,Cross-Platform,2015,Activision,155.43,191.67,40.88,100,Yes,Stable +Warzone Chronicles 5,Shooter,PC,2015,Capcom,3951.15,121.03,25.1,60,No,Stable +Galaxy Raiders 4,Sports,Mobile,2015,Ubisoft,2737.73,31.27,13.03,61,Yes,Declining +Zombie Outbreak 2,Strategy,Nintendo Switch,2014,Square Enix,2695.1,83.83,32,57,No,Declining +Pixel Odyssey 1,Adventure,Cross-Platform,2014,Activision,4828.5,156.16,76.11,66,Yes,Declining +Legends of Valor 5,Horror,PC,2014,Ubisoft,2973.08,199.85,77.97,61,Yes,Stable +Pixel Odyssey 1,Shooter,Mobile,2014,Microsoft,930.79,17.89,8.87,86,No,Declining +Warzone Chronicles 1,Sports,Mobile,2014,Bandai Namco,2680.23,39.82,12.75,79,Yes,Stable +Galaxy Raiders 1,Adventure,Mobile,2014,Sony,29.95,71.68,24.78,91,No,Declining +Shadow Realms 2,Racing,Mobile,2014,Activision,3267.18,139.74,69.5,81,Yes,Rising +Legends of Valor 2,Action,PC,2014,Square Enix,1090.26,102.68,32.17,85,No,Rising +Neon Speed 5,Action,PlayStation,2014,Square Enix,420.3,105.04,41.6,95,Yes,Declining +Cyber Quest 4,Simulation,PlayStation,2014,EA,3236.01,45.64,17.41,80,Yes,Stable +Neon Speed 1,Strategy,Mobile,2014,Activision,2507.55,69.28,10.07,61,No,Rising +Legends of Valor 1,Sports,PlayStation,2014,Rockstar,3510.98,172.37,22.96,95,No,Rising +Fantasy Rivals 2,Strategy,Cross-Platform,2014,Rockstar,4157.78,48.49,8.87,65,Yes,Rising +Pixel Odyssey 3,Shooter,Mobile,2014,Ubisoft,760.15,121.28,22.46,81,No,Declining +Cyber Quest 3,Strategy,PlayStation,2014,Sony,1198.9,115.84,54.81,83,Yes,Stable +Pixel Odyssey 5,Adventure,Cross-Platform,2014,Capcom,2118.11,138.11,30.44,100,Yes,Declining +Cyber Quest 3,Strategy,Cross-Platform,2014,Nintendo,1877.6,195.13,65.84,80,No,Declining +Pixel Odyssey 4,Racing,PlayStation,2014,Square Enix,585.35,177.44,88.16,94,Yes,Rising +Shadow Realms 5,Simulation,Mobile,2014,Sony,2577.56,154.26,55.24,91,No,Stable +Legends of Valor 5,Strategy,Nintendo Switch,2014,Capcom,1518.45,67.65,13.68,94,Yes,Declining +Neon Speed 2,Horror,Xbox,2014,Square Enix,3713.63,149.79,59.73,51,No,Stable +Battle Warriors 5,Fighting,Mobile,2014,Activision,3922.99,33.94,8.49,95,Yes,Rising +Battle Warriors 1,Horror,PlayStation,2014,Capcom,2735,62.32,25.37,87,Yes,Declining +Shadow Realms 2,Simulation,PC,2014,Capcom,3288.8,4.84,1.73,86,Yes,Rising +Battle Warriors 5,Simulation,PC,2014,Ubisoft,279.16,38.2,15.89,86,Yes,Stable +Battle Warriors 3,Sports,PlayStation,2014,Rockstar,1456.65,164.87,73.45,62,Yes,Rising +Pixel Odyssey 5,Action,Mobile,2014,Activision,537.71,71.61,17.39,63,Yes,Rising +Battle Warriors 3,Simulation,PC,2014,EA,2807.46,186.7,70.91,97,No,Declining +Warzone Chronicles 1,Shooter,Xbox,2014,Rockstar,1650.28,139.38,23.61,78,Yes,Declining +Cyber Quest 1,RPG,PC,2014,Rockstar,2708.71,135.06,33.92,70,No,Declining +Warzone Chronicles 3,Adventure,Mobile,2014,Rockstar,2142.62,144.43,27.65,66,Yes,Declining +Legends of Valor 3,Sports,PC,2014,Ubisoft,1378.89,79.81,9.23,58,Yes,Rising +Neon Speed 1,RPG,Nintendo Switch,2014,Square Enix,3994.55,125.87,53.82,68,No,Declining +Battle Warriors 5,Strategy,PC,2014,Ubisoft,749.43,187.19,30.51,73,Yes,Rising +Warzone Chronicles 5,Horror,PlayStation,2014,Ubisoft,3407.34,199.98,33.65,53,No,Rising +Legends of Valor 3,Simulation,PlayStation,2014,Nintendo,1312.13,93.75,11.63,93,No,Stable +Neon Speed 3,Action,Cross-Platform,2014,Capcom,4020.71,179.48,29,64,Yes,Rising +Shadow Realms 4,Shooter,PlayStation,2014,Square Enix,3147.41,84.13,39.82,87,Yes,Rising +Fantasy Rivals 3,Simulation,Cross-Platform,2014,Square Enix,3804.17,17.33,5.78,78,No,Rising +Neon Speed 5,Sports,Mobile,2013,EA,4131.18,126.9,24.95,61,Yes,Rising +Shadow Realms 5,Adventure,Xbox,2013,Nintendo,4286.59,179.21,85.88,98,No,Rising +Galaxy Raiders 4,Horror,PlayStation,2013,Rockstar,2544.65,70.28,8.18,88,No,Declining +Legends of Valor 3,RPG,PlayStation,2013,Activision,1746.17,118.64,55.59,59,Yes,Rising +Neon Speed 2,Horror,Mobile,2013,Capcom,4539.53,112.06,18,89,Yes,Stable +Pixel Odyssey 5,Adventure,Cross-Platform,2013,Ubisoft,1304.97,162.57,37.76,91,Yes,Stable +Zombie Outbreak 2,Strategy,PC,2013,Activision,849.69,96.89,21.21,100,No,Declining +Warzone Chronicles 5,Sports,PlayStation,2013,Nintendo,1250.22,129,28.51,60,No,Stable +Shadow Realms 1,Action,PlayStation,2013,Bandai Namco,2475.52,10.8,1.14,58,Yes,Stable +Cyber Quest 3,Shooter,Xbox,2013,Bandai Namco,2215.99,33.47,9.86,87,Yes,Rising +Fantasy Rivals 4,Shooter,PC,2013,Nintendo,3818.66,51.39,14.06,81,No,Rising +Galaxy Raiders 1,Fighting,PlayStation,2013,Capcom,219.83,144.74,27.49,97,Yes,Declining +Cyber Quest 2,Simulation,Nintendo Switch,2013,Sony,3939.8,156.54,60.47,65,Yes,Stable +Neon Speed 1,Simulation,PC,2013,EA,4286.92,28.53,5.81,61,No,Declining +Cyber Quest 5,Fighting,PlayStation,2013,Capcom,2274.18,105.07,37.37,56,Yes,Rising +Legends of Valor 2,Horror,Cross-Platform,2013,Nintendo,3628.47,124.94,47.49,72,Yes,Rising +Pixel Odyssey 4,Adventure,Nintendo Switch,2013,Square Enix,2721.07,160.36,45.74,88,Yes,Rising +Shadow Realms 1,Fighting,Nintendo Switch,2013,Activision,4824.91,27.79,10.32,96,No,Rising +Battle Warriors 1,Adventure,Cross-Platform,2013,Ubisoft,4026.2,194.62,68.12,62,Yes,Declining +Cyber Quest 5,Strategy,Xbox,2013,Rockstar,2376.51,91.23,42.51,58,Yes,Declining +Legends of Valor 2,Action,Nintendo Switch,2013,Bandai Namco,4669.36,84.94,35.36,93,Yes,Rising +Pixel Odyssey 1,Horror,PC,2013,Microsoft,4585.27,99.7,25.53,81,No,Stable +Battle Warriors 5,Fighting,Mobile,2013,Activision,1046.11,143.76,35.29,53,No,Declining +Cyber Quest 4,Strategy,Mobile,2013,Bandai Namco,569.83,73.17,15.33,79,No,Rising +Shadow Realms 3,Action,Cross-Platform,2013,Sony,3391.28,108.23,21.67,54,Yes,Rising +Cyber Quest 3,RPG,Cross-Platform,2013,Sony,2182.92,131.61,63.95,65,No,Rising +Zombie Outbreak 1,Horror,Xbox,2013,Microsoft,2757.86,53.7,17.52,54,No,Rising +Cyber Quest 1,Racing,Mobile,2013,EA,329.11,91.13,18.94,57,Yes,Declining +Zombie Outbreak 4,Fighting,Cross-Platform,2013,Square Enix,1866.58,4.61,0.47,53,No,Stable +Galaxy Raiders 2,RPG,PlayStation,2013,Activision,873.38,17.22,6.5,67,Yes,Declining +Zombie Outbreak 4,Action,Xbox,2013,Capcom,1140.13,134.24,16.48,73,No,Stable +Fantasy Rivals 4,Adventure,Mobile,2013,Microsoft,2107.7,105.83,46.14,88,No,Declining +Legends of Valor 5,Racing,Mobile,2013,EA,4399.93,8.29,1.56,63,No,Rising +Warzone Chronicles 4,Horror,Mobile,2013,Sony,4350.57,18.53,3.02,80,Yes,Rising +Shadow Realms 3,Shooter,Xbox,2013,Rockstar,4183.97,86.33,26.6,68,Yes,Stable +Warzone Chronicles 5,Racing,Cross-Platform,2013,Nintendo,3986.48,18.24,6.52,74,Yes,Stable +Fantasy Rivals 2,Strategy,PlayStation,2013,Square Enix,2574.88,112.16,27.57,96,No,Stable +Warzone Chronicles 1,Fighting,PC,2013,Ubisoft,3062.14,198.37,96.26,53,Yes,Rising +Galaxy Raiders 2,Adventure,Mobile,2013,Ubisoft,711.86,106.65,16.52,88,No,Declining +Warzone Chronicles 4,Horror,Cross-Platform,2012,Capcom,1851.72,21.99,10.76,77,Yes,Rising +Neon Speed 2,Sports,Xbox,2012,Microsoft,1579.29,111.36,34.72,74,No,Declining +Legends of Valor 1,Sports,Mobile,2012,Square Enix,3074.6,11.34,1.66,85,Yes,Declining +Legends of Valor 1,Shooter,PlayStation,2012,Sony,4536.86,184.44,52.31,54,No,Stable +Fantasy Rivals 2,Racing,Xbox,2012,Nintendo,3224.34,138.28,49.9,63,No,Rising +Cyber Quest 2,Strategy,Xbox,2012,EA,2259.42,35.18,15.04,71,Yes,Rising +Neon Speed 5,Racing,Nintendo Switch,2012,Bandai Namco,940.16,194.53,92.2,78,Yes,Rising +Fantasy Rivals 3,Simulation,Xbox,2012,Ubisoft,1601.25,99.43,18.31,58,No,Stable +Warzone Chronicles 2,Adventure,Nintendo Switch,2012,Ubisoft,1084.57,65.83,17.92,97,Yes,Stable +Galaxy Raiders 5,Racing,PlayStation,2012,Activision,4635.85,122.78,23.41,98,No,Declining +Warzone Chronicles 1,Horror,Nintendo Switch,2012,Microsoft,356.16,64.94,30.03,71,Yes,Declining +Shadow Realms 3,Fighting,PC,2012,EA,679.64,85.42,28.07,56,Yes,Stable +Warzone Chronicles 1,Action,PC,2012,Ubisoft,1556.7,101.4,26.85,89,No,Rising +Galaxy Raiders 4,Action,Nintendo Switch,2012,Sony,3753.81,147.62,70.1,75,No,Declining +Warzone Chronicles 2,Racing,Xbox,2012,Nintendo,1660.05,157.67,49.52,78,Yes,Rising +Neon Speed 4,Strategy,Nintendo Switch,2012,Sony,2409.81,142.32,58.86,93,Yes,Declining +Zombie Outbreak 2,Strategy,Cross-Platform,2012,Ubisoft,1335.88,85.36,34.06,64,No,Declining +Fantasy Rivals 2,Strategy,PlayStation,2012,Bandai Namco,4429.86,23.15,8.11,85,No,Declining +Neon Speed 4,Simulation,Nintendo Switch,2012,Ubisoft,3922.87,39.14,16.68,62,No,Declining +Fantasy Rivals 1,Sports,Xbox,2012,Square Enix,3248.75,138.29,20.13,67,Yes,Stable +Warzone Chronicles 3,Action,Cross-Platform,2012,Nintendo,11.43,120.79,22.13,63,No,Declining +Legends of Valor 2,Fighting,PC,2012,Rockstar,760.69,192.35,77.44,78,Yes,Declining +Cyber Quest 5,Strategy,Mobile,2012,Rockstar,379.11,95.03,43.52,60,No,Declining +Battle Warriors 5,Strategy,Nintendo Switch,2012,Ubisoft,848.85,107.8,23.71,73,Yes,Declining +Shadow Realms 3,Simulation,Cross-Platform,2012,Capcom,1451.36,135.9,42.31,85,Yes,Declining +Pixel Odyssey 5,Racing,Xbox,2012,Ubisoft,3007.27,94.13,23.36,78,Yes,Rising +Legends of Valor 2,Racing,Nintendo Switch,2012,EA,909.51,176.02,24.51,63,No,Declining +Zombie Outbreak 1,Action,Xbox,2012,Sony,470.61,134.2,16.07,78,Yes,Declining +Battle Warriors 3,Horror,PlayStation,2012,EA,3984.64,143.22,17.64,97,No,Declining +Pixel Odyssey 5,Shooter,Nintendo Switch,2012,Activision,4502.6,131.12,40.67,68,No,Declining +Pixel Odyssey 3,Shooter,PC,2012,Sony,229.98,32.4,13.57,79,Yes,Declining +Galaxy Raiders 4,Strategy,Cross-Platform,2012,Sony,910.79,12.02,4.61,99,No,Stable +Legends of Valor 1,Adventure,Cross-Platform,2012,EA,2998.32,114.74,30.27,96,Yes,Rising +Neon Speed 5,Adventure,PlayStation,2012,Nintendo,1945.09,122.12,50.84,80,No,Rising +Cyber Quest 5,Racing,Nintendo Switch,2012,Capcom,1782.24,51.14,6.99,86,No,Stable +Legends of Valor 3,Action,Mobile,2012,Ubisoft,3887.54,117.63,37.61,81,Yes,Declining +Fantasy Rivals 1,Racing,Mobile,2012,Capcom,3226.76,165.78,41.94,99,No,Rising +Shadow Realms 3,Fighting,Xbox,2012,Square Enix,4814.31,167.68,67.76,86,Yes,Declining +Legends of Valor 4,Simulation,Mobile,2012,Nintendo,2970.9,194.55,72.96,94,No,Stable +Neon Speed 5,Strategy,Xbox,2011,Capcom,52.28,77.99,21.44,69,No,Stable +Shadow Realms 3,Simulation,Cross-Platform,2011,Nintendo,3285.65,130.77,27.03,56,No,Stable +Zombie Outbreak 3,Adventure,PlayStation,2011,Ubisoft,1439.6,8.9,2.15,64,Yes,Rising +Zombie Outbreak 2,Sports,Cross-Platform,2011,Bandai Namco,2008.38,159.32,45,78,No,Stable +Pixel Odyssey 5,RPG,Xbox,2011,Square Enix,4547.83,191.93,34.14,54,Yes,Rising +Neon Speed 2,Racing,PC,2011,Rockstar,2723.34,146,19.16,65,Yes,Rising +Shadow Realms 3,Sports,Nintendo Switch,2011,Sony,1193.99,72.71,26.03,72,No,Stable +Galaxy Raiders 5,Fighting,PlayStation,2011,Activision,1629.77,153.46,73.46,78,Yes,Declining +Zombie Outbreak 5,Strategy,PlayStation,2011,Sony,215.17,168.89,21.62,80,Yes,Rising +Shadow Realms 2,RPG,Cross-Platform,2011,Bandai Namco,423,150.25,26.21,57,Yes,Stable +Neon Speed 4,Shooter,Nintendo Switch,2011,Ubisoft,1391.57,91.41,16.05,95,No,Stable +Zombie Outbreak 3,Sports,PlayStation,2011,EA,949.77,42.38,19.74,93,Yes,Stable +Cyber Quest 1,Simulation,PlayStation,2011,Square Enix,985.63,156.84,35.25,58,No,Declining +Legends of Valor 4,Racing,PlayStation,2011,Rockstar,3226.22,180.7,85.28,81,No,Stable +Shadow Realms 3,Sports,Mobile,2011,EA,3202.27,119.74,51.05,53,Yes,Stable +Neon Speed 3,Horror,Nintendo Switch,2011,Sony,2151.36,135.68,58.81,83,Yes,Stable +Neon Speed 3,Action,Nintendo Switch,2011,Sony,536.26,115.52,37.48,50,No,Declining +Neon Speed 4,Fighting,PC,2011,Square Enix,852.87,64.86,24.04,100,Yes,Stable +Zombie Outbreak 3,Fighting,Xbox,2011,Activision,3389.45,10.67,2.88,63,Yes,Rising +Neon Speed 4,Fighting,Xbox,2011,Bandai Namco,3760.25,51.54,24.17,81,Yes,Declining +Cyber Quest 1,Simulation,Mobile,2011,Activision,2498.66,65.94,11.21,76,Yes,Rising +Zombie Outbreak 4,Strategy,Cross-Platform,2011,Ubisoft,4347.09,86.54,35.44,84,Yes,Stable +Pixel Odyssey 5,Action,Mobile,2011,Activision,2823.68,181.28,48.76,54,Yes,Stable +Battle Warriors 3,Horror,PlayStation,2011,Capcom,585.59,139.32,42.17,99,Yes,Stable +Cyber Quest 4,Sports,Nintendo Switch,2011,EA,4283.17,11.9,4.9,69,Yes,Declining +Neon Speed 1,Strategy,PC,2011,EA,4703.02,19.02,8.18,75,No,Declining +Legends of Valor 4,Racing,Xbox,2011,Bandai Namco,3063.31,155.56,73.23,97,No,Rising +Cyber Quest 1,RPG,Cross-Platform,2011,Capcom,3078.75,71.3,17.17,99,Yes,Stable +Legends of Valor 2,RPG,Xbox,2011,Ubisoft,3908.92,101.64,23.88,62,No,Stable +Fantasy Rivals 3,Shooter,Nintendo Switch,2011,Square Enix,2140.48,16.58,4.72,90,Yes,Declining +Zombie Outbreak 1,RPG,PC,2011,Microsoft,441.08,158.38,69.47,77,No,Rising +Shadow Realms 5,Simulation,Cross-Platform,2011,Ubisoft,2363.21,196.6,82.69,56,No,Declining +Neon Speed 3,Strategy,PC,2011,Rockstar,2115.08,116.11,43.65,62,No,Rising +Cyber Quest 1,Adventure,PC,2011,Square Enix,1151.8,78.13,29.64,88,Yes,Declining +Legends of Valor 2,Shooter,Mobile,2011,Microsoft,2949.81,28.67,11.84,87,No,Stable +Battle Warriors 1,Shooter,PlayStation,2011,Capcom,3596.9,160.82,53.83,80,No,Declining +Neon Speed 5,Action,Nintendo Switch,2011,Square Enix,1023.72,69.22,25.31,59,No,Rising +Fantasy Rivals 3,Sports,Mobile,2010,Sony,2937.52,11.52,2.93,99,Yes,Rising +Battle Warriors 2,Fighting,Xbox,2010,EA,2052.01,142.45,24.83,76,No,Stable +Neon Speed 2,Adventure,Xbox,2010,Activision,4357.68,50.96,20.38,88,Yes,Declining +Shadow Realms 5,Fighting,Cross-Platform,2010,Nintendo,1468.53,179.51,46.95,69,No,Stable +Zombie Outbreak 4,Adventure,PlayStation,2010,Rockstar,388,153.75,41.62,54,No,Declining +Battle Warriors 1,Sports,PC,2010,Bandai Namco,2123.03,149.17,67.35,97,No,Declining +Zombie Outbreak 3,RPG,Xbox,2010,Bandai Namco,3105.52,15.36,5.04,52,Yes,Stable +Galaxy Raiders 3,Action,Cross-Platform,2010,Microsoft,105.27,198.55,57.7,76,No,Stable +Battle Warriors 5,Adventure,Nintendo Switch,2010,Bandai Namco,4803.38,83.87,34.65,92,Yes,Rising +Cyber Quest 2,Racing,Mobile,2010,Rockstar,4286.24,130.29,28.69,99,No,Stable +Cyber Quest 2,Horror,Mobile,2010,Sony,4764.46,173.65,86.51,74,Yes,Stable +Neon Speed 4,RPG,PlayStation,2010,Square Enix,828.64,99.27,45.76,87,Yes,Declining +Cyber Quest 1,Racing,Nintendo Switch,2010,Activision,2665.5,79.13,14.35,59,No,Stable +Neon Speed 2,Simulation,Nintendo Switch,2010,Ubisoft,3800.11,49.04,14.45,61,No,Rising +Legends of Valor 4,Strategy,Cross-Platform,2010,Microsoft,148.94,43.97,10.34,72,No,Stable +Battle Warriors 4,Action,Xbox,2010,Activision,398.67,190.79,54.35,69,No,Stable +Neon Speed 1,Shooter,Xbox,2010,Sony,3511.79,91.76,45.19,57,Yes,Stable +Legends of Valor 1,Fighting,Xbox,2010,Rockstar,4599.73,147.27,48.62,92,Yes,Declining +Pixel Odyssey 5,Action,PC,2010,Activision,4490.32,147.27,56.08,92,Yes,Stable +Galaxy Raiders 1,Adventure,Xbox,2010,Ubisoft,2520.52,164.1,40.9,58,Yes,Declining +Cyber Quest 3,Strategy,Cross-Platform,2010,Nintendo,4800.25,153,34.37,92,Yes,Declining +Shadow Realms 2,Sports,PlayStation,2010,Rockstar,446.85,45.37,10.91,69,Yes,Stable +Zombie Outbreak 5,Fighting,PC,2010,Sony,4105.51,171.68,46.37,64,Yes,Declining +Cyber Quest 5,Fighting,Mobile,2010,Microsoft,617.32,92.83,19.87,87,Yes,Stable +Fantasy Rivals 5,RPG,Xbox,2010,Square Enix,59.04,15.33,4.53,65,No,Declining +Fantasy Rivals 1,Shooter,Cross-Platform,2010,Sony,1458.97,172.52,46.91,82,Yes,Stable +Neon Speed 5,Adventure,PlayStation,2010,Capcom,617.79,6.83,2.18,50,Yes,Rising +Legends of Valor 4,Shooter,Xbox,2010,EA,1893.91,101.87,31.21,82,No,Rising +Legends of Valor 5,RPG,Nintendo Switch,2010,Nintendo,2052.12,119.35,13.49,97,Yes,Rising +Fantasy Rivals 3,Action,Nintendo Switch,2010,Nintendo,2079.71,170.42,54.67,67,No,Rising +Cyber Quest 2,RPG,Cross-Platform,2010,Activision,2580.48,20.18,9.24,77,Yes,Stable +Cyber Quest 3,Fighting,PC,2010,Capcom,39.35,72.5,25.58,98,No,Stable +Warzone Chronicles 4,Action,Nintendo Switch,2010,Capcom,3296.15,33.05,9.69,59,No,Rising +Cyber Quest 1,RPG,PlayStation,2010,Bandai Namco,2776.39,31.03,14.42,69,Yes,Declining +Galaxy Raiders 2,Strategy,PC,2010,EA,1655.8,183.29,80.95,94,No,Rising +Pixel Odyssey 1,Shooter,PC,2010,Ubisoft,3540.96,163.54,30.9,91,No,Stable +Fantasy Rivals 1,Action,Xbox,2010,Activision,1684.21,118.87,54.92,77,Yes,Rising +Zombie Outbreak 4,Horror,Cross-Platform,2010,Rockstar,2483.96,22.74,8.23,89,Yes,Stable +Galaxy Raiders 3,RPG,Xbox,2010,Rockstar,4703.25,174.65,79.21,97,No,Stable +Zombie Outbreak 5,Strategy,Cross-Platform,2010,Capcom,1057.19,67.81,15.25,90,Yes,Rising +Fantasy Rivals 2,Horror,Xbox,2010,Capcom,4993.36,56.21,11.58,52,No,Rising +Cyber Quest 1,Sports,Cross-Platform,2010,Microsoft,1792.19,55.63,6.46,81,Yes,Stable +Fantasy Rivals 2,Adventure,PC,2010,Rockstar,4273.35,111.61,33.7,72,Yes,Declining +Galaxy Raiders 4,Sports,Cross-Platform,2010,Capcom,1556.09,175.61,34.75,77,No,Rising +Cyber Quest 3,Horror,Cross-Platform,2010,Rockstar,202.69,90.93,16.35,57,No,Declining +Fantasy Rivals 2,Simulation,Cross-Platform,2010,Microsoft,2328.81,66.79,17.2,76,No,Stable +Pixel Odyssey 5,RPG,PC,2010,Nintendo,4139.03,196.82,59.44,83,No,Stable +Cyber Quest 1,Action,Cross-Platform,2010,Rockstar,570.14,170.06,41.5,85,No,Rising +Cyber Quest 2,Action,Mobile,2009,Nintendo,102.35,64.93,18.03,78,No,Stable +Shadow Realms 4,Fighting,Cross-Platform,2009,Activision,4174.98,58.98,20.77,91,Yes,Rising +Legends of Valor 1,Horror,Mobile,2009,Sony,1332.57,145.33,31.28,71,No,Stable +Battle Warriors 5,Racing,PC,2009,Square Enix,1278.74,26.86,4.65,75,Yes,Declining +Cyber Quest 5,Action,Mobile,2009,Rockstar,4819.38,70.67,11.62,88,No,Declining +Battle Warriors 3,Shooter,PlayStation,2009,Activision,4312.85,54.58,25.1,62,No,Declining +Zombie Outbreak 5,Sports,PlayStation,2009,Rockstar,4212.13,184.22,89.87,58,No,Rising +Galaxy Raiders 2,Shooter,Cross-Platform,2009,Ubisoft,977.61,77.48,34.42,71,No,Stable +Shadow Realms 3,Sports,Mobile,2009,Nintendo,3550.3,157.57,48,100,Yes,Stable +Zombie Outbreak 4,Racing,Cross-Platform,2009,EA,2423.53,63.81,21.7,79,No,Declining +Warzone Chronicles 5,Strategy,Cross-Platform,2009,Activision,1763.67,149.83,67.6,68,Yes,Rising +Neon Speed 4,RPG,Xbox,2009,Ubisoft,3272.02,162.33,27.67,90,No,Stable +Galaxy Raiders 5,Horror,PlayStation,2009,Sony,2880.46,64.38,32.04,84,Yes,Rising +Zombie Outbreak 2,Action,Cross-Platform,2009,Nintendo,3092.99,195.54,23.82,66,Yes,Declining +Legends of Valor 5,Sports,Mobile,2009,Square Enix,4185.57,194.25,96.62,86,Yes,Stable +Galaxy Raiders 2,Simulation,PlayStation,2009,Nintendo,3588.25,102.18,36.46,75,No,Rising +Battle Warriors 1,Action,Nintendo Switch,2009,Square Enix,2978.55,59.96,17.59,52,No,Declining +Pixel Odyssey 4,Shooter,Mobile,2009,Square Enix,4718.33,111.95,19.34,92,Yes,Stable +Fantasy Rivals 3,Simulation,PC,2009,EA,2587.66,188.27,70.6,68,No,Declining +Battle Warriors 4,Shooter,Xbox,2009,Bandai Namco,3440.63,20.52,6.91,86,Yes,Stable +Zombie Outbreak 2,Adventure,PC,2009,Nintendo,3771.44,67.78,33.32,100,No,Rising +Fantasy Rivals 4,Sports,Xbox,2009,Bandai Namco,2037.04,21.22,9.67,86,No,Stable +Battle Warriors 2,Action,Mobile,2009,Capcom,4775.04,160.31,71.23,95,No,Declining +Battle Warriors 3,Racing,Cross-Platform,2009,EA,1392.26,155.57,63.99,69,Yes,Stable +Neon Speed 1,Racing,Cross-Platform,2009,Ubisoft,1203.95,37.9,9.42,72,Yes,Declining +Battle Warriors 1,Racing,Mobile,2009,EA,2498.42,9.96,4.88,85,Yes,Rising +Pixel Odyssey 4,Adventure,Cross-Platform,2009,Square Enix,3008.23,145.57,63.06,95,Yes,Declining +Galaxy Raiders 5,Shooter,PlayStation,2009,Nintendo,563.05,163.73,41.1,84,No,Declining +Zombie Outbreak 2,Horror,PlayStation,2009,EA,2812.23,102.86,11.21,69,Yes,Rising +Galaxy Raiders 2,Adventure,Nintendo Switch,2009,Bandai Namco,72.25,168.1,48.78,74,No,Rising +Zombie Outbreak 5,Horror,Xbox,2009,Sony,614.79,78.96,21.44,68,Yes,Declining +Pixel Odyssey 3,Shooter,Nintendo Switch,2009,Nintendo,3927.19,95.84,34.5,72,Yes,Stable +Shadow Realms 3,Shooter,Xbox,2009,Sony,2812.16,39.37,6.96,75,Yes,Stable +Zombie Outbreak 3,Shooter,Cross-Platform,2009,Activision,4651.15,136.1,19.99,79,No,Stable +Battle Warriors 3,Action,Nintendo Switch,2009,Square Enix,3470.2,163.3,29.77,61,No,Declining +Fantasy Rivals 4,Sports,PlayStation,2009,Rockstar,180.69,55.45,20.4,83,Yes,Stable +Shadow Realms 2,Adventure,PC,2009,Bandai Namco,731.63,37.02,5.58,99,No,Declining +Warzone Chronicles 4,Fighting,PC,2009,Nintendo,4558.86,162.59,78.85,91,No,Rising +Fantasy Rivals 1,Adventure,Mobile,2009,EA,2190.73,53.12,20.56,89,No,Rising +Warzone Chronicles 3,Racing,PC,2009,Square Enix,3969.03,149.83,19.77,89,No,Stable +Galaxy Raiders 5,Fighting,Cross-Platform,2009,Activision,1707.73,97.17,33.17,80,No,Stable +Battle Warriors 2,Action,PlayStation,2009,Nintendo,976.41,59.11,8.99,63,No,Rising +Zombie Outbreak 3,Horror,Mobile,2009,Ubisoft,4715.7,58.35,16.15,95,No,Rising +Fantasy Rivals 5,Action,Cross-Platform,2009,Sony,1493.79,110.02,13.36,55,No,Stable +Pixel Odyssey 3,Horror,Xbox,2009,Sony,3480.21,191.81,73.72,77,Yes,Stable +Neon Speed 4,Strategy,Cross-Platform,2008,Sony,1415.65,110.52,30.57,78,No,Declining +Cyber Quest 1,Fighting,Mobile,2008,Activision,2370.04,116.71,53.21,66,No,Rising +Battle Warriors 5,Fighting,Xbox,2008,Microsoft,3605.94,117.48,49.94,91,Yes,Rising +Battle Warriors 1,Fighting,Nintendo Switch,2008,Microsoft,3672.08,81.16,18.11,100,Yes,Rising +Pixel Odyssey 3,Action,PlayStation,2008,Square Enix,2204.55,101.69,14.44,91,Yes,Rising +Shadow Realms 2,Racing,Cross-Platform,2008,EA,867.16,109.82,44.32,95,No,Stable +Shadow Realms 3,Shooter,Cross-Platform,2008,Capcom,2672.14,180.88,43.8,75,No,Stable +Fantasy Rivals 3,Simulation,Mobile,2008,Nintendo,1820.14,128.6,23.95,73,No,Declining +Neon Speed 1,RPG,PlayStation,2008,Microsoft,4219.2,3.28,1.62,60,No,Rising +Warzone Chronicles 4,Strategy,Mobile,2008,Nintendo,2956.96,170.55,69.09,78,No,Declining +Pixel Odyssey 5,Adventure,PlayStation,2008,Nintendo,2366.71,64.23,7.3,50,Yes,Declining +Pixel Odyssey 3,Horror,Xbox,2008,Sony,2356.72,53.68,18.8,95,No,Declining +Neon Speed 2,Action,Mobile,2008,EA,2677.53,108.74,46.98,74,No,Rising +Galaxy Raiders 5,Shooter,Cross-Platform,2008,Capcom,3490.67,187.6,83.57,78,Yes,Declining +Zombie Outbreak 5,Horror,PC,2008,Ubisoft,1256.22,118,49.19,76,Yes,Rising +Neon Speed 4,Sports,PlayStation,2008,Sony,3516.02,4.92,1.59,82,No,Stable +Warzone Chronicles 1,Strategy,Nintendo Switch,2008,Sony,3189.27,11.07,3.04,53,No,Declining +Legends of Valor 4,Racing,PlayStation,2008,Microsoft,1914.89,193.55,76.3,56,Yes,Rising +Battle Warriors 4,Adventure,PC,2008,Nintendo,4451.54,17.42,5.09,98,Yes,Declining +Warzone Chronicles 5,Strategy,PlayStation,2008,Bandai Namco,178.22,189.9,90.33,69,Yes,Declining +Pixel Odyssey 1,Shooter,Xbox,2008,Bandai Namco,1908.55,5.93,0.99,75,No,Rising +Cyber Quest 5,Action,Cross-Platform,2008,EA,489.31,95.09,25.14,51,No,Stable +Warzone Chronicles 1,Shooter,PC,2008,Ubisoft,963.22,129.14,40.46,100,Yes,Declining +Legends of Valor 5,Racing,Mobile,2008,Capcom,3942.58,142.01,54.82,83,No,Rising +Pixel Odyssey 2,Sports,Nintendo Switch,2008,Capcom,3264.66,34.83,13.03,64,No,Rising +Warzone Chronicles 5,Shooter,Cross-Platform,2008,Microsoft,3766.48,118.14,45.57,96,Yes,Stable +Warzone Chronicles 4,Shooter,Nintendo Switch,2008,Sony,2088.69,21.93,4.78,63,No,Declining +Legends of Valor 5,Strategy,Cross-Platform,2008,Ubisoft,1615.52,13.94,6.36,80,No,Stable +Galaxy Raiders 5,Strategy,Nintendo Switch,2008,Rockstar,4254.82,63.83,24.79,96,Yes,Stable +Cyber Quest 3,RPG,Cross-Platform,2008,Sony,1545,37.88,14.22,54,No,Declining +Zombie Outbreak 3,Strategy,Nintendo Switch,2008,Microsoft,1493.32,77.44,17.77,89,Yes,Declining +Battle Warriors 5,Sports,PC,2008,Sony,4238.34,90.47,44.1,60,Yes,Declining +Warzone Chronicles 2,RPG,PC,2008,Microsoft,1769.08,24.57,11.04,100,No,Declining +Warzone Chronicles 5,Sports,Mobile,2008,Sony,3221.47,43.01,11.79,70,No,Stable +Fantasy Rivals 1,Racing,PlayStation,2008,Sony,3407.79,139.09,62.89,91,No,Stable +Zombie Outbreak 1,Strategy,Nintendo Switch,2008,Activision,2290.82,105.35,50.81,71,Yes,Rising +Fantasy Rivals 4,Fighting,PlayStation,2008,Square Enix,2285.06,80.25,28.22,81,No,Stable +Warzone Chronicles 3,Racing,Xbox,2007,Activision,4494,13.07,6.35,74,No,Declining +Zombie Outbreak 1,Horror,Cross-Platform,2007,Activision,2377.39,160.5,53.76,91,Yes,Stable +Zombie Outbreak 5,Shooter,Nintendo Switch,2007,EA,1722.08,188.7,22.25,63,No,Rising +Cyber Quest 5,Fighting,Cross-Platform,2007,Sony,4768.33,164.66,31.76,74,Yes,Stable +Pixel Odyssey 3,Adventure,Mobile,2007,Rockstar,4266.51,57.2,17.41,50,Yes,Stable +Fantasy Rivals 4,Strategy,PlayStation,2007,Capcom,2633.94,161.9,33.22,80,Yes,Declining +Legends of Valor 3,Sports,Mobile,2007,Sony,2222.79,12.27,3.75,77,Yes,Rising +Shadow Realms 4,Action,Cross-Platform,2007,Square Enix,4418.19,44.82,4.64,65,Yes,Stable +Cyber Quest 2,Strategy,Xbox,2007,Activision,960.43,172.99,59.65,100,Yes,Stable +Galaxy Raiders 3,Action,Mobile,2007,Activision,3178.35,150.03,49.14,81,Yes,Rising +Warzone Chronicles 4,Adventure,Nintendo Switch,2007,Square Enix,1347.56,149.65,69.93,51,No,Rising +Zombie Outbreak 4,Fighting,PlayStation,2007,Rockstar,1655.01,186.45,39.19,84,Yes,Stable +Battle Warriors 5,Strategy,PC,2007,Bandai Namco,3091.22,57.53,9.09,85,No,Declining +Warzone Chronicles 3,Adventure,Mobile,2007,Sony,2430.53,146.22,15.31,88,No,Rising +Pixel Odyssey 5,Shooter,Mobile,2007,Capcom,2661.22,101.63,26.24,57,Yes,Rising +Cyber Quest 4,Racing,Mobile,2007,Sony,1777.67,122.17,55.58,86,No,Declining +Fantasy Rivals 2,Fighting,PlayStation,2007,Nintendo,1059.71,137.41,62.87,61,Yes,Rising +Warzone Chronicles 3,Racing,PlayStation,2007,Activision,4842.6,129.81,18.85,59,No,Declining +Battle Warriors 3,Action,PC,2007,Microsoft,4823.63,37.75,14.67,79,No,Rising +Legends of Valor 3,Fighting,PlayStation,2007,Ubisoft,3670.97,155.82,24.79,81,Yes,Declining +Warzone Chronicles 3,Racing,PC,2007,Bandai Namco,4805.99,104.08,11.18,96,No,Rising +Fantasy Rivals 2,Shooter,PC,2007,Sony,2690.57,164.85,70.99,85,No,Rising +Legends of Valor 3,Racing,PlayStation,2007,EA,430.37,136.86,38.1,85,Yes,Stable +Legends of Valor 2,Sports,Mobile,2007,Bandai Namco,3664.48,26.31,6.07,73,Yes,Rising +Neon Speed 3,Strategy,Cross-Platform,2007,Rockstar,3844.61,165.52,34.44,50,No,Rising +Battle Warriors 3,Action,Nintendo Switch,2007,Microsoft,2967.75,199.6,32.05,62,Yes,Declining +Battle Warriors 1,RPG,Xbox,2007,Bandai Namco,3022.01,180.17,29.3,73,Yes,Rising +Fantasy Rivals 1,Simulation,Nintendo Switch,2007,Capcom,1431.84,186.91,27.58,97,Yes,Stable +Shadow Realms 3,Action,Mobile,2007,Activision,1206.25,17.86,2.21,59,No,Declining +Pixel Odyssey 4,RPG,PlayStation,2007,Sony,2948.96,121.53,44.38,92,No,Stable +Warzone Chronicles 4,Adventure,Mobile,2007,Capcom,2908.6,178.19,74.04,69,No,Stable +Zombie Outbreak 5,Action,Xbox,2007,Sony,646.34,103.66,36.97,71,No,Rising +Neon Speed 2,Adventure,Xbox,2007,EA,2981.81,195.32,68.2,81,Yes,Stable +Pixel Odyssey 2,Strategy,Nintendo Switch,2007,Capcom,3433.86,165.33,81.71,97,Yes,Rising +Legends of Valor 3,Racing,PC,2007,Sony,1088.51,67.27,23.27,76,Yes,Stable +Neon Speed 3,RPG,Mobile,2006,EA,1518.43,32.16,15.06,54,Yes,Stable +Cyber Quest 1,Racing,PlayStation,2006,Rockstar,3000.96,98.26,20.23,51,No,Declining +Galaxy Raiders 3,Simulation,Nintendo Switch,2006,EA,2588.84,24.75,10.77,83,No,Stable +Cyber Quest 2,Horror,Mobile,2006,Bandai Namco,2931.42,196.83,60.02,81,No,Stable +Neon Speed 4,Horror,PlayStation,2006,Rockstar,2366.87,149.76,50.2,81,No,Rising +Cyber Quest 3,Fighting,Xbox,2006,Nintendo,4758.2,61.42,15.22,95,No,Rising +Pixel Odyssey 1,Action,Nintendo Switch,2006,Rockstar,206.65,86.58,16.12,68,No,Stable +Shadow Realms 1,Sports,PC,2006,Sony,65.25,161.32,43.6,57,Yes,Rising +Legends of Valor 4,Shooter,Mobile,2006,Sony,4159.02,44.36,12.6,64,Yes,Rising +Legends of Valor 1,Simulation,PC,2006,Activision,680.83,40.35,13.09,91,No,Stable +Galaxy Raiders 2,Horror,PC,2006,Activision,1360.67,40.47,15.14,54,Yes,Stable +Cyber Quest 2,Strategy,Mobile,2006,Sony,3461.28,96.82,14.21,68,Yes,Declining +Legends of Valor 4,Racing,Mobile,2006,Capcom,3981.64,197.65,92.56,55,No,Stable +Pixel Odyssey 5,Fighting,PC,2006,Ubisoft,2020.01,69.88,8.54,83,No,Rising +Battle Warriors 2,Strategy,Mobile,2006,Ubisoft,1218.74,185.22,86.49,53,No,Declining +Fantasy Rivals 4,RPG,Cross-Platform,2006,Activision,1324.59,196.62,56.04,52,No,Declining +Cyber Quest 3,Shooter,Cross-Platform,2006,Rockstar,878.38,18.44,7.67,79,Yes,Stable +Legends of Valor 5,Fighting,Xbox,2006,Square Enix,1924.7,99.09,25.13,90,No,Stable +Zombie Outbreak 2,Sports,Mobile,2006,Nintendo,4667.09,18.36,3.4,55,Yes,Stable +Galaxy Raiders 3,Shooter,PC,2006,Activision,3221.84,25.32,4.77,65,Yes,Declining +Galaxy Raiders 4,Shooter,Mobile,2006,Bandai Namco,1617.47,111.7,25.31,54,Yes,Stable +Fantasy Rivals 4,Strategy,Xbox,2006,Rockstar,1258.21,12.86,3.15,65,No,Stable +Pixel Odyssey 1,Fighting,Cross-Platform,2006,Square Enix,4621.58,114.58,27.11,77,Yes,Stable +Pixel Odyssey 5,Shooter,Mobile,2006,EA,277.75,13.86,3.16,68,No,Declining +Galaxy Raiders 3,Strategy,PC,2006,Activision,2497.35,177.9,23.12,56,Yes,Stable +Legends of Valor 1,Fighting,PC,2006,Activision,1861.63,188.87,80.24,86,Yes,Stable +Pixel Odyssey 4,Fighting,Nintendo Switch,2006,Rockstar,511.07,88.72,34.29,76,No,Declining +Warzone Chronicles 3,Action,Nintendo Switch,2006,Microsoft,627.68,19.9,6.17,59,No,Rising +Fantasy Rivals 2,Sports,Nintendo Switch,2006,Square Enix,117.27,23.72,4.75,52,Yes,Stable +Cyber Quest 3,Action,Cross-Platform,2006,Activision,2470.32,189.76,55.95,65,No,Rising +Warzone Chronicles 3,Adventure,PC,2006,Rockstar,2686.01,148.23,56.56,78,Yes,Stable +Galaxy Raiders 4,Strategy,Cross-Platform,2006,Activision,2175.33,160.41,47.47,50,No,Stable +Shadow Realms 1,Adventure,PC,2006,Square Enix,2865.95,30.72,8.95,99,No,Stable +Galaxy Raiders 2,Simulation,Nintendo Switch,2006,Rockstar,892.67,78.61,32.36,56,No,Stable +Battle Warriors 4,Strategy,PC,2006,EA,3517.82,73.6,10.91,90,Yes,Declining +Cyber Quest 2,Sports,Cross-Platform,2006,EA,3568.08,198.15,77.55,65,Yes,Declining +Pixel Odyssey 4,Horror,PlayStation,2006,Square Enix,1922.74,88.19,10.95,95,Yes,Stable +Battle Warriors 2,Simulation,Xbox,2006,Nintendo,3611.1,121.95,31.25,61,Yes,Stable +Neon Speed 4,Simulation,PC,2006,Ubisoft,50.09,176.32,33.67,91,No,Rising +Shadow Realms 4,Strategy,Xbox,2006,Capcom,579.17,151.51,58.77,97,No,Stable +Zombie Outbreak 2,Sports,PC,2006,Rockstar,1956.83,31.07,11.31,82,Yes,Rising +Cyber Quest 5,Fighting,Xbox,2006,Bandai Namco,916.4,175,79.93,95,Yes,Stable +Cyber Quest 5,Action,Xbox,2006,Sony,1279.32,136.46,67.12,53,Yes,Declining +Battle Warriors 3,Racing,Mobile,2006,Sony,1757.6,108.45,49.11,92,No,Rising +Pixel Odyssey 3,Fighting,Xbox,2006,EA,3275.71,103.57,19.68,53,No,Declining +Battle Warriors 5,Sports,Xbox,2006,Capcom,1179.69,2.92,0.55,92,Yes,Stable +Shadow Realms 4,Shooter,PlayStation,2006,Sony,1624.23,170.71,85.23,52,No,Stable +Galaxy Raiders 5,Action,Cross-Platform,2006,Ubisoft,4462.72,134.62,39.92,53,No,Rising +Shadow Realms 2,Sports,Cross-Platform,2006,Capcom,3650.61,20.34,5.56,97,Yes,Rising +Battle Warriors 1,Shooter,Cross-Platform,2006,Rockstar,1262.82,79.69,15.9,99,No,Rising +Shadow Realms 3,Horror,Cross-Platform,2005,Activision,4202.32,74.33,13.35,68,No,Rising +Fantasy Rivals 1,Horror,Xbox,2005,Ubisoft,2906.52,169.54,66.35,82,No,Declining +Fantasy Rivals 4,Simulation,Xbox,2005,Bandai Namco,1434,101.49,42.66,87,Yes,Declining +Zombie Outbreak 3,RPG,Xbox,2005,EA,467.28,119.06,24.51,89,No,Declining +Warzone Chronicles 1,Sports,Mobile,2005,EA,1839.17,134.22,35.3,83,No,Declining +Galaxy Raiders 2,Simulation,PlayStation,2005,Square Enix,2122.61,161.43,56.45,89,No,Stable +Cyber Quest 5,Adventure,Xbox,2005,Nintendo,209.71,39.06,5.33,66,Yes,Rising +Warzone Chronicles 1,Simulation,Xbox,2005,Square Enix,743.16,191.85,76.01,95,No,Rising +Cyber Quest 4,Shooter,PC,2005,Sony,2400.75,169.64,17.11,96,No,Stable +Galaxy Raiders 2,RPG,PC,2005,Square Enix,3806.23,153.19,23.32,98,No,Stable +Galaxy Raiders 4,Shooter,PlayStation,2005,Activision,3637.66,156.14,20.59,86,Yes,Rising +Neon Speed 3,Strategy,Nintendo Switch,2005,Bandai Namco,3447.49,162.35,52.97,89,No,Declining +Shadow Realms 5,Action,Mobile,2005,Activision,3665.37,80.53,37.37,83,Yes,Declining +Warzone Chronicles 1,Sports,Mobile,2005,Bandai Namco,967.46,114.27,44.75,95,Yes,Stable +Fantasy Rivals 5,Sports,PlayStation,2005,Bandai Namco,1507.19,27.11,13.23,61,No,Rising +Cyber Quest 5,Sports,Cross-Platform,2005,Square Enix,1686.76,71.6,32.61,83,Yes,Stable +Neon Speed 2,Adventure,Nintendo Switch,2005,Square Enix,152.47,114.39,42.81,98,No,Declining +Fantasy Rivals 4,Strategy,Xbox,2005,Activision,677.8,191.27,51.01,86,Yes,Declining +Legends of Valor 1,Sports,PlayStation,2005,Microsoft,919.24,57.36,13.24,51,No,Declining +Fantasy Rivals 5,RPG,Mobile,2005,Nintendo,1510.73,103.37,50.59,81,Yes,Stable +Cyber Quest 4,Shooter,Nintendo Switch,2005,Activision,3655.85,0.95,0.11,68,No,Stable +Pixel Odyssey 4,Action,PlayStation,2005,Bandai Namco,483.68,197.99,45.62,70,Yes,Stable +Cyber Quest 1,Simulation,Nintendo Switch,2005,EA,3514.57,31.82,6.95,70,No,Stable +Shadow Realms 5,Racing,PC,2005,Rockstar,2803.05,158.19,50.19,94,Yes,Stable +Battle Warriors 2,Strategy,PlayStation,2005,Microsoft,649.63,127.24,20.87,60,Yes,Rising +Legends of Valor 5,Action,Mobile,2005,Rockstar,1464.32,69.27,34.63,78,Yes,Stable +Warzone Chronicles 3,Strategy,Xbox,2005,EA,4765.76,6.42,2.16,78,Yes,Declining +Cyber Quest 1,Adventure,PlayStation,2005,Microsoft,170.78,170.92,36.44,55,Yes,Stable +Cyber Quest 1,Sports,Cross-Platform,2005,Rockstar,2972.73,104.09,36.64,59,Yes,Declining +Pixel Odyssey 5,Sports,Cross-Platform,2005,Square Enix,1265.45,147.02,20.28,99,Yes,Stable +Pixel Odyssey 4,Shooter,PC,2005,EA,399.9,84.72,17.33,55,No,Declining +Pixel Odyssey 3,RPG,PC,2005,Sony,3398.51,40.94,8.44,53,No,Stable +Cyber Quest 5,RPG,PlayStation,2005,Rockstar,2541.1,192.96,94.83,81,No,Declining +Neon Speed 4,RPG,Nintendo Switch,2005,Microsoft,4879.66,118.03,20.93,55,Yes,Rising +Warzone Chronicles 1,Simulation,Mobile,2005,Rockstar,1516.68,130.22,36.72,99,No,Declining +Legends of Valor 3,Fighting,PlayStation,2005,Nintendo,1024.6,152.37,34.11,54,No,Rising +Legends of Valor 1,RPG,Mobile,2005,Capcom,4511.73,64.35,23.76,84,Yes,Declining +Pixel Odyssey 5,Strategy,Cross-Platform,2005,Sony,4095.62,104.95,10.54,96,Yes,Stable +Warzone Chronicles 3,Horror,Nintendo Switch,2005,Microsoft,3934.37,45.76,11.48,52,No,Stable +Neon Speed 3,Strategy,Xbox,2005,Activision,3297.65,127.95,23.44,68,No,Rising +Cyber Quest 4,Racing,Nintendo Switch,2005,Bandai Namco,374.11,149.51,44.32,86,No,Declining +Warzone Chronicles 2,Action,PC,2005,Square Enix,4345.05,118.17,27.42,83,Yes,Declining +Fantasy Rivals 2,Horror,Xbox,2005,Activision,3657.8,129.92,59.34,91,Yes,Declining +Zombie Outbreak 3,Fighting,Nintendo Switch,2004,Square Enix,4025.12,17.81,6.6,60,Yes,Rising +Pixel Odyssey 1,Sports,PlayStation,2004,Rockstar,1228.73,54.36,13.61,54,Yes,Declining +Warzone Chronicles 5,Shooter,Cross-Platform,2004,Bandai Namco,3984.89,108.21,14.72,66,Yes,Declining +Cyber Quest 5,Fighting,Xbox,2004,Ubisoft,1805.47,52.12,15.36,94,Yes,Declining +Neon Speed 3,Simulation,Xbox,2004,Nintendo,4497.4,9.01,2.57,71,Yes,Rising +Legends of Valor 2,Strategy,PC,2004,EA,2978.52,124.34,60.58,89,No,Declining +Shadow Realms 1,Adventure,PlayStation,2004,Sony,2930.06,108.14,20.46,51,No,Rising +Warzone Chronicles 2,Sports,Xbox,2004,Microsoft,2997.52,47.98,6.74,88,No,Stable +Fantasy Rivals 2,Action,PC,2004,Rockstar,2417.53,53.27,19.18,80,Yes,Stable +Fantasy Rivals 3,Fighting,Nintendo Switch,2004,Nintendo,3803.97,120.84,57.89,79,No,Stable +Pixel Odyssey 1,Horror,Cross-Platform,2004,Microsoft,2661.32,46.84,16.27,85,Yes,Stable +Fantasy Rivals 1,Sports,PC,2004,Ubisoft,2586.41,156.28,62.08,78,No,Stable +Fantasy Rivals 2,Strategy,Mobile,2004,Rockstar,2703.72,118.21,37.49,62,Yes,Rising +Fantasy Rivals 2,Horror,Xbox,2004,Microsoft,1852.23,105.76,20.64,97,No,Stable +Legends of Valor 4,RPG,PC,2004,Capcom,1486.98,151.22,23.28,66,No,Stable +Battle Warriors 1,Action,PlayStation,2004,Nintendo,3399.61,14.4,6.01,50,Yes,Declining +Galaxy Raiders 2,Racing,PlayStation,2004,Sony,4079.83,114.21,31.65,100,Yes,Rising +Legends of Valor 4,Strategy,PlayStation,2004,Ubisoft,3146.07,2.45,0.42,52,No,Rising +Neon Speed 4,Sports,Xbox,2004,Square Enix,2822.11,190.7,25.88,61,No,Rising +Fantasy Rivals 5,Sports,Nintendo Switch,2004,Bandai Namco,4693.89,15.52,3.81,59,No,Rising +Cyber Quest 1,Simulation,PC,2004,Capcom,1921.77,75.62,28.99,95,Yes,Declining +Shadow Realms 3,Simulation,Cross-Platform,2004,EA,2692.4,180.75,81.18,61,Yes,Declining +Pixel Odyssey 1,Adventure,PlayStation,2004,Capcom,4561.85,16.41,4.27,90,No,Declining +Pixel Odyssey 2,Shooter,Mobile,2004,Activision,3355.88,140.72,17.21,67,No,Rising +Battle Warriors 1,Shooter,Nintendo Switch,2004,Rockstar,508.62,145.71,25.81,59,Yes,Stable +Legends of Valor 2,Action,Cross-Platform,2004,Capcom,18.02,93.52,44.28,75,Yes,Declining +Cyber Quest 1,Horror,PlayStation,2004,Square Enix,2386.14,171.22,32.94,77,No,Declining +Warzone Chronicles 4,Sports,Mobile,2004,Sony,1663.1,10.49,3.88,72,No,Rising +Legends of Valor 5,Strategy,Mobile,2004,Capcom,3343.07,27.06,3.14,81,Yes,Declining +Shadow Realms 4,Sports,Cross-Platform,2004,Ubisoft,60.28,7.21,2.3,56,No,Rising +Battle Warriors 5,Horror,Xbox,2004,Capcom,2119,137.69,60.62,86,No,Stable +Fantasy Rivals 4,Fighting,PC,2004,Nintendo,686.62,137.46,39.54,78,Yes,Rising +Pixel Odyssey 2,Adventure,Mobile,2004,Rockstar,107.49,59.82,19.55,82,No,Declining +Galaxy Raiders 4,RPG,PC,2004,Nintendo,2389.71,37.15,17.59,82,Yes,Declining +Neon Speed 5,Sports,PlayStation,2004,Microsoft,3725.52,126.98,50.41,56,Yes,Stable +Zombie Outbreak 5,Simulation,Nintendo Switch,2004,EA,3552.64,6.95,1.2,69,Yes,Stable +Zombie Outbreak 1,Fighting,Cross-Platform,2004,Nintendo,4513.57,1.05,0.25,74,No,Rising +Pixel Odyssey 1,Strategy,Cross-Platform,2004,Microsoft,4781.95,132.49,49.23,63,Yes,Declining +Pixel Odyssey 4,Racing,Mobile,2004,Microsoft,2679.59,190.78,65.44,55,No,Stable +Warzone Chronicles 1,Adventure,Xbox,2003,Activision,752.25,192.7,71.06,92,Yes,Rising +Cyber Quest 4,RPG,Nintendo Switch,2003,Rockstar,2825.97,66.72,27.69,70,No,Rising +Legends of Valor 2,Horror,Nintendo Switch,2003,Bandai Namco,3785.82,109.04,23.82,73,Yes,Rising +Cyber Quest 2,Strategy,Xbox,2003,Rockstar,2230.36,157.27,75,51,No,Stable +Zombie Outbreak 3,Adventure,Xbox,2003,Activision,298.49,121.21,33.41,78,Yes,Stable +Galaxy Raiders 2,Racing,Xbox,2003,Activision,1143.01,16.68,2.97,62,No,Stable +Battle Warriors 4,Sports,Nintendo Switch,2003,Square Enix,2134.79,106.68,45.68,61,No,Stable +Zombie Outbreak 5,Strategy,Nintendo Switch,2003,Capcom,4118.21,124.61,21.86,74,Yes,Declining +Pixel Odyssey 2,Horror,PC,2003,Nintendo,1108.08,196.85,92.97,97,No,Rising +Zombie Outbreak 3,Action,PlayStation,2003,EA,4992.7,107.93,23.19,60,Yes,Stable +Battle Warriors 2,Simulation,Cross-Platform,2003,Square Enix,4914.86,175.73,64.44,61,Yes,Stable +Neon Speed 5,Action,PC,2003,Square Enix,1341.82,55.48,10.72,74,No,Stable +Pixel Odyssey 4,Sports,Nintendo Switch,2003,EA,1683.61,108.36,38.96,57,No,Rising +Galaxy Raiders 3,Adventure,Mobile,2003,Square Enix,3154.26,130.1,23.9,94,Yes,Stable +Warzone Chronicles 2,Horror,PC,2003,Rockstar,3054.68,181.13,78.13,99,Yes,Stable +Galaxy Raiders 2,Sports,Mobile,2003,Square Enix,1663.97,39.8,15.85,75,No,Stable +Galaxy Raiders 5,Fighting,PC,2003,Sony,2777.31,128.8,20.53,71,No,Rising +Pixel Odyssey 3,Sports,Mobile,2003,Microsoft,45.25,157.2,71.33,67,Yes,Stable +Pixel Odyssey 4,Adventure,Xbox,2003,Capcom,2160.53,164.9,78.74,63,No,Rising +Shadow Realms 3,Strategy,PlayStation,2003,Rockstar,1894.78,75.23,21.86,94,Yes,Declining +Legends of Valor 1,Strategy,PC,2003,Capcom,4736.02,178.01,39.53,52,No,Rising +Zombie Outbreak 4,RPG,Xbox,2003,Capcom,3172.12,26.95,12.59,69,No,Stable +Zombie Outbreak 2,Simulation,PlayStation,2003,Bandai Namco,4623.45,169.35,75.57,52,Yes,Stable +Zombie Outbreak 3,Racing,PlayStation,2003,Activision,1512.66,90.86,37.73,100,Yes,Rising +Cyber Quest 2,Simulation,Nintendo Switch,2003,Ubisoft,369.94,68.16,33.05,55,Yes,Stable +Warzone Chronicles 5,Simulation,PC,2003,Rockstar,2074.17,73.76,31.98,73,Yes,Stable +Pixel Odyssey 4,Racing,PlayStation,2003,EA,201.85,43.64,7.5,88,No,Declining +Neon Speed 4,Simulation,Xbox,2003,Ubisoft,669.3,154.72,34.32,100,No,Declining +Warzone Chronicles 4,Simulation,Xbox,2003,Square Enix,4128.89,194.65,33.97,56,Yes,Declining +Warzone Chronicles 1,Sports,PlayStation,2003,Bandai Namco,2693.54,57.53,26.41,93,Yes,Declining +Zombie Outbreak 5,Simulation,Xbox,2003,Capcom,2424.89,181.94,48.29,54,No,Declining +Legends of Valor 2,Racing,Xbox,2003,Square Enix,1610.44,51.15,16.52,69,No,Stable +Pixel Odyssey 2,Sports,PC,2003,Sony,2807.97,10,4.49,77,Yes,Declining +Pixel Odyssey 2,Adventure,Nintendo Switch,2003,Rockstar,2331.31,0.87,0.28,77,Yes,Stable +Battle Warriors 3,Simulation,Mobile,2003,Nintendo,4530.21,172.66,29.93,64,Yes,Declining +Cyber Quest 3,Sports,Nintendo Switch,2003,Bandai Namco,3417.96,31.73,12.1,76,No,Rising +Neon Speed 4,Adventure,Cross-Platform,2003,Bandai Namco,1867.48,5.52,1.48,78,Yes,Stable +Pixel Odyssey 4,Horror,PlayStation,2003,Nintendo,2394.5,54.85,6.29,54,Yes,Stable +Warzone Chronicles 5,Horror,Xbox,2002,Microsoft,361.26,98.14,32.96,91,No,Declining +Cyber Quest 3,Action,Mobile,2002,Ubisoft,1473.01,57.48,15.39,82,No,Declining +Pixel Odyssey 4,Horror,Mobile,2002,Microsoft,1234.22,55.31,8.57,73,Yes,Stable +Cyber Quest 1,Horror,Xbox,2002,Bandai Namco,634.35,189.93,86.27,74,No,Declining +Shadow Realms 1,Adventure,Xbox,2002,Rockstar,3085.66,111.91,13.56,50,Yes,Rising +Galaxy Raiders 5,RPG,Cross-Platform,2002,Activision,1662.57,90.3,36.67,65,No,Rising +Fantasy Rivals 3,Racing,Xbox,2002,Sony,1348.36,151.95,33.34,61,No,Stable +Warzone Chronicles 2,Sports,Nintendo Switch,2002,Rockstar,1277.61,77.23,14.58,62,Yes,Stable +Battle Warriors 2,Sports,PlayStation,2002,Microsoft,2496.17,113.46,22.28,50,No,Declining +Cyber Quest 5,Sports,PC,2002,Ubisoft,2911.41,172.7,52.63,94,Yes,Stable +Fantasy Rivals 1,RPG,PC,2002,Ubisoft,1820.34,161.84,70.33,90,Yes,Rising +Warzone Chronicles 2,Horror,PlayStation,2002,EA,2460.75,85.7,26.38,78,No,Declining +Galaxy Raiders 4,Adventure,Xbox,2002,Nintendo,589.84,196.95,25.14,75,Yes,Rising +Zombie Outbreak 5,Simulation,Mobile,2002,Microsoft,3260.05,78.68,19.11,83,Yes,Stable +Neon Speed 5,Sports,Nintendo Switch,2002,Sony,3528.13,91.16,36.23,82,No,Rising +Fantasy Rivals 2,Action,PC,2002,Microsoft,1047.01,95.19,38.5,82,Yes,Declining +Battle Warriors 4,Shooter,Nintendo Switch,2002,Microsoft,1554.6,142,49.15,50,Yes,Rising +Legends of Valor 1,Strategy,Xbox,2002,Activision,4443.1,145.57,47.85,95,Yes,Stable +Fantasy Rivals 3,Fighting,PC,2002,Ubisoft,4351.67,157.33,59.6,60,No,Declining +Cyber Quest 2,Racing,PlayStation,2002,Bandai Namco,2752.47,92.87,20.33,84,No,Declining +Legends of Valor 1,Fighting,Mobile,2002,Sony,3845.38,150.52,26.4,75,Yes,Declining +Battle Warriors 5,Fighting,PC,2002,EA,2097.41,31.21,6.1,63,No,Stable +Neon Speed 4,RPG,PC,2002,Capcom,2178.12,74.01,34.41,53,Yes,Declining +Galaxy Raiders 2,Strategy,PC,2002,Microsoft,2416.96,181.27,57.57,94,Yes,Stable +Cyber Quest 4,Fighting,Cross-Platform,2002,Ubisoft,936.37,164.38,61.54,84,Yes,Stable +Galaxy Raiders 5,Shooter,Nintendo Switch,2002,Activision,33.56,179.19,86.99,78,No,Stable +Galaxy Raiders 1,Action,Mobile,2002,Nintendo,4940.36,166.91,82.86,56,No,Stable +Battle Warriors 3,Horror,PC,2002,Bandai Namco,1652.34,92.69,39.56,71,Yes,Rising +Shadow Realms 1,Action,PC,2002,Microsoft,1263.42,33.81,13.39,69,Yes,Rising +Battle Warriors 1,RPG,Cross-Platform,2002,Capcom,4505.27,37.71,17.19,93,Yes,Rising +Battle Warriors 1,Simulation,PlayStation,2002,Sony,2360.91,36.2,12.27,71,No,Rising +Fantasy Rivals 3,Shooter,Nintendo Switch,2002,Sony,558.35,55.21,7.23,91,No,Rising +Legends of Valor 2,Fighting,Xbox,2002,Activision,1277.2,140.89,66.44,96,No,Rising +Shadow Realms 2,Action,Xbox,2001,Microsoft,990.43,182.23,70.57,96,Yes,Stable +Neon Speed 5,Simulation,PlayStation,2001,Microsoft,4238.1,46,13.87,75,No,Declining +Shadow Realms 4,Shooter,Mobile,2001,Nintendo,4488.54,59.39,23.67,54,No,Declining +Warzone Chronicles 4,RPG,Cross-Platform,2001,Capcom,3553.44,11.11,4.07,54,Yes,Declining +Cyber Quest 3,Racing,Mobile,2001,Square Enix,3937.18,81.03,34.99,79,Yes,Stable +Shadow Realms 4,Adventure,Cross-Platform,2001,Nintendo,724.85,44.32,13.16,65,No,Declining +Shadow Realms 5,Racing,PC,2001,Rockstar,4374.78,119.6,54.76,75,No,Stable +Shadow Realms 3,Shooter,Mobile,2001,Rockstar,1613.06,88.57,12.13,69,No,Rising +Galaxy Raiders 5,RPG,PlayStation,2001,Sony,3789.75,90.9,38.37,80,Yes,Declining +Fantasy Rivals 2,Action,Nintendo Switch,2001,Activision,1273.16,50.59,15.61,63,No,Stable +Battle Warriors 4,Sports,Cross-Platform,2001,Square Enix,3016.31,51.66,8.98,87,Yes,Rising +Cyber Quest 5,Horror,Cross-Platform,2001,Capcom,484.29,174.41,68.73,56,Yes,Stable +Warzone Chronicles 4,Horror,Nintendo Switch,2001,Rockstar,625.36,82.89,12.89,67,Yes,Declining +Shadow Realms 3,Sports,Nintendo Switch,2001,Rockstar,2274.7,186.89,33.06,50,Yes,Rising +Zombie Outbreak 4,Racing,Nintendo Switch,2001,Capcom,2730.27,10.49,1.9,65,Yes,Rising +Neon Speed 2,Sports,PC,2001,Nintendo,4106.79,55.66,15.45,64,No,Rising +Fantasy Rivals 1,Fighting,PC,2001,Sony,3375.82,45.95,22.63,77,Yes,Declining +Neon Speed 2,Shooter,PlayStation,2001,Bandai Namco,2881.43,190.63,45.29,53,Yes,Rising +Neon Speed 4,Strategy,PC,2001,Capcom,1151.52,30.84,11.46,50,No,Declining +Cyber Quest 3,Action,PC,2001,Square Enix,953.61,160.28,28.4,100,No,Rising +Neon Speed 3,Fighting,Xbox,2001,Nintendo,2446.6,5.53,2.63,97,Yes,Declining +Cyber Quest 5,Horror,Mobile,2001,Sony,4416.49,14.32,5.82,81,No,Stable +Battle Warriors 1,Racing,PlayStation,2001,Sony,4238.11,108.32,31.38,81,No,Stable +Cyber Quest 4,Horror,Nintendo Switch,2001,Sony,2199.98,101.26,26.18,53,Yes,Rising +Galaxy Raiders 5,Racing,Cross-Platform,2001,Ubisoft,1070.22,146.51,44.89,64,No,Declining +Zombie Outbreak 1,RPG,Nintendo Switch,2001,Nintendo,920.27,49.77,7.86,55,Yes,Rising +Warzone Chronicles 1,Sports,PC,2001,Square Enix,2311.15,80.8,15.65,52,Yes,Stable +Neon Speed 5,Fighting,Cross-Platform,2001,EA,3815.01,48.99,16.85,70,Yes,Stable +Neon Speed 1,Shooter,Cross-Platform,2001,Sony,4008.94,123.67,25.94,92,Yes,Rising +Shadow Realms 3,Shooter,Cross-Platform,2001,Bandai Namco,2331.75,163.23,36.81,69,No,Rising +Fantasy Rivals 3,Action,Cross-Platform,2001,EA,2995.25,60.71,12.9,73,No,Declining +Zombie Outbreak 3,Simulation,Nintendo Switch,2001,Nintendo,3199.95,163.33,23.78,76,Yes,Declining +Pixel Odyssey 1,Simulation,Nintendo Switch,2001,Ubisoft,4617.65,22.27,7.89,89,Yes,Stable +Legends of Valor 4,Fighting,Cross-Platform,2001,Bandai Namco,1661.66,122.27,29.54,90,Yes,Stable +Shadow Realms 4,Simulation,Nintendo Switch,2001,Nintendo,3330.57,46.01,13.15,80,No,Stable +Legends of Valor 1,Shooter,PlayStation,2001,Activision,288.57,52.38,12.53,63,Yes,Rising +Neon Speed 5,Simulation,Cross-Platform,2001,Sony,4133.32,3.54,1.25,84,No,Rising +Warzone Chronicles 1,Action,Mobile,2001,Sony,1678.31,40.93,18.93,95,No,Declining +Cyber Quest 2,Simulation,PlayStation,2001,Sony,2125.51,165.5,23.36,63,No,Declining +Fantasy Rivals 2,Fighting,PlayStation,2001,Bandai Namco,2070.13,177.35,25.8,70,Yes,Stable +Shadow Realms 4,Fighting,PlayStation,2001,Capcom,3881.82,185.98,79.83,98,Yes,Declining +Warzone Chronicles 4,Fighting,Cross-Platform,2001,Nintendo,1152.36,101.03,49.42,78,No,Rising +Battle Warriors 4,Adventure,Nintendo Switch,2001,Square Enix,3619.7,101.16,12.32,83,Yes,Stable +Pixel Odyssey 3,Shooter,Xbox,2001,Square Enix,2396.99,181.12,22.61,59,No,Rising +Warzone Chronicles 4,Action,Mobile,2000,Microsoft,226.81,103.5,30.23,88,No,Declining +Cyber Quest 4,Horror,Cross-Platform,2000,Sony,3743.24,78,24.83,63,Yes,Declining +Galaxy Raiders 1,Sports,Xbox,2000,Microsoft,738.03,141,43.31,70,No,Declining +Zombie Outbreak 3,Action,Mobile,2000,Ubisoft,4734.93,86.08,36.04,52,No,Rising +Battle Warriors 5,Action,Cross-Platform,2000,Capcom,4800.87,115.68,33.75,81,No,Rising +Warzone Chronicles 1,Sports,Cross-Platform,2000,Rockstar,3827.3,145.09,30.24,92,No,Declining +Shadow Realms 1,Action,Cross-Platform,2000,Sony,1918.79,150.29,31.45,50,No,Rising +Galaxy Raiders 1,Shooter,Cross-Platform,2000,Activision,4572.45,20.3,3.23,54,Yes,Stable +Neon Speed 1,Shooter,Xbox,2000,Rockstar,3039.13,106.08,36.99,50,No,Rising +Warzone Chronicles 3,Sports,PC,2000,Microsoft,2177.57,31.38,10.35,54,No,Declining +Neon Speed 5,Action,PlayStation,2000,Microsoft,2770.44,51.24,24.77,84,No,Rising +Pixel Odyssey 1,Fighting,Mobile,2000,Microsoft,4442.68,97.93,31.02,73,Yes,Rising +Pixel Odyssey 2,Racing,Cross-Platform,2000,Microsoft,1805.05,18.96,1.95,90,No,Stable +Battle Warriors 2,Racing,PlayStation,2000,Microsoft,3446,148.92,18.92,96,No,Stable +Fantasy Rivals 4,Action,Xbox,2000,EA,3986.24,3.01,1.21,74,No,Declining +Battle Warriors 3,RPG,Xbox,2000,Sony,3928.96,33.84,12,96,No,Declining +Fantasy Rivals 2,Racing,Nintendo Switch,2000,Microsoft,4822.78,63.76,15.16,88,No,Rising +Legends of Valor 4,Strategy,Cross-Platform,2000,Activision,1080,193.98,74.19,72,No,Stable +Galaxy Raiders 2,Racing,Mobile,2000,Capcom,2510.54,129.24,30.51,87,No,Declining +Warzone Chronicles 5,Racing,Cross-Platform,2000,Nintendo,745.16,46.66,19.42,94,No,Rising +Warzone Chronicles 5,Fighting,PC,2000,Sony,3480.2,159.92,18.35,51,No,Declining +Zombie Outbreak 1,Sports,Mobile,2000,EA,846.7,9.8,3.83,64,No,Rising +Legends of Valor 2,Shooter,PC,2000,Nintendo,381.3,142.49,71.09,78,Yes,Declining +Neon Speed 1,Shooter,Mobile,2000,Sony,4380.61,18.11,8.79,79,No,Declining +Warzone Chronicles 1,Horror,Nintendo Switch,2000,Ubisoft,2654.16,174.49,22.38,53,Yes,Stable +Zombie Outbreak 3,Fighting,Cross-Platform,2000,Ubisoft,2170.46,155.2,74.51,57,Yes,Declining +Battle Warriors 5,Fighting,PC,2000,Rockstar,2040.85,166.01,50.85,82,No,Rising +Cyber Quest 2,Adventure,Cross-Platform,2000,Activision,2657.88,112.92,25.93,66,No,Rising +Legends of Valor 2,Adventure,Xbox,2000,Microsoft,4030.54,3.73,0.77,90,No,Stable \ No newline at end of file diff --git a/notebooks/clean_data_charul.ipynb b/notebooks/clean_data_charul.ipynb new file mode 100644 index 00000000..584b12ed --- /dev/null +++ b/notebooks/clean_data_charul.ipynb @@ -0,0 +1,1005 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "c3e7618d-eca9-4084-a2c8-089949aba785", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import yaml" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8a72f5cf-a1cb-4739-84fa-cc2def44ca02", + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " with open(\"../config.yaml\", \"r\") as file:\n", + " config = yaml.safe_load(file)\n", + "except:\n", + " print(\"Configuration file not found\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1cebe286-17aa-41a6-bf76-69678aa5c378", + "metadata": {}, + "outputs": [], + "source": [ + "config" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4915d7ce-9792-4e46-9fa9-924a3e1103db", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
....................................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4922.3853YesStable
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2074.5157YesDeclining
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0150.8582NoRising
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9225.9366NoRising
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.730.7790NoStable
\n", + "

1000 rows × 11 columns

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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 \n", + "2 Legends of Valor 2 Shooter Xbox 2024 \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 \n", + "4 Cyber Quest 2 Adventure Xbox 2024 \n", + ".. ... ... ... ... \n", + "995 Warzone Chronicles 1 Horror Nintendo Switch 2000 \n", + "996 Zombie Outbreak 3 Fighting Cross-Platform 2000 \n", + "997 Battle Warriors 5 Fighting PC 2000 \n", + "998 Cyber Quest 2 Adventure Cross-Platform 2000 \n", + "999 Legends of Valor 2 Adventure Xbox 2000 \n", + "\n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "0 Square Enix 1847.58 44.96 \n", + "1 EA 4835.79 115.65 \n", + "2 Square Enix 2628.55 169.67 \n", + "3 Microsoft 1695.50 184.40 \n", + "4 Microsoft 4529.75 17.28 \n", + ".. ... ... ... \n", + "995 Ubisoft 2654.16 174.49 \n", + "996 Ubisoft 2170.46 155.20 \n", + "997 Rockstar 2040.85 166.01 \n", + "998 Activision 2657.88 112.92 \n", + "999 Microsoft 4030.54 3.73 \n", + "\n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "0 14.07 87 Yes \n", + "1 56.27 92 Yes \n", + "2 74.74 99 No \n", + "3 20.15 73 Yes \n", + "4 5.83 91 Yes \n", + ".. ... ... ... \n", + "995 22.38 53 Yes \n", + "996 74.51 57 Yes \n", + "997 50.85 82 No \n", + "998 25.93 66 No \n", + "999 0.77 90 No \n", + "\n", + " Trending Status \n", + "0 Declining \n", + "1 Stable \n", + "2 Declining \n", + "3 Stable \n", + "4 Stable \n", + ".. ... \n", + "995 Stable \n", + "996 Declining \n", + "997 Rising \n", + "998 Rising \n", + "999 Stable \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(config['input_data']['file'])\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5f7c90ea-a26c-4c93-962c-a111f1766408", + "metadata": {}, + "outputs": [], + "source": [ + "# # Checking for Null Values\n", + "\n", + "df.isnull()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fbe56608-6f2b-4753-ab68-d85d687a05ed", + "metadata": {}, + "outputs": [], + "source": [ + "# # Check for null values in each column\n", + "\n", + "df.isna().any()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7ce221ae-7554-45b3-922d-4031b467fc8f", + "metadata": {}, + "outputs": [], + "source": [ + "# # Count the number of null values in each column\n", + "\n", + "df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "428804b0-6e8d-4e67-8ca7-83611c45077e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891YesStable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score \\\n", + "0 1847.58 44.96 87 \n", + "1 4835.79 115.65 92 \n", + "2 2628.55 169.67 99 \n", + "3 1695.50 184.40 73 \n", + "4 4529.75 17.28 91 \n", + "\n", + " Esports Popularity Trending Status \n", + "0 Yes Declining \n", + "1 Yes Stable \n", + "2 No Declining \n", + "3 Yes Stable \n", + "4 Yes Stable " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Drop column 'Peak Concurrent Players'\n", + "\n", + "df.drop('Peak Concurrent Players', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9f0c9d50-5c79-4a25-a862-a4e1a0aeb88a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic ScoreTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687Declining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592Stable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799Declining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073Stable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891Stable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score Trending Status \n", + "0 1847.58 44.96 87 Declining \n", + "1 4835.79 115.65 92 Stable \n", + "2 2628.55 169.67 99 Declining \n", + "3 1695.50 184.40 73 Stable \n", + "4 4529.75 17.28 91 Stable " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Drop column 'Esports Popularity'\n", + "\n", + "df.drop('Esports Popularity', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2c0d88a8-cacd-48dc-b233-4b40bf37aec5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic Score
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score \n", + "0 1847.58 44.96 87 \n", + "1 4835.79 115.65 92 \n", + "2 2628.55 169.67 99 \n", + "3 1695.50 184.40 73 \n", + "4 4529.75 17.28 91 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Drop column 'Trending Status'\n", + "\n", + "df.drop('Trending Status', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e6c562d2-0bad-4a5d-90be-73e3420c8474", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_score
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891
...........................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4953
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2057
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0182
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9266
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.7390
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" + ], + "text/plain": [ + " game_title genre platform release_year \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 \n", + "2 Legends of Valor 2 Shooter Xbox 2024 \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 \n", + "4 Cyber Quest 2 Adventure Xbox 2024 \n", + ".. ... ... ... ... \n", + "995 Warzone Chronicles 1 Horror Nintendo Switch 2000 \n", + "996 Zombie Outbreak 3 Fighting Cross-Platform 2000 \n", + "997 Battle Warriors 5 Fighting PC 2000 \n", + "998 Cyber Quest 2 Adventure Cross-Platform 2000 \n", + "999 Legends of Valor 2 Adventure Xbox 2000 \n", + "\n", + " developer revenue_millions players_millions metacritic_score \n", + "0 Square Enix 1847.58 44.96 87 \n", + "1 EA 4835.79 115.65 92 \n", + "2 Square Enix 2628.55 169.67 99 \n", + "3 Microsoft 1695.50 184.40 73 \n", + "4 Microsoft 4529.75 17.28 91 \n", + ".. ... ... ... ... \n", + "995 Ubisoft 2654.16 174.49 53 \n", + "996 Ubisoft 2170.46 155.20 57 \n", + "997 Rockstar 2040.85 166.01 82 \n", + "998 Activision 2657.88 112.92 66 \n", + "999 Microsoft 4030.54 3.73 90 \n", + "\n", + "[1000 rows x 8 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Renaming Column Names\n", + "\n", + "def rename_multiple_columns(df, column_mapping):\n", + " \"\"\"\n", + " Renames multiple columns in a pandas DataFrame using a mapping dictionary.\n", + "\n", + " Args:\n", + " df (pd.DataFrame): The DataFrame whose columns are to be renamed.\n", + " column_mapping (dict): A dictionary where keys are the current column \n", + " names (strings) and values are the new column \n", + " names (strings).\n", + "\n", + " Returns:\n", + " pd.DataFrame: The DataFrame with the renamed columns.\n", + " \"\"\"\n", + " # The 'columns' parameter takes the mapping dictionary\n", + " # 'inplace=False' returns a new DataFrame (recommended practice)\n", + " renamed_df = df.rename(columns=column_mapping, inplace=False)\n", + " return renamed_df\n", + "\n", + "column_map = {\n", + " 'Game Title': 'game_title', \n", + " 'Genre': 'genre', \n", + " 'Platform': 'platform', \n", + " 'Release Year': 'release_year', \n", + " 'Developer': 'developer', \n", + " 'Revenue (Millions $)': 'revenue_millions', \n", + " 'Players (Millions)': 'players_millions',\n", + " 'Metacritic Score': 'metacritic_score'\n", + "}\n", + "\n", + "df_renamed = rename_multiple_columns(df, column_map)\n", + "df_renamed" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0bc742bf-6545-4405-ab53-0a307a593176", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/functions.py b/notebooks/functions.py deleted file mode 100644 index 7804c676..00000000 --- a/notebooks/functions.py +++ /dev/null @@ -1,26 +0,0 @@ -# Add all the imports needed by the functions in the project here -#================================================================ -# -#================================================================ - -# Remember to modify your functions to use the template shown below - -def function_name(input1: data_type1, input2: data_type2,..., opt_arg: data_type_opt= default_value) -> output_data_type: - """ - Add a description of what the function does - - Arguments: - --------- - input1: data_type and which information should contain - input2: data_type and which information should contain - opt_arg: data_type and which information should contain - - Outputs: - ------- - data_type and which information will contain - """ - - # Your function code here - - - return opuput diff --git a/notebooks/load_data_charul.ipynb b/notebooks/load_data_charul.ipynb new file mode 100644 index 00000000..7e77ce2f --- /dev/null +++ b/notebooks/load_data_charul.ipynb @@ -0,0 +1,346 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 9, + "id": "3ea25c0c-b5fd-4f8e-919f-462b36754e42", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import yaml" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0bcad145-23e6-4dcc-b57c-ff15593b3e73", + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " with open(\"../config.yaml\", \"r\") as file:\n", + " config = yaml.safe_load(file)\n", + "except:\n", + " print(\"Configuration file not found\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d6b30b29-efd5-4233-bd34-6d6f1cb83de7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'input_data': {'file': '../data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv'},\n", + " 'output_data': {'file': '../data/clean/cleaned_data_file.csv'}}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "config" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f2d8de5d-9228-4dfe-9829-20427faf0a7d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
....................................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4922.3853YesStable
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2074.5157YesDeclining
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0150.8582NoRising
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9225.9366NoRising
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.730.7790NoStable
\n", + "

1000 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Game Title Genre Platform Release Year \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 \n", + "2 Legends of Valor 2 Shooter Xbox 2024 \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 \n", + "4 Cyber Quest 2 Adventure Xbox 2024 \n", + ".. ... ... ... ... \n", + "995 Warzone Chronicles 1 Horror Nintendo Switch 2000 \n", + "996 Zombie Outbreak 3 Fighting Cross-Platform 2000 \n", + "997 Battle Warriors 5 Fighting PC 2000 \n", + "998 Cyber Quest 2 Adventure Cross-Platform 2000 \n", + "999 Legends of Valor 2 Adventure Xbox 2000 \n", + "\n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "0 Square Enix 1847.58 44.96 \n", + "1 EA 4835.79 115.65 \n", + "2 Square Enix 2628.55 169.67 \n", + "3 Microsoft 1695.50 184.40 \n", + "4 Microsoft 4529.75 17.28 \n", + ".. ... ... ... \n", + "995 Ubisoft 2654.16 174.49 \n", + "996 Ubisoft 2170.46 155.20 \n", + "997 Rockstar 2040.85 166.01 \n", + "998 Activision 2657.88 112.92 \n", + "999 Microsoft 4030.54 3.73 \n", + "\n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "0 14.07 87 Yes \n", + "1 56.27 92 Yes \n", + "2 74.74 99 No \n", + "3 20.15 73 Yes \n", + "4 5.83 91 Yes \n", + ".. ... ... ... \n", + "995 22.38 53 Yes \n", + "996 74.51 57 Yes \n", + "997 50.85 82 No \n", + "998 25.93 66 No \n", + "999 0.77 90 No \n", + "\n", + " Trending Status \n", + "0 Declining \n", + "1 Stable \n", + "2 Declining \n", + "3 Stable \n", + "4 Stable \n", + ".. ... \n", + "995 Stable \n", + "996 Declining \n", + "997 Rising \n", + "998 Rising \n", + "999 Stable \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(config['input_data']['file'])\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4073257-d506-4699-a35f-78da42adaaf4", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/rename_columns.py b/notebooks/rename_columns.py new file mode 100644 index 00000000..fc15cc4b --- /dev/null +++ b/notebooks/rename_columns.py @@ -0,0 +1,24 @@ +# Add all the imports needed by the functions in the project here +#================================================================ +# +#================================================================ + +# Remember to modify your functions to use the template shown below + +def rename_multiple_columns(df, column_mapping): + """ + Renames multiple columns in a pandas DataFrame using a mapping dictionary. + + Args: + df (pd.DataFrame): The DataFrame whose columns are to be renamed. + column_mapping (dict): A dictionary where keys are the current column + names (strings) and values are the new column + names (strings). + + Returns: + pd.DataFrame: The DataFrame with the renamed columns. + """ + # The 'columns' parameter takes the mapping dictionary + # 'inplace=False' returns a new DataFrame (recommended practice) + renamed_df = df.rename(columns=column_mapping, inplace=False) + return renamed_df \ No newline at end of file From 7d39a94d57da0efaf4a581d8245dbf6e539bbea7 Mon Sep 17 00:00:00 2001 From: DavyN25 Date: Mon, 8 Dec 2025 17:57:30 +0100 Subject: [PATCH 02/21] Version1 of cleanning data upload --- anaconda_projects/db/project_filebrowser.db | Bin 0 -> 32768 bytes config.yaml | 2 +- ...vTitle2000_2024-gaming_industry_trends.csv | 1001 +++++++++++++++++ data/raw/duplicated_values.py | 18 + {notebooks => data/raw}/functions.py | 0 notebooks/Clean_data_Davy.ipynb | 162 +++ notebooks/Main_Kaggle_RevTitle2000_2024.xlsx | Bin 0 -> 76049 bytes notebooks/duplicated_values.py | 18 + notebooks/outliers.py | 20 + 9 files changed, 1220 insertions(+), 1 deletion(-) create mode 100644 anaconda_projects/db/project_filebrowser.db create mode 100644 data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv create mode 100644 data/raw/duplicated_values.py rename {notebooks => data/raw}/functions.py (100%) create mode 100644 notebooks/Clean_data_Davy.ipynb create mode 100644 notebooks/Main_Kaggle_RevTitle2000_2024.xlsx create mode 100644 notebooks/duplicated_values.py create mode 100644 notebooks/outliers.py diff --git a/anaconda_projects/db/project_filebrowser.db b/anaconda_projects/db/project_filebrowser.db new file mode 100644 index 0000000000000000000000000000000000000000..d7e75dbf5ff0562ac63cbf814352f2ce6bc50b21 GIT binary patch literal 32768 zcmeI)PjAv-9Ki9GZT#Ch^u&qe$&zJ|Et)Z>@nB-b8W)iXE5^l`rh^Algu=XvOp=lS%PCQn*8s+Jv3idJvXwLP(?+)`9k 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notebooks/data_clean_rui.ipynb | 498 ++++++++++++++++++++++++++++++ 3 files changed, 549 insertions(+) create mode 100644 notebooks/clean_string_content.py create mode 100644 notebooks/converting_type.py create mode 100644 notebooks/data_clean_rui.ipynb diff --git a/notebooks/clean_string_content.py b/notebooks/clean_string_content.py new file mode 100644 index 00000000..71d4fa9f --- /dev/null +++ b/notebooks/clean_string_content.py @@ -0,0 +1,30 @@ +# Add all the imports needed by the functions in the project here +#================================================================ +# +#================================================================ + +# Remember to modify your functions to use the template shown below + +def function_name(input1: data_type1, input2: data_type2,..., opt_arg: data_type_opt= default_value) -> output_data_type: + """ + This functions uses a REGEX to clean the text on the rows, like especial characters, spaces, etc. + But in this case it's applied to text, leaving the + """ + + # Your function code here +def clean_string_content(text): + if pd.isna(text): + return text + text = str(text) + text = text.lower() + text = re.sub(r'[^a-z0-9\s.]+', ' ', text) + text = re.sub(r'\s+', ' ', text) + text = text.strip() + return text + +text_cols = df.select_dtypes(include="object").columns +df[text_cols] = df[text_cols].applymap(clean_string_content) +df = df.applymap(clean_string_content) + + + return opuput diff --git a/notebooks/converting_type.py b/notebooks/converting_type.py new file mode 100644 index 00000000..76a01d62 --- /dev/null +++ b/notebooks/converting_type.py @@ -0,0 +1,21 @@ +# Add all the imports needed by the functions in the project here +#================================================================ +# +#================================================================ + +# Remember to modify your functions to use the template shown below + +def function_name(input1: data_type1, input2: data_type2,..., opt_arg: data_type_opt= default_value) -> output_data_type: + + """ + +This function coverts the type of the content in the rows as a float. + + """ + + # Your function code here + +df['Revenue (Millions $)'] = df['Revenue (Millions $)'].astype(float) + + + return opuput diff --git a/notebooks/data_clean_rui.ipynb b/notebooks/data_clean_rui.ipynb new file mode 100644 index 00000000..9a1a8e40 --- /dev/null +++ b/notebooks/data_clean_rui.ipynb @@ -0,0 +1,498 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 34, + "id": "e1707075", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "url = 'https://docs.google.com/spreadsheets/d/18wyCTVAbd4W91vcGURS0P5ax-dI93iq2w7-s7wj98bs/export?format=csv&gid=1823224578'\n", + "df = pd.read_csv ('https://docs.google.com/spreadsheets/d/18wyCTVAbd4W91vcGURS0P5ax-dI93iq2w7-s7wj98bs/export?format=csv&gid=1823224578')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "794baf11", + "metadata": {}, + "outputs": [ + { + 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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Peak Concurrent Players \\\n", + "0 1847.58 44.96 14.07 \n", + "1 4835.79 115.65 56.27 \n", + "2 2628.55 169.67 74.74 \n", + "3 1695.50 184.40 20.15 \n", + "4 4529.75 17.28 5.83 \n", + "\n", + " Metacritic Score Esports Popularity Trending Status \n", + "0 87 Yes Declining \n", + "1 92 Yes Stable \n", + "2 99 No Declining \n", + "3 73 Yes Stable \n", + "4 91 Yes Stable " + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "2894702b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Game Title object\n", + "Genre object\n", + "Platform object\n", + "Release Year object\n", + "Developer object\n", + "Revenue (Millions $) float64\n", + "Players (Millions) float64\n", + "Peak Concurrent Players float64\n", + "Metacritic Score int64\n", + "Esports Popularity object\n", + "Trending Status object\n", + "dtype: object" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "ee7c3536", + "metadata": {}, + "outputs": [], + "source": [ + "# converting to correct type\n", + "df['Revenue (Millions $)'] = df['Revenue (Millions $)'].astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "ea309cc5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Game Title object\n", + "Genre object\n", + "Platform object\n", + "Release Year object\n", + "Developer object\n", + "Revenue (Millions $) float64\n", + "Players (Millions) float64\n", + "Peak Concurrent Players float64\n", + "Metacritic Score int64\n", + "Esports Popularity object\n", + "Trending Status object\n", + "dtype: object" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "id": "14a62aa4", + "metadata": {}, + "source": [ + "# Format data regex " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "615ff13d", + "metadata": {}, + "outputs": [], + "source": [ + "import re" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "473b03eb", + "metadata": {}, + "outputs": [], + "source": [ + "def clean_string_content(text):\n", + " if pd.isna(text):\n", + " return text\n", + " text = str(text)\n", + " text = text.lower()\n", + " text = re.sub(r'[^a-z0-9\\s.]+', ' ', text)\n", + " text = re.sub(r'\\s+', ' ', text)\n", + " text = text.strip()\n", + " return text\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "0432d584", + "metadata": {}, + "outputs": [], + "source": [ + "text_cols = df.select_dtypes(include=\"object\").columns" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "57a24053", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_22056\\367378753.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df[text_cols] = df[text_cols].applymap(clean_string_content)\n" + ] + } + ], + "source": [ + "df[text_cols] = df[text_cols].applymap(clean_string_content)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "3a99ed76", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_22056\\4187115134.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + " df = df.applymap(clean_string_content)\n" + ] + } + ], + "source": [ + "df = df.applymap(clean_string_content)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "4e4b442a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0pixel odyssey 2actionplaystation2024square enix1847.5844.9614.0787yesdeclining
1battle warriors 4strategycross platform2024ea4835.79115.6556.2792yesstable
2legends of valor 2shooterxbox2024square enix2628.55169.6774.7499nodeclining
3shadow realms 4actionnintendo switch2024microsoft1695.50184.4020.1573yesstable
4cyber quest 2adventurexbox2024microsoft4529.7517.285.8391yesstable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 pixel odyssey 2 action playstation 2024 square enix \n", + "1 battle warriors 4 strategy cross platform 2024 ea \n", + "2 legends of valor 2 shooter xbox 2024 square enix \n", + "3 shadow realms 4 action nintendo switch 2024 microsoft \n", + "4 cyber quest 2 adventure xbox 2024 microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Peak Concurrent Players \\\n", + "0 1847.58 44.96 14.07 \n", + "1 4835.79 115.65 56.27 \n", + "2 2628.55 169.67 74.74 \n", + "3 1695.50 184.40 20.15 \n", + "4 4529.75 17.28 5.83 \n", + "\n", + " Metacritic Score Esports Popularity Trending Status \n", + "0 87 yes declining \n", + "1 92 yes stable \n", + "2 99 no declining \n", + "3 73 yes stable \n", + "4 91 yes stable " + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4c99b09", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "first_project", + "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": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 089286a61fbabb50b9a4d6f75574bfade4e9a6df Mon Sep 17 00:00:00 2001 From: Ako Date: Mon, 8 Dec 2025 18:01:45 +0100 Subject: [PATCH 04/21] verion1 --- config.yaml | 2 +- ...vTitle2000_2024-gaming_industry_trends.csv | 1001 +++++++++++++++ notebooks/Clean_Data_Ako.ipynb | 1130 +++++++++++++++++ notebooks/datetime.py | 9 + notebooks/explore_clean_data_username.ipynb | 1 - notebooks/functions.py | 26 - notebooks/index_reset.py | 13 + notebooks/load_Ako.ipynb | 358 ++++++ notebooks/load_and_clean_data_username.ipynb | 1 - 9 files changed, 2512 insertions(+), 29 deletions(-) create mode 100644 data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv create mode 100644 notebooks/Clean_Data_Ako.ipynb create mode 100644 notebooks/datetime.py delete mode 100644 notebooks/explore_clean_data_username.ipynb delete mode 100644 notebooks/functions.py create mode 100644 notebooks/index_reset.py create mode 100644 notebooks/load_Ako.ipynb delete mode 100644 notebooks/load_and_clean_data_username.ipynb diff --git a/config.yaml b/config.yaml index dc28ac67..45f5e40a 100644 --- a/config.yaml +++ b/config.yaml @@ -1,5 +1,5 @@ input_data: - file: "../data/raw/raw_data_file.csv" + file: "../data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv" output_data: file: "../data/clean/cleaned_data_file.csv" diff --git a/data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv b/data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv new file mode 100644 index 00000000..0cfb4ad8 --- /dev/null +++ b/data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv @@ -0,0 +1,1001 @@ +Game Title,Genre,Platform,Release Year,Developer,Revenue (Millions $),Players (Millions),Peak Concurrent Players,Metacritic Score,Esports Popularity,Trending Status +Pixel Odyssey 2,Action,PlayStation,2024,Square Enix,1847.58,44.96,14.07,87,Yes,Declining +Battle Warriors 4,Strategy,Cross-Platform,2024,EA,4835.79,115.65,56.27,92,Yes,Stable +Legends of Valor 2,Shooter,Xbox,2024,Square Enix,2628.55,169.67,74.74,99,No,Declining +Shadow Realms 4,Action,Nintendo Switch,2024,Microsoft,1695.5,184.4,20.15,73,Yes,Stable +Cyber Quest 2,Adventure,Xbox,2024,Microsoft,4529.75,17.28,5.83,91,Yes,Stable +Cyber Quest 2,Strategy,Cross-Platform,2024,Microsoft,2751.37,104.09,16.41,54,Yes,Stable +Warzone Chronicles 1,Strategy,Nintendo Switch,2024,Microsoft,3120.8,138.31,62.91,89,No,Stable +Neon Speed 1,Action,PlayStation,2024,Activision,519.7,163.04,24.04,61,No,Rising +Warzone Chronicles 5,Fighting,Nintendo Switch,2024,Microsoft,1872.55,4.37,0.55,100,No,Rising +Galaxy Raiders 2,Strategy,Xbox,2024,Bandai Namco,1569.1,49.28,8.15,86,Yes,Stable +Fantasy Rivals 5,Adventure,Xbox,"2,024",EA,2747.87,75.53,27.87,63,No,Rising +Fantasy Rivals 1,Horror,Cross-Platform,2024,Capcom,4723.24,119.31,45.48,66,Yes,Stable +Battle Warriors 4,Action,PlayStation,2024,Nintendo,4800.11,192.68,26.83,83,No,Stable +Legends of Valor 2,Shooter,PlayStation,2024,EA,893.64,38.14,7.28,94,Yes,Rising +Shadow Realms 5,RPG,Cross-Platform,2024,Nintendo,738.22,50.21,11.53,51,Yes,Rising +Legends of Valor 3,Sports,PlayStation,2024,Activision,2997.99,160.98,35.83,78,Yes,Stable +Pixel Odyssey 5,Adventure,PlayStation,24,Square Enix,3205.19,104.8,31.54,75,No,Declining +Galaxy Raiders 4,RPG,Mobile,2024,Capcom,4460.75,66.23,14.99,91,Yes,Declining +Neon Speed 2,Simulation,PlayStation,2024,Ubisoft,1170.81,59.23,11.85,76,Yes,Declining +Zombie Outbreak 4,Fighting,PC,2024,Rockstar,4342.17,148.29,16.96,61,Yes,Rising +Zombie Outbreak 4,Horror,Mobile,2024,Capcom,4235.73,188.64,43.65,80,Yes,Stable +Pixel Odyssey 1,Horror,PlayStation,2024,Sony,874.12,13.05,2.62,54,No,Stable +Warzone Chronicles 2,Sports,Cross-Platform,2024,Capcom,456.03,175.4,70.5,87,Yes,Declining +Cyber Quest 3,Sports,PlayStation,2024,Activision,419.36,36.81,7.64,96,Yes,Rising +Battle Warriors 5,Strategy,PlayStation,2024,Sony,3437.23,199.55,40.66,86,No,Declining +Galaxy Raiders 5,Sports,PlayStation,2024,Sony,2853.43,160.36,34.36,70,No,Stable +Warzone Chronicles 2,Shooter,Nintendo Switch,2024,EA,3126.44,50.66,10.62,88,Yes,Stable +Battle Warriors 1,Strategy,Nintendo Switch,2024,Activision,982.79,62.32,14.77,50,Yes,Stable +Galaxy Raiders 3,Adventure,Xbox,2024,Activision,2261.09,91.6,35.84,82,No,Stable +Cyber Quest 3,Adventure,Mobile,2024,Rockstar,2476.74,32.49,13.58,83,No,Stable +Cyber Quest 1,Shooter,PC,2024,Rockstar,3167.94,11.42,1.46,90,No,Rising +Zombie Outbreak 4,Adventure,Xbox,2024,EA,2684.19,71.91,28.08,74,Yes,Declining +Fantasy Rivals 2,Strategy,PlayStation,"2,023",Activision,2327.11,26.32,7.39,51,Yes,Stable +Shadow Realms 4,Strategy,Cross-Platform,2023,Bandai Namco,539.22,27.05,7.54,80,No,Stable +Shadow Realms 1,Horror,Nintendo Switch,2023,Rockstar,1379.24,162.64,56.4,85,Yes,Stable +Zombie Outbreak 2,Fighting,Xbox,2023,EA,2139,24.77,9.69,72,No,Rising +Cyber Quest 3,Racing,Cross-Platform,2023,Nintendo,3158.49,75.1,28.46,58,No,Rising +Warzone Chronicles 4,Action,Nintendo Switch,2023,Activision,4243.69,50.88,13.21,70,Yes,Stable +Shadow Realms 3,Shooter,PlayStation,2023,Nintendo,724.81,103.81,35.89,63,Yes,Declining +Zombie Outbreak 2,Adventure,Xbox,2023,Rockstar,2837.82,145.51,53.27,69,No,Stable +Galaxy Raiders 5,Fighting,Mobile,2023,Activision,3029.68,17.25,5.59,87,Yes,Rising +Battle Warriors 3,RPG,PC,2023,Ubisoft,3729.72,60.88,9.46,55,Yes,Declining +Zombie Outbreak 5,Strategy,PC,2023,EA,3155.89,16.13,3.75,90,Yes,Rising +Shadow Realms 5,RPG,PlayStation,2023,Ubisoft,2830.17,37.48,9.01,62,Yes,Declining +Warzone Chronicles 4,RPG,Xbox,2023,Ubisoft,2655.15,137.64,32.41,84,No,Stable +Zombie Outbreak 4,Horror,PlayStation,2023,Activision,2370,6.14,2.29,68,Yes,Rising +Warzone Chronicles 2,Racing,Nintendo Switch,2023,Capcom,2648.91,166.73,81.82,52,No,Declining +Warzone Chronicles 1,RPG,PlayStation,2023,Sony,2428.21,167.7,34.17,71,Yes,Declining +Zombie Outbreak 4,Horror,Nintendo Switch,2023,Capcom,2036.62,27.25,12,85,No,Declining +Neon Speed 1,Shooter,Nintendo Switch,2023,Rockstar,4201.66,124.05,22.96,54,No,Rising +Galaxy Raiders 4,Sports,Cross-Platform,2023,Square Enix,270.9,53.62,26.22,70,No,Declining +Pixel Odyssey 4,RPG,Mobile,2023,Sony,1496.56,11.03,4.76,89,No,Declining +Neon Speed 2,RPG,PC,2023,EA,3859.23,30.02,11.34,52,Yes,Stable +Zombie Outbreak 3,Simulation,Xbox,2023,Capcom,3786,11.68,4.4,73,No,Declining +Zombie Outbreak 3,Horror,PC,2023,Sony,4959.6,46.68,7.89,94,No,Rising +Zombie Outbreak 5,Racing,PC,2023,Activision,893.26,42.5,12.38,66,No,Rising +Cyber Quest 3,Racing,PlayStation,2023,Microsoft,1824.45,85.8,14.87,71,Yes,Rising +Galaxy Raiders 3,Adventure,Cross-Platform,2023,Bandai Namco,3946.72,107.94,34.96,82,No,Declining +Neon Speed 4,Fighting,PC,2023,Capcom,1360.26,82.31,14.53,92,No,Rising +Galaxy Raiders 1,Strategy,Nintendo Switch,2023,Square Enix,3949.61,34.23,15.25,56,No,Rising +Pixel Odyssey 3,Action,Xbox,2023,Nintendo,1966.71,128.76,18.38,84,Yes,Rising +Neon Speed 5,Adventure,Xbox,2023,Sony,3695.79,185.68,78.28,87,Yes,Stable +Cyber Quest 3,Strategy,Cross-Platform,2023,Square Enix,2767.99,180.31,67.49,53,Yes,Rising +Galaxy Raiders 5,Fighting,PlayStation,2023,EA,3185.5,175.88,80.79,90,Yes,Rising +Pixel Odyssey 1,Action,PC,2023,Microsoft,653.18,118.68,41.95,88,Yes,Stable +Battle Warriors 3,Adventure,Nintendo Switch,2023,Rockstar,3170.64,16.48,7.01,74,Yes,Rising +Zombie Outbreak 3,Horror,Xbox,2023,Ubisoft,1394.85,104.38,38.45,72,Yes,Declining +Zombie Outbreak 2,RPG,PC,2023,Sony,722.89,122.56,19.87,78,Yes,Stable +Legends of Valor 1,Racing,PC,2023,Bandai Namco,1019.66,79.31,37.25,85,Yes,Stable +Fantasy Rivals 3,Simulation,Mobile,2023,Activision,3419.46,184.71,32.06,66,Yes,Declining +Battle Warriors 1,Strategy,Mobile,2023,Square Enix,185.82,103.63,15.31,89,Yes,Stable +Battle Warriors 3,Sports,Cross-Platform,2023,Capcom,3791.89,122.15,52.22,94,No,Declining +Warzone Chronicles 3,Sports,Mobile,2022,Microsoft,763.43,189.18,50.51,78,Yes,Stable +Neon Speed 4,Sports,Cross-Platform,2022,Microsoft,573.79,115.5,26.27,61,Yes,Rising +Zombie Outbreak 1,RPG,Xbox,2022,Nintendo,3701.22,198.56,65.27,66,No,Rising +Battle Warriors 5,Action,Mobile,2022,Square Enix,386.13,39.88,8.7,99,No,Rising +Galaxy Raiders 2,Strategy,Nintendo Switch,2022,Ubisoft,469.63,152.94,19.97,60,Yes,Declining +Neon Speed 4,RPG,Mobile,2022,Rockstar,2416.11,72.89,17.65,81,No,Rising +Zombie Outbreak 1,Strategy,PlayStation,2022,Sony,4963.95,185.04,26.13,51,No,Declining +Cyber Quest 3,Fighting,PlayStation,2022,Capcom,1853.86,111.31,19.74,98,Yes,Stable +Warzone Chronicles 4,Strategy,PC,2022,Microsoft,4544.48,111.45,35.45,68,No,Declining +Legends of Valor 2,Racing,Xbox,2022,EA,3812.29,91.99,21.57,96,No,Rising +Neon Speed 5,Horror,Mobile,2022,Bandai Namco,1055.92,186.98,50.89,72,No,Stable +Pixel Odyssey 1,Strategy,Mobile,2022,EA,1476.48,178.14,72.57,94,Yes,Declining +Legends of Valor 5,Fighting,PC,2022,Ubisoft,2162.68,133.32,64.51,52,No,Stable +Shadow Realms 3,Action,Cross-Platform,2022,Capcom,654.5,164.67,69.77,63,No,Stable +Neon Speed 4,Simulation,Xbox,2022,EA,1155.33,42.87,9.33,52,Yes,Rising +Battle Warriors 2,Fighting,PlayStation,2022,Activision,3400.24,34.36,6.93,94,No,Declining +Neon Speed 2,Simulation,PlayStation,2022,Bandai Namco,843.43,54.16,5.98,56,Yes,Rising +Galaxy Raiders 1,Sports,PlayStation,2022,Capcom,4787.53,78.69,10.06,65,No,Declining +Neon Speed 1,Fighting,PC,2022,Square Enix,4196.82,130.45,53.51,85,Yes,Declining +Pixel Odyssey 4,Simulation,PlayStation,2022,EA,487.03,132.99,55.16,59,Yes,Declining +Warzone Chronicles 3,Racing,Xbox,2022,Capcom,116.05,195.57,38.8,55,No,Declining +Cyber Quest 5,Horror,PC,2022,Ubisoft,1081.1,30.61,6.91,69,Yes,Declining +Zombie Outbreak 3,Fighting,PC,2022,Microsoft,2748.8,57.67,13.79,51,No,Declining +Shadow Realms 2,Adventure,Mobile,2022,Rockstar,1861.2,8.75,0.92,81,Yes,Stable +Fantasy Rivals 3,Sports,Cross-Platform,2022,Square Enix,733.18,141.07,51.27,78,Yes,Rising +Galaxy Raiders 2,Racing,PlayStation,2022,Microsoft,1149.05,81.79,18.85,91,No,Stable +Battle Warriors 4,Simulation,Nintendo Switch,2022,Rockstar,4550.8,166.94,71.56,88,No,Declining +Cyber Quest 3,Adventure,Xbox,2022,Sony,3143.37,25.2,9.26,56,Yes,Stable +Warzone Chronicles 5,Racing,PC,2022,Microsoft,2234,127.76,30.52,64,No,Rising +Legends of Valor 3,Shooter,Xbox,2022,Sony,652.89,60.51,12.62,79,Yes,Declining +Warzone Chronicles 1,Shooter,Nintendo Switch,2022,Sony,1464.74,126.93,55.39,57,No,Rising +Zombie Outbreak 4,Racing,Cross-Platform,2022,Sony,3264.36,162.87,42.79,83,No,Stable +Neon Speed 4,Strategy,Nintendo Switch,2022,Activision,4568.11,167.92,27.88,77,No,Declining +Legends of Valor 2,Racing,Xbox,2022,Microsoft,1609.6,81.06,31.46,54,Yes,Rising +Battle Warriors 5,Action,PlayStation,2022,Activision,4486.07,133.99,37,74,No,Rising +Battle Warriors 1,Simulation,Xbox,2022,Nintendo,2026.03,128.11,49.95,63,No,Rising +Shadow Realms 1,Action,Xbox,2022,Nintendo,1686.06,82.68,38.84,59,No,Declining +Neon Speed 3,Fighting,Xbox,2021,Ubisoft,3284.27,181.03,38.48,85,No,Rising +Fantasy Rivals 1,Strategy,Mobile,2021,Capcom,1424.6,142.38,44.16,61,No,Rising +Neon Speed 5,Sports,PC,2021,Ubisoft,2444.11,109.77,50.1,94,Yes,Declining +Warzone Chronicles 4,Racing,Cross-Platform,2021,EA,263.54,132.48,27.58,94,No,Declining +Warzone Chronicles 4,Fighting,Nintendo Switch,2021,Bandai Namco,1615.35,84.16,14.04,81,No,Declining +Battle Warriors 3,Adventure,PC,2021,Rockstar,1188.94,41.86,11.75,52,No,Stable +Battle Warriors 1,Simulation,Nintendo Switch,2021,Capcom,3333.81,83.87,9.13,86,No,Declining +Galaxy Raiders 4,Simulation,PlayStation,2021,Capcom,1334.36,111.95,29.31,55,Yes,Rising +Shadow Realms 1,Racing,Mobile,2021,Ubisoft,251.92,76.91,25.52,74,Yes,Rising +Galaxy Raiders 4,Strategy,PC,2021,Square Enix,1696.65,8.55,3.72,77,Yes,Rising +Battle Warriors 1,Simulation,Nintendo Switch,2021,Sony,4952.79,193.92,55.81,85,Yes,Stable +Neon Speed 4,Adventure,PC,2021,Capcom,4318.54,26.26,5.41,68,Yes,Declining +Cyber Quest 1,Racing,Cross-Platform,2021,Rockstar,4259.08,108.48,43.67,54,Yes,Rising +Pixel Odyssey 2,Horror,PlayStation,2021,Ubisoft,889.03,32.62,10.47,51,Yes,Stable +Legends of Valor 4,Adventure,Xbox,2021,Capcom,4952.49,158.71,40.25,74,Yes,Stable +Shadow Realms 2,Horror,Xbox,2021,Rockstar,1846.45,137.44,21.3,77,No,Rising +Galaxy Raiders 1,Fighting,Xbox,2021,Ubisoft,4722.84,64.81,12.25,80,Yes,Stable +Shadow Realms 3,Adventure,Xbox,2021,Rockstar,1809.87,47.64,21.46,72,Yes,Rising +Neon Speed 3,Sports,PlayStation,2021,Sony,4875.56,67.46,20.64,95,Yes,Rising +Galaxy Raiders 4,Shooter,Cross-Platform,2021,Capcom,1289.07,22.57,6.33,97,Yes,Rising +Neon Speed 3,Racing,Cross-Platform,2021,Rockstar,3931.49,92.76,42.02,100,Yes,Declining +Warzone Chronicles 4,Shooter,Mobile,2021,Rockstar,4435.2,87.91,31.91,62,No,Declining +Warzone Chronicles 5,Shooter,Xbox,2021,Activision,2591.08,29.68,12.53,96,Yes,Rising +Cyber Quest 2,Racing,Nintendo Switch,2021,Bandai Namco,2898.09,159.43,61.92,81,Yes,Declining +Shadow Realms 3,RPG,Cross-Platform,2021,Rockstar,28.13,3.52,1.17,92,No,Stable +Pixel Odyssey 4,RPG,PC,2021,Bandai Namco,4287.86,169.49,58.35,52,Yes,Rising +Pixel Odyssey 1,Strategy,Xbox,2021,Sony,4123.78,127.74,47.47,57,No,Stable +Cyber Quest 3,Sports,PC,2021,Activision,2421.8,152.3,64.83,78,Yes,Declining +Pixel Odyssey 3,Racing,Mobile,2021,Ubisoft,1325.32,4.17,0.69,93,Yes,Rising +Cyber Quest 2,Simulation,PC,2021,Ubisoft,3227.59,161.64,44.35,96,No,Stable +Pixel Odyssey 5,Simulation,PlayStation,2021,Ubisoft,1260.2,95.64,16.14,96,Yes,Stable +Cyber Quest 4,Action,Nintendo Switch,2021,EA,4785.83,64.4,13.56,70,No,Stable +Zombie Outbreak 1,Racing,Cross-Platform,2021,Capcom,4710.69,180.26,82.58,58,No,Rising +Zombie Outbreak 4,Fighting,Mobile,2020,Activision,3207.35,0.59,0.2,85,Yes,Declining +Galaxy Raiders 1,Adventure,Xbox,2020,Microsoft,3127.28,101.18,44.19,74,Yes,Stable +Warzone Chronicles 3,Horror,Nintendo Switch,2020,Bandai Namco,4742.07,64.93,9.51,93,Yes,Rising +Battle Warriors 5,Racing,Xbox,2020,Nintendo,259.53,152.35,37.37,60,No,Declining +Neon Speed 1,Action,PlayStation,2020,Ubisoft,4758.39,100.99,13.9,92,No,Rising +Zombie Outbreak 2,Shooter,Xbox,2020,Rockstar,4230.08,135.63,54.24,87,Yes,Stable +Battle Warriors 1,Adventure,Nintendo Switch,2020,Nintendo,1050.51,91.37,15.19,95,No,Rising +Zombie Outbreak 3,Racing,Xbox,2020,Activision,1135.96,106.08,30.73,81,Yes,Rising +Battle Warriors 4,Horror,Nintendo Switch,2020,Activision,2440.14,145.59,23.96,81,Yes,Stable +Pixel Odyssey 1,Sports,PlayStation,2020,Nintendo,3101,148.27,60.01,61,No,Stable +Pixel Odyssey 2,Horror,PlayStation,2020,Rockstar,280.35,75.81,10.28,89,Yes,Rising +Battle Warriors 3,Strategy,Mobile,2020,Microsoft,1630.79,42.55,7.87,79,No,Rising +Galaxy Raiders 3,RPG,PC,2020,Ubisoft,3694.95,20.25,5.68,69,Yes,Rising +Neon Speed 3,Horror,PlayStation,2020,Sony,243.27,189.94,63.24,94,No,Stable +Neon Speed 2,Strategy,PlayStation,2020,Microsoft,2770.7,3.91,1.53,87,No,Rising +Zombie Outbreak 2,Sports,PlayStation,2020,Microsoft,81.48,149.44,29.77,83,No,Rising +Fantasy Rivals 5,Strategy,PC,2020,Sony,4606.11,123.68,43.69,67,Yes,Stable +Fantasy Rivals 5,Simulation,Mobile,2020,Rockstar,4999.79,125.23,41.54,90,No,Declining +Fantasy Rivals 4,Strategy,Cross-Platform,2020,Activision,3667.76,59.21,15.21,71,Yes,Declining +Galaxy Raiders 5,Horror,Nintendo Switch,2020,Microsoft,895.62,142.01,61.85,67,No,Stable +Warzone Chronicles 2,Action,PC,2020,Bandai Namco,1630.95,139.25,26.97,66,Yes,Rising +Galaxy Raiders 2,Strategy,Nintendo Switch,2020,Activision,4295.49,131.32,63.82,75,No,Rising +Pixel Odyssey 5,Action,PC,2020,Bandai Namco,402.32,90.83,38.87,54,No,Rising +Battle Warriors 5,RPG,Nintendo Switch,2020,Nintendo,287.04,137.64,29.47,81,Yes,Rising +Cyber Quest 5,Sports,Mobile,2020,Activision,2140.45,68.57,23.59,82,Yes,Stable +Shadow Realms 5,Action,PlayStation,2020,Microsoft,3173.18,161.01,26.72,60,No,Rising +Cyber Quest 4,Strategy,Nintendo Switch,2020,Bandai Namco,4703.52,157.28,39.65,80,Yes,Stable +Legends of Valor 4,Simulation,Cross-Platform,2020,Rockstar,4513.56,170.97,20.91,100,Yes,Rising +Fantasy Rivals 4,Sports,Nintendo Switch,2020,Ubisoft,469.72,131.94,49.79,57,Yes,Declining +Legends of Valor 3,Shooter,Nintendo Switch,2020,Sony,2431.53,171.39,42.59,61,Yes,Declining +Fantasy Rivals 4,Horror,Mobile,2020,Sony,4268.1,176.34,48.31,88,Yes,Rising +Pixel Odyssey 2,Fighting,Cross-Platform,2020,Bandai Namco,3170.14,155,58.75,81,No,Declining +Warzone Chronicles 2,Sports,Nintendo Switch,2020,Activision,4235.37,128.47,18.2,80,Yes,Rising +Galaxy Raiders 1,Fighting,Nintendo Switch,2020,Rockstar,773.84,184.39,77.94,68,No,Declining +Battle Warriors 1,Racing,PC,2020,Rockstar,2490.86,90,26.44,90,No,Declining +Neon Speed 2,Action,Nintendo Switch,2020,Microsoft,3881.76,33.52,9.96,93,No,Stable +Galaxy Raiders 3,Racing,PlayStation,2020,Bandai Namco,3077.33,169.29,77.4,81,No,Declining +Shadow Realms 2,Action,Xbox,2020,Square Enix,2219.7,198.56,92.82,83,Yes,Declining +Fantasy Rivals 5,Shooter,PC,2020,Ubisoft,376.81,72.72,8.53,77,Yes,Declining +Zombie Outbreak 4,Simulation,PC,2020,EA,1948.88,160.53,44.11,52,No,Rising +Shadow Realms 2,Sports,Nintendo Switch,2020,Bandai Namco,848.23,130.87,58.51,63,Yes,Stable +Fantasy Rivals 4,RPG,PC,2020,Microsoft,3726.84,76.88,23.99,59,Yes,Rising +Pixel Odyssey 4,RPG,Xbox,2020,Activision,586.57,112.74,55.68,70,Yes,Declining +Battle Warriors 4,Adventure,PlayStation,2020,Square Enix,2065.64,78.04,36.6,64,No,Stable +Zombie Outbreak 3,Strategy,Mobile,2020,Sony,1951.64,129.91,45.43,74,No,Rising +Legends of Valor 3,RPG,Xbox,2020,Microsoft,2547.81,83.77,22.98,59,Yes,Rising +Pixel Odyssey 1,Simulation,PC,2019,EA,2091.78,148.14,30.09,57,Yes,Rising +Shadow Realms 3,Shooter,Mobile,2019,Sony,213.3,166.57,76.67,54,No,Stable +Warzone Chronicles 3,Strategy,PC,2019,EA,1291.37,58.03,18.59,71,No,Rising +Cyber Quest 2,Strategy,Mobile,2019,Activision,915.23,181.32,48.06,93,Yes,Rising +Neon Speed 1,Horror,Nintendo Switch,2019,Bandai Namco,4629.84,26.58,4.42,57,No,Stable +Fantasy Rivals 3,Racing,Mobile,2019,Ubisoft,4002.21,176,18.2,53,Yes,Rising +Neon Speed 2,Racing,PlayStation,2019,Activision,4669.38,188.37,63.78,99,Yes,Declining +Cyber Quest 5,Fighting,Mobile,2019,Square Enix,1784.2,63.37,22.56,60,Yes,Stable +Zombie Outbreak 1,Fighting,PC,2019,Bandai Namco,2014.81,80.88,23.3,59,No,Stable +Warzone Chronicles 1,Sports,PlayStation,2019,Nintendo,4842.41,127.64,21.69,57,Yes,Rising +Galaxy Raiders 3,Strategy,Xbox,2019,Bandai Namco,3234.81,197.48,82.45,93,No,Declining +Cyber Quest 1,Action,PC,2019,EA,4625.35,126.24,33.31,79,No,Stable +Battle Warriors 3,Sports,Xbox,2019,Activision,826.54,185.09,57.29,77,No,Rising +Pixel Odyssey 5,Racing,PC,2019,Sony,4648.63,43.87,5.27,82,Yes,Declining +Pixel Odyssey 5,Action,Xbox,2019,Ubisoft,498.73,107.07,32.53,75,Yes,Stable +Zombie Outbreak 4,RPG,Nintendo Switch,2019,Bandai Namco,4427.01,18.91,6.9,100,No,Stable +Shadow Realms 2,Fighting,Cross-Platform,2019,EA,3944.2,9.09,4.32,100,No,Declining +Legends of Valor 3,Horror,PlayStation,2019,Sony,4716.07,51.36,9.34,88,No,Rising +Cyber Quest 2,Adventure,Xbox,2019,Rockstar,4534.98,168.17,70.31,83,Yes,Rising +Cyber Quest 2,Action,Cross-Platform,2019,EA,1998.36,167.47,32.08,65,No,Rising +Pixel Odyssey 1,Action,Cross-Platform,2019,Sony,3639.88,28.61,12.99,57,Yes,Stable +Battle Warriors 5,Simulation,Cross-Platform,2019,EA,2658.81,150.65,75.15,92,Yes,Stable +Shadow Realms 5,RPG,Nintendo Switch,2019,Sony,1208.52,45.59,6.12,89,No,Declining +Cyber Quest 3,Strategy,Nintendo Switch,2019,Microsoft,3974.27,158.26,21.68,67,No,Stable +Galaxy Raiders 4,Strategy,Xbox,2019,Ubisoft,2898.66,23.91,11.75,52,Yes,Rising +Warzone Chronicles 3,Horror,Xbox,2019,Ubisoft,3839.08,58.5,6.28,71,Yes,Rising +Galaxy Raiders 5,Action,Nintendo Switch,2019,Microsoft,1594.84,56,10.44,83,Yes,Rising +Galaxy Raiders 1,Horror,Nintendo Switch,2019,Square Enix,2994.46,195.26,43.38,86,Yes,Rising +Zombie Outbreak 5,Racing,Mobile,2019,Rockstar,558.25,106.03,51.7,88,Yes,Declining +Pixel Odyssey 4,Horror,Xbox,2019,Microsoft,581.33,42.51,16.31,56,No,Rising +Legends of Valor 2,Strategy,Nintendo Switch,2019,Rockstar,1047.15,10.32,2.29,95,No,Stable +Warzone Chronicles 1,Shooter,Cross-Platform,2019,Microsoft,1719.73,152.31,60.7,82,No,Rising +Pixel Odyssey 5,Racing,Mobile,2019,Square Enix,380.63,107.01,28.95,51,No,Declining +Fantasy Rivals 4,Sports,PC,2019,Capcom,1326.91,110.61,32.7,57,Yes,Rising +Zombie Outbreak 5,Simulation,PlayStation,2019,Square Enix,548.32,3.3,1.57,82,No,Rising +Fantasy Rivals 4,Action,Cross-Platform,2019,Rockstar,2405.73,19.42,8,83,No,Rising +Battle Warriors 3,RPG,Mobile,2019,Microsoft,3980.77,183.06,74.37,83,No,Declining +Warzone Chronicles 4,Fighting,Mobile,2019,Rockstar,4202.02,123.5,23.47,66,Yes,Rising +Zombie Outbreak 1,Sports,PlayStation,2019,Bandai Namco,2016.83,133.66,36.29,67,Yes,Stable +Shadow Realms 5,Horror,PlayStation,2019,Capcom,3481.54,181.08,86.01,57,Yes,Rising +Galaxy Raiders 2,Strategy,Xbox,2019,Ubisoft,4217.86,17.54,8.26,67,No,Rising +Shadow Realms 4,RPG,Mobile,2019,Capcom,3069.62,131.82,41.48,86,No,Stable +Battle Warriors 3,Action,Mobile,2019,Capcom,1530.8,45.7,18.65,93,No,Rising +Zombie Outbreak 2,Action,PC,2019,Microsoft,607.53,56.04,8.74,78,No,Stable +Cyber Quest 5,Shooter,Mobile,2018,Bandai Namco,4345.97,65.28,11.22,72,No,Stable +Fantasy Rivals 1,Strategy,Xbox,2018,Microsoft,1278.29,160.09,48.4,51,Yes,Declining +Cyber Quest 4,RPG,PC,2018,EA,4549.27,199.47,58.39,74,No,Stable +Shadow Realms 5,Shooter,PC,2018,Square Enix,347.64,24.35,10.88,62,Yes,Declining +Neon Speed 5,Shooter,Cross-Platform,2018,Sony,1182.88,81.76,32.91,95,No,Rising +Galaxy Raiders 1,Adventure,PlayStation,2018,Ubisoft,3343.4,176.68,84.77,63,No,Declining +Neon Speed 3,Strategy,Cross-Platform,2018,Microsoft,2745.75,12.09,3.52,54,No,Declining +Zombie Outbreak 4,Shooter,PC,2018,Microsoft,2590.77,148.88,46.43,83,Yes,Stable +Warzone Chronicles 1,Action,Xbox,2018,Microsoft,3070.54,195.99,30.96,83,No,Declining +Neon Speed 3,Adventure,Cross-Platform,2018,Microsoft,4913.96,52.36,13.16,60,No,Stable +Warzone Chronicles 5,Horror,PC,2018,Microsoft,2667.46,146.54,42.07,100,Yes,Declining +Pixel Odyssey 2,Racing,Cross-Platform,2018,Capcom,3197.79,149.11,31.99,55,No,Stable +Galaxy Raiders 3,Shooter,Nintendo Switch,2018,Activision,739.19,114.13,53.84,84,No,Declining +Galaxy Raiders 4,Action,Mobile,2018,Nintendo,4872.45,128.25,25.95,93,No,Stable +Neon Speed 5,Strategy,Xbox,2018,Activision,188.01,97.68,43.75,78,No,Declining +Fantasy Rivals 2,Sports,PlayStation,2018,Nintendo,2935.31,15.97,7.12,86,No,Stable +Cyber Quest 3,Strategy,Cross-Platform,2018,Square Enix,800.34,74.39,34.83,55,No,Declining +Warzone Chronicles 2,Fighting,PC,2018,Ubisoft,3385.67,151.73,22.9,95,No,Declining +Warzone Chronicles 1,Action,PC,2018,Nintendo,1185.58,150.1,48.51,97,Yes,Stable +Neon Speed 5,Action,Xbox,2018,Rockstar,2762.14,14,2.17,90,No,Stable +Galaxy Raiders 1,Racing,Mobile,2018,Ubisoft,2226.75,30.38,4.28,53,Yes,Stable +Galaxy Raiders 4,Horror,Mobile,2018,Rockstar,807.57,63.62,14.73,65,Yes,Stable +Legends of Valor 3,Sports,PC,2018,Ubisoft,779.21,158.79,26.21,77,Yes,Rising +Galaxy Raiders 1,Action,Nintendo Switch,2018,Rockstar,4185.96,96.45,21.12,61,Yes,Rising +Galaxy Raiders 4,Fighting,Mobile,2018,Nintendo,3038.6,132.58,45.85,82,No,Declining +Battle Warriors 2,Simulation,PlayStation,2018,Ubisoft,276.71,127.78,55.42,57,Yes,Declining +Fantasy Rivals 3,Adventure,Cross-Platform,2018,Activision,2464.26,13.69,2.05,89,Yes,Rising +Shadow Realms 4,Horror,Nintendo Switch,2018,Microsoft,3079.66,100.58,17.54,61,No,Rising +Cyber Quest 4,Adventure,PlayStation,2018,EA,4904.32,175.97,45.24,67,Yes,Declining +Neon Speed 2,Simulation,PlayStation,2018,Nintendo,2957.94,0.53,0.26,67,Yes,Declining +Cyber Quest 5,RPG,Mobile,2018,Ubisoft,3566.66,118.66,59.3,61,Yes,Declining +Legends of Valor 4,Adventure,Nintendo Switch,2018,Nintendo,2760.66,68.48,26.44,79,No,Declining +Galaxy Raiders 4,Horror,PlayStation,2018,Activision,4475.03,20.14,3.59,64,Yes,Declining +Battle Warriors 1,Strategy,Nintendo Switch,2018,Capcom,1729.06,17.51,4.16,91,Yes,Rising +Galaxy Raiders 1,Strategy,Cross-Platform,2018,Square Enix,4861.9,130.77,34.42,77,Yes,Rising +Zombie Outbreak 1,Shooter,Cross-Platform,2018,Nintendo,4048.7,19.93,9.07,57,No,Stable +Shadow Realms 5,Racing,PlayStation,2018,Nintendo,2512.3,11.83,2.39,66,No,Declining +Legends of Valor 3,RPG,Mobile,2018,Sony,3653.28,91.1,33.48,53,Yes,Stable +Battle Warriors 5,Horror,PC,2018,Nintendo,3231.17,18.83,8.81,77,Yes,Rising +Legends of Valor 4,Sports,Mobile,2018,EA,592.41,46.98,11.31,60,Yes,Stable +Legends of Valor 4,Horror,PC,2018,Microsoft,99.06,177.45,80.79,96,No,Declining +Fantasy Rivals 2,Sports,Cross-Platform,2018,Nintendo,3614.87,176.64,41.53,64,No,Stable +Neon Speed 4,Fighting,Xbox,2018,EA,4705.8,105.49,47.5,84,Yes,Rising +Pixel Odyssey 4,Sports,PlayStation,2018,Ubisoft,2715.28,34.82,8.55,73,No,Declining +Fantasy Rivals 2,Simulation,Cross-Platform,2018,EA,381.24,186.92,89.38,85,No,Declining +Galaxy Raiders 2,Horror,PC,2018,Square Enix,2522.81,52.38,11.38,62,No,Rising +Battle Warriors 1,RPG,Mobile,2018,Ubisoft,2880.79,102.46,19.26,85,Yes,Stable +Zombie Outbreak 1,Fighting,PC,2018,Microsoft,4476.53,197.3,20.64,80,Yes,Declining +Battle Warriors 3,Shooter,PC,2018,Capcom,3775.64,65.39,7.92,94,Yes,Declining +Warzone Chronicles 3,Adventure,Xbox,2018,Sony,1441.53,150.33,20.68,57,No,Rising +Galaxy Raiders 5,Fighting,Nintendo Switch,2017,Microsoft,1168.43,81.65,15.1,60,No,Rising +Legends of Valor 2,Shooter,Xbox,2017,Ubisoft,1957.21,81.63,9.97,73,No,Rising +Galaxy Raiders 2,Sports,PC,2017,Sony,3250.33,144.5,71.34,59,No,Stable +Fantasy Rivals 2,Sports,Cross-Platform,2017,Nintendo,2171.42,47.68,7.19,72,Yes,Rising +Battle Warriors 2,Simulation,Mobile,2017,Nintendo,299.96,174.36,77.8,62,Yes,Rising +Neon Speed 4,RPG,Nintendo Switch,2017,Ubisoft,1228.61,81.38,38.5,66,Yes,Stable +Fantasy Rivals 1,Adventure,Mobile,2017,Square Enix,1959.55,157.94,76.53,55,No,Declining +Cyber Quest 5,Action,Xbox,2017,EA,917.92,17,3.14,95,Yes,Stable +Neon Speed 3,Fighting,Nintendo Switch,2017,Activision,3590.17,71.96,35.77,96,No,Stable +Fantasy Rivals 3,Racing,Xbox,2017,Square Enix,1467.91,84.5,29.88,52,No,Stable +Cyber Quest 1,Strategy,Mobile,2017,Activision,4750.94,16.03,2,55,No,Stable +Battle Warriors 5,Racing,PC,2017,Activision,4031.25,82.64,28.81,61,No,Stable +Neon Speed 4,Sports,Xbox,2017,Capcom,1782.74,54.42,11.4,85,No,Stable +Pixel Odyssey 3,Fighting,Nintendo Switch,2017,Square Enix,2471.03,55.06,22.73,98,No,Rising +Battle Warriors 4,Fighting,Nintendo Switch,2017,Activision,1551.34,115.8,53.9,54,Yes,Declining +Fantasy Rivals 4,Strategy,Cross-Platform,2017,Microsoft,1371.18,176.05,58.75,78,No,Declining +Battle Warriors 2,Shooter,Cross-Platform,2017,Sony,1108.75,160.6,60.96,88,No,Declining +Neon Speed 2,Action,Xbox,2017,Microsoft,4732.5,129.73,46.24,51,Yes,Rising +Cyber Quest 2,Sports,PlayStation,2017,Bandai Namco,1597.72,20.43,2.55,57,Yes,Stable +Pixel Odyssey 4,Shooter,Cross-Platform,2017,Activision,4562.83,122.92,17.79,55,Yes,Declining +Zombie Outbreak 4,Racing,PlayStation,2017,Bandai Namco,3868.23,83.82,15.65,64,Yes,Stable +Fantasy Rivals 5,Strategy,PC,2017,Rockstar,949.77,162.85,44.8,94,Yes,Stable +Warzone Chronicles 5,Action,Cross-Platform,2017,Capcom,4291.91,175.62,46.28,55,No,Stable +Warzone Chronicles 2,Adventure,Mobile,2017,Sony,935.27,172.08,73.2,76,No,Rising +Pixel Odyssey 2,Sports,Nintendo Switch,2017,Microsoft,3230.57,19.05,7.56,93,No,Declining +Neon Speed 2,Fighting,PlayStation,2017,Activision,3514,133.32,31.4,97,Yes,Declining +Fantasy Rivals 4,Action,PlayStation,2017,Rockstar,4702.66,5.52,0.89,90,No,Stable +Fantasy Rivals 5,Action,Mobile,2017,Ubisoft,2076.56,122.57,40.51,98,No,Stable +Legends of Valor 5,Action,PC,2017,Sony,1370.5,75.16,19.25,96,No,Stable +Shadow Realms 1,RPG,Cross-Platform,2017,Activision,4804.78,169.51,27.3,80,Yes,Stable +Legends of Valor 2,Action,Xbox,2017,Microsoft,4035.59,187.14,59.48,84,Yes,Stable +Cyber Quest 4,RPG,Xbox,2017,EA,3742.37,127.94,57.13,73,No,Stable +Pixel Odyssey 1,Simulation,PC,2017,EA,3832.59,172.42,69.62,60,Yes,Rising +Fantasy Rivals 3,Action,PC,2017,Ubisoft,132.5,66.06,20.69,70,No,Declining +Pixel Odyssey 4,Shooter,PlayStation,2017,Capcom,4414.07,71.37,27.38,91,Yes,Rising +Warzone Chronicles 4,Action,Mobile,2017,Nintendo,31.37,125.09,46.93,61,Yes,Declining +Zombie Outbreak 1,Horror,Xbox,2017,Rockstar,2156.54,164.39,75.36,93,Yes,Stable +Pixel Odyssey 1,Action,Xbox,2017,Nintendo,3197.55,70.15,20.8,93,Yes,Declining +Legends of Valor 1,Simulation,PC,2017,Microsoft,4028.06,163.3,42.91,52,No,Stable +Warzone Chronicles 4,Strategy,Mobile,2017,EA,190.89,195.41,62.76,57,No,Rising +Battle Warriors 1,Racing,Xbox,2017,Ubisoft,2756.98,186.55,37.02,80,No,Stable +Zombie Outbreak 3,Fighting,Mobile,2017,Bandai Namco,1096.51,47.55,13.74,81,Yes,Rising +Warzone Chronicles 5,Action,Cross-Platform,2017,Bandai Namco,3958.41,174.44,55.62,59,No,Declining +Battle Warriors 1,Horror,Nintendo Switch,2017,EA,2550.05,169.15,68.2,75,Yes,Declining +Warzone Chronicles 1,Fighting,Nintendo Switch,2016,EA,1746.46,195.35,50.85,52,Yes,Stable +Neon Speed 1,Adventure,Cross-Platform,2016,Sony,1702.56,195.63,77.19,88,Yes,Declining +Fantasy Rivals 4,Sports,PC,2016,Ubisoft,3750.07,181.37,79.27,77,No,Stable +Pixel Odyssey 3,Adventure,Mobile,2016,Bandai Namco,804.95,138.15,46.64,63,Yes,Declining +Cyber Quest 3,Adventure,Nintendo Switch,2016,Rockstar,3393.43,13.01,2.68,59,Yes,Rising +Legends of Valor 4,Horror,PlayStation,2016,Nintendo,71.64,10.88,3.23,91,Yes,Rising +Cyber Quest 2,Racing,Nintendo Switch,2016,Rockstar,1518.26,11.13,2.69,80,No,Stable +Shadow Realms 3,Fighting,Cross-Platform,2016,Bandai Namco,2438.76,4.2,0.43,81,No,Rising +Fantasy Rivals 3,Action,PC,2016,Sony,4823.48,199.69,64.85,90,Yes,Stable +Zombie Outbreak 5,Fighting,Cross-Platform,2016,Microsoft,4884.23,100.61,29.05,86,Yes,Rising +Warzone Chronicles 3,Horror,Nintendo Switch,2016,Sony,3923.81,157.39,30.26,73,Yes,Declining +Cyber Quest 3,Sports,Cross-Platform,2016,Microsoft,2595.1,117.78,48.55,64,Yes,Declining +Legends of Valor 5,Horror,Xbox,2016,Nintendo,4568.55,12.08,4.37,60,Yes,Stable +Neon Speed 3,Fighting,Nintendo Switch,2016,Activision,1039.28,145.71,34.65,70,No,Rising +Battle Warriors 5,RPG,Mobile,2016,Microsoft,3390.62,64.01,27.52,90,Yes,Rising +Warzone Chronicles 2,Sports,Mobile,2016,Nintendo,3554.3,2.37,0.7,78,Yes,Declining +Shadow Realms 1,Simulation,PlayStation,2016,Sony,3522.06,185.7,29.99,53,No,Declining +Cyber Quest 2,Shooter,Mobile,2016,Bandai Namco,3718.41,125.57,52.97,65,No,Declining +Legends of Valor 3,Shooter,PlayStation,2016,Bandai Namco,1406.53,31.36,11.76,73,Yes,Declining +Fantasy Rivals 1,Racing,Cross-Platform,2016,EA,1293.87,17.13,6.25,74,Yes,Declining +Fantasy Rivals 5,Shooter,Xbox,2016,EA,4889.55,142.07,50.77,83,No,Rising +Shadow Realms 2,Action,Nintendo Switch,2016,Ubisoft,3157.66,64.07,17.56,84,Yes,Stable +Fantasy Rivals 3,Shooter,Cross-Platform,2016,EA,741.12,150.23,51.06,81,No,Rising +Cyber Quest 5,Action,Cross-Platform,2016,Square Enix,2283.06,176.15,79.54,81,No,Declining +Legends of Valor 3,Strategy,PC,2016,Ubisoft,2045.2,164.91,38.31,52,No,Stable +Pixel Odyssey 2,Horror,Cross-Platform,2016,Ubisoft,1717.62,99.55,17.26,87,Yes,Declining +Fantasy Rivals 3,Fighting,Xbox,2016,Sony,1459.85,194.3,94.91,60,Yes,Rising +Neon Speed 1,Fighting,Xbox,2016,Activision,1702.22,9.13,1.91,76,No,Rising +Zombie Outbreak 4,Sports,Cross-Platform,2016,Nintendo,3460.76,198.81,80.1,81,Yes,Rising +Shadow Realms 1,Action,Mobile,2016,Microsoft,869.95,128.95,23.1,64,Yes,Rising +Battle Warriors 3,Simulation,PlayStation,2016,Ubisoft,866.49,153.2,38.57,56,Yes,Rising +Battle Warriors 3,Simulation,Nintendo Switch,2016,Bandai Namco,4703,26.44,4.58,54,No,Rising +Fantasy Rivals 5,Racing,Cross-Platform,2016,Capcom,4515.61,104.25,45.98,73,Yes,Declining +Zombie Outbreak 1,Shooter,PC,2016,EA,3184.32,11.39,4.21,85,Yes,Stable +Galaxy Raiders 5,Racing,PlayStation,2016,EA,562.18,145.29,34.65,82,Yes,Rising +Fantasy Rivals 4,Simulation,PlayStation,2016,Capcom,4151.36,146.29,22.45,74,Yes,Rising +Warzone Chronicles 3,Strategy,PC,2016,Rockstar,3420.13,195.56,30.72,62,No,Declining +Galaxy Raiders 4,Action,PlayStation,2016,Sony,3483.83,151.71,66.99,70,No,Declining +Neon Speed 3,Horror,Xbox,2016,Nintendo,2966.3,41.4,8.76,70,Yes,Declining +Battle Warriors 4,Simulation,PlayStation,2016,Capcom,367.94,152.19,28.36,68,Yes,Declining +Galaxy Raiders 1,Simulation,PlayStation,2016,Activision,2835.97,100.73,44.38,64,No,Declining +Neon Speed 1,Action,Xbox,2015,Capcom,1312.6,65.18,17.81,70,Yes,Rising +Shadow Realms 4,Strategy,PlayStation,2015,Nintendo,3706.23,136.22,19.14,91,Yes,Stable +Zombie Outbreak 3,Shooter,PlayStation,2015,Ubisoft,1470.62,109.26,32.74,87,Yes,Stable +Zombie Outbreak 2,Shooter,PlayStation,2015,Activision,856.77,18.73,8.08,59,No,Stable +Neon Speed 3,Fighting,Nintendo Switch,2015,Ubisoft,4705.49,1.05,0.12,60,No,Rising +Fantasy Rivals 2,Sports,Nintendo Switch,2015,Activision,2425.01,132.27,38.67,53,No,Declining +Warzone Chronicles 5,Horror,Xbox,2015,Capcom,1687.9,37.32,11.57,57,Yes,Declining +Shadow Realms 5,Fighting,Nintendo Switch,2015,Capcom,4829.03,132.69,42.05,64,No,Stable +Fantasy Rivals 4,Horror,Mobile,2015,Capcom,3300.44,129.65,30.87,97,Yes,Rising +Pixel Odyssey 5,RPG,PlayStation,2015,Rockstar,2043.05,166.53,52.79,79,Yes,Declining +Shadow Realms 4,Action,PC,2015,Microsoft,3997.38,3.49,1.67,68,No,Rising +Legends of Valor 4,Action,Nintendo Switch,2015,Microsoft,3064.11,196.59,67.95,99,Yes,Rising +Galaxy Raiders 5,Simulation,PC,2015,Bandai Namco,1217.69,175.88,79.63,77,No,Rising +Shadow Realms 4,Sports,Nintendo Switch,2015,Square Enix,2205.71,114.82,12.86,90,No,Rising +Warzone Chronicles 4,Fighting,PlayStation,2015,Square Enix,55.21,191.77,43.19,94,Yes,Declining +Galaxy Raiders 5,Horror,PC,2015,Ubisoft,1008.64,125.95,39.56,81,Yes,Stable +Galaxy Raiders 5,Simulation,PC,2015,EA,2231.04,199.44,69.17,95,Yes,Declining +Warzone Chronicles 1,Shooter,PlayStation,2015,Bandai Namco,635.48,11.31,1.25,57,Yes,Rising +Neon Speed 3,Shooter,Cross-Platform,2015,Rockstar,1475.85,163.52,42.55,87,No,Stable +Warzone Chronicles 2,Action,PC,2015,Rockstar,394.58,40.82,19.46,77,Yes,Rising +Neon Speed 4,Adventure,PC,2015,Nintendo,1506.28,193.17,39.22,51,Yes,Declining +Battle Warriors 3,Sports,PC,2015,Rockstar,1234.98,143.83,65.68,66,Yes,Rising +Neon Speed 1,Adventure,PC,2015,Sony,4888.31,2.19,0.37,94,Yes,Declining +Warzone Chronicles 1,Fighting,Nintendo Switch,2015,Sony,984.44,145.15,21.12,84,No,Rising +Warzone Chronicles 1,RPG,PC,2015,Ubisoft,3831.71,95.49,22.29,81,Yes,Declining +Pixel Odyssey 1,Sports,Xbox,2015,Activision,122.94,193.35,70.92,61,No,Stable +Pixel Odyssey 1,Action,Nintendo Switch,2015,Microsoft,2877.65,128.05,51.84,70,No,Rising +Shadow Realms 2,Strategy,Nintendo Switch,2015,Rockstar,3272.59,6.32,2.68,63,Yes,Stable +Shadow Realms 2,Strategy,PC,2015,Bandai Namco,1048.8,166.51,22.88,51,Yes,Declining +Fantasy Rivals 1,Adventure,Nintendo Switch,2015,Bandai Namco,3700.63,64.01,31.14,99,No,Rising +Battle Warriors 2,Action,PlayStation,2015,Nintendo,3913.37,191.42,77.12,74,No,Declining +Fantasy Rivals 3,Simulation,PC,2015,Nintendo,1272.7,34.54,16.11,98,Yes,Stable +Galaxy Raiders 3,Sports,PC,2015,Microsoft,1463.88,166.29,68.22,93,No,Rising +Galaxy Raiders 3,Sports,Xbox,2015,Nintendo,4135.72,162.66,33.02,83,No,Declining +Fantasy Rivals 5,RPG,Mobile,2015,Sony,4165.53,185.61,89.83,64,Yes,Declining +Cyber Quest 1,Sports,Cross-Platform,2015,Activision,155.43,191.67,40.88,100,Yes,Stable +Warzone Chronicles 5,Shooter,PC,2015,Capcom,3951.15,121.03,25.1,60,No,Stable +Galaxy Raiders 4,Sports,Mobile,2015,Ubisoft,2737.73,31.27,13.03,61,Yes,Declining +Zombie Outbreak 2,Strategy,Nintendo Switch,2014,Square Enix,2695.1,83.83,32,57,No,Declining +Pixel Odyssey 1,Adventure,Cross-Platform,2014,Activision,4828.5,156.16,76.11,66,Yes,Declining +Legends of Valor 5,Horror,PC,2014,Ubisoft,2973.08,199.85,77.97,61,Yes,Stable +Pixel Odyssey 1,Shooter,Mobile,2014,Microsoft,930.79,17.89,8.87,86,No,Declining +Warzone Chronicles 1,Sports,Mobile,2014,Bandai Namco,2680.23,39.82,12.75,79,Yes,Stable +Galaxy Raiders 1,Adventure,Mobile,2014,Sony,29.95,71.68,24.78,91,No,Declining +Shadow Realms 2,Racing,Mobile,2014,Activision,3267.18,139.74,69.5,81,Yes,Rising +Legends of Valor 2,Action,PC,2014,Square Enix,1090.26,102.68,32.17,85,No,Rising +Neon Speed 5,Action,PlayStation,2014,Square Enix,420.3,105.04,41.6,95,Yes,Declining +Cyber Quest 4,Simulation,PlayStation,2014,EA,3236.01,45.64,17.41,80,Yes,Stable +Neon Speed 1,Strategy,Mobile,2014,Activision,2507.55,69.28,10.07,61,No,Rising +Legends of Valor 1,Sports,PlayStation,2014,Rockstar,3510.98,172.37,22.96,95,No,Rising +Fantasy Rivals 2,Strategy,Cross-Platform,2014,Rockstar,4157.78,48.49,8.87,65,Yes,Rising +Pixel Odyssey 3,Shooter,Mobile,2014,Ubisoft,760.15,121.28,22.46,81,No,Declining +Cyber Quest 3,Strategy,PlayStation,2014,Sony,1198.9,115.84,54.81,83,Yes,Stable +Pixel Odyssey 5,Adventure,Cross-Platform,2014,Capcom,2118.11,138.11,30.44,100,Yes,Declining +Cyber Quest 3,Strategy,Cross-Platform,2014,Nintendo,1877.6,195.13,65.84,80,No,Declining +Pixel Odyssey 4,Racing,PlayStation,2014,Square Enix,585.35,177.44,88.16,94,Yes,Rising +Shadow Realms 5,Simulation,Mobile,2014,Sony,2577.56,154.26,55.24,91,No,Stable +Legends of Valor 5,Strategy,Nintendo Switch,2014,Capcom,1518.45,67.65,13.68,94,Yes,Declining +Neon Speed 2,Horror,Xbox,2014,Square Enix,3713.63,149.79,59.73,51,No,Stable +Battle Warriors 5,Fighting,Mobile,2014,Activision,3922.99,33.94,8.49,95,Yes,Rising +Battle Warriors 1,Horror,PlayStation,2014,Capcom,2735,62.32,25.37,87,Yes,Declining +Shadow Realms 2,Simulation,PC,2014,Capcom,3288.8,4.84,1.73,86,Yes,Rising +Battle Warriors 5,Simulation,PC,2014,Ubisoft,279.16,38.2,15.89,86,Yes,Stable +Battle Warriors 3,Sports,PlayStation,2014,Rockstar,1456.65,164.87,73.45,62,Yes,Rising +Pixel Odyssey 5,Action,Mobile,2014,Activision,537.71,71.61,17.39,63,Yes,Rising +Battle Warriors 3,Simulation,PC,2014,EA,2807.46,186.7,70.91,97,No,Declining +Warzone Chronicles 1,Shooter,Xbox,2014,Rockstar,1650.28,139.38,23.61,78,Yes,Declining +Cyber Quest 1,RPG,PC,2014,Rockstar,2708.71,135.06,33.92,70,No,Declining +Warzone Chronicles 3,Adventure,Mobile,2014,Rockstar,2142.62,144.43,27.65,66,Yes,Declining +Legends of Valor 3,Sports,PC,2014,Ubisoft,1378.89,79.81,9.23,58,Yes,Rising +Neon Speed 1,RPG,Nintendo Switch,2014,Square Enix,3994.55,125.87,53.82,68,No,Declining +Battle Warriors 5,Strategy,PC,2014,Ubisoft,749.43,187.19,30.51,73,Yes,Rising +Warzone Chronicles 5,Horror,PlayStation,2014,Ubisoft,3407.34,199.98,33.65,53,No,Rising +Legends of Valor 3,Simulation,PlayStation,2014,Nintendo,1312.13,93.75,11.63,93,No,Stable +Neon Speed 3,Action,Cross-Platform,2014,Capcom,4020.71,179.48,29,64,Yes,Rising +Shadow Realms 4,Shooter,PlayStation,2014,Square Enix,3147.41,84.13,39.82,87,Yes,Rising +Fantasy Rivals 3,Simulation,Cross-Platform,2014,Square Enix,3804.17,17.33,5.78,78,No,Rising +Neon Speed 5,Sports,Mobile,2013,EA,4131.18,126.9,24.95,61,Yes,Rising +Shadow Realms 5,Adventure,Xbox,2013,Nintendo,4286.59,179.21,85.88,98,No,Rising +Galaxy Raiders 4,Horror,PlayStation,2013,Rockstar,2544.65,70.28,8.18,88,No,Declining +Legends of Valor 3,RPG,PlayStation,2013,Activision,1746.17,118.64,55.59,59,Yes,Rising +Neon Speed 2,Horror,Mobile,2013,Capcom,4539.53,112.06,18,89,Yes,Stable +Pixel Odyssey 5,Adventure,Cross-Platform,2013,Ubisoft,1304.97,162.57,37.76,91,Yes,Stable +Zombie Outbreak 2,Strategy,PC,2013,Activision,849.69,96.89,21.21,100,No,Declining +Warzone Chronicles 5,Sports,PlayStation,2013,Nintendo,1250.22,129,28.51,60,No,Stable +Shadow Realms 1,Action,PlayStation,2013,Bandai Namco,2475.52,10.8,1.14,58,Yes,Stable +Cyber Quest 3,Shooter,Xbox,2013,Bandai Namco,2215.99,33.47,9.86,87,Yes,Rising +Fantasy Rivals 4,Shooter,PC,2013,Nintendo,3818.66,51.39,14.06,81,No,Rising +Galaxy Raiders 1,Fighting,PlayStation,2013,Capcom,219.83,144.74,27.49,97,Yes,Declining +Cyber Quest 2,Simulation,Nintendo Switch,2013,Sony,3939.8,156.54,60.47,65,Yes,Stable +Neon Speed 1,Simulation,PC,2013,EA,4286.92,28.53,5.81,61,No,Declining +Cyber Quest 5,Fighting,PlayStation,2013,Capcom,2274.18,105.07,37.37,56,Yes,Rising +Legends of Valor 2,Horror,Cross-Platform,2013,Nintendo,3628.47,124.94,47.49,72,Yes,Rising +Pixel Odyssey 4,Adventure,Nintendo Switch,2013,Square Enix,2721.07,160.36,45.74,88,Yes,Rising +Shadow Realms 1,Fighting,Nintendo Switch,2013,Activision,4824.91,27.79,10.32,96,No,Rising +Battle Warriors 1,Adventure,Cross-Platform,2013,Ubisoft,4026.2,194.62,68.12,62,Yes,Declining +Cyber Quest 5,Strategy,Xbox,2013,Rockstar,2376.51,91.23,42.51,58,Yes,Declining +Legends of Valor 2,Action,Nintendo Switch,2013,Bandai Namco,4669.36,84.94,35.36,93,Yes,Rising +Pixel Odyssey 1,Horror,PC,2013,Microsoft,4585.27,99.7,25.53,81,No,Stable +Battle Warriors 5,Fighting,Mobile,2013,Activision,1046.11,143.76,35.29,53,No,Declining +Cyber Quest 4,Strategy,Mobile,2013,Bandai Namco,569.83,73.17,15.33,79,No,Rising +Shadow Realms 3,Action,Cross-Platform,2013,Sony,3391.28,108.23,21.67,54,Yes,Rising +Cyber Quest 3,RPG,Cross-Platform,2013,Sony,2182.92,131.61,63.95,65,No,Rising +Zombie Outbreak 1,Horror,Xbox,2013,Microsoft,2757.86,53.7,17.52,54,No,Rising +Cyber Quest 1,Racing,Mobile,2013,EA,329.11,91.13,18.94,57,Yes,Declining +Zombie Outbreak 4,Fighting,Cross-Platform,2013,Square Enix,1866.58,4.61,0.47,53,No,Stable +Galaxy Raiders 2,RPG,PlayStation,2013,Activision,873.38,17.22,6.5,67,Yes,Declining +Zombie Outbreak 4,Action,Xbox,2013,Capcom,1140.13,134.24,16.48,73,No,Stable +Fantasy Rivals 4,Adventure,Mobile,2013,Microsoft,2107.7,105.83,46.14,88,No,Declining +Legends of Valor 5,Racing,Mobile,2013,EA,4399.93,8.29,1.56,63,No,Rising +Warzone Chronicles 4,Horror,Mobile,2013,Sony,4350.57,18.53,3.02,80,Yes,Rising +Shadow Realms 3,Shooter,Xbox,2013,Rockstar,4183.97,86.33,26.6,68,Yes,Stable +Warzone Chronicles 5,Racing,Cross-Platform,2013,Nintendo,3986.48,18.24,6.52,74,Yes,Stable +Fantasy Rivals 2,Strategy,PlayStation,2013,Square Enix,2574.88,112.16,27.57,96,No,Stable +Warzone Chronicles 1,Fighting,PC,2013,Ubisoft,3062.14,198.37,96.26,53,Yes,Rising +Galaxy Raiders 2,Adventure,Mobile,2013,Ubisoft,711.86,106.65,16.52,88,No,Declining +Warzone Chronicles 4,Horror,Cross-Platform,2012,Capcom,1851.72,21.99,10.76,77,Yes,Rising +Neon Speed 2,Sports,Xbox,2012,Microsoft,1579.29,111.36,34.72,74,No,Declining +Legends of Valor 1,Sports,Mobile,2012,Square Enix,3074.6,11.34,1.66,85,Yes,Declining +Legends of Valor 1,Shooter,PlayStation,2012,Sony,4536.86,184.44,52.31,54,No,Stable +Fantasy Rivals 2,Racing,Xbox,2012,Nintendo,3224.34,138.28,49.9,63,No,Rising +Cyber Quest 2,Strategy,Xbox,2012,EA,2259.42,35.18,15.04,71,Yes,Rising +Neon Speed 5,Racing,Nintendo Switch,2012,Bandai Namco,940.16,194.53,92.2,78,Yes,Rising +Fantasy Rivals 3,Simulation,Xbox,2012,Ubisoft,1601.25,99.43,18.31,58,No,Stable +Warzone Chronicles 2,Adventure,Nintendo Switch,2012,Ubisoft,1084.57,65.83,17.92,97,Yes,Stable +Galaxy Raiders 5,Racing,PlayStation,2012,Activision,4635.85,122.78,23.41,98,No,Declining +Warzone Chronicles 1,Horror,Nintendo Switch,2012,Microsoft,356.16,64.94,30.03,71,Yes,Declining +Shadow Realms 3,Fighting,PC,2012,EA,679.64,85.42,28.07,56,Yes,Stable +Warzone Chronicles 1,Action,PC,2012,Ubisoft,1556.7,101.4,26.85,89,No,Rising +Galaxy Raiders 4,Action,Nintendo Switch,2012,Sony,3753.81,147.62,70.1,75,No,Declining +Warzone Chronicles 2,Racing,Xbox,2012,Nintendo,1660.05,157.67,49.52,78,Yes,Rising +Neon Speed 4,Strategy,Nintendo Switch,2012,Sony,2409.81,142.32,58.86,93,Yes,Declining +Zombie Outbreak 2,Strategy,Cross-Platform,2012,Ubisoft,1335.88,85.36,34.06,64,No,Declining +Fantasy Rivals 2,Strategy,PlayStation,2012,Bandai Namco,4429.86,23.15,8.11,85,No,Declining +Neon Speed 4,Simulation,Nintendo Switch,2012,Ubisoft,3922.87,39.14,16.68,62,No,Declining +Fantasy Rivals 1,Sports,Xbox,2012,Square Enix,3248.75,138.29,20.13,67,Yes,Stable +Warzone Chronicles 3,Action,Cross-Platform,2012,Nintendo,11.43,120.79,22.13,63,No,Declining +Legends of Valor 2,Fighting,PC,2012,Rockstar,760.69,192.35,77.44,78,Yes,Declining +Cyber Quest 5,Strategy,Mobile,2012,Rockstar,379.11,95.03,43.52,60,No,Declining +Battle Warriors 5,Strategy,Nintendo Switch,2012,Ubisoft,848.85,107.8,23.71,73,Yes,Declining +Shadow Realms 3,Simulation,Cross-Platform,2012,Capcom,1451.36,135.9,42.31,85,Yes,Declining +Pixel Odyssey 5,Racing,Xbox,2012,Ubisoft,3007.27,94.13,23.36,78,Yes,Rising +Legends of Valor 2,Racing,Nintendo Switch,2012,EA,909.51,176.02,24.51,63,No,Declining +Zombie Outbreak 1,Action,Xbox,2012,Sony,470.61,134.2,16.07,78,Yes,Declining +Battle Warriors 3,Horror,PlayStation,2012,EA,3984.64,143.22,17.64,97,No,Declining +Pixel Odyssey 5,Shooter,Nintendo Switch,2012,Activision,4502.6,131.12,40.67,68,No,Declining +Pixel Odyssey 3,Shooter,PC,2012,Sony,229.98,32.4,13.57,79,Yes,Declining +Galaxy Raiders 4,Strategy,Cross-Platform,2012,Sony,910.79,12.02,4.61,99,No,Stable +Legends of Valor 1,Adventure,Cross-Platform,2012,EA,2998.32,114.74,30.27,96,Yes,Rising +Neon Speed 5,Adventure,PlayStation,2012,Nintendo,1945.09,122.12,50.84,80,No,Rising +Cyber Quest 5,Racing,Nintendo Switch,2012,Capcom,1782.24,51.14,6.99,86,No,Stable +Legends of Valor 3,Action,Mobile,2012,Ubisoft,3887.54,117.63,37.61,81,Yes,Declining +Fantasy Rivals 1,Racing,Mobile,2012,Capcom,3226.76,165.78,41.94,99,No,Rising +Shadow Realms 3,Fighting,Xbox,2012,Square Enix,4814.31,167.68,67.76,86,Yes,Declining +Legends of Valor 4,Simulation,Mobile,2012,Nintendo,2970.9,194.55,72.96,94,No,Stable +Neon Speed 5,Strategy,Xbox,2011,Capcom,52.28,77.99,21.44,69,No,Stable +Shadow Realms 3,Simulation,Cross-Platform,2011,Nintendo,3285.65,130.77,27.03,56,No,Stable +Zombie Outbreak 3,Adventure,PlayStation,2011,Ubisoft,1439.6,8.9,2.15,64,Yes,Rising +Zombie Outbreak 2,Sports,Cross-Platform,2011,Bandai Namco,2008.38,159.32,45,78,No,Stable +Pixel Odyssey 5,RPG,Xbox,2011,Square Enix,4547.83,191.93,34.14,54,Yes,Rising +Neon Speed 2,Racing,PC,2011,Rockstar,2723.34,146,19.16,65,Yes,Rising +Shadow Realms 3,Sports,Nintendo Switch,2011,Sony,1193.99,72.71,26.03,72,No,Stable +Galaxy Raiders 5,Fighting,PlayStation,2011,Activision,1629.77,153.46,73.46,78,Yes,Declining +Zombie Outbreak 5,Strategy,PlayStation,2011,Sony,215.17,168.89,21.62,80,Yes,Rising +Shadow Realms 2,RPG,Cross-Platform,2011,Bandai Namco,423,150.25,26.21,57,Yes,Stable +Neon Speed 4,Shooter,Nintendo Switch,2011,Ubisoft,1391.57,91.41,16.05,95,No,Stable +Zombie Outbreak 3,Sports,PlayStation,2011,EA,949.77,42.38,19.74,93,Yes,Stable +Cyber Quest 1,Simulation,PlayStation,2011,Square Enix,985.63,156.84,35.25,58,No,Declining +Legends of Valor 4,Racing,PlayStation,2011,Rockstar,3226.22,180.7,85.28,81,No,Stable +Shadow Realms 3,Sports,Mobile,2011,EA,3202.27,119.74,51.05,53,Yes,Stable +Neon Speed 3,Horror,Nintendo Switch,2011,Sony,2151.36,135.68,58.81,83,Yes,Stable +Neon Speed 3,Action,Nintendo Switch,2011,Sony,536.26,115.52,37.48,50,No,Declining +Neon Speed 4,Fighting,PC,2011,Square Enix,852.87,64.86,24.04,100,Yes,Stable +Zombie Outbreak 3,Fighting,Xbox,2011,Activision,3389.45,10.67,2.88,63,Yes,Rising +Neon Speed 4,Fighting,Xbox,2011,Bandai Namco,3760.25,51.54,24.17,81,Yes,Declining +Cyber Quest 1,Simulation,Mobile,2011,Activision,2498.66,65.94,11.21,76,Yes,Rising +Zombie Outbreak 4,Strategy,Cross-Platform,2011,Ubisoft,4347.09,86.54,35.44,84,Yes,Stable +Pixel Odyssey 5,Action,Mobile,2011,Activision,2823.68,181.28,48.76,54,Yes,Stable +Battle Warriors 3,Horror,PlayStation,2011,Capcom,585.59,139.32,42.17,99,Yes,Stable +Cyber Quest 4,Sports,Nintendo Switch,2011,EA,4283.17,11.9,4.9,69,Yes,Declining +Neon Speed 1,Strategy,PC,2011,EA,4703.02,19.02,8.18,75,No,Declining +Legends of Valor 4,Racing,Xbox,2011,Bandai Namco,3063.31,155.56,73.23,97,No,Rising +Cyber Quest 1,RPG,Cross-Platform,2011,Capcom,3078.75,71.3,17.17,99,Yes,Stable +Legends of Valor 2,RPG,Xbox,2011,Ubisoft,3908.92,101.64,23.88,62,No,Stable +Fantasy Rivals 3,Shooter,Nintendo Switch,2011,Square Enix,2140.48,16.58,4.72,90,Yes,Declining +Zombie Outbreak 1,RPG,PC,2011,Microsoft,441.08,158.38,69.47,77,No,Rising +Shadow Realms 5,Simulation,Cross-Platform,2011,Ubisoft,2363.21,196.6,82.69,56,No,Declining +Neon Speed 3,Strategy,PC,2011,Rockstar,2115.08,116.11,43.65,62,No,Rising +Cyber Quest 1,Adventure,PC,2011,Square Enix,1151.8,78.13,29.64,88,Yes,Declining +Legends of Valor 2,Shooter,Mobile,2011,Microsoft,2949.81,28.67,11.84,87,No,Stable +Battle Warriors 1,Shooter,PlayStation,2011,Capcom,3596.9,160.82,53.83,80,No,Declining +Neon Speed 5,Action,Nintendo Switch,2011,Square Enix,1023.72,69.22,25.31,59,No,Rising +Fantasy Rivals 3,Sports,Mobile,2010,Sony,2937.52,11.52,2.93,99,Yes,Rising +Battle Warriors 2,Fighting,Xbox,2010,EA,2052.01,142.45,24.83,76,No,Stable +Neon Speed 2,Adventure,Xbox,2010,Activision,4357.68,50.96,20.38,88,Yes,Declining +Shadow Realms 5,Fighting,Cross-Platform,2010,Nintendo,1468.53,179.51,46.95,69,No,Stable +Zombie Outbreak 4,Adventure,PlayStation,2010,Rockstar,388,153.75,41.62,54,No,Declining +Battle Warriors 1,Sports,PC,2010,Bandai Namco,2123.03,149.17,67.35,97,No,Declining +Zombie Outbreak 3,RPG,Xbox,2010,Bandai Namco,3105.52,15.36,5.04,52,Yes,Stable +Galaxy Raiders 3,Action,Cross-Platform,2010,Microsoft,105.27,198.55,57.7,76,No,Stable +Battle Warriors 5,Adventure,Nintendo Switch,2010,Bandai Namco,4803.38,83.87,34.65,92,Yes,Rising +Cyber Quest 2,Racing,Mobile,2010,Rockstar,4286.24,130.29,28.69,99,No,Stable +Cyber Quest 2,Horror,Mobile,2010,Sony,4764.46,173.65,86.51,74,Yes,Stable +Neon Speed 4,RPG,PlayStation,2010,Square Enix,828.64,99.27,45.76,87,Yes,Declining +Cyber Quest 1,Racing,Nintendo Switch,2010,Activision,2665.5,79.13,14.35,59,No,Stable +Neon Speed 2,Simulation,Nintendo Switch,2010,Ubisoft,3800.11,49.04,14.45,61,No,Rising +Legends of Valor 4,Strategy,Cross-Platform,2010,Microsoft,148.94,43.97,10.34,72,No,Stable +Battle Warriors 4,Action,Xbox,2010,Activision,398.67,190.79,54.35,69,No,Stable +Neon Speed 1,Shooter,Xbox,2010,Sony,3511.79,91.76,45.19,57,Yes,Stable +Legends of Valor 1,Fighting,Xbox,2010,Rockstar,4599.73,147.27,48.62,92,Yes,Declining +Pixel Odyssey 5,Action,PC,2010,Activision,4490.32,147.27,56.08,92,Yes,Stable +Galaxy Raiders 1,Adventure,Xbox,2010,Ubisoft,2520.52,164.1,40.9,58,Yes,Declining +Cyber Quest 3,Strategy,Cross-Platform,2010,Nintendo,4800.25,153,34.37,92,Yes,Declining +Shadow Realms 2,Sports,PlayStation,2010,Rockstar,446.85,45.37,10.91,69,Yes,Stable +Zombie Outbreak 5,Fighting,PC,2010,Sony,4105.51,171.68,46.37,64,Yes,Declining +Cyber Quest 5,Fighting,Mobile,2010,Microsoft,617.32,92.83,19.87,87,Yes,Stable +Fantasy Rivals 5,RPG,Xbox,2010,Square Enix,59.04,15.33,4.53,65,No,Declining +Fantasy Rivals 1,Shooter,Cross-Platform,2010,Sony,1458.97,172.52,46.91,82,Yes,Stable +Neon Speed 5,Adventure,PlayStation,2010,Capcom,617.79,6.83,2.18,50,Yes,Rising +Legends of Valor 4,Shooter,Xbox,2010,EA,1893.91,101.87,31.21,82,No,Rising +Legends of Valor 5,RPG,Nintendo Switch,2010,Nintendo,2052.12,119.35,13.49,97,Yes,Rising +Fantasy Rivals 3,Action,Nintendo Switch,2010,Nintendo,2079.71,170.42,54.67,67,No,Rising +Cyber Quest 2,RPG,Cross-Platform,2010,Activision,2580.48,20.18,9.24,77,Yes,Stable +Cyber Quest 3,Fighting,PC,2010,Capcom,39.35,72.5,25.58,98,No,Stable +Warzone Chronicles 4,Action,Nintendo Switch,2010,Capcom,3296.15,33.05,9.69,59,No,Rising +Cyber Quest 1,RPG,PlayStation,2010,Bandai Namco,2776.39,31.03,14.42,69,Yes,Declining +Galaxy Raiders 2,Strategy,PC,2010,EA,1655.8,183.29,80.95,94,No,Rising +Pixel Odyssey 1,Shooter,PC,2010,Ubisoft,3540.96,163.54,30.9,91,No,Stable +Fantasy Rivals 1,Action,Xbox,2010,Activision,1684.21,118.87,54.92,77,Yes,Rising +Zombie Outbreak 4,Horror,Cross-Platform,2010,Rockstar,2483.96,22.74,8.23,89,Yes,Stable +Galaxy Raiders 3,RPG,Xbox,2010,Rockstar,4703.25,174.65,79.21,97,No,Stable +Zombie Outbreak 5,Strategy,Cross-Platform,2010,Capcom,1057.19,67.81,15.25,90,Yes,Rising +Fantasy Rivals 2,Horror,Xbox,2010,Capcom,4993.36,56.21,11.58,52,No,Rising +Cyber Quest 1,Sports,Cross-Platform,2010,Microsoft,1792.19,55.63,6.46,81,Yes,Stable +Fantasy Rivals 2,Adventure,PC,2010,Rockstar,4273.35,111.61,33.7,72,Yes,Declining +Galaxy Raiders 4,Sports,Cross-Platform,2010,Capcom,1556.09,175.61,34.75,77,No,Rising +Cyber Quest 3,Horror,Cross-Platform,2010,Rockstar,202.69,90.93,16.35,57,No,Declining +Fantasy Rivals 2,Simulation,Cross-Platform,2010,Microsoft,2328.81,66.79,17.2,76,No,Stable +Pixel Odyssey 5,RPG,PC,2010,Nintendo,4139.03,196.82,59.44,83,No,Stable +Cyber Quest 1,Action,Cross-Platform,2010,Rockstar,570.14,170.06,41.5,85,No,Rising +Cyber Quest 2,Action,Mobile,2009,Nintendo,102.35,64.93,18.03,78,No,Stable +Shadow Realms 4,Fighting,Cross-Platform,2009,Activision,4174.98,58.98,20.77,91,Yes,Rising +Legends of Valor 1,Horror,Mobile,2009,Sony,1332.57,145.33,31.28,71,No,Stable +Battle Warriors 5,Racing,PC,2009,Square Enix,1278.74,26.86,4.65,75,Yes,Declining +Cyber Quest 5,Action,Mobile,2009,Rockstar,4819.38,70.67,11.62,88,No,Declining +Battle Warriors 3,Shooter,PlayStation,2009,Activision,4312.85,54.58,25.1,62,No,Declining +Zombie Outbreak 5,Sports,PlayStation,2009,Rockstar,4212.13,184.22,89.87,58,No,Rising +Galaxy Raiders 2,Shooter,Cross-Platform,2009,Ubisoft,977.61,77.48,34.42,71,No,Stable +Shadow Realms 3,Sports,Mobile,2009,Nintendo,3550.3,157.57,48,100,Yes,Stable +Zombie Outbreak 4,Racing,Cross-Platform,2009,EA,2423.53,63.81,21.7,79,No,Declining +Warzone Chronicles 5,Strategy,Cross-Platform,2009,Activision,1763.67,149.83,67.6,68,Yes,Rising +Neon Speed 4,RPG,Xbox,2009,Ubisoft,3272.02,162.33,27.67,90,No,Stable +Galaxy Raiders 5,Horror,PlayStation,2009,Sony,2880.46,64.38,32.04,84,Yes,Rising +Zombie Outbreak 2,Action,Cross-Platform,2009,Nintendo,3092.99,195.54,23.82,66,Yes,Declining +Legends of Valor 5,Sports,Mobile,2009,Square Enix,4185.57,194.25,96.62,86,Yes,Stable +Galaxy Raiders 2,Simulation,PlayStation,2009,Nintendo,3588.25,102.18,36.46,75,No,Rising +Battle Warriors 1,Action,Nintendo Switch,2009,Square Enix,2978.55,59.96,17.59,52,No,Declining +Pixel Odyssey 4,Shooter,Mobile,2009,Square Enix,4718.33,111.95,19.34,92,Yes,Stable +Fantasy Rivals 3,Simulation,PC,2009,EA,2587.66,188.27,70.6,68,No,Declining +Battle Warriors 4,Shooter,Xbox,2009,Bandai Namco,3440.63,20.52,6.91,86,Yes,Stable +Zombie Outbreak 2,Adventure,PC,2009,Nintendo,3771.44,67.78,33.32,100,No,Rising +Fantasy Rivals 4,Sports,Xbox,2009,Bandai Namco,2037.04,21.22,9.67,86,No,Stable +Battle Warriors 2,Action,Mobile,2009,Capcom,4775.04,160.31,71.23,95,No,Declining +Battle Warriors 3,Racing,Cross-Platform,2009,EA,1392.26,155.57,63.99,69,Yes,Stable +Neon Speed 1,Racing,Cross-Platform,2009,Ubisoft,1203.95,37.9,9.42,72,Yes,Declining +Battle Warriors 1,Racing,Mobile,2009,EA,2498.42,9.96,4.88,85,Yes,Rising +Pixel Odyssey 4,Adventure,Cross-Platform,2009,Square Enix,3008.23,145.57,63.06,95,Yes,Declining +Galaxy Raiders 5,Shooter,PlayStation,2009,Nintendo,563.05,163.73,41.1,84,No,Declining +Zombie Outbreak 2,Horror,PlayStation,2009,EA,2812.23,102.86,11.21,69,Yes,Rising +Galaxy Raiders 2,Adventure,Nintendo Switch,2009,Bandai Namco,72.25,168.1,48.78,74,No,Rising +Zombie Outbreak 5,Horror,Xbox,2009,Sony,614.79,78.96,21.44,68,Yes,Declining +Pixel Odyssey 3,Shooter,Nintendo Switch,2009,Nintendo,3927.19,95.84,34.5,72,Yes,Stable +Shadow Realms 3,Shooter,Xbox,2009,Sony,2812.16,39.37,6.96,75,Yes,Stable +Zombie Outbreak 3,Shooter,Cross-Platform,2009,Activision,4651.15,136.1,19.99,79,No,Stable +Battle Warriors 3,Action,Nintendo Switch,2009,Square Enix,3470.2,163.3,29.77,61,No,Declining +Fantasy Rivals 4,Sports,PlayStation,2009,Rockstar,180.69,55.45,20.4,83,Yes,Stable +Shadow Realms 2,Adventure,PC,2009,Bandai Namco,731.63,37.02,5.58,99,No,Declining +Warzone Chronicles 4,Fighting,PC,2009,Nintendo,4558.86,162.59,78.85,91,No,Rising +Fantasy Rivals 1,Adventure,Mobile,2009,EA,2190.73,53.12,20.56,89,No,Rising +Warzone Chronicles 3,Racing,PC,2009,Square Enix,3969.03,149.83,19.77,89,No,Stable +Galaxy Raiders 5,Fighting,Cross-Platform,2009,Activision,1707.73,97.17,33.17,80,No,Stable +Battle Warriors 2,Action,PlayStation,2009,Nintendo,976.41,59.11,8.99,63,No,Rising +Zombie Outbreak 3,Horror,Mobile,2009,Ubisoft,4715.7,58.35,16.15,95,No,Rising +Fantasy Rivals 5,Action,Cross-Platform,2009,Sony,1493.79,110.02,13.36,55,No,Stable +Pixel Odyssey 3,Horror,Xbox,2009,Sony,3480.21,191.81,73.72,77,Yes,Stable +Neon Speed 4,Strategy,Cross-Platform,2008,Sony,1415.65,110.52,30.57,78,No,Declining +Cyber Quest 1,Fighting,Mobile,2008,Activision,2370.04,116.71,53.21,66,No,Rising +Battle Warriors 5,Fighting,Xbox,2008,Microsoft,3605.94,117.48,49.94,91,Yes,Rising +Battle Warriors 1,Fighting,Nintendo Switch,2008,Microsoft,3672.08,81.16,18.11,100,Yes,Rising +Pixel Odyssey 3,Action,PlayStation,2008,Square Enix,2204.55,101.69,14.44,91,Yes,Rising +Shadow Realms 2,Racing,Cross-Platform,2008,EA,867.16,109.82,44.32,95,No,Stable +Shadow Realms 3,Shooter,Cross-Platform,2008,Capcom,2672.14,180.88,43.8,75,No,Stable +Fantasy Rivals 3,Simulation,Mobile,2008,Nintendo,1820.14,128.6,23.95,73,No,Declining +Neon Speed 1,RPG,PlayStation,2008,Microsoft,4219.2,3.28,1.62,60,No,Rising +Warzone Chronicles 4,Strategy,Mobile,2008,Nintendo,2956.96,170.55,69.09,78,No,Declining +Pixel Odyssey 5,Adventure,PlayStation,2008,Nintendo,2366.71,64.23,7.3,50,Yes,Declining +Pixel Odyssey 3,Horror,Xbox,2008,Sony,2356.72,53.68,18.8,95,No,Declining +Neon Speed 2,Action,Mobile,2008,EA,2677.53,108.74,46.98,74,No,Rising +Galaxy Raiders 5,Shooter,Cross-Platform,2008,Capcom,3490.67,187.6,83.57,78,Yes,Declining +Zombie Outbreak 5,Horror,PC,2008,Ubisoft,1256.22,118,49.19,76,Yes,Rising +Neon Speed 4,Sports,PlayStation,2008,Sony,3516.02,4.92,1.59,82,No,Stable +Warzone Chronicles 1,Strategy,Nintendo Switch,2008,Sony,3189.27,11.07,3.04,53,No,Declining +Legends of Valor 4,Racing,PlayStation,2008,Microsoft,1914.89,193.55,76.3,56,Yes,Rising +Battle Warriors 4,Adventure,PC,2008,Nintendo,4451.54,17.42,5.09,98,Yes,Declining +Warzone Chronicles 5,Strategy,PlayStation,2008,Bandai Namco,178.22,189.9,90.33,69,Yes,Declining +Pixel Odyssey 1,Shooter,Xbox,2008,Bandai Namco,1908.55,5.93,0.99,75,No,Rising +Cyber Quest 5,Action,Cross-Platform,2008,EA,489.31,95.09,25.14,51,No,Stable +Warzone Chronicles 1,Shooter,PC,2008,Ubisoft,963.22,129.14,40.46,100,Yes,Declining +Legends of Valor 5,Racing,Mobile,2008,Capcom,3942.58,142.01,54.82,83,No,Rising +Pixel Odyssey 2,Sports,Nintendo Switch,2008,Capcom,3264.66,34.83,13.03,64,No,Rising +Warzone Chronicles 5,Shooter,Cross-Platform,2008,Microsoft,3766.48,118.14,45.57,96,Yes,Stable +Warzone Chronicles 4,Shooter,Nintendo Switch,2008,Sony,2088.69,21.93,4.78,63,No,Declining +Legends of Valor 5,Strategy,Cross-Platform,2008,Ubisoft,1615.52,13.94,6.36,80,No,Stable +Galaxy Raiders 5,Strategy,Nintendo Switch,2008,Rockstar,4254.82,63.83,24.79,96,Yes,Stable +Cyber Quest 3,RPG,Cross-Platform,2008,Sony,1545,37.88,14.22,54,No,Declining +Zombie Outbreak 3,Strategy,Nintendo Switch,2008,Microsoft,1493.32,77.44,17.77,89,Yes,Declining +Battle Warriors 5,Sports,PC,2008,Sony,4238.34,90.47,44.1,60,Yes,Declining +Warzone Chronicles 2,RPG,PC,2008,Microsoft,1769.08,24.57,11.04,100,No,Declining +Warzone Chronicles 5,Sports,Mobile,2008,Sony,3221.47,43.01,11.79,70,No,Stable +Fantasy Rivals 1,Racing,PlayStation,2008,Sony,3407.79,139.09,62.89,91,No,Stable +Zombie Outbreak 1,Strategy,Nintendo Switch,2008,Activision,2290.82,105.35,50.81,71,Yes,Rising +Fantasy Rivals 4,Fighting,PlayStation,2008,Square Enix,2285.06,80.25,28.22,81,No,Stable +Warzone Chronicles 3,Racing,Xbox,2007,Activision,4494,13.07,6.35,74,No,Declining +Zombie Outbreak 1,Horror,Cross-Platform,2007,Activision,2377.39,160.5,53.76,91,Yes,Stable +Zombie Outbreak 5,Shooter,Nintendo Switch,2007,EA,1722.08,188.7,22.25,63,No,Rising +Cyber Quest 5,Fighting,Cross-Platform,2007,Sony,4768.33,164.66,31.76,74,Yes,Stable +Pixel Odyssey 3,Adventure,Mobile,2007,Rockstar,4266.51,57.2,17.41,50,Yes,Stable +Fantasy Rivals 4,Strategy,PlayStation,2007,Capcom,2633.94,161.9,33.22,80,Yes,Declining +Legends of Valor 3,Sports,Mobile,2007,Sony,2222.79,12.27,3.75,77,Yes,Rising +Shadow Realms 4,Action,Cross-Platform,2007,Square Enix,4418.19,44.82,4.64,65,Yes,Stable +Cyber Quest 2,Strategy,Xbox,2007,Activision,960.43,172.99,59.65,100,Yes,Stable +Galaxy Raiders 3,Action,Mobile,2007,Activision,3178.35,150.03,49.14,81,Yes,Rising +Warzone Chronicles 4,Adventure,Nintendo Switch,2007,Square Enix,1347.56,149.65,69.93,51,No,Rising +Zombie Outbreak 4,Fighting,PlayStation,2007,Rockstar,1655.01,186.45,39.19,84,Yes,Stable +Battle Warriors 5,Strategy,PC,2007,Bandai Namco,3091.22,57.53,9.09,85,No,Declining +Warzone Chronicles 3,Adventure,Mobile,2007,Sony,2430.53,146.22,15.31,88,No,Rising +Pixel Odyssey 5,Shooter,Mobile,2007,Capcom,2661.22,101.63,26.24,57,Yes,Rising +Cyber Quest 4,Racing,Mobile,2007,Sony,1777.67,122.17,55.58,86,No,Declining +Fantasy Rivals 2,Fighting,PlayStation,2007,Nintendo,1059.71,137.41,62.87,61,Yes,Rising +Warzone Chronicles 3,Racing,PlayStation,2007,Activision,4842.6,129.81,18.85,59,No,Declining +Battle Warriors 3,Action,PC,2007,Microsoft,4823.63,37.75,14.67,79,No,Rising +Legends of Valor 3,Fighting,PlayStation,2007,Ubisoft,3670.97,155.82,24.79,81,Yes,Declining +Warzone Chronicles 3,Racing,PC,2007,Bandai Namco,4805.99,104.08,11.18,96,No,Rising +Fantasy Rivals 2,Shooter,PC,2007,Sony,2690.57,164.85,70.99,85,No,Rising +Legends of Valor 3,Racing,PlayStation,2007,EA,430.37,136.86,38.1,85,Yes,Stable +Legends of Valor 2,Sports,Mobile,2007,Bandai Namco,3664.48,26.31,6.07,73,Yes,Rising +Neon Speed 3,Strategy,Cross-Platform,2007,Rockstar,3844.61,165.52,34.44,50,No,Rising +Battle Warriors 3,Action,Nintendo Switch,2007,Microsoft,2967.75,199.6,32.05,62,Yes,Declining +Battle Warriors 1,RPG,Xbox,2007,Bandai Namco,3022.01,180.17,29.3,73,Yes,Rising +Fantasy Rivals 1,Simulation,Nintendo Switch,2007,Capcom,1431.84,186.91,27.58,97,Yes,Stable +Shadow Realms 3,Action,Mobile,2007,Activision,1206.25,17.86,2.21,59,No,Declining +Pixel Odyssey 4,RPG,PlayStation,2007,Sony,2948.96,121.53,44.38,92,No,Stable +Warzone Chronicles 4,Adventure,Mobile,2007,Capcom,2908.6,178.19,74.04,69,No,Stable +Zombie Outbreak 5,Action,Xbox,2007,Sony,646.34,103.66,36.97,71,No,Rising +Neon Speed 2,Adventure,Xbox,2007,EA,2981.81,195.32,68.2,81,Yes,Stable +Pixel Odyssey 2,Strategy,Nintendo Switch,2007,Capcom,3433.86,165.33,81.71,97,Yes,Rising +Legends of Valor 3,Racing,PC,2007,Sony,1088.51,67.27,23.27,76,Yes,Stable +Neon Speed 3,RPG,Mobile,2006,EA,1518.43,32.16,15.06,54,Yes,Stable +Cyber Quest 1,Racing,PlayStation,2006,Rockstar,3000.96,98.26,20.23,51,No,Declining +Galaxy Raiders 3,Simulation,Nintendo Switch,2006,EA,2588.84,24.75,10.77,83,No,Stable +Cyber Quest 2,Horror,Mobile,2006,Bandai Namco,2931.42,196.83,60.02,81,No,Stable +Neon Speed 4,Horror,PlayStation,2006,Rockstar,2366.87,149.76,50.2,81,No,Rising +Cyber Quest 3,Fighting,Xbox,2006,Nintendo,4758.2,61.42,15.22,95,No,Rising +Pixel Odyssey 1,Action,Nintendo Switch,2006,Rockstar,206.65,86.58,16.12,68,No,Stable +Shadow Realms 1,Sports,PC,2006,Sony,65.25,161.32,43.6,57,Yes,Rising +Legends of Valor 4,Shooter,Mobile,2006,Sony,4159.02,44.36,12.6,64,Yes,Rising +Legends of Valor 1,Simulation,PC,2006,Activision,680.83,40.35,13.09,91,No,Stable +Galaxy Raiders 2,Horror,PC,2006,Activision,1360.67,40.47,15.14,54,Yes,Stable +Cyber Quest 2,Strategy,Mobile,2006,Sony,3461.28,96.82,14.21,68,Yes,Declining +Legends of Valor 4,Racing,Mobile,2006,Capcom,3981.64,197.65,92.56,55,No,Stable +Pixel Odyssey 5,Fighting,PC,2006,Ubisoft,2020.01,69.88,8.54,83,No,Rising +Battle Warriors 2,Strategy,Mobile,2006,Ubisoft,1218.74,185.22,86.49,53,No,Declining +Fantasy Rivals 4,RPG,Cross-Platform,2006,Activision,1324.59,196.62,56.04,52,No,Declining +Cyber Quest 3,Shooter,Cross-Platform,2006,Rockstar,878.38,18.44,7.67,79,Yes,Stable +Legends of Valor 5,Fighting,Xbox,2006,Square Enix,1924.7,99.09,25.13,90,No,Stable +Zombie Outbreak 2,Sports,Mobile,2006,Nintendo,4667.09,18.36,3.4,55,Yes,Stable +Galaxy Raiders 3,Shooter,PC,2006,Activision,3221.84,25.32,4.77,65,Yes,Declining +Galaxy Raiders 4,Shooter,Mobile,2006,Bandai Namco,1617.47,111.7,25.31,54,Yes,Stable +Fantasy Rivals 4,Strategy,Xbox,2006,Rockstar,1258.21,12.86,3.15,65,No,Stable +Pixel Odyssey 1,Fighting,Cross-Platform,2006,Square Enix,4621.58,114.58,27.11,77,Yes,Stable +Pixel Odyssey 5,Shooter,Mobile,2006,EA,277.75,13.86,3.16,68,No,Declining +Galaxy Raiders 3,Strategy,PC,2006,Activision,2497.35,177.9,23.12,56,Yes,Stable +Legends of Valor 1,Fighting,PC,2006,Activision,1861.63,188.87,80.24,86,Yes,Stable +Pixel Odyssey 4,Fighting,Nintendo Switch,2006,Rockstar,511.07,88.72,34.29,76,No,Declining +Warzone Chronicles 3,Action,Nintendo Switch,2006,Microsoft,627.68,19.9,6.17,59,No,Rising +Fantasy Rivals 2,Sports,Nintendo Switch,2006,Square Enix,117.27,23.72,4.75,52,Yes,Stable +Cyber Quest 3,Action,Cross-Platform,2006,Activision,2470.32,189.76,55.95,65,No,Rising +Warzone Chronicles 3,Adventure,PC,2006,Rockstar,2686.01,148.23,56.56,78,Yes,Stable +Galaxy Raiders 4,Strategy,Cross-Platform,2006,Activision,2175.33,160.41,47.47,50,No,Stable +Shadow Realms 1,Adventure,PC,2006,Square Enix,2865.95,30.72,8.95,99,No,Stable +Galaxy Raiders 2,Simulation,Nintendo Switch,2006,Rockstar,892.67,78.61,32.36,56,No,Stable +Battle Warriors 4,Strategy,PC,2006,EA,3517.82,73.6,10.91,90,Yes,Declining +Cyber Quest 2,Sports,Cross-Platform,2006,EA,3568.08,198.15,77.55,65,Yes,Declining +Pixel Odyssey 4,Horror,PlayStation,2006,Square Enix,1922.74,88.19,10.95,95,Yes,Stable +Battle Warriors 2,Simulation,Xbox,2006,Nintendo,3611.1,121.95,31.25,61,Yes,Stable +Neon Speed 4,Simulation,PC,2006,Ubisoft,50.09,176.32,33.67,91,No,Rising +Shadow Realms 4,Strategy,Xbox,2006,Capcom,579.17,151.51,58.77,97,No,Stable +Zombie Outbreak 2,Sports,PC,2006,Rockstar,1956.83,31.07,11.31,82,Yes,Rising +Cyber Quest 5,Fighting,Xbox,2006,Bandai Namco,916.4,175,79.93,95,Yes,Stable +Cyber Quest 5,Action,Xbox,2006,Sony,1279.32,136.46,67.12,53,Yes,Declining +Battle Warriors 3,Racing,Mobile,2006,Sony,1757.6,108.45,49.11,92,No,Rising +Pixel Odyssey 3,Fighting,Xbox,2006,EA,3275.71,103.57,19.68,53,No,Declining +Battle Warriors 5,Sports,Xbox,2006,Capcom,1179.69,2.92,0.55,92,Yes,Stable +Shadow Realms 4,Shooter,PlayStation,2006,Sony,1624.23,170.71,85.23,52,No,Stable +Galaxy Raiders 5,Action,Cross-Platform,2006,Ubisoft,4462.72,134.62,39.92,53,No,Rising +Shadow Realms 2,Sports,Cross-Platform,2006,Capcom,3650.61,20.34,5.56,97,Yes,Rising +Battle Warriors 1,Shooter,Cross-Platform,2006,Rockstar,1262.82,79.69,15.9,99,No,Rising +Shadow Realms 3,Horror,Cross-Platform,2005,Activision,4202.32,74.33,13.35,68,No,Rising +Fantasy Rivals 1,Horror,Xbox,2005,Ubisoft,2906.52,169.54,66.35,82,No,Declining +Fantasy Rivals 4,Simulation,Xbox,2005,Bandai Namco,1434,101.49,42.66,87,Yes,Declining +Zombie Outbreak 3,RPG,Xbox,2005,EA,467.28,119.06,24.51,89,No,Declining +Warzone Chronicles 1,Sports,Mobile,2005,EA,1839.17,134.22,35.3,83,No,Declining +Galaxy Raiders 2,Simulation,PlayStation,2005,Square Enix,2122.61,161.43,56.45,89,No,Stable +Cyber Quest 5,Adventure,Xbox,2005,Nintendo,209.71,39.06,5.33,66,Yes,Rising +Warzone Chronicles 1,Simulation,Xbox,2005,Square Enix,743.16,191.85,76.01,95,No,Rising +Cyber Quest 4,Shooter,PC,2005,Sony,2400.75,169.64,17.11,96,No,Stable +Galaxy Raiders 2,RPG,PC,2005,Square Enix,3806.23,153.19,23.32,98,No,Stable +Galaxy Raiders 4,Shooter,PlayStation,2005,Activision,3637.66,156.14,20.59,86,Yes,Rising +Neon Speed 3,Strategy,Nintendo Switch,2005,Bandai Namco,3447.49,162.35,52.97,89,No,Declining +Shadow Realms 5,Action,Mobile,2005,Activision,3665.37,80.53,37.37,83,Yes,Declining +Warzone Chronicles 1,Sports,Mobile,2005,Bandai Namco,967.46,114.27,44.75,95,Yes,Stable +Fantasy Rivals 5,Sports,PlayStation,2005,Bandai Namco,1507.19,27.11,13.23,61,No,Rising +Cyber Quest 5,Sports,Cross-Platform,2005,Square Enix,1686.76,71.6,32.61,83,Yes,Stable +Neon Speed 2,Adventure,Nintendo Switch,2005,Square Enix,152.47,114.39,42.81,98,No,Declining +Fantasy Rivals 4,Strategy,Xbox,2005,Activision,677.8,191.27,51.01,86,Yes,Declining +Legends of Valor 1,Sports,PlayStation,2005,Microsoft,919.24,57.36,13.24,51,No,Declining +Fantasy Rivals 5,RPG,Mobile,2005,Nintendo,1510.73,103.37,50.59,81,Yes,Stable +Cyber Quest 4,Shooter,Nintendo Switch,2005,Activision,3655.85,0.95,0.11,68,No,Stable +Pixel Odyssey 4,Action,PlayStation,2005,Bandai Namco,483.68,197.99,45.62,70,Yes,Stable +Cyber Quest 1,Simulation,Nintendo Switch,2005,EA,3514.57,31.82,6.95,70,No,Stable +Shadow Realms 5,Racing,PC,2005,Rockstar,2803.05,158.19,50.19,94,Yes,Stable +Battle Warriors 2,Strategy,PlayStation,2005,Microsoft,649.63,127.24,20.87,60,Yes,Rising +Legends of Valor 5,Action,Mobile,2005,Rockstar,1464.32,69.27,34.63,78,Yes,Stable +Warzone Chronicles 3,Strategy,Xbox,2005,EA,4765.76,6.42,2.16,78,Yes,Declining +Cyber Quest 1,Adventure,PlayStation,2005,Microsoft,170.78,170.92,36.44,55,Yes,Stable +Cyber Quest 1,Sports,Cross-Platform,2005,Rockstar,2972.73,104.09,36.64,59,Yes,Declining +Pixel Odyssey 5,Sports,Cross-Platform,2005,Square Enix,1265.45,147.02,20.28,99,Yes,Stable +Pixel Odyssey 4,Shooter,PC,2005,EA,399.9,84.72,17.33,55,No,Declining +Pixel Odyssey 3,RPG,PC,2005,Sony,3398.51,40.94,8.44,53,No,Stable +Cyber Quest 5,RPG,PlayStation,2005,Rockstar,2541.1,192.96,94.83,81,No,Declining +Neon Speed 4,RPG,Nintendo Switch,2005,Microsoft,4879.66,118.03,20.93,55,Yes,Rising +Warzone Chronicles 1,Simulation,Mobile,2005,Rockstar,1516.68,130.22,36.72,99,No,Declining +Legends of Valor 3,Fighting,PlayStation,2005,Nintendo,1024.6,152.37,34.11,54,No,Rising +Legends of Valor 1,RPG,Mobile,2005,Capcom,4511.73,64.35,23.76,84,Yes,Declining +Pixel Odyssey 5,Strategy,Cross-Platform,2005,Sony,4095.62,104.95,10.54,96,Yes,Stable +Warzone Chronicles 3,Horror,Nintendo Switch,2005,Microsoft,3934.37,45.76,11.48,52,No,Stable +Neon Speed 3,Strategy,Xbox,2005,Activision,3297.65,127.95,23.44,68,No,Rising +Cyber Quest 4,Racing,Nintendo Switch,2005,Bandai Namco,374.11,149.51,44.32,86,No,Declining +Warzone Chronicles 2,Action,PC,2005,Square Enix,4345.05,118.17,27.42,83,Yes,Declining +Fantasy Rivals 2,Horror,Xbox,2005,Activision,3657.8,129.92,59.34,91,Yes,Declining +Zombie Outbreak 3,Fighting,Nintendo Switch,2004,Square Enix,4025.12,17.81,6.6,60,Yes,Rising +Pixel Odyssey 1,Sports,PlayStation,2004,Rockstar,1228.73,54.36,13.61,54,Yes,Declining +Warzone Chronicles 5,Shooter,Cross-Platform,2004,Bandai Namco,3984.89,108.21,14.72,66,Yes,Declining +Cyber Quest 5,Fighting,Xbox,2004,Ubisoft,1805.47,52.12,15.36,94,Yes,Declining +Neon Speed 3,Simulation,Xbox,2004,Nintendo,4497.4,9.01,2.57,71,Yes,Rising +Legends of Valor 2,Strategy,PC,2004,EA,2978.52,124.34,60.58,89,No,Declining +Shadow Realms 1,Adventure,PlayStation,2004,Sony,2930.06,108.14,20.46,51,No,Rising +Warzone Chronicles 2,Sports,Xbox,2004,Microsoft,2997.52,47.98,6.74,88,No,Stable +Fantasy Rivals 2,Action,PC,2004,Rockstar,2417.53,53.27,19.18,80,Yes,Stable +Fantasy Rivals 3,Fighting,Nintendo Switch,2004,Nintendo,3803.97,120.84,57.89,79,No,Stable +Pixel Odyssey 1,Horror,Cross-Platform,2004,Microsoft,2661.32,46.84,16.27,85,Yes,Stable +Fantasy Rivals 1,Sports,PC,2004,Ubisoft,2586.41,156.28,62.08,78,No,Stable +Fantasy Rivals 2,Strategy,Mobile,2004,Rockstar,2703.72,118.21,37.49,62,Yes,Rising +Fantasy Rivals 2,Horror,Xbox,2004,Microsoft,1852.23,105.76,20.64,97,No,Stable +Legends of Valor 4,RPG,PC,2004,Capcom,1486.98,151.22,23.28,66,No,Stable +Battle Warriors 1,Action,PlayStation,2004,Nintendo,3399.61,14.4,6.01,50,Yes,Declining +Galaxy Raiders 2,Racing,PlayStation,2004,Sony,4079.83,114.21,31.65,100,Yes,Rising +Legends of Valor 4,Strategy,PlayStation,2004,Ubisoft,3146.07,2.45,0.42,52,No,Rising +Neon Speed 4,Sports,Xbox,2004,Square Enix,2822.11,190.7,25.88,61,No,Rising +Fantasy Rivals 5,Sports,Nintendo Switch,2004,Bandai Namco,4693.89,15.52,3.81,59,No,Rising +Cyber Quest 1,Simulation,PC,2004,Capcom,1921.77,75.62,28.99,95,Yes,Declining +Shadow Realms 3,Simulation,Cross-Platform,2004,EA,2692.4,180.75,81.18,61,Yes,Declining +Pixel Odyssey 1,Adventure,PlayStation,2004,Capcom,4561.85,16.41,4.27,90,No,Declining +Pixel Odyssey 2,Shooter,Mobile,2004,Activision,3355.88,140.72,17.21,67,No,Rising +Battle Warriors 1,Shooter,Nintendo Switch,2004,Rockstar,508.62,145.71,25.81,59,Yes,Stable +Legends of Valor 2,Action,Cross-Platform,2004,Capcom,18.02,93.52,44.28,75,Yes,Declining +Cyber Quest 1,Horror,PlayStation,2004,Square Enix,2386.14,171.22,32.94,77,No,Declining +Warzone Chronicles 4,Sports,Mobile,2004,Sony,1663.1,10.49,3.88,72,No,Rising +Legends of Valor 5,Strategy,Mobile,2004,Capcom,3343.07,27.06,3.14,81,Yes,Declining +Shadow Realms 4,Sports,Cross-Platform,2004,Ubisoft,60.28,7.21,2.3,56,No,Rising +Battle Warriors 5,Horror,Xbox,2004,Capcom,2119,137.69,60.62,86,No,Stable +Fantasy Rivals 4,Fighting,PC,2004,Nintendo,686.62,137.46,39.54,78,Yes,Rising +Pixel Odyssey 2,Adventure,Mobile,2004,Rockstar,107.49,59.82,19.55,82,No,Declining +Galaxy Raiders 4,RPG,PC,2004,Nintendo,2389.71,37.15,17.59,82,Yes,Declining +Neon Speed 5,Sports,PlayStation,2004,Microsoft,3725.52,126.98,50.41,56,Yes,Stable +Zombie Outbreak 5,Simulation,Nintendo Switch,2004,EA,3552.64,6.95,1.2,69,Yes,Stable +Zombie Outbreak 1,Fighting,Cross-Platform,2004,Nintendo,4513.57,1.05,0.25,74,No,Rising +Pixel Odyssey 1,Strategy,Cross-Platform,2004,Microsoft,4781.95,132.49,49.23,63,Yes,Declining +Pixel Odyssey 4,Racing,Mobile,2004,Microsoft,2679.59,190.78,65.44,55,No,Stable +Warzone Chronicles 1,Adventure,Xbox,2003,Activision,752.25,192.7,71.06,92,Yes,Rising +Cyber Quest 4,RPG,Nintendo Switch,2003,Rockstar,2825.97,66.72,27.69,70,No,Rising +Legends of Valor 2,Horror,Nintendo Switch,2003,Bandai Namco,3785.82,109.04,23.82,73,Yes,Rising +Cyber Quest 2,Strategy,Xbox,2003,Rockstar,2230.36,157.27,75,51,No,Stable +Zombie Outbreak 3,Adventure,Xbox,2003,Activision,298.49,121.21,33.41,78,Yes,Stable +Galaxy Raiders 2,Racing,Xbox,2003,Activision,1143.01,16.68,2.97,62,No,Stable +Battle Warriors 4,Sports,Nintendo Switch,2003,Square Enix,2134.79,106.68,45.68,61,No,Stable +Zombie Outbreak 5,Strategy,Nintendo Switch,2003,Capcom,4118.21,124.61,21.86,74,Yes,Declining +Pixel Odyssey 2,Horror,PC,2003,Nintendo,1108.08,196.85,92.97,97,No,Rising +Zombie Outbreak 3,Action,PlayStation,2003,EA,4992.7,107.93,23.19,60,Yes,Stable +Battle Warriors 2,Simulation,Cross-Platform,2003,Square Enix,4914.86,175.73,64.44,61,Yes,Stable +Neon Speed 5,Action,PC,2003,Square Enix,1341.82,55.48,10.72,74,No,Stable +Pixel Odyssey 4,Sports,Nintendo Switch,2003,EA,1683.61,108.36,38.96,57,No,Rising +Galaxy Raiders 3,Adventure,Mobile,2003,Square Enix,3154.26,130.1,23.9,94,Yes,Stable +Warzone Chronicles 2,Horror,PC,2003,Rockstar,3054.68,181.13,78.13,99,Yes,Stable +Galaxy Raiders 2,Sports,Mobile,2003,Square Enix,1663.97,39.8,15.85,75,No,Stable +Galaxy Raiders 5,Fighting,PC,2003,Sony,2777.31,128.8,20.53,71,No,Rising +Pixel Odyssey 3,Sports,Mobile,2003,Microsoft,45.25,157.2,71.33,67,Yes,Stable +Pixel Odyssey 4,Adventure,Xbox,2003,Capcom,2160.53,164.9,78.74,63,No,Rising +Shadow Realms 3,Strategy,PlayStation,2003,Rockstar,1894.78,75.23,21.86,94,Yes,Declining +Legends of Valor 1,Strategy,PC,2003,Capcom,4736.02,178.01,39.53,52,No,Rising +Zombie Outbreak 4,RPG,Xbox,2003,Capcom,3172.12,26.95,12.59,69,No,Stable +Zombie Outbreak 2,Simulation,PlayStation,2003,Bandai Namco,4623.45,169.35,75.57,52,Yes,Stable +Zombie Outbreak 3,Racing,PlayStation,2003,Activision,1512.66,90.86,37.73,100,Yes,Rising +Cyber Quest 2,Simulation,Nintendo Switch,2003,Ubisoft,369.94,68.16,33.05,55,Yes,Stable +Warzone Chronicles 5,Simulation,PC,2003,Rockstar,2074.17,73.76,31.98,73,Yes,Stable +Pixel Odyssey 4,Racing,PlayStation,2003,EA,201.85,43.64,7.5,88,No,Declining +Neon Speed 4,Simulation,Xbox,2003,Ubisoft,669.3,154.72,34.32,100,No,Declining +Warzone Chronicles 4,Simulation,Xbox,2003,Square Enix,4128.89,194.65,33.97,56,Yes,Declining +Warzone Chronicles 1,Sports,PlayStation,2003,Bandai Namco,2693.54,57.53,26.41,93,Yes,Declining +Zombie Outbreak 5,Simulation,Xbox,2003,Capcom,2424.89,181.94,48.29,54,No,Declining +Legends of Valor 2,Racing,Xbox,2003,Square Enix,1610.44,51.15,16.52,69,No,Stable +Pixel Odyssey 2,Sports,PC,2003,Sony,2807.97,10,4.49,77,Yes,Declining +Pixel Odyssey 2,Adventure,Nintendo Switch,2003,Rockstar,2331.31,0.87,0.28,77,Yes,Stable +Battle Warriors 3,Simulation,Mobile,2003,Nintendo,4530.21,172.66,29.93,64,Yes,Declining +Cyber Quest 3,Sports,Nintendo Switch,2003,Bandai Namco,3417.96,31.73,12.1,76,No,Rising +Neon Speed 4,Adventure,Cross-Platform,2003,Bandai Namco,1867.48,5.52,1.48,78,Yes,Stable +Pixel Odyssey 4,Horror,PlayStation,2003,Nintendo,2394.5,54.85,6.29,54,Yes,Stable +Warzone Chronicles 5,Horror,Xbox,2002,Microsoft,361.26,98.14,32.96,91,No,Declining +Cyber Quest 3,Action,Mobile,2002,Ubisoft,1473.01,57.48,15.39,82,No,Declining +Pixel Odyssey 4,Horror,Mobile,2002,Microsoft,1234.22,55.31,8.57,73,Yes,Stable +Cyber Quest 1,Horror,Xbox,2002,Bandai Namco,634.35,189.93,86.27,74,No,Declining +Shadow Realms 1,Adventure,Xbox,2002,Rockstar,3085.66,111.91,13.56,50,Yes,Rising +Galaxy Raiders 5,RPG,Cross-Platform,2002,Activision,1662.57,90.3,36.67,65,No,Rising +Fantasy Rivals 3,Racing,Xbox,2002,Sony,1348.36,151.95,33.34,61,No,Stable +Warzone Chronicles 2,Sports,Nintendo Switch,2002,Rockstar,1277.61,77.23,14.58,62,Yes,Stable +Battle Warriors 2,Sports,PlayStation,2002,Microsoft,2496.17,113.46,22.28,50,No,Declining +Cyber Quest 5,Sports,PC,2002,Ubisoft,2911.41,172.7,52.63,94,Yes,Stable +Fantasy Rivals 1,RPG,PC,2002,Ubisoft,1820.34,161.84,70.33,90,Yes,Rising +Warzone Chronicles 2,Horror,PlayStation,2002,EA,2460.75,85.7,26.38,78,No,Declining +Galaxy Raiders 4,Adventure,Xbox,2002,Nintendo,589.84,196.95,25.14,75,Yes,Rising +Zombie Outbreak 5,Simulation,Mobile,2002,Microsoft,3260.05,78.68,19.11,83,Yes,Stable +Neon Speed 5,Sports,Nintendo Switch,2002,Sony,3528.13,91.16,36.23,82,No,Rising +Fantasy Rivals 2,Action,PC,2002,Microsoft,1047.01,95.19,38.5,82,Yes,Declining +Battle Warriors 4,Shooter,Nintendo Switch,2002,Microsoft,1554.6,142,49.15,50,Yes,Rising +Legends of Valor 1,Strategy,Xbox,2002,Activision,4443.1,145.57,47.85,95,Yes,Stable +Fantasy Rivals 3,Fighting,PC,2002,Ubisoft,4351.67,157.33,59.6,60,No,Declining +Cyber Quest 2,Racing,PlayStation,2002,Bandai Namco,2752.47,92.87,20.33,84,No,Declining +Legends of Valor 1,Fighting,Mobile,2002,Sony,3845.38,150.52,26.4,75,Yes,Declining +Battle Warriors 5,Fighting,PC,2002,EA,2097.41,31.21,6.1,63,No,Stable +Neon Speed 4,RPG,PC,2002,Capcom,2178.12,74.01,34.41,53,Yes,Declining +Galaxy Raiders 2,Strategy,PC,2002,Microsoft,2416.96,181.27,57.57,94,Yes,Stable +Cyber Quest 4,Fighting,Cross-Platform,2002,Ubisoft,936.37,164.38,61.54,84,Yes,Stable +Galaxy Raiders 5,Shooter,Nintendo Switch,2002,Activision,33.56,179.19,86.99,78,No,Stable +Galaxy Raiders 1,Action,Mobile,2002,Nintendo,4940.36,166.91,82.86,56,No,Stable +Battle Warriors 3,Horror,PC,2002,Bandai Namco,1652.34,92.69,39.56,71,Yes,Rising +Shadow Realms 1,Action,PC,2002,Microsoft,1263.42,33.81,13.39,69,Yes,Rising +Battle Warriors 1,RPG,Cross-Platform,2002,Capcom,4505.27,37.71,17.19,93,Yes,Rising +Battle Warriors 1,Simulation,PlayStation,2002,Sony,2360.91,36.2,12.27,71,No,Rising +Fantasy Rivals 3,Shooter,Nintendo Switch,2002,Sony,558.35,55.21,7.23,91,No,Rising +Legends of Valor 2,Fighting,Xbox,2002,Activision,1277.2,140.89,66.44,96,No,Rising +Shadow Realms 2,Action,Xbox,2001,Microsoft,990.43,182.23,70.57,96,Yes,Stable +Neon Speed 5,Simulation,PlayStation,2001,Microsoft,4238.1,46,13.87,75,No,Declining +Shadow Realms 4,Shooter,Mobile,2001,Nintendo,4488.54,59.39,23.67,54,No,Declining +Warzone Chronicles 4,RPG,Cross-Platform,2001,Capcom,3553.44,11.11,4.07,54,Yes,Declining +Cyber Quest 3,Racing,Mobile,2001,Square Enix,3937.18,81.03,34.99,79,Yes,Stable +Shadow Realms 4,Adventure,Cross-Platform,2001,Nintendo,724.85,44.32,13.16,65,No,Declining +Shadow Realms 5,Racing,PC,2001,Rockstar,4374.78,119.6,54.76,75,No,Stable +Shadow Realms 3,Shooter,Mobile,2001,Rockstar,1613.06,88.57,12.13,69,No,Rising +Galaxy Raiders 5,RPG,PlayStation,2001,Sony,3789.75,90.9,38.37,80,Yes,Declining +Fantasy Rivals 2,Action,Nintendo Switch,2001,Activision,1273.16,50.59,15.61,63,No,Stable +Battle Warriors 4,Sports,Cross-Platform,2001,Square Enix,3016.31,51.66,8.98,87,Yes,Rising +Cyber Quest 5,Horror,Cross-Platform,2001,Capcom,484.29,174.41,68.73,56,Yes,Stable +Warzone Chronicles 4,Horror,Nintendo Switch,2001,Rockstar,625.36,82.89,12.89,67,Yes,Declining +Shadow Realms 3,Sports,Nintendo Switch,2001,Rockstar,2274.7,186.89,33.06,50,Yes,Rising +Zombie Outbreak 4,Racing,Nintendo Switch,2001,Capcom,2730.27,10.49,1.9,65,Yes,Rising +Neon Speed 2,Sports,PC,2001,Nintendo,4106.79,55.66,15.45,64,No,Rising +Fantasy Rivals 1,Fighting,PC,2001,Sony,3375.82,45.95,22.63,77,Yes,Declining +Neon Speed 2,Shooter,PlayStation,2001,Bandai Namco,2881.43,190.63,45.29,53,Yes,Rising +Neon Speed 4,Strategy,PC,2001,Capcom,1151.52,30.84,11.46,50,No,Declining +Cyber Quest 3,Action,PC,2001,Square Enix,953.61,160.28,28.4,100,No,Rising +Neon Speed 3,Fighting,Xbox,2001,Nintendo,2446.6,5.53,2.63,97,Yes,Declining +Cyber Quest 5,Horror,Mobile,2001,Sony,4416.49,14.32,5.82,81,No,Stable +Battle Warriors 1,Racing,PlayStation,2001,Sony,4238.11,108.32,31.38,81,No,Stable +Cyber Quest 4,Horror,Nintendo Switch,2001,Sony,2199.98,101.26,26.18,53,Yes,Rising +Galaxy Raiders 5,Racing,Cross-Platform,2001,Ubisoft,1070.22,146.51,44.89,64,No,Declining +Zombie Outbreak 1,RPG,Nintendo Switch,2001,Nintendo,920.27,49.77,7.86,55,Yes,Rising +Warzone Chronicles 1,Sports,PC,2001,Square Enix,2311.15,80.8,15.65,52,Yes,Stable +Neon Speed 5,Fighting,Cross-Platform,2001,EA,3815.01,48.99,16.85,70,Yes,Stable +Neon Speed 1,Shooter,Cross-Platform,2001,Sony,4008.94,123.67,25.94,92,Yes,Rising +Shadow Realms 3,Shooter,Cross-Platform,2001,Bandai Namco,2331.75,163.23,36.81,69,No,Rising +Fantasy Rivals 3,Action,Cross-Platform,2001,EA,2995.25,60.71,12.9,73,No,Declining +Zombie Outbreak 3,Simulation,Nintendo Switch,2001,Nintendo,3199.95,163.33,23.78,76,Yes,Declining +Pixel Odyssey 1,Simulation,Nintendo Switch,2001,Ubisoft,4617.65,22.27,7.89,89,Yes,Stable +Legends of Valor 4,Fighting,Cross-Platform,2001,Bandai Namco,1661.66,122.27,29.54,90,Yes,Stable +Shadow Realms 4,Simulation,Nintendo Switch,2001,Nintendo,3330.57,46.01,13.15,80,No,Stable +Legends of Valor 1,Shooter,PlayStation,2001,Activision,288.57,52.38,12.53,63,Yes,Rising +Neon Speed 5,Simulation,Cross-Platform,2001,Sony,4133.32,3.54,1.25,84,No,Rising +Warzone Chronicles 1,Action,Mobile,2001,Sony,1678.31,40.93,18.93,95,No,Declining +Cyber Quest 2,Simulation,PlayStation,2001,Sony,2125.51,165.5,23.36,63,No,Declining +Fantasy Rivals 2,Fighting,PlayStation,2001,Bandai Namco,2070.13,177.35,25.8,70,Yes,Stable +Shadow Realms 4,Fighting,PlayStation,2001,Capcom,3881.82,185.98,79.83,98,Yes,Declining +Warzone Chronicles 4,Fighting,Cross-Platform,2001,Nintendo,1152.36,101.03,49.42,78,No,Rising +Battle Warriors 4,Adventure,Nintendo Switch,2001,Square Enix,3619.7,101.16,12.32,83,Yes,Stable +Pixel Odyssey 3,Shooter,Xbox,2001,Square Enix,2396.99,181.12,22.61,59,No,Rising +Warzone Chronicles 4,Action,Mobile,2000,Microsoft,226.81,103.5,30.23,88,No,Declining +Cyber Quest 4,Horror,Cross-Platform,2000,Sony,3743.24,78,24.83,63,Yes,Declining +Galaxy Raiders 1,Sports,Xbox,2000,Microsoft,738.03,141,43.31,70,No,Declining +Zombie Outbreak 3,Action,Mobile,2000,Ubisoft,4734.93,86.08,36.04,52,No,Rising +Battle Warriors 5,Action,Cross-Platform,2000,Capcom,4800.87,115.68,33.75,81,No,Rising +Warzone Chronicles 1,Sports,Cross-Platform,2000,Rockstar,3827.3,145.09,30.24,92,No,Declining +Shadow Realms 1,Action,Cross-Platform,2000,Sony,1918.79,150.29,31.45,50,No,Rising +Galaxy Raiders 1,Shooter,Cross-Platform,2000,Activision,4572.45,20.3,3.23,54,Yes,Stable +Neon Speed 1,Shooter,Xbox,2000,Rockstar,3039.13,106.08,36.99,50,No,Rising +Warzone Chronicles 3,Sports,PC,2000,Microsoft,2177.57,31.38,10.35,54,No,Declining +Neon Speed 5,Action,PlayStation,2000,Microsoft,2770.44,51.24,24.77,84,No,Rising +Pixel Odyssey 1,Fighting,Mobile,2000,Microsoft,4442.68,97.93,31.02,73,Yes,Rising +Pixel Odyssey 2,Racing,Cross-Platform,2000,Microsoft,1805.05,18.96,1.95,90,No,Stable +Battle Warriors 2,Racing,PlayStation,2000,Microsoft,3446,148.92,18.92,96,No,Stable +Fantasy Rivals 4,Action,Xbox,2000,EA,3986.24,3.01,1.21,74,No,Declining +Battle Warriors 3,RPG,Xbox,2000,Sony,3928.96,33.84,12,96,No,Declining +Fantasy Rivals 2,Racing,Nintendo Switch,2000,Microsoft,4822.78,63.76,15.16,88,No,Rising +Legends of Valor 4,Strategy,Cross-Platform,2000,Activision,1080,193.98,74.19,72,No,Stable +Galaxy Raiders 2,Racing,Mobile,2000,Capcom,2510.54,129.24,30.51,87,No,Declining +Warzone Chronicles 5,Racing,Cross-Platform,2000,Nintendo,745.16,46.66,19.42,94,No,Rising +Warzone Chronicles 5,Fighting,PC,2000,Sony,3480.2,159.92,18.35,51,No,Declining +Zombie Outbreak 1,Sports,Mobile,2000,EA,846.7,9.8,3.83,64,No,Rising +Legends of Valor 2,Shooter,PC,2000,Nintendo,381.3,142.49,71.09,78,Yes,Declining +Neon Speed 1,Shooter,Mobile,2000,Sony,4380.61,18.11,8.79,79,No,Declining +Warzone Chronicles 1,Horror,Nintendo Switch,2000,Ubisoft,2654.16,174.49,22.38,53,Yes,Stable +Zombie Outbreak 3,Fighting,Cross-Platform,2000,Ubisoft,2170.46,155.2,74.51,57,Yes,Declining +Battle Warriors 5,Fighting,PC,2000,Rockstar,2040.85,166.01,50.85,82,No,Rising +Cyber Quest 2,Adventure,Cross-Platform,2000,Activision,2657.88,112.92,25.93,66,No,Rising +Legends of Valor 2,Adventure,Xbox,2000,Microsoft,4030.54,3.73,0.77,90,No,Stable \ No newline at end of file diff --git a/notebooks/Clean_Data_Ako.ipynb b/notebooks/Clean_Data_Ako.ipynb new file mode 100644 index 00000000..74efb682 --- /dev/null +++ b/notebooks/Clean_Data_Ako.ipynb @@ -0,0 +1,1130 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 19, + "id": "6594ba56-2ea4-445f-af8f-2f0532e7831b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
....................................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4922.3853YesStable
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2074.5157YesDeclining
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0150.8582NoRising
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9225.9366NoRising
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.730.7790NoStable
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1000 rows × 11 columns

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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 \n", + "2 Legends of Valor 2 Shooter Xbox 2024 \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 \n", + "4 Cyber Quest 2 Adventure Xbox 2024 \n", + ".. ... ... ... ... \n", + "995 Warzone Chronicles 1 Horror Nintendo Switch 2000 \n", + "996 Zombie Outbreak 3 Fighting Cross-Platform 2000 \n", + "997 Battle Warriors 5 Fighting PC 2000 \n", + "998 Cyber Quest 2 Adventure Cross-Platform 2000 \n", + "999 Legends of Valor 2 Adventure Xbox 2000 \n", + "\n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "0 Square Enix 1847.58 44.96 \n", + "1 EA 4835.79 115.65 \n", + "2 Square Enix 2628.55 169.67 \n", + "3 Microsoft 1695.50 184.40 \n", + "4 Microsoft 4529.75 17.28 \n", + ".. ... ... ... \n", + "995 Ubisoft 2654.16 174.49 \n", + "996 Ubisoft 2170.46 155.20 \n", + "997 Rockstar 2040.85 166.01 \n", + "998 Activision 2657.88 112.92 \n", + "999 Microsoft 4030.54 3.73 \n", + "\n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "0 14.07 87 Yes \n", + "1 56.27 92 Yes \n", + "2 74.74 99 No \n", + "3 20.15 73 Yes \n", + "4 5.83 91 Yes \n", + ".. ... ... ... \n", + "995 22.38 53 Yes \n", + "996 74.51 57 Yes \n", + "997 50.85 82 No \n", + "998 25.93 66 No \n", + "999 0.77 90 No \n", + "\n", + " Trending Status \n", + "0 Declining \n", + "1 Stable \n", + "2 Declining \n", + "3 Stable \n", + "4 Stable \n", + ".. ... \n", + "995 Stable \n", + "996 Declining \n", + "997 Rising \n", + "998 Rising \n", + "999 Stable \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd \n", + "import yaml\n", + "\n", + "try:\n", + " with open(\"../config.yaml\", \"r\") as file:\n", + " config = yaml.safe_load(file)\n", + "except:\n", + " print(\"Configuration file not found!\")\n", + "\n", + "config\n", + "\n", + "df = pd.read_csv(config['input_data'] ['file']) \n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "051f6bef-54f4-47fe-a0d9-81524464885c", + "metadata": {}, + "outputs": [], + "source": [ + "cleaned_df = df.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "87e984b8-2c6b-457a-9e19-76f9e06aa78b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
1Pixel Odyssey 2ActionPlayStation2024-01-01Square Enix1847.5844.9614.0787YesDeclining
2Battle Warriors 4StrategyCross-Platform2024-01-01EA4835.79115.6556.2792YesStable
3Legends of Valor 2ShooterXbox2024-01-01Square Enix2628.55169.6774.7499NoDeclining
4Shadow Realms 4ActionNintendo Switch2024-01-01Microsoft1695.50184.4020.1573YesStable
5Cyber Quest 2AdventureXbox2024-01-01Microsoft4529.7517.285.8391YesStable
....................................
996Warzone Chronicles 1HorrorNintendo Switch2000-01-01Ubisoft2654.16174.4922.3853YesStable
997Zombie Outbreak 3FightingCross-Platform2000-01-01Ubisoft2170.46155.2074.5157YesDeclining
998Battle Warriors 5FightingPC2000-01-01Rockstar2040.85166.0150.8582NoRising
999Cyber Quest 2AdventureCross-Platform2000-01-01Activision2657.88112.9225.9366NoRising
1000Legends of Valor 2AdventureXbox2000-01-01Microsoft4030.543.730.7790NoStable
\n", + "

1000 rows × 11 columns

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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year \\\n", + "1 Pixel Odyssey 2 Action PlayStation 2024-01-01 \n", + "2 Battle Warriors 4 Strategy Cross-Platform 2024-01-01 \n", + "3 Legends of Valor 2 Shooter Xbox 2024-01-01 \n", + "4 Shadow Realms 4 Action Nintendo Switch 2024-01-01 \n", + "5 Cyber Quest 2 Adventure Xbox 2024-01-01 \n", + "... ... ... ... ... \n", + "996 Warzone Chronicles 1 Horror Nintendo Switch 2000-01-01 \n", + "997 Zombie Outbreak 3 Fighting Cross-Platform 2000-01-01 \n", + "998 Battle Warriors 5 Fighting PC 2000-01-01 \n", + "999 Cyber Quest 2 Adventure Cross-Platform 2000-01-01 \n", + "1000 Legends of Valor 2 Adventure Xbox 2000-01-01 \n", + "\n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "1 Square Enix 1847.58 44.96 \n", + "2 EA 4835.79 115.65 \n", + "3 Square Enix 2628.55 169.67 \n", + "4 Microsoft 1695.50 184.40 \n", + "5 Microsoft 4529.75 17.28 \n", + "... ... ... ... \n", + "996 Ubisoft 2654.16 174.49 \n", + "997 Ubisoft 2170.46 155.20 \n", + "998 Rockstar 2040.85 166.01 \n", + "999 Activision 2657.88 112.92 \n", + "1000 Microsoft 4030.54 3.73 \n", + "\n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "1 14.07 87 Yes \n", + "2 56.27 92 Yes \n", + "3 74.74 99 No \n", + "4 20.15 73 Yes \n", + "5 5.83 91 Yes \n", + "... ... ... ... \n", + "996 22.38 53 Yes \n", + "997 74.51 57 Yes \n", + "998 50.85 82 No \n", + "999 25.93 66 No \n", + "1000 0.77 90 No \n", + "\n", + " Trending Status \n", + "1 Declining \n", + "2 Stable \n", + "3 Declining \n", + "4 Stable \n", + "5 Stable \n", + "... ... \n", + "996 Stable \n", + "997 Declining \n", + "998 Rising \n", + "999 Rising \n", + "1000 Stable \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#cleaning datetime \n", + "def datetime (): \n", + " cleaned_df[\"Release Year\"] = pd.to_datetime(cleaned_df[\"Release Year\"],errors=\"coerce\")\n", + " return cleaned_df \n", + "#df[\"Release Year\"] = pd.to_numeric(df[\"Release Year\"], errors='coerce')\n", + "#df[\"Release Year\"] = df[\"Release Year\"].astype(\"Int64\")\n", + "datetime () " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "4353276c-ccb2-48ad-8bf5-ae71318f21c2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
1Pixel Odyssey 2ActionPlayStation2024-01-01Square Enix1847.5844.9614.0787YesDeclining
2Battle Warriors 4StrategyCross-Platform2024-01-01EA4835.79115.6556.2792YesStable
3Legends of Valor 2ShooterXbox2024-01-01Square Enix2628.55169.6774.7499NoDeclining
4Shadow Realms 4ActionNintendo Switch2024-01-01Microsoft1695.50184.4020.1573YesStable
5Cyber Quest 2AdventureXbox2024-01-01Microsoft4529.7517.285.8391YesStable
....................................
996Warzone Chronicles 1HorrorNintendo Switch2000-01-01Ubisoft2654.16174.4922.3853YesStable
997Zombie Outbreak 3FightingCross-Platform2000-01-01Ubisoft2170.46155.2074.5157YesDeclining
998Battle Warriors 5FightingPC2000-01-01Rockstar2040.85166.0150.8582NoRising
999Cyber Quest 2AdventureCross-Platform2000-01-01Activision2657.88112.9225.9366NoRising
1000Legends of Valor 2AdventureXbox2000-01-01Microsoft4030.543.730.7790NoStable
\n", + "

1000 rows × 11 columns

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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year \\\n", + "1 Pixel Odyssey 2 Action PlayStation 2024-01-01 \n", + "2 Battle Warriors 4 Strategy Cross-Platform 2024-01-01 \n", + "3 Legends of Valor 2 Shooter Xbox 2024-01-01 \n", + "4 Shadow Realms 4 Action Nintendo Switch 2024-01-01 \n", + "5 Cyber Quest 2 Adventure Xbox 2024-01-01 \n", + "... ... ... ... ... \n", + "996 Warzone Chronicles 1 Horror Nintendo Switch 2000-01-01 \n", + "997 Zombie Outbreak 3 Fighting Cross-Platform 2000-01-01 \n", + "998 Battle Warriors 5 Fighting PC 2000-01-01 \n", + "999 Cyber Quest 2 Adventure Cross-Platform 2000-01-01 \n", + "1000 Legends of Valor 2 Adventure Xbox 2000-01-01 \n", + "\n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "1 Square Enix 1847.58 44.96 \n", + "2 EA 4835.79 115.65 \n", + "3 Square Enix 2628.55 169.67 \n", + "4 Microsoft 1695.50 184.40 \n", + "5 Microsoft 4529.75 17.28 \n", + "... ... ... ... \n", + "996 Ubisoft 2654.16 174.49 \n", + "997 Ubisoft 2170.46 155.20 \n", + "998 Rockstar 2040.85 166.01 \n", + "999 Activision 2657.88 112.92 \n", + "1000 Microsoft 4030.54 3.73 \n", + "\n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "1 14.07 87 Yes \n", + "2 56.27 92 Yes \n", + "3 74.74 99 No \n", + "4 20.15 73 Yes \n", + "5 5.83 91 Yes \n", + "... ... ... ... \n", + "996 22.38 53 Yes \n", + "997 74.51 57 Yes \n", + "998 50.85 82 No \n", + "999 25.93 66 No \n", + "1000 0.77 90 No \n", + "\n", + " Trending Status \n", + "1 Declining \n", + "2 Stable \n", + "3 Declining \n", + "4 Stable \n", + "5 Stable \n", + "... ... \n", + "996 Stable \n", + "997 Declining \n", + "998 Rising \n", + "999 Rising \n", + "1000 Stable \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#reset index \n", + "def index_reset () : \n", + " cleaned_df.reset_index(drop=True, inplace=True)\n", + "\n", + " cleaned_df.index = cleaned_df.index + 1\n", + " cleaned_df.index.name = None\n", + "\n", + " return cleaned_df \n", + " \n", + "index_reset ()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "902adadb-8b62-4c46-9796-b677bb3f4497", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
1Pixel Odyssey 2ActionPlayStation2024-01-01Square Enix1847.5844.9614.0787YesDeclining
2Battle Warriors 4StrategyCross-Platform2024-01-01EA4835.79115.6556.2792YesStable
3Legends of Valor 2ShooterXbox2024-01-01Square Enix2628.55169.6774.7499NoDeclining
4Shadow Realms 4ActionNintendo Switch2024-01-01Microsoft1695.50184.4020.1573YesStable
5Cyber Quest 2AdventureXbox2024-01-01Microsoft4529.7517.285.8391YesStable
....................................
996Warzone Chronicles 1HorrorNintendo Switch2000-01-01Ubisoft2654.16174.4922.3853YesStable
997Zombie Outbreak 3FightingCross-Platform2000-01-01Ubisoft2170.46155.2074.5157YesDeclining
998Battle Warriors 5FightingPC2000-01-01Rockstar2040.85166.0150.8582NoRising
999Cyber Quest 2AdventureCross-Platform2000-01-01Activision2657.88112.9225.9366NoRising
1000Legends of Valor 2AdventureXbox2000-01-01Microsoft4030.543.730.7790NoStable
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-# Remember to modify your functions to use the template shown below - -def function_name(input1: data_type1, input2: data_type2,..., opt_arg: data_type_opt= default_value) -> output_data_type: - """ - Add a description of what the function does - - Arguments: - --------- - input1: data_type and which information should contain - input2: data_type and which information should contain - opt_arg: data_type and which information should contain - - Outputs: - ------- - data_type and which information will contain - """ - - # Your function code here - - - return opuput diff --git a/notebooks/index_reset.py b/notebooks/index_reset.py new file mode 100644 index 00000000..8a63dd84 --- /dev/null +++ b/notebooks/index_reset.py @@ -0,0 +1,13 @@ +"""this function reset the hidden index into start from 1, not 0""" + +#reset index +def index_reset () : + df.reset_index(drop=True, inplace=True) + + df.index = df.index + 1 + df.index.name = None + + return df + +index_reset () + diff --git a/notebooks/load_Ako.ipynb b/notebooks/load_Ako.ipynb new file mode 100644 index 00000000..7a720356 --- /dev/null +++ b/notebooks/load_Ako.ipynb @@ -0,0 +1,358 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "dc8c4082-e352-49ac-be34-2ad2e5f33320", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd \n", + "import yaml\n", + "#url = 'https://docs.google.com/spreadsheets/d/18wyCTVAbd4W91vcGURS0P5ax-dI93iq2w7-s7wj98bs/export?format=csv&gid=1823224578'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6828a24c-0b2c-487d-b22d-05d696b5ed60", + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " with open(\"../config.yaml\", \"r\") as file:\n", + " config = yaml.safe_load(file)\n", + "except:\n", + " print(\"Configuration file not found!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "126989bb-fe6a-4478-a4f5-ab0d2c780b6f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'input_data': {'file': '../data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv'},\n", + " 'output_data': {'file': '../data/clean/cleaned_data_file.csv'}}" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "config" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "bdb8708a-b3ed-48a8-b3b7-22879a72e825", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
....................................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4922.3853YesStable
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2074.5157YesDeclining
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0150.8582NoRising
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9225.9366NoRising
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.730.7790NoStable
\n", + "

1000 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Game Title Genre Platform Release Year \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 \n", + "2 Legends of Valor 2 Shooter Xbox 2024 \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 \n", + "4 Cyber Quest 2 Adventure Xbox 2024 \n", + ".. ... ... ... ... \n", + "995 Warzone Chronicles 1 Horror Nintendo Switch 2000 \n", + "996 Zombie Outbreak 3 Fighting Cross-Platform 2000 \n", + "997 Battle Warriors 5 Fighting PC 2000 \n", + "998 Cyber Quest 2 Adventure Cross-Platform 2000 \n", + "999 Legends of Valor 2 Adventure Xbox 2000 \n", + "\n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "0 Square Enix 1847.58 44.96 \n", + "1 EA 4835.79 115.65 \n", + "2 Square Enix 2628.55 169.67 \n", + "3 Microsoft 1695.50 184.40 \n", + "4 Microsoft 4529.75 17.28 \n", + ".. ... ... ... \n", + "995 Ubisoft 2654.16 174.49 \n", + "996 Ubisoft 2170.46 155.20 \n", + "997 Rockstar 2040.85 166.01 \n", + "998 Activision 2657.88 112.92 \n", + "999 Microsoft 4030.54 3.73 \n", + "\n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "0 14.07 87 Yes \n", + "1 56.27 92 Yes \n", + "2 74.74 99 No \n", + "3 20.15 73 Yes \n", + "4 5.83 91 Yes \n", + ".. ... ... ... \n", + "995 22.38 53 Yes \n", + "996 74.51 57 Yes \n", + "997 50.85 82 No \n", + "998 25.93 66 No \n", + "999 0.77 90 No \n", + "\n", + " Trending Status \n", + "0 Declining \n", + "1 Stable \n", + "2 Declining \n", + "3 Stable \n", + "4 Stable \n", + ".. ... \n", + "995 Stable \n", + "996 Declining \n", + "997 Rising \n", + "998 Rising \n", + "999 Stable \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(config['input_data']['file'])\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cff188f3-09e6-494a-bc9b-389081b17a25", + "metadata": {}, + "outputs": [], + "source": [ + "def read_file ():\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e0939392-85d9-4459-a4d7-5091bfc9c43a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/load_and_clean_data_username.ipynb b/notebooks/load_and_clean_data_username.ipynb deleted file mode 100644 index 792d6005..00000000 --- a/notebooks/load_and_clean_data_username.ipynb +++ /dev/null @@ -1 +0,0 @@ -# From c74be2841df318694e49d1c8f6987290e23dc053 Mon Sep 17 00:00:00 2001 From: Ako Date: Tue, 9 Dec 2025 08:30:46 +0100 Subject: [PATCH 05/21] functions in one file --- notebooks/datetime.py | 9 --------- notebooks/functions_Ako.py | 22 ++++++++++++++++++++++ notebooks/index_reset.py | 13 ------------- 3 files changed, 22 insertions(+), 22 deletions(-) create mode 100644 notebooks/functions_Ako.py delete mode 100644 notebooks/index_reset.py diff --git a/notebooks/datetime.py b/notebooks/datetime.py index 4e6fb9af..e69de29b 100644 --- a/notebooks/datetime.py +++ b/notebooks/datetime.py @@ -1,9 +0,0 @@ -#cleaning datetime -"""this function convert Release Year columns from data type 'object' to date-time""" - -def datetime (): - df["release_year"] = pd.to_datetime(df["release_year"],errors="coerce") - return df -#df["Release Year"] = pd.to_numeric(df["Release Year"], errors='coerce') -#df["Release Year"] = df["Release Year"].astype("Int64") -datetime () \ No newline at end of file diff --git a/notebooks/functions_Ako.py b/notebooks/functions_Ako.py new file mode 100644 index 00000000..ccf8e77a --- /dev/null +++ b/notebooks/functions_Ako.py @@ -0,0 +1,22 @@ +"""this function reset the hidden index into start from 1, not 0""" + +#reset index +def index_reset () : + df.reset_index(drop=True, inplace=True) + + df.index = df.index + 1 + df.index.name = None + + return df + +index_reset () + +#cleaning datetime +"""this function convert Release Year columns from data type 'object' to date-time""" + +def datetime (): + df["release_year"] = pd.to_datetime(df["release_year"],errors="coerce") + return df +#df["Release Year"] = pd.to_numeric(df["Release Year"], errors='coerce') +#df["Release Year"] = df["Release Year"].astype("Int64") +datetime () \ No newline at end of file diff --git a/notebooks/index_reset.py b/notebooks/index_reset.py deleted file mode 100644 index 8a63dd84..00000000 --- a/notebooks/index_reset.py +++ /dev/null @@ -1,13 +0,0 @@ -"""this function reset the hidden index into start from 1, not 0""" - -#reset index -def index_reset () : - df.reset_index(drop=True, inplace=True) - - df.index = df.index + 1 - df.index.name = None - - return df - -index_reset () - From 309bbbbc1a807a9d3d714d848d49561c4830f89a Mon Sep 17 00:00:00 2001 From: DavyN25 Date: Tue, 9 Dec 2025 10:09:13 +0100 Subject: [PATCH 06/21] update --- data/raw/duplicated_values.py | 18 - notebooks/Clean_data_Davy.ipynb | 935 +++++++++++++++++- notebooks/Main_Kaggle_RevTitle2000_2024.xlsx | Bin 76049 -> 0 bytes .../__pycache__/box_plot.cpython-313.pyc | Bin 0 -> 1496 bytes .../__pycache__/duplicate.cpython-313.pyc | Bin 0 -> 859 bytes .../duplicate_rows.cpython-313.pyc | Bin 0 -> 874 bytes notebooks/box_plot.py | 39 + notebooks/duplicate.py | 25 + notebooks/duplicated_values.py | 18 - {data/raw => notebooks}/functions.py | 0 notebooks/outliers.py | 20 - notebooks/scatter_plot.py | 42 + 12 files changed, 1017 insertions(+), 80 deletions(-) delete mode 100644 data/raw/duplicated_values.py delete mode 100644 notebooks/Main_Kaggle_RevTitle2000_2024.xlsx create mode 100644 notebooks/__pycache__/box_plot.cpython-313.pyc create mode 100644 notebooks/__pycache__/duplicate.cpython-313.pyc create mode 100644 notebooks/__pycache__/duplicate_rows.cpython-313.pyc create mode 100644 notebooks/box_plot.py create mode 100644 notebooks/duplicate.py delete mode 100644 notebooks/duplicated_values.py rename {data/raw => notebooks}/functions.py (100%) delete mode 100644 notebooks/outliers.py create mode 100644 notebooks/scatter_plot.py diff --git a/data/raw/duplicated_values.py b/data/raw/duplicated_values.py deleted file mode 100644 index 1af2aeaa..00000000 --- a/data/raw/duplicated_values.py +++ /dev/null @@ -1,18 +0,0 @@ -# Add all the imports needed by the functions in the project here -#================================================================ -import pandas as pd - -#================================================================ - -# Remember to modify your functions to use the template shown below - - - """ - - This function delete the diplicated rows - - """ - -def delete_duplicate_valuesdf.duplicated() # shows the duplicated values - df.function_drop.duplicates () # deleate the duplicated raws - diff --git a/notebooks/Clean_data_Davy.ipynb b/notebooks/Clean_data_Davy.ipynb index d1e64cbd..21ad088a 100644 --- a/notebooks/Clean_data_Davy.ipynb +++ b/notebooks/Clean_data_Davy.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "9e809d81-8b7e-496f-bddf-657120c675ed", "metadata": {}, "outputs": [], @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "e35d0fd5-3f64-4767-87fc-3b3532621b94", "metadata": {}, "outputs": [], @@ -29,10 +29,265 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "3f63b9f9-7333-4f1c-b65d-0847bfa76b28", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
....................................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4922.3853YesStable
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2074.5157YesDeclining
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0150.8582NoRising
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9225.9366NoRising
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.730.7790NoStable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 \n", + "2 Legends of Valor 2 Shooter Xbox 2024 \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 \n", + "4 Cyber Quest 2 Adventure Xbox 2024 \n", + ".. ... ... ... ... \n", + "995 Warzone Chronicles 1 Horror Nintendo Switch 2000 \n", + "996 Zombie Outbreak 3 Fighting Cross-Platform 2000 \n", + "997 Battle Warriors 5 Fighting PC 2000 \n", + "998 Cyber Quest 2 Adventure Cross-Platform 2000 \n", + "999 Legends of Valor 2 Adventure Xbox 2000 \n", + "\n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "0 Square Enix 1847.58 44.96 \n", + "1 EA 4835.79 115.65 \n", + "2 Square Enix 2628.55 169.67 \n", + "3 Microsoft 1695.50 184.40 \n", + "4 Microsoft 4529.75 17.28 \n", + ".. ... ... ... \n", + "995 Ubisoft 2654.16 174.49 \n", + "996 Ubisoft 2170.46 155.20 \n", + "997 Rockstar 2040.85 166.01 \n", + "998 Activision 2657.88 112.92 \n", + "999 Microsoft 4030.54 3.73 \n", + "\n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "0 14.07 87 Yes \n", + "1 56.27 92 Yes \n", + "2 74.74 99 No \n", + "3 20.15 73 Yes \n", + "4 5.83 91 Yes \n", + ".. ... ... ... \n", + "995 22.38 53 Yes \n", + "996 74.51 57 Yes \n", + "997 50.85 82 No \n", + "998 25.93 66 No \n", + "999 0.77 90 No \n", + "\n", + " Trending Status \n", + "0 Declining \n", + "1 Stable \n", + "2 Declining \n", + "3 Stable \n", + "4 Stable \n", + ".. ... \n", + "995 Stable \n", + "996 Declining \n", + "997 Rising \n", + "998 Rising \n", + "999 Stable \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df = pd.read_csv(config['input_data']['file'])\n", "davy_df = df.copy()\n", @@ -41,10 +296,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "b914a1fc-9089-4519-8630-0e5044173d48", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1000 entries, 0 to 999\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Game Title 1000 non-null object \n", + " 1 Genre 1000 non-null object \n", + " 2 Platform 1000 non-null object \n", + " 3 Release Year 1000 non-null object \n", + " 4 Developer 1000 non-null object \n", + " 5 Revenue (Millions $) 1000 non-null float64\n", + " 6 Players (Millions) 1000 non-null float64\n", + " 7 Peak Concurrent Players 1000 non-null float64\n", + " 8 Metacritic Score 1000 non-null int64 \n", + " 9 Esports Popularity 1000 non-null object \n", + " 10 Trending Status 1000 non-null object \n", + "dtypes: float64(3), int64(1), object(7)\n", + "memory usage: 86.1+ KB\n" + ] + } + ], "source": [ "davy_df.info()" ] @@ -52,27 +332,344 @@ { "cell_type": "code", "execution_count": null, - "id": "f4e17c8e-f668-4fcb-a1c4-83e12239cc71", + "id": "ef0f9ca0-04d1-4451-a34e-4e198d2b100a", "metadata": {}, "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f4e17c8e-f668-4fcb-a1c4-83e12239cc71", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.int64(0)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "davy_df.duplicated()" + "davy_df.duplicated().sum()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, + "id": "3c9c4951-cba7-42ef-b28c-3fe338e2cf5d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.False_" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "davy_df.duplicated().any()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "19a747c8-332c-419a-a239-50dc307b1ed5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.False_" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "davy_df.duplicated().any()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "id": "102e8fd9-412c-4989-b6dd-64f162c907ff", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
....................................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4922.3853YesStable
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2074.5157YesDeclining
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0150.8582NoRising
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9225.9366NoRising
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max4999.790000199.98000096.620000100.000000
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" + ], + "text/plain": [ + " revenue_millions_ players_millions peak_concurrent_players \\\n", + "count 1000.000000 1000.000000 1000.000000 \n", + "mean 2483.017800 103.499820 31.602150 \n", + "std 1412.629451 58.869562 23.023375 \n", + "min 11.430000 0.530000 0.110000 \n", + "25% 1276.190000 52.005000 12.967500 \n", + "50% 2476.130000 107.040000 26.405000 \n", + "75% 3677.797500 155.632500 46.020000 \n", + "max 4999.790000 199.980000 96.620000 \n", + "\n", + " metacritic_score \n", + "count 1000.000000 \n", + "mean 74.990000 \n", + "std 14.618536 \n", + "min 50.000000 \n", + "25% 62.000000 \n", + "50% 76.000000 \n", + "75% 87.000000 \n", + "max 100.000000 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "davy_df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "dde05898-81d8-4cc2-908a-0f495b27aea9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ooYdQWVkp/fnxxx+l+1JTU7Fu3TqkpaXh+PHj8PLyQmxsLOrr66U1ycnJ2Lt3L3bv3o3vv/8e165dQ3x8PNra2qQ1iYmJKCgoQEZGBjIyMlBQUICkpKRfdU4iIiK6A9GEli9fLoaGhnZ4n1arFb28vMS1a9dKtRs3bohqtVrctGmTKIqiWFtbK1pZWYm7d++W1pSXl4sWFhZiRkaGKIqieOrUKRGAeOTIEWlNdna2CEAsLi7Wu1eNRiMCEDUaTVdGJCIiMnv6voea/DLzP/30E7y9vWFjY4PIyEikpKSgX79+KC0tRVVVFcaMGSOttbGxwciRI5GVlYW5c+ciNzcXLS0tsjXe3t4YNGgQsrKyEBcXh+zsbKjVakRGRkprhg0bBrVajaysLAQEBHTYV1NTE5qamqTbdXV1AIDW1la0trYCACwsLGBhYQGtVgutViutba+3tbVBFMU71i0tLSEIgrTdm+sAZEd9bldXqVQQRVFWFwQBlpaWOj12VudMnOnXnqmhoQHFxcV3NVNjYyPOnj2LPn36wMHB4a5nGjhwIJycnLifOBNnMtJM+jJpKImMjMT27dsxYMAAXLx4EatXr8bw4cNx8uRJVFVVAQA8PT1lj/H09ERZWRkAoKqqCtbW1nBxcdFZ0/74qqoqeHh46Dy3h4eHtKYja9aswcqVK3Xq+fn5cHBwAAC4u7vDz88PpaWluHz5srTGx8cHPj4+OH36NDQajVTv168fPDw8UFhYiMbGRqk+cOBAODs7Iz8/X7YjQ0JCYG1tjZycHFkP4eHhaG5uxokTJ6SapaUlIiIioNFoUFxcLNXt7OwQGhqK6upqnDlzRqqr1WoEBgaioqJCdg4OZ+JMv/ZMJSUlmD59OpRk+/btSEpK4n7iTJzJSDN1dgDgVoJ4cyQysevXr8PPzw9Lly7FsGHDMGLECFRUVKBXr17SmtmzZ+P8+fPIyMjArl27MGPGDNkRDQCIjY2Fn58fNm3ahJSUFGzbtg0lJSWyNf7+/pg1axZeeeWVDnvp6EiJr68vrly5Iv1CPqUl0e6YrjlT95/JGEdKioqKMG3aNGzbtg0PPfQQj5TwZ48zKWymhoYGqNVqaDSa2/5SW5N/fHMzBwcHBAcH46effsLEiRMB/HKk4+ZQcunSJenoiZeXF5qbm1FTUyM7WnLp0iUMHz5cWnPx4kWd57p8+bLOUZib2djYwMbGRqeuUqmgUslftvadeav2naNv/dbtGlIXBKHDemc9drXOmThTZ3VDZ3JycsLQoUM7fB59tc81aNAgDBky5K62dTPuJ84EcKbOejSkficm//bNzZqamlBUVIRevXqhb9++8PLyQmZmpnR/c3MzDh8+LAWOsLAwWFlZydZUVlaisLBQWhMVFQWNRoNjx45Ja44ePQqNRiOtISIiItMz6ZGSJUuWYPz48ejduzcuXbqE1atXo66uDtOmTYMgCEhOTkZKSgr8/f3h7++PlJQU2NvbIzExEcAvn6XNmjULixcvhpubG1xdXbFkyRIEBwcjJiYGABAYGIhHH30Us2fPxubNmwEAc+bMQXx8vN6fcREREdG9Z9JQcuHCBTz99NOorq6Gu7s7hg0bhiNHjuDBBx8EACxduhSNjY2YP38+ampqEBkZiQMHDsDR0VHaxvr166FSqTB58mQ0NjYiOjoa6enpskNQO3fuxMKFC6Vv6SQkJCAtLe3XHZaIiIhuS1EnuipZXV2dXifpENGvLy8vD2FhYcjNzTXqOSVEZBz6vocq6pwSIiIiMl8MJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCIoJJWvWrIEgCEhOTpZqoihixYoV8Pb2hp2dHUaNGoWTJ0/KHtfU1IQFCxagZ8+ecHBwQEJCAi5cuCBbU1NTg6SkJKjVaqjVaiQlJaG2tvZXmIqIiIj0pYhQcvz4cbz77rsICQmR1VNTU7Fu3TqkpaXh+PHj8PLyQmxsLOrr66U1ycnJ2Lt3L3bv3o3vv/8e165dQ3x8PNra2qQ1iYmJKCgoQEZGBjIyMlBQUICkpKRfbT4iIiLSg2hi9fX1or+/v5iZmSmOHDlSfPHFF0VRFEWtVit6eXmJa9euldbeuHFDVKvV4qZNm0RRFMXa2lrRyspK3L17t7SmvLxctLCwEDMyMkRRFMVTp06JAMQjR45Ia7Kzs0UAYnFxsd59ajQaEYCo0WjuZlwiugdyc3NFAGJubq6pWyGiDuj7HqoyaSIC8Pzzz2PcuHGIiYnB6tWrpXppaSmqqqowZswYqWZjY4ORI0ciKysLc+fORW5uLlpaWmRrvL29MWjQIGRlZSEuLg7Z2dlQq9WIjIyU1gwbNgxqtRpZWVkICAjosK+mpiY0NTVJt+vq6gAAra2taG1tBQBYWFjAwsICWq0WWq1WWtteb2trgyiKd6xbWlpCEARpuzfXAciO+tyurlKpIIqirC4IAiwtLXV67KzOmTjT/ThTe/+tra0QRbFbzNQd9xNnMt+Z9GXSULJ7927k5eXh+PHjOvdVVVUBADw9PWV1T09PlJWVSWusra3h4uKis6b98VVVVfDw8NDZvoeHh7SmI2vWrMHKlSt16vn5+XBwcAAAuLu7w8/PD6Wlpbh8+bK0xsfHBz4+Pjh9+jQ0Go1U79evHzw8PFBYWIjGxkapPnDgQDg7OyM/P1+2I0NCQmBtbY2cnBxZD+Hh4WhubsaJEyekmqWlJSIiIqDRaFBcXCzV7ezsEBoaiurqapw5c0aqq9VqBAYGoqKiQnYODmfiTPfjTEVFRQCAoqIiDBgwoFvM1B33E2cy35k6OwBwK0G8ORL9is6fP4/w8HAcOHAAoaGhAIBRo0bh4YcfxoYNG5CVlYURI0agoqICvXr1kh43e/ZsnD9/HhkZGdi1axdmzJghO6IBALGxsfDz88OmTZuQkpKCbdu2oaSkRLbG398fs2bNwiuvvNJhfx0dKfH19cWVK1fg5OQEQHlJtDuma87EmfSZKTc3F5GRkTh69CgiIiK6xUzdcT9xJvOdqaGhAWq1GhqNRnoP7YjJjpTk5ubi0qVLCAsLk2ptbW349ttvkZaWJoWIqqoqWSi5dOmSdPTEy8sLzc3NqKmpkR0tuXTpEoYPHy6tuXjxos7zX758WecozM1sbGxgY2OjU1epVFCp5C9b+868VfvO0bd+63YNqQuC0GG9sx67WudMnKmzuilnan9elUoFQRC63Htnde4nzgRwps56NKR+Jyb79k10dDR+/PFHFBQUSH/Cw8MxZcoUFBQUoF+/fvDy8kJmZqb0mObmZhw+fFgKHGFhYbCyspKtqaysRGFhobQmKioKGo0Gx44dk9YcPXoUGo1GWkNERESmZ7IjJY6Ojhg0aJCs5uDgADc3N6menJyMlJQU+Pv7w9/fHykpKbC3t0diYiKAXz5LmzVrFhYvXgw3Nze4urpiyZIlCA4ORkxMDAAgMDAQjz76KGbPno3NmzcDAObMmYP4+Hi9P+MiIiKie8/k3765naVLl6KxsRHz589HTU0NIiMjceDAATg6Okpr1q9fD5VKhcmTJ6OxsRHR0dFIT0+XHYLauXMnFi5cKH1LJyEhAWlpab/6PERERNQ5k53oer+pq6vT6yQdIvr15eXlISwsDLm5uRgyZIip2yGiW+j7HqqIK7oSERERMZQQERGRIjCUEBERkSIwlBAREZEiMJQQERGRIjCUEBERkSIwlBAREZEiMJQQERGRIjCUEBERkSIwlBAREZEiKPp33xCR8p07dw7V1dUm7aGoqEj2T1Pr2bMnevfubeo2iO47DCVEZLBz585hYGAgGhsaTN0KAGDq1KmmbgEAYGdvj+KiIgYToi5iKCEig1VXV6OxoQGTV78Dj77+JuujpekGairOw8XbF1Y2tibrAwAulf6Ej/5nHqqrqxlKiLqIoYSI7ppHX388EBhq0h76PBxp0ucnorvHE12JiIhIERhKiIiISBEYSoiIiEgR7mko+eGHH9DU1HQvn4KIiIi6iXsaSsaOHYvy8vJ7+RRERETUTdzTUCKK4r3cPBEREXUjPKeEiIiIFIGhhIiIiBSBoYSIiIgU4Z6GEkEQ7uXmiYiIqBvhia5ERESkCAb97pvGxkaIogh7e3sAQFlZGfbu3YugoCCMGTNGWldfX2+cLomIiKjbM+hIyYQJE7B9+3YAQG1tLSIjI/HWW29hwoQJeOedd4zaIBEREZkHg0JJXl4efvvb3wIA/v73v8PT0xNlZWXYvn073n77baM2SERERObBoFDS0NAAR0dHAMCBAwcwadIkWFhYYNiwYSgrKzNqg0RERGQeDAol/fv3x759+3D+/Hl8+eWX0nkkly5dgpOTk1EbJCIiIvNgUChZtmwZlixZgj59+iAyMhJRUVEAfjlqMnjwYKM2SERERObBoG/fPPHEE/jNb36DyspKhIaGSvXo6Gg8/vjjRmuOiIiIzIdBoQQAvLy84OXlJasNHTr0rhsiIiIi82RQKLl+/TrWrl2Lr7/+GpcuXYJWq5Xdf+bMGaM0R0RERObDoFDy7LPP4vDhw0hKSkKvXr14OXkiIiK6awaFkn/961/45z//iREjRhi7HyIiIjJTBn37xsXFBa6ursbuhYiIiMyYQaHkjTfewLJly9DQ0GDsfoiIiMhMGfTxzVtvvYX//Oc/8PT0RJ8+fWBlZSW7Py8vzyjNERERkfkwKJRMnDjRyG0QERGRuTMolCxfvtzYfRAREZGZM/jiaQCQm5uLoqIiCIKAoKAgXmKeiIiIDGZQKLl06RKeeuopHDp0CM7OzhBFERqNBqNHj8bu3bvh7u5u7D6JiIiomzPo2zcLFixAXV0dTp48iatXr6KmpgaFhYWoq6vDwoULjd0jERERmQGDjpRkZGTgq6++QmBgoFQLCgrCX//6V4wZM8ZozREREZH5MOhIiVar1fkaMABYWVnp/B6c23nnnXcQEhICJycnODk5ISoqCv/617+k+0VRxIoVK+Dt7Q07OzuMGjUKJ0+elG2jqakJCxYsQM+ePeHg4ICEhARcuHBBtqampgZJSUlQq9VQq9VISkpCbW1t14YmIiKie8qgUPK73/0OL774IioqKqRaeXk5XnrpJURHR+u9HR8fH6xduxY5OTnIycnB7373O0yYMEEKHqmpqVi3bh3S0tJw/PhxeHl5ITY2FvX19dI2kpOTsXfvXuzevRvff/89rl27hvj4eLS1tUlrEhMTUVBQgIyMDGRkZKCgoABJSUmGjE5ERET3iEEf36SlpWHChAno06cPfH19IQgCzp07h+DgYHzwwQd6b2f8+PGy23/84x/xzjvv4MiRIwgKCsKGDRvw+uuvY9KkSQCAbdu2wdPTE7t27cLcuXOh0Wjw3nvvYceOHYiJiQEAfPDBB/D19cVXX32FuLg4FBUVISMjA0eOHEFkZCQA4G9/+xuioqJQUlKCgIAAQ14CIiIiMjKDQomvry/y8vKQmZmJ4uJiiKKIoKAgKRgYoq2tDR9//DGuX7+OqKgolJaWoqqqSnaOio2NDUaOHImsrCzMnTsXubm5aGlpka3x9vbGoEGDkJWVhbi4OGRnZ0OtVkuBBACGDRsGtVqNrKwshhIiIiKFuKvrlMTGxiI2NvauGvjxxx8RFRWFGzduoEePHti7dy+CgoKQlZUFAPD09JSt9/T0RFlZGQCgqqoK1tbWcHFx0VlTVVUlrfHw8NB5Xg8PD2lNR5qamtDU1CTdrqurAwC0traitbUVAGBhYQELCwtotVrZuTTt9ba2NoiieMe6paUlBEGQtntzHYDso6jb1VUqFURRlNUFQYClpaVOj53VORNn6spMtz6O/k9rayu0Wq0i9lO77vSzx5nur5n0pXcoefvttzFnzhzY2tri7bffvu3arnwtOCAgAAUFBaitrcU//vEPTJs2DYcPH5buFwRBtl4URZ3arW5d09H6O21nzZo1WLlypU49Pz8fDg4OAAB3d3f4+fmhtLQUly9fltb4+PjAx8cHp0+fhkajker9+vWDh4cHCgsL0djYKNUHDhwIZ2dn5Ofny3ZkSEgIrK2tkZOTI+shPDwczc3NOHHihFSztLREREQENBoNiouLpbqdnR1CQ0NRXV2NM2fOSHW1Wo3AwEBUVFTITgzmTJypKzOVlJSAOlZUVAQ3NzdF7Ceg+/3scab7ayZ9P5UQxJsj0W307dsXOTk5cHNzQ9++fTvfoCDIXrCuiomJgZ+fH15++WX4+fkhLy9PdqXYCRMmwNnZGdu2bcM333yD6OhoXL16VXa0JDQ0FBMnTsTKlSvx/vvvY9GiRTrftnF2dsb69esxY8aMDvvo6EiJr68vrly5AicnJwDKS6LdMV1zJmXPlJeXh8jISLyw8ys8EBgKAsqL/o20KTE4evQowsPDFbGf2nWnnz3OdH/N1NDQALVaDY1GI72HdkTvIyWlpaUd/ruxiaKIpqYm9O3bF15eXsjMzJRCSXNzMw4fPow333wTABAWFgYrKytkZmZi8uTJAIDKykoUFhYiNTUVABAVFQWNRoNjx45h6NChAICjR49Co9Fg+PDhnfZhY2MDGxsbnbpKpYJKJX/Z2nfmrdp3jr71W7drSF0QhA7rnfXY1Tpn4kw31zu7n355bdr3jan30826y8/ezTjT/TGTPkz6f5TXXnsNY8eOha+vL+rr67F7924cOnQIGRkZEAQBycnJSElJgb+/P/z9/ZGSkgJ7e3skJiYC+OWw1axZs7B48WK4ubnB1dUVS5YsQXBwsHTSbWBgIB599FHMnj0bmzdvBgDMmTMH8fHxPMmViIhIQfQOJYsWLdJ7o+vWrdNr3cWLF5GUlITKykqo1WqEhIQgIyNDOnl26dKlaGxsxPz581FTU4PIyEgcOHAAjo6O0jbWr18PlUqFyZMno7GxEdHR0UhPT5elvZ07d2LhwoXSt3QSEhKQlpam9zxERER07+l9Tsno0aP126Ag4JtvvrmrppSorq5Or8/DiMxJXl4ewsLCeE7JTdrPKcnNzcWQIUNM3Q6RIuj7Hqr3kZKDBw8apTEiIiKijhh0mXkiIiIiY9P7SEn7pd718cknnxjUDBEREZkvvUOJWq2+l30QERGRmdM7lGzduvVe9kFERERmjueUEBERkSLofaRkyJAh+Prrr+Hi4oLBgwff9vfG5OXlGaU5IiIiMh96h5IJEyZIl12fOHHiveqHiIiIzJTeoWT58uUd/jsRERGRMdz17765du2a7DcQAuAVT4mIiKjLDDrRtbS0FOPGjYODgwPUajVcXFzg4uICZ2dnuLi4GLtHIiIiMgMGHSmZMmUKAOD999+Hp6fnbU96JSIiItKHQaHkxIkTyM3NRUBAgLH7ISIiIjNl0Mc3EREROH/+vLF7ISIiIjNm0JGSLVu24LnnnkN5eTkGDRoEKysr2f0hISFGaY6IiIjMh0Gh5PLly/jPf/6DGTNmSDVBECCKIgRBQFtbm9EaJCIiIvNgUCiZOXMmBg8ejA8//JAnuhIREZFRGBRKysrK8Nlnn6F///7G7oeIiIjMlEEnuv7ud7/Dv//9b2P3QkRERGbMoCMl48ePx0svvYQff/wRwcHBOie6JiQkGKU5IiIiMh8GhZLnnnsOALBq1Sqd+3iiKxERERnCoFBy6++6ISIiIrpbd/0L+W4nODgYX3zxBXx9fe/l0xCRCXkB8Cn9CR6mbkQhhNKf4GXqJojuU/c0lJw9exYtLS338imIyMTmAnj5f+aZug1FaTR1A0T3qXsaSoio+9sMwG71O/Do62/qVhThUulP2Pw/88DT/Ym6jqGEiO5KFYALff0hBoaauhVFKMcvrwkRdZ1B1ykhIiIiMjaGEiIiIlIEhhIiIiJShLsOJTdu3Oj0vs2bN8PT0/Nun4KIiIjMgEGhRKvV4o033sADDzyAHj164MyZMwCAP/zhD3jvvfekdYmJiXBwcDBOp0RERNStGRRKVq9ejfT0dKSmpsLa2lqqBwcHY8uWLUZrjoiIiMyHQaFk+/btePfddzFlyhRYWlpK9ZCQEBQXFxutOSIiIjIfBoWS8vJy9O/fX6eu1Wp5BVciIiIyiEGh5KGHHsJ3332nU//4448xePDgu26KiIiIzI9BV3Rdvnw5kpKSUF5eDq1Wi08++QQlJSXYvn079u/fb+weiYiIyAwYdKRk/Pjx2LNnD7744gsIgoBly5ahqKgIn3/+OWJjY43dIxEREZkBg3/3TVxcHOLi4ozZCxEREZkxXtGViIiIFMGgIyUWFhYQBKHT+9va2gxuiIiIiMyTQaFk7969ststLS3Iz8/Htm3bsHLlSqM0RkRERObFoFAyYcIEndoTTzyBhx56CHv27MGsWbPuujEiIiIyL0Y9pyQyMhJfffWVMTdJREREZsJooaSxsRH/+7//Cx8fH2NtkoiIiMyIQR/fuLi4yE50FUUR9fX1sLe3xwcffGC05oiIiMh8GHSkZMOGDVi/fr305+2338b+/ftRVlaGhIQEvbezZs0aREREwNHRER4eHpg4cSJKSkpka0RRxIoVK+Dt7Q07OzuMGjUKJ0+elK1pamrCggUL0LNnTzg4OCAhIQEXLlyQrampqUFSUhLUajXUajWSkpJQW1tryPhERER0Dxh0pGTatGlGefLDhw/j+eefR0REBFpbW/H6669jzJgxOHXqFBwcHAAAqampWLduHdLT0zFgwACsXr0asbGxKCkpgaOjIwAgOTkZn3/+OXbv3g03NzcsXrwY8fHxyM3NlX6LcWJiIi5cuICMjAwAwJw5c5CUlITPP//cKLMQERHR3TH4iq61tbU4duwYLl26BK1WK7vvmWee0Wsb7QGh3datW+Hh4YHc3Fw88sgjEEURGzZswOuvv45JkyYBALZt2wZPT0/s2rULc+fOhUajwXvvvYcdO3YgJiYGAPDBBx/A19cXX331FeLi4lBUVISMjAwcOXIEkZGRAIC//e1viIqKQklJCQICAgx9GYiIiMhIDAoln3/+OaZMmYLr16/D0dFRdn6JIAh6h5JbaTQaAICrqysAoLS0FFVVVRgzZoy0xsbGBiNHjkRWVhbmzp2L3NxctLS0yNZ4e3tj0KBByMrKQlxcHLKzs6FWq6VAAgDDhg2DWq1GVlYWQwkREZECGBRKFi9ejJkzZyIlJQX29vZGaUQURSxatAi/+c1vMGjQIABAVVUVAMDT01O21tPTE2VlZdIaa2truLi46Kxpf3xVVRU8PDx0ntPDw0Nac6umpiY0NTVJt+vq6gAAra2taG1tBfDLlW0tLCyg1WplR4va621tbRBF8Y51S0tLCIIgbffmOqB7hdzO6iqVCqIoyuqCIMDS0lKnx87qnIkzdWWmWx9H/6e1tRVarVYR+6ldd/rZ40z310z6MiiUlJeXY+HChUYLJADwwgsv4MSJE/j+++917rv1kvaiKN72Mvcdrelo/e22s2bNmg6vTpufny+d7+Lu7g4/Pz+Ulpbi8uXL0hofHx/4+Pjg9OnT0tEfAOjXrx88PDxQWFiIxsZGqT5w4EA4OzsjPz9ftiNDQkJgbW2NnJwcWQ/h4eFobm7GiRMnpJqlpSUiIiKg0WhQXFws1e3s7BAaGorq6mqcOXNGqqvVagQGBqKiokJ2UjBn4kxdmenWE9Pp/xQVFcHNzU0R+wnofj97nOn+mknfTyQE8eZIpKdJkybhqaeewuTJk7v60A4tWLAA+/btw7fffou+fftK9TNnzsDPzw95eXkYPHiwVJ8wYQKcnZ2xbds2fPPNN4iOjsbVq1dlR0tCQ0MxceJErFy5Eu+//z4WLVqk820bZ2dnrF+/HjNmzNDpqaMjJb6+vrhy5QqcnJwAKC+Jdsd0zZmUPVNeXh4iIyPxws6v8EBgKAgoL/o30qbE4OjRowgPD1fEfmrXnX72ONP9NVNDQwPUajU0Go30HtoRg46UjBs3Dv/93/+NU6dOITg4GFZWVrL79f1asCiKWLBgAfbu3YtDhw7JAgkA9O3bF15eXsjMzJRCSXNzMw4fPow333wTABAWFgYrKytkZmZKIamyshKFhYVITU0FAERFRUGj0eDYsWMYOnQoAODo0aPQaDQYPnx4h73Z2NjAxsZGp65SqaBSyV+29p15q/ado2/91u0aUhcEocN6Zz12tc6ZONPN9c7up19em/Z9Y+r9dLPu8rN3M850f8ykD4MeNXv2bADAqlWrdO4TBEHvz5Kef/557Nq1C59++ikcHR2l8zvUajXs7OwgCAKSk5ORkpICf39/+Pv7S+exJCYmSmtnzZqFxYsXw83NDa6urliyZAmCg4Olb+MEBgbi0UcfxezZs7F582YAv3wlOD4+nie5EhERKYRBoeTWrwAb6p133gEAjBo1SlbfunUrpk+fDgBYunQpGhsbMX/+fNTU1CAyMhIHDhyQrlECAOvXr4dKpcLkyZPR2NiI6OhopKenyxLfzp07sXDhQulbOgkJCUhLSzPKHERERHT3DDqn5GY3btyAra2tsfpRrLq6Or0+DyMyJ3l5eQgLC+M5JTdpP6ckNzcXQ4YMMXU7RIqg73uoQZeZb2trwxtvvIEHHngAPXr0kM4E/sMf/oD33nvPsI6JiIjIrBkUSv74xz8iPT0dqampsLa2lurBwcHYsmWL0ZojIiIi82FQKNm+fTveffddTJkyRXbeRkhIiOx71URERET6MiiUlJeXo3///jp1rVaLlpaWu26KiIiIzI9BoeShhx7Cd999p1P/+OOPZRc5IyIiItKXQV8JXr58OZKSklBeXg6tVotPPvkEJSUl2L59O/bv32/sHomIiMgMGHSkZPz48dizZw+++OILCIKAZcuWoaioCJ9//jliY2ON3SMRERGZAYOvER0XF4e4uDhj9kJERERmzKAjJTNmzMDXX3+Nu7zuGhEREZHEoFBy5coVjBs3Dj4+Pli8eDHy8/ON3RcRERGZGYNCyWeffYaqqiosX74cubm5CA8PR1BQEFJSUnD27Fkjt0hERETmwKBQAgDOzs6YM2cODh06hLKyMsyYMQM7duzo8PolRERERHdicChp19LSgpycHBw9ehRnz56Fp6enMfoiIiIiM2NwKDl48CBmz54NT09PTJs2DY6Ojvj8889x/vx5Y/ZHREREZsKgrwT7+PjgypUriIuLw+bNmzF+/HjY2toauzciIiIyIwaFkmXLluH3v/89XFxcjN0PERERmSmDPr6ZM2cOXFxc8PPPP+PLL79EY2MjAPC6JURERGQwg69TEh0djQEDBuCxxx5DZWUlAODZZ5/F4sWLjdogERERmQeDQslLL70EKysrnDt3Dvb29lL9ySefREZGhtGaIyIiIvNh0DklBw4cwJdffgkfHx9Z3d/fH2VlZUZpjIiIiMyLQUdKrl+/LjtC0q66uho2NjZ33RQRERGZH4NCySOPPILt27dLtwVBgFarxZ/+9CeMHj3aaM0RERGR+TDo45s///nPGDlyJHJyctDc3IylS5fi5MmTuHr1Kn744Qdj90hERERmoMtHSlpaWjB//nx89tlnGDp0KGJjY3H9+nVMmjQJ+fn58PPzuxd9EhERUTfX5SMlVlZWKCwshJubG1auXHkveiIiIiIzZNA5Jc888wzee+89Y/dCREREZsygc0qam5uxZcsWZGZmIjw8HA4ODrL7161bZ5TmiIiIyHwYFEoKCwsxZMgQAMDp06dl9wmCcPddERERkdkxKJQcPHjQ2H0QERGRmTPonBIiIiIiY2MoISIiIkVgKCEiIiJFYCghIiIiRTDoRFcioptdKv3JpM/f0nQDNRXn4eLtCysbW5P2YurXguh+xlBCRAbr2bMn7Ozt8dH/zDN1K4piZ2+Pnj17mroNovsOQwkRGax3794oLipCdXW1SfsoKirC1KlT8cEHHyAwMNCkvQC/hLXevXubug2i+w5DCRHdld69eyvmDTgwMFC6sCMR3X94oisREREpAkMJERERKQJDCRERESkCQwkREREpAkMJERERKQJDCRERESkCQwkREREpAkMJERERKYJJQ8m3336L8ePHw9vbG4IgYN++fbL7RVHEihUr4O3tDTs7O4waNQonT56UrWlqasKCBQvQs2dPODg4ICEhARcuXJCtqampQVJSEtRqNdRqNZKSklBbW3uPpyMiIqKuMGkouX79OkJDQ5GWltbh/ampqVi3bh3S0tJw/PhxeHl5ITY2FvX19dKa5ORk7N27F7t378b333+Pa9euIT4+Hm1tbdKaxMREFBQUICMjAxkZGSgoKEBSUtI9n4+IiIi6QFQIAOLevXul21qtVvTy8hLXrl0r1W7cuCGq1Wpx06ZNoiiKYm1trWhlZSXu3r1bWlNeXi5aWFiIGRkZoiiK4qlTp0QA4pEjR6Q12dnZIgCxuLhY7/40Go0IQNRoNIaOSET3SG5urghAzM3NNXUrRNQBfd9DFXtOSWlpKaqqqjBmzBipZmNjg5EjRyIrKwsAkJubi5aWFtkab29vDBo0SFqTnZ0NtVqNyMhIac2wYcOgVqulNURERGR6iv2FfFVVVQAAT09PWd3T0xNlZWXSGmtra7i4uOisaX98VVUVPDw8dLbv4eEhrelIU1MTmpqapNt1dXUAgNbWVrS2tgIALCwsYGFhAa1WC61WK61tr7e1tUEUxTvWLS0tIQiCtN2b6wBkH0Xdrq5SqSCKoqwuCAIsLS11euyszpk40/04U3v/ra2tEEWxW8zUHfcTZzLfmfSl2FDSThAE2e32/+Hczq1rOlp/p+2sWbMGK1eu1Knn5+fDwcEBAODu7g4/Pz+Ulpbi8uXL0hofHx/4+Pjg9OnT0Gg0Ur1fv37w8PBAYWEhGhsbpfrAgQPh7OyM/Px82Y4MCQmBtbU1cnJyZD2Eh4ejubkZJ06ckGqWlpaIiIiARqNBcXGxVLezs0NoaCiqq6tx5swZqa5WqxEYGIiKigrZicGciTPdjzMVFRUBAIqKijBgwIBuMVN33E+cyXxnCggIgD4E8eZIZEKCIGDv3r2YOHEiAODMmTPw8/NDXl4eBg8eLK2bMGECnJ2dsW3bNnzzzTeIjo7G1atXZUdLQkNDMXHiRKxcuRLvv/8+Fi1apPNtG2dnZ6xfvx4zZszosJ+OjpT4+vriypUrcHJyAqC8JNod0zVn4kz6zJSbm4vIyEgcPXoUERER3WKm7rifOJP5ztTQ0AC1Wg2NRiO9h3ZEsUdK+vbtCy8vL2RmZkqhpLm5GYcPH8abb74JAAgLC4OVlRUyMzMxefJkAEBlZSUKCwuRmpoKAIiKioJGo8GxY8cwdOhQAMDRo0eh0WgwfPjwTp/fxsYGNjY2OnWVSgWVSv6yte/MW7XvHH3rt27XkLogCB3WO+uxq3XOxJk6q5typvbnValU0hHQ+30mfXvsap0zcSbANDPpw6Sh5Nq1a/j555+l26WlpSgoKICrqyt69+6N5ORkpKSkwN/fH/7+/khJSYG9vT0SExMB/HLYatasWVi8eDHc3Nzg6uqKJUuWIDg4GDExMQCAwMBAPProo5g9ezY2b94MAJgzZw7i4+P1PpxERERE955JQ0lOTg5Gjx4t3V60aBEAYNq0aUhPT8fSpUvR2NiI+fPno6amBpGRkThw4AAcHR2lx6xfvx4qlQqTJ09GY2MjoqOjkZ6eLkt7O3fuxMKFC6Vv6SQkJHR6bRQiIiIyDcWcU6J0dXV1en0eRkS/vry8PISFhSE3NxdDhgwxdTtEdAt930MVe50SIiIiMi8MJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCAwlREREpAgMJURERKQIDCVERESkCGYVSjZu3Ii+ffvC1tYWYWFh+O6770zdEhEREf1/ZhNK9uzZg+TkZLz++uvIz8/Hb3/7W4wdOxbnzp0zdWtEREQEMwol69atw6xZs/Dss88iMDAQGzZsgK+vL9555x1Tt0ZEREQAVKZu4NfQ3NyM3NxcvPLKK7L6mDFjkJWVZaKuiAgAGhoaUFxcfFfbKCoqkv3zbg0cOBD29vZG2RYR6c8sQkl1dTXa2trg6ekpq3t6eqKqqqrDxzQ1NaGpqUm6XVdXBwBobW1Fa2srAMDCwgIWFhbQarXQarXS2vZ6W1sbRFG8Y93S0hKCIEjbvbkOAG1tbXrVVSoVRFGU1QVBgKWlpU6PndU5E2f6tWcqLCxEZGQkjGHq1KlG2c7Ro0cxdOhQ7ifOxJmMNJO+zCKUtBMEQXZbFEWdWrs1a9Zg5cqVOvX8/Hw4ODgAANzd3eHn54fS0lJcvnxZWuPj4wMfHx+cPn0aGo1Gqvfr1w8eHh4oLCxEY2OjVB84cCCcnZ2Rn58v25EhISGwtrZGTk6OrIfw8HA0NzfjxIkTUs3S0hIRERHQaDSyv3Xa2dkhNDQU1dXVOHPmjFRXq9UIDAxERUUFLly4INU5E2f6tWe6ceMG0tPT4ezsDF9fX5w/fx61tbXSeg8PD3h6eqK0tBTXrl2T6g888ABcXV1x+vRp1NXVobKyEr169UJAQAAcHR1x8uRJ2f+M+/fvDysrK52jKYGBgWhpacHPP/8s1dr/QsL9xJk4k3FmCggIgD4E8eZI1E01NzfD3t4eH3/8MR5//HGp/uKLL6KgoACHDx/WeUxHR0p8fX1x5coVODk5AVBeEu2O6ZozcSbOxJk40/0/U0NDA9RqNTQajfQe2hGzCCUAEBkZibCwMGzcuFGqBQUFYcKECVizZs0dH19XV6fXC0pERERy+r6Hms3HN4sWLUJSUhLCw8MRFRWFd999F+fOncNzzz1n6taIiIgIZhRKnnzySVy5cgWrVq1CZWUlBg0ahC+++AIPPvigqVsjIiIimNHHN3eLH98QEREZRt/3ULO5eBoREREpG0MJERERKQJDCRERESkCQwkREREpAkMJERERKQJDCRERESmC2Vyn5G61f3O6/RfzERERkX7a3zvvdBUShhI91dfXAwB8fX1N3AkREdH9qb6+Hmq1utP7efE0PWm1WlRUVMDR0bHT3yxMRKbR/gszz58/z4sbEimQKIqor6+Ht7c3LCw6P3OEoYSI7nu84jJR98ATXYmIiEgRGEqIiIhIERhKiOi+Z2Njg+XLl8PGxsbUrRDRXeA5JURERKQIPFJCREREisBQQkRERIrAUEJERESKwFBCREREisBQQkT3tW+//Rbjx4+Ht7c3BEHAvn37TN0SERmIoYSI7mvXr19HaGgo0tLSTN0KEd0l/kI+IrqvjR07FmPHjjV1G0RkBDxSQkRERIrAUEJERESKwFBCREREisBQQkRERIrAUEJERESKwG/fENF97dq1a/j555+l26WlpSgoKICrqyt69+5tws6IqKv4W4KJ6L526NAhjB49Wqc+bdo0pKen//oNEZHBGEqIiIhIEXhOCRERESkCQwkREREpAkMJERERKQJDCRERESkCQwkREREpAkMJERERKQJDCRERESkCQwkREREpAkMJERERKQJDCRERESkCQwkREREpAkMJERERKcL/A4Xh0L8oXYAUAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from box_plot import box_plot\n", + "davy_df_outliers = box_plot(davy_df, column =\"revenue_millions_\", title=\"revenue in millions dollars\", color=\"skyblue\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, "id": "407b7d34-22bf-4539-ab4e-4270f6437d92", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ + "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", - "sns.boxplot(x=davy_df[\"players_millions\"])" + "from box_plot import box_plot\n", + "davy_df_outliers = box_plot(davy_df, column =\"players_millions\", title=\"number of players\", color=\"skyblue\")" ] }, { "cell_type": "code", - "execution_count": null, - "id": "ce0ad286-3635-4432-8075-22dcf5adf802", + "execution_count": 27, + "id": "894c842c-4216-4a3e-bb4f-ba0d182b15a4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ + "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", - "sns.boxplot(x=davy_df[\"metacritic_score\"])" + "from box_plot import box_plot\n", + "davy_df_outliers = box_plot(davy_df, column =\"metacritic_score\", title=\"the metacritic score\", color=\"skyblue\")" ] }, { "cell_type": "code", "execution_count": null, - "id": "1755f0eb-174b-4ace-bf81-a166a817a277", + "id": "7b1a3e5f-c0a5-447a-92c6-fb940a31d743", "metadata": {}, "outputs": [], "source": [] diff --git a/notebooks/Main_Kaggle_RevTitle2000_2024.xlsx b/notebooks/Main_Kaggle_RevTitle2000_2024.xlsx deleted file mode 100644 index a0ec37ed9274826909fe10bb7a4f9d126ea51d52..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 76049 zcmeFYbyQ@}mL`h3ySqc-?(T&YUWFA7g}XZ>?i6kXg}W9c?pk=^?(Pnm!|(Q;p8Mu@ z_w?$S_tyOJa;=Q>#on=Z?D$TsII&MgswqLk;6NZCAV5^IMtp(zhY$Tb_OxYlw03uJ 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a/notebooks/box_plot.py b/notebooks/box_plot.py new file mode 100644 index 00000000..387b8d37 --- /dev/null +++ b/notebooks/box_plot.py @@ -0,0 +1,39 @@ +# box_plot.py +#================================================================ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt +#================================================================ + +def box_plot(df, column ="", title="Boxplot", ylabel=None, color="skyblue"): + """ + Create a boxplot for a specific column in a pandas DataFrame. + + Parameters + ---------- + df : pd.DataFrame + The DataFrame containing the data. + column : str + Column name to plot. + title : str, optional + Title of the plot (default: "Boxplot"). + ylabel : str, optional + Label for the y-axis (default: column name). + color : str, optional + Color of the box (default: "skyblue"). + + Returns + ------- + None + Displays the boxplot. + """ + plt.figure(figsize=(6,4)) + plt.boxplot(df[column], patch_artist=True, + boxprops=dict(facecolor=color, color="black"), + medianprops=dict(color="red")) + plt.title(title) + plt.ylabel(ylabel if ylabel else column) + plt.grid(True, axis="y", linestyle="--", alpha=0.7) + plt.show() + + diff --git a/notebooks/duplicate.py b/notebooks/duplicate.py new file mode 100644 index 00000000..8b14200c --- /dev/null +++ b/notebooks/duplicate.py @@ -0,0 +1,25 @@ +# duplicate.py +#================================================================ +import pandas as pd + +#================================================================ + +def remove_duplicate_rows(df, columns=None, keep="first"): # here, we keep the first occurrence of each duplicate row + """ + Remove duplicate rows from a pandas DataFrame. + + Parameters + ---------- + df : pd.DataFrame + The DataFrame to clean. + keep : {"first", "last", False}, optional + - "first": keep the first occurrence (default) + - "last": keep the last occurrence + - False: drop all duplicates + + Returns + ------- + pd.DataFrame + A DataFrame without duplicate rows. + """ + return df.drop_duplicates(subset=columns, keep=keep).reset_index(drop=True) diff --git a/notebooks/duplicated_values.py b/notebooks/duplicated_values.py deleted file mode 100644 index 581e8443..00000000 --- a/notebooks/duplicated_values.py +++ /dev/null @@ -1,18 +0,0 @@ -# Add all the imports needed by the functions in the project here -#================================================================ -import pandas as pd - -#================================================================ - -# Remember to modify your functions to use the template shown below - - - """ - - This function delete the diplicated rows - - """ - -def delete_duplicate_values (df.duplicated()) # shows the duplicated values - df.function_drop.duplicates () # deleate the duplicated raws - diff --git a/data/raw/functions.py b/notebooks/functions.py similarity index 100% rename from data/raw/functions.py rename to notebooks/functions.py diff --git a/notebooks/outliers.py b/notebooks/outliers.py deleted file mode 100644 index e8efa8d8..00000000 --- a/notebooks/outliers.py +++ /dev/null @@ -1,20 +0,0 @@ -# Add all the imports needed by the functions in the project here -#================================================================ -import pandas as pd -import seaborn as sns -#================================================================ - -# Remember to modify your functions to use the template shown below - - - """ - - This is a visualization chart that shows the spread of values and highlights outliers. - - """ - - # Your function code here - -def function_outliers_values (sns.boxplot(x=davy_df["column"]) - - return boxplot diff --git a/notebooks/scatter_plot.py b/notebooks/scatter_plot.py new file mode 100644 index 00000000..9847ca66 --- /dev/null +++ b/notebooks/scatter_plot.py @@ -0,0 +1,42 @@ +# Add all the imports needed by the functions in the project here +#================================================================ +import pandas as pd +import matplotlib.pyplot as plt +#================================================================ + + +def scatter_plot(df, x_col, y_col, title="Scatter Plot", xlabel=None, ylabel=None, color="blue", marker="o"): + """ + Create a scatter plot from a pandas DataFrame. + + Parameters + ---------- + df : pd.DataFrame + The DataFrame containing the data. + x_col : str + Column name for the x-axis. + y_col : str + Column name for the y-axis. + title : str, optional + Title of the plot (default: "Scatter Plot"). + xlabel : str, optional + Label for the x-axis (default: x_col). + ylabel : str, optional + Label for the y-axis (default: y_col). + color : str, optional + Color of the points (default: "blue"). + marker : str, optional + Marker style (default: "o"). + + Returns + ------- + None + Displays the scatter plot. + """ + plt.figure(figsize=(6,4)) + plt.scatter(df[x_col], df[y_col], color=color, marker=marker) + plt.title(title) + plt.xlabel(xlabel if xlabel else x_col) + plt.ylabel(ylabel if ylabel else y_col) + plt.grid(True) + plt.show() \ No newline at end of file From 77ba04b9daa188b743609635313dd1238b9528cf Mon Sep 17 00:00:00 2001 From: ruiparreira75 Date: Tue, 9 Dec 2025 16:30:34 +0000 Subject: [PATCH 07/21] "adding readme and rui_clean" --- README.md | 141 +++++--- notebooks/data_clean_rui.ipynb | 583 +++++++++++++++++++++++++++++++-- 2 files changed, 652 insertions(+), 72 deletions(-) diff --git a/README.md b/README.md index f637438f..37d873cb 100644 --- a/README.md +++ b/README.md @@ -1,62 +1,125 @@ -# Project overview -... +# Ravenclaw Gaming Investment Group -# Installation +# Team Members: +Ako +Rui +Davy +Charul -1. **Clone the repository**: +# Day 1 - Project Initiation & Data Selection -```bash -git clone https://github.com/YourUsername/repository_name.git -``` +## 1. Introduction to your project -2. **Install UV** +We are a group of game investors in Europe, and we are looking for where to invest in the gaming industry. +- Which platforms are most profitable and sustainable? +- Which genres and titles drive growth? +- How critical ratings align with commercial success. +- Where future investments (publishing, studios, or platform partnerships) will yield the highest returns. -If you're a MacOS/Linux user type: +# The fund’s objectives: +- Maximize long‑term return by backing platforms and genres with strong, growing revenues.​ +- Control risk by avoiding segments where sales are highly volatile or dependent on rare “hit” games.​ -```bash -curl -LsSf https://astral.sh/uv/install.sh | sh -``` -If you're a Windows user open an Anaconda Powershell Prompt and type : +## 2. Dataset Selection -```bash -powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex" -``` +# To look for this, we took the database Gaming Trend 2000-2024 as our research lab to build an investment thesis. -3. **Create an environment** +https://www.kaggle.com/datasets/haseebindata/gaming-industry-trends-1000-rows -```bash -uv venv -``` +This dataset provides detailed information of a thosand console games, including: -3. **Activate the environment** +Game Title +Genre +Platform +Release Year +Developer +Revenue (Millions $) +Players (Millions) +Peak +Concurrent Players +Metacritic Score +Esports Popularity +Trending Status -If you're a MacOS/Linux user type (if you're using a bash shell): +This dataset is good to do some market research, look for best genres and most revenue. -```bash -source ./venv/bin/activate -``` +## 3. Data Transformation +The original dataset was almost clean, but we've clenead with some techniques, then we save each function on a diferent .py file to apply later. -If you're a MacOS/Linux user type (if you're using a csh/tcsh shell): +Charul: +null values (to check) +filling Null Values +column standardization (drop columns, head names, etc.) -```bash -source ./venv/bin/activate.csh -``` +Davy: +outlier handling +duplicate data -If you're a Windows user type: +Rui: +format the data (REGIX) +datatype handling (verify type, convert to int, float, or string) -```bash -.\venv\Scripts\activate -``` +Ako: +date/time cleaning +resetting the index -4. **Install dependencies**: +# 4. Createad a Kanban board for project management purposes on Trello. +We organized the tasks between before and after lunch for all week. +https://trello.com/b/p5use74G/ravenclaw -```bash -uv pip install -r requirements.txt -``` -# Questions -... +# 5. Created a Github repository for the project: +https://github.com/tomapasta/first_project + +We created the repository and defined the colaboration status for all group members. We use branch and merge techniques, so all files are always updated. We have practiced working collaboratively on the repository. + + +# Day 2 – Data Examination and hyphothesis + +On day 2, we began understanding the dataset and created the questions for the following fields: + +## 1 . PS vs Xbox vs Nintendo +Which platform has the highest average revenue per game, and which has the highest median revenue per game? +How has the average Critic Score for the top five most active platforms (by number of releases) changed over the last decade (2000-2024)? Which platform shows the steadiest or steepest growth/decline in user score over this period? + +## 2. Content and genre +Which genres (e.g., action, sports, RPG, family) generate the highest average and total revenue by platform? + +## 3. Ratings vs financial performance + +- Overall, what is the correlation between Metacritic critic score and revenue? +- Is there a “threshold” score (for example, above 80) after which median revenue increases sharply? (tested with bins like 0–69, 70–79, 80–89, 90+.​) + +## 4. Portfolio and investment decision questions +If the fund can only invest in one console ecosystem, which platform looks most attractive based on: +- Which companies have scores above 80 from Metacritic +- Which companies delivered the best revenue +- Revenue growth over time +- How many players are in the genre, and by console, etc + + + +# Day 3 – Conclusions | Assembling report + +## 1. Steps for analysis + +- For drawing conclusions we made group by for Platform and Genre and look for each revenue, ascending by total revenue +- We made a corrilation between Metacritic Score and Revenue using a scatter graphic fom matplotlib.pyplot and seaborn +- WE created a score bin for 0, 69, 79, 89, 100 to compare with revenue. + + + + +missing from: +Ako +Davy +Charul + + + +genre_revenue[['Total_Revenue', 'Average_Revenue']] = genre_revenue[['Total_Revenue', 'Average_Revenue'] + # Dataset ... diff --git a/notebooks/data_clean_rui.ipynb b/notebooks/data_clean_rui.ipynb index 9a1a8e40..21c8394b 100644 --- a/notebooks/data_clean_rui.ipynb +++ b/notebooks/data_clean_rui.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 34, + "execution_count": 1, "id": "e1707075", "metadata": {}, "outputs": [], @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 2, "id": "794baf11", "metadata": {}, "outputs": [ @@ -150,7 +150,7 @@ "4 91 Yes Stable " ] }, - "execution_count": 35, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 3, "id": "2894702b", "metadata": {}, "outputs": [ @@ -182,7 +182,7 @@ "dtype: object" ] }, - "execution_count": 36, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -193,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 4, "id": "ee7c3536", "metadata": {}, "outputs": [], @@ -204,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 5, "id": "ea309cc5", "metadata": {}, "outputs": [ @@ -225,7 +225,7 @@ "dtype: object" ] }, - "execution_count": 38, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -244,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 6, "id": "615ff13d", "metadata": {}, "outputs": [], @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 7, "id": "473b03eb", "metadata": {}, "outputs": [], @@ -272,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 8, "id": "0432d584", "metadata": {}, "outputs": [], @@ -282,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 9, "id": "57a24053", "metadata": {}, "outputs": [ @@ -290,7 +290,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_22056\\367378753.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\367378753.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", " df[text_cols] = df[text_cols].applymap(clean_string_content)\n" ] } @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 10, "id": "3a99ed76", "metadata": {}, "outputs": [ @@ -309,7 +309,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_22056\\4187115134.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\4187115134.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", " df = df.applymap(clean_string_content)\n" ] } @@ -320,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 11, "id": "4e4b442a", "metadata": {}, "outputs": [ @@ -408,8 +408,8 @@ " nintendo switch\n", " 2024\n", " microsoft\n", - " 1695.50\n", - " 184.40\n", + " 1695.5\n", + " 184.4\n", " 20.15\n", " 73\n", " yes\n", @@ -441,22 +441,22 @@ "3 shadow realms 4 action nintendo switch 2024 microsoft \n", "4 cyber quest 2 adventure xbox 2024 microsoft \n", "\n", - " Revenue (Millions $) Players (Millions) Peak Concurrent Players \\\n", - "0 1847.58 44.96 14.07 \n", - "1 4835.79 115.65 56.27 \n", - "2 2628.55 169.67 74.74 \n", - "3 1695.50 184.40 20.15 \n", - "4 4529.75 17.28 5.83 \n", + " Revenue (Millions $) Players (Millions) Peak Concurrent Players \\\n", + "0 1847.58 44.96 14.07 \n", + "1 4835.79 115.65 56.27 \n", + "2 2628.55 169.67 74.74 \n", + "3 1695.5 184.4 20.15 \n", + "4 4529.75 17.28 5.83 \n", "\n", - " Metacritic Score Esports Popularity Trending Status \n", - "0 87 yes declining \n", - "1 92 yes stable \n", - "2 99 no declining \n", - "3 73 yes stable \n", - "4 91 yes stable " + " Metacritic Score Esports Popularity Trending Status \n", + "0 87 yes declining \n", + "1 92 yes stable \n", + "2 99 no declining \n", + "3 73 yes stable \n", + "4 91 yes stable " ] }, - "execution_count": 53, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -467,11 +467,528 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "f4c99b09", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "df['Revenue (Millions $)'] = pd.to_numeric(df['Revenue (Millions $)'], errors='coerce')" + ] + }, + { + "cell_type": "markdown", + "id": "85b60a59", + "metadata": {}, + "source": [ + "# Which genres (e.g., action, sports, RPG, family) generate the highest average and total revenue by platform?" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ce18e629", + "metadata": {}, + "outputs": [], + "source": [ + "genre_revenue = df.groupby(['Platform', 'Genre']).agg({\n", + " 'Revenue (Millions $)': ['sum', 'mean']\n", + "}).reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4104f83c", + "metadata": {}, + "outputs": [], + "source": [ + "genre_revenue.columns = ['Platform', 'Genre', 'Total_Revenue', 'Average_Revenue']" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "3903ee0c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Platform Genre Total_Revenue Average_Revenue\n", + "9 cross platform strategy 63749.17 2549.97\n", + "51 xbox adventure 63039.65 2740.85\n", + "29 nintendo switch strategy 61813.02 2809.68\n", + "32 pc fighting 61438.32 2559.93\n", + "48 playstation sports 61317.60 2358.37\n", + "52 xbox fighting 56639.95 2981.05\n", + "20 nintendo switch action 56370.00 2684.29\n", + "44 playstation racing 55937.87 2663.71\n", + "18 mobile sports 54351.47 2470.52\n", + "0 cross platform action 53490.93 2431.41\n", + "39 pc strategy 53220.83 2534.33\n", + "27 nintendo switch simulation 52701.85 3293.87\n", + "35 pc rpg 52540.26 2918.90\n", + "10 mobile action 51958.20 2361.74\n", + "6 cross platform shooter 50185.18 2509.26\n", + "40 playstation action 49408.10 2906.36\n", + "53 xbox horror 48488.73 2424.44\n", + "43 playstation horror 47881.96 2280.09\n", + "14 mobile racing 47339.52 2491.55\n", + "2 cross platform fighting 47294.49 2955.91\n", + "47 playstation simulation 45215.22 2055.24\n", + "16 mobile shooter 44625.51 2789.09\n", + "23 nintendo switch horror 44378.72 2610.51\n", + "56 xbox shooter 44002.76 2750.17\n", + "55 xbox rpg 43420.07 2894.67\n", + "38 pc sports 43334.93 2280.79\n", + "8 cross platform sports 43227.55 2058.45\n", + "22 nintendo switch fighting 43184.56 2540.27\n", + "30 pc action 43152.70 2054.89\n", + "4 cross platform racing 42088.73 2475.81\n", + "13 mobile horror 41952.72 3227.13\n", + "28 nintendo switch sports 41284.39 2428.49\n", + "15 mobile rpg 40621.58 3124.74\n", + "59 xbox strategy 40411.20 2245.07\n", + "37 pc simulation 37827.19 2225.13\n", + "50 xbox action 36995.99 1947.16\n", + "1 cross platform adventure 36562.04 2812.46\n", + "34 pc racing 36361.10 2797.01\n", + "36 pc shooter 35041.45 2190.09\n", + "46 playstation shooter 34990.88 2186.93\n", + "49 playstation strategy 34126.67 2437.62\n", + "26 nintendo switch shooter 34047.15 2127.95\n", + "12 mobile fighting 32602.88 2716.91\n", + "7 cross platform simulation 32527.39 2957.04\n", + "31 pc adventure 31833.79 2893.98\n", + "42 playstation fighting 31779.89 2118.66\n", + "33 pc horror 31560.18 2254.30\n", + "54 xbox racing 30709.10 2047.27\n", + "21 nintendo switch adventure 30208.18 2323.71\n", + "19 mobile strategy 29666.65 1854.17\n", + "11 mobile adventure 28087.96 1872.53\n", + "3 cross platform horror 28076.26 2552.39\n", + "41 playstation adventure 27938.43 2328.20\n", + "17 mobile simulation 27893.41 2789.34\n", + "45 playstation rpg 27025.02 2456.82\n", + "5 cross platform rpg 26427.15 2202.26\n", + "57 xbox simulation 26077.35 2370.67\n", + "25 nintendo switch rpg 21823.75 2424.86\n", + "58 xbox sports 21470.37 1951.85\n", + "24 nintendo switch racing 21289.83 2128.98\n" + ] + } + ], + "source": [ + "genre_revenue[['Total_Revenue', 'Average_Revenue']] = genre_revenue[['Total_Revenue', 'Average_Revenue']].round(2)\n", + "genre_revenue = genre_revenue.sort_values(by='Total_Revenue', ascending=False)\n", + "print(genre_revenue)" + ] + }, + { + "cell_type": "markdown", + "id": "911524af", + "metadata": {}, + "source": [ + "# Overall, what is the correlation between Metacritic critic score and revenue?" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c99b0db4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.015594655811296102\n" + ] + } + ], + "source": [ + "correlation = df['Metacritic Score'].corr(df['Revenue (Millions $)'])\n", + "print(correlation)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "abffc6fc", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "788c2372", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['Metacritic Score'], df['Revenue (Millions $)'], c='#dd3d6e')\n", + "plt.xlabel('Metacritic Score')\n", + "plt.ylabel('Revenue (Millions $)')\n", + "plt.title('Correlation between Metacritic Score and Revenue')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e47f93c4", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5958449a", + "metadata": {}, + "outputs": [], + "source": [ + "df['Metacritic Score'] = df['Metacritic Score'].astype(float)\n", + "df['Revenue (Millions $)'] = df['Revenue (Millions $)'].astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "ecb0407f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending StatusScore_Bin
0pixel odyssey 2actionplaystation2024square enix1847.5844.9614.0787.0yesdeclining80-89
1battle warriors 4strategycross platform2024ea4835.79115.6556.2792.0yesstable90+
2legends of valor 2shooterxbox2024square enix2628.55169.6774.7499.0nodeclining90+
3shadow realms 4actionnintendo switch2024microsoft1695.50184.420.1573.0yesstable70-79
4cyber quest 2adventurexbox2024microsoft4529.7517.285.8391.0yesstable90+
\n", + "
" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 pixel odyssey 2 action playstation 2024 square enix \n", + "1 battle warriors 4 strategy cross platform 2024 ea \n", + "2 legends of valor 2 shooter xbox 2024 square enix \n", + "3 shadow realms 4 action nintendo switch 2024 microsoft \n", + "4 cyber quest 2 adventure xbox 2024 microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Peak Concurrent Players \\\n", + "0 1847.58 44.96 14.07 \n", + "1 4835.79 115.65 56.27 \n", + "2 2628.55 169.67 74.74 \n", + "3 1695.50 184.4 20.15 \n", + "4 4529.75 17.28 5.83 \n", + "\n", + " Metacritic Score Esports Popularity Trending Status Score_Bin \n", + "0 87.0 yes declining 80-89 \n", + "1 92.0 yes stable 90+ \n", + "2 99.0 no declining 90+ \n", + "3 73.0 yes stable 70-79 \n", + "4 91.0 yes stable 90+ " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "40609836", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Score_Bin Revenue (Millions $)\n", + "0 0-69 2496.760\n", + "1 70-79 2241.105\n", + "2 80-89 2588.840\n", + "3 90+ 2577.560\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\649818765.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " median_revenue_by_bin = df.groupby('Score_Bin')['Revenue (Millions $)'].median().reset_index()\n" + ] + } + ], + "source": [ + "median_revenue_by_bin = df.groupby('Score_Bin')['Revenue (Millions $)'].median().reset_index()\n", + "\n", + "print(median_revenue_by_bin)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "8bf43439", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "b09cb6b1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\3869036706.py:1: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", + "\n", + " sns.barplot(\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(\n", + " x='Score_Bin',\n", + " y='Revenue (Millions $)',\n", + " data=df,\n", + " estimator=np.median,\n", + " ci=None\n", + ")\n", + "\n", + "plt.title('Median Revenue by Metacritic Score Bin')\n", + "plt.ylabel('Median Revenue (Millions $)')\n", + "plt.xlabel('Metacritic Score Range')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "288b1823", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Developer\n", + "sony 47\n", + "microsoft 46\n", + "rockstar 45\n", + "square enix 44\n", + "capcom 44\n", + "ubisoft 39\n", + "activision 37\n", + "ea 35\n", + "bandai namco 34\n", + "nintendo 32\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "high_score_games = df[df['Metacritic Score'] > 80]\n", + "companies_above_80 = high_score_games['Developer'].unique()\n", + "company_counts = high_score_games['Developer'].value_counts()\n", + "print(company_counts)" + ] } ], "metadata": { From e76d205fedb7526daec533f9bb6ac31c3cf166c0 Mon Sep 17 00:00:00 2001 From: DavyN25 Date: Tue, 9 Dec 2025 17:40:19 +0100 Subject: [PATCH 08/21] update day2 --- notebooks/clean_string_content.py | 20 +- notebooks/cleaning_data_set.ipynb | 1854 ++++++++++++++++++++ notebooks/davy_analyse.ipynb | 2731 +++++++++++++++++++++++++++++ notebooks/functions_Ako.py | 32 +- 4 files changed, 4613 insertions(+), 24 deletions(-) create mode 100644 notebooks/cleaning_data_set.ipynb create mode 100644 notebooks/davy_analyse.ipynb diff --git a/notebooks/clean_string_content.py b/notebooks/clean_string_content.py index 71d4fa9f..d6f788bd 100644 --- a/notebooks/clean_string_content.py +++ b/notebooks/clean_string_content.py @@ -1,18 +1,18 @@ # Add all the imports needed by the functions in the project here #================================================================ -# +import pandas as pd +import re #================================================================ # Remember to modify your functions to use the template shown below - -def function_name(input1: data_type1, input2: data_type2,..., opt_arg: data_type_opt= default_value) -> output_data_type: + + # Your function code here +def clean_strings(text: str) -> str: """ This functions uses a REGEX to clean the text on the rows, like especial characters, spaces, etc. But in this case it's applied to text, leaving the """ - - # Your function code here -def clean_string_content(text): + if pd.isna(text): return text text = str(text) @@ -20,11 +20,7 @@ def clean_string_content(text): text = re.sub(r'[^a-z0-9\s.]+', ' ', text) text = re.sub(r'\s+', ' ', text) text = text.strip() - return text - -text_cols = df.select_dtypes(include="object").columns -df[text_cols] = df[text_cols].applymap(clean_string_content) -df = df.applymap(clean_string_content) + return text - return opuput + diff --git a/notebooks/cleaning_data_set.ipynb b/notebooks/cleaning_data_set.ipynb new file mode 100644 index 00000000..4db8e52f --- /dev/null +++ b/notebooks/cleaning_data_set.ipynb @@ -0,0 +1,1854 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6feced10-e68c-45eb-86f1-51235bd9cba9", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import rename_columns\n", + "from clean_string_content import clean_strings\n", + "import duplicate\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from box_plot import box_plot\n", + "import functions_Ako\n", + "import yaml" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ae71f196-a2c5-47b2-af6c-64724f2da3aa", + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " with open(\"../config.yaml\", \"r\") as file:\n", + " config = yaml.safe_load(file)\n", + "except:\n", + " print(\"Configuration file not found\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d6cd8ba5-7c5b-44fe-b6ed-e3232d7a0bd3", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "08ffc937-a5d2-4cd1-975e-e15c5ed9a61b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
....................................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4922.3853YesStable
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2074.5157YesDeclining
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0150.8582NoRising
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9225.9366NoRising
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.730.7790NoStable
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891YesStable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score \\\n", + "0 1847.58 44.96 87 \n", + "1 4835.79 115.65 92 \n", + "2 2628.55 169.67 99 \n", + "3 1695.50 184.40 73 \n", + "4 4529.75 17.28 91 \n", + "\n", + " Esports Popularity Trending Status \n", + "0 Yes Declining \n", + "1 Yes Stable \n", + "2 No Declining \n", + "3 Yes Stable \n", + "4 Yes Stable " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Drop column 'Peak Concurrent Players'\n", + "df.drop('Peak Concurrent Players', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "744a5a40-d659-4a4b-992f-9203212c8c11", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic ScoreTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687Declining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592Stable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799Declining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073Stable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891Stable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score Trending Status \n", + "0 1847.58 44.96 87 Declining \n", + "1 4835.79 115.65 92 Stable \n", + "2 2628.55 169.67 99 Declining \n", + "3 1695.50 184.40 73 Stable \n", + "4 4529.75 17.28 91 Stable " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Drop column 'Esports Popularity'\n", + "df.drop('Esports Popularity', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cbd40e67-784d-46d2-852f-98044c721c10", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic Score
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score \n", + "0 1847.58 44.96 87 \n", + "1 4835.79 115.65 92 \n", + "2 2628.55 169.67 99 \n", + "3 1695.50 184.40 73 \n", + "4 4529.75 17.28 91 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Drop column 'Trending Status'\n", + "df.drop('Trending Status', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b9148598-a161-42f2-ac90-6971453add87", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_score
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891
...........................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4953
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2057
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0182
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9266
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.7390
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game_titlegenreplatformrelease_yeardeveloper
0pixel odyssey 2actionplaystation2024square enix
1battle warriors 4strategycross platform2024ea
2legends of valor 2shooterxbox2024square enix
3shadow realms 4actionnintendo switch2024microsoft
4cyber quest 2adventurexbox2024microsoft
..................
995warzone chronicles 1horrornintendo switch2000ubisoft
996zombie outbreak 3fightingcross platform2000ubisoft
997battle warriors 5fightingpc2000rockstar
998cyber quest 2adventurecross platform2000activision
999legends of valor 2adventurexbox2000microsoft
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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_score
0pixel odyssey 2actionplaystation2024square enix1847.5844.9687
1battle warriors 4strategycross platform2024ea4835.79115.6592
2legends of valor 2shooterxbox2024square enix2628.55169.6799
3shadow realms 4actionnintendo switch2024microsoft1695.50184.4073
4cyber quest 2adventurexbox2024microsoft4529.7517.2891
...........................
995warzone chronicles 1horrornintendo switch2000ubisoft2654.16174.4953
996zombie outbreak 3fightingcross platform2000ubisoft2170.46155.2057
997battle warriors 5fightingpc2000rockstar2040.85166.0182
998cyber quest 2adventurecross platform2000activision2657.88112.9266
999legends of valor 2adventurexbox2000microsoft4030.543.7390
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" + ], + "text/plain": [ + " game_title genre platform release_year \\\n", + "0 pixel odyssey 2 action playstation 2024 \n", + "1 battle warriors 4 strategy cross platform 2024 \n", + "2 legends of valor 2 shooter xbox 2024 \n", + "3 shadow realms 4 action nintendo switch 2024 \n", + "4 cyber quest 2 adventure xbox 2024 \n", + ".. ... ... ... ... \n", + "995 warzone chronicles 1 horror nintendo switch 2000 \n", + "996 zombie outbreak 3 fighting cross platform 2000 \n", + "997 battle warriors 5 fighting pc 2000 \n", + "998 cyber quest 2 adventure cross platform 2000 \n", + "999 legends of valor 2 adventure xbox 2000 \n", + "\n", + " developer revenue_millions players_millions metacritic_score \n", + "0 square enix 1847.58 44.96 87 \n", + "1 ea 4835.79 115.65 92 \n", + "2 square enix 2628.55 169.67 99 \n", + "3 microsoft 1695.50 184.40 73 \n", + "4 microsoft 4529.75 17.28 91 \n", + ".. ... ... ... ... \n", + "995 ubisoft 2654.16 174.49 53 \n", + "996 ubisoft 2170.46 155.20 57 \n", + "997 rockstar 2040.85 166.01 82 \n", + "998 activision 2657.88 112.92 66 \n", + "999 microsoft 4030.54 3.73 90 \n", + "\n", + "[1000 rows x 8 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Remove duplicate rows\n", + "df = duplicate.remove_duplicate_rows(df, keep=\"first\")\n", + "display(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "3384f0f0-5261-4810-b190-a9929e93c5d7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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revenue_millionsplayers_millionsmetacritic_score
count1000.0000001000.0000001000.000000
mean2483.017800103.49982074.990000
std1412.62945158.86956214.618536
min11.4300000.53000050.000000
25%1276.19000052.00500062.000000
50%2476.130000107.04000076.000000
75%3677.797500155.63250087.000000
max4999.790000199.980000100.000000
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" + ], + "text/plain": [ + " revenue_millions players_millions metacritic_score\n", + "count 1000.000000 1000.000000 1000.000000\n", + "mean 2483.017800 103.499820 74.990000\n", + "std 1412.629451 58.869562 14.618536\n", + "min 11.430000 0.530000 50.000000\n", + "25% 1276.190000 52.005000 62.000000\n", + "50% 2476.130000 107.040000 76.000000\n", + "75% 3677.797500 155.632500 87.000000\n", + "max 4999.790000 199.980000 100.000000" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dc716dd9-b90f-45c8-834c-a2d0a9501445", + "metadata": {}, + "outputs": [], + "source": [ + "box_plot(df, column =\"revenue_millions\", title=\"revenue in millions dollars\", color=\"skyblue\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3aa63ed5-4aef-4187-9206-56c14a9c29ef", + "metadata": {}, + "outputs": [], + "source": [ + "box_plot(df, column =\"players_millions\", title=\"number of players\", color=\"skyblue\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "54c443aa-0fef-4313-b61d-dca2af055cc5", + "metadata": {}, + "outputs": [], + "source": [ + "box_plot(df, column =\"metacritic_score\", title=\"the metacritic score\", color=\"skyblue\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "33c28bca-11cc-4368-b6da-d05336575c43", + "metadata": {}, + "outputs": [], + "source": [ + "df = functions_Ako.index_reset(df)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d2b8edea-4b79-4e46-b1be-40d34fe18fc9", + "metadata": {}, + "outputs": [], + "source": [ + "df[\"release_year\"] = df[\"release_year\"].astype(str).str.strip().str.replace(\" \", \"\")\n", + "df[\"release_year\"] = df[\"release_year\"].astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9922b562-80f9-47bf-b981-4af12265c821", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/davy_analyse.ipynb b/notebooks/davy_analyse.ipynb new file mode 100644 index 00000000..09ddf4cc --- /dev/null +++ b/notebooks/davy_analyse.ipynb @@ -0,0 +1,2731 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6feced10-e68c-45eb-86f1-51235bd9cba9", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import rename_columns\n", + "from clean_string_content import clean_strings\n", + "import duplicate\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from box_plot import box_plot\n", + "import functions_Ako\n", + "import yaml" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ae71f196-a2c5-47b2-af6c-64724f2da3aa", + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " with open(\"../config.yaml\", \"r\") as file:\n", + " config = yaml.safe_load(file)\n", + "except:\n", + " print(\"Configuration file not found\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d6cd8ba5-7c5b-44fe-b6ed-e3232d7a0bd3", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "08ffc937-a5d2-4cd1-975e-e15c5ed9a61b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
....................................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4922.3853YesStable
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2074.5157YesDeclining
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0150.8582NoRising
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9225.9366NoRising
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.730.7790NoStable
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1000 rows × 11 columns

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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 \n", + "2 Legends of Valor 2 Shooter Xbox 2024 \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 \n", + "4 Cyber Quest 2 Adventure Xbox 2024 \n", + ".. ... ... ... ... \n", + "995 Warzone Chronicles 1 Horror Nintendo Switch 2000 \n", + "996 Zombie Outbreak 3 Fighting Cross-Platform 2000 \n", + "997 Battle Warriors 5 Fighting PC 2000 \n", + "998 Cyber Quest 2 Adventure Cross-Platform 2000 \n", + "999 Legends of Valor 2 Adventure Xbox 2000 \n", + "\n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "0 Square Enix 1847.58 44.96 \n", + "1 EA 4835.79 115.65 \n", + "2 Square Enix 2628.55 169.67 \n", + "3 Microsoft 1695.50 184.40 \n", + "4 Microsoft 4529.75 17.28 \n", + ".. ... ... ... \n", + "995 Ubisoft 2654.16 174.49 \n", + "996 Ubisoft 2170.46 155.20 \n", + "997 Rockstar 2040.85 166.01 \n", + "998 Activision 2657.88 112.92 \n", + "999 Microsoft 4030.54 3.73 \n", + "\n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "0 14.07 87 Yes \n", + "1 56.27 92 Yes \n", + "2 74.74 99 No \n", + "3 20.15 73 Yes \n", + "4 5.83 91 Yes \n", + ".. ... ... ... \n", + "995 22.38 53 Yes \n", + "996 74.51 57 Yes \n", + "997 50.85 82 No \n", + "998 25.93 66 No \n", + "999 0.77 90 No \n", + "\n", + " Trending Status \n", + "0 Declining \n", + "1 Stable \n", + "2 Declining \n", + "3 Stable \n", + "4 Stable \n", + ".. ... \n", + "995 Stable \n", + "996 Declining \n", + "997 Rising \n", + "998 Rising \n", + "999 Stable \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(config['input_data']['file'])\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "32b580ea-d516-405b-afce-f35d84fbaed7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
2FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
3FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
4FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
....................................
995FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
996FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
997FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
998FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
999FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 False False False False False \n", + "1 False False False False False \n", + "2 False False False False False \n", + "3 False False False False False \n", + "4 False False False False False \n", + ".. ... ... ... ... ... \n", + "995 False False False False False \n", + "996 False False False False False \n", + "997 False False False False False \n", + "998 False False False False False \n", + "999 False False False False False \n", + "\n", + " Revenue (Millions $) Players (Millions) Peak Concurrent Players \\\n", + "0 False False False \n", + "1 False False False \n", + "2 False False False \n", + "3 False False False \n", + "4 False False False \n", + ".. ... ... ... \n", + "995 False False False \n", + "996 False False False \n", + "997 False False False \n", + "998 False False False \n", + "999 False False False \n", + "\n", + " Metacritic Score Esports Popularity Trending Status \n", + "0 False False False \n", + "1 False False False \n", + "2 False False False \n", + "3 False False False \n", + "4 False False False \n", + ".. ... ... ... \n", + "995 False False False \n", + "996 False False False \n", + "997 False False False \n", + "998 False False False \n", + "999 False False False \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Checking for Null Values\n", + "\n", + "df.isnull()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8f9db157-a97e-48de-87f5-ac2cb53438eb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Game Title False\n", + "Genre False\n", + "Platform False\n", + "Release Year False\n", + "Developer False\n", + "Revenue (Millions $) False\n", + "Players (Millions) False\n", + "Peak Concurrent Players False\n", + "Metacritic Score False\n", + "Esports Popularity False\n", + "Trending Status False\n", + "dtype: bool" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Check for null values in each column\n", + "df.isna().any()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1ca7e20a-bc55-409e-ac2b-173467b63e8e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Game Title 0\n", + "Genre 0\n", + "Platform 0\n", + "Release Year 0\n", + "Developer 0\n", + "Revenue (Millions $) 0\n", + "Players (Millions) 0\n", + "Peak Concurrent Players 0\n", + "Metacritic Score 0\n", + "Esports Popularity 0\n", + "Trending Status 0\n", + "dtype: int64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Count the number of null values in each column\n", + "df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "dd421207-1582-411a-ba7e-ee858c4d8c75", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891YesStable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score \\\n", + "0 1847.58 44.96 87 \n", + "1 4835.79 115.65 92 \n", + "2 2628.55 169.67 99 \n", + "3 1695.50 184.40 73 \n", + "4 4529.75 17.28 91 \n", + "\n", + " Esports Popularity Trending Status \n", + "0 Yes Declining \n", + "1 Yes Stable \n", + "2 No Declining \n", + "3 Yes Stable \n", + "4 Yes Stable " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Drop column 'Peak Concurrent Players'\n", + "df.drop('Peak Concurrent Players', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "744a5a40-d659-4a4b-992f-9203212c8c11", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic ScoreTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687Declining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592Stable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799Declining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073Stable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891Stable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score Trending Status \n", + "0 1847.58 44.96 87 Declining \n", + "1 4835.79 115.65 92 Stable \n", + "2 2628.55 169.67 99 Declining \n", + "3 1695.50 184.40 73 Stable \n", + "4 4529.75 17.28 91 Stable " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Drop column 'Esports Popularity'\n", + "df.drop('Esports Popularity', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cbd40e67-784d-46d2-852f-98044c721c10", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic Score
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score \n", + "0 1847.58 44.96 87 \n", + "1 4835.79 115.65 92 \n", + "2 2628.55 169.67 99 \n", + "3 1695.50 184.40 73 \n", + "4 4529.75 17.28 91 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Drop column 'Trending Status'\n", + "df.drop('Trending Status', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b9148598-a161-42f2-ac90-6971453add87", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_score
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891
...........................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4953
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2057
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0182
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9266
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.7390
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game_titlegenreplatformrelease_yeardeveloper
0pixel odyssey 2actionplaystation2024square enix
1battle warriors 4strategycross platform2024ea
2legends of valor 2shooterxbox2024square enix
3shadow realms 4actionnintendo switch2024microsoft
4cyber quest 2adventurexbox2024microsoft
..................
995warzone chronicles 1horrornintendo switch2000ubisoft
996zombie outbreak 3fightingcross platform2000ubisoft
997battle warriors 5fightingpc2000rockstar
998cyber quest 2adventurecross platform2000activision
999legends of valor 2adventurexbox2000microsoft
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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_score
0pixel odyssey 2actionplaystation2024square enix1847.5844.9687
1battle warriors 4strategycross platform2024ea4835.79115.6592
2legends of valor 2shooterxbox2024square enix2628.55169.6799
3shadow realms 4actionnintendo switch2024microsoft1695.50184.4073
4cyber quest 2adventurexbox2024microsoft4529.7517.2891
...........................
995warzone chronicles 1horrornintendo switch2000ubisoft2654.16174.4953
996zombie outbreak 3fightingcross platform2000ubisoft2170.46155.2057
997battle warriors 5fightingpc2000rockstar2040.85166.0182
998cyber quest 2adventurecross platform2000activision2657.88112.9266
999legends of valor 2adventurexbox2000microsoft4030.543.7390
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1000 rows × 8 columns

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" + ], + "text/plain": [ + " game_title genre platform release_year \\\n", + "0 pixel odyssey 2 action playstation 2024 \n", + "1 battle warriors 4 strategy cross platform 2024 \n", + "2 legends of valor 2 shooter xbox 2024 \n", + "3 shadow realms 4 action nintendo switch 2024 \n", + "4 cyber quest 2 adventure xbox 2024 \n", + ".. ... ... ... ... \n", + "995 warzone chronicles 1 horror nintendo switch 2000 \n", + "996 zombie outbreak 3 fighting cross platform 2000 \n", + "997 battle warriors 5 fighting pc 2000 \n", + "998 cyber quest 2 adventure cross platform 2000 \n", + "999 legends of valor 2 adventure xbox 2000 \n", + "\n", + " developer revenue_millions players_millions metacritic_score \n", + "0 square enix 1847.58 44.96 87 \n", + "1 ea 4835.79 115.65 92 \n", + "2 square enix 2628.55 169.67 99 \n", + "3 microsoft 1695.50 184.40 73 \n", + "4 microsoft 4529.75 17.28 91 \n", + ".. ... ... ... ... \n", + "995 ubisoft 2654.16 174.49 53 \n", + "996 ubisoft 2170.46 155.20 57 \n", + "997 rockstar 2040.85 166.01 82 \n", + "998 activision 2657.88 112.92 66 \n", + "999 microsoft 4030.54 3.73 90 \n", + "\n", + "[1000 rows x 8 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Remove duplicate rows\n", + "df = duplicate.remove_duplicate_rows(df, keep=\"first\")\n", + "display(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3384f0f0-5261-4810-b190-a9929e93c5d7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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revenue_millionsplayers_millionsmetacritic_score
count1000.0000001000.0000001000.000000
mean2483.017800103.49982074.990000
std1412.62945158.86956214.618536
min11.4300000.53000050.000000
25%1276.19000052.00500062.000000
50%2476.130000107.04000076.000000
75%3677.797500155.63250087.000000
max4999.790000199.980000100.000000
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" + ], + "text/plain": [ + " revenue_millions players_millions metacritic_score\n", + "count 1000.000000 1000.000000 1000.000000\n", + "mean 2483.017800 103.499820 74.990000\n", + "std 1412.629451 58.869562 14.618536\n", + "min 11.430000 0.530000 50.000000\n", + "25% 1276.190000 52.005000 62.000000\n", + "50% 2476.130000 107.040000 76.000000\n", + "75% 3677.797500 155.632500 87.000000\n", + "max 4999.790000 199.980000 100.000000" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "dc716dd9-b90f-45c8-834c-a2d0a9501445", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot(df, column =\"revenue_millions\", title=\"revenue in millions dollars\", color=\"skyblue\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "3aa63ed5-4aef-4187-9206-56c14a9c29ef", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot(df, column =\"players_millions\", title=\"number of players\", color=\"skyblue\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "54c443aa-0fef-4313-b61d-dca2af055cc5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Xw4YNs2re3t4aNGiQUlNTNX36dH3zzTf64YcfHLYJDQ1Vz549lZqaWm/oKCsrU1lZmXW7qKhIklRRUaGKigpJkpubm9zc3FRVVaWqqipr2+p6ZWWlaua1+uru7u4yDMPab826pForMvXVPTw8ZJqmQ90wDLm7u9fqsb46MzGT3TOVlJQoIyPjkmc6d+6cjh49qqioKPn4+FzSTDExMWrTpg3HiZmYqYlmaowWGzpyc3MlSUFBQQ71oKAgZWVlWdt4eXmpXbt2tbapfnxdFi9erIULF9aqp6WlqXXr1pKkgIAARUVFKTMzUydOnLC2CQsLU1hYmA4cOKDCwkKr3rVrVwUGBmrPnj0qLS216jExMWrbtq3S0tIcDlRcXJy8vLy0bds2hx769eun8vJy7dq1y6q5u7urf//+KiwsVEZGhlX38fFR7969lZ+fryNHjlh1f39/xcbGKicnx+H8FmZiJrtn2r9/v6ZMmaKW5NVXX9Wvf/1rjhMzMVMTzdS9e3c1VIv9eCU1NVUDBgxQTk6OQkJCrO2mTZumY8eOaf369VqzZo3uueceh1ULSRo6dKiioqK0YsWKOp+rrpWO8PBwFRQUWEtDLS1JumI6ZibXn6mpVjoyMjI0efJk/e1vf1NsbCwrHXXU+dtjpuaaqaSk5Mr/eCU4OFjS+dWMmqEjLy/PWv0IDg5WeXm5Tp065bDakZeXp4SEhHr37e3tLW9v71p1Dw8PeXg4viTVB+tC1S9+Q+sX7teZumEYddbr67GxdWZipvrqzs7Upk0bXXfddXU+T2NUP3dsbKyuvfbaS96fxHFyps5MzHSxekO02Ot0REZGKjg4WJs2bbJq5eXl2rx5sxUo+vbtK09PT4dtjh8/rj179lw0dAAAAPs160rHmTNndOjQIet2ZmamduzYofbt2ysiIkKJiYlKTk5WdHS0oqOjlZycLF9fX02cOFHS+c+77r33Xs2ePVsdOnRQ+/bt9eijj6pXr1669dZbm2ssAABQh2YNHdu2bdOQIUOs27NmzZIkTZ48WatWrdLcuXNVWlqqGTNm6NSpU4qPj9fGjRvl5+dnPebZZ5+Vh4eHxo8fr9LSUt1yyy1atWpVvctIAACgebSYE0mbE9fpAFq27du3q2/fvvrmm2+a7JwOAE2jMe+hLfacDgAA4FoIHQAAwBaEDgAAYAtCBwAAsAWhAwAA2ILQAQAAbEHoAAAAtiB0AAAAWxA6AACALQgdAADAFoQOAABgC0IHAACwBaEDAADYgtABAABsQegAAAC2IHQAAABbEDoAAIAtCB0AAMAWhA4AAGALQgcAALAFoQMAANiC0AEAAGxB6AAAALYgdAAAAFsQOgAAgC0IHQAAwBaEDgAAYAtCBwAAsAWhAwAA2ILQAQAAbEHoAAAAtiB0AAAAWxA6AACALQgdAADAFoQOAABgC0IHAACwBaEDAADYgtABAABsQegAAAC2IHQAAABbEDoAAIAtCB0AAMAWhA4AAGALQgcAALAFoQMAANiixYeO4uJiJSYmqnPnzvLx8VFCQoK2bt1q3W+appKSkhQaGiofHx8NHjxYe/fubcaOAQBAXVp86Ljvvvu0adMmvfbaa9q9e7eGDRumW2+9Vd99950kacmSJVq2bJmWL1+urVu3Kjg4WEOHDlVxcXEzdw4AAGpq0aGjtLRUb731lpYsWaKbbrpJV111lZKSkhQZGamXXnpJpmkqJSVFCxYs0NixY9WzZ0+tXr1aJSUlWrNmTXO3DwAAavBo7gYupqKiQpWVlWrVqpVD3cfHR1988YUyMzOVm5urYcOGWfd5e3tr0KBBSk1N1fTp0+vcb1lZmcrKyqzbRUVF1vNVVFRIktzc3OTm5qaqqipVVVVZ21bXKysrZZrmj9bd3d1lGIa135p1SaqsrGxQ3cPDQ6ZpOtQNw5C7u3utHuurMxMzXakzVc9QvY0rzFSzR1c5Tsz005ypMVp06PDz89MNN9ygP/zhD4qNjVVQUJBef/11bdmyRdHR0crNzZUkBQUFOTwuKChIWVlZ9e538eLFWrhwYa16WlqaWrduLUkKCAhQVFSUMjMzdeLECWubsLAwhYWF6cCBAyosLLTqXbt2VWBgoPbs2aPS0lKrHhMTo7Zt2yotLc3hQMXFxcnLy0vbtm1z6KFfv34qLy/Xrl27rJq7u7v69++vwsJCZWRkWHUfHx/17t1b+fn5OnLkiFX39/dXbGyscnJylJ2dbdWZiZmu1Jn2798vSTpz5owkucRM1VzpODHTT3Om7t27q6EMs2bsaYEOHz6sqVOn6rPPPpO7u7uuvfZadevWTdu3b9df//pXDRgwQDk5OQoJCbEeM23aNB07dkzr16+vc591rXSEh4eroKBAbdq0kdTykqQrpmNmYqaGzrR9+3bFx8dr27Zt6tu3r0vMVLNHVzlOzPTTnKmkpET+/v4qLCy03kPr06JXOiQpKipKmzdv1tmzZ1VUVKSQkBBNmDBBkZGRCg4OliTl5uY6hI68vLxaqx81eXt7y9vbu1bdw8NDHh6OL0n1wbpQ9Yvf0PqF+3WmbhhGnfX6emxsnZmYqb56c89U/dyGYTS69/rqzT1TQ3psbJ2ZmElqnpkaqkWfSFpT69atFRISolOnTmnDhg0aM2aMFTw2bdpkbVdeXq7NmzcrISGhGbsFAAAXavErHRs2bJBpmurevbsOHTqkOXPmqHv37rrnnntkGIYSExOVnJys6OhoRUdHKzk5Wb6+vpo4cWJztw4AAGpo8aGjsLBQ8+fPV3Z2ttq3b69f/vKXeuqpp+Tp6SlJmjt3rkpLSzVjxgydOnVK8fHx2rhxo/z8/Jq5cwAAUFOLP5HUDkVFRQ0+CQaA/bZv366+ffvqm2++0bXXXtvc7QCooTHvoVfMOR0AAODKRugAAAC2IHQAAABbEDoAAIAtCB0AAMAWhA4AAGALQgcAALAFoQMAANiC0AEAAGzR4i+DDqD5fPvtt8rPz2/uNpSenu7wn82pY8eOioiIaO42gCsSoQNAnb799lvFxMaqtKSkuVux3H333c3dgnx8fZWRnk7wAJxA6ABQp/z8fJWWlGj8ky8pMDK6WXv5oeycTuUcU7vQcHl6t2q2PvIyD+qN3z6o/Px8QgfgBEIHgIsKjIxWp9jezd2GulwT39wtALhEnEgKAABsQegAAAC2IHQAAABbEDoAAIAtCB0AAMAWhA4AAGALQgcAALAFoQMAANiC0AEAAGxB6AAAALYgdAAAAFs4HTpee+01DRgwQKGhocrKypIkpaSk6N///neTNQcAAFyHU6HjpZde0qxZszRixAidPn1alZWVkqS2bdsqJSWlKfsDAAAuwqnQ8cILL+gvf/mLFixYIHd3d6ver18/7d69u8maAwAArsOp0JGZmak+ffrUqnt7e+vs2bOX3BQAAHA9ToWOyMhI7dixo1Z93bp16tGjx6X2BAAAXJCHMw+aM2eOHnroIZ07d06maerrr7/W66+/rsWLF+uvf/1rU/cIAABcgFOh45577lFFRYXmzp2rkpISTZw4UZ06ddJzzz2nX/3qV03dIwAAcAGNDh0VFRX6+9//rtGjR2vatGnKz89XVVWVAgMDL0d/AADARTT6nA4PDw89+OCDKisrkyR17NiRwAEAAH6UUyeSxsfHKy0tral7AQAALsypczpmzJih2bNnKzs7W3379lXr1q0d7o+Li2uS5gAAgOtwKnRMmDBBkjRz5kyrZhiGTNOUYRjWFUoBAACqORU6MjMzm7oPAADg4pwKHZ07d27qPgAAgItzKnRI0uHDh5WSkqL09HQZhqHY2Fj95je/UVRUVFP2BwAAXIRT317ZsGGDevTooa+//lpxcXHq2bOntmzZoquvvlqbNm1q6h4BAIALcGqlY968eXrkkUf0xz/+sVb9scce09ChQ5ukOQAA4DqcWulIT0/XvffeW6s+depU7du375KbAgAArsep0BEQEFDnr8zu2LGDq5MCAIA6OfXxyrRp03T//ffryJEjSkhIkGEY+uKLL/T0009r9uzZTd0jAABwAU6Fjt/97nfy8/PTM888o/nz50uSQkNDlZSU5HDBMAAAgGpOfbxiGIYeeeQRZWdnq7CwUIWFhcrOztZvfvMbGYbRpA1WVFTot7/9rSIjI+Xj46OuXbtq0aJFqqqqsrYxTVNJSUkKDQ2Vj4+PBg8erL179zZpHwAA4NI4FToyMzN18OBBSZKfn5/8/PwkSQcPHtTRo0ebrDlJevrpp7VixQotX75c6enpWrJkiZYuXaoXXnjB2mbJkiVatmyZli9frq1btyo4OFhDhw5VcXFxk/YCAACc51TomDJlilJTU2vVt2zZoilTplxqTw6+/PJLjRkzRiNHjlSXLl10xx13aNiwYdq2bZuk86scKSkpWrBggcaOHauePXtq9erVKikp0Zo1a5q0FwAA4DynzulIS0vTgAEDatWvv/56Pfzww5fcVE0DBw7UihUrdODAAXXr1k07d+7UF198oZSUFEnnV11yc3M1bNgw6zHe3t4aNGiQUlNTNX369Fr7LCsrU1lZmXW7qKhI0vmPcioqKiRJbm5ucnNzU1VVlcNHOdX1yspKmab5o3V3d3cZhmHtt2ZdUq0fx6uv7uHhIdM0HeqGYcjd3b1Wj/XVmYmZGjPThY/Df1VUVKiqqqpFHKdqrvS3x0xX1kyN4VToMAyjzo8uCgsLm/wXZh977DEVFhYqJiZG7u7uqqys1FNPPaU777xTkpSbmytJCgoKcnhcUFCQsrKy6tzn4sWLtXDhwlr1tLQ0tW7dWtL5rwVHRUUpMzNTJ06csLYJCwtTWFiYDhw4oMLCQqvetWtXBQYGas+ePSotLbXqMTExatu2rdLS0hxem7i4OHl5eVkrNtX69eun8vJy7dq1y6q5u7urf//+KiwsVEZGhlX38fFR7969lZ+fryNHjlh1f39/xcbGKicnR9nZ2VadmZipMTPt379fqFt6ero6dOjQIo6T5Hp/e8x0Zc3UvXt3NZRh1ow9DTRq1Cj5+vrq9ddfd0g+EyZM0NmzZ7Vu3brG7rJe//jHPzRnzhwtXbpUV199tXbs2KHExEQtW7ZMkydPVmpqqgYMGKCcnByFhIRYj5s2bZqOHTum9evX19pnXSsd4eHhKigoUJs2bSS1vCTpiumYmVr2TNu3b1d8fLwe/vuH6hTbW5C+S9+p5Xfdqi1btqhfv34t4jhVc6W/PWa6smYqKSmRv7+/CgsLrffQ+ji10rFkyRLddNNN6t69u2688UZJ0ueff66ioiJ9/PHHzuyyXnPmzNG8efP0q1/9SpLUq1cvZWVlafHixZo8ebKCg4MlnV/xqBk68vLyaq1+VPP29pa3t3etuoeHhzw8HF+S6oN1oeoXv6H1C/frTN0wjDrr9fXY2DozMVPNen334/xrU31smvs41eQqf3s1MdOVMVNDOXUiaY8ePbRr1y6NHz9eeXl5Ki4u1qRJk5SRkaGePXs63UxdSkpKar2o1clPkiIjIxUcHOzwQ3Pl5eXavHmzEhISmrQXAADgPKfjSmhoqJKTk5uylzqNHj1aTz31lCIiInT11VcrLS1Ny5Yt09SpUyWdT4yJiYlKTk5WdHS0oqOjlZycLF9fX02cOPGy9wcAABrGqdCxfv16/exnP9PAgQMlSS+++KL+8pe/qEePHnrxxRfVrl27JmvwhRde0O9+9zvNmDFDeXl5Cg0N1fTp0/XEE09Y28ydO1elpaWaMWOGTp06pfj4eG3cuNG6fggAAGh+Tn28MmfOHOtrprt379asWbM0YsQIHTlyRLNmzWrSBv38/JSSkqKsrCyVlpbq8OHDevLJJ+Xl5WVtYxiGkpKSdPz4cZ07d06bN29u8o95AADApXFqpSMzM1M9evSQJL311lsaPXq0kpOTtX37do0YMaJJGwQAAK7BqZUOLy8vlZSUSJI+/PBD68Jc7du3t1ZAAAAAanJqpWPgwIGaNWuWBgwYoK+//lr//Oc/JUkHDhxQWFhYkzYIAABcg1MrHcuXL5eHh4f+9a9/6aWXXlKnTp0kSevWrdPPf/7zJm0QAAC4BqdWOiIiIvT+++/Xqj/77LMOt//4xz/qgQceUNu2bZ1qDgAAuA6nVjoaKjk5WSdPnrycTwEAAK4QlzV0OPGzLgAAwEVd1tABAABQjdABAABsQegAAAC2IHQAAABbXNbQceONN8rHx+dyPgUAALhCOHWdjg8++EDu7u667bbbHOobNmxQVVWVhg8fbm0HAAAgObnSMW/ePFVWVtaqm6apefPmXXJTAADA9TgVOg4ePGj9ymxNMTExOnTo0CU3BQAAXI9TH6/4+/vryJEj6tKli0P90KFDat26dVP0BaAFCJYUlnlQgc3dSAthZB5UcHM3AVzBnAodt99+uxITE/XOO+8oKipK0vnAMXv2bN1+++1N2iCA5jNd0mO/fbC522hRSpu7AeAK5lToWLp0qX7+858rJibG+in77Oxs3XjjjfrTn/7UpA0CaD4vS/J58iUFRkY3dystQl7mQb382wfF/7UCnOP0xyupqanatGmTdu7cKR8fH8XFxemmm25q6v4ANKNcSdmR0TJjezd3Ky3Cdzr/mgBwjlOhQ5IMw9CwYcM0bNiwpuwHAAC4qAaHjueff17333+/WrVqpeeff/6i286cOfOSGwMAAK6lwaHj2Wef1V133aVWrVrp2WefrXc7wzAIHQAAoJYGh47MzMw6/zsAAEBDOHVxsEWLFqmkpKRWvbS0VIsWLbrkpgAAgOtxKnQsXLhQZ86cqVUvKSnRwoULL7kpAADgepwKHaZpyjCMWvWdO3eqffv2l9wUAABwPY36ymy7du1kGIYMw1C3bt0cgkdlZaXOnDmjBx54oMmbBAAAV75GhY6UlBSZpqmpU6dq4cKF8vf3t+7z8vJSly5ddMMNNzR5kwAA4MrXqNAxefJkSVJkZKQSEhLk6el5WZoCAACup8Gho6ioSG3atJEk9enTR6WlpSotrfunj6q3AwAAqNbg0NGuXTsdP35cgYGBatu2bZ0nklafYFpZWdmkTQIAgCtfg0PHxx9/bH0z5ZNPPrlsDQEAANfU4NAxaNAgSVJFRYU+/fRTTZ06VeHh4ZetMQAA4FoafZ0ODw8P/elPf+IjFAAA0ChOXRzslltu0aefftrErQAAAFfWqK/MVhs+fLjmz5+vPXv2qG/fvmrdurXD/bfffnuTNAcAAFyHU6HjwQcflCQtW7as1n18ewUAANTFqdBRVVXV1H0AAAAX59Q5HQAAAI3lVOiYOXOmnn/++Vr15cuXKzEx8VJ7AgAALsip0PHWW29pwIABteoJCQn617/+dclNAQAA1+NU6CgoKHD4hdlqbdq0UX5+/iU3BQAAXI9ToeOqq67S+vXra9XXrVunrl27XnJTAADA9Tj17ZVZs2bp4Ycf1okTJ3TzzTdLkj766CM988wzSklJacr+AACAi3AqdEydOlVlZWV66qmn9Ic//EGS1KVLF7300kuaNGlSkzYIAABcg9NfmX3wwQeVnZ2t77//XkVFRTpy5MhlCRxdunSRYRi1/j300EOSJNM0lZSUpNDQUPn4+Gjw4MHau3dvk/cBAAAuzSVfpyMgIEA/+9nPmqKXOm3dulXHjx+3/m3atEmSNG7cOEnSkiVLtGzZMi1fvlxbt25VcHCwhg4dquLi4svWEwAAaDynPl6RpH/9619644039O2336q8vNzhvu3bt19yY9UCAgIcbv/xj39UVFSUBg0aJNM0lZKSogULFmjs2LGSpNWrVysoKEhr1qzR9OnTm6wPAABwaZwKHc8//7wWLFigyZMn69///rfuueceHT58WFu3brU+9rgcysvL9be//U2zZs2SYRg6cuSIcnNzNWzYMGsbb29vDRo0SKmpqfWGjrKyMpWVlVm3i4qKJEkVFRWqqKiQJLm5ucnNzU1VVVUOl32vrldWVso0zR+tu7u7yzAMa78165Jq/U5NfXUPDw+ZpulQNwxD7u7utXqsr85MzNSYmS58HP6roqJCVVVVLeI4VXOlvz1murJmagynQsef//xnvfLKK7rzzju1evVqzZ07V127dtUTTzyhkydPOt3Mj1m7dq1Onz6tKVOmSJJyc3MlSUFBQQ7bBQUFKSsrq979LF68WAsXLqxVT0tLs34xNyAgQFFRUcrMzNSJEyesbcLCwhQWFqYDBw6osLDQqnft2lWBgYHas2ePSktLrXpMTIzatm2rtLQ0hwMVFxcnLy8vbdu2zaGHfv36qby8XLt27bJq7u7u6t+/vwoLC5WRkWHVfXx81Lt3b+Xn5+vIkSNW3d/fX7GxscrJyVF2drZVZyZmasxM+/fvF+qWnp6uDh06tIjjJLne3x4zXVkzde/eXQ1lmDVjTwP5+voqPT1dnTt3VmBgoDZt2qTevXvr4MGDuv7661VQUNDYXTbIbbfdJi8vL7333nuSpNTUVA0YMEA5OTkKCQmxtps2bZqOHTtW57VEpLpXOsLDw1VQUKA2bdpIanlJ0hXTMTO17Jm2b9+u+Ph4Pfz3D9UptrcgfZe+U8vvulVbtmxRv379WsRxquZKf3vMdGXNVFJSIn9/fxUWFlrvofVxaqUjODhYBQUF6ty5szp37qyvvvpKvXv3VmZmppzIMA2SlZWlDz/8UG+//bZDH9L5FY+aoSMvL6/W6kdN3t7e8vb2rlX38PCQh4fjS1J9sC5U/eI3tH7hfp2pG4ZRZ72+HhtbZyZmqlmv736cf22qj01zH6eaXOVvryZmujJmaiinvr1y8803W6sN9957rx555BENHTpUEyZM0C9+8Qunm7mYlStXKjAwUCNHjrRqkZGRCg4Otr7RIp0/72Pz5s1KSEi4LH0AAADnOBVXXnnlFWtJ54EHHlD79u31xRdfaPTo0XrggQeatEFJqqqq0sqVKzV58mSHhGUYhhITE5WcnKzo6GhFR0crOTlZvr6+mjhxYpP3AQAAnOdU6MjOzlZ4eLh1e/z48Ro/frxM09SxY8cUERHRZA1K0ocffqhvv/1WU6dOrXXf3LlzVVpaqhkzZujUqVOKj4/Xxo0b5efn16Q9AACAS+NU6IiMjNTx48cVGBjoUD958qQiIyMv6es0dRk2bFi954oYhqGkpCQlJSU16XMCAICm5dQ5HaZpyjCMWvUzZ86oVatWl9wUAABwPY1a6Zg1a5ak86sLv/vd7+Tr62vdV1lZqS1btuiaa65p0gYBAIBraFToSEtLk3R+pWP37t3y8vKy7vPy8lLv3r316KOPNm2HAADAJTQqdHzyySeSpHvuuUfPPffcj14EBAAAoJpT53SsXLlSbdq00aFDh7RhwwbrsqqX68JgAADgyudU6Dh58qRuueUWdevWTSNGjNDx48clSffdd59mz57dpA0CAADX4FToSExMlKenp7799luHk0knTJhQ7++dAACAnzanrtOxceNGbdiwQWFhYQ716Ojoi/66KwAA+OlyaqXj7NmzDisc1fLz8+v8ITUAAACnQsdNN92kV1991bptGIaqqqq0dOlSDRkypMmaAwAArsOpj1eWLl2qwYMHa9u2bSovL9fcuXO1d+9enTx5Uv/3f//X1D0CAAAX4NRKR48ePbRz505dd911Gjp0qM6ePauxY8cqLS1NUVFRTd0jAABwAU6tdEhSu3btNHLkSPXv39/6mfutW7dKkm6//fam6Q4AALgMp0LH+vXrNWnSJBUUFNS6IJhhGE3+K7MAAODK59THKw8//LDGjRunnJwcVVVVOfwjcAAAgLo4FTry8vI0a9YsBQUFNXU/AADARTkVOu644w59+umnTdwKAABwZU6d07F8+XKNGzdOn3/+uXr16iVPT0+H+2fOnNkkzQEAANfhVOhYs2aNNmzYIB8fH3366acyDMO6zzAMQgcAAKjFqdDx29/+VosWLdK8efPk5ubUJzQAAOAnxqnEUF5ergkTJhA4AABAgzmVGiZPnqx//vOfTd0LAABwYU5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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_score
1pixel odyssey 2actionplaystation2024square enix1847.5844.9687
2battle warriors 4strategycross platform2024ea4835.79115.6592
3legends of valor 2shooterxbox2024square enix2628.55169.6799
4shadow realms 4actionnintendo switch2024microsoft1695.50184.4073
5cyber quest 2adventurexbox2024microsoft4529.7517.2891
...........................
996warzone chronicles 1horrornintendo switch2000ubisoft2654.16174.4953
997zombie outbreak 3fightingcross platform2000ubisoft2170.46155.2057
998battle warriors 5fightingpc2000rockstar2040.85166.0182
999cyber quest 2adventurecross platform2000activision2657.88112.9266
1000legends of valor 2adventurexbox2000microsoft4030.543.7390
\n", + "

1000 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " game_title genre platform release_year \\\n", + "1 pixel odyssey 2 action playstation 2024 \n", + "2 battle warriors 4 strategy cross platform 2024 \n", + "3 legends of valor 2 shooter xbox 2024 \n", + "4 shadow realms 4 action nintendo switch 2024 \n", + "5 cyber quest 2 adventure xbox 2024 \n", + "... ... ... ... ... \n", + "996 warzone chronicles 1 horror nintendo switch 2000 \n", + "997 zombie outbreak 3 fighting cross platform 2000 \n", + "998 battle warriors 5 fighting pc 2000 \n", + "999 cyber quest 2 adventure cross platform 2000 \n", + "1000 legends of valor 2 adventure xbox 2000 \n", + "\n", + " developer revenue_millions players_millions metacritic_score \n", + "1 square enix 1847.58 44.96 87 \n", + "2 ea 4835.79 115.65 92 \n", + "3 square enix 2628.55 169.67 99 \n", + "4 microsoft 1695.50 184.40 73 \n", + "5 microsoft 4529.75 17.28 91 \n", + "... ... ... ... ... \n", + "996 ubisoft 2654.16 174.49 53 \n", + "997 ubisoft 2170.46 155.20 57 \n", + "998 rockstar 2040.85 166.01 82 \n", + "999 activision 2657.88 112.92 66 \n", + "1000 microsoft 4030.54 3.73 90 \n", + "\n", + "[1000 rows x 8 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = functions_Ako.index_reset(df)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "e09c01d5-c32f-40bf-9a47-7365b2858dbf", + "metadata": {}, + "outputs": [], + "source": [ + "df[\"release_year\"] = df[\"release_year\"].astype(str)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b709330c-2a89-49f8-9f04-341d655cc235", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1000 entries, 1 to 1000\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 game_title 1000 non-null object \n", + " 1 genre 1000 non-null object \n", + " 2 platform 1000 non-null object \n", + " 3 release_year 1000 non-null object \n", + " 4 developer 1000 non-null object \n", + " 5 revenue_millions 1000 non-null float64\n", + " 6 players_millions 1000 non-null float64\n", + " 7 metacritic_score 1000 non-null int64 \n", + "dtypes: float64(2), int64(1), object(5)\n", + "memory usage: 62.6+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d2b8edea-4b79-4e46-b1be-40d34fe18fc9", + "metadata": {}, + "outputs": [], + "source": [ + "df[\"release_year\"] = df[\"release_year\"].astype(str).str.strip().str.replace(\" \", \"\")\n", + "df[\"release_year\"] = df[\"release_year\"].astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "8aabc728-7073-4102-9b89-bacde1966df5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1000 entries, 1 to 1000\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 game_title 1000 non-null object \n", + " 1 genre 1000 non-null object \n", + " 2 platform 1000 non-null object \n", + " 3 release_year 1000 non-null int64 \n", + " 4 developer 1000 non-null object \n", + " 5 revenue_millions 1000 non-null float64\n", + " 6 players_millions 1000 non-null float64\n", + " 7 metacritic_score 1000 non-null int64 \n", + "dtypes: float64(2), int64(2), object(4)\n", + "memory usage: 62.6+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "c3716a80-8867-45ba-a2c9-496990d83c87", + "metadata": {}, + "source": [ + "# Which companies have scores above 80 from Metacritic\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "e05f98f9-6ec4-43ff-af9e-a5f4f2a77b4f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['square enix' 'ea' 'microsoft' 'bandai namco' 'nintendo' 'capcom'\n", + " 'activision' 'sony' 'rockstar' 'ubisoft']\n" + ] + } + ], + "source": [ + "high_score_games = df[df['metacritic_score'] > 80]\n", + "companies_above_80 = high_score_games['developer'].unique()\n", + "print(companies_above_80)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "3e2b404b-bc03-48ab-b93c-854c5440f106", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "developer\n", + "sony 47\n", + "microsoft 46\n", + "rockstar 45\n", + "square enix 44\n", + "capcom 44\n", + "ubisoft 39\n", + "activision 37\n", + "ea 35\n", + "bandai namco 34\n", + "nintendo 32\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "\n", + "high_score_games = df[df['metacritic_score'] > 80]\n", + "companies_above_80 = high_score_games['developer'].unique()\n", + "company_counts = high_score_games['developer'].value_counts()\n", + "print(company_counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "ba458573-f0ec-47be-b195-33c30d4a6aec", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "developer\n", + "square enix 76.761364\n", + "capcom 76.614583\n", + "bandai namco 75.253012\n", + "rockstar 75.168224\n", + "microsoft 74.952830\n", + "sony 74.716667\n", + "ea 74.608696\n", + "activision 74.541284\n", + "nintendo 74.333333\n", + "ubisoft 73.349515\n", + "Name: metacritic_score, dtype: float64\n" + ] + } + ], + "source": [ + "# calculate the mean of the compagny metacritic score\n", + "avg_scores_by_company = (\n", + " df.groupby(\"developer\")[\"metacritic_score\"]\n", + " .mean()\n", + " .sort_values(ascending=False)\n", + ")\n", + "\n", + "print(avg_scores_by_company)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "85839ae8-8958-48e1-a1bb-a26524a8627d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 1. Filter games with score > 80\n", + "filtered_df = df[df[\"metacritic_score\"] > 80]\n", + "\n", + "# 2. Count the number of games of the company\n", + "company_counts = filtered_df[\"developer\"].value_counts()\n", + "\n", + "# 3. Visualization\n", + "plt.figure(figsize=(10,6))\n", + "company_counts.plot(kind='bar')\n", + "plt.title(\"Companies with Metacritic Scores Above 80\")\n", + "plt.xlabel(\"platform\")\n", + "plt.ylabel(\"Number of High-Scoring Games\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4063912b-f1e8-487c-b063-4e99b2163d38", + "metadata": {}, + "source": [ + "# Which companies delivered the best revenue " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "2780c533-627b-4886-ae95-db63e8f53cdc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "developer\n", + "sony 320316.24\n", + "activision 273990.20\n", + "rockstar 259235.71\n", + "capcom 259007.30\n", + "microsoft 253175.67\n", + "Name: revenue_millions, dtype: float64\n" + ] + } + ], + "source": [ + "# Which companies delivered the best revenue \n", + "# 1. Calculate the total revenue per company\n", + "top5_revenue = (\n", + " df.groupby(\"developer\")[\"revenue_millions\"]\n", + " .sum()\n", + " .sort_values(ascending=False)\n", + " .head(5)\n", + ")\n", + "\n", + "print(top5_revenue)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "2d7fc6ec-ad1c-4695-a046-b06404dc9083", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Which companies delivered the best revenue \n", + "# 1. Calculate the total revenue for each company\n", + "company_revenue = df.groupby(\"developer\")[\"revenue_millions\"].sum().sort_values(ascending=False)\n", + "\n", + "# 2. Visualization : TOP 5\n", + "plt.figure(figsize=(12,6))\n", + "company_revenue.head(5).plot(kind='bar')\n", + "plt.title(\"Top 5 Companies by Total Revenue\")\n", + "plt.xlabel(\"Company\")\n", + "plt.ylabel(\"Total Revenue (millions)\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "37dfd460-ab2a-41b1-8a3a-2c53c236610a", + "metadata": {}, + "source": [ + "# Revenue growth over time- Davy" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "34648ca3-11af-44e8-9904-75da7d307fa4", + "metadata": {}, + "outputs": [], + "source": [ + "df_2021_2024 = df[(df[\"release_year\"] >= 2021) & (df[\"release_year\"] <= 2024)]" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "66e7c842-52b1-4f4b-a59f-337f31eb9988", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " developer release_year revenue_millions revenue_growth_%\n", + "0 activision 2000 8310.33 NaN\n", + "1 activision 2001 1561.73 -81.207365\n", + "2 activision 2002 7416.43 374.885544\n", + "3 activision 2003 3706.41 -50.024338\n", + "4 activision 2004 3355.88 -9.457399\n", + ".. ... ... ... ...\n", + "239 ubisoft 2020 9299.87 -39.832136\n", + "240 ubisoft 2021 17405.28 87.156165\n", + "241 ubisoft 2022 3713.41 -78.665037\n", + "242 ubisoft 2023 10609.89 185.718248\n", + "243 ubisoft 2024 1170.81 -88.964919\n", + "\n", + "[244 rows x 4 columns]\n" + ] + } + ], + "source": [ + "# we sort to order the revenues and calculate the growth\n", + "# calculate the total revenue per year for each company\n", + "revenue_by_year = (\n", + " df.groupby([\"developer\", \"release_year\"])[\"revenue_millions\"]\n", + " .sum()\n", + " .reset_index()\n", + " .sort_values([\"developer\", \"release_year\"])\n", + ")\n", + "\n", + "# 2. Calculate year after year growth (in %) \n", + "revenue_by_year[\"revenue_growth_%\"] = (\n", + " revenue_by_year.groupby(\"developer\")[\"revenue_millions\"]\n", + " .pct_change() * 100\n", + ")\n", + "\n", + "print(revenue_by_year)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "abce2f9d-5f2b-4873-bc91-fe59477b3c73", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_score
1pixel odyssey 2actionplaystation2024square enix1847.5844.9687
2battle warriors 4strategycross platform2024ea4835.79115.6592
3legends of valor 2shooterxbox2024square enix2628.55169.6799
4shadow realms 4actionnintendo switch2024microsoft1695.50184.4073
5cyber quest 2adventurexbox2024microsoft4529.7517.2891
...........................
996warzone chronicles 1horrornintendo switch2000ubisoft2654.16174.4953
997zombie outbreak 3fightingcross platform2000ubisoft2170.46155.2057
998battle warriors 5fightingpc2000rockstar2040.85166.0182
999cyber quest 2adventurecross platform2000activision2657.88112.9266
1000legends of valor 2adventurexbox2000microsoft4030.543.7390
\n", + "

1000 rows × 8 columns

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" + ], + "text/plain": [ + " game_title genre platform release_year \\\n", + "1 pixel odyssey 2 action playstation 2024 \n", + "2 battle warriors 4 strategy cross platform 2024 \n", + "3 legends of valor 2 shooter xbox 2024 \n", + "4 shadow realms 4 action nintendo switch 2024 \n", + "5 cyber quest 2 adventure xbox 2024 \n", + "... ... ... ... ... \n", + "996 warzone chronicles 1 horror nintendo switch 2000 \n", + "997 zombie outbreak 3 fighting cross platform 2000 \n", + "998 battle warriors 5 fighting pc 2000 \n", + "999 cyber quest 2 adventure cross platform 2000 \n", + "1000 legends of valor 2 adventure xbox 2000 \n", + "\n", + " developer revenue_millions players_millions metacritic_score \n", + "1 square enix 1847.58 44.96 87 \n", + "2 ea 4835.79 115.65 92 \n", + "3 square enix 2628.55 169.67 99 \n", + "4 microsoft 1695.50 184.40 73 \n", + "5 microsoft 4529.75 17.28 91 \n", + "... ... ... ... ... \n", + "996 ubisoft 2654.16 174.49 53 \n", + "997 ubisoft 2170.46 155.20 57 \n", + "998 rockstar 2040.85 166.01 82 \n", + "999 activision 2657.88 112.92 66 \n", + "1000 microsoft 4030.54 3.73 90 \n", + "\n", + "[1000 rows x 8 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "a2725b03-3932-4b8a-a482-029af107c233", + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'Column not found: revenue_millions'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[37], line 11\u001b[0m\n\u001b[0;32m 3\u001b[0m revenue_by_year \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 4\u001b[0m df\u001b[38;5;241m.\u001b[39mgroupby([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdeveloper\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrelease_year\u001b[39m\u001b[38;5;124m\"\u001b[39m])[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrevenue_millions\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m 5\u001b[0m \u001b[38;5;241m.\u001b[39msum()\n\u001b[0;32m 6\u001b[0m \u001b[38;5;241m.\u001b[39msort_values(ascending\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m 7\u001b[0m )\n\u001b[0;32m 9\u001b[0m \u001b[38;5;66;03m# 2. Calculate year after year growth (in %) \u001b[39;00m\n\u001b[0;32m 10\u001b[0m revenue_by_year[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrevenue_growth_\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m---> 11\u001b[0m revenue_by_year\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdeveloper\u001b[39m\u001b[38;5;124m\"\u001b[39m)[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrevenue_millions\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m 12\u001b[0m \u001b[38;5;241m.\u001b[39mpct_change() \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m100\u001b[39m\n\u001b[0;32m 13\u001b[0m )\n\u001b[0;32m 15\u001b[0m \u001b[38;5;66;03m# 2. Visualization : TOP 5\u001b[39;00m\n\u001b[0;32m 16\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m,\u001b[38;5;241m6\u001b[39m))\n", + "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\base.py:244\u001b[0m, in \u001b[0;36mSelectionMixin.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 242\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 243\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m key \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj:\n\u001b[1;32m--> 244\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mColumn not found: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 245\u001b[0m ndim \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj[key]\u001b[38;5;241m.\u001b[39mndim\n\u001b[0;32m 246\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_gotitem(key, ndim\u001b[38;5;241m=\u001b[39mndim)\n", + "\u001b[1;31mKeyError\u001b[0m: 'Column not found: revenue_millions'" + ] + } + ], + "source": [ + "# we sort to order the revenues and calculate the growth \n", + "# calculate the total revenue per year for each company\n", + "revenue_by_year = (\n", + " df.groupby([\"developer\", \"release_year\"])[\"revenue_millions\"]\n", + " .sum()\n", + " .sort_values(ascending=False)\n", + ")\n", + "\n", + "# 2. Calculate year after year growth (in %) \n", + "revenue_by_year[\"revenue_growth_%\"] = (\n", + " revenue_by_year.groupby(\"developer\")[\"revenue_millions\"]\n", + " .pct_change() * 100\n", + ")\n", + "\n", + "# 2. Visualization : TOP 5\n", + "plt.figure(figsize=(12,6))\n", + "revenue_by_year.head(5).plot(kind='bar')\n", + "plt.title(\"Top 5 Companies growth revenue(millions)\")\n", + "plt.xlabel(\"Company\")\n", + "plt.ylabel(\"Total Revenue (millions)\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "39bae42c-ae70-4070-8fea-33dbbdc8eb37", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "29781d9e-e53e-4251-8104-4c1d16df59bb", + "metadata": {}, + "outputs": [], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1b916c9f-2149-438a-9680-9ec92b5cfe72", + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(12,6))\n", + "\n", + "for company, group in revenue_by_year.groupby(\"developer\"):\n", + " plt.plot(group[\"release_year\"], group[\"revenue_growth_%\"], marker='o', label=company)\n", + "\n", + "plt.title(\"Revenue Growth Rate (%) Over Time by Company\")\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Growth (%)\")\n", + "plt.axhline(0, color='gray', linestyle='--') # ligne neutre\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9877554b-924d-4b3f-8edd-1c213ac54cbd", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7475331-4b1c-4f1f-98a6-0269894322b3", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d20f4166-372c-4c55-bcde-d93863e23024", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/functions_Ako.py b/notebooks/functions_Ako.py index ccf8e77a..8789eeca 100644 --- a/notebooks/functions_Ako.py +++ b/notebooks/functions_Ako.py @@ -1,22 +1,30 @@ -"""this function reset the hidden index into start from 1, not 0""" +import pandas as pd + #reset index -def index_reset () : - df.reset_index(drop=True, inplace=True) +def index_reset(df: pd.DataFrame) -> pd.DataFrame: + """ + this function reset the hidden index into start from 1, not 0 + """ + df2 = df.copy() + df2.reset_index(drop=True, inplace=True) - df.index = df.index + 1 - df.index.name = None + df2.index = df2.index + 1 + df2.index.name = None - return df + return df2 -index_reset () #cleaning datetime -"""this function convert Release Year columns from data type 'object' to date-time""" -def datetime (): - df["release_year"] = pd.to_datetime(df["release_year"],errors="coerce") - return df +def date_time(df: pd.DataFrame, column_name: str) -> pd.DataFrame: + """ + this function convert Release Year columns from data type 'object' to date-time + """ + + df2 = df.copy() + df2[column_name] = pd.to_datetime(df2[column_name],errors="coerce") + + return df2 #df["Release Year"] = pd.to_numeric(df["Release Year"], errors='coerce') #df["Release Year"] = df["Release Year"].astype("Int64") -datetime () \ No newline at end of file From ed7b4076544b3e51295c27eb59e0355736f3e001 Mon Sep 17 00:00:00 2001 From: Charul Mathur Date: Tue, 9 Dec 2025 17:45:07 +0100 Subject: [PATCH 09/21] Version2 clean data with graphs --- notebooks/clean_data_charul.ipynb | 227 ++++++++++++++++++++++++++++-- 1 file changed, 213 insertions(+), 14 deletions(-) diff --git a/notebooks/clean_data_charul.ipynb b/notebooks/clean_data_charul.ipynb index 584b12ed..ef007cd6 100644 --- a/notebooks/clean_data_charul.ipynb +++ b/notebooks/clean_data_charul.ipynb @@ -8,7 +8,8 @@ "outputs": [], "source": [ "import pandas as pd\n", - "import yaml" + "import yaml\n", + "import matplotlib.pyplot as plt" ] }, { @@ -27,17 +28,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "1cebe286-17aa-41a6-bf76-69678aa5c378", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'input_data': {'file': '../data/raw/Main_Kaggle_RevTitle2000_2024-gaming_industry_trends.csv'},\n", + " 'output_data': {'file': '../data/clean/cleaned_data_file.csv'}}" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "config" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "4915d7ce-9792-4e46-9fa9-924a3e1103db", "metadata": {}, "outputs": [ @@ -291,7 +304,7 @@ "[1000 rows x 11 columns]" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -339,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "428804b0-6e8d-4e67-8ca7-83611c45077e", "metadata": {}, "outputs": [ @@ -469,7 +482,7 @@ "4 Yes Stable " ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -483,7 +496,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "9f0c9d50-5c79-4a25-a862-a4e1a0aeb88a", "metadata": {}, "outputs": [ @@ -600,7 +613,7 @@ "4 4529.75 17.28 91 Stable " ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -614,7 +627,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "2c0d88a8-cacd-48dc-b233-4b40bf37aec5", "metadata": {}, "outputs": [ @@ -725,7 +738,7 @@ "4 4529.75 17.28 91 " ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -739,7 +752,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "e6c562d2-0bad-4a5d-90be-73e3420c8474", "metadata": {}, "outputs": [ @@ -931,7 +944,7 @@ "[1000 rows x 8 columns]" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -974,9 +987,195 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, + "id": "934d45dc-5fee-4720-a0b7-edc302a61f8a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "genre\n", + "Action 13051.70\n", + "Strategy 12382.01\n", + "Sports 11264.45\n", + "Fighting 11050.45\n", + "Racing 10156.80\n", + "Horror 9891.97\n", + "Simulation 9736.62\n", + "Shooter 9664.59\n", + "Adventure 8704.35\n", + "RPG 7596.88\n", + "Name: players_millions, dtype: float64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "genre_players = df_renamed.groupby('genre')['players_millions'].sum()\n", + "genre_players.unique()\n", + "genre_players.sort_values(ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, "id": "0bc742bf-6545-4405-ab53-0a307a593176", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "genre_players = df_renamed.groupby('genre')['players_millions'].sum().sort_values(ascending=False)\n", + "\n", + "# Plot 1: Players by Genre\n", + "plt.figure(figsize=(10,5))\n", + "genre_players.plot(kind=\"bar\", color = \"#dd3d6e\")\n", + "plt.title(\"Total Players by Genre\")\n", + "plt.xlabel(\"Genre\")\n", + "plt.ylabel(\"Players (Millions)\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "a3c5ad54-f5a4-4cfb-809f-79dedd1fe8b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "platform\n", + "PlayStation 18408.82\n", + "Cross-Platform 18158.33\n", + "Xbox 17840.07\n", + "Nintendo Switch 15023.83\n", + "Name: players_millions, dtype: float64" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "platform_df = df_renamed[\n", + " (df_renamed['platform'] == 'Nintendo Switch') |\n", + " (df_renamed['platform'] == 'Cross-Platform') |\n", + " (df_renamed['platform'] == 'PlayStation') |\n", + " (df_renamed['platform'] == 'Xbox')\n", + "]\n", + "platform_players = platform_df.groupby('platform')['players_millions'].sum().sort_values(ascending=False)\n", + "platform_players.unique()\n", + "platform_players" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "9ce086d8-c777-4a3c-a387-b54adbc30c8c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "platform_players = platform_df.groupby('platform')['players_millions'].sum().sort_values(ascending=False)\n", + "\n", + "# Plot 2: Players by Console/Platform\n", + "plt.figure(figsize=(10,5))\n", + "platform_players.plot(kind='bar', color = \"#dd3d6e\")\n", + "plt.title(\"Total Players by Platform\")\n", + "plt.xlabel(\"Platform\")\n", + "plt.ylabel(\"Players (Millions)\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "a49ec1e5-19e9-453a-b548-e0bf0bf933c7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "platform\n", + "PC 426310.75\n", + "Cross-Platform 423628.89\n", + "PlayStation 415621.64\n", + "Xbox 411255.17\n", + "Nintendo Switch 407101.45\n", + "Mobile 399099.90\n", + "Name: revenue_millions, dtype: float64" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "revenue = df_renamed.groupby('platform')[\"revenue_millions\"].sum().sort_values(ascending=False)\n", + "volatility = revenue.std()\n", + "revenue\n", + "#print(volatility)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2100b3f9-7d3a-4c6b-8f06-b672ce95f177", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6,5))\n", + "plt.boxplot(revenue, patch_artist=True, boxprops=dict(facecolor=\"#dd3d6e\"))\n", + "plt.title(\"Revenue Volatility\")\n", + "plt.ylabel(\"Revenue (Millions $)\")\n", + "plt.grid(True, linestyle=\"--\", alpha=0.5)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1918e9e5-8faf-4c33-986f-32d4c5e5448d", + "metadata": {}, "outputs": [], "source": [] } From 01300d8ecb37dc3595910420da650a549d314868 Mon Sep 17 00:00:00 2001 From: Ako Date: Tue, 9 Dec 2025 17:47:01 +0100 Subject: [PATCH 10/21] day1 --- notebooks/Clean_Data_Ako.ipynb | 680 ++++++++++++++++++++++++++------- 1 file changed, 550 insertions(+), 130 deletions(-) diff --git a/notebooks/Clean_Data_Ako.ipynb b/notebooks/Clean_Data_Ako.ipynb index 74efb682..2862f0c9 100644 --- a/notebooks/Clean_Data_Ako.ipynb +++ b/notebooks/Clean_Data_Ako.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 19, + "execution_count": 1, "id": "6594ba56-2ea4-445f-af8f-2f0532e7831b", "metadata": {}, "outputs": [ @@ -256,7 +256,7 @@ "[1000 rows x 11 columns]" ] }, - "execution_count": 19, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -279,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 2, "id": "051f6bef-54f4-47fe-a0d9-81524464885c", "metadata": {}, "outputs": [], @@ -289,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 3, "id": "87e984b8-2c6b-457a-9e19-76f9e06aa78b", "metadata": {}, "outputs": [ @@ -329,7 +329,7 @@ " \n", " \n", " \n", - " 1\n", + " 0\n", " Pixel Odyssey 2\n", " Action\n", " PlayStation\n", @@ -343,7 +343,7 @@ " Declining\n", " \n", " \n", - " 2\n", + " 1\n", " Battle Warriors 4\n", " Strategy\n", " Cross-Platform\n", @@ -357,7 +357,7 @@ " Stable\n", " \n", " \n", - " 3\n", + " 2\n", " Legends of Valor 2\n", " Shooter\n", " Xbox\n", @@ -371,7 +371,7 @@ " Declining\n", " \n", " \n", - " 4\n", + " 3\n", " Shadow Realms 4\n", " Action\n", " Nintendo Switch\n", @@ -385,7 +385,7 @@ " Stable\n", " \n", " \n", - " 5\n", + " 4\n", " Cyber Quest 2\n", " Adventure\n", " Xbox\n", @@ -413,7 +413,7 @@ " ...\n", " \n", " \n", - " 996\n", + " 995\n", " Warzone Chronicles 1\n", " Horror\n", " Nintendo Switch\n", @@ -427,7 +427,7 @@ " Stable\n", " \n", " \n", - " 997\n", + " 996\n", " Zombie Outbreak 3\n", " Fighting\n", " Cross-Platform\n", @@ -441,7 +441,7 @@ " Declining\n", " \n", " \n", - " 998\n", + " 997\n", " Battle Warriors 5\n", " Fighting\n", " PC\n", @@ -455,7 +455,7 @@ " Rising\n", " \n", " \n", - " 999\n", + " 998\n", " Cyber Quest 2\n", " Adventure\n", " Cross-Platform\n", @@ -469,7 +469,7 @@ " Rising\n", " \n", " \n", - " 1000\n", + " 999\n", " Legends of Valor 2\n", " Adventure\n", " Xbox\n", @@ -488,62 +488,62 @@ "" ], "text/plain": [ - " Game Title Genre Platform Release Year \\\n", - "1 Pixel Odyssey 2 Action PlayStation 2024-01-01 \n", - "2 Battle Warriors 4 Strategy Cross-Platform 2024-01-01 \n", - "3 Legends of Valor 2 Shooter Xbox 2024-01-01 \n", - "4 Shadow Realms 4 Action Nintendo Switch 2024-01-01 \n", - "5 Cyber Quest 2 Adventure Xbox 2024-01-01 \n", - "... ... ... ... ... \n", - "996 Warzone Chronicles 1 Horror Nintendo Switch 2000-01-01 \n", - "997 Zombie Outbreak 3 Fighting Cross-Platform 2000-01-01 \n", - "998 Battle Warriors 5 Fighting PC 2000-01-01 \n", - "999 Cyber Quest 2 Adventure Cross-Platform 2000-01-01 \n", - "1000 Legends of Valor 2 Adventure Xbox 2000-01-01 \n", + " Game Title Genre Platform Release Year \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024-01-01 \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024-01-01 \n", + "2 Legends of Valor 2 Shooter Xbox 2024-01-01 \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024-01-01 \n", + "4 Cyber Quest 2 Adventure Xbox 2024-01-01 \n", + ".. ... ... ... ... \n", + "995 Warzone Chronicles 1 Horror Nintendo Switch 2000-01-01 \n", + "996 Zombie Outbreak 3 Fighting Cross-Platform 2000-01-01 \n", + "997 Battle Warriors 5 Fighting PC 2000-01-01 \n", + "998 Cyber Quest 2 Adventure Cross-Platform 2000-01-01 \n", + "999 Legends of Valor 2 Adventure Xbox 2000-01-01 \n", "\n", - " Developer Revenue (Millions $) Players (Millions) \\\n", - "1 Square Enix 1847.58 44.96 \n", - "2 EA 4835.79 115.65 \n", - "3 Square Enix 2628.55 169.67 \n", - "4 Microsoft 1695.50 184.40 \n", - "5 Microsoft 4529.75 17.28 \n", - "... ... ... ... \n", - "996 Ubisoft 2654.16 174.49 \n", - "997 Ubisoft 2170.46 155.20 \n", - "998 Rockstar 2040.85 166.01 \n", - "999 Activision 2657.88 112.92 \n", - "1000 Microsoft 4030.54 3.73 \n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "0 Square Enix 1847.58 44.96 \n", + "1 EA 4835.79 115.65 \n", + "2 Square Enix 2628.55 169.67 \n", + "3 Microsoft 1695.50 184.40 \n", + "4 Microsoft 4529.75 17.28 \n", + ".. ... ... ... \n", + "995 Ubisoft 2654.16 174.49 \n", + "996 Ubisoft 2170.46 155.20 \n", + "997 Rockstar 2040.85 166.01 \n", + "998 Activision 2657.88 112.92 \n", + "999 Microsoft 4030.54 3.73 \n", "\n", - " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", - "1 14.07 87 Yes \n", - "2 56.27 92 Yes \n", - "3 74.74 99 No \n", - "4 20.15 73 Yes \n", - "5 5.83 91 Yes \n", - "... ... ... ... \n", - "996 22.38 53 Yes \n", - "997 74.51 57 Yes \n", - "998 50.85 82 No \n", - "999 25.93 66 No \n", - "1000 0.77 90 No \n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "0 14.07 87 Yes \n", + "1 56.27 92 Yes \n", + "2 74.74 99 No \n", + "3 20.15 73 Yes \n", + "4 5.83 91 Yes \n", + ".. ... ... ... \n", + "995 22.38 53 Yes \n", + "996 74.51 57 Yes \n", + "997 50.85 82 No \n", + "998 25.93 66 No \n", + "999 0.77 90 No \n", "\n", - " Trending Status \n", - "1 Declining \n", - "2 Stable \n", - "3 Declining \n", - "4 Stable \n", - "5 Stable \n", - "... ... \n", - "996 Stable \n", - "997 Declining \n", - "998 Rising \n", - "999 Rising \n", - "1000 Stable \n", + " Trending Status \n", + "0 Declining \n", + "1 Stable \n", + "2 Declining \n", + "3 Stable \n", + "4 Stable \n", + ".. ... \n", + "995 Stable \n", + "996 Declining \n", + "997 Rising \n", + "998 Rising \n", + "999 Stable \n", "\n", "[1000 rows x 11 columns]" ] }, - "execution_count": 28, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -560,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 4, "id": "4353276c-ccb2-48ad-8bf5-ae71318f21c2", "metadata": {}, "outputs": [ @@ -814,7 +814,7 @@ "[1000 rows x 11 columns]" ] }, - "execution_count": 26, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -834,9 +834,61 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 5, "id": "902adadb-8b62-4c46-9796-b677bb3f4497", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Game Title object\n", + "Genre object\n", + "Platform object\n", + "Release Year datetime64[ns]\n", + "Developer object\n", + "Revenue (Millions $) float64\n", + "Players (Millions) float64\n", + "Peak Concurrent Players float64\n", + "Metacritic Score int64\n", + "Esports Popularity object\n", + "Trending Status object\n", + "dtype: object" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cleaned_df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9c6f7966-47d8-44fb-8a3b-c56b9c0b6ccb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "cleaned_df \n", + "cleaned_df_n = cleaned_df.reset_index()\n", + "print(type(cleaned_df_n))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "140f4e99-3946-4e62-ae4b-306fc4cadf9b", + "metadata": {}, "outputs": [ { "data": { @@ -859,6 +911,7 @@ " \n", " \n", " \n", + " index\n", " Game Title\n", " Genre\n", " Platform\n", @@ -874,7 +927,8 @@ " \n", " \n", " \n", - " 1\n", + " 0\n", + " 1\n", " Pixel Odyssey 2\n", " Action\n", " PlayStation\n", @@ -888,7 +942,8 @@ " Declining\n", " \n", " \n", - " 2\n", + " 1\n", + " 2\n", " Battle Warriors 4\n", " Strategy\n", " Cross-Platform\n", @@ -902,7 +957,8 @@ " Stable\n", " \n", " \n", - " 3\n", + " 2\n", + " 3\n", " Legends of Valor 2\n", " Shooter\n", " Xbox\n", @@ -916,7 +972,8 @@ " Declining\n", " \n", " \n", - " 4\n", + " 3\n", + " 4\n", " Shadow Realms 4\n", " Action\n", " Nintendo Switch\n", @@ -930,7 +987,8 @@ " Stable\n", " \n", " \n", - " 5\n", + " 4\n", + " 5\n", " Cyber Quest 2\n", " Adventure\n", " Xbox\n", @@ -956,9 +1014,11 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", - " 996\n", + " 995\n", + " 996\n", " Warzone Chronicles 1\n", " Horror\n", " Nintendo Switch\n", @@ -972,7 +1032,8 @@ " Stable\n", " \n", " \n", - " 997\n", + " 996\n", + " 997\n", " Zombie Outbreak 3\n", " Fighting\n", " Cross-Platform\n", @@ -986,7 +1047,8 @@ " Declining\n", " \n", " \n", - " 998\n", + " 997\n", + " 998\n", " Battle Warriors 5\n", " Fighting\n", " PC\n", @@ -1000,7 +1062,8 @@ " Rising\n", " \n", " \n", - " 999\n", + " 998\n", + " 999\n", " Cyber Quest 2\n", " Adventure\n", " Cross-Platform\n", @@ -1014,7 +1077,8 @@ " Rising\n", " \n", " \n", - " 1000\n", + " 999\n", + " 1000\n", " Legends of Valor 2\n", " Adventure\n", " Xbox\n", @@ -1029,78 +1093,434 @@ " \n", " \n", "\n", - "

1000 rows × 11 columns

\n", + "

1000 rows × 12 columns

\n", "" ], "text/plain": [ - " Game Title Genre Platform Release Year \\\n", - "1 Pixel Odyssey 2 Action PlayStation 2024-01-01 \n", - "2 Battle Warriors 4 Strategy Cross-Platform 2024-01-01 \n", - "3 Legends of Valor 2 Shooter Xbox 2024-01-01 \n", - "4 Shadow Realms 4 Action Nintendo Switch 2024-01-01 \n", - "5 Cyber Quest 2 Adventure Xbox 2024-01-01 \n", - "... ... ... ... ... \n", - "996 Warzone Chronicles 1 Horror Nintendo Switch 2000-01-01 \n", - "997 Zombie Outbreak 3 Fighting Cross-Platform 2000-01-01 \n", - "998 Battle Warriors 5 Fighting PC 2000-01-01 \n", - "999 Cyber Quest 2 Adventure Cross-Platform 2000-01-01 \n", - "1000 Legends of Valor 2 Adventure Xbox 2000-01-01 \n", + " index Game Title Genre Platform Release Year \\\n", + "0 1 Pixel Odyssey 2 Action PlayStation 2024-01-01 \n", + "1 2 Battle Warriors 4 Strategy Cross-Platform 2024-01-01 \n", + "2 3 Legends of Valor 2 Shooter Xbox 2024-01-01 \n", + "3 4 Shadow Realms 4 Action Nintendo Switch 2024-01-01 \n", + "4 5 Cyber Quest 2 Adventure Xbox 2024-01-01 \n", + ".. ... ... ... ... ... \n", + "995 996 Warzone Chronicles 1 Horror Nintendo Switch 2000-01-01 \n", + "996 997 Zombie Outbreak 3 Fighting Cross-Platform 2000-01-01 \n", + "997 998 Battle Warriors 5 Fighting PC 2000-01-01 \n", + "998 999 Cyber Quest 2 Adventure Cross-Platform 2000-01-01 \n", + "999 1000 Legends of Valor 2 Adventure Xbox 2000-01-01 \n", "\n", - " Developer Revenue (Millions $) Players (Millions) \\\n", - "1 Square Enix 1847.58 44.96 \n", - "2 EA 4835.79 115.65 \n", - "3 Square Enix 2628.55 169.67 \n", - "4 Microsoft 1695.50 184.40 \n", - "5 Microsoft 4529.75 17.28 \n", - "... ... ... ... \n", - "996 Ubisoft 2654.16 174.49 \n", - "997 Ubisoft 2170.46 155.20 \n", - "998 Rockstar 2040.85 166.01 \n", - "999 Activision 2657.88 112.92 \n", - "1000 Microsoft 4030.54 3.73 \n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "0 Square Enix 1847.58 44.96 \n", + "1 EA 4835.79 115.65 \n", + "2 Square Enix 2628.55 169.67 \n", + "3 Microsoft 1695.50 184.40 \n", + "4 Microsoft 4529.75 17.28 \n", + ".. ... ... ... \n", + "995 Ubisoft 2654.16 174.49 \n", + "996 Ubisoft 2170.46 155.20 \n", + "997 Rockstar 2040.85 166.01 \n", + "998 Activision 2657.88 112.92 \n", + "999 Microsoft 4030.54 3.73 \n", "\n", - " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", - "1 14.07 87 Yes \n", - "2 56.27 92 Yes \n", - "3 74.74 99 No \n", - "4 20.15 73 Yes \n", - "5 5.83 91 Yes \n", - "... ... ... ... \n", - "996 22.38 53 Yes \n", - "997 74.51 57 Yes \n", - "998 50.85 82 No \n", - "999 25.93 66 No \n", - "1000 0.77 90 No \n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "0 14.07 87 Yes \n", + "1 56.27 92 Yes \n", + "2 74.74 99 No \n", + "3 20.15 73 Yes \n", + "4 5.83 91 Yes \n", + ".. ... ... ... \n", + "995 22.38 53 Yes \n", + "996 74.51 57 Yes \n", + "997 50.85 82 No \n", + "998 25.93 66 No \n", + "999 0.77 90 No \n", "\n", - " Trending Status \n", - "1 Declining \n", - "2 Stable \n", - "3 Declining \n", - "4 Stable \n", - "5 Stable \n", - "... ... \n", - "996 Stable \n", - "997 Declining \n", - "998 Rising \n", - "999 Rising \n", - "1000 Stable \n", + " Trending Status \n", + "0 Declining \n", + "1 Stable \n", + "2 Declining \n", + "3 Stable \n", + "4 Stable \n", + ".. ... \n", + "995 Stable \n", + "996 Declining \n", + "997 Rising \n", + "998 Rising \n", + "999 Stable \n", "\n", - "[1000 rows x 11 columns]" + "[1000 rows x 12 columns]" ] }, - "execution_count": 23, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + } + ], + "source": [ + "display (cleaned_df_n)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5273758e-9227-49e5-bcc0-12498e5ce6f8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Platform\n", + "Nintendo Switch 2606.145069\n", + "Mobile 2548.546331\n", + "Cross-Platform 2500.658914\n", + "Xbox 2460.337939\n", + "PC 2459.780791\n", + "PlayStation 2372.401521\n", + "Name: Revenue (Millions $), dtype: float64\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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PlatformRevenue (Millions $)
0Nintendo Switch2606.145069
1Mobile2548.546331
2Cross-Platform2500.658914
3Xbox2460.337939
4PC2459.780791
5PlayStation2372.401521
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" + ], + "text/plain": [ + " Platform Revenue (Millions $)\n", + "0 Nintendo Switch 2606.145069\n", + "1 Mobile 2548.546331\n", + "2 Cross-Platform 2500.658914\n", + "3 Xbox 2460.337939\n", + "4 PC 2459.780791\n", + "5 PlayStation 2372.401521" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "cleaned_df" + "#Q1.Which platform has the highest average revenue per game? \n", + "\n", + "rev_per_game = cleaned_df_n.groupby(['Platform', 'Game Title'])['Revenue (Millions $)'].mean()\n", + "rev_per_game_df = rev_per_game.reset_index()\n", + "print(type(rev_per_game_df))\n", + "rev_per_game_df.sort_values(by='Revenue (Millions $)', ascending=False) \n", + "rev_per_game_df.head(100)\n", + "\n", + "mean_revenue_sorted = (\n", + " rev_per_game_df.groupby('Platform')['Revenue (Millions $)']\n", + " .mean()\n", + " .sort_values(ascending=False)\n", + ")\n", + "\n", + "print(mean_revenue_sorted)\n", + "\n", + "mean_revenue_sorted_df = mean_revenue_sorted.reset_index()\n", + "print(type(mean_revenue_sorted_df))\n", + "display(mean_revenue_sorted_df) " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4f7a9ee1-5594-4a2d-b199-db54698c200c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Platform\n", + "Mobile 2593.550000\n", + "Nintendo Switch 2578.100833\n", + "Cross-Platform 2472.650000\n", + "PC 2447.620833\n", + "Xbox 2388.647500\n", + "PlayStation 2338.268250\n", + "Name: Revenue (Millions $), dtype: float64\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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PlatformRevenue (Millions $)
0Mobile2593.550000
1Nintendo Switch2578.100833
2Cross-Platform2472.650000
3PC2447.620833
4Xbox2388.647500
5PlayStation2338.268250
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" + ], + "text/plain": [ + " Platform Revenue (Millions $)\n", + "0 Mobile 2593.550000\n", + "1 Nintendo Switch 2578.100833\n", + "2 Cross-Platform 2472.650000\n", + "3 PC 2447.620833\n", + "4 Xbox 2388.647500\n", + "5 PlayStation 2338.268250" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#which has the highest median revenue per game\n", + "median_revenue_sorted = (\n", + " rev_per_game_df.groupby('Platform')['Revenue (Millions $)']\n", + " .median()\n", + " .sort_values(ascending=False)\n", + ")\n", + "\n", + "print(median_revenue_sorted)\n", + "\n", + "median_revenue_sorted_df = median_revenue_sorted.reset_index()\n", + "print(type(median_revenue_sorted_df))\n", + "display(median_revenue_sorted_df) " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "03678163-8220-4314-9a74-20257da08aa9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Platform Revenue (Millions $)\n", + "1 Nintendo Switch 2578.100833\n", + "2 Cross-Platform 2472.650000\n", + "4 Xbox 2388.647500\n", + "5 PlayStation 2338.268250\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "\n", + "filtered_df =median_revenue_sorted_df[\n", + " (median_revenue_sorted_df['Platform'] == 'Nintendo Switch') |\n", + " (median_revenue_sorted_df['Platform'] == 'Cross-Platform') |\n", + " (median_revenue_sorted_df['Platform'] == 'PlayStation') |\n", + " (median_revenue_sorted_df['Platform'] == 'Xbox')\n", + "]\n", + "\n", + "print(filtered_df)\n", + "\n", + "filtered_df = filtered_df.reset_index()\n", + "print(type(filtered_df))\n", + "\n", + "platforms = filtered_df['Platform']\n", + "median = filtered_df['Revenue (Millions $)']\n", + "mean = median_revenue_sorted_df['Revenue (Millions $)']\n", + "\n", + "plt.figure(figsize=(8, 6)) # Set size for better viewing\n", + "plt.bar(platforms, median, color=['#dd3d6e','#6abfda', '#9e9e9e', '#5f8185'])\n", + "\n", + "plt.xlabel('Platform')\n", + "plt.ylabel('Revenue Median')\n", + "plt.title('Game Title Revenue Median per Platform')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "62a89c56-b122-4bf0-8f6b-5a5f77a9dcf7", + "metadata": {}, + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "\n", + "\n", + "METASCORE_COLUMN = 'Metacritic Score'\n", + "\n", + "\n", + "cleaned_df_n[METASCORE_COLUMN] = pd.to_numeric(cleaned_df_n[METASCORE_COLUMN], errors='coerce').astype('Int64')\n", + "cleaned_df_n['Release Year'] = pd.to_numeric(cleaned_df_n['Release Year'], errors='coerce').astype('Int64')\n", + "\n", + "cleaned_df_n.dropna(subset=[METASCORE_COLUMN, 'Release Year'], inplace=True)\n", + "\n", + "START_YEAR = 2000\n", + "END_YEAR = 2024\n", + "\n", + "df_filtered = cleaned_df_n[\n", + " (cleaned_df_n['Release Year'] >= START_YEAR) & \n", + " (cleaned_df_n['Release Year'] <= END_YEAR)\n", + "].copy()\n", + "\n", + "\n", + "top_platforms_releases = df_filtered['Platform'].value_counts().nlargest(5).index.tolist()\n", + "print(f\"\\n By Most Active Platforms (by releases): {top_platforms_releases}\")\n", + "\n", + "df_top5 = df_filtered[df_filtered['Platform'].isin(top_platforms_releases)].copy()\n", + "\n", + "metascore_pivot = df_top5.pivot_table(\n", + " index='Release Year',\n", + " columns='Platform',\n", + " values=METASCORE_COLUMN,\n", + " aggfunc='mean'\n", + ")\n", + "\n", + "metascore_long = metascore_pivot.stack().reset_index(name='Average_Metacritic_Score')\n", + "metascore_long.rename(columns={'level_0': 'Release Year', 'level_1': 'Platform'}, inplace=True)\n", + "\n", + "print(\"\\n--- Aggregated Metacritic Score Data (First 5 Rows) ---\")\n", + "print(metascore_long.head())\n", + "\n", + "sns.set_style(\"whitegrid\")\n", + "plt.figure(figsize=(12, 6))\n", + "\n", + "sns.lineplot(\n", + " data=metascore_long,\n", + " x='Release Year',\n", + " y='Average_Metacritic_Score',\n", + " hue='Platform',\n", + " marker='o'\n", + ")\n", + "\n", + "plt.title(f'Average Metacritic Score Trend for Top 5 Platforms ({START_YEAR}-{END_YEAR})', fontsize=16)\n", + "plt.xlabel('Year of Release', fontsize=12)\n", + "plt.ylabel('Average Metacritic Score', fontsize=12)\n", + "plt.legend(title='Platform', loc='upper left')\n", + "plt.grid(True, linestyle='--', alpha=0.7)\n", + "plt.ylim(50, 95) # Set a reasonable y-limit for scores\n", + "plt.tight_layout()\n", + "\n", + "plt.savefig('metacritic_score_trend.png')\n", + "plt.show()" ] }, { "cell_type": "code", "execution_count": null, - "id": "03e855f6-1488-403c-ac86-2d9dea1df685", + "id": "890d4ff2-a2fa-4adb-ae25-b487854120ec", "metadata": {}, "outputs": [], "source": [] From 27a348cdd227677e9cc5e3531f43f73e40997fb8 Mon Sep 17 00:00:00 2001 From: ruiparreira75 Date: Tue, 9 Dec 2025 16:48:35 +0000 Subject: [PATCH 11/21] rui day 2 update and readme --- README.md | 2 +- notebooks/data_clean_rui.ipynb | 8 ++++++++ 2 files changed, 9 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 37d873cb..20798630 100644 --- a/README.md +++ b/README.md @@ -98,7 +98,7 @@ If the fund can only invest in one console ecosystem, which platform looks most - Revenue growth over time - How many players are in the genre, and by console, etc - +- # Day 3 – Conclusions | Assembling report diff --git a/notebooks/data_clean_rui.ipynb b/notebooks/data_clean_rui.ipynb index 21c8394b..64071089 100644 --- a/notebooks/data_clean_rui.ipynb +++ b/notebooks/data_clean_rui.ipynb @@ -989,6 +989,14 @@ "company_counts = high_score_games['Developer'].value_counts()\n", "print(company_counts)" ] + }, + { + "cell_type": "markdown", + "id": "d97027e8", + "metadata": {}, + "source": [ + "end day 2" + ] } ], "metadata": { From e6a3c33015d0029684ad20d7ba308afbf6a2b34f Mon Sep 17 00:00:00 2001 From: ruiparreira75 Date: Wed, 10 Dec 2025 08:19:46 +0000 Subject: [PATCH 12/21] rui_push --- notebooks/data_clean_rui.ipynb | 591 +++++++++++++++++++++++++++++++-- 1 file changed, 558 insertions(+), 33 deletions(-) diff --git a/notebooks/data_clean_rui.ipynb b/notebooks/data_clean_rui.ipynb index 9a1a8e40..64071089 100644 --- a/notebooks/data_clean_rui.ipynb +++ b/notebooks/data_clean_rui.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 34, + "execution_count": 1, "id": "e1707075", "metadata": {}, "outputs": [], @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 2, "id": "794baf11", "metadata": {}, "outputs": [ @@ -150,7 +150,7 @@ "4 91 Yes Stable " ] }, - "execution_count": 35, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 3, "id": "2894702b", "metadata": {}, "outputs": [ @@ -182,7 +182,7 @@ "dtype: object" ] }, - "execution_count": 36, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -193,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 4, "id": "ee7c3536", "metadata": {}, "outputs": [], @@ -204,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 5, "id": "ea309cc5", "metadata": {}, "outputs": [ @@ -225,7 +225,7 @@ "dtype: object" ] }, - "execution_count": 38, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -244,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 6, "id": "615ff13d", "metadata": {}, "outputs": [], @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 7, "id": "473b03eb", "metadata": {}, "outputs": [], @@ -272,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 8, "id": "0432d584", "metadata": {}, "outputs": [], @@ -282,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 9, "id": "57a24053", "metadata": {}, "outputs": [ @@ -290,7 +290,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_22056\\367378753.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\367378753.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", " df[text_cols] = df[text_cols].applymap(clean_string_content)\n" ] } @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 10, "id": "3a99ed76", "metadata": {}, "outputs": [ @@ -309,7 +309,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_22056\\4187115134.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\4187115134.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", " df = df.applymap(clean_string_content)\n" ] } @@ -320,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 11, "id": "4e4b442a", "metadata": {}, "outputs": [ @@ -408,8 +408,8 @@ " nintendo switch\n", " 2024\n", " microsoft\n", - " 1695.50\n", - " 184.40\n", + " 1695.5\n", + " 184.4\n", " 20.15\n", " 73\n", " yes\n", @@ -441,22 +441,22 @@ "3 shadow realms 4 action nintendo switch 2024 microsoft \n", "4 cyber quest 2 adventure xbox 2024 microsoft \n", "\n", - " Revenue (Millions $) Players (Millions) Peak Concurrent Players \\\n", - "0 1847.58 44.96 14.07 \n", - "1 4835.79 115.65 56.27 \n", - "2 2628.55 169.67 74.74 \n", - "3 1695.50 184.40 20.15 \n", - "4 4529.75 17.28 5.83 \n", + " Revenue (Millions $) Players (Millions) Peak Concurrent Players \\\n", + "0 1847.58 44.96 14.07 \n", + "1 4835.79 115.65 56.27 \n", + "2 2628.55 169.67 74.74 \n", + "3 1695.5 184.4 20.15 \n", + "4 4529.75 17.28 5.83 \n", "\n", - " Metacritic Score Esports Popularity Trending Status \n", - "0 87 yes declining \n", - "1 92 yes stable \n", - "2 99 no declining \n", - "3 73 yes stable \n", - "4 91 yes stable " + " Metacritic Score Esports Popularity Trending Status \n", + "0 87 yes declining \n", + "1 92 yes stable \n", + "2 99 no declining \n", + "3 73 yes stable \n", + "4 91 yes stable " ] }, - "execution_count": 53, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -467,11 +467,536 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "f4c99b09", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "df['Revenue (Millions $)'] = pd.to_numeric(df['Revenue (Millions $)'], errors='coerce')" + ] + }, + { + "cell_type": "markdown", + "id": "85b60a59", + "metadata": {}, + "source": [ + "# Which genres (e.g., action, sports, RPG, family) generate the highest average and total revenue by platform?" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ce18e629", + "metadata": {}, + "outputs": [], + "source": [ + "genre_revenue = df.groupby(['Platform', 'Genre']).agg({\n", + " 'Revenue (Millions $)': ['sum', 'mean']\n", + "}).reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4104f83c", + "metadata": {}, + "outputs": [], + "source": [ + "genre_revenue.columns = ['Platform', 'Genre', 'Total_Revenue', 'Average_Revenue']" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "3903ee0c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Platform Genre Total_Revenue Average_Revenue\n", + "9 cross platform strategy 63749.17 2549.97\n", + "51 xbox adventure 63039.65 2740.85\n", + "29 nintendo switch strategy 61813.02 2809.68\n", + "32 pc fighting 61438.32 2559.93\n", + "48 playstation sports 61317.60 2358.37\n", + "52 xbox fighting 56639.95 2981.05\n", + "20 nintendo switch action 56370.00 2684.29\n", + "44 playstation racing 55937.87 2663.71\n", + "18 mobile sports 54351.47 2470.52\n", + "0 cross platform action 53490.93 2431.41\n", + "39 pc strategy 53220.83 2534.33\n", + "27 nintendo switch simulation 52701.85 3293.87\n", + "35 pc rpg 52540.26 2918.90\n", + "10 mobile action 51958.20 2361.74\n", + "6 cross platform shooter 50185.18 2509.26\n", + "40 playstation action 49408.10 2906.36\n", + "53 xbox horror 48488.73 2424.44\n", + "43 playstation horror 47881.96 2280.09\n", + "14 mobile racing 47339.52 2491.55\n", + "2 cross platform fighting 47294.49 2955.91\n", + "47 playstation simulation 45215.22 2055.24\n", + "16 mobile shooter 44625.51 2789.09\n", + "23 nintendo switch horror 44378.72 2610.51\n", + "56 xbox shooter 44002.76 2750.17\n", + "55 xbox rpg 43420.07 2894.67\n", + "38 pc sports 43334.93 2280.79\n", + "8 cross platform sports 43227.55 2058.45\n", + "22 nintendo switch fighting 43184.56 2540.27\n", + "30 pc action 43152.70 2054.89\n", + "4 cross platform racing 42088.73 2475.81\n", + "13 mobile horror 41952.72 3227.13\n", + "28 nintendo switch sports 41284.39 2428.49\n", + "15 mobile rpg 40621.58 3124.74\n", + "59 xbox strategy 40411.20 2245.07\n", + "37 pc simulation 37827.19 2225.13\n", + "50 xbox action 36995.99 1947.16\n", + "1 cross platform adventure 36562.04 2812.46\n", + "34 pc racing 36361.10 2797.01\n", + "36 pc shooter 35041.45 2190.09\n", + "46 playstation shooter 34990.88 2186.93\n", + "49 playstation strategy 34126.67 2437.62\n", + "26 nintendo switch shooter 34047.15 2127.95\n", + "12 mobile fighting 32602.88 2716.91\n", + "7 cross platform simulation 32527.39 2957.04\n", + "31 pc adventure 31833.79 2893.98\n", + "42 playstation fighting 31779.89 2118.66\n", + "33 pc horror 31560.18 2254.30\n", + "54 xbox racing 30709.10 2047.27\n", + "21 nintendo switch adventure 30208.18 2323.71\n", + "19 mobile strategy 29666.65 1854.17\n", + "11 mobile adventure 28087.96 1872.53\n", + "3 cross platform horror 28076.26 2552.39\n", + "41 playstation adventure 27938.43 2328.20\n", + "17 mobile simulation 27893.41 2789.34\n", + "45 playstation rpg 27025.02 2456.82\n", + "5 cross platform rpg 26427.15 2202.26\n", + "57 xbox simulation 26077.35 2370.67\n", + "25 nintendo switch rpg 21823.75 2424.86\n", + "58 xbox sports 21470.37 1951.85\n", + "24 nintendo switch racing 21289.83 2128.98\n" + ] + } + ], + "source": [ + "genre_revenue[['Total_Revenue', 'Average_Revenue']] = genre_revenue[['Total_Revenue', 'Average_Revenue']].round(2)\n", + "genre_revenue = genre_revenue.sort_values(by='Total_Revenue', ascending=False)\n", + "print(genre_revenue)" + ] + }, + { + "cell_type": "markdown", + "id": "911524af", + "metadata": {}, + "source": [ + "# Overall, what is the correlation between Metacritic critic score and revenue?" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c99b0db4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.015594655811296102\n" + ] + } + ], + "source": [ + "correlation = df['Metacritic Score'].corr(df['Revenue (Millions $)'])\n", + "print(correlation)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "abffc6fc", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "788c2372", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['Metacritic Score'], df['Revenue (Millions $)'], c='#dd3d6e')\n", + "plt.xlabel('Metacritic Score')\n", + "plt.ylabel('Revenue (Millions $)')\n", + "plt.title('Correlation between Metacritic Score and Revenue')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e47f93c4", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5958449a", + "metadata": {}, + "outputs": [], + "source": [ + "df['Metacritic Score'] = df['Metacritic Score'].astype(float)\n", + "df['Revenue (Millions $)'] = df['Revenue (Millions $)'].astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "ecb0407f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending StatusScore_Bin
0pixel odyssey 2actionplaystation2024square enix1847.5844.9614.0787.0yesdeclining80-89
1battle warriors 4strategycross platform2024ea4835.79115.6556.2792.0yesstable90+
2legends of valor 2shooterxbox2024square enix2628.55169.6774.7499.0nodeclining90+
3shadow realms 4actionnintendo switch2024microsoft1695.50184.420.1573.0yesstable70-79
4cyber quest 2adventurexbox2024microsoft4529.7517.285.8391.0yesstable90+
\n", + "
" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 pixel odyssey 2 action playstation 2024 square enix \n", + "1 battle warriors 4 strategy cross platform 2024 ea \n", + "2 legends of valor 2 shooter xbox 2024 square enix \n", + "3 shadow realms 4 action nintendo switch 2024 microsoft \n", + "4 cyber quest 2 adventure xbox 2024 microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Peak Concurrent Players \\\n", + "0 1847.58 44.96 14.07 \n", + "1 4835.79 115.65 56.27 \n", + "2 2628.55 169.67 74.74 \n", + "3 1695.50 184.4 20.15 \n", + "4 4529.75 17.28 5.83 \n", + "\n", + " Metacritic Score Esports Popularity Trending Status Score_Bin \n", + "0 87.0 yes declining 80-89 \n", + "1 92.0 yes stable 90+ \n", + "2 99.0 no declining 90+ \n", + "3 73.0 yes stable 70-79 \n", + "4 91.0 yes stable 90+ " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "40609836", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Score_Bin Revenue (Millions $)\n", + "0 0-69 2496.760\n", + "1 70-79 2241.105\n", + "2 80-89 2588.840\n", + "3 90+ 2577.560\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\649818765.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " median_revenue_by_bin = df.groupby('Score_Bin')['Revenue (Millions $)'].median().reset_index()\n" + ] + } + ], + "source": [ + "median_revenue_by_bin = df.groupby('Score_Bin')['Revenue (Millions $)'].median().reset_index()\n", + "\n", + "print(median_revenue_by_bin)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "8bf43439", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "b09cb6b1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\3869036706.py:1: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", + "\n", + " sns.barplot(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(\n", + " x='Score_Bin',\n", + " y='Revenue (Millions $)',\n", + " data=df,\n", + " estimator=np.median,\n", + " ci=None\n", + ")\n", + "\n", + "plt.title('Median Revenue by Metacritic Score Bin')\n", + "plt.ylabel('Median Revenue (Millions $)')\n", + "plt.xlabel('Metacritic Score Range')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "288b1823", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Developer\n", + "sony 47\n", + "microsoft 46\n", + "rockstar 45\n", + "square enix 44\n", + "capcom 44\n", + "ubisoft 39\n", + "activision 37\n", + "ea 35\n", + "bandai namco 34\n", + "nintendo 32\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "high_score_games = df[df['Metacritic Score'] > 80]\n", + "companies_above_80 = high_score_games['Developer'].unique()\n", + "company_counts = high_score_games['Developer'].value_counts()\n", + "print(company_counts)" + ] + }, + { + "cell_type": "markdown", + "id": "d97027e8", + "metadata": {}, + "source": [ + "end day 2" + ] } ], "metadata": { From d45a39ae55b54d487e2a1370c723e275b3cb36dd Mon Sep 17 00:00:00 2001 From: Charul Mathur Date: Wed, 10 Dec 2025 09:25:27 +0100 Subject: [PATCH 13/21] added 2 files - charts --- .../notebooks/clean_data_charul.ipynb | 134 ++++++++++++++++++ .../notebooks/data_clean_rui.ipynb | 52 +++++++ 2 files changed, 186 insertions(+) create mode 100644 .virtual_documents/notebooks/clean_data_charul.ipynb create mode 100644 .virtual_documents/notebooks/data_clean_rui.ipynb diff --git a/.virtual_documents/notebooks/clean_data_charul.ipynb b/.virtual_documents/notebooks/clean_data_charul.ipynb new file mode 100644 index 00000000..d9552cae --- /dev/null +++ b/.virtual_documents/notebooks/clean_data_charul.ipynb @@ -0,0 +1,134 @@ +import pandas as pd +import yaml +import matplotlib.pyplot as plt + + +try: + with open("../config.yaml", "r") as file: + config = yaml.safe_load(file) +except: + print("Configuration file not found") + + +config + + +df = pd.read_csv(config['input_data']['file']) +df + + +# # Checking for Null Values + +df.isnull() + + +# # Check for null values in each column + +df.isna().any() + + +# # Count the number of null values in each column + +df.isna().sum() + + +# Drop column 'Peak Concurrent Players' + +df.drop('Peak Concurrent Players', axis=1, inplace=True) +df.head() + + +# Drop column 'Esports Popularity' + +df.drop('Esports Popularity', axis=1, inplace=True) +df.head() + + +# # Drop column 'Trending Status' + +df.drop('Trending Status', axis=1, inplace=True) +df.head() + + +# Renaming Column Names + +def rename_multiple_columns(df, column_mapping): + """ + Renames multiple columns in a pandas DataFrame using a mapping dictionary. + + Args: + df (pd.DataFrame): The DataFrame whose columns are to be renamed. + column_mapping (dict): A dictionary where keys are the current column + names (strings) and values are the new column + names (strings). + + Returns: + pd.DataFrame: The DataFrame with the renamed columns. + """ + # The 'columns' parameter takes the mapping dictionary + # 'inplace=False' returns a new DataFrame (recommended practice) + renamed_df = df.rename(columns=column_mapping, inplace=False) + return renamed_df + +column_map = { + 'Game Title': 'game_title', + 'Genre': 'genre', + 'Platform': 'platform', + 'Release Year': 'release_year', + 'Developer': 'developer', + 'Revenue (Millions $)': 'revenue_millions', + 'Players (Millions)': 'players_millions', + 'Metacritic Score': 'metacritic_score' +} + +df_renamed = rename_multiple_columns(df, column_map) +df_renamed + + + + + +genre_players = df_renamed.groupby('genre')['players_millions'].sum() + +# Plot 1: Players by Genre +plt.figure(figsize=(10,5)) +genre_players.plot(kind="bar", color = "#dd3d6e") +plt.title("Total Players by Genre") +plt.xlabel("Genre") +plt.ylabel("Players (Millions)") +plt.tight_layout() +plt.show() + + +platform_players = df_renamed.groupby('platform')['players_millions'].sum() +platform_players.unique() +platform_players.head() + + +platform_players = df_renamed.groupby('platform')['players_millions'].sum() + +# Plot 2: Players by Console/Platform +plt.figure(figsize=(10,5)) +platform_players.plot(kind='bar', color = "#dd3d6e") +plt.title("Total Players by Platform") +plt.xlabel("Platform") +plt.ylabel("Players (Millions)") +plt.tight_layout() +plt.show() + + +revenue = df_renamed["revenue_millions"] +volatility = revenue.std() +print(volatility) + + +plt.figure(figsize=(6,5)) +plt.boxplot(revenue, patch_artist=True, boxprops=dict(facecolor="#dd3d6e")) +plt.title("Revenue Volatility") +plt.ylabel("Revenue (Millions $)") +plt.grid(True, linestyle="--", alpha=0.5) +plt.tight_layout() +plt.show() + + + diff --git a/.virtual_documents/notebooks/data_clean_rui.ipynb b/.virtual_documents/notebooks/data_clean_rui.ipynb new file mode 100644 index 00000000..7038e64a --- /dev/null +++ b/.virtual_documents/notebooks/data_clean_rui.ipynb @@ -0,0 +1,52 @@ +import pandas as pd +url = 'https://docs.google.com/spreadsheets/d/18wyCTVAbd4W91vcGURS0P5ax-dI93iq2w7-s7wj98bs/export?format=csv&gid=1823224578' +df = pd.read_csv ('https://docs.google.com/spreadsheets/d/18wyCTVAbd4W91vcGURS0P5ax-dI93iq2w7-s7wj98bs/export?format=csv&gid=1823224578') + + + +df.head() + + +df.dtypes + + +# converting to correct type +df['Revenue (Millions $)'] = df['Revenue (Millions $)'].astype(float) + + +df.dtypes + + + + + +import re + + +def clean_string_content(text): + if pd.isna(text): + return text + text = str(text) + text = text.lower() + text = re.sub(r'[^a-z0-9\s.]+', ' ', text) + text = re.sub(r'\s+', ' ', text) + text = text.strip() + return text + + + +text_cols = df.select_dtypes(include="object").columns + + +df[text_cols] = df[text_cols].applymap(clean_string_content) + + +df = df.applymap(clean_string_content) + + + +df.head() + + + + From 72c137c238973d16f30c530774bc2896afa89845 Mon Sep 17 00:00:00 2001 From: DavyN25 Date: Wed, 10 Dec 2025 09:41:06 +0100 Subject: [PATCH 14/21] update --- .virtual_documents/Untitled.ipynb | 1 + .../notebooks/Clean_data_Davy.ipynb | 78 ++++++++++++++++ .virtual_documents/notebooks/Untitled.ipynb | 47 ++++++++++ .../notebooks/clean_data_charul.ipynb | 87 ++++++++++++++++++ notebooks/Clean_Data_Ako.ipynb | 2 +- notebooks/Clean_data_Davy.ipynb | 21 ----- .../__pycache__/box_plot.cpython-313.pyc | Bin 1496 -> 1496 bytes .../clean_string_content.cpython-313.pyc | Bin 0 -> 943 bytes .../__pycache__/duplicate.cpython-313.pyc | Bin 859 -> 859 bytes .../__pycache__/functions_Ako.cpython-313.pyc | Bin 0 -> 1206 bytes .../rename_columns.cpython-313.pyc | Bin 0 -> 849 bytes notebooks/rename_columns.py | 2 +- 12 files changed, 215 insertions(+), 23 deletions(-) create mode 100644 .virtual_documents/Untitled.ipynb create mode 100644 .virtual_documents/notebooks/Clean_data_Davy.ipynb create mode 100644 .virtual_documents/notebooks/Untitled.ipynb create mode 100644 .virtual_documents/notebooks/clean_data_charul.ipynb create mode 100644 notebooks/__pycache__/clean_string_content.cpython-313.pyc create mode 100644 notebooks/__pycache__/functions_Ako.cpython-313.pyc create mode 100644 notebooks/__pycache__/rename_columns.cpython-313.pyc diff --git a/.virtual_documents/Untitled.ipynb b/.virtual_documents/Untitled.ipynb new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/.virtual_documents/Untitled.ipynb @@ -0,0 +1 @@ + diff --git a/.virtual_documents/notebooks/Clean_data_Davy.ipynb b/.virtual_documents/notebooks/Clean_data_Davy.ipynb new file mode 100644 index 00000000..6b330c2d --- /dev/null +++ b/.virtual_documents/notebooks/Clean_data_Davy.ipynb @@ -0,0 +1,78 @@ +import numpy as np +import pandas as pd +import yaml + + +try: + with open("../config.yaml", "r") as file: + config = yaml.safe_load(file) +except: + print("Configuration file not found!") + + + +df = pd.read_csv(config['input_data']['file']) +davy_df = df.copy() +davy_df + + +davy_df.info() + + + + + +davy_df.duplicated().sum() + + +davy_df.duplicated().any() + + +davy_df.duplicated().any() + + +import duplicate +# Remove duplicate rows +davy_df_clean = duplicate.remove_duplicate_rows(davy_df, keep="first") +display(davy_df_clean) + + +# standardiser (normalise ) columns names for SQL +davy_df.columns = ( + davy_df.columns + .str.strip() + .str.lower() + .str.replace(" ", "_") + .str.replace(r"[^a-zA-Z0-9_]", "", regex = True) +) + + +# outlier handling + + + +davy_df.describe() + + +davy_df.describe() + + +import matplotlib.pyplot as plt +import seaborn as sns +from box_plot import box_plot +davy_df_outliers = box_plot(davy_df, column ="revenue_millions_", title="revenue in millions dollars", color="skyblue") + + +import matplotlib.pyplot as plt +import seaborn as sns +from box_plot import box_plot +davy_df_outliers = box_plot(davy_df, column ="players_millions", title="number of players", color="skyblue") + + +import matplotlib.pyplot as plt +import seaborn as sns +from box_plot import box_plot +davy_df_outliers = box_plot(davy_df, column ="metacritic_score", title="the metacritic score", color="skyblue") + + + diff --git a/.virtual_documents/notebooks/Untitled.ipynb b/.virtual_documents/notebooks/Untitled.ipynb new file mode 100644 index 00000000..99ea9d4c --- /dev/null +++ b/.virtual_documents/notebooks/Untitled.ipynb @@ -0,0 +1,47 @@ +import pandas as pd +import yaml + + +try: + with open("../config.yaml", "r") as file: + config = yaml.safe_load(file) +except: + print("Configuration file not found") + + +df = pd.read_csv(config['input_data']['file']) +df + + +# # Checking for Null Values + +df.isnull() + + +# # Check for null values in each column + +df.isna().any() + + +# # Count the number of null values in each column + +df.isna().sum() + + +# Drop column 'Peak Concurrent Players' + +df.drop('Peak Concurrent Players', axis=1, inplace=True) +df.head() + + +# # Drop column 'Trending Status' + +df.drop('Trending Status', axis=1, inplace=True) +df.head() + + +import rename_columns +clean_columns_df = rename_multiple_columns(df, column_mapping) + + + diff --git a/.virtual_documents/notebooks/clean_data_charul.ipynb b/.virtual_documents/notebooks/clean_data_charul.ipynb new file mode 100644 index 00000000..fcc12d3e --- /dev/null +++ b/.virtual_documents/notebooks/clean_data_charul.ipynb @@ -0,0 +1,87 @@ +import pandas as pd +import yaml + + +try: + with open("../config.yaml", "r") as file: + config = yaml.safe_load(file) +except: + print("Configuration file not found") + + +config + + +df = pd.read_csv(config['input_data']['file']) +df + + +# # Checking for Null Values + +df.isnull() + + +# # Check for null values in each column + +df.isna().any() + + +# # Count the number of null values in each column + +df.isna().sum() + + +# Drop column 'Peak Concurrent Players' + +df.drop('Peak Concurrent Players', axis=1, inplace=True) +df.head() + + +# Drop column 'Esports Popularity' + +df.drop('Esports Popularity', axis=1, inplace=True) +df.head() + + +# # Drop column 'Trending Status' + +df.drop('Trending Status', axis=1, inplace=True) +df.head() + + +# Renaming Column Names + +def rename_multiple_columns(df, column_mapping): + """ + Renames multiple columns in a pandas DataFrame using a mapping dictionary. + + Args: + df (pd.DataFrame): The DataFrame whose columns are to be renamed. + column_mapping (dict): A dictionary where keys are the current column + names (strings) and values are the new column + names (strings). + + Returns: + pd.DataFrame: The DataFrame with the renamed columns. + """ + # The 'columns' parameter takes the mapping dictionary + # 'inplace=False' returns a new DataFrame (recommended practice) + renamed_df = df.rename(columns=column_mapping, inplace=False) + return renamed_df + +column_map = { + 'Game Title': 'game_title', + 'Genre': 'genre', + 'Platform': 'platform', + 'Release Year': 'release_year', + 'Developer': 'developer', + 'Revenue (Millions $)': 'revenue_millions', + 'Players (Millions)': 'players_millions', + 'Metacritic Score': 'metacritic_score' +} + +df_renamed = rename_multiple_columns(df, column_map) +df_renamed + + + diff --git a/notebooks/Clean_Data_Ako.ipynb b/notebooks/Clean_Data_Ako.ipynb index 74efb682..bea24646 100644 --- a/notebooks/Clean_Data_Ako.ipynb +++ b/notebooks/Clean_Data_Ako.ipynb @@ -1122,7 +1122,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.9" + "version": "3.13.5" } }, "nbformat": 4, diff --git a/notebooks/Clean_data_Davy.ipynb b/notebooks/Clean_data_Davy.ipynb index 21ad088a..e3268814 100644 --- a/notebooks/Clean_data_Davy.ipynb +++ b/notebooks/Clean_data_Davy.ipynb @@ -379,27 +379,6 @@ "davy_df.duplicated().any()" ] }, - { - "cell_type": "code", - "execution_count": 7, - "id": "19a747c8-332c-419a-a239-50dc307b1ed5", - 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ruiparreira75 Date: Wed, 10 Dec 2025 16:33:41 +0000 Subject: [PATCH 15/21] day3 --- README.md | 154 ++++++++++++++++++++------------- notebooks/data_clean_rui.ipynb | 82 +++++++++--------- 2 files changed, 134 insertions(+), 102 deletions(-) diff --git a/README.md b/README.md index 20798630..170f8338 100644 --- a/README.md +++ b/README.md @@ -1,14 +1,31 @@ # Ravenclaw Gaming Investment Group -# Team Members: +## Team Members: Ako Rui Davy Charul -# Day 1 - Project Initiation & Data Selection +## Project Overview +This project analyzes global gaming industry trends (2000–2024) to identify the most promising investment opportunities across platforms, genres, and publishers using data analysis and visualization. -## 1. Introduction to your project +- **Objective:** Identify profitable and stable investment opportunities in gaming. +- **Approach:** Analyze platform performance, genre trends, and correlations between ratings and revenues. +- **Dataset:** [Gaming Trend 2000–2024](https://www.kaggle.com/datasets/haseebindata/gaming-industry-trends-1000-rows). + + +## Tools & Libraries +- Python 3 +- Pandas (data manipulation) +- NumPy (numerical operations) +- Matplotlib, Seaborn (visualization) +- Trello (project management) +- GitHub (collaboration) + +## Day 1 - Project Initiation & Data Selection +On Day 1 we focused on dataset selection and cleaning. + +### 1. Introduction of the Project We are a group of game investors in Europe, and we are looking for where to invest in the gaming industry. - Which platforms are most profitable and sustainable? @@ -16,125 +33,140 @@ We are a group of game investors in Europe, and we are looking for where to inve - How critical ratings align with commercial success. - Where future investments (publishing, studios, or platform partnerships) will yield the highest returns. -# The fund’s objectives: +### The fund’s objectives: - Maximize long‑term return by backing platforms and genres with strong, growing revenues.​ - Control risk by avoiding segments where sales are highly volatile or dependent on rare “hit” games.​ -## 2. Dataset Selection +### 2. Dataset Selection -# To look for this, we took the database Gaming Trend 2000-2024 as our research lab to build an investment thesis. +To look for this, we took the database Gaming Trend 2000-2024 as our research lab to build an investment thesis. https://www.kaggle.com/datasets/haseebindata/gaming-industry-trends-1000-rows -This dataset provides detailed information of a thosand console games, including: +This dataset provides detailed information of a thousand console games, including: -Game Title -Genre -Platform -Release Year -Developer -Revenue (Millions $) -Players (Millions) -Peak -Concurrent Players -Metacritic Score -Esports Popularity -Trending Status +**Dataset Features:** +- Game Title +- Genre +- Platform +- Release Year +- Developer +- Revenue (Millions $) +- Players (Millions) +- Peak Concurrent Players +- Metacritic Score +- Esports Popularity +- Trending Status -This dataset is good to do some market research, look for best genres and most revenue. +This dataset is useful for market research, such as identifying the best-performing genres and the highest revenue segments. -## 3. Data Transformation -The original dataset was almost clean, but we've clenead with some techniques, then we save each function on a diferent .py file to apply later. +### 3. Data Transformation +The original dataset was almost clean, but we cleaned it using several techniques, then saved each function in a different .py file to apply later. -Charul: +### Charul: null values (to check) filling Null Values column standardization (drop columns, head names, etc.) -Davy: +### Davy: outlier handling duplicate data -Rui: +### Rui: format the data (REGIX) datatype handling (verify type, convert to int, float, or string) -Ako: +### Ako: date/time cleaning resetting the index -# 4. Createad a Kanban board for project management purposes on Trello. -We organized the tasks between before and after lunch for all week. +### 4. Created a Kanban Board for Project Management Purposes on Trello. +We organized the tasks between before and after lunch for the whole week. https://trello.com/b/p5use74G/ravenclaw - -# 5. Created a Github repository for the project: +### 5. Created a Github Repository for the Project: https://github.com/tomapasta/first_project -We created the repository and defined the colaboration status for all group members. We use branch and merge techniques, so all files are always updated. We have practiced working collaboratively on the repository. - +We created the repository and defined the collaboration status for all group members. We use branch and merge techniques, so all files are always updated. We have practiced working collaboratively on the repository. -# Day 2 – Data Examination and hyphothesis +## Day 2 – Data Examination and Hypothesis -On day 2, we began understanding the dataset and created the questions for the following fields: +On Day 2, we began understanding the dataset and created the questions for the following fields: -## 1 . PS vs Xbox vs Nintendo +### 1 . PS vs Xbox vs Nintendo Which platform has the highest average revenue per game, and which has the highest median revenue per game? How has the average Critic Score for the top five most active platforms (by number of releases) changed over the last decade (2000-2024)? Which platform shows the steadiest or steepest growth/decline in user score over this period? -## 2. Content and genre +### 2. Content & Genre Which genres (e.g., action, sports, RPG, family) generate the highest average and total revenue by platform? -## 3. Ratings vs financial performance +### 3. Ratings vs Financial Performance - Overall, what is the correlation between Metacritic critic score and revenue? - Is there a “threshold” score (for example, above 80) after which median revenue increases sharply? (tested with bins like 0–69, 70–79, 80–89, 90+.​) -## 4. Portfolio and investment decision questions +### 4. Portfolio & Investment Decision Questions If the fund can only invest in one console ecosystem, which platform looks most attractive based on: - Which companies have scores above 80 from Metacritic - Which companies delivered the best revenue - Revenue growth over time - How many players are in the genre, and by console, etc -- +## Day 3/4 – Conclusions & Assembling Report +On Day 3/4 we focused on insights and visualization -# Day 3 – Conclusions | Assembling report +### 1. Data Transformation -## 1. Steps for analysis +We cleaned the dataset, removed unnecessary columns, and created new grouped variables for analysis. We used the following techniques: -- For drawing conclusions we made group by for Platform and Genre and look for each revenue, ascending by total revenue -- We made a corrilation between Metacritic Score and Revenue using a scatter graphic fom matplotlib.pyplot and seaborn -- WE created a score bin for 0, 69, 79, 89, 100 to compare with revenue. +- For drawing conclusions we made a group for Platform and Genre and looked for each revenue, ascending by total revenue. +- We made a correlation between Metacritic Score and Revenue using a scatter graphic from `matplotlib.pyplot` and `seaborn`. +- We created a score bin for 0, 69, 79, 89, 100 to compare with revenue. +- Used `matplotlib.pyplot` and `barplot` to look for correlations and comparisons. +- Applied datetime conversion and index resetting, +- Deleted duplicates, analyzing outliers by looking at normal values of the dataset using boxplot +- Web Scraping for unit sales on Nintendo titles +- Handled null values, dropped unnecessary columns, and renamed columns +- Bar Graphs using `matplotlib` to analyse players by genres, platforms +- Used `groupby` to sort Metacritics threshold, `matplotlib` to visualise the growth of each company and to identify top revenue developers +- Identify top revenue developers over the 3 years by using line graphs. +### 2. Analysis & Conclusions +After we got the data clean, we analyzed the data for every question we had. +One of the decisions we made, right in the beginning, was to drop PC and mobile on our strategy, because they are a volatile market, with many games depending on free-to-play models, microtransactions, etc. +For this, we focused on the main consoles (PlayStation, Nintendo, Xbox), looking for real gaming unit sales, but still, used all data for statistical purposes. +Looking at PS vs Xbox vs Nintendo, we concluded that Switch had the highest revenue per game, followed by cross-platform. +In content and genre, again, cross-platform had the most revenue, with higher numbers in strategy and adventure. +We tried to see if there was a correlation between Metacritic scores and revenue, but we find that there´s no correlation. + *Metacritic is a platform that combines the average scores from all gaming outlets that give games a review score. -missing from: -Ako -Davy -Charul +We found that the games that scored the best in Metacritic (80+) had the best total revenues. +Looking for best portfolios to invest in, Sony was the company with more games above 80+ scores, followed by Microsoft and Rockstar. +In revenues, Sony still had the best total income, followed by Activision and Rockstar. +Looking for the most played genres by number of players, we found that action, strategy and sports attract the highest total number of players across the gaming industry. +Overall, genres with fast-paced or strategic gameplay tend to dominate player engagement. +In the conclusions, the Ravenclaw Gaming Investment Group decided to invest in multiplatforms, with a preference toward Nintendo consoles. +Nintendo Switch has the lowest player totals comparatively, but they still represent major segments in the market. +Nintendo has the highest per-game revenue median, so probably high revenue per person/game. Mario Kart and Animal Crossing are still very profitable. -genre_revenue[['Total_Revenue', 'Average_Revenue']] = genre_revenue[['Total_Revenue', 'Average_Revenue'] +And finally, for the decision to cross-platform, we found that the strong performance in this highlights an industry trend: players prefer games that don’t lock them to a single console. +### 3. Challenges in the Project +The team was very confident in the dataset chosen and the business plan to invest on a console. The team had some minor challenges in coding, so we decided to keep it on Python/Pandas. +There was some confusion at the start with pushing, pulling, and changing the environment from the files in the repository, but never have conflicts to resolve. +Every team member worked in their own Jupyter file, then we compiled all code from contributions to a main final file. +We had some challenges compiling all the code in the same file, because of conflicts in column names and some rows. This could be avoided if all members started to code after the cleaning process. -# Dataset -... -## Main dataset issues -- ... -- ... -- ... -## Solutions for the dataset issues -... +## Day 5 – Project Presentation +On Day 5 we presented our findings and pitched the business plan. -# Conclussions -... +This project helped our team practice collaborative data analysis, investment reasoning, and Python-based visualization while exploring key trends in the global gaming industry. -# Next steps -... diff --git a/notebooks/data_clean_rui.ipynb b/notebooks/data_clean_rui.ipynb index 64071089..789ab133 100644 --- a/notebooks/data_clean_rui.ipynb +++ b/notebooks/data_clean_rui.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "id": "e1707075", "metadata": {}, "outputs": [], @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "794baf11", "metadata": {}, "outputs": [ @@ -150,7 +150,7 @@ "4 91 Yes Stable " ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "id": "2894702b", "metadata": {}, "outputs": [ @@ -182,7 +182,7 @@ "dtype: object" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -193,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "ee7c3536", "metadata": {}, "outputs": [], @@ -204,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "ea309cc5", "metadata": {}, "outputs": [ @@ -225,7 +225,7 @@ "dtype: object" ] }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -244,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "615ff13d", "metadata": {}, "outputs": [], @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "473b03eb", "metadata": {}, "outputs": [], @@ -272,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "0432d584", "metadata": {}, "outputs": [], @@ -282,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "57a24053", "metadata": {}, "outputs": [ @@ -290,7 +290,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\367378753.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_8248\\367378753.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", " df[text_cols] = df[text_cols].applymap(clean_string_content)\n" ] } @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "3a99ed76", "metadata": {}, "outputs": [ @@ -309,7 +309,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\4187115134.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_8248\\4187115134.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", " df = df.applymap(clean_string_content)\n" ] } @@ -320,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "4e4b442a", "metadata": {}, "outputs": [ @@ -456,7 +456,7 @@ "4 91 yes stable " ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -467,7 +467,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "f4c99b09", "metadata": {}, "outputs": [], @@ -485,7 +485,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "ce18e629", "metadata": {}, "outputs": [], @@ -497,7 +497,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "4104f83c", "metadata": {}, "outputs": [], @@ -507,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 17, "id": "3903ee0c", "metadata": {}, "outputs": [ @@ -595,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "id": "c99b0db4", "metadata": {}, "outputs": [ @@ -614,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "id": "abffc6fc", "metadata": {}, "outputs": [], @@ -624,13 +624,13 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 20, "id": "788c2372", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -649,7 +649,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "id": "e47f93c4", "metadata": {}, "outputs": [], @@ -659,7 +659,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "id": "5958449a", "metadata": {}, "outputs": [], @@ -670,13 +670,13 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 23, "id": "ecb0407f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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2WUfvFKnjOAbSyXGeXXfdlSUBXnzxRVUE77zzDh8fP08//XTeNjyPr371q+p+++3H77u+vp7//ctf/tL2uFbXDXkGXCd+DCkBvHu8E7QFtImZM2eqH/3oRzlV38k1G4AcAt7p7Nmzc20M6f1o4+Znh2Pccccdtm0MuOaaa/i60GbQvvGMS7XvVCql/uhHP2KJCuzb2trK/eo73/mO2t/fb/vsAgQwI4T/lTeXAgQIECBAgAABJj8CDlGAAAECBAgQYKdHYBAFCBAgQIAAAXZ6BAZRgAABAgQIEGCnR2AQBQgQIECAAAF2egQGUYAAAQIECBBgp0dgEAUIECBAgAABdnoEwowCQM0cVKCGTH0gER8gQIAAAQJUB6AsBOFTqL4XCosWIjCIBABjKCgUGCBAgAABAlQnUPoFavBWCAwiAcAzZDxQu7pHAQIECBAgQAB/AEWJ4dAw5nErBAaRAIwwGYyhwCAKECBAgAABqgsidJeAVB0gQIAAAQIE2OkRGEQBAgQIECBAgJ0egUEUIECAAAECBNjpERhEAQIECBAgQICdHoFBFCBAgAABAgTY6REYRAECBAgQIECAnR6BQRQgQIAAAQIE2OkRGEQBAgQIECBAgJ0egUEUIECAAAECBNjpEShVTwKoikKpdzZStn+IIs0NFN99JoVsitjtTAieT4AAAYKxI4CvDaJvf/vb9J3vfCfvuwULFtDbb7/N/x4bG6PLL7+c/vSnP1EymaQTTzyRfvnLX9LUqVNz+69bt44uueQSeuyxx6ihoYHOO+88+sEPfkDR6PitPf7443TZZZfRG2+8wTVNvvnNb9L5559PkwGj//wX9d32CKXWbSXKZIiiUYrPmUItZx9HtQe+j3Z2BM8nQIAAwdgRQAQT7kbYa6+9aPPmzbmfp59+Orft0ksvpfvuu4/uuOMOeuKJJ7jq/CmnnJLbns1m6aSTTqJUKkXPPvss/eEPf6Df//739K1vfSu3z9q1a3mfo48+ml5++WX68pe/TBdddBH9/e9/p2rxbiRXrqeR59/iT/xunuy3XfNnSq3eRKG6OIXbm/gztWYTf4/tOzOC5xMgQIBg7AhQNSEzeHKmTZtW9H1/fz/99re/pdtvv52OOeYY/u6mm26ihQsX0nPPPUcHH3wwPfzww/Tmm2/SI488wl6j/fffn773ve/R17/+dfY+xeNxuvHGG2nevHl0zTXX8DHw9zC6rrvuOvY4Vat3o+aA3XibOpykcGdzrnBdKBEntSNGyvZ+3o79dsbwGQzH4Pns3AhCpf5CtbwPP48d1fIMqxUTbhC98847NGPGDKqpqaFFixZxuGvOnDn0z3/+k9LpNB133HG5fffYYw/etnz5cjaI8LnPPvvkhdBg5CCEhvDYAQccwPuYj2HsA09ROSA8hx8DAwMDNFHeDXTKUHMdhWJ1pKYzOe9PyxlHs6HE2wqq+OL3UGMdb0fnSSyYvdN1Wpzfr88nQOURhEr9hWp6H34dO6rpGVYrJtS0/Ld/+zcOcT300EN0ww03cHjr8MMPp8HBQdqyZQt7eFpaWvL+BsYPtgH4NBtDxnZjm9U+MHJGR0dLXheMsubm5twPeEcTuUIJJ+JsUOAz3NFM6kiSBu5bzp0iFCtt04biUd4Oo8RLoNNu+cqNtOWK39K2q2/jT/zudfiO79uHzydA5RGESv2Fansffhw7qu0ZVism1CD68Ic/TKeffjrtu+++7LV58MEHqa+vj5YsWTKRl0Xf+MY3OGRn/Kxfv953K5TM9n7+HV6jUlBT2goCHpqdsdPyfUej2vNRVVLHUqQMj/En/17wfKy4WtWMyXpfbhYTvH2SPwe/oBrfR97Y4YOxtRqfYbViwkNmZsAb9L73vY9WrVpFxx9/PJOlYSCZvURdXV05zhE+n3/++bxjYLuxzfg0vjPv09TURLW1tSWvI5FI8M/Er1Dqyq9QSKVIewtlu/s5rm02nFRM+IMjFJ8/g8NVO2PcHfcNd3Jy5TrKZLJE6SwbQoTrikUoHI1QYsEc3m+yuqIn631VY7ijmuEmBF6N78MYO7CQ88PYan6GgIJFXTZLFIlQKBHz5TOsVviKjTU0NESrV6+m6dOn04EHHkixWIweffTR3PaVK1dymj24RgA+X3vtNdq6dWtun6VLl7Kxs+eee+b2MR/D2Mc4hh8hskIJxWLUdPIhFKpLsLGBToKBC5/4PVRXwxOfbOOjnMfBycDnBXDftR/cg5SRJBEGECCiPws8o5Ekbx9bsco3Xq3J6q3b2cMd1Qy3IXCn78MPHk2MHTx2+mRsNZ6hms5SZsM2ymzcTpnNPdrnhm2kYsHns2dYrZhQD9FXvvIVOvnkk2nu3LmcUn/llVdSJBKhM888k7k7F154IesHtbW1sZHzxS9+kQ0ZEKqBE044gQ2fc889l3784x8zXwgaQ5///OdzHp6LL76Yfv7zn9PXvvY1uuCCC2jZsmUcknvggQfIrxBdoTQuXkSx2Z05LwC+Zy/A/BkV8QJYeRxUrFhsvFq4Pq8mIgwCo8+/TeHaBP+b3dxZhT1EodoEhSJhGvnHWzxo+MWrNVm9dRO1mMD9ehXu8EMigdeJHZ2Xf9J2jHHyPvzk0cT5cH9+GFvxbFRFJaWrV/Nyo12FQwgSkJpMU7arl8INtb57htWICTWINmzYwMZPd3c3dXZ20mGHHcYp9fg3gNT4cDhMp556ap4wowEYT/fffz9nlcFQqq+vZ2HG7373u7l9kHIP4weaRtdffz3NmjWLfvOb3/g65d5YoWDQ4RVJY51mUKQy3DHNKxQ0ckxslR6MRbLeJmIiKgfDYxXuaKJQPMYDh9nNjN9TazZzBK2a3PmTNUxRzeGOyTgJyTKqRd9HdnCEtl+7xJXxJRt+GVvbv3y6tpjD+BWLjj9D2EShMBEiCVmFMv3D1P3TO3z1DKsNIRWtMoAlkJEGjxUI1vBUeQW/DLQYHOEmR/jFPDjyNlXlwTE2bzp30PSazUz0K7UPBr5p/3MxDyiyVtTljgPPD1z8HCoqcVz8XXZzD19zZFpb2X2U7gHq/H9nU90HFzq+NqfX7OW9V+K+/ILcBDOSLLmY6Lz8DGn9p3gy0xYF6gDOlajaSQihFoTHONxaYoHDYaTRFE276kJbo9rufXRcejr1//FRy/HFPHZUI8r1VZGxNTq1jdKbu0kZGtU8RJEw78dTt+71hocoNr2dMlt6Ju0z9GL+9hWpOsDErFBkeBzS67dR6znHU9+WHluvlixDz87NbOux4tUWeerV8s29e5yBOBnDHZUITfol9CaS2CEaArd7H5jMZZOGlUyGhpetoExXL0WntlL9MQdQ2FTOSRQy3odVXzXfe9mxdVM3G0LRKa2U7RvUxlRVD/8nYhRpaWRjCfuFW+uFvMJ+aWd+Q2AQ+RxopBMd1hAdHKMz2mwnIhm8BMDuOB2XnSHgqh/3ankRXvHXvXuXJTNZFxOyQ5OixrLoZOZm0sszqvWQs5pVmHvHIWeHRrXV+4BHUyMNRyi7tU87tp4RirEl3NroiAjf96dl1HfLUlKG4VHRQkvd199NLeceTy2f0qoeeLV4MfpqdnCUQrGI9qWSpbFVG/j7ppMW2WcUw/jBe4tHKDars+hdKKADgFOkKJbkdcOAxTX13rqUKQMcbothjJ7OC9pq9GbKRGAQBbCFE48DBv5yA5+sFbXIcfpvf5SazzyWtl+3pKzHCgMAIMLVcgun927lYpdx75XKkvHTqrPSiwmZXhRRY1l0knY7mTuRrXD7PpyQhkWMoZ5f3cfGATxMmqGgkjI0on0PeRcBo0jG4sXoq9ntA6Sm0nyPOYRDlE2mafjJV4miEeuxNRGnWGczh8NU0BFq4rDx8hY4sRntlN7WbztGZzb1UM/ND5HSN6w9a77ZJI29spq63ttCU684d6c2igKDKIB0omq5gU/Wilr0OJGmOqHQiczwSjmjwMm9w/3txsXu5N4nG9/NS8gKTYoay5hQYeSKGE1uJ3NDtmJ0xTvjxgVkKzCpI/1c3y7D4I3tOl2INMz72YTJ4Bni6zUfJxIiFYZRWtvedNoRluEzWQs39OWxt97TxGCLLlZlDlZyXRcl5k7VjZ3SY2ti/gxqPutYJp2XXdxddBIvhPCOlfYoEWfVamFH0g1z8Dz773+WlJ5BzbDFteN0sIvAK+wZpO4b/kozf335Ths+CwyiAFKz3rxYUTs5DkjDdqETWeEVGbIEoy+upIEHlpedzERc7E7u3U+hQNmQxSORtVBwZyx3Ue9vHrCdpBP7zZfmhbWTrcD25jOOct2e0qs3a8YWJu+sQmohaVg3xrCf1UIJ75rDZOAelXiOaiTC27Ff4wkfKHscWQu3dPcAqcNjpj82bTScRcNjVHPo3jT8t39Yjq0ivDhcW9dVt1AWoTBzrhRI162NVH/EvtT9879o3+nPOM/wzGQptXYLJVduoJqFc2hnRGAQBRCC0SF7b1vKnBsFq+JYlGKIPZ8tFnuWtaJ2ehyR0Inb8Iq9LMExAtccYRe61WQm5GJ3eO+TUfNIFo9E1kLBrbGs9A4JkWYx2cv0wlrKVkiSboCBGAqHLEnD6ljSdqEEw5ffNbxBpYDvs/p+HizcUu8UlHwqk88dUhShsVVo4ZbKakZk4YlTGUq91zX+DssYjJTNUvKtdwODKIA/IcLLqPRKOP+C9MWH6dNrjRi/SeuLGAVDT77MIprpteUJ3NFpbcwDCFtlnEDiIMcnmPh796PmkSweiQhEVu5SjGVB0ixP9pK9sPweawquS6LQqrHAsSQNZ+wXShj72AuDsF6khFGE70P6fgLX4z5Ls4xhVm4/gbG13AIHYxDCXWjj7G0z90Wk3Q+N0MjTr+nH1FcIxUch88fOiMBD5GOI8DK8WAkb12IM6mGT3gomeCe8BCeht3LGoKwQnqeyBOsgS3Ac9XWVlyWoO3xfGrjjcctJLzQ4wvsNPrBcOw5W66EwhVSFJxKv710msVgGZPFInMBq5S7LWM4jzVpkffFkPwFeWDfIX+CUJg2LGPlYCGLsw+SPd830GJ0HznN8NkvhhjreT/x6dnzRYWd45Y45knQ9tiLMhXBXXominN0T4nBYFtwh9pLpWWuFyCoUAll+z7m0s2LnZE5NklpUxkqYVwVo4EjrDIdzK2Fsd4JyNXBkVls2VtQYUEAqhEAgPvG7WTDProaS6HGs7ksWROs1RWe0W15z3UELhKpsY7+mxYdqtY26eim7uZs/8XvT4kM85ev4rTK4HY+ETDwSmW3DWLmDt4VPwyAVNZYbjtzPsnYWSLMg36LNpNZvpTRqWm3azp/4XekZ4Ekckz0+IQxZqLmbm8znTBH2wooex81zlFU7DAYuFoIEPgwWGmh7af0TP6Ewb7czhIuuZ2CY0+bx6eR6YrOn2juJQkQjL/3L9diKMBeHw3BNyArU750/M/r3WYUibZowIYuH6u+V36fef2O7TM95oHbGmmiBh8iHEFlV9tzyMKVRKFXSStiteJiTsIhdLFyUpIsfkEitwoVeZD/JlCUQKnMwMEID9z7DK8EIhwmwBFY5mwXfJ3af5ZlR5LfwpRMeiRdtQ1zDq9029JZatZFGX/qXFvrJQSWCcR0OcdYXGwUSvKey+FGiz1GWmCbafqihhg25ontqqOHtoteDRQfG0GzfUM7bEq6vpWbBRYc6PMJjMxsl5RCNUHZLr7CgYvmT6T8wfviPTdvQXpQsjxP1h+9Lw0++ot0TCOyGCy0cpkhLA7VfsliqeG61ITCIfAghXsY7G0mVkFEhYoA0mjKbeJIrIFjuSFjEKhYuStJFpfrCTjv00AvSRSC9kiUQmYSQfov0WtxTZEpL/rka6zwnMfstfCnKIzGHKSrZNmQay0OP/DM/eyjvQCpvR9aXLONCBj/KyXN0m+1pjB1h8MZ2m0E0NEYqxi0skBpqiHoGhfsG7svtoiPcWD8etir12vTvVSWrhclcjK3xhabxxAiT5X7HSbR/1p/wfqo/fJ8cgVstQeAelTxu+k2fzAqBQeRDiKwq2R3KImbuMipEDJCRp15lAwueCXTOQiXZUEMdDzoywiKiJN3Be5dT35JllmrNhuFQ6ewnmUaBkzIHfiExe10Z3BGPpMA4NXgko9CH8aBtyPKg5Tgi+Pto2DTL6p9ZJS9lWpaUhFt+lNPn6CYr0jx2sFHUXJ+3XRHsG+b7crfoUDU7Cv/DmM3ZX/o7A8/HCDNLGFtDIV0nCh4iPoWpbRjGGKfaR6jmwHmevdPRKvM0BQaRDyFah4tSadcZFSIGSGZ7P0Vq48xXyAl6mZRk1bE+iu82U0pYRMQYRCx/4L5nLTstNFvsMrZkGg4yjQKRMgd+ITGLXLOXMHgknE0GnoQpy8zgWDSc+AGWL/DCqJQVekq9t2Xcc5BbBI1/qvh3Qcq0iHEhsnqvtNCqLMhLl5dzXwreL8YkJakZKmyQhDXDXOf1QOcpXF9Dmc3drsZWZXCYwrVxUkaSmuGVyybTEcG54ryfzHeqWrQfv+qTWSEwiHwIoVXl7jOZQ2SshLWNpjFSMKNC1ABRDcIwr170sFwuP5T3dHSP5TqSkDFIIcp299sXRESacku9Z4aDTKPAqsyBXwu3+qHuHmBkV+ayL0GrwFzTUMfGEuo2DS97SapRaTUxOAk9KTDya2KkRhOcOWhMHiBr62eSljLtdvXutwxDWX1D1n3hPBCxjNYlKKt7f/L0lRrqtDEURrvLsVU7Vw2F62o0TxNCb3pT4dAbPE3GM5J076MW7QfjoB/1yewQGEQ+hMiqsu3cEyj5zgbqufHe0qS9sFhGhagBoo4mKdrZUtyxa+LcsUHSk1HEEh3EzhiMdjRrBpFVVhd7yMKeGw6VNgpkqSNPdsAoQkJBKcI9MmZkGpUihoVI6EnpHyYlk2XPQl7dsHSGS0BwSERSyrSM1bvfjHNZfUPWfZmvJzqzQ8t806USEEJDxqChPeZ2bDWfK6yfK690R/eAUGg2InjvmU3d1LfkMUttLT95D0URGEQ+hWgIBqteeHAKAa6JSEaFyCCSM0Ca6ijWXF+sgYL9ugekFbG0MwabTl5Evbc+YtlpQzUxirY3U6bLHwKGsuB19k81A8ZPqYQCmZlxTgwLqzBFctVGUkZTmiFkDq2kMqRAXmFzD0Wnd1Bmw1YtRTqqJVPkwi8FKdNWkMUT8VuGoay+IbIoE7mvvOvpHshphlE2Xaw91tLkamw1nwv7872j7AruHb8L8hjjAu8UBOyhJ16xbD9MaUinKewT76EoJv9SsYqBgXTa/1xM0666kDr/39n8id/xvTGooeNEd5vBKw3oVuATv4eiYSH9ChENEBggOa0ZfeWCuDer12JQ3sEiluU0NzAgWen1NC4+REAjZSprt7jVNvEjRDSYRHSsdlbI0r2Rpc+V6R3kgr4c4tUNHb5O9LVoRCu8OTRKjSd+QNOR0TVluD/qHiN8b6RMm6+vlI6ME56IF8/Rb30D2auy7stI3y+nGZanPeZibBW9dzuEBN5pwxH7U3r9Nsv2gwU0RxZ8ok8misBD5HOIkN+MjIrwDmRU5NUpu3UppVAYEI04Bm/UdGo953g2UEBC5VWDXknZ7PoVXTE5GYjt+DgiK0EZ9df8Cq+zfyYbZJDg89ozBnlMHqbVvTD5Fh5eGCvl3gW+VxSKTm2hKVecY5kyLbPQsMjq3U8ZhjL7BhaeVmOi6H3Zpe8zYVqil00Gj7HW5p0KtR8YF3pkwQ/eQ1EEBlGVomKExmxWG9TD2aJVw9arbqU0Un/hlTE4DqEQC3pVotq9FR/H0UDsov6an1Et2T8TBTv+lNvJw2jPlIpQemtfUco0ipJiu10fDDfVa0YPJgpVLZYKYHmNMO8ncs1yCg2Lr979kmEoAsfeMW2II1X/LMVvLtfORNL3IQ3SfOaxtP26JdJ0vGTwGGst3qkoBw+RBfCM/KBPJorAIKpSyCQ0YgCFscPqpVipskBYiMZeWU1b3+viVSkf02xJmDu3oIUhm4TpRPF6R2sEVSOcGp6TkXgtyp9yM3ngWamKStmtvUXcH3BBMlt7mctnW5S0tZH347AZQmF49obMEPpjKMTbsZ/dNcuqneaUmO+XDENH3jH9PeV59fS+MfriShp4YHnOqAwbY8ea/LFDhsJ/pKnOd142q3cqyh0DtSE2e4rv7ssKgUFUpZBFaNSqJN9L2e6BfBVc/FvJ8veoohyGhZ9VKTpvWskMhokiYcpQvPZ68q+0AeLE8JyMxGuv9E9iu07XODzoC6byOZpSvC68l1W0/SyA95/YbSYlV67jyZnfD2dJaunZmKyxXaRfyCo0XK3EfHvv2NFa3xgYoUwJIURkdYGwDoqA3dgBY5g9O2WkEswK/3YLE8gqVIuXLeSAvF5N3kPAn1cVwBayCI1wf6ID54whdgvDP6zvoKpMPkyCgIiVElz3TPyr1T5Rfd6HJExZxFHZsCtaKwOihTmhjotBDRlOLO4JImckRMnVG31PvBYpRBzqaNLCpKNJ/gy1NzkqRGyH9OrNWio8FgYwZBQt5IVPNpTwfSSs7SfQL8LN9Zo+TUcz803wid/DzWIhaZmFhp0S8/1QCFSE5I7sqEhLPWW29TGPByKITFwPh/j3zPY+CtckKI3xyHLs6GLxV5ZKGEtSZls/Zbt6tM/RJH9vKPxXG7FYBE4I3OUKH5vhh/YDBB6iKoYMQuPYG++WKAhoMo7wTwz2yRSFYs1VQ8L0m2icl54LJzXRlL5hzShFuMa0UoYeTiU8aDK8YyJhChX3sHG7LlBn8rY0yONP4R6gGg3jRekdLPLshBHiGk3uUL9gFfpolBK7znTUL2TWTnNTU3AivEiii6BInf5cmBykh/xZxFAnPGezFMKPhVGp9A6xUZRrXyWkEiAOG5veztIfip6MkudZN3nEq80TB8jy/vjp3gODqMrhmhi6tW/8F0sqUKiqSJh+E43Lm2DguYBxMprSuAvtTbzCkmmAiNREY+0brJJ10m5eyYBQiLfLJF7LGPhEChGro2PjJQxyUNlDgHsLQzlYgiFstLFQLELRWZ1FhTn5OVagX1gZlbIKDcuqKeglT0+oBmTvIGXTGQp3tozXDjOHJ6HrNpLUbCOrsQMepWGt75gNJ35WUc0rhEVG3eH7UP/dT1LWSEYZ35HCejIKDMpqK3Ehizvmt/IegUE0CeCmZlFkaovQOSIINyAEU2Hujyz4TTQuN8HEo5SB56IEd0F25pfVBDv83JvjXiFe3erPhzNqNJ0bbIdGTkLCtcgY+ES8FsNPvlLCGDIB9zWa0iqRS2xjoY5mDiFXul/YGZWyCg3LqinoJU9PaBGEtq2oTGSGVEmhEYv+kEXtxvYWy5TxSGsDKXhGetkNLRvQyErTa5IpCqnDYxQyp6YZ2bmGA15Rqf+P3hSh9htUH/I8J9cTDuCYt5LYYxehp9Z82hG+EmCzg99E4zDBgMuSQawdg7CZu4CMpB7E4MXCK05QLn6f076BQVbCA8CDNp5XCRV0p5AlYGj2WvA94F0Oj2peLlw3CMObe8obQ2ZpCXVcVqJa2pgop0eGQJ/ZuCgF0ZqCXvL0RLhzsRntrGLPRhO8NCY+JJPhoXIfi1HTyYdYixMef5BmDMHoQXgTzwPPCoYnF93WdKWG//GWRqyfN41iszopOqODP/E79gEPCaE3mc/QSz6O6uJcfuR5Bh6iSQ67lXnz6UexizfHIyqFaIRqFs6lhA9TQ73kK7nhvyBLDzwsViMu42LHduznBXLaNxjAQAwuhD6g834uIUsXyfBaqOkIh3oLvWzM2cFkZAeVKPnmOqrdc57re/OKE+d0Ne02LO2opI8F18ZLeQcR7xjU6+GRsU8ZX8TSBFYhZ+19jBVfCGudqUTxCCk9A1q7x33C6DJfr1GEWlWZUC/yDP3ExxmdZMWBgcAgmsQQGUQH73+OwrUJUkaggVKCRBQJa9sHR6oqNdR/xD/UndL+VVJ8Tx9DDWZ7pScPs/aNCmNYD5vxtejlIMzaN24gs3o4QgxKV29J3lMW3+8Id84lvODEeS22KWJciNQU9FreQcRABRHebcq4gvYM8jk/rAL+pf57bry1yvhDIVccR5KenFd8nFHJxYEpHivm4E1AFl5gEE1iiAyiGQwKIIV26NWWC7JywG1BXzcapZ8E2PxI/CtnyCiDw6xVooyppcX3YHhi++CwJ5OHWfsGGWWURhhJC6EhAyaMyumC2jdeEdzL6f7keE8YWAu9XeZmb5q0RLlzoqh0v3BqVMpoQ3bGRV5JHwtvC+QdoNfjFXHWzkB14tUr915zkguGl5UK2hm+19uiZbtPxCnW2UyZLe6KUHvJx1ElFwfO098yeXxZf2vBHE/LewQG0SSGUNYFqTkCYXRmR1GdMvAP/FhzxivISj/GoByqraFwXU3Z7BYcObOpx5OsHbMHIISsmhatEjeE5WAUy+S/yCK4F+n+FHq1IhEKo82m9WfLJyhxoEiYaiSEy7yEU7FNWZ4CtzUFDXkHr4mzdgaqlLItMMxD5S6A9LHVup5XYv4Mfkbbr3VXusNLD2JK0rnYC/fBPWh0xTv6olDT7ULfBZ9S1bd7GYHwb6wjgGuIECPzCIQgX6Kh1sY1x0X3gC8J017CSfqxFeEV3jcYBaF0hiIzO9j4jE5v40/8HspkmLOAsgpuyceiyCPfIlw6luRPJ+RbL8nHhu5PdEqrlhGEgRPeLUXl3/n7WJSi09stJ6r4rjMosWCWrwThDJS7HlGxTXjRZBDYzbAS1rMjcEf0/uEn4qzIfdkBWYrKmO5NhzcDi8uY/smhMJQFyVDjRxfZtntUvHdLghcV5JTBx8lKOheexejzb7MMBovC8sH1dgmye12Ct3vZJwMP0SSGeM0ZawKhHwnTXkFW+rG5iCNKnfBKsDahrQR1w7PhyP2Yk+FlUVavpPVlkI8NAx9kVWTqFNahUhDuzUSp5ZNHU8/Nf2fxvCLtl9ZGar/kY74sS2F3PSLp9PCieV3Y16oNwbCbCOJs5evzgQdo6DkaJVu0LUYkHL8n9pgt1O7d9kMvddciks5lLDaxeIzqHKLC/ux1EerAIJrEmMw1Z2QPjmV1mkQ6v2D6sV0Rx7zCkx5OHl7xwtwKD+Yb+M0UMmXtlCoq2XvrUkqt2axxi2J4ztOp9Zzj88pS+EUQTvR68Gl1X5UwQNwYFxMhkOqFoYskE17wKMmySQnY7iQZxU0/9FJ3LS7pXHmLTYyThVl4QZZZANmQQSCsZogMjlb7YCCTmX5sNTgiROInde1KwK3woAwD32+CcE6uR9ugV5nQP82ziGwDxIv+I5Oj6JWhq3ECExSF6rnOCTSSEiYiGUWWIKeX5/JbNQEgpBYGpAMUYWBggJqbm6m/v5+ampqq8glV3oXsPxQPjlrnAw8DcX0MjoDoPgpUZ9FxkeoN/gp0g+prqeWMo7RQF7hDJTo2cwdGUzTtqgstB0W8IwhmYvAG36Nw8sDgg8lj2v9c7Lv6Yl69L8O748YDAMMT4qRu35csiF4PV6hf8pjl84EBIqsNye4/4C+Vmjxl8dVy/Wf1pjzDckfuXfhceM7tTWWTUWT31cmkQ6R6NN45mb+DkNlOgsno/XG76u69bammYWOzMkeHbFp8KPXdspSy/dDA0VblMIaaFh/CIRqR9GO7VbCXqzwDfuHROPGSSMkQMlz1TH7N5y547aoXTakfuG+5fVs9YDcpbUh2//FCvNLLTKu8vprjBMbzOIETkYziJfWh1uW5JmK8s0NgEE0CeLnC94s3QcbgmF6zWdP3M5WCMAuDmTPIBu59hhWlo1Nb89LT8X1i91nSOrZXysey9JVkwelk5sbAz7nqB0YoY0ggFNSV89JVL8ZTI9YMCws8HxltyGn/EbmmSk/UXisfe9lXq3nxq1qMHX57hoFBNIGQMclUk4vUd9lhIKVihZvOli0FoabTuQyySBk3vOxVsBeThyx9JVnv3fy+2KtWoForczLDs4y0NFBq1Qbti2iEQqGwdt6xFGXGUhTfbZZn2lsiJFXo2WS29wmXyZDqRbPpP6LXVOmJOs+wLJG1VAlOymRORqk0v0xWhp1MBAbRBEGGcSGbQGhloPktK0fGqhsDuZLKWJaCQOaDaAFLmR270pOHE30lL4QijfcFVeOccKVZtRbClVInM506qedOq9r/9N+5GBV5BbEyGYdwdpkTAqoUL5pN/+Ei7z4hxZqVjzO6+nquunwsoqmvV0D52G8eGS8W46MC8wEgOmf45RkGBtEEQIZxITtTxi5TxE9ZOY5X3e3RItIjV76eN13L7LIqBaELhfllFew3fSXze3czyGpem3pKrdqoTWAFxqk61kdxSaVE+Br7hinc2aIZXwXlamB8YbuX+idiZTJeybVnFTXo0lkuuxNqqC3JU3P7Puy8VrH50/n9pNdu9iSDzA5WyscEMcQJUD72I2SQofvs+GW3LtXG0SqaM4DAIPIYsgwZmQRCOwOt5YyjPRd7k7Xq3nrVrZReu0Wb8IzVYijEIZOGI/fnjBTVohSEUD2iKkyFl6mvhPeOIrHuw2r6Ofg9aefQPDeGt6ac/PQOGoMoWlxC9TkcixCNJj2tsi1aJqPr27+ndAlVZ1RLN/PU3E56QpXjzz6e9/WaFFvO0MspH0PwVNFrY6Efo63WJngxhO3NZxzlq0m42hbjKZG5Z81mbaitojkDCAwijyHLkJFFIBQx0JDdUq1qszyhav8Y/2THg0rZ4dFcKYhs32CxlkhLIymjY7b1iPxc601M5NCdvtLoiytp4IHlrgfZbN8QRTv1IsPmd1ETZ6IztssYQPEcVEXND5Ua8sKpDIdKww21E2LkWnkYk+9sYKG/UsD32C5TdFKU8OolKdbK0MM7Y+XjjqYchyivevoEKB9PxsV4VqRGJqQX4OgV9Kz7BYFB5DFkGTKy5dN54MTfQfPEnILcWMfZLUytqCK1WaPzEwbFaFjnE+hOBvyeTNPIU6+ydyhkUQoilNFqvYFH45fUUFGDUVTkMLutr6S+UtPJi1hfyfq9R1hyQNog295Eseb6YkIsjLTuASkDKOp9sefAJlTK+/kESibDsg9swMGDNV4gQvvMZHl74ymHSQ1vi/Di3CqQi8LO0Gs6aVFubOXFpVEfy4BPJ+FqW4xHROYe7lfV51kPDCKPIcuQkS2fTqkIpUtkWsFLolVtbvHMSyLLrZtctZGU0ZR2P+ZwWDpLSkah9KZuik1vp0xXD6kQVzPB77Xe7Iwd0WeY01fq681NsFhpi+orRae1UXqbWDq4k0G2UMafV/uSBlDU++JQqE2oFPv5xZMwvGwFKcOjmrcjZ0QYTyhEaoR4e/8fl0kPb4vw4twqkIuEw+wMPbRVGOheT8LVIkUiazEeF5p7pnPzZGmGKvKsBwaRx5BlyMiUT0f4ILtVDx/w5KCnICfTlNmqhQ+88pLIcutmegeZ1wJypTnkw8fTB01srztsHxq456myPKNK1Hqr9Eq549IzqP+Pj9o+Q7zj/iWPkzKazHM44Hd8L6KvVHf4vjRwx+PCpHM/1GLCtdiFStUx7zlEVshweA9koTI8KnyPUngbuyckvG0FUeNcJBxmqYu0vZ9inc2U2dLj2SRcTVIkshbjIRF+2TkTwy9zi8Ag8hgy1TlliFqVCx/wijkyHj5o+Oi/eeIlkeXWRYYUZ5qUe474HsTLkbFxnpF2ktw/876XlEGGAdSqOKeMlXLvbx6gjA0ZOvleF3X/9C7K9gyYtHh0L0kmy99333Avzfz1ZZZtDBPVwD1PezLIOh1A7Qr2kkWolDL+cudDEJSNVmRMRUoYRfgetv7Mdl/VhxJd4KDdbb92SVmjqdEUDisFlmZAIdXD96XBB5Z7MglXmxSJzEVHrQ/5ZTIQGEQTAJnqnG49F0XhAzPB1JS6iv2qSW023FSvGT3o6Kpa1PkNMu3wP96iUFalyC5TiYbGSMW5MVk21BD1DEpNDcUA2nXVLaT0DY9nTo0maeyV1dT13haaesW5clbKm7r5+Mg8KvsMewYo3Tuo/V7oQdPrUaXf3cyyBHaFUr0eZEWftVjB0ea88Jxf3fn1xxxA3dffTcrQCKnhUHF7zmYp3FBHzWceQ8lX1kj1tIG/hJAdvFQwzHAtYfQRAeNTZIED4xxGvJXRZPD97Ay9uoMWUM0ecyo+CfutQLAIZC86aiXyy/yCwCCaIPhFxM8IH0SmtpLSq4UPtNWmFj6AWrM5BVnkXCIhIbvVu9sVbrS1kY0HDpuVMvRCIQrXQnRxQCNbburO508NDLMejaysFNxv9w1/JaVncFxnx3Q9+B7b2y5e7HqlTAj/wFixeoY4LzyDIJiXQiRMaiZLyTffo5qFc8u+94kYZEVX7srQGNeXomic32ty9cbcyt1vNZTsAAOk5dzjqedX92kZPFio6CR49u7iPZx7PEXican31venZcwxY/6SHlKFYYZztXzqGFvjU8W12bXX3kE24sMt9WWNJiR2xDqaNb6fjaGHe6v0JOxl3TSZkF0qIySBX+YnBAbRBMIPDcUwQCDwFtXDB4WpqqoDF7tbOff81fuOr3CxPbHbTFatRTik0NBDeCQ6rZ3Sm7eTOjSibSsUA0wPUBhK1RL4FsmVGygFnhLA51Bz16PxP1Te3vN/97tfKSfitlyKSGsjZUbGLLR9xjOv/DjI2q3c4YXDv9kgNiUJKMjG8rDgqEwYBkjOQMnqRYYb6vIMFFnvA8YQG2CGp1g3wOCl4u+JmGdmrWF2jP0CB5l9imrLQ6s/Yl+WdxAx9Co9tnpdN00mqs1r4yUCg2gnhzmuHOpoZgNgR13ssuTcZaxw8zwXw2N6CC0/rbzxo4uo++f36J4SjUOTl36dyZIylqZwY+nQkxMk33pXMzQ59QKfBcD9ZLKUXr+NItBRcbFSTsyfQc1nHcuepnLPsPm0I6j753/ha1JDkZIhGEyCiYW7VNUgm8suRKHeEuVY1FCIt3tVcFQ2YPQ0nXaEbQjL7b3l0vxhDJmlCSIhDtnBS9V788NsdFgZ8ENPvszcQys169iMdua82XmFaw9aQAkPwmEikOXJDuAvBAbRTg5ZIQ8hsu9t0FGxl3OXtXovXClTSkvdTuw6U7unuoRRyqqkAWKUtpJS14pDYxY1sjDx6J8yVsoipSAGH3hOK5VRKqQIY3neNEosmFVVHs9cdqFJaiHPyM1qXiPsl/DJNTsFjJ/GEz5gu5+be8tL8y/VN+ClHB6l1DsbKNzWWJ7Ptm4btZ5zHPV19ZTPSLroJM6KFPEKexEOE4GXWZGy4cfMONUn0gWBQRRAiotdJKbOmhRYtHtYKNXqOCPPv6UZY0qS+TJ5WkXwGoWRdRQvqw7sBDFBw0LVCc0yVsp2z7D9ko+Nk7wNgwwAv6q1kbf72Vtil11YciLHdwilYb8A7tL8QUXjemrWBnx0Rrvt+AIeo+iizA9GbCWyIr2AHzPjRn1koAUGUQCGWwNEqFgo0sxB5+Aq2WoRX6lShVLLHQf3iBpH0bpEcbkI6NE01PGcIMPtndnQLbQfyODqwLC0lbLVM8Q7R2abiAxAtSCXXci8lxJtVzeWeL8ArtP8wT0UCRuhDVq1V9k8NC9Qbdfsx8y4UZ8ZaIFBNAkgy93oxgARialrhhBRdmBEqzJeoIqNrK6Qh3F3s9s7OrOjqIK40j0gTwxwW+94SKocQkQ1e86lsVdXe7ZSrkYejWh2YTmvH7ZjvwDu0vxD9bUU332Wxg9qj3IdOEPPySiTYe4/du3Vj23Rbmz14zVXS2ac6kMDLTCIqhx+cTeKxNRj86dTtn+Y0qs3jaeemwmvY30U322m9Lh7uUHNcHtvverWYqXqbf15StVWxxFfcYfyM8wM4DsmM6lU+/7dqfH4gzxddfohBCEL5uxCZJSBwG54/TBJh6MR3u5HboefIJLm3/rpEzjLrGT/KVB6r8a2KDq2+umaqykzLuUzAw0IDKIqhhN3Y6VJa0Ix9bOOo54btXRdbeA0yMv6QKodibwe1ESUqt0anrkVdyk+kk62DjfW5TKGvFx1+oXQKLsdhkaSFGqJMZk6pCpsdPuV2+FHiKT5o1+IKr1XE2SHcvzQx/yWGZf1mYHmK4Pohz/8IX3jG9+gL33pS/TTn/6UvxsbG6PLL7+c/vSnP1EymaQTTzyRfvnLX9LUqVNzf7du3Tq65JJL6LHHHqOGhgY677zz6Ac/+AFFTWmojz/+OF122WX0xhtv0OzZs+mb3/wmnX/++VTNcOJuHFuxyhMvkl1MHaGKbN8QRTtbijk7NXHm7GC7rBWBbc2vy86g/tsfZaXq6Lxp7PI3OE3s8u8eECorIDI4wsipP3p/Grz32bL7YLuRPi1LAFPkGU0mDpG5Hfbc+jCl39moTQCxKMV2n0lt55xQtffltzR/Ywyy6z9+UmueiFBONXnxzSHOShtxfjPQfGMQvfDCC/SrX/2K9t1337zvL730UnrggQfojjvuoObmZvrCF75Ap5xyCj3zzDO8PZvN0kknnUTTpk2jZ599ljZv3kyf/vSnKRaL0dVXX837rF27lve5+OKL6bbbbqNHH32ULrroIpo+fTobWNUKUXcjJuC+JY95ttKxy+riFUF7E8Wa64tqSHGn7B6QsiIQrfllVGoP4x5MGkyAIlhWQGRwxPVkNnWz4aci/b8gZIb7x3bsJ3OQtXpfoqVEqhHJdzZQ+l8btRR8+CrG0vw7vq/We5oooL3E507jEBgnIujtxzwGles/flRrllFuRPS+/EQadpIZN+qBEedH6YIJN4iGhobo7LPPpv/7v/+j73//+7nv+/v76be//S3dfvvtdMwxmuv2pptuooULF9Jzzz1HBx98MD388MP05ptv0iOPPMJeo/3335++973v0de//nX69re/TfF4nG688UaaN28eXXPNNXwM/P3TTz9N1113XVUbRKLuxoH7lnu+0rHK6jKvCMw1pADOOnO4InAzqHHNLxggLfWuygqIDI7G9USmtWq1wgZHc3XTQo21vLqWPcjaKYKLlBKZ+evLq2p1L6qwbISDAljDbVkOv6o1e3FffiQNi2TGjXpkxPlRumDCDaLPf/7z7ME57rjj8gyif/7zn5ROp/l7A3vssQfNmTOHli9fzgYRPvfZZ5+8EBqMHITQEB474IADeB/zMYx9vvzlL5e9JoTn8GNgYECvCO4jCLkbke69XfOAeLnSKWekyF4RCA9qeoq/2RvFxg6nDoellBWwGxzNBix38ILCq2rBcdxUu+ftikrbrysf5ms+/ajxUiKlBAwzWd6OkiM1C+dQtUBEYRnbEQYqVHf2A7zmmth5EK1qwrWccbTvQh4isBvLZN2XH0nDgF2x5j4PjTjDQINoL3TqFCO8jbD92d6H7Sd0RAA36KWXXuKQWSG2bNnCHp6Wlpa872H8YJuxj9kYMrYb26z2gZEzOjpKtbW1RecGB+k73/kO+Rlm40LRU17z4veoV9XeTJntfa4nc5l8JVkrAuFBbWCEMiVS/MFXCtXEKNpuXQbDXFaA4rHiWm+Cg6OTeLnbavepdfZhvv47nxy/jzJKxNiOkiNeG0RuigOLKCxjO/YTUXv2El5zTew8iHY14YaeeIViczo1wVWfhDzsIDKWybqviSINuzGqUxNkxPFzzWQ1qQxDJmMCMGEG0fr165lAvXTpUqqpqSE/AeRukLANwHgCGdtPMNyN4IBkjZTX3MYQhVsaqOnkQ5gw69VKR5Sv5FbMTHRQi7TUa6UpAK5VFtY63liKMmMpiu82i8sGwJNiV1Ygl8ZtMqxyadwL5ggVmxXxjoFsbkXgbhKodq/0DmlhvtbyYb5s94CuiaSXMC9+ynkfXsFtceAihWU8W/11jRfS1ZWYfQSvuSYiCwq7mnCp1Zuo7YKPUN+W8mU5/JbRJxRKX49yI8e7vq+JIA277T+qx2FQXAtkG5BMY8g24LkkX1lDW9+7laZccY6nXqIJa6kIiW3dupXe//73c0YYfp544gn62c9+xv+GFyeVSlFfX1/e33V1dTGJGsAnfi/cbmyz2qepqamkdwhIJBK83fzjV4TMk5nJKMK30Vkd3NDhJSm0uHOT8JwpDlY65T1N2G7mK4XBEYIIXiJO4Y5mUkeSeihH4QaOemXTrrqQOv/f2fyJ30UbvqiBhiKu+pfaQM4dzpwarFLtgbvzZANjRB1NsRgjPvF75+VnUN0HFlDtB/fgArE0mtLE/ViLReHf8T22ixabRf00DLKYaHjlPZbSBl0UXD3zWM56s3qGw0++ysYde6xKgAdZnrisa6JxA4GAHu6jFBBehLG351zyCsYkjYk2VBencHsTfxqTNLbb7YNnxPeG+mzQz8Hz0D/5meF+Q7oulE9QaOBb9R2vztd/77P5NeF0cUZ8crtRwckaZU6cVf/xG4FddCyLzmhzfV/GIsjt+Otl/8ls6skZcaUg04hDO+y+4V7K9gzklOX5vaB9KQp/j+2y2r2vPUTHHnssvfbaa3nffeYzn2GeEEjR8MggWwxZYaeeeipvX7lyJafZL1q0iH/H51VXXcWG1ZQpU/g7eJxgwOy55565fR588MG882Af4xjVCmNQwwAf01NezSqx6MCYXDHJWnlApK10HPKV3IiZibiiQYbOpjMU7mwZV8VmzpCW0QVV7GzfsG3dNDznoUf+Wd5TohJvbz7jKNvnKCJLYLt6RbX7zmbKbLEO8yF7zlI1vCZB0dYmSm/Yqg1+7EHTXdXwhKH+2i7TPeM2yCoOPPrWe1omHwwj3mj8zxDDVNkoReq4X1CpMIWbhAP2oAnWhKs/4QNVo9bsxGtjV25ENmnYTahLqP/culTjCFp51p98mWKzOzX18Qqn5idXrqf0u5u1azAZqHxOvaYjtmO/moVzJ7dB1NjYSHvvvXfed/X19dTe3p77/sILL+TQVVtbGxs5X/ziF9mQAaEaOOGEE9jwOffcc+nHP/4x84WgMQSiNrw8ANLtf/7zn9PXvvY1uuCCC2jZsmW0ZMkSTuevZuQNanrKq3nYMgbRSFOd6xCVSLhHFl9J2qCmk6Fx/yAwF3J/eIVrSvEvZ6CBVMzkY9wySLqGpqTmdHJMPsbzTuw3v6SuS06WwMLQCw2OUN3h+9KgRbV7DvPdbl09PDF/BjWfdSxtu/o2zV0Nj4pxY+Ewp1i3X7LYs0lNVnFghDtY78owiHJhwXFEUJ3dR5N1JbgmbsMi8DByWxCsCVctas1OEzvc3pcoRcAtf0zIqF6zWRMRt+o/6xAuPI76uuzDhW6vOfnme7nyOiURCfN27DfpDSIRIDUe+hbwEJmFGQ1EIhG6//77OasMhhIMKggzfve7383tg5R7GD/QNLr++utp1qxZ9Jvf/KaqU+6LBtEyWVTGIFr3wYUVX+nI4itJKxNiIkNzSKBQI0UwxR+k4kLysSkhyzH5uNQgMvTQC/x8RVevdQctoBqbave4VruVKfZDjN7I8FAnMMPDaXFgK8+gCq9GawOp/cPFek9N9aSmsr7SxpHNNbHnBx0jUHcQ/SpMymhyUtWEm4hUb7t6ZzL4Y0Jec4SOsd6xWbRGZ7R7k5qfG7bLVScwDbQewVcGERSlzQDZ+he/+AX/lMPcuXOLQmKFOOqoo2jFihXkN7hxN+YGUYssKvMgWumVDjr88JOveCKyJTKoGWRo19eTm0/dk49tlbMvPUN49WpX7V50Zep1ccpybd5JcWARz2B0agup4MMU6D1xAXeTZ9APJRVkylEIJRwIhUWmc3NPrVw/6WrCTUSV+nLjr6w0dyGjmmUoyHW4UJV0zYmFu2hZ0dksqaFIyQLC2M777YwG0c4Et+5GNE6ENVKrNlhmUckcsOwmTy9XXiKDGgiguetJ7FhNK5CKQS7mVXKpfQXJxyKDCAw4hLGQZSaj2r2oseNVuMMuzVukODAMT6uJvNAzWKj3xFlTAvIGXnrHZHot8kInuN+BYVLTWQrFIlwrTzQsgiwrYLLWhPPLQkAWf0zMqNaMXFE5gVCZcUHWNScWzKL4vGlaJjBC9gXisHxf86bxfl4hMIiqOsVWzc+i0v6Xq5xeiZxpq8nT65WX3aCG7U2LD2UhPi2tUy9OWV9LzYsPEboe3CvIxTA83ZCPRQeRSKN7zlfesT3kdoiI/Fm1eVuv39njk7Rbz6CdvEElSipYPR9ZAnVG6EQZylKmZ1tuYmF09VG4rYFC8KAJhEUA8z6USZJaYU+Kl/DDQkBWmruQ19xk5LpZJGYd0DXsrrn9ko+Nlw8yt1VIx7Q28vadSql6Z4MsdyMPrH3DQllUflFB9XpQw0A0cO8zzH+IIM1aNxThQcP3id1n2apra5128bhWxg6Sj50QZ91yviYCIiJ/dm0e0gtOJ2lbz2CJiaFQ3sCLkgrC3ihNiiXv04lhhd9xr1oNNx3mkizbB5j7I5pF5XV/nmyQwecyUx9EjGq7/uN2kRhxSNewAs6Hmol+KTAdGEQeQ5a70ZhgI+1NQllUXsIPGSdmwzMypSXfU9BY50hdWwb52Clx1g/PUOagL9rmRSZg7BPfZxfq/+MyymzspujMdmo+8xiKxOPS5A1kqvGKeMcAYx/OojPSjtduFq5Ph+3ReVOZCG26If1zXKcM27GfaDurprboJ8jjc2lhLLx7O8NBhMAtukj0iq7hJ6M7MIiqNMXWPMG6yaKarBBX115OfUuW2YZO3HZaP1Z29mrQH7jvWVLTaQoLtnm7CRjFW7HC5RId+gp3YMkT1HLu8bmirVbvS0TeQJZEhCx9GD6GqtqG+cCfygs9lCqBoCg08vgrvitdMtkgJCUhmOaORVsutGS809Ekjb2ymrre28JeFsOQESVwj5d7ilKooZbU7gEHnlHv6RpeIDCIqjTFdrJOsJ6mcQ8Ma5O1YOjEzUrZj5WdvRr0s5ikKSQlrdxJJfty7yuvD+r16cwciB2RiHBFmhXQh0m+Z1+fDm01sf+uegwEhk+JSUkvv+G30iU78+LXjs+F8Wfj564hpWcwF6rPC4P2DFL3DX+lmb++3JZmwcfH2Ldxe1GoK9Qg5hmVTdfwS3IDEBhEHkOWITNRE6wf0pRFIKauHeLJWmboREaMf9IN+hhoOpr5Wbtp84WV7LUD6JN8OCpcyd7og6hPl9FTynNqm8jGEqxPJ00EUUAfBvpKXJ+upXx9Opwfop+aKne5h6j6rnTJZIUsVeyxt9Zp4rB8UJNyOGxbyEwIisPiuOromJZpqZSoT5ceoHBN3NYzKpOu4XUNPzsEBpHHkGnIeD3BilryXhpN5c4lYngak7QsdW2R5yMaeptUhmc0Sk0nL+LCv27afK6SPfaDIVMguojvRSrZ4zyoPze64p1xTxPXT1KJUFtO3y7yvEWKpErRh9H1lezaany3mdrzMWrUmY0nI9QSDlPdUfvZ3lsAf6hilxKHNcAZr4LisOHGelLGYLwouWzZQsNKGUvzfl7QNWQlGMlEYBBNAJwYMnYTo1eENFFL3kv3p9257NW1F1HvrY9ICeU4WenYhd78aHi6HfQbFx9CsdlTXBnvWiV7oyZZgU6mXqcM39mFg/DcRp9/m8K1Cf43v2cu+hqiUG2CQ2fYblefTog0+8QrFJvTaaP9Yq8PY9ZXsmqr6vAY31cuy4w9X/mUDmzPrO2iSECUlgKrDFUpi19p4rBqruRQScOKDPtZlWroVVqDSSYCg2iCIGLIiE6Mlc4CEbXkRUifsowiUQPEXl37VdfhS5krHT8anrIGfbfGe6SzdXyszhVtNX7XSZ2qvp8FjIE43NGU4xCZXf74XZRLYUuaXQ/S7PHUt0VMBNGtvhJqi+FvcW9Kz5DmATOeGcpt6DpEE5F9Kgt+WAgYsOuHMrz4ssRhFbQljElK+XIsoUSc97OCkz7vhQaTTAQG0QTCTkPHL7FVkYFflPQpw/3pxADxQl1b1kpH2PBUVNp+nXeigjIHfTfGO9KTc96OwsWyyVDi/QR5T/x+Clz+JDgQi5Nm2zzRVzIkBfB34bo4RVobSUFtN5Q9gZHU2qjtP5qq2uxTPxFwRcdotwsBWeKwOC88oNG6BAuTclvQy7FgIRBpqONuJKof5LbemTmcTKUWJhLrX4oiMIh8CL/FVoUKBwqSPmW4P50aIJVW15YlpSB2X/INT7cK004GfTere3V4lEI1CVINnZ0SKeW8HTwjDzI9ZZFmnSiv27VVPF+DMI7MuVwm0UiIFJTgiIQdEcb95JHx0yLRPEaHOpo4hZ3bJSbz9qaiFHa3GaoyxGHNoa7ozA7tmvXsSiwClO4BR5nJVu3VSTgZ9fLy2qqR9bYDbdUtAoPIh6hEbFVKIVkJpE8Z7k9ZBogB16EcSROskFRA75BmeLbKMTxlKEyLDvpuV/d4fqjHpURCpA6NFT+f+hpW3PVKskIWaTbvHlzWp7MijGPCVh0Qxv3kkfHbIlFWCrsoZIjD5oW6ugc0L2NtXPMU4fe6fI+4yJzhpt4Zwsn1R+zLGksy2qoMBAaRDyF7wpdRSNa28KYg6VNEgt4rA8QMNys4WROs0H2x7o4ixfCUqTBt9+ycrO6tMgcjLfWU3d6nPYccQ1TzFmEQjczs8EyyYqKkL6zaao4wXpfIVak3CONUE2dJARHC+ER5ZKqFgCsrhd0JZCTQiHrER13OGaI6cBCWlNFWZSEwiHwImRO+jEFNqHCgIOnTkKCvtIHmVJTSjYHmdGJ0IxUAwzO9Tdzw9FJh2s25RMqoYHsecchMCtW5FKWzcConWeE3bakcYby9iaIlRCeREu2UzyYSEpKBaiLgykphdwoZCTQi5T22uZwznOjAuW2rMhEYRD6ErAlfpptZZOAXIX1iwvPCQHOyMpcRFpC18hIyPG8XMzz9ojAtq4wKSJjgUEQ7W4pJoTVxJoViu+gAKkuywutaTFbGe97KXH8uIRd8Nq9CQrKLoFYe4ynsZBjlhrfSGGcFUtgnCqLlPUI7OGc41oFz0VZlIjCIfAhZE75sN7Nb0if+dstXbvTMQBOBzLCArJWXreEZsjc87Z6flwrTssqoDNy3XDtOexPFdIXcvJIbuKZJXtDYzqCWyWfzKiQkuwiqF8ilsGdHiZAdVYiIWAr7RKHSocmQwBwmUwdOFgKDyKfwU/aTLNJncuV6Tw00RwNxLiyQ0ibY9iYmHjoNC8hYeeG+UIIBissQGUSZhfpjDsiVo5DRNrxUmJZVRiWDazApOheuKDlt18EA6hfCsChEDGq0HxneZS9DQjKLoHrFNeE2BgJwoepl3k5hX8obeBWarPVIB04mAoPIx/A6+0lWem05o2AiDDShgTgepUyJsABCMBMhFQCV4cIBa+ihF3aoBIgshWlUZEcRUtTdQqkJqCtDUFAW50ukjAomnkh7i2uPld8Iw6J/K2JQTztgN0nhZDmqxl4WQfXSiI3tOl0zFpEdhRCiIQpuhNHQT7KKtp+PIKXUTFR80eGFDpxMBAaRz+FV9pMXq+VKZIe5gRYWSFIWZFGMZkzSDWvPJpmmTGqAyxx4KRUw8uJKGnxguZQSIFLDskZSl/4pyF2W6j4PxWLUdPIhzDNyM4BORAq32/7lxKCW4UGUpWosAtl6Tl4gvXqz5iHiOmIKqfo7YWksHku0FHLs5xUh2A7ySs3McOS1EdGBM+QElB2QE5CJwCCaxDBPRNltfdpgw2nbmPBTrNkii+gsgkpkh7kBNG3wHArT2Pm6IJWPKuR4To2ljRjZgz6KNI489apnE/WOqM2iIjvuAYOXk7Yhy33euHgRc0ncTPZep3DL8EY59a66FcqUqWpsh0roOVUaeF5IIgk317MaeK6YLoDvWxoopPqrRIqsUjMtlfDagJum5n9OBAKDaJIDA2PT4kOp75allO1HcUxtdQ9jqGnxIVKJzrIMNO9We1jxjg+8hQOx9qnt5xZCKfVT2zSejIdaK27VZs1tw20hYq9qolUidFtpb9SOeFdFhDLLCf2ZuUgyVI39qOckAiuDESV0lCHdQxaNjNOJFIWU/mEuozIRHKJy1+y01EyvB14b82IhzIsFfcG11tmCSxYCg2iSAw1u4N5nuMOCnAtCZEhVOCSE75Ep4uVq2c5A87LxK4PDFK6JkTKmhQGgjGoe1ODy5u2Dw54M+lBt7b/jcU/UvmWpzVrxnpwWIvaqJpqXoVtZ3ijZ3lWMC7lSEJwyrhFgsi+vpq3vdrEqshNVY7fwm56TXZgTSQ/sFQIJORbNfx9Y5E0Qh8jqmp20e2VotOJeG7+pjwOBQeRzyCJiRkwNjrepan4qs0eCZ+MGWpgibY3jRMSsyt8ndp/l2eCnhQVqKFxXw/fIAwJSjPWwALRW8MRkrfLsBn2sKPvvedpXHCuRtjH64koaeGA5KRjYamKkRhNsdFdCukAGvBT2ND9Dg5tmLmAp2r9kelFwrd033EvZngHti4Jiofge22f++jJPjRSv9Zxc6yKZOURFiynvOUR219xx2RlC7T47OELbr11Sca+N39THgcAg8jG8IGIWpjJXchI2DDS4k3NS7YZFFIvwPXq5IjBPjKEZ7URDY6Ri8kJ6e0MNUc+gdE6TXYjKTxwrsRVlhLk/xjtlkq3pnYbTzt9ppTkiXgp7Gs8wOzAybnQXCByivcmqMC4CyF+k392sPYtC7pwx+b27mffz2kjxAz9IVMUdBlBkaitziAoXU+HWRiIkbHjEIRK5Zgi6Np95LG2/bknZdt985rG8nxdeGy9D1xUziJLJJP3jH/+g9957j0ZGRqizs5MOOOAAmjdvXmWucCeFV0RMmanMdsCgmly1kZTRVFFWFzgKSjrL271aERgTY9dVt5Dybld+9fTtGjHSy1pUE8WlcFNKJDqtjVKQLPDJOxWFV8KeWJWj/lpq1cZcdfI8gcOxPorvNlNKhXHR95p8871c5lhJRMK8HfvVLJzrCyPFb+KEhop7KBah6KzOIs8fv1sPvbmi3pZIU52tlzrlkdfGb1nHjgyiZ555hq6//nq67777KJ1OU3NzM9XW1lJPTw8bSfPnz6fPfe5zdPHFF1NjY2Nlr3qSw0sipqxUZhFkege12LRFVhe2Y78EeYeQmTRteDekUKn9z6VwW0qk7rB9KPm7v/nunYpAqrCnRT/Nb1uGjo9BzOC/cHTdIgaK1XsdP125846LMHoNJZMpK0jqK3FCk4p7qKOZuZgT6c114m2p++DCssKvI8+/JSXEW41Zx4BQS1u8eDG99NJLdNZZZ9HDDz9MBx10EBtDBtasWUNPPfUU/fGPf6Rrr72Wbr75Zjr++OMred2TGl4TMWWkMosA5Rk4vl5uwsH3yNDAfh7AmNCY/DhvWslMGidZVLLgNmVaFDJKiWSwUvbRO3UKEePCVZmDNZvZvpZVf03Ge20+/Sid+5IlNRQpzq7UJ8DEwl3IS/T9aRknWyjDGqEXBln39XdTy7nHU8unjpF2Hll102SouMuCE29LKWPQEH6NSAzxVmN2oZBBdNJJJ9Fdd91FsVis5HZ4h/Bz3nnn0ZtvvkmbN2vx6QATG1t1kubuBVcg3FSvTZAwxkqlueMnHNb28wB5Exquq7C44A5kUcmCSMq0m+txWkqkXNsYfu5NX71Tv3kSkG0EMcuwR/XXRN4rOF9YAKQRxitFCMZiat40SiyYRV4aQz2/um+ckKyPU0hr5+8hyyDBKJJZN02GirssiC5+zYRpL0K81ZZdKGQQ/fu//7vwAffcc0/+CeBO40JWbNVIc++9+WFS+npyK6/QBKS5R1sbOUbNYbNSA3EoxNuxnyjceEmcZlGJ8Lm88CLJ4Jc59UKWM9Aq8U79AimeBE7Jlld/Tab4Xs/ND5HSp3ttx3diQnD7JR/zbGWOMBk8Q3wd5hT2SCiXwo7tTacd4Tp8tkN102C4muRKZKq4O0W58UXE2yJEmL79kfFIrqQQbzVlF0oJzmazWYrAqg8gZeUpq0Bj7jxLHiMVVatRlDGkWUT4Hd8bae5elO7A9SZ2m0nJlet4lVyU5h4J83YnWipurtlJFpWIJwWK35V+hrL4ZbK8kLLfqV/g1JOgtEc55GqEmxBy1frpdJ4/ZJZCsIIT8b2pV5zrC+8GuCwcJgNPpVTdtEiEt2O/xhM+4FndtJxeGms1jeulNesLSVkq7qKwG+/symCIEKbTaKeqtyFePr9PiPuOTDDwhJYuXZr7fevWrXTYYYdRIpGgAw88kN55551KXOOkg9GRUqs3Uaguzu50fBorT0ysvAKpS/DAq4yleIDGJ1v/Dmo2dd/wV1J6BnMZQKyoik/oEPUM8nbUz7K6HlyvDBirGMjds/x/RzOnreKTU1WbxbO67J6hyDUbbmYV8XJzhllB0dG0gHr04L3LPXmGTjw7osZgKYh6IWW+Uz9B1JPQcOR+7MXIrN1CmQ3bKLO5R/tcu4W9ZTAuMBm57cuicPJeMYFOv+YSmv7jf6cp3z6PP/G712EKEHvZ4IA3qBT0kA3v59HzyWzq1vTSULEe7Xl6G39CPw3fj7ywMs9gDsP7h9BwIk7hjmZSR5LadrP3zQUcjXdlBBXHjUEL4dd0ho3jUFMdxWZ1UmxmB0Wnt/Mnfkd/wDH8VJJEJhz1wm9961v07rvv5n6/8sorKZVK0V/+8heaMWMGfelLX6rENU4qFK48y3UkrPBh7WP1iJRmEHzxid87Lz9DaNBKrtxAqbVbtF/AWQiHtMEcA4yecovtPf93v2cd21jFJHadqXkS4LlSVP5d9L5En6HdNRuTudVkVXf4vhTKZm0GkTTrkvD1dDSxEw7vCp8YuGQ+Q5FBzTxg4ZzQk0H2CD6NaxAxBrFdxHMh4536DcLPeXisOEvR2Kfg+bjpy6Jw+l6NlTlnHumhUa+BLCd+WGg7pcAeR30/D54PipuiyCkL2k5poUhTPUUa67TPzhbuz72/eYBS67pcL0xEIDreGQtbeHkgqAgjDp+GoCKMPDtjMIT2rnu6DK9QuL6GP/H7RKTC+zZktnLlSvYEGbj33nvptttuo6OOOor2228//gkgt2q1m9hq8q13x1Mmy7iioUwLTkEEE7kP6md5rXAqoh49YKceTSEt/TYepQw0eQoyM+BmngjtDrcp9U48F37iAciAk2K8IlmKMp+PFU/Nf/UC7YGUb2STgUDNnCFAD1ExslkKN9Txfm4hwrVpOGJ/DiVaegdhXKgqe0ZLnkdierrIeJd8r4uNNLeV7GMI8apkSyivthC4VIPoM5/5DH9Cc+jqq69mnaHu7m7avn07p9jjR1EUGhwcpAsuuID3/d3vflfZK69SOOVuuIqt5hZA5tGlxA4FGjJW1yMLbu5LtsKpW/VohNUyW3o4VbVQnBAkzExqgMK1CU+1O+yySURS6p16LvzCA5ABx8V4bbIUrYjpTiDCm/NTvUARgCiN1PqeG+/VeFhFO4R5uyw9Irt2L5Q9CF4NxgcPRAWFBHZ7B9lIC7fUu6pk33q2Jpfjp1R4LyHUwm666Sb+fPHFF+nYY4+lSy65hH784x9Tf39/zvDZsGED/f3vfw8MIR+pcyb2nEshiONBlbZUA0ZxQiP910dqoRPxDN2oRzd+9GDq+cVfLMUJeXXeWHpAcwJp2SQV8FxMJvixGK9odqFdQWcv6wWKAtcEL1ApvSp4abFdJqzaPULLtuNLIk6xTm0hVGlPitB4h4QZRbVti0Yle7tFUKdH1e79BkcmNwyhL37xi/TTn/6UxRjvvvvu3DYINn7wgx+sxDVOKnipzokJPrbLdEqt2qDFhAuKOPL1zJ/OE7VMF2mlU8/Nz7B8do88t67dihKTo0FHKKnFk6OWyElXFQnz+a1oYjXCT8V4RbMLoUBsV9DZ6wri5nso54XFNSHUGEF1+L5hnoSRtUUt9US9QxW55nKLIJExOjF/BjWfdSx7YSvtSRHyVs5oZ5FUkbaIexZaBKmVrXZf9QbRf/zHf9Aee+xBK1asoEWLFtEhhxyS2xaPx+kb3/hGJa5xUsFLdU4co/2SxbT1qlu11NFMVpugdcGtSEsD640AXhS6lLWyMNcgy4I0biZHhipTg8xqRQnCMqq8K2NQ+VVINRshegiNtw8Oe3Y9oiFFL95XNcMvxXhFeXNITfejMWzVzgwDXkW73NyT4+Blcb2jSVZH9vKaRXlYXokKiswZrRedRP1/fFS4LVqFb0dNnshKVrv3IxwHZY855hj+KcQ555wj65omPbxU58Sxms84alwSXwc4Lfje7CKtdKFL2R3J6xpk5QYRTJKh2hotPNk/rIUiDSCzrx4DWCznKZDlQbO6HpGQIrJOWKPKo/dVrfBDMV5R3hynphv76Rw2szL2joTx3NYXsxsXmk5aROroGGd3ckZZoTpyeoBrhXmZ6i3Kw/Iq5CwyZyB72G1bVCXpnFUr5FfNCyAErzpSjk+g62lokqoqCzOa+QReFbqU0ZEKa5CpQ6OkppEaH6EQVJMLapBVGnhOkLvPQu4egNaTMYIqCqkDwxTRxQm9EsDMeS70kKI5+8nIJjFSi3fGga/aFjeiRi6npmO/gRHKlKhFhYxHJ2E8t/XFhAQun3iFlDEUEVVyYX1tJ6g/h9mzje3hRu/KvzjhYXmVTGA3RstoiymJGbzViMAgmkBUuiOZByPoaeS5URvriiY9N9fjZUfKnatUmnv/sNQ0d3GY7pn1nrQsM8o5i0I0+tI7Qplfrq9E91wgVJo2QoqGBy0U4lCpSGrxZB74ZALvrFz1cFkQMXIx8eG8/UueYN4gA9v194tFUGYsRfHdZgmF8WTUFxMSuNzSkwt7l5QH0SLhnpFY8sZND3lYIp44uzHabWHorOQMXqtz+RGBQTSJ4aWRUomOZHUudTRJ2dFkxdPcRcCdvW+I5e4zyJJhuXvdAEnEKNpYT5neQVudEPMgK2MQ4fpDBsyDOqnain8nHvhkwqp6uGweiZWROx4SwTY9jKxkCw5kFJrzpr6YyLgQQoKHzlPhjFjuz3ryB7xGWKwl4qTA4+EBJsJL4tYTJ6swdERyBm+1cRQDg2gSI28wksQn8KIgrR2QFQdyoxdp7k6es1qbyK1ozdekxiJEgyO2OiHGIItCqTIq2YeyKkV1wcC8LLzuAa7PZjyrnXHgc2LEWe3jNW/OysgFcJ2ZrX250HgRQiHebjeZy6ovllcqIx7TitkaYrGQ+9AL4IYhhNxUV1w/C+VgGur47ryS/vBycZfnidNlULh+BGzZQXFPnCjs2mvHpWdIraPpZd/whUE0MDBAy5YtowULFtDChQvlXFUAKcgNRgafAIOREVrSBxpZk57MgrT2wOrRuzR3O+D5qQglcE0mnRSqL8TxzLNdvZoBiv9sdEIgvz/4wHJplezDumCgGQrCFNv7pemoVOPAJ2rE2bV5r3lzVkYutjeediQb1Nz+YIgbDdH45JDXKHssE27ri2Xt64sZoT4U/1Xg/TGFt3Hd4WiE4u+bnSuAG53ZUVLx20t15LzFnW7EmReSMhd3OU8cjCE8anNChv67iCdOBCJ8rv4/PipFTqBaydmOr+SMM86gn//85/zv0dFROuigg/i7fffdl+66665KXGMAV2TfBsps7eV6N9zZFD01fCRJmW29vN3JpFfpgrQiQPo60th5NYV7QTosJnH93grT3MvV85KFGLRTcF6eoErUjMP3mANqNAHMUjCXgnBbo02kDhfqs3GdNsH3Ve4ZyqorVwlYvXeRYpl2+6Cgr4xCuyIoNHKRdYWMJ/5ESCl3rvVamEsPpWlhs/zwGraXEkCsRH0xtIXaD+5ByvAY0WgqbwzC7/i+7t8WjhfARZ03/F1tnD/xu9fqyIYRh3On1m+lNIr1btrOn/hd6RkQrvNnB/bEDemhQLVMIYGhEd7Pq1BgpLHOde09WUWovYZjk/PJJ5+kK664gv99zz338ETU19dHf/jDH+j73/8+nXrqqZW4zgA7CGVEj0mXgqpvt4GotT/tfy6WmnFjFZ5DmnsYgohGJo0y7vmCbgmuUKSelwykV2/WDB+s1mGgFXIg8H0skivxIVQKwgV3QTR8WXfQAqrZY47t+xLRkPEbOdutZweEc85ystiHC/qm0xT2iDcnEsbRcsO1zKyyiEYo3FTvqL5YkRe2oL6Yleji0CP/tByDsB0SIF5JkdjBMOKQBMHGpfliYSDo22UYaBqh3HzyEoWCVX0/lzw9J6HAug8udJV17HXYccIMIpTraGtr438/9NBDbADV1dXRSSedRF/96lcrcY0BbFCuk6DafaYLfAJjR9Mf6d9hO/arWThHWkFaGRk3ouG5sO5iLwwfcD2vgRHafl3ls7rw3OENik5ppWzfYDEHoqWR1LEke2QQDqt0KQgnauhoJ1YDn104rPGkRb4b+OyuueWMY+zb85rNmkPFYh8U9OXwrQe8OVEjNza9bbxcTxlge7S1Uay+GDgs4OSZssy4r5nqi1n1VbTrFEjgHMKLaoE73VnFw1Emy9sxBrnNkJIFzYh7qcAYMkHfDiPO9XkLRGXzYOaBqarrxZ1TnmfIRdaxl5zSCTWIZs+eTcuXL2ejCAbRn/70J/6+t7eXampqKnGNASxg1UlS723RBi8YI7nkEp1PYPyezVLyrXctDSIn1r6MjBsRToohiAfjh42L2oRmXOgudsTBRet5uR3UjM5P8QjFZnUWcQ4UcLcy9h4ZWaUgnAoGlhv4RDyDHOKLyCNnu4X5mkMdTRofBdmIIPG2N3H7EPHssBEAZ4uVcYoBtKOZDaNK8+ZEjdzaI/Yh9Qe3Wx4L7yo6b6rtOQ0iby77CTYWnklDXS77ya6v1n5w4TiJ2mg/4zJDmqFlGoPcZEiZxxc3ZHmEV3H9VsB27FezcC65QeJ9s4rH5vEr1D4wXOuii24Wd16WjYp7eK4JNYi+/OUv09lnn00NDQ00d+5cOuqoo3KhtH322acS1xigDOwGI7g9NYB4rBN9TR2OvRjaZkt4qXwsKzznZSgnv/M3U8hU9dyJR0ZmKQivRNoQ4oshFNhV+SKXIjCuGWUglEKNKnCnGgQ9O5xqTrZtvunkRdzmvSjDI2Lkjj75WnnejwFFpZHHX7HMDjMAoweE3lIeX5G+OvbiyjKTvYHxsJDM4rZuyPJJeLQMD1vBmJmTNMhkaeyN91wbRNG2ZuaCMRHeeE4Fygh4tyPPvOF6ced12agWj841oQYR6pmhiOv69evp+OOP17JYiGj+/PnMIQrgDfIGo9xKOKV5JdqbmAg39tZ7OeJxuWr3cJ8n9pzrvrigJOVjp+E5GfW83LrhZXlknB7H7prdqo+LegYR6huwCAV6OfBpGlX2ZSCi09ptPDvTc5lPVoZe4+JDKDZ7imdleOyM3N5bHh5XS0fIx2wc4TngeWQV2+wwM2D8lDKeRPpqFuRtI/khFyczeakFxyDRhRISK+zC5ICVYQUVatOdFFzJuLWS3Sb+DMsB/TGxxxwae+NdFs7U9KVyD5EXV/E5U6VwCyeibFSnT3hhotihPD5kluHHDHCIAjiDm0nYUq1Zl+jPdg9QdHoHZTZsLVvtPrbLdNtOJDJRy1I+dkrGc1vPyyBe49rBG0GoBN4BTIit5xwv3GlldX7R44iGDrzgAdQetIAHdT8MfCjvIFIGovGjBzNfq2yxzHOO5z8TMU69KsMD2J0rlx0GINzHady6AWIsjgSyw0Qg0leNa0KWFnP9inYSG4PEFkpdtuKnvbct1Yxji32S5swnU43E3O86Ip0t5BZ5YysMNAhfGhyrrErhenncQgNet9dEhVXcZcLxVWWzWfr9739Pjz76KG3dupWUAuIZNIkC2MMtQU5Urbn5E4dT/11PWlS7XyzUEewmahU8AQnkWllkPNEYNojXW39wKyl9w+OD3WiSxl5ZTV3vbaGpV5zryJiRMdDYHccr3R+Z5GzvgPCwbgJYlIGAASdieIoauV7Vs7I7Vy47DNeqyz3koP8OwVIjO6zSYqyhWIzqFu1FA3c/hQOVuhlqOO79tl5PEeNL6R3SxE9by4ufsscPz8DKq4UCzbgeY24rJXAZDVPNXruQDBSOrSHMB5EoJXaZIpVbaIZIe1UlkNd5sXnbUu254/pjURp86HmWWZgUHqIvfelLbBDBI7T33nsXNaoA9pAxoYmqNde8f3c2lpgYiTg1oBZXu3c7UYNg6KUhY8dJEfFqgXjdc+O9pPQM5ozEnEccWi09g9R9w19p5q8vdxQ+kzExuiE6yyKLywoFegkYAvwslKRtGQiR1GIvV9MygJV3/dH70+C9z5bVtcF20RW6WzHW2LzplHp3syZoaISEDOhZmKPPv81jEbTMXJWU4Cy4/PGwyGiCBxhrQiuNLjjTprdpXq1S3CZoSs6fKbWtW7UzmdxCUYxKkCvBMVBqJts7mFdqJrtiFW19t4umXHGO74wixwYRssqWLFlCH/nIRypzRZMcIlkwYhOamFpz8u1149Xup5Wvdi+KcpOel4aMKCfFzquVSwkG9ImzMLxipARbZeF5Ca/rLFUbD0DTqEpQtC4hVAZCxIjzg6HnZHxBcgMLGyK7sYBDhGeA7djPrmaek2zPsqH0I/ejnt/9TQvZGxwmk2o2vk+u2sgGnFVChkhJidiMdkpv67fxWEW1udnGq9XyyWOo9+a/F03mXDeutVHYs+4EsriFfliwq4pC3TfcqyUwmI1KnptU/h7bZ/76Ml8tLhwbRPF4nHbbbbfKXM1OAJEsGJEJzVBrVsZ05ekC74ah1jx4/3PC1e7dwEtDRpZXq//uJ4tSggvrNYnIEniJiRA886OXpNxEbjbM/VAGYqLGl8jUVm3yHxzlkhkokRFqrOX+KFIzT7QsiV22Jzwy7Jku8tzAONIME2zvv/dZZyUl4HEKhSmkKmz4Me/ropNYasMu+YOFDtfakeUXUWx2Z1G4B38/EeEerxYmqiQPtCZdsNFSkBPbZUgXTKhBdPnll9P111/P5TuCcFnlsmBEuDa2as2ZDGcnhKvQmyBzEi67ws91VvcpwV5hogTP/OQlsXPn5wzznEZVPE+jaqLSfSstKFhoMOPYoeb6/PpMgjXzhMQrBbI9Bx9+QVuglbtPnasDwm2kvdG2pETT4kOp9+aHSWXPjZ6sVl9LrZ86hHW+sL/VogzGjB/J8iLwQrgyJckDjaw5ypjrspUgpmcU3q+qDaKnn36aHnvsMfrb3/5Ge+21F8Visbztd999t/CxbrjhBv559913+Xcc71vf+hZ9+MMf5t/HxsbYAEOYLplM0oknnki//OUvaerUcVGxdevW0SWXXMLXBG2k8847j37wgx9Q1BQjf/zxx+myyy6jN954g4Ulv/nNb9L5559PEwHRLBjsJ7oSLqfWHGlvpsz2PmnZCb4xZCQBqb45VV8XsgReoloFz2TBcOcrQ2Ns6FA0zgNscvXGPHe+38J8pcillfA2iBjMhTXzZJQlKddXuUQI+hbaZqnQvhGKMjxIelKIWdjUONfoiyup764nNC4S66ppFhF+R7jNCP/j3dtljfqRLC+CSgtXZiV5oLPb+oQUuPP2q0aDqKWlhT7xiU9IOfmsWbPohz/8Ie2+++7cOVAP7WMf+xitWLGCjaNLL72UHnjgAbrjjjuoubmZvvCFL9App5xCzzzzTC7jDeTuadOm0bPPPkubN2+mT3/602ykXX311bzP2rVreZ+LL76YbrvtNs6Ou+iii2j69OlsYHkPsSwY7CG8EmYXclzzNGXSpA4Ms9hX08mH8MAwmb0JblZDuEak/KZWbSA1ldaMSZOCN16ESEqwl6hWwTOZ7nxkBHIhWhazGw83IzRkuPP9tLrPkUuR6Wkml768Wjq51GwwK+3R4oWSYM08WWVJUCIEWVL8rkqF9kMhCrNhGyV1YIQyhre7QEIEi8fBv/1jPAEiUj4BQrsRfd7VPwsdwNWWDi4CGcKVEUke6EinWdahjAJ30X4Tj5BqMHB9ApQE+clPfkKnnXYadXZ20u23387/Bt5++21auHAhlw45+OCD2Uv10Y9+lDZt2pTzGt1444309a9/nbZt28Z8J/wbRtXrr7+eO8enPvUpLkiL0iMiGBgYYIMMddyamppc3R8EA7d+52ZS8tLlTVkwPEAkqOWsY1nsbrxxa40UgwaqQhuNu+9Py8al9fV2B2MI0vrI3NjylRs1LxIUlAtWZ5hQsSoCD6AaJ1BZmRBdV/6+ZPVvrG6nfuf83LG8CHmIQmYJA1mo9LnAN9j81RvHDaFSk2tDLU3/ycW+MWLxTDZ+7lo2uhkltMDiu82SSi7lNn3VLflSEgCeT0sDtZx6BOvahNubSp6TjU3dwwzDyM3YgWNhDEquXMdenyLOZCRM8QWzKds/QunVG8s+o+jMTi6MrJUiyuf85faLRKj9C5+g/jsesx03vSj6XAlYFdHlsX71pjyvX+H7aj7z2ALhyvzn03HpGczXcjtnQBR40+evL1D8Ng6kf0YjNOMXX6p4yMzJ/L3D5jAMjpUrV/K/FyxYwMaLG8DbA0/Q8PAwLVq0iP75z39SOp2m4447LrfPHnvsQXPmzMkZRPhEuRBzCA1eH4TQEB474IADeB/zMYx9UILEv1kwKg0/+aqQKitnkKFY49TWPJKhkUE2Wb0JMrV4WEDOUPY16TQZwnLG+fw0gIp4QLy8Zi/OlekdHDeGSmUFZjWvEfZLkD8AIy797mbtF7QxdhCBW6HJY2DCwHbZ5NKQeQYyiQvi/1gwiXgBZJQlyRceHNNDaFqRWMiC8OLtrONY/kL7A51PaZTIMGXF8uRqNpYMDpGRAJHJUv+dT0hRs5bdP2Rp+pTrY2KliuyFK/sLyes7+N6xIIHhlHpnvfaeCt0uoRBv98vCZYcNIhgsX/ziF+nmm2/OiTJGIhEOVf3v//4vV753gtdee40NIPCFwAG65557aM8996SXX36ZPTwI0ZkB42fLFi1VGp9mY8jYbmyz2gdW4+joKNXW1hZdE/hK+DGAfWVBJAsmOq2N00dBhgaYgG1kQyGmXtC4I2VWBCJZIH5eDVU6E8I4DibS2LxpJd8Fn0dVeYDwcgB1G5r0SrzRy3OxF08n6JYMN+tclFLevolC8s33NI4ari2dLa5uHg7xduwnwyAyt+noLlOJhsZyWWbUUENqzyANPfkyZ1DZZ1rJKUtSyOkihKejUUrsOjM3mWf7hinc2aK9O5MXCf0QfEp1ZEw7mKKwgrNZTkCFgaXfg9I7yKWM3BgFsjJvZXuyrfpY00mLpAhXpnTyuts5A88O0gS5UDGiH8Y7jTgTBfa1QQRy8hNPPEH33XcfHXrooTmi9X/+538yARokaSeAdwnGD9xZd955J5OicfyJBEjZ3/nOdypy7LwVU5ksmLrD96WBOx4nNZ2l7Na+IjdzuLWR1LG0UOO2ywKpRsjKhMg7Dp6FqSgrH6uxjpLveT+AuoWX4o1enitH0NVlJYqgG0u8n1/AIb38CTwHDpPrxTxDFZD1gN6QPnYo6BcDw5x9ml63jVrPOY76uno8y7QSqjtYm8jxKPP6cyyiGT344VIkBc+Ln63mNWStJSthRkGjQFbmrSxNH7s+hoiCIcjrRrhS1QnTIqKldsB9gbaRo3TwSXZMFNi3BtFdd93FhotR5R6ASCM8LWeccYZjg8isa3TggQfSCy+8wGn9n/zkJymVSjHXx+wl6urqYhI1gM/nn38+73jYbmwzPo3vzPsglljKOwR84xvfYMPP7CFCdpos2GXBsFT7nx8jBQUY1eLU/GxXr+YpQtjAJjPDLgukGiEtE0KkFlPvoDaAtngzgPpVvLGcy99LoUgzQbecCjW2Yz+/IL6gwOtTpi5W0X6yZD10MUE+nbm47Yx2oWwsL9TX0Z4Qxsob73RumDHeUV2CQgjzZVPmI+bHYkCIhj6RJKPALWQtFsx9rFzEIL29n2KdzcyzciNcSSbCtNv3DmMwJwo81b0osC8NopGRkaIQFDBlyhTe5hYIwyFcBeMI2WLICjv11FN5GzhLSLNHiA3A51VXXcU11XB+YOnSpWzsIOxm7PPggw/mnQP7GMcohUQiwT+VhNWKSYFbFQM8Gn0sWsyVwOBFMVLjMZvMDPkZZH6AtEwIkePgeSuqp9IFfhNvtHL5y6phJ1wZfLeZTNBFGAghKIN/x6EVSCTsNtNXkgNoPpzhZZBLS4laYWILS5b1YA0YU+V0vhgMsKGcrAeHoWyysbxAbNfptuNdKKNQqDZGqjE28n2Zbg7GcU2MYp0tUo0CN5C1WDD6s5qOlI0YhLJZjixAW6qsBpOAcGVckmSH2RistCiwTDi+EhgSV155JXN+DICLgxCTlZFRzhPz5JNPsg4RuET4HZpBZ599NrPCL7zwQvbUQGMIJOvPfOYzfA4QqoETTjiBDZ9zzz2XXnnlFfr73//OGkOf//zncwYN0u3XrFlDX/va1zhLDTpGKD2ClP6JhmGBwz2JT6NhpFdv1ty/rJSsmEpx6CthDKCxKEXqaiizrU8jHMJVDJ4AOAljKdYfQpzWaNxooCBuwj2NT/xerTB4WDAGC5Mkcx17zhTbji1yHAygGGi59EAJVEq6wA3Mhp7bazZc/sheCdXFtcykunjO5Z/Z1JM7F3PXxlLsHscnP0OJz8cIN4eb6ymCxITOZopMbdM+axMUbm7wXZIAaqYhREARfUIwCKZGc4OifG1CK8YqBXpav4l0rHmJjPNq25Jvv8fvD2NNqKmOItPa+BM6Sfge793RWQXGl3L7iIx3mjFH2nXW4XnCa46/CfPv+D4cCbNRgN8x4XIbBKcMbRJGgm4UJOZOdT12OFuYlF9MYbuICC88aPCUcTmWnOxAKOdBw3YIU8LrB6NGHU0xJQOf+L3z8jN4u1ayqPzzaZHUf5wYg1XtIUI4C1la0BDab7/9+DsYIzU1NWyQOAE8OyBjQz8IBtC+++7Lxzj+eE1N9LrrrqNwOMweIrMwowGQue+//37OKoOhVF9fzxyk7373u7l95s2bx2n3MIBw7bju3/zmNxOkQSQGdJBQOETRKa2U7RsszkRrAYcoqa2oLDIzjFHXbxlSftHiETkOr6r0NNRqEUKUJd4o4vI3CLqpf63X0qoxYBurVz2sm1gwR9rzKSLoZpKk+jhJoCirtOD5FNZWcwuu1F6kpFLwu6LQ4P3LpfG+RMYXOy+j3XinDI3o/KAIRWd1as/RFDbicGA0ypN+zR5zLAnBdmrWsowCWZ5sEQ8aJ4bsOp11lKy4P16JlmZNXmoecwrelx896zusQ4TQGEQO4XEBoA0Er045Tk61Q6YOkQiwetpyxW+1FTnCYgX8IAW/Y3DFm9MbVqmaaOg24AP0LVlmq8tRjZBl6NkdJ0eMHEmWHECx+vLbM5RxzXntsMSAzivM0RTVH7EvDdz9lEZqLkQ4TG0Xn0wtnzpG5u35ShPKCjl9GOi6tDeVra0mSwsMpTK2XX3b+KKooLiroQodbqyjcFuj5XuddtWFthySYtJw8fgCWO2DMiHgMlmNd8pIMseREdHHsWsfXiwS8969C02fIv2tUtp1DvW3vNAM23LFbzkUazU/ibQx3+sQIbX+s5/97I5eXwBHK/xmCpmyn4wVvlGWI9JUR9RcX2SBo/FlDQl+wZVgtUwyBrzIgDG2MwFVL72guCy94MVzlrESzOMiWRD3R5a/gZsqd7M09MhLnFUi8x6rJUlAJKtUZpjPXCqDdY4KhYJ5AtW2u+XFiXgQ0WfYcS3gZdRkAEqPdwmICjrQx7FrH15k3sryZItGDJx4Wyrdf+K7z6RISz2lVm3M6brl1ewc66O4z/h+wgbRvffey/XFQHLGv62wePFiWde200KkI5nLcmCVh0HEDKyqMApCaVYkjmtV+dpv3o8Jmxh1aob50ym8DF+6HfRzLn+DuF8i3AOg9EFhjaLc76RWRHhQFqrFOBVFYamMUmreMMgML42bUI4IT4RrtyFxzGofQRkA2c/Ri7FDxjUb/ZDiEYrp4cJCDxpl/MVj1GDw5jRpCU1SwRg8TdurzSD6+Mc/zgKHyOTCv8sBNwzF6QCV70iY6IaffMWSJxLt0KT37VaCKJqYXybEH8KDXkE4ZIZVrsnljxWtk+fjpViijEFfW+U1jKvN5qByKC4zClHQlvIZVAY5Np2RJjwoEzKNUzvDyistMHMmXq5UhpLP6Yq/bzbPRWysuOCYiWQzwpuKZmE3BhkyAHaGQzVqqrm95ryIAcKuJlSSx6i6WCzw3/UNUbSzpbgiQ02cF1PY7ie5EmGDyFCkLvx3gIntSPZepEXUe+sjNivBiFCZEL+lR8qCnZHScdkZnKoqSxW72p6zMqLXyCsFUBiQ4Wins2MQ/n0EmcapqGHlhUdCpFQGeIWA21COCGmYFw94/wLeKDwbEcOhWsKlsq7ZeKdQfU6v3ZJXIBg/WLTIzq4cdblYyBnL7U0U0ykdZq8WG3LdA74jVftn5A3gKDXf7EUql2YJ6f1cWjkk7zkleow/+XfdiwRRr2pLj5SBQiOFQ48Q90vEmQQJLwhUqqFW7fb5VGMaanLlBsp09ZVWUja+Gx6X3yi5j45wfZ1v5B9E3rtW80pxLUvgNH1dBoxxAaUx2DukizTid4NMbzd2iEx6ZtkKLJTNkgv4nWUr5k9nsUfRNHer8S73dz5oQxOBvEWF2asnebExKqFN50l/6F6hcH2NRu1A6MyHciXCHqKf/exnwgdECY8A/vIiWa0sjDIhhuI19FBQMgTprchE8Wt6pAwIcSA2dWvKti31FVfF9ttzTr71bo6on5N4MMP43uAOMXnXNDibtHZAsPSL/IMswbxKeP1EwhQi+4iEadyGcgzPRddVt1AW44tRQoPrM4Qo3NLASQeArDR3r9uQHxJNjHYWyqoU1Wsu5volnqVec9FPpXjikqQ/fGkQQQ9IBLjpwCDyvkPauWOtVhaR+hoeVJCRpvSP5KdOd/XpnJmY7yx5GRDJotL4F2FhAmq59yVLk8RTGPObwREy2w6m77WsKZQTKFBGNoQHG+sou6WXuvPkHyaOpybLOJVdtsStnk/h8xMJ00gJP6FobY5HBiDdH99rwqCyyNCG50IZGuM2R9G4JjK5emNF2pAfDfiwXnPRDEVieZyUpDYtK8POlwbR2rVrK38lAaR3SJGVxdATr3BDzW7VM4XMgBu8d4iF0PxmyctAURZVifInUKmOQuKgq8d2pWP1vrCicrJiQvmW4WUrOIMrOrWV6o85gEXXvER8oWnA48s1DZChceMntstUymzYppXTKKxUHo1QfNcZnFrtF/6ULONUptdPhNMEeE3Ktxtfum+4V1PZBk+JC+7qKW1Zhb/H9pm/vsy1N8oYy5S+YU1d2dDk0fsq2p5MCZGJSIDwg3c5K/FcXmZXyoK3I2wATzuk2Mqii5Q+68bN5UEQNvKZNe8WuSyqVRu0L6IRCsEbpBcgzIylKL7bLFar3n6dtf7J2IpVtu9LdMXU96dl4xWi9QhE9/V3U8u5x0sXOLRCKBTRJjkYOrlwmFF1U98pGqHGD/0b9d/xGBHuvb4mZw+pWZV5Aw1H7sfkfi+KzYpAljtflmElpOdz61JNmdgnRiUA/g4kFfg68rLINN0ZzsQ0SS648UbhXSdXbdQKm5YoeK2GQrxdhoSI3xIgvPQuRySfq9qyAoUMInPldztce+21bq4ngMQOKZQWuy2pubytkEzT0CMrqOlDH5hUsXn9Ssb/iUwc9vXnx4ZqD9zdsjI43gMUae3eFxRp7VZMMIZ6fnWfFrqEJ0/PEELpAv4evDCPjCJlcJjCtXFWCS5XUBPbYzPbqWnxoWzEZfvHjThkNDUtPoRTqr0qNisy4cly58syrITCFGs2a9Q/iUalW0BKQYWxzJ6hEoiEebshueCmz2d6B4uUmvPKV8AjNTRKIy+8TYMPPidtIenlsy73fLzk48QrcK5qygoUMohWrFghdLDCxhNgxyCrQwpZ+4IZGsk31xJ96ANSDBk/xeazfcMUQlooakCZeRCom9RUz9tzmV9lKoM7eV9WKyaEyWBU8Dsx1yyKhEiFYZTWtjeddoQn4TOtDlcNhetqNPl9FmbUnwM4Vrr8fmZTNw3c+4xGnp7amiNZw8uG71vOOFraqtOJ59Qq7CjDne/UsCrXd0TqPuHdo92FXapLS0WuqZcb98eNFrd9XhkY1vpF2GQMGWdB1hK+y2ZpaOmLniwkZT9ru+fjFR8nVKXcH1kQGlVRbT6Ad5DVIUWs/WhLPWW26FoypQxaPVU2XJOQYsjIJka6MdDwN+qoJkPA9x41/R2ez/AoF54ceXElDZqEKzEpcThArwzeeNIiR++r3IoJkzeHyTARlhr0IxHejv0aT5DnrRNpP+GZHSU5aEirBg8NzyYypSW/jTXWaaUZnniFYnM6XQsBOvGc9i953DbsiHaW2G++K66WqGFl1XeMhUsWqell6j5pBrKYno9XSCzcJZdpqIby26xWZ0tvK0YxVRd9PleShD2nJfq3bixle4co3FJf+YWkxGctauR7xcepnQDuj18iBgGHyIdw2iHLNSaztZ/d1qcdq0CkDd6Gnuvv0jOKdPJH7kR6eAR8yamtrjlNTomRdnBroIUb60kZw2pc0flDBQN6JsvboQhuNQmPPPUqGytuB1AugYFHjndU8oKxCh4vlVHpQcTcftRcHa5EXh2uhiP21wpzWkkXrEdphuOpb4t1aQa7axf1xHX//C80cM9TtmHHUu1n6KEXHA/6djwJEfFPu7pPsV1nUqRZL4XhkzTmxIJZFJ83TbtuqGKXGDti86ax8KvbPm8uSWKE6fIKnGK8Qw1HxX2NtkqEjcr1VSdGvpd8nFoPz+WXiIGwQXTKKafQ73//e64Ui39b4e6775Z1bTstnHRIu8aEn3F+R28Rv6P544fRwJ1PcpaQfoKi64nM6KCRZ15z7Yp2Qox0XmV7R7JAVG3VXSLcq9Xd0Z4HV9huLr/qzGzvp1iHWCaaFeCh4CgDUv0jJYwilgDQ9vNqELFbLcKDJuIdi85ok1tstsy5EFoBh8Qu7BibP4O6f3qHtCyicl4/oQnv9kfGu12Zuk/4veXM45jcX25x43UoA+dqv+Rj1HXl77WQVgmvTvNHD6Ge3z3ous+bS5JwNmM6mysFYWQzxmZNoUx3v+uFieywkVVfhZHnhB7hJR8n5MG58Gy2YsE+nCRqrqPYBGdOChlEzc3jHRn/DlBZiHZIkcwmgPkd0QhPpCAghlSFByN8n9h9FivTWg1qrZ88WkqWkCgxEvslPCCdIy2Y/0ZJll91YrXJQpXWq876I/blenBuBlCEaxDWgScDk3epEES4oY4F77xMCbZaLSKDSNSbKVqawZXnFJ6K0ZRt2LHnF/d4kkXkpACqXd2nSFOd5eJmwtKY43o2YmFh33iEskMjUvq8eUwMjSQp1BLLG8vQx5AN2v/HR6V4dmRrJ5Xrq00Ow+1+gQoRX8hN8afKr1f7t/aJ5mtsy2YVSq7ZTJmBYQ7/RnaZxu0DdU+33vY4pdIhCk3tpFiIaIaSntDMSSGD6Kabbir57wATW9zVLrPJnKobMe2Ta9Cm7Kep3zmfem59mNLvbNQmnFiUYrvPpLZzThD2Ath1WiFiJNzqJQyzSpHOEQKK1iWKJyK9mruawXf23I3agxZQYo85rgZQcFfAceGwDki0pnAP8zHCYWo+5zga+NNjnqcEl1stOg0vuC02a3cuGIzK4KhN2FGlzNa+oj5RiSwiRwVQO6zrPhlcNqvFjdc6RDmds/nTS+ucPfyilD5fakykTJLUgj4WCoekeXZkaSdZ9VWEE/E+veArOTFiFNV6/8IyLOUw9sa7NHjvs5Te3K0lrcCTN72dy0ohWSO1uZtCDTX6s1EnPHMy4BD5GHYrc5mpujjXDAleABnESN7PY9J5VCcNGxMRBnRFJw2jn6Kyvd2Ej2clMoBacX8Mwm+OEJzVvQANdWws1R6wOw3c9ZRvNH28zEoRORc0j/r++Kh12FHPfnLLNRFBXk2neKwog6xUAVR4hfKEH2AgRSIaV81mcVOJ1XS5bD0RnTN4fngQctnnRY0U2YRgt9pJtt5BhNs7mzksb4wvaKHI/WXvyuAoG5vKLtNoJJXJN1TAizMZKAYNFP8yjJdyRgz+nX63S5PWaKxncdWQ5CxxGEO9v3uQPbYweihWywu99Pqt/H3DUftrRhK+94l3TNggOuYYMe2TZcuWubmeAIIdUsQocJqqK8sL4IYYie3YzwqyskDyJtgcaTieRxp2WovJbgAV4f7AKALZvdQkhIKWftL0AfyUAYOssYF7n7UMO0JKIFSXkLoqt9OQAfcFxnZRBlkkTHG0FxujOza1jblqXmvjWImEQofLri2GcK8g4qOgtIs+n3dcmz7mtRig8e4zfYMUbm6g2G4z+f2O9gxSEvcY08J7MHLwCLOkGT3ZmhrKjGao/t/2oYFlL5HSP0ZqfS0vxnjsHkpSqKmJWhcfQZsHklINFXgUkezAGnSxCMVmd3I4tmavXaScA+8XniE2hlobx9tsPE7UGiO1d5BGXljJHiPWdcP3PsicFDaIHn/8cZo7dy6ddNJJFIvFKntVAWwhZBRIStWVKWRnR4zEdjvDSmYWiOhk7gWfwMz9gfFTKrVeZkqwzPIEfsqAsQs7tnz6BBp7caW0LCLbxIYP7kGjK94Zz3qDpwRk6NEkqeGwVtl991mW/QsctX6jCLNHq2k7kdCmTxxu3xYTcYp3NrNXwE2fdwrDaML7zCoqpREO0gsUmz0n7FXRQ0WqaVuu/iPvp/1ueGX4a/270dfX0sBfn+XQT6mQ0PaaWgopIQqVkHJQ0ylSYzFq3GseNc2bPh5aGh7TjjN7Ch9HlpFiGEPdN/xVK7diOIySRMm311H3xu1MkpdxPnif0nnhsHHw7w01lEFZqLYGym7rZyPJ7BadqMxJYYPoRz/6EfOH7rjjDjr77LPpggsuoL333ruyV7cTAC++ayCphbbwBX+Gcr/z6k/nKGr/0j3+s6dQes5UlsYPx+MU0ffjzeAVcGOazn+XQejMByRDEWKkiGFVZKAlduw4XlYG91sV6UqUJ/BLBoxd2JFT7hfMltJ+bFPqLz2DRp9/m8J1iZxBwJ4RPO+aOBsE2N58xlGW/QtelP57nvZMG0dEJHTo7y8wzzDz7paybTExfwY1n3Usbb92Sa7PKyBT689aqauhujOPpRQMxGzWZJDkh4Hyb3bcQIGxw/828V80R2CWkmu7KDuBIaHWz3yYjSP8jgm/6PkMjbHRY1xbYs+5FQ1j4Zx9tz9KCkRoeULRJxn9ISv9w7x96vcvcH1e3INVOIzb1NAYcy+HH3+ZPUYKyv5ElAkVgRQ2iL761a/yz/Lly+l3v/sdHXroobRgwQI2jM466yxOyQ/gHOi8iA3vCFKLD9c6ZP+Y3iHNrtZmav3Ykbyftk9Ss9axD843PEbhxiZq+9iRlOkb0/uHZlSFQwUGGSaTUIjCC3eh2u9dSDFkxQwMU6S5nmp2m8lu/7F0tujvMG4WdiwRYqQI8uQEUIvNlHHTvAMZN5WuDO63KtITVZ7AK1iFHWW1H6EaZL95gFPBw+1NFNU5RGbCtJJMC6mY41xODWEn3DAzgRZj0uAjL9HYSJIURANQgkMP84AEzfyWcIQomaGm982lwe2DpPSOEDXUksok8awWFtfHl9S8WTTyuU+wB2TckxJnfh48IN27zCTqHSVZsCLyehkSGrxvOTV+dBH1/v5v/DvljdEQqUzwNeXaTSjEuk6VQmrNFkob8irmcLImLE9INsB27JfYdbqrc8GgswqH8ffRCNXsPZ/bLT/LTdtJGZvYArCOSdWLFi3in+uvv569Rb/4xS/oK1/5Cm3atCkwijwGOnfrBR8Z7/xDpV2t5n3U3D5TeZ8oViVYsTrBtA7tBxi0j20XerlC82YRXfFpyqztImVomKKN9ZSdN416w2Hq7Rsd94apCqXXbuHVRqSxXuMs6NlDY6+uoe77/0FKPEHhpgaNk6GXPRi4/x80PGca1e63G+/Lhpnmehv3xBVcV9E1G8RbY8zQ9YEyqzeROjBEUaSRv2+WI1Vs2VWke29byinbipEViNpqZx8vTdPHj+m+TlAu7Gh4dqzKjYhkbAmRZjd183GhY2Wk0Rt7soERj3KGY7J3kEIZRSPEzp9BaFUwUEbxnaqwoRI542ga+t97SO0ZIkLZFD1DTUVWXUM9tZ16FG0bht4P0cira6j/7qcotXG7piQdjXJNuaaPH0aJveflvC6GV6UQAxt6qT9ew+rtpbwFmnCpQqF4nOIXnTw+Bo2ktPFlzjStjt2ec9mLk9hrF4pX2AMi5LW54COehYSwHZ49kTHaC6RWb7TO+AtrCS/Yz61BhHfr1DumrttKnUqqOpWqX3rpJXriiSforbfe4tBZwCuaGKBD2blaRfaRibIZDAXFQUNzp1JE/yaV1TkeAqs83Mv2u56mdDJLoc7W4s7WO0ijdz5NHbvNFr5Hu6yLUtcTn95OTR87hOr2nj/ugdY9Y+wtMx0/FUtQd6KGQqCxIMPItI291jhmPEE1NTWUHkmXvkiTQZdMKzSihihNYQrpP4oa4tBDNKvkzm++ffP9eF2eQARqmXAJ/lUYRs7dk/FprHJNLaww5GJk38BzsuW2Ryk5kqbwFN0Y0o+kNKlMsE/e9ihNWTgXLjnN07J6E+uoRJrqtczDUJhGtvZTL44NwwFhIPag6NePn5oIZaIpnmhCSphC0dj4Nv18aiZFam09pcJxisPLYoVdZ1Pos4tpyGiHo6Nav9hlBveL1PvmUGosU8Io0LwSqfXbaPQ3DwgZBZGOJr1hFqjXj78sTcG+o8k344uQ1+beZ/lavQgJwfjBfjX77urp87HHeKZl8fdygHtDm+R2KOodmz+d6tpKL9B8aRDBCwTFavwMDAzQOeecQ//4xz9ozz33rNwVTmJgoE3+awONbex11UlEXK2VdsfKdFfbrfIaP3yw0OoMA5DIPdtdc7nrSa3fSt2/fZAUgQlGndlJ6ZlT+B5C8USxETeSZq/d0LQOGoZqq+jzaW0aH2g29NCm//2r2Cq4tYW2z5nB1xOuibIBZbogUsdGKT5nOoU7WilkmqhLtc+8FPFyRo6ZqDp+mtzfiOqayEBq7RbavrmPn10oUsIYbG4kdXMfZV9fT8rImKWOyhDeJYfASpBmMylSEgkmjma29VPIZqUsAjvjQ5ZRUHvwnhT+w8N8/wiTFWfrKXz/2E9kfJEVxrLTtXEyLoiknpfbRzQkxPt5OP5aIb7rDA7VImTLLshCKKqW9bjrDE8jGH6CsEH0kY98hIu8nnDCCfSTn/yEs82iHlTcnqwwMlPG1m2lnlC0InFuryHDXZ0/oDdoAwvqjUVC/LvaO0RDj61gwcSQwOrM9TV/5sPMBXA7wThdMVV8FRwKUYN+PSiIqRRdTw3VLD6Us3PYzT6JILq6H3t9jUb4LNc2zrcnzcYx+J+8iHpvEuORiMBqchUN5dgtFuDFbPrYodT358f4WalmDSE9XR7bsZ9XYSy749Tb6NqYxwURA83OSy0aEnILg9+F0GNOOFEB5UcV2obMOPyerWug7XNmU7qrhxRwwWAcQTGau7jK/w53tlJTNkbKv7bldI6yeZpHyNozqVAjg697kJSxJKkYg1rqx8Uc+W+IlEX/Run+YcqCP4d3AOmVjSlSNqwcF4ZkcjxRTSxMn/rAHDrifZ00EQipgkszCG9Nnz6dpkyZYtl5EUqbbIA3DCVL+vv7pfCkzJkpanMdbaypMw2QcWlxbi+BZrT9h3/UPCDmidoUxsIA0fFfZ1q2H169X3cHe+mzw2OaoJ3u4QVPJlJXw+ElroGKQb+kfkWK1LE0dVx6uuWgL3LNEMHL9AxRuDbm6lwG3A7EnMqL51Pj3fVMNuTamMUzVEbTuZRgq/acM3YKwlOGsdN6wYdzXsZKa78AY6+upp4b7+PFQ0gP4+XdG7K7eoeo7eKTOZRjB9QhG378Fc0IMhAJU/1R+1HbBR/JVzPWJ0BMvjzBMc1Ioe3/ew+lNnWT2tKgk7I1YjYm4uzACIWntVHTeSeaRATzJ3Jj4u2/40lKoVZZfe34cTThcVLhyYIQ5EiSJ11wptiW18OTvB+y2DIKxRbMobFVGykLflYkTFlDDBHXj/a/YA6fc+ydDaRkte+UMELSKv89/iYyZyr/ntywXf+7MGfP8fPA79BX6mgmFcT5AhFF437M92neNn7fmqGzs+F7H9uLzl20y4TM38IuniuvvFLGte30KMxM0dzR4YrEub2ErJUpVm8gtmaTGjmUsyHCmmcEvJZMeojCiThFOltIwYrbxepMSCtja5/mIWly740SCXnIXAXLuJ5qRtnJelobjU7vpNSm7aTGa7TJ1ciewj7JJFF7K2UGR0ltaSY1Gs9NrpiEwRPKtsYo25ukxkGFMh89iob/8TalegdJTamkROLMj4sfsDtF1BpSX9tMyY2DNByup0yTNhmyxyXcQPE1/RQZWpczIoyJkfcx/m1ebZu8AOZVurEtA8/W9F159c+TOGqFYRvXcdMndQjGv7CN1Jd7LSfrbDpL2ZEEKXt/ULt3/RmxgdETIuWaJ8RYJ/HpRLuUIekapTFvX2F/nFg70bT20tsMqluZbpGHrhRRo4UHYoOeSFDXWn6fbXpWXI0Fx24gBfNb4IICmDGRRmBgEHmMwswU1SX/RRRu4uWySYZWCGH1l0pr8WzE6I3vcR3QQIF3KJWm+iP3o6G/P+8qDJF3zTCk0iiroJV8CCHdGMfkCvNhYa6Ak5CHMVGns1gRKlwEcdu9yymVzJLa1jKe4lwTp2yillfToZfWUBoeRTVCajSWW20bkzX0Y7INTdQ4QhRe21NmAi1eiWv/rqFsb5aUno0lV/yFq1ink7Xxd5nhJF+nEonkVtCagF7xMTTX/3hIQHRlbRgTOzRJt+ifIuLJz24Yn6ynFEzWr3VrPwairUSdBZPsv/q0H5moM62Cy2no9oGnJqB+XIIbFcDfMORO8Al9unAY/9Z/1//NUirggZHK0Z8IRDLDIW1/bMSCtG+IQqk0Z+/ib6PxKBcgjjXUUmbtZqLRJEViWoIIfJF8LAyXqRRFoS+13658vlyiSe74lHdN/BkOUSwSprb6OB04t23Cnl3Q2j2GXbqz0xW+CHYkTAM3cWR6O9WftIhiC+fkXOCGC7twQkyGYtRdU0eqEiY1FmcXdW6S1oXesvVN1Ii6m+/2lJ1Ak1sGqbe5Q5vQ9Bi35ho3VvCIdYepTqml7FGH0uib71FmaFS7npowhTrqKAptpG1ZUh5bZbkCTg+O0ui0edo5slnKRsfd6+z+hqt8znTN/Y4JPOeGHzdCVDwXvLNH3yNFfTfvXkpN1OZrKYn4DKJ5M6wnapHEr2cwUeuTdYAAPgFPrsbkafyuqhStTVBET/E3Jklj8uYJHmMS9Jz0Cdv4+9wkrCo8wSfmTqXQ8Bhlu3oonM3ysXnChobYrA6eqFNvvsvfo9Rd7nr4U+VjYP8IwmL1CT1/09hHOx/+JjSapIbD9qbErE7tWstM8mZDxNBzGzdS8u+TS77BYz0yRtGGWorj2LoRkX5nAw3+eZlmhMB40Z8dDJZoTZzazv8Q1e21S0ntN6cYK5OlyIvNLXFOahlY/y/rsH1PmjpOf7+jRT0MotnVkGX2oQ99iL797W/TwQcfbLnf4OAg/fKXv6SGhgb6/Oc/L+saJxXM6c4PN3bQ67FaGghFNFc8uwsVUuIdFHurn+i9N/Mn1tzkWkBaKyDTmbdlxlKUGRghJdRByqwpmmFhKL0+uJrUR9Zphg0GnNh0UubM0CpQG1i6TvsRwcwF9vs8LTBRz9nd/jhvbNc+o81ELYbfXcfaAe1HBPWGleGyp/SPiR0ngG9hyBTkJqh0hsKKJmHAE1BuYlS177GwaGssmuC0SUyXXkilKbNhmzaRZhTt74zJF/tGwnzMxMwOym7azhM/Vt38t9gX1xAJUy10fBBi7x6g9KqNrBHFx8LKuqGWavecS/FpbXyNQ3c8QaEkBBk0Y8O4Zr5+OEATUWr/7EkUiUTKTtaZNZto6C/PUKSxhiUPwpmMZmCAGwOPKO6nf5hazz6WahfONU3s+jPQf8c5e69ZQllkM6KWYTlu4ResuYU5vh+861acrv33YiFEZTRFYWhpGQrkKKI7tJlqP7iQBte9o4fiS3CstBUNe5kj2Xprnt6eU6V58W1lRpY+T+G+QY0DNpjPq0Q7Hbt/OTXsvYtrmRFVIGlDZlKL3yBkEJ1++ul06qmnMjHp5JNPpoMOOohmzJjBmim9vb305ptv0tNPP00PPvggZ58hCy2AfemFF9rq6aGaMhPyhkGYmHIeY7REqMdARndVlCBgBvAPeDWor4gjPCFpq2ZMirmJOhymaG2cIvEYkoByExxPdvokr01445OW2X2dv8rV9jNc6MaEb0yY+RNowSRYsA3T4tjjL5PSN0iR2oR2Tn21zRM1VsRtjdR88iKKYMItOLdhpJRaWZdbdef9u3CyLrOtcDKxXCmbCNNWEwxIzt3PPEWKmRNnFDflcCxpnLjkdubE8SSULZjstw9SLD5GjXssot57l+dfTxKFiDdTaOsGTsbI9g1Sz6b1JepdmBtTiNq6t1L9ofsUXzc8LKEQpTJjtD07xir4aonkBiii4yo7pjRTvKnGsu22mrIr1R0MbwtlaZ68KJcRCuPLEF7VHyT/Hd6HJlqlPdsiOQH9HUVAiIaCeYUzyERlRlLrukhJ6W2IG71ewgQK9SHi7TJkRsIC0gXM3cSTlUgjqCqD6MILL2TNIShT//nPf6Zf//rXzNg2HhJ0iE488UR64YUXaOHChZW+5qqGufRCeCxFZD2WVA1y8WmM8bqr2lidghQNty67ek0TaMnJGoTVTduhPEjhaFiLc8MdjlVqJMQrZkyq8eltXEMpDKMAnQ/HgHFgrKgXzqF4e3PZyRO/Y8AbfeY1NihCqQwfS3Ohq+wyxwoT99N84gcoPrVF06nbPkChsSRF6hIUm9qqTdRmV7kpDm/2NuQbHsVGhKamTdR7/V2U3bCNIi0NmoFieC7Mq+nLtdU0wnyjz71J2e0DLJDH2jECadCFcMMdE87q2vie5mJPFfNWVDVF6sZ+6kCh73lTyC8Q1VGxmmBEOHFsLPUOsKpxuUkIWVoo7montxDbY7a1MQSAfL2139YrEYbS9rqu8bpX5kk4OUixOVOFjAJZejR2xxGbzIe00iowLjjV3FBGHRebxHEajzmABv/2D1cSGSIQktFY9hLrQZkNau2m9FeNaMDIGGUH3MuMNIgkbSDS0droOqnFjxDmECUSCTaK8APAIBodHaX29vZApdohjDpKH7h3BdWPjNBwBDFhlSf22vfNptoFs0yr9MLVrGl1Hy6/que09Xe30PCD/6BIQ824299YmbMbXWEXPBsROnGO99ONgpCihwawErxkMdXtM8903vxJ3gy3E3XJiswAztdYT+3/fjIN3r+c0pt093mmoENuG6RYbJQ6TrN2w3OKcs8WTe8ohv1AqkZl7zARSNWUYaOprS1KNQuNzl3ZTp5YvEhfBQ+U9EoYA3GpyWzkydekCt3JSgc3k9d5FZ4ueM4+drG7zQps+NC/jQtQlvJI8D8g4qgVUS0JfN8/zBmP4cZa61IRU8VCwJmtvTTy9KuW+ls5yU1cp+HZMsq/a2eW9hxlHIe9PwKTeXRKC2W39XF4jD1fIAPC5otHecEanzOV6o99P0Wnt7syhkX6j0imK7hTuWSPUiU3MKjDKBoacR0OG3lhpZDgZMPR+wsbjNWEHSZVI3yGnwDOYdRROnpojI6qjdPGWI3m0h1KU/i1Xmr9wCyq2Wuu60ebCmdoe3qEQqPpsrHwbHqM1NGkbUy9IZWk+ppyKSvjkDVR5xW+MJUPwP8zXT1yxOdMarP8fAqeEa/sPXb9iqymvRK6k6WHZTxnLvhZLvzi8XPOlQzI+87074LJPr5bCaK7qlDfvc9QFIWS25vG/x7cldYGUnoGKP3YCorHwqSmFC1ZQU8U0IVvuHI8PwMYhwWTkJGDymVUENKGIWJlNA2N8cpdBAixWE2M8EbB44BQpqEHhgQCfmeJGOuBYcJ1kg0rS6253HFE1aONyVwZTbJXLlfHLpWmcG1NbjJ3awyL9B+h7FwYbFh94vmXUZjG9nBDnetwWKZ3KKe/ZeX9ETUYqw1BltkE6hBFpmip1eFwPI8caNYhcuOOFSmwh1h5ZuM2oc7mpVI1JovorE5tENNXRxgcNKXql6Wk+DspQOglrAZiWUrVTo8j0g6LfteNjNr50yjWWEvZ97ZopgaTbYlCGOhHk8whiu8yjdoWzORwJ3OldC8n80ByHlK9OHCZ2xqPJOTXPTPXO9uRVWu5qvHJletJWbeZQvVxCilpLizM9fhQqy4RI7U2Suq27ZpZ0xBnIrQ6lswZ+OyRqIOEgkqxjnrKbOlhMb/Cdqj09VN0ahulu/spNDaihXyM7fqnMpYiVc1Sy6x26k4nNWOr3A3B07y1m0JNdRRW00X1VpSaCCkbupjAG0Gtt7pGvjeUfIDhhnvjxI2eQerIJKmuebwfGvXi8p5fuedaIrRXXPqleEO5EjDKwlmkTm+l1HtbKNSGWmyaScmZo6RyEV2E+dpOPIjqZ3VQ/z1Pc/FdVX9nKJ3T9PFDKbHXvPG6d2WML1n9UMiIY5J9nEOrWtmNAh4axue6GvZ6sdfGRTgsNDRGtQct0BTabbw/k1HDLDCIfKxDZFVHyWxYlJushIiIxxxA/Xc9qdUssuhsKGppBVkDRL4LWResNKMBWjmD2iTnktTntJyGlyi3CnYigJmYPz3PuGAytG4YpNdsptjGbRSvjxPEBOB11+gUGnkbkzmt30ItW7vZqzPw58cotH4bRTNprtsVm9NJrWceS/UHvs/W0IBBEVEylErqmXjRyHgbQ7tGM1Gz1NmYmJAK1yIldtBnIZeBDFEkRYAHyBNpJkNqOkLZrX2aJ8dk7IDYC0Q7mimLlPGZHUTYR5+A2ZPUPUDx+TOo+axjafu1S0jZ3k+hRq2SPXN1BkfYg9Z60UnU/8dHORkj1BErytYKDY7wcermTqEBcJOwiCgHcPEymZyGTCHUeISzXXEf4XSaSd9U4B1WYCBFwtTQ3kSJuHPeWqVQd/YxWhWAbT0ln2Pn2UdTbVs90eF7kXrowpKGrkjh4bF/bSAVxnBdnEJqJr8uH7KFYQyj/3R1U2z3mXAmjhtZhnwI/r1gJqWnt1FyXReF2iI5Iw7gDOKhUYrPmsKdM7V2MytlcykVVdH6HIylSJhic6bQyAtvSwmH1ew9n9uSiPdHltfPLwgMIp/qECVfX0NDVnWUdG+LXQzbLgQDA2X0hZVaZ+MBPptzjWudLcIxdRmqz6JK1fY8AJXCrU1SSH1+KEBo8L/GCea6EaM/OyMDCr+PpsYokxyjSH2MjQx+FoY3hgnsCqmjwzRVTVF9R3mDcCSdJDU5SuGGGIVUzSgxQ42FSRlIUfiVVTT4wHKKDCcpCiM+VqOFT9Zsot7rllD08k8yJ84KPOn0DbGoG1bp7G0wDAeQ7RvqeDv2SyyYTX6BucQOL2BidXzvMErwfcsZR3NfUbp6dZ4NE/w0TlAyTdmuXg7JNJ28iPqWPKbx9TBJ1ya0SRq/19WwcYVn2Hn5J3PGFyZwNr7mz8hth2cN5y1nNLGRNjyqeZA0dcrim2JjLcbXinvBvoXgFPWaGEXbmzk8rXaU6GO6AQYjwk8QeY4GYPyItjfDU6n/RuHBYYpl0hSO1eZCm6X6T+3oKNXZUA0azz5aa2fw2pUy4s45mvfjfUYybITl5ASSaS731HLE3tR761LeBq8fr2dNBloGXr9t3RwRSG/tpVC7ViUh54CDPlv/EMV2mUYde8zk9tFxwK6UWrOZMgPaQjuC8RTtxlSwmQ07j4szVxKBQTSBOkQUj2krrZCJYKpb6bDm7bwtaJH5dZRKG012rk3DSxLCcRoLtDt2RPXZRRhLxIUcikap4WhkgTwnxbNj9XxyBokRhjGMFQujRQvXIDSkGSl5Bk9hCMih96mus5nS8PSkUtrKvQAKBtJolKItjcLtsNykqEYiNPLUq7kyMzneDSbcjhhPzJh4ag7YzdKzYywCqCZRege877Gktp9PS+yUuvfBx1/WyOFYSCDcYM7+MdTNswo1fPRgNrDtJml84lmW81qITPYI46H9R+sSmvGJwsg54zPGxicmsRhq9G2xNnaazzyWtl9X3muFc/rNoyfyHGVApP9gO+8nyYgz70OZJPdzYx/DW2kstFlc0nSOaDxCymCGmg7fhxc46rbeMh60Y6jWXKbogPnCz8TsRcv9nvv3eKhzPMlA/9Q9Z36ItO2QQdTX10d33nknrV69mr761a9SW1sbF3WdOnUqzZzprxWDX3WIkivXcYgqi/pcidpxgim0ZJBSjoKiFt4W0TRcI0Rl5dos8pJkUqzS7MRLkmfIxGLFZTAEw1iivJ76Yw/g52T27ICYWzN7CrV8/FCq23e+Lgynk3f14EA5LRo2Ytr0LDrdsME+ftaxcrNyFzlObGobZTAZ6uFdM7hNNdbx4Gzn2cGkAI9FdqvuSQEPRQ+ZYYWLjCd4UkQmj4kKbZe69/RacKJY1pgNH4SQcqFAzqKL8L2mV28WnqTtvBZ2xzHeKzzHqAlonn0wVqBLoj/nhejAdzJ7HBx4rfwKJ96fieyHBkTah9U+MIRFDLS6gxZQzR5zKvJOQ3leNP6Gqg2ODaJXX32VjjvuOM4we/fdd+mzn/0sG0R33303rVu3jm6++ebKXOkkARpv7Qf3oNEV72hFQzFosptd5QFMhUE0e4rG8rfytgim4YpmgbglyBmGjDn0ZmQSsSGE0Nu86SXDWIVemI5PHEq9v76PQj19rOPCXAcYVIOjrEHUecbhTOSMHLKQQosWUGbNZqKBIYq1NEpfCfpZx8rNyl3kOPVH7MtGNwz1ksfA/oMjtp6d2K7T8z0peskTTu4xsquyirZflYS2ce983ajxNKWVBRH52YEsgokBmVgtjUyiNp6PrEna6ji8oJrRTuqLK4s3slGU5O2YGCH90XfLUg5XGn01XF9LzYsPEfZa7ayQ1Q8Lj2nXPsrt48RAwzGCdyrJILrsssvo/PPPpx//+MfU2Djulv/IRz5CZ511ltPD7XSAK370+bcpXJcgBUZDOptTrKVEjA2HzPqtHK6AEaCyd6VAtyUtnobrRNvFjiBXLnxkeFjUA3al/tdWaQKJUByGhwbCiqNZNvraDzqMWtvqtFIApgKERUbX4XvRaF2smMy6y5QSq5gI0cI5VE0ol7UkClkrd7vjwGuDTBy3YQF4SDQBrTCTiosSh7BN96T4hUMkFBLhMBlmowjFZnUWZ2Ih6ywjFjaRBdTcG0YWJpkEBw3ov2N73eH7sfQHnntkaut46vlYir9P7D4r144q7W2pVvjJg1ZkoJXx+hnjTPBOJRlEUKP+1a9+VfQ9QmVbtugu5AC2rnjolkTjMcom0xQNxXKhJYSastCCaG3QYvyGeJhZtwWrwGlt2squgGvDgooGMRKKzS0NVIMsEFQZf3cLqYPDFG1qoMSu01mNuZDrUsxzEeO64DqVFSspCs0VRZ8wUBaEV8uazgpWrfFPHS00+U/WlalV1pKTAVTW87E6Dt6pjLAAe0hg0JfNv+Yifr7iEImtuKdrFQzWbCa13VRhfgKJx8PLVpAyPKqFr3WC9/jgoasaD49Szy/uyUl/5N1bY10RN8ytAS8bfroeP41ThuCvndcvgESDCIrVAwPFhTP/9a9/UWdnp9PD7XTIc8XD2KiJU204mivPwKvlVJLq5s6n4VXruaBiCN4ijGcIM4yOspHSetqhlPrnvyi9ZhNnDrA6dYF2CQbjaQfMo7EVq3iAU/RJOB2NUmgHJmEhQ6+jibNYijRZkmkhvokZk20VY5e1hNWmk/dR6RCMrLAASkCoKE+BERqhpsJJGpmNyRTv5xeI3HvrOcfzvluvulXjExmpN7r7FOVXvCYeZzjjzVTiwSDR6VBxKYhob+2jyJR8zaNS3DCkfcsw4P22oKhG40tU8FfE6xdAkkG0ePFi+u53v0tLlizJdSBwh77+9a9zAdgAzlzxGI6mcPq0BhbfCqkUXbuR4vEwKfCysIdIH2jjES7xof7zX9ShEyPV7f28sqMSkxWMIR7UOfsqrhV6VVVKrt64Q5OwiKHHg2pNQZhBkG8yWSGStSSSsVWdYQEQjU2/MVl9vA6U9qnt5yeI3DsmoTyhQLO3pbw0YsUQ5YlQF7GBmGkhjLIburfZihs28uJKLSNJkgHvtwWFnbEjYnx5baCJCv7aef0CSDKIrrnmGjrttNNoypQpXMvsyCOP5FDZokWL6KqrrnJ6uJ0Oea749qjGqdB5B4bRgHBYelt/LqxWipuADhhprLMcsNH4t3zlRlL6hkkBgZtrg+mGVSLGK3NZrnGnaajVtPLyKmvJ7EGbTGEBJunXxEgZ07KvkDiQ47dwYkFY267z3arl3o1JKJRVKQruXQnRRa8nofpjDqDu6+/mulZcFqSwdho8znU1RNBC8kBywa8LCjtDRsT4AmQaaF6OLwEkGUTILlu6dCk9/fTTnHE2NDRE73//+znzLIC4K97KzV53+L40YGT36N6WvJpLJm9L3QcXUmK/+cwdgLscK0QMiuFolFMxk6s2cs0e5nDkoBKNJLmuErbLcI07yXLwy6qqEig3mYtkLRnv1I/Px014Ds8hVFvDiudcvgKGAycSaNlYoQYQ7bX9qunezZNQGJNwgVdUmYBJCP2+5dzjqedX92m6XEYWK543jDWMP58+gcYgxuqB5IIfJ3w7Y6fjsjOo//ZHLY0viCCy3pREg9HNQsDJ+BKgAsKMhx12GP8E2DFYudkj9TXC3pZSE8jQQy/wBKKkM1rFeMMYChUTWbEdku+DDz7naqUjyjcxQnh+WFXJhtVkLupBy2zqob4ly4Sej588KaLGslX5iuzACAsBVkvb8Osk1PKpY/gT5FomWGd1cm1DHRtL2D76vtnCkguGXpSZE+j1vcl61iKept7fPKB56K2MrzWbtTWsJIPR7UJAplDkzgzHBhH4Q1b41re+5eZ6Jj1E3OxDT7zCtaI4e8XC22I3gdQfsV+BMWTquChepRtFQ0tflLLSseNcGCE8v7jhzXBrXIisOm2FEOdNp6EnXxZ6PgZR3k+eFBFjuVz5CggF5lblHU1aKBmiowgTtzeRMgHhp2qehGD0NJ12REnPsbmvwtOByV0TVEVfnc5kcUNyAWNMzqtnLkoLr56H9ybrWQsJbm7q5lBuqKW+rDHI3jcYmS41umRxo2QLRe6scGwQ3XPPPXm/p9NpWrt2LUWjUdp1110Dg8gGIm729PptPCj1bekpu4LLm0DKTJ7DT75qOnIhwXJcpAQikJwdJmGlY6em6sc4t+jqrJzRZF51hnKTeVIbQNubeNLHu7IrhdBw5H7Ue+sjts8H6txcG6tKPCmimkfcNuJRymzcXjQBo+SE3zgQfp+EYPw0nvAB6510PTFM7nz5huD97jMp0lJPqVUbdcGx/Dpt6lgfxXebKf3eyvUxWc/a7Gkqa+xwODdsaQwaGlRuDTRZ3KhKCEWqHnqg/eLtdmwQrVixoug7pOFDrPETn/iErOuatBB1/UZntIlNIBaTZ7Z7YNzu4Q7NW7Uv1PzG6FaNWIRz4ccQg+jqzMpoMt6FGo+Sgskcg6yaz5FhEnyTNQm+sB5RueczcN9yX3rZ3BjLI8+/xUZkFoZkrrxHeLy8R2qAwrUJX3EgKjEJTVS7h6cD7R5eafZoXnrGuHWkjx1cloTHDmPwCHm6MHHyrMtNsIanydLzVRNj3mZmw7ayxmBs1xkUaa639eLbGWgyuVEyhSJHPeTy+Yk3KKW4a1NTE33nO9+hk08+mc4991wZh5y0cOL6RQewmkBsSwuExussjRtB42m3/D/O8Il74vbPu/cS2XNehxhEV2coM2EVmmw6aRGpo2OkjBST19URVJVPszK5QYJ3VY8IWjPbbfgNPvOkiBjLOa2iAuOc7xEyEwhR+EyryG9qxaIQ5dGgHEm0s0UrEmsuS1ITZ48dxP9ktTPRhYnIs7aaYNH37Dxfsd1mmiuUljQGYay3nHXceD24HTSGZS8SZQhFjkqWN/DLuTytdt/f388/Aazh1PVbbgIRMaxCNQmKtjVyCE6TozZNoHp2W2zeNCkrHaeFbTNG2RIjwy6m6SslFszxLMQgtjrr4snBavIA56s4k88EkNdHU7nCtm7qEUXamymzvU/Yo1c9bu9xrSLca1G6eIFWkV9c7H5TKxaBMI9GVSk8tYVizfXFixe0x+4BKR47J2Eju2dty+UT8XyNpdlTaWcM2smeTBQZ2k1GqOowhOemH/pRm82xQfSzn/0s73d0jM2bN9Mtt9xCH/7wh2Ve26SELDe7yOSZmD+DuUZbr76VtYjy1fFCFG5tpI7/+Dj/6oXbv2RhW+gvIWY/liJF3+5V4xdZnSm9Qzw5hFvryxtNW3qIMorNybKkqlnLyVykbTSdfAgTYXc0A9Gvbm8nWkV+VCuuJlV1ocK1MAAw4RkCsgXSHxwWluTNdRo2KvespXm+BoY1T+XUVltj0MrjW408tJTpXQDKWCqfYyVRxdyP2kmODaLrrrsu73cQg1Gy47zzzqNvfOMbMq9t0kKGm908eWa39WmTo643wqGF+trcsaZecW7ZbBLjXF64/XOFbZFhhBptnGGnD0a1CR5wsL35jKM8MYqEVmf8TK05VsRlKWygEiXfXEc0mrYcREQy9YaffMV2AMVgzyrmVeL2FtUqciJLIOve/GZ8yWz3VKrMDp59Ik6xzmatnmKFJ+o8A03njJkNENGwkSzPF3X1sUdd1Bh0Ywz7jYeW1d+Fmo5QdmtfEccKi2hsH31xJQ24VDH3I6fUsUGEjLIA/nCz5xXz6+/NK+bXZCrmJ3IuL9z+lah35gYiq7PYjHbWJLHm9YiRS5OvraGBu5+0HUTs3oXdAIpsNrsMRFmuaFlubxGtIieyBDLardf8Bq+ML3PoGsZAEbE4ggl+DnuX3XJkzLAjOqsDI5QpQXSG10bEGyXL8wVSdRSh6a7KG4N+46FFmhuYM6lwTTy1iGOV7eqlcEMNZzC77Yd+lK2QxiEK4Bxu3ey5Yn7RCOuMqKEwhVSFG25hMT+Rc1Xa7V+JemduVtRCBTwvOomNC2teTxNlkZFig7F3NhIJDiJW70I4hR2TOK5zLJW/4pboipbl9hbRKhKVJZBxX5XgN1i1VS+NL6vQNTL9VH173UELLLWKZGUtaUTnBkqt2qDtHI2MZxiOpSgzlqL4brNsDRChCVbQ82UnkSHba+MXHlps1+ma1x6LEZYW0J8PSzOENf2ldJZS2/oo4rIf+i1cuEMG0fDwMP3whz+kRx99lLZu3arVyDJhzZo1Mq8vgEgxP9OAnat278P0a9krAhkrapHVGZ6tpUfm9CO5fhRPLuUQDnHMHRkuMmqZ2aWw8/NIRShdwu0dadHc3jJc0TLd3nbvQlSWQMZ9yeY32BkEXpJLc6HrugQpRnKDHrqGLhqSG4zQtZVWkSjEiM5G9qvujTCyYvWK7Xk6IRJ4lXaer4nw2viBh5ZevVkzjvXsZJXlL5DwoHH7+Hu0/1SaQrEGV/3Qb+HCHTKILrroInriiSc4vX769OlFg4UT/OAHP6C7776b3n77baqtraVDDjmEfvSjH9GCBQty+4yNjdHll19Of/rTnyiZTNKJJ55Iv/zlL2nq1Km5fdatW0eXXHIJPfbYY9TQ0MB8JhwbYpEGHn/8cbrsssvojTfeoNmzZ9M3v/lN1k6qVviRkGYHmSsCmStqu9WZ3eCIWnI9N96niTGWgy7kJpIdJmroWWUgwu2d3dpbWtNnK9zetfKlFCQYuXbCnl652GUaenZtteWMYzzty7nQtU3x6EIB0EKtIpE+Jk50HqJwZ0tZ/li2b9iRl1GGseMXr42XyPYPUSgcouiUViaf55HOEzFeTGFhh99l9EM/hQt3yCD629/+Rg888AAdeuihrk8Ow+rzn/88feADH6BMJkP/7//9PzrhhBPozTffpPp6LUX50ksv5fPdcccdXFj2C1/4Ap1yyin0zDPP8PZsNksnnXQSTZs2jZ599lnOePv0pz9NsViMrr766hzvCftcfPHFdNttt7F3C4YdDDoYWNUIPxLS7CBrRVCJcIbd6sxuojY4UCW9RAiB6e5nmbXMnLq9+fxY/SH0kVW0/VyiEm5vN7IEslzssgw9kbY6cN+zpKbTFPaoL+eNHRbFo50IgJbzaDohOkemthDpRGcztxDbULpFhpfRqbHjB6+Nl4jo7Z7iEYrN6ixpLMvmWPnJ8HRsELW2tlJbW5uUkz/00EN5v//+97+nKVOm0D//+U864ogjWNfot7/9Ld1+++10zDFawcKbbrqJFi5cSM899xwdfPDB9PDDD7MB9cgjj7DXaP/996fvfe979PWvf52+/e1vUzwepxtvvJHmzZtH11xzDR8Df//0009zxly1GkQTJXLoNgtGxopgorxjVgrcWFVFprdRtmdAIwQb+koIUbU1kToyxhpC2e5+KbXMrJ55kdu7KIVd44xgP7fPx0u3d9G50M5NvDlRtWIRyDK+RNoq2gTrMHlELhUaOxwIgFqlX4uEOc1E57BOdDYDk7AsL+PObOw4b/fNecZyJTlWfnkXjg0iGBso4PqHP/yB6urkqsYawo6GwQXDCLXSjjvuuNw+e+yxB82ZM4eWL1/OBhE+99lnn7wQGowchNAQHjvggAN4H/MxjH2+/OUvl7wOhObwYy5N4jdMhMihrCwYtysCv3nHjAkmFItQbPaUktlzFIuxhhC8P25rmdkZejkDbWorKb2DRSEITp1FmQxJz8dLt3deZmXfUF5mZbMps9JtW5Vl6Am1VQzEHdbGstn4crsoERk7otPahQRA7dKvEQ6URXSW4WUMYP/cWiSGHasNjg0ieFlWr17NBsguu+zCoSkzXnrppR26EJCzYaAgFLf33nvzd1u2bGEPT0tLS96+ODe2GfuYjSFju7HNah8YOqOjo8xfMgP8I5QiqTTcZkh5KXIoOwvGzYDlt3RN86oq1NHMpVBKDeiNixdRbHZnxUnDZgMtqru9Cw00VfLz8crtncusjITZ4DNIt8hGMjIrARltVcagL9pWm05exHwdO+NLxqJEZOyo2W9XLbXa8rojtunX8HiizafXbnZNdJ6IEIqfFNFFoWQyNLxsBWW6ejn7uP6YA7jQryhqd2KOlWOD6OMf15SNZQNcotdff51DWRMNCEyCgG0AhhOI2DLhdmDzUuTQSzl3EfgtXdOJN8EL0rCogSb7+VR6VZ6XWTmlJf+9N9ZpBN3blmpZSpLaqttBX7StNi4+hL2LVpOQrEWJyNiRenezrSETndbGGl1WYbX0um3Ues5x1NfVU3UeBz8VHRVF35+WsfdUGR7NeU+RAdty7vHU8imNdiKC2p007OjYILryyiulXwSI0vfffz89+eSTNGuWtsIDQJROpVLU19eX5yXq6uribcY+zz//fN7xsN3YZnwa35n3QVHaQu8QkEgk+KdSkDGweSly6ISz41bOXQR+TNd0MqBXmjTsx+cjA0IEXdTkg56cxLbqlRKx1SQkM5Egb+xA5tjgKKffI1QWaqzlaxMxZOoO35cG7njcNqwWndFedR4HvxUdNWBlwMMY6vnVfeNeP71ygTI0on0PUVcHRlFokhk7FRNmhIFy5513cujsq1/9KnN+ECpDGGrmTPFVJwb5L37xi3TPPfdwWjyIz2YceOCBHJJDVtipp57K361cuZLT7BctWsS/4/Oqq65iTSQQsoGlS5eysbPnnnvm9nnwwQfzjo19jGN4CVkDWyVEDkXOZTXwjby4kgZdyrmLwo8rSrcDukxDxo/Px5Pac8igAx3GZpL2a1stNwnlGYMuxTaN5widqoxJp0rBODIwnNOpsjNkIN0wcM/TQh5NXFO1eBz8WHTUzmMF6Q94htgYMgsqRkKkwjBKZ3h702lHOAqf7Wxw/GReffVVJigjBf7dd9+lz372s2wQQU8IhsrNN9/sKEyGDLK//vWv1NjYmOP84Njw3ODzwgsv5PAVzgEjBwYUDBkQqgGk6cPwgS7Sj3/8Yz4GNIZwbMPLg3T7n//85/S1r32NLrjgAlq2bBktWbKE0/m9hqwMKac8GjdhLJFzqZEIjTzlXs7dCfy0opQ1oMs0ZPz4fNxApB2yxwMhMx+2VUxaO8rtMBsxomKbVqUyRHWqrAwZHN+JR1Okb/iBs+NHjTc7j1X9kftrYTJECEpcM9o8tqP9NZ7wAfIbVB+89x0yiGCcQNAQxgeMGAMf+chH6KyzznJ0rBtuuIE/jzpKV0TVgdR6QzQRqfEoIAsPkVmY0UAkEuFwG7LKYChBvwjCjN/97ndz+8DzBOMHmkbXX389h+V+85vfTEjKvawMKSfhFbexcKGaX1PbOE3XL6nw1QyZhsxkej5C7XD+dPYQWXFfKtFW7Yispfrg0EMvOCJnOxHbtPMmONGpKteGZIdmRcepSk+efstiFfFYDT/+skaKj5YRSoaXCDkbqFHm4Lwpm+cs4134iavl2CB64YUX6Fe/+lXR9wiVGR4eUbAcuA1qamroF7/4Bf+Uw9y5c4tCYoWA0bVixQqaaMjKkBIdjMZWrHIdCxc5V/0R+1K/AJ/AT0KRfsZkMmRkQaj23NnH875etlU7IqsMPooTsU17ZeyjHelUWU16sjyaos/Ii8nTb1msIh4ryGvwO4RRFClhFLHsBrGxLoJRgecs4134javl2CBCGKqULs+//vUv6uzslHVdkxYyM6TsBiN4GbZ85UYpoQGRgqL9gnyCADsvZAl72hUc9aqt2hFZ0afHXljpmdgmnq29MvZyYZ0qkUnPrUdTlLMDDxnEACs9eZrHaKU9qgmt6gkrBjfTyyxWEY9VCIT4mgSpYyjOGyqaV3D94YY69lzKMFIAt4aMH7lajg2ixYsXczgKHBwANwHuEJShDeJzgPKQ7Wa2S+OWGQu3y4LxUyp8AP9BakjEpuCoF20VYTJbIusfHqZwQ41nYpvJN9+z7fMcLuS6etY6VU7KyLjxaIpxdrq45pkXk6cxRndddQtlYXSbIxmhED9rL7M0RasSNJ70fhq45ymtIr3JOOd3i3s693hbzpoqUnvOobRFNXG1dkiY8bTTTuOMLogaHnnkkRwqM7K9ApDnGUBWJSVkx8K94hMEmFyQFRIpPI5VwdFKt1VwhuyIrOroGCkIVTRrtRkrLbbJhqHe5w1+kXk/LpVBKkXaW1gZu5xOlawyMtKyB3uHuOZZuLXeu8kzldXClHlQNY+RD6sStH/h4xSd0jIevs3qKu4NdcI6RCnJ0hZ2Rr6fuFo7ZBAh8wsp6xBQRMbZ0NAQvf/97y8qjRFg4jOAvI6F+zXV2y8ZDDsrhEMiqspqxeWMpo5Lz6D+Pz7qSQhYpK0yQRXOA6zESwHf63OnV2KbiYW78PGyAyPjleNN2WioHB/ysIxM3r1aZL2ZPSAKrjudZeMv3Fin3QN7OxRPOIq4zu4b/sphTw5Tmu8f8gRDI7x95q8v92QccVKVAEYPUuvdZjOGJEhbiBr5fqJZODaI1q9fz6rNhx12GP8E8C9xdiIUnf2W6u2nDAa/otIGo8iqM/mefUgE2zPwangQAhYBE1RFiKxTWkjpH/ZEbDOxYBZFWuoptWqjNpHjXmBMIMQBL9JYH8V3m+lZGRmRfoh3gH+PvfEuZcZS+SGqLb2ssRafN41Vsb2YPJMrN1BqrZ4gxNl8BXycTJa3Y7+ahXMq3secViWA8bOjqfURSdIWTo18P3C1dsggQv0yGELnnHMOh85aW8VY6wEqh3KdbaLCWF5mSFkNNH7LYPAjvDAYRVad1DuohURayodEsB0jcdhl+ElWW8XKG9lk8BhYEVnbPv9x6v7pnZ6IbaI/5AhV7BnSw3dsERmGhrbdizIyov0QIpDqiyuL/xhG42iSYrvOoHBdjSeLu+Rb746HGcuEQrEd+4kYRG77mJdVCeKSpC2cGPnM1YIBWsjVamnwnGbh2CB68cUXWUwRxGqIJH7oQx9i4+jkk0+uaLmLADvW2fwaxpIBu1Wn3zIY/AavDEYh13hICwFYueFJVdjj4RcXO1bi4GZwlpkFkbX+gwsp7JHYJn/fN0TRzhbK6iEzFc9NV7OPNNTxdmPyrHQZGZFwac8tD1P6nY3aHxiZcwb030cef4U6v3UedV9/R+UXd7nz6xoK5XZQvVmUeVmVICRJ2sLJuwiZn7HBjSrz5H1nEB1wwAH8A2FGlNuAcfS5z32Oq9Wfcsop9Lvf/a4yVxqgCKKdzW9hLBmw11o5ZkIyGKqFr+RlyqvQqnNGO4fDLI2dRJxinc2U2dLjm0xGg6hqR2T1SmwzN3m2N1Gsub44IwnPqXsgN3lW2rsslEn0zkZS8eyiukGpmowRPSSJZ6v0DwpJLrhFYs+5nMaugsBc6v7wPEFk3nOuJ4syv3JBO10a+cYYxPpZ86ZxyMxoqzDylO4B/6fdG8DLPfroo/kHKtEosfGHP/whMIh8OqFNJqE/kXsfuO9ZUtNpCnuYwVBNfCUvU16FVp0XncSEaSujKTF/BjWfdSwTr/k4mOBDYQqpCk/8lQoB2xm5MHoaTzmM+v+4jDIbuyk6s52azzyGIvH8yUtWH7S6nsLJE94E89vlcIs+eXrhXRYKlzJJF2lLetiRL9j0/nFruspytL3ZVnLB7hnZAe8otst0Sq3awM8RhhqHynT+EIDtytCYpS4SBDBl9DG/ckFrXRr5eWMQ/qagrVZF2r2BDRs2sHcIP6+//jqn3VupSQeQCz9qODiBXakDK4gUukRKMUZKr1ZV1cZX8jrlVWRyhc6OnUcC+zUtPpQ9Mgj9GI6EcH0tNS8+RPozFlXsLfRajL28WqrXQvR6RCdPZKGJiBy6rcEm5N1AmDSVtiWnqyNJIckFtwsTTM7tlyymrVfdqrUxCGEaoRxkxbU0UNvFJ1P/7Y/aCmDK6GN+5oKGXBj5kyLtHmU7YAQ988wztMcee9DZZ5/NxVlRPiOAd/BjYxKFXakDKYUu0bg7mtkwqvSqyo+Kq3aYiJRXuxWliNGEyW7g3mc4+wcihZqrQGWjGN8ndp8lzQgRVewFKVTpGx4nhY4maeyV1dT13haaesW5nl4PzmU3ecLLZjeZG+0VpX/c1GATMtB2n8kcIjty+uhb73mmZo19plxxDosQsu4O+kksyoRicGigdi4qgCmjjznx1lVL2D4yGdLuv//979OZZ55JP/vZz2i//farzFUFqMrGJAK7UgeAnVEkWuiy6eRF1LfksYqvqirhrav0oDYRbngRWHkkzIZnZEpL/jWjntMOGJ7lnrOoYm+2f4SUnsHxFHdTOQ18b9arcZt6LWp0i5TZEWmvg/cuF1aqdsNFajv3BEq+s8GSnN5w4gdo+MlXPVWztmqLI8+/ZR8KNAlgyuhjIt66agrbx304Bjk2iFCmo7BBBvAefmxMdhAqdXDLUhYWs3LJixa6bPjowRSbPaXiGXayvXVeDGoT4Ybf0YKRhkdCdCIXNTytrkfoXKs3kTI4WqxXw/yWcJ5ejToyVtbb4CT1WvTerbxxIpO5MjCs8fB20IvklItkPINy5HQQp4eXveSpmrVVWxTT67EXwHTSx6yup5SKu9/D9iEfVjdwbBChYT311FMcOlu9ejXdeeedXOn+lltuoXnz5gVijRPQmLLb+rROqa+q1GSKORV+K5UhUuoA27GflbCYaKFL7FdtiuBOBjVZhVK9kGSQUTCy8aRF0gxPu+sROhfrwSg50m05vZrBvz9PI0++SllUJGdFOy28m12xira+28WhGbt3uiNGdzl+h1B7pZBW2sPWi/Qse2FlZLpaqSwL6SJJVLO2ax8dl50htCC1E8CUVRVepoq7l/CbLIxjg+iuu+6ic889l7lDK1asoGQyyd/39/fT1VdfTQ8++GAlrjNACeQRTPt78wimTTtAMHVDdBaBUKkDPZvECqKFLo2Br1oUwZ2ERexW5aIQNRjdtA1ZBSNHnnpVqw/m0vAUuR6Rc3EYTECvZuSp1zSSv1lfh/lGKn/ffcO9NPPXl1m+U7MRQ6XE+UrceznjSqS9Gvw7O+MCxGGZma7lVJZFpRtkqFmLtA9wsJrPPJb5SnbeDbeLMqH+I1nF3Uv4SRZmhzhEN954I33605+mP/3pT7nvDz30UN4WwDvkCKbRCE9S5hRkpwRTt0TnHSp1gIHM0OHC/4xSB9hPoPaRXaFLr/hTnmq2OFiVO7l+q0HSbduQVTASJNVYRzNlutzpEIlcj8i5orM7KbVqU47nUgR4j+Dd6Skwhgprha7ZSAN/eYb673zc0gNgFPhERmVRjbII3uGc3L3bhSft2iv4d6hlZllhHYuc7f2ui3xKlW643Vq6QVb7wPZIU52wd8PNokyo/1RAxd1L+EUWxrFBtHLlSjriiCNKFn3t6+uTdV0BbJBHMDWtGngbChA6cJHKIDo7KnUABV1dz4Ov17QPijliP5HaR3aFLr3kT3ml2eJ0Ve4WMtqGzIKR9UfsSwMPLBcyPN2Gn+zO1XbRR/kZWOnVRFobOaQ9fvACVV4go1D/nU9YeyT++CjVfGBByQKfKG2hmgp8ioZdrdor2g9IzFYV1qPT2imzvc+TgqvC0g0he+kGu37hJDxZ98GFFfduCGk5+UzFvVrh2CCaNm0arVq1imuamfH000/T/PnzZV5bAA8ym2QRnUWAv68/en/2cJQDtidfWWM7oPuNjCfD9SvG7fBuVS6rbcgsGFl70AJK7DHH1vC0MqhFOV8i50Lo1kqvpmbvXWj4sZe1Axcmo+iSAUCme4CiU/Mz5wqL3yojYxSuS5BiGCh6gU8I2sFAQYFPvAsn2WiWMgg2FdZr9tuVjSaZk7AdL06GdINsTmClvRtC1+NDFfdqhOMZ7rOf/Sx96UtfYkVqPPRNmzbR8uXL6Stf+Qr993//d2WucpLCDSlWVmZTIdGZB3RDNd8B0Vn0fjObulk9VzWE2AxAfyQRo/TG7cwnsRvQp/3Pxb4i4xlwMziK8CQi7c2ercplkeBlF4zEM7aaFEUIqKKcL7tzGXo1Pbdq9bhyGWS7z6S2c06g5Not4wZREdcoj1RkXcfNKH7b3kTREiEsRS/wiXfhZKFUrr2KVFhPrd1MsTmdWrhTwiQsml1p18dEFyZuOFZeGhci11Ok4u6TReKkN4j+67/+i+uWHXvssTQyMsLhMxR1hUGEYq8ByJPUalmZTTmis/E3porDKjoeVoWqPdHZiVcrMq2VPQ7q4CipMOrAB2qs5Vo2UPtl9X6BAd1PZDwZEOFJII0XqsheuMZlkeArUTDSaiK3JcT+8VFHk4eQYi/aJmpxqSp/Guet2WuuVqMLXh22h0xGkPFPNmri4sVv9QKfoRKGML8LCQslkQrr6fXbWI27b0uP60lYdsq43Ttzy7Hy0rgQ5Sj6LWOrGrFDafdXXHEFffWrX+XQ2dDQEO25557U0NBAo6OjVFtbW5krnUSQ0fllrWIMArPBeciDwYUIhcb3c4G8qs0YTAoIgKpe1wg1iiDLLzKg+4WMJwti3I5XPFm9FpHgC1FAgvdDwUhhQmyjOCHWSV8uLCfB6dnzZ1DqnfWaAVRIrg6FKL7rDObOWXnH8orfliM5R6Pau5CwUBKtsB6d0SatyKdXvDgZHKtKGBdWEQPjegwtK6WMltVkWyR6jR0mhcTjcTaEAKTeX3vttfTjH/+YtmzZIvP6Jh2cdv5KV6OuO2o/oqtvK58Fwxen7+cSonWNZMndO4Gf5O7tBjWvVq85ErxNSQXsJ+O+RPfxCyFWND277d9Ppm0/uE3jGYGPU8Azar/kY/x3IsVvrUjOyDLDu4BYHyZ3pR01wjI5z45hxIgYzE480FiQSCvyWWFenFPFb6+MC+GIgS5jZf4shN8WiarA2OqX8VfYIILR8+1vf5uWLl3KxtDXvvY1+vjHP0433XQTe4wikQhdeumllb3aSQAnnV8ZGq14Ner06i3WxhAAbsfqLRRZOMdVwxXzak1nA0wWL0EEfpS7txrUvFq9giiN1HqrkgrY7oRsX+mCkV4SYp2kZ1vVxRL1jqVWb7QkOYMEze/s7OO4vlp2Lfq2qXOHQhRuaRAymJ16oKulyKf5neHZKAMjTFKHQYmwvSjHSiacipZyQoXhiVybX9jWbxjdQXX6iRp/hUeyb33rW6xOfdxxx9Gzzz5Lp59+On3mM5+h5557jr1D+B1GUQA5nX/0xZWc8itDAdYKY2+uzR80S0FVeT+UH3BbRdqWS3KOMy6JW1Sb3L0Bt1XIRWGk1JcrqSBLo0oWvCTEyvZGWfVlEZIztjefcZR2bjPDKCf2VSwfWWkPdCWMWBnJKMpglkVdjcQOBf/bGmJR15CqeqbXIyS6eOtSrRwM9uloYq+fOprSwqXtTaR0D/hShXpUgjq91+Ov8Oh5xx130M0330yLFy+m119/nfbdd1/KZDL0yiuvBLXNpHf+iJbO6kFMPdslph2VfHUtDdz1pJQq0iKxcJkeEDcFPP040IjUNZIJGD2NpxxG/X9cRpmN3RSd2U7NZx5DkXhx+51o+HkiF73+Uh4JEZIztqNuGtoFjKXYvGna5KlzjRAyM0+eUMa28lp55Yl0YsSi3bupCYd3gYw8dXiseCP0tboHKFRf45leT57HCpcwlsp7r+yxMhJN4lHKbNxeJMoZafCfCrXq1NDzyfgrbBBt2LCBDjzwQP733nvvzZllCJEFhV6dQUg2f1obS9CHJYTV7ICq4aaDF++ge4+SEJ+T2XBtYuGy4veuC3iaBhq/xLm99mqVeobQivJr5opfJ3I3/VSU5Jx8693xNo22WZiNZqpk33vz3zVek7m+2sur8+qryeTRuPVGwYDLaT5ZXLMVovOmkgqjw0IoE9uxnxcw3quajlB2a1+RscNliNIZUqBxNTCibeNCwmGtjSXTlEkNsOfQTyrUKZFwsoOMYq8MPWGDKJvNMnco94fRKGeWBXAGkc5fd/i+NHDH47ZaM6JhNSvU7LWLKS1YyxrKVUo1pQVnB0cp0uK+irQxmStDYxSqjRPhR1VLXrPb+L2d4dDkoFiozDi3G8PKrxk5foMXhFgnE7nbZyjqjeI+K1DJvu/PyyjbM6B9WaCwje+N+mqiNcjsYNd/RLIrN37uWu2a2SjQ+Wy432zxNZfDyOOv5OuflSJQKirv51Z3TQR4ryo8Uyxxgdo14dx9wdjJdvVSqCamKaEXFK7lvh/V6u1xQe/G0u/crzp55DCj2FcGETrL+eefz54hYGxsjC6++GKqr89Pnb777rvlX+Ukg13nh+di4J6nPQmrYaDT0oI36KsuPsP4Dki5n9bGKrluxQCNyVzpG+Z/w7tlXg2B3ChrMhcxHPD8jAHFKpUZYpKyaoe5Naz8mpHjt5Ai4AUhVmQi3/KVG13zP0S9UYk954qpnevaUUUTrEHWfXczV5ivWTjXM6Payogde+s9vibNixPKlwnRFb9FrjmnmYVFIMjpBeKwbJBkFSm6ayKI7Tpd44IhTGZWg8ctQXsKRoMC7anxd12U7ZlzbpXRC/OrTl5sYjKKpRhE5513Xt7v55xzTiWuZ6eBHYFSZljNalLA+dovWTzuii6RFtzyyWOkiAHiWpKrNmpx8hKrIQhBYruMyVyoICIKeHY2U3r91rKpzPEFs2noiVekGAUyvC0TlZHjF5e2Ab+EL+36MiZofoYu+R+i3ihe4NipnTfW8aKEomWeVyTMtQaTb77n2iByalSXM2JxLewlKVywaTemfaQzttec09bSjcEiZX4mqotpa8lAevVmLVsQHi+ExTgcpnvrcC3gEqFd41pJI9Kjbp3hxNcyDsMUromRMjhcZTp50z3PKJZmECG9PoBclOv8MsNqIhOjUX6gHFlRlhhgpndw3Cukd/y81VBW8xphP80PueMQMRxC+nVj0iqXyhzfZTp7ktwaBbK8LZUg8oo8Q4OvkEf4rJBL287Y8VOarl1fxj2g+Gp2NOma/yHKjbIbO2oOWkDpDdssPArj/dIvRrVqDuFrf2zaaEjt6/s51dYK7bi2llvgvaMeXnRKK2X7BrX3hEKteDaJGEVaGrUxE32usY7fIfdxFkXV9gk11PEtyMjCUyWNU37MKBaB3BzdAD4Lq4lPjF6IAYK7wIYHVoKlamPhO4TSsJ/Lji2azZdavckylXnsldVSSyG4nRi8TCs3nmF2YGR8IDZ5N3ggluzStjN2qo3TBF4H+B05/gfeEUpw4LXtAP9DVNzSauxAfx28bzlP/moov06dYRRgAk4szC/g7XphohuB5rC0aP8J15ueT6GhZnhLCvfzSFtLRh+jeIRiszpL1qgDhyiKGoZdPRSe2VEsttk94Ji8X25sTUn0CnulTi8TgUE0icNqMt2NMjJ3wk31WphMd/MWQTeWsJ9bL4CjbD6LVGZUlpcR55YV6vIyrRzPEET61KqNuRBqXohzrI/iu82U1sZEirJCrbm6OE0If+jeCxQ0Hndm5BIYnPI/RLhRtmPHvGnaey0VgsG7nzeNEgtmkVvkFiYDI5QpYVQjZCjSf9AOeczAgsWiJhzv50NtLbFCss15NerM43jzmcfS9uuWsPHDfR6LOPR5/O6QvG81tqoY/ySG5L1Qp5eJwCCqUsieGEUMELcNN9rayJ4tuIDBUaDCeDmMoYZaym7ppe4ly1x5AWSFHTHaRtpbKIs6Ui4MT5mhLm/rLOXiCeM8i5xWgmm7F7olv3mA63lVk0wCeB0o9sr8l0LofBhsl8X/EA3Jo1wI1KyZS6QbQdpGTZwQ2+UZ1Q2UWrXBlNGmhwzHUpQZS1F8t1n2NRcxdoD7hOeULQifAeDRNNbxfiKA0dN02hEVFzaVVUjWEXnfYrEA7yQbVmXG1pYzjvZMW8vpPl4gMIh8DNFUVRCeoekAFzDIdyCrIT67owUqKxWGwKCX2G0m12NCRhln3BgkZmhugMS86wwaevJlKV4A0bCjZUgoFuMK831LlrkyPPNWgnqNKbNgnlOPnherKj523xBFO1soqz+fHL+hJs6re2x3Qqp246pPb+rm9xMuKApcaZkEN+BQGFbdhpxFQSkNntnBW5GcMm0HPIOpV5zreuwQg37P7Go18YH07DD72kGlxw4qGDsSDr2VMH4qnVrvpJCsm8KtOfK+5WKhixcVVmPr0BOvUGxOp6+Izl4iMIh8CkdGCq/cQUzWx1gHi3YnJDq4ZGWU7kBGG42axNWAdJZC9bXUcOR+1HvrI9Iym+xCByIhocbFiyg2u9OVR8Z872mjxpQxoIdCWjafw1BXpVdVuTBfexPFmuuLZQkwQHYP5NznbsjQIq56gjGG92azes1s6mED1h88Iz0khvfMYWIjNmUYQ4r0lGlReGdUD1O4s6UsIRjbnWTZhUaSFGpp4ESMkKpwu5wIAq7MsVXbXyUFma7pLPyG/LsT8r6t/lTvEC8qwq3l9eTS67exQdy3pcc3RGcvERhEPoRoR8KEtP3acfdn2NAQWSNe8E+URDd477PStHhymSC6MWD+XoGkvuS0cmvDQSwkJGvyyMuCKbh3v6EwzGfmNwDMudLd527J0C1nHGPvqk/EWSYhs6Wn7Oo1Nm+6NA+jDCDEwynRY6pmCMDg1j0l/LvklGmn8MqojrQ3EelGtZmnxwVWTUa1E48vZZKkTiABVxZBGarhPTc/pIUvcwvEDCVfXcNhTXjypAh3Mnk8X9yx1NgandHmK6KzlwgMIh9CpCMl37N3f4oM/KJk34H7lrs+l2HohbIqRfU6S4XZEnliiRVOK3caEnIzeYjcu98IwaIZbQg5WvES8sjQZcQJYcTAC4fq3eXOlQC59KxjeRFQbvWa52HUyzDkZTV5rJ2EdhqqraFwXY1QyvRkg3miDutGtRnIopKZDes13Ho9DdVwpWdw3EttIrjj++4b/kozf325a+HO2Ix2TiIRGVsTC2Z7Ujzab5jcd1elEElVpd5Bzf0pWE6j3CpGaGUBDaHt7kUgzYZeWK+zZIZiEku08gJIr1YuKSRktY/IvfutQKMIMR0GSv/tj4qRoS3ECdPr4Ko/jvq6rF31drwwYxKiVITSJWpDQdcF2528UzcwT1R2KdOTEZWQifALAVeG15OrpRiq2KW02TJZSq3dwkV7axbOcaf7c9FJ3FdxfYrOY8xri4PWtfdKFY92Myb6EYFB5EMIpaqis0DPRECY0WoVg9WWrbItNDC297kWgRQVS0T21+ADy6XFsEWNQTchIUBmOqtfBhE74r5IgVwY7qy3w2nn5cUJozPahVz1duRScC+yW3tLn2trL1+z6Dt1+y7ME5VVyrRfJwi38FImwm+0BhGvJ1TDM9BdQwixlDYbK1hnuWivlUEkmn2KYyIMlwWPkTlKOp8tHKKwzmOUkb5vHhPLCf76MfQWGEQ+hEiqanTWFFLHklIIpnYDFrKsZJTuEE09rztoAdXsMUdKDNutMcghocGRPK5WqWcIuObIODC+PEcZ4r5QEUcQX2EMCRSnRNkFkZBIOS9BudpQ2uSi1YbiWlX9w9T90zukDPr+kknwHybj/QtlRQp4Pes+sIAGNm4zEe0LYRaukhRSBHHbXAsOB4fyQlrL+rXz+Jbir5YbE3MloUxJJNmXV9PWd7u4OoLf3n1gEPkW1qmqoUSUolOaLdMjRQmm0/7nYksvgKzSHU7c5+jAbrkCIpl6tiGhMwVCQrcu1VzcLleLosaXMYgomUzFY/yFz7CQuC9k6JlEOEWKU4qERMp5bYpqQxXVfYpwyYa+3z0oZdB3YhT5ifviNSbb/YtyL+28nqG6BA3ev1zTZSv1LBDCh6QAivYKolz/QZ/pvuFeUnANIFibxXFRNmlwhLp/eheXmQm75K9iTMTxsj0DpkW9rjmXyfL3uJaZv77MV20gMIh8CJFUVaV/hJpPPtQyPdIJwdTKCyDL7e30OG4mRtFMPcMYtNIqss0UWbNZS5hzuVoUMb4M4nX/ksfHlXb1xSVqNMlU2v3/7X0HmBzVlfXtNDlJGuVAELIkMIhksABjkhdsmWC8FsaCj2ScYG0DXsJiwNjL4rX9EZb1b4JNMsGA12AwtkgiGoEQQYAFsiQkUBhpNEmTZzrU/53bVT3VPd1dr1Wva6pn7vloWt1VU1X96tV799177j26wgLhxgaKshcoqkWc0ik0CW2o0ORxlGjvGvbsoOggrsmJf1do0oJKWM0v3JeRgt9+f/GlgYYIyvlKf0R2n8rRAC7emWE4ANiuo90QTo5ubOJ/D6M/mOUsoltbKFBZRoEcFb9V+asD67eSAQ22jHPx/taiamMTX5NbAWGdEIPIh1BNVXVKj1QlmPauXMOcHaf0fR1ub53u83wTo5IhYxqD+VavvSs+cA4JYbJHGN4xnTX/alH1mlv/9zHqfPTlIUFaU4sJgpWs0WSTJ/BDWCAVcq2uVMq0yuf5UiWyBiIhCpvaUJlyLIYC/66QpAVUXvddiFMj/MJn0wkvpIHsXvP8VcNPGgotcV0qsz4ZeI4NNbxdR3sPrP44pRCQFSGQuJPSKHkNPZXnByFyhK7Duc+Fa8E1iUEk0Jaqmi89UoVgGqiuoN6X31VaCetye+s4jtPEWLtoYUEk5lwDltJKkLkq5Hq1qGJ84Zq7nnwtaQzZODIUCnAoCMYZPEeQJXAbPtMVFrCHXJ0yrTr+sCyn56t+8VEFeawCjfUUtD079vRjZL25HfRxrL6Va6jTtpjwu9hsofAln80ldFTmL9Tbnc+oxLnAp9FFPs55rpTNlqsIaID/C8GL2tmbMxNN6flJjeV5zpVv8whBPEQ+RCGrj3zpkTCUHAmm0XhSwFQxpV6X21tHTZ98EyMbeeCL4KE1hVvTUuoVieBq92IqP9iq5e7dGF9YVYFMny8rBcYEDGS3sgS6wgKASqYVwoDs4crh+Yo1d2jxWHH68YPPOdZsSQ36OftPiOtm+aUIpG54Jenj1+rRbqWBVLJPdelEWsh3rvL5u5vcujgZgfTxI6knGeft9f96JLX//ulkJlqG1Awy0ZSenxkTaXD9Vsdz8TX5CKX3lI4i4OGEFweegaQ3J5G2+gDhDg9oAtwfFOnqH0wO8hnqxojXBkIBoopyfrcGrO6/vJZOME0YyQ6LcAUMJXwPz0Z/NL/701a3xQ9QCeXAyIs01nNocXBTM0W3tFCsqZXf8TnR1skDhRMRXOVegHiOlZzT/VLVO8PqzCIbZw40rHmFTTAWssGUHknVNnEBleuxt6Fl6FUdMj9lPGdOHpgsUJQR9wXv+DzxksVsvMMzlPJ8mTVZWOsNfTORSHrG2GOVv69aHqtc50Jmj+M9/eYiKps1OW//CTfWc90slcVEvue9FAwH9lRDfLm8jIKN9WT0Dphiof78DbnaWrV6dIpXqaIJ94tv0fhvLaK6rx7J7/hsN4YwFsM4CFSVUXBCHb9bYzS2p86f5/lRgdO5sFAqQ1FYINt8QMTbIzMnUcDuurE9+0wtDQYcn5/x539Z6Vzlc2eQnyAeIp8LtzqpGyd29rDYIWcOWLHnSIiC0RhXl1YhmGIS9aIytC6ohnIis6fRwD83DXkcMLni9+PBDQap8pB5SoOOqviiW26Uihu++vMLeHWWlH3IYhTx/SUOnfqthky+VXDX028kw2R5PF9cZiKi5vVz8liprO4H12+hvrfX5uw/2BcFRN3WAiuWl8UN96cQw8FPRGnd9cB25VyWhx79T5c3SofnCwkb4799EjVff19SJsRuzML7M66Wt2M/GC0Rs6K+XYQaCwSVZBSueRQ8mWse5TrXhO+e7DvPqRhEPnZFOxWgG1i3hRJ9g8P4QejEEAmMNrVSsMyBYKqgD+W3SrpqoZwQRddv5YJ/GCz4O6xMMJhXwpMWpL4VHzIvRfmhtCTObO926HB7O03U8KRAVw5hJHCGsrmigzVVzCPzYw2ZXOFC9mg5eb5ATait4kE5BnIo6qnYFwFIT547yzE0af9t+bJ/0D/y9R8OCSjIzIyE2KxbA0x10eEnzzGgRTNPcQHofK6jPTMqVQ3YUF0Va6MpFVoNJivq24+mmoyS8p7lOZcfw61iEPk8hp1zAmnv4uyWvMXu+gYoNHU8xcHTyEEwVdGH8lslWRVeT3jKeNbtgXaW5U3INAZVByP7wMf1OawsvA3DRXR1cKycBhoQjJlrg3ts49rw74NX58wvaK1H5EUNGfZo4Tbm83wFA1Q+bxb1vPCOa6+fhVz3y5pg8vUfFZmZkRCb1cH9KYQ/5sux1YVmnsoCUGUch4feK6OyEAMWITmVxA7DTL6x93vVZJRSrT/lz6saxdAVw4YoIE8KuToWvjcMqjxkviO3BZWh83Eu/GbJq/B6IP8RQE0ak0wOYzBYXcnv3M6K3KiR4lLk4xMgpX78t09kTxD3AXhKEgn+jO911SFSvR4d4MzI6sokCTMLX4k9X9WVvBCA1wZeGobJR8DnYFU5e3V03IuhCSZ3OAz9i/tZnn6IWmAgeuvirDjB3l8DMArgzewb4HcYBar9tVD+mOq1FZNDlRpbTc08O+8LnwPhMN8L3BO3fD9VHiP/bnhGskCnUWk3YFXOlet5DpnHgWBzbPMObrdYU1vyffMOiu/sLfiaiz126IR4iDyGLld0sK46ZfRkrf6LF6o9L5jNBo8bfSg/wimUA9dv56OvuF7h+pVLAaMHqfVeqVEXuxYNrjvl+cLKPmQr3sgJAEGqOf4znNWlw+vnBPvEkKqdZKvhxbWTFGRmdHNWnGD1VwN8jyxCurhulTbSzR/zgkOFNoTxh0rLOjTznM7lWJ+MDApNaKA4shWLTEfQJaJbxrJR1TS4bksyFG29TG1Ho7+Dyvaa7isKhU6IQeQxdLmiw+NqedLnsFm26r/witRU8n5OBFO/VpJ1ghMHpJABIteEXwwuhS7jAkaE29R6FXhFCIaRF928I5lNZnp+GKEg1S76LFV9dj71LHuL7wUboxn1uUijcTFsYsD9MTP4MieGfDIz8IR4GXpKGgX97PFIhhkzrjvayV5SlTbSxR/zKn0f/DJo4unUzFMVhs52XwORCBclBX+s2HQEvQZsIGlQsvhr5iabhMEohBhEHqNQSz7XA4n38r2m08CaTzgLYFj131CQt49WS95CvgqwqgNEvglfN5ei1ArdeVmLBufqe+ufFKxDaQFjKLslEODvy/ea4TGvxXw22cNiZrulGPW27Xn6oa6VuyqCtdWU6LeqBNsy9liSB5WI47wd+6kY5249xzrr/jgDkhf6NPN0CEPXnrSQOUteCNumsmFBYl4LKRBQBkJUNmeGMol5cO0WLtjLhrR9UWIhGODtfswu1AExiDyGrokanTt1nJ5+M4SWJNfyKqi6Uvk4oxUqK1ynCb/xosXaJrRSK3RX6GTmxvNlncsqI2FlkBlmBhkmcl2EWHU9wW4KT2xgwV1+Pg0zy6yijEI1Vbzd69CTM2AIWDrQWcoXWIt8MpTHBTeeYy9DztDCY028fsO1Zp4OYWjrvnpJRxhYuznJzzIrvRv9SQ0zfK8ytsSsZB0WEE/KRFmJnPgf2gDbsZ/J4htVEIOoRCfqbPpirB8TDlP57OkFH6dUNYvcrHCVanc8+JyWLDxvV8p6UMhk5lbPC8dwKiMxuG4rjT/3i3mrUOsyLlKh0gl1FDH1BNNqHmGiaO30NPSkAtQj4z6VGEjpVqXEQrHiR+ZqeRn1vbU2Tb+wWMZ5WsjZ5PKkCUxrDHPi2Q5UVlCwqkJJMy8XdAlD6zIqVQHZm2yV3mEcqWocJjKTddB29kcf34OEjv1GIcQgGiG4nahV9MUKOQ6qXpeaF8ntCle5dkdtlesJza/k7HxQ5U9ligPvyuSqUkYC20NT8gsa6+qrmaFSeIXsd40J3QWE57zyEiSNgnIKV5VTDJMWe7bMJX5ZmMIIqRmGsn6h2+tLtSOylrKQ0+Fp0xXmtIcnnTTzdD2rfklGgSByWqX3XdQ4DCom6/B+oxAjuhR96aWX6MQTT6Rp06Zxwz/22GNp23EDrr76apo6dSpVVlbScccdR2vXrk3bp62tjZYsWUJ1dXXU0NBA5513HnV3p6823n33Xfrc5z5HFRUVNHPmTPrFL35Boyk1P1dao+pxuh5frlxe3kvkS9MtpCS+m9RqKzUfAx9WhFOuO48m/scSfsdn1Qm4kHP5BSqpvKiDZJ9cd7UsgVIZCXNl6vZeqKAYaedepB9b153o7c/6zCf6+lnSRlW/0O2zmiSn11BsRwcZIHqjmGg46b3A51hLB2/XEea0l+OA8cPfmeUZ7Jp5Tu1e6LPqh7RyZJvmq/RONo3DfPcrbCbrsAGdTXLDlqwzGjGiHqKenh5asGABnXvuuXTqqacO2w7D5X/+53/onnvuoT322IOuuuoqOv7442n16tVs3AAwhpqamuiZZ56haDRK55xzDn3rW9+iBx54gLd3dnbSv/zLv7Axdeutt9J7773H54PxhP1Gc3l5lRU+JpjOJ171XSjHidCoI/xUKGFaxe3tJivFb4XuVAjBkcnjCxIHztU+ha5Mix2C8J77owfMWTlkXlbJEaSkg1cDSZvYdjXJER3Paqqku0luShLTrc9ZSr67gI7wZCk+q0qV3jGtbG93vF/lYzhZZ0QNoi9+8Yv8ygYMgjfddBP9+Mc/ppNPPpm/u/fee2ny5MnsSfr6179OH3zwAS1dupTeeOMNOvjgg3mfW265hb70pS/Rr371K/Y83X///TQ4OEh33nknlZWV0T777EPvvPMO3XDDDSNmEKmUfNfxQCo92BTgOhl+CuV4VRJfdwaQjqwUPw00StpqR+5HOx95wbWeVyFlJLyCl9wfXUhJjqDwoEVON1f2kGEImpI2KpIjeuQrjqF4Rw8FJzbk5PVgu87xxW0Yy+vMQN2V3o2gZWOy1TlUAR6Uot4BdbJ4T/5kHZ2IDw7SzgeXUWxLK4WnT6D604+hUNnwvlls+Gt5Y8OGDRto27Zt7NmxUF9fT4ceeigtX76cP+Mdnh7LGAKwfzAYpNdffz21z5FHHsnGkAV4mdasWUPt7dkVwQcGBtizZH/pgkrl4+4XV1Fk1kTX7noVtz8UuwG/hHJU2meoJL67a1apeK368DuF8MDR0nUuL+GkUl958FylCrnQ88rXPsjkwsozWFmWym7hidzMdsH3I7Ey1Rme80LtPiU5MqGOymZOosj0RgpPncDv+BwcX8eSI3ju3Y4vas/qq2REo6yhBT3FMF/P+OT7jIkUqq8qyvjiJoylc1zQ3T9y7ZOq9M5GcMx82f4di/N1D3z4iWN4u+KAvfiZR3KOJYuDd3wuhnLBjl89RB8ffxl1/O5v1L10Bb/jM773Gr4lVcMYAuARsgOfrW14nzRpUtr2cDhM48ePT9sH4bbMY1jbxo0brgp+/fXX07XXXkvFgAqvJ7ppB9eN6NjmLptGZYVfd+JCar/vWd+4h1VL4rO3XcM16/ACFCMrZTQVwFTR84LCdv3px1LLjQ97ujL1Cl6VvkgLk5slAtLEOVGtuquXJUdAhHczvtifVYCLQdp1r2qr2PvM9YGiseQEnFFMM5FBTvdLpqvX3kGV/uG0T/XR+7Pw87AIpPm58sA5NPDhJl+RxXf86qHkNWcinkh9P/FHpxGNdYNoJHHFFVfQxRdfnPoMDxHI2F5m7oSnJbNp3CoFOz3Y6PSQQ3BbKFIXRqIkvtuHP82IwzVgRWlPLfZhVoqXBTChHQWjW0WJ26mMRCkaMl7Wn1LlvzhJjhQiX2FEQxRv7hiWQRY0w5vwRqk8q36rl+bVs2r1jwQWDBURMsLlFDASaf0DcKqXFtvayiRyoz+pXZcComYV5axJVgg3NaCJp5dTBWBwMFmVPnUBtrHB9Fxi+/jvf8Wz8JlvDaIpU6bw+/bt2znLzAI+77///ql9mpub0/4uFotx5pn193jH39hhfbb2yUR5eTm/ioFCCHvMpzClZIzArldNd1RP11QoUgdGqiS+m4ffmhhoMETRLBNDqKE2a1aKF/Bixe1kdBeSJJBPidtr6DBkvK4/VQj/JZ/kiAqwP7KPEkzoHS4TEt/ezrwveKE7Hn4+77OKkLIfi5YW+1nNLEiKOlKpSoiREAWjMWq//5lkm6IPQbAXbdc3mFxwTajjMHb7b5+kGLigMKjgdUMR0aEfwd/r9KyrIt+c0ff+R0PVsDMWSinCfTzB3KLxZ51AY9ogQpgLBstzzz2XMoDgqQE36Lvf/S5/XrhwIXV0dNCbb75JBx10EH+3bNkySiQSzDWy9rnyyis5Ay0SifB3yEibO3du1nBZsaE6YIFTwcUAzVUDVSRXDdGPmnZpgMj3YOssFOl2ElZtHy9L4qtODHGUvM8mKtmcnBh0hx2d2tnLFXc+o7tQPS8/aOrpMmS8rj9VaHacm7aOzJ6anNBg8Npr31gyIfBqxxNU8+XPUmTmpLxe6m0/utV3ma5eQKkgqfn8BMvCrDqfrZZTdGsre4bYGLJgS0pItHcTVZZR2YxJnojNAk5zBrhtKgDR2iuMqEGEekHr1q1LI1IjAwwcoFmzZtEPf/hD+s///E+aM2dOKu0emWOnnHIK7z9//nw64YQT6Pzzz+eUehg9F154IWegYT/gG9/4BvOBUJ/osssuo/fff59uvvlmuvHGG0fkN6sMWOBSgFORb9Wge4DAhFa+YM+s6umFFnjEigaGG0+AkTBFEOZbohbmK2RA90v4KdfEwBWCQ0MTA++nyWvjZOyk3PDd/RSoLCMKl3EfGli/pWgrbr/oeemALkOmUHFgHX3DK/5LdH1TMqUfqf3IDMysim2m/GM/J4O51IqW6oJSQdLeAQqUJbiwZdYF12AnjzscYuY/tp3A+jcMo/4o1Sw6lDr/+GLRS0kYCnNGbHOL0rGQdTYmDKKVK1fS0Ucfnfps8XbOOussuvvuu+nSSy/lWkVIj4cn6IgjjuA0e6sGEYC0ehhBxx57LGeXffWrX+XaRfbMtKeffpouuOAC9iI1NjZysceRrEHkNGDBm+C0asB2nQNEtgm2e+kbqetRK/D4KrXf+zRrPPF1m0Zc/J311LxxO0268gylwbjU0p2HTQzDNJSGJga3EheAiv4aJEcSHT3J7BhTm8haUcLI9nLFXYo1fQo1ZHSEyHV69LxYLOC4gWCAwpPGUbyjK13vrTzCoWJ4LZxCxbrauhShVJCU6wEhDGbkNJpoAHOFuSFXWSfDoGB1hSdj66BKcgzGJbPgqiWgbFUKSP2GUJBT8MeEQXTUUUcNS/vMbLif/vSn/MoFeJOsIoy5sN9++9HLL79MfkK+AavntdVKMga6BPacJti6RQuVBqyOh56neJtZogAGAld1SK4W8X3rbx6n6bdfrDQoqwzofiFhWhNDaPI4SrR3mTF8k8yIlHGQS/sGqG/lGupEZo8Lr43Kygt8gmhTSzLrJwu3A4Kpug1qr43cYnOjdBXnKzRErpNDU+zQo9VGVBaiyIyJw3TKOIMspqlems8KIeqCWkFSU63X/G7YPgy7FZEbIL/XHX+IJ8YyOcwZIcOgyCHzqP+11eaPMTfafkbtos96Wo/ItxyisYBcA1YhMgZuoTLBIgvNsZBbqlqqaQmgBkbqhyYf1ujGJnaPV8zfzfWA7ifleGtAD8TitgEq2Q48gEXjZIRD3I5uvTZKoRzwDFDGny8uGcZI43bEEyOiWK3La+GFIVxomC+XgVZIiLzUODTpbVSfluJfSChUV1uXIlQKkqZU583Q+3APtLngGXCuaxWaOM5TY9lwMHLLZkyk/jzHgaHtJcQg8iG8FNhTqovUspMiE+sptq0t54CFhzre1mV9a8auzafWNBIMhPpWf6xsEJWKcryl1zS4brPNO2a2EWL8Ax0UmTGJBre2JPWcFLw2OVNVVcoSgMuEgmp2Y8jaDo4HvhshxWq3A7FXhnAhYT4nA00lRF6KHBpdoVCdbV1qwHPtJJUBQnp0x072Queq9p1AyGwge3HUFEBBnemNgVGmYOSG95hC3U+9kRwqWXLEzCwzF9D4jSqCtDohBpEP4aWMgcoEO6yQW3mEPQ3IesNkjgGr4qBPURSDFP9RBquPrz1pGOULkarCn8rxpj4Tfl/C5h1LXhSrURs9/TZOWG6vTSLPoK+28kqKZ6ZWj5kwvY+lpljttSGsM/syn3cMVYdLlUOjKxSqO9O1VJBmDOYoSDrum4vYg4jfGZzeyDxSqwAmoW+0dlLZpHEU5XT8gdznqigf8hx7+btashu5lfN2o4G31yULeWYZp2AgWoK0tf/yGU+uWwyiEl016JIxKKSQG84Liz1Jmk5O5nhg6086jILjaqjr0VfMP7KsfOsgQ0ZQsLbS9TX7jYSJSS7W3GETq8y8oADFkfZqGiL5vDYDq9ZT94vv5CZMX7zYObwwrZGiTa1sYBko5Z+Z/QNjqAQVq0fCEHaq0m0ZaIFUfZiB5AA/oY4nKruBlss7VuocGl2hUNW29oNXWCcyjcFsBUnxe9kYbO1MGhcowIj+hs92xYGKCGcn83xhIRhgQytQFvG0D1U6GLn9qzcqC9J6BTGISnTVoCsrpxDSZ+fjf+fJFeRha/JHCAjf13zps0MZA8k/Hn4yS/XdJfw2gaRSZ9F0kZCN4Djk+uUskICz16bn9Q/UJS5yrLx4Rfngc2xQWwKfVvYPVpQQ+LQb1KXCyRgpQziXIWMZaAY4YFnqwyCUYTfQ4CXMVtaiWGUJvLyvujgpTm3tL6+wd0ZlIYoD4T2nEnX387OPZ51qKsho61LSp/Pyd6GQZEp4NpTFKDIFaVm41iOIQVTCqwYdKJT0GZrUkD5g11bx3/W98h4FaivJ6Epmxw0Dh2iqtHgl/FbXxk6CH5pwrGuCZyaRzBisKEu2ay6vTWU5xVs7KVigxEW28AL4BrinAdQwaRge4ixFTkaaIVwWGZbV5LUhjAHe6OtPZvMlsvDCop0UrCjj/Tr+sIy9qwgBWLZy681/ooYzv0ANXz9Ge1mCUrqvpegVLhQqxqmTUamqOADjB30ohPEYfQifR7C0RSDH78KCAM9AoruXjGBgOFc2HqdgTRXv5xXEIPIx8hVL1H0et6RPlIXnUM3m5qRXwrZazuaVGE11bVIkeAfvDxTHQUzP5bUJTxlPsZaOtFILuypxMcygjg2QUWRORrE9EpYhDM9XzGzDtIKl6GNzZ3lmCAdrqynRH00atOHQcF4Yiqr2R6l3+WrqfOyVYf0DE0HbbU/wv2EU6SpLoKKNpdsoKpUyCCMBr4xT65l3q3+pG7n6BuYxLAj4GYjGyAAnyoyEMEcK4/yZX/CMUA2IQeRj5CuW6KX0girps/rI/bjODvX0UwADUxHVyv1UvNFOgmfvj5UxYYXLTM5O3YmHs/5aLq8N9NkwmHF6rekBsauHFypx4SUnw4tBn6uTHzKP+t5em1bwktu4f5AS5nbvVsHIADUdPtl4YeY+XX97PWk0YZeYXWMqqeptZdLo4OKoaGPp5tr4sQyCX6Bz0aHczhr0L3XB6ZqxEABS3tO4yU2tqUp5T72EGEQ+xUhkVLglfVYePJfKbQraxVYr94t0h0WC7//HxmRavSVYCMCDVhHh7Zn6a5lemyQPYFU6md7OSQGZvkAPiBecDK/6Kib7vhUfcmgR/+b2YUMjwCRTtA+21y8+ypM+AGODDcjEQM4wKIy2VOZPJq3O/AxD2sqkccvFUdHG0lmU049lEPzCi9O56FBpZ8C+TzCSHLN3Vf/Sq74BowcLgmJHQlQgBpEP4beMCi8VtAuFH4RA0zwXmOXCtt9qlt23PBeO5MkcHhBMqoZGD4guToaXfdUy4qD4HcjmQRuIekqsxb2DIRauKuekg2HSFTVVFO/py5pfkAbDoGhTm3faWJqKcvqxDIKf+FO6Fh1K1envfybJXfPJnGEU2Ddg/HiVWp8PYhD5EH7LqPAbZ8dvyOq5sDw7WTwXuYy41HGqylM8I8sDQhVlzJHR5QHRxcnwsq/ajTg+dkXGdXtMrLUvFMJmfRiL5I1rSbR2Uqi+mmKoP+WEbIkIuwAvq9wX4947eXacFhQj4Vl3U0RVpb8qFc+FmDai8z6ZMwZ9NoepQgwiH8KPGRWltjrzEro8F6njTKijcJYsKmhD6RpEdHEyvOyrfiPWpi0UUvVhytLqw1QcPJe6Qah2OlZN9vbzc5V73fdedezIt6Dw2rOe75p19VeVdk6Ad4g1mEJChheIF9g3/BDiBMQg8iH8NvD7eXWmgmI/bLomhrTjmB6QQJEGNV1ev0L7qpt74UdirdNCYWBjk9JxkJSmo696WeVe5zilY+xI80rg/P2DaQsK3V4Jp2tuvGixlv6q0s4whNje9cmcESqgb/hpES0GkQ/hx4Ff9+pMl5HidBwvHjbr4Y939g5pDWUU6AsoDEZeG8I6MvUK6atu74VfibX5FgrQoFJBsLpKS1/1ssq9rnFKl2fHWlDQYIiizR3DnsNQQy1v17GgULlmFEet/8ax1HLDw64WHSrtHEExRoMouqHJF3NGWQEFf9E+fllEi0E0gnCjkO03zk4hMWOsXnUYKU4TiFceq6S4azUNrtuS5PtkFujr76AyhUmoGIawCifDTa0r1b7a//Y6LffCr6HbnBmaDdVJYrw983DYTkGKt3RQx71LXbePl1XudY1ThfJNcvVp/NtIGBRvbh+WYYfnMNbczt4xHQsK1WsO1ToXUdXRzuOWfIH39cucESiw4K8fiOCAGEQjBLcK2X7j46iGjfpWruFaRW4HfhV3NVZo3j1s5qDIK1KrDo3J2bBvz3cEzYawilGgo9aViqzAth/dqu1elFLolkNYqObe1UMUz5JuFgry9t6X39PaPl5Uuc92rl0ZpwoJOefr0zDs2fAEfy8SHmpHPIswSsGziScoMnuq699dyDU7FVHV2c5+mjMqNRT89Zp4LQbRCECHQrbfoKrCDr0dtwO/Uhrqb59krRwv+AR8fzq6KTyxYXj6dUVZMv26o1vpXLoM4V2pW+LGcMjnaRpYs0n7wOe30K1yjSp7Dj6HciIUmTaBQ2s6M4S8HDvcnks1VBzb2kodDz+fs782LD4m6Y1DuYps/CmzjEV0fZPrZ77Q8LaO8iAq3ly/zRmVea5ZteCvl8lDYhB5jEIHbD/U2VFBWrhnQnhYCjI6NqQpdAz8SmmoW1t58gF3R4VP4GZiTK0WJ9RRpL56uMYWXPatncoPtttBbSTqluTzNBlYsXs08I1E6LbwGlXmLG3WqIrsOY0lXZLEWGNYluKuto+XY4fKuXI9Y6ocme4XV+Xtr51PvMpNC/HpRHvXMP5UEETyvgEt/WwkeJ6q3lxd993QsFjId81+TB4Sg8hjlGp9BtVwT/N191F0w7ak8WFJBgQCFGqooarP7Uedj7zgOjVUxV1NLKhqMG/AiU/glm+S+WBnZofxBFfgg+1mUPO6bomTN6ph8dGeDXyqoYzelWuoS0PoVkeNqigm1VDINSl/V6/PD8kNTqHimiP3Z1mbfH06DvV0ClAgEqLQ9EYWmjbQF8JhFp7mRZqmdrSHt+M7OpL9uohSRV6Hgfs0cPC8ysLTCTGIPIYfawzpBPNmLNg7OBkUqq7QMjEqrSzgmekZcOQTxDp6qPXmR1wNNPbVYsL0jlkrfMs75uWD7WXdEhVvFFb2kVkTk0ZYkevp02EAACt7SURBVAc+lb4B46P3ZfehW101qiCMHKoso+jmHUqkfF1GDCYseAr5vqC9ImH2xICgOxLJDflCxUpeRkxojfUU29Y6XPqms2eXpG/yAddcd9LhrMMV34mFl6nDVV1JdScdps1A8bq+Up8G48vLLDydEIPIY6QN2FmK7/lZtVnlAQjEDQrvMWW4UdDaqW1iVHKxTxlPg4MtnIKbm08QoI47/+p6oLFWi9uv+z3FLe9YamOAgg01nj7YXtYtUfJGbdrBatsd29qKPvAp9Y3J49kI8Ut1bVSNNizD1IGUryt7DseBNxfcNrs3N/7OemreuJ0mXXmGnuSGixcrZxLlCxWDh6aymKpYMJs6P9padOkb67d3Pv535kaCG2MXa8b35XNmaDGKvIwqGJqMLy+z8HTCf+zcUQ5rwEZl28FNzRTd0kKxplZ+x+dEWydv95tqsxPsD0AQlXAhNVFdmXwHF8qcGOH6DkCaomUnJUB0howAlMoxQSlOjJYBguPAXR3f2cNkZn6H+7qqgsNzwVCQ+QQwNHnARwYKeEXQmZo8jihBzDWyE6+Rqox3Fom2DTQqCNgDZTajKDBCfcxACCZDSMvOySjbc2refVT64dCEn9vThO3haeN54MNAZ/QNcv/HOz5PvGSxVs6O1Tdy9bHqI/cjisUdr9nOL8OEDBIo3vF5V4zTbOCJnAI8YYOUzwYTJnBItyQM/hxubGDDpevxV9nIGFy/lQJVZVzRHO+W8YEJWgW4/tbfPE7xtk7TcAgm24KNhwR/j+1OvzNz8gwiXIxnv7yMgo31ZPQOcHLDwMfblSZze6gYmVl4t8YCpT49ayINbmhi6RtI3TCscgcYh6rKOXxZyP1T+e0h/Pa6agrVVvK79dt5u4ZzqT5jXnPwdF0znv0pv/oOTbnuPJr4H0v4HZ9HIpNaPEQeI41kmbGKIQzamlcxfgsFWhOj2xWBo7v6gDnU+egrzCcIz5iYNVRhcMw/QTQYd1XIzRocOaXX9I5lalp5WU/Dy7olhRAjMcF5kQGjku6789FXlLy0bj0yKh4rhHnAfwnUVeUl5Xc+sVxL2ARGXdSsoD1MANZSSN/YxPtVzN/NfXIDhGZRj8lFaFalT1s8Iy+kb7z02nhJPo5ronSMRBaeDohB5DGykixNAc9sQqB+0XgpaCWcjSuheWIcclcHKTS+NsXfNuIGf8+cC3MiCjTWs6dq2Ipy2gQahIfOZSG3tMERvyFTcmMEiPJe1S0plD/l1cCXL/yCZwrXjGrOMUtE1+pAkRCL6IJrApJzy43uquiqTOR1Jy6k9vuezU/Kh5J9i57U/IHVHyc9UDDYsyEU5O3YL59BpJTcwFleQS2TeUE8oyJL33jJBfUyoy2kyfjys9pCPohB5GMhUC/SgnXBegDSJAPsmTIaCY2WRyaxs2dIFd42oaGtwFtAJVRMaDwRoW1tMX72gJz7Rdpx7b3JgdRFITe/EuVV0vfdpvj7jT+VeW3ZjAMVLy1EWXUV9rQmcngvBj9qSvarCCbyqcytwjFQnyvf5BGaUE+xlg494p0Bp2BuQCnWq8RVq4hQGNe+vU3LxKiDZ6RDV89Lr42XygVlmgyZUlRbAMQg8hgqJEsv04J1Id8kk0lodBuGwCA2sG4LJfoGh3l24KFIROO8PVRXNRRWY/LoUFit/qTDKIzBSkMhNz/W07Cg4pHR4bUZxp+yDAgqTS9t74urhgp76gqJJCtQkGG+p+wOJS/SYWxQ6ehj5fN3N/t8nIxAaNikZy3QeD8Nk2fawsQnk7kXoVCdHhCvlAsCGg2ZUlNbAMQg8hh+SwvWPsmAzGp5bcxJhgmN4RBvL5s93XUYItbelVTzBjchkwMRDvHxsL13xYfU9bfX2KhhEjXPRgaTphFWY35BMOC6kFupuocLQa7VtN/4U7q8tFZhz2C9Gvcln7chMxMraPF0PmpSTjtPepFWaelj5XNnUNkeU5Lae9kWAujTe0zh/XRMnjonRrf1jHTp6o2EB8SrKtSVGu+X3ypnO0EMIo/ht7Rg7ZNMXkLjds464YGosS45efYNJCeiCXVMHFWZPJGmzAN3rn3wfSJB3c+sTGaBTGpIb2doS7XsTBqdoRAF8xGvFVbdpeoe1jEJpekR+YQ/pcNLy4U9YfApeGTytQ/6smoas9PkoauPYZ8J3z2Zw5yJDvNZSm0M8EIA23V6AdyKCAM66hnp1NUbCQ+Im4rghexTqdGQ8QthWgViEHkMlckTacE7NVR09hJpPJochMZEe3dy5V0RocSWlqwVeVUmz6SCdzDp7UEafabL3zxmrK2LQuNrchqVMDojKOS2vS0n8Vp11V2K7mEdk1DdooW+5E+5L+xZRpGJKPKXn/viRLyGvlYh2Uj5Jg/dK/fJV56Zk9ek2wvgVkS4kPo4TjwjndlhfvOA7Kqgc7ZwYaCEDBldEINoBFBQWrCHnBQ3KwulSSYYYO0moxfhLmN4Rd5oJxslTpMnK4jXVCbDZtlc/mbIC6XtnIxKGJ+dTy7X4tnx2+DoFmmTUMqjN5j0+k2o43AYyMBWmNJv/Ck3XtpycF8cquhie6roYI72gb6WEY1SUJPBqLOPeeUF0FH5uNA091zXU4wECL8YDl4LOo9GiEE0QlBJC84nlFoM4UCn1aJTaMCx3srUCTS4dnPSaAnbyJxMNA1ysbxEf5SCtdl5G5kK4mkZbTbuD9opMnMSC8k6lQGoPHgulc+bpc2z45fBUQdSk1BZmGJZPHqhmiqKwsum4EnxE39KF/clFS602gd9zGofFP+sGdLXUilHMRJ9rNj9VcWotoeoci24Rqo+TqlgJASdVVEqpWMAMYhGEPnSgp2EUnULB6b4BFbadN8A9a9aT9s/3saudYAnkO5+ClSWEYXLeN+B9VtSKwunSab2hM9Q2/otTM/ItsrjJDD+Or0Sba724XP19JshtHRhxXHfXMSrd5UyADjeaPLsFIp8kxA4XnHwvLLVaRrs5EwtVAVHRmQp8acK4b7k6huoXM3t09s/VBGZYXCl4thAlIJVFRSeMj67vpbmchSlalSrlBnxc30cP0z4Xgs6q0KX1IxXEIOoRIVStZ2Dy/j/mRJtXUPCkrbwE75v+X+PUai+mg0mlkFAqMo2qCGrDJ0e5dadCqfxaiQxkCoMx4aQJasBiY/yMkrg7wqc0GgwqShfPnt66mFDFo1KGQCdZMVRRZiurWIDM182H7ZXHjiHKhS9bH5qQ9WQUa6+gfZJwFi0jCF+RM2HB89PPMHbK/bb0zN9Lb9B1ah2KjMCTTQ/1sfxy4TvpaCzKnSESr2GGEQlKpSqy7U5sGYzDcILBZgGSmYYC16qeGUZ60EllxgZ3J9AgOv+YGJxIjSizksYGmRdvclBKOkuSoUYMI+ouqudwo4qZQCsiuClMvDphNOAVf+1o1IOw6zk9ZRkW2CXibUj3YZuQkYGwrR4LoeOZns3Gy4Wp/7VG7X1w1KDilGd6B/gkgJ5ldEzC636oD6OnyZ8LwWdvRSJ9RpiEJWAUGpKqNBEQqNrc+CDjUOchmxhLBhhGLR6+pODeDajCSvh7j6uD1SeZ5Kxu6vD0xvJ6O4jIwqRzRAFQJJu7SzYXZ3rXGplANTa0E8Dny6oDFhdf3mNgsgI7DdyFK6EiG+EEl09nhBr/YbBDz9J/yJDdNRCbNMO5s8UW1/Ln4AHOL9Rjf4U397urIxep08Z3S2h3G8TvlI5lz2ncltHNzQVne836KHWm06IQeRDeCoFkRrDzTLOuXbAWzCQ3WjCdwiloT5QHuTlRu3YqZUbpVIGQKUN7QOfm9pJfoPKgMW1sCJh5sGgrYaR12uquE2dVpR+mzy0gatNB1L8tUzZkuT3Cf797B0psr6WHwFj2cmoDpieIhSszAZ7G1UdMt8X9XH8NuF7KeisAr/KGTlBDCIfwstMiPK9d0sOSHDnZ3sQ4N63RCDNAWwYzCKJTG72CTdKVxtaA5+BGLxC7SQ/cWTyQUmYkwwKTWjgTKng9MasoVuVFaXfJg9dsEtgQGR4aKY33/nZCXEpCe6HWTxExcxq8kNfxHkDlRV5jWp4oLmIfAkpo/txwvdK0FkFpZrNJwaRD+GlFAQGlsjuU2lw3eZkarCZDs/ubBhJ6CTTJ7L3B2GxXGRopCCjPpAyN2r3yUTd/cyrAI+CairIaOvS5inQ1YZJUmh/kj/lUDvJjxwZlQErVzp4IBJhDa2Oh5ex8cMrSuh/YUWJzxkrymKnTPsNaRIY3DcssTIsEpLGPeRMkJAwuGYTxbIIEaPvFyPLzC990f4c5jKqOZQToGQWlEdlRkpJ3NVvgs4qKFU5IzGIfAgvpSCSZfxP4jAWC6DCrW0N2Ci42FBDjT/4Kit/I4XdIoZaZGgMWDyo7zVd3VNQFqb41taUtyWB1WJnT1oKrmux0cw2zKZ2r9CGqImE2khs+OWpnRTd0ko7H3m+ZDgy1oDlVJag9qSFFJk50XFFmW8C9uvk4RYqEhiN3zuFBtZuZv2szCwz6h+kRBGyzPzE17I/h7mMatQ6A7wqMwKUmrhrIUacV4LOo1HOSAwin8JLKQgca9KVZ3DhLl6lYeKKhHnlhrgztkMEFZ070DtAgYZdMy5UU3B1eQpw3fnU7tXaEERQ809z1E7C1q6lr5cURyZgTsQqZQmcVpROE3DjRXpSpv0YMnKSwLC0zNCvcT1s/JlZZjAMYHjqzDLzI19LZSxDH/IilK7LYByJCV+leK6fUFmCckZiEPkYXkpBOJ1rWN2f2AALnxbSuVXr2mA/XQMIVO1zqd2Xz5nheN2oieRYOykSoVhTGwUbqkuGI1NoWYJcK0qVCRjeRScZDL95AAqBinYWsswsDlGmgLBODppf+VpOJTJ0lxnJ1Y46DUYvJ3yV4rl+NDAqS0zOSAwin8MPBEJ9nTugXNfGLewDXy61e5WBL0kKzV87CanT8KyUkhivrrIEqhNwqFZfyrQfQ0Yq2lncHhklNCyOTCEctHxGk5/5Wk4lMnSVGclbbNSSWykhcVeV4rnYPv32S3wpuRHw0RzmBDGIBJ4pIKel4MbiyRRcK46Vpa6NG+haKWfWTsokfKJ2UmTaBIq17vSlGG8u6Jo4CzmOzpTpUgkZqfKnYltbqeNhZw6a03NainwtnUacZQwncP8rImSEyzm0b7Vj7aKFJSfuqlI8F9uxX8X8WaOKlO81xCASeLaitlJwOc1/Z08qi42BGkfVlRxW0DFY6xpk07gCKVJoWTopFLppDz7nKUfG7YCVmjg7eylmpUNnaEypTJyFTsDFnjz8FjJKI9/myKACV6/7xfyVmtnIMwwOO+Z7TlVElv2W3aPLiLOM4cTOHg4DswSQPaMvGqPel9/lYrMjUQahqMVz43HeT4dB1OcjUr7X8GcgT+AZMlfUwfIynrTwHmysZ5FK3m5m0OAdvAgIW+Ld+l4FGIRDDdVkcEZOBlESZN6dPbxdx2CdllaeBYUMfBZXABMJlLphGOEdnydespiqPjM3yYEBH6dlJ6fos+YbsojAmdHMkbEGrMH1WylQVcZhL7xbAxa2q92LGort6GBOFRukKH8QDPDnWEsHb7fuRa77bk34MKxSlYczJ+BZkzybgIcM4dzhS2z3KmRkGdQIcyCDKrp5B8W2tvA7Z1QFg1Rz5P4U3bQjrxE38PF2av/tk47PKaC7L7p55lWgqw/ByIWEUKJvMMlDsvVpfMb30a2tFGms52d4cFMzRbe0UKypld/xOdHW6Wl/Lbx4bp4dDO/ng9EG8RCNcRSyos6nRq26Ykj0mhlmqZPYHmSk4GO7BuhOiy2UdF4sjozekJDZ8GYaHWfzJNPpzHtkKHmj/JRe69eQUb4MqkRPn3ORzPYunsxViPs6+6IXoRNdGVuQDmLh6Xy6ad197JEb+Ocmz8ogeFE8F9uxn9ceVkMTz8gPRUQBMYjGOFRDS05q1CpuVKwu483tQ6rgXG/EOlHSMsJ27Fcx393DXYy0WKdwjxcES10hIb7Gjh4KTmzIWUEY27sef1WJ26LTGHQzOPqtIJxKBlXPS++mJuycRhy4IgUQ93X0RS9DJzr6EEsHmVXzswLfw9v1j42elUHQAZXiudiuIwQcL4BqoMtY9hNfSQyiMQ6VFTVi1Bx7d+mVGFj9cXKVgwca+2GCMkP8+B8PULE47+fWICp0kC2VjArdZOjQhDqi+uph6eDsrWvtpM4nlivdd7Rl+YI9qWfZ2xTb3k7hyeOo+pgDKBgubIhxOzj6rSCcSgZVtGUnRSbWU2xbW25hzl0g7rvpiyNBTndrxLF0UGpcyZLFag42sbYuCimWQfADVIrnYruO+xBSTgJoS1awd2ks+42vJAbRKECxV9SRyeOTQp/osPgevAQbEVGZqJo6tJUlAbHYLDu4z7ovaJD10wrFq5CQ/TjME8icqDFRIAzRspOCuxhO7V76RkFtqGtw9FNBOBUDNtDVS1Wf2489sDmFOYtE3M81dowUOd2NEQfpIKTVc9gsm5Cs5f1EsdVI2LEMgp+gUjxXB8pU5oM9plL3S++4Npb9lhEKiEFU4vBiRV195H6085EXiAbjFG3uGJ6R1FCrRFS1i2EagfSMiWShw+RKjffTiHyDrN9WKF6FhFSOE5pQz+RqpzBN38o11OkynKp7cNQZvtSleZVLMw7bqw6eSxXzZuU14qxq8bo8X/nGDgPX6NN6RrmA+wIJoTQ5GnsYOBSkyMxJFN3hfYkMHfCiTwcU5oOazy+g9vue1RK291NGKCAGUQnDqxU1Vl0dDz2f5P9kk9xobud9nAaRNDHMbCs4DGp7TOH9vIAfVyhehYRUjgNhV0gF5J88QsyBcduGxRgcdYQvdWleOWnGWROSV8R9p7GjYfExQ57IEklPT+vTPf1mCA01zjBODbJkD3vaHvC2RIZOeNGnKx36mS5j2Y9FRMUgKlF4uaJOxEziIR4E09U8VAMjmNTViScoMnuquhhmO2Lh8XQxzPF1vH0k+B1+WaGoQNfE6HQc9Ieel1blnTzCU8bzijvosg2LMTi65YXp0rxS1YzzirivMnYgJAJR38F/bqKYJe1ir+mDrCbTkPMThkkMDUa5T5fPnj7kaQvo9bT5JUNKZ5+udJCj0R2294u3TgyiEoWXK+ro+qbkIM7hriyeHXOQx35OqZicpr34aBZc5Vi/Wak6WF1BDYuP8h2/Y6TCAk6DrC73udNx0rxI5cNFfcF96XzkBdeyJboHR7eeHV0LjkI147zwEqiMHdFPdnCovP+ddSWTnj4SJTK8Flx1Y3wV2qcDOfqZl2F7r711YhCVKLyczHEM8BcgkJpo7xoWmw+Oq2WhQZVUzJTgajhE4Snj0iZYVcFVXfDjCkW3jIrKAJrvODhf3UmHswHLGS6m0grCD/UnHUaVB8yhzkdfcd2GOgdHHZ4dneUNLM24UATPZB8bRjCEArWV3D5eeyFVxw4Ih5ZSerodXnjavBZcdWvk6+rTgcxwe5aFkq6wvZcZoYAYRCUKLydz61yBSIjCMyZmTVU1FFIxGy9ezPF7Fly1rVD4epHm7TFnR0VWwesVik6St47suZQBGwqyQWwVbUSmIb4v20uPIaNrcCx0FZzLYNRd3sCIhihuS0hIYALq7EkuJjysnK08dlgZhiWUnl4o3JYlSBNctRsYuL8Zgqt+CN/qXERXOi2UNIXtpQ6RQAleuhvt5wo01lPQlqpaSCompAd08E10wZqEUd+DZRRstUrwQn0PL/kEOnlhOgZQ+/WEJjWk97HaKr4eGLj1px9LLTc+7HqVp2Nw1FV5XWd5AyNhUGK7mZCAdgDRF11tIErx7WoJCTpRaIZhKaWne4WU4CoXdE+ky2aYhWctwVWjt98X4Vudi+g+h4VSIZ5+LwraqsJ/vs4i4te//jXtvvvuVFFRQYceeiitWLGCShXWZO6FfpbKuZCKCd5BXl7C1laigUHf6EypyCoUAgwS2350K2278ne047/u53d8VtEWK3Qy90KPSPV6QnVVebXeClnlYd8pv/oOTbnuPJr4H0v4HZ9Vj6GqZYbK6/n04OKmfpZbfS1ONLASEpChBX0ttB2MIngi8b1CQoJOqDzPyDAMRCJatABHI1hwFZwwq9o+F5e1SRGZVaS7n1rhWndQ17igSzPOyFgoheqqKVRblXxH5ftd0DuzvHVVh8zn95EKw44Zg+ihhx6iiy++mK655hp66623aMGCBXT88cdTc3MzlSqcREd1uhudzhWeNsF5ImLeUdA3g2ymrALCgeGp45Pve0yhQMJQfrB1CK7qEibVNYAWcj1uDRldg6OKqG9m5fVsBqPl+XK74BiWkGBORMm6W+kJCV7C6XmuPWmhr0R7/QY4hVK8IUuKyHpZj5xhUO+KD10vTHSNC7oW0YOaxhc/YsxwiG644QY6//zz6ZxzzuHPt956Kz355JN055130uWXX06lCi/djW5TMQMVEQrDFb89t0SBl5wdFVkFlRCe31zaurgChV5PsWVLilJ5XcHz5SaEZyUkhCeNo3hHMiHBwGxqJiSgqKnRn0xI8BoFZRj6gPDqJwRrKmyfMkvrDylWxzq6KQwelguKgM5Ql46wdNzH2bluMSYMosHBQXrzzTfpiiuuSH2HCfC4446j5cuXU6nDy4nIbSqmLr6JDuh6sHVlb+jihekaQP2YFquz8rpKqQB4qdwsOKx7QWUhipgJCfYChyyREhu50JNThqGfCK9+AviFyZAn+EPwfNsMIcuhhvAoNNVclqTQ/Ry6XUSHfJqdqwNjwiBqaWmheDxOkydPTvsenz/88MNh+w8MDPDLQmdnpyfXWcpQzRLy0yDrN4+MrkwrXQOoH9NiVaBSeX1nAaUC3Cw40u9FPZOTAz43Kv1KePUTWDcNiQXoW2wU4VtbaDEU5NpTOsaXYjyH+vp0pCQWSqoYEwZRobj++uvp2muvHenLKDmoGjt+GWT95pEBdBiMOgdQPxmwhSBfH0OI06sBvVSNSjv8EAr1G4bppsHTZ5KrLd20MrSZQRTd0OS6n/npOQyMgj6dCwEjkzE3SkNmVVVV9Mc//pFOOeWU1PdnnXUWdXR00J///GdHD9HMmTNp586dVFdX5+m1lyJKspR970DWB1uFnI7fi2wyTLAgS2arr4SBCyTjQlLw3bahjjpEOq9ntN33kboXAn/1Ieim8UIoQzcNfQjQ2c/89Bz2lUifxvxdX1+vNH+PCYMIQJr9IYccQrfccgt/TiQSNGvWLLrwwgsdSdWFNKig9KCrgKGXE2wpDqB+g9cDutyLsdmHSsVwGK19WgyiHGn38AjddtttbBjddNNN9PDDDzOHKJNb5KZBBaUJv3lkBN6gFAZ0Qen3IelnI4dC5u8xwyE67bTTaMeOHXT11VfTtm3baP/996elS5c6GkOCsQEdPAm/cKME6hB+jMCLPiT9rDQwZkJmbiAeIoFAIBAIRvf8LUtXgUAgEAgEYx5iEAkEAoFAIBjzEINIIBAIBALBmIcYRAKBQCAQCMY8xCASCAQCgUAw5iEGkUAgEAgEgjEPMYgEAoFAIBCMeYhBJBAIBAKBYMxDDCKBQCAQCARjHmNGusMNrGLeqHgpEAgEAoGgNGDN2yqiHGIQKaCrq4vfZ850p3UlEAgEAoFgZOZxSHjkg2iZKSCRSNDWrVuptraWAoEA6bZeYWht2rTJUWdFIO3sd0h/lnYebZA+XdrtDM8QjKFp06ZR0EFoWzxECkAjzpgxg4oJdAAxiIoPaWdvIO0s7TzaIH26dNvZyTNkQUjVAoFAIBAIxjzEIBIIBAKBQDDmIQbRCKO8vJyuueYafhdIO5c6pD9LO482SJ8eO+0spGqBQCAQCARjHuIhEggEAoFAMOYhBpFAIBAIBIIxDzGIBAKBQCAQjHmIQSQQCAQCgWDMQwwiD/CTn/yEK1zbX/PmzUtt7+/vpwsuuIAmTJhANTU19NWvfpW2b98+5jvnrmDLli10xhlncFtWVlbSvvvuSytXrkyrWnr11VfT1KlTeftxxx1Ha9eulbYuELvvvvuwPo0X+rH0aX2Ix+N01VVX0R577MH9dfbs2fSzn/0sTZdJ+rQeoJrxD3/4Q9ptt924rQ877DB64403pJ1d4KWXXqITTzyRq0RjfHjsscfStqv03ba2NlqyZAkXa2xoaKDzzjuPuru7qSgwBEXHNddcY+yzzz5GU1NT6rVjx47U9u985zvGzJkzjeeee85YuXKl8dnPftY47LDD5M4UiLa2NmO33XYzzj77bOP11183PvroI+Opp54y1q1bl9rn5z//uVFfX2889thjxqpVq4yTTjrJ2GOPPYy+vj5p7wLQ3Nyc1p+feeYZzNDG888/L31aI6677jpjwoQJxl/+8hdjw4YNxiOPPGLU1NQYN998s/RpzVi8eLGx9957Gy+++KKxdu1aHrfr6uqMzZs383YZOwrHX//6V+PKK680/vSnP/H48Oijj6ZtV2nTE044wViwYIHx2muvGS+//LKx1157GaeffrpRDIhB5AHwYOGGZkNHR4cRiUR4oLPwwQcfcOdZvny5F5c3anDZZZcZRxxxRM7tiUTCmDJlivHLX/4yrf3Ly8uNBx980KOrHJ34wQ9+YMyePZvbWPq0PixatMg499xz07479dRTjSVLlvC/pU/rQW9vrxEKhdjwtOPAAw/kCV3a2T0yDSKVNl29ejX/3RtvvJHa529/+5sRCASMLVu2GLohITOPADcg3IZ77rknu/8++eQT/v7NN9+kaDTKrkILCKfNmjWLli9f7tXljQo8/vjjdPDBB9PXvvY1mjRpEh1wwAF0xx13pLZv2LCBtm3bltbW0Lg59NBDpa1dYHBwkO677z4699xz2S0ufVofELZ57rnn6J///Cd/XrVqFb3yyiv0xS9+kT9Ln9aDWCzG4cmKioq07xHGQXtLO+uHSpviHWEyjOsWsD/0RV9//XXt1yQGkQfADb777rtp6dKl9Jvf/IY7wuc+9zmOWaNDlJWV8U23Y/LkybxNoI6PPvqI23fOnDn01FNP0Xe/+136/ve/T/fccw9vt9oTbSttrQ/gBXR0dNDZZ5+damfp03pw+eWX09e//nVeJEUiETbywXPBospqa0D6tDvU1tbSwoULmZ+1detWNo5g5GNCbmpqknYuAlT6Lt6xuLUjHA7T+PHjizI/itq9B7BWc8B+++3HBhKIew8//DCvQAR6kEgkeCXxX//1X/wZk8f7779Pt956K5111lnSzEXC7373O+7j8IAK9AJjxP33308PPPAA7bPPPvTOO++wQYS2lj6tF7///e/Zyzl9+nQKhUJ04IEH0umnn84eT8HYgHiIRgDwBn3qU5+idevW0ZQpUzjkgBW2HcgywzaBOpCpsPfee6d9N3/+/FR40mrPzAw+aetdx8cff0zPPvssffOb30x9J31aH/793/895SVCxuSZZ55JF110EV1//fWptgakT7sHMvhefPFFzmDatGkTrVixgukMoDlIO+uHSpvivbm5eVh4E5lnxZgfxSAaAeCBW79+PU/gBx10ELvCwROwsGbNGp7E4cIVqOPwww/ntrMD3At44wCkLuMhsrd1Z2cnx6KlrXcNd911F7u0Fy1alPpO+rQ+9Pb2Ml/CDngv4A0FpE/rR3V1NY/N7e3tHHo/+eSTpZ2LAJW+i3c4C+xeumXLlnH/R6RFO7TTtAXDcMkllxgvvPACp83+/e9/N4477jijsbGRU5ettPtZs2YZy5Yt47T7hQsX8ktQGFasWGGEw2FOVUba7P33329UVVUZ9913X1qaZ0NDg/HnP//ZePfdd42TTz5Z0u53EfF4nPstsvsyIX1aD8466yxj+vTpqbR7pC9j7Lj00ktT+0if1oOlS5dyBhPKdTz99NOcGXzooYcag4OD0s67iK6uLuPtt9/mF8yNG264gf/98ccfK/ddpN0fcMABXErllVdeMebMmSNp96WM0047zZg6dapRVlbGgxs+22vj4OZ/73vfM8aNG8cT+Fe+8hWu7SIoHE888YTx6U9/mlM3582bZ9x+++1p25HqedVVVxmTJ0/mfY499lhjzZo10tS7ANR4wiCXrf2kT+tBZ2cnlzSA4VlRUWHsueeenAY+MDCQ2kf6tB489NBD3L4Yp5EOfsEFF3AauLTzrgN1yTBGZL5g6Kv23dbWVjaAUH8LdaHOOeccNrSKgQD+p9/vJBAIBAKBQFA6EA6RQCAQCASCMQ8xiAQCgUAgEIx5iEEkEAgEAoFgzEMMIoFAIBAIBGMeYhAJBAKBQCAY8xCDSCAQCAQCwZiHGEQCgUAgEAjGPMQgEggEYwJHHXUUC6Pmw913381agwKBYOxBDCKBQKCEs88+mwKBAH3nO98Ztu2CCy7gbdhHFS+88AL/TaawcbHwpz/9iX72s5+lPu++++500003pe1z2mmnsf7driIej9PPf/5zmjdvHlVWVtL48eNZc+m3v/2tq2sXCATFR9iDcwgEglGCmTNn0h/+8Ae68cYbecIH+vv76YEHHqBZs2aRHzE4OEhlZWVsnDgBv8n6XbuCa6+9lm677Tb63//9Xzr44INZrHLlypUsFFrs3ycQCNxBPEQCgUAZBx54IBtF8LZYwL9hDB1wwAFp+0KR+vrrr2dVaxgZCxYsoD/+8Y+8bePGjXT00Ufzv8eNG5fmXVq6dCkdccQRHLqaMGECffnLX6b169enHXvz5s10+umns5EDdXIYH1DJBn7yk5/Q/vvvz14ZnLuiomJYyAz//vjjj+miiy7ic+OVK2T2xBNP0Gc+8xk+TmNjI33lK1/J2T6PP/44fe9736Ovfe1rfG785vPOO49+9KMfpbXLL37xC9prr72ovLyc2+66665LbX/vvffomGOO4TbD7//Wt75F3d3dqe1op1NOOYX/Ztq0aTR37lz+ftOmTbR48WK+frQLVNrRzgKBQA1iEAkEgoJw7rnn0l133ZX6fOedd9I555wzbD8YQ/feey/deuut9I9//IONjzPOOINefPFFNqr+7//+j/dbs2YNNTU10c0338yfe3p66OKLL2bPynPPPUfBYJCNEBgSAIyDz3/+87RlyxY2QFatWkWXXnppajuwbt06Pj6MtXfeeWfYteH7GTNm0E9/+lM+N17Z8OSTT/K5v/SlL9Hbb7/N13PIIYfkbJspU6bQsmXLaMeOHTn3ueKKKzisdtVVV9Hq1avZuzZ58uTUbz/++OPZSHzjjTfokUceoWeffZYuvPDCtGPgOtBuzzzzDP3lL3+haDTKf1dbW0svv/wy/f3vf6eamho64YQT2IMkEAgUUBTJWIFAMOoAheqTTz7ZaG5uZmXqjRs38gsq7Dt27OBtlop1f3+/UVVVZbz66qtpxzjvvPNYudquhN3e3p73vDg29nvvvff482233WbU1tayCnY2XHPNNUYkEuHrtOPzn/88K8db2G233Ywbb7wxbZ+77rrLqK+vT31euHChsWTJEsUWMox//OMfxvz5841gMGjsu+++xre//W3jr3/9a5p6PdrujjvuyPr3t99+uzFu3Diju7s79d2TTz7Jx9u2bRt/RhtDHdyueP/73//emDt3LquHW8D2yspK46mnnlK+foFgLEM4RAKBoCBMnDiRFi1axOElwzD43wgl2QEPTW9vL33hC19I+x7eiszQWibWrl1LV199NYfAWlpaUp6fTz75hD796U+zxwfHyMcJ2m233fg63QLnOv/885X333vvven999+nN998k700L730Ep144okc5kII74MPPqCBgQE69thjs/49tiPMhjCghcMPP5zbAB4hy5O07777pvGG4CVDm8NDZAf4XZnhRoFAkB1iEAkEgl0Km1lhnF//+tfDtlucF4Scpk+fnrYNvJl8gAEBg+aOO+5gjgyMARhCVuhHhfRsNyjcYFcI1gjxgXOEFzhL9913H5155pl05ZVXuiJs5/t9aO+DDjqI7r///mH76jAMBYKxAOEQCQSCgmFxUyzuSjZPCQwfeHVAHra/wB8CLA8HUtUttLa2sifkxz/+MXtR5s+fPyxDa7/99mPPTVtbm6s7h/Pbz50NOBf4Om6AtrD4QXPmzGGjKNcx8Xvh7cG+FuBpgpFlkadzkd3hWZs0adKw9q6vr3d1/QLBWIEYRAKBoGCEQiEO74AUjH9nAqEbZFaBSH3PPfdw2Oatt96iW265hT8D8AIhuwukYJCQ4eUAmRiZVbfffjuHgEBQBsHaDmSXgbyMTCsYCx999BETqJcvX17Qb0AdIoS0QM5GaC4brrnmGnrwwQf5Hb8XGWD//d//nfOY//qv/8olCRDuQxYbai2hRtOnPvUprk2ETLXLLruMSeAgnKNdXnvtNfrd737Hf79kyRLe56yzzuLQ2/PPP0//9m//xh4mK1yWDfg7hC2RWQZS9YYNG/jc3//+9zkjTyAQOEMMIoFAsEuoq6vjVy6gCCIyqZBtBs8HvEoIoSEdHUAoDXV7Lr/8cp7sEYKDJwR1jsDBQZgMBtUvf/nLYZ6dp59+mr0hyP4CnwZZW9kMs3xAhhnS0mfPnp0zrIT0fGR6IZsNqfxIh1+xYkXOY8JbhjR9hP1gBMGwgSGE6w2HkwwFtMkll1zCPCm0C4pBNjc387aqqip66qmn2PuFkBsMLHjKUNcoH/B3MO6Qwn/qqafycZHuDw5RvnskEAiGEACz2vZZIBAIBAKBYMxBPEQCgUAgEAjGPMQgEggEAoFAMOYhBpFAIBAIBIIxDzGIBAKBQCAQjHmIQSQQCAQCgWDMQwwigUAgEAgEYx5iEAkEAoFAIBjzEINIIBAIBALBmIcYRAKBQCAQCMY8xCASCAQCgUAw5iEGkUAgEAgEgjEPMYgEAoFAIBDQWMf/B2i6JYabIWV+AAAAAElFTkSuQmCC", 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W4ZlnnnH0TpE6jmMgnRzn2XnnnVkS4IUXXlBF8Pbbb/Px8fPUU08VbMPz+OpXv6rus88+/L4bGxv537/85S9tj2t13ZBnwHXix5ASwLvHO0FbQJuYNWuW+tGPfpRT9Z1cswHIIeCdzpkzJ9/GkN6PNm5+djjG7bffbtvGgKuvvpqvC20G7RvPuFz7TqfT6o9+9COWqMC+7e3t3K++853vqAMDA7bPLkAAM0L4X2VzKUCAAAECBAgQYPIj4BAFCBAgQIAAAXZ4BAZRgAABAgQIEGCHR2AQBQgQIECAAAF2eAQGUYAAAQIECBBgh0dgEAUIECBAgAABdngEBlGAAAECBAgQYIdHIMwoANTMQQVqyNQHEvEBAgQIECBAbQDKQhA+hep7sbBoMQKDSAAwhoJCgQECBAgQIEBtAqVfoAZvhcAgEgA8Q8YDtat7FCBAgAABAgTwB1CUGA4NYx63QmAQCcAIk8EYCgyiAAECBAgQoLYgQncJSNUBAgQIECBAgB0egUEUIECAAAECBNjhERhEAQIECBAgQIAdHoFBFCBAgAABAgTY4REYRAECBAgQIECAHR6BQRQgQIAAAQIE2OERGEQBAgQIECBAgB0egUEUIECAAAECBNjhERhEAQIECBAgQIAdHoFS9SSAqiiUfnsD5QaGKdLaRPFdZ1HIpojdjoTg+QQIECAYOwL42iD69re/Td/5zncKvlu4cCG99dZb/O9kMkmXXXYZ/elPf6JUKkUnnHAC/fKXv6Tp06fn91+7di1dfPHF9Oijj1JTUxOde+659IMf/ICi0fFbe+yxx+jSSy+l119/nWuafPOb36TzzjuPJgPG/vEv6r/1YUqv3UKUzRJFoxSfO43azjqW6vd/H+3oCJ5PgAABgrEjgAgm3I2wxx570KZNm/I/Tz31VH7bJZdcQvfeey/dfvvt9Pjjj3PV+ZNPPjm/PZfL0YknnkjpdJqeeeYZ+sMf/kC///3v6Vvf+lZ+n9WrV/M+Rx11FL388sv05S9/mS688EL629/+RrXi3UitXEejz73Jn/jdPNlvvfr/KL1qI4Ua4hTuaOHP9Lsb+Xts35ERPJ8AAQIEY0eAmgmZwZMzY8aMku8HBgbot7/9Ld1222109NFH83c33ngjLVq0iJ599lk66KCD6KGHHqI33niDHn74YfYa7bvvvvS9732Pvv71r7P3KR6P0w033EDz58+nq6++mo+Bv4fRde2117LHqVa9G3X77cLb1JEUhTtb84XrQok4qVNjpGwb4O3Yb0cMn8FwDJ7Pjo0gVOov1Mr78PPYUSvPsFYx4QbR22+/TTNnzqS6ujpavHgxh7vmzp1L//jHPyiTydCxxx6b33e33XbjbStWrGCDCJ977bVXQQgNRg5CaAiP7bfffryP+RjGPvAUVQLCc/gxMDg4SBPl3UCnDLU2UCjWQGomm/f+tJ1+FBtKvK2oii9+DzU38HZ0nsTCOTtcp8X5/fp8AlQfQajUX6il9+HXsaOWnmGtYkJNyw9+8IMc4nrwwQfp+uuv5/DWYYcdRkNDQ7R582b28LS1tRX8DYwfbAPwaTaGjO3GNqt9YOSMjY2VvS4YZa2trfkf8I4mcoUSTsTZoMBneGorqaMpGrx3BXeKUKy8TRuKR3k7jBIvgU67+Ss30ObLf0tbr7qVP/G71+E7vm8fPp8A1UcQKvUXau19+HHsqLVnWKuYUIPowx/+MJ122mm09957s9fmgQceoP7+flq6dOlEXhZ94xvf4JCd8bNu3TrfrVCy2wb4d3iNykFNaysIeGh2xE7L9x2Nas9HVUlNpkkZSfIn/170fKy4WrWMyXpfbhYTvH2SPwe/oBbfR8HY4YOxtRafYa1iwkNmZsAb9L73vY/eeecdOu6445gsDQPJ7CXq7u7Oc47w+dxzzxUcA9uNbcan8Z15n5aWFqqvry97HYlEgn8mfoXSUHmFQipFOtoo1zPAcW2z4aRiwh8apfiCmRyu2hHj7rhvuJNTK9dSNpsjyuTYECJcVyxC4WiEEgvn8n6T1RU9We+rFsMdtQw3IfBafB/G2IGFnB/GVvMzBBQs6nI5okiEQomYL59hrcJXbKzh4WFatWoVdXV10f7770+xWIweeeSR/PaVK1dymj24RgA+X3vtNdqyZUt+n2XLlrGxs/vuu+f3MR/D2Mc4hh8hskIJxWLUctLBFGpIsLGBToKBC5/4PdRQxxOfbOOjksfBycDnBXDf9QfuRspoiggDCBDRnwWe0WiKtydfesc3Xq3J6q3b0cMdtQy3IXCn78MPHk2MHTx2+mRsNZ6hmslRdv1Wym7YRtlNvdrn+q2kYsHns2dYq5hQD9FXvvIVOumkk2jevHmcUn/FFVdQJBKhM844g7k7F1xwAesHTZkyhY2cL37xi2zIgFANHH/88Wz4nHPOOfTjH/+Y+ULQGPr85z+f9/BcdNFF9POf/5y+9rWv0fnnn0/Lly/nkNz9999PfoXoCqV5yWKKzenMewHwPXsBFsysihfAyuOgYsVi49XC9Xk1EWEQGHvuLQrXJ/jf7ObOKewhCtUnKBQJ0+jf3+RBwy9ercnqrZuoxQTu16twhx8SCbxO7Oi87JO2Y4yT9+EnjybOh/vzw9iKZ6MqKindfZqXG+0qHEKQgNRUhnLdfRRuqvfdM6xFTKhBtH79ejZ+enp6qLOzkw499FBOqce/AaTGh8NhOuWUUwqEGQ3AeLrvvvs4qwyGUmNjIwszfve7383vg5R7GD/QNLruuuto9uzZ9Jvf/MbXKffGCgWDDq9Imhs0gyKd5Y5pXqGgkWNiq/ZgLJL1NhETUSUYHqvw1BYKxWM8cJjdzPg9/e4mjqDVkjt/soYpajncMRknIVlGtej7yA2N0rZrlroyvmTDL2Nrx5dP0xZzGL9i0fFnCJsoFCZCJCGnUHZghHp+eruvnmGtIaSiVQawBDLS4LECwRqeKq/gl4EWgyPc5Ai/mAdH3qaqPDjG5ndxB828u4mJfuX2wcA3438u4gFF1oq60nHg+YGLn0NFZY6Lv8tt6uVrjsyYUnEfpWeQOv/rLGo4cJHja3N6zV7eezXuyy/ITzCjqbKLic7LTpfWf0onM21RoA7iXImanYQQakF4jMOtZRY4HEYaS9OMKy+wNart3sfUS06jgT8+Yjm+mMeOWkSlvioytkanT6HMph5Shsc0D1EkzPvx1K17veEhinV1UHZz76R9hl7M374iVQeYmBWKDI9DZt1Waj/7OOrf3Gvr1ZJl6Nm5mW09VrzaIk+9Wr65d48zECdjuKMaoUm/hN5EEjtEQ+B27wOTuWzSsJLN0sjylyjb3UfR6e3UePR+FDaVcxKFjPdh1VfN915xbN3Yw4ZQdFo75fqHtDFV1cP/iRhF2prZWMJ+4fZGIa+wX9qZ3xAYRD4HGulEhzVEB8fozCm2E5EMXgJgd5ypl54u4Kof92p5EV7x1717lyUzWRcTskOTosay6GTmZtIrMKr1kLOaU5h7xyFnh0a11fuAR1MjDUcot6VfO7aeEYqxJdze7IgI3/+n5dR/8zJSRuBR0UJLPdfdRW3nHEdtn9KqHni1eDH6am5ojEKxiPalkqPkO+v5+5YTF9tnFMP4wXuLRyg2u7PkXSigA4BTpCiW5HXDgMU19d2yjCkDHG6LYYzu4gVtLXozZSIwiALYwonHAQN/pYFP1opa5DgDtz1CrWccQ9uuXVrRY4UBABDharmF03u3crHLuPdqZcn4adVZ7cWETC+KqLEsOkm7ncydyFa4fR9OSMMixlDvr+5l4wAeJs1QUEkZHtW+h7yLgFEkY/Fi9NXctkFS0xm+xzzCIcqlMjTyxKtE0Yj12JqIU6yzlcNhKugIdXHYeAULnNjMDspsHbAdo7Mbe6n3pgdJ6R/RnjXfbIqSr6yi7vc20/TLz9mhjaLAIAognahaaeCTtaIWPU6kpUEodCIzvFLJKHBy73B/u3GxO7n3ycZ38xKyQpOixjImVBi5IkaT28nckK0Ye+ntceMCshWY1JF+rm+XYfDGdu4SIg3zfjZhMniG+HrNx4mESIVhlNG2t5x6uGX4TNbCDX05+eZ7mhhsycWqzMFKre2mxLzpurFTfmxNLJhJrWcew6Tziou7C0/khRDesdIRJeKsWi3sSLphDp7nwH3PkNI7pBm2uHacDnYReIW9Q9Rz/V9o1q8v22HDZ4FBFEBq1psXK2onxwFp2C50Iiu8IkOWYOyFlTR4/4qKk5mIi93JvfspFCgbsngkshYK7ozlbur7zf22k3RinwXSvLB2shXY3nr6ka7bU2bVJs3YwuSdU0gtJg3rxhj2s1oo4V1zmAzcozLPUY1EeDv2az7+AxWPI2vhlukZJHUkafpj00bDWTSSpLpD9qSRv/7dcmwV4cXh2rqvvJlyCIWZc6VAum5vpsbD96aen/9Z+05/xgWGZzZH6dWbKbVyPdUtmks7IgKDKIAQjA7Zd+sy5twoWBXHohRD7PkssdizrBW10+OIhE7chlfsZQmOFrjmCLvQrSYzIRe7w3ufjJpHsngkshYKbo1lpW9YiDSLyV6mF9ZStkKSdAMMxFA4ZEkaVpMp24USDF9+1/AGlQO+z+n7ebBwS79dVPKpQj53SFGExlahhVs6pxmRxSdOZyn9Xvf4O6xgMFIuR6k31wQGUQB/QoSXUe2VcOEF6YsP06fXGjF+k9YXMQqGn3iZRTQzqysTuKMzpjAPIGyVcQKJgzyfYOLv3Y+aR7J4JCIQWblLMZYFSbM82Uv2wvJ7rCu6LolCq8YCx5I0nLVfKGHsYy8MwnqRMkYRvg/p+wlcj/sszQqGWaX9BMbWSgscjEEId6GNs7fN3BeRdj88SqNPvaYfU18hlB6FzB87IgIPkY8hwsvwYiVsXIsxqIdNeiuY4J3wEpyE3ioZg7JCeJ7KEqyFLMGx1N9dWZag4bC9afD2xywnvdDQKO83dP8K7ThYrYfCFFIVnki8vneZxGIZkMUjcQKrlbssY7mANGuR9cWT/QR4Yd2gcIFTnjQsYuRjIYixD5M/3jXTY3QeOM/xuRyFmxp4P/Hr2f5Fh53hlT/maMr12IowF8JdBSWK8nZPiMNhOXCH2EumZ60VI6dQCGT53efRjoodkzk1SWpRGSthXhWggSOtMxzOr4Sx3Qkq1cCRWW3ZWFFjQAGpEAKB+MTvZsE8uxpKosexui9ZEK3XFJ3ZYXnNDQcsFKqyjf1alhyi1Tbq7qPcph7+xO8tSw72lK/jt8rgdjwSMvFIZLYNY+UO3hY+DYNU1FhuOmIfy9pZIM2CfIs2k163hTKoabVxG3/id6V3kCdxTPb4hDBkseZufjKfO03YCyt6HDfPUVbtMBi4WAgS+DBYaKDtZfRP/ITCvN3OEC65nsERTpvHp5Pric2Zbu8kChGNvvgv12MrwlwcDsM1IStQv3f+zOrf5xSKTNGECVk8VH+v/D71/hvbqSvvgdoRa6IFHiIfQmRV2XvzQ5RBoVRJK2G34mFOwiJ2sXBRki5+QCK1Chd6kf0kU5ZAqMzB4CgN3vM0rwQjHCbAEljlbBZ8n9h1tmdGkd/Cl054JF60DXENrw7b0Fv6nQ009uK/tNBPHioRjOtwiLO+2CiQ4D2VxY8SfY6yxDTR9kNNdWzIldxTUx1vF70eLDowhub6h/PelnBjPbUKLjrUkVEem9koqYRohHKb+4QFFSufTP+B8cN/bNqG9qLkeJxoPGxvGnniFe2eQGA3XGjhMEXamqjj4iVSxXNrDYFB5EMI8TLe3kCqhIwKEQOk2ZTZxJNcEcFye8IiVrFwUZIuKtUXd9rhB5+XLgLplSyByCSE9Fuk1+KeItPaCs/V3OA5idlv4UtRHok5TFHNtiHTWB5++B+F2UMFB1J5O7K+ZBkXMvhRTp6j22xPY+wIgze2y0yi4SSpGLewQGqqI+odEu4buC+3i45wc+N42Krca9O/V5WcFiZzMbbGF5nGEyNMlv8dJ9H+2Xj8+6nxsL3yBG61DIF7TPK46Td9MisEBpEPIbKqZHcoi5i5y6gQMUBGn3yVDSx4JtA5i5VkQ00NPOjICIuIknSH7llB/UuXW6o1G4ZDtbOfZBoFTsoc+IXE7HVlcEc8kiLj1OCRjEEfxoO2IcuDlueI4O+jYdMsq3/mlIKUaVlSEm75UU6fo5usSPPYwUZRa2PBdkWwb5jvy92iQ9XsKPwPYzZnf+nvDDwfI8wsYWwNhXSdKHiI+BSmtmEYY5xqH6G6/ed79k7HaszTFBhEPoRoHS5KZ1xnVIgYINltAxSpjzNfIS/oZVKSVZP9FN9llpSwiIgxiFj+4L3PWHZaaLbYZWzJNBxkGgUiZQ78QmIWuWYvYfBIOJsMPAlTlpnBsWg64QMsX+CFUSkr9JR+b/O45yC/CBr/VPHvopRpEeNCZPVebaFVWZCXLi/nvhS8X4xJSkozVNggCWuGuc7rgc5TuLGOspt6XI2tytAIhevjpIymNMMrn02mI4JzxXk/me9UtWg/ftUns0JgEPkQQqvKXWcxh8hYCWsbTWOkYEaFqAGiGoRhXr3oYbl8fijv6egeK3UkIWOQQpTrGbAviIg05bZGzwwHmUaBVZkDvxZu9UPdPcDIrsxnX4JWgbmmqYGNJdRtGln+olSj0mpicBJ6UmDk18VIjSY4c9CYPEDW1s8kLWXa7erdbxmGsvqGrPvCeSBiGW1IUE73/hToKzU1aGMojHaXY6t2rjoKN9RpniaE3vSmwqE3eJqMZyTp3scs2g/GQT/qk9khMIh8CJFV5ZRzjqfU2+up94Z7ypP2wmIZFaIGiDqWomhnW2nHrotzxwZJT0YRS3QQO2MwOrVVM4issrrYQxb23HCotlEgSx15sgNGERIKyhHukTEj06gUMSxEQk/KwAgp2Rx7FgrqhmWyXAKCQyKSUqZlrN79ZpzL6huy7st8PdFZU7XMN10qASE0ZAwa2mNux1bzucL6uQpKd/QMCoVmI4L3nt3YQ/1LH7XU1vKT91AUgUHkU4iGYLDqhQenGOCaiGRUiAwieQOkpYFirY2lGijYr2dQWhFLO2Ow5aTF1HfLw5adNlQXo2hHK2W7/SFgKAteZ//UMmD8lEsokJkZ58SwsApTpN7ZQMpYWjOEzKGVdJYUyCts6qVo11TKrt+ipUhHtWSKfPilKGXaCrJ4In7LMJTVN0QWZSL3VXA9PYN5zTDKZUq1x9paXI2t5nNhf753lF3BveN3QR5jXOCdgoA9/Pgrlu2HKQ2ZDIV94j0UxeRfKtYwMJDO+J+LaMaVF1Dnf53Fn/gd3xuDGjpOdJeZvNKAbgU+8XsoGhbSrxDRAIEBktea0VcuiHuzei0G5e0sYllJcwMDkpVeT/OSgwU0UqazdotbbRM/QkSDSUTHakeFLN0bWfpc2b4hLujLIV7d0OHrRF+LRrTCm8Nj1HzCBzQdGV1Thvuj7jHC90bKtPn6yunIOOGJePEc/dY3kL0q676M9P1KmmEF2mMuxlbRe7dDSOCdNh2+L2XWbbVsP1hAc2TBJ/pkogg8RD6HCPnNyKgIb0dGRUGdsluWURqFAdGIY/BGdVH72cexgQISKq8a9ErKZtev6IrJyUBsx8cRWQnKqL/mV3id/TPZIIMEX9CeMchj8jCt7oXJt/Dwwlip9C7wvaJQdHobTbv8bMuUaZmFhkVW737KMJTZN7DwtBoTRe/LLn2fCdMSvWwyeIz1Nu9UqP3AuNAjC37wHooiMIhqFFUjNOZy2qAezpWsGrZceQtlkPoLr4zBcQiFWNCrGtXurfg4jgZiF/XX/Ixayf6ZKNjxp9xOHkZ7pnSEMlv6S1KmUZQU2+36YLilUTN6MFGoaqlUAMtrhHk/kWuWU2hYfPXulwxDETj2jmlDHKn6Zzl+c6V2JpK+D2mQ1jOOoW3XLpWm4yWDx1hv8U5FOXiILIBn5Ad9MlEEBlGNQiahEQMojB1WL8VKlQXCQpR8ZRVtea+bV6V8TLMlYe7cghaGbBKmE8Xr7a0RVItwanhORuK1KH/KzeSBZ6UqKuW29JVwf8AFyW7pYy6fbVHS9mbej8NmCIXh2RsyQ+iPoRBvx3521yyrdppTYr5fMgwdecf091Tg1dP7xtgLK2nw/hV5ozJsjB3vFo4dMhT+Iy0NvvOyWb1TUe4YqA2xOdN8d19WCAyiGoUsQqNWJfkeyvUMFqrg4t9Kjr9HFeUwLPycStH5M8pmMEwUCVOG4rXXk3+1DRAnhudkJF57pX8S27lL4/CgL5jK52hK8brwXk7R9rMA3n9il1mUWrmWJ2d+P5wlqaVnY7LGdpF+IavQcK0S8+29Y0dpfWNwlLJlhBCR1QXCOigCdmMHjGH27FSQSjAr/NstTCCrUCtetpAD8noteQ8Bf15VAFvIIjTC/YkOnDeG2C0M/7C+g6oy+TAFAiJWSnDdM/GvXvtE9XkfkjBlEUdlw65orQyIFuaEOi4GNWQ4sbgniJyREKVWbfA98VqkEHFoaosWJh1L8Weoo8VRIWI7ZFZt0lLhsTCAIaNoIS98sqGE7yNhbT+BfhFubdT0aaa2Mt8En/g93CoWkpZZaNgpMd8PhUBFSO7Ijoq0NVJ2az/zeCCCyMT1cIh/z27rp3BdgjIYjyzHjm4Wf2WphGSKslsHKNfdq32Opfh7Q+G/1ojFInBC4K5U+NgMP7QfIPAQ1TBkEBqTr68pUxDQZBzhnxjsU2kKxVprhoTpN9E4Lz0XTmqiKf0jmlGKcI1ppQw9nGp40GR4x0TCFCruYcM2XaDO5G1pksefwj1ANRrGi9I3VOLZCSPENZbarn7BKvTRKCV2nuWoX8isneampuBEeJFEF0GRBv25MDlID/mziKFOeM7lKIQfC6NS6RtmoyjfvspIJUAcNtbVwdIfip6MUuBZN3nEa80TB8jy/vjp3gODqMbhmhi6pX/8F0sqUKimSJh+E40rmGDguYBxMpbWuAsdLbzCkmmAiNREY+0brJJ10m5ByYBQiLfLJF7LGPhEChGrY8nxEgZ5qOwhwL2FoRwswRA22lgoFqHo7M6Swpz8HKvQL6yMSlmFhmXVFPSSpydUA7JviHKZLIU728Zrh5nDk9B1G01ptpHV2AGP0ojWd8yGEz+rqOYVwiKj4bC9aOCuJyhnJKOM70hhPRkFBmWtlbiQxR3zW3mPwCCaBHBTsygyvU3oHBGEGxCCqTL3Rxb8JhqXn2DiUcrCc1GGuyA788tqgh159o1xrxCvbvXnwxk1ms4NtkMjJyHhWmQMfCJei5EnXiljDJmA+xpLa5XIJbax0NRWDiFXu1/YGZWyCg3LqinoJU9PaBGEtq2oTGSGVEmxEYv+kEPtxo42y5TxSHsTKXhGetkNLRvQyErTa5IpCqkjSQqZU9OM7FzDAa+oNPBHb4pQ+w2qD3mek+sJB3DMW0nstpPQU2s99XBfCbDZwW+icZhgwGXJItaOQdjMXUBGUi9i8GLhFSeoFL/Pa9/AICvjAeBBG8+rjAq6U8gSMDR7Lfge8C5HxjQvF64bhOFNvZWNIbO0hDouK1ErbUyU0yNDoM9sXJSDaE1BL3l6Ity52MwOVrFnowleGhMfksnwULmPxajlpIOtxQmPO0AzhmD0ILyJ54FnBcOTi25rulIjf39TI9bPn0Gx2Z0UnTmVP/E79gEPCaE3mc/QSz6O6uJcfuR5Bh6iSQ67lXnraUeyizfPIyqHaITqFs2jhA9TQ73kK7nhvyBLDzwsViOu4GLHduznBfLaNxjAQAwuhj6g834uIUsXyfBaqJkIh3qLvWzM2cFkZAeVKPXGWqrffb7re/OKE+d0Ne02LO2opI8F18ZLeQcR7xjU6+GRsU8ZX8zSBFYhZ+19JEsvhLXOVKJ4hJTeQa3d4z5hdJmv1yhCrapMqBd5hn7i44xNsuLAQGAQTWKIDKJD9z1L4foEKaPQQClDIoqEte1DozWVGuo/4h/qTmn/Kiu+p4+hBrO92pOHWftGhTGsh834WvRyEGbtGzeQWT0cIQalu68s7ymH77eHO+cSXnDivBbbFDEuRGoKei3vIGKgggjvNmVcQXsG+ZwfVhH/Uv89P95aZfyhkCuOI0lPzis+zpjk4sAUj5Vy8CYgCy8wiCYxRAbRLAYFkEKn6tWWi7JywG1BXzcapZ8E2PxI/KtkyChDI6xVoiTV8uJ7MDyxfWjEk8nDrH2DjDLKIIykhdCQARNG5XRB7RuvCO6VdH/yvCcMrMXeLnOzN01aotw5UVS7Xzg1KmW0ITvjoqCkj4W3BfIO0OvxijhrZ6A68epVeq95yQXDy0pF7Qzf623Rst0n4hTrbKXsZndFqL3k46iSiwMX6G+ZPL6sv7VwrqflPQKDaBJDKOuC1DyBMDprakmdMvAP/FhzxivISj/GoByqr6NwQ13F7BYcObux15OsHbMHIISsmjatEjeE5WAUy+S/yCK4l+j+FHu1IhEKo81m9GfLJyhzoEiY6iSEy7yEU7FNWZ4CtzUFDXkHr4mzdgaqlLItMMxDlS6A9LHVup5XYsFMfkbbrnFXusNLD2Ja0rnYC3fgbjT20tv6olDT7ULfBZ9S1bd7GYHwb6wjgGuIECMLCIQgX6Kh1sc1x0XPoC8J017CSfqxFeEV3jcYBaFMliKzprLxGe2awp/4PZTNMmcBZRXcko9FUUC+Rbg0meJPJ+RbL8nHhu5PdFq7lhGEgRPeLUXl3/n7WJSiXR2WE1V855mUWDjbV4JwBipdj6jYJrxoMgjsZlgJ69kRuCN6//ATcVbkvuyALEUlqXvT4c3A4jKmf3IoDGVBstT80cW27R4V792S4EUFOWXwcXKSzoVnMfbcWyyDwaKwfHC9XYLs3pDg7V72ycBDNIkhXnPGmkDoR8K0V5CVfmwu4ohSJ7wSrE9oK0Hd8Gw6Yh/mZHhZlNUraX0Z5GPDwAdZFZk6xXWoFIR7s1Fq++RR1HvT31g8r0T7pb2ZOi7+mC/LUthdj0g6PbxoXhf2tWpDMOwmgjhb/fp84AEaeo5GyRZtixEJx++J3eYItXu3/dBL3bWIpHMZi00sHqM6h6i4P3tdhDowiCYxJnPNGdmDY0WdJpHOL5h+bFfEsaDwpIeTh1e8MLfCg4UGfiuFTFk75YpK9t2yjNLvbtK4RTE85y5qP/u4grIUfhGEE70efFrdVzUMEDfGxUQIpHph6CLJhBc8SqpiUgK2O0lGcdMPvdRdi0s6V8FiE+NkcRZekGUWQDZkEAhrGSKDo9U+GMhkph9bDY4IkfhJXbsacCs8KMPA95sgnJPr0TboVSb0T/MsItsA8aL/yOQoemXoapzABEWheq5zAo2khIlIRpElyOnlufxWTQAIqcUB6QAlGBwcpNbWVhoYGKCWlpaafELVdyH7D6WDo9b5wMNAXB+DIyC6jwLVWXRcpHqDvwLdoMZ6ajv9SC3UBe5QmY7N3IGxNM248gLLQRHvCIKZGLzB9yiePDD4YPKY8T8X+a6+mFfvy/DuuPEAwPCEOKnb9yULotfDFeqXPmr5fGCAyGpDsvsP+EvlJk9ZfLV8/1m1scCw3J57Fz4XnnNHS8VkFNl9dTLpEKkejXdO5u8gZLaDYDJ6f9yuuvtuXaZp2NiszNEhW5YcQv03L6PcADRwtFU5jKGWJQdziEYk/dhuFezlKs+AX3g0TrwkUjKEDFc9k18LuQteu+pFU+oH711h31b320VKG5Ldf7wQr/Qy06qgr+Y5gfECTuBEJKN4SX2od3muiRjv7BAYRJMAXq7w/eJNkDE4Zt7dpOn7mUpBmIXBzBlkg/c8zYrS0entBenp+D6x62xpHdsr5WNZ+kqy4HQyc2Pg5131g6OUNSQQiurKeemqF+OpEWuGhQWej4w25LT/iFxTtSdqr5WPveyrtbz4VS3GDr89w8AgmkDImGRqyUXqu+wwkFKxws3kKpaCUDOZfAZZpIIbXvYq2IvJQ5a+kqz3bn5f7FUrUq2VOZnhWUbamij9znrti2iEQqGwdt5kmrLJNMV3me2Z9pYISRV6Ntlt/cJlMqR60Wz6j+g1VXuiLjAsy2QtVYOTMpmTUarNL5OVYScTgUE0QZBhXMgmEFoZaH7LypGx6sZArqSzlqUgkPkgWsBSZseu9uThRF/JC6FI431B1TgvXGlWrYVwpdTJTKdO6rnTqvY//XcuRkVeQaxMxsGcXeaEgCrFi2bTf7jIu09IsWbl46yuvp6vLh+LaOrrVVA+9ptHxovF+JjAfACIzhl+eYaBQTQBkGFcyM6UscsU8VNWjuNVd0e0hPTIla/nd2mZXValIHShML+sgv2mr2R+724GWc1r00jpdzZoE1iRcaom+ykuqZQIX2P/CIU72zTjq6hcDYwvbPdS/0SsTMYr+fasogZdJsdld0JN9WV5am7fh53XKragi99PZvUmTzLI7GClfEwQQ5wA5WM/QgYZut+OX3bLMm0craE5AwgMIo8hy5CRSSC0M9DaTj/Kc7E3WavuLVfeQpnVm7UJz1gthkIcMmk6Yl/OSFEtSkEI1SOqwVR4mfpKeO8oEus+rKafg9+Tdg7Nc2N4ayrJT2+nMYiixWVUn8OxCNFYytMq26JlMrq//XvKlFF1RrV0M0/N7aQnVDn+rON4X69JsZUMvbzyMQRPFb02Fvox2mp9ghdD2N56+pG+moRrbTGeFpl73t2kDbU1NGcAgUHkMWQZMrIIhCIGGrJbalVtlidU7R/jn+x4UCk3MpYvBZHrHyrVEmlrJmUsaVuPyM+13sREDt3pK429sJIG71/hepDN9Q9TtFMvMmx+F3VxJjpju4wBFM9BVdTCUKkhL5zOcqg03FQ/IUaulYcx9fZ6FvorB3yP7TJFJ0UJr16SYq0MPbwzVj6e2pLnEBVUT58A5ePJuBjPidTIhPQCHL2CnnW/IDCIPIYsQ0a2fDoPnPg7aJ6YU5CbGzi7hakVNaQ2a3R+wqAYDet8At3JgN9TGRp98lX2DoUsSkGEslqtN/Bo/JIaKmowiooc5rb2l9VXajlpMesrWb/3CEsOSBtkO1oo1tpYSoiFkdYzKGUARb0v9hzYhEp5P59AyWZZ9oENOHiwxgtEaJ/ZHG9vPvlQqeFtEV6cWwVyUdgZei0nLs6Prby4NOpjGfDpJFxri/GIyNzD/ar2POuBQeQxZBkysuXTKR2hTJlMK3hJtKrNbZ55SWS5dVPvbCBlLK3djzkclsmRklUos7GHYl0dlO3uJRXiaib4vdabnbEj+gzz+kr9ffkJFittUX2l6IwplNkqlg7uZJAtlvHn1b6kART1vjgUahMqxX5+8SSMLH+JlJExzduRNyKMJxQiNUK8feCPy6WHt0V4cW4VyEXCYXaGHtoqDHSvJ+FakSKRtRiPC809Xdw8WZqhhjzrgUHkMWQZMjLl0xE+yG3Rwwc8OegpyKkMZbdo4QOvvCSy3LrZviHmtYBcaQ758PH0QRPbGw7diwbvfrIiz6gatd6qvVKeesnpNPDHR2yfId7xwNLHSBlLFTgc8Du+F9FXajhsbxq8/TFh0rkfajHhWuxCpWrSew6RFbIc3gNZqAKPCt+jFN6GngkJb1tB1DgXCYdZ6iJtG6BYZytlN/d6NgnXkhSJrMV4SIRfdvbE8MvcIjCIPIZMdU4ZolaVwge8Yo6Mhw+aPvpBT7wksty6yJDiTJNKzxHfg3g5mhznGWknyf+z4HtJGWQYQK2Kc8pYKff95n7K2pChU+91U89P76Rc76BJi0f3kmRz/H3P9ffQrF9fatnGMFEN3v2UJ4Os0wHUrmAvWYRKKesvdz4EQdloRcZUpIxRhO9h68/q8FV9KNEFDtrdtmuWVjSamk3hsHJgaQYUUj1sbxq6f4Unk3CtSZHIXHTU+5BfJgOBQTQBkKnO6dZzURI+MBNMTamr2K+W1GbDLY2a0YOOrqolnd8g0478/U0K5VSK7DSdaDhJKs6NybKpjqh3SGpqKAbQ7itvJqV/ZDxzaixFyVdWUfd7m2n65efIWSlv7OHjI/Oo4jPsHaRM35D2e7EHTa9HlVmziWUJ7Aqlej3Iij5rsYKjrQXhOb+68xuP3o96rruLlOFRUsOh0vacy1G4qYFazziaUq+8K9XTBv4SQnbwUsEww7WE0UcEjE+RBQ6McxjxVkaTwfezM/QaDlhIdbvNrfok7LcCwSKQveiol8gv8wsCg2iC4BcRPyN8EJneTkqfFj7QVpta+ABqzeYUZJFziYSE7Fbvble40fZmNh44bFbO0AuFKFwP0cVBjWy5saeQPzU4wno0srJScL891/+FlN6hcZ0d0/Xge2yfctES1ytlQvgHxorVM8R54RkEwbwcImFSszlKvfEe1S2aV/G9T8QgK7pyV4aTXF+KonF+r6lVG/Ird7/VULIDDJC2c46j3l/dq2XwYKGik+DZu4v3cM5xFInHpd5b/5+WM8eM+Ut6SBWGGc7V9qmjbY1PFddm1177htiID7c1VjSakNgRm9qq8f1sDD3cW7UnYS/rpsmE7FIZIQn8Mj8hMIgmEH5oKIYBAoG3qB4+KE5VVR242N3KuReu3rd/hYvtiV1msWotwiHFhh7CI9EZHZTZtI3U4VFtW7EYYGaQwlCqlsC3SK1cT2nwlAA+h5q/Ho3/ofL23v+9z/1KORG35VJE2pspO5q00PYZz7zy4yBrt3KHFw7/ZoPYlCSgIBvLw4KjMmEYIHkDJacXGW5qKDBQZL0PGENsgBmeYt0Ag5eKvydinpm1htnR9gscZPYpqi0PrfHwvVneQcTQq/bY6nXdNJmoNa+NlwgMoh0c5rhyaGorGwDb62KXJecuY4Vb4LkYSeohtMK08uaPLqaen9+te0o0Dk1B+nU2R0oyQ+Hm8qEnJ0i9uUYzNDn1Ap9FwP1kc5RZt5Ui0FFxsVJOLJhJrWcew56mSs+w9dTDqefnf+ZrUkORsiEYTIKJRTvV1CCbzy5Eod4y5VjUUIi3e1VwVDZg9LScerhtCMvtveXT/GEMmaUJIiEO2cFL1XfTQ2x0WBnww0+8zNxDKzXr2MwO5rzZeYXrD1hICQ/CYSKQ5ckO4C8EBtEODlkhDyGy763QUbGXc5e1ei9eKVNaS91O7DxLu6eGhFHKqqwBYpS2klLXikNjFjWyMPHonzJWyiKlIIbuf1YrlVEupAhjef4MSiycXVMez3x2oUlqocDIzWleI+yX8Mk1OwWMn+bjP2C7n5t7K0jzL9c34KUcGaP02+spPKW5Mp9t7VZqP/tY6u/urZyRdOGJnBUp4hX2IhwmAi+zImXDj5lxqk+kCwKDKIAUF7tITJ01KbBo97BQqtVxRp97UzPGlBTzZQq0iuA1CiPrKF5RHdgJYoKGhaoTmmWslO2eYcfFHxsneRsGGQB+VXszb/ezt8Quu7DsRI7vEErDfgHcpfmDisb11KwN+OjMDtvxBTxG0UWZH4zYamRFegE/ZsaN+chACwyiAAy3BohQsVCkmYPOwVWy1RK+UrUKpVY6Du4RNY6iDYnSchHQo2lq4DlBhts7u75HaD+QwdXBEWkrZatniHeOzDYRGYBaQT67kHkvZdqubizxfgFcp/mDeygSNkIbtGqvsnloXqDWrtmPmXFjPjPQAoNoEkCWu9GNASISU9cMIaLc4KhWZbxIFRtZXSEP4+5mt3d01tSSCuJKz6A8McCtfeMhqUoIEdXtPo+Sr67ybKVcizwa0ezCSl4/bMd+Adyl+Yca6ym+62yNH9QR5Tpwhp6TUSbD3H/s2qsf26Ld2OrHa66VzDjVhwZaYBDVOPzibhSJqccWdFFuYIQyqzaOp56bCa/JforvMkt63L3SoGa4vbdceUupUvXWgQKlaqvjiK+4Q4UZZgbwHZOZVKp//67UfNwBnq46/RCCkAVzdiEyykBgN7x+mKTD0Qhv9yO3w08QSfNv//TxnGVWtv8UKb3XYlsUHVv9dM21lBmX9pmBBgQGUQ3Dibux2qQ1oZj6mcdS7w1auq42cBrkZX0g1Y5EXg9qIkrVbg3P/Iq7HB9JJ1uHmxvyGUNerjr9QmiU3Q5DoykKtcWYTB1SFTa6/crt8CNE0vzRL0SV3msJskM5fuhjfsuMy/nMQPOVQfTDH/6QvvGNb9CXvvQl+ulPf8rfJZNJuuyyy+hPf/oTpVIpOuGEE+iXv/wlTZ8+Pf93a9eupYsvvpgeffRRampqonPPPZd+8IMfUNSUhvrYY4/RpZdeSq+//jrNmTOHvvnNb9J5551HtQwn7sbkS+944kWyi6kjVJHrH6ZoZ1spZ6cuzpwdbJe1IrCt+XXp6TRw2yOsVB2dP4Nd/ganiV3+PYNCZQVEBkcYOY1H7UtD9zxTcR9sN9KnZQlgijyjycQhMrfD3lseoszbG7QJIBal2K6zaMrZx9fsffktzd8Yg+z6j5/UmicilFNLXnxziLPaRpzfDDTfGETPP/88/epXv6K999674PtLLrmE7r//frr99tuptbWVvvCFL9DJJ59MTz/9NG/P5XJ04okn0owZM+iZZ56hTZs20ac//WmKxWJ01VVX8T6rV6/mfS666CK69dZb6ZFHHqELL7yQurq62MCqVYi6GzEB9y991LOVjl1WF68IOloo1tpYUkOKO2XPoJQVgWjNL6NSexj3YNJgAhTBsgIigyOuJ7uxhw0/Fen/RSEz3D+2Yz+Zg6zV+xItJVKLSL29njL/2qCl4MNXkczw7/i+Vu9pooD2Ep83g0NgnIigtx/zGFSp//hRrVlGuRHR+/ITadhJZtyYB0acH6ULJtwgGh4eprPOOov+93//l77//e/nvx8YGKDf/va3dNttt9HRR2uu2xtvvJEWLVpEzz77LB100EH00EMP0RtvvEEPP/wwe4323Xdf+t73vkdf//rX6dvf/jbF43G64YYbaP78+XT11VfzMfD3Tz31FF177bU1bRCJuhsH713h+UrHKqvLvCIw15ACOOvM4YrAzaDGNb9ggLQ1uiorIDI4GtcTmdGu1QobGsvXTQs11/PqWvYga6cILlJKZNavL6up1b2owrIRDgpgDbdlOfyq1uzFffmRNCySGTfmkRHnR+mCCTeIPv/5z7MH59hjjy0wiP7xj39QJpPh7w3stttuNHfuXFqxYgUbRPjca6+9CkJoMHIQQkN4bL/99uN9zMcw9vnyl79c8ZoQnsOPgcFBvSK4jyDkbkS69zbNA+LlSqeSkSJ7RSA8qOkp/mZvFBs7nDocllJWwG5wNBuw3MGLCq+qRcdxU+2etysqbbu2cpiv9bQjx0uJlBMwzOZ4O0qO1C2aS7UCEYVlbEcYqFjd2Q/wmmti50G0qgnXdvpRvgt5iMBuLJN1X34kDQN2xZr7PTTiDAMNor3QqVOM8DbC9md5H7af0BEB3KAXX3yRQ2bF2Lx5M3t42traCr6H8YNtxj5mY8jYbmyz2gdGztjYGNXX15ecGxyk73znO+RnmI0LRU95LYjfo15VRytlt/W7nsxl8pVkrQiEB7XBUcqWSfEHXylUF6Noh3UZDHNZAYrHSmu9CQ6OTuLlbqvdp9fah/kG7nhi/D4qKBFjO0qOeG0QuSkOLKKwjO3YT0Tt2Ut4zTWx8yDa1YQbfvwVis3t1ARXfRLysIPIWCbrviaKNOzGqE5PkBHHzzWb06QyDJmMCcCEGUTr1q1jAvWyZcuorq6O/ASQu0HCNgDjCWRsP8FwN4IDkjNSXvMbQxRua6KWkw5mwqxXKx1RvpJbMTPRQS3S1qiVpgC4VllY63jJNGWTaYrvMpvLBsCTYldWIJ/GbTKs8mncC+cKFZsV8Y6BbG5F4G4RqHav9A1rYb72ymG+XM+gromklzAvfcoFH17BbXHgEoVlPFv9dY0X0tWVmH0Er7kmIgsKu5pw6VUbacr5H6H+zZXLcvgto08olL4O5UaOc31fE0Eadtt/VI/DoLgWyDYgmcaQbcBzSb3yLm157xaadvnZnnqJJqylIiS2ZcsWev/7388ZYfh5/PHH6Wc/+xn/G16cdDpN/f39BX/X3d3NJGoAn/i9eLuxzWqflpaWst4hIJFI8Hbzj18RMk9mJqMI30ZnT+WGDi9JscWdn4TnTnOw0qnsacJ2M18pDI4QRPAScQpPbSV1NKWHchRu4KhXNuPKC6jzv87iT/wu2vBFDTQUcdW/1AZy7nDm1GCV6vfflScbGCPqWJrFGPGJ3zsvO50aPrCQ6g/cjQvE0lhaE/djLRaFf8f32C5abBb10zDIYqLhlXcyrQ26KLh6xjGc9Wb1DEeeeJWNO/ZYlQEPsjxxWddE4wYCAT3cRzkgvAhjb/d55BWMSRoTbaghTuGOFv40Jmlst9sHz4jvDfXZoJ+D56F/8jPD/YZ0XSifoNjAt+o7Xp1v4J5nCmvC6eKM+OR2o4KTNcacOKv+4zcCu+hYFp05xfV9GYsgt+Ovl/0nu7E3b8SVg0wjDu2w5/p7KNc7mFeW5/eC9qUo/D22y2r3vvYQHXPMMfTaa68VfPeZz3yGeUIgRcMjg2wxZIWdcsopvH3lypWcZr948WL+HZ9XXnklG1bTpk3j7+BxggGz++675/d54IEHCs6DfYxj1CqMQQ0DfExPeTWrxKIDY3LFJGvlAZG20nHIV3IjZibiigYZOpfJUrizbVwVmzlDWkYXVLFz/SO2ddPwnIcf/kdlT4lKvL319CNtn6OILIHt6hXV7jtbKbvZOsyH7DlL1fC6BEXbWyizfos2+LEHTXdVwxOG+ms7dXnGbZBVHHjszfe0TD4YRrzR+J8hhqmyUYrUcb+gWmEKNwkH7EETrAnXePwHakat2YnXxq7ciGzSsJtQl1D/uWWZxhG08qw/8TLF5nRq6uNVTs1PrVxHmTWbtGswGah8Tr2mI7Zjv7pF8ya3QdTc3Ex77rlnwXeNjY3U0dGR//6CCy7g0NWUKVPYyPniF7/IhgwI1cDxxx/Phs8555xDP/7xj5kvBI0hELXh5QGQbv/zn/+cvva1r9H5559Py5cvp6VLl3I6fy2jYFDTU17Nw5YxiEZaGlyHqETCPbL4StIGNZ0MjfsHgbmY+8MrXFOKfyUDDaRiJh/jlkHSNTQlNaeTY/IxnndinwVldV3ysgQWhl5oaJQaDtubhiyq3XOY7zbr6uGJBTOp9cxjaOtVt2ruanhUjBsLhznFuuPiJZ5NarKKAyPcwXpXhkGUDwuOI4Lq7D6arKvBNXEbFoGHkduCYE24WlFrdprY4fa+RCkCbvljQkb1u5s0EXGr/rMW4cJjqb/bPlzo9ppTb7yXL69TFpEwb8d+k94gEgFS46FvAQ+RWZjRQCQSofvuu4+zymAowaCCMON3v/vd/D5IuYfxA02j6667jmbPnk2/+c1vajrlvmQQrZBFZQyiDQcuqvpKRxZfSVqZEBMZmkMCxRopgin+IBUXk49NCVmOycflBpHhB5/n5yu6em04YCHV2VS7x7XarUyxH2L0RoaHOoEZHk6LA1t5BlV4NdqbSB0YKdV7amkkNZ3zlTaObK6JPT/oaIG6g+hXYVLGUpOqJtxEpHrb1TuTwR8T8pojdIz1js2iNTqzw5vU/PywXak6gWmg9Qi+MoigKG0GyNa/+MUv+KcS5s2bVxISK8aRRx5JL730EvkNbtyN+UHUIovKPIhWe6WDDj/yxCueiGyJDGoGGdr19eTnU/fkY1vl7EtOF1692lW7F12Zel2cslKbd1IcWMQzGJ3eRir4MEV6T1zA3eQZ9ENJBZlyFEIJB0JhkS5u7umV6yZdTbiJqFJfafyVleYuZFSzDAW5Dheqkq45sWgnLSs6lyM1FClbQBjbeb8d0SDakeDW3YjGibBG+p31lllUMgcsu8nTy5WXyKAGAmj+ehLbV9MKpGKQi3mVXG5fQfKxyCACAw5hLGSZyah2L2rseBXusEvzFikODMPTaiIv9gwW6z1x1pSAvIGX3jGZXouC0Anud3CE1EyOQrEI18oTDYsgywqYrDXh/LIQkMUfEzOqNSNXVE4gVGFckHXNiYWzKT5/hpYJjJB9kTgs39f8GbyfVwgMoppOsVULs6i0/+Urp1cjZ9pq8vR65WU3qGF7y5JDWIhPS+vUi1M21lPrkoOFrgf3CnIxDE835GPRQSTS7J7zVXBsD7kdIiJ/Vm3e1ut31vgk7dYzaCdvUI2SClbPR5ZAnRE6UYZzlO3dmp9YGN39FJ7SRCF40ATCIoB5H8qmSK2yJ8VL+GEhICvNXchrbjJy3SwScw7oGnbX3HHxx8bLB5nbKqRj2pt5+w6lVL2jQZa7kQfW/hGhLCq/qKB6PahhIBq852nmP0SQZq0bivCg4fvErrNt1bW1TrtkXCtjO8nHToizbjlfEwERkT+7Ng/pBaeTtK1nsMzEUCxv4EVJBWFvlCbFUvDpxLDC77hXrYabDnNJlm2DzP0RzaLyuj9PNsjgc5mpDyJGtV3/cbtIjDika1gB50PNRL8UmA4MIo8hy91oTLCRjhahLCov4YeME7PhGZnWVugpaG5wpK4tg3zslDjrh2coc9AXbfMiEzD2ie+1Ew38cTllN/RQdFYHtZ5xNEXicWnyBjLVeEW8Y4CxD2fRGWnHqzcJ16fD9uj86UyENt2Q/jmuU4bt2E+0ndVSW/QT5PG5tDAW3r2d4SBC4BZdJHpF1/CT0R0YRDWaYmueYN1kUU1WiKtrr6D+pcttQyduO60fKzt7NegP3vsMqZkMhQXbvN0EjOKtWOFyiQ59hTu49HFqO+e4fNFWq/clIm8gSyJClj4MH0NVbcN84E8VhB7KlUBQFBp97BXflS6ZbBCSkhBMc8eiLR9aMt7pWIqSr6yi7vc2s5fFMGRECdzj5Z6iFGqqJ7Vn0IFn1Hu6hhcIDKIaTbGdrBOsp2ncgyPaZC0YOnGzUvZjZWevBv0cJmkKSUkrd1LJvtL7KuiDen06MwdieyQiXJFmBfRhUu/Z16dDW03su7MeA4HhU2ZS0stv+K10yY68+LXjc2H82fC5q0npHcqH6gvCoL1D1HP9X2jWry+zpVnw8TH2bdhWEuoKNYl5RmXTNfyS3AAEBpHHkGXITNQE64c0ZRGIqWuHeLKWGTqREeOfdIM+Bpqprfys3bT54kr22gH0ST4cFa5kb/RB1KfL6inlebVNZGMJ1qeTJoIooA8DfSWuT9dWuT4dzg/RT02Vu9JDVH1XumSyQpYqdvLNtZo4LB/UpBwO2xYyE4LisDiuOpbUMi2VMvXpMoMUrovbekZl0jW8ruFnh8Ag8hgyDRmvJ1hRS95Lo6nSuUQMT2OSlqWuLfJ8RENvk8rwjEap5aTFXPjXTZvPV7LHfjBkikQX8b1IJXucB/Xnxl56e9zTxPWTVCLUltO3izxvkSKpUvRhdH0lu7Ya32WW9nyMGnVm48kItYTD1HDkPrb3FsAfqtjlxGENcMaroDhsuLmRlCSMFyWfLVtsWCnJDO/nBV1DVoKRTAQG0QTAiSFjNzF6RUgTteS9dH/ancteXXsx9d3ysJRQjpOVjl3ozY+Gp9tBv3nJwRSbM82V8a5VsjdqkhXpZOp1yvCdXTgIz23subcoXJ/gf/N75qKvIQrVJzh0hu129emESLOPv0KxuZ022i/2+jBmfSWrtqqOJPm+8llm7PkqpHRge3Z1N0UCorQUWGWoSln8ShOHVfMlh8oaVmTYz6pUQ6/aGkwyERhEEwQRQ0Z0Yqx2FoioJS9C+pRlFIkaIPbq2q+6Dl/KXOn40fCUNei7Nd4jne3jY3W+aKvxu07qVPX9LGAMxOGpLXkOkdnlj99FuRS2pNl1IM0eR/2bxUQQ3eorobYY/hb3pvQOax4w45mh3IauQzQR2aey4IeFgAG7fijDiy9LHFZBW8KYpFQuxxJKxHk/Kzjp815oMMlEYBBNIOw0dPwSWxUZ+EVJnzLcn04MEC/UtWWtdIQNT0Wlbdd6Jyooc9B3Y7wjPTnv7SheLJsMJd5PkPfE76fI5U+CA7E4aXaKJ/pKhqQA/i7cEKdIezMpqO2Gsicwktqbtf3H0jWbfeonAq7oGO12ISBLHBbnhQc02pBgYVJuC3o5FiwEIk0N3I1E9YPc1jszh5Op3MJEYv1LUQQGkQ/ht9iqUOFAQdKnDPenUwOk2urasqQUxO5LvuHpVmHayaDvZnWvjoxRqC5BqqGzUyalnLeDZ+RBpqcs0qwT5XW7tornaxDGkTmXzyQaDZGCEhyRsCPCuJ88Mn5aJJrH6NDUFk5h53aJybyjpSSF3W2GqgxxWHOoKzprqnbNenYlFgFKz6CjzGSr9uoknIx6eQVt1ch624626haBQeRDVCO2KqWQrATSpwz3pywDxIDrUI6kCVZIKqBvWDM82+UYnjIUpkUHfberezw/1ONSIiFSh5Olz6exjhV3vZKskEWaLbgHl/XprAjjmLBVB4RxP3lk/LZIlJXCLgoZ4rAFoa6eQc3LWB/XPEX4vaHQIy4yZ7ipd4ZwcuPhe7PGkoy2KgOBQeRDyJ7wZRSStS28KUj6FJGg98oAMcPNCk7WBCt0X6y7o0gxPGUqTNs9Oyere6vMwUhbI+W29WvPIc8Q1bxFGEQjs6Z6JlkxUdIXVm01TxhvSOSr1BuEcaqLs6SACGF8ojwytULAlZXC7gQyEmhEPeJjLucMUR04CEvKaKuyEBhEPoTMCV/GoCZUOFCQ9GlI0FfbQHMqSunGQHM6MbqRCoDhmdkqbnh6qTDt5lwiZVSwvYA4ZCaF6lyK8lk41ZOs8Ju2VJ4w3tFC0TKik0iJdspnEwkJyUAtEXBlpbA7hYwEGpHyHltdzhlOdODctlWZCAwiH0LWhC/TzSwy8IuQPjHheWGgOVmZywgLyFp5CRmet4kZnn5RmJZVRgUkTHAoop1tpaTQujiTQrFddACVJVnhdS0mK+O9YGWuP5eQCz6bVyEh2UVQq4/xFHYyjHLDW2mMswIp7BMF0fIeoe2cMxzrwLloqzIRGEQ+hKwJX7ab2S3pE3+7+Ss3eGagiUBmWEDWysvW8AzZG552z89LhWlZZVQG712hHaejhWK6Qm5ByQ1c0yQvaGxnUMvks3kVEpJdBNUL5FPYc2NEyI4qRkQshX2iUO3QZEhgDpOpAycLgUHkU/gp+0kW6TO1cp2nBpqjgTgfFkhrE2xHCxMPnYYFZKy8cF8owQDFZYgMosxC49H75ctRyGgbXipMyyqjksU1mBSdi1eUnLbrYAD1C2FYFCIGNdqPDO+ylyEhmUVQveKacBsDAbhY9bJgp7Av5Q28Ck3We6QDJxOBQeRjeJ39JCu9tpJRMBEGmtBAHI9StkxYACGYiZAKgMpw8YA1/ODz21UCRJbCNCqyowgp6m6h1ATUlSEoKIvzJVJGBRNPpKPNtcfKb4Rh0b8VMahn7LeLpHCyHFVjL4ugemnExnbu0oxFZEchhGiIghthNPSTnKLt5yNIKTUTFV90eKEDJxOBQeRzeJX95MVquRrZYW6ghQVSlANZFKMZk3TD2rNJZSibHuQyB15KBYy+sJKG7l8hpQSI1LCskdSlfwpyl6W6z0OxGLWcdDDzjNwMoBORwu22fzkxqGV4EGWpGotAtp6TF8is2qR5iLiOmEKq/k5YGovHEi2FHPt5RQi2g7xSMzMdeW1EdOAMOQFlO+QEZCIwiCYxzBNRbmu/Nthw2jYm/DRrtsgiOougGtlhbgBNGzyH4jR2vi5I5aMKOZ5Tc3kjRvagjyKNo0++6tlEvT1qs6jIjnvA4OWkbchynzcvWcxcEjeTvdcp3DK8UU69q26FMmWqGtuhGnpO1QaeF5JIwq2NrAaeL6YL4Pu2Jgqp/iqRIqvUTFs1vDbgpqmFnxOBwCCa5MDA2LLkEOq/eRnlBlAcU1vdwxhqWXKwVKKzLAPNu9UeVrzjA2/xQKx9avu5hVBK/fQpGk/GQ60Vt2qz5rbhthCxVzXRqhG6rbY3anu8qyJCmZWE/sxcJBmqxn7UcxKBlcGIEjrKsO4hi0bG6USKQsrACJdRmQgOUaVrdlpqps8Dr415sRDmxYK+4FrtbMElC4FBNMmBBjd4z9PcYUHOBSEypCocEsL3yBTxcrVsZ6B52fiVoREK18VISWphACijmgc1uLx5+9CIJ4M+VFsHbn/ME7VvWWqzVrwnp4WIvaqJ5mXoVpY3SrZ3FeNCvhQEp4xrBJjcy6toy5puVkV2omrsFn7Tc7ILcyLpgb1CICHHooXvA4u8CeIQWV2zk3avDI9V3WvjN/VxIDCIfA5ZRMyIqcHxNlUtTGX2SPBs3EALU2RK8zgRMafy94ldZ3s2+GlhgToKN9TxPfKAgBRjPSwArRU8MVmrPLtBHyvKgbuf8hXHSqRtjL2wkgbvX0EKBra6GKnRBBvd1ZAukAEvhT3Nz9DgppkLWIr2L5leFFxrz/X3UK53UPuiqFgovsf2Wb++1FMjxWs9J9e6SGYOUcliynsOkd01T730dKF2nxsapW3XLK2618Zv6uNAYBD5GF4QMYtTmas5CRsGGtzJeal2wyKKRfgevVwRmCfG0MwOouEkqZi8kN7eVEfUOySd02QXovITx0psRRlh7o/xTplka3qn4Yzzd1ptjoiXwp7GM8wNjo4b3UUCh2hvsiqMiwDyF5k1m7RnUcydMya/NZt4P6+NFD/wg0RV3GEARaa3M4eoeDEVbm8mQsKGRxwikWuGoGvrGcfQtmuXVmz3rWccw/t54bXxMnRdNYMolUrR3//+d3rvvfdodHSUOjs7ab/99qP58+dX5wp3UHhFxJSZymwHDKqpdzaQMpYuyeoCR0HJ5Hi7VysCY2LsvvJmUtZ0F1ZP36YRI72sRTVRXAo3pUSiM6ZQGpIFPnmnovBK2BOrctRfS7+zIV+dvEDgMNlP8V1mSakwLvpeU2+8l88cK4tImLdjv7pF83xhpPhNnNBQcQ/FIhSd3Vni+eN366E3V9TbEmlpsPVSpz3y2vgt69iRQfT000/TddddR/feey9lMhlqbW2l+vp66u3tZSNpwYIF9LnPfY4uuugiam5uru5VT3J4ScSUlcosgmzfkBabtsjqwnbslyDvEDKTpg3vhhQqtf+5FG5LiTQcuhelfvdX371TEUgV9rTop4Vty9DxMYgZ/BeOrlvEQLF6r+Onq3TecRFGr6FksxUFSX0lTmhScQ9NbWUu5kR6c514WxoOXFRR+HX0uTelhHhrMesYEGppS5YsoRdffJHOPPNMeuihh+iAAw5gY8jAu+++S08++ST98Y9/pGuuuYZuuukmOu6446p53ZMaXhMxZaQyiwDlGTi+XmnCwffI0MB+HsCY0Jj8OH9G2UwaJ1lUsuA2ZVoUMkqJZLFS9tE7dQoR48JVmYN3N7F9Lav+moz32nrakTr3JUdqKFKaXalPgIlFO5GX6P/Tck62UEY0Qi8Msp7r7qK2c46jtk8dLe08suqmyVBxlwUn3pZyxqAh/BqRGOKtxexCIYPoxBNPpDvvvJNisVjZ7fAO4efcc8+lN954gzZt0uLTASY2tuokzd0LrkC4pVGbIGGMlUtzx084rO3nAQomNFxXcXHB7ciikgWRlGk31+O0lEiltjHy7Bu+eqd+8yQg2whilmGP6q+JvFdwvrAAyCCMV44QjMXU/BmUWDibvDSGen917zghWR+nkNbO30OWQYJRJLNumgwVd1kQXfyaCdNehHhrLbtQyCD6t3/7N+ED7r777vwTwJ3GhazYqpHm3nfTQ6T09+ZXXqEJSHOPtjdzjJrDZuUG4lCIt2M/UbjxkjjNohLhc3nhRZLBL3PqhaxkoFXjnfoFUjwJnJItr/6aTPG93pseJKVf99qO78SE4I6LP+bZyhxhMniG+DrMKeyRUD6FHdtbTj3cdfhsu+qmwXA1yZXIVHF3ikrji4i3RYgwfdvD45FcSSHeWsoulBKczeVyFIFVH0DKylNWgcb8eZY+SiqqVqMoY0iziPA7vjfS3L0o3YHrTewyi1Ir1/IquSTNPRLm7U60VNxcs5MsKhFPChS/q/0MZfHLZHkhZb9Tv8CpJ0HpiHLI1Qg3IeSq9dMunj9klkKwghPxvemXn+ML7wa4LBwmA0+lXN20SIS3Y7/m4z/gWd20vF4aazWN66W16gtJWSruorAb7+zKYIgQpjNop6q3IV4+v0+I+45MMPCEli1blv99y5YtdOihh1IikaD999+f3n777Wpc46SD0ZHSqzZSqCHO7nR8GitPTKy8AmlI8MCrJNM8QOOTrX8HNZt6rv8LKb1D+QwgVlTFJ3SIeod4O+pnWV0PrlcGjFUM5O5Z/n9qK6et4pNTVVvFs7rsnqHINRtuZhXxcnOGWVHR0YyAevTQPSs8eYZOPDuixmA5iHohZb5TP0HUk9B0xD7sxciu3kzZ9Vspu6lX+1y9mb1lMC4wGbnty6Jw8l4xgXZdfTF1/fjfaNq3z+VP/O51mALEXjY44A0qBz1kw/t59HyyG3s0vTRUrEd77prCn9BPw/ejz68sMJjD8P4hNJyIU3hqK6mjKW272fvmAo7GuwqCiuPGoIXwaybLxnGopYFiszspNmsqRbs6+BO/oz/gGH4qSSITjnrht771LVqzZk3+9yuuuILS6TT9+c9/ppkzZ9KXvvSlalzjpELxyrNSR8IKH9Y+Vo9IaQbBF5/4vfOy04UGrdTK9ZRevVn7BZyFcEgbzDHA6Cm32N77v/d51rGNVUxi51maJwGeK0Xl30XvS/QZ2l2zMZlbTVYNh+1NoVzOZhDJsC4JX8/UFnbC4V3hEwOXzGcoMqiZByycE3oyyB7Bp3ENIsYgtot4LmS8U79B+DmPJEuzFI19ip6Pm74sCqfv1ViZc+aRHhr1Gshy4oeFtlMO7HHU9/Pg+aC4KYqcsqDttDaKtDRSpLlB++xs4/7c95v7Kb222/XCRASi452xsIWXB4KKMOLwaQgqwsizMwZDaO+6p8vwCoUb6/gTv09EKrxvQ2YrV65kT5CBe+65h2699VY68sgjaZ999uGfAHKrVruJrabeXDOeMlnBFQ1lWnAKIpjIfVA/y2uFUxH16EE79WgKaem38ShloclTlJkBN/NEaHe4Tal34rnwEw9ABpwU4xXJUpT5fKx4av6rF2gPpHwjmwwEauYMAXqIipHLUbipgfdzCxGuTdPh+3Io0dI7CONCVdkzWvY8EtPTRca71HvdbKS5rWQfQ4hXJVtCea2FwKUaRJ/5zGf4E5pDV111FesM9fT00LZt2zjFHj+KotDQ0BCdf/75vO/vfve76l55jcIpd8NVbDW/ADKPLmV2KNKQsboeWXBzX7IVTt2qRyOslt3cy6mqxeKEIGFm04MUrk94qt1hl00iklLv1HPhFx6ADDguxmuTpWhFTHcCEd6cn+oFigBEaaTW995wj8bDKtkhzNtl6RHZtXuh7EHwajA+eCAqKCSw2zfERlq4rdFVJfv2szS5HD+lwnsJoRZ244038ucLL7xAxxxzDF188cX04x//mAYGBvKGz/r16+lvf/tbYAj5SJ0zsfs8CkEcD6q05RowihMa6b8+UgudiGfoRj26+aMHUe8v/mwpTsir8+byA5oTSMsmqYLnYjLBj8V4RbML7Qo6e1kvUBS4JniByulVwUuL7TJh1e4RWrYdXxJxinVqC6Fqe1KExjskzCiqbVs0KtnbLYI6Pap27zc4MrlhCH3xi1+kn/70pyzGeNddd+W3QbDxwAMPrMY1Tip4qc6JCT62Uxel31mvxYSLijjy9Szo4olapou02qnn5mdYObtHnlvXbkWJydGgI5TV4slTS+Skq4qE+fxWNLEW4adivKLZhVAgtivo7HUFcfM9VPLC4poQaoygOnz/CE/CyNqitkaivuGqXHOlRZDIGJ1YMJNazzyGvbDV9qQIeStndrBIqkhbxD0LLYLU6la7r3mD6N///d9pt912o5deeokWL15MBx98cH5bPB6nb3zjG9W4xkkFL9U5cYyOi5fQlitv0VJHszltgtYFtyJtTaw3AnhR6FLWysJcgywH0riZHBmqTg0yqxUlCMuo8q4kofKrkGo2QvQQGm8fGvHsekRDil68r1qGX4rxivLmkJruR2PYqp0ZBryKdrmpN8/By+F6x1KsjuzlNYvysLwSFRSZM9ovPJEG/viIcFu0Ct+OmTyR1ax270c4DsoeffTR/FOMs88+W9Y1TXp4qc6JY7WefuS4JL4OcFrwvdlFWu1Cl7I7ktc1yCoNIpgkQ/V1WnhyYEQLRRpAZl8jBrBY3lMgy4NmdT0iIUVknbBGlUfvq1bhh2K8orw5Tk039tM5bGZl7O0J47mtL2Y3LrScuJjUsSRnd3JGWbE6cmaQa4V5meotysPyKuQsMmcge9htW1Ql6ZzVKuRXzQsgBK86Up5PoOtpaJKqKgszmvkEXhW6lNGRimuQqcNjpGaQGh+hEFSTi2qQVRt4TpC7z0HuHoDWkzGCKgqpgyMU0cUJvRLAzHsu9JCiOfvJyCYxUot3xIGv1hY3okYup6Zjv8FRypapRYWMRydhPLf1xYQELh9/hZQkiogq+bC+thPUn8Ps2cb2cLN35V+c8LC8SiawG6NltMW0xAzeWkRgEE0gqt2RzIMR9DQK3KjNDSWTnpvr8bIj5c9VLs19YERqmrs4TPfMek9alhnlnUUhGnvxbaHML9dXonsuECrNGCFFw4MWCnGoVCS1eDIPfDKBd1apergsiBi5mPhw3oGljzNvkIHt+vvFIiibTFN8l9lCYTwZ9cWEBC439+bD3mXlQbRIuGckloJx00Melognzm6MdlsYOic5g9fqXH5EYBBNYnhppFSjI1mdSx1LUW4sVfU0dxFwZ+8fZrn7LLJkWO5eN0ASMYo2N1K2b8hWJ8Q8yMoYRLj+kAHzoE6qtuLfgQc+mbCqHi6bR2Jl5I6HRLBNDyMruaIDGYXmvKkvJjIuhJDgofNUOCOW+7Oe/AGvERZriTgp8Hh4gInwkrj1xMkqDB2RnMFbaxzFwCCaxCgYjCTxCbwoSGsHZMWB3OhFmruT56zWJ/IrWvM1qbEI0dCorU6IMciiUKqMSvahnEpRXTCwIAuvZ5DrsxnPakcc+JwYcVb7eM2bszJyAVxndkt/PjReglCIt9tN5rLqixWUyojHtGK2hlgs5D70ArhhCCG3NJTWz0I5mKYGvjuvpD+8XNwVeOJ0GRSuHwFbdkjcEycKu/Y69ZLTpdbR9LJv+MIgGhwcpOXLl9PChQtp0aJFcq4qgBTkByODT4DByAgt6QONrElPZkFae2D16F2aux3w/FSEErgmk04K1RfieOa57j7NAMV/NjohkN8fun+FtEr2YV0w0AwFYYptA9J0VGpx4BM14uzavNe8OSsjF9ubTz2CDWpufzDEjYZofHLIa4w9lgm39cVy9vXFjFAfiv8q8P6Ywtu47nA0QvH3zckXwI3OmlpW8dtLdeSCxZ1uxJkXkjIXd3lPHIwhPGpzQob+u4gnTgQifK6BPz4iRU6gVsnZjq/k9NNPp5///Of877GxMTrggAP4u7333pvuvPPOalxjAFdk3ybKbunjejfc2RQ9NXw0RdmtfbzdyaRX7YK0IkD6OtLYeTWFe0E6LCZx/d6K09wr1fOShRi0U3BenqDK1IzD95gD6jQBzHIwl4JwW6NNpA4X6rNxnTbB91XpGcqqK1cNWL13kWKZdvugoK+MQrsiKDZykXWFjCf+REgpf651WphLD6VpYbPC8Bq2lxNArEZ9MbSF+gN3I2UkSTSWLhiD8Du+b/jgovECuKjzhr+rj/MnfvdaHdkw4nDu9LotlEGx3o3b+BO/K72DwnX+7MCeuGE9FKhWKCQwPMr7eRUKjDQ3uK69J6sItddwbHI+8cQTdPnll/O/7777bp6I+vv76Q9/+AN9//vfp1NOOaUa1xlgO6GM6jHpclD17TYQtfZn/M9FUjNurMJzSHMPQxDRyKRRxj1f0C3BFYrU85KBzKpNmuGD1ToMtGIOBL6PRfIlPoRKQbjgLoiGLxsOWEh1u821fV8iGjJ+I2e79eyAcM5ZThb7cEHfTIbCHvHmRMI4Wm64lplVEdEIhVsaHdUXK/HCFtUXsxJdHH74H5ZjELZDAsQrKRI7GEYckiDYuDRfLAwEfbsMA00jlJtPXqZQsKrv55Kn5yQU2HDgIldZx16HHSfMIEK5jilTpvC/H3zwQTaAGhoa6MQTT6SvfvWr1bjGADao1ElQ7T7bDT6BsaPpj/TvsB371S2aK60grYyMG9HwXFh3sReHD7ie1+Aobbu2+lldeO7wBkWntVOuf6iUA9HWTGoyxR4ZhMOqXQrCiRo62onVwGcXDms+cbHvBj67a247/Wj79vzuJs2hYrEPCvpy+NYD3pyokRvrmjJerqcCsD3a3ixWXwwcFnDyTFlm3NdM9cWs+iradRokcA7hRbXAne6s4uEom+PtGIPcZkjJgmbEvVhkDJmgb4cR5/q8RaKyBTDzwFTV9eLOKc8z5CLr2EtO6YQaRHPmzKEVK1awUQSD6E9/+hN/39fXR3V1ddW4xgAWsOok6fc2a4MXjJF8conOJzB+z+Uo9eYaS4PIibUvI+NGhJNiCOLB+GHjoj6hGRe6ix1xcNF6Xm4HNaPzUzxCsdmdJZwDBdytrL1HRlYpCKeCgZUGPhHPIIf4IvLI2W5hvubQ1BaNj4JsRJB4O1q4fYh4dtgIgLPFyjjFADq1lQ2javPmRI3c+sP3IvUHt1keC+8qOn+67TkNIm8++wk2Fp5JU0M++8mur9YfuGicRG20n3GZIc3QMo1BbjKkzOOLG7I8wqu4fitgO/arWzSP3CDxvtmlY/P4FWofGK510UU3izsvy0bFPTzXhBpEX/7yl+mss86ipqYmmjdvHh155JH5UNpee+1VjWsMUAF2gxHcnhpAPNaJvqYOx14MbbMlvFQ+lhWe8zKUU9j5WylkqnruxCMjsxSEVyJtCPHFEArsrn6RSxEY14wyEEqxRhW4U02Cnh1ONSfbNt9y0mJu816U4RExcseeeK0y78eAotLoY69YZocZgNEDQm85j69IX02+sLLCZG9gPCwks7itG7J8Ch4tw8NWNGbmJQ2yOUq+/p5rgyg6pZW5YEyEN55TkTIC3u3o06+7Xtx5XTaqzaNzTahBhHpmKOK6bt06Ou6447QsFiJasGABc4gCeIOCwSi/Ek5rXomOFibCJd98L088rlTtHu7zxO7z3BcXlKR87DQ8J6Oel1s3vCyPjNPj2F2zW/VxUc8gQn2DFqFALwc+TaPKvgxEdEaHjWenK5/5ZGXoNS85mGJzpnlWhsfOyO27+aFxtXSEfMzGEZ4DnkdOsc0OMwPGTznjSaSv5kDeNpIf8nEyk5dacAwSXSghscIuTA5YGVZQoTbdSdGVjFsrua3iz7AS0B8Tu82l5OtrWDhT05fKP0ReXMXnTpfCLZyIslGdPuGFiWK78viQWYYfM8AhCuAMbiZhS7VmXaI/1zNI0a6plF2/pWK1+9hOXbadSGSilqV87JSM57ael0G8xrWDN4JQCbwDmBDbzz5OuNPK6vyixxENHXjBA6g/YCEP6n4Y+FDeQaQMRPNHD2K+VsVimWcfx38mYpx6VYYHsDtXPjsMQLiP07h1A8RYHAlkh4lApK8a14QsLeb6lewkNgaJLZS6bcVP+25dphnHFvukzJlPphqJ+d91RDrbyC0KxlYYaBC+NDhWOZXCjfK4hQa8bq+JKqu4y4Tjq8rlcvT73/+eHnnkEdqyZQspRcQzaBIFsIdbgpyoWnPrJw6jgTufsKh2v0SoI9hN1Cp4AhLItbLIeKIxbBCvt/zgFlL6R8YHu7EUJV9ZRd3vbabpl5/jyJiRMdDYHccr3R+Z5GzvgPCwbgJYlIGAASdieIoauV7Vs7I7Vz47DNeqyz3kof8OwVIjO6zaYqyhWIwaFu9Bg3c9iQOVuxlqOvb9tl5PEeNL6RvWxE/bK4ufsscPz8DKq4UCzbgeY24rJ3AZDVPdHjuRDBSPrSHMB5EoJXaaJpVbaIZIe1UlkNd5sXnrMu254/pjURp68DmWWZgUHqIvfelLbBDBI7TnnnuWNKoA9pAxoYmqNde9f1c2lpgYiTg1oJZWu3c7UYNg6KUhY8dJEfFqgXjde8M9pPQO5Y3EvEccWi29Q9Rz/V9o1q8vcxQ+kzExuiE6yyKLywoFegkYAvwslJRtGQiR1GIvV9MygJV341H70tA9z1TUtcF20RW6WzHW2PwuSq/ZpAkaGiEhA3oW5thzb/FYBC0zVyUlOAuucDwsMZrgAcaa0EqjC860rimaV6sctwmakgtmSW3rVu1MJrdQFGMS5EpwDJSayfUNFZSayb30Dm1Z003TLj/bd0aRY4MIWWVLly6lj3zkI9W5okkOkSwYsQlNTK059dba8Wr3MypXuxdFpUnPS0NGlJNi59XKpwQD+sRZHF4xUoKtsvC8hNd1lmqNB6BpVCUo2pAQKgMhYsT5wdBzMr4guYGFDZHdWMQhwjPAduxnVzPPSbZnxVD6EftQ7+/+qoXsDQ6TSTUb36fe2cAGnFVChkhJidjMDspsHbDxWEW1udnGq9X2yaOp76a/lUzmXDeuvVnYs+4EsriFfliwq4pCPdffoyUwmI1KnptU/h7bZ/36Ul8tLhwbRPF4nHbZZZfqXM0OAJEsGJEJzVBrVpK68nSRd8NQax6671nhavdu4KUhI8urNXDXEyUpwcX1mkRkCbzERAie+dFLUmkiNxvmfigDMVHjS2R6uzb5D41xyQyUyAg113N/FKmZJ1qWxC7bEx4Z9kyXeG5gHGmGCbYP3POMs5IS8DiFwhRSFTb8mPd14YkstWGX/MFCh6vtyPKLKTansyTcg7+fiHCPVwsTVZIHWpMu2GApyIntMqQLJtQguuyyy+i6667j8h1BuKx6WTAiXBtbteZslrMTwjXoTZA5CVdc4ec7q/uUYK8wUYJnfvKS2Lnz84Z5XqMqXqBRNVHpvtUWFCw2mHHsUGtjYX0mwZp5QuKVAtmeQw89ry3QKt2nztUB4TbS0WxbUqJlySHUd9NDpLLnRk9Wa6yn9k8dzDpf2N9qUQZjxo9keRF4IVyZluSBRtYcZc112coQ07MK71fTBtFTTz1Fjz76KP31r3+lPfbYg2KxWMH2u+66S/hY119/Pf+sWbOGf8fxvvWtb9GHP/xh/j2ZTLIBhjBdKpWiE044gX75y1/S9OnjomJr166liy++mK8J2kjnnnsu/eAHP6CoKUb+2GOP0aWXXkqvv/46C0t+85vfpPPOO48mAqJZMNhPdCVcSa050tFK2W390rITfGPISAJSffOqvi5kCbxErQqeyYLhzleGk2zoUDTOA2xq1YYCd77fwnzlyKXV8DaIGMzFNfNklCWp1Fe5RAj6FtpmudC+EYoyPEh6UohZ2NQ419gLK6n/zsc1LhLrqmkWEX5HuM0I/+Pd22WN+pEsL4JqC1fmJHmgc1v7hRS4C/arRYOora2NPvGJT0g5+ezZs+mHP/wh7brrrtw5UA/tYx/7GL300ktsHF1yySV0//330+23306tra30hS98gU4++WR6+umn8xlvIHfPmDGDnnnmGdq0aRN9+tOfZiPtqquu4n1Wr17N+1x00UV06623cnbchRdeSF1dXWxgeQ+xLBjsIbwSZhdyXPM0ZTOkDo6w2FfLSQfzwDCZvQluVkO4RqT8pt9ZT2o6oxmTJgVvvAiRlGAvUauCZzLd+cgI5EK0LGY3Hm5GaMhw5/tpdZ8nlyLT00wufXmVdHKp2WBWOqKlCyXBmnmyypKgRAiypPhdlQvth0IUZsM2SurgKGUNb3eRhAgWj0N//ft4AkSkcgKEdiP6vKt/FjuAay0dXAQyhCsjkjzQkU6zrEMFBe6S/SYeIdVg4PoEKAnyk5/8hE499VTq7Oyk2267jf8NvPXWW7Ro0SIuHXLQQQexl+qjH/0obdy4Me81uuGGG+jrX/86bd26lflO+DeMqn/+85/5c3zqU5/igrQoPSKCwcFBNshQx62lpcXV/UEwcMt3biKlIF3elAXDA0SC2s48hsXuxhu31kgxaKAqtNG4+/+0fFxaX293MIYgrY/Mjc1fuUHzIkFBuWh1hgkVqyLwAGpxApWVCdF9xe/LVv/G6nb6d87LH8uLkIcoZJYwkIVqnwt8g01fvWHcECo3uTbVU9dPLvKNEYtnsuFz17DRzSijBRbfZbZUcim36StvLpSSAPB82pqo7ZTDWdcm3NFS9pxsbOoeZhhGbsYOHAtjUGrlWvb6lHAmI2GKL5xDuYFRyqzaUPEZRWd1cmFkrRRRIecvv18kQh1f+AQN3P6o7bjpRdHnasCqiC6P9as2Fnj9it9X6xnHFAlXFj6fqZecznwtt3MGRIE3fv66IsVv40D6ZzRCM3/xpaqHzJzM39ttDsPgWLlyJf974cKFbLy4Abw98ASNjIzQ4sWL6R//+AdlMhk69thj8/vstttuNHfu3LxBhE+UCzGH0OD1QQgN4bH99tuP9zEfw9gHJUj8mwWj0sgTrwqpsnIGGYo1Tm8vIBkaGWST1ZsgU4uHBeQMZV+TTpMhLGecz08DqIgHxMtr9uJc2b6hcWOoXFZgTvMaYb8E+QMw4jJrNmm/oI2xgwjcCk0eAxMGtssml4bMM5BJXBD/x4JJxAsgoyxJofBgUg+haUViIQvCi7czj2X5C+0PdD6lUSLDlBXLk6vZWDI4REYCRDZHA3c8LkXNWnb/kKXpU6mPiZUqsheuHCgmr2/ne8eCBIZT+u112nsqdruEQrzdLwuX7TaIYLB88YtfpJtuuikvyhiJRDhU9f/+3//jyvdO8Nprr7EBBL4QOEB333037b777vTyyy+zhwchOjNg/GzerKVK49NsDBnbjW1W+8BqHBsbo/r6+pJrAl8JPwawryyIZMFEZ0zh9FGQoQEmYBvZUIipFzXuSIUVgUgWiJ9XQ9XOhDCOg4k0Nn9G2XfB51FVHiC8HEDdhia9Em/08lzsxdMJumXDzToXpZy3b6KQeuM9jaOGa8vkSqubh0O8HfvJMIjMbTq603Si4WQ+y4ya6kjtHaLhJ17mDCr7TCs5ZUmKOV2E8HQ0SomdZ+Un81z/CIU727R3Z/IioR+CT6mOJrWDKQorOJvlBFQYWPo9KH1DXMrIjVEgK/NWtifbqo+1nLhYinBlWievu50z8OwgTZAPFSP6YbzTiDNRYF8bRCAnP/7443TvvffSIYcckida/8d//AcToEGSdgJ4l2D8wJ11xx13MCkax59IgJT9ne98pyrHLlgxVciCaThsbxq8/TFSMznKbekvcTOH25tJTWaEGrddFkgtQlYmRMFx8CxMRVn5WM0NlHrP+wHULbwUb/TyXHmCri4rUQLdWOL9/AIO6RVO4HlwmFwv5hmqgqwH9Ib0sUNBvxgc4ezTzNqt1H72sdTf3etZppVQ3cH6RJ5HWdCfYxHN6MEPlyIpel78bDWvIWstWQkzChoFsjJvZWn62PUxRBQMQV43wpWqTpgWES21A+4LtI08pYNPsn2iwL41iO688042XIwq9wBEGuFpOf300x0bRGZdo/3335+ef/55Tuv/5Cc/Sel0mrk+Zi9Rd3c3k6gBfD733HMFx8N2Y5vxaXxn3gexxHLeIeAb3/gGG35mDxGy02TBLguGpdr/71FSUIBRLU3Nz3X3aZ4ihA1sMjPsskBqEdIyIURqMfUNaQNomzcDqF/FGyu5/L0UijQTdCupUGM79vML4guLvD4V6mKV7CdL1kMXE+TTmYvbzuwQysbyQn0d7QlhrILxTueGGeMdNSQohDBfLm0+YmEsBoRo6BNJMgrcQtZiwdzHKkUMMtsGKNbZyjwrN8KVZCJMu33vMAbzosDT3YsC+9IgGh0dLQlBAdOmTeNtboEwHMJVMI6QLYassFNOOYW3gbOENHuE2AB8XnnllVxTDecHli1bxsYOwm7GPg888EDBObCPcYxySCQS/FNNWK2YFLhVMcCj0ceipVwJDF4UIzUes8nMkJ9B5gdIy4QQOQ6et6J6Kl3gN/FGK5e/rBp2wpXBd5nFBF2EgRCCMvh3HFqBRMIus3wlOYDmwxleBrm0nKgVJrawZFkP1oAxVU7ni8EAG8rLenAYyiYbywvEdu6yHe9CWYVC9TFSjbGR78t0czCO62IU62yTahS4gazFgtGf1UykYsQglMtxZAHaUhU1mASEK+OSJDvMxmC1RYFlwvGVwJC44oormPNjAFwchJisjIxKnpgnnniCdYjAJcLv0Aw666yzmBV+wQUXsKcGGkMgWX/mM5/hc4BQDRx//PFs+Jxzzjn0yiuv0N/+9jfWGPr85z+fN2iQbv/uu+/S1772Nc5Sg44RSo8gpX+iYVjgcE/i02gYmVWbNPcvKyUrplIc+koYA2gsSpGGOspu7dcIh3AVgycATkIyzfpDiNMajRsNFMRNuKfxid9rFQYPC8ZgcZJkvmPPnWbbsUWOgwEUAy2XHiiDakkXuIHZ0HN7zYbLH9kroYa4lpnUEM+7/LMbe/PnYu5aMs3ucXzyM5T4fIxwc7i1kSJITOhspcj0KdpnfYLCrU2+SxJAzTSECCiiTwgGwdRoblCUr09oxVilQE/rN5GONS+RcV5tW+qt9/j9YawJtTRQZMYU/oROEr7He3d0VoHxpdI+IuOdZsyRdp0NeJ7wmuNvwvw7vg9HwmwU4HdMuNwGwSlDm4SRoBsFiXnTXY8dzhYmlRdT2C4iwgsPGjxlXI4lLzsQynvQsB3ClPD6wahRx9JMycAnfu+87HTerpUsqvx82iT1HyfGYE17iBDOQpYWNIT22Wcf/g7GSF1dHRskTgDPDsjY0A+CAbT33nvzMY47TlMTvfbaaykcDrOHyCzMaABk7vvuu4+zymAoNTY2Mgfpu9/9bn6f+fPnc9o9DCBcO677N7/5zQRpEIkBHSQUDlF0Wjvl+odKM9HawCFKaSsqi8wMY9T1W4aUX7R4RI7Dqyo9DbVWhBBliTeKuPwNgm76X+u0tGoM2MbqVQ/rJhbOlfZ8Sgi62RSpPk4SKMkqLXo+xbXV3IIrtZcoqRT9rig0dN8KabwvkfHFzstoN94pw6M6PyhC0dmd2nM0hY04HBiN8qRft9tcS0KwnZq1LKNAlidbxIPGiSE7d7GOkhX3xyvR0pzJS81jTtH78qNnfbt1iBAag8ghPC4AtIHg1anEyal1yNQhEgFWT5sv/622IkdYrIgfpOB3DK54c3rDKlcTDd0GfID+pcttdTlqEbIMPbvj5ImRo6myAyhWX357hjKuuaAdlhnQeYU5lqbGw/emwbue1EjNxQiHacpFJ1Hbp46WeXu+0oSyQl4fBrouHS0Va6vJ0gJDqYytV906vigqKu5qqEKHmxsoPKXZ8r3OuPICWw5JKWm4dHwBrPZBmRBwmazGO2U0lefIiOjj2LUPLxaJBe/ehaZPif5WOe06h/pbXmiGbb78txyKtZqfRNqY73WIkFr/2c9+dnuvL4CjFX4rhUzZT8YK3yjLEWlpIGptLLHA0fhyhgS/4EqwViYZA15kwBjbmYCql15QXJZe8OI5y1gJFnCRLIj7oytex01VulkafvhFziqReY+1kiQgklUqM8xnLpXBOkfFQsE8gWrb3fLiRDyI6DPsuBbwMmoyAOXHuwREBR3o49i1Dy8yb2V5skUjBk68LdXuP/FdZ1GkrZHS72zI67oV1OxM9lPcZ3w/YYPonnvu4fpiIDnj31ZYsmSJrGvbYSHSkcxlObDKwyBiBlZVGAWhNCsSx7WqfO0378eETYw6NcP86RRehi/dDvp5l79B3C8T7gFQ+qC4RlH+d1KrIjwoC7VinIqiuFRGOTVvGGSGl8ZNKEeEJ8K125A4ZrWPoAyA7Ofoxdgh45qNfkjxCMX0cGGxB42y/uIxajB4c5q0hCapYAyepu21ZhB9/OMfZ4FDZHLh35WAG4bidIDqdyRMdCNPvGLJE4lO1aT37VaCKJpYWCbEH8KDXkE4ZIZVrsnljxWtk+fjpViijEFfW+U1javN5qFyKC47BlHQtsoZVAY5NpOVJjwoEzKNUzvDyistMHMmXr5UhlLI6Yq/bw7PRWysuOCYiWQzwpuKZmE3BhkyAHaGQy1qqrm95oKIAcKuJlSTx6i6WCzw3/UPU7SzrbQiQ12cF1PY7ie5EmGDyFCkLv53gIntSPZepMXUd8vDNivBiFCZEL+lR8qCnZEy9dLTOVVVlip2rT1nZVSvkVcOoDAgw9FOZ8cg/PsIMo1TUcPKC4+ESKkM8AoBt6EcEdIwLx7w/gW8UXg2IoZDrYRLZV2z8U6h+pxZvbmgQDB+sGiRnV055nKxkDeWO1ooplM6zF4tNuR6Bn1HqvbPyBvAUWq+2YtUKc0S0vv5tHJI3nNKdJI/+XfdiwRRr1pLj5SBYiOFQ48Q90vEmQQJLwhUqqFW7fb51GIaamrlesp295dXUja+GxmX3yi7j45wY4Nv5B9E3rtW80pxLUvgNH1dBoxxAaUx2DukizTid4NMbzd2iEx6ZtkKLJTNkgv4nWUrFnSx2KNomrvVeJf/Ox+0oYlAwaLC7NWTvNgYk9CmC6Q/dK9QuLFOo3YgdOZDuRJhD9HPfvYz4QOihEcAf3mRrFYWRpkQQ/EaeigoGYL0VmSi+DU9UgaEOBAbezRl27bGqqti++05p95ckyfq5yUezDC+N7hDTN41Dc4mrR0QLP0i/yBLMK8aXj+RMIXIPiJhGrehHMNz0X3lzZTD+GKU0OD6DCEKtzVx0gEgK83d6zbkh0QTo52FcipF9ZqL+X6JZ6nXXPRTKZ64JOkPXxpE0AMSAW46MIi875B27lirlUWksY4HFWSkKQOjhanT3f06ZybmO0teBkSyqDT+RViYgFrpfcnSJPEUxvxmcITMtoPpey1rCuUEipSRDeHB5gbKbe6jngL5h4njqckyTmWXLXGr51P8/ETCNFLCTyham+eRAUj3x/eaMKgsMrThuVCGk9zmKBrXRCZXbahKG/KjAR/Way6aoUgsj5OW1KZlZdj50iBavXp19a8kgPQOKbKyGH78FW6ouS16ppAZcIP3DbMQmt8seRkoyaIqU/4EKtVRSBx099qudKzeF1ZUTlZMKN8ysvwlzuCKTm+nxqP3Y9E1LxFfZBrw+HJNA2Ro3PiJ7TSdsuu3auU0iiuVRyMU33kmp1b7hT8lyziV6fUT4TQBXpPy7caXnuvv0VS2wVPigrt6SltO4e+xfdavL3XtjTLGMqV/RFNXNjR59L6KtidTQmQiEiD84F3OSTyXl9mVsuDtCBvA0w4ptrLoJqXfunFzeRCEjXxmzbtFPovqnfXaF9EIheAN0gsQZpNpiu8ym9Wqt11rrX+SfOkd2/clumLq/9Py8QrRegSi57q7qO2c46QLHFohFIpokxwMnXw4zKi6qe8UjVDzhz5IA7c/SoR7b6zL20NqTmXeQNMR+zC534tisyKQ5c6XZVgJ6fncskxTJvaJUQmAvwNJBb6OgiwyTXeGMzFNkgtuvFF416l3NmiFTcsUvFZDId4uQ0LEbwkQXnqXI5LPVWtZgUIGkbnyux2uueYaN9cTQGKHFEqL3ZrSXN5WSGVo+OGXqOVDH5hUsXn9Ssb/iUwc9vUXxobq99/VsjI43gMUae3eFxRp7VZMMIZ6f3WvFrqEJ0/PEELpAv4evDCPjCJlaITC9XFWCa5UUBPbY7M6qGXJIWzE5QbGjThkNLUsOZhTqr0qNisy4cly58syrITCFO9u0qh/Eo1Kt4CUggpjmT1DZRAJ83ZDcsFNn8/2DZUoNReUr4BHaniMRp9/i4YeeFbaQtLLZ13p+XjJx4lX4Vy1lBUoZBC99NJLQgcrbjwBtg+yOqSQtS+YoZF6YzXRhz4gxZDxU2w+1z9CIaSFogaUmQeBukktjbw9n/lVoTK4k/dltWJCmAxGBb8Tc82iSIhUGEYZbXvLqYd7Ej7T6nDVUbihTpPfZ2FG/TmAY6XL72c39tDgPU9r5Onp7XmSNbxs+L7t9KOkrTqdeE6two4y3PlODatKfUek7hPePdpd2KW6tFTkm3qlcX/caHHb55XBEa1fhE3GkHEWZC3hu1yOhpe94MlCUvaztns+XvFxQjXK/ZEFoVEV1eYDeAdZHVLE2o+2NVJ2s64lU86g1VNlw3UJKYaMbGKkGwMNf6OOaTIEfO9R09/h+YyMceHJ0RdW0pBJuBKTEocD9MrgzScudvS+Kq2YMHlzmAwTYblBPxLh7div+Xh53jqR9hOeNbUsBw1p1eCh4dlEprUVtrHmBq00w+OvUGxup2shQCee04Glj9mGHdHOEvsscMXVEjWsrPqOsXDJITW9Qt0nzUAW0/PxColFO+UzDdVQYZvV6mzpbcUopuqiz+dLkrDntEz/1o2lXN8whdsaq7+QlPisRY18r/g49RPA/fFLxCDgEPkQTjtkpcZktvZzW/u1YxWJtMHb0HvdnXpGkU7+yJ9ID4+ALzm93TWnySkx0g5uDbRwcyMpSazGFZ0/VDSgZ3O8HYrgVpPw6JOvsrHidgDlEhh45HhHZS8Yq+DxUhnVHkTM7UfN1+FKFNThajp8X60wp5V0wTqUZjiO+jdbl2awu3ZRT1zPz/9Mg3c/aRt2LNd+hh983vGgb8eTEBH/tKv7FNt5FkVa9VIYPkljTiycTfH5M7Trhip2mbEjNn8GC7+67fPmkiRGmK6gwCnGO9RwVNzXaKtG2KhSX3Vi5HvJx6n38Fx+iRgIG0Qnn3wy/f73v+dKsfi3Fe666y5Z17bDwkmHtGtM+Bnnd/SV8DtaP34oDd7xBGcJ6ScouZ7IzKk0+vRrrl3RToiRzqtsb08WiKqtusuEe7W6O9rz4ArbrZVXndltAxSbKpaJZgV4KDjKgFT/SBmjiCUAtP28GkTsVovwoIl4x6Izp8gtNlvhXAitgENiF3aMLZhJPT+9XVoWUSWvn9CEd9vD492uQt0n/N52xrFM7q+0uPE6lIFzdVz8Meq+4vdaSKuMV6f1owdT7+8ecN3nzSVJOJsxk8uXgjCyGWOzp1G2Z8D1wkR22Miqr8LIc0KP8JKPE/LgXH7K5hM2iFpbxzsy/h2guhDtkCKZTQDzO6IRnkhBQAypCg9G+D6x62xWprUa1No/eZSULCFRYiT2S3hAOkdaMP+Nkqq86sRqk4UqrVedjYfvzfXg3AygCNcgrANPBibvciGIcFMDC955OYhYrRaRQSTqzRQtzeDKcwpPxVjaNuzY+4u7PckiclIA1a7uU6SlwXJxM2FpzHE9G7G4sG88QrnhUSl93jwmhkZTFGqLFYxl6GPIBh344yNSPDuytZMq9dUWh+H2WoRq8o6BlxnbZRYbwqh72n3rw5QazVCoUwu312OROoGZk0IG0Y033lj23wEmtrirXWaTOVU3YtrHGCDM2U/Tv3Me9d7yEGXe3qBNOLEoxXadRVPOPl7YC2DXaYWIkXCrlzHMqkU6Rwgo2pAonYj0au5qFt/ZczfqD1hIid3muhpAwV0Bx4XDOiDRmsI9zMcIh6n17GNp8E+Pep4SXGm16DS84LbYrN25YDAqQ2M2YUeVslv6S/pENbKIHBVAnWpd98ngslktbrzWIcrrnC3oKq9z9tALUvp8uTGRsilSi/pYKByS5tmRpZ1k1VcRTsT79BM3zAyeJ6CzyZ8qj4Xav/VPxWK7olLyn6up/89PU3pTj7bohCevq4PLSiFZY9umAQq1t1AoEqcoMnqVzIRmTgYcIh/DbmUuM1UX55opwQsggxjJ+3lMOo/qpGFjIsKAruikYUxWqGxvN+HjWYkMoFbcH4PwmycE53QvQFMDG0v1++1Kg3c+6RtNHy+zUkTOBc2j/j8+Yh121LOf3HJNRFBQ0ykeK8kgK1cAFV6hAuEHGEiRiMZVs1ncVGM1XSlbT0TnDJ4fHoRc9nlRI0U2IditdpKtdxDh9s5WDsu7SjhQVcqZjBOtko7xqR+L+7q2Hd6Z9LubKTM4TKHmRoruNJ0NbBgxgGHUFNefc4Lk62uo73cPsMc21FRHoVg9L/Qy67bw901H7qtl9uJ7n3jHhA2io48W0z5Zvny5m+sJINghRYwCp6m6srwAboiR2I79rCArC6Rggs2ThuMFpGGntZjsBlAR7g+MIpDdy01CKGjpJ00fwE8ZMMgaG7znGcuwI6QEQg0JqatyOw0ZcF9gbJdkkEXCFEd7sTG6Y9OnMFfNa20cK5FQ6HDZtcUQ7hVEfBSUdtHnC45r08e8FgMUkVPI72v6UeJRyg6PUd0he9HIg3+nXM8QUXMDqViMpXOUwzNvaqL2U46krcPpEk+M4Y0xDB4nhgo8ikh2YA26WIRiczo5HFu3x05ynomq0tA9z2jGUHvzeJuNx4naY6T2DdHo8yvZY8S6bvjeB94xYYPoscceo3nz5tGJJ55IsVisulcVwBZCRoGkVF2ZQnZ2xEhstzOsZGaBiE7mXvAJzNwfGD/lUutlpgTLJDT6KQPGLuzY9unjKfnCSmlZRLaJDQfuRmMvvT2e9QZPCcjQYylSw2Gtsvuusy37FzhqA0YRZo9W03YioS2fOMy+LSbiFO9sZa+Amz4/UYRgLSRU6HkxjBI8lpGX36H+Ox6n1IZtbPAp0Sh7m5s+fihRQx1trWskUsIUisZIKdJrUrNpUusaKLdwPilzutiAyGzqIRpLaqGleTM5tJR931waTml14dwCxlDP9X/Ryq0YNlSKKPXWWurZsI1J8jKMosyabr4X9gyVMeCpqY6yKAs1pYlyWwfYSDI/nonKnBQ2iH70ox8xf+j222+ns846i84//3zac889q3t1OwDQ4d7rHeW2wOEtw51vLhulZ53wv41t0zqof24XZddupnCinscqQyuQG9NomuILZvG+2TXYJ0FhrCT1CgwYlNThJCXmd5Gy0wxKgjisn9+gX5jPWff+XaUK2VUiRooYViUGWmL7juNlZXC/VZGuRnkCv2TA2IUdOeV+4Rwp7cc2pf6S02nsubco3JDIGwTsGcHzrouzQYDtracfadm/4EUZuPspz7gmIiKhw397nnmGGF8qtcXEgpnUeuYxtO2apa76vEiIiENB+LeCR5yj1KpNlBscoUhLo1bLEWV5DCtADyWZQ0N5j4spzOQkJITnhOeSXLeVRn5zP7V/5sMUntnBxmCoHc+n8Pox/sbmTONagHh2id3nsSHBCvHNjfnvZQHn7L/tEVIgQqtNKvlKPLhpZWCEt0///vmuz4t7sAqHcZsaTjL3cuSxl9ljpKDsT0SZUBFIYYPoq1/9Kv+sWLGCfve739EhhxxCCxcuZMPozDPP5JT8ANsHI75bUhrBBrElh9AwOiTUlk0dEh0t1NhI7R87jI82wPuMje+T1fdpbqb2JYfRpsGU2AnnziT6z3Mo+x467ShFWxootNMM2gbCZN+o5ro3GXbjfU77Nxtku+1EsS+eSoO3P06Z9VsphAE+EmHjDdlstNfONJYuLSVSbCBG9tmF6k86mAZueZiof5iNPD5HYz21bkfGTbUrg/utivRElSfwClZhR6BAjgK1/EwZW6LtR6gG2W/u51TwcEcLRXUOkZkwraQyQirmOJdTQ9gNN6xYJDSvCsA3GCIlEqXsaJLqd5tHY1v6tZAzBCSZJJ7TMjgbG6jh9KMou+cCqvuPU6l/6WOUXr+NVBiF8IAsmE0tpx5Bowvn0chwKp+kZoyHZkPHHCLCj52hkve2FBF5vQwJDd27gpo/upj6fv9X/p2Kx+j6BF9Tvt2EQqzrVC0wZ8iQVzGHkzVheUKyAbZjv8TOXa7OBYPOKhzG30cjVLfnAm63/Cw3biMlObEFYB2TqhcvXsw/1113HXuLfvGLX9BXvvIV2rhxY2AUeQx07vbzPzLe+Yd1V+ucaQWdX2QfYYRCFN1pvNNmuSOJlf/IY5c5FP3Ps0g1rYZCO02ngVCIBlALyzToVFox8ersr/8gpb6BQm2t+XIRqLu26YHnqaNrOtXvNd+45AJjLX8rFUoOGAun8coDmkGHCSa7enN+1YlBA2RSPo5pwWWcyzgWMNYzSMmcQpFYrOS8/Bsmy6ExSvUNUVQnNuaNyyKDxQjz9d26jFO2FSMrELXVzjpOmqZPraf7Vgo7Gp4dq3IjIhlbrKulG5XIllKKjQaQZjf2sleCPTdIM68bTy7nhXk8xpy6kd5BNhR4Ypo/k7diWTCaUbi+HvpC5PSjaPj/3U1q73De+GBDeBiLnUaacupR1DeGrEiVRl9ZRQN3PkHpDT2kQEk6EqHYrKnU/IlDqW6vBXnvx7gRUkjCHVjbS4OJBlKjpdlh48KlCo1G4xT/3MfHx5dkShtf5s/m8WVo5zk0NJQi2nkORf7zbIoW9edkKETJMS2zSAZKvTaFRF6MhV6FhLAdnj2p468LpFdtsM74C2sJL9jPrUGEdwsjFM8dBmKJAV/GO6au3UKdSro2lapffPFFevzxx+nNN9/k0FnAK5oYoEPZuVpF9pEJK0PGgN1qyGqVh3sxVmfhKS2Fna1RpVzfEPX95WmKLJorfI921+x21ZmOJmhbXT2FlBDzCUrODz5BfQNlwnGK95RPQTaHMFPDaRpUo5SNJojUCIUx4akRSo5mqH5gLG/E5f+26FipWIJ6EvUcTgpHtGFg3A+AkIlCaqKOIrEEjWBCK7mW8WOaDUDz2t2YdLe3neUnbdOEbYQ6zE6CfBjEZLzm77koDM3HURTacutySqcUCs2YysZMnugKL0TfEG259TGaOreLjRhFUbhtQFMHUgxoGzhYcn0v9YaiFKqDl6108Fbro6SMZDTisNV7r2sgJZKgeP/4YqAsdp5Doc8uoeE812RMa4c7aVyT5K5zKDmarhjKSSGU87/3CxkFkaktnJBRol4//nI0BfupLb4ZX4S8Nvc8w9fqRUgIxg/2q9t7Z0+fjz3GMy1Lv5cD3BvaJLdDUe/Ygi5qmFJ+geZLgwheIChW42dwcJDOPvts+vvf/06777579a5wEgMDc+pf6ym5oc9VJxFxtVbbHSvTXW23ymv+8EFCqzMMQCL3bHfNMladTlZMdgbCmPl6mut5oIGXKLN+G40JTnjqrE7K4Af8hnii9HpG03w9qVmdlEZ5k0mE9OrN1L+pj0XiQqFI4UYYTU31lN3UQ8nV3aSMJiu2DaGwQDxeQBzdnvduhp3xIcsoqD9odwr/4SG+fxiMpdl6CuvIYD+3CxwnXhKr4+B6nIwLIgu3SvuIhoR4Pw/HXyvEd57JoVqEbKmc80VRtazHneGh9C6C4ScIG0Qf+chHuMjr8ccfTz/5yU842yzqQcXtyQojMyW5dguvMqsR5/YaMgyHwgG9SRtYMCFHQvy72jdMw4++xIKJrGthszpzfc2f+TBzAdxOME5XTNVeBTu9nskE0dV98p/vaoTPSm3jvA/bGrlxDP4nLaa+G8V4JCKwmlxFQzl2iwV4HFs+dgj1/9+j/KxUs4aQni6P7djPqzCW3XEabXRtzOOCiIFm56V2u8BxKo6okcjHM9yYQC6wDYk7+D3X0ETb5s6hTHcvKcwDC2uK0XpyjwpDr7OdWnIxUv61NZ9hl9OPYRwfr3/83ypleoZISaZIxRjU1lgq2rj4g5QZGKEc+HN4B5Be2ZAmZf3KAhFHLPfqYmH61Afm0uHv66SJQEgVFDAAV6Krq4umTZtm2XkRSptsgDcMJUsGBgak8KTMmSlqawNtqGswDZBxaXFuL4FmtO2Hf9QzKppLB4i+IR4gpv7nGZbtB6v3bdfezl763EhSE7TTPbzgyUQa6ji9lWugYtAvq1+RJjWZoamXnGY56ItcM0Twsr3DFK6PuTqXAbcDMau74vnUeXc9kw35NmbxDJWxTN6zY9We88ZOUXjKMHbaz/9w3stYbe0XIPnqKuq94V5ePJQN4yG7q2+Yplx0Eody7IA6ZCOPvVLIE4yEqfHIfWjK+R8pVDLWJ0BMvjzBMc1IoW3/725Kb+whta1J51ppfCtMxLnBUQrPmEIt555QmNJumsiNiXfg9icojVpljfXjx9GEx0mFJwtCkKMpnnShYI1z4Ec19svlOBQcWziXku9soBzCwpEw5fSQKV8/2v/CuXzO5NvrSclp3ynhsHZd+t9E5k7n31Prt+l/FyYFWWzGc0CYdGorqSDOFxgUejac+feibeP3rRk6Oxq+97E96JzFO03I/C3s4rniiitkXNsOj+LMFM0dHa5KnNtLyFqZYvUGYmsuhWKQejZEWPOMgECazQxTOBGnSGcbcz3crM6EtDK29GtExBb33iiRkIfMVbCM66llVJysZ0yhsa5OSm/cRmq8TptcdVI075NKEXW0U3ZojNS2VlKj8fzkikkY3Jpce4xyfSlqHlIo+9EjaeTvb1G6b4jUtEpKJE6hedMpvt+uFFHrSH1tE6U2DNFIuJGyLdpkyB6XcBPF3x2gyPDavBFhTIy8j/HvMiUSlKJVurEtC89W1868+udJHLXCsI3ruOmTOgTjn99K6st9lpN1LpOj3GiClD0P1O5df0ZsYPSGSLn6cTHWSbyLaKcKJF2jNOZtL9kfJ9ZBNKOj/DZDbaBCtyhAd5qo2cIDsV5PJGhor7zPVp3vVWchczCYhvktcEEBzJhIIzAwiDxGcbqz6pL/Igo38XLZJEMrhLD6S2e0eDZi9Mb3nGsf0rxD6Qw1HrEPDf/tOVdhiIJrhiGVQVkFreRDCOKjOCZXmA8LcwWchDyMiTqTw4pQoVxOoa33rKB0KkfqlLZ85pJSF6dcop5X06EX36UMPIpqhFRd7M08WUM/JtfUQs2jROHVvRUm0NKVuPbvOsr15Ujp3VB2xV+uhpGTydr4u+xIiq9TiUTyK2hNV6b0GJrrfzwkILqyNoyJ7Zqk2/RPEfHkZ9aPT9bTiibr13q0HwPRdqLOokn2X/3aj0w0mFbBlTR0+0GUF5Db0An3AWoHrEmH8BcPmSEKh/Fv/Xf93yxRAh4YqRz9iUAkMxzS9sdGLEghZ5LOsNo4/jYaj3IB4hg4dqs3EY2lKBKLMD0bvkg+FobLdJqiDXXUsM/OfD7jWsaPTwXXxJ/hEMUiYZrSGKf9502ZsGcXtHaPYZfu7HSFL4LtCdPATRzp6qDGExdTbNHcvAvccGEXT4ipUIx66hpIVcKkxuLsos5P0rrQW66xhZpRd3NNb8UJNLV5iPpap2oTmh7j1lzjxgoese4wNSj1lDvyEBp74z2Wv+frqQtTaGoDRXeZRaGtOVIefcdyBZwZGqOxGfO1c+RylIuOu9fZ/Q1X+dwuzf2OCTzvhh83QlQ8F7yzR94jRV1TcC/lJmrztZRFfKaedm0xUYto7z2NiVqfrAME8Al4cjUmT+N3VaVofYIieoq/MUkakzdP8BiToOekT9jG3+cnYVXhCT4xbzqFRpKU6+6lcC7Hx+YJGxpis6fyRJ1+Yw1/j1J3+evhT5WPgf0jCIs1JgiiGvlzqdr58DehsRQ1HbonJWZ3atdaYZI3GyKGFtu4kVJ4n1zyDR7r0SRFm+opjmPrRkTm7fU09H/LNSMExov+7GCwROviNOW8D1HDHjvljSE3SFbIUuTF5uY4J7UMrvuXddi+N0NTT3u/o0U9DKI5tZBl9qEPfYi+/e1v00EHHWS539DQEP3yl7+kpqYm+vznPy/rGicVzKUXHmqeSv+M1dNgKKK54tldqJASn0qxNweI3nujcGLNT67lKw0bZDrztmwyTdnBUVJCU0mZPU0zLPQUZuWBVaQ+vFYzbDDgxLpImTtTq0BtYNla7UcEsxba7/OUwEQ9d1f747y+TfuMthJBh8iM1YPajwgaDSvDZU8ZSIodJ4BvYeg+5SeoTJbCiqJPwJosQX7yxPdYWExpLpngtElMFyJNZyi7fqs2kWYV7e+MyRf7RsJ8zMSsqZTbuI0nfqy6+W+xL64hEqb6PXbiEhiosZd5ZwNrRPGxsLJuqqf63edRfMYUvsbh2x+nUCqjGwvj18zXDwdoIkodnz2RIpFIxck6++5GGv7z0xRprtPU67NZzcAANwYeUdzPwAi1n3UM1S+aZ5rY9Weg/45z9l29lHLrtlAYtQwrcQu/YM0tzPP94F234nTtuwcLISqQ5IBOk6GKjSK6w5uo/sBFNLT2bT0UX4Zjpa1o2MscyTVa8/R2ny7Ni29H4N627DkK9w9pHLChQl4l2mnyvhXUtOdOrmVGVIGkDZlJLX6DkEF02mmn0SmnnMLEpJNOOokOOOAAmjlzJtXV1VFfXx+98cYb9NRTT9EDDzzA2WfIQgtgX3rh+SmN9GBdhQl5/RBMTDmPMVom1FOgrMgSyHLOFaAq4NWgviKO8ISkrZoxKeYn6nCYovVxisRjSALKT3A82emTvDbhjU9aZvd14SpX289woRsTvjFhFk6gRZNg0TZMi8nHXialf4gi9SghM77a5okaK+IpzdR60mKKYMItOrdhpJRbWVdadRf8u3iyrrCteDKxXCmbCNNWEwxIzj1PP0mKmRNnFDflcCxpnLjUNubE8SSUK5rstw1RLJ6k5t0WU989KwqvJ4VCxJsotGU9J2Pk+oeod+O6QqGmksYUoik9W6jxkL1KrxsellCI0tkkbcslSR1IklomuQGK6LjKqdNaKd5SZ9l2203ZjOp2hreFsiJPWpzPCIXxZdbH4pB43xC/D02QSnu2JXIC+juKgBANBfMqZ5CJyoyk13aTktbbEDd6vfwIhDlDxNtlyIyEBaQLmLuJJyuRRlBTBtEFF1zAmkNQpv6///s/+vWvf82MbeMhQYfohBNOoOeff54WLVpU7WuuaZhLL4STaSLrsaRmkI9PY4zXXdXG6hSkaLh12dVrmkDLTtYgrG7cxorT4WhYi3PDHY5VaiTEK2ZMqvGuKVqNNhgF6Hw4BowDY0W9aC7FO1orTp74HQPe2NOvsUERSmf5WJoLXWWXOVaYuJ/WEz5A8eltWtmfbYMUSqYo0pCg2PR2baI2u8pNcXizt6HQ8Cg1IoxadH3X3Um59Vsp0takGSiG58K8mr5MW00jzDf27BuU2zbIAnmsHSOQBl0MN9wx4ayuDe9pLvZ0KW9FVdOkbhigqfVE8fnTyC8Q1VGxmmBEOHFsLPUNsqpxpUkIWVoo7montxDbbY61MQSAfL1lwNYrEYbS9tru8bpX5kk4NUSxudOFjAJZejR2xxGbzIe10iowLjjV3CgAOS42ieM0H70fDf31764kMkQgJKOx/EXWgzIb1NpN6a8a0YDRJCvouzW+mkSSNhDpaG92ndTiRwhziBKJBBtF+AFgEI2NjVFHR0egUu0QRh2lD9zzEjWOjtJIBDFhlSf2+vfNofqFs02r9OLVrGl1H668que09TWbaeSBv1OkqW7c7W+szNmNrrALno0InTjH++lGQUjRQwNYCV68hBr2mm86b+Ekb4bbibpsRWYA52tupI5/O4mG7ltBmY26+zxb1CG3DlEsNkZTT7V2w3OKcu9mTe8ohv1AqkZl7zARSNWUZaNpypQo1S0yOnd1O3liyWJ9FYzaUJUH4nKT2egTr0kVupOVDm4mr/MqPFP0nH3sYnebFdj0oQ8W1Ogq8UjwP6BYrRVRLQt8PzDCGY/h5nrrUhHTxULA2S19NPrUq5b6W3k1Y1yn4dnCxeYJcOJGs6xsRqvjsPdHYDKPTmuj3NZ+Do+x5wtkQNh88SgvWONzp1PjMe+naFeHK2NYpP+IZLqCO5VP9ihXcgODOoyi4VHX4bDR51cKCU42HbWvsMFYS9huUjXCZ/gJ4BxGHaWjhpN0ZH2cNsTqNJfucIbCr/VR+wdmU90e81w/2nQ4S9syoxQay1SMhecySVLHUrYx9aZ0ihrrKqWsjEPWRF1Q78tUPgD/z3b3yhGfM6nN8vMpeka8svfY9SuymvZK6E6WHpbxnFGzq2L4xccu9kpCiCITDIQdteK7mfIeCfQ7PAMYh1aTEELaMESsjKbhJK/cRYAQi9V1wxsFjwNCmYYeGBII+J0lYqwHhgnXSTasLLXmSscRVY82JnNlLMVeuXwdu3SGwvV1+cncrTEs0n+EsnNhsGH1iedfQWEa28NNDa7DYdm+YSFldVGDsdYQZJlNoA5RZJqWWh0OxwvIgWYdIjfuWJFyEYiVZzdsFepsXipVgyEend2pDWL66giDg6ZU/bKUFH8Z5TSqAauBWJZStdPjuG2HssIvgPm85ivgQxfXcCsq7GtsN9c5M34v3s8o2KsVvNyUL+ob27mLFw8ZSGis20yhhjiFlAwRiLu5LIXCETYa1LoIqVu3aU7OpjjR0CipKRiDmqcoDEOoERIKCsWmNlJucy+L+eVDMYaWUt8ARadPoSy8uclR5hwVQ0mmSVVz1Da7g3oyKU07q9x71x9KZEsPhVoaKKxm+Evzc0S2prK+mwm8kWntRA3NpEBlGBlYMNxwb8jW7B2ijmyK6lvq8hXq2emVd3wVFpDNn99U0d683VyTbvwY5YvP8t+bCtMCkQUzKMH9uZvC7VG+T+PvOZGk0mSe1Qyl+JzpJZO5G2NYpB8KGXFMso9zaFUru1HEQ8P43FDHXi/22rgIh4WGk1R/wEJNod3G+zMZNcwCg8jHOkRWdZTMnbbSZCVERDx6P66KzTWLLDobJgIryBogCl3IumClGU3QyhnSBnCXpD4/l6+oNBDLEsCsdBwmaGPB3FhHCtSFQeYcTdHQn59iHkuIJ48oxWd2UOsnDqX6vRfYGhmY8FNqjjKZtPYd+Fn69yCGw+OfULI0q62e+V/FT7vAUPH4XRgldtBntYkzykkR4AFGczlqyKSJ0iFSunvZuDO8mfAKgdiL3yMdrZTrGaDQzA42miiXQ163Vq2+Z5DiC2ZS65nH0LZrlpK6bYBCzQ26VynL2WTwxky98EQa+OMjnIwRnlpqvIeGRvk4DfOm0SC4SVhEVAK4eNlsXkOmGGo8ytmuuI9wJqMZYEXeYTaQImFq6WihRMI/08i0s47UqgBs2VbyHAnP8cwjqG5qE6mH7U7KIbtR6u0N44buLjPZ0DUbWoYRxr+bwpz4u7H13ZoxDM1t3nfckFUaYqSu30INm7ZRTK8NVq5Acf2uMynVNYU9dqEpkYJCupxBPDxGidnTNOL06k2kYB6AWjb6DsbpmF7Yee40Gn3+LSnhsLo9F3BbEvH+yPL6+QX+ack7CER1iFL/fJeGreoo6d4Wuxi2XQgGBsrY8yu1zoaBGsKHumucVyaRCMfUZag+iypV2/MAVAq3t0gh9VW7AGGJ10H/t4j3QvsoNC6S6SRlU0kKN8YorGZ1wnX+7jl9S02OUWcuRQ1t4Jvo6d9FVelH301TYmyEwg0tFFY0Q8UMNaKQkhyhlpVraOj+FRQfSWlGfGOdFj55dx2Frr+L2i77JHPirJBauY4awYmCK569JJlxwwHhl6YGUvuHiFZvotjCOeQXmEvs8L3HGvjeYZTg+7bTj+K+onT36eEvJvhpE14qQ7nuPg7JtJy0mPqXPqrx9TBJ1ye0SRq/N9SxcYVn2HnZJ/PGF0/gML4WzMxvR3ICzquUMZqM46gjYxppWFOnLL0pNtZifK24F+xbDE5Rr4tRtKOVw9NqGQMM58S1IWvWTxB5jho444Hiu28fNSEyNkbN6RSFmxOc1l8MNRoiJZ2k1lSSGpoSlsdqO+so3YjrKfteO88+ivfjfUazbITl5QRSGS731HrYHtR768NEDXH2+hV75XJ1EVK29lAUEQFoNHW0FnnQVFIGBim2UxdN23MOtw/lA7tSatVGNhh5ob2gK/832N+gk9l57oq3+xmBQTSBOkQUj2krrZCJYKpb6bDm7bwtaGWFdZTKG012rk3DSxLi6ulF2h3bo/rsIowl4kIORaPUdBSyQJ4V9uwYgm+GgcGp4xyaD1HT+3ehqfvtTNnVm/n6oi2NlNi5i41Bs+qrORxTHJ4JeeTJSHW2UgbXnk6XD52ktZV745QWSsQqE9ljbc0UjmoaJpUmRTUSodEnX82XmTHuiSfcqTGemDHx1O23S1n+WfEigOoqTAx438mUtp9PS+yUu/ehx17WyOFYSCDcYM7+MdTNcwo1ffQgNrDtJml84lnCi4xngbECBofxbEUmexifaP/RhoRmfCZNxmedZnxiMouhRt9ma2On9YxjaNu1Sy0NMKv3PlGwe46yx/FK/QfbeT9JRpx5H8qmWDDW2EdFZi+0omINZb1+0XiElKEstRy2Fy9w1G395Y2vs46h+gZTP917PsmGWUXeMJB0SmFtGkT9/f10xx130KpVq+irX/0qTZkyhYu6Tp8+nWbN8teKwa86RKmVazlElUN9rkT9OMEUWjJIKUdBUQtvi2garhGisnJtlnhJsmlWaXbiJSkwZGKx0jIYFcJYRnacYaTU7dpFadz/e5spPEULrYTMg/XgMCXmzaDpJx1I6Z06afD2xyiLgpkYDDBAzOmkKZ86ihr2f1/+b3FcIewrv/NXU8fKzcpd5Dgx8FYwGerhXTO4TTU38OCMiSdh4dnBpACPRW6L7klBWEwPy2KFi4wneFJEJo+JCm2Xu/fM6s3aFwh/5bSin/lwM2fRRfheM6s2CU/S+N3qWdodx3iv8ByjJqB5uY6xAl0S/dkI0bGxA06Q2ePgwGvlV9g9R7/0QwMi7cNqHxjCIgZawwELqW63uRP6TkO65pn+G/kJjg2iV199lY499ljOMFuzZg199rOfZYPorrvuorVr19JNN91UnSudJEDjrT9wNxp76W2N+IhBk93sCHWkSYVBNGeaxvK38rYIpuGKZoGU8yLFQYbVhfLyXFjDeDEMFSMUtNssUrraKf3OevYUhTKapg97TGIR1vWpe98c6tpnniYsqOvvlEO74ULe2lthFXM01cMrtHgRTfvgwqquBP2sY+Vm5S5ynMbD92ajG4Z62WNg/6FRW88OSMgFnhS95AnTiIzsqpyi7VcjoW3cu5b9hTTudhZE5GeH8IkRCmxrJtXk+ZI1SVsdhxdUMztIfWFl6UY2ilK8HRMjpD/6b15GOQgQ6kv0cGM9tS45WNhrtaNCVj8sPqZd+6i0jxMDDccI3qkkg+jSSy+l8847j3784x9Tc/N4iudHPvIROvPMM50ebocDXPFjz71F4YaERpDL5PKKtcjeQJgmu24LhysQzlDZu1Kk22JKw8VkFdHpfKwdpBfao2iY0+obk0lqRFzZFPopMGqKSbBTd97usE/swPdR70srCw093NtommPS7QcupLqEfeq+k5VptVeC1WoDbiYYWSt3u+PAazNw91OuwwLwkGgCWmEmFeczh4wdsE33pPjlXQqFRDhMhtkoQrHZnexdMTKxYBAhHE5ZsbCJLKDm3giyMMmU3m9A/x3bGw7bh6U/8Nwj09vHU8+Taf4+sevsfDuqxT7mBfzkQSsx0Cp4/YxxJninkgwiqFH/6le/KvkeobLNm3UXcgBbV3y4o4WiOoeomcKaJwarTuiVbOvnGklIhw9hgAWXR1drDsUjXN4Ahf+42KFVGm5IpWnTWynRGHc9CQsbeiCMQvCMs2n01XJ9gicJbG89/Uih807WlalV1pKTAVTW87E6Dt6jjLAAe0jQFirxKbUifr7iEImtuEEyJcq8u4nUDlOF+QkkHo8sf4mUkTEtfK0TvMdFn3RV45Ex6v3F3Xnpj4J7a24o4YZVe+xwCj9dj5/GKUPw187rF0CiQQTF6sHB0sKZ//rXv6izs9Pp4XY4FLji4bGpi9N4sQJFz05IUf2CXWl45XtF3haFaDTDK+3mI/ehJLLDBCYrWZOwkKE3tYWzWDiTSE8v5tVKKiPENzFjsq1i7LKWsNp08j6qHYKRFRaABpGK8hQYoWH0F0/SyGxMpXk/v0Dk3tvPPo733XLlLRqfiFNpdBFRhITbmjwnHmc5481U4sGcsoinjktBMumWfopMGyeLV+KGIe272mOHE3gxlvnV+BIV/BXx+gWQZBAtWbKEvvvd79LSpUvzHQjcoa9//etcADaAjOyECGVWbSwMq+neFqqLc4kPGEMFxMgKk1XypXe0QZ2zr+JaoVdVpdSqDds1CYsYejyo1hXdmyDfZLJCJGtJJGOrNsMCIBqbfmPuWKgwy0RTDCQ/QeTeMQkVCAqaFyYVXWLVQ5QnQl3EZpy5Og4jvUdP4rDiho2+sFLLSJJkwPttQWFn7IgYX14baKKCv3ZevwCSDKKrr76aTj31VJo2bRrXMjviiCM4VLZ48WK68sornR5uh0OBK74DIbLsuAKsPhBFZ0yhzNaBfFitHDcBHTDS3GA5YKPxb/7KDaT0j5AC7xLXBtNXsODyZHPSXONO01BraeXlVdaS2YM2mcICTNKvi5GS1LKvkDiQ57ewBzSsbdclGWrl3o1JKJRTKYrEhTKii15PQo1H70c9193Fda1UcyFQw/jM5XixRAhteyC54NcFhZ0hI2J8ATINNC/HlwCSDCJkly1btoyeeuopzjgbHh6m97///Zx5FkDcFW/lZm84bG9OJ+cVnO5tKShRYPK2NBy4iBL7LGDuANzlWCFiUEQKOlIxU+9s4Jo97GHKA0TnFCmRMG+X4Rp3kuXgl1VVNVBpMhfJWjLeqR+fj5vwHJ5DqL6OFc9xj2wccyKBlo0VatK0U7BfLd27eRICBxDeWzOUCZiE0O/bzjmOen91r6bLZU5ugLGG8efTx9uG22VJLvhxwrczdqZeejoN3PaIpfHVd8syTW9KosHoZiHgZHwJUAVhxkMPPZR/AmwfrNzskcY6YW9LuQlk+MHneQJRMlmtYrxhDIVKiazYDsn3oQeedbXSEeWbGCE8P6yqZMNqMhf1oGU39lL/0uVCz8dPnhRRYzk8a2rF8hW5wVEWAqyVtuHXSajtU0fzJ8i1TLDO6eTapgY2lrB97H1zhCUXDL0oMyfQ63uT9axFPE19v7lf89BbGV/vbtLWsJIMRrcLAZlCkTsyHBtE4A9Z4Vvf+pab65n0EHGzDz/+CsXmdmrZKxbeFrsJpPHwfYqMIXPVS11LPafQ8LIXpKx07DgXRgjPL254M9waFyKrTlshxPldNPzEy0LPB4al3zwpIsZypfIV4MPlV+VTW7RQMkRHESbuaCFlAsJPtTwJwehpOfXwsp5jc1+FpwOTuyaoir7axWRxQ3IBY0zeq2eq08ZePQ/vTdazFhLc3NjDodxQW2NFY5C9bzAyXWp0yeJGyRaK3FHh2CC6++67C37PZDK0evVqikajtPPOOwcGkQ1E3OyZdVt5UOrf3FtxBVcwgVSYPEeeeNV05JKSmXmREohAcnaYhJWOnZqqH+PcoquzSkaTedUZyk/mKW0A7WjhSR/vyq4UQtMR+1DfLQ/bPh8oinNtrBrxpIhqHnHbiEcpu2FbyQSMkhN+40D4fRKC8dN8/Aesd9IFVzG58+Ubgve7zqJIWyOl39mgK7IW1mlTk/0U32WW9Hur1MdkPWuzp6miscPh3LClMWhoULk10GRxo6ohFKl66IH2i7fbsUH00ksvlXyHNHyINX7iE5+QdV2TFqKu3+jMKWITiMXkmesZHLd7uEPzVu0Lc/E/rIYkrHTsOBd+DDGIrs6sjCbjXaBKuILJvKh4KQZQJsG3WJPgUY9I5PkM3rvCl142N8by6HNvshGZgyGZL+8RHi/vkR5kjSs/cSCqMQlNVLuHpwPtHl5p9mhecvq4daSPHVyWhMcOY/AIebowcfKsK02whqfJ0vNVF2PeZnb91orGICrYR1obbb34dgaaTG6UTKHIMQ+5fH7iDUop7trS0kLf+c536KSTTqJzzjlHxiEnLZy4ftEBrCYQ29ICofE6S+NG0HjarVHxGVpIXrj9C+69TPac1yEG0dUZykxYhSZbTlxM6liSlNFS8ro6muL7hISCQYJ3VY8IWjPbbPgNPvOkiBjLea2iIuOc7zEa4WfiN60iv6kVi0KUR4NyJNHONq1IrLksSV2cPXYQ/5PVzkQXJiLP2mqCRd+z83zFdpk1vmCsYAzCWG8781hb2RM7Y1j2IlGGUOSYZHkDv5zL02r3AwMD/BPAGk5dv5UmEBHDKlSXoOiUZg7BcakP8wSqZ7fF5s+QstJxWtg2a+grGRl2sQjrKyUWzvUsxCC2OuvmycFq8gDnqzSTzwSQ18fS+cK2buoRRTpaKYtK1YIevdpxe49rFeFeS9LFi7SK/OJi95tasQiEeTSqSuHpbRRrbSxdvKA99gxK8dg5CRvZPWtbLp+I5yuZYU+lnTFoJ3syUWRoNxmhqsMQnpt+6EdtNscG0c9+9rOC39ExNm3aRDfffDN9+MMflnltkxKy3Owik2diwUzmGm256hbWIipUxwtRuL2Zpv77x/lXL9z+ZQvbQn8JMftkmhR9u1eNX2R1pvQN8+QQbm+sbDRt7iXKKjYny5Gq5iwnc5G20XLSwUyE3d4MRL+6vZ1oFflRrbiWVNWFCtfCAMCEp7ezYukPDgtL8uY6DRtVetbSPF+DI5qncnq7rTFo5fGtRR5a2vQujBJQBRwriSrmftROcmwQXXvttQW/gxiMkh3nnnsufeMb35B5bZMWMtzs5skzt7Vfmxx1vREOLTTW5481/fJzKmaTGOfywu0vu96ZWwitzvSSKVYeGeKyFDZQiVJvrCUay1gOIiKZeiNPvGI7gGKwhzu/VtzeolpFTmQJZN2b34wvme2eypXZwbNPxCnW2UrZzb1Vn6gLDDSdM2Y2QETDRrI8X9Tdzx51UWPQjTHsNx5aTn8XaiZCuS39JRwrLKKxfeyFlTToUsXcj5xSxwYRMsoC+MPNXlDMb6CvoJhfi6mYn8i5vHD7V6PemRuIrM5iMztYk8Sa1yNGLk299i4N3vWE7SBi9y7sBlBks9llIMpyRctye4toFTmRJZDRbr3mN3hlfJlD1zAGSojFEUzwc4VKA8nIWsobaIOjlC1DdIbXRsQbJcvzBVJ1FKHp7uobg37joUVam5gzqXBNPLWEY5Xr7qNwUx1nMLvth36UrZDGIQrgHG7d7PliftEI64yooTCFVIUbbnExP5FzVdvtX416Z25W1EIFPC88kY0La15PC+WQkWKD5NsbiAQHEat3IZzCjkkc15lMF664JbqiZbm9RbSKRGUJZNxXNfgNVm3VS+PLKnSNTD9V395wwEJLrSJZWUsa0bmJ0u+s13aORsYzDJNpyibTFN9ltq0BIjTBCnq+7CQyZHtt/MJDi+3cpXntsRhhaQH9+bA0Q1jTX8rkKL21nyIu+6HfwoXbZRCNjIzQD3/4Q3rkkUdoy5YtWo0sE959912Z1xdApJifacDmbarqy/Rr2SsCGStqkdUZnq2lR+a0I7h+FE8ulRAOccwdGS4yapnZpbDz80hHKFPG7R1p09zeMlzRMt3edu9CVJZAxn3J5jfYGQRekkvzoWuL4tFG6NpKq0gUYkRnI/tV90YYWbF6xfYCnRAJvEo7z9dEeG38wEPLrNqkGcd6drLK8hdIeNC4ffw92n86Q6FYk6t+6Ldw4XYZRBdeeCE9/vjjnF7f1dVVMlg4wQ9+8AO666676K233qL6+no6+OCD6Uc/+hEtXLgwv08ymaTLLruM/vSnP1EqlaITTjiBfvnLX9L06dPz+6xdu5YuvvhievTRR6mpqYn5TDg2xCINPPbYY3TppZfS66+/TnPmzKFvfvObrJ1Uq/AjIc0OMlcEMlfUdqszu8ERteR6b7hXE2OsBF3ITSQ7TNTQs8pAhNs7t6WvvKbPFri96+VLKUgwcu2EPb1yscs09OzaatvpR3val/Oha5vi0cUCoMVaRSJ9TJzoPEzhzraK/LFc/4gjL6MMY8cvXhsvkRsYplA4RNFp7Uw+LyCdJ2K8mMLCDr/L6Id+Chdul0H017/+le6//3465JBDXJ8chtXnP/95+sAHPkDZbJb+67/+i44//nh64403qLFRS1G+5JJL+Hy33347F5b9whe+QCeffDI9/fTTvD2Xy9GJJ55IM2bMoGeeeYYz3j796U9TLBajq666Ks97wj4XXXQR3XrrrezdgmEHgw4GVi3Cj4Q0O8haEVQjnGG3OrObqA0OVFkvEUJguvtZZi0zp25vPj9Wfwh95BRtP5eohtvbjSyBLBe7LENPpK0O3vsMqZkMhT3qywVjh0XxaCcCoJU8mk6IzpHpbUQ60dnMLcQ2lG6R4WV0auz4wWvjJSJ6u6d4hGKzO8say7I5Vn4yPB0bRO3t7TRlyhQpJ3/wwQcLfv/9739P06ZNo3/84x90+OGHs67Rb3/7W7rtttvo6KO1goU33ngjLVq0iJ599lk66KCD6KGHHmID6uGHH2av0b777kvf+9736Otf/zp9+9vfpng8TjfccAPNnz+frr76aj4G/v6pp57ijLlaNYgmSuTQbRaMjBXBRHnHrBS4saqKdE2hXO+gRgg29JUQoprSQupokjWEcj0DUmqZWT3zErd3SQq7xhnBfm6fj5du75JzoZ2beHOiasUikGV8ibRVtAnWYfKIXCo0djgQALVKvxYJc5qJzmGd6GwGJmFZXsYd2dhx3u5bC4zlanKs/PIuHBtEMDZQwPUPf/gDNTTIVY01hB0NgwuGEWqlHXvssfl9dtttN5o7dy6tWLGCDSJ87rXXXgUhNBg5CKEhPLbffvvxPuZjGPt8+ctfLnsdCM3hx1yaxG+YCJFDWVkwblcEfvOOGRNMKBah2JxpZbPnKBZjDSF4f9zWMrMz9PIG2vR2UvqGSkIQnDqLMhmSno+Xbu+CzMr+4YLMylZTZqXbtirL0BNqqxiIp1oby2bjy+2iRGTsiM7oEBIAtUu/RjhQFtFZhpcxgP1za5MYdqw1ODaI4GVZtWoVGyA77bQTh6bMePHFF7frQkDOhoGCUNyee+7J323evJk9PG1tbQX74tzYZuxjNoaM7cY2q31g6IyNjTF/yQzwj1CKpNpwmyHlpcih7CwYNwOW39I1zauq0NRWLoVSbkBvXrKYYnM6q04aNhtoUd3tXWygqZKfj1du73xmZSTMBp9BukU2kpFZCchoqzIGfdG22nLSYubr2BlfMhYlImNH3T47a6nVltcdsU2/hscTbT6zepNrovNEhFD8pIguCiWbpZHlL1G2u4+zjxuP3o8L/YqifgfmWDk2iD7+cU3ZWDbAJfrnP//JoayJBgQmQcA2AMMJRGyZcDuweSly6KWcuwj8lq7pxJvgBWlY1ECT/XyqvSovyKyc1lb43psbNILurcu0LCVJbdXtoC/aVpuXHMzeRatJSNaiRGTsSK/ZZGvIRGdMYY0uq7BaZu1Waj/7WOrv7q05j4Ofio6Kov9Py9l7qoyM5b2nyIBtO+c4avuURjsRQf0OGnZ0bBBdccUV0i8CROn77ruPnnjiCZo9W1vhASBKp9Np6u/vL/ASdXd38zZjn+eee67geNhubDM+je/M+6AobbF3CEgkEvxTLcgY2LwUOXTC2XEr5y4CP6ZrOhnQq00a9uPzkQEhgi5q8kFPTmJb9UqJ2GoSkplIUDB2IHNsaIzT7xEqCzXX87WJGDINh+1Ng7c/ZhtWi87sqDmPg9+KjhqwMuBhDPX+6t5xr59euUAZHtW+h6irA6MoNMmMnaoJM8JAueOOOzh09tWvfpU5PwiVIQw1a5b4qhOD/Be/+EW6++67OS0exGcz9t9/fw7JISvslFNO4e9WrlzJafaLFy/m3/F55ZVXsiYSCNnAsmXL2NjZfffd8/s88MADBcfGPsYxvISsga0aIoci57Ia+EZfWElDLuXcReHHFaXbAV2mIePH5+NJ7Tlk0IEOYzNJ+7WtVpqECoxBl2KbxnOETlXWpFOlYBwZHMnrVNkZMpBuGLz7KSGPJq6pVjwOfiw6auexgvQHPENsDJkFFSMhUmEYZbK8veXUwx2Fz3Y0OH4yr776KhOUkQK/Zs0a+uxnP8sGEfSEYKjcdNNNjsJkyCD7y1/+Qs3NzXnOD44Nzw0+L7jgAg5f4RwwcmBAwZABoRpAmj4MH+gi/fjHP+ZjQGMIxza8PEi3//nPf05f+9rX6Pzzz6fly5fT0qVLOZ3fa8jKkHLKo3ETxhI5lxqJ0OiT7uXcncBPK0pZA7pMQ8aPz8cNRNohezwQMvNhW8Wktb3cDrMRIyq2aVUqQ1SnysqQwfGdeDRF+oYfODt+1Hiz81g1HrGvFiZDhKDMNaPNYzvaX/PxHyC/QfXBe98ugwjGCQQNYXzAiDHwkY98hM4880xHx7r++uv588gjdUVUHUitN0QTkRqPArLwEJmFGQ1EIhEOtyGrDIYS9IsgzPjd7343vw88TzB+oGl03XXXcVjuN7/5zYSk3MvKkHISXnEbCxeq+TV9Cqfp+iUVvpYh05CZTM9HqB0u6GIPkRX3pRpt1Y7IWq4PDj/4vCNythOxTTtvghOdqkptSHZoVnScqvbk6bcsVhGP1chjL2uk+GgFoWR4iZCzgRplDs6btnnOMt6Fn7hajg2i559/nn71q1+VfI9QmeHhEQXLgdugrq6OfvGLX/BPJcybN68kJFYMGF0vvfQSTTRkZUiJDkbJl95xHQsXOVfj4XvTgACfwE9CkX7GZDJkZEGo9txZx/G+XrZVOyKrDD6KE7FNe2XsoxzpVFlNerI8mqLPyIvJ029ZrCIeK8hr8DuEURQpYxSx7AaxsS6CMYHnLONd+I2r5dggQhiqnC7Pv/71L+rs7JR1XZMWMjOk7AYjeBk2f+UGKaEBkYKiA4J8ggA7LmQJe9oVHPWqrdoRWdGnk8+v9ExsE8/WXhl7hbBOlcik59ajKcrZgYcMYoDVnjzNY7TSEdWEVvWEFYOb6WUWq4jHKgRCfF2C1CSK84ZK5hVcf7ipgT2XMowUwK0h40eulmODaMmSJRyOAgcHwE2AOwRlaIP4HKAyZLuZ7dK4ZcbC7bJg/JQKH8B/kBoSsSk46kVbRZjMlsj6h4co3FTnmdhm6o33bPs8hwu5rp61TpWTMjJuPJpinJ1urnnmxeRpjNHdV95MORjd5khGKMTP2sssTdGqBM0nvp8G735Sq0hvMs753eKezjnOlrOmitSecyhtUUtcre0SZjz11FM5owuihkcccQSHyoxsrwDkeQaQVUkJ2bFwr/gEASYXZIVEio9jVXC02m0VnCE7Iqs6liQFoYpWrTZjtcU22TDU+7zBLzLvx6UySKVIRxsrY1fSqZJVRkZa9mDfMNc8C7c3ejd5pnNamLIAquYx8mFVgo4vfJyi09rGw7c5XcW9qUFYhygtWdrCzsj3E1druwwiZH4hZR0Cisg4Gx4epve///0lpTECTHwGkNexcL+mevslg2FHhXBIRFVZrbiS0TT1ktNp4I+PeBICFmmrTFCF8wAr8XLA9/rc6ZXYZmLRTny83ODoeOV4UzYaKseHPCwjU3CvFllvZg+IguvO5Nj4Czc3aPfA3g7FE44irrPn+r9w2JPDlOb7hzzB8Chvn/XryzwZR5xUJYDRg9R6t9mMIQnSFqJGvp9oFo4NonXr1rFq86GHHso/AfxLnJ0IRWe/pXr7KYPBr6i2wSiy6ky9Zx8SwfYsvBoehIBFwARVESLrtDZSBkY8EdtMLJxNkbZGSr+zQZvIcS8wJhDigBcp2U/xXWZ5VkZGpB/iHeDfydfXUDaZLgxRbe5jjbX4/Bmsiu3F5JlauZ7Sq/UEIc7mK+LjZHO8HfvVLZpb9T7mtCoBjJ/tTa2PSJK2cGrk+4GrtV0GEeqXwRA6++yzOXTW3i7GWg9QPVTqbBMVxvIyQ8pqoPFbBoMf4YXBKLLqpL4hLSTSVjkkgu0YicMuw0+y2ipW3sgmg8fAisg65fMfp56f3uGJ2Cb6Q55QxZ4hPXzHFpFhaGjbvSgjI9oPIQKpvrCy9I9hNI6lKLbzTAo31HmyuEu9uWY8zFghFIrt2E/EIHLbx7ysShCXJG3hxMhnrhYM0GKuVluT5zQLxwbRCy+8wGKKIFZDJPFDH/oQG0cnnXRSVctdBNi+zubXMJYM2K06/ZbB4Dd4ZTAKucZDWgjAyg1PqsIeD7+42LESBzeDs8wsiKyNBy6isEdim/x9/zBFO9sop4fMVDw3Xc0+0tTA243Js9plZETCpb03P0SZtzdof2BkzhnQfx997BXq/Na51HPd7dVf3OXPr2soVNpB9WZR5mVVgpAkaQsn7yJkfsYGN6rCk/edQbTffvvxD4QZUW4DxtHnPvc5rlZ/8skn0+9+97vqXGmAEoh2Nr+FsWTAXmvl6AnJYKgVvpKXKa9Cq86ZHRwOszR2EnGKdbZSdnOvbzIZDaKqHZHVK7HN/OTZ0UKx1sbSjCQ8p57B/ORZbe+yUCbR2xtIxbOL6galajJG9JAknq0yMCQkueAWid3ncRq7CgJzufvD8wSRefd5nizK/MoF7XRp5BtjEOtnzZ/BITOjrcLIU3oG/Z92bwAv96ijjuIfqESjxMYf/vCHwCDy6YQ2mYT+RO598N5nSM1kKOxhBkMt8ZW8THkVWnVeeCITpq2MpsSCmdR65jFMvObjYIIPhSmkKjzxVysEbGfkwuhpPvlQGvjjcspu6KHorA5qPeNoisQLJy9ZfdDqeoonT3gTzG+Xwy365OmFd1koXMokXaQt6WFHvmDT+8et6SrL0Y5WW8kFu2dkB7yj2E5dlH5nPT9HGGocKtP5QwC2K8NJS10kCGDK6GN+5YLWuzTyC8Yg/E1RW62JtHsD69evZ+8Qfv75z39y2r2VmnQAufCjhoMT2JU6sIJIoUukFGOk9GpVVWt8Ja9TXkUmV+js2HkksF/LkkPYI4PQj+FICDfWU+uSg6U/Y1HF3mKvRfLlVVK9FqLXIzp5IgtNROTQbQ02Ie8GwqTpjC05XR1NCUkuuF2YYHLuuHgJbbnyFq2NQQjTCOUgK66tiaZcdBIN3PaIrQCmjD7mZy5oyIWRPynS7lG2A0bQ008/TbvtthudddZZXJwV5TMCeAc/NiZR2JU6kFLoEo17aisbRtVeVflRcdUOE5HyareiFDGaMNkN3vM0Z/9ApFBzFahsFOP7xK6zpRkhooq9IIUq/SPjpNCxFCVfWUXd722m6Zef4+n14Fx2kye8bHaTudFeUfrHTQ02IQNt11nMIbIjp4+9+Z5natbYZ9rlZ7MIIevuoJ/EokwoBocGaueiApgy+pgTb12thO0jkyHt/vvf/z6dccYZ9LOf/Yz22Wef6lxVgJpsTCKwK3UA2BlFooUuW05aTP1LH636qqoa3rpqD2oT4YYXgZVHwmx4Rqa1FV4z6jlth+FZ6TmLKvbmBkZJ6R0aT3E3ldPA92a9Grep16JGt0iZHZH2OnTPCmGlajdcpCnnHE+pt9dbktObTvgAjTzxqqdq1lZtcfS5N+1DgSYBTBl9TMRbV0th+7gPxyDHBhHKdBQ3yADew4+NyQ5CpQ5uXsbCYlYuedFCl00fPYhic6ZVPcNOtrfOi0FtItzw21sw0vBIiE7kooan1fUInWvVRlKGxkr1apjfEi7Qq1FHkxW9DU5Sr0Xv3cobJzKZK4MjGg9vO71ITrlIxjOoRE4HcXpk+YueqllbtUUxvR57AUwnfczqesqpuPs9bB/yYXUDxwYRGtaTTz7JobNVq1bRHXfcwZXub775Zpo/f34g1jgBjSm3tV/rlPqqSk2lmVPht1IZIqUOsB37WQmLiRa6xH61pgjuZFCTVSjVC0kGGQUjm09cLM3wtLseoXOxHoySJ91W0qsZ+ttzNPrEq5RDRXJWtNPCu7mX3qEta7o5NGP3TrfH6K7E7xBqrxTSSnvYepGeYS+sjExXK5VlIV0kiWrWdu1j6qWnCy1I7QQwZVWFl6ni7iX8Jgvj2CC688476ZxzzmHu0EsvvUSpVIq/HxgYoKuuuooeeOCBalxngDIoIJgO9BUQTFu2g2DqhugsAqFSB3o2iRVEC10aA1+tKII7CYvYrcpFIWowumkbsgpGjj75qlYfzKXhKXI9IufiMJiAXs3ok69pJH+zvg7zjVT+vuf6e2jWry+1fKdmI4bKifOVufdKxpVIezX4d3bGBYjDMjNdK6ksi0o3yFCzFmkf4GC1nnEM85XsvBtuF2VC/UeyiruX8JMszHZxiG644Qb69Kc/TX/605/y3x9yyCG8LYB3yBNMoxGepMwpyE4Jpm6JzttV6gADmaHDhf8ZpQ6wn0DtI7tCl17xpzzVbHGwKndy/VaDpNu2IatgJEiqsamtlO12p0Mkcj0i54rO6aT0OxvzPJcSwHsE705vkTFUXCv03Q00+OenaeCOxyw9AEaBT2RUltQoi+Adzs3fu1140q69gn+HWmaWFdaxyNk24LrIp1TphtuspRtktQ9sj7Q0CHs33CzKhPpPFVTcvYRfZGEcG0QrV66kww8/vGzR1/7+flnXFcAGBQRT06qBt6EAoQMXqQyis6NSB1DQ1fU8+HpN+6CYI/YTqX1kV+jSS/6UV5otTlflbiGjbcgsGNl4+N40eP8KIcPTbfjJ7lxTLvwoPwMrvZpIezOHtMcPXqTKC2QVGrjjcWuPxB8foboPLCxb4BOlLVRTgU/RsKtVe0X7AYnZqsJ6dEYHZbf1e1JwVVi6IWQv3WDXL5yEJxsOXFR174aQlpPPVNxrFY4NohkzZtA777zDNc3MeOqpp2jBggUyry2AB5lNsojOIsDfNx61L3s4KgHbU6+8azug+42MJ8P1K8bt8G5VLqttyCwYWX/AQkrsNtfW8LQyqEU5XyLnQujWSq+mbs+daOTRl7UDFyej6JIBQLZnkKLTCzPniovfKqNJCjckSDEMFL3AJwTtYKCgwCfehZNsNEsZBJsK63X77MxGk8xJ2I4XJ0O6QTYnsNreDaHr8aGKey3C8Qz32c9+lr70pS+xIjUe+saNG2nFihX0la98hf77v/+7Olc5SeGGFCsrs6mY6MwDuqGa74DoLHq/2Y09rJ6rGkJsBqA/kohRZsM25pPYDegz/uciX5HxDLgZHEV4EpGOVs9W5bJI8LILRuIZW02KIgRUUc6X3bkMvZreW7R6XPkMsl1n0ZSzj6fU6s3jBlEJ16iAVGRdx80oftvRQtEyISxFL/CJd+FkoVSpvYpUWE+v3kSxuZ1auFPCJCyaXWnXx0QXJm44Vl4aFyLXU6Li7pNF4qQ3iP7zP/+T65Ydc8wxNDo6yuEzFHWFQYRirwHIk9RqWZlNeaKz8TemisMqOh5Whao90dmJVysyo509DurQGKkw6sAHaq7nWjZQ+2X1foEB3U9kPBkQ4UkgjReqyF64xmWR4KtRMNJqIrclxP7xEUeTh5BiL9omanGpKn8a563bY55WowteHbaHTEaQ8U82auLixW/1Ap+hMoYwvwsJCyWRCuuZdVtZjbt/c6/rSVh2yrjdO3PLsfLSuBDlKPotY6sWsV1p95dffjl99atf5dDZ8PAw7b777tTU1ERjY2NUX19fnSudRJDR+WWtYgwCs8F5KIDBhQiFxvdzgYKqzRhMigiAql7XCDWKIMsvMqD7hYwnC2Lcjlc8Wb2WkOCLUUSC90PBSGFCbLM4IdZJXy4uJ8Hp2QtmUvrtdZoBVEyuDoUovvNM5s5ZeccKit9WIjlHo9q7kLBQEq2wHp05RVqRT694cTI4VtUwLqwiBsb1GFpWSgUtq8m2SPQa200KicfjbAgBSL2/5ppr6Mc//jFt3rxZ5vVNOjjt/NWuRt1w5D5EV91aOQuGL07fzyVE6xrJkrt3Aj/J3dsNal6tXvMkeJuSCthPxn2J7uMXQqxoevaUfzuJtv7gVo1nBD5OEc+o4+KP8d+JFL+1IjkjywzvAmJ9mNyVDtQIy+Y9O4YRI2IwO/FAY0EirchnlXlxThW/vTIuhCMGuoyV+bMYflskqgJjq1/GX2GDCEbPt7/9bVq2bBkbQ1/72tfo4x//ON14443sMYpEInTJJZdU92onAZx0fmV4rOrVqDOrNlsbQwC4Has2U2TRXFcNV8yr1cUGmCxeggj8KHdvNah5tXoFURqp9VYlFbDdCdm+2gUjvSTEOknPtqqLJeodS6/aYElyBgma39lZx3J9tdxq9G1T5w6FKNzWJGQwO/VA10qRT/M7w7NRBkeZpA6DEmF7UY6VTDgVLeWECsMTubqwsK3fMLad6vQTNf4Kj2Tf+ta3WJ362GOPpWeeeYZOO+00+sxnPkPPPvsse4fwO4yiAHI6/9gLKznlV4YCrBWSb6wuHDTLQVV5P5QfcFtF2pZLcrYzLolb1JrcvQG3VchFYaTUVyqpIEujSha8JMTK9kZZ9WURkjO2t55+pHZuM8MoL/ZVKh9ZbQ90NYxYGckoylCORV2NxA4F/9sSYlHXkKp6ptcjJLp4yzKtHAz2mdrCXj91LK2FSztaSOkZ9KUK9ZgEdXqvx1/h0fP222+nm266iZYsWUL//Oc/ae+996ZsNkuvvPJKUNtMeuePaOmsHsTUc91i2lGpV1fT4J1PSKkiLRILl+kBcVPA048DjUhdI5mA0dN88qE08MfllN3QQ9FZHdR6xtEUiZe234mGnydy0esv55EQITljO+qmoV3AWIrNn6FNnjrXCCEz8+QJZWwrr5VXnkgnRizavZuacHgXyMhTR5KlG6Gv1TNIocY6z/R6CjxWuIRkuuC9ssfKSDSJRym7YVuJKGekyX8q1KpTQ88n46+wQbR+/Xraf//9+d977rknZ5YhRBYUenUGIdn8GVNYgj4sIaxmB1QNNx28dAfde5SC+JzMhmsTC5cVv3ddwNM00Pglzu21V6vcM4RWlF8zV/w6kbvpp6Ik59Sba8bbNNpmcTaaqZJ9301/03hN5vpqL68qqK8mk0fj1hsFAy6v+WRxzVaIzp9OKowOC6FMbMd+XsB4r2omQrkt/SXGDpchymRJgcbV4Ki2jQsJh7U2lspQNj3InkM/qVCnRcLJDjKKvTL0hA2iXC7H3KH8H0ajnFkWwBlEOn/DYXvT4O2P2WrNiIbVrFC3x06mtGAtayhfKdWUFpwbGqNIm/sq0sZkrgwnKVQfJ8KPqpa9ZrfxezvDocVBsVCZcW43hpVfM3L8Bi8IsU4mcrfPUNQbxX1WoJJ9//8tp1zvoPZlkcI2vjfqq4nWILODXf8Rya7c8LlrtGtmo0Dns+F+c6XXXAmjj71SqH9WjkCpqLyfW901EeC9qvBMscQFateE8/cFYyfX3UehupimhF5UuJb7flSrt8cFvZvLv3O/6uSRw4xiXxlE6CznnXcee4aAZDJJF110ETU2FqZO33XXXfKvcpLBrvPDczF491OehNUw0Glpwev1VRefYXwHpNzPmMIquW7FAI3JXOkf4X/Du2VeDYHcKGsyFzEc8PyMAcUqlRlikrJqh7k1rPyakeO3kCLgBSFWZCLf/JUbXPM/RL1Rid3niamd69pRJROsQdZds4krzNctmueZUW1lxCbffI+vSfPihAplQnTFb5FrzmtmYREIcnqROCwbJDlFiu6aCGI7d2lcMITJzGrwuCVoT8FoUKA9Nf6uS7I9886tCnphftXJi01MRrEUg+jcc88t+P3ss8+uxvXsMLAjUMoMq1lNCjhfx8VLxl3RZdKC2z55tBQxQFxL6p0NWpy8zGoIQpDYLmMyFyqIiAKena2UWbelYipzfOEcGn78FSlGgQxvy0Rl5PjFpW3AL+FLu76MCZqfoUv+h6g3ihc4dmrnzQ28KKFohecVCXOtwdQb77k2iJwa1ZWMWFwLe0mKF2zajWkfmaztNee1tXRjsESZn4nqYtpaMpBZtUnLFoTHC2ExDofp3jpcC7hEaNe4VtKI9KhbZzjxtYzDMIXrYqQMjdSYTl6X5xnF0gwipNcHkItKnV9mWE1kYjTKD1QiK8oSA8z2DY17hfSOX7AaymleI+yn+SG3HyKGQ0i/bkxalVKZ4zt1sSfJrVEgy9tSDSKvyDM0+AoFhM8qubTtjB0/pena9WXcA4qv5sZSrvkfotwou7Gj7oCFlFm/1cKjMN4v/WJUq+YQvvbHpo2G1L6+n1NtrdD2a2u5Bd476uFFp7VTrn9Ie08o1Ipnk4hRpK1ZGzPR55ob+B1yH2dRVG2fUFMD34KMLDxV0jjlx4xiEcjN0Q3gs7Ca+MTohRgguAtseGAlWK42Fr5DKA37uezYotl86VUbLVOZk6+skloKwe3E4GVaufEMc4Oj4wOxybvBA7Fkl7adsVNrnCbwOsDvyPM/8I5QggOvbTv4H6LillZjB/rr0L0rePJXQ4V16gyjABNwYlFhAW/XCxPdCDSHpUX7T7jR9HyKDTXDW1K8n0faWjL6GMUjFJvdWbZGHThEUdQw7O6l8KyppWKbPYOOyfuVxta0RK+wV+r0MhEYRJM4rCbT3Sgjcyfc0qiFyXQ3bwl0Ywn7ufUCOMrms0hlRmV5GXFuWaEuL9PK8QxBpE+/syEfQi0IcSb7Kb7LLGltTKQoK9Saa4vThPCH7r1AQeNxZ0Y+gcEp/0OEG2U7dsyfob3XciEYvPv5MyixcDa5RX5hMjhK2TJGNUKGIv0H7ZDHDCxYLGrC8X4+1NYSKyTbWlCjzjyOt55xDG27dikbP9znsYhDn8fvDsn7VmOrivFPYkjeC3V6mQgMohqF7IlRxABx23Cj7c3s2YILGBwFKo6Xwxhqqqfc5j7qWbrclRdAVtgRo22ko41yqCPlwvCUGeryts5SPp4wzrPIayWYtnuhW/Kb+7meVy3JJIDXgWKvzH8phs6HwXZZ/A/RkDzKhUDNmrlEuhGkbdTECbFdnlHdROl31psy2vSQYTJN2WSa4rvMtq+5iLED3Cc8p1xR+AwAj6a5gfcTAYyellMPr7qwqaxCso7I+xaLBXgn2bCqMLa2nX6UZ9paTvfxAoFB5GOIpqqC8AxNB7iAQb4DWQ3x2e0tUFmtMAQGvcQus7geEzLKOOPGIDFDcwMk5p1n0vATL0vxAoiGHS1DQrEYV5jvX7rcleFZsBLUa0yZBfOcevS8WFXxsfuHKdrZRjn9+eT5DXVxXt1juxNStRtXfWZjD7+fcFFR4GrLJLgBh8Kw6jbkLIpKafDMDt6K5JRpO+AZTL/8HNdjhxj0e2ZXq4kPpGeH2dcOKj92UNHYkXDorYTxU+3UeieFZN0Ubs2T9y0XC928qLAaW4cff4Viczt9RXT2EoFB5FM4MlJ45Q5isj7GOli0OyHRwSUro3QHMtpozCSuBmRyFGqsp6Yj9qG+Wx6WltlkFzoQCQk1L1lMsTmdrjwy5nvPGDWmjAE9FNKy+RyGuqq9qsqH+TpaKNbaWCpLgAGyZzDvPndDhhZx1ROMMbw3m9VrdmMvG7D+4BnpITG8Zw4TG7EpwxhSpKdMi8I7o3qEwp1tFQnB2O4kyy40mqJQWxMnYoRUhdvlRBBwZY6t2v4qKch0zeTgN+TfnZD3bfWn+oZ5URFur6wnl1m3lQ3i/s29viE6e4nAIPIhRDsSJqRt14y7P8OGhsi74gX/REl0Q/c8I02LJ58JohsD5u8VSOpLTiu3NhzEQkKyJo+CLJiie/cbisN8Zn4DwJwr3X3ulgzddvrR9q76RJxlErKbeyuuXmPzu6R5GGUAIR5OiU6qmiEAg1v3lPDvklOmncIrozrS0UKkG9Vmnh4XWDUZ1U48vpRNkTqBBFxZBGWohvfe9KAWvswvELOUevVdDmvCkydFuJPJ44XijuXG1ujMKb4iOnuJwCDyIUQ6Uuo9e/enyMAvSvYdvHeF63MZhl4op1JUr7NUnC1RIJZY5bRypyEhN5OHyL37jRAsmtGGkKMVL6GADF1BnBBGDLxwqN5d6VwJkEvPPIYXAZVWrwUeRr0MQ0FWk8faSWinofo6CjfUCaVMTzaYJ+qwblSbgSwqmdmwXsOt19NQDVd6h8a91CaCO77vuf4vNOvXl7kW7ozN7OAkEpGxNbFwjifFo/2GyX13NQqRVFXqG9Lcn4LlNCqtYoRWFtAQ2uZeBNJs6IX1OktmKCaxRCsvgPRq5ZJCQlb7iNy73wo0ihDTYaAM3PaIGBnaQpwwsxau+mOpv9vaVW/HCzMmIUpHKFOmNhR0XbDdyTt1A/NEZZcyPRlRDZkIvxBwZXg9uVqKoYpdTpstm6P06s1ctLdu0Vx3uj8Xnsh9Fden6DzGgrY4ZF17r1zxaDdjoh8RGEQ+hFCqKjoL9EwEhBmtVjFYbdkq20IDY1u/axFIUbFEZH8N3b9CWgxb1Bh0ExICZKaz+mUQsSPuixTIheHOejucdl5ZnDA6s0PIVW9HLgX3Irelr/y5tvTxNYu+U7fvwjxRWaVM+3WCcAsvZSL8RmsQ8XpCNTwL3TWEEMtps7GCdY6L9loZRKLZpzgmwnA58BiZo6Tz2cIhCus8Rhnp++YxsZLgrx9Db4FB5EOIpKpGZ08jNZmSQjC1G7CQZSWjdIdo6nnDAQupbre5UmLYbo1BDgkNjRZwtco9Q8A1R8aB8eU5KhD3hYo4gvgKY0igOCXKLoiERCp5CSrVhtImF602FNeqGhihnp/eLmXQ95dMgv8wGe9fKCtSwOvZ8IGFNLhhq4loXwyzcJWkkCKI2+ZacDg4lBcyWtavnce3HH+10piYLwllSiLJvbyKtqzp5uoIfnv3gUHkW1inqoYSUYpOa7VMjxQlmM74n4ssvQCySnc4cZ+jA7vlCohk6tmGhM4QCAndskxzcbtcLYoaX8YgomSzVY/xFz/DYuK+kKFnEuEUKU4pEhKp5LUpqQ1VUvcpwiUb+n/3gJRB34lR5Cfui9eYbPcvyr2083qGGhI0dN8KTZet3LNACB+SAijaK4hK/Qd9puf6e0jBNYBgbRbHRdmkoVHq+emdXGYm7JK/ijERx8v1DpoW9brmXDbH3+NaZv36Ul+1gcAg8iFEUlWVgVFqPekQy/RIJwRTKy+ALLe30+O4mRhFM/UMY9BKq8g2U+TdTVrCnMvVoojxZRCvB5Y+Nq60qy8uUaNJptKurLBAdGobZdgLlJFSnNIuNInaUJHp7aT0DZX0HYgO4prs+HdOkxZEwmp+4b5MFPx2/9UvDTROULaS/ojt1MXRABbvLDIcAGyX8dwQTs6s2cT/LqE/6HIWmY3bKFQfp1AFxe//396XwMlRVeuf3mbfsu9hCTEJCGETDCCyKWhkETWIgR+buMFTAR/LQ0D0IT71x/LQvyzKJouATxBEwxZWCYSwBDAQk5CELJNMMpPJ7NNb/X/f6aqe6p7urtup2zXVM+f70XS6q6aq+tate8895zvnU+Wv9q/ZTAY02LLOxftbi6p1zXxNbgWEdUIMIh9CNVXVKT1SlWDas2wlc3ac0vd1uL11us8LTYxKhoxpDBZavfYs/cA5JITJHmF4x3TWwqtF1Wtu/c1j1PHoywOCtKYWEwQrWaPJJk/gh7BAOuRaW62UaVXI86VKZA1EQhQ2taGy5VgMBf5dMUkLqLzuuxCnRviFz6YTXkgD2b3mhauGnzQQWuK6VGZ9MvAcm+p4u4727l+xPq0QkBMhkLhT0igFDT2V5wchcoSuw/nPhWvBNYlBJNCWqlooPVKFYBqoraKel99VWgnrcnvrOI7TxFg/f15RJOZ8A5bSSpC5KuR6tahifOGaO598LWUM2TgyFApwKAjGGTxHkCVwGz7TFRawh1ydMq3a/7Q4r+erccFRRXmsAmMbKWh7duzpx8h6czvo41i9y1ZSh20x4Xex2WLhSz6bS+iozF+st7uQUYlzgU+ji3yc91xpmy1fEdAA/xeCF7WjJ28mmtLzkx7LC5yr0OYhgniIfIhiVh+F0iNhKDkSTGOJlICpYkq9Lre3jpo+hSZGNvLAF8FDawq3ZqTUKxLB1e7FJH6wVcvduzG+sKoCmb5QVgqMCRjIbmUJdIUFAJVMK4QB2cOVx/MVb2nX4rHi9OMHn3Os2ZIe9PP2nxDXzfJLEUjd8ErSx6/Vo91KA6lkn+rSibRQ6FyVc3Y3uXUJMgKZ40dKTzLB2xu/eiTt+OPTqUy0LKkZZKIpPT9Tx1F0zWbHc/E1+Qjl95QOI+DhhBcHnoGUNyeZsfoA4Q4PaBLcHxTp6oumBvksdWPEawOhAFFVJb9bA1bX317LJJgmjVSHRbgChhK+h2ejL1bY/Wmr2+IHqIRyYORFxjZyaDG6oYVim7ZTvLmV3/E52dbBA4UTEVzlXoB4jpWc0/1S1TvD6swiG2cPNKx5hU0wFnLBlB5J1zZxAZXrsbehZejVHDInbTxnTx6YLFCUEfcF7/g87pIFbLzDM5T2fJk1WVjrDX0zmUx5xthjVbivWh6rfOdCZo/jPf3mfKqYPqFg/wmPbeS6WSqLiULPezkYDuyphvhyZQUFxzaS0dNvioX68zfka2vV6tFpXqWKJtwvv0WjvzWfGr5yJL/js90YwlgM4yBQU0HBMQ38bo3R2J4+f4HnRwVO58JCqQJFYYFc8wERb49MG08Bu+vG9uwztTQYcHx+Rp//JaVzVc6aSn6CeIh8LtzqpG6c3NnNYoecOWDFniMhCsbiXF1ahWCKSdSLytC6oBrKicyYTP3/3jDgccDkit+PBzcYpOpDZisNOqrii265USpu+NrPzuXVWUr2IYdRxPeXOHTqtxoyhVbBnU+/kQqTFfB8cZmJiJrXz8ljpbK6j67ZRL1vr8rbf7AvCoi6rQVWKi+LG+5PMYaDn4jSuuuB7cq5LA89+p8ub5QOzxcSNkZ/+yRquf6+lEyI3ZiF92dUPW/HfjBaImZFfbsINRYIKskoXPMoeDLXPMp3rjHfPdl3nlMxiHzsinYqQNe/ehMle6OD+EHoxBAJjDW3UrDCgWCqoA/lt0q6aqGcEMXWbOaCfxgs+DusTDCYV8OTFqTepR8yL0X5obQkzmzvduhweztN1PCkQFcOYSRwhnK5ooN1Ncwj82MNmXzhQvZoOXm+QE2or+FBOQ5yKOqp2BcBSE+eNd0xNGn/bYWyf9A/CvUfDgkoyMwMhdisWwNMddHhJ88xoEUzT3EB6Hyuoz0zKlUN2FBDDWujKRVaDaYq6tuPppqMkvaeFTiXH8OtYhD5PIaddwLZ0cnZLQWL3fX2U2jSaEqAp5GHYKqiD+W3SrIqvJ7wxNGs2wPtLMubkG0Mqg5G9oGP63NYWXhrB4vo6uBYOQ00IBgz1wb32Ma14d8Hr86Zn9Naj8iLGjLs0cJtLOT5CgaocvZ06n7hHddePwv57pc1wRTqPyoyM0MhNquD+1MMf8yXY6sLzTyVBaDKOA4PvVdGZTEGLEJyKokdhpl8Y+/3qsko5Vp/yp9XNYyhK4YNUUCeFPJ1LHxvGFR9yBxHbgsqQxfiXPjNklfh9UD+I4CaNCaZHMZgsLaa37mdFblRQ8WlKMQnQEr96G+fyJ4g7gPwlCST/Bnf66pDpHo9OsCZkbXVKRJmDr4Se75qq3khAK8NvDQMk4+Az8GaSvbq6LgXAxNM/nAY+hf3swL9ELXAQPTWxVlxgr2/BmAUwJvZ28/vMApU+2ux/DHVayslhyo9tpqaeXbeFz4HwmG+F7gnbvl+qjxG/t3wjOSATqPSbsCqnCvf8xwyjwPB5vjGbdxu8ea21PvGbZTY2VP0NZd67NAJ8RB5DF2u6GBDbdroyVn9Fy9Ue547gw0eN/pQfoRTKAeu345HX3G9wvUrlwJGD1LrvVKjLnUtGlx32vOFlX3IVryREwCCVHf8pzirS4fXzwn2iSFdO8lWw4trJynIzOjmrDjB6q8G+B45hHRx3SptpJs/5gWHCm0I4w+VlnVo5jmdy7E+GRkUGtNECWQrlpiOoEtEt4Jlo2opunpTKhRtvUxtR6OvnSr2muIrCoVOiEHkMXS5osOj6nnS57BZruq/8IrUVfN+TgRTv1aSdYITB6SYASLfhF8KLoUu4wJGhNvUehV4RQiGkRfbuC2VTWZ6fhihINXP/zTVfHoOdS9+i+8FG6NZ9blIo3ExaGLA/TEz+LInhkIyM/CEeBl6ShkFfezxSIUZs6471sFeUpU20sUf8yp9H/wyaOLp1MxTFYbOdV8DkQgXJQV/rNR0BL0GbCBlULL4a/Ymm4TBMIQYRB6jWEs+3wOJ98q9plD/yo85C2BQ9d9QkLcPV0veQqEKsKoDRKEJXzeXotwK3XlZiwbn6n3r3xRsQGkBYyC7JRDg7yv3muoxr8V8NtnDYma7pRn1tu0F+qGulbsqgvW1lOyzqgTbMvZYkgeViBO8HfupGOduPcc66/44A5IX+jTzdAhD1580jzlLXgjbprNhQWJeBSkQUAZCVDFzqjKJObpqExfsZUPaviixEAzwdj9mF+qAGEQeQ9dEjc6dPk53nxlCS5FreRVUW618nOEKlRWu04Q/9qIF2ia0cit0V+xk5sbzZZ3LKiNhZZAZZgYZJnJdhFh1PcEuCo9rYsFdfj4NM8usqoJCdTW83evQkzNgCFg60DnKF1iLfDKUxwU3nmMvQ87QwmNNvD7DtWaeDmFo6756SUfoX7Uxxc8yK70bfSkNM3yvMrbErWQdFhBPyURZiZz4H9oA27GfyeIbVhCDqEwn6lz6YqwfEw5T5YwpRR+nXDWL3KxwlWp3PPicliw8b1fKelDMZOZWzwvHcCojEV29mUaf+4WCVah1GRfpUOmYBoqYeoIZNY8wUbR2eBp6UgHqkXGfSvandavSYqFY8SNztbKCet9alaFfWCrjPCPkbHJ5MgSmNYY58WwHqqsoWFOlpJmXD7qEoXUZlaqA7E2uSu8wjlQ1DpPZyTpoO/ujj+9BQsd+wxBiEA0R3E7UKvpixRwHVa/LzYvkdoWrXLujvsb1hOZXcnYhqPKnssWBd2VyVSkjge2hiYUFjXX11exQKbxC9rvGhO4iwnNeeQlSRkElhWsqKY5Jiz1b5hK/IkxhhNQMQ1m/0O31pdsRWUs5yOnwtOkKc9rDk06aebqeVb8ko0AQOaPS+y5qHAYVk3V4v2GIIV2KvvTSS3TiiSfS5MmTueEfe+yxjO24AVdffTVNmjSJqqur6bjjjqNVq1Zl7NPW1kYLFy6khoYGampqovPOO4+6ujJXG++++y595jOfoaqqKpo2bRr98pe/pOGUmp8vrVH1OJ2PL1EuL+8lCqXpFlMS301qtZWaj4EPK8KJ151H4/5rIb/js+oEXMy5/AKVVF7UQbJPrrtalkCpjIS5MnV7L1RQirRzL9KPretO9vTlfOaTvX0saaOqX+j2WU2R0+sovq2dDBC9UUw0nPJe4HN8eztv1xHmtJfjgPHD35nlGeyaeU7tXuyz6oe0cmSbFqr0TjaNw0L3K2wm67ABnUtyw5asMxwxpB6i7u5umjt3Lp177rl06qmnDtoOw+V///d/6Z577qE99tiDrrrqKjr++ONpxYoVbNwAMIaam5vpmWeeoVgsRueccw5961vfogceeIC3d3R00Oc//3k2pm699VZ67733+HwwnrDfcC4vr7LCxwTT8cSrvgvlOBEadYSfiiVMq7i93WSl+K3QnQohODJhdFHiwPnap9iVaalDEN5zf/SAOSuHzM4pOYKUdPBqIGkT36omOaLjWU2XdDfJTSliuvU5R8l3F9ARnizHZ1Wp0jumla07HO9X5QhO1hlSg+gLX/gCv3IBg+BNN91EP/7xj+nkk0/m7+69916aMGECe5K+/vWv0wcffECLFi2iN954gw4++GDe55ZbbqEvfvGL9Otf/5o9T/fffz9Fo1G68847qaKigvbZZx9655136IYbbhgyg0il5LuOB1LpwaYA18nwUyjHq5L4ujOAdGSl+GmgUdJWO3I/2vnIC671vIopI+EVvOT+6EJacgSFBy1yurmyhwxD0JS0UZEc0SNfcQwl2rspOK4pL68H23WOL27DWF5nBuqu9G4ELRuTrc6BCvCgFPX0q5PFuwsn6+hEIhqlnQ8upvimVgpPGUONpx9DoYrBfbPU8Nfyxoa1a9fSli1b2LNjobGxkQ499FBasmQJf8Y7PD2WMQRg/2AwSK+//np6nyOPPJKNIQvwMq1cuZJ27MitCN7f38+eJftLF1QqH3e9uJwi08e5dteruP2h2A34JZSj0j4DJfHdXbNKxWvVh98phAeOlq5zeQknlfrqg2cpVciFnleh9kEmF1aeweqKdHYLT+Rmtgu+H4qVqc7wnBdq92nJkTENVDFtPEWmjKXwpDH8js/B0Q0sOYLn3u34ovasvkpGLMYaWtBTDPP1jE69Tx1HocaakowvbsJYOscF3f0j3z7pSu9sBMfNl+3f8QRfd/+HHzuGt6sO2IufeSTnWLI4eMfnUigXbPv1Q7T++Muo/Q//oK5FS/kdn/G91/AtqRrGEACPkB34bG3D+/jx4zO2h8NhGj16dMY+CLdlH8PaNmrUYFXw66+/nq699loqBVR4PbEN27huRPsWd9k0Kiv8hhPn0Y77nvWNe1i1JD572zVcsw4vQCmyUoZTAUwVPS8obDeefixtv/FhT1emXsGr0hcZYXKzRECGOCeqVXf2sOQIiPBuxhf7swpwMUi77lV9DXufuT5QLJ6agLOKaSazyOl+yXT12juo0j+c9qk9en8Wfh4UgTQ/Vx84k/o/3OArsvi2Xz+UuuZsJJLp78f96DSikW4QDSWuuOIKuvjii9Of4SECGdvLzJ3w5FQ2jVulYKcHG50ecghuC0XqwlCUxHf78GcYcbgGrCjtqcU+zErxsgAmtKNgdKsocTuVkShHQ8bL+lOq/BcnyZFi5CuMWIgSLe2DMsiCZngT3iiVZ9Vv9dK8elat/pHEgqEqQka4kgJGMqN/AE710uKbW5lEbvSltOvSQNSsqpI1yYrhpgY08fTyqgBEo6mq9OkLsI0NpucS20d//8uehc98axBNnDiR37du3cpZZhbwef/990/v09LSkvF38XicM8+sv8c7/sYO67O1TzYqKyv5VQoUQ9hjPoUpJWMEdr1quqN6uqZCkTowVCXx3Tz81sRA0RDFckwMoab6nFkpXsCLFbeT0V1MkkAhJW6vocOQ8br+VDH8l0KSIyrA/sg+SjKhd7BMSGLrDuZ9wQvd/vDzBZ9VhJT9WLS01M9qdkFS1JFKV0KMhCgYi9OO+59JtSn6EAR70Xa90dSCa0wDh7F3/P5JioMLCoMKXjcUER34Efy9Ts+6KgrNGb3vfzRQDTtroZQm3CeSzC0afdYJNKINIoS5YLA899xzaQMInhpwg7773e/y53nz5lF7ezu9+eabdNBBB/F3ixcvpmQyyVwja58rr7ySM9AikQh/h4y0WbNm5QyXlRqqAxY4FVwM0Fw1UFVq1RD7qHmXBohCD7bOQpFuJ2HV9vGyJL7qxJBAyftcopItqYlBd9jRqZ29XHEXMrqL1fPyg6aeLkPG6/pTxWbHuWnryIxJqQkNBq+99o0lEwKvdiJJdV/6NEWmjS/opd7yo1t9l+nqBZQKkprPT7AizKrzuWo5xTa3smeIjSELtqSE5I4uouoKqpg63hOxWcBpzgC3TQUgWnuFITWIUC9o9erVGURqZICBAzR9+nT64Q9/SP/93/9NM2fOTKfdI3PslFNO4f3nzJlDJ5xwAp1//vmcUg+j58ILL+QMNOwHfOMb32A+EOoTXXbZZfT+++/TzTffTDfeeOOQ/GaVAQtcCnAqCq0adA8QmNAq5+6ZUz292AKPWNHAcOMJMBKmCMJ8C9XCfMUM6H4JP+WbGLhCcGhgYuD9NHltnIydtBu+q48C1RVE4QruQ/1rNpVsxe0XPS8d0GXIFCsOrKNveMV/ia1pTqX0I7UfmYHZVbHNlH/s52Qwl1vRUl1QKkja00+BiiQXtsy54Ip28LjDIWb+Y9sJrH/DMOqLUd38Q6njzy+WvJSEoTBnxDduVzoWss5GhEG0bNkyOvroo9OfLd7OWWedRXfffTddeumlXKsI6fHwBB1xxBGcZm/VIAKQVg8j6Nhjj+Xssq985Stcu8iemfb000/TBRdcwF6ksWPHcrHHoaxB5DRgwZvgtGrAdp0DRK4JtmvRG+nrUSvw+CrtuPdp1nji6zaNuMQ7a6hl3VYaf+UZSoNxuaU7D5oYBmkoDUwMbiUuABX9NUiOJNu7U9kxpjaRtaKEke3lirsca/oUa8joCJHr9Oh5sVjAcQPBAIXHj6JEe2em3ltlhEPF8Fo4hYp1tXU5QqkgKdcDQhjMyGs0UT/mCnNDvrJOhkHB2ipPxtaoSnIMxiWz4KoloGxVCkj/hlCQU/BHhEF01FFHDUr7zG64n/70p/zKB3iTrCKM+bDffvvRyy+/TH5CoQGr+7UVSjIGugT2nCbYhvnzlAas9oeep0SbWaIABgJXdUitFvF96+8epym3X6w0KKsM6H4hYVoTQ2jCKEru6DRj+CaZESnjIJf29lPvspXUgcweF14blZUX+ASx5u2prJ8c3A4Ipuo2qL02ckvNjdJVnK/YELlODk2pQ49WG1FFiCJTxw3SKeMMsrimemk+K4SoC2oFSU21XvO7Qfsw7FZEfoD83nD8IZ4Yy+QwZ4QMgyKHzKa+11aYP8bcaPsZ9fM/7Wk9It9yiEYC8g1YxcgYuIXKBIssNMdCbulqqaYlgBoY6R+aelhj65rZPV41ZzfXA7qflOOtAT0QT9gGqFQ78AAWS5ARDnE7uvXaKIVywDNAGX++uFQYI4PbkUgOiWK1Lq+FF4ZwsWG+fAZaMSHycuPQZLZRY0aKfzGhUF1tXY5QKUiaVp03Q++DPdDmgqffua5VaNwoT41lw8HIrZg6jvoKHAeGtpcQg8iH8FJgT6ku0vadFBnXSPEtbXkHLDzUibZO61szdm0+taaRYCDUt2K9skFULsrxll5TdPVGm3fMbCPE+PvbKTJ1PEU3b0/pOSl4bfKmqqqUJQCXCQXV7MaQtR0cD3w3RIrVbgdirwzhYsJ8TgaaSoi8HDk0ukKhOtu63IDn2kkqA4T02Lad7IXOV+07iZBZf+7iqGmAgjrNGwOjQsHIDe8xkbqeeiM1VLLkiJlZZi6g8RtVBGl1QgwiH8JLGQOVCXZQIbfKCHsakPWGyRwDVtVBn6AYBin+oyxWH197yjAqFCJVhT+V4019Jvy+pM07lrooVqM2uvtsnLD8XptkgUFfbeWVEs9Mrx6zYXofy02x2mtDWGf2ZSHvGKoOlyuHRlcoVHema7kgwxjMU5B01DfnswcRvzM4ZSzzSK0CmIS+0dpBFeNHUYzT8fvzn6uqcsBz7OXv2p7byK2evRv1v706VcgzxzgFA9ESpK3//Kc8uW4xiMp01aBLxqCYQm44Lyz2FGk6NZnjgW086TAKjqqjzkdfMf/IsvKtgwwYQcH6atfX7DcSJia5eEu7Tawy+4IClEDaq2mIFPLa9C9fQ10vvpOfMH3xAufwwuSxFGtuZQPLQCn/7OwfGENlqFg9FIawU5Vuy0ALpOvD9KcG+DENPFHZDbR83rFy59DoCoWqtrUfvMI6kW0M5ipIit/LxmBrR8q4QAFG9Dd8tisOVEU4O5nnCwvBABtagYqIp32o2sHI7VuxTlmQ1iuIQVSmqwZdWTnFkD47Hv8nT64gD1uTP0JA+L7ui58eyBhI/fHgk1mq7y7htwkknTqLpouEbATHAdcvZ4EEnL023a9/oC5xkWflxSvKB59jg9oS+LSyf7CihMCn3aAuF07GUBnC+QwZy0AzwAHLUR8GoQy7gQYvYa6yFqUqS+DlfdXFSXFqa395hb0zKotRHAjvOYmoq4+ffTzrVFdFRlunkj6dl78LhSTTwrOhHEaRKUjLwrUeQQyiMl416ECxpM/Q+KbMAbu+hv+u95X3KFBfTUZnKjtuEDhEU6PFK+G3ujZ2EvzAhGNdEzwzyVTGYFVFql3zeW2qKynR2kHBIiUucoUXwDfAPQ2ghknT4BBnOXIyMgzhisigrCavDWEM8EZvXyqbL5mDFxbroGBVBe/X/qfF7F1FCMCylVtv/gs1nfk5avr6MdrLEpTTfS1Hr3CxUDFOnYxKVcUBGD/oQyGMx+hD+DyEpS0CeX4XFgR4BpJdPWQEA4O5sokEBetqeD+vIAaRj1GoWKLu87glfaIsPIdqNrakvBK21XIur8RwqmuTJsE7eH+gOA5iej6vTXjiaIpvb88otbCrEheDDOp4Pxkl5mSU2iNhGcLwfMXNNswoWIo+Nmu6Z4ZwsL6Wkn2xlEEbDg3mhaGoal+MepasoI7HXhnUPzARtN32BP8bRpGusgQq2li6jaJyKYMwFPDKOLWeebf6l7qRr29gHsOCgJ+BWJwMcKLMSAhzpDDOn/k5zwjVgBhEPkahYoleSi+okj5rj9yP6+xQdx8FMDCVUK3cT8Ub7SR49v5YGRNWuMzk7DSceDjrr+Xz2kCfDYMZp9eaHhC7enixEhdecjK8GPS5Ovkhs6n37VUZBS+5jfuilDS3e7cKRgao6fDJxQsz9+n8x+spowm7xO0aUylVbyuTRgcXR0UbSzfXxo9lEPwCnYsO5XbWoH+pC07XjIUAkPaeJkxual1N2nvqJcQg8imGIqPCLemz+uBZVGlT0C61WrlfpDssEnzfv9al0uotwUIAHrSqCG/P1l/L9tqkeADLM8n0dk4KyPRFekC84GR41Vcx2fcu/ZBDi/g3tw8bGgEmmaJ9sL1xwVGe9AEYG2xAJvvzhkFhtKUzf7JpdeZnGNJWJo1bLo6KNpbOopx+LIPgF16czkWHSjsD9n2CkdSYvav6l171DRg9WBCUOhKiAjGIfAi/ZVR4qaBdLPwgBJrhucAsF7b9VrPsvuW5cCRP5vGAYFI1NHpAdHEyvOyrlhEHxe9ALg9af8xTYi3uHQyxcE0lJx0Mkq6oq6FEd2/O/IIMGAbFmtu808bSVJTTj2UQ/MSf0rXoUKpOf/8zKe6aT+YMo8i+AePHq9T6QhCDyIfwW0aF3zg7fkNOz4Xl2cnhuchnxKWPU1OZ5hlZHhCqqmCOjC4PiC5Ohpd91W7E8bGrsq7bY2KtfaEQNuvDWCRvXEuytYNCjbUUR/0pJ+RKRNgFeFnlvhT33smz47SgGArPupsiqir9Val4LsS0EZ33yZwR9dkcpgoxiHwIP2ZUlNvqzEvo8lykjzOmgcI5sqigDaVrENHFyfCyr/qNWJuxUEjXh6nIqA9TdfAs6gKh2ulYdbnbz89V7nXfe9Wxo9CCwmvPeqFr1tVfVdo5Cd4h1mAKCRleIFFk3/BDiBMQg8iH8NvA7+fVmQpK/bDpmhgyjmN6QAIlGtR0ef2K7atu7oUfibVOC4X+dc1Kx0FSmo6+6mWVe53jlI6xI8MrgfP3RTMWFLq9Ek7XPPaiBVr6q0o7wxBie9cnc0aoiL7hp0W0GEQ+hB8Hft2rM11GitNxvHjYrIc/0dEzoDWUVaAvoDAYeW0I68jUK6avur0XfiXWFlooQINKBcHaGi191csq97rGKV2eHWtBQdEQxVraBz2HoaZ63q5jQaFyzSiO2viNY2n7DQ+7WnSotHMExRgNotjaZl/MGRVFFPxF+/hlES0G0RDCjUK23zg7xcSMsXrVYaQ4TSBeeaxS4q61FF29KcX3yS7Q19dOFQqTUCkMYRVOhptaV6p9te/t1VruhV9Dt3kzNJtqU8R4e+bhoJ2ClNjeTu33LnLdPl5Wudc1ThXLN8nXp/FvI2lQomXHoAw7PIfxlh3sHdOxoFC95lC9cxFVHe08auHneF+/zBmBIgv++oEIDohBNERwq5DtNz6Oatiod9lKrlXkduBXcVdjhebdw2YOirwiterQmJwN+/ZCR9BsCKsYBTpqXanICmz50a3a7kU5hW45hIVq7p3dRIkc6WahIG/vefk9re3jRZX7XOfalXGqmJBzoT4Nw54NT/D3IuGBdsSzCKMUPJtEkiIzJrn+3cVcs1MRVZ3t7Kc5o1pDwV+viddiEA0BdChk+w2qKuzQ23E78Culof7+SdbK8YJPwPenvYvC45oGp19XVaTSr9u7lM6lyxDelbolbgyHQp6m/pUbtA98fgvdKteosufgcygnQpHJYzi0pjNDyMuxw+25VEPF8c2t1P7w83n7a9OCY1LeOJSryMWfMstYxNY0u37miw1v6ygPouLN9ducUV3gmlUL/nqZPCQGkccodsD2Q50dFWSEe8aEB6Ugo2NDmkLHwK+Uhrq5lScfcHdU+ARuJsb0anFMA0UaawdrbMFl39qh/GC7HdSGom5JIU+TgRW7RwPfUIRui69RZc7SZo2qyJ6TWdIlRYw1BmUp7mr7eDl2qJwr3zOmypHpenF5wf7a8cSr3LQQn07u6BzEnwqCSN7br6WfDQXPU9Wbq+u+GxoWC4Wu2Y/JQ2IQeYxyrc+gGu5pue4+iq3dkjI+LMmAQIBCTXVU85n9qOORF1ynhqq4q4kFVQ3mDTjxCdzyTbIf7OzsMJ7ginyw3QxqXtctcfJGNS042rOBTzWU0bNsJXVqCN3qqFEVw6QaCrkm5e/q9fkhucEpVFx35P4sa1OoTyegnk4BCkRCFJoyloWmDfSFcJiFp3mRpqkd7eHtxLb2VL8uoVSR12HgXg0cPK+y8HRCDCKP4ccaQzrBvBkL9g5OBoVqq7RMjEorC3hmuvsd+QTx9m5qvfkRVwONfbWYNL1j1grf8o55+WB7WbdExRuFlX1k+riUEVbigU+lb8D46HnZfehWV40qCCOHqisotnGbEilflxGDCQueQr4vaK9ImD0xIOgORXJDoVCxkpcRE9rYRopvaR0sfdPRvUvSN4WAa2446XDW4UrsxMLL1OGqraaGkw7TZqB4XV+pV4Px5WUWnk6IQTQCImwAACsNSURBVOQxMgbsHMX3/KzarPIABBIGhfeYONgoaO3QNjEqudgnjqZodDun4ObnEwSo/c6/ux5orNXi1uv+SAnLO5beGKBgU52nD7aXdUuUvFEbtrHadvuWtpIPfEp9Y8JoNkL8Ul0bVaMNyzB1IOXryp7DceDNBbfN7s1NvLOGWtZtpfFXnqEnueHiBcqZRIVCxeChqSymqubOoI6PNpdc+sb67R2P/5O5keDG2MWa8X3lzKlajCIvowqGJuPLyyw8nfAfO3eYwxqwUdk2uqGFYpu2U7y5ld/xOdnWwdv9ptrsBPsDEEQlXEhN1Fan3sGFMidGuL4DkKbYvpOSIDpDRgBK5ZigFCdGywDBceCuTuzsZjIzv8N9XVPF4blgKMh8AhiaPOAjAwW8IuhMTRhFlCTmGtmJ10hVxjuLRNsGGhUE7IEym1EUGKI+ZiAEkyWkZedkVOw5qeA+Kv1wYMLP72nC9vDk0TzwYaAzeqPc//GOz+MuWaCVs2P1jXx9rPbI/YjiCcdrtvPLMCGDBIp3fN4V4zQXeCKnAE/YIOWzwYQJHNItSYM/h8c2seHS+firbGRE12ymQE0FVzTHu2V8YIJWAa6/9XePU6KtwzQcgqm2YOMhyd9ju9PvzJ48gwgX49mvrKDg2EYyevo5uaF//ValydweKkZmFt6tsUCpT08fR9G1zSx9A6kbhlXuAONQTSWHL4u5fyq/PYTf3lBLofpqfrd+O2/XcC7VZ8xrDp6ua8azP/HX36GJ151H4/5rIb/j81BkUouHyGNkkCyzVjGEQVvzKsZvoUBrYnS7InB0Vx8wkzoefYX5BOGp43KGKgyO+SeJoglXhdyswZFTek3vWLamlZf1NLysW1IMMRITnBcZMCrpvjsffUXJS+vWI6PisUKYB/yXQENNQVJ+xxNLtIRNYNTFzAragwRgLYX0dc28X9Wc3dwnN0BoFvWYXIRmVfq0xTPyQvrGS6+Nl+TjhCZKx1Bk4emAGEQeIyfJ0hTwzCUE6heNl6JWwrm4EponxgF3dZBCo+vT/G0jYfD3zLkwJ6LA2Eb2VA1aUU4eQ1F46FwWcssYHPEbsiU3hoAo71XdkmL5U14NfIXCL3imcM2o5hy3RHStDhQJsYguuCYgOW+/0V0VXZWJvOHEebTjvmcLk/KhZL9dT2p+/4r1KQ8UDPZcCAV5O/YrZBApJTdwlldQy2ReFM+oxNI3XnJBvcxoC2kyvvystlAIYhD5WAjUi7RgXbAegAzJAHumjEZCo+WRSe7sHlCFt01oaCvwFlAJFRMaT0RoW1uMnz0g536Btl17b2ogdVHIza9EeZX0fbcp/n7jT2VfWy7jQMVLC1FWXYU9rYkc3ovoR82pfhXBRD6JuVU4BupzFZo8QmMaKb69XY94Z8ApmBtQivUqcdWqIhTGtW9t0zIx6uAZ6dDV89Jr46VyQYUmQ6Yc1RYAMYg8hgrJ0su0YF0oNMlkExrdhiEwiPWv3kTJ3uggzw48FMlYgreHGmoGwmpMHh0IqzWedBiFMVhpKOTmx3oaFlQ8Mjq8NoP4U5YBQeXppe15cflAYU9dIZFUBQoyzPe03aHkRTqMDSodfaxyzu5mn0+QEQgNmvSsBRrvp2HyzFiY+GQy9yIUqtMD4pVyQUCjIVNuaguAGEQew29pwdonGZBZLa+NOckwoTEc4u0VM6a4DkPEd3Sm1LzBTcjmQIRDfDxs71n6IXX+4zU2aphEzbORwaRphNWYXxAMuC7kVq7u4WKQbzXtN/6ULi+tVdgz2KjGfSnkbcjOxApaPJ2PmpXTzlNepOVa+ljlrKlUscfElPZeroUA+vQeE3k/HZOnzonRbT0jXbp6Q+EB8aoKdbXG++W3ytlOEIPIY/gtLVj7JFOQ0LiVs054IBrbkJo8e/tTE9GYBiaOqkyeSFPmgTvfPvg+maSuZ5alskDGN2W2M7Sltu9MGZ2hEAULEa8VVt3l6h7WMQll6BH5hD+lw0vLhT1h8Cl4ZAq1D/qyahqz0+Shq49hnzHfPZnDnMl281lKbwzwQgDbdXoB3IoIAzrqGenU1RsKD4ibiuDF7FOt0ZDxC2FaBWIQeQyVyRNpwTs1VHT2Ehk8mjyExuSOrtTKuypCyU3bc1bkVZk8UwrewZS3B2n02S5/85jxtk4Kja7La1TC6IygkNvWtrzEa9VVdzm6h3VMQg3z5/mSP+W+sGcFRcahyF9h7osT8Rr6WsVkIxWaPHSv3CdceWZeXpNuL4BbEeFi6uM48Yx0Zof5zQOyq4LOucKFgTIyZHRBDKIhQFFpwR5yUtysLJQmmWCAtZuMHoS7jMEVeWMdbJQ4TZ6sIF5XnQqb5XL5myEvlLZzMiphfHY8uUSLZ8dvg6NbZExCaY9eNOX1G9PA4TCQga0wpd/4U268tJXgvjhU0cX2dNHBPO0DfS0jFqOgJoNRZx/zygugo/JxsWnu+a6nFAkQfjEcvBZ0Ho4Qg2iIoJIWXEgotRTCgU6rRafQgGO9lUljKLpqY8poCdvInEw0DXKxvGRfjIL1uXkb2QriGRltNu4P2ikybTwLyTqVAag+eBZVzp6uzbPjl8FRB9KTUEWY4jk8eqG6GorBy6bgSfETf0oX9yUdLrTaB33Mah8U/6wb0NdSKUcxFH2s1P1Vxai2h6jyLbiGqj5OuWAoBJ1VUS6lYwAxiIYQhdKCnYRSdQsHpvkEVtp0bz/1LV9DW9dvYdc6wBNIVx8FqiuIwhW8b/+aTemVhdMkU3/Cp6htzSamZ+Ra5XESGH+dWYk2X/vwubr7zBBaprDiqG/O59W7ShkAHG84eXaKRaFJCByvBHheueo0RTs4UwtVwZERWU78qWK4L/n6BipXc/v09A1URGYYXKk43h+jYE0VhSeOzq2vpbkcRbka1SplRvxcH8cPE77Xgs6q0CU14xXEICpToVRt5+Ay/n+lZFvngLCkLfyE77f/v8co1FjLBhPLICBUZRvUkFWGTo9y606F03g1kuxPF4ZjQ8iS1YDER2UFJfF3RU5oFE0pylfOmJJ+2JBFo1IGQCdZcVgRputr2MAslM2H7dUHzqQqRS+bn9pQNWSUr2+gfZIwFi1jiB9R8+HB85NI8vaq/fb0TF/Lb1A1qp3KjEATzY/1cfwy4Xsp6KwKHaFSryEGUZkKpepybfav3EhReKEA00DJDmPBS5WormA9qNQSI4v7Ewhw3R9MLE6ERtR5CUODrLMnNQil3EXpEAPmEVV3tVPYUaUMgFURvFwGPp1wGrAav3ZU2mGYk7yelmwL7DKxdqjb0E3IyECYFs/lwNFs72bDxRPUt2Kdtn5YblAxqpN9/VxSoKAyenahVR/Ux/HThO+loLOXIrFeQwyiMhBKTQsVmkhqdG32f7BugNOQK4wFIwyDVndfahDPZTRhJdzVy/WBKgtMMnZ3dXjKWDK6esmIQWQzRAGQpFs7inZX5zuXWhkAtTb008CnCyoDVuffXqMgMgL7jDyFKyHiG6FkZ7cnxFq/Ifrhx5lfZImOWohv2Mb8mVLra/kT8AAXNqrRnxJbdzgrozfoU0Z3Syj324SvVM5lz0nc1rG1zSXn+0U91HrTCTGIfAhPpSDSY7hZxjnfDngLBnIbTfgOoTTUByqAgtyobTu1cqNUygCotKF94HNTO8lvUBmwuBZWJMw8GLTVIPJ6XQ23qdOK0m+ThzZwtelAmr+WLVuS+j7Jv5+9IyXW1/IjYCw7GdUB01OEgpW5YG+jmkPm+KI+jt8mfC8FnVXgVzkjJ4hB5EN4mQlRufduqQEJ7vxcDwLc+5YIpDmADYJZJJHJzT7hRulqQ2vgMxCDV6id5CeOTCEoCXOSQaExTZwpFZwyNmfoVmVF6bfJQxfsEhgQGR6Y6c13fnZCXEqC+2EOD1Eps5r80Bdx3kB1VUGjGh5oLiJfRsrofpzwvRJ0VkG5ZvOJQeRDeCkFgYElsvskiq7emEoNNtPh2Z0NIwmdZMo49v4gLJaPDI0UZNQHUuZG7T6BqKuPeRXgUVBdFRltndo8BbraMEUK7UvxpxxqJ/mRI6MyYOVLBw9EIqyh1f7wYjZ+eEUJ/S+sKPE5a0VZ6pRpvyFDAoP7hiVWhkVCyriHnAkSEqIrN1A8hxAx+n4pssz80hftz2E+o5pDOQFKZUF5VGaknMRd/SborIJylTMSg8iH8FIKIlXG/yQOY7EAKtza1oCNgotNdTT2B19h5W+ksFvEUIsMjQGLB/W9pqh7CirClNjcmva2JLFa7OjOSMF1LTaa3Ya51O4V2hA1kVAbiQ2/ArWTYptaaecjz5cNR8YasJzKEtSfNI8i08Y5rigLTcB+nTzcQkUCY+z3TqH+VRtZPys7y4z6opQsQZaZn/ha9ucwn1GNWmeAV2VGgHITdy3GiPNK0Hk4yhmJQeRTeCkFgWONv/IMLtzFqzRMXJEwr9wQd8Z2iKCicwd6+inQtGvGhWoKri5PAa67kNq9WhuCCGr+aZ7aSdjauej1suLIBMyJWKUsgdOK0mkCHnuRnpRpP4aMnCQwLC0z9GtcDxt/ZpYZDAMYnjqzzPzI11IZy9CHvAil6zIYh2LCVyme6ydUl6GckRhEPoaXUhBO5xpU9yfez8KnxXRu1bo22E/XAAJV+3xq95UzpzpeN2oiOdZOikQo3txGwabasuHIFFuWIN+KUmUChnfRSQbDbx6AYqCinYUsM4tDlC0grJOD5le+llOJDN1lRvK1o06D0csJX6V4rh8NjOoykzMSg8jn8AOBUF/nDijXtXEL+8CXT+1eZeBLkUIL105C6jQ8K+UkxqurLIHqBByq15cy7ceQkYp2FrdHVgkNiyNTDAetkNHkZ76WU4kMXWVGChYbteRWykjcVaV4LrZPuf0SX0puBHw0hzlBDCKBZwrIGSm48UQqBdeKY+Woa+MGulbK2bWTsgmfqJ0UmTyG4q07fSnGmw+6Js5ijqMzZbpcQkaq/Kn45lZqf9iZg+b0nJYjX0unEWcZw0nc/6oIGeFKDu1b7Vg/f17ZibuqFM/FduxXNWf6sCLlew0xiASeraitFFxO89/Znc5iY6DGUW01hxV0DNa6BtkMrkCaFFqRSQqFbtqDz3nKkXE7YKUnzo4eilvp0FkaUyoTZ7ETcKknD7+FjDLIt3kyqMDV63qxcKVmNvIMg8OOhZ5TFZFlv2X36DLiLGM4ubObw8AsAWTP6IvFqefld7nY7FCUQShp8dxEgvfTYRD1+oiU7zX8GcgTeIbsFXWwsoInLbwHxzaySCVvNzNo8A5eBIQt8W59rwIMwqGmWjI4IyeLKAky785u3q5jsM5IK8+BYgY+iyuAiQRK3TCM8I7P4y5ZQDWfmpXiwICPs30np+iz5huyiMCZ0cyRsQas6JrNFKip4LAX3q0BC9vV7kUdxbe1M6eKDVKUPwgG+HN8eztvt+5FvvtuTfgwrNKVh7Mn4OnjPZuABwzh/OFLbPcqZGQZ1AhzIIMqtnEbxTdv53fOqAoGqe7I/Sm2YVtBI65//Vba8fsnHZ9TQHdfdPPMq0BXH4KRCwmhZG80xUOy9Wl8xvexza0UGdvIz3B0QwvFNm2neHMrv+Nzsq3D0/5afPHcAjsY3s8Hww3iIRrhKGZFXUiNWnXFkOwxM8zSJ7E9yEjBx3YN0J0WWyzpvFQcGb0hIbPhzTQ6zuZJpdOZ98hQ8kb5Kb3WryGjQhlUye5e5yKZOzp5Mlch7uvsi16ETnRlbEE6iIWnC+mmdfWyR67/3xs8K4PgRfFcbMd+XntYDU08Iz8UEQXEIBrhUA0tOalRq7hRsbpMtOwYUAXneiPWiVKWEbZjv6o57h7uUqTFOoV7vCBY6goJ8TW2d1NwXFPeCsLY3vn4q0rcFp3GoJvB0W8F4VQyqLpfejc9Yec14sAVKYK4r6Mvehk60dGHWDrIrJqfE/ge3q5/rfOsDIIOqBTPxXYdIeBEEVQDXcayn/hKYhCNcKisqBGj5ti7S69E/4r1qVUOHmjshwnKDPHjfzxAxRO8n1uDqNhBtlwyKnSToUNjGogaawelg7O3rrWDOp5YonTf0ZaVc/ek7sVvU3zrDgpPGEW1xxxAwXBxQ4zbwdFvBeFUMqhi23dSZFwjxbe05Rfm3AXivpu+OBTkdLdGHEsHpceVHFms5mATb+ukkGIZBD9ApXgutuu4DyHlJIC2VAV7l8ay3/hKYhANA5R6RR2ZMDol9IkOi+/BS7AREZWJqulDW1kSEIvNsYP7rPuiBlk/rVC8CgnZj8M8geyJGhMFwhDbd1JwF8OpXYveKKoNdQ2OfioIp2LABjp7qOYz+7EHNq8wZ4mI+/nGjqEip7sx4iAdhLR6DpvlEpK1vJ8othoJO5ZB8BNUiufqQIXKfLDHJOp66R3XxrLfMkIBMYjKHF6sqGuP3I92PvICUTRBsZb2wRlJTfVKRFW7GKYRyMyYSBU6TK3UeD+NKDTI+m2F4lVISOU4oTGNTK52CtP0LltJHS7DqboHR53hS12aV/k047C95uBZVDV7ekEjzqoWr8vzVWjsMHCNPq1nlA+4L5AQypCjsYeBQ0GKTBtPsW3el8jQAS/6dEBhPqj77Fzacd+zWsL2fsoIBcQgKmN4taLGqqv9oedT/J9ckhstO3gfp0EkQwwz1woOg9oeE3k/L+DHFYpXISGV40DYFVIBhSePEHNg3LZhKQZHHeFLXZpXTppx1oTkFXHfaexoWnDMgCeyTNLTM/p0d58ZQkONM4xTUZbsYU/bA96WyNAJL/p0tUM/02Us+7GIqBhEZQovV9TJuEk8xINgupoHamAEU7o6iSRFZkxSF8PcgVh4IlMMc3QDbx8KfodfVigq0DUxOh0H/aH7peUFJ4/wxNG84g66bMNSDI5ueWG6NK9UNeO8Iu6rjB0IiUDUN/rvDRS3pF3sNX2Q1WQacn7CIImhaIz7dOWMKQOetoBeT5tfMqR09ulqBzka3WF7v3jrxCAqU3i5oo6taU4N4hzuyuHZMQd57OeUislp2guOZsFVjvWblaqDtVXUtOAo3/E7hios4DTI6nKfOx0nw4tUOVjUF9yXjkdecC1bontwdOvZ0bXgKFYzzgsvgcrYEft4G4fK+95ZXTbp6UNRIsNrwVU3xlexfTqQp595Gbb32lsnBlGZwsvJHMcAfwECqckdnYNi88FR9Sw0qJKKmRZcDYcoPHFUxgSrKriqC35coeiWUVEZQAsdB+drOOlwNmA5w8VUWkH4ofGkw6j6gJnU8egrrttQ5+Cow7Ojs7yBpRkXiuCZ7GXDCIZQoL6a28drL6Tq2AHh0HJKT7fDC0+b14Krbo18XX06kB1uz7FQ0hW29zIjFBCDqEzh5WRunSsQCVF46ricqaqGQirm2IsXcPyeBVdtKxS+XqR5e8zZUZFV8HqFopPkrSN7Lm3AhoJsEFtFG5FpiO8r9tJjyOgaHItdBeczGHWXNzBiIUrYEhKSmIA6ulOLCQ8rZyuPHVaGYRmlpxcLt2UJMgRX7QYG7m+W4Kofwrc6F9HVTgslTWF7qUMkUIKX7kb7uQJjGyloS1UtJhUT0gM6+Ca6YE3CqO/BMgq2WiV4ob6Hl3wCnbwwHQOo/XpC45sy+1h9DV8PDNzG04+l7Tc+7HqVp2Nw1FV5XWd5AyNpUHKrmZCAdgDRF12tP0aJrWoJCTpRbIZhOaWne4W04CoXdE9mymaYhWctwVWjp88X4Vudi+heh4VSMZ5+LwraqsJ/vs4S4re//S3tvvvuVFVVRYceeigtXbqUyhXWZO6FfpbKuZCKCd5BQV7C5lai/qhvdKZUZBWKAQaJLT+6lbZc+Qfa9vP7+R2fVbTFip3MvdAjUr2eUENNQa23YlZ52Hfir79DE687j8b910J+x2fVY6hqmaHyeiE9uISpn+VWX4sTDayEBGRoQV8LbQejCJ5IfK+QkKATKs8zMgwDkYgWLcDhCBZcBSfMqrbPxWVtUkRmFemup5a61h3UNS7o0owzshZKoYZaCtXXpN5R+X4X9M4sb13NIXP4fajCsCPGIHrooYfo4osvpmuuuYbeeustmjt3Lh1//PHU0tJC5Qon0VGd7kanc4Unj3GeiJh3FPTNIJstq4BwYHjS6NT7HhMpkDSUH2wdgqu6hEl1DaDFXI9bQ0bX4Kgi6ptdeT2XwWh5vtwuOAYlJJgTUaruVmZCgpdwep7rT5rnK9FevwFOoTRvyJIisl7WI2cY1LP0Q9cLE13jgq5FdFTT+OJHjBgO0Q033EDnn38+nXPOOfz51ltvpSeffJLuvPNOuvzyy6lc4aW70W0qZqAqQmG44rfmlyjwkrOjIqugEsLzm0tbF1eg2OsptWxJSSqvK3i+3ITwrISE8PhRlGhPJSQYmE3NhAQUNTX6UgkJXqOoDEMfEF79hGBdle1Tdmn9AcXqeHsXhcHDckER0Bnq0hGWTvg4O9ctRoRBFI1G6c0336Qrrrgi/R0mwOOOO46WLFlC5Q4vJyK3qZi6+CY6oOvB1pW9oYsXpmsA9WNarM7K6yqlAuClcrPgsO4FVYQoYiYk2AscskRKfOhCT04Zhn4ivPoJ4BemQp7gD8HzbTOELIcawqPQVHNZkkL3c+h2ER3yaXauDowIg2j79u2USCRowoQJGd/j84cffjho//7+fn5Z6Ojo8OQ6yxmqWUJ+GmT95pHRlWmlawD1Y1qsClQqr+8solSAmwVH5r1oZHJywOdGpV8Jr34C66YhsQB9i40ifGsLLYaCXHtKx/hSiudQX5+OlMVCSRUjwiAqFtdffz1de+21Q30ZZQdVY8cvg6zfPDKADoNR5wDqJwO2GBTqYwhxejWgl6tRaYcfQqF+wyDdNHj6THK1pZtWgTYziGJrm133Mz89h4Fh0KfzIWBkM+aGacispqaG/vznP9Mpp5yS/v6ss86i9vZ2+utf/+roIZo2bRrt3LmTGhoaPL32ckRZlrLv6c/5YKuQ0/F7kU2GCRZkyVz1lTBwgWRcTAq+2zbUUYdI5/UMt/s+VPdC4K8+BN00Xghl6aahDwE6+5mfnsPeMunTmL8bGxuV5u8RYRABSLM/5JBD6JZbbuHPyWSSpk+fThdeeKEjqbqYBhWUH3QVMPRygi3HAdRv8HpAl3sxMvtQuRgOw7VPi0GUJ+0eHqHbbruNDaObbrqJHn74YeYQZXOL3DSooDzhN4+MwBuUw4AuKP8+JP1s6FDM/D1iOESnnXYabdu2ja6++mrasmUL7b///rRo0SJHY0gwMqCDJ+EXbpRAHcKPEXjRh6SflQdGTMjMDcRDJBAIBALB8J6/ZekqEAgEAoFgxEMMIoFAIBAIBCMeYhAJBAKBQCAY8RCDSCAQCAQCwYiHGEQCgUAgEAhGPMQgEggEAoFAMOIhBpFAIBAIBIIRDzGIBAKBQCAQjHiIQSQQCAQCgWDEY8RId7iBVcwbFS8FAoFAIBCUB6x5W0WUQwwiBXR2dvL7tGnutK4EAoFAIBAMzTwOCY9CEC0zBSSTSdq8eTPV19dTIBAg3dYrDK0NGzY46qwIpJ39DunP0s7DDdKny7ud4RmCMTR58mQKOghti4dIAWjEqVOnUimBDiAGUekh7ewNpJ2lnYcbpE+Xbzs7eYYsCKlaIBAIBALBiIcYRAKBQCAQCEY8xCAaYlRWVtI111zD7wJp53KH9Gdp5+EG6dMjp52FVC0QCAQCgWDEQzxEAoFAIBAIRjzEIBIIBAKBQDDiIQaRQCAQCASCEQ8xiAQCgUAgEIx4iEHkAX7yk59whWv7a/bs2entfX19dMEFF9CYMWOorq6OvvKVr9DWrVtHfOfcFWzatInOOOMMbsvq6mrad999admyZRlVS6+++mqaNGkSbz/uuONo1apV0tZFYvfddx/Up/FCP5Y+rQ+JRIKuuuoq2mOPPbi/zpgxg372s59l6DJJn9YDVDP+4Q9/SLvtthu39WGHHUZvvPGGtLMLvPTSS3TiiSdylWiMD4899ljGdpW+29bWRgsXLuRijU1NTXTeeedRV1cXlQSGoOS45pprjH322cdobm5Ov7Zt25be/p3vfMeYNm2a8dxzzxnLli0zPv3pTxuHHXaY3Jki0dbWZuy2227G2Wefbbz++uvGRx99ZDz11FPG6tWr0/v84he/MBobG43HHnvMWL58uXHSSScZe+yxh9Hb2yvtXQRaWloy+vMzzzyDGdp4/vnnpU9rxHXXXWeMGTPG+Nvf/masXbvWeOSRR4y6ujrj5ptvlj6tGQsWLDD23ntv48UXXzRWrVrF43ZDQ4OxceNG3i5jR/H4+9//blx55ZXGX/7yFx4fHn300YztKm16wgknGHPnzjVee+014+WXXzb22msv4/TTTzdKATGIPAAeLNzQXGhvbzcikQgPdBY++OAD7jxLlizx4vKGDS677DLjiCOOyLs9mUwaEydONH71q19ltH9lZaXx4IMPenSVwxM/+MEPjBkzZnAbS5/Wh/nz5xvnnntuxnennnqqsXDhQv639Gk96OnpMUKhEBuedhx44IE8oUs7u0e2QaTSpitWrOC/e+ONN9L7/OMf/zACgYCxadMmQzckZOYR4AaE23DPPfdk99/HH3/M37/55psUi8XYVWgB4bTp06fTkiVLvLq8YYHHH3+cDj74YPra175G48ePpwMOOIDuuOOO9Pa1a9fSli1bMtoaGjeHHnqotLULRKNRuu++++jcc89lt7j0aX1A2Oa5556jf//73/x5+fLl9Morr9AXvvAF/ix9Wg/i8TiHJ6uqqjK+RxgH7S3trB8qbYp3hMkwrlvA/tAXff3117VfkxhEHgA3+O6776ZFixbR7373O+4In/nMZzhmjQ5RUVHBN92OCRMm8DaBOj766CNu35kzZ9JTTz1F3/3ud+n73/8+3XPPPbzdak+0rbS1PoAX0N7eTmeffXa6naVP68Hll19OX//613mRFIlE2MgHzwWLKqutAenT7lBfX0/z5s1jftbmzZvZOIKRjwm5ublZ2rkEUOm7eMfi1o5wOEyjR48uyfwoavcewFrNAfvttx8bSCDuPfzww7wCEehBMpnklcTPf/5z/ozJ4/3336dbb72VzjrrLGnmEuEPf/gD93F4QAV6gTHi/vvvpwceeID22Wcfeuedd9ggQltLn9aLP/7xj+zlnDJlCoVCITrwwAPp9NNPZ4+nYGRAPERDAHiDPvGJT9Dq1atp4sSJHHLACtsOZJlhm0AdyFTYe++9M76bM2dOOjxptWd2Bp+09a5j/fr19Oyzz9I3v/nN9HfSp/XhP//zP9NeImRMnnnmmXTRRRfR9ddfn25rQPq0eyCD78UXX+QMpg0bNtDSpUuZzgCag7Szfqi0Kd5bWloGhTeReVaK+VEMoiEAHrg1a9bwBH7QQQexKxw8AQsrV67kSRwuXIE6Dj/8cG47O8C9gDcOQOoyHiJ7W3d0dHAsWtp613DXXXexS3v+/Pnp76RP60NPTw/zJeyA9wLeUED6tH7U1tby2Lxjxw4OvZ988snSziWASt/FO5wFdi/d4sWLuf8j0qId2mnagkG45JJLjBdeeIHTZv/5z38axx13nDF27FhOXbbS7qdPn24sXryY0+7nzZvHL0FxWLp0qREOhzlVGWmz999/v1FTU2Pcd999GWmeTU1Nxl//+lfj3XffNU4++WRJu99FJBIJ7rfI7suG9Gk9OOuss4wpU6ak0+6Rvoyx49JLL03vI31aDxYtWsQZTCjX8fTTT3Nm8KGHHmpEo1Fp511EZ2en8fbbb/ML5sYNN9zA/16/fr1y30Xa/QEHHMClVF555RVj5syZknZfzjjttNOMSZMmGRUVFTy44bO9Ng5u/ve+9z1j1KhRPIF/+ctf5touguLxxBNPGJ/85Cc5dXP27NnG7bffnrEdqZ5XXXWVMWHCBN7n2GOPNVauXClNvQtAjScMcrnaT/q0HnR0dHBJAxieVVVVxp577slp4P39/el9pE/rwUMPPcTti3Ea6eAXXHABp4FLO+86UJcMY0T2C4a+at9tbW1lAwj1t1AX6pxzzmFDqxQI4H/6/U4CgUAgEAgE5QPhEAkEAoFAIBjxEINIIBAIBALBiIcYRAKBQCAQCEY8xCASCAQCgUAw4iEGkUAgEAgEghEPMYgEAoFAIBCMeIhBJBAIBAKBYMRDDCKBQDAicNRRR7EwaiHcfffdrDUoEAhGHsQgEggESjj77LMpEAjQd77znUHbLrjgAt6GfVTxwgsv8N9kCxuXCn/5y1/oZz/7Wfrz7rvvTjfddFPGPqeddhrr3+0qEokE/eIXv6DZs2dTdXU1jR49mjWXfv/737u6doFAUHqEPTiHQCAYJpg2bRr96U9/ohtvvJEnfKCvr48eeOABmj59OvkR0WiUKioq2DhxAn6T9bt2Bddeey3ddttt9Jvf/IYOPvhgFqtctmwZC4WW+vcJBAJ3EA+RQCBQxoEHHshGEbwtFvBvGEMHHHBAxr5QpL7++utZ1RpGxty5c+nPf/4zb1u3bh0dffTR/O9Ro0ZleJcWLVpERxxxBIeuxowZQ1/60pdozZo1GcfeuHEjnX766WzkQJ0cxgdUsoGf/OQntP/++7NXBueuqqoaFDLDv9evX08XXXQRnxuvfCGzJ554gj71qU/xccaOHUtf/vKX87bP448/Tt/73vfoa1/7Gp8bv/m8886jH/3oRxnt8stf/pL22msvqqys5La77rrr0tvfe+89OuaYY7jN8Pu/9a1vUVdXV3o72umUU07hv5k8eTLNmjWLv9+wYQMtWLCArx/tApV2tLNAIFCDGEQCgaAonHvuuXTXXXelP9955510zjnnDNoPxtC9995Lt956K/3rX/9i4+OMM86gF198kY2q//u//+P9Vq5cSc3NzXTzzTfz5+7ubrr44ovZs/Lcc89RMBhkIwSGBADj4LOf/Sxt2rSJDZDly5fTpZdemt4OrF69mo8PY+2dd94ZdG34furUqfTTn/6Uz41XLjz55JN87i9+8Yv09ttv8/Uccsghedtm4sSJtHjxYtq2bVvefa644goOq1111VW0YsUK9q5NmDAh/duPP/54NhLfeOMNeuSRR+jZZ5+lCy+8MOMYuA602zPPPEN/+9vfKBaL8d/V19fTyy+/TP/85z+prq6OTjjhBPYgCQQCBZREMlYgEAw7QKH65JNPNlpaWliZet26dfyCCvu2bdt4m6Vi3dfXZ9TU1BivvvpqxjHOO+88Vq62K2Hv2LGj4HlxbOz33nvv8efbbrvNqK+vZxXsXLjmmmuMSCTC12nHZz/7WVaOt7DbbrsZN954Y8Y+d911l9HY2Jj+PG/ePGPhwoWKLWQY//rXv4w5c+YYwWDQ2HfffY1vf/vbxt///vcM9Xq03R133JHz72+//XZj1KhRRldXV/q7J598ko+3ZcsW/ow2hjq4XfH+j3/8ozFr1ixWD7eA7dXV1cZTTz2lfP0CwUiGcIgEAkFRGDduHM2fP5/DS4Zh8L8RSrIDHpqenh763Oc+l/E9vBXZobVsrFq1iq6++moOgW3fvj3t+fn444/pk5/8JHt8cIxCnKDddtuNr9MtcK7zzz9fef+9996b3n//fXrzzTfZS/PSSy/RiSeeyGEuhPA++OAD6u/vp2OPPTbn32M7wmwIA1o4/PDDuQ3gEbI8Sfvuu28GbwheMrQ5PER2gN+VHW4UCAS5IQaRQCDYpbCZFcb57W9/O2i7xXlByGnKlCkZ28CbKQQYEDBo7rjjDubIwBiAIWSFflRIz3aDwg12hWCNEB84R3iBs3TffffRmWeeSVdeeaUrwnah34f2Puigg+j+++8ftK8Ow1AgGAkQDpFAICgaFjfF4q7k8pTA8IFXB+Rh+wv8IcDycCBV3UJrayt7Qn784x+zF2XOnDmDMrT2228/9ty0tbW5unM4v/3cuYBzga/jBmgLix80c+ZMNoryHRO/F94e7GsBniYYWRZ5Oh/ZHZ618ePHD2rvxsZGV9cvEIwUiEEkEAiKRigU4vAOSMH4dzYQukFmFYjU99xzD4dt3nrrLbrlllv4MwAvELK7QAoGCRleDpCJkVl1++23cwgIBGUQrO1AdhnIy8i0grHw0UcfMYF6yZIlRf0G1CFCSAvkbITmcuGaa66hBx98kN/xe5EB9j//8z95j/nVr36VSxIg3IcsNtRaQo2mT3ziE1ybCJlql112GZPAQThHu7z22mv0hz/8gf9+4cKFvM9ZZ53Fobfnn3+e/uM//oM9TFa4LBfwdwhbIrMMpOq1a9fyub///e9zRp5AIHCGGEQCgWCX0NDQwK98QBFEZFIh2wyeD3iVEEJDOjqAUBrq9lx++eU82SMEB08I6hyBg4MwGQyqX/3qV4M8O08//TR7Q5D9BT4NsrZyGWaFgAwzpKXPmDEjb1gJ6fnI9EI2G1L5kQ6/dOnSvMeEtwxp+gj7wQiCYQNDCNcbDqcYCmiTSy65hHlSaBcUg2xpaeFtNTU19NRTT7H3CyE3GFjwlKGuUSHg72DcIYX/1FNP5eMi3R8cokL3SCAQDCAAZrXts0AgEAgEAsGIg3iIBAKBQCAQjHiIQSQQCAQCgWDEQwwigUAgEAgEIx5iEAkEAoFAIBjxEINIIBAIBALBiIcYRAKBQCAQCEY8xCASCAQCgUAw4iEGkUAgEAgEghEPMYgEAoFAIBCMeIhBJBAIBAKBYMRDDCKBQCAQCAQjHmIQCQQCgUAgoJGO/w8wSQq3AiZQ9wAAAABJRU5ErkJggg==", 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" ] @@ -701,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "id": "063ef163", "metadata": {}, "outputs": [], @@ -712,7 +712,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "077feb78", "metadata": {}, "outputs": [], @@ -722,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "id": "768b3cfe", "metadata": {}, "outputs": [ @@ -864,7 +864,7 @@ "4 91.0 yes stable 90+ " ] }, - "execution_count": 24, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -875,7 +875,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "id": "40609836", "metadata": {}, "outputs": [ @@ -894,7 +894,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\649818765.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_8248\\649818765.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", " median_revenue_by_bin = df.groupby('Score_Bin')['Revenue (Millions $)'].median().reset_index()\n" ] } @@ -907,7 +907,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "id": "8bf43439", "metadata": {}, "outputs": [], @@ -917,7 +917,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "id": "b09cb6b1", "metadata": {}, "outputs": [ @@ -925,7 +925,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\3869036706.py:1: FutureWarning: \n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_8248\\1990082516.py:1: FutureWarning: \n", "\n", "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", "\n", @@ -934,7 +934,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -949,7 +949,7 @@ " y='Revenue (Millions $)',\n", " data=df,\n", " estimator=np.median,\n", - " ci=None\n", + " ci=None, color='#dd3d6e'\n", ")\n", "\n", "plt.title('Median Revenue by Metacritic Score Bin')\n", @@ -960,7 +960,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "id": "288b1823", "metadata": {}, "outputs": [ From e28349cbc71b859e5d0133bf3883dcfce8a5a924 Mon Sep 17 00:00:00 2001 From: Ako Date: Wed, 10 Dec 2025 17:34:52 +0100 Subject: [PATCH 16/21] Day3 --- notebooks/Clean_Data_Ako.ipynb | 677 +++++++++- notebooks/data_clean_rui.ipynb | 4 +- notebooks/davy_analyse.ipynb | 18 +- notebooks/metacritic_score_trend.png | Bin 0 -> 37992 bytes notebooks/nintendo_top_10_sales_bar_chart.png | Bin 0 -> 50932 bytes .../top_10_developer_revenue_growth_plot.png | Bin 0 -> 23699 bytes ...eveloper_revenue_growth_rate_2022_2024.csv | 1 + notebooks/webscraping_Nintendo_Ako.ipynb | 1143 +++++++++++++++++ 8 files changed, 1822 insertions(+), 21 deletions(-) create mode 100644 notebooks/metacritic_score_trend.png create mode 100644 notebooks/nintendo_top_10_sales_bar_chart.png create mode 100644 notebooks/top_10_developer_revenue_growth_plot.png create mode 100644 notebooks/top_10_developer_revenue_growth_rate_2022_2024.csv create mode 100644 notebooks/webscraping_Nintendo_Ako.ipynb diff --git a/notebooks/Clean_Data_Ako.ipynb b/notebooks/Clean_Data_Ako.ipynb index 2862f0c9..3b114e39 100644 --- a/notebooks/Clean_Data_Ako.ipynb +++ b/notebooks/Clean_Data_Ako.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "id": "6594ba56-2ea4-445f-af8f-2f0532e7831b", "metadata": {}, "outputs": [ @@ -256,7 +256,7 @@ "[1000 rows x 11 columns]" ] }, - "execution_count": 1, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -279,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "id": "051f6bef-54f4-47fe-a0d9-81524464885c", "metadata": {}, "outputs": [], @@ -289,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "id": "87e984b8-2c6b-457a-9e19-76f9e06aa78b", "metadata": {}, "outputs": [ @@ -543,7 +543,7 @@ "[1000 rows x 11 columns]" ] }, - "execution_count": 3, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -560,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "id": "4353276c-ccb2-48ad-8bf5-ae71318f21c2", "metadata": {}, "outputs": [ @@ -814,7 +814,7 @@ "[1000 rows x 11 columns]" ] }, - "execution_count": 4, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -834,7 +834,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "id": "902adadb-8b62-4c46-9796-b677bb3f4497", "metadata": {}, "outputs": [ @@ -855,7 +855,7 @@ "dtype: object" ] }, - "execution_count": 5, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -866,7 +866,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "id": "9c6f7966-47d8-44fb-8a3b-c56b9c0b6ccb", "metadata": {}, "outputs": [ @@ -886,7 +886,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 10, "id": "140f4e99-3946-4e62-ae4b-306fc4cadf9b", "metadata": {}, "outputs": [ @@ -1162,7 +1162,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "id": "5273758e-9227-49e5-bcc0-12498e5ce6f8", "metadata": {}, "outputs": [ @@ -1280,7 +1280,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "id": "4f7a9ee1-5594-4a2d-b199-db54698c200c", "metadata": {}, "outputs": [ @@ -1390,7 +1390,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 13, "id": "03678163-8220-4314-9a74-20257da08aa9", "metadata": {}, "outputs": [ @@ -1408,7 +1408,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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" ] @@ -1519,9 +1519,654 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, + "id": "6c22058b-51b0-4451-a9e5-b8fdea6318b5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Check for Missing Values ---\n", + "2\n", + "\n", + "--- Value Counts of Converted Years ---\n", + "Release Year\n", + "1970 998\n", + " 2\n", + "Name: count, dtype: Int64\n", + "Number of rows after filtering 2022-2024: 0\n" + ] + }, + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
....................................
183Fantasy Rivals 4RPGPC2020Microsoft3726.8476.8823.9959YesRising
184Pixel Odyssey 4RPGXbox2020Activision586.57112.7455.6870YesDeclining
185Battle Warriors 4AdventurePlayStation2020Square Enix2065.6478.0436.6064NoStable
186Zombie Outbreak 3StrategyMobile2020Sony1951.64129.9145.4374NoRising
187Legends of Valor 3RPGXbox2020Microsoft2547.8183.7722.9859YesRising
\n", + "

185 rows × 11 columns

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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 \n", + "2 Legends of Valor 2 Shooter Xbox 2024 \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 \n", + "4 Cyber Quest 2 Adventure Xbox 2024 \n", + ".. ... ... ... ... \n", + "183 Fantasy Rivals 4 RPG PC 2020 \n", + "184 Pixel Odyssey 4 RPG Xbox 2020 \n", + "185 Battle Warriors 4 Adventure PlayStation 2020 \n", + "186 Zombie Outbreak 3 Strategy Mobile 2020 \n", + "187 Legends of Valor 3 RPG Xbox 2020 \n", + "\n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "0 Square Enix 1847.58 44.96 \n", + "1 EA 4835.79 115.65 \n", + "2 Square Enix 2628.55 169.67 \n", + "3 Microsoft 1695.50 184.40 \n", + "4 Microsoft 4529.75 17.28 \n", + ".. ... ... ... \n", + "183 Microsoft 3726.84 76.88 \n", + "184 Activision 586.57 112.74 \n", + "185 Square Enix 2065.64 78.04 \n", + "186 Sony 1951.64 129.91 \n", + "187 Microsoft 2547.81 83.77 \n", + "\n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "0 14.07 87 Yes \n", + "1 56.27 92 Yes \n", + "2 74.74 99 No \n", + "3 20.15 73 Yes \n", + "4 5.83 91 Yes \n", + ".. ... ... ... \n", + "183 23.99 59 Yes \n", + "184 55.68 70 Yes \n", + "185 36.60 64 No \n", + "186 45.43 74 No \n", + "187 22.98 59 Yes \n", + "\n", + " Trending Status \n", + "0 Declining \n", + "1 Stable \n", + "2 Declining \n", + "3 Stable \n", + "4 Stable \n", + ".. ... \n", + "183 Rising \n", + "184 Declining \n", + "185 Stable \n", + "186 Rising \n", + "187 Rising \n", + "\n", + "[185 rows x 11 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#cleaned_df_n is the source of df \n", + "df['release_year'] = pd.to_datetime(df['release_year'], unit='ns')\n", + "df['release_year'] = df['release_year'].dt.year.astype('Int64')\n", + "\n", + "df_2022_2024 = df[(df[\"release_year\"] >= 2022) & (df[\"release_year\"] <= 2024)]\n", + "df_2022_2024\n", + "\n", + "print(\"--- Check for Missing Values ---\")\n", + "print(df['release_year'].isna().sum()) \n", + "\n", + "print(\"\\n--- Value Counts of Converted Years ---\")\n", + "print(df['release_year'].value_counts(dropna=False).sort_index())\n", + "\n", + "# Create a boolean mask for the valid range\n", + "year_mask = (df[\"release_year\"] >= 2020) & (df[\"release_year\"] <= 2024)\n", + "\n", + "df_2020_2024 = df[year_mask]\n", + "\n", + "\n", + "# Assuming you have a clean copy available:\n", + "df = df.copy() \n", + "\n", + "\n", + "df['release_year'] = pd.to_numeric(\n", + " df['release_year'], \n", + " errors='coerce'\n", + ").astype('Int64') \n", + "\n", + "# Now the filtering will work\n", + "cleaned_df_n_2020_2024 = df[\n", + " (df[\"release_year\"] >= 2020) & \n", + " (df[\"release_year\"] <= 2024)\n", + "].copy()\n", + "\n", + "print(f\"Number of rows after filtering 2022-2024: {len(df_2022_2024)}\")\n", + "\n", + "df_2020_2024" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b4287544-cb2d-4597-9882-06b8653c98a5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Developer Release Year Revenue (Millions $) revenue_growth_%\n", + "0 Activision 2020 21709.09 NaN\n", + "1 Activision 2021 5012.88 -76.908843\n", + "2 Activision 2022 12454.42 148.448397\n", + "3 Activision 2023 13956.09 12.057326\n", + "4 Activision 2024 7180.93 -48.546262\n", + "5 Bandai Namco 2020 18574.56 NaN\n", + "6 Bandai Namco 2021 8801.30 -52.616374\n", + "7 Bandai Namco 2022 1899.35 -78.419665\n", + "8 Bandai Namco 2023 5505.60 189.867586\n", + "9 Bandai Namco 2024 1569.10 -71.499927\n", + "10 Capcom 2021 21363.56 NaN\n", + "11 Capcom 2022 7411.94 -65.305689\n", + "12 Capcom 2023 13623.68 83.807208\n", + "13 Capcom 2024 13875.75 1.850234\n", + "14 EA 2020 1948.88 NaN\n", + "15 EA 2021 5049.37 159.090862\n", + "16 EA 2022 6931.13 37.267223\n", + "17 EA 2023 12339.62 78.031865\n", + "18 EA 2024 11540.06 -6.479616\n", + "19 Microsoft 2020 21835.46 NaN\n", + "20 Microsoft 2022 13623.15 -37.609970\n", + "21 Microsoft 2023 2477.63 -81.813090\n", + "22 Microsoft 2024 13969.97 463.844077\n", + "23 Nintendo 2020 4698.08 NaN\n", + "24 Nintendo 2022 7413.31 57.794461\n", + "25 Nintendo 2023 5850.01 -21.087746\n", + "26 Nintendo 2024 5538.33 -5.327854\n", + "27 Rockstar 2020 17288.48 NaN\n", + "28 Rockstar 2021 17499.16 1.218615\n", + "29 Rockstar 2022 8828.11 -49.551236\n", + "30 Rockstar 2023 11589.36 31.277929\n", + "31 Rockstar 2024 9986.85 -13.827424\n", + "32 Sony 2020 13500.65 NaN\n", + "33 Sony 2021 13952.13 3.344135\n", + "34 Sony 2022 13489.31 -3.317200\n", + "35 Sony 2023 13303.05 -1.380797\n", + "36 Sony 2024 7164.78 -46.141825\n", + "37 Square Enix 2020 4285.34 NaN\n", + "38 Square Enix 2021 1696.65 -60.408042\n", + "39 Square Enix 2022 5316.13 213.330976\n", + "40 Square Enix 2023 7174.32 34.953810\n", + "41 Square Enix 2024 4476.13 -37.609000\n", + "42 Ubisoft 2020 9299.87 NaN\n", + "43 Ubisoft 2021 17405.28 87.156165\n", + "44 Ubisoft 2022 3713.41 -78.665037\n", + "45 Ubisoft 2023 10609.89 185.718248\n", + "46 Ubisoft 2024 1170.81 -88.964919\n" + ] + } + ], + "source": [ + "# we sort to order the revenues and calculate the growth\n", + "# calculate the total revenue per year for each company\n", + "revenue_by_year = (\n", + " df_2020_2024.groupby([\"developer\", \"release_year\"])[\"revenue_millions\"]\n", + " .sum()\n", + " .reset_index()\n", + " .sort_values([\"developer\", \"release_year\"])\n", + ")\n", + "\n", + "# 2. Calculate year after year growth (in %) \n", + "revenue_by_year[\"revenue_growth_%\"] = (\n", + " revenue_by_year.groupby(\"developer\")[\"revenue_millions\"]\n", + " .pct_change() * 100\n", + ")\n", + "\n", + "print(revenue_by_year)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "af462c68-ca26-4466-8fdb-a2dfd5b06af6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Data Filtered to Selected Six Developers (with Growth Rate) ---\n", + " Developer Release Year Revenue (Millions $) revenue_growth_%\n", + "0 Activision 2020 21709.09 NaN\n", + "1 Activision 2021 5012.88 -76.908843\n", + "2 Activision 2022 12454.42 148.448397\n", + "3 Activision 2023 13956.09 12.057326\n", + "4 Activision 2024 7180.93 -48.546262\n", + "5 Bandai Namco 2020 18574.56 NaN\n", + "6 Bandai Namco 2021 8801.30 -52.616374\n", + "7 Bandai Namco 2022 1899.35 -78.419665\n", + "8 Bandai Namco 2023 5505.60 189.867586\n", + "9 Bandai Namco 2024 1569.10 -71.499927\n", + "10 Microsoft 2020 21835.46 NaN\n", + "11 Microsoft 2022 13623.15 -37.609970\n", + "12 Microsoft 2023 2477.63 -81.813090\n", + "13 Microsoft 2024 13969.97 463.844077\n", + "14 Rockstar 2020 17288.48 NaN\n", + "15 Rockstar 2021 17499.16 1.218615\n", + "16 Rockstar 2022 8828.11 -49.551236\n", + "17 Rockstar 2023 11589.36 31.277929\n", + "18 Rockstar 2024 9986.85 -13.827424\n", + "19 Square Enix 2020 4285.34 NaN\n", + "20 Square Enix 2021 1696.65 -60.408042\n", + "21 Square Enix 2022 5316.13 213.330976\n", + "22 Square Enix 2023 7174.32 34.953810\n", + "23 Square Enix 2024 4476.13 -37.609000\n", + "24 Ubisoft 2020 9299.87 NaN\n", + "25 Ubisoft 2021 17405.28 87.156165\n", + "26 Ubisoft 2022 3713.41 -78.665037\n", + "27 Ubisoft 2023 10609.89 185.718248\n", + "28 Ubisoft 2024 1170.81 -88.964919\n" + ] + } + ], + "source": [ + "#calculating revenue growth 2020-2024 \n", + "import pandas as pd\n", + "\n", + "# Define the list of developers to keep\n", + "selected_developers = [\n", + " 'square enix', \n", + " 'microsoft', \n", + " 'ubisoft', \n", + " 'bandai namco', \n", + " 'rockstar', \n", + " 'activision'\n", + "]\n", + "\n", + "df_selected_six = df_2020_2024[\n", + " df_2020_2024['Developer'].isin(selected_developers)\n", + "].copy()\n", + "\n", + "revenue_by_six = (\n", + " df_selected_six.groupby([\"developer\", \"release_year\"])[\"revenue_millions\"]\n", + " .sum()\n", + " .reset_index()\n", + " .sort_values([\"developer\", \"release_year\"])\n", + ")\n", + "\n", + "# 2. Calculate year after year growth (in %)\n", + "revenue_by_six[\"revenue_growth_%\"] = (\n", + " revenue_by_six.groupby(\"developer\")[\"revenue_millions\"]\n", + " .pct_change() * 100\n", + ")\n", + "\n", + "print(\"--- Data Filtered to Selected Six Developers (with Growth Rate) ---\")\n", + "print(revenue_by_six)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "5a14be72-501d-419d-9152-f4f063184b90", + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "Line2D.set() got an unexpected keyword argument 'colors'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mAttributeError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[27]\u001b[39m\u001b[32m, line 10\u001b[39m\n\u001b[32m 8\u001b[39m plt.xlabel(\u001b[33m\"\u001b[39m\u001b[33mYear\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 9\u001b[39m plt.ylabel(\u001b[33m\"\u001b[39m\u001b[33mGrowth (\u001b[39m\u001b[33m%\u001b[39m\u001b[33m)\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m---> \u001b[39m\u001b[32m10\u001b[39m \u001b[43mplt\u001b[49m\u001b[43m.\u001b[49m\u001b[43maxhline\u001b[49m\u001b[43m(\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolors\u001b[49m\u001b[43m \u001b[49m\u001b[43m=\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m#5f8195\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m#5f8195\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m#dd3d6e\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m#5f8195\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m#5f8195\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m#5f8195\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlinestyle\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m--\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# ligne neutre\u001b[39;00m\n\u001b[32m 11\u001b[39m plt.legend()\n\u001b[32m 12\u001b[39m plt.grid(\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Desktop\\Ironhack\\Week4\\Day1\\first_project\\.venv\\Lib\\site-packages\\matplotlib\\pyplot.py:2928\u001b[39m, in \u001b[36maxhline\u001b[39m\u001b[34m(y, xmin, xmax, **kwargs)\u001b[39m\n\u001b[32m 2926\u001b[39m \u001b[38;5;129m@_copy_docstring_and_deprecators\u001b[39m(Axes.axhline)\n\u001b[32m 2927\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34maxhline\u001b[39m(y: \u001b[38;5;28mfloat\u001b[39m = \u001b[32m0\u001b[39m, xmin: \u001b[38;5;28mfloat\u001b[39m = \u001b[32m0\u001b[39m, xmax: \u001b[38;5;28mfloat\u001b[39m = \u001b[32m1\u001b[39m, **kwargs) -> Line2D:\n\u001b[32m-> \u001b[39m\u001b[32m2928\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mgca\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43maxhline\u001b[49m\u001b[43m(\u001b[49m\u001b[43my\u001b[49m\u001b[43m=\u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxmin\u001b[49m\u001b[43m=\u001b[49m\u001b[43mxmin\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxmax\u001b[49m\u001b[43m=\u001b[49m\u001b[43mxmax\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Desktop\\Ironhack\\Week4\\Day1\\first_project\\.venv\\Lib\\site-packages\\matplotlib\\axes\\_axes.py:808\u001b[39m, in \u001b[36mAxes.axhline\u001b[39m\u001b[34m(self, y, xmin, xmax, **kwargs)\u001b[39m\n\u001b[32m 805\u001b[39m scaley = (yy < ymin) \u001b[38;5;129;01mor\u001b[39;00m (yy > ymax)\n\u001b[32m 807\u001b[39m trans = \u001b[38;5;28mself\u001b[39m.get_yaxis_transform(which=\u001b[33m'\u001b[39m\u001b[33mgrid\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m808\u001b[39m l = \u001b[43mmlines\u001b[49m\u001b[43m.\u001b[49m\u001b[43mLine2D\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43mxmin\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxmax\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtransform\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtrans\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 809\u001b[39m \u001b[38;5;28mself\u001b[39m.add_line(l)\n\u001b[32m 810\u001b[39m l.get_path()._interpolation_steps = mpl.axis.GRIDLINE_INTERPOLATION_STEPS\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Desktop\\Ironhack\\Week4\\Day1\\first_project\\.venv\\Lib\\site-packages\\matplotlib\\lines.py:421\u001b[39m, in \u001b[36mLine2D.__init__\u001b[39m\u001b[34m(self, xdata, ydata, linewidth, linestyle, color, gapcolor, marker, markersize, markeredgewidth, markeredgecolor, markerfacecolor, markerfacecoloralt, fillstyle, antialiased, dash_capstyle, solid_capstyle, dash_joinstyle, solid_joinstyle, pickradius, drawstyle, markevery, **kwargs)\u001b[39m\n\u001b[32m 417\u001b[39m \u001b[38;5;28mself\u001b[39m.set_markeredgewidth(markeredgewidth)\n\u001b[32m 419\u001b[39m \u001b[38;5;66;03m# update kwargs before updating data to give the caller a\u001b[39;00m\n\u001b[32m 420\u001b[39m \u001b[38;5;66;03m# chance to init axes (and hence unit support)\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m421\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_internal_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 422\u001b[39m \u001b[38;5;28mself\u001b[39m.pickradius = pickradius\n\u001b[32m 423\u001b[39m \u001b[38;5;28mself\u001b[39m.ind_offset = \u001b[32m0\u001b[39m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Desktop\\Ironhack\\Week4\\Day1\\first_project\\.venv\\Lib\\site-packages\\matplotlib\\artist.py:1233\u001b[39m, in \u001b[36mArtist._internal_update\u001b[39m\u001b[34m(self, kwargs)\u001b[39m\n\u001b[32m 1226\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_internal_update\u001b[39m(\u001b[38;5;28mself\u001b[39m, kwargs):\n\u001b[32m 1227\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 1228\u001b[39m \u001b[33;03m Update artist properties without prenormalizing them, but generating\u001b[39;00m\n\u001b[32m 1229\u001b[39m \u001b[33;03m errors as if calling `set`.\u001b[39;00m\n\u001b[32m 1230\u001b[39m \n\u001b[32m 1231\u001b[39m \u001b[33;03m The lack of prenormalization is to maintain backcompatibility.\u001b[39;00m\n\u001b[32m 1232\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1233\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_update_props\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 1234\u001b[39m \u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{cls.__name__}\u001b[39;49;00m\u001b[33;43m.set() got an unexpected keyword argument \u001b[39;49m\u001b[33;43m\"\u001b[39;49m\n\u001b[32m 1235\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{prop_name!r}\u001b[39;49;00m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~\\Desktop\\Ironhack\\Week4\\Day1\\first_project\\.venv\\Lib\\site-packages\\matplotlib\\artist.py:1206\u001b[39m, in \u001b[36mArtist._update_props\u001b[39m\u001b[34m(self, props, errfmt)\u001b[39m\n\u001b[32m 1204\u001b[39m func = \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mset_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mk\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[32m 1205\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mcallable\u001b[39m(func):\n\u001b[32m-> \u001b[39m\u001b[32m1206\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[32m 1207\u001b[39m errfmt.format(\u001b[38;5;28mcls\u001b[39m=\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m), prop_name=k),\n\u001b[32m 1208\u001b[39m name=k)\n\u001b[32m 1209\u001b[39m ret.append(func(v))\n\u001b[32m 1210\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m ret:\n", + "\u001b[31mAttributeError\u001b[39m: Line2D.set() got an unexpected keyword argument 'colors'" + ] + }, + { + "data": { + "image/png": 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lK9zLOS1BVFnP6audixVBgtnL2yQ1K+QC4uX9JftLn3c3+pyuRo7T5b9H3uuEHE95/UiALBeQZF67sY/leMv7mfE967/IRYOyXhCT17IxKL+cvGdKXYfy6jujBg0aXPE+FRAQoJ67UXR0NCZNmqQu5BovLhnJ34TSrva75fUjx8lIXv/33Xcf5s6dqy4UyPuW9Kc8H6k9QkRUVgzyiYhugYzESDE4IUuXSZB47733quJe8qHQWORKlve6fCTaqHTQI4GQjIJKQCPBimQFyIipcQky48+TUZ2HHnroqj9PRk1LMy57dq3A7b+CLBn1K/398vubNm36nwXVJKPhv8iHcePIVGny3GQEy1hg6mpKj5jdKBmNk4sBcgFGLrrIKKQE11KETjIndu7cqYJ8ad+NjNCWpV+vRfrR+Lzl3JEP9Y899pg6h4z9KO0aOnQounbtijlz5qggQ57Pt99+e9Via5e7mfOlNCloKOdGWS5cSPAjSyDKhRoJVqTomhQuMwZ7UhRQLmRIUGRk/LkSkF+LXLiRixxSTO3yiytGxmBJCsQZ3X333eqCg3yvFJCTgF8C/9K/T/pICgBK8cirMQa25XEu3oj/Or/Kct7d6HO6FTK6L5kDkikj57S8Z8mI+9UuWJUmrzfJCrhw4cI13zcqu+/KSi6edevWTV2skKUipeieBOOSGSPZLJcXOCzr75b+lAudUvBS3vvldS4FBOViBBFRWTHIJyIqJ8bqx1I9WSp3SyVwSVUWEpgZA7prkSBfRpklxVqCUBkdkkDFSIJQCf4l+C7LzysrGVEqXWm+9Aia8TkI+SArFbElUCrLSHJpMgono2Py4VWqk0vq7K2QythyMeVyxjRZud9IgnqpLL5mzRoV4EmAIe2XKvMSSMuXfJAu7Uaf362aNWuWGtGXizwyAi7kPJDAQVKgS2eISJB/uau191bPF7kAI8f87Nmz132sXMiSCxLGbIj4+HiVemwkty+vhG78ucbsi/8ix0YuGvzwww+XXCQwkteJVDqX41r6oplcPJELDcaUfVlz/ZVXXrnke+X5STZFeb6eTK08npMxC6n0eWVcs15WWzCSqSZynsmIs1xMk4tVDzzwwHV/vmQAyDH96aefrjgmlzO+luX1fnmGgOwr/VovL5INIe/lRtKfCQkJGDhwYMnqJTLtSqZXyUU4o7K8Vq5Fso9atmyp+lNG/+XClmQcERHdCM7JJyIqR7JUkozuSxAraeCSuiz7ZIkv+YB4tXTq0iTYkdEwCUrkS0ZuS3+AlAsJMifYuKTY9X7ejQQFO3bsQFFR0SVp4jLKVprMZ5VA7csvv7ziZ8iyarKM27XIEmeSpSAj1jKKfisjavJhe9euXWpOuJH8fklLlyCk9IiuBPmS6i7HRYJQY+Ai+2UevASkl8/HN16EuNrFj4ogx0COrSzhZZzzLMdb2lp6SS4ZMZcLJZeT9l7e1vI4Xzp06KDmRF+L1GKQucqllwSTi1Sl5yXLNA9J8S4tKipKPT/5Hdci9S7keMqFkMvbIiOmMl9asgJkacfSJJ1cMmhkBF+yCGQetAT+l5/Tcg7JhZTLSX9qNBqYm/J4TvKaKF1HQS6kyEUWyYgofRzlQpCMOEsfy7kr71/Xyg4pfUzlsXJRq/RruPT0C1leT0i2lLyXysWv0lNWli9frs4rmZtf3uR9pPR7lKTQS78NGDDgkpH50u9Z8v4pGTe3Si6SSEaMvF/JEn7G30lEVFYcySciKmcTJkxQ8yflA++TTz6p5u1LYCkfaCW4lZFxWcdbPthKerqMjF8+mi/ztWUEV+bmX572KoGOBFUyaiY/T4IfKZAmaaIyUn29NcevRopUydrrMionAYKs1S4jbKXXRjd++JQP8/K8pA2dOnVSAagEc7LfuJb9f5GpDBJsSsaDBOiSpSBznCU4l/0ysicjz1cr9HY5yZSQx8sH4HHjxqnUckkJl5E0CWpL95sEkRKMyKifFNQykgso8uFdXB7ky3rcQn62BIryob50VkVFnTvSj/LhXo6zBC8yNUKOi/SdzKWW80lGq0vP5TW2V46/PF5GzaVf5Ry51fNl2LBh6kKIjOJeLc1bjr+sxy5tL51KL0GcpIvLKK9khMj65KULigmpxSDnkAQy1yLBuZyfkkEiryVJwZfzTAJWSWeW5yKF/652fOT1JNMVJPiS4yiB/+V9Linmki0ga6xLP8r5KO2V3ykXVa43naCqKY/nJMda3n92796tLthIjQV537paFomkmH/88cfqPJOMmbKQ7CYZBZdsA3kdyvuOnAuyX+a6y3GV9wG5CCD75OfKcZcUebmoIG2ZPXu2uqD33HPPobxJwC7nm7RL3jfk/JFzT7JVRMeOHVX7ZBqMvEfIxSp5ndxM6v/l5LUurx25yCIXsEoXACQiKpPr1t8nIqIrGJdZ2r179xX3yXJs9erVU1/G9Y5Pnz6t1qmWJZNkmbygoCD94MGD1bJ7l5N1vuVny5esI341SUlJaok3WXdZfp78XFmq74svvrjueuxXW7JLvP/++6pdsgSgrH+9Z8+eK5bQE7KslCx5JmtMy2Nl/XpZbkrWHy/Lsmliw4YN+ttvv10tySXtl2XJZI16WcoqISHhiuW8ZA37q5F+lZ8jy9/J2tiyLF7p9eNLk/W15Xnv3LmzZF9sbKzaJ/14OTl2Y8eOVcsiytJbxj+Zxv6Tpfku91/LpJX2X8fFqHv37qo/MjIy1PbXX3+tllqUvm7cuLE6bvI7Lv8TLsuByTrexmXtSi9hVpbz5b/IUl+yJJosy3Y1sg55cHDwFWuiy/J7zz//vPpeOYbff//9JffL87O3t9d/9dVX+rKSpevkZ8pyg9Ifctx79+5dsmze1cjSicY++emnn676GFl6UZawlJ8rbZI2yxKXsiygcRm1ax33ilhCT5bAu5y8FuV1d7mrvUbK8pz+i/HnyZJusnyb8dz7r3NWSLtkeU15Td0IWd5OlsCTZUZl6Tl5HctSedL2y98LfvvtN7X0nrTHy8tLrSt/+e+71b4zvrdv3LhR//jjj6v3N1dXV/W70tLSLvleWTK0ffv26vwKDAzUT5w4sWQZPHmdX+93S1vl91/NwIED1c/Ztm3bNfuPiOhqrOSfsl0OICIioupIKqfLCK7MU/6vAmI3SrIVJL1fskYqq5gdVRyZRy7ZNGvXrjXrbpYMLMkYkAyGa2UlVTRZvlAyL6Q2AhHRjeKcfCIiIromSYeWwmMyr708yFxnmVYgRfQY4Js/qZMgKxhI2j7dOqnfsnTp0jIVMCQiuhrOySciIqJrkuUgy7K2elnJHGOpGk7mTepoSPFEWTpRioRK/QO6eVJPZOvWrfjqq6/Ua0RWhiAiuhkcySciIiKiGyZF/CS1XTIzpAimFAulm7dx40Y1ei/BvhQRvXw1CiKisuKcfCIiIiIiIiILwZF8IiIiIiIiIgvBIJ+IiIiIiIjIQrDw3g3S6XSIj4+Hm5sbrKysKuaoEBEREREREf1DVr7Pzs5GYGAgrK2vPVbPIP8GSYAfEhJyo99GREREREREdEsuXLiA4ODgaz6GQf4NkhF8Y+e6u7vf/NEhIiIiIiIiKoOsrCw12GyMR6+FQf4NMqboS4DPIJ+IiIiIiIgqS1mmjLPwHhEREREREZGFYJBPREREREREZCEY5BMRERERERFZCAb5RERERERERBaCQT4RERERERGRhWCQT0RERERERGQhGOQTERERERERWQgG+UREREREREQWgkE+ERERERERkYVgkE9ERERERERkIRjkExEREREREVkIBvlEREREREREFoJBPhEREREREZGFsDV1A4iIiIiIiIgqm1anxd7kvUjJS4GPsw9a+baCjbWN2R8IBvlERERERERUrayJWYNZu2YhKS+pZJ+fsx9ebvsyeof2hjljuj4RERERERFVqwD/+Q3PXxLgi+S8ZLVf7jdnDPKJiIiIiIio2qToz9o1C3ror7jPuO/tXW+rx5krBvlERERERERULexN3nvFCP7lgX5iXqJ6nLlikE9ERERERETVQkpeSrk+ripikE9ERERERETVgo+zT7k+ripikE9ERERERETVQivfVvB29P7P+61gBX9nf/U4c8Ugn4iIiIiIiKoFnV4HR1vH/wzwxUttX4KNtQ3MFYN8IiIiIiIiqha+OPQF4nLi4GzrDB+nS1Py/Zz98EH3D9A7tDfMma2pG0BERERERERU0aJTo/HlwS/V7amdpqJPrT6qir4U2ZM5+JKib84j+EYM8omIiIiIiMiiFWoL8eqWV6HVa9G/dn/1Jdr4t4GlYbo+ERERERERWbRP9n2CM5lnVNG919q9BkvGIJ+IiIiIiIgs1t6kvfg++nt1+42Ob6CGYw1YMgb5REREREREZJHyivPw2pbXoIcew+sPR/eQ7rB0DPKJiIiIiIjIIn0Q9QFic2Lh7+KPiW0mojpgkE9EREREREQWZ1v8Nvx2/Dd1e1rHaXCzd0N1wCCfiIiIiIiILEp2UTambJ2ibt/d6G50COyA6oJBPhEREREREVmUt3e9jaS8JIS4heC5yOdQnTDIJyIiIiIiIoux/vx6/H36b1jBCjM6z4CznTOqEwb5REREREREZBHSC9IxdftUdfvhiIfR0rclqhsG+URERERERGQRZuycgbSCNNTzqIcxLcegOmKQT0RERERERGZvxdkVWHluJWytbDGjyww42DigOmKQT0RERERERGYtJS8Fb+58U91+vNnjiPCOQHXFIJ+IiIiIiIjMll6vxxvb30BmYSbCvMIwutloVGcM8omIiIiIiMhs/XXqL2yK3QQ7azvM7DxT/V+dMcgnIiIiIiIisxSfE4+3d7+tbo9tORb1PeujumOQT0RERERERGZHp9dhytYpyC3ORQufFngw/EFTN6lKYJBPREREREREZmfesXnYmbgTTrZOmNF5BmysbUzdpCqBQT4RERERERGZlZisGHwY9aG6/Vzkc6jlXsvUTaoyGOQTERERERGR2dDqtHhty2so0BagXUA73NXoLlM3qUphkE9ERERERERm4/sj3+NAygG42LlgesfpsLZiWFsae4OIiIiIiIjMwsn0k/hk3yfq9kttXkKAa4Cpm1TlMMgnIiIiIiKiKq9YV6zS9OX/bsHdMLz+cFM3qUpikE9ERERERERV3pcHv8TRi0fh4eCB1zu8DisrK1M3qUpikE9ERERERERVWnRaNL44+IW6PandJPg4+5i6SVUWg3wiIiIiIiKqsgq1hXht82vQ6rXoV7sf+tfpb+omVWkM8omIiIiIiKjK+nTfpzideRrejt54rd1rpm5Olccgn4iIiIiIiKqkfcn78F30d+q2zMP3dPQ0dZOqPAb5REREREREVOXkFeepavp66DGs3jD0qNXD1E0yCwzyiYiIiIiIqMr5MOpDXMi+AH8Xf7zU9iVTN8dsMMgnIiIiIiKiKmV7/HbMOz5P3Z7WcRrc7N1M3SSzwSCfiIiIiIiIqozsomxM2TZF3b6r0V3oENjB1E0yKwzyiYiIiIiIqMp4Z/c7SMxNRIhbCJ6PfN7UzTE7DPKJiIiIiIioSthwYQP+OvUXrGCFNzu9CWc7Z1M3yewwyCciIiIiIiKTyyjIwBvb3lC3H4p4CK38Wpm6SWaJQT4RERERERGZ3IydM5BWkIa6HnXxTMtnTN0cs8Ugn4iIiIiIiExqxdkVWHFuBWysbDCz80w42DjwiNwkBvlERERERERkMqn5qXhz55vq9mPNHkNEzQgejeoY5M+aNQtWVlYYP358yb6CggKMGTMG3t7ecHV1xciRI5GUlHTJ950/fx6DBg2Cs7MzfH19MWHCBGg0GhM8AyIiIiIioupNr9erefiZhZkI8wrD400fN3WTzJ5ZBvm7d+/G559/jmbNml2y/7nnnsPixYvxxx9/YOPGjYiPj8eIESNK7tdqtSrALyoqwrZt2/D999/ju+++w5QphjUYiYiIiIiIqPL8ffpvbIzdCDtrO7zZ+U3Y2dix+6tbkJ+Tk4P77rsPX375JTw9PUv2Z2Zm4uuvv8YHH3yAnj17IjIyEt9++60K5nfs2KEes2rVKhw5cgQ//fQTWrRogQEDBmD69On49NNPVeBPRERERERElSMhJwFv73pb3R7TYgwaejZk11fHIF/S8WU0vnfv3pfsj4qKQnFx8SX7GzdujFq1amH79u1qW/5v2rQp/Pz8Sh7Tr18/ZGVlITo6+qq/r7CwUN1f+ouIiIiIiIhunk6vw5RtU5BTnINmPs3wcMTD7M5yYgszMm/ePOzdu1el618uMTER9vb2qFGjxiX7JaCX+4yPKR3gG+833nc1b731FqZOnVqOz4KIiIiIiKh6+/3479iRsAOONo6Y0WkGbKxtTN0ki2E2I/kXLlzAs88+i59//hmOjo6V9ntfeeUVNRXA+CXtICIiIiIioptzPus8Poj6QN0eHzketT1qsyurY5Av6fjJyclo1aoVbG1t1ZcU1/v444/VbRmRl3n1GRkZl3yfVNf39/dXt+X/y6vtG7eNj7mcg4MD3N3dL/kiIiIiIiKiG6fVaTFp6yTka/LR1r8t7ml8D7uxugb5vXr1wqFDh7B///6Sr9atW6sifMbbdnZ2WLt2bcn3HD9+XC2Z16FDB7Ut/8vPkIsFRqtXr1aBe3h4uEmeFxERERERUXXx45EfsS95H1zsXDCt0zRYW5lNSGo2zGZOvpubG5o0aXLJPhcXF3h7e5fsHzVqFJ5//nl4eXmpwH3s2LEqsG/fvr26v2/fviqYf+CBB/DOO++oefiTJk1SxfxkxJ6IiIiIiIgqxqn0U/h438fq9sQ2ExHkGsSurs5Bfll8+OGHsLa2xsiRI1VVfKmcP2fOnJL7bWxssGTJEjz11FMq+JeLBA899BCmTZtm0nYTERERERFZsmJdMV7b+pr6v0tQF9xW/zZTN8liWen1er2pG2FOZAk9Dw8PVYSP8/OJiIiIiIiub+6BuZizfw7c7d2xcNhC+Dr7stsqKA7lBAgiIiIiIiKqMEfSjuCLA1+o25PaT2KAX8EY5BMREREREVGFKNQW4rUtr0Gj16BvaF/0r92fPV3BGOQTERERERFRhfh0/6c4lXEKXo5eahTfysqKPV3BGOQTERERERFRudufvB/fHf5O3X6jwxvwdPRkL1cCBvlERERERERUrvKK81Savh56DK03FD1q9WAPVxIG+URERERERFSuPtr7Ec5nn4efsx9eavsSe7cSMcgnIiIiIiKicrMjYQd+Pfaruj2t4zS1bB5VHgb5REREREREVC6yi7IxZesUdfuuRnehY1BH9mwlY5BPRERERERE5eLd3e8iITcBwa7BeD7yefaqCTDIJyIiIiIiolu28cJGLDy1EFawwpud34SznTN71QQY5BMREREREdEtySjIwBvb31C3Hwx/EJF+kexRE2GQT0RERERERLdk5s6ZSM1PRV2Puhjbaix704QY5BMREREREdFNW3FuBZafWw4bKxvM6DwDDjYO7E0TYpBPREREREREN0VG72fsmKFuj246Gk1qNmFPmhiDfCIiIiIiIrpher0eU7dPRUZhBhp7NcYTzZ5gL1YBDPKJiIiIiIjohi06vQgbLmyArbWtStO3s7FjL1YBDPKJiIiIiIjohiTmJmLWrlnq9pgWY9DQsyF7sIpgkE9EREREREQ3lKY/eetk5BTnoJlPMzwc8TB7rwphkE9ERERERERl9vvx37EjYQccbRwxo9MMla5PVQeDfCIiIiIiIiqTC1kX8H7U++r2+MjxqO1Rmz1XxTDIJyIiIiIiouvS6rSYtHUS8jX5aOPfBvc0voe9VgUxyCciIiIiIqLr+unoT9ibvBfOts6Y3mk6rK0YTlZFPCpERERERER0TaczTuPjvR+r2xPbTESQaxB7rIpikE9ERERERET/qVhXjNe2vIYiXRE6B3XGiAYj2FtVGIN8IiIiIiIi+k9fH/oa0WnRcLd3x9SOU2FlZcXeqsIY5BMREREREdFVHU07is8PfK5uv9ruVfg6+7KnqjgG+URERERERHSFIm0RXt3yKjR6DfqE9sHAOgPZS2aAQT4RERERERFdYc7+OTiVcQpejl6Y1H4S0/TNBIN8IiIiIiIiusT+5P34NvpbdXtKhykq0CfzwCCfiIiIiIiISuRr8jFp6yTo9DoMqTsEvWr1Yu+YEQb5REREREREVGL23tmIyYpRRfZeavsSe8bMMMgnIiIiIiIiZVfCLvx89Gd1e1rHafBw8GDPmBkG+URERERERIScohxM3jpZ9cQdDe9Ap6BO7BUzxCCfiIiIiIiI8N6e9xCfG48g1yC80PoF9oiZYpBPRERERERUzW2K3YT5J+fDClaY3mk6XOxcTN0kukkM8omIiIiIiKqxzMJMvLHtDXX7/vD70ca/jambRLeAQT4REREREVE1NnPnTKTkp6CORx2MaznO1M2hW8Qgn4iIiIiIqJpadW4Vlp1dBhsrG8zoNAOOto6mbhLdIgb5RERERERE1VBqfiqm75iubo9qOgpNfZqauklUDhjkExERERERVTN6vR5Tt09FRmEGGnk2wpPNnjR1k6icMMgnIiIiIiKqZhafWYwNFzbA1toWMzrPgJ2NnambROWEQT4REREREVE1kpibiFk7Z6nbY1qMQSOvRqZuEpUjBvlERERERETVKE1/ytYpyC7ORrOazfBwxMOmbhKVMwb5RERERERE1cQfJ/7A9oTtcLBxwJud31Tp+mRZGOQTERERERFVAxeyLuC9Pe+p2+NbjUcdjzqmbhJVAAb5REREREREFk6r02LS1knI1+SjtV9r3Bt2r6mbRBWEQT4REREREZGF++noT9ibvBfOts6Y3mk6rK0YCloqHlkiIiIiIiILdibjDD7e+7G6PaHNBAS7BZu6SVSBGOQTERERERFZKI1Og1e3vIoiXRE6BXXCyAYjTd0kqmAM8omIiIiIiCzU14e+RnRaNNzs3TC1w1RYWVmZuklUwRjkExERERERWaBjF4/hswOfqduvtnsVfi5+pm4SVQIG+URERERERBamSFuk0vQ1eg161+qNQXUGmbpJVEkY5BMREREREVmYuQfm4mT6SXg5emFS+0lM069GGOQTERERERFZkAMpB/DN4W/U7cntJ8PbydvUTaJKxCCfiIiIiIjIQuRr8jFpyyTo9DoMrjsYvUN7m7pJVMkY5BMREREREVmIj/d+jHNZ5+Dr5IuX275s6uaQCTDIJyIiIiIisgC7Enbhp6M/qdtTO02Fh4OHqZtEJsAgn4iIiIiIyMzlFudi8tbJ6vbtDW9H56DOpm4SmQiDfCIiIiIiIjP37u53EZ8bjyDXILzY+kVTN4dMiEE+ERERERGRGdscuxnzT85Xt6d3mg4XOxdTN4lMiEE+ERERERGRmcoszMTr215Xt+8Pux9t/NuYuklkYgzyiYiIiIiIzNRbu95CSn4KarvXxrOtnjV1c6gKYJBPRERERERkhlbHrMbSM0thbWWNGZ1nwNHW0dRNoiqAQT4REREREZGZSctPw/Tt09XtUU1GoZlPM1M3iaoIBvlERERERERmRK/XY9r2aUgvTEdDz4Z4svmTpm4SVSFmE+TPnTsXzZo1g7u7u/rq0KEDli9fXnJ/QUEBxowZA29vb7i6umLkyJFISkq65GecP38egwYNgrOzM3x9fTFhwgRoNBoTPBsiIiIiIqKbs+TMEqy7sA621raY2Xkm7G3s2ZVkfkF+cHAwZs2ahaioKOzZswc9e/bEsGHDEB0dre5/7rnnsHjxYvzxxx/YuHEj4uPjMWLEiJLv12q1KsAvKirCtm3b8P333+O7777DlClTTPisiIiIiIiIyi4xNxFv7XxL3X6q+VNo5NWI3UeXsNJLroeZ8vLywrvvvovbb78dPj4++OWXX9RtcezYMYSFhWH79u1o3769GvUfPHiwCv79/PzUYz777DO89NJLSElJgb192a5+ZWVlwcPDA5mZmSqjgIiIiIiIqDJI6PbUmqewNX4rmng3wY8Df1Sj+WT5sm4gDjWbkfzSZFR+3rx5yM3NVWn7MrpfXFyM3r17lzymcePGqFWrlgryhfzftGnTkgBf9OvXT3WWMRvgagoLC9VjSn8RERERERFVtj9P/qkCfAcbB8zoMoMBPpl/kH/o0CE1397BwQFPPvkkFi5ciPDwcCQmJqqR+Bo1alzyeAno5T4h/5cO8I33G+/7L2+99Za6YmL8CgkJqZDnRkRERERE9F8uZF/Au7vfVbfHtRyHuh512Vlk/kF+o0aNsH//fuzcuRNPPfUUHnroIRw5cqRCf+crr7yiUiKMXxcuXKjQ30dERERERFSaTq/D5K2Tka/JR6RfJO4Pv58dRP/JrCZwyGh9/fr11e3IyEjs3r0bs2fPxl133aUK6mVkZFwymi/V9f39/dVt+X/Xrl2X/Dxj9X3jY65Gsgbki4iIiIiIyBR+PvozopKi4GTrhOmdpsPayqzGaqmSmfXZodPp1Jx5Cfjt7Oywdu3akvuOHz+ulsyTOftC/pd0/+Tk5JLHrF69WhUtkJR/IiIiIiKiquZM5hnM3jtb3X6x9YsIceP0YbKQkXxJmx8wYIAqppedna0q6W/YsAErV65Uc+VHjRqF559/XlXcl8B97NixKrCXyvqib9++Kph/4IEH8M4776h5+JMmTcKYMWM4Uk9ERERERFWORqfBpC2TUKgtRKfATrij4R2mbhKZAbMJ8mUE/sEHH0RCQoIK6ps1a6YC/D59+qj7P/zwQ1hbW2PkyJFqdF8q58+ZM6fk+21sbLBkyRI1l1+CfxcXFzWnf9q0aSZ8VkRERERERFf3zeFvcCj1ENzs3TC141RYWVmxq+i6rPSy2CJVyPqEREREREREN+PYxWO4Z+k9ajR/ZueZGFJvCDuyGsu6gTjUrOfkExERERERWZoibRFe2/KaCvB71eqFwXUHm7pJZEYY5BMREREREVUhnx34DCfST8DTwROT209mmj7dEAb5REREREREVcTBlIP4+vDX6vaUDlPg7eRt6iaRmWGQT0REREREVAXka/JVmr5Or8OguoPQO7S3qZtEZohBPhERERERURXw8d6PcS7rHHydfPFK21dM3RwyUwzyiYiIiIiITGx34m78dPQndfuNjm/Aw8HD1E0iM8Ugn4iIiIiIyIRyi3MxeetkdXtkg5HoEtyFx4NuGoN8IiIiIiIiE3pvz3uIy4lDkGsQJrSZwGNBt4RBPhERERERkYlsiduCP0/8qW5P7zQdLnYuPBZ0SxjkExERERERmUBmYSZe3/q6un1/2P1o49+Gx4FuGYN8IiIiIiIiE5i1axaS85NR2702xrUax2NA5YJBPhERERERUSVbE7MGS84sgbWVNd7s/CacbJ14DKhcMMgnIiIiIiKqRGn5aZi+Y7q6/WiTR9Hcpzn7n8oNg3wiIiIiIqJKotfr8eaON3Gx4CIaeDbAU82fYt9TuWKQT0REREREVEmWnl2KNefXwNbKFjM7z4S9jT37nsoVg3wiIiIiIqJKkJSbhJk7Z6rbTzZ/Eo29GrPfqdwxyCciIiIiIqqENP3Xt7+O7KJsNPFuglFNR7HPqUIwyCciIiIiIqpg80/Ox9a4rbC3tseMzjNga23LPqcKwSCfiIiIiIioAsVmx+Ld3e+q2+NajUPdGnXZ31RhGOQTERERERFVEJ1eh8lbJyNPk4dWvq1wf9j97GuqUAzyiYiIiIiIKsgvR3/BnqQ9cLJ1wpud3oSNtQ37mioUg3wiIiIiIqIKcDbzLD7a+5G6/WLrFxHiHsJ+pgrHIJ+IiIiIiKicaXQaTNoyCYXaQnQI6IA7Gt7BPqZKwSCfiIiIiIionH0X/R0Oph6Em50bpnWaBisrK/YxVQoG+UREREREROXo+MXj+HT/p+r2y+1ehr+LP/uXKg2DfCIiIiIionJSrC3Ga1teU+n6PUJ6YEjdIexbqlQM8omIiIiIiMrJZwc/w/H046jhUANTOkxhmj5VOgb5RERERERE5eBQyiF8fehrdXty+8mo6VST/UqVjkE+ERERERHRLSrQFOC1ra9Bq9diQJ0B6Fu7L/uUTIJBPhERERER0S36377/4WzmWTV6/1q719ifZDIM8omIiIiIiG7BnsQ9+PHIj+r21I5T4eHgwf4kk2GQT0REREREdJPyivMwaesk6KHHiAYj0DW4K/uSTIpBPhERERER0U16f8/7iMuJQ4BLACa0nsB+JJNjkE9ERERERHQTtsZtxe8nfle3p3eaDld7V/YjmRyDfCIiIiIiohuUVZSFKdumqNv3Nr4X7QLasQ+pSmCQT0REREREdINm7ZyF5LxkhLqHYnzkePYfVRkM8omIiIiIiG7A2pi1WHxmMaytrPFmpzfhZOvE/qMqg0E+ERERERFRGV0suIhpO6ap249EPIIWvi3Yd1SlMMgnIiIiIiIqA71ej+nbp6tAv36N+ni6xdPsN6pyGOQTERERERGVwbKzy7Dm/BrYWtliZueZsLexZ79RlcMgn4iIiIiI6DqkyN6MnTPU7SeaP4Ew7zD2GVVJDPKJiIiIiIiuk6b/+rbXkV2UjQjvCIxqOor9RVWW7Y1+w9mzZ7F582bExMQgLy8PPj4+aNmyJTp06ABHR8eKaSUREREREZGJLDi5AFvitsDe2h4zOs+AnbUdjwWZf5D/888/Y/bs2dizZw/8/PwQGBgIJycnXLx4EadPn1YB/n333YeXXnoJoaGhFdtqIiIiIiKiShCXE4d3dr+jbo9rNQ71atRjv5P5B/kyUm9vb4+HH34Y8+fPR0hIyCX3FxYWYvv27Zg3bx5at26NOXPm4I477qioNhMREREREVU4nV6HyVsnI0+Th1a+rXB/2P3sdaryrPQyweQ6Vq5ciX79+pXpB6alpeHcuXOIjIyEJcrKyoKHhwcyMzPh7u5u6uYQEREREVEF+fnoz5i1axacbJ0wf8h8hLhfOthJVBXj0DKN5Jc1wBfe3t7qi4iIiIiIyFydzTyLD6M+VLdfiHyBAT5ZbuG90pYuXYoNGzZAq9WiU6dOGDlyZPm1jIiIiIiIyAQ0Og0mbZ2EQm0hOgR0wJ2N7uRxIMtfQm/y5MmYOHEirKys1JISzz33HMaOHVu+rSMiIiIiIqpk30V/h4MpB+Fq54ppnaapmIfIoubkC6mqL0X1jBo2bIgDBw6oCvtCbnfv3h3p6emwZJyTT0RERERkuU6kn8BdS+5So/lvdnoTw+oPM3WTiHAjcWiZR/KffPJJjB8/Hnl5eWq7bt26eP/993H8+HEcOnQIc+fOVYE/ERERERGROSrWFuO1La+pAL97SHcMrTfU1E0iumFlDvJ37tyJgIAAtGrVCosXL8Y333yDffv2oWPHjujSpQtiY2Pxyy+/3HgLiIiIiIiIqoDPD36OYxePoYZDDbze4XWm6ZNlp+sbnTlzBk899RRcXFzwySefIDAwENUJ0/WJiIiIiCzP4dTDuH/Z/dDqtXiv23voV7vsK4wRmWW6vpGk6a9cuRK33XYbunbtik8//fRW2kpERERERGRSBZoClaYvAf6A2gMY4JNZK3OQn5GRoarpDxkyBJMmTVJBvqTw7969G+3bt1fz8omIqHrQ6fSIO56OE7sT1f+yTUREZK4+2fcJzmSeQU2nmni13aumbg5R5aTrDxs2TAX699xzD9auXQtHR0f8+OOP6j7ZluXz5ALA22+/DUvGdH0iqu5O70vG5t9OIjejsGSfSw0HdLmrAeq19DVp24iIiG5UVFIUHlnxCPTQ45Oen6BbSDd2IlWPdP1169bh66+/VlX2582bhy1btpTc16tXL+zduxc2Nja31nIiIqryAf6Kzw9fEuAL2Zb9cj8REZG5yCvOw6Qtk1SAf1v92xjgk0Uoc5DfoEEDfPHFFzhx4gQ+++wzhIaGXnK/jOzPnDmzItpIRERVgKTkywj+tWz5/SRT94mIyGx8EPUBYnNiEeASgIltJpq6OUSVG+TLknkymt+yZUu1VN7cuXPLpwVERGQWEk5mXDGCf7mc9EL1OCIioqpuW9w2/Hb8N3V7WqdpcLV3NXWTiMqFbVkf2KJFC+zZs6d8fisREZmd3KzCcn0cERGRqWQVZWHKtinq9j2N70H7gPY8GFS9RvLLWJuPiIgsmLO7fZked3RrAi7G51Z4e4iIiG7W27veRlJeEmq51cL4VuPZkVT9gvyIiAhVbK+oqOiajzt58iSeeuopzJo1q7zaR0REVUBRvgaHN8WV6bGxx9Lx67SdWP75ISTHZFV424iIiG7EuvPrsOj0IlhbWWNG5xlwtnNmB1L1S9f/3//+h5deeglPP/00+vTpg9atWyMwMFAV20tPT8eRI0dUtf3o6Gg888wzKtAnIiLLIIH6yi8PIyu1ALCS9K7/fmyHEfWQdDYLZ/allHzVivBC5IDaCKxfozKbTUREdIX0gnRM3T5V3X4o4iG08G3BXiKLY6W/gVx8CeR/++03bN68GTExMcjPz0fNmjVVMb5+/frhvvvug6enJyzZjaxPSERkzuTPw8F1sdi24BR0Wj3cvBzRd3QEcjMLVZX90kX4XD0d0PnOBqjX0ldtS7p+1MpzOLk7GXqd4c9MYIMaiBwQipAwL1hZydUCIiKiyv279sLGF7A6ZjXq16iPeYPnwcHGgYeALC4OvaEgnxjkE1H1UJBTjLXfH8G5Q2lqu25LH/S4vzEcXexKltNT1fazCuHi7oCABjVgbX1l4J6Zko+9q2JwbHsCdBrDnxvfUDc1sl+nWU1YXeV7iIiIKsLys8sxcdNE2FrZ4qdBPyHCO4IdTRYZ5Jd5CT1Te+utt9CmTRu4ubnB19cXw4cPx/Hjxy95TEFBAcaMGQNvb2+4urpi5MiRSEpKuuQx58+fx6BBg+Ds7Kx+zoQJE6DRaCr52RARVV3xJzMw781dKsC3sbVG17sbov/jTUoCfCEBfVAjTzRs46/+v1qALzx8nNDjvsZ4YHpHNO8ZAls7ayTHZGP5Z4fU7zixO1FdMCAiIqpIKXkpeHPHm+r2480eZ4BPFs1sRvL79++Pu+++WwX6EpS/+uqrOHz4sKoH4OLioh4jtQCWLl2K7777Tl3lkPoA1tbW2Lp1q7pfq9WqpQD9/f3x7rvvIiEhAQ8++CAee+wxzJw5s0ztYLo+EVkqCbajlp/D7iVnIX8Zavg5q/R8nxC3cvsdeVlFOLDuAg5viEVRgbbkQkCr/qFo1M5fXVQgIiIqTxLuPLPuGWyK3YQwrzD8POhn2Fn/e+GayBxUi3T9lJQUNRK/ceNGdO3aVT1ZHx8f/PLLL7j99tvVY44dO4awsDBs374d7du3x/LlyzF48GDEx8fDz89PPeazzz5TRQXl59nbX395KAb5RGSJZJ796m+OIO54utpu1N5fjeDbO5apPusNK8wrxqENsTiwNhYFucUl8/pb9q2F8E6BsLW3qZDfS0RE1c/CkwsxZdsUFdj/Pvh31Pesb+omEd0wi0zXv5w8OeHl5aX+j4qKQnFxMXr37l3ymMaNG6NWrVoqyBfyf9OmTUsCfCEFA6XDZGWAqyksLFT3l/4iIrIkMdFp+O3NXSrAt3WwQa+Hw9D74fAKC/CFg7MdWg+sgwdmdECn2+vD2cMeOemGgn4/vLYNe1fGqGX7iIiIbkV8Tjze3v22uj225VgG+FQtVNwnuAqk0+kwfvx4dOrUCU2aNFH7EhMT1Uh8jRqXLtEkAb3cZ3xM6QDfeL/xvv+qBTB1qmGZDSIiS6LV6rDz7zPYt+q82vYOdkW/0RHw9DdMgaoMciGhRe9aaNItCMe2J6rgPjutANsXnla3m/UIRrOeIZfUAyAiIioLnV6HKVunILc4Fy18WuDB8AfZcVQt2N5skH3q1CkkJyer26VJ6nxFk+J6Mh9flvSraK+88gqef/75km0ZyQ8JCanw30tEVJGyUvOx6utotaa9aNotCB1vrw9bO9OkycvvbdI1CGGdAnBydxL2rohBemIedi89h/1rLqj7mvcOgYsHlzoiIqKymXdsHnYm7oSTrRNmdJ4BG2tOBaPq4YaD/B07duDee+9FTEyMKmJRmqx7LMXtKpIU01uyZAk2bdqE4ODgkv1STK+oqAgZGRmXjOZLdX25z/iYXbt2XfLzjNX3jY+5nIODg/oiIrIUp/cmY92Px1Q6vL2TLXo+2LhkfXtTs7GxRuP2AWjY1h9n9qVgz/JzSIvNwb7V53FwfSzCOwWgZb9QuHk5mrqpRERUhZ3LPIcPoz5Ut5+LfA613GuZuklEVTfIf/LJJ9G6dWtVxT4gIEAF9pVBLiiMHTsWCxcuxIYNG1CnTp1L7o+MjISdnR3Wrl2rls4TssSeLJnXoUMHtS3/z5gxQ2UgSNE+sXr1alW4IDw8vFKeBxGRqWiKtdj6xykc3hSntv3quKPvqAi413SqcgdFluSrH+mLeq18EHM4TVX9TzyThUMb4xC9OR4N2/sjsl+oWgGAiCyUTgvEbANykgBXPyC0I8CRWCoDrU6L17a+hgJtAdoHtMddje5iv1G1csPV9WW5ugMHDqB+/cqtSvn000+ryvl///03GjVqVLJfKgw6OTmVLKG3bNkytYSeBO5yUUBs27btkiX0AgMD8c4776h5+A888ABGjx7NJfSIyKKlJ+Zi5VfRalRctOpXC22H1lUj5+ZA/lTFnchQwX7sMcMKAHKNuV6kLyL710bNYFdTN5GIytORRcCKl4Cs+H/3uQcC/d8Gwoeyr+mavj70NT7a+xFc7VyxYOgCBLgGsMfI7FXoEno9e/bExIkT1br1lem/Mga+/fZbPPzww+p2QUEBXnjhBfz666+qKr5Uzp8zZ84lqfgyzUAuBkg2gFyweOihhzBr1izY2pYtqYFL6BGRuTm2PQEb552AplALJzc7VTm/VoQ3zFXimUxErYjBuYOpJftqN6uJyAGh8K/jYdK2EVE5Bfi/S4G0yz+i/vNZ8M4fGOjTfzqRfgJ3L7kbxbpiTO80HcPrD2dvkUUo9yD/4MGDJbdPnz6NSZMmYcKECWo5OkmRL61Zs2awZAzyichcFBVosOnXEzi+07B6SFAjT/R5NNxiitelxmYjankMTu1NLokFght7ovWA2ghsWKPSppMRUTmn6H/URI3g6/RAXJ4HcjT2cLUtQpBzJqzldS0j+uMPMXWfrlCsLcZ9y+7D0YtH0T24Oz7u+TH/FpDFKPcg39raWr1A/uuhxvsqo/CeqTHIJyJzkHIhG6u+ikZGUp5Ka287pA5a9a+t5rpb4lQEWW7vxM4k6CQqkGKqdT3UyH5oE29+wCMyJ2c3A98Pxsksb6xLqocczb8XJV1tC9HT7zQauKcBDy0B6nQxaVOp6vl0/6f47MBn8HDwwF/D/kJNp5qmbhKRSeLQMuWonz17trzaRkREFUguuB7eGIetf56CVqODq6cD+jwagcAG/646Ymk8/V3Q66FwtBlcB/tWncfRrQkqpX/ppwdRM8RVzdmv19IHVhZ4gYPI4uQkqQB/UVzYlXdp7NX+oTiKBlKMj6iU6NRofHnwS3V7UvtJDPCpWitTkB8aGlpyW5au69ix4xVz2DUajSpwV/qxRERUeQpyi7H+x2M4sz+lZJ56rwfD4Oh66bQqS+Xu7YRu9zRC64G1sX/NBbWKQOqFHKz88jA8/Z3Rqn8oGrTxM5tig0TVkQ7WagTf4PILc7Ktx/qkuqjnXBN8JZNRobYQr255FVq9Fv1r91dfRNXZDRfes7GxQUJCQskSdEZpaWlqH9P1iYgqn4xcr/zqMHIuFsLaxgodR9RHs57B1TpVvSCnGAfWX8Ch9bEozNOofW7ejmjVLxRhHQJgY8cQgahKOb4cF354Eb+funSZ5Ku5s6sHQh79BHDyrJSmUdX2/p738V30d/B29FZp+jUcLTd7jaqvrPJO1y/NOPf+chLkS7V6IiKqPHqdHntXxWDnorPqtruPE/qNjoBv6LXf/KsDyWBoN6QuWvauhUMbY3Fg7QVkpxVg4y/HsWfpWbToUwsRXYJg52Bj6qYSVW/FBcDqycCuL5CT51Omb8k5tROY2xm47TPOza/m9ibtxffR36vbb3R8gwE+0Y0E+SNGjFD/S4AvS9Y5OPxbCEVG76UCv6TxExFR5cjLKsKa747gwpGLartBa190v68x7J1u+PqtRZP+kHn5zXqG4MiWeOxffR456YWqboEsxde8Zwiadg+Cg3P1mNZAVKUkHwP+fBRIjlabDhH9gfhz1/02V6+aQNZR4PshQMexQM9JgK1lrBxCZZdXnIfXtrwGPfRqqbzuId3ZfUQ3EuRLaoBxJN/NzQ1OTk4l99nb26N9+/Z47LHH2KlERJXgwrGLWPPNERXo29pZo8tdDRHWKaBap+dfj529jQrom3QNwvEdiYhaGYOslHzsXHQG+1bFoGn3YDTvFQInN3tTN5XI8sls0T3fACtfBTQFgIsPEiJfx9qFG8rwzVbI7TIVyFoK7P0e2PYxcGY9MOIrwLdxJTSeqooPoj5AbE4s/F38MbHNRFM3h8h85+RPnToVL774YrVNzecSekRkSjqtDruWnFUj0LI2vFegC/qOjoB3oCsPzE305amoZNWXF+Nz1T5be2uVwt+yTy241OCoIFGFyLsILBoLHFtieC3W64VdtoOwbdHf0Ot0cHRzR0F21nV/TLPe/dG9fQjslj8H5KUBto5An2lA28cl9ZQHz8Jti9+GJ1Y/oW5/0ecLdAjsYOomEVWZOPSGg/xvvvkGPXr0QJ061y+KYokY5BORqWRfLMDqb6KRcCpTbYd3DkTnOxuoEWq6eVLL4OzBVEQtP4fkmGy1z9rWShXnkyJ97jX/zVwjolt0bguw4HEgKw6wtkNWu5exbGsy4o4fUXc37tQNvUY9hQuHD2Ldd18g52Jqybe6eddEtwdGIyXmDHb+9YfKBqhZqzYGjx4F790zgFOrDQ+s3xsY9ing5s/DZaGyi7Jx29+3ISkvCXc3uhuvtX/N1E0iMu8gv0GDBjhz5gyCgoLQrVs39dW9e3fUr18f1QGDfCIyhbMHUrD2h6MozNXAztEGPe5vjAat/XgwypH8OZT6BnuWnyu5kGJlbYWGbfzU8nteAdUzg42oXGg1wMZZwKb31DJ48K6Po3XGYc2fS1GUnwd7Jyf0GvU0wrv0KPkWnU6LuKPRyMlIh2sNTwSFRcDa2nBR89zBfVj+yfvIy8yArYMDej/6FCKczwKrJhnS/529gSEfA2GDeQAt0KQtk/D36b8R4haCP4f8CWc7Z1M3ici8g3wRFxeHDRs2YNOmTdi4cSNOnjyJgIAAFez/9NNPsGQM8omoMmmLddi28BQOrotV276hbio938OHH2gqUvzJDDWyf/6fooayPHe9Fj6IHFAbPrXcKvR3E1mc9Bhg/mggdpfaLGxyL9bGheLoti1qO6BhYwwa+yI8fG9s5D03Ix3L/vcezh8+oLblAkGv4X1gv2QMkHjQ8KBWDwL93gIcOKXJUqw/vx7j1o+DFazw/YDv0dK3pambRGQZQb5RXl4eNm/ejF9//RU///yzGgXRaAxrEVsqBvlEVFkykvOw6qtopJw3pJBLUbgOt9WDjS3Xd68syTFZiFoegzP7U0r21YrwRusBoQioz3WYia7r8Hxg8XigMAtw8EBci1ewfNkeZCYnwcrKGu1H3o32I+6Ctc3NTTuS0f5df/2Jbb/L51AdPAOCMPiZ5+F79hdg62xD1oBXXWDEl0Bwax4wM5dekK7S9NMK0vBIxCN4vvXzpm4SkWUE+atWrVKj+PK1b98+hIWFlaTsd+3aFZ6enrBkDPKJqDKc2J2IDT8fR3GBFo4uduj1UBhqN6vJzjeRtPgc7F0Rg5O7k1RRcBHUsIYa2Q9u7MlVDYguV5gDLH8J2G/I8NQFtcMOx+HYsWyFKq7n7uOHgWNfRFCjsHLpu9ijh7H043eRczENNnZ26P7gY2jewA1WC58EsmIBKxug20tAlxcAGy4zaq5e3PgiVp5biXoe9fDbkN/gYMMCqVR9ZFVkkG9tbQ0fHx+88MILePzxx1GjRvUayWCQT0QVqbhQi82/ncDRbQlqO7BBDfR5NByuno7s+CqSXbFvZQyO7UiETmv48+lb212N7MtFGC5hSCTzXfYD80cBaaeksAUyW4zFsj15iD9xTHVPmKTVP/okHJzLt85FXlYmVs79CGf27lbbDdp1RN8HH4LjhinA4T8NDwpuC4z43DC6T2ZlxdkVmLBpAmysbPDzoJ8R4R1h6iYRWU6Q/9FHH6m5+PLl4OBQMoovXw0bNoSlY5BPRBUlLS4HK788jPTEPDUHvPXA2mgzsDasbZieXxVXOti/+jyObImHplin9nkHuSCyf23Ui/SFtTWX76JqSKcDdswB1rwB6IoB9yAcqf0s1i5ag6L8fNg7OaP36KcR1rl7hTVBPtZGLf0Lm3/5HjqtRmUMDB4/EQF5B4GlLwCFmYC9KzDgbaDFfVxqz0yk5KXgtkW3IbMwE081fwpPt3ja1E0istw5+YcOHVKF99atW4clS5bA19cXsbGG4lCWikE+EZU3eRuWYHHz7ydVoT1nd3s1eh/c2IudXcXlZRXhwNoLOLQxVk2tEB6+TmrpvUbt/Fk/gaqPnGRAUuNPr1WbhfUHY01KOI7t2K62gxqHY8CYF+DhWzmrgiScOo6ls99Rc/9lvn+Xex5CZKdWsPr7aSBmq+FBYUOBIbMBZ77XVvW/kWPXjcXG2I0I8wpTo/h21nambhaR5QX58i0yH1/m5a9fvx5btmxBdnY2mjZtqvZbMgb5RFSeCvM12PDTMZyKSlbbtcK90OvhcBXok/koyC3GoQ2xOLDuglrmULh6OaBln1CEdwqArf3NFRUjMgsn1wB/PQnkpgC2Toht8jyWrz6GrNRkWFlbo8Pt96Dd8DtvurjezSrMy8Wqz/+HEzsMVfzrtmqDfk+Mg/Ph74B1MwzZBq7+wG1zgXo9K7VtVHYLTy7ElG1TVGD/2+Df0MCzAbuPqqWsigzyhwwZgq1bt6pf0rx5c5WmLyn7UnSvOszPZ5BPROUl6VwWVn11GFmpBSq9u93wumjZu5Zam53MU1GBBtGb41Uqv4zyCyd3e7ToHYImXYNg78iCX2RBNIXAmqnAjk/Vps4nAtud78TOletUpXsPP38MfOZFBDZsbLImysfcg2tWYP33X0BbXAxXL28MGjsBwTU0wILHgNQThge2fxro9Tpgx/onVUl8TjxGLBqB3OJcPBf5HB5t8qipm0RkmUH+hAkTVFDfpUsX9UuqGwb5RHSr5G1XUry3Lzytire5eTui76gI+Netfu+plkpTrMXRrQnYuyoGORcL1T4HZ1s06xmCZj2C1YoJRGYt9STw56Ml69FnNH4Eyw5ZI+GUIWiO6NYLPR5+Ag7OzqgKks+dwZLZ7yA9PlYt3dfhjnvQbtAQWK99A9j9peFBvuGGpfb8m5i6uSQXjfQ6PL7qcexM3InmPs3xff/vYWPNrCiqvrIqa05+dcQgn4huRX5OEdZ+fxQxh9LUdr2WPujxQGM4ODPos0RarQ4ndiZh78oYZCTlqX12DjZo0i0ILXrX4rQMMj/ysXHfj4bl8YrzoHfyxpHa47B22VYUF+Srivm9HxuDxh27oqopKsjHum8+Q/RGQ92AWk2aYcAzL8I1ZQ/w9xggNxmwsTeM6MvIvjWLnprSr8d+xcydM+Fo44g/h/6JUPdQk7aHyOKDfCm299577+Ho0aNqOzw8XI3wy+i+pWOQT0Q3K/5kOlZ9fQS5GYWqIFvnO+ojomsQl12rBnQ6PU7vTUbU8hi1ioKwsbNGeKdAtOxbC25eTBEmM5CfASwZD0QvVJsFwV2xJqM1ju82LFkXHNYEA555Hu41fVGVSZC/5us50BQWwtmjBgaMeR6164UAi8cBx5cZHlSnGzB8LuARZOrmVksxWTG4Y/EdyNfk45W2r+DesHtN3SQiyw7yf/rpJzzyyCMYMWIEOnXqpPbJHP2FCxfiu+++w733WvaLkEE+Ed1MgBe1/Bx2LzmrBsFq+Dmj32MRqBnsxs6sZuRPrmRx7Fl+Dklns9Q+axsrNGrvryry1/CtGqnNRFc4vwOY/xiQeR6wtkVsozFYtvE8stNSVUG9jnfchzbDRsLaTNKp0+IuYOlHbyPl/Dm13XbY7eo52Bz8GVjxispSgGMNYMhHQMRtpm5utaLVafHwioexP2U/2vm3wxd9v4C1FbMqiLIqMsgPCwvD448/jueee+6S/R988AG+/PLLktF9S8Ugn4huhIzar/4mGnEnMtR24w7+6Hp3I5WyTdWX/OmNPZ6uLv7EHTecG1ZWQP3WfojsHwrvIFdTN5HIQKcFNr0HbJwF6HXQetTBdpd7sHPdFpW6X8M/AAPHvoiA+o3MrseKiwqx8YevcGD1crUd2DAMg56dAHdkGYryxe81PLD5PcCAdwDHa3+opvLx7eFv8UHUB3Cxc8GCoQsQ6BrIriVCBY/kOzg4IDo6GvXr179k/6lTp9CkSRMUFBRY9EFgkE9EZRVzOA1rvjuCgpxi2DrYoPs9DdGofQA7kC6ReCZTjewb6zSIOs1rInJAbfjVZlBBJpRxAVjwOHB+m9pMr3M7lh1zReKZ02q7SY8+6PHw47B3dDLrw3R8+xas+vxjFOXnwdHFFf2efg71W7YCNr4DbH5PXdxAjVqGony12pu6uRbtVPop3LnkThTrijGt4zTc1oBZFEQ3E4fe8Fo+ISEhWLt27RVB/po1a9R9RETVnVajw46/z6hl1IR3sCv6jY6Ap7+LqZtGVZCsqjB4THOkXMhWc/ZP70vG2QOp6iskzBOtB9ZGYANPUzeTqpsjfwOLxgIFmdDbuSG61tNYt3oviguT4ODigj6PjUWjDp1hCeR5+NWtjyUfvY2kMyfx97vT0WrAUHS5byJs6/cyXOjIiAG+HQB0eQHo9pIU1TB1sy2OBPavbnlV/d81uCuG1x9u6iYRma0bHsmfO3cuxo8fj0cffRQdO3YsmZMv8/Fnz56NJ554ApaMI/lEdM33iNR8rPwqGsnnDPOtm3YPRseR9WBrx/R8Kpv0xFzsXRGD47uSoNcZ/kQH1PdAZP/aqBXhxUKNVLGK8oAVLwN7v1eb+b6RWJPdESf27lfbIeFN0X+MFNfzsbgjodUUY/Mv3yNq6V9q27dOPQwe/xI8a7gaVhM48IvhgYGtDKP6NS8d8KJbM3f/XMw5MAfu9u74a9hf8HG2vHOMqEpX15cie++//37J/HuZpy/V9YcNGwZLxyCfiP7LqahkrP/pGIryNWpN9J4PhKFuS35IoZv8e5Oaj72rzuPotnjoNIY/1T613BA5IBR1m/vAytqKXUvlK/EQ8OcoIPW4fETEhbqjsGx7KnIupqniep3uegCth9xmNsX1btbpqF1YMedDFORkw97JCX0eewaNO3UzrCqweDxQkAHYOQP9ZgKRDxsKatAtiU6Lxv1L74dGr8E7Xd/BgDoD2KNElRXkazQazJw5U43iBwcHozpikE9El9MUabHlz1OI3hSntv3ruqPPqAi4e5v3PNVr0er02HX2IpKzC+Dr5oi2dbxgw6Czwoo37ltzXp1fmiKd2ucZ4KIK9DVo7QtrG1adplskHwV3fg6sngxoi6B19sdW1/uwe9NudZ9nQBAGjZugUtqrC1k1YOnH7yDu2BG13bRXP/R46DHYFV4EFj4JnN1oeGCjgcDQ/wEuNU3bYDNWqC3E3UvuxqmMU+gb2hfvdXuPGUtElT2S7+rqisOHD6N27dqojhjkE9HlqdUrv4wuWftclkFrO7QObCw48FpxOAFTFx9BQua/hVYDPBzx+pBw9G/CwoIVJT+nCAfXxeLg+liVLSLcazqqc65x+wDY2FnuOUcVKDcV+Otp4ORKtXkxsB+WnfJFUoxhabmmPfuix0OPw87RsdodBp1Wi+1//oIdC39XFztqhoSq9H3vwGBg51xgzRvqoghcfIFhnwIN+5q6yWZJKulLRX0vRy+Vpu/pyBokRJUe5EtK/ogRI/DQQw+hOmKQT0RC3jqPbU/EpnnH1eiqk5sdej8Sjlrh3hbdQRLgP/XTXlz+h8OYrDr3/lYM9CtYYb4GhzfGYv+aC2rlBuFSwwEt+9RCeJdA2Nlbdio1laPT6wyj0jlJ0Fs74FDg41i/6Sg0hYVwdHVD38fHokE7Q/2l6izm4H4s++Q95GVmwNbBAb0eeRIR3XvDKinasNResmG0H21GA32mA/bOpm6y2difvB8PLn8QeujxcY+P0aNWD1M3iah6BvmfffYZpk6divvuuw+RkZFwcbm0WvTQoUNhyRjkE1FRgQYbfz2OEzuTVGcEN/ZUAb6Lh4NFd46k6Hd+e90lI/iXB/r+Ho7Y8lJPpu5XguIiLY5sjse+1edVSr+Qi03Ne4WgSbdgODjd8AI6VF1oioB104FtH6vN/BphWJ3XHScPHFbbtZo0U8X13LyYgm6Um5GOZZ+8j/OHDAUIwzp3R+/RT8Pe1hpYOw3Y8anhgTUbGoryBbYwxZE1K3nFebhj8R04n30eQ+sNxYzOM0zdJKLqG+RbW/93OqCVlRW0Wi0sGYN8ouot5Xw2Vn51GJnJ+arwWdshdVS6tHU1mI++/XQa7vlyx3Uf9+tj7dGhnmVnNFQl2mIdju1IwN6VMchKNVyAsXeyRbMewWjWMxhOrvambiJVJWmngfmjgPh9ajMm6G6siMpDTno6rG1s0fnuB9B68G2wusbnvepKr9Nh199/YuvvP6nbngGBGDz+ZfjWrmvIipBpD9kJgLUd0PM1oOM4wMKLFN6KmTtn4tdjv8LP2Q8Lhi1QVfWJyITV9aszBvlE1ZO8VR7aEIut80+pSueung6quF5g/RqoLv7eH4dn5xlGsa7lo7taYHjLoEppE/1Lp9Xh5J5kRC0/h/TEPLXP1t4aEV2D0LJ3LZXST9XcgXnA0heAohxo7T2xxeU+7Nl+0FBcLzAYg8a+WK2K692s2GPRWPrxu8hJS4WNrS26PTgaLfoOglV+OrD4WeDoIsMDQzsBt30G1Khl6iZXOTsSduCxVY+p25/3+RwdAzkthOh6GORXIAb5RNVPQW4x1v1wFGcPpKrt2s1qoteDYXB0tUN1suF4Mh7+dvd1H1fTxR73tKuF21oGoa6Pa6W0jf6l1+lx5kAKopbHqMwTYW1rhbCOgWjVtxbca1ruqg/0HwqyDMH9od/VZpp3ZyyLqYXkCxfUdrPe/dH9wdGwc6h+xfVuVn52FlbM/Qhnonap7QZtO6Lvk+Pg6OwC7P8FWD5RXUyBgwcw6H2g2R2mbnKVkV2UjRGLRiAxNxF3NboLk9pPMnWTiKpvkJ+fn4+1a9di8ODBavuVV15BYaFhDqCwsbHB9OnT4Wjh1VcZ5BNVLwmnM7Hq68PIuVgIaxsrdBxRX6VAy/Sk6kL+TKw+koQ3FkUj/j/m4xtJr5T+o9KyVg2MaBWMIc0CUMOZaeOVfdzOH7moRvYTTmUajo+1FRq29VPL73n6X1pThyxU7B5Den76Oehhg4O+D2HD9hhoiorg6OaOfk+MQ/027U3dSrN9je1dtgibfv4WOq0G7j6+GDRuIgIbNgYungUWPA7EGi4CoMnthmDfqfpkf/2XyVsn469TfyHELQR/DvkTznYsVEhksiBfCu4tXboUixcvVttubm6IiIiAk5NhRODYsWOYOHEinnvuOVgyBvlE1Wc0dO+qGOxcdFbd9vBxQt/REfANrV5zBs+n5eGNxdFYdyxZbXs52+NiXtEVwbzxksfsu1uoCyAL9sZi08lUVaxP2NtYo1eYrwr4uzX0MRSrokoTfzIde5adw4Wj6SUHrF5LX0QOCIVPiBuPhCXSaYGtHwHrZwI6DfJcamNVfm+cjj6u7g5t1hL9nxoPVy/Wz7hViadPYsnst5GZlAhrGxt0vuchtB40HFZ6HbDlA2DDLECvBdyDDen7dbqgutpwYQPGrhsLK1jhu/7foZVfK1M3iah6B/ldunRRQfyQIUNKgvwDBw6gbt26avunn37Cp59+iu3bt8OSMcgnsnx5WUVY8210SUDUoI0fut/bSBUzqy4KNVp8vvEMPl1/CoUaHexsrPB417p4pkcDbDyRjKmLj1xSZT/AwxGvDwm/ZPm85OwCLNofj/l743A0Iatkv5eLPYY2D8SIVkFoGuRRrbIiTC3pXJYa2TdOPRGhTb3RekBt+Nf1MGnbqBxlxRtGkc9tVpvnfIZgxUGpEJ+h5pBLEBo5cBiL65WjwrxcrPriE5zYbujzOi0i1QoFzu4ehmwKWWrv4hnDFbZO44Aek6RoBqqTjIIMDP97ONIK0vBwxMN4ofULpm4SkVmpkCA/ICBABfC1a9dW2z4+Pti9e3fJ9okTJ9CmTRv1Sy0Zg3wiy3bh6EWs/vYI8rOKYGtnjS53N0RYx4BqFYhuOpGC1xdF42xqrtruVN8bU4c2QX3ff+fXywj9rrMXVSDv6+aItnW8rrls3pH4LCzcF4u/9scjJfvfqV4NfF3V6P7wloEI8OBc8cqSFpeDqBUxOLUnSWquKUGNaiByQG0EN/KsVue7xTm2DPh7DJB/ERobV2xxuhtRuw2j915BIRg0boKhGjxVTIHWtSux/rsvoCkugqunFwaOm4CQ8KZAYQ6w8lVg7/eGB/s3BUZ8Bfg2rjZHYsLGCVhxbgXqetTF70N+h4MNi4ESmTzIl7T8/fv3o1GjRle9X9L1W7RogYKCa8/XNHcM8okstzL5rsVnEbUyRuWhewW6oN/oJur/6iIhMx9vLjmKpYcS1LavmwMmDQ5X8+nLK+jTaHXYcipVje6vik5UWQJCfnynejXV6H6/CH+4OFSfrAlTykjKU9NSju9IhE5r+DjgV8ddjezLCD+DfTNSnA+smgzs/lJtprm3xNLYhkiJi1fbzfsOQrf7H2FxvUqQcv4clnw4CxfjY2FlZY0Ot9+DdiPuhLUsp3d0CbBorLoIA1tHoM90oO1jhjdBC7bi7ApM2DQBNlY2+Hngz4ioGWHqJhGZnQoJ8hs0aIBZs2Zh5MiRV73/999/x6uvvopTp07BkjHIJ7I82RcLsPrraFVkT4R3CUSXOxrA1r56rG9crNXhu63n8OGaE8gr0qoR+Yc61MZzfRrAzbHiVhDIKijG8kMJKuCXrAAjZ3sb9G/ij5GtgtG+rvc1MwSo/F4D+1afx5Et8dAWGy68eAe7qgJ99Vr5wprHoGpLPgr8+SiQfERlZhzwvBsb96So0WQnKa731HjUi2xr6lZWK8UFBVj7zWeI3rhGbYdENMPAsS+q0X1kJxqyLU4Z7kP93sCwOYCbHyxRan6qStPPLMzEk82fxJgWY0zdJCKzVCFB/rPPPos1a9YgKirqigr6Unm/devW6N27N2bPng1LxiCfyLKc2Z+ilscrzNPA3tEG3e9vjAatLfOD1tVIcD35r8M4nmRYai0y1BPThzVBeGDlFhi8cDEPC/fFqYJ959IMa7wb5/rLUnwywl/flwXiKqMexf4153F4YxyKC7VqXw0/Z7TqF4qG7fxgY8OCiVWKfITb8zWw8jVAU4A8+wCsLOyLM8dk7jdQu3kr9H/6ObjU8DR1S6utI5vWYc1Xc1BcWAAndw8MHPM8areINBy7XV8CqyerYwdnb2Do/4DGg2BJJMyQQnsbYzcizCtMjeLb2VSv5WeJqnSQn5SUpNLx7e3t8cwzz6Bhw4Zq//Hjx/HJJ59Ao9Fg37598POz7A/HDPKJLIOMVm5dcAqH1seqbd9QN/Qd3URV0a8OUnMKMXPZUSzYG1dSDO/l/o1xe2SwSUdt1ZJU5zNUsL/4QDyyCjQl9zUP9jAsx9c8ULWXKk5BbjEOro/FwXUX1AUw4ebliJZ9ayGsUwBs7apHlkuVlnfRkPZ9bInaPOfeE8uPOiEvK0sV1+t63yNo2X8Ii+tVAZK2L+n7ksYv2gy7HZ3uvF8dJyQfAxaMBhIPGR7c6kGg31uAw781UMyZLJUnS+bZWdth3uB5aOhpiB+IqIoE+eLs2bN46qmnsHr1avVBTP0AKyv06dMHc+bMKam0b8kY5BNZxjzklV8dRuqFHLXdoncI2g+vB5tqsKybFMz7Zdd5vLvimAqgZRroPW1rYWK/RlVuHfuCYq1auk8C/g3HU6D5Zzk+W2sr9Gjsi5GtgtT/DrYMOCtKUYEGhzfFYf+aC6oYpXB2t0eL3rUQ0TUQ9o6snWASZzcbqudnx0Nj5YDNDndi7z5DAOkdXEsV1/MJrWOattFVaYqKsOHHr3Fg1VK1HdCwMQaPmwh3H19AUwisnwFs/diwOKlXXUNRvuBIs+7NhJwEjFg0AjnFORjfajxGNR1l6iYRmbUKC/KNLl68WDL3vn79+vDy8kJ1wSCfyLwd35mIjb8cV6nIji526PVwGGo3rYnq4MCFDEz++zAOxhpqDzQJcsebw5uiRUgNmEPmgYzsS+bBobh/V3HxcLLDkOYBav6+PA8WiqsYmiItjm5LUEX6ci4aVkdwcLFF854haNo9WL2WqBJoi4ENbwGbP1DBYKpjGJYmRiA1IUnd3aLfYHSV4nr2rFpeVZ3YsQUrP/sYRfl5cHBxUfUSGrTp8O/Fm4VPAlmxgJUN0P1loPPzgI35XUzT6XV4YvUT2JGwA818muGH/j/ARgoPElHVDfKrMwb5ROZJgvpNv53AsW2GyvGBDWqgz6PhcPW8tMaIJcrMK8Y7K4+pEXx5x3dztMWEfo1wX7tQsyxqdyIpG/P3xuKvfXFIyvp3Ob66NV3U3P3hLYMQ7Ols0jZaKq1Gpy6U7V0Zg8zkfLXPztEGTbsFo3mvEDXKTxUk/RwwfzQQu1u9jve7DsfGA1nQFhfD2aMG+j31LOq2bMPuNwOZyYlYMvsdJJ46obZlWkXX+x+FrZ0dkJ8OLH0BODzf8ODgtsCILwAv88rMmHdsHmbsnAFHG0f8MeQP1PYwLLlNRDePQX4FYpBPZJ5rgq/88jDSE/MAK6DNwNpoPaiOxVcMl2u4f0bFYtbyY0jLNaRaj2gZhFcGhsHHzcEiph5sO52qRvdXHE5EfrGhUJxoX9dLzd8f2DQArlyOr9zpdHqcjkpG1IpzSIvLVfts7awR3jlQzduvDhfPKtWhP4ElzwGFWci19lbF9c6eMtQTqdOyNfo9+SyL65kZraYYm3/9AVFLFqpt3zr1MHj8S/D0DzQ84ODvhmC/MAuwdwUGvAO0uNcslto7n3Uety++HfmafLzc9mXcF3afqZtEZBEY5FeRziUi0we50ZvjseWPk6rQnrOHPfo+GoGgRpZfafpYYpaqmr/7XLrabuDriunDm6gl6SxRTqFGBfoyf3/7mTQ10ikc7azRP8JfBfyd6tc0y8yFqkyv0+PcoVTsWR6D5HNZap+1jRUat/dHq/6h8PBhRsUtKcwGlk0EDvyiNs84dsDKU57Iy86GjZ0dut3/qErR5zQV83Vm724sn/MhCrKzYO/khN6PPYOwTt0Md2acN6Tvx2w1bIcPAwZ/BDhX3WmyWp0Wj6x8BPuS96Gtf1t82fdLWFtZfr0bosrAIL+KdC4RmU5hvgbrfzyG03uT1XatCG/0fjgMTm6WnU4swe5Hq0/g223n1Ei3rDk/vncDPNKpDuyqyfJncRn5KpVfUvrPpBhGmYWfuwOGt5Dl+ILRyJ/L8ZX3BbXYY+mIWn4OcScy1D4ZcKzf2g+RA0LhHWgZlcIrVdxeYP4o4OIZFOttsdl2BPYdNkw3qlmrNgaNfVH9T+YvOy0VSz9+F3HHotV205590ePhx2Hn4AjotMDW2YbCfDoN4BYADJ8D1OuJqui7w9/h/aj34WLngvlD5yPINcjUTSKyGAzyq0jnEpFpJJ3NwqqvDyMrtUCl5EvlfKmgb2XBo7gSZC09lIDpS46UzFMf0MQfkweHI7BG9VgW8Gp9ciA2U43uLzoQj4y84pL7IgLdVbA/rEUgarqa/9SFqiThVIYa2T8fnVayr24LHxXs+4by7+Z16XTA9v8Ba6cDumKk2NbBspSWSE1MUXe3GjAUXe59GLb2ln3BsrrRabXYPv9X7Fjwm7x5qVUSJH2/Zkio4QHx+w01GdJOGrbbPw30el2KYqCqOJV+CncuuRPFumJM7TgVIxqMMHWTiCwKg/wq0rlEVPmpw/vXXsCOhafVnGE3b0f0HR0B/zoeFn0ozqTkYMrf0dhyKlVth3o7Y+rQCHRv5GvqplUZRRod1h83LMcny/IVaw35/JK+372hjwr4e4X5wpHrv5eblPPZamT/9P4UtSqYqBXuhcgBtVXhS7qK7ERDevaZ9WrKyT77vth0RKPmb0txvf5PP4c6Lcx7WTW6tphD+7H8k/eRm5EOW3sH9Hz0CTTp3scwJaMoD1g9Gdj9leHBvhHAyC8BvwiTd6sE9vcvux9H0o6gS1AXfNrrU04jISpnDPIrEIN8oqopP7sIa78/ipjDhtHDeq180eP+RnBwttylvfKLtJiz4RQ+33gGRVod7G2tMaZ7fTzRrS6D1WtIzy3C4oPxmL83Ti0raCSrDgxuFoiRrYIQGerJD6jl5GJCLvauiMGJ3UnqQpwIqO+B1gNqIyTci/1sdGIV8NdTQF4qcvVuWFHYD+fOGpbGq9uqjSquJ4E+WT4J8Jd/+gFiDu5T2407dUOfx8bA3sn533Pl76eB3BTAxh7o/QbQ7inA2nRTsuYemIs5++fA3d4dC4cthK8zLzITlTcG+RWIQT5R1RN3PB2rv4lGbmYRbGyt0fnOBojoEmjRwcOaI0l4Y3E0YtMNy5j1aOSDN4ZGINTbxdRNMyunknOwcF8sFu6NQ3xmQcl+yYYY0TIYt7UMQi1vFo8rD5kp+di3KgZHtydApzEE+76hbojsXxt1mte06Ok016QpBFa/DuycqzZP27TEynN+yM/Jha2dPbo9OBrN+wyw6PczupJep8OuRfOx9bcf1e0a/gEY/OxL8Ktb3/CAnBRg0VjgxHLDdp1uwG2fAe7/VOevRDJ6f9/S+6DRa/B2l7cxsO7ASm8DUXWQdQMZ5VZ6mbRIFdK5RFSxJCV/z9Kz2LPsnEpt9fR3Rt/RTVAz2HKLfF24mIepi49gzVHDCF+ghyOmDIlAvwg/BgG3eC7tOJuG+VFxWH44AXlF/y7H17a2LMcXhIHNAuDuaLmZIZUlJ70Q+9ecR/SmOGiKdWqfV6ALIvuHon6kL6yrSYFIJeU48OcoIOkQinXW2Gg1GAeOGVbE8Amtg0HjJqi52VR9xR07ooryZaelwMbWFt0eGPXvigryhy/qO2Dlq0BxHuBYAxgyG4gYXmntK9IW4a4ld+FUxin0Ce2D97u9z79FRBWEQX4FYpBPVHUCBRm9jz9pSLdu3MEfXe9uBDsHG1iiQo0WX20+i/+tO4mCYh1sra0wuktdjOtVH872tqZunkXJK9JgZbQsxxen6hwYL4U72FqjT7gfRrYKRpcGNWFbnYLRCppic2DtBRzaEIuiAsNFFXcfJ0T2C0Wj9v4qK8diyUm19wdg+UuAJh/JCMTS1Na4mGII8CMHDUfnex6CrR0vKhGQn5ONlXM/wuk9O1V31G/TQU3fcHT954J26ilgwWgg3pDejxb3Af1nAY4VPxj1YdSH+ObwN/By9FJp+vI/EVUMBvkViEE+kenJutwy/74gp1gF9d3ubYRG7fxhqbaeSsXkvw+XLAfXvq4Xpg9rggZ+XAauoiVmFuCv/XGYHxWLk8k5JfulIv/wFoGqYF94ILO6bkVhXjEObYhTAX9BrmEFBFdPB7ToUwvhnQNhZ29hF+7y04HFzwJH/jYMxFp1xZaTNtBqNHCp4amK69Vu3srUraQqRhJv9y1fhI0/fQudVgN3H1+V6RHYMMzwAG0xsGEWsOUDyfUHaoQCI74AarWvsDbtT96Ph1Y8BJ1eh496fIRetXpV2O8iIjDIr0gM8olMR6vRYcdfp7F/zQW1XTPEFf1GN0ENP8ucM52UVYA3lx7F4gPxJYHl5MFhGNrcsusNVNUP2NHxWfgzyrAc38XcopL7Gvu7qdF9WY7P173qLGdlbooLtYjeHIf9q8+r+hrCyc0OzXuFoGm3YNg7WUDGSsx2YMFjQOYF5GidsCK/L2IuXFR31WvdDn2fGAdnd8teDYRuTeLpk1g6+x1kJCXAytoane9+EG2GjFC3S86xhY8DGecBK2ugywtAt5cAm/LNCskrzsMdi+/A+ezzGFpvKGZ0nlGuP5+IrsSR/ArEIJ/IdEW7Vn11GMkx2Wq7aY9gdBpRHzZ2lpfSq9Hq8P32GHy4+gRyCjWQemQPdqiN5/s25JzwKqBYq8PG4ylYsC8Wa44kq5UNhBynLg1kOb4g9A33h5OljUBXEm2xThXnkyJ9WamGYogOzrZo2j0YzXuGwNHVDFPYtRpg83vAxrfVKOspfThWXghBQW6eWiat+4Oj0ax3f168ozIpzMvD6i8/wfFtm9R27RaRGDDm+X8vEBVkAcsnAgd+NWwHtgJGfAnU/KdoXzl4a+db+OXYL6qKvqTpS1V9IqpYDPKrSOcSUfk4uScJG346pubtyof9ng+GoW4LH4vs3j3nLmLSX4dxLNFwMaNFSA28ObwJmgRxdK8qyswrxpJD8Wr+flSMYT61cHWwxcCm/mqEv01tL1hX18rxt0Cn1eHk7iRErYhBemKe2mfrYIMmXYPQoncIXDwcYBYyLhhG789vV8X1Nmj64uBpw9Qb39r1MHDci/AOCjF1K8kMs4sOrVuF9d9+Dk1xEVw8vTBo7IsIiWj274MOLwCWPAcUZAB2zkC/mUDkw8AtZoLtTNiJ0atGq9uf9/4cHYM63urTIaIyYJBfgRjkE1UeTZEWW/44iejNhnR1/7oe6Ds6Am5elpcSnZZTiFnLj+GPqFi1XcPZDi/3b4w7W4cwQDQTZ1NzsXBvLBbsiytZ2lAEezphRMsg3NYqGHVqconDG6XX6XF6XwqiVpxD6gVDXQQpyhfWKQAt+9aCu7cTqqzov4DF44CCTCRpfLH0Yhukp2Wpu1oPGYFOdz3A4np0S1LOn8OSj97GxbgLsLKyRvuRd6P9yLtgbf1PJlFmHPDXk8BZw6g/Gg0Ehv4PcKl5U78vpygHIxaNQEJuAu5seCcmd5jMI0hUSRjkV5HOJaKbdzEhV6Xnp8XlAlZQFbfbDKkDGwuraC5Lt/26+zzeWXEcmfmGomN3twnBxP6N4eVib+rm0U0e093nLqrR/aWHEtSUC6NWtWqoYn1DmgXCw9kM085NPHIZczgNUctjkHgmU+2TDImG7fzQql8oPP2r0AWUolxgxcuqgr4U19ujbY8tZxyh02rh6umF/mOeR2jTFqZuJVmI4oICrPvucxxev1pth4Q3xcCxL8LVy9vwAJ0O2DEHWDsV0BYBLr7A8DlAgz43/Lte3/Y6FpxcgCDXICwYugDOkiFARJWCQX4V6VwiurkP8ke3JWDzbyegKdKpwlt9HolASLjlLctzKDYTk/4+jAMXDMsAhge4Y/rwJogM9TR106ic5BdpsfpoEhbsjcWmEynQ/bMcn72NNXqH+2JEy2B0a+QDOwu7eFXR7xHxJzKwZ/k5xP6zprxcCKzfyheRA0JRM9jEq04kHATmjwJSTyC72AEr8nvjfFxWydJnfZ8YCyc3fn6g8ndk83qs+fJTFBcWqHNswDMvoE6LyH8fkHgImP8YkHLUsN3mMaDPNMC+bIH6pthNGLN2DKxghW/6fYPW/q15GIkqEYP8KtK5RHRjigo02PDzcTUPVwQ39kTvR8LNZ+5tGcmI/furjuOnHTEq6HNzsFVF9R5oH8q11y1YclYB/t4fj/l7Y0tqLgjJ2JAVE2T+fpMgdxZfuwGJZzPVyP65g6kl+2o3q6mCff86lVzHQobsd8wF1ryuRktPFtfHqvg6KMgrgK2DA3o89Dia9uzL40sV6mJ8HJbMfhsp586UTAuRCvw2tv+sTlFcAKx5A9g517BdsxEw8ksgoPk1f25GQQZuW3QbUvNT8WD4g5jQZgKPJFElY5BfRTqXiMou5Xw2Vn55WFXRt7K2QtshdVSKvty2pBHIhfviMHPZUaTmGJYIk2XXXhsYxqXXqpkj8VlqdP+v/fFIzSks2d/A11Wl89/WMgj+HpZXe6KipMbmqDn7p6KSgX+yJeQiYeSA2ghqWKPiA+ucFODvp4GTq1RxvfUF3XEoxjD9xq9ufZU67RUYXLFtIPqHpqgIG3/6GvtXLlXbAQ0aYdC4ifDw9fu3j06tBf56GshJBKztgJ6vAR3HAca5/JeZuGkilp9djjoedfD74N/haMv3J6LKxiC/inQuEZUt8D24PhbbFpyCTqOHq6cD+o6KQED9GhbVfSeSslXV/F1n/1kT28dFpeZ3rHdzxY/IcpZL3HwqVc3fXxWdiEKNYTk+iUk716+pluPrF+EPZ3sLWCO+EmQk5SFqZQxO7EhUtRGEf113FeyHNvGumGBfgqWFTwK5yUgs8sKyi22Rni61RKzQduhIdLzzPtjYsv4CVb6TO7dh5WezUZiXCwcXF/R78lk0aFuqEn7eRUNhyKOLDduhnYHbPgNqXLraw8pzK/HixhdhY2WDHwf8iKY+TSv5mRCRYJBfgRjkE5WfgtxirPvhKM4eMKTa1mleUy2P5+hiOR+Icws1+HjtSXy95Sw0Oj2c7GwwrlcDjOpcB/a2nIdN/8oqKMaygwkq4N91znAxSDjb22BAkwCMbBWE9nW9udpCGWSl5WP/qvM4sjUB2n8unNQMcUVk/9qo29KnfPpQUwSsmwZs+5+adrOnsBW2xrhBp9OpgmcDxryAWk1KLWdGZAKZyYlYOvtdJJw6rrZb9BuMbvc/Clt7+3+nmez/GVj+ElCUAzh4AIPeB5rdoe6W9Pzb/r4NGYUZeLzZ4xjbciyPI5GJWGyQv2nTJrz77ruIiopCQkICFi5ciOHDh5fcL0/l9ddfx5dffomMjAx06tQJc+fORYMGDUoec/HiRYwdOxaLFy+GtbU1Ro4cidmzZ8PV1bVMbWCQT1Q+4k9lYPXX0chJL4S1rRU6jayPpt2DLWa+qrwfrTiciGlLjiAhs0Dt6xvuhylDwhHsyWrEdG3n0/LU1I4F+2IRk2ZYI14EejhieMsgldJf37dsf7eqs9zMQhxYcwGHN8WhuFCr9nn6O6tq/A3a+t38ah1pp4E/HwUS9iO72B7Ls7vjQpJh2cSG7Tqh9+PPwMnVxAUAif6h1WiwZd4P2LN4gdr2rV0Pg8dPhGdA0L99dPEMsOAJIHaXYbvpHdAPeBfjdkzBhgsb0MizEX4d9CvsbCznIjyRubHYIH/58uXYunUrIiMjMWLEiCuC/LfffhtvvfUWvv/+e9SpUweTJ0/GoUOHcOTIETg6GuYODRgwQF0g+Pzzz1FcXIxHHnkEbdq0wS+//FKmNjDIJ7o1kkK7d0UMdi05q9a/9vBxQr/HmsCnluV8ID6Xmospi6JVNXUR4uWEqUMj0LNxqfmQRGUgf6L3nk/Hn1FxWHIwHtkF/y7H1zykhhrdl+X4PLnc4nWzhg6uu6CmBhXmGfrQzdtRBfuNO/jD1s6mrAcE2P8LsGwCUJyLEwWhWJ3QAAUFhbBzcETPR55ARPfeFnOxkizL2X17sPzTD5CfnQU7Ryf0eWwMwjp3//cBWg2w+X1g49uAXotFNYPxmps1bK1tMW/QPDTyamTK5hNVe1mWGuSXJn9ASwf58jQCAwPxwgsv4MUXX1T7pAP8/Pzw3Xff4e6778bRo0cRHh6O3bt3o3Vrw7IfK1aswMCBAxEbG6u+/3oY5BPd2qjamm+PlCx71bCtH7rd2wj2jpYx37igWIu5G05j7sbTKNLo1DJpT3avh6e714NjWYMIomucX2uPJquCfRtOpED7z5xzOxsr9Gjkq0b3ezb25TSQayjK16hR/f1rziM/21AYz9nDHi371EJElyDYOVzjdVqQCSx5Djg8H0U6a6zL6YToOMNd/vUaqOJ6l4yMElVB2RdTsezj9xB79LDabtKjD3o+/ATs/hkMUy7sRuLC0RjhqkG2jTWedYvA6KE/ALb/pPgTkUlUyyD/zJkzqFevHvbt24cWLVqUPK5bt25qW1Lyv/nmG3URID09/d8pdRqNGuX/448/cNttt13xewoLC9VX6c4NCQlh4T2iG3ThyEWs/jZafbC2tbdG17sbonGHAIsZ8Vp/LBmvL4rG+YuG1OquDX3U6H2dmi6mbhpZIKnIv2h/vErnP/zPGuyihrOdWo5PAv7mwR4W8/oqb8VFWhzdGo99q86rKUNCaoE07xWspg05OF+WknxhNzD/USDjPBIKPLDsYjtkZOar4nrtht+BDrff++8SZURVnE6rxfb587BjwTyVneIdXAuDx7+EmiGh6n4JDZ5YORrbk3ahWUEhvk9Igq1/M2DkV4APR/OJzCHIt5i/SImJiep/GbkvTbaN98n/vr6+l9xva2sLLy+vksdcTtL/p06dWmHtJrJ0Wq0Ouxafxd6VMWppK+8gF/Qd3QReAZYR/MZl5GPa4misjE5S2/7ujmre/YAm/gywqMLUdHXAo53rqK/jidlqdF/m8CdnF+KH7THqq66PC0a2ClZz+INqOPFolGJnb4NmPULU6P3xnYlqCpEs37lz0VkV+DfpHowWvULg5GIDbPkAWP8WdDotduc2xbY4L+h0+XDz9sHAZ15AcHgT9i2ZFWsbG3S68z6EhDfFsk/eQ1rsefz86vPo8fDjaNqzL34//rsK8B1tHPFmm+dhu3oakHgQ+Lwr0PdNoM1owxIgRFRlWUyQX1FeeeUVPP/881eM5BNR2Spcr/76CBLPZKrtiK5B6Hx7fdjam3/quqTjS8V8qZyfX6yFrbWVCrikcr6rA99aqfI08nfDKwPDMLF/Y2xVy/HFYkV0Is6k5OLdlcfVV4e63mo5vgFNA3h+lmJja43wToFo3N4fp/YmI2p5DC7G56qg/+Da8wj3jkJL7VzodLZYntENsamS4q9Dww5d0Gf0GDiWsWgvUVUkqz88+PbHap7+uQN7sfqL/+HYvu2YXXM5YAWMjxyPOmH3AQ0GAH89DZxeCyx7ETixEhj2KeDGOjNEVZXFfBL19/dX/yclJSEgIKBkv2wb0/flMcnJyZd8n6TrS8V94/dfzsHBQX0R0Y05sz9FLY8nRa7sHW3Q44Ew1I+8NJPGXG07nYopf0fjVHKO2m5b20uteS/BFpGp2FhbqWki8pVTqMHyQ4bl+LafSSv5mvz3YfSP8MfIyGB0rFdTfQ/JyKY1GrbxR4NIP5w9mIqoBfuRnGyDg4mtsL/oeWgL1kGrLVLFyno9+iTCu/Zkpg5ZBGePGhjx8hvYvXiBqsB/Yfce9HGugZTeDXFP43sMD3LzB+77E9j9JbBqMnBqNTC3AzD0E6DxQFM/BSKy5CBfqulLoL527dqSoF5G3Xfu3ImnnnpKbXfo0EEtrSdL8EmFfrFu3Tq1pm27du1M2n4iS6Ep1mLb/NM4tCFWbfuGuqn0fKmib+6Sswswc+lR/LU/Xm3XdLXHqwPDcFvLIH7gpypFsknuaB2ivmLT8/CXLMe3Nw5nUnPV+Stffu4OKpVfUvob+vEClbDSFqBu7EzUsfoGZzyaY01yE+TknTfcZxuAum0fQECDSL7eyaJYWVuj7bDbcdAhBnG/roZ7nh1qLM3Cfq8laNl/iOF8t7YG2j0B1OkKzH8MSDoEzLsHiHwY6DcTsLeMKXhElsKsCu/l5OTg1KlT6nbLli3xwQcfoEePHmpOfa1atdQSerNmzbpkCb2DBw9esYSejO5/9tlnJUvoSaV9LqFHdOsykvKw8qvDSL1gGOFu0acW2g+rq1JizZlGq8NPO2Lw/qoTyC7UqKmID7QPxQt9G8HDiWsGk3mQP/f7L2SoYH/RgXhk5huqy4smQe4Y0TIYQ1sEqvn+1VJSNPDnKCDlKOLz3bAsrS0ys4tUgOMZ3A252c1hZWWj0pjrtvBB6wG1LWrpT6reTmecxp2L7wQKNBgd1wl5Rw0Xt+q3aY++Tz4LJ9dS57qmEFj3JrDtf/LOAnjVA0Z8CQQbBtCIqGJYbHX9DRs2qKD+cg899JBaJk+eyuuvv44vvvhCjdh37twZc+bMQcOGDUseK6n5zzzzDBYvXgxra2uMHDkSH3/8MVzLOK/OXJbQkwJBcUejkZORDtcanggKi4C1tfnPg6aqS4pXbfjlODSFWji62qHXQ2Go3bQmzJ2sUT5p4WEcSTBUMJeK5W8Ob4qmwR6mbhrRTSvUaLH+WIqav7/uWDI0/yzHJ+n73Rv6qHR+WY6vWiz9KB+Ddn8FrHwNOk0hdmaHYXuCD/Q6Pdx9fDFAius1jkByTBaiVsTgzL6Ukm+tFeGFyAG1EVi/hkmfAtGtKNYV44FlDyA6LRqdgzrj056fYv/Kpdj009fQajRwq+mDQeMmIqhR2KXfeHYTsPBJICsOkAtg3V8BOj8nxS54QIgqgMUG+VWBOQT5J3duw7rvvkDOxdSSfa5eNdHz4cfRoF1Hk7aNLE9RgQab553AsR2GFSqCGtZA70ci4Opp3qOB6blFeHvFMczbfUFty4j9xP6NcHebWpzHTBblYm4RFh+IVwH/gVhDkUzh7miLwc0DMbJVEFrV8rTMFPXcNGDRM8DxZcgscsDy9PaIu6hTdzXu1A29Rj0FR5dLBwHS4nNUYb6Tu5PU9QER2KCGGtkPDrPQfiKL9tmBz/Dp/k/hbu+OhcMWwtfZUD8n6cwpLJn9NjISE1RKf+e7H0SbISPU7RL56cCS54HoBYbtkHbAbZ8DXnVM9GyILBeD/CrSuaYK8Bd9MPM/7x/6/KsM9KncpMbmYOWXh1WavnyubT2oDloPrA1rMy7mpdPp8fueCyrAT88zpDPfERmMlwc0hnd1TWOmauNUsizHF6eW40vILCjZH+rtrNL5pUJ/iJczLIKMQi54HMhOwNHsAKxJboyiIg3snZzQa9TTCO9yZeZgaZkpedi78jyObU+ATqsvqUEiI/t1mtWElRm/D1L1cTTtKO5dei80eg1mdZmFQXUHXXJ/YV4e1nz1KY5t3ai2azdvhQFjnlcF+0rI1a5DfwBLXwAKswB7N2DgO0Dze7jUHlE5YpBfTYN8SdH/csyoS0bwL+fmXROjP/maqft0SyQBKHpzPLb8fhJajQ4uHvboMyoCQQ09zbpno+MzMemvw9h3PkNtN/Z3w5vDm6B1bS9TN42oUml1euw8k4b5e+Ow/HAC8oq0Jfe1reOlRvdlOT53RzOsSaEtBtbPBLZ8iEKtNdZmtMTRZENh0ICGjTFo7Ivw8L36ijtXk5NegH2rz+PI5nhoig1ZAF6BLogcEIr6kX5mfdGTLFuRtgh3LbkLpzJOoU9oH7zf7f2rZqLI3/zD61dj3befQ1NUCJcanhg49kXUatL80gemxxjS989vM2yHDwMGfwQ4828oUXlgkF9Ng/wL0Qfx+7RXr/u4O6fMREhEs0ppE1mewrxirP/pGE7vNcxLDW3irebfO7nZw1xlFRTjg1Un8MP2c5CpyS72NniuT0M83LE2bG3Mu2gg0a3KK9JgxeFENcK/9XRqSYq6g601+kb4q9H9LvVrmsdr5eJZYP5oIG4P4vLcsDytNTJzpJimNdqPvBvtR9wFa5ubq0OQl1WEA+suqJVFigsMF0VkVZFW/UPRqJ2/2RcgJcvzUdRH+Prw1/By9FJp+vL/taSeP4cls99BWux5NULffsTd6HD73ZcOHOm0wNbZwPoZgE4DuAUAw+cC9a6dGUNE18cgv5oG+Ue3bsSyj9+97uMGjpuAsE7dKqVNZFkSz2Zi1VfRyE4rUKNTHUbUQ/OeIWabliqjE1Jl/M2lR5GSXaj2DWkeiEmDwuDnbliRg4j+lZCZj7/2xWP+3licSjasoiGkIv/wFoEY0SoY4YFV629jiYO/q7nDusJs7MhoiB1J/uo9wN3HT41KXlFU7BYuhEqgf2BtLApyDVN+pEZJy761EN4pELb21aCYIVV5+5P346EVD0Gn1+GjHh+hV61eZfq+4sICrPv2Cxxev0ptB4c3Ua8fN6/LCu3G7zMstZd20rDdfgzQawpgx7+tRDeLQX41DfLLOpJfv00HdLv/UdTwD6iUdpH5kyrT+9acx86/zqg56+41HdF3VBP41alar4EbnXs8+a9obD+Tprbr1nTBtGFN0LmB+a8IQFTRVPpuXJYK9uVCmRTvMwoLcFfp/LIcn69bFfhAX5gNLJsAHPhVFddbmtYGCRmGC5My777no0/CwdmlQoqSHtkSj32rzqtRfuHkZocWvWuhSbcg2DuyAjmZRr4mH3csvgMxWTEYUncIZnb571pO/+Xolg1Y/eWnKC7Ih5ObO/qPeQ51W7a59EFFecCqScCerw3bvhHAyC8Bv4hyeiZE1UsWq+tXjc6tinPyS1hZoX7r9mg9+DYENgpjNWD6T/nZRVjz3VGcjzYEw/Va+aLHA43h4GRrtqnHH689ha+3nEGxVg9HO2uM7dkAo7vUgYMtR9iIblSRRoeNJwzL8a09mowirWFeuiT4dG3oo0b3+4b7mWY5vrgoQ3r+xTM4kumHtSlhKCrWwt7JGb0fG1MpWW2aYi2ObUtQRfqyLxqKGTo426JZj2A06xkCRxczrGtAZm3Wrln4+ejPqor+gqEL4OFwc0vCpifEYclH7yD53Gm13XrICHS++wHY2F52Tp9YCfw9BshNAWwcgN5vAO2eBEpX6Sei62KQX02D/LJU1+8w8h4knj6Bs/ujSvYF1G+EyMHD0aBtx5uei0iWKfZ4OlZ/E428zCLY2Fmjy50NEN450CwvCsnI46ojSZi2+AjiMvLVvt5hfnh9SLjlVAsnMrGMvCIsOZigAv69/xSwFG4OthjYNAAjI4PROtSz4ovR6XTAto+BddNRWKzHmrRmOJZmWAovqHE4Box5AR6+fqhMWq0OJ3clIWpFjFqRRNg52KBJ1yA07x0CFw+u3kEVb1fCLoxaNUrd/qz3Z+gU1OmWfp6muBibfvoG+1YsLvlMOejZiVe+vnJSDMtVnlhh2K7b3TBX3z3wln4/UXWSxZH8qtG5pgz01333xSUj+lJVv8dDj5csnydFU6KW/oUjm9dDW2yYM+ju44tWA4aiSY++cHBm0FOd6bQ67F52DnuWnQP0gKe/M/o91gTeQZeuF20uzqfl4fVFh7H+uKFYYLCnE94YEoHe4ZX7IZ+oOjmbmquCfSnYZ7ywJkK8nHCbLMfXMgi1a5Z/mjyyE4GFTwBnNiA2zx3LU1oiK0+n1vbucPs9aDf8TpNe0JYpT2f2pWDP8nNIizXUNZCLqOEdA9CyXyjcvKrAFAeySDlFORi5aCTic+NxR8M7MKXDlHL72Sd3bcPKz2ajMDdXTX/p++Q4NGx32QUEqdoZ9S2w4lVAkw84eQJDZhuq8BPRdTHIr+ZBvjF1P+5oNHIy0uFawxNBYRFXXTYvNyMdB1Yvw/6VS5GfnaX2SRpj01790GrAELjX9DVB68mUZDmo1d8cQfxJwyhcWMcAdLmroRpxMjcFxVp8vvEM5mw4hUKNDnY2Vniiaz2M6VEfTix+RVRpQe2ucxdVwL/sUCJyCjUl90WGeqrq/IObBsLDuRzS1o+vAP5+Gtrci9hxsS52pgSquMLDzx8Dn3kRgQ0boyplF8UcTlMXU5POGv7+SoZDo/b+aNUvFDX8eLGdytcb297A/JPzEeQahPlD58PFrnwvsmUmJ2Hpx+8g4eRxtd287yB0f2AUbO0vW30n9aRhGk3CfsN2i/uA/rMAx6r7uZqoKmCQX0U615wUFxXi6Ob1iFryFy7Gx6p9MurRsH1ntB40HP71G5q6iVQJzh1Mxdrvj6qK0BLUd7+vERq2Lft60VWJzBF+/e/DOJdmSIvtXL8mpg6LQD0f88xGILIE+UVarDpiWI5v88kUtWSlsLexRu9wX4xsFazm8dvd6HJ8xQXA6inArs+RUeSIZSktkZBlqBsS0a0Xejz8RJXNUJNgP+54OvYsj1H/C5kRVT/SF5EDapttBhVVLZtiN2HM2jGwghW+7vc12vhfViSvnGg1Gmz97UfsXjRfbfuE1sHg8S/DKzDosgcWAxtmAVs+kOq+QI1QYMSXQK12FdIuIkvAIL+KdK450ut0OHsgSgX75w8fKNkvcxgjB9+GepFtr5oRQOZNq9Fh+8LTOLD2gtr2qeWGvqMizHIkSZb4mr7kiBoxFH7uDpg0KByDmwWYZS0BIkuVlFWAv/fHYX5UHI4nZZfs93axV5X5JeCPCHS//us25Tjw56PQJx7GkUxfVVyvWKNTKcNSXK9xx64wF4lnMhG1/BzOHTIUOhW1m9VE6wG1zXo1EzKtzMJM3Pb3bUjJT8ED4Q9gYpuJFf47pfbT8k8/QH5WJuwcHNVrUVazuELMNmDBE0DmeRldArq8CHSbKHNYKryNROaGQX4V6Vxzl3zujJq3f2zrJui0hvRKWXav1cBhaNKtN+wcOW/QEmSm5GHVV9FIjjF8yJaKzx1H1FdzRM1JsVaHb7eexUdrTiKvSAsbays80rE2xvdpCFcH81wJgKg6kJHsIwlZanRfgv7UnH+X42vo56qq8w9vEQR/D8erzO/9DljxCgoKi7EmJRzH0w1VwoPDmmDAM8+b7ZSz1NhsRC2Pwam9yaouighu7KmC/cCGNXjBkm7IS5tewrKzy1DbvTb+GPIHHG0r5/NbzsU0LPvfe7hw5JDajujeG70eefLKz48FmcCyicDBeYbtoEjDqL53vUppJ5G5YJBfRTrXUsib9L6VS3Bw9XIU5BqKBDm6uKJZnwFo2W8wXL28Td1Eukkn9yRhw0/HUFSgVUs69XwwDHVb+Jhdf+48k4bJfx/GiSTD+SnVu6cPb6LW6yYi86HR6rD5ZCrm741Vq2HI8nxCBvNlyo2M7veN8IOzJgtYPA44ulgV11uW1BzZBVAF9TrecR/aDBtpEVln6Ym52LsyBid2JqnaBsK/rgciB4QitIk3g326rlXnVuGFjS/A2soaPw34CU19mlZ6jagd83/DjvnzoNfr4BUUgsHjX4JPrdpXPvjwfGDJc4agX+oF9H8LaPWg4Q2AiMAgvwJVxyDfqLigAIc3rsHepX8jIylB7bO2sUXjTl0ROWg4fGvXNXUTqYyKi7TY8vtJHNkSr7YD6nmgz6gIs6vqnJJdiLeWHcWCfXFq28vFHq8MaKwCgQpfoouIKlRmfjGWHTIsx7f7nGGuuuhqfxwf28+BW3EqtqXWwa7UoJJMs4FjX1RLeFmarNR87Ft1Hke3JajpVaJmiKsa2ZcLs1Z8v6OrSM1PxYi/RyC9MB2PNX0M41qNM1k/XYg+iKX/ew+56Rdha2ePHo88jqY9+115oSozDvjrSeDsJsN2o0HA0I8Bl5omaTdRVcIgv4p0rqWSq7Kno3apeftxx6JL9tdq0hyRg4ejTvNIVbSPqqaL8blY+dVh9T+sgMh+oWg7pA6sb7TQlQlpdXr8sjMG76w8juwCjbrIf2/bWpjQrxFqOF9WxZeIzF5MWi7+2hsDj50f4oHiP5BV7ICFcU2RXmC4MFmrQ3cMe3IM7B2dYMlyMwuxf/V5HN4cD02hVu2TJU4j+4eiQRs/s3ofp4qfBjN+/Xisu7AODT0bYt6gebAz8Tz3vKxMNU//3P4otd2oQxf0eXzslUUxdTpgx6fA2mmAtghw9QOGzQEa9DZNw4mqCAb5VaRzq4PEUyewZ+lfOLFjiyraJyQVK3LQMIR16QE7ewdTN5FK/cGXUaDN805AU6yDk7s9+jwSjpAwL7Pqo/0XMjD5r8M4FJeptpsGeeDN4U3QPKSGqZtGRBUlPQZY8Bj053ficKYf1iQ1VHFAgbUD1tXshtMu9dAipAZGynJ8zQLh6WLZF/sKcopxYN0FHNoQi8I8Q80c95qOaNk3FGEdAsyupgqVv8WnF+PVLa/C1tpWBfiNvKpGhot8VtyzZCG2zPsBOq0WNfwCVPq+X936Vz448RAw/zEg5ahhu+3jQJ9pgJ1lX8wj+i8M8isQg/z/6JeUZOxdsRiH1q5EUb5hyTIndw+06DsQLfoOgrMHAzBTKsrXYMMvx3Fyd5LaDgnzRO9HIuDsbj4fhDPyitTI/a+7zqt6W26OtpjYv7EawZcie0RkoQ4vABaPR35eLtYkheFEpuHvSVBYEzj0vh+LT+WrJTMlw0fY2VihZ2NfVbCvRyNf2NtaW/R7+6GNsWpllPzsYrXPxcMeLfrUQkSXILUUKlU/ibmJKk0/uzgb41qOw2PNHkNVE3/iGJZ+/I76/ChTP7vd/whaDhh6Zfp+cT6wZiqwc65hu2YjYOSXQEBzk7SbyJQY5FeRzq2OCvPycHj9Kuxdvki9cQsbOzu1bIrM2/cOrmXqJlY7yTFZWPlVNLJS8tW8zXZD66BV31CzmcMpxab+3BuLWcuP4WKuoer2iFZBeGVAGHzcmClCZLGKcoHlE4F9P+FCrgeWJTVFTqGVKq7X6a4H0HrIbSXF9aQ+x6ID8Wr+fnR8VsmP8HS2w5DmgSrgbx7sYbGF6qTOypHN8di3+jxyMwrVPkdXOzTvFYKm3YPh4MQVRqpT1t6Ta57EtvhtaFqzKX4Y8IMaza+KCnJysPKz2Ti1e7varte6Hfo9NR5Orm5XPvjUGuCvp4GcJMDaDug5Ceg4VopDVX7DiUyEQX4V6dzqTFKwTu7aplKyJKXfqHaLSLQedBtqNW1usR+2qtIf+oPrYrFtwSnotHq4ejmg76gmqsieuTiakKVS8/fEpJcspzV9WBO0q8sVHYgsWvx+YP4oaFNPY2tKKHanhajdngFBGDRuwtVTe/9xLNGwHN/CfXEq+Deq5+Oigv3bWgYhsIZlpvtqi3U4tiNBVeTPSi1Q++ydbNG0e5AK+J1czSd7i27O78d/x/Qd0+Fg44Dfh/yOuh51q/xnlf0rl2Djj19Dq9HAzdtHvcaDGodf+eDcNMOqGseWGLZrdwGGzwVqGN4fiCxd1g3EoVZ6eXVRhXQuGd68448fRdTSv3BSrtT+c7rJ0imRg29Do45dYWtn2kIwljpfc+0PR3HuYKrartO8ploez9HFPPo6u6BYrXf/3bZzKgXX2d4Gz/VuiIc71YYdC0sRWS6ZaC9puatfx8V8WyxLbIKkPENxvaY9+6LHQ49fucb2NZbj23o6TY3ur4xOREHxv8vxdajrrQL+/k384epQNUc5b4VOq8PJPcmIWhGD9IRctc/W3lql8LfsUwsuNZgFZYkuZF/AyEUjka/Jx8Q2E/FA+AMwF0lnT2PJR7OQkZigijd3uvN+tB12+5WFnOVz5L6fgOUvAcW5gIMHMPgDoOntpmo6/b+9swCL41zb8LPGLu6uIUASIO5p0rh7emqn3qZuqcup9/RU/7q7nlOJu7s0nhAgQiC4u67vf33fwGKLJcjs8t7XtdmdYViGYTI7zyvPS3QbJPJFcnCJxrALNyvjj9+1DTqNkGFwdPfA0JnzMGjaLNg70/HsDLKTSrHt+wRUlmgglUtw1TWRPItjDZUTLCi0Pi4Hr69PRH5tBm7OQD+8OC8a/q62mXkjCKKWynxg9f0wJW3HmVI/7CqIhN7Ays6dMeOehxE5etwVBQ43xedixfFMHL5UbF5vr5Bxoc9agMb19bI5fw+T0YRLpwtxbFMqCtIr+Dr2ucDM+YbNDIWLF11XbQWjyYg7Nt+BE/knMMJ3BL6b+R2kEuvyo2CeTtu//Rxn9+/my6GDhmL2g4/D0c29+cbFKcDKe4DMo8LywOuAOe8C9uQBRdguJPJFcnCJlnuw4nZsxslNa1FZItxsye2UiJk0DcPnLODlmMTl9a6f2JyKI+su8UC3q489Zi6NhXeIhd42EZJcUImX1yRg/0Wh+iDM0wGvLozFxCjvnt41giC6GtZvu+p+1JQVY2tef1wsdzePZp314GNw9ui8GdkZxdVYfTILK09m4VKhkOVm+LmosGhoIHfoj/S1jutmRwKo6YnFOL4pFTkXhckkzJclaqQvhs0KhYe/Y0/vInGF/JzwM9499i7s5fZYuWAlgpyDrPZcTdi9HTu+/xJ6rYYL/NkPPYHQgUOab2zQA/veA/a8A5gMgGswsPhLIGx8T+w6QXQ5JPJFcnCJ1jHodTh/aD/v2y9ITRFWSiToO3wU79sPHBBjFdlnscxO3v5DIjLP1fauj/bFxBv7wU4l/jLUGq0Bn+26iK/2JkNnMEEpl+LByRG45+pwqBRkqEMQNo1eI8zCPvQp0qrcsDk3BpVaKXfbHn/jrRgxd1Hzct1OFBMnM0p5Of+60zkoqxHc6etGc7Ls/oLBAfB0sq3S9uykEhzblIaMxNqKBgnQd6g3hs8Ks5qgMNGYlNIUXLvuWmiNWrw09iVcG3Wt1R+iwow0rP/wbRRlpvN7wzFLrsfYa27kxpvNyDjKR2yi5JJwQo9fBkx6nmWQemLXCaLLIJHfhZDI75obrczEM1zsp5yoLbsC4BseieHzFiFq9FWQycUvVnuK9IQibP8xkY9PYj2XV9/QD/3H+llFgGR7Yh5eXpuArNIavszGXr0yPwYhng49vWsEQXQ1hReBFXfCkB2H/fmhOFZca64XEIS5Dz/ZqrleZ6PRG7DrXD6WH8/C7vP50NeO45NLJZjUz4dn96cM8IFSbjuBx7zUcp7ZZ+X8dYTGemL47DCrMmjt7eiNetyy8RbEF8XjqoCr8MW0L6zi8789sNbOXT99w8czMwL7x3BTPmdPC5U9mgpg83PAyV+EZTZib8m3gHdUN+81QXQdJPJFcnCJjlOcnclN+hL37IReJ4xLY06rQ2fP56ZLKkcnOqy1GAxGHFmbghNb0vmyZ6AjZiyNtYqyS1Yu++q6BGw/K4xZDHSzx8vzozE92tdmbk4IgmgB1k906jdg49MoqjRiY04M8muE3nDmzzLp1qVQKNtnrtcVFFVqsI6N4zuZhbhMobSd4WqvwLxB/tywb1iIm81cq4qyKrlB38VjeXXeuAiMcuNiP6i/u838nrbK13Ff45OTn8DZzhmrFqyCr6MvbI2zB/Zg29efQqeugcrZBbMfeAzhw0Za3jhxreDAX1MCyO2BGa8DI5cKjpsEYeWQyBfJwSUun+ryMpzethGntmxAdVkpX6dQ2WPg5OkYNmcBXH38evXhLS+qwbbvEpCbIsyDjr06EFf9IwJyO3FnmVi27Ju9Kfhk50Vo9EYoZBIsnRCOh6dEwMGOqjUIwuapKQXWPwZT/ErElfphd34k9EbwG/eZ9z6CiJFjICaS8iq42F91Igu55YJhbJ1nSN04vmAP26g8Ks2vxsktaTj3dy4fu8rwCXPBiDlhCBvoSWJfhJwrPocbN9zIs/n/Gf8fzO87H7ZKSW42L9/Pv5TMl9mEpgk33gqZ3MLUoPIcYM0DQPJOYTlyBrDwM8DJp5v3miA6FxL5XQiJ/O5Fr9Xi7IHdOL5+tdCXxdv2pdxlefjcRQiI6o/eRvLJfOz65Rw01Xo+/3jyzf0RMVz8H1z7kwrx0pp4pNQaXbERVq8vikGED/WAEkSvIP0wsGIpqouysTU3CskVnmYH7Vn3L4OTh7AsRtgoz79TirDiRCY2x+eiWmswf21UHw/8Y1gQZg/0g7PKOsaUtkZFsRont6UjcX82DLVjBz0DnTB8dij6DvOB1MYmEFgrWoOWC/wLJRcwNWQqPpj0gc0HYvQ6Hfb+9j1OblrHl/0iojDv0actJ37YOM4jXwPbXgIMGsDBC1j4KdBvdvfvOEF0EiTyuxAS+T3Xt592+gSObViNtLiT5vX+Uf0xYt5inv2RSsWdxb5S9DoDDi6/iDN7sviybx8XzLgrRvQjkHLL1Pj3hkQ+Go/h7azEC3MHcEMrW78hIQiCD20H9v0fsPstpFY4Y3NuNKp0Mu61MuGft2PY7AVdZq7XFVRp9FzorzyZiYPJReYSd2YaOjNGGMc3PsILcpn1/E6WqC7X4vSOdP6Zo1MLQQ03XwcMmxmCqNF+kFn572ftfHziY3xz5hu4K92xauEqeNqLN0jW2SQdPYQtX3wITVUVlA6OmHHvw4ga04Kjfv5ZHlxEXrywPPwOYOYbgJ34WxsJoikk8rsQEvk9T0F6Ku/bP7d/Nwx6PV/n6uOLYXMWInbSNNjZ20bpZENKcquw5dsEFGVW8uWh00MwelG4qG+y9AYjfjyYig+2XUCV1gCW/LltXBgemx4FFxvIdhEE0Q7KMoGV90J/6QD2F4TheLEw1ssjMJgbaPmEhVv1YcwurcHqU1lYcTwTyQX14/hYMHPRkABe0j/A37pb+9RVOpzZnYnTOzOgqRI+c508lBg2IxQDxvmLvk3MFokriMMtm26B0WTkGfxpodPQ2ygvyMf6j99BzoVzfHnw9Dncz0NuZ2d5isfO14GDn7K0EeDRF7jmGyBwePfvOEFcASTyuxAS+eKhqrQEp7asx6ltm6CuEHrTWUSXGTcNnTXfsvuqFXLu7xzs+d8F6DUGqJwUmHZ7NHdAFjPHUovxwup4nMut4MvMpOr1RbGICSDHZoLoNZxdB6x5CEVlWmzIHoACtRCAHTxjLibefEePmut1RbUZM+lj4/jWns5GSXX9OD4m8pk7/4IhAfBxtt7fWavWI2FvNk5tT+dZfoa9ix2GTAvmvjDWMLLVFqjR1+C6ddchtTwVc8Pn4q0Jb6G3whI9B//8FUfWLOfL3iFhmPfYs/AIEIKJzUjZA6y+HyjPAqRyYNKzwPjHARuvBCVsBxL5Ijm4RPeNWEncuxPHN6xBSY5Qys7mqLLSLVbK351jmDr7hmrv7xdw/u9cvhzYzw3T74iBo5t4ZzYzV+o3N53D8uOZfNndQYFnZ/fHtcODqY+TIHoL2mpgy/MwHfsBp0v8saegL/RGCeyZud79y9B3+CjYMlq9kY/hW3kiCzvO5UFXa2Ink0pwdaQXz+6zSSIqhcxqW8fOHsjBia1pqCzW8HVKBzkGTw3GwElBUDlSpVZX8vaRt/Hr2V/hY++DlQtXwlVJwfPUU8ex8bP3UVNexoOH05Y+gOirp1g+gMx1f/1jQMIqYTl4DLDkK8A9rEv/bgTRGZDI70JI5IsXk9GIlJNHuUlfRuIZ8/qg6Fgu9sOHjrSavs/CzAps+SYBpXnVfOrLyHl9+DgjsRoeMVOq34+m453N51FWI2SwbhwVjKdn9oe7o4XSOYIgbJPceGDFXajOScaWnEikVApVR2GDh2HWA4/B0c0dvYmSKi3Wn8nhGf6T6cKkGIazUo65teP4RoZZ55g6Nsb1wuFcPn6vLL+Gr1OoZBg4MRCDp4bAwYWu/Z3NkZwjuGvrXfz1F9O+wPjAFvrQeyGVJcXY+Ml7yEiI48sxE6diyp33wU5lwbeIGWnE/QlsfBLQlAN2zsCcd4DBN9KoPULUkMgXycEleo68lIu8b//8oX0wGgTDIHf/QAyfu5BHd8VaJspKPuP3ZOHA8osw6I1wdLXD9LtiEBgl3hvjM5lleGH1GZyunScdE+DCS/OHhYh3nwmC6GTYTTNzst76Ii6VOWBzTn9U6+XcXO/qm+7gLVTWEmTtKlIKKnl2f9XJLGSVCqKYEexhjyVDg7hhX6in9ZmBGY0mJJ/Ix/FNaSjKEnxjZAoposcHcP8YZw9xft5aG1W6KixZswTZVdn4R9Q/8PLYl3t6l0SH0WjA4ZV/4tDy/8FkMvKy/XnLnoF3aB/L31CSBqy6F0g/JCxHLwLmfQA4eHTrfhNEeyGR34WQyLcuKooKcXLzOsRt3wxNtWCKxOYxD5k+G0NmzhNVVklTreOj8ZJPFvDl0IGemHrbANg7iTMbUlatw3tbz+PXw2n8/p5lpp6YEYWbx4Ravas0QRAdoKoQWPMg9Oe2YF9+H5woCeSrPYNCuLleizfYvRQmig9fKubZ/Y1ncrgxaR0jQt15dp9l+V3travsnQWpU88U4fimVORdEnxypDIJ+o3xw7CZoXDzsT1T3O7klYOvYEXSCgQ6BWLFghVwVFhfQKi7YNWcGz9+l2f35Qo7TLrtbu7XZLFihk3/2P8BsPtNwKgHnAOAxV8A4ZN6YtcJolVI5HchJPKtE626BvG7tuHExjUoy8/j61iGqf/4SRg+dxE3a+lJclPKsPXbBD6fmN0UjV3cl/c3irGEk93IsWzUm5vOorBSMF9iLtLPzx1g1aZSBEFcBim7uXt+YWE5N9cr1AhCjmXuJ9x0OxR24vUQEQM1WgO2JuZyH5MDFwthrB3HZyeXYvoAX57dvzrKGworCpyyz4jM8yVc7GedF1oU2EdZxAhfDJ8VCs9Ap57eRatjX+Y+PLDjAf76+5nfY6TfyJ7eJdFTXV6GzZ+9j0unjvPlqLETMOOeh7hBs0WyTgAr7waKLgrLYx8Cpr4EyOkaRogHEvkiObiEOEu5Lh79m/ftZ184a14fOmgoRsxdhNDBw7pVWJuMJpzclo7Da1J4dsfFS4UZS2PhGybOc+t8bgVeXBOPI5eK+XKEjxNeXxiLsX3F7fZPEEQnY9ABO/8N0/6PcKrED3vy+8JgksDB1Q0z73+Ue6AQHSO3TI01bBzfiUxcyBPK3hleTnZYMDiQC37WDiXG4G9L5CSXcbGfFl9kXtdnsBf3mBHr55zYKNOUYfGaxSioKcDNA27GM6Oe6eldsiqvpmMbVmP//37irZuuvn6Y98jT8IuIsvwN2ipg6wvAse+FZZ8Y4JpvAd/obt1vgmgJEvldCIl82yH7wjnet590+CDv3aorLx0+bxEGXDXJ8qzVToSNINrxYyLSE2sF8wgfTLqpP5T24htDVKXR46MdSfhu/yVusmevkOHRaZG486o+PONEEEQvojgFWH4XqtLPYEt2FC5VCf2rfYaOwMz7HhVVG5Q1wjLhCdnlvGKKif6iKqFiitHP15mL/UVDA+HrYj2VUwXpFTi+OVVoR6utVgiO9sCI2aEIiKTzpTWe3fcsNqRsQJhLGP6a/xdUcuv5u4uFnKTzWP/ROygvyINUxnxCbsewOQtbDpid38xbkFBdCMiUwPRXgVH3Ar3cV4ToeUjki+TgEtYBK98/sWktzuzcCp1aMENi2aghM+di8PQ5cHDp/PE0meeKse37RC70mUHRhOsiuUmR2DI07GZzU3wuXluXiNxyNV83K8YPL86PRqCbBcdagiBsm9O/AxueQEqxAlty+qFar4BMocDEm+/kPidiu4ZZOzqDEfuSCrDieBa2nc3j4/kYbNDKVRFe+MfwIMyI9oO9nXWM4yvOqcKJLWm4cCSPV7Ix/CNceWY/JNqDzp8mbEvbhsd3Pw6pRIpfZv+CQd6DeuLPZhOoqyqx9cuPkXTkIF8OHz4Ks+5fxkd7WqQyH1jzEJC0RVgOnwws+gJw8e/GvSaIxpDI70JI5NsuzJgvbscWLvgriwr5OmbYwtz4h81dCM/A4Cv+GUaDEUc3pOLYplSezXD3d8TMpTGi7FG8VFiFl9bEY1+ScCxCPBzw6sIYTO7n09O7RhBEd6Mu5+Jed3o59ub3wamSAL7aKyQMcx9+kj8TXW92uqF2HN+xtBLzekc7GeYMFMbxje7jIdpRqw0pL6zBia3pOHswG0a9IPa9Q5wxfHYowgd7Q1L7O7A2tpykUlSVa+DoooR/pJtV/H6dQVFNES/TL9GU4O6Bd+ORYY/09C5ZPSxxcXrrRuz++RsY9Ho4eXpxc9Cg/jEtfYNQur/lX4C+BrB3B+Z/BEQv7O5dJwgOifwuhES+7cMu/BcOH8Dx9av4KL46woeNxPC5ixEcM/Cysg2VJWps/S4BOReFUXMDrvLHhOujoBBZBkatM+DzXRfx5Z4UaA1GXo5//8S+uH9SX6gU4tpXgiC6gcxjwIq7UJCTjw3Z/VGkEYyrWLnrhBtv6/LWJqI5qYVVfBTfypOZyCiuH8fHKqwWDw3E4mGB6OstvuBxU6pKNTi5PR0Je7Og1wpVCiz4zQz6ZHIJ9v91kW9Th6ObEhOuj0TfoT42L0aX7VqGnRk7EeUehf/N/R/sZPT/rLPIT03B+g/fRklOFh/tedV1N2PUwn+0POaz4AKwcimQc1pYHnIzMPstQOncaftEEO2BRH4XQiK/98A+ZLPOJeDY+tVIPn5YiOgyH5awvrxvv9/Y8ZDJ2zfi6FJcIXb8lAhNlR4KpQyTbu6HqJF+EBu7zuXjpbXx5pvGiVHeeHVBDMK8aFQPQfQ6jEbgwIcw7XwDJ4t8sDc/3GyuN+uBx9BnyPCe3sNeD/ucYln9FcczsSEuBxUavfmYDAl2wzXDgzB/kD/cHMQtEGsqtTi9IwNndmVCq64fKdgSs+6NtWmhvy55HZ7f/zzkUjl+n/s7+nn06+ldsjm0NdXY/u3nOLt/N18OGTgEcx56omVPEb1WGLPHxu3xUswwYMk3QPCo7t1xoldT3oG2cYmJfUIQXXJwCduBRXuPb1yLhN3bodcKWQUndw8MmTUfg6fNhsrJcsbEoDfi0MpknN6ZYS5HnLE0RnTzgjNLqnnf/dZEYbygv6sKL8+PxswYP+qRJIjeSHkOsOpeVCUdxObsKKTWmuuxiqaZ9y/rEq8S4sqrsLYl5vFy/r1JhdwklaGQSTC1vzCOb1I/H1GbpWpq9IjblYEj6y6ZDfqaY4KTuwq3vDHOJkv3c6tysWTNElToKvDw0Idxz6B7enqXbNvkcvd27PjhS+g1Gh7AnPPQkwgdNKTlb0o7yMeGoiwdkEiBq58SHrL2JX0I4kogkd+FkMjv3dRUlCNu+2ac3LwOVaVCT6RcqUTspOkYPmch3PzqDVnKCqqx5ZsE7irMGDQlCOMWR3CjPbHATJy+3Z+Cj3ckQa0zQi6V4K7xffDI1Eg4KsXn8k8QRDdwfhOw+gEk5wNbcqJQY1Bwf5KJty7F4OmzKfBnBeRXqLH2VDZ36E/MKTevd3dQYMHgAN6/PyjIVZR/y6zzJVj9wck2t4u5OgARw33hHewEpYPCZkTn/dvvx4HsA4j1jMUvc37h2XyiaynKTOfl+4UZaYBEgtGLrsO4a/8JqayFFkV1GbDxKSDuD2E5cASw5GvAsy/9qYguhUS+SA4uYbvodTqcP7iX9+0XpKcKKyUSRIwYgxHzFqOq3AO7/3seOrUBSkc5pt46AH0Ge0NMHEwuxIur45FcUMWXmWHT64tiEeVLPWYE0SvRqYFtL0L397fYk9cHp0sFcz3v0D7cnIqNGCWsj7M5bBxfJlafykZBRX1/e4SPkzCOb0ggAkQ0LeXC4Rxs++Fsh77HxUvFK+X4I1h4tncWd4uCJf668BdeO/QalDIl/pz/J8Jdw3t6l3oNOq0Gu3/8BnE7NvPlwP7RmPvI03D29Gr5m84sBzY8Loh+hSMw601g2K38fpAgugIS+V0IiXyiadQ9Pf40F/uXTh03r5fI/CBXDUfggOGYcdcgOHuIZ65tfrkab2w8izWnsvmyl5Md/jV3AL/RE2NWhyCIbiD/HLD8TuSnp2JDVn8Ua4WWouFzF2E8M9dT2EamtDejNxix/2Ihz+5vSciFpnYcH7vsj+vriSVDgzAr1q/Hq7gurj6ILZuFka2t4eMN1BhVqCiyvK2Tu7KZ8HdwtRPt51xGRQauWXsNavQ1eGrEU7g15tae3qVeybmDe7Ht60+gramByskZsx5Yhr7DR7f8DWWZwKr7gNR9wnL/ecD8jwFHz27bZ6L3UE49+eI4uETvIvnEOWz96jdUl8axbny+ztnLG8NmL8DAKTOhdHDo8Ru8X/5Ow/tbL3BzJtbKeMuYUDw+ox9c7ekGniB6JbUjokybn8fxfE/sLwiDwSSFo7sHN9cLGzS0p/eQ6AIq1DpsOpOLFScycfhSsXm9vUKG2bF+vJx/bF9PyLqp591YXY2a+HjUnD6Nsi1bscvpBmiUbpYzoiYTlJoSjPv7Jcjd3WAK7INq336ocA5BmdwLpWp7lFda3m97F7tawe9kFv/OnqoeF/5GkxF3brkTx/OOY7jvcHw/83tIWb830SOU5GZjw0fvmCcsDZ+7EBP+eXvLZsvMpPTQp8CO1wCjDnDyBRZ+DkRO694dJ2yechL54ji4RO/J5ifuz8b+P5Og1xmhctQhMCITKSd2oqZcGJdnZ2/Phf6wOQvg4tX9jsDH00p4aX5db+bgYDe8sSgWsYFknkUQvZbqYmDtw6g8sxWbc6KQViW4SvcdMQYz7n2YzPV6CRnF1cI4vhOZSC2qNq9nBqyLhgZiydBARHZiG5fJaIQ2NRU1p05zUc8emgsXBKFUS77XYMTH3C0sNBTgtV7RsQnfwKewdpyZBfQyFSqdAlHp2RdVXpEotw9EhYTdszUX86ylri7TXyf8Xb3tIelGU79fEn/BO0ffgb3cHisWrECwc3C3/Wyi5bbMff/9ESc2ruHLfn0jMffRZ+Dm28pkpJw4YOXdQME5YXnUvcD0VwGFeNphCOuGRL5IDi5h+2hr9Nj12zlcPJbPl4OjPTDt9mg4uNjx/q6z+3bj+IbVKM4S3PXZDNao0Vfxvn2/iKgu37/iKi3e3nQOfxwTfj7L2D8zqz9uGBlsk67EBEG0k9T9wMp7cDGrhpvrqZm5np0dJt92DwZOndnjmU2iZwLWJ9JLudhfdzob5er6cXzMpI+J/fmDA+DppOzQ+xpKS1ETFyeIevYcFwdjeb0ZYB1yPz/YDx4MVWwsin/4ATmyECT1/Qc0qvqRZkp1MSKTVyBAlos+q1ZCn5cHXXY2dFnZtc9ZwnN2NgzFxY33Q6rgwr/CKRgVzsH8ucoxACYLxnasO8XL3x7efT3gE+oCrxBnuPs6QCrr/Ox6SlkKrlt3HTQGDV4c8yKu63ddp/8M4vK5eOwwtnz+AdRVlbCzd+AB0H5jJ7T8DboaYPsrwOEvhWWvfsA13wL+g+jPQFwxJPK7EBL5RB35aeXY8k08ygvVPOI/ZmE4hk4PaRb9Z1mL1NMncGz9Kt6/XwczdRk+bzH6Dh8FqbQFB9fLxGg04c9jGXhr8zmUVuv4uutGBHGB39EbNIIgbAiDHtjzFnS738fuvD6IKxUmgviE9cWcR56EZyBlEAlhHN+uc/m8nH/3+QLoa8fxsQksbAzfNcMCMWWAD5Tyxp9dJp0O6gsXeHZezbP0cTxr3xSJSgVVbAzsBw3mwt5+8CAo/OozpOVbtyLr0WUwQYJS177Q2LlAqS2HW1kyJDAh8KMP4TJjRqt/KmNNDXQ5OfUBgCZBAH1+PowmKaoc/c2inz1XOgbCKGtu2ieDAa4qNTw9pTzb79vfB94DQ6FwvPwsrd6ox62bbsWZwjMYFzAOX077kgJsIqS8MB8bPnoX2RcEQ8hB02Zh0m13Q2HXyv3Uxe18Sgkq8wCpApj6IjD2YUBKbRjE5UMivwshkU+wbMfpHRk4tCoZRoOJm+rNWBoDv/C2S9/zU1N4Zv/cgb0wspttgI/dGzZnIWInToNCdeUGffFZZXhxTTxOppfy5f5+znhjcSyGhwpzrgmC6KWUpAErliIvKQEbsvujpNZcb8T8Jbjq+lvIXI+wSGGlhmf2mWHfmSyhBa2uMuy6MCXmyovgn3WRC3p1QgJM6uZGeHZhYUKWfvAg4TkqCpI2zByZ0M/7z5vQ5+Y2yvb7Pv9cmwK/PbCAhI5VAjSpAtBk56C0QIOSGhUqHAK4+K90DoZB1lzQSYw6OGny4SYph7uTDl4+CniGucE+OACKgEAoAgMgc3JqcR++ifsGH5/8GM4KZ6xcuBJ+jq2UghM9ikGvx8G/fsORNct524hXSBjmLXum9cBoVRGw7hHg3HphOWwCsPhLwDWo2/absC1I5Ivk4BK2R02lFjt/OovUM0V8OXyINybf0h8qx44Z11UWF+HklvWI27aJl4AxVI5OPDo8dNZ8OHl03JW1XK3jpno/H0oFS7o4KeV4fHoUbh0bCnkXlBgSBGFFnFkO07rHcCzHmZvrsQymEzPXe/BxhA4c0tN7R1gBLDOetP8Y4rYd4KX3YQWX4F1TL/rrkLq4wH7QIOExZDBUAwdC7l5fct8RTAYDqo8dh76gAHJvbziMGA5JS7PLOxlWhacvKIQuOwvarGwUpxSgMKsKxaVAicYR5XIv6OXNDXUlJgMcqnLhXJkB54oMuBqL4O4G2Pt7QxEQAEVgIH/OdtLhnjP/QolKj/9MeBPz+87vlt+LuDJYZeamz95HdVkp5Eolpt31AGImTm35G5iPxMlfgE3PAroqQOkKzHsfGPgP+lMQHYZEfhdCIr/3kp1Uiq3fJaCqVAOpXILx/4hE7MQrGzunU6uRsGcHjm9cjdLcHL5OKpOj/7gJvJTfJyy8XZUFbBzevzec5RkXxoLBAXwsnq+LeEb3EQTRA2gqgU1Po+LoX9ic3Q/p1W58dcTIsby31N6ZgtWE5c8VXVqa2RiPiXpWhg99fZ8+wyiRINU1AGfdgnHOPRTnPEIRNDAKS4aHYPZAPzirbHdyi9FoROmlfOTFZyE/pQRFuRoUV8ihMVr4nU1GOFTnm4W/c2U6nCozodDXQGcnhWNQmBAAaBAEYFUA7JkFN7orsEG0j8qSYmz69D2kx7NpSkD01VMw9a77YadqpXWjKJn7oCDrmLA88Dpg7nuAigyQifZDIr8LIZHf+2D97cc3peLo+ks8IOvm68DL81lPXuf9DANSjh/lfftZ5xLM60NiB3Gx32fwcG7a15SkvApemv93imAwFO7tiNcXxuKqCK9O2zeCIKyU7FPA8juRlFqKrbmRgrmeUimY602ZQb2/hBlDeTlq4s6g5vSp2n76OBjKmmfpZd5etT30tY+YGFTLldgcn8sN+w6lFNUZ4EOlkGJmjDCOb3yEV7eN4+vp4AhLBBSkV/BH/qVS/lxdKYzVbYqqpqBW9NeJ/wzY6YTqPjNyOfcraCkIwL4msWvuIUB0Ley+7ciqv3Dwr//CZDLCPSAI8x59uvXkjEEH7H0P2PsOD/zANRhY/BUQdhX9uYh2QSK/CyGR37uoKtNg2/eJyDpfwpf7jfbD1TdGwU7V3I23s8i9eAHHNqzGhb/383JBhkdAEIbPW4QBEyZzo5dqrR4f77iIb/elcEMkdjP18JRILJ3Qp5kREkEQvQx23fj7M+i2vo5dOcE4U2uu5xsegTkPPwWPgMCe3kOiBzHp9dBcvFg/wi4uDtrk5GbbMeGoiokxl90zUS/39281OJRVWoPVJ7O4YV9KQZV5vY+zUhjHNywQ/f16X/VIdbkWBRmC8L+YlIlLyTlw0Vhuy7OXqOGiy4dTWSocc8/CuSwNdtoyC8P/apFIeLbfYgCg9iF1aN5WQHQOmYnx2PDJu7wNU6ZQYPJtd2PQtNmtB1Ezjgij9kqYKaUEGP8YMOk5QE7BGqJ1SOR3ISTyew9pCUXY8WMiaip0kCtlmHhjFPqPEW6Wu8vN9cSmdTizYwu0NcLsYnsXVzgNuRo/FAXgUrWQ2Z8e7YuX5kUj2IM+xAmi11ORB6y+D7nxR7Axu59grieRYNSCazDuupsgk9tu+TRhGdbPbi67Px2Hmvh4mKqFz5SGKEJCBEHPMvSsl75fv8vOEHOD2swynt1fezrbPOWFEe3vwsX+wiGB8HbuXdNe1Ho1rl13LVLLUzEvYCEeDH4cBemVKEgvR0FGJUrzmv9dGPb2Em7s5yYtg3NNDpyKkiHPToI+OxsmjdCm1xoyN7fWgwCurlTZcwVUl5dhyxcfIuXEUb7MRiVPv/dh7rXUIpoKYPOzwMlfhWX/wcCSbwHvrh+vTFgvJPJFcnAJ68RgMOLwmhSc3JrOlz0DnTDz7hi4+zn2yP5oqqsRv2sbjqxfjeriAr5OL5Eh02MAZl1/PeZOHNoj+0UQhMhI2gbjqvtxNF2JgwWhMELKTTxnP/gEb/0hbB+jRgN1YqJZ1LOye+YY3xSpoyMfW6eqE/UsS+/RNRNYtHojdp3P54J/57l86AxCPT8r358Y5c0F/7QBvlApmlehGYwmHLlUjPwKNXycVRjVx8Oqy/7fOfoOfkn8Bd723li1cBVcmQlbA7Q1ehRmMtFfYc78l+RUmVsgGqJ0kPO2QU9vOdzt1XA1FUFVmg19TuORgcbKJuX/FmCZfkH4BzYLAMjZw8vLYssgUQ+rvDy+cQ32/fdHGA0GuPr4Yt6jz8Avog3RnrhWcOCvKQHk9sDMfwMj7uLBWYJoCon8LoREvm1TXljDzfXyLpXzZWasd9U/IiC3cPPRnfOKv9yTjC92JSG4PBnDyk7DV5Nn/nrYkOEYMXcxQgYOpkg8QfRG9Bpg+yso3/ctN9fLqDXXY9mkafc8BHunzvMPIURmjpeZ2ajsXn32LKCrz5pzJBIoIyO5qK8T9Hbh4T1i5lZSpcX6uGysOJGFUxnCmFeGs0qOeYP8ef/+iFB3/lm2OT4Hr65LRE5Z/Ug+f1cVXp4fjVmx3VdV11kczT2Ku7bcBRNM+GzqZ7g66Op2fZ9Oa0BRViUKa/v8WcafLbMRvk1RqGRc+PNHiBO8QpzhYm+AIS+nVvQ3CADUBgEMxYKnT2uwig65vx/sAgO56G8YBOCBAT9fSORd18ZoTeRcPI8NH72Dsvw8bqQ84Z+3YfjcRa3fn5XnAKvvB1J2CcuRM4GFnwJOPt2234R1QCJfJAeXsC6ST+Rj5y/neCTdzl6OKbf0R99hPXuB3X0+Hy+vTUBakVDCNyHSC6/Mj4aqJBPH169C0tFDwngWAN4hYdykr9+4q2neNUH0FgouACvuxIULOdiWEwG1UQGFUoUpd9yLmEnTKPBnQxgqK6E+c8bsds9EvSWBJvPwqDfGY2X3sbGtzmrvKS7mV2LVyUysOpGF7AZCPsTDAYOCXLE+Tpg405A6mfTFzcOsSuhX6apwzdprkFWZhWsir8Er4165ovcz6IwozqkyG/yxrD+rAGDrmyJXSOEZ5ATvECb8hQCAR4AjZHKpeTSiLieneQCgNgigz88XfD5aQyqF3M+3ifivDQDwZ39IVb1n2g8bjbztq09w4fABvhw+bCRm3r8MDi6tOOmzY3zkK2Dby4BBAzh4CUK/3+zu23FC9JDIF8nBJawDvc6AA39dRPzeLL7s28cFM+6KgYtXK6NQupjs0hq8vj4Rm+JzhX1yUeKleTGYM9Cv0U07G7t3YtNaXs6v0wg3SY5u7hgycx4GT59N47EIwlapnb2sXf8cdmb6I6HMj6/26xuJOY88BXe/gJ7eQ+IKYPPhNcnJjcrumVles7pthQKq6AGwH1Qv6lnf9ZWMdu2JCTZ/XyrCyhNZ2HQmB1Vay070dbDfzM9Vhf3PTLGa0v3XDr2Gvy78hQDHAKxYsAJOdp0fdDEajCjJrTaX+bNHYUYldJrmx1Mqk/BWRO9gJ3iHughl/4GOkNs1r+4w6XTQ5eU1CAJkNQgCsPaAHL5NW8i8vCwEAer9AWTOtlVxxH0ptm3C7p+/gUGn461Tcx95CkEDYlv/xrxEwZQvL15YHn4HMPMNwK5nWkYJcUEiXyQHlxA/JblV2PJNAi99YwydEYLRC8Mhk/VM75nOYMT3+y/hox1JqNYa+A3MnVeF4dFpUXBStlwKp66sRNyOzTi5aS2f38qQ2ykRM3Eqhs9dCHd/ctMmCJuhphRY9yhyjm/Hxqz+KNXZ85Ls0Yuuw9h/3AgZlc1aHfqiIsEUj5fdn4Y67gyMVfXu9HUwAd+w7F45YACkStsxr2OTYz7bdRGf7Wru9t+U1xbGcMd+F5W4zSQPZB3Afdvv46+/m/EdRvmP6rafbTKaUFZQg3xm7McN/pjwr4CmWt9sW4lUAg9/By74vWqz/l5BTm1OE2K96PqCwsbiv7YKQHidY9HosSlSF5eWgwCBgZC5C20c1kZ+agrWf/g2SnKyIJFIMe7af2LU4mshlcpab8Ha8Rpw6FNh2TMCWPINEDis2/abECck8kVycAlxc+5QDvb87zz0WiPsnRWYens0QmMsj7TpDv5OKcJLa+JxIU8IOIwMc8fri2I7NG7IoNfhwqH9OLZ+NfJTa2+SJBL0HT6K9+0HDoixyg9JgiBqSf8bxuVLcTQFOFgQws31nD29MOehJxEU3UaGiBAFJq0W6nPnGvXS6zIymm0ncXCAfWysOUPPnO/ZqDRbZ82pLDz6+6l2b88q3SJ9nBHh44RIXydEeLNnZ3g49vw4sjJNGZasXYL86nzcNOAmPDvqWVFkmCuK1I1K/dkzmyTUDAng5uNgLvNnff7stdJB0aGfZygtNYt/fe2ztjYIoM/KhqGsrM33kahULVYBsCAA+7/REz4T7UGrrsGObz9H4j6h5z4kdjDmPPwkr7xslZTdwKr7gYpsQCoHJj0LjH+clWJ0z44TooNEvkgOLiFOtGo99v7vAs4fFkrhA/u5YfodMXB065lsSEGFBm9uPIuVJ4V2AU9HOzw3ZwCuGXb5JZfsQzUz8QyOrV9lHulSNyebGcBEjRlP2T6CsCaMBmDveyjf/j42ZkYhq0bo7YwaOwHTlz4IlQh7rgnhWsxETcMRdsz9ngn9ptj17duol17Zt2+vNDM7lFyEG7/5u83t3B0UKGkwmq8p7LO0TvizIECkjxNfZmP7uivY/fy+57EuZR1CXULx1/y/YM/c00V6nlaVahuV+rNHVanl8XwuXqpGPf7s2d758oMqrGrFYhVAbYsAGwPZJnI5FH5+FqsA+Gs/v8seCdlZJOzZge3ffQ69RgMHVzfMfugJhA1qY0JSdTGw4XEgYZWwHDwGWPIV4B7WLftMiAsS+SI5uIT4YB9gW79N4LNo2Wf8yHl9MHx2GKQ90NfHRgP9+nca3tt6HhVqPd+fm0aH4KkZ/eHagSh5WxRnZ+L4htVI3LMTep1wY+nk6YVhs+Zj4NSZrc9xJQii5ynNAFbeg3PxF7A9JxIaoxwKlQpT77wf0VdPoeocEcHESk18grnsnj0bCgotzi1XNSi7tx84EDK6pzB/No5/eydyy9QwtdGTX6XVcwO/ukdSXgWS8iuRWVLT4t/IRSXnmf460c9es+cAV1Wn/l/akbYDy3Yvg1QixU+zfsIQnyGwNqrL64U/d/fPqEB5Yb1JYkOc3JXwqhX8deLf0c2uU46pUavlvf+NggANjQLz8gB98xaERkgkPNvfrAqgthKAPbNRgl1NUWYG1n/0NgrTU2vbrK7FuGtvgrS1KgTmxXH6d2DjU4C2ArBzBua+Bwy6nkbt9TLKO6BDJSYWviO65OD2tGlP9bHjPPrJLmoOI4aLtoypO2CnefyeLBxYfhEGvZFn7Zm5XkCkMGqquzmZXoIX18QjPksY1cechF9fGIvBwV23P9XlZYjbtgknt6xHdZkwukihssfAydMxbM4CuPoIxl0EQYiIxDXQrnoUO9K8kVjmy1f5R/TjpZ5uftbjLm6LsF5k7aVLZqd7Jug1Fy40dyKXy6Hq16++7H7wYChCQig40wpsfN79v54QjvNluOuz3v7k/CpcLKhAUl4lF/4sCJBWVAVjC3e9jnYyLvYjWNbfXPbvhCB3hw4b/BWri7F4zWL+fFfsXVg2fBlsBXWVjvf18x7/2gBAaX514z9ULawV0iz6a4W/s2fnBlPq7nnZFIAWgwDZ2TBpLFclNA2+tRQA4EEAV9dO2XedVoM9P3/LjfkYAf2iuSmfi1cb7TglqcDKe4GM2kqXmMXA3PcBB48r3ifCOiCRL5KD21OUb92KvP+8CX2uUI7OkPv5wff55+AyYwZ6G+wDadcv55BySij3Chvoiam3RUPl1P1mPaXVWry9+Tx+P5rOA7Mso/DUrP7456iQbnMJ1mu1OHdgD8/uF2ak8XXMDCZy1FgMn7cIAVEDumU/CIJoBW01sPlZZB9YiY1Z/VCms+c3l6OXXI8xS26gdpseQF9SAnWtmOcmeXFxMFZUNNuOfd42GmEXHd2rxod1ptB/dV0ichqM1/N3VeHl+dGXPT5PrTMgtaiqgfAXggCXCqugb0H9K+VS9K0V/HXZfxYICPV0gMKCSS9LKjy++3FsT9+OCLcI/DHvD9jJet4foKvbINkIv4K0+h7/kpyqZsMgGEoHeaMyf/Zw9bbnxn9dBfcFKC6ubwEwmwLWPyz9X24Ky/SzAIC8QUuAXW0QgK2Te3lBIm2/cfP5Q/uw9atPoK2phsrJmY/Zixgxuu3Wrf0fALvfBIx6wDkAWPwlED6x3T+XsF5I5LeDzz77DO+++y5yc3MxePBgfPLJJxg1apTVi3wm8LMeXdZ8zE5t5DHwow97ldDPTSnDlm/jUVms4SNjxi2JwKApQd2eQWEjgpYfz8Rbm8+huEoomb9mWBCem9MfXk494wXAPvTS4k7yvn32XId/VH+MmLsIEaPGtu7+ShBE15B7Bsa/7sLhc9U4VBgKEyQ8wzP74ScR1D+Gjno3wEaCqc9fQM3pU4KwP3Ua2jQhKNrUDEwVG1Mv6lmW3leouCA6p3T/yKVi5Feo4eOswqg+Hl0SEGeTbdKKqs2inwUA2CO5oBJaveUZ8QqZBH28HHm/f19W9l/b/3++Yg9eOPg85BI5/jv3vxjg2TsD5zqtgU8u4mX+vNS/ki8bDc2Vv0Ipgxcb59cg4+/u5wBpN046MlRUtFgFwB6GoqI230OiUEAe4N/EF6CuEiAQCl8fvk1DSvNyuft+XkoSXx42ZyGuvul2yORtJKKyjvM2LhRdFJbHPgRMfQmQ2860DaI5JPLb4I8//sCtt96KL7/8EqNHj8aHH36Iv/76C+fPn4ePj4/VinxWrnRx6rRGGfxm/Ui+vojYsd3mS/fZ2JgTW9NweO0l/trF2x4zl8bAJ7T7/2aJ2eW8NP94Wglf7ufrzF3z2c2KWGC9Ycc3rsHZfbtgqO1rc/XxxbDZCxA7eTrs7Lu+T40gej0sOHv4K5RteB2bMsLN5nr9r5qIqXfdT/4ZXYguN7eR2706Pt5iea9dWFijsntlZGSzm3bCtoIMGcVM/NcJ/wpz/z8bc9sUibwMjuEfQCJTIxiLMcn3n2bjP1YNYG9hDn1vgrVLFmdXNTL4YxUABl3zQIpcIYVnUGPh7xHgCJm8Z0YcG9VqPg7QUhUANwdkvgBNW3WaIpXy+/Cm5oBSXz8cPX0Upw8I7vu+4ZGY9+jTbbdkaauArS8Ax74Xln1jhVF7vtGd9WsTIoNEfhswYT9y5Eh8+qkwf9JoNCI4OBgPP/wwnn32WasV+VWHjyD9ttva3C74m6/hNGECbBVmFLP9x0RkJArz4iNH+GDSTf1hZ9+9LsUVah0+2JaEnw6l8hsF1u/32PQo3DYuzGKJnxioKi3Bqa0bcGrrRqgrBL8ApYMjN+hjgp+N6iIIoiv+8xUCqx/A2WMnsD03AlqjHHbMXG/pg4ieMJkOeSdirKmBOqHWHK92Nj2/Qbcwt5uNrTOLemaO59YzPi6EuGDVeTnlam70Jxj+VeJCfjkuSj4EHM7DUBOE6tT7WZe3+XtYAWGQu7153B83/at9dlb13kCR0WBESW51Y+GfUQmdpnkQhVVkegY6wbs26+/FHoFOkIsgeMKqf5gBYH0VQONggD47h2/TGnkuDogL8YVOJoVcIsGYsP6IjB3SyCdA5uzc/BvPbwLWPARUFwIyJTD9VWDUvTyoQNgWJPJbQavVwsHBAcuXL8eiRYvM62+77TaUlpZizZo1jbbXaDT80fDgsoCAGEV+2foNyH7yyXZtyx1GQ0JgFxwMRUgw7IJDYBfCXofwmxhrnaWeca4Y279P5EKfRYEnXB+FAVf5d+vvw8rg18Xl4N/rE5FfIZw7cwf548W50dwR2BrQadRI3LuL9+2X5Aij/ZjzKxu9N2LeYj6KjyCITiJ5JzR/PYAdyc44W15rrhfZH3MfeZIMMTvheqxNTeVCvq7sXn3+PGBoIiCkUii5OR4T9UO4sLcLC+1Qfy3Ru1l+YTlePfQqFFI7PD/4a1RWeJjL/lkgoK5VzxLMa6Be+AvGfywA4OZg2738LcEqMMsKaurH+dUGADTVzR30WS8/K+33qRX9XPwHOcFOJRedUae+sNBiJQAbs8mCA8bqatQoZDgV6osSR2HcYnBRGaKziiCrbcOVOjtbNAVUuKugOP0hZFk7hQ7dvlOAhZ8DLmTQakuQyG+F7OxsBAYG4uDBgxg7dqx5/dNPP409e/bg8OHDjbZ/5ZVX8OqrrzZ7H2vO5LeF1MmpsfAPDoZdbUCAGQqJsdSfRYKPrL+E45vTuMOru78jZt4dA8+A7h0Pxz7IX1oTj4PJQu8W69d7dUEMro5qwzFVpLAPpZSTx7jYz0iIM68Pio7F8LmL0XfYSLoJJojLRa8Fdr6OrO0/YGN2f5TrBNfpMdfciDFLrm99pBJhEUNZGWrizphH2KlPx/F1lgLddSX37KGKiemW8VmEbZJZkYlr1l6Dan01nhzxJG6LaX4vVlSpMZf9C89CFUBeecuu78yzJ8JH6Pvnjv+1QQAvp84ZTWdtAbuKIrUg+BsY/NVUWMiOSwA3H4cGBn9OfLyfylG8FRPcHLC0lIt+TWYmju7Zjrjks/xrLiYJhmWXwKGwHb4AdmzEqgYKBx0ULnIoRsyFYuhUczBA7uMjyvt4on2QyO9EkW9NmXxzTz4rO7RkaVrbk99nxXJ+EdGmp0OXkQFtegZ06enQZmRYLFls9BYKhRA5bBQECIFdaAgUQUGQKrvf8KOiWI1t3yUgJ1m4kYu+yh/jr4+CohvLt2q0Bny6Kwlf702BzmDibrwPTY7APRPDoZTbxsU0L+UiF/vMDdZYmwVz9w/AsDmLEDNxChRK66hSIAhRUJTMzfX+PlOEvwtDuLmeq7cPZj/8FAL79U6jro5i0uuhSUpqVHavTUlptp3Ezo6L+Ia99Dxg3ctEEtE1GE1G3LXlLhzLO4ZhPsPw/czvIeuAaW1Zja62z7/xuL+s0poWv8fNQWEe8cdH/tWa/vm5dP54OjHDhHFVqbZJqX8FKkssB05cvFRc9Ndl/NlrBxfxVkukxp3Epk//j489liuVmHLTnYjsEwl9Tk6DcYH1YwPZ2Ow2kcu5OWijSoAGIwPl/v6Q2on3mPR2yjvQNi4xsf8hvYiOlutbU09+I3d9RsM/bTvd9bmxSGamIPwz0vmzNiMdOvaclQW01k9UG0Ro1gJQ+yxzFUykOpNLpwuw46ezvIRLoZJh8k39ETmye52NtyXm4ZW1CeYP5Cn9fXj2PtjDNrNCFUWFOLllPeK2b4KmqoqvY6NfBk+fg6Gz5sHRzb2nd5EgxAu7Lp/+HWWrnseGtGDk1AifI6zvfsqd90NJ2eQW0eXnC2X3daKemePVNBdCrO2sodu9ql8UF/oE0RX8mvgr3j76Nuzl9lgxfwWCXYI75X2rNHru7t9w3B8T/2nF1RbzOAwnpbze6b9W+LPMf6CbPaTdNKZXDLCWTSb2G4r/8sL6UYwNcXJX8ix/Q4M/RzfxVEowr6SNn7yH9PjTfHnAhMmYdtf9Fg2RjVptfQCA3bsf+gu6s0ehq5ZBV6Pkz81alSzdy3t5WQwA1D2kjo5d9esSbUAivx3Ge2xcHhubV2e8FxISgoceesiqjfcaCv28/7zZyGWfZS18n3/uisbnsUoB9p4s49+wCqAuCGCsrGz1+6WurjwA0FD417UC8PKhDvQ+MifWg6suIm5nJl9mF+YZS2N4eVZ3wRx3mbjfcS6fL7MPUTa/d3q0r2g+HLoSrboG8bu248SmNSjLE841mVyO/ldNwvB5i+AdEtbTu0gQ4kJdDtP6x3D2wB7saGCuN+2ehzHgKppx3BCjRgN1QqK57J6b42XnNDuk7GaT9dGr6kT9oEGQe4hncglh21wqu4Rr110LjUGDF8e8iOv6XdflP1OtMyCloMpc7s+CABcLKpFaWAW90bL6Vymk3N1fEP6C8R97HeLhALlIjYA7G3WVThD+6ZVm8V+aX81bPJti76xoUOovPJw9e65Kwmg04Mjq5Tj4528wmYxw9w/EvGXPwCcsvO1vTj0ArLoXKMuAySSDftAD0AUvaGISWDs6MDvb4lSRprCkHQ8CNKwAaBAEsGZvL7FDIr8dI/RY5v6rr77iYp+N0Pvzzz9x7tw5+LYx39YaRH6dIK8+dpyX7rDeQ4cRw7u0B4f3EpWUmMv+eRCABwCEIIChoLDV75colbzc31IVgCIosFHpELsob/02gV+gGYOnBmPs4r7dNlZFozfg6z0p+HTXRWj0Rj4r956rw/HQ5MheOR6HffgkHz2MY+tXIfuC0D/GCB00FCPmLkLo4GF0sSeIjKNQ/7EUO84rca5cGNUa2C8asx96go+r7M2wzw8WNG5Ydq8+d6555ZhEwkfWmcvuBw2CXXg49ZcSPYLeqMdtm25DXGEcxvqPxVfTv+rRzzqt3oi0Iib+67L/QhCABQS0Bsuj3exkUu4dFFFr9FfX+x/m6Qi7HhpV151o1Xo+wo+X+dca/BXnVHPjv6YoHeTNhL+rtz03/usuMs8lYMPH76KyqBAyhQKTblmKwTPmtH3eqcuAjU8BcX8Iy4EjgCVfA559m9/LFxc3bgNoEgQwVgj33q3B/E1YAKCh8K9/BELu7UV+TpcJifx2wMbnvfvuu8jNzcWQIUPw8ccf8wx/Zx5coh7mGKrNyGzeApCRwS8aqJ3N3mLpkL8fF/55PsNxsmoA9EYplCoJpvwzAuGjOqc0rj3sSyrAS2sScKlQKFMf19cTry2M5VFxAsi+cA7HN65B0t8HeLSZ4RkUguFzF2HA+EmQU8ks0dswGoD9HyBzwyfYlBUpmOtJJRj7j39i9KLreqW5nqGiAuozZ/g8+rrZ9CxI3BSZp2fjsvvYWMicqEyUEAffnvkWH534CM4KZ6xcuBJ+jn4QI3qDERklNXzcX12/f92jRme5dFsmlSDU06GR8Gf3OawaQKWw7WuWXmtAUVZVrcFfOQoyKlGUVQmjobnwVyhl8Kod51cXAGBO/9IurI6oqSjH5s8/QMqJo3w5cvQ4zLj3Eagc23EfemY5sP5xQFMGKByB2W8BQ28xt/S29/rdLAjQYGKAoagd5oAKBeQB/s3Ev7k9wNeXb0M0h0R+F0Iiv2vMk3Q5OY2NAM3BgAyYqqthkNrhQuS1yPEfx7/HtfQiYs7+AJWmFDJ3d4seAKwVgFUxdEZkPbdMjdc3JGJDnFAu6uOsxAvzojF/UPeO57MWyvLzcHLzWpzZuRXa2p5ZB1c3DJkxl0edHVw635+BIERHeTYMy+/B38fScbgo2GyuN+eRpxEQ1R+9AVZVprmYjJrTp7ioZ/30bLlpUzG7oVNGD2gk6lk5KF1fCTFyvvg8bthwA8/mvzH+DSzouwDWhtFo4l5CdU7/dWX/F/MqUaGxnHhhtzvB7oL4F7L/Quk/ezA/AFvFoDeiOLuqUY9/UWYl9LrmFRIyhZSP8OMZ/1BB+HsEOHZqtSnLuJ/YuAZ7f/sRRoMeLt6+mPfo0/CP7Nf2N5dmAKvvB1L3Ccv95wHzPwYcPTtl37i3V3adMWBWs4AAN/g2Wq4sMSOVco+v5lUAdWaB/pCqVFZb/XwlkMjvQkjkdy/sQlaQmIWtv1xEWSm7KJjQzy4Z4Xm7oGdtAMXFrX6/xN4edkFB3IipWStAQECbkUKdwYifDqbig20XUKU1gFVl3T6uDx6bHglnFUUZ20JTXYUzO7bgxKZ1qCgSXF/lCjtEXz0Fw+YuhGdg91VhEES3cm4DSv98DBuT/ZCjFqq+Yq6egil33mfRMMlWYHOgzRl6Jurj4nglV1PYjVpDt3vlgAHk6ExYBTqDDjduuBHnS85jcvBkfDT5I5sKRrH7LjbWr074s+x/cn4lLuRXoLS6ZfPlAFcVInxrnf5rhT8LArg62Oa9EhvdXJJXLZT51/X5Z1RAp25eHSGVSeAZyIS/kPVn7v5egU6QX2GLZ+7FC1j/0ds8scKqwibceBuvnGzT44pVmB36FNjxOmDUAU6+wKLPgYhp6GpMOh10efkNAgD1VQA8CJCdw7dpC1bp1TwAUB8IkDk796iPWVdBIl8kB5e48g+axP3Z2PdnEjfaY2NOpt8ZjaD+9aZKhsoqc9a/aSsAqw5oNVook0Hh72/RCJAFBI4XaPDCqniczxP6j4aHuuP1hbGIDqC/e0cx6PVIOnwAx9avRl5Kknl9+LCRGD53MYJjBtrUTRLRi9HVwLTlX0jcvg478vpCZ5RDac/M9R5B/3FXw5ZgTs6as2fNffTswaazNEXi4AD7gQMb9dIz92aCsEY+OfkJvo77Gm5KN6xauApe9l695p6sqEorZPzrTP9qHwUVLZu1eTsr64U/M/2rHf3n6SgeB/vOgvXylxXUmLP9dZl/NgGqKaxti5X2N+zzZ6X/dip5h5MpW7/6BBf+3s+X+wwdgVkPPNa+ismcOGDFUqDwvLA8+j5g2iuAwh49hclo5MFifa3oZ5O96gMAQlWApcBxU6TOzpaDALVTA2QeHqjYtk2YSNZ0XEU7J5L1BCTyRXJwictHU6PH7l/P4eJxwbk+JNoDU2+P7tA8U5NWK1wgmhgB8mBARiZMasvjVOooVjojx9ETxS7eiBraH4NHx0AZyoIBIfziYGsfTt11k5B1LoGL/eTjh80XVu+wcG7S12/cBMjkthn1J3oBeYlQ/74U284YcKHCm68K6h+N2Q8/CRcvwWzPqs3xsrJ52b26NlOvTky0mHGxi+jbqOxeGREh2tJHgugIZwrO4JZNt8BgMuD/Jv4fZoSJSwD0FKXVWrPoNz/nVSC7rOX7LHcHhVDuz/r9a4U/W/Z1UdrU/RW7dlYUqRuU+jOjv3LUVFjIVkvAp0TVC38nPt5P5aho82fEbd+MXT99DYNOByd3D8x95GkERce2vYO6GmDby8CRr4Rl7/7Akm8A/0EQI+x3NZaVWfQDqGsLMJSWtv1GSqXgB9bSSMHaseARO7aL6vOLRL5IDi5xeeSllmPrt/F8pimb6zp6YTiGTg/pVAdTdpHQ5xc0yv6z55yzF2HMzISLVjDWa9U51FILQEgIFH5+kMhttzetsyjJycKJTWsRv3s79LUjW9gH05BZ8zF42myonMjMkLASWLDq6LfIWPk2NmWEoUKvglQqxbjrbsbIhddAKhXPDUJ7MVZVoeZMvFB6X5ulNxQ2n5LCRiU1LLtXDRzY7jJJgrAm1Ho1rlt/HR+bN7vPbLxz9Ts9vUuip0KtQzIb95dXYe73ZwGAjJLqZsnTOpyVcrPbf13JP3tmY4rZPaEtwO5Bq8u05mx/floFH+9XWWK5IsLFS8VFPyvzrwsAWEp6FaRdwvoP30ZxdiYkEinGXnsjRi++rn2fQUnbgDUPApV5gFQBTH0JGPsQ74+3xs8vXU6OxQAArwgoKGievW+BkJ9+guPoURALJPJFcnCJjpc5ndqRgb9XJXNDGGcPFWYsjYFfeNebtMVlluKF1fGIyyzjy8M95XhxmCvCtSXNpgHwvp3WLg5yOS8JsmQEyIICUvueK4MSIzWVFYjbtgknt6xHVYngsSBXKhE7aTqGz1kINz//nt5FgmiZ6mIYVj2IQwcSuLkeS8W4+fhgzqPPwD+iHSZIIoCVR2pTUhqNsNMkJTVvd5LLoerfv1HZPQts2lLWjSBa4t2j7+LnxJ95ef7qhavhqiQD2culRmtAMhP95sy/4PyfVlQNg4XxdQx7haxW9Duhb+1zpK8zQjwc+DQAW6C6XMvFfkODP5bwsoSjm7Le1b9W+Du62UGnUWPn918iYc8Ovl1I7CDMfuhJnkRpk6pCYO0jwPkNwnLYBGDxl4BrEGyt1azkf/9D/ptvtbltwHvvwXXeXIgFEvkiObhE+6mp1GLHj2eRFi+M3ggf6o3JN/dvs0TpSimr1uHdrefw2+F0rtudVXI8NbMfbhod2uKHhlGj4dHBRi0A6awFIIP3o7I2gdZgzp3NqgBCQ3gQgGXFeusNs0Gvw7kDe3F8/SoUpKcKKyUSRIwYg+HzFvGZ4r312BAi5dJelPz3QWy84IFctZC9jp00DZPvuBd2KvEG8/QlJcIs+gYGecbKymbbyf39G4+wix7QqY7GBGEtHMs9hju33AkTTPhs6me4Osi2/DXEgkZvQGphNRf99WX/lUgprITOwgg7hp1cinAvRy7468v+nRDq6ci/Zu2oq3QozKw0i34WBGCGf7BwOOydFWbBX1Meh7htv0Kv1cDexRVzHnwcYUOGt/0D2c3wiZ+Bzc8CumpA5QrM+wCIvQa2RNXhI0i/7bY2t6NMfi+CRH7nk3WhBNu+S0BVmZaPGBl/bQRiru7a0UmsVGrFiSy8ufEsN5JhLBkaiOfmDOAmMVdkGJKXZ9EIkAUBjOXlbRqFCOK/eSsAc/ts0zHVBmB/m/T401zsXzp13LzeLyKKu8ZGjb6qV84WJ0SEQQfTrv8gfv1/sSs3HDqTDCoHe0y/91FEjRkPMcF65tXnzqMm7nS9OV5aerPtJCoV7GNjeYZeNWiQMMLO17dH9pkgxES1rhpL1i5BVmUWlkQuwavjXu3pXep16A1GpBVX12f+84TMP3ut0Vs2WJZLJQhj4r+27L+u9D/c2xEqhXXfQ2jVerPw5+7+GRUozqnmFbENMRqKoa/eAKNemG4UMWo2xt9wMzz8XdpugS1KBlbeDWTV3ocNuh6Y864g+m0Ak8GAi1OnCSP9LFXnUk9+74NEfufBSvKPb0rF0fWX+P8vN18HzLw7Bl5BXdvPeT63Ai+ujseRVKE0nH0AvL4oFmPCO2dGaGswMxCzESB7Tks3BwH0+YLJYEuwcX8KPg6wgQdA7TQAtl7KTERsjKLMdBzfuAaJe3dyMxmGs5c3hs1egIFTZkLpYLujyAiRUpKKmt+XYvvxCrO5XvCAaMx66Cm4eAnLPQX3GsnNbeR2r05IgKnW86Ihdn36NCq7V0ZFkZcIQVjg9UOv488Lf8Lf0R8rF6yEkx35xYgFVtqfVVKDiwX14/7qTP/Y2GNLMG3LSvwF4V878s/XCX29neCotF4/Jb3WgKKsqkal/kXZlTDotNDX7IVBc5pvJ5EFwMFjPnzCAhqV+jOnf6msSSLJoAP2vis8TEbANQRY8hUQOg62QPnWrYK7PqOh0Cd3/d4JifzOoapUg23fJyDrguCA2X+MHybcENXh0SEdoVKjx0fbL+D7A6n8g4H1dy2bFok7x/eBoumFrQcwqtWC8G86DYC1AmRnA63NDa2NODYzAqx9lrlad+S1uqwUp7ZuxKmtG1BTLvgm2Nnbc6HPBL+Lt3U7lxNWwpnlSP/fC9iUFoxKvZKbQF11w20YMX9xj5jrsTFCTMSb59KfPm0xWCh1deVCXii7H8TH2bHWIIIgWudA1gHct/0+/vrbGd9itP9oOmRWAAt45pSpGzj+1wcBympavpdi5n51ff9M+LMgAFt2tbfOqT8GvRHFOVVc8J8/tB+Xjv8Bk1EDSJRQOMyEzC7CvK1MIYVXkJN5nB97ePg78vXIOCJk9UtS2ew/YPxjwMRnAXn7J16JWejn/edNwW+rFlY56/v8c6Ibn8egnnyRHFzCMqzvfvuPiVBX6iBXyjDpxij0G+PfpRf7jWdy8dr6BOSVCxmt2bF+eHFeNALcxNs327SsSJeTa24BqG8FEIIAzEm0NdhNPgsA1E0AaDgNgHkEWEsbgE6rwdl9u3F8w2oUZ2XwdWzfWQk/69u3FqMzwsrQVMCw7ikc2HkIR4uYAZEE7r4+mLvsefiG198kdbk5XmqakKGvLb3XnL/QfPyPTAZlv6j6XvpBg2EXFmo1/8cJQiyUa8uxeM1i5Ffn45/9/4nnRj/X07tEdML9YEGlpkHZv2D6x14XVrbsp8TG+jV0+q8z/fNwtC6RW5qXy93381KS+LJfxNWwd5uEwqwa6NTNKx+kMgk8A5nwd4J3gB28Mn6A16WvIJdoAf8hwqg97yhYOyaDAdXHjnPXfXZP7DBiuKjG5jWERL5IDi7RPKL495oUnNom9IN6Bjlh5tIYuPs5dtmhSimoxMtrE7AvSRj9FOrpgFcXxGBSPx+b+tAylJSYzf8aVgGwVgBDQfOxVw2RKJVQBAdZngYQGAiJnfg+xJjgST19Asc2rEb6mVPm9YH9o3nfft8Ro61ybBkhQrJOoPiXe7HxrAPyas31Bk6ejsm33wtFF5rQsdaemjNn6kvvmTlemVDF0hB2Q2I/ZIi57F4VE8NHfBIEcWX8a/+/sDZ5LUJdQvHX/L9gL7eOpABxeZRUafmYv4bCn73OLbfsbs9gIt8s+muFP3tm3k5iNQpmJsf7/vcz9z1i+PTpi7mPPA2pzL1RqT97aKr1zb5fIjHBXZ4Fb1kSvJUZ8B4/DV7TroedlVY7WBsk8kVycIkGx62wBlu+TUB+qmA8N3BiIMb9IwLyLjI/UesM+GzXRXy1JwVag5E7rD4wqS/um9jX6g1XOgrL8mszMxuI/watAKwNoGkmsCFSKRR+fhaNANk6mQhm2eenpuDExjU4u38PjAbhA8nN1x/D5ixAzKRponY5J0SM0QjTwY9xZvnX2JUbCn2tud6M+x5D5OjO7Uc06fXQXLjQqOxee+mSxYAcE/HmsvvBgwVDTpHeTBKEtbIjfQeW7VoGqUSKn2b9hCE+Q3p6l4geolytQ7K57L/e9C+zpKbF72GTmgTh71xb9i8EAAJcVaK5XicfP4LNn38AdWUFb3+cfvdD6H/VxEYJpIoidQPhz4z+ylFTYandwQQ3byW8Q93g1aDPv6snZPVGyjugQyUm9lckuuTgEgIXj+dj16/noK3RQ+kgx+Rb+qPv0K7LpO84m4dX1iUgo1i4AE/q582z92ycCtHceVuXk9PiNABTTcsfYgyZu7tFDwBWBcDbALrxw6yyuIj37J/euhHqKmEcmMrRCYOmzcLQWfPh5NH1xoqEjVCRi5o/7sXWv/NwscKLrwqJjsGsh5+Cs4ewfCXo8vJ5yb2aZeiZqGfmeBb+rylCQxqV3av6RYmysoYgbIlidTEv02fPd8beiceGP9bTu0SIkGqtHikFVTzrX9fvz4IAaUVVaGJyb8bBTtbI6b/O+T/Yw6HFsc1dSUVRITZ8/C6yziXw5YFTZ2LybXdDobRcpcYkY3WZtlb0l6Pg9BkUZGtQabD8uejipeJiv6Hwd3Chz7ArgUR+F0Iiv2NOn/uXX0TC3iy+7NvHBTPuioGLV9dkVjNLqvHqukRsS8zjyyxi+tL8GMyM8RVN5NTq2gAKCy0bAWZkwFAsTCdoCYmDA+yaTQOoffb359MCugKdWo2EPTtwfONqlObm8HVSmRz9x03A8HmL4RMW3iU/l7ARLmxF2s9PYPMlP7O53vgbb8eIeYsvq6+dGWqqExMbOd7rc4TzsiFSJyfBHK/BCDu5u3sn/VIEQbT3c++JPU9gW9o2RLhF4I95f8BORqKE6FglaWpRVQPhLwQB2DqdwbL6Z9WmzN0/sonpH2sx7WpjaKPBgEPL/4u/V/3JHeY9g0Iw/7Fn+XO7yEtAzR+PoiBHiwJdXxQ4T0WBtg/Ki5pPdWE4uilrBb+T2eCPraP79PZBIr8LIZHfPpib59Zv4/k4D8awmSEYtSAcsi64WGn1RnyzLwWf7EyCWmfks1GXTgjHI1Mj4GBnveNQxI6hslKYBsDEf3paoyCAjrmUGi3PruXIZFAEBDRqAeDPtW0BndFTbDQakHL8KI6tX2WOUjNCYgdh+NzF6DNkOJmREfXoNdBvfhEHNmzFsWJmrge4+3hj7mP/are5HhMI7PxvWHavPncO0Dfpa5RKoYyMbFR2bxceTucjQfQwG1M24pl9z0AukeO3ub8h2jO6p3eJsBF0BiPSiqobOf2zB/OO0ugt3y8pZBKEeTqaRX9d5r+Pl2Ont56mnTmFjZ+8x6cZye2UmHLnvYidNL194lunBna+Dhz6VFj2jIR69pcoNPQ19/cXZlSgJK+aVfY3w95ZYc701wl/Z0/xtDaICRL5Ijm4vRF2k3vuUA72/n4Beq2R/8eddns0QmK6plT64MVCvLgmHskFQjBhTLgHXl8Yy3ufiJ7DpNVCm5VlDgI0agXIyLQ4t7shMi+v+mkADY0AmQ+Ah0eHL/y5Fy/g+MY1OH9oHzftY3gEBHGTvgFXT4bCTnlFvy9h5RScR9FPd2NjnBT5GsFnYtCU6ZjEzPVaKFtkGCoquKBXNxD1zDCvKTJPT8EcrzZDr4qNhcyJ2ocIQkwwF31Wps9c9R8Y8gDuH3x/T+8S0QtgI51ZJWq98BdM/9ijWmvZM4lV9rMW1Ebj/ryd0dfH8YqSW1WlJdj02ftIizvJlweMn4RpSx+AnX07Ey8pu4FV9wMV2YBUDkx6Thi3V2uErFXrUZRZ2ajPnyUFTRb6G1h7r5dZ9Auj/dx8HCDpgbYGMUEiXyQHt7fB/vPu+e95XDgilMsH9XfHtDui4eja+QIqv1yNf284i7Wns/myl5MSL8wdgIVDAijyJ3KYyGZjSnjZf1MjwPR0GCw4iDdE6ugoCP6GRoChITwYoPD3a3XsSXlhPk5uXo+47Zuhranm6+ydXTB4xlwMmTEHjm5UHt2rMJlgOv4j4n77P+zOCa4111Nh5gNPImLkmMabGgzQXLxoLrnn5njJKfw9GsLaUFTR0Q3K7odAEUjXJYIQe4LiwR0PYl/WPp69/3XOr1BIyTSM6DmMRhNyytXc6K/huD8WCKhQN3e9ryPI3d7s9F/X/88eLipFu+/RjqxZjgN//spfu/sHYO6jz8C3T9/27Xh1MbB+GZC4RlgOGQss/gpwD22xtZdV/TZ09i/KroRR31z4K5QyeLEyfyb+Q4XMv7ufA6Rd3NIgJkjki+Tg9ibYf8ot38ajLL8GLMk6an44hs0K5f2snYneYMTPh9Lw/rYLqNToeTTz1rFheGx6FFxpfIdNYCgvt2wEmJ4OfV5eM1HVCIUCdgEBjacB1L1mbQC1I8801dWI37UNJzatQXlBPl8nUygwYPxkDJ+7EF7Blj+MiAZ/J6MBJ/JPoKC6AN4O3hjmMwwyaxpbWFOC6uUPY+vui0iuFEyDQqOjMevhZ7hJo76wsHHZ/ZkzMFYLgaGGKIKCGpXdKwcMgJTM8QjCqliZtBIvH3wZdlI73ocf4d6+Fh2C6ImAVEGFRsj61zr9swebAFBUpW3x+/xcVGan/4bGf+6Olj0nss4lclO+iqICyORyTLx1KYbMmNu+RBq7Tzv9O7DxKUBbAdg5A3PfAwZdz2bwtWvkNsvw8zJ/JvwzWLl/JfS65m0NMoUUXkFOjUr9Pfwd+foOBVSSSlFVroGjixL+kW6drl86CxL5Ijm4veVic2Z3Jg6suMijbk7uSky/KwYBEW6d/rOOpxXjhdUJOJsjjOEbEuyGfy+KRWyga6f/LEKcGDUa6OrGAdb5AdQGAdh6Ni2gNeQ+Po2MAGWBQcisKUfcySPIvZRs3i5syHBeyh86cAhVhlhge9p2vHXkLeRVC1U7DF8HXzw76llMC50G0ZN2CKnfP4TNSZ6oMthxV+Mxk2YhUuUEda1Bni5LMAxtCPOK4Nn5WoM89iz3unK3fYIgeo6syiwsWbME1fpqPDH8Cdweezv9OQirpKhSI2T9a8v9hdcVyCtvuUXSy8nOLPrryv8jfJ3g7aTk4/U2f/EhUo4f4dtGjByLmfc9ClV7xyeXpAIr7wEyDgvLMYuBeR8A9h2vmjQajCjNq2mU8WevdermLQ1SmQQeAY6N+vw9g5ygsGueiEg+mY99fyShqrT+GDEjwAnXR3bpJLDLhUS+SA6uraOu0mHnz2dx6XQhXw4b5IWptw6AyqlzS9yKq7R4a9NZ/Hksky+7OSjwzKz+uH5EsGgjbUT3w8qpWabfUgsAezZWVLT6/aVe7kj190KO1Gj2hfHw8sGw6XMQPXs+FErq268T+I/vfhymJu45Egj/F9+f9L54hb5BD93Ot7D3j5U4VRHAVzmbgMEpOXCpbJKll0igjOgLFR9fJ5Tds+XW2kEIgrAujCYj7t56N47kHsFQn6H4YeYP1lWRRBDtoKxGVyv6BdO/iwVC+X9Wactjkll1rOD274ig7GPQHFrL77NcvHww99GnERDVv33H3qAHDnwA7H4LMOoBl0Bg0RdA+MQr/tuxXv6ygubCX1PVvJ2BFRC4+zcW/hXFamz/IbHF9591b6zohD6JfJEcXFsmJ7kMW7+LR2WxhkfMxi2JwKApQZ2a9WTlM78fzcA7W86htFrI0DJh/8zs/vBoobyIIFocB1haatkIMD0D+nyhZJ9RbSdHqpcrMjxcYKjt81LqDAg3SBDpEwDnsPBGrQCsXLu3lGezEv2ZK2Y2yuA3Ffoso7/5ms2iuVE2VFZBHX8GNYf3Inf7chySuqJcJQRsQgrLMCC7CDKTCTJ390Zl96qBAyFzJgNPgrBlfjv7G69KspfbY/n85QhxaefYMIKwAao0eiTXCv767H8F0oqrm3VG+mjyMSt/G1z15TBKpKiImQH/CTMR5evCqwCYF0Cribes48CKu4FiVjUpAcY9BEx5EZArO/1+j4n3wvR6g7/89ArUlLfcytASrDr5ljfGiSqhSCJfJAfXFmFRsxNb03B47SX+2sXbHjOXxsAntHOPRXxWGV5YHY9TGYJT9QB/F16aPzyUjNGIzsdYUyNk/RsEASrT0pBUkI0UuQlqheBWKzUaEVRcgbCCMjhpa1sDJBLI/fwaGwE2mAogs6HrxNHco7hzy51tbjfAYwD6efRDgGMA/Bz9EOAUAH9Hf/66K2dOM5MgbUqKYIxX20vPzPLY+nRPF5wN8IRRKoWd3oDhUgeEDx5mFvXMs4HG9RBE7yG1LBXXrrsWaoMa/xr9L9zQ/4ae3iWCEAVqnQEpBVWNnP5ZECA7rxhXF+xGZJXQ3phqH4Jt3lOgltlDpZCir3ddv3/tyD9fJ4R6OEBeZ4ynrQK2PA8c/1FY9h0IXPMN4DOgy3+nqlKNOdPPnlmyUl3ZeosnY9FjQxHYTzzag0S+SA6urVFdrsX2HxKQcbaEL0eO9MWkf/aDnb28U0uK3t96Hr/8nQY2UcNJKccTM6Jwy5jQ+osEQXQjerUaZ7dswIltG1FYUJ/B9jNI0CenEG5FpbWF6paRubo2NgKsCwKEhEDu7W1Vs9HrZkhfCV72Xo3EP392DIC/kz8PBLjYubRbbOtLSsxO92r2HHcGxsrKRtto5DLEh3ohr7aHMDg4GLOffAnOfv5X9HsQBGHdVUm3br4VcQVxGOM/Bl9N/wpSifVciwmiJ9DqjUgtrMTRLZuQu+V3wKCDWuGErT7TkGZn+TNVIZMg3KuB4Z+vE4ZUH0Lg3qcgqS4CZEpg+mvAqHuAbrwfunA0F9u+a7lUv47pd0UjaqQfxAKJfJEcXFsiI7EY235M5OUucoUUE26IwoBx/p2W+WLlNatPZeGNDedQWCmYX7BxeP+aMwA+Li3PqSaI7oKdo5mJZ3Bsw2qzCQ3DJyQMAwePQKiTG/SZWQ1aATJgKBT8KlpColRCERzULPvPRwQGBkIisjaA9mby74q9i5e/5lTl8Ed2ZTZyq3J5xqwtHOQOFsW/v503fHJqoDqXBk1cvGCOl57e7Psl9vawj42FfV8/FOTtwd5SV1Qb7SCTSXD1TXdi6OyFVhVYIQii8/nuzHf48MSHcFI4YeWClfw6QxBE+ylIT8X6D95CcXYmJBIp+s9eAtmwGUguqsbFBuX/NbrmxngMX2kZPrb/FqMNx/lyns94lEz/AKGhfWFvwSCvs8k6X4LVH5xsczvK5PciepvIZ26Wh9ddwoktaWA+W8ytcsbSGHgGtNNZsx2wESCsNP/wpWK+3NfbEa8vjMW4CHKtJsQJ+1A7sXENEnbvgF4n9Hk5eXph2Kz5GDh1JlSOwv8PY1UVtHXTAGrHANYFAXQ5OYDB8ocfRyqFwt/fYgsAe5Y5OaKnevLzq/ObGe+11ZPPgiQlmhJB+Fc2Fv/ZVcJzsVq4BrBmQM9yIDLbJDyyTAjPBewsHK7KADfo+odBMSgG7sNGwz92FJTHf8a+//2IE0XCjbunrxfmPvkKvEPCuujIEARhLVwouYAb1t8AnVGH1696HYsiFvX0LhGEVaJTq7Hjhy+RsHs7Xw6OGYQ5Dz3Bx9DWeWsxc7+GTv9c/OdVokLDzPFMuFm2HS/If4VKokOxyQnP6e/GWdeJDcr+WfZfcP5n1b2dhdFows/PH2zkqt8U6snvZfQmkc+MK7Z+m4DclDK+HD0hAOOvjbQ4guJyDT8+3pmE7/Zdgt5ogr1ChoenRmDp+HDYySnTRoif6vIyxG3bhJNb1qO6TPCPUKjsMXDydAybswCuPi2XeLFxf7rsbMvTANg4wJqWXW8ZMg+P2haABq0Ata9lXl5d1l9e567Pf4cGQv9K3PXZ/Hl1QgLKTx5D2Ylj0J9JgLRIuO40pFIFXAiQ4GKABEmBwEV/CarsG/+ebhUKTD7pCddKwczHMNgHPnPGI8AtyFwh4KnypP57guiF6Aw63LTxJpwtPotJQZPw8ZSP6VpAEFdI4t6d2P7t59Bp1LB3ccXsBx9HnyHDW9yeBf3ZWD8u+vMqUZYRj4XJLyNcL/T6/6GfhFf1t6IajSt5/V1V5nF/rOy/Lgjg5nB5VY/JJ/Ox+av4Fr9O7vq9jN4i8lNOFfDxeJpqPexUMky6uT8iR/h2ynuz/9xbEnLx6rpE5JQJ5bszon3x0vxoBLk7dMrPIIjuRK/V4tyBPTi+YTUKM9L4Ola+FjlqLIbPW4SAqAEd/j+iLyhocRqAoUTwxWgJiYMD7IKCLFcBBARAIpdfsdB/++834XE+F+6VQIkTUNLPH0+PebZNgc/N8VJTUcPn0Z/iz5oLF5pXNchkUPXrB1WtMR57yEKCUaQuatQGUPc6pygJDokVGHTeAzKjBDV2BuwfVIgsn+YtAkqZkot93gbAHrUtAXXtAX4OflDIOncUKEEQPc9npz7Dl6e/hKvSFasXruYeIQRBdE6F4/oP30ZB2iW+PHLhP3DVdTdD1t77Db0Wpl3/AQ58CAlMKHcIxh9BL2BXVRjP/hdUtJxx93JSCuP+zMJfCAJ4Otq1GcRbvuY8UrZmwtFQv12VzITwGUH4x8J+EBvUky+Sg2uNGHRGHFh5EWd2CTPpfUKdMWNpLFy97Tvl/VMLq/Dy2gTsuVDAl4M97PHqghhM6d85AQSC6EmYOE+LO8nFfurpE+b1/lH9MWLuIkSMGgtpJ4yWM1RUmAMATasAeBtA09k3DZHJuNBvZAQYGiIEAYKDIHVoO9BWvnUr8t74D/R59UaEcl9f+P7rebjMmNF4X0tLUXPmjNntviYuDsby8mbvKffxEcT8EEHQq2JiILVvx3VHr0XVhhexZc0+XKry4Kt8okLgf+M8FEjLGrUHsOeCmgKLrQYNYVUJ3vbe8HOq9QVoEAioe80MAgmCsB7iC+Nx88abYTAZ8O7EdzErbFZP7xJB2FzCY/cv3+H01g3me595jzwNF+8OzJpP3Q+sug8oywAkMmDi08CEJ1GqMTZy+hfK/iuQXZsstISbg6Je9NcGAVjm389FxcX/5vgc3P/rCd6OHKSXwtEkQZXEhCy5ESYJ8MXNwzArVlx+HSTyRXJwexSjAUg7CFTmAU6+QOg4oA1xUZpXjS3fxqMwQ3CnHjwtGGMX9YWsE0rn2TiOL3Yn44s9ydyd004mxX0Tw/HA5AioFOKYp00QnUlheiqOb1yDs/t2waBnvWeAq48vhs1egNjJ02Fn3zVVK0atFrpGBoANggAZGTBpW58VK/P2EoR/kxYA1hbAZslXbNuGrEeXNQ8k1EbLfZ56kovzOlHPsvaWDAdVzBxvUG2WfshgKPwuw722KBkpX96NzQly1BjsIJNKMPHmOzBkzuIWo/esXDe3OlfwAmhQCVDnD8BeawwtZwzqYIZdDccD1j3qWgJYkKCpLwFBED2DWq/G9euvR0pZChf3TOQTBNE1XDh8AFu//Bia6iooHR0x8/5liBw5tv1vUFMKbHwSOPOXsBw4AljyNeDZt9mmFWodkguqzD3/daZ/GSXVLeY7WG8/8/+6kNeyMSC7g/BzVWH/M1P4vYVYIJEvkoPbYySuBTY/A5Rn169zCQBmvQ1EL7D4LecP52LPf89DpzFA5ajA1NsHIGxg55Sx7Tqfj1fWJiCtqJovT4j0wmsLY9HHq/uNwwiiu6kqLcGprRtwautGqCuEDLbSwZEb9A2dNR8uXt7dti+sVF6fn19rANi0FSADxrLmffBN2wB4kKA2aNFe7EJDG5TdD4GqXxQkiisohzeZoDv6M/b++BlOFQkZAi8fD8x96jV4XaG5HqvGYAaATcV/w4BAqUbwX2gNuUQOX0dfiy0BrEKAvWYTCAiC6HreO/oefkr8iZfnr1qwCm4qNzrsBNGFlOXnYv1H7yD34gW+zO53rr75Tsg78tkf9xew4QlAUwYoHIHZbwNDbzYnFVqjRmtAckElf7C+/zrTP6ZFDGxGdzv5391jMLavYCQoBkjki+Tg9pjA//NWbonVmNr/ENf93EjoM1G/948LOHcwhy8HRLph+p3RcHK/8rF12aU1eG1dIjYn5PJlVh7D+u5nx/qR0Q3R62CGNIl7d/Hsfkm20A4jlckQNWY8RsxbDN/wiJ7eRRjKyix6ALAAgD5X+H/cHlipvdPEq4Wy+0GDIHd377ydVJeh4NeHsWFvBoo0QqBw2NSpmHD7g5B308jBal21OevPJgOY2wFqWwLyqvN4SXBbuCvdG7cB1FYC1AUF2Ne7ykCRIHoLx/OO447Nd/A2nU+nfIqJwRN7epcIoldg0Ouw//dfcGzdSr7s06cv5j36NNz9A9v/JqUZQvl+2n5hecB8YN5HgOPlCW+N3oDUwmr8fiQdPxxsXmnYlI9uGIKFQzqwv10MiXyRHNweKdH/MLZxBr8REiGjv+wML90vyqrElm/iUZJbzb80Yk4YRs4Jg1R2ZeX5rBz/+wOX8NH2JF4Gw8pc7hrfB49MjezU8RcEYY2wbHrKyWO8bz8jIc68Pig6FsPnLkbfYSNFOcfdqNGg5NffkP9u22WuAe+9B9d5czt9H0xpR3Di82XYl+YGg0kKB3sFZj3yPPoMGwkxwUYNst7/RuaADQIBbF21Xqhsag2VTGU2CKxrA2jYHsDGFZJBIEG0HpC7Zu01yKzMxOKIxXjtqtfocBFEN5Ny8ig2ffYBr2ZkE4im3/0gBoyf1DF9c/ATYOe/AaMOcPIDFn0OREy97H06lFyEG7/5u83tKJPfixC1yL+0D/hpXpubmWKuRULlROw/FgCDQQIHJ2D6P9wRNMAHsHcHFPbtKoWxxN8pRXhxdTwviWGMCvPA64ti0c/P+bLejyBsmbyUizyzf/7gXhhr3eXd/QMwbM4ixEycAoXyyitqOpOqw0eQftttbW4X8tNPcBw9qvN+sNGAyi1vYstfm5BaJVQFhA+IxMzHX4GDiyusDdYSUK4tb9YG0DAYwIIEbcENAh28G7UBNDUKdLajay/Re/n33//GH+f/4P8XVi5YCSc7p57eJYLolVQUFWLjJ+8h86wwsi528gxMueOejt3n5JwGVtwNFJ4XlkffB0x7RdAtHcRgNGH82zuRW6a2aMVLPfm9EFGL/DPLgRV3tbqJxuiAXeUPIFl9FV8OsTuBqa4fw0HWoBdXphTEvvnh1vw162drsE2BwQFv7sjCylNC2b+Xkx2emz0AS4YFUrkpQbTjw+/klvWI274Jmqoqvk7l5IzB0+dgyMy5cHIXXON7GpPBgItTpwmu+pYcbSQS7rIfsWM7JLJOMp0ry0Lyl/diy2kdagwKMB9QZq43eM4Sm762aA1a5FXlCe0ADcQ/W+atApU50BpbN1FkOCuczeK/aSUAe816lKUS8VWOEMSVcjDrIO7dfi9//c2MbzDGfwwdVILoQVgy49CK3/H3yt/5PYRnUAjmLXsGXsGh7X8TbTWw/WXgyNfCsvcA4JpvAL+BHd6fzXXu+k2anOvuLMhdv5dhLZl8o0mKHO0AVBnd4Sgtgb/dWRTo+mJL2ROoMPhCKjFiTNhhDPHYDYm6BFCXAjUlgLFjhloNMZgkKIcjjEo3uHr6QO7o0SwY0DxoUBswkHdPLy1BiBmtugbxu7bjxKY1KMsTeuDZjNn+V03C8LkL4R3ap6d3kY/P4+76jIZCv1ZwB370YbMxepeL7vQq7Pn6HZwuFHrvvH3cMPfpN+DZkRsCG8VoMgoGgQ39ABoaBVZlo4yZFbWBXCqHn4NfI28Ac2tAbWBAJRdXRQlBtAWrlFmyZgn3x7ix/414fvTzdNAIQiSkx5/mWX1mTCy3U2LKHffyqUMdCtwnbQNWPwBU5QMyO2DKi8DYh4AOtjtujs/Bq+sSkdNgFJ+/qwovz48W3fg8BvXki+Tg9lRPfnJ+CPaV34UqY707vp2kCjqTCibI4OypwoylMfDr06TMld2waysFsc8ftcK/4aMuGFBTipqyAlSWFcLRUAEHSdsjp1qFuWY2CwJYChA0qSKwc7zs1gKCECtGowHJRw/j2IbVyD6faF4fOmgohs9dhLDBw3o0i82Eft5/3mxkxif384Pv8891jsDX1SD/f09gw7ZzKNYKowaHT52M8Xc80jFn3l4O60e2JP7rAgP51fntMgj0UHk0E/8NWwLclG42XVVBWB//2v8vrE1eixDnEPw1/y84KLpmZClBEJcHE/ibPnsfaXEn+XL/qyZi2tIHoXTowP/VqkJg7SPA+Q3CctgEYO6GfF4AACOJSURBVPGXgGtQh0v3j1wqRn6FGj7OKozq4yGqsXkNIZEvkoPbEySv3YDNG+uyLs1PUF8/A+Y/PQlKh8u/US6p0uKdLefw+9EMHhdwtVfgmel9cH2sM2TmIEDDgEDDR5N1apZpav8oi2ZIFS0HBFqrIlC5cvNBghA7OUnnudhP+vsATCYjX8dK3JjYZ8Y13eUob6l0v/rYcegLCiD39obDiOGdUqJvyjmD4x8/jP2XHLi5nqODnJvrhQ3txB5/gqM36lFQXdCoDaChUSBbV6OvafNosVGADTP/DVsCWCDAx8EHCnatJohuYGf6Tjy661HehvLTrJ8wxGcIHXeCEKkR8ZG1K3Dgj1/4azc/f8x79JmOTRtiQuTET8Dm5wBdtXB/P+9DIHYJbBES+SI5uN2N0WjCz88fRFUpKzmxFIEy8dF4t7wxDtLLiFCx9//reAbe2nQOJdU6vu7a4UF4dnZ/eDopL3OnDYCmvIVAQCuVBNXFgsPmlcAuBG0FAywFDhRUukp0P2X5eTi5eS3O7NwKbY0gvBxc3TBkxlwMnjHHKg3oGmEyoXLXJ9j0619IrxJ+l74D+mLG469Z/+9mpdQZBDYyB6xsHBAoUhe1+T5MbHnbe7dYCcDWO7JqLoK4QkrUJVi0ZhFvZbkj9g48PvxxOqYEIXKyzp/Fho/fQUVhAW9RvPrmuzB01ryOVYgVJQMrlgLZQo89Bt0AzHlHuNe3IUjki+TgdjdZ50uw+gOh7KU1Fj02FIH9Oja3OiG7jLvmn0gv5cv9/Zy5a/7IsB4yBGOROxaxa7OtoOGjTHjWVlzZz5bbWwgIWPAZaBogUDpTawFxxWiqq3Bmxxac2LQOFUWCA7tcYYfoq6dg2NyF8AwMtr6jXFWEpC/vxdbjFVAzcz0ZMPmm2zBwzj+oDFzkaAwawQiwoTlgg9YA9qxrR0CWTQFoKv7NQQDHAHjae5JBINFmUOqJPU9gW9o2RLhF4Pd5v0PJjIQJghA9NZUV2PLFR0g+Joy1ixg5BjPvWwaVUwcmYhh0wJ53gH3vsTIBwDUEWPI1EDoWtgKJfJEc3O7mwtFcbPuuvn+3JabfFY2okX7tes8KtQ7vb7uAnw6mwmgCHO1keGx6FG4fFwa5zEodmdlFoC4wYDEY0ErgoLZc+rKQyNoXDGhaScC2kck78wgQNoBBr0fS4QM4tn418lKSzOvDh43kpfzBMYOsQiDrzm3D7k9fQ1yBEG338XHBnGfe4i0JhG0YBBbVFNW3BFTW+gI0CAqwaoG2YOX+rAqgYRtAw/YA9kyCrnez6dImPL33acglcvw691fEeMb09C4RBNHBQN3Jzeuw99fv+T2Os5c35j36NAKiBnTsOKYfBlbeDZSmAWx6zPjHgEnPATLrbxsjkS+Sg2vNmXz2H23t6Wz8e8NZFFQIpnrzBvnjhbnR8HPtpeXqRqNQBdBqMKDUcuBAX+/aeVkoXWoDAk2DAm14EbDZoVYg9IjLh/1fzTqXgOMbVuPiscNmx3vvsHCMmLsI/cZNgEwuwg82gw55fz2PDRuOo4Sb65kwcspEXHXXY+LcX6LLqNJVNWsDaDgxgBkEsmBBW3iqPJu1ATRsD3BVulpF4IvoOMxbgpXps4DRA4MfwP1D7qfDSBBWSl7KRaz/8G2U5uVAIpVi/A23YuT8Jfx1u1GXA5ufBU79JiwHDAWWfAN4RcKaIZEvkoPbcz35LTvdO7kr2+zJv5hfgZfWJOBgstBrGe7liNcWxmJ8ZL1bP9FBdDUdaCto4EnQjhFYrcJKFVsNBrTgR6BkxoRWWqnRiynJycKJTWsRv3s79BrhOuDk7oEhs+Zj0LRZsHdyhhgwFV7EsQ8ewP6LchghhZO9DLMffR4hQ0f39K4RIoSV+zMR11T8Nxwf2F6DQJ79d7LgC+AYAG8Hbz5SkLC+QOdDOx/C3sy9GOAxAL/N/Y2MHgnCytFUV2PbN5/i/MG9fJlNFZr94OPci6hDJKwG1j0q3G+zdtuZbwAj7rTaBBiJfJEc3J4g+WQ+Nn8V3+LXZ90bi75DfSx+rVqrx6c7L+KbfSnQGUxQyqV4ZGoklk7oAyVrkiW6H4NemEDQnkkFTYMGRv0V/GBJ85aB9pgTsu3kPeP2TjTubYvbtgknt6xHVUkxXydXKhE7aTqGzVkAd7+AHjtcFft/xOYffkB6pRBwiOgfihlPvgl7Z/FdTwnrEXllmrJmbQANjQKZEVtbyCQyPgmgkS9A7aNuYgCNYhMfq5JW4aWDL3Fh/+e8PxHh3gFnboIgRH1tZ2bDu374CnqdFo7uHpj78JO8HbFDlGcDq+8HUnYLy1GzgAWfAk7e9SbgaQeByjzAyRcIHSfaCVwk8kVycHtS6O/7I6lRRp9l8MdfF2lR4LP/RNsS8/DqukRklQrZkGkDfPDy/BgEe9BsWauElWxrK9sZEGj4tVJAV3VlP5u5ZLdmSthS0MDO0Wojq2LFoNfh3IG9OL5+FQrSU4WVEgkiRozB8HmLENgvuvvKlzUVSPrqQWw9lAe1kZnrmTD5nzdj4NwbqISa6HLUenW9QWBVE4NA9lydy0cKtgUr+W8q/s0tAU7+8FB5kEFgN8L+dkvWLuEtH8xJnznqEwRhWxSmp2L9R++gKDMdEokUY665HmOuuQHSjghxoxE4/AWw/RXAoAUcvYGFnwF6DbD5GSEQUIdLADDrbSB6AcQGiXyRHNyeLt3PSSpFVbkGji5K+Ee6WSzRTy+qxivrErDzXD5fDnSzxysLYjA92rcH9poQBeyC11D4t7uKgLUWCP3glwWbo93egECjKgNX0UZcxQIL5KXHn+Z9+5dOHjOv94uI4iZ9UaOvgrQTZty3hDblIHZ98C/E5wtj0ny9nTDn2bfhERTaZT+TIDoC6/kvrClscUoAW65ox2QWO6mdYBDYoA2gzhyQLbPXdjKqduqsv9k9W+/B4dzDGOI9BD/O+hEy+iwgCJtEp1Zj549fIX7XNr4cFB2LOQ8/CWePDrYS5yUIo/byWzMqr9VL1/0sOqFPIl8kB1fMaPQGfLUnBZ/tugiN3giFTIJ7r+6LBydHwN6OBBNxGbAoKfMQaMlfoDUvAhZVvRKY0O9IS4HZmLD3mUgWZWbg+MbVSNy7EwadMNqMOdgOm70AA6fMgNKhE+eVG43IXfU6Nq7eixKtPQ8CjZp8FcYtfYrM9Qiro1Jb2awNoOFr5htgakeg08veq9lkgLpKABYIcLFzoeqWdvDfs//Fm0fe5F4Ly+cvR4gLTeQgCFvn7L5d2Pbt59Cpa3ibH+vT7zN0RMfeRKcWMvoss98iEiGjv+yMqBJJJPJFcnDFyt4LBXh5bQIuFQpl2eMjvPDqwhj09e7ALEqC6MzWAl11B40Ja9e3I7PWKsyEpVlAoB1eBGzagZW3FlSXleLU1o04tXUDasoFg0c7e3sMnDKTC34Xb8veHe3FWJqFo+/fh4PnDbXmelLMeeRZBA8b10m/AUGIzyAwryrPojFgXVWA2tD2pBUHuYNF8V/XHsCCBL3dIDCtPA3/WPsPfjyfH/08bux/Y0/vEkEQ3URxdhbWf/Q2ClJT+PKI+Uu4A79M3oHr4qV9wE/z2t7utvVAnwlXsLedC4l8kRzcnsRgNOHIpWLkV6jh46zCqD4e/PW/15/FhjM5fBsfZyVenBfNR+PRWCHCKjHo6gV/R80J2zGSq0Uksss3JpSJ6+Zcr9Uicd8uXspfnJXB17ExNayEn/Xt+0f06/B7lh/5C5u/+hwZlUJVQFS/IEx76h0y1yPQ29tmSjQlLbYEsOf2GgT6Ovg2agNo2h5gywaBBqMBt22+DacLTmO0/2h8Pf1r8kEgiF4Gu3fZ8+v3OLVlPV/2j+yHuY88DVefdrYbn1kOrLir7e2u+Q4Y+A+IBRL5Ijm4PcXm+BxuopdTVp8xcFbJeVm+Vm+ETCrB7ePCsGxaJJxVNI+a6KWtBawKoLVgAFtnKXCgbzsT1yp2zhaCAO3wIlDYd2n1gMloROrpEzi2YTXSz5wyrw/sH8379vuOGN3I5Mao1yJr91+oLMiCk3cgAiddC6nJiPPfLMP2fZe4uZ5CasKUG29AzPybKZBIEO2AjQLkBoF1QYBa8V83PpBVCuhNbRsEuind6g0Cm1QCsCCAp8rTav9Pfh//PT44/gEcFY5YtWAV//0IguidJB0+iC1ffQRNVRWUjo6Yee+jiBzdjopByuQT1ibymcC//9cTLXYF9vV2xKf/HIYB/uLbd4KwCnQ1bXsMWJpawPwKrgSZso1gQAtBAyUzJpR26Eflp6bgxMY1OLt/D4xsjCMTDb7+fPxezKRpSNvwNXau3oRKbX1VgpNCB3d7PTLKWe894OdljznPvgP34D5X9nsTBNEoi202CKytBGg4MYAFByp1lW0eMaVMKRgENgkE1LUH+Dn4QSETXxIgqSQJ16+/nrdGvDbuNSyOXNzTu0QQRA9Tlp+HDR+9g5yL5/nykJnzMPHmOyG3a8XklI3N+zAWKGfVzZZUE/Xk9zrELPJZif74t3c2yuA3xd9Vhf3PTOHZfIIguhEmljXl7WspaBo4aMdor5aRCKLfYktB61UElRWVvBTu9NaNUFcJwkGhkENXa9hndqDlmGqXTRg9cRTG3vOvjvXHEQTRKbApAE0nA5j9ASpzUFDTtkGgBBJ423vDz6nWF6BJRQB7zQwCuyOocSL/BDc1dFe54/1j7+NcyTlMDJqIT6Z8YrXVCARBdC4GvR4H/vgFR9eu4MveYeGY9+gz8AgIbPmbEtcCf95au9Dwmkju+r0SMYv8Q8lFuPGbv9vc7n93j8HYvp7dsk8EQXSCMaG2sm2PAUvTDHSCueZlo3DkYl9n546EIjccS5WgrLo1cWCCvdyA+35aC6mcxoQRhBjRGXTIrc5t1AbQ1ChQY9C0+T5OCqfGvgBNWgJYkOBKRtptT9uOt468hbzqvGbGhOsXr4e3g/dlvzdBELYJGxO86bP3UVNRDoXKHtOXPoABEya3LvQ3PwOUZ9evcwkEZr0luvF5DOrJF8nB7W7WnMrCo7/X99K2xEc3DMHCIa1EtgiCsA30mjaMCVsKHLDWguZiPq3SFcszBrX5Y6+7+0YET7upi34pgiC62iCQGQCaKwEsTAlgBoJtIZfI4evoa7ElgFUIsNds/F1LAv/x3Y+3WHHwwaQPMC102hX/rgRB2B4VxYXY+Ml7yEyM58uxk6djyu33QqFStVy6n3YQqMwDnHyB0HGiGpt3uTqUailtCOai35nbEQRh5ciVgLOv8OioMSHzEGgSDKjesQ7IKGrz25kZH0EQ1gkrgfe09+SPGK8Yi9tU66p5NUBLUwLqDAKzKrP4oyXcle6N2wAc/XkVwBuH32hR4LNWgrePvI3JwZOvqFKAIAjbxNnDC9e++Ab+XvE7Dq34HfG7tiEn6TzmPfo0vELCmn8Du46IaExeZ0Ei34ZgY/JYz31umbolCwn4uQrj9AiCIFqEGfXV9ec3wClPAxz6X5sHjrntEwRhu7ARfeGu4fzRUi896/2vawOwVBFQra/mFQHskViU2O6fzcQ/CzCwXv2RfiM78bciCMJWkEplGHftTQgaMBAbP30PRZnp+O35xzH5jnswcMrMXuHnITGxuizCJsr1G7rrt2AhgS9uHoZZsTRuhiCIjsPG5n1zxwJUaln2zNIHpAnOdgYs/YF68gmCaBl261muLW/uC1CVwwV/RkVGm4fv7QlvY074HDrMBEG0SnVZKe/TZ2OCGf3GXY3pdz8EpYOD1R056skXycHtSaH/6rrERi77LMP/8vxoEvgEQVwRSSs+wto/t7bgrg8suG4GIq95lI4yQRCXxdHco7hzy51tbvf9zO8pk08QRLswGY04um4l9v/+M3/NxgLPW/YMfMMjYDQakHU2AZWlJXByc0fggBheCSBGSOSL5OD29Di9I5eKkV+h5j34rESfxuYRBNFZQn/n6k2o1NZ3fDnb6TF50WwS+ARBXBGs1H/mipnIr8632JfPevJ9HXyx+ZrN1JNPEESHyL5wFus/egcVhQWQyuSIvnoyz/BXFtf7DTl5eGHK7fcgcvQ40R1dEvkiObgEQRC2XLqftfsvbrLHevADJ11LY/MIgugU6tz1GQ2FPhP4jPcnvU/u+gRBXBbqykps+fJDXDza+tjxBY8/LzqhTyJfJAeXIAiCIAiCuDyh/9aRt5BXnWde5+fgh2dGPUMCnyCIK8Jg0OOLpTdBU13V4jbOnl5Y+ul3oirdpxF6BEEQBEEQhNUyLXQaH5PHXPQLqgvg7eCNYT7DqESfIIgrJvtcYqsCn1FRVMh79YNjBlnlEacRegRBEARBEITokEllZK5HEESnU1la0qnbiRFpT+8AQRAEQRAEQRAEQXQHTm7unbqdGCGRTxAEQRAEQRAEQfQKAgfEcBf91mA9+Ww7a4VEPkEQBEEQBEEQBNErkEplfExea0y+7R5Rme7ZrMh/4403MG7cODg4OMDNzc3iNunp6Zg7dy7fxsfHB0899RT0en2jbXbv3o1hw4ZBqVQiIiICP/74Yzf9BgRBEARBEARBEERPEzl6HB+T1zSjzzL4YhyfZ7PGe1qtFtdeey3Gjh2L7777rtnXDQYDF/h+fn44ePAgcnJycOutt0KhUOA///kP3+bSpUt8m/vuuw+//fYbduzYgaVLl8Lf3x8zZ87sgd+KIAiCIAiCIAiC6G4iR49D35GjuYs+M9ljPfisRN+aM/h1SEwmkwlWBMu8L1u2DKWlpY3Wb9q0CfPmzUN2djZ8fX35ui+//BLPPPMMCgoKYGdnx19v2LAB8fHx5u+74YYb+Htt3ry50+cTEgRBEARBEARBEMSV0hEdajXl+m1x6NAhDBw40CzwGSw7zw5GQkKCeZtp06Y1+j62DVvfEhqNhr9HwwdBEARBEARBEARBiBGbEfm5ubmNBD6jbpl9rbVtmHCvqamx+L5vvvkmj5jUPYKDg7vsdyAIgiAIgiAIgiAIqxX5zz77LCQSSauPc+fO9eQu4rnnnuMlEXWPjIyMHt0fgiAIgiAIgiAIghCl8d4TTzyB22+/vdVtwsPD2/VezHDvyJEjjdbl5eWZv1b3XLeu4Tasp8He3t7i+zIXfvYgCIIgCIIgCIIgCLHToyLf29ubPzoD5rrPxuzl5+fz8XmMbdu2cQEfHR1t3mbjxo2Nvo9tw9YTBEEQBEEQBEEQhLVjNT356enpOHXqFH9m4/LYa/aorKzkX58xYwYX87fccgtOnz6NLVu24IUXXsCDDz5ozsSz0XkpKSl4+umneRvA559/jj///BOPPfZYD/92BEEQBEEQBEEQBNGLRuixsv6ffvqp2fpdu3Zh0qRJ/HVaWhruv/9+7N69G46Ojrjtttvw1ltvQS6vL1hgX2OiPjExEUFBQXjxxRfbbBloCI3QIwiCIAiCIAiCILqTjuhQqxH5YoFEPkEQBEEQBEEQBCFWHWo15foEQRAEQRAEQRAEQbQOiXyCIAiCIAiCIAiCsBFI5BMEQRAEQRAEQRCEjUAinyAIgiAIgiAIgiBsBBL5BEEQBEEQBEEQBGEj1M+WI9pF3TAC5m5IEARBEARBEARBEF1Nnf5sz3A8EvkdpKKigj8HBwdfzt+GIAiCIAiCIAiCIC5bj7JReq0hMbUnFECYMRqNyM7OhrOzMyQSieijPSwYkZGR0eYsRYKg84WgawzR1dB1hqBzhqDrDCE2yq1EMzHZzgR+QEAApNLWu+4pk99B2AENCgqCNcFOVjGfsIS4oPOFoHOGoOsMITbos4mgc4ag6wzazODXQcZ7BEEQBEEQBEEQBGEjkMgnCIIgCIIgCIIgCBuBRL4No1Qq8fLLL/NngqDzhaBrDNHT0OcSQecMQdcZQmwobVAzkfEeQRAEQRAEQRAEQdgIlMknCIIgCIIgCIIgCBuBRD5BEARBEARBEARB2Agk8gmCIAiCIAiCIAjCRiCRTxAEQRAEQRAEQRA2Aon8HubNN9/EyJEj4ezsDB8fHyxatAjnz59vtI1arcaDDz4IT09PODk54ZprrkFeXp7566dPn8aNN96I4OBg2NvbY8CAAfjoo48avUdOTg7++c9/IioqClKpFMuWLWvX/qWnp2Pu3LlwcHDg+/fUU09Br9d30m9P2OI5I5FImj1+//13+mP3gnNm5cqVmD59Ory9veHi4oKxY8diy5Ytbe5fXFwcJkyYAJVKxd//nXfe6cTfnrC1cyY1NdXidebvv/+mP3YvOGf279+Pq666ir8H26Z///744IMP2tw/us6IDzGfM3Sd6d3nTEMOHDgAuVyOIUOGwKquMyaiR5k5c6bphx9+MMXHx5tOnTplmjNnjikkJMRUWVlp3ua+++4zBQcHm3bs2GE6duyYacyYMaZx48aZv/7dd9+ZHnnkEdPu3btNycnJpl9++cVkb29v+uSTT8zbXLp0iW/z008/mYYMGWJ69NFH29w3vV5vio2NNU2bNs108uRJ08aNG01eXl6m5557rguOBGEL5wyDXVbY/uXk5JgfNTU19AfuBecMO0fefvtt05EjR0wXLlzg1wqFQmE6ceJEi/tWVlZm8vX1Nd100018//73v//x9/3qq6+68IgQ1nzOsGsTu85s37690XVGq9XSH7YXnDPs3Pjvf//Lfw47F9g2Dg4OrV4z6DojTsR8ztB1pnefM3WUlJSYwsPDTTNmzDANHjzY1Bpiu86QyBcZ+fn5/OZlz549fLm0tJTf8Pz111/mbc6ePcu3OXToUIvv88ADD5gmT55s8WsTJ05sl2Bjol4qlZpyc3PN67744guTi4uLSaPRdPA3I3rDOcNgP2fVqlUd/j0I2zpn6oiOjja9+uqrLX79888/N7m7uze6pjzzzDOmfv36dfC3InrLOVN3882Cz4R46c5zZvHixaabb765xa/TdcY6ENM5Q9cZ66Crz5nrr7/e9MILL5hefvnlNkW+2K4zVK4vMsrKyvizh4cHfz5+/Dh0Oh2mTZtm3oaVGYWEhODQoUOtvk/de1wu7P0HDhwIX19f87qZM2eivLwcCQkJV/TehG2eM3WwMikvLy+MGjUK33//PQsmdsr7EtZ1zhiNRlRUVLS6DXv/q6++GnZ2do2uM6z8rqSkpMO/G2H750wdCxYs4OWa48ePx9q1azv4GxG2cs6cPHkSBw8exMSJE1vchq4z1oGYzpk66DrTe8+ZH374ASkpKXj55ZfbtS9iu87Iu/0nEq3e3LC+Z9Y3FBsby9fl5ubyk8XNza3Rtkx4s69Zgl24/vjjD2zYsOGKjjZ7/4YCv+7n1n2N6HnEds4wXnvtNUyZMoX7OGzduhUPPPAAKisr8cgjj1zxexPWdc689957/G9/3XXXtbgNe/8+ffo0+7l1X3N3d+/Q70fY/jnDeiz/7//+j+8P8wtZsWIF78tcvXo1vyEnesc5ExQUhIKCAu4T9Morr2Dp0qUt7g9dZ8SP2M4Zus707nMmKSkJzz77LPbt28f78duD2K4zJPJFBMt+xsfHc4OQy4V9/8KFC3nUacaMGZ26f4T4EOM58+KLL5pfDx06FFVVVXj33XdJ5Peyc+a///0vXn31VaxZs4ZnWwnrRWznDKsSevzxx83LzIQpOzubX2dI5Peec4bdfLOAEDNcZDfjERER3EyLsE7Eds7Qdab3njMGg4EbT7PPI2Y+ba1Qub5IeOihh7B+/Xrs2rWLRxrr8PPzg1arRWlpaaPtmUsk+1pDEhMTMXXqVNxzzz144YUXrnif2Ps3dKOs+7l1XyN6FjGeM5YYPXo0MjMzodFouuT9CfGdM2yaAsuQ/Pnnn41K5ixB1xlxI8ZzpqXrzMWLFzv8fYT1njMsY8ZaCu+++2489thjPDPbEnSdETdiPGcsQdeZ3nHOVFRU4NixY/xnsCw+e7AqVebKz17v3LnTOq4zPeIEQJgxGo2mBx980BQQEMCdhZtSZyCxfPly87pz5841M5BgLo4+Pj6mp556qs2j21Hjvby8PPM65hDJjPfUajX9FXsIMZ8zlvj3v//NjUiI3nHOMAdjlUplWr16dbv2rc6opqEzOnNYJ+O9nkXM54wlli5daho6dOhlfz9hnZ9NdTCjxtDQ0Ba/TtcZcSLmc8YSdJ3pHeeMwWAwnTlzptHj/vvv5/cl7HVDJ38xX2dI5Pcw7KRxdXXlYxwajgKqrq5uNAqCjYfYuXMnHwUxduxY/qiDnXDe3t7cJbThezDHyYYwJ2L2GD58uOmf//wnf52QkGD++sqVKxudiHUj9NjYCDamYvPmzfzn0Ai9nkXM58zatWtN33zzDX//pKQkfsFjY2peeumlLj8uRM+fM7/99ptJLpebPvvss0bbsA/dOtiImilTppiX2dfYyJlbbrmFf+j+/vvvbY42Inr3OfPjjz/ywABzTGaPN954gwekv//+ezo1esE58+mnn/LPGnaDzx7ffvutydnZ2fSvf/3LvA1dZ6wDMZ8zdJ0RJ915D9wQS+76Yr/OkMjvYVhkydKDzYCsg80YZ6MdWHSInSxs7Ac7GRueeJbeo2mEsq1t2M9sWtyRmppqmj17Np/z6OXlZXriiSdMOp2uS48JYb3nzKZNm0xDhgwxOTk5mRwdHfkF8csvv+RRUcL2zxlW8WFpm9tuu63R+zQ9z06fPm0aP368SalUmgIDA01vvfVWlx8TwnrPGXbzPWDAAP4zWWXZqFGjGo1LImz7nPn4449NMTEx5r8/q+BgAeWGnzN0nbEOxHzO0HVGnHTnPXBbIl/s1xkJ+6f7mwQIgiAIgiAIgiAIguhsyHiPIAiCIAiCIAiCIGwEEvkEQRAEQRAEQRAEYSOQyCcIgiAIgiAIgiAIG4FEPkEQBEEQBEEQBEHYCCTyCYIgCIIgCIIgCMJGIJFPEARBEARBEARBEDYCiXyCIAiCIAiCIAiCsBFI5BMEQRAEQRAEQRCEjUAinyAIgiAIgiAIgiBsBBL5BEEQBEF0GJPJhGnTpmHmzJnNvvb555/Dzc0NmZmZdGQJgiAIopshkU8QBEEQRIeRSCT44YcfcPjwYXz11Vfm9ZcuXcLTTz+NTz75BEFBQZ16ZHU6Hf2lCIIgCKINSOQTBEEQBHFZBAcH46OPPsKTTz7JxT3L7t91112YMWMGhg4ditmzZ8PJyQm+vr645ZZbUFhYaP7ezZs3Y/z48Tzj7+npiXnz5iE5Odn89dTUVB5I+OOPPzBx4kSoVCr89ttv9JciCIIgiDaQmNgnMkEQBEEQxGWyaNEilJWVYcmSJXj99deRkJCAmJgYLF26FLfeeitqamrwzDPPQK/XY+fOnfx7VqxYwUX8oEGDUFlZiZdeeokL+1OnTkEqlfLXffr0QVhYGP7v//6PBw2Y0Pf396e/E0EQBEG0Aol8giAIgiCuiPz8fC7qi4uLuXiPj4/Hvn37sGXLFvM2rD+fZf7Pnz+PqKioZu/Bsvze3t44c+YMYmNjzSL/ww8/xKOPPkp/IYIgCIJoJ1SuTxAEQRDEFeHj44N7770XAwYM4Fn906dPY9euXbxUv+7Rv39/vm1dSX5SUhJuvPFGhIeHw8XFhWfsGenp6Y3ee8SIEfTXIQiCIIgOIO/IxgRBEARBEBZvKORy/mCw8vv58+fj7bffbrZdXbk9+3poaCi++eYbBAQEwGg08gy+VqtttL2joyMdcIIgCILoACTyCYIgCILoVIYNG8bL9ll2vk74N6SoqIiX7TOBP2HCBL5u//799FcgCIIgiE6AyvUJgiAIguhUHnzwQd6fz8rxjx49ykv0WX/+HXfcAYPBAHd3d+6o//XXX+PixYvcjO/xxx+nvwJBEARBdAIk8gmCIAiC6FRY+f2BAwe4oGfj9AYOHIhly5bxcXnMOZ89fv/9dxw/fpyX6D/22GN499136a9AEARBEJ0AuesTBEEQBEEQBEEQhI1AmXyCIAiCIAiCIAiCsBFI5BMEQRAEQRAEQRCEjUAinyAIgiAIgiAIgiBsBBL5BEEQBEEQBEEQBGEjkMgnCIIgCIIgCIIgCBuBRD5BEARBEARBEARB2Agk8gmCIAiCIAiCIAjCRiCRTxAEQRAEQRAEQRA2Aol8giAIgiAIgiAIgrARSOQTBEEQBEEQBEEQhI1AIp8gCIIgCIIgCIIgYBv8P9VO70jFwHQBAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#line graph of revenue growth \n", + "import matplotlib.pyplot as plt\n", + "plt.figure(figsize=(12,6))\n", + "for company, group in revenue_by_six.groupby(\"Developer\"):\n", + " plt.plot(group[\"Release Year\"], group[\"revenue_growth_%\"], marker='o', label=company)\n", + "\n", + "plt.title(\"Revenue Growth Rate (%) Over Time by Company\")\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Growth (%)\")\n", + "plt.axhline(0, colors = ['#5f8195', '#5f8195','','#5f8195', '#5f8195', '#5f8195'], linestyle='--') # ligne neutre\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "d95e875f-513e-45f9-8a50-681995c970f5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Color Mapping: {'Activision': '#9e9e9e', 'Bandai Namco': '#6abfda', 'Microsoft': '#dd3e6e', 'Rockstar': '#111111', 'Square Enix': '#270901', 'Ubisoft': '#212121'}\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "# Define the list of colors you want to use.\n", + "# You specified 6 colors (based on your previous list length of 6):\n", + "# ['#5f8195', '#5f8195','#dd3d6e','#5f8195', '#5f8195', '#5f8195']\n", + "# Note: I'll use a slightly more diverse set of colors for better visibility, \n", + "# assuming you wanted to highlight one specific company (e.g., the red/pink one).\n", + "# If you want the exact colors you listed, you can replace this list.\n", + "\n", + "# Assuming the developer names in revenue_by_six are, for example:\n", + "# 'Activision', 'Bandai Namco', 'Microsoft', 'Rockstar', 'Square Enix', 'Ubisoft'\n", + "# Matplotlib plots them based on the sorted keys from groupby.\n", + "\n", + "# Get the list of developer names in the order they will be plotted (alphabetical)\n", + "# We assume 'revenue_by_six' contains the data.\n", + "developers_in_order = sorted(revenue_by_six['Developer'].unique())\n", + "\n", + "# Define the colors. The length MUST match the number of developers (6).\n", + "# I'll use 6 distinct colors for maximum clarity:\n", + "custom_colors = [\n", + " '#9e9e9e', # Teal\n", + " '#6abfda', # Pink (This highlights one company well, like your red one)\n", + " '#dd3e6e', # Light Blue\n", + " '#111111', # Orange\n", + " '#270901', # Green\n", + " '#212121' # Red-Orange '#6abfda', '#9e9e9e',\n", + "]\n", + "\n", + "# Create a mapping of Developer name to color\n", + "color_map = dict(zip(developers_in_order, custom_colors))\n", + "print(f\"Color Mapping: {color_map}\")\n", + "\n", + "# --- Plotting ---\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "\n", + "# Use the color map inside the loop\n", + "for company, group in revenue_by_six.groupby(\"Developer\"):\n", + " plt.plot(\n", + " group[\"Release Year\"], \n", + " group[\"revenue_growth_%\"], \n", + " marker='o', \n", + " label=company,\n", + " color=color_map[company] # Use the specific color for this company\n", + " )\n", + "\n", + "plt.title(\"Revenue Growth Rate (%) Over Time by Top Growth Rate Developers\", fontsize=16)\n", + "plt.xlabel(\"Year\", fontsize=12)\n", + "plt.ylabel(\"Growth (%)\", fontsize=12)\n", + "\n", + "# Corrected axhline for the neutral line\n", + "plt.axhline(0, color='gray', linestyle='--') \n", + "\n", + "# Placing the legend outside for better line visibility\n", + "plt.legend(title='Developer', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, "id": "890d4ff2-a2fa-4adb-ae25-b487854120ec", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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KWXXHWL5v+T3T/WbdigS59A3gyt+yLohUnPxmSl+ysjp2OsHBwTf9Tvn6+haU2epKs9977z31Dw+6YKiOrkRYp6T3lr8f+Z505O9fSvR++uknFdiS3y05nvJ5dOWmRERkHAxKERGRSZJ/6dbNvif9RiSo8fTTT6seSHIRo2sqLP2cimf66BS+SJcLd8kykQtwubiWrCvJSJELaaHbn/yr+eDBg0vcX+FZv4T0YLlToOFWQQHJqij8enn/Bg0a3LKBtWSM3YpcPOr+5b8w+WySIaBr6FuSe5lpT7IdJHglAUMJEkqWhwSDpO+QZKbt3r1bBaVkfKXJgNHnuN6OHEfd55ZzRy5CpU+OnEO64yjjkh5ZMovdjz/+qC6K5fNIX6OSmlsXdzfnS2HSL0nODX0CbXKxLr1yJLAoF9fSB0f6WumCE9KEXQJvchGvo9uvBJBuRwKNEpST5tXFg4E6uot7acit8+STT6oAmbxW+pBJgEoCVYXfT46R9A+71YyHukCMTnnN+nir80uf8660n+leSPaUZGZJJqKc0/KbJRlNJQVYC5O/N8m6io6Ovu3vRnkfO31JsFf6dklwTfq9SZNzCR5J5qFkCxZvKK/ve8vxlMC8TDAgv/3ydy4N2yV4RkRExsOgFBERmTxdA16ZXUlm9pJmt1K6JCSQoAtA3I4EpSSLR0quJGgi//ouF9Y6EjSRYJUEi/TZn77kX+yLNwvWZSjoPoOQCy+ZMUsu7PXJ1ClMshwk+0AutqTBtpTS3AuZOUuCf8XpymbkeR0JQkljY2n2LQEJuSCW8cssdBL4kUUu/Aor7ee7V7qG9BKUlAwjIeeBXOhKSVThDDwJShVX0njv9XyRgKF85yU1gi5OAq8SQNNlm125ckWVIunI/eIzpen2q8tuuxX5biTINWfOnCJBLR35O5GZ0OR7LRzklWCfBMZ0JXzSaF+afRcmn0+y1cry78nYyuIz6bI8C59XcvyENA7XkdJTOc8ko0eCvxJc1ad5uWRYyXcqzdiLfyfF6f6W5e+9eAaWrCv8t15WJNtMfst15HjGxMTg/vvvL5jdVMqwpdxagsY6+vyt3I5kd8rEBnI8JbtKArGS0UlERMbFnlJERFQhyNTfkj0lQRcpC5NSJlknU9bLBU1J5VWFycW5ZBvIRbQskhlT+IJHAl/S00aCFcUzjkraX2kuYmVWvuzs7CJlY5LFUJj0Y5HAwm+//XbTPjIyMpCWlnbb95GZrCQLTDKCSpqlrjQZC3JxuGfPHtXTSEfeX8rU5KK5cMaMBKWk9E2+Fwma6C60dbPVSQCleD8pXdCspGCdIch3IN+tzOil69kj37eMtfBsXJKRJIG94mS8xcdaFudLmzZtVE+f25FeYtJrp/AU9xJULdxXR8o+peSrsP3796vPJ+9xO9KvTb5PCdwVH4tkpEi/H8m6+vDDD4s8J+VlkqEoGVKSpSV9fCRQVfyclnNIAn/FyfHMzc1FRVMWn0n+Jgr3AZPAnwQFJeOs8PcogUvJ6JFjLOeu/H7dLvuu8Hcq20oQtvDfcOFyzHfffVfdl2xU+S2VYG3hElaZuU7OK+ktVdbkd6Twb5SU1Mlxk1n9Cmc+Ff7Nkt9PyWi8VxLUk4xD+b1yd3cveE8iIjIeZkoREVGF8dZbb6n+H3KB9sILL6i+UxIIkQswCcZI5lFsbKy6EJNyNck8Kp4tJf2GJENGeksVL4ORC3MJAkhWguxPLtalIbWUjUgmkNwvLWkKvGTJEpX1IBe0Z8+eVRkMEigpfrEkF5/yuWQMMiW8BEwk+CDr5SJYV85YEiltlOCIZJRJQEmywKRHjwSTZL1kTkhmT0mNtYuTTDTZXi7YXn31VVVqJiVikqkgQZjCx02CHnLxLFkV0sBYRwJ+crEpigelZHp3IfuWwIZchBbOWjPUuSPHUS5G5XuWi20plZTvRY6d9AKS80mygQr3otGNV75/2V6ykuS4yjlyr+fLgw8+qAJ3kiVTUtmXfP+jRo1SYy9cWidBBykfkywaybg7evRokQbOQnqJyTkkF963I8EkOT8lQ0/+lqQkT84zCbBIeZN8Fmm0XtL3I39PUr4owQL5HiVQVfyYS8mZZGMNGTJEHUc5H2W88p4SBLxTeaGpKYvPJN+1/P7s3btXBRilR5j8bpWUpSclZ99//706zyQjUR+SPSpZRpLNJX+H8rsj54Ksl15N8r3K74AErWSd7Fe+dymZkyCYjOW7775TAejRo0ejrEmASc43GZf8bsj5I+eeZAOKtm3bqvFJWaz8RkhwVf5O7qYUsDj5W5e/HQkKSsC1cMN1IiIyEiPM+EdERHRLumnD9+7de9NzeXl52qCgILXk5uaqdWfPntUOGjRITQFuZWWl9fPz0/bt21e7ZMmSm14fGRmp9i3Ltm3bSnz/2NhY7ciRI7UBAQFqf7Lfbt26aX/99deCbTZu3Kj2sXjx4jtOQS+++uorNS4bGxttu3bttPv27VPTkBefilymSZ88ebI2PDxcbevm5qamTx8/fryaNl4fmzZt0j766KNqinkZv7Ozs7Z58+ZqavaYmJibpqfv06dPifuR4yr7cXV11dra2mpbtmyppokvSYsWLdTn3r17d8G6S5cuqXVyHIuT7+6VV17Renp6qqnkdf85ojt+X3zxxU2vKT69fElu9b3odO7cWR2PxMRE9Xj69Ona4OBgdaxDQkLU9ybvUfw/j2R6+44dO2rt7OzUc4MHDy7V+XIrMnW9h4eHdsKECSU+P3XqVK2/v782LS2tyPqcnBzt66+/rl4r3+Hs2bOLPC+fz9raWjtt2jStvuLi4tQ+69Spo46HfO/du3fXLl269JavSU5OLjgm8+bNK3GblJQU7bhx49R+ZUwy5rZt22q//PJLdb7f6Xu/k2vXrt3y3Cjp71G+OwcHh5u2lb9F+bsrrqS/EX0+063o9rd69Wptw4YNC869W52zQsZlbm6u/qZKIyEhQfvBBx9oGzRooLW3t1d/x/Xr11djL/5bsGjRIm2TJk3UeKpVq6YdMGDATe93r8dO99u+efNm7XPPPad+3xwdHdV7Xb9+vchrt2/frm3durU6v6pXr64dM2aMOmbyevk7v9N7y1jl/Uty//33q/3s2LHjtsePiIjKh5n8P2MFxIiIiIiqMplZTTJkpM/OrRo2l5Zkg0m5n2TllVfzcDIc6YMk2Yrr16+v0IdZMlwlI0syxG6X9WloDz/8sMpsk95eRERkfOwpRURERGQkUh4ljZ6lL1NZkF49UmYoTcsZkKr4pM+XzHAoZXx076T/4IoVK/RqGE9EROWDPaWIiIiIjMTR0VH1syor0iNHZhWjik36wEmz+q+++kpNyiD9u+juST+87du3Y9q0aepvRGaOJCIi08BMKSIiIiIiEyJN06XUTTLfZNIBmZyB7t7mzZtVdpQEp2TShuKzVRIRkfGwpxQREREREREREZU7ZkoREREREREREVG5Y1CKiIiIiIiIiIjKHRudl5JGo8GVK1fg5OQEMzMzw3wrREREREREREQVlFarRUpKCqpXrw5z81vnQzEoVUoSkAoICLjX74eIiIiIiIiIqFKLjo6Gv7//LZ9nUKqUJENKd2CdnZ1RUclsLmvWrEHPnj3V1LhEpoLnJpkynp9kqnhukqniuUmmiucmmaqcSnKtnpycrBJ6dDGUW2FQqpR0JXsSkKroQSl7e3v1GSryiU6VD89NMmU8P8lU8dwkU8Vzk0wVz00yVTmV7Fr9Tm2P2OiciIiIiIiIiIjKHYNSRERERERERERU7hiUIiIiIiIiIiKicseeUgaSl5enakFNlYzN0tISmZmZaqxk2qSW2MLCwtjDICIiIiIiIiozDEqVMa1Wi6tXryIxMRGmPk4fHx81i+CdGo+RaXB1dVXfGb8vIiIiIiIiqgwYlCpjuoCUl5eX6phvqgEEjUaD1NRUODo6wtycVZymHkBMT09HXFyceuzr62vsIRERERERERHdMwalypCUwekCUu7u7jBlEpTKzs6Gra0tg1IVgJ2dnbqVwJScXyzlIyIiIiIiooqOKTJlSNdDSjKkiMqa7rwy5V5lRERERERERPpiUMoATLVkjyo2nldERERERERUmTAoRURERERERERE5Y5BKTKYWbNmqRnj9LVp0yaVDaTPzIWl2ZaIiIiIiIiITA+DUiYqT6PFzrPX8e+hy+pWHpeHnTt3qibaffr0KdXratWqhW+//bbIuieeeAKnT5/Wex9t27ZFTEwMXFxcynRbIiIiIiIiIjI9nH3PBK06FoPxy44jJimzYJ2viy0+7BeG3vV9Dfre06dPxyuvvKJur1y5gurVq9/TjHG6WeP0YW1tDR8fnzLfloiIiIiIiIhMDzOlTDAg9eK8A0UCUuJqUqZaL88bSmpqKhYtWoQXX3xRZUpJ+V1hy5YtQ4sWLWBrawsPDw88/PDDan3nzp1x8eJFjB49WpXU6RpyFy7fk4wpWX/y5Mki+/zmm28QFBRUYkme7LNfv35wc3ODg4MDwsPDsXLlyhK3FX/++afaxsbGRmVuffXVV0XeS9Z9+umnGDZsGJycnFCjRg38+uuvBjiSRERERERERHQnDEoZmFarRXp2rl5LSmYOPlwagZIK9XTrPlp6XG2nz/7kvUvjjz/+QEhICOrVq4dnnnkGM2bMKNjHihUrVBDq/vvvx8GDB7F+/Xq0bNlSPffXX3/B398fH3/8sSqpk6W4unXronnz5pg/f36R9fL46aefLnE8I0eORFZWFrZs2YKjR49i8uTJcHR0LHHb/fv34/HHH8eTTz6ptv3oo4/w/vvv3xRYk0CVjEM+w0svvaQCcKdOnSrVcSIiIiIiIiKie8fyPQPLyMlD2Aery2RfEh66mpyJBh+t0Wv74x/3gr21/l+xlOxJMEr07t0bSUlJ2Lx5s8qEmjhxogr4jB8/vmD7Ro0aqdtq1aqpPlSSfXS7kroBAwZgypQpmDBhQkH2lAST5s2bV+L2UVFR6N+/Pxo0aKAe165d+5b7/vrrr9GtWzcViNIFwY4fP44vvvgCQ4YMKdhOgmoSjBJjx45VmVobN25UgTgiIiIiIiIiY9FotLgSmYj0K5bqNiDEA+bm+ZVIlRUzpUiRbKE9e/bgqaeeUo8tLS1Vo3IJVIlDhw6poM+9kKDWhQsXsGvXroIsqaZNm6rsrJK8+uqr+OSTT9CuXTt8+OGHOHLkyC33feLECbVdYfI4MjISeXl5BesaNmxYcF/K/ySIFhcXd0+fi4iIiIiIiOhenD0Yhznv7MDy74/ixmE7dSuPZX1lxkwpA7OzslAZS/rYc/4Ghszce8ftZg1tgZaB1fR6b31J8Ck3N7dIY3Mp3ZP+TJLdVJqG5bciAaCuXbtiwYIFaN26tbqV8rlbGTFiBHr16qVKB9esWYPPPvtMld9JI/a7ZWVlVeSxBKY0Gs1d74+IiIiIiIjoXpw9GIdVvxy7aX1aYpZa3/v5+ghq4lUpDzIzpQxMgh5SQqfP0iHYU82yd6vkPFkvz8t2+uxP13D8TiQYNWfOHBXwkYwo3XL48GEVpPr9999VhpH0kbrdbHiFM5JuV8InzdR37tyJc+fOqeyp2wkICMALL7yg+la98cYb+O2330rcLjQ0FNu3by+yTh5LGZ+UFhIRERERERGZYsne1kWRt91m2x+RarvKiEEpE2JhboYP+4Wp+8XDSbrH8rxsV5aWL1+OhIQEDB8+HPXr1y+ySE8nyaKS8jkJTsmtlMrpGo8XntlOGpJfvnwZ8fHxt3yvRx55BCkpKSpDqkuXLkUys4obNWoUVq9ejfPnz+PAgQOq95MEn0oiASsJmkm/KulVNXv2bJXh9eabb97j0SEiIiIiIiIyjJjIRJURdTupCVlqu8qIQSkT07u+L356pil8XGyLrJfHsl6eL2sSdOrevTtcXFxuek6CUvv27VPNzBcvXoylS5eicePGqgxPelDpyMx70i8qKCgInp6et3wvaYber18/lYUlWVO3I5lXMgOfBKKk8bpkPf34448lbiu9qWT2wIULF6pg2gcffKDGVLjJOREREREREZEpSUvOKtPtKhozrTQOIr0lJyer4I3MTOfs7FzkuczMTJXVExgYCFvbokGl0srTaFWPqbiUTHg52aoeUmWZISV9lOSzyGcwN2dssiIoy/PLlOXk5GDlypVqpsTiPcCIjI3nJ5kqnptkqnhukqniuUmm4vKpBPzzzcE7bvfQ6Cbwq+eGyhA7KYyNzk2UBKDaBLkbexhEREREREREZCC+wa6wd7ZGenL2LbdxdLNR21VGTJEhIiIiIiIiIjICrUYLS5vbh2baPx4M8zLuLW0qmClFRERERERERGQEO/85i+RrmSowZW1jWSRjSjKkJCAV1MSr0n43DEoREREREREREZWzC0fjcXhdtLrfc1g4ajbwQPTJeOzYvAdtO7VEQIhHpc2Q0mH5HhERERERERFROUpNyMT6WSfU/YZd/RHYyFMFoKpLj6nqueq2sgekBINSRERERERERETlRJOnwdoZx5GZlgPPGk5o+3CdKnvsGZQiIiIiIiIiIione1dewJXIRFjZWqDniHBYWFXd0EzV/eREREREREREROXo0qkE7Ft5Qd3vPKAeXL3sq/TxZ1CKiIiIiIiIiMjAZGa9tTMiAC0Q2s4XdVv4VPljzqAUmYTOnTtj1KhRem+/adMmmJmZITEx0aDjIiIiIiIiIrpXWo0W62cfR3pSNtx8HdDhibo8qMyUMmGaPOD8VuDokvxbeWxAQ4YMUUEe3eLu7o7evXvjyJEjMEVt27ZFTEwMXFxcbrlNrVq11GfZtWtXkfUS/JIgGBEREREREVF5OLg2ClERN1T/qF4jwmFlbcEDz6CUiTq+FPi2PjC7L/Dn8PxbeSzrDUiCUBLokWX9+vWwtLRE3759YYqsra3h4+Ojgk63Y2tri7Fjx5bbuIiIiIiIiIgKu3ouCbv/Pafud3g8GO5+jjxA/8PyPVMjgac/BgHJV4quT47JX2/AwJSNjY0K9MjSuHFjvP3224iOjsa1a9cKtpEAT926dWFvb4/atWvj/fffR05OTsHzH330kXrt3LlzVaaSZDI9+eSTSElJKdgmLS0NgwYNgqOjI3x9ffHVV1/dNBZ5ffPmzeHk5KTG8/TTTyMuLq7U5XvPPfecypRauXLlLbfZu3cvevToAQ8PDzXeTp064cCBA0W2kff65ZdfVJBOPntoaCh27tyJM2fOqKwrBwcHlb119uzZIq9btmwZWrRooYJjsv+HH3644LmEhAR1HNzc3NQ+77vvPkRGRt728xAREREREVHFkZmWgzXTIqDRaFGnuRfC2lc39pBMCoNShqbVAtlp+i2ZycB/Y+RFJe0o/2bV2Pzt9NmfvPddSk1Nxbx581CnTh1VyqcjQaJZs2bh+PHj+O677/Dbb7/hm2++KfJaCcz8888/WL58uVo2b96MSZMmFTz/1ltvqXX//vsv1qxZowJMxYNAEuiaMGECDh8+rPZ14cIFVWJYWoGBgXjhhRcwbtw4aDSaEreRgNngwYOxbds2FcAKDg7G/fffXySQJmQ8EkQ6dOgQQkJCVKDs+eefV/vet28ftFotXn755YLtV6xYoYJQsq+DBw+q7LOWLVsWPC+fR163dOlSFeCS18u2hYN8REREREREVDHJNd7GeSeRciMTzh626DIg5I7VPlWNpbEHUOnlpAOfllUkVJufQTUpQL/N37kCWDvovXcJIEn2ki6bSbKYZJ25+f/HLt97772C+5IJ9eabb2LhwoUYM0aCafkk+COBKwlgiYEDB6qAzMSJE1Wwa/r06Srg1a1bN/X87Nmz4e/vX2Qsw4YNK7gvGVnff/+9yjiS1+vGqC8Z88yZMzF//nw1luK6du1a5PGvv/4KV1dXFTgrXL44dOhQPP744wUZY23atFGZYr169VLrXnvtNbWNjnxeyRIbP358wbpGjRqpW8mIkmDU9u3bVYaVkPEFBASoINxjjz1Wqs9IREREREREpuXY5ss4d/AazC3M0OvZ+rC2YwimOGZKUYEuXbqoLCBZ9uzZo4ItUlJ28eLFgm0WLVqEdu3aqZI6CQ5JwCcqKqrIUZRglS4gJSS4pSu9kyyq7OxstGrVquD5atWqoV69ekX2sX//fvTr1w81atRQ+5KSOlH8vfTh6empgmcffPCBeu/iYmNj8eyzz6oMKSnfc3Z2VsGv4u/VsGHDgvve3t7qtkGDBkXWZWZmIjk5WT2W46gLvBV34sQJ1bOr8HGQjDQ5DvIcERERERERVVzXolOwfckZdb/Nw0Hwquls7CGZJIbpDM3KPj9jSR8XdwDzH73zdgOWADXb6vfepSB9kaRcT2fatGkqSCMlep988okqMRswYIDK/JGAlTwnWVLFe0JZWVkVeSzpibcqnSuJZGnJ/mWR7CEJKkmASB6XFFTSx+uvv44ff/xRLcVJ6d7169dVOWLNmjVVby3Jgir+XoU/ly7lsqR1us9qZ2d3V2MlIiIiIiKiiis7M1f1kcrL1aBWA3c06qZntVMVxEwpQ5NAhZTQ6bMEdQWcpdTvVjWmZoCzX/52+uzvHmtVJcgipXsZGRnq8Y4dO1TQ5t1331VNyCWzqHAWlT6CgoJUIGf37t1FGn6fPn264PHJkydVkEj6UHXo0EH1byrc5PxuSFaXlNpJSV3xXlFSQvfqq6+qfk7h4eEqKBUfH497JZlVUrZYEmmUnpubW+Q4yGc+deoUwsLC7vm9iYiIiIiIyDi2LDyNxNh0OLjaoOvgUPaRug0GpUyJuQXQe/L/HhQPKP3vce9J+dsZQFZWFq5evaoWKSF75ZVXVBmblNEJCUJJxpJkR0kZnvR5+vvvv0sdHBo+fLhqdr5hwwYcO3ZMNfwu3LdKSvasra3xww8/4Ny5c6r3kjQZv1cyE59kdy1YsKDIevlcMtuffGYJEkk2WFlkOX344Yf4/fff1a3s++jRo5g8eXLBez744IOqbFAarEtD92eeeQZ+fn5qPREREREREVU8J3fF4NSuqypHpOfwcNg5Wht7SCaNQSlTE/YA8PgcwNm36HrJoJL18ryBrFq1SvV/kkV6He3duxeLFy9G586d1fMPPPAARo8erWaYa9y4scqckuyj0vriiy9UBpQEu7p374727dujWbNmBc9LuZ40Spf3lqwhyZj68ssv7/nzSYaWBLek71Nh0nhdsrWaNm2qGqFL1pSXl9c9v58cN/kMElST4yUN1aVXl440X5fPLc3UpVxQZmZYuXLlTeWPREREREREZPoSrqZh8+/5VUAt+gaierCrsYdk8sy0ciVMepMm1pJtk5SUpBpiFybBjvPnzyMwMBC2trb3dlQ1efk9plJjAUfv/B5SZZghJX2P5LPIZyicpUSmq0zPLxOWk5OjgnNSTskAHZkanp9kqnhukqniuUmmiucmlbXcnDwsmbQf1y+nwq+eGx54rTHMzc2q7LmZfJvYSWFsdG6qJAAV2MHYoyAiIiIiIiKiO5CZ9iQgZedkhR7Dwu4qIFUVMUWGiIiIiIiIiOgunT0Qh2ObL6v73YaEwcHFhsdSTwxKERERERERERHdheT4DGyYe1Ldb9KzBmqGu/M4lgKDUkREREREREREpZSXp8Ga6RHIzsiFd6AzWj1Ym8ewlBiUIiIiIiIiIiIqpd3/nkPs+WTY2Fui5/BwWFgwxFJaPGJERERERERERKVwMeI6Dq6JUve7DAyBs4cdj99dYFCKiIiIiIiIiEhPaYlZWD/ruLpfv5Mfgpp48djdJQaliIiIiIiIiIj0oNFosXZmBDJScuDu74h2j9bhcbsHDEoREREREREREelh/38XcPlUIixtLNBrRDgsrSx43O4Bg1JERERERERERHdwJTIBe5efV/c7PVUXbj4OPGb3iEEpE5WnycPeq3ux8txKdSuPDe3q1at45ZVXULt2bdjY2CAgIAD9+vXD+vXrDf7eRERERERERKYqIzUba6Yfh1YL1Gvtg5DWvsYeUqVgaewB0M3WXVyHSXsmITY9tmCdt7033m75NrrX7G6QQ3bhwgW0a9cOrq6u+OKLL9CgQQPk5ORg9erVGDlyJE6ePMmvioiIiIiIiKocrVaLDbNPqAbnrt726PhkXWMPqdJgppQJBqRe3/R6kYCUiEuPU+vleUN46aWXYGZmhj179qB///6oW7cuwsPD8frrr2PXrl1qm6+//loFqxwcHFQWlbwmNTW1YB+zZs1SQa1//vkHwcHBsLW1Ra9evRAdHV3kvZYtW4YWLVqo5z08PPDwww8XPJeQkIBBgwbBzc0N9vb2uO+++xAZGXnTeyxfvhz16tVT2zz66KNIT0/H7NmzUatWLfXaV199FXl5hs8uIyIiIiIiosrt8PpoXDh6HRaW5uj1bDisbZnfU1YYlCqHiGp6TrpeS0pWCj7b8xm00N68n//9n2RQyXb67E/eWx83btzAqlWrVEaUBJyKkyCQMDc3x/fff4+IiAgVANqwYQPGjBlTZFsJDk2cOBFz5szB9u3bkZiYiCeffLLg+RUrVqgg1P3334+DBw+q0sCWLVsWPD9kyBDs27cPS5cuxc6dO9VnkG0la6vwe8g4Fi5cqMa9adMmtc+VK1eqZe7cufjll1+wZMkSPb8lIiIiIiIiopvFXUzGzr/Pqvsy056HvxMPUxlieM/AMnIz0GpBqzLbn2RQtV3YVq9tdz+9G/ZW9nfc7syZMyr4ExISctvtRo0aVXBfMpI++eQTvPDCC/jxxx8L1kvwaMqUKWjVKv8zS/AqNDRUZWBJ8EkCVhKkGj9+fMFrGjVqpG4lI0qCURLMats2/zPOnz9fZWVJ9tVjjz1W8B4//fQTgoKC1GPJlJJAVGxsLBwdHREWFoYuXbpg48aNeOKJJ/Q6VkRERERERESFZWXkYvVvx6DJ0yKoiSfqd/LjASpjzJQivTOq1q1bh27dusHPzw9OTk4YOHAgrl+/rjKXdCwtLVVpno4EuiTT6sSJE+rxoUOH1D5KItvI63UBLeHu7q7K9HSvF1KypwtICW9vbxUkk4BU4XVxcXH8domIiIiIiOiurpM3zT+J5PhMOFWzRZeBIarlDZUtZkoZmJ2lncpY0sf+2P14af1Ld9zux24/opl3M73eWx/S/0n+uG7XzFwaofft2xcvvviiynaqVq0atm3bhuHDhyM7O1sFivRhZ6ffmG7HysqqyGMZe0nrNBrNPb8XERERERERVT3Ht13BmX1xMDc3Q88R4bCxL3rNSWWDmVIGJsERKaHTZ2lbva2aZc8MJUdfZb2PvY/aTp/96RvFlQCTNCSfOnUq0tLSbnpe+kLt379fBXm++uortG7dWjVCv3Llyk3b5ubmqp5QOqdOnVKvlxI+0bBhQ9VHqiSyjbx+9+7/D+JJJpbsQ0ryiIiIiIiIiAzt+uVUbP0jf8KtVg/Whk9tFx50A2FQyoRYmFvg7ZZvq/vFA1O6x2NbjlXblTUJSMlsddL36c8//1T9naRkThqKt2nTBnXq1FG9nH744QecO3dO9XD6+eefb9qPZCy98sorKrAkgSxpXC5BLF0z8w8//BC///67upX9Hz16FJMnTy7I2HrwwQfx7LPPqiysw4cP45lnnlHlgrKeiIiIiIiIyJBysvOweloE8nI0qBFWDU161OABNyAGpUxM95rd8XXnr+Fl71VkvWRQyXp53hBq166NAwcOqAbhb7zxBurXr48ePXqorCZpKi7NyL/++msVQJLnpAH5Z599dtN+pIxv7NixePrpp9GuXTvV52nRokUFz3fu3BmLFy9WDc0bN26Mrl27qiboOjNnzkSzZs1UqaAEw6SOV2bUK16eR0RERERERFTWti46jYSYNNi7WKPbkDCYmbOPlCGZafXtck1KcnIyXFxckJSUBGdn5yJHJTMzE+fPn0dgYCBsbW3v6YjlafJwIO4ArqVfg6e9J5p6NS3TDCkpxZPPIp/B3LxsYpOzZs1SM/RJuR6VvbI8v0yZZORJIPL+++9nMJJMDs9PMlU8N8lU8dwkU8Vzk0pyeu9VrJ1+XEqV8OBrjeEfUq3cD1ROJbkeul3spDA2OjdREoBq4fP/s9gRERERERERkWEkxqVj07xT6n7z+2oZJSBVFbF8j4iIiIiIiIiqLOkftWZaBHKy8uBbxwUt+tQy9pCqDAalqMxIU3OW7hEREREREVFFsuPvM7gWlQJbByv0HB4OcwuGSsoLjzQRERERERERVUnnD1/DkQ2X1P1ug0Ph6FZ5+/eaIgaliIiIiIiIiKjKSbmRifVzTqj7jboFoFZDD2MPqcqpsEGpSZMmwczMTM32Vnh2spEjR8Ld3R2Ojo7o378/YmNji7wuKioKffr0gb29Pby8vPDWW28hNzfXCJ+AiIiIiIiIiIxBk6fB2ukRyErLhVdNJ7R5OIhfhBFUyKDU3r178csvv6Bhw4ZF1o8ePRrLli3D4sWLsXnzZly5cgWPPPJIwfN5eXkqIJWdnY0dO3Zg9uzZmDVrFj744AMjfAoiIiIiIiIiMoY9y88j5mwSrGwt0HNEOCwsK2R4pMKrcEc9NTUVAwYMwG+//QY3N7eC9UlJSZg+fTq+/vprdO3aFc2aNcPMmTNV8GnXrl1qmzVr1uD48eOYN28eGjdujPvuuw8TJkzA1KlTVaCKiIiIiIiIiCq36BM3sH/VRXW/yzMhcPG0N/aQqixLVDBSnifZTt27d8cnn3xSsH7//v3IyclR63VCQkJQo0YN7Ny5E61bt1a3DRo0gLe3d8E2vXr1wosvvoiIiAg0adLkpvfLyspSi05ycrK6lfeSpTB5rNVqodFo1GLKZJy6W1MfK+WT70m+LznPLCwsKu1h0f1dFf/7IjIFPD/JVPHcJFPFc5NMFc/Nqis9ORtrZ0QAWiCkrQ9qNapmUtceOZXkekjf8VeooNTChQtx4MABVb5X3NWrV2FtbQ1XV9ci6yUAJc/ptikckNI9r3uuJJ999hnGjx9/03rJupK+VIVZWlrCx8dHZXNVlMyrlJQUYw+B9CTnVEZGBrZs2VIl+qCtXbvW2EMguiWen2SqeG6SqeK5SaaK52bVIrkZ8fvskJViCUvHPCQ7RmLlykiYorUV/HooPT29cgWloqOj8dprr6kvxta2/KZoHDduHF5//fUimVIBAQHo2bMnnJ2di2wrjdZlnNJk/V7HqM3LQ8b+/ci9dg2Wnp6wa9YMZmWYHSMZNxKQcnJyUg3jhw4dijlz5ty0nXzO//77r0iD+ffff18F6958880yGw/dmZxfdnZ26NixY7n+DRgjoi5/5z169ICVlZWxh0NUBM9PMlU8N8lU8dwkU8Vzs2o6tCYal+MvwMLKHA+/2hRuvg4wNTmV5HpIV2VWaYJSUp4XFxeHpk2bFmlcLlkjU6ZMwerVq1UmSWJiYpFsKZl9T7KXhNzu2bOnyH51s/PptinOxsZGLcXJyVH8BJHxSIDH3NxcLXcrec0axH76GXILZW9Z+vjA+51xcO7ZE2VBV7KnG6/c9u7dW/XhKkw+e+HPIs+PGTOm4JbKj+57Kuncq4yqyuekionnJ5kqnptkqnhukqniuVl1SFPzvSvy+0h1fLIuvGoUrbIyNVYV/HpI37FXmEbn3bp1w9GjR3Ho0KGCpXnz5qrpue6+fOj169cXvObUqVOIiopCmzZt1GO5lX1IcEtHIpCS8RQWFgZTIAGpy6+NKhKQErmxsWq9PG8oEoCS4FzhpXAzeZnRUMrHPv74YxX1lCbyRERERERERKYsMy0Ha6Yfg1ajRXALb4S29TX2kKiiZUpJmVn9+vWLrHNwcIC7u3vB+uHDh6tSu2rVqqlA0yuvvKICUdLkXFeKJsGngQMH4vPPP1d9pN577z3VPL2kbKiyKpPTZmTot21eHmI/mZhf6HrzjgAzIHbip3Bo00avUj4zOzuVWVNWZHbDp556SgX/5FYet23btsz2T0RERERERFTW1+Qb5pxA6o0sOHvaofPT9cr0OpmqSFBKH998840qcerfv7+aMU9m1vvxxx8LnpcZy5YvX65m25NglQS1Bg8erDJ/DEUCUqeaNiujneVnTJ1u0VKvzesd2A+zYs3Yb0eOjfTDKuydd95Ri2RGLVmyRM1gKJ555hl06NAB33333U2vISIiIiIiIjIFRzddxvnD8TC3MEOvEeGwtqtUYZAKr0J/G5s2bSryWJo/T506VS23UrNmTaxcubIcRlfxdOnSBT/99FORdZJ1Jn7//XcEBQWhUaNG6nHjxo3VsVy0aJHKUCMiIiIiIiIyJdeiUrD9z/zZ9do+UgdeNYtOVkbGV6GDUhWBlNBJxpI+0vftQ/Rzz99xu4Bff4F98+Z6vXdpSOZYnTp1SnxOSvUiIiJgaWlZpFn6jBkzGJQiIiIiIiIik5KdmYvV045Bk6tFrYYeaNjV39hDohIwKGVgUquqbwmdQ7t2apY9KdErsa+UmRksvb3Vdvr0lCor0hx+3759KjNNlzklbty4gc6dO+PkyZMICQkpt/EQERERERER3a6P1ObfTyEpLgOObjboNiiUfaRMFINSJkQCTd7vjFOz7EkAqkhg6n+N2OR5QwWkpA+XNH8vTDKjJEuqZcuW6Nix402vadGihXr+iy++MMiYiIiIiIiIiErj5M6rOL07FmbmZugxPBy2jlY8gCbK3NgDoKKce/aE33ffqoyowuSxrJfnDWXVqlXw9fUtskgwat68eap5fElk/Zw5c5CTk8OvkoiIiIiIiIzqRkwatiw8pe637BuI6nVc+Y2YMGZKmSAJPDl164b0ffuRe+0aLD09Yd+8mUFL9mbNmqWW0hozZoxaiIiIiIiIiIwpNzsPa6YdQ262Bv4hbmjauya/EBPHoJSJkgCUQ6uWxh4GERERERERUYWwbckZXL+cBjsnK3QfGgZz8/w2OGS6WL5HRERERERERBXamf1xiNhyWd2XgJSDi42xh0R6YFCKiIiIiIiIiCqs5PgMbJx7Qt2Xkr0aYe7GHhLpiUEpIiIiIiIiIqqQ8nI1WD0tAtmZefCp7YJW/QKNPSQqBQaliIiIiIiIiKhC2vXvOcRdSIaNvSV6jgiHuQXDHBUJvy0iIiIiIiIiqnAuHruOQ2uj1P2ug0LhVM3W2EOiUmJQioiIiIiIiIgqlNSELKybdVzdb9DFH7Ubexp7SHQXGJQiIiIiIiIiogpDo9Fi3cwIZKbmwCPAEe0eqWPsIdFdYlCKiIiIiIiIiCqMfSsv4PLpRFjZWKDXiPqwsGJoo6LiN0el1rlzZ4waNcrkj9xHH30Eb29vmJmZ4Z9//jH2cIiIiIiIiOgeXT6dgH0rzqv7nZ6uB1dvex7TCoxBKRNOR7x8KgGn915Vt/LYkIYMGaKCNy+88MJNz40cOVI9J9uIv/76CxMmTIApO3HiBMaPH49ffvkFMTExuO+++1CrVi18++23xh4aERERERER3YWMlGysnR4BrRYIaeuLeq18eBwrOEtjD4BudvZgHLYuikRaYlbBOgdXG3R4IhhBTbwMdsgCAgKwcOFCfPPNN7Czs1PrMjMzsWDBAtSoUaNgu2rVqt31e2i1WuTl5cHS0rCn3tmzZ9Xtgw8+qAJqREREREREVHFpNVqsn30CaUnZcPOxR8cn6hp7SFQGmCllggGpVb8cKxKQEvJY1svzhtK0aVMVmJJMKB25LwGpJk2a3LJ8LysrC2PHjlWvtbGxQZ06dTB9+nT13KZNm1RQ6L///kOzZs3U89u2bVOvefXVV+Hl5QVbW1u0b98ee/fuLdhnQkICBgwYAE9PTxUgCw4OxsyZMwueP3r0KLp27aqec3d3x3PPPYfU1NSCsr1+/fqp++bm5ur9ZcwXL17E6NGj1WMGqoiIiIiIiCqOQ+ujcfHYddU/qtez9VU/Kar4GJQyMMkMysnK02vJysjF1kWnb7s/yaCS7fTZn7x3aQ0bNqxI8GfGjBkYOnTobV8zaNAg/P777/j+++9V2ZyUzDk6OhbZ5u2338akSZPU8w0bNsSYMWPw559/Yvbs2Thw4IAKZPXq1Qs3btxQ27///vs4fvy4CmbJa3766Sd4eHio59LS0tS2bm5uKpC1ePFirFu3Di+//LJ6/s033yz4DFK6J4sE1/z9/fHxxx8XrCMiIiIiIiLTF3s+Gbv+zq+Gaf9YMNz9il5vUsXF8j0Dy83W4NfXNpfZ/iRjatroLXpt+9x3nUodPX7mmWcwbtw4lVUktm/frkr6JOOpJKdPn8Yff/yBtWvXonv37mpd7dq1b9pOgkE9evTI/wxpaSrINGvWLNXrSfz2229qH5Jh9dZbbyEqKkplZzVv3lw9L/2gdKScUMoK58yZAwcHB7VuypQpKjtq8uTJqrm5q6urWu/j8/81xhYWFnByciqyjoiIiIiIiEyXJGWsmX5M9VkOauqF8A7VjT0kKkMMSlERUi7Xp08fFTCSTCu5r8tQKsmhQ4dUsKdTp063PZK64JKu31NOTg7atWtXsM7KygotW7ZUWVHixRdfRP/+/VUWVc+ePfHQQw+hbdu26jnZplGjRgUBKSH70mg0OHXqlApKERERERERUcUm16Qb555EcnwmnD1s0WVgCFuxVDIMShn6AFubq4wlfVyJTMTyKYfvuF3flxuherCrXu99N6SET1cKN3Xq1Ntuq2uIfieFA0j6kAwqydZauXKlyqDq1q2bmgXwyy+/LNV+iIiIiIiIqGKK2HoFZw/EwdzcDD2H14eNHUMYlQ17ShmYNNSWEjp9loCwamqWvdtxdLNR2+mzv7tt5t27d29kZ2erbCbp3XQ7DRo0UBlKmzfrX6IYFBQEa2trVRqoI+8l/aHCwsKKZG0NHjwY8+bNw7fffotff/1VrQ8NDcXhw4dVGaCO7EuamterV++W7yvvKTP/ERERERERkWm7fjkV2xZHqvutHw6Cd6CzsYdEBsCglAmR6G+HJ4Jvu037x4PVdoYk5XhSIieNxuX+7UivJwkcSXbVP//8g/Pnz6v+U9Jn6nZZU1KeJ72jVq1apd7n2WefRXp6OoYPH662+eCDD/Dvv//izJkziIiIwPLly1UwSsisfDJjn7zvsWPHsHHjRrzyyisYOHDgbUv3ZKxbtmzB5cuXER8ff9fHh4iIiIiIiAxHJu5a/dsx5OVoULO+Oxp3C+DhrqQYlDIxQU280Pv5+jdlTEmGlKyX58uDs7OzWvQhTcsfffRRvPTSSwgJCVEBpsJZTCWRmfikZ5QEkpo2baqCT6tXr1Yz6umymqThuszU17FjRxUck4brwt7eXm0rM/W1aNFCvbeU90mz89uRZusXLlxQmVqShUVERERERESmZ8ui00i4mg4HF2t0GxIKMwMnZpDxmGmlcxjpLTk5GS4uLkhKSropaCMzwkmmUGBgoMrkuRcys0BMZCLSkrPg4GwD32DXMs2QkpI7+SzyGaTsjUxfWZ5fpkxKOaWX2P33368a4BOZEp6fZKp4bpKp4rlJpornpuk6tfsq1s08DulG8+DoJvCrm5+4UFXkVJLrodvFTgpjlzATJQEov3pV64+PiIiIiIiIqq7E2HRsXnBK3W/eJ7DKBaSqIqbIEBEREREREZFRSf+o1dOOqX5SfnVd0fz+WvxGqgAGpYiIiIiIiIjIqLb/dQbx0amwdbRCj2HhBp/gi0wDg1JEREREREREZDTnDl3D0Y2X1P3uQ8JumviLKi8GpYiIiIiIiIjIKFJuZGLDnBPqfuMeNVCzvju/iSqEQSkiIiIiIiIiKnd5eRqsmRaBrPRceNVyRusHa/NbqGIYlCIiIiIiIiKicrdn2XlcPZcEaztL9BoRDgtLhiiqGn7jRERERERERFSuoo/fwIHVF9X9Ls+EwNnDjt9AFcSgFBERERERERGVm7SkLKydGQFogfCOfqjTzItHv4piUIr0NmvWLLi6upr0ETMzM8M///xj7GEQERERERFRCbQaLdbNPI6MlBy4+zmi/aN1eJyqMAalTJRGk4foiCM4sX2zupXHhjRkyBAV0Jk0aVKR9RLgkfXiiSeewOnTp0u1386dO2PUqFFlOlYiIiIiIiKqmPavvohLJxNgaW2OXs+Gw9LawthDIiOyNOabU8kid+/Ahlm/IvVGfME6x2oe6DrkOQS3amuww2Zra4vJkyfj+eefh5ub203P29nZqYWIiIiIiIiotGLOJKrm5qLjk/Xg5uPAg1jFMVPKBANSS7/+tEhASshjWS/PG0r37t3h4+ODzz77TK/yvY8++giNGzfG3LlzUatWLbi4uODJJ59ESkpKQfbV5s2b8d1336lsK1kuXLignjt27Bjuu+8+ODo6wtvbGwMHDkR8fHyRDKtXX30VY8aMQbVq1dS45P0Ki4yMRMeOHVUwLSwsDGvXrr1pzEePHkXXrl1VMM3d3R3PPfccUlNTy+yYERERERER0Z1lpuVgzfQIVb5Xt5U3Qtr48LARg1KGptVqkZOZqdeSlZ6GDTN/ue3+Nsz6RW2nz/7kvUvDwsICn376KX744QdcunRJr9ecPXtWlfgtX75cLRKE0pUASjCqTZs2ePbZZxETE6OWgIAAJCYmqkBRkyZNsG/fPqxatQqxsbF4/PHHi+x79uzZcHBwwO7du/H555/j448/Lgg8aTQaPPLII7C2tlbP//zzzxg7dmyR16elpaFXr14q62vv3r1YvHgx1q1bh5dffrlUx4WIiIiIiIjunlybrp99AqkJWXDxskOnp+oVtImhqo3lewaWm5WF7wc/Wmb7S71xHVOGPqHXtq/OXgIrW9tS7f/hhx9W2U8ffvghpk+ffsftJTgkGVROTk7qsWQ8rV+/HhMnTlSZUxI0sre3V5lOOlOmTFEBKQmA6cyYMUMFrKRnVd26ddW6hg0bqnGI4OBg9TrZd48ePVRw6eTJk1i9ejWqV6+utpH9SfaVzoIFC5CZmYk5c+ao4Jbuvfv166fKFCVDi4iIiIiIiAzryMZLuHAkHuaWZuj1bH1Y2zIUQflYvkc3kYCNZCmdOHHijkdHyvZ0ASnh6+uLuLi4277m8OHD2Lhxoyrd0y0hISEFmVc6EpQqrPC+ZWwSxNIFpIRkZRUm2zRq1KggICXatWunAmmnTp3iN09ERERERGRg16JSsOOvM/nXY/2D4Rnw/9ePRAxPGpiljY3KWNLHpRPH8Nekon2TSvLI2x/BP7S+Xu99N6RPk5S9jRs3TvWFuh0rK6sijyUFU4I+tyM9nXTZSsVJ4Ole9k1ERERERESmITszF6t/OwZNrha1G3uiQWc/Yw+JTAyDUgYmgRR9S+hqNmqiZtkr3uS8MCd3D7Wdublhp82UvlBSxlevXr172o+U7+Xl5RVZ17RpU/z5558qy8rS8u5OwdDQUERHR6s+VbpA1q5du27aRkoLpbeULltq+/btMDc3v+fPRURERERERLfvI7Vp/ikkXcuAYzUbdBkYwj5SdBOW75kQCTR1HfLcbbfpMvg5gwekRIMGDTBgwAB8//3397QfCTxJI3KZdU9m15NMp5EjR+LGjRt46qmnVANyKdmT3lBDhw69KYB1u5kCpffU4MGDVTng1q1b8e677xbZRsYvM/PJNjLbn5QMvvLKK6rvFftJERERERERGc6JHTGI3BsLM3Mz9BxeH7YORSthiASDUiYmuFVbPPD6OypjqniGlKyX58uLzHZ3r+Vyb775pprVLywsDJ6enoiKilJ9oCRjSQJQPXv2VAGwUaNGwdXVVWUx6UO2+/vvv5GRkYGWLVtixIgRqrl6YdJgXYJdEgBr0aIFHn30UXTr1k01OyciIiIiIiLDuHElDVsXnlb3Wz0QCN8gFx5qKpGZVnLqSG/JyclqVrmkpCQ4OzsXeU5mejt//jwCAwNVhs690GjycPlEBFITE+Do6ga/0PAyzZCSYJN8FvkM+gaCyLjK8vwyZTk5OVi5ciXuv//+m/qKERkbz08yVTw3yVTx3CRTxXPTcHKz87B40j4VmAoIq4Z+LzdS2VJUtc7N5NvETgpjTykTJQGogPCis88RERERERERmbKtiyNVQMre2Rrdh4QxIEW3xRQZIiIiIiIiIrpnkfticXzrFcAM6D4sTAWmiG6HQSkiIiIiIiIiuicyy96meSfV/Wa9ayIgpBqPKN0Rg1JEREREREREdNfycjVYM+0YsjPz4FvHBS37BvJokl4YlCIiIiIiIiKiu7bzn7OIu5gCGwdL9BgWDnMLhhpIPzxTiIiIiIiIiOiuXDgaj8ProtX9boNC4VSt8s4UTmWPQSkiIiIiIiIiKrXUhEysn3VC3W/Y1R+BjTx5FKlUGJQiIiIiIiIiolLR5GmwdsZxZKblwLOGE9o+XIdHkEqNQSkqF0OGDMFDDz3Eo01ERERERFQJ7F15AVciE2Fla4GeI8JhYcXwApUezxoqCBqZmZmpxcrKCoGBgRgzZgwyMzONfoRmzZoFV1dXYw+DiIiIiIiIAFw6lYB9Ky+oY9F5QD24etnzuNBdsby7l5GhaTVaZJ1PgiYlG+ZO1rAJdIGZuZlB37N3796YOXMmcnJysH//fgwePFgFqSZPnozKQKvVIi8vD5aWPO2JiIiIiIjuRnpyNtbOiAC0QGg7X9Rt4cMDSXeNmVImKONYPK5O3oP4347ixsJT6lYey3pDsrGxgY+PDwICAlSpXffu3bF27Vr1XFZWFl599VV4eXnB1tYW7du3x969e4u8PiIiAn379oWzszOcnJzQoUMHnD17tsT3ktd6enoWBLwOHz6MLl26qNfJ65s1a4Z9+/Zh06ZNGDp0KJKSkgoyuT766CP1mrlz56J58+bqNTLup59+GnFxcQXvIa+V7f/77z+1P/l827ZtM+ARJCIiIiIiqtzJE+tnH0d6UjbcfB3Q4Ym6xh4SVXAMSpkYCTxdn3cCeUnZRdbLY1lv6MCUzrFjx7Bjxw5YW1urx1LK9+eff2L27Nk4cOAA6tSpg169euHGjRvq+cuXL6Njx44q8LNhwwaVaTVs2DDk5ubetG95vkePHpg4cSLGjh2r1g0YMAD+/v4qWCWvffvtt1UZYdu2bfHtt9+qQFVMTIxa3nzzTfUayeiaMGGCCmj9888/uHDhgipDLE72NWnSJJw4cQINGzY08JEjIiIiIiKqnA6ui0JUxA3VP6rXiHBYWVsYe0hUwbGOqRxKxrQ5Gv221WiRsLTkzCIded66jqtepXxmVuYqU0hfy5cvh6OjowokSWaUubk5pkyZgrS0NPz000+qt9N9992ntv3tt99UFtX06dPx1ltvYerUqXBxccHChQtVMEnUrXtz1Pzvv//GoEGDMG3aNDzxxBMF66OiotR+QkJC1OPg4OCC52S/8jkkG6owCXrp1K5dG99//z1atGiB1NRU9Tl0Pv74YxUEIyIiIiIiortz9VwSdv9zTt3v8Hgw3P3+/5qL6G4xKGVgEpC68sGOMtufJjkbMR/t1Gvb6h+3hVkpItdSPifBJwlCffPNN6r3Uv/+/XHkyBGVldSuXbuCbSXw1LJlS5V9JA4dOqTK9XQBqZLs3r1bBb6WLFly00x8r7/+OkaMGKFK8qRs8LHHHkNQUNBtxysZVVLKJ5lSCQkJ0Gg0BQGusLCwgu2kxI+IiIiIiIjuTlZ6DtZMj4BGo0Wd5l4Ia1+dh5LKBMv3qICDg4Mqy2vUqBFmzJihgkiSCaUPOzu7O24jQSbJhJJ9S5CrMAkuSU+qPn36qPI+CSpJVtWtSOBMygelrG/+/Pmq7E+3fXZ29k2fi4iIiIiIiO6u+mfj3JNIuZ4JZw9bdBkQUqqKHKLbYaaUgUkJnWQs6UNm27s+M+KO27kPDVez8enz3ndLSvfeeecdlcF05swZ1Vtq+/btqFmzpnpegkoSCBo1apR6LL2apN+UrL9VtpSHhwf++usvdO7cGY8//jj++OOPIttKuZ8so0ePxlNPPaVmAnz44YfVe8useYWdPHkS169fV72ipDG7kMboREREREREVHYitlzG2YPXYG5hhl7P1oe1HcMIVHaYKWVgEkE2t7bQa7ENdoOFS35j8VuxcLFR2+mzv3uNXksJnYWFhSrpe/HFF1XPp1WrVuH48eN49tlnkZ6ejuHDh6ttX375ZSQnJ+PJJ59UwaHIyEhVinfq1Kki+5TZ+yQTSoJKEniS/lUZGRnq9TJb3sWLF1XwSwJeoaGh6jW1atVSfaLWr1+P+Ph49b41atRQwaoffvgB586dw9KlS1XTcyIiIiIiIiob8ZdSsG3xGXW/zcNB8KrpzENLZYpBKRMizctd+92+j5Jrv9p6NTkvC9JTSoJFn3/+uZopT/pLDRw4EE2bNlXZU6tXr4abm5va1t3dXQWbJHjUqVMnNGvWTDVDLylrShqWy7ZHjx5Vs+5JVpZkPUkDdMmUkiwqaag+fvx4tb3MwPfCCy+oxuienp5qPHIrjdcXL16sSv0kY+rLL78sl+NCRERERERU2WVn5mL1bxHIy9WgVgN3NOqWX6FCVJbMtFIgSnqTbCCZDS4pKUn1MyosMzMT58+fR2BgIGxtbe/6qGYci0fisrPIS8oukiElASm7+h5l8m1JU3D5LPIZJChEpq+szi9TJyWgK1euxP3333/bxvlExsDzk0wVz00yVTw3yVTx3Lyz9bOO4+Suq3BwtcET77WAnePtq3qobORUkuuh28VOCmMxqAmSwJNtmLvqMaVJyYa5k7XqIVVeGVJERERERERUdZ3aFaMCUtIRpufwcAakyGAYlDJREoCyDXI19jCIiIiIiIioCkm4moZNv59W91v0DUT1YF6XkuGwbouIiIiIiIiIkJuTh9XTIpCblQe/em5odl8tHhUyKAaliIiIiIiIiAg7lpzB9UupsHOyQo9hYTBnCxkyMAaliIiIiIiIiKq4swfjcHTzZXW/25AwOLjYGHtIVAVUmKDUTz/9hIYNG6qu7bK0adMG//33X5GZyUaOHAl3d3c4Ojqif//+iI2NLbKPqKgo9OnTB/b29vDy8sJbb72F3NxcI3waIiIiIiIiItOQHJ+BjXNPqvtNetZAzXB3Yw+JqogKE5Ty9/fHpEmTsH//fuzbtw9du3bFgw8+iIiICPX86NGjsWzZMixevBibN2/GlStX8MgjjxS8Pi8vTwWksrOzsWPHDsyePRuzZs3CBx98YMRPRURERERERGQ8eXkarJkegaz0XHgHOqPVg7X5dVC5qTCz7/Xr16/I44kTJ6rsqV27dqmA1fTp07FgwQIVrBIzZ85EaGioer5169ZYs2YNjh8/jnXr1sHb2xuNGzfGhAkTMHbsWHz00UewtrY20icjIiIiIiIiMo49S88h9nwybOwt0XN4OCwsKkzuClUCFSYoVZhkPUlGVFpamirjk+ypnJwcdO/evWCbkJAQ1KhRAzt37lRBKblt0KCBCkjp9OrVCy+++KLKtmrSpEmJ75WVlaUWneTkZHUr7ydLYfJYq9VCo9GoxZTJOHW3pj5Wyiffk3xfcp5ZWFhU2sOi+7sq/vdFZAp4fpKp4rlJpornJpkqnpv5ok8k4MDqKHW/41PBsHOx5H+HG1lOJbke0nf8FSoodfToURWEkv5R0jfq77//RlhYGA4dOqQynVxdXYtsLwGoq1evqvtyWzggpXte99ytfPbZZxg/fvxN6yXzSnpTFWZpaQkfHx+kpqaqMsGKICUlxdhDID3JOZWRkYEtW7ZUiV5oa9euNfYQiG6J5yeZKp6bZKp4bpKpqsrnZl6mGWK3yzWtORxqZOPElT04ccXYo6LKcm6mp6dXvqBUvXr1VAAqKSkJS5YsweDBg1X/KEMaN24cXn/99SKZUgEBAejZs6dquF6YBMuio6NVwMzW1hamTDJuJCDl5OQEMzMzte7atWv48MMPsXLlStUk3s3NTTWXf//999GuXTtjD7nKk/PLzs4OHTt2NPnz614j6vID3KNHD1hZWRl7OERF8PwkU8Vzk0wVz00yVVX93NRotFg59Sg02Ulw93PAg6PawdKKZXumIKeSnJu6KrNKFZSSbKg6deqo+82aNcPevXvx3Xff4YknnlBZJImJiUWypSSwIplLQm737NlTZH+62fl025TExsZGLcXJyVH8BJGyQgnwmJubq+VeS7UuXryosq4kyFWzZs173mfx/QvdeMVjjz2mjqM0ga9du7Y6PuvXr0dCQkKZvjfdHfkO5Psq6dyrjKrK56SKiecnmSqem2SqeG6Sqaqq5+a+ledx5XQSLG0s0OvZ+rCzv/mal4zLqoKfm/qOvUJHGiSwIv2eJEAlH1gCKDqnTp1CVFSUKvcTcivlf3FxcQXbSPRRsp2kBNCUSEP2b7/9VgWH/vzzT3Urj2W9oUhAb+vWrZg8eTK6dOmigmAtW7ZUmWIPPPCA2kaOp8x4KEEyOW6PP/54QWBPSMN4aSA/d+5c1KpVCy4uLnjyyScLSgTnzJkDd3f3Ij26xEMPPYSBAwca7LMRERERERFRviuRidiz7Ly63+mpunDzceChIaOpMEEpCY5IL50LFy6o4JI83rRpEwYMGKCCH8OHD1dldhs3blSNz4cOHaoCUdLkXEi5nQSfJPhx+PBhrF69Gu+99x5GjhxZYiaUsUjg6Y8//rgp1U0ey3pDBaYk0CTLP//8c1PQSBcAlIDUjRs3VMmkBPTOnTunstQKO3v2rNrH8uXL1SLbTpo0qSATS7LJli5dWrC9BAlXrFiBYcOGGeRzERERERERUb7M1BysnREBmfeqXmsfhLT25aEho6ow5XsSvBg0aBBiYmJUEEp6HUlgSeosxTfffKPKm/r376+CKjKz3o8//ljwepmtTIIkMtueBKscHBxUT6qPP/7YoOPWzZamDwn8/Pfff7fdZtWqVaq0Tp9yOske0/WLuhNp0j5r1iw8++yz+Pnnn9G0aVN06tRJZTrJsZYsNAkGnj9/XvXU0mU+hYeHqzLKFi1aFHwG2Y/0qhISBJTXTpw4UfVDevrppzFz5kwVoBLz5s1TsyR27txZr3ESERERERHR3V2brp99HKkJWXD1tkfHJ+vyMJLRVZig1PTp02/7vDR+njp1qlpuRUrSpIl3eZKA1Kefflpm+5OMKV3m0Z288847qg+XviSg16dPH1XGt2vXLhUg+/zzzzFt2rSCBu+6gJSQzDPp4XXixImCoJSU7ekCUsLX17dIyaQEvWTby5cvw8/PTwWwhgwZonfwjIiIiIiIiErvyIZLuHD0OiwszdHr2XBY21aYcABVYhWmfI/KhwT3JPtMZtzbsWOHChjJjHx328xMgk26puqiSZMmaNSokcqykjLLiIgI9R5ERERERERkGHEXk7HjrzPqfrtH68DD//8TCYiMiaFRA5MgjWQs6UNm25s/f/4dt5M+WpL1pc973yvJhpIeUaGhoYiOjlaLLltK+ltJg/TSNoofMWKEatwu2VLdu3cvkn1FREREREREZSc7Ixerp0VAk6dFUBNP1O/kx8NLJoNBKQOTTCF9S+iCgoLUrHbFm5wXJs/Ldvr0lCqN69evqz5P0nBcekhJCd6+fftU+Z40OJfgUYMGDVRATAJKubm5eOmll1TfqebNm5fqvaSv1JtvvonffvtNZUwRERERERGRYfpIbZp/EsnXMuBUzRZdBoawdQqZFJbvmRAJNPXu3fu228jzZR2QEjLzXqtWrVTD+I4dO6J+/fqqhE96QE2ZMkX9cP37779wc3NTz0uQShquL1q0qNTvJY3qpX+VvOdDDz1U5p+FiIiIiIiIgBPbYxC5Lw7m5mboOSIcNvb3Xk1DVJaYKWVipBTu8ccfV7PsFc6YkgwpCUiVtlROXzY2Nvjss8/UcisyS54Epm7lo48+Uktho0aNUktxUronWVfyvkRERERERFS2rl9JxdZFp9X9Vg/Whk9tFx5iMjkMSpkgCTyFhISoHlOpqakqo0h6SBkiQ6q8JSQkYNOmTWr58ccfjT0cIiIiIiKiSicnOw+rf4tAbo4GNcKqoUmPGsYeElGJGJQyURKACgwMRGUjs+9JYGry5MmoV6+esYdDRERERERU6WxbdBoJMWmwd7FGtyFhMDM3M/aQiErEoBSVqwsXLvCIExERERERGUjk3lgc3x4DmAE9hobB3lm/ibeIjKHi14MRERERERERERLj0rFx/kl1JJrfVwv+IdV4VMikMShFREREREREVMHl5WiwZloEcjLz4FvHBS361DL2kIjuiEEpIiIiIiIiogpu599ncS0qBbYOVug5PBzmFrzcJ9PHs5SIiIiIiIioAjt/JB6HN0Sr+90Gh8LRzdbYQyLSC4NSRERERERERBVUyo1MrJ99XN1v1C0AtRp6GHtIRHpjUIqIiIiIiIioAtLkabB2RgSy0nLhVdMJbR4OMvaQiEqFQSmiO6hVqxa+/fZbHiciIiIiIjIpe5afR8yZJFjZWqDniHBYWPISnyoWnrGkXLt2DS+++CJq1KgBGxsb+Pj4oFevXti+fXuFPUKbNm2CmZlZicvVq1f13s/evXvx3HPPGXSsREREREREpRF94gb2r7qo7nd5JgQunvY8gFThWBp7AFQyrTYPiYl7kZUVBxsbL7i6toCZmYXBDlf//v2RnZ2N2bNno3bt2oiNjcX69etx/fp1o39FMi5ra+u7fv2pU6fg7OxcZJ2Xl5fer/f09Lzr9yYiIiIiIipr6cnZWDvzOKAFwtpXR3Bzbx5kqpCYKWWC4uJWY/uOjjhwcAAijo9Wt/JY1htCYmIitm7dismTJ6NLly6oWbMmWrZsiXHjxuGBBx4o2C4yMhIdO3aEra0twsLCsHbtWpV19M8//xTJTJL96Rw6dEitu3DhgnosQa6nnnoKfn5+sLe3R4MGDfD7778XGU/nzp3x8ssvY9SoUfDw8FAZW+LYsWO477774OjoCG9vbwwcOBDx8fF3/HwSgJLMr8KLuXn+qT9kyBA89NBD+PLLL+Hr6wt3d3eMHDkSOTk5JZbvyWeUAJkcL53PP/9cvYcE8oiIiIiIiAxJq9Fi3azjyEjORrXqDmj/eDAPOFVYDEqZGAk8HT02EllZRcvLsrJi1XpDBKYkyCOLBJeysrJK3Eaj0eCRRx5RAZndu3fj559/xtixY0v9XpmZmWjWrBlWrFihgkxSFifBpT179hTZTjK25L2kfFDeSwJdXbt2RZMmTbBv3z6sWrVKBYEef/xx3KuNGzfi7Nmz6lbed9asWWopiQTMJFgmY05KSsLBgwfx/vvvY9q0aSpQRkREREREZEgH1lxE9PEbsLQyR68R9WFlbbiKGiJDY/megWm1Wmg0GXpum4fTp8fLvZKeBWCG05Efo1q1tnqV8pmb26kspTuxtLRUQZhnn31WBYCaNm2KTp064cknn0TDhg3VNuvWrcPJkyexevVqVK9eXa379NNPVeZSaUiG1Jtvvlnw+JVXXlH7/OOPP1R2lk5wcLDKQNL55JNPVEBK3lNnxowZCAgIwOnTp1G3bt1bvqe/v3+Rx5IJFhERUfDYzc0NU6ZMgYWFBUJCQtCnTx9VuijHoyQyFskSk4CaBNYGDx5cJKOMiIiIiIjIEGLOJmH30vPqfocn66pMKaKKjEEpA5OA1KbNDcpob1qVQbV5S2O9tu7c6SgsLOz17iklwRgpS9u1axf+++8/FRSSDCApcTtx4oQKAOkCUqJNmzal/gR5eXkqsCRBqMuXL6t+UZKdJaV8hUk2VWGHDx9WmUyS0VWcZDndLigln8nJyangsZWVVZHnw8PDVUBKR8r4jh49esv9SQbX/PnzVcBOAlzffPPNHT41ERERERHRvclMy8Ga6cdU+V5wC2+EtvXlIaUKj0EpKiC9onr06KEWKUkbMWIEPvzwQxWU0oeuT5Nkh+kU7s0kvvjiC3z33XeqR5P0k3JwcFDlcBKcKkzWF5aamop+/fqpvlfFSRDpdgIDA+Hq6nrL54sHqSS7TMoVb2fHjh3q9saNG2opPl4iIiIiIqKyItdYG+acQOqNLDh72qHz0/X0qoohMnUMShmYlNBJxpI+EhL34vDhYXfcrlGjGXBzbaHXe98LaWaua2IeGhqK6OhoxMTEFASBJKOqpFnqZBspidM1Oi9MekQ9+OCDeOaZZ9RjCf5I+Z281+1ISeGff/6pmo5LuaExSWbW6NGj8dtvv2HRokWqfE/KG3VBOSIiIiIiorJ0dNNlnD8cD3MLM/QaEQ5rO17KU+XAq2gDk+i1lNDps7hXaw8bGx/VO+oWe4ONja/aTp/96Rs5lxnxpIn4vHnzcOTIEZw/fx6LFy9W5XsSQBLdu3dXJXISgJFSOimJe/fdd4vsp06dOqrE76OPPlIz9Ukz86+++qrINtIrSvoxSaaRlAQ+//zzes1aJzPiSUaSzNy3d+9eFRiSXlRDhw5VJYG3ExcXh6tXrxZZimdw6UveSwJqMiOgvPfMmTPVMSv+OYmIiIiIiMrCtagUbP8zUt1v+0gdeNV05oGlSoNBKRMizcvrBn+ge1T8WfX/6wa/r1eT89KQPk2tWrVSvZE6duyI+vXrq/I9afQtDcCFZAH9/fffyMjIUA3JpbRv4sSJN5XB/f7776ohuvRbklI7aQpe2HvvvaeyniSoIzPZ+fj44KGHHrrjGKWXlWRZSVCoZ8+eqvRPyv6kLO9OGUr16tVT2V2Fl/3799/VsZLPfPHiRfzyyy/qsezr119/VZ9LgnVERERERERlJTszF6unHYMmV4taDT3QsGvRSZyIKjrm/JkYL69eaFB/qpplT5qa60gGlQSk5PmyZmNjg88++0wttyOZUpIhdTvt2rVTmUOFFe4xVa1atYKSwFvZtGlTiesly+qvv/6CviToVfi9SyKzDhYn/a4Ku3DhQsH9Dz74QC2FPfLII6pZOxERERERUVmRa5nNv59CUlwGHN1s0G1QKPtIUaXDoJQJksCTp2d3JCbuRVZWHGxsvODq2qLMM6SIiIiIiIjINJ3ceRWnd8fCzNwMPYaHw9ax6ARNRJUBg1ImSgJQbm6tjT0MIiIiIiIiKmc3YtKwZeEpdb9l30BUr3Pr2cSJKjIGpeie3Kk8joiIiIiIiPSXm52HNdOOITdbA/8QNzTtXZOHjyotNjonIiIiIiIiMhHblpzB9ctpsHOyQvehYTA3129WdaKKiEEpIiIiIiIiIhNwZn8cIrZcVvclIOXgYmPsIREZFINSREREREREREaWHJ+BjXNPqPtNe9VEjTB3Yw+JyOAYlCIiIiIiIiIyorxcDVZPi0B2Zh58ajuj5QOB/D6oSmBQioiIiIiIiMiIdv17DnEXkmFjb4kew8NhYcFLdaoaeKYTERERERERGcnFY9dxaG2Uut91UCic3e34XVCVwaAU6W3IkCF46KGHbrtN586dMWrUqDI7qtu3b0eDBg1gZWV1x/cmIiIiIiKqSFITsrBu1nF1v0Fnf9Ru7GnsIRGVKwalTFSeVovtCSn4OzZB3cpjQ7pVMGnWrFlwdXXVez9//fUXJkyYUGbjev3119G4cWOcP39ejeWjjz5Sj4mIiIiIiCoyjUaLdTMjkJmaA48AR7TtH2TsIRGVO8vyf0u6kxXXEvFe5GXEZOUUrPO1scInwX7o46l/gMgYqlWrVqb7O3v2LF544QX4+/uX6X6JiIiIiIiMad/KC7h8OhGWNhboNaI+LK0s+IVQlcNMKRMMSI04dqFIQEpczcpR6+V5Yxs/fjw8PT3h7OysAkbZ2dm3zLj68ccfERwcDFtbW3h7e+PRRx8teC4rKwuvvvoqvLy81PPt27fH3r171XMXLlyAmZkZrl+/jmHDhqn7kikl73348GH1WLeOiIiIiIioIrl8OgH7VpxX9zs/XQ+u3vbGHhKRUTBTysC0Wi3SNRq9tpUSvXdPX0ZJhXqyzgxQGVQd3BxhYSaPbs/e3FwFbsrS+vXrVQBp06ZNKnA0dOhQuLu7Y+LEiTdtu2/fPhV0mjt3Ltq2bYsbN25g69atBc+PGTMGf/75J2bPno2aNWvi888/R69evXDmzBkEBAQgJiYG9erVw8cff4wnnngCLi4uOHbsGFatWoV169apfcg6IiIiIiKiiiIjJRtrp0dAOrSEtPFBvVY+xh4SkdEwKGVgEpAK2nK0TPYlgSnJoKq79Zhe25/t2AAOFmWbAmptbY0ZM2bA3t4e4eHhKmD01ltvqT5S5uZFE++ioqLg4OCAvn37wsnJSQWemjRpop5LS0vDTz/9pDKd7rvvPrXut99+w9q1azF9+nS1Tx8fHxVUk8CT3BeOjo6wtLQseExERERERFRRaDVarJ99AmlJ2XDzsUfHJ+sZe0hERsXyPSqVRo0aqYCUTps2bZCamoro6Oibtu3Ro4cKRNWuXRsDBw7E/PnzkZ6eXtArKicnB+3atSvYXmbYa9myJU6cOMFvhYiIiIiIKp1D66Nx8dh1WFiao+eI+rCyYR8pqtqYKWVgUkInGUv62JWYigFH8uuKb2d+w0C0dnXU6731Jf2hkpKSblqfmJh41yVykh114MABVeq3Zs0afPDBB2r2PF3fKCIiIiIioqoi9nwydv19Vt1v/3gwPPzvfE1HVNkxU8rApPxMSuj0WTpXc1az7N2qC5Ssr25jpbbTZ3+l6SclvZskgFScrKtbt27BY2kynpGRUfB4165dqqROekCVRErtunfvrvpFHTlyRPWh2rBhA4KCglQp4Pbt2wu2lcwpCViFhYXdcpzymry8PL0/FxERERERkbFlZeRizfRj0Gi0CGrqifAO1Y09JCKTwEwpEyLNyz8J9lOz7Ek4qXDDc114aUKwn15NzkvrxRdfxJQpU1Rj8hEjRsDGxgYrVqzA77//jmXLlhVsJzPtDR8+HO+9954KMH344Yd4+eWXb+onJZYvX45z586hY8eOcHNzw8qVK6HRaFQATHpNyXtK76hq1aqhRo0aKnAl5X2y/1upVasWzp8/j0OHDsHf319lY8lYiYiIiIiITHXyq41zTyI5PhNO7rbo8kxImU9IRVRRMShlYvp4umJa/Vpqlj1paq4jGVQSkJLnDUH6Pm3ZsgXvvvuuymyS4FNISAgWL16M3r17F2zXrVs3BAcHq0BTVlYWnnrqKVWSVxJXV1f89ddf6vnMzEz1OglySYN0MWnSJBWkkn5TKSkpaN68OVavXq0CWLfSv39/tc8uXbqo0sKZM2diyJAhBjgiRERERERE9y5i6xWcPRAHc3Mz9BpRHzb2VjysRP/DoJQJksBTbw8X1WMqLjsXXtaWqoeUITKkCmvRooXq/XQrMlOezvjx40vcRvpH6bRv377I4+JsbW3x/fffq+VWJPBUmGRFLVmy5JbbExERERERmYrrl1OxbXGkut/6oSB4Bzobe0hEJoVBKRMlAah2bk7GHgYRERERERHdhZysPKz+7RjycjSoEe6Oxt1L7sNLVJWx0TkRERERERFRGduy6DQSrqbDwcUa3YeEwsycfaSI7jlTSppMb926FRcvXlRNqT09PdGkSRO0adNGlWMRERERERERVWWndl/FyR0xkA4sPYaFw87J2thDIqrYQan58+fju+++w759++Dt7Y3q1avDzs4ON27cwNmzZ1VAasCAARg7dixq1qxp2FETERERERERmaDE2HRsXnBK3W9+fy341bv1RE5EVZ1eQSnJhLK2tlaznP35558ICChaCyuzsO3cuRMLFy5UM6j9+OOPeOyxxww1ZiIiIiIiIiKTI/2jVk87pvpJVQ92RfM+gcYeElHFD0pNmjQJvXr1uuXzMiNa586d1TJx4kRcuHABVZlWqzX2EKgS4nlFRERERGTatv91BvHRqbB1tFJle+bsI0V070Gp2wWkinN3d1dLVWRlZaVupdeWlDYSlSU5rwqfZ0REREREZDrOHbqGoxsvqfvdBofC0c3G2EMiqnyNzgtbsWIFNm3ahLy8PLRr1w79+/dHVWZhYQFXV1fExcWpx/b29jCTznYmSKPRIDs7G5mZmTA35ySMpp4hJQEpOa/k/JLzjIiIiIiITEfKjUxsmHNC3W/cPQC1GngYe0hElTso9f777+Ovv/5Cnz591EXz6NGjVYDqhx9+QFXm4+OjbnWBKVMl31lGRobK6DLVwBkVJQEp3flFRERERESmIS9PgzXTIpCVnguvWs5o/VCQsYdEVPmCUjLrnjQx11m0aBEOHz5cUKYmTdClp1RVD0pJgMfX1xdeXl7IycmBqZKxbdmyBR07dmQ5WAUgJXvMkCIiIiIiMj17lp3H1XNJsLa1QM/h4bCwZCUKUZkHpV544QW0b98en376qSpLq127Nr766is1y56Ugf3000+oW7eu3m9c2UkAwZSDCDK23Nxc2NraMihFRERERER0F6KP38CB1RfV/S4DQ+Hiyd7CRKWhdwh39+7dKgOoadOmWLZsGWbMmIGDBw+ibdu26NChAy5duoQFCxaU6s2JiIiIiIiIKqK0pCysnRkBaIHwDtVRp5mXsYdEVHkzpSSzZuzYsSoz6sUXX4SDgwOmTJmC6tWrG3aERERERERERCZEq9Fi3czjyEjJgbufA9o/FmzsIRFVSKUudpWyvdWrV+Phhx9W/YimTp1qmJERERGZEK02D4mJu2FpeUDdymMiIiKqmvavvohLJxNgaW2OniPqw9LadFu3EFWKoFRiYiLGjBmDfv364b333lNBKSnp27t3L1q3bo2jR48adqRERERGEhe3Gtt3dMSRo4NhazdP3cpjWU9ERERVS8yZRNXcXHR8si6q+ToYe0hElT8oNXjwYBWE6tOnD06dOqVK+Nzd3TFr1ixMnDgRTzzxhCrvIyIiqkwk8HT02EhkZV0tsj4rK1atZ2CKiIio6shMy8Ga6RGqfK9uS2+EtPE19pCIqkZQasOGDZg+fbqahW/hwoXYtm1bwXPdunXDgQMHTHq2OSIiotKSEr3TkR/LvZKeVf//dOQElvIRERFVAVqtFutnn0BqQhZcvOzQ6el6MDMzM/awiKpGUCo4OBi//vorTp8+jZ9//hk1a9Ys8rytrS0+/fRTQ4yRiIjIKBIT996UIVWUFllZMWo7IiIiqtyObLyEC0fiYW5phl4j6sPaVu95w4joXoNSM2bMUNlSTZo0wYIFC/DTTz/p+1IiIqIKKSsrrky3IyIioorpWlQKdvx1Rt1v178OPGs4GXtIRJWC3qHdxo0bY9++fYYdDRERkQmV7iUk7tFr24TE3XB37wQrKxeDj4uIiIjKV3ZmLlb/dgyaXC0CG3mgQWd/fgVE5RmUktpZ1soSEVFVkZ5+AcdPjEFS0n69tr9yZSFiY5fC17c/AvyHwN6+lsHHSERERIYn18Kb5p9C0rUMOFazQddBobw2Jirv8r3w8HDV3Dw7O/u220VGRqpZ+SZNmlRW4yMiIio3Wq0Gly7Nw+49fVVAysLCAX5+AwBIE9PijUzz1/n5DYSjQz3k5aXj0qW52LmrOw4feR4JCbvVf8gSERFRxXViRwwi98bCzNwMPYfXh62DlbGHRFT1MqV++OEHjB07Fi+99BJ69OiB5s2bo3r16qq5eUJCAo4fP65m44uIiMDLL7+sAlNEREQVSWbmFZw48TZuJGxXj91cWyM0dDLs7PxRza2dmoWvcNNzGxsf1A1+H15evVTwKSFhB6KiZ+D69U2Ij1+nFifHcATUGAZvr/thbm5txE9HREREpXXjShq2Ljyt7rd6IBC+QSzTJzJKUKpbt26qn5QEnhYtWoT58+fj4sWLyMjIgIeHh2p+PmjQIAwYMABubm5lPkgiIiJDkYBSzNU/cfr0BOTlpcLc3BZ1gsbA338gzMzyE4ol8OTp2R3x8TuxZ89atGzZAx4ebWBmZqGelxL3atXaqSUt7Syio2ci5urfSEmNwPHjb+DMmckI8B8IP7+nYGXF/50kIiIydbnZeVg97RhyczQICHVD055FZ58norJRqjks27dvrxYiIqLKICvrGk6eehfx8evVY2fnJggP+wL29oE3bSsBKFfXVsjNva5udQGp4hwcghAS8gmCgt7A5cu/I/rSXGRnx+Hsua9w/sJU+Po+ggD/oXBwqG3wz0dERER3Z+viSJUpZedsje5Dw1X5HhEZqaeUKfjss8/QokULODk5wcvLCw899BBOnTpVZJvMzEyMHDkS7u7ucHR0RP/+/REbG1tkm6ioKPTp0wf29vZqP2+99RZyc3PL+dMQEZGxxcauwK7dvVVAyszMGkFBY9C82aISA1J3QzKiatV6Ce3abkZY6JeqlE+jycTlywuwa3cPHDo8AjdubGffKSIiIhMTuS8Wx7deUe0jewwNg70zS/CJUNWDUps3b1YBp127dmHt2rXIyclBz549kZaWVrDN6NGjsWzZMixevFhtf+XKFTzyyCMFz+fl5amAlDRs37FjB2bPno1Zs2bhgw8+MNKnIiKi8paTk4Cjx17FsYhXkZubqIJFLVv8g1o1n79l9tO9kF5Svr4Po0WLf9G0yXx4eHRXDdKvX9+Ig4cGYc/evrgSswQaTVaZvzcRERGVjsyyt2neSXW/Wa+aCAitxkNIZCrle8a0atWqIo8lmCSZTvv370fHjh2RlJSE6dOnY8GCBejatavaZubMmQgNDVWBrNatW2PNmjWqKfu6devg7e2Nxo0bY8KECaqJ+0cffQRra0bAiYgqs2vx63Hy5DvIzo5XAahaNV9S2Uzl0YRc+k65ubVWS3r6eURHz1bBqNTUkzhxYizOnv0Cfn7PwN/vaVhbuxt8PERERFRUXq4Ga6YdQ3Zmnmpq3rJf2WRPE1ElCEoVJ0EoUa1afuRaglOSPdW9u/wLdL6QkBDUqFEDO3fuVEEpuW3QoIEKSOn06tVLzRYoMwdKw/bisrKy1KKTnJysbuW9ZKmodGOvyJ+BKieem2QIubkpOHvuU8TG/q0e29sFoV69SXByaoC8PMmkzSnX89PKyh+1a7+LgICXcfXqH7h8ZR6ys2Nx/vy3uHDhR3h7Pwi/6oPg4BB8T+9DVQd/O8lU8dykinRu7vzrHOIupsDG3hJdBtVFniZPLUTGPjcrIn3HXyGDUhqNBqNGjUK7du1Qv359te7q1asq08nV1bXIthKAkud02xQOSOme1z13q15W48ePv2m9ZF1JX6qKTkohiUwRz00qKxYWp2FjuxDm5onQas2Qk9MJqSn3IS4uGkC0CZyffgDehKXlYVhZb4aFRTSuXl2sltzcesjJ7oS8vHqq5I+ofM9NorLDc5NM/dzMiLPA9f3513eOIcnYsmuDkUdGVd3aCv6/6enp6YYLSklQ6MyZM4iLi1P3C5NSOkOT3lLHjh3Dtm3bDP5e48aNw+uvv14kUyogIED1s3J2dkZFjlrKSd6jRw9YWVkZezhEBXhuUlnJy0vHufNfIiZmgXpsa1sD9ep+BheXZiZ6fvaDVvsukpMP4PLlWYi/vh6WlqfUYm8fDD+/QfDy7AcLC9syfl+qDPjbSaaK5yZVhHMzK1WDPycfkNxq1O9UHW0fDTL28KgKy6kk1+q6KrMyD0pJf6ann34aFy9evGnGIOmXIc3EDenll1/G8uXLsWXLFvj7+xes9/HxUQ3MExMTi2RLyex78pxumz179hTZn252Pt02xdnY2KilODk5KvIJUtk+B1U+PDfpXiQm7sPxE28hIyNKPfb3G4g6dcbAwsLe5M9PD4/WapGx5/edWoz09EhERr6PCxe+gb/fAPj5PwMbaw+DvD9VbPztJFPFc5NMlYW5JTbNPYastFx41nBC+0frwsKqwswHRpWYVQW/Vtd37KX+a3vhhRfQvHlzlal048YNJCQkFCzy2FAkACYBqb///hsbNmxAYGDRpnPNmjVTH3r9+vUF606dOoWoqCi0adNGPZbbo0ePqgwvHYlASsZTWFiYwcZORETlIy8vC5FnPsP+A0+qoI6NjS+aNJ6DevU+KrOAVHmxs6uBunXfR/t221GnzjjY2lRHTs4NnL/wA7Zv74Djx8cgJTV/diAiIiK6OwdWReFKZCKsbCzQc3g4A1JE5azUmVKRkZFYsmQJ6tSpg/IkJXsys96///4LJyengh5QLi4usLOzU7fDhw9XpXbS/FwCTa+88ooKREmTcyEldxJ8GjhwID7//HO1j/fee0/tu6RsKCIiqjiSk4/g+IkxSEuLVI99fR9F3eD3YGnphIpMxl+zxggE+A/Btfg1iIqageTkg4i5+qda3NzaokbAMLi7d4KZGf9ll4hMiCYPZhe3we/GTphddAZqdwTMLYw9KqICmdctcGBvflZ15wH14Opdsf4Bi6hKBqVatWql+kmVd1Dqp59+UredO3cusn7mzJkYMmSIuv/NN9/A3Nwc/fv3VzPmycx6P/74Y8G2FhYWqvRPZtuTYJWDgwMGDx6Mjz/+uFw/CxERlR2NJlvNWHfh4o/QavNgbe2BkJBP4enRrVIdZnNzS3h73a+WpKSDiIqegbi4VUhI2KEWe/vaCAgYCl+fh2FhYWfs4RJRVXd8KbBqLCyTr6C5PL74E+BcHeg9GQh7wNijI0JGSjZuHLYFtEBoW1/UbVlyOxciMoGg1JEjRwruS/bRG2+8obKMGjRocFOdYMOGDQ1Wvncntra2mDp1qlpupWbNmli5cmUZj46IiIwhNfUUjh9/CympEeqxl1cfhNQbDysrt0r9hbi4NEEDlx+QkXEZly7NxuUri5Cefg6nTr2Ps2e/gr/fU/D3Hwgbm6IzzhIRlVtA6o9B8l/wRdcnx+Svf3wOA1NkVFqNFpvmnoYmyxyuPnbo8ERdfiNEphyUaty4sWpiXjgwNGzYsIL7uufKo9E5ERGRZERdjJqGc+e+hVabDUtLVxWM8vbuW6UOjp2dH4KD30Fg4KuqIbo0Rs/MjMaFiz+p4+Pt3UeV9jk5hRt7qERUVWjyVIaUBKTyYI5dLg0RZ+0Or+zraJ10BBYSqFr1NhDSh6V8ZDQH10Uh+kQCYK5F96Ghqp8UEZlwUOr8+fOGHwkREZEe0tPPI+L4W6qvkvBw76rK9WxsPKvs8bO0dESNgKEI8B+Ea/HrVN+ppKR9uHr1H7W4urZSwSkPj67sO0VEhnVxB5B8BSs8OuC9oFcRY+tV8JRvZhw+Ofs9+sRvzd8usAO/DSp3V88lYfc/59R919AsVKvuwG+ByNSDUlLyprNlyxa0bdsWlpZFX5qbm4sdO3YU2ZaIiKisaLUaXLo0F2fOfg6NJhMWFo5qdjpfn/4qU5ckc9kCXp691CKN36OiZyIubiUSE3erxc6uJgIChqhjZmnJ/wgnIgNIOK8CUiPCJkBbrHzvqo2HWj/t+PvokxrLw0/lLis9B2umR0Cj0aJ2Ew9keTP5gsjYSj1NT5cuXXDjxo2b1iclJanniIiIylpGxiUcPDgQpyM/VgGpam7t0LrVf6ju+ygDUrfg7NwQ9cO/Qds2m1CzxvOwtHRGRsZFnD49Htt3tMeZM5ORmXmFJysRlZ2zG5C3/hOVIaUCUsVmBNWqx1q8H/QK8iw5yxmVL2k3s3HuSaRcz4Szhy06PhUM/psWUQUMSul6RxV3/fp1NZsdERFRWZH/zZEm3rv33I+ExF0wN7dDvbrj0bjxLNjaVueB1oOtrS/q1BmDdm23oW7dj1S2VG5uMi5G/YodOzvjWMQolVVFRHTXMpOBZa8Bcx/GLkvf/JK9YgGpgt91M3NcsfXGrk0/AxH/yA89DzyVi4gtl3H24DWYW5ih54j6sLYr9UT0RGQAev8lPvLII+pWAlJDhgyBjY1NwXPS3Fxm6JOyPiIiorKQlRWLEyffwfXrm9RjF5dmCAv9HPb2tXiA74KU6wX4D4S/3wDEX9+IqKjpqqQvNnaZWuT41ggYDk/P7qoMkIhIL2c3AEtfBZKi1cO4sMf0elmcxhJYPBgI6Qv0+Qpw8uEBJ4OJv5SCbYvPqPttHg6Cdy1n5OTk8IgTVaSglIuLS8G/Wjs5OcHOzq7gOWtra7Ru3RrPPvusYUZJRERVhvzvjARJTp3+CLm5STA3t0bt2q+rRt0Mltw7MzNzeHp0U0tKSoTqOxUbuxxJSftxNGk/bG0DEBAwWJVGWlo6lcE7ElGlzY5a8x5wYHb+Y7dayOw7BWszA4C4xDu+3Cu0B3B9M3ByOXBhK9BzItDkGfmRMvzYqUrJzszF6t8ikJerQc0G7mjULcDYQyKiuwlKzZw5U93WqlULb775Jkv1iIiozGVnX8fJUx/g2rVV6rGTU32EhX0JR4dgHm0DcHIKR3jYl6gT9BYuXZqHS5cXIDMzGpGRn+DcuW/hV/0J+PsPhp2dH48/Ef2/M+vzs6OSL+U/bvkc9rUci9FnryEy/c4BKQk7RYc+Dm1oe5gtfRmIOQTI7bElQL/vVICLqKxsXXgaibHpcHC1QbfBoexFSVTRe0oFBAQgLi7OMKMhIqIq69q1Ndi1u7cKSJmZWSIwcBSaN1vCgFQ5sLHxRlDQG2jfbhvq1ZsAe/sg5OWlIip6uuo7dfTYK0hKOlAeQyEiU8+OWvoKMO+R/ICUWy2kD1qBD4NHod/RS4hMz4KXtSVGBniqwNOtcp6ki9Sok9EYFu+Ia4NWAz0mAJa2wLlNwI9tgF0/AZq8cv5wVBmd2hWDk7uuqgS8nsPDYOdobewhEdG9BqU+++wz1KlTBzVq1MDAgQMxbdo0nDmTX59LRERUWjk5yYg4/gaOHH0ROTk34OAQjObN/0TtwFdgbm7FA1qOLCzs4O/3NFq3WoVGDaepWQ4BDeLiVmLf/sewd19/xMaugEaTy++FqCpmR0nA6MCc/Mctn8f2p9eha1w1/HLpmgo0PeFTDVtahuD9On6YVr8WfGyK/oZXt7HCr2E1MS7QF1ZmZvgvPgmd9kdiRd1BwIs7gJrtgZx0YNXbwIxeQNxJ43xWqhQSrqZh0++n1f0WfQNRPdjN2EMiohKUesqByMhIXL58GZs2bcKWLVvw5Zdf4vnnn4evry86d+6MefPmlXaXRERURV2/vgUnTo5DVtZV9e8kNWs+h9qBr8Lc/P8n0yDj9J3y8OiilpTUk4iOnomrV5ciOfkQjkW8Club6vAPGITqvk/AysqZXxFRZZaZ9L/eUf8LRrnVQmq/qZiQUxOzj11Wq/xsrPBFvQB0df//34M+nq7o7eGC7fFJWL1nL3q1bIF2Hi6w+F/PqO4eznjl+EUcT8vE8GMX8Ki3Gz55+m+4Hp0PrHkfuLQX+Lk90GkM0G4UYMkMF9Jfbk4eVk+LQG5WHvzquaLZfSwJJao0mVLCz88PAwYMwDfffIPvvvtOZUzFxsZi4cKFZT9CIiKqdHJzU3Hy5Hs4dHioCkjZ2dVC82aLVG8jBqRMi5NjCMJCJ6Ndu60IrPUqrKyqITPrCs6cmYTtO9rj1OmPkZERZexhEpEhnFlXNDuq1QvY+ORadLrqhtlXrqtVg6q7Y1PLkCIBKR0JQLVxdUDL3HR1qwtIiXBHO/zXvC5eq+mtLkiWxCagy/5IbAzsD4zcDdTtDWhygI0TgV87A5f38zsmve1YcgbXL6XCzskKPYaGw9ycDfSJKk1Qas2aNXjnnXfQtm1buLu7Y9y4cXBzc8OSJUtw7do1w4ySiIgqjYSE3di9py8uX/ldPZZG2q1aLoeLS1NjD41uw8baA7Vrv4Z2bbchNOQzVWaZl5eGS5dmY8fOrqr8MiFxr5o9kYgqQXbUvy8D8/oDyZdVdlTiwJUYVWsknjp+BZezclDT1hpLGgfh83oBcLK0uKu3sTE3x7javljWNBhBdjaIycrBU0fOYcxVDdIemw/0nw7YuwNxEcC07vkZW9npZf5xqXI5ezAORzfnZ/F1GxKmGpwTUSUq3+vduzc8PT3xxhtvYOXKlXB1dTXMyIiIqFLJy8vE2XNfqVIwaXNra+uH0JBJqFatrbGHRqVgYWGD6tUfh6/vY7hxYxuio2fg+o0tqlG9LE5ODVAjYBi8vO5jTzCiipodpWbWu1yQHbW68esYc+4aYrNvqOblz/p7YmxtHzhY3F0wqrhmLg5Y26IePj13BdMuxWPOlevYfCMF34X2RuuRnfN7TB1dDOz4ATixHHjgByCwQ5m8N1UuyfEZ2Dg3vxdZkx41UDPc3dhDIqKyzpT6+uuv0a5dO3z++ecIDw/H008/jV9//RWnT+c3kSMiIiouKfkw9uztpwIYEpCq7vs4WrVcwYBUBWZmZgZ39w5o3HgmWrVaherVn1CllykpRxFxfLSate/CxV+Qk5Nk7KES0V1lRwXi+sCVeLHGixh8Mgax2bmoY2+DpU2D8XGwX5kFpHTsLczxSbC/yr6SHlUXM7Px8MEz+CgmC5kP/Qo8tQhwqg4knAdm9wWWvZY/ZqL/ycvTYM30CGSl58I70BmtHqrNY0NUGYNSo0aNwl9//YX4+HisWrVKlfHJbf369eHv72+YURIRUYWk0WTj7NmvsG/fo0hPPwdray81q1to6GewtHQy9vCojDg6BCM05FO0a7sVtQNHwdraQ/UKO3v2c2zb3g4nT32I9PTzPN5Epiryf72jDs6VkDO0rV7Ev4+tQscYF/wdlwgLM+CVGl5Y17weWrg4GHQo7d2cVI+qp3yrqRn9fo6+hh77TuGQb8f8XlPNh+VvuH8WMLUVcOo/g46HKo49S88h9nwyrO0s0XN4OCws7qp9MhGVs7v6S5V+EQcOHMDatWuxevVqbNy4ERqNRpX1ERERiZSUE9i772FcuPijhKfg7f0AWrf6T83oRpWTtbU7AgNfQbu2WxAW+jkcHUOg0WTg8uV52LmrBw4feQ43Enay7xSRSWVHjQTm/392VNzAlRju/zyeP3UV13NyEepgixVN6+LdoOqwLaeLfOlR9U1IDcxpEAgva0tEpmehz4HT+DwmDTn3fw0MWQFUqw2kxAC/PwksGQ6kxZfL2Mg0RUVcx4HV+ZNudB0YAmcPO2MPiYj0VOr/ZenXr59qcN6yZUvMnz8fdevWxezZs1Xm1MGDB0u7OyIiqmQ0mlycvzBVBaRSU0+q2drq15+C+uHfwMqKfQirAinj8/Xtj5YtlqNJ47nwcO+qyjbj49fj4MFnsGfvA4iJ+Utl0hGRkUSu/V921LyC7Kg/+q9CxytOWBmfBEsz4M1aPljdvC4aO9sbZYg9PVxU1tQDXq7I0wJfX4hFn/2ncdKzGfDiDqDda4CZOXBsCTClBXBksfzruVHGSsaTlpSFdbOOq/v1O/khqKkXvw6iytzoPCQkBM8//zw6dOgAFxcXw4yKiIgqpLS0szh+4i0kJx9Wjz09eqBeyCdq5jaqmn2npJG9LGlp5xB9aRZiYv5EaupxdZ6cOfsF/P2fgV/1p2BtXc3YwyWqGjISgTXv/i8YBZVxdLnPj3gr1QsbIq+qVQ2d7PBtSA2EORo/26SalSV+Da+F+z0SMO70JRxJzUDPvacxtrYvXug+HhZhDwFLXwFijwF/jchviN73a8CFbUWqAo1Gi7UzjiMjJQfu/o5o92gdYw+JiAydKfXFF1+gb9++DEgREVEBrVaDqKgZqpm5BKSkX1RY6Jdo0OAnBqRIcXCojZB6H6N9u20Iqv0mbKy9kZ0dh3Pnvsb2He1x8uR7KqhJROWYHdX6Jcx9aAU6XXbAhhspsDE3w7u1fbGyaV2TCEgV9pC3m8qa6u7ujGytFhPOXlGN0M+7hQPPbQK6vgdYWAORq4GprYG90yViYexhk4EdWHUBl08lwNLGAr1GhMPSqmwb8BOR4d1VYfjmzZtVGV+dOnXU8sADD2Dr1q1lPzoiIjJ5GRlROHBwACLPTIRGk4Vq1TqgVcv/4Ov7sMqUISrMysoNtWq9iLZtNyE87Gs4OYWr8+byld+xa3dPHDo8DNdvbGPfKaIy/aFOBP6R3lGPAilXVHbUxWdW4THv4XjrbBxS8zRo7myvGpm/UtMbluam+dvtbWOFuQ0C8XVIABwtzLEnKQ1d957CrKtJ0HZ4E3hhG+DfEshOAVa8nj9L33UGuyurK5GJ2LMsfxKNTk/VhZuPYZvwE5GJBKXmzZuH7t27w97eHq+++qpa7Ozs0K1bNyxYsMAwoyQiIpMjk15curwAu/f0QWLiHlhY2KNevQlo3GgmbG19jT08MnHm5tbw8XkQLZr/i6ZNfoeHR3eVuXH9+mYcOjQYe/b0wZUri5GXl2XsoRJVjuyoQ/nZUZrWL2HaA8vR+bI9tiWmws7cDBPq+OHfpsEIdrCFqZN/7Hja1x0bWtRDW1dHZGg0ePv0JTx5+ByuOAUCw1YBvScDVvbAxe3AT22Bbd8CebnGHjqVoczUHKydEaFaiNVr7YOQ1vzvDqIq01Nq4sSJ+PzzzzF69OiCdRKY+vrrrzFhwgQ8/fTTZT1GKmPavDyk790Lp0OHkO7pCedWrWBmwVRXItJfZmYMTpwchxs38rNkXV1bIix0MuzsavAwUqkvMN3cWqolPf0Coi/NRkzMEqSmncKJk28X9J3y93sa1uxNRlS67KjV7/4vGJXfO+rMfT/h9RR37Dl/Ta2SoI5kHdWys6lwR7aGnQ2WNA7CjMvx+OTsFWxOSEHnvScxMdgfj7Z6Hmb17gOWvQac2wis+xCI+At4cCrg08DYQ6cy+Eex9bOPIzUhC67e9uj4ZF0eU6KqlCl17tw5VbpXnJTwnT+fnz5Jpit5zRqc6dYdV4YNh+/vC9WtPJb1RET6/IdgTMzf2L3nPhWQklnWgoPfQ9Mm8xmQontmb18L9ep+iHZtt6NO0FjY2PgiJ+c6zp//Dtt3dMCJE+OQmnqKR5roTk6vKZIdldv6ZUzpuwzdrtipkjcpffu8rr8K6lTEgJSOuZkZRvh7Yl2LemjqbI/kXA1eORGFYccu4JpDdWDg38CDPwK2LkDMYeDXzsCGT4BcZmBWZEc2XMKFo9dhYWmOXs+Gw9q21HkWRFSRg1IBAQFYv379TevXrVunniPTJYGny6+NQu7V/JlVdHJjY9V6BqaI6HaysuNx9OiLOH7iTeTmpsDZuRFatliGGgFDYSZTchOVESsrZ9Ss+RzattmI8PBv1bmm0WTjSswf2L3nfhw8NESV+UmQlIiK9456CVjw2P96RwXhxIBV6OMxCJ9cjEeWRosu1ZxUw/BBfh4qqFMZ1LG3xdImwRgX6AsrMzP8F5+ETntOYkV8EtBkADByLxDaD9DkAlu+AH5uD0TtNvaw6S7EXUzGjr/OqPsy056HvxOPI1EFV+qw8htvvKHK9Q4dOoS2bduqddu3b8esWbPw3XffGWKMVEYle7GffiZpDiU8qZX6CfW8U7duLOUjopvExa3CyVPvIyfnBszMrFA78FXUqPEczM35r5NkOObmVvDx7gdvr75ISj6gZni8dm2NytKTxd6+jgqK+vg8BAsL0++FQ2Tw7KhlrwIpMSo7KrvNy/gh6Hl8e+kGcrQZcLG0wMd1/PC4j1ulnIRCmrO/Vssb3T2c8crxizielonhxy7gUW83fBLsB9cn5gHH/wVWvAnEnwZm9AJaPQ90fR+wcTT28EkP2Rm5WD0tApo8LYKaeKJ+Jz8eN6JKoNRXEy+++CJ8fHzw1Vdf4Y8//lDrQkNDsWjRIjz44IOGGCOVgfR9+2/KkCpCq1XPy3YOrVrymBORkpOTiFOnxyM2dql67OgYgrDQL+HkFMojROVGLqBdXZrBtUEzZGREI/rSHFy58gfS08/g5Kl3cfbcV/Dzewr+fgNhY+PJb4aqYO+od4BD8/MfVwvC4ft+wugEFxyPvq5W9fZwxuS6AWr2usou3NEO/zWvi6/OX8WUqDgsiU3A9sRUfF0vAF3CHgRqdQDWvJ9f2rj7Z+DkSqDft0CdbsYeOt2GZMZumn8Sydcy4FTNFl0GhlTK4CpRVVSqoFRubi4+/fRTDBs2DNu2bTPcqKjM5V7Lb2h5Jwnz5sLc3g624eEwM2c5DlFVFh+/ESdOvoPs7DhV7V2r5gsIDHxFzZpGZCx2dgGoG/yuytaT2fmiL81CZuZlXLgwFRcv/gYf774ICBjGwClVDadX5zfz/l92VGabV/B17Wcx9fIN5GkzUc3KAp8G++NBL9cqdQFvY26Od4Kqo5eHC149EYWzGVl46sg5DKrujg+DqsPhoalA/UeAZaOApChg3iNA4wFAz08A+2rGHj6V4MT2GETui4O5uRl6jgiHjX3lD7ASVRWlijpYWlqqmfckOEUVi6Wnfv9ynLJ2HS489jjOdOqMmPc/QMrGjdBkZhp8fERkOqRflDSUPnxkhApI2dvXRvNmixEU9AYDUmQyLC2dUKPGMLRpvQH160+Bi0tTaLXZiLn6F/bs7YsDB59BfPwGaLUaYw+VqOxlJAB/vwgseDw/IOVeB/ueXoMerk/j+0sSkAIe8nLFlpaheMi7cpbr6aOZiwPWtqiHEf4e6vGcK9fRde8p7EpMzc+Memkn0OoFFdBTmWZTW+WX+JFJuX4lFVsXnVb3Wz1YGz61XYw9JCIyZvlet27dsHnzZtSqVassx0EGZt+8GSx9fFRT8xL7SkmE0sUF9i1bIn37dpVZlbh4sVrMbG3h0KYNHLt2gVPnznoHuIio4rmRsBMnToxVmSfyH+kBAUMRVPsN9ushkyV9zby97lNLUtIhREVL36lVSEjYqRZ7+0AE+A+Fr+/DsLCwN/Zwico8Oyq9zauYXGs4fr2cAC2y4GVticl1/XGfpyuPtvw3sIU5Pgn2R28PF7x2IgoXM7Px8MEzeD7AE28H+sL2vslA+CPA0pfze039MSi/Kfr9XwJOPjyGRpaTnYfVv0UgN0eDGmHV0KRHDWMPiYiMHZS677778Pbbb+Po0aNo1qwZHBwcijz/wAMPlOX4qIyYWVjA+51xapY9aWpeJDD1v389853wMZx79oQmOxvpu/cgdeMGpGzchNyYGKRu3KgW6Upl26ABnLp2gWOXLrCpV6/K/usbUWWSl5eBM2e/wKVLs9VjW9sAhIVOhptbK2MPjUhvLi6N0cDle2RmXvlf36mFSE8/j1OnP/j/vlP+A2FrwwtNqqDZUavGAYd/z3/sXgfbe/6ENxIcceFKglr1hE81jK9THa5WnISiuPZu+bMOfnDmMn6PuYGfo69h/fVk/BBaE41rtAKe3wps/RLY9g1wYhlwfgvQ6zOg8dMF/61M5W/botNIiEmDvYs1ug0Jg5k5vwuiysZMW8r5lM1v02dIghN5eXmozJKTk+Hi4oKkpCQ4Ozujokles0bNsle46blkUEnASgJSxcnpkXXqFFI2bEDqxk3IPHq0yPOW1X3h1LkLHLt2hX3LFjC3Zq8Zujc5OTlYuXIl7r//flhZsV9AeUhKOoCI428hI+OCeuxX/SnUqfM2LC05G1FheRotdp6Jw5qtu9GzQyu0qeMFC/7HsUnLzU1FTMyfiI6ehYzMKLXOzEwyq/qoLEBn5waoLPjbWbWyo1LbvIYJNYZi9tVE9bSfjRW+qBeAru6m99+mpnhurolPwpunohGXnQsLM+C1mt4YXdMHVvKbfvUo8O/LQMyh/I1rd8lvhO7GKpHyFrk3FmumR6jqygdfawz/kGqV/twkqkznpr6xk1L/M4pGw94MFZkEnpy6dUPy7t3Yv3YtmvXoAedWrVQm1a0CjbYhIWrxfOkl5MTGIXXzJhWgStuxA7lXYpCwYIFazO3t4dC+vSrzc+zUCZZubuX++YhIfxpNFs6d+w4Xo36TR7Cx8UFoyGdwd+/Iw1jMqmMxGL/sOGKSpMeeBeZE7oOviy0+7BeG3vV9ebxMlARWAwIGw99f+kutR1T0TCQm7sHV2H/V4uraEjUChsLDoxvMzEr+30EiU8uO2tjjJ7x5wwGX/xeQkubd7wdVh5Mlz2F99fRwwSYXB7x9+hKWxiXi6wuxWBefjO/DaiDEpwEwYj2wayqw8VPg3EbgxzZAtw+Bls8C5jzO5SExLh0b559U95vfV6vMA1JEZDqY21sFSQDKvkULpFy7pm5vFZAqiZW3F9wef1wtmowMpO3clV/mt2kT8q7FI2XNGrXA3Bx2TZrAqUtnlUVlHRjIMj8iE5KSEoGI428iLS2/caiPz0OoG/whrKxM71/ZTSEg9eK8AyieVnw1KVOt/+mZpgxMmTgJOHl69lRLcvJRREfPRGzcChWgksXOrgYC/IfA1/dRWFoWbUtAZDSnVuVnR6VKdrsZEtuOxkd+A7EwJln+HR01ba3xVUiAKkuj0qtmZYlfw2vhfo8EjDt9CUdSM9Br32mMDfRV/aYs2r0GhPQFlr4CXNwOrBoLHPsTeOAHwCuEh9yA8nI0WDMtAjmZefCt44IWfZilRlSZ6R2UysjIwPr169G3b1/1eNy4ccjKyip43sLCAhMmTICtra1hRkomx9zOTvWWksVHo0FmRERBmV/WyZPI2L9fLXFffgWrmjX+v8yvaROYVeA0RKKKTKPJwYWLP+PChSnQanNhZVUNISGfwMuzl7GHZrIle5IhVVKdu6yTzhbyfI8wH5byVRBSshce/jWC6ozBpUtzcfny78jIiMLpyI9x7vw3qF79CQT4D4atbXVjD5WqcnbUf28DRxbmP3avg9U9fsaY63aIjUtWvzvP+ntibG0fOJTiHxapZDI7YRtXR7xxKhrrrifj47NXsDo+Cd+F1kAt9yBg8HJg/0xg7YfApT3ALx2AjmOA9qMAC/73rCHs/PssrkWlwNbBCj2Hh8PcolQTxhNRZQ1KzZ49GytWrCgISk2ZMgXh4eGws7NTj0+ePInq1atj9OjRhhstmSwzyYxq0EAtXq+9hpzLl1X2lCrz270bORejcGP2bLWYOzvDsWNHOEoWVYcOsKiAvbmIKqLUtEgcP/4mUlKOqceenr0RUu9jWFu7G3toJmvP+Rv/K9krmQSm5HnZrk0Qj2NFIs3O6wS9hcBaIxET87eatU/6qkVFTVOZVPL3UaPGcLg4NzL2UKkqOfUfsGxUfnaUmTmutxmN96oPwN8xKdIlDXXsbfBNSA20cGFGX1nytrHC3AaBqgH6+2cuY3dSGrrsOYUP61TH4OruMGsxHKjbC1j+OhC5Gtj4CXD8n/ysKb+mZTqWqu78kXgc3hCt7ncbHApHNyY8EFV2egel5s+fjzFjxhRZt2DBAtSuXVvdnzdvHqZOncqgFClWfn6oNmCAWvJS05C2fTtSJYtq82bkJSYieflytcDSEvbNm+eX+XXpAusanOaVqKxptXnqgvvcua+h0WTD0tIF9ep+BG/vfiyrvYPIOLkQvLPd56+jde1qPJ4VkIWFPfz9B6iZ+a5f36T+VhISdiIuboVaXFyaIiBgGDw9esDcnF0PqHyyo7TuwVja7We8c8MW16+lQPJERtbwwhu1fGDLrBGDkD6qT1d3R3s3R4w6GY0diamq59R/15LwTUgAqrv4A08vAo4uAf4bA8QeA6Z1A9q8DHQeB1jbG2ZgVUjKjUysn31c3W/ULQC1GnoYe0hEVA70/q+rM2fOoEGD/5+lRsr0Cs/E17JlS4wcObLsR0gVnoWjA5x79VSLNi8PGYcOIXXjRqRs3ITss2eRvmuXWmI/mwTrOkFw6tIFjl26wq5Rw1L1uyKim6WnX8DxE2OQlLRfPXZ376SamdvYePNw3UZ6di5+3XIOP248q9dx+nZdJBbvu4Q+DX3Rp4EvGvq7/B97ZwHe1nW+8VfMlm3JJFtmdpykYeY0nLRdaSvDunUrpJwyppS26wpbB+X23xW2tmHmpMGmSczMKNmWLdti/Z9zrjFxEid1Ykk+v+c5j3wl2b6+Prrw3vd7PyZQeRk8Hh9a7Sw6WlqyqFuqpnYN7U5JhlQaQcv6dLprIBSyDB/GxXNH1U18CCtCr8f6WjN1R6UopNQdNdKPiR6XgkiZBN+NjMNHlQa8VFiFXY0tmHE4BysTInB1SAB4w68B4mYCG0jG1HfA/neAnLWcayp6yiVZR1/E5XRhy0eZsLY6EBylwsQr4wZ7lRgMhqeJUk1NTb0ypOrr60/rytfzdQbjjCHro0fTEfzww7CVlqJlxw6Yt+9A29GjsBUUwkjGv/4NQUAAlDOIg2oGlJMng69gVnUGo7+43S5UVv4f8gtehcvVDoFAgcSEpxAWdg0TS86RIfXfnyvw5uZc1DZzxzSRgAe7s69UKQ6ZiE8zXiqb2qmQRYY+UIZF6TosHh6GNJ0f2+ZehkqVitTUVYiLewQVlV/Qz5LFUoH8gpUoKv4rdLprqUAlk0UM9qoyvJm2BmAjcUd93eWO+nbWB3imQYImoxlCHrA8KhT3RQVD3ONGMOPiw+fxcGdEEGYEqnBfdhl+bm7DvdllWF9vwutJEQhSaIGrPwTSr+ZK+hqKgE8WAaNvA+Y+D0jV7N90nhxeV4LqAhNEUgEuvzMNAiGb8wzGUKHfolRERAQyMjKQlJTU5+snTpyg72EwzgdxVBQ0t95Kh9NkgnnPXq7Mb88eOBsbYfr+ezpIMLp8wgQqUBEnlSiMtWBnMM6ExVKF7OwVaGjcR5cD/CcgJeU1dgF9DvYVGPDSumxk085WoMLSivkp4POAP335M32upzRFhCjCX64biRlJwdiZW4+1J6qwLbsO5Q3t+GBXIR0xWgV1Ty0eEYakEBUTqLwIiSQYcbEPIjrqT6ipIblTn6CtrQDl5R+hvPwT2s0vMvJ2qP1Gsf8r4/zIWQ+sJe6oWuqOqpz0KB4Juhrb61qJPI7hKhneTo5EqpLLbmUMDvFyKVZfloD3y+rwRkkNNhhMOGgyY1WSHouC/IGkBUDUJC4EnYShk5G3CVjyNpdBxegX5TkNOLKhhH4988ZkqIOYK5DBGEr0W5RauHAhnnnmGSxatOi0DnukM9/zzz9PX2MwLhSBWg314kV0uO126pyiZX7bd8BeXo7WPXvoqH3hRUhSUjrK/GZCmpZKg9YZjKGO2+1Gdc1/kZf3IpxOM/h8KeLjHkVExE20NInRNwV1ZryyPhvbcuroskoqxH2zEnDzpChIhFwJ8d9vHEW77PUMPQ9VS/HsklTMH8aJ5POHhdJBSv+259Rh3Ylq+lhsaMV7OwroiA9WUvcUGfHBrATMWxAIpDRzinTma2jYg7Kyj9DQuBf19Rvp8PMbAb3+NgQHzQefz7pxMc7DHaVNxBcz/o7nG8QwN7ZCwufh4ehQ3K0PhpAo4oxBh/wf7o8OwRytH+7NKkVWqwV3ZJTQUr6XEsLhT1xRRIQa9htg9b1AYzHwf9cC6dcA818FiKuKcUbamm3Y+lEWveuTOkWHhDEsXoDBGGrw3OQqph/U1tZi5MiREIvFuOeee5CYmEifz83NpZ34HA4Hjh07hpAQ396RNDc3Q61Ww2Qywc+Lu8bZ7XasX7+eio0ikWefQJMpSrKnOsv8SCYVekxbYVAQFaeIi0oxcSL4p4imDO/Cm+amJ2G11iMn90kYDNvosp/fZUhLXQW5PGawV81jMZqtNAvq/w6V0bI9cuFx44Qo3Dc7AYEK8WnvJ+/5qaAOm/ccxOVTx2NifDAE57hoNFsd2JZdi7UnqrErtx42p6vrteRQFRWnFg3XUTcVw7swm3OpW6qm9gfaQIAgkYRBH3EzdLrrIRJd2nMEtu/0PndU6aTH8JDmKuw1tdGXx/jJaXZUgsK3zmN8aW5aXS68WVyD98rqQPbmYRIR3krSY6am4/NuawN2vgz89D7gdgFyDbDgdU6w4jGR8VTcLjfWvHcc5VkNCNQpcPWKMRCJL12erC/NTYZvYfeRudlf7aTfTikiNu3fvx933303VqxYQYWCzk4Vc+fOxd/+9jefF6QYgwOZY5L4eDq0v/89HEYjzLt2UxeVed8+OOrr0fTNN3TwpFIoJk2CatZMKKdPp4IVg+Hr1NauQ07uM3A4msDjiREbuxxRkXeCx2ONAvrCYnfik/0leH97AVqsDvrc3NQQPL4gGbFByjNuZyJAjY8JhDHbTR/PJUgRlBIhlo0Mp6PZYseWzFqsO1mNPfn1yKlpoeONzXk0d2rxcC6DSh/Iyha8AaUyCSkpryAu7iFUVP4fKiq+gNVajYLC11Bc8i7Cwq6GPuJWyOVRg72qDE9wR5FQ7JPf0EWXNgkfzfg7VhpFaDe1Qcbn4YlYHW6P0ELAhAuPRsLn44k4HeZp1TRrqrDdit+eKMLNOg2ejdNBQTrwXf4SkHYl8OO9QF0m8N87gJPfAoveAtThg/0neBTHtpRRQUoo4mPencMuqSDFYDA8h/PqbRwTE4ONGzeioaGBduMjxMfHIzAw8GKtH4NxGkKNBv5XXUmHy2pF26FDXd38HNXVXCbV9u30vdLhwzmBauZMSBITWeYHw6ew2xuRk/ssbVtPUCnTaDgzuVhmnA65mbLmRDVe25BDQ8kJw8L98OTCVEyM01z0TeYnFeE3oyPoMLXZsSmzBmtPVtMsq8yqZjpe25iDERFqKlAtHB6GcH+WJ+PpiMVaxMbch6jIP6C2djXKyj9Ca2seKio+Q0XF5wjSzoFefzv8/ceyY9BQJGcd11mvtY66owomPY4HA5fhUD3ZB7kwyV+Jt5L1iJZJBntNGefBaLUCW8Ym4eWiKvy7woDPqozY1dCCv6ZEYoK/EggfDdy1E9j3NrDrdSBvI1CyD7j8BWDUrQCLnUBNkQkHfiyi23Pq9YnUKcVgMIYm5yVKdUJEqHHjxg382jAY5wlfIoFy6lQ6Qp5+GtacnK4yP0tGBiwnTtBR//ZfIdLpOsr8ZkI+biz44tPLcxgMb6HesA05OU/AZjNQRxQJYo6O/hP4fDav++JoaQNeXJuNX8qb6HKonxSPzEvClZeFgz8IuS1quQjXjtXT0dBq4wSqE1X4qdCI4xUmOlauz8aoSH9OoEoPoxlWDM9FIJBAp7uGOqQaG/ejrPxDGI27UG/YQodKlYZI/R0IDl7APqdD0B3l0Kbgg2nvY1WjENbmdigFfDwTp8ONOg3t9MbwPuQCPl5KiMB8rRr3Z5eh1GLDlccK8Ad9EFbEhEEqFAPTHwVSlgKr7wEqDgNrHwBO/hdY+g6gicNQxdJqx6Z/Z9DyvYSxIUiZxBoYMRhDmQsSpRgMTy3zk6ak0BH0pz/BXlsH886d1EXV+tNPsFdVofHLL+ngKxRQTJlCXVSKadMgDAgY7NVnMPqFw9FCg8xJoDlBLo+n2VF+fsPZFuyDMmMbXt2YjfUna7jtJRbg7ulxuHNqLGQeUiZA8qt+Oy6SjvoWKzYSgep4FQ6VNODnsiY6XlyXhbFRgVg0PAwL0kMRrGIClScfiwIDJ9PR2ko69X2C6pr/oaUlE5lZD6Kg4DXafIAEp4tE/oO9uoxL4I7KnvQUlvsvwnEjaZTgxsxAFe3eFiFlNxF8gSkBKuwcl4xnCirxVXUDPiivxzZjM95NicJIPzkQnAzcvgk49E9g2wtA6V7g75OAmU8AE/4MCIRDzrW84/McmBus8AuSYcbvkpiLlMEY4gytvSBjSCEKCUbAddfS4Wpvp8JUZ5mf02BAy6ZNdBALteyyy7rK/MQxMezgyPBIGhr2ISv7MZpbA/AQGXkHYmMepA4NRm9Iedx7O/Lx6f5SGi5OzFDXjtHjwbmJCPbzXEEnSCXBTROi6KhttmD9yWraxe9IaSMVqch4fk0mxsdosHhEGOanhUKjZP9/T0WhiEdy8kuIjX0QlVVf0XI+q60WhUVvoLjkfYSFXYVI/W2sIYFPuaMe5fKDSOZ1UCrenfIe3m4Uwm62QC0U4IX4cFwbGsDOM3wMlVBAQ+oXaNV4KLcc+W1WLPo5D8ujQrA8KhQivgCYcDeQtABYcz9QtBPY8gyQ+T2w9D0gdBiGChm7KlH0Sz34Ah7m3ZkGsYxdjjIYQx22F2AMCfgyGVSzZtER6nLR0r4Wkj21YyesubloP3qUjrpVb0AcFcWV+c2aCfmoUeAJ2ceEMbg4nW3IL3gNlZVf0GWZLBKpKavg7z+G/WtOwe504YsDpfjrtnw0tdnpc1MTtHhyUQqSQ72rY2qInxS3TY6ho6qpnQpUpIsfKUH8qchIxzM/ZmJSnIYGpM9LC4W/nDkvPBGxOBAx0X+mDQhIY4Ky8o9hNmehsvJLOrSaWdDrb0NAwEQmVngr2Wu50qwOd9Txyc/gAdV8ZDVYqTtqvtYPryXqESLx3i5KjHNzuVaNXWoFVuRVYHVdE94sqcUWQzPeSY1EskIGBEQDN/0A/PIlsOkJoOoY8M/pwJQHgWkPA0LfvslQX96Cvd/l068nXRWP4CjvOi4zGIyLA7vaZgw5eMQZNXw4HcHLl8NeWUndU7TM79Ah2EpL0fDJJ3Tw1WqaV0XL/KZOhUClGuzVZwwxmpqOICv7EbS3l9HliPCbEB//KAQC1qHt1HKALVm1eGVDDooNrfS5xBAlnliYghlJwfB2dP4yWnJIRnlDG+3gRxxUJytN2JNvoOPJ7zMwJUFLM6hIN0G1jF38ehp8voS6o0JDr0RT00Eaim4wbIfByA2lMoU6p0JCFtP3MrzPHWUJSsNbk9/D+018ONusCBQJ8HJCBJYF+zPBcYgQKBLin2nRWKhtxON5FThhbse8I3l4LCaM5k3RDouX3QjEzwHWPQTkrAV2vw5k/Qgsew/Q+2Zur83iwOZ/Z8LlcCN6uBbDZ0UM9ioxGAwPgYlSjCGPKDwcgTfeQIfTbEbr3n0w79gO867dcDY1oXntWjogFEI+dgxUHWHpYr1+yG87xsXD6bSiqPgtlJV9SO+ySyRhSE15jebUMHpzssKEl9Zl4WBxA13WKsV4YG4irhujh1DA97nNpQ+U44/T4+goMbRSgYo4qLKrm7Ezt54OsYCPaYmcQDU7JRgqKROoPC13KiBgAh1tbcUoI7lT1f+F2ZyNrOxHUVC4ChHhNyI8/HfUZcXwUE5xRx2Z/BweUM5FfqONvkyEqJUJEdCK2en2UOSKkABM9FfScr6txma8UFiFTQYT7dBHuy2qQoHrv+TEqHUPA4Zc4MPLgfF/BGY9BUiU8CV2f5WHpto2KAMkmH1zChNpGQxGF+woyWD0QKBUwm/+PDrcTifaf/mlq8zPVlSEtp8O0FH78iuQJMRDOYMr8yOuK57AM0KTGd5Pc/MJZGY9gra2ArpMunklJjwFoZA59XpCStre2JSL/x2rpMsSIR93To2hYs1QEWGitQr8eWY8HQV1ZuqeWneyCnm1ZmzNrqNDLORjZlJQl0AlZxfIHoVcHoPkpOcRF/sAKqu+RkXFZ7Baa1BU/BeUlP4NoaFX0NI+pSJhsFeV0dMdtf4RIOM7bjE4Ha9NfAf/bOLD3W5DsFiI1xIjsCCIBdkPdUi55ufpMTQA/emCShw0tWLmoVw8G6/DLToNJ8ykLgOipwKbngSO/x9w8O9A7jpgyV+BuFnwBXJ+qkbuwRrw+DzMvSMNUuXQOEYzGIz+wUQpBuMMEJFJPno0HSGPPAJbSUlXmV/b0aOw5hfQYfzXvyAIDIRy+nQqUCknTaLd/RiM88XlsqGk5G/0QtTtdkIs1iI5+WUEaWezjdkDs9WBf+wqxD93F8HqcNHnrrwsHA/PS0K4v2zIbqv4YCXun5NAR15tC+3gRxxURYZWbMqspUMq4mN2cgjNoCJljZ7SgZAB2okvOuoPiNTfjrq6DbS0r6XlJKqqvqZDEzgNev3tCAycwhwGg0n2mg53VD11R+2b/CIeUsxESROXYXddaCCej9fBX8ROsRkcRHj6nU6DKQFKLM8px/4mM82c2lBvwl+S9dCRLozyQODKvwPpv+E6NzaVAZ9fCYy8EZj3EiDz3i7RjTWt2PVVLv163OIY6OKZWMtgMHrDjpgMRj8RR0dDc9utdJCyPvOevVyZ3569cDY0wPT993TwxGLIJ4zvKvMThYaybcw4J2ZzLrKyHkGLOZMuBwcvou4Jkch7T0QHGqfLjW+OlOPNzXkwmEl4MDAuOpCGmI/Qs5PcniSGqPDg5Um0jDG7ugVrT3ACVVlnHtXJasjFAsxJ4QSqaYlBkIqYQOUJ8PkihIYuRUjIEphMR1FW/iHq67fA2LCbDoUigQpXISHLWOfNS0mrEdhA3FH/pYvmkBF4cfzb+NTEByx2hEtEWJWkxywNC25m9E2kTILvRsbho0oDXiqswq7GFsw4nENLPK8O6ejISHKm/vQTsO1F4NA/gV++AAq2AAvfAFKXet2mddic2PSvTDhsLkQkB2DU/KjBXiUGg+GBMFGKwbgABP7+UC9ZTIfbbqfOKVrmt30H7BUVaN29hw48/wIkqSlQ0TK/WZCmpbI73IxeEEdUadm/UVT0NtxuG4RCfypGkaBjRje78urx8rps5Na20OVojRwrFqRgXloI+0ydBXKRk6rzo+OReUnIqGzuEqgqm9qx+ngVHSqJkIajLx4RhinxQbTkjzH4/zvSYZOMtrZSlFd8iurq79Damo/snMe7c6ciboBErGX/rkvojtoxeSUelk9DpclBX75Zp8HTcTqohEzYZZwdPo+HOyOCMCNQhfuyy/BzcxvuzS7D+noTXk+KQJBYBEhUwMLXgWFXAavvBQx5wDc3ASlLOXFKFeI1m3nfdwUwVpohU4kw57ZU8Pm8wV4lBoPhgTBRisH4lfBEIigmTKDD/fjjsBUUdJX5kUwqa1Y2HYa//Q3C4GDqnlLOnEHfz5dK2fYfwpCAY5Id1dx8jC6TtvCkXE8iCRrsVfMYSBnaynXZVJQikI5y981OwE0TophwcgEiR3qEmo4VC5LxS3kTFadIDlVNs4Vmc5HhJxViXlooFo/QYVKcBiIfDIv3NuTyKCQlPoPYmOWoqv4GFeWfwmKtQnHJOygp/YA6q3RhNw32avq8O6opZDSeG/cG/tPMB6wOREnFeDNZjykBLO+PcX7Ey6VYfVkC3i+rwxslNdhgMOGQqRWrkiKwsDOLLHIC8Ic9wO5VwN6/ANmrgeLdwLyXgZG/Izt1j97shT/XIWM3l/lIBCmFmnUUZTAYfcNEKQZjgC/6JAkJdGjv+j0cRiPt4kfL/Pbth6OuDk1ff00HTyaDYtIkqGbOgHLGDAi17E73UMHtdqGi4nMUFL4Ol8sCgUCJxMSnERb6G+b66aC+xYq3tuTh68NlcLkBkYCHmydG495Z8fCXiwf3H+gj+6rLIgPoeHJhCn4ua+QEqpPVdNt/e7SCjgC5CPOHhdKQ9PExgT7ZzdCbEIn8EBV5J/QRt6K+fhPNnWpu/oU6qMiQyhLR0KBEcPBM8Hjsf/WryFoNrHuwwx0lwKYpr+BR6WTUNjtApIDfRwThsdhQKFiTE8YFIuTzcH90COZo/XBvVimyWi24PaOElvK9lBDO5ZKJpMDsp7kw9NX3ANXHgR//xIXsL34bCPDMcrhmQzu2f55Dvx41LwqRqZrBXiUGg+HBMFGKwbiYHzCNBv5XXUmHy2pF26FDXd38HDU1MG/bRge52yUdng7VzFnUSSVJTGDihI/S3l6B7OzH0Nh0gC4HBkxGSsqrkEp1g71qHoHF7sSHe4vxtx0FaLU56XMLhoXisfnJtNMcY+Ah5RRjogPpeHpxKg6XNNASvw0na2BsteGrQ+V0aJXiLoFqbHQgBKwMY9Dg84UICVlEh8n0M8rKP0Zd3UYIhXnIyLwL8uI46PW3Iiz0SggEQzf8/4LdUesfBjL/RxeNoWPw1Jg38H0LD7A5EC+X4C/JkRirZvsjxsCQppRhw5hEvFlcg/fK6vBdbSP2NZnxVpIeMzszysKGA3duB356F9jxClC4HfjbRGDOs8DY35Odgsf8O5xOFzZ/mAlbuwOhsX4YtzRmsFeJwWB4OEyUYjAuEXyJBMqpU+lwP/MMrNnZaNmxg+ZQWTIzYTl+go76t9+GKDy8u8xv7Fgans7wbtxuNy27yc9fCaezFXy+DAnxKxAe/jvmaKCdB9348XglVm3MRZXJQrfZiAg1nlyUinExgYP97xsyEKFpQqyGjueWpOFgcYdAlVEDg9mGLw6U0RGskmBhehgNSR8VGcByQgYRtXoU0tWj0NJSjL37XoRMdhRtbYXIzX0aRUVvIVz3W0RE3ASJJHgwV9M7yPoRWPsg0GaAmyfA6imv4wnJeBhbnCCX/H+ODMZD0aGQMscgY4CR8Pl4Ik6HeVo1zZgqarfityeKaF7Zs3E6KEhemUAITHkASF7CZU2V7Qc2PMqVly59FwhK8oj/y8EfilBb3AyJXIi5d6RBwD4vDAbjHDBRisEYpNIZaWoqHUF//jPstXUw79wJ8/btaD1wAPbKSjR+8QUdfIUCiqlToZo1kz4KA1g3Nm/Daq1Fds4TMBp30mW1ejRSU16HXB492KvmERwsMmLl+mycqDDR5XB/GR6dn4Qlw3VM7BhESKne5HgtHS8sG4b9hUasPV6FTZk1qGux4pP9JXSEqaVdAtVIvT9zeQ4SUmkEbNZlmDH9TdQbfkA5yZ2ylKOk9G8oLfsXbZ5AuvapVKmDtYqeS6sBWP9IlzuqLnQ8Vox+DevNPMDuRIpCSt1RI/3kg72mDB9ntFqBrWOT8HJRFf5dYcBnVUbsamjBX1MiMcFfyb1JGw/cug44+hGw5Vmg/CDwwRRg+qPA5OWAQDRo61+aYcSxLWX061k3p8BPw5yaDAbj3DBRisHwAEQhwQi47lo6XG1taP3pJ85FtXMXnAYDWjZupIPYs2WjLusu84tllmhPd0fV1q5Bbt5zcDhM4PPFiI19kF4Y8nisS1OxoRWvbsjGpsxaur2UEiH+NDMOt0+OgVTEto8nQcLOpycG0bHyynTsLajH2uPV2JxVi2qThZZckkEERSJOkRK/YeF+TKAaBIRCJSL1t0EfcTPq67eirPxDmExHUVPzPR3+/uMRGXkHtBqWO9WXO+rbKW/iGfFoNJldEPKA+6NC6BB7UHkUw7eRC/h4KSEC87Vq3J9dhlKLDVceK8Af9EFYERPGOfXIfBx7J5Awj+sMWbAF2P4SkPkDsOw9QHfZJV/v1iYrtn6SRb9OnxGB2JGsaQuDwegfTJRiMDwMvlwO1ezZdLhdLlhOnuwq87Pm5aH9yFE66latgjgqCspZRKCaAfmoUeAJ2UfaU7DZjMjJfQb19Rvpsko1DKmpb0CpSMBQp6nNhr9uy8fnP5XC4XKDRBP9dlwkHpibCK2SdefxdMRCPmYlh9BBMsB259XTkPSt2bWobGrHP3YX0RGlkWMRdVDpkBKmYgLVJYYI38HB8+hobj5BQ9Hr6tajqekgHTJZNM2d0oX9BgKBfIi6o0h21Pd0sVI3GY+MWIntbTzA4cJwpQxvp0QiVcmcHozBgXR13DEuGc8WVOKr6gZ8UF6PbcZmvJsS1e3a89cDN3wLnPwW2PAYUJsB/Gs2MOkeYMbjgEh2yUrwt3ycCYvZDq1eiUm/ibskv5fBYPgG7AqWwfBgeMQZNWIEHcHLl8NWUdld5nf4MGylpWj4+GM6+Go1lNOmcWV+U6ZAoGItqgeL+vrNyM55EnZ7A3g8IWKi70FU1B/B5w+epd4TsDqcVIh6Z1s+mi0O+tzMpCA8sTAFCSFsvnojxNF2eVooHUSg2pFTRwWqbTm1KDW24W87C+mIDVJgMRGoRuiQyP7Xlxw/v+EYlvY2LHGP0s6flVX/QXt7CfLynkNR0V8Qrrue5k5JpWEYEhA3ybqHutxRX0x9G88LR8Lc5oKEz8PD0aG4Wx9Mu6MxGIOJn1BAS0cXaNV4KLcc+W1WLPo5D8ujQrA8KhQiMkd5PGD4tUDsTGDjY1zG1L6/Atlruayp6MkXfT2PbihBZW4ThBIB5t05DELmdmYwGOcBE6UYDC9CHBGOwBtvoMNpNqN1716YO8v8TCY0r1lDB4RCyMeO4cr8Zs2EOCJisFd9SGC3NyMv/3nU1PxAlxWKRKSlvgGVKg1DvYxxY0YNXtmQg7KGNvpccqgKTy5KwdQEZu/3JYFqQXoYHa1WB7ZTgaoKO3LrUVTfine2F9CRGKLEonQdFo8IQ1xQR0YK49L8j6Q6xMc/hujoe1Bd81+Ul3+C9vZSlJb9g5b5BQcvpKV/RMQaCu6o0vBpeGj4C9hL3FFOF8b4yakAkKCQDvaaMhi9uFyrxi61AivyKrC6rglvltRii6EZ76RGIlnR4YZSBgFXfwQMuxpY9yDQUAh8shAYcwcw5zlA2tHJb4CpzGvE4bXF9OsZv0uCf8gQdF4yGIxfBROlGAwvRaBUwm/+fDrcDgfaf/mlq8zPVlyMtp8O0FH78suQJCTQDCriopIOH04dWIyBxWjcjeycx2G11pAiTERF3YXYmPvA5w/tcrRfypuwcl0WDpc00uUglQQPX56Iq0fraac3hm+ikAixZISOjhaLHduyOYFqV1498mrNyKvNw1+25iElzI9mUJEyv2itYrBXe8ggFCpo5lRE+A0wGLajrPxjWtJXW7uaDn/1WOgjb0OQdo7v5N/1cEe5eEJ8NPWvWClIR3ubGzI+D0/E6nB7hBYC4jphMDyQQJEQ/0yLxkJtIx7Pq8AJczvmHcnDYzFhNG+qa+4mL+TcUZufBn7+FDjyIZC3EVj8FyBx3oCuU7vZhi0fZsLtBpInhiJpfOiA/nwGgzE0YKIUg+EDkCwp+ZgxdIQ88gisxcUw79hJXVRtP/8Ma34+HcZ//hMCjQbK6dO5Mr9Jk2iGFePCcTjMKCh4FZVVX9FlktOSlrqKtmkfylQ0tuH1jblYfbyKLktFfNw1LQ5/mBZLBQvG0EElFeGKy8LpMLXbsSWrlgpUe/MNyK5upmPVplwajE7yp4hApQ9k+6VLARGcgoLm0tHckoHy8o9RW7sWTabDaDp5GDJpJCL0N0MXdg0NUPdadxQRo7I4B2tBxEw8OOxZHGrnAS43Jvkr8VayHtGyoX0DgeE9XBESgIn+SlrOt9XYjBcKq7DJYKId+rrmsVQNLH0HGPYbYM19QGMJ8H/XAunXAvNfBRSaAXFBb/s0G60mGwJC5Zh2fdKv/+MYDMaQhF0ZMBg+iCQmhg7N7bfB2dQE8549XJnf7j1wGo0w/e9/dPDEYsgnToBq5kwoZ8yAKJTd4TofGhsPIiv7Mdp2nRARcQvi4x6BQDB0g3GJK4ZkCJFObDaHi0ZdXHVZBB6el4gw9dDdLgwOtUyEq0dH0NHYasPmrBqaQbW/0IiMymY6Xt2QgxF6fywZHoaF6WHQ+bN5cynwUw1DWuqbiO/Inaqo/ArtljLk57+EoqK3Ea67ju7jZLJw75nOpEyPuqOMcPBE+GDqu1jFT4W13Q2lgI9n4nS4UacBn7mjGF5GiESEz9NjaAD60wWVOGhqxcxDuXg2XodbdJruxhKx04G7fwJ2rAQO/A04+Q1QuA1Y8DonWP2KuX98WzlKTxohEPJx+Z3DIJL4iKuSwWBccpgoxWD4OAJ/f6iXLKHDbbOh7ejRrjI/e0UFWnftpgN4HtLUVFrmR3KoyNddJzWMXjidFhQWvUldBYAbUmk4UlJeQ2DAxCG7pRxOF746XI63t+TB2Gqjz02M1dDcqGHh6sFePYYHEqAQ47qxkXQYzVZszKzB2uPVOFhsxPHyJjpeWpeN0VEBtMSPCFQhfizr52IjkYQgLu5hREf/GdU139P9XFtbEc2cKq/4BEFB8xCpvx1q9aVvOd9vzPVcdlSHOypbPxfLU5/CcQu1d2BmoAqrkvSIkIoHe00ZjAuGnKP9TqfBlAAllueUY3+TmWZObaw3UfefrnN+i+XAvJVA2lXA6nuAuizgv3cAJ78DFr8F+OnO+3fXljTjp+8L6ddTrk2ANsJLnZQMBsMjYKIUgzGEIM4oxcSJdLgffxy2ggK0bN9BXVTtx4/DkpVFh+H99yEMCaHuKVLmJ58wAXwJK20gmJqPIyvrYXqRRtCFXYuEhCcgFA7N7nHEvr8ztx4r12ejoM5Mn4vVKmhHvdkpwUzYZPQLjVKCG8ZH0VHXYqHB+ESgOlzagKOljXS8sDYLY6MDqYNq/rAwmk/GuHgQx2dE+O9oZz6jcRfKyj9CY+N+1NWtp0Ptdxn0kbcjSHs5+HyhR7qjbHwJ3p3yLt7mJ8FuAdRCAV6ID8e1oQFs38TwGSJlEnw3Mg4fVRrwUmEVdja2YMbhHKxMiMDVIT3mesRo4K5dwN6/ALtXAXkbgPf3AXNfAEbdAvQzb9Ta7sDmf2fA5XQjblQQ0qaev6jFYDAYPfGgswgGg3EpIScpJACdDO0f7oLDaKRd/Mw7d8C8dx8ctbVo+vprOngyGRSTJ3FlftOnQ6jVDrl/lstlQ3Hxuygp/YAsQSwORkryy9BqZ2KoklXVjJfXZ2NvgYEuB8hFWD4nEb8bHwmRgIXpMy6MYJUUN0+MpqPGZMH6k9U0g+rnsiYcKm6g49nVmZgYp6Fd/OYPC0WggjleLhY8Hp/u58hoacmmzqma2jUwNR+DKeNe6hTVR9wCne7awRXnqTuKZEf9SBePRy7AA8krkGWlhlbM1/rhtUQ9LXtiMHwNUoJ6Z0QQZgSqcG9WGY61tOHe7DJsqDfhtaQIBIk75r1QDMx4DEhdCvx4D1B5BFi7HMj4L7Dkr4Am7tw3or7IQbPBApVGipk3JjOBl8Fg/GqYKMVgMLidgUYD/99cRYfLakXbwYNo2b6dBqYTgcq8dRsdJH9ANnx4V5kfEbV8vcyPXIhlZT8MszmHLoeELEVS4rMQifwxFKlttuDNzbn49mgF7bgjFvBx2+Ro/GlmPM0MYjAGilC1FLdPiaGjsqkd609wAtXxChP2FRjpePrHDEyO12JxehjmpYVCLWdz8GKhUqUgNfV1xMU9gsrKL1FR+SUslkrkF7yMouJ3oNNdQwUqmUyPS0rG/7hyvTYjLAIZ3pryHt5HPJxW0rFMgJcTIrAs2N/nj1UMRrxcijWjEvB+WR3eKKnBeoOJ5k2tSorAwqAe5yzBKcAdm4GD/wC2vwiU7AH+PhmY9SQw/m5A0PclYtbeKhQcrQOfz8O8O4dBwva3DAZjAGCiFIPBOA1SqqecNo0O97NuWLOzu8r8LJmZtNSPjPq334YoPBzKWbOgmjmDdv8jJYK+gsvlQGnZP6hDyu22QyQKRFLSCwgJXoChSJvNgX/tLsYHuwrRbnfS50jWz2Pzk1m3NMZFJ9xfht9Pi6WjzNiGdR0OqsyqZuzOq6fjyR9OYmpCEO3gNzctBH5SJlBdDCSSIMTGLkdU1B9RU/sjdU+1tubTx/LyT2k3Py53avTFFYJOcUcdiVqCBxIfRj4Xa0eFKFLCpBWz013G0EHI5+H+6BDM0frhnqxSZLdacHtGCS3leykhHP6ijs8DXwBM/BOQtABYcz9QvAvY/BQn8i57DwhJ6/VzjZVm7Pkmn3494Yo4hMT4Dcafx2AwfBB2lGYwGGeFXFCQ0HMygu75M+zENbVjJ1p2bEfbTwdgr6xE4+ef08FXKqGYOoUr85s2jYaseyutrYXIyn4Ezc3H6XKQdi6Skl+CRDwUSxfd+O/PFXhjcy5qm0ktDHBZpD+eWpRKQ6gZjEtNpEaOu2fE0VFUb+4o8atGTk0LtufU0SH+Hx/TEoOwZEQYZqeEQClhpzwDjUAgpV35SLZeQ8MemjtFHuvrN9HhpxoOvf42BAcvAJ8/gAIhsWiS7KgOd1SbUIHXJr+PfyIGbhsQLBbi1cRTnCEMxhAjTSnDxjGJeLO4Bu+V1eG72kbsazLjrSQ9Zmp6CEqBMcDNPwLHvgA2PQlU/Qz8Yxow9SFuCCWwW53Y9K8MOO0uRKZpMHLOJXZDMhgMn8arQj92796NJUuWQKfT0QvlH37guqr0rHN+5plnEBYWBplMhjlz5iA/n1P0O2loaMANN9wAPz8/+Pv744477oDZzIXzMhiMcyMKCUHA9dch8h//QOKBnxDx/ntQ/+YqCDQauMxmtGzYiKpHH0Pe5CkovfEmGD/6GNbiYq/ZtG63C2VlH+HQ4SVUkCIZKakpbyA9/e9DUpDaX2DA4nf34pHvTlBBSh8ow3u/uwz/u3sSE6QYHkFskBL3zErAxuXTsPXBaVg+JwHxwUrYnC5sza7F/f/5BaNf3II/fn6UOquI448xsJBzMo1mGi4b+QnGj9tARSo+X4zmlhPIzHoA+3+agdLSf8BuNw2MO+qbm4HvbqOC1L6YKzFrxnr8gwhSAA0x3zUumQlSDAZxNfL5eCJOR0v6YmUSVFvt+O2JIjyaW45Wh7PnhxgYdRPw54NA8mLA5QB2vcaJU+WHsefrPDTWtEGhFmPOrSng8VkpLIPBGDi86rZha2srRowYgdtvvx1XXXXVaa+//vrreOedd/Dpp58iJiYGTz/9NObNm4esrCxIpVwbaSJIVVdXY8uWLbDb7bjttttw11134f/+7/8G4S9iMLwbvlwO1ezZdLhdLlhOnuwq87Pm5aHtyBE66l5/HeLo6K4yP9lll4En9LzdT3t7GbKyH0NT0yG6HBg4FSnJr0AqDcNQg3TSe3VDNrZm19FllVSIe2fF45ZJ0ZAIBYO9egxGn8QHq7B8jgr3z05Abm0L1tEMqmoUG1qxMbOGDplIQDtDktLTGUnBkIrYfB5IlMpEpKS8gri4h1BR+RUqKj6H1VqDgsLXUVzyHsLCfgN9xK2Qy6MvwB31P2Ddw0B7A8wiFV6c9D4+RRRgB3QSEVYl6TG7pwOEwWBQRqsV2Do2CS8XVeHfFQZ8VmXEroYW/DUlEhP8ld1byS8MuO4LIOsHYP0jQH0O8t57AdmmB6huNff2NMhUvhPTwGAwPAPPuyo8CwsWLKCjL4hL6u2338ZTTz2FZcuW0ec+++wzhISEUEfV9ddfj+zsbGzcuBGHDx/GmDFj6HveffddLFy4EG+88QZ1YDEYjAuDx+dDNmIEHcEPLIetopKKU+Yd29F6+AhsJSVo+OgjOgRqNRTTp9EyP8WUKRCoBrFjU8f+o7LqKxQUvAKnsw0CgRwJ8U9Ap7t+yAXjGs1W/HVbPr48WAanyw0Bn4cbx0fi/jmJrMMZw2sgn9vkUD86HpybSHOnOjOoyhvaqVBFhkIswNzUECwarsO0RC0TXAcQsViL2Jh7ER11F+3WV172EcytuVSkqqj4AlrtbJo75e8/7tz7WXMdsO5BIHsNXdwZcw0eir0HlR2mt5t1Gjwdp4OKCeYMxhmRC/h4KSEC87Vq3J9dhlKLDVceK8Af9EFYERMGaWfXXPJ5TLsSiJmOpv+9jJ37uC7DYwI3IlxIPqtDt+swg8G4OHiVKHU2iouLUVNTQ0v2OlGr1Rg/fjx++uknKkqRR1Ky1ylIEcj7+Xw+Dh48iCuvvPK0n2u1WunopLm5mT4SlxUZ3krnunvz38DwbHghwVBdfx0dpKyvbd9+tO7cidY9e+A0mdC8eg0dEAohGzMGihkzoJgxHQgOvqRzk9zBz8t/Co2Ne+my2m8MEhNfod2jHI6hU+ZjtTvx6YEy/H1XMcxW7u+enRyERy9PRGyQgi6z/QXbd3orScFyJM2OwwOzYnGyshnrM2qwIaMWVSYLfvilig7iBpyTEoyFw0IwKVYDsdCrEg48+LjOR5B2GbSapWhqOoDKqk/Q0LALBsNWOpSKVIRH3Iog7Xxa8tcLtxu8rO8h2LQCvPYGNIr98dyEd/E1LxJwAJFSEVbFh2OSvwJwu2C3uwbrj2R45dwcmoxXSrH5sji8UFyDr2ub8EF5PbYZmvGXxHCMUMm63ueEAhtLroHd3QqdLB9jhP8CPv8HXCNugHP284DM+zPb2NxkeCp2H9lv9nf9eW5iEfBCyF2177//HldccQVd3r9/PyZPnoyqqiqaKdXJtddeS9/79ddf4+WXX6alfbm5ub1+VnBwMJ5//nncfffdp/2e5557jr52KqTcTy6XX5S/jcHwaZxOyEpLocjOgTIrC2KDodfL1tAQmFNS0ZqSAos+AuBfrAtDN4TCo5BI/wcezwK3WwibdRHs9qneFrf3qyBHgGNGHtaU8dFg5dwKEQo3rohyIUHtlYcHBqNfuNxAqZnMfz5+MfBgsne7deQCN4Zr3LhM46afA8HQMkxedHj8WohFeyAUHQaPx52wulx+sNunwG6bCEABid2E4eWfQmc6Ql//X9gyPBH3ZzQJJOTkFbNsLVhmbYKEJkkxGIwL4bhQhi+kGjTzBeC73VhoM2Gh1QRS1NyUJYG5VAy+yAXdxAakN3yNWMNW+n0WoRon9Leg2r/7Rj+DwWCcSltbG373u9/BZDLRTG+fd0pdLB5//HE8+OCDvZxSer0el19++Vk3rDeoliRXa+7cuRCJWMtsxuBByvpad+1C646dsBw7BklNLR2aHTtoeLp82jTqopJPGE8zrAbkd9oMyC94DkYjd3KlUg1HUuKrkMtjMZQ4VtaElzfm4pdyLnw4xE+CB+fE44oROvBZiGmfsH2n73aYPFrWhA3EQZVZC4PZhgN1PByoAwLkIlxOSvzSQzAuOpCWtHoi3jc3b4Pd3ojq6q9RVf0lbLZ6SCTrIZNtR4hoOCKPHIDS1ACDOBBPTXgPP/DC6XfFycR4IyEcY/zYjUFvwfvm5tBhIYA/2h14orAaaw3NWCvxR2lgKB5xK1CxgWsWdfkd6YhMCwRwJRzlByBYtxxSYwHGFb8DV8oyOC9/BVByLndvg81Nhqdi95H9ZmeV2bnwGVEqNDSUPtbW1vZySpHlkSNHdr2nro4L7e2ElOeQjnyd338qEomEjlMhk8ObJ4iv/R0M70WUkABFQgJw551wNjXBtGMnCr76CuqiIjiNRrR8/z0dPLEY8okToJo5C8qZM2gXwAuhrm4jcnKfht3eAB5PhNiY+xAZeRf4fJ/ZHZ6TMmMbXtuYQzN2CHKxAH+cHoffT42FTMxCn/sD23f6HpMSgul4bpkbB4uNNHNqY0YNGlpt+PpIBR1apQQL00OxKD0MY6MDPVK89aa5KRIFIy7uXsTE/AG1detRXvIPtLTlodp6CFXpfGRZrsIHij+jwSWk/tU/RwbjoejQ7uwbhlfhTXNzKBEsEuHf6bH4obYRj+dV4GSrBbc72zEjSYq79FrEjexxvhU7FfjjPq4z376/gp/9I/jFu4D5rwIjrufyqLwQNjcZnorIy/eb/V13n7kKI932iLC0bdu2LhGKKHMkK6qzLG/ixIloamrC0aNHMXr0aPrc9u3b4XK5aPYUg8EYXAT+/lAtXoRqPg8j586F/Zdf0LJjJ8zbt8NeWYnWXbvpwHOANC0NypkzoZo1E5KUlHMG5drtTcjNex61tavpslKZjNSUN6BSpWCoYGq34/0dBfhkXwlsThc9d7x2tB4PXZ6IYD+uQymDMdQhTqhJcVo6Xliahp+KjLSLH+ncZzBb8dlPpXQQZ+HC9DDaxe8yfYBHClTeAp8nQli9A6G7stEkbsEv+nC8GfgnHJFNAFxAFK8GKyPtmBWdQnNAGQzGwHNFSADGqeS4aVMWMv152DpSjmY/ILLdimhZjxv0Iikw51kg7Qrgx3uAmhPAD38ETn4LLHkb8I9k/x4Gg3FeeJUoZTabUVBQ0Cvc/JdffkFgYCAiIyOxfPlyvPTSS0hISKAi1dNPP0076nXmTqWkpGD+/Pn4/e9/jw8++IDa4u655x4ags467zEYngVPJIJi0iQ63E88Dmt+PswdAlX7iROwZGbSYXjvPQhDQ6GcMR2qWbMgHz8e/FPcjQbDDmTnPAGbjTgl+YiO+iNiYu49PVTXR7E7XfjyQCntqtfYxuW3TE3Q4omFKUgJ894yZAbjYiMU8DE1IYiOF68Yhr0FBipQbcqsQW2zFR/vK6FDp5Zi0fAw2sVvRIR6yHXt/FW01HKd9XLW0sUt+jvwTNDNaHIBArhwBX7AUtfX4JU4sK9Ki/DwGxER/juIxZrBXnMGw+co3VyBKzc1IiFRis2jFTjU3IaZh3LxbLwOt+g0vfdtYSOA328H9r8L7HwVKNwGvD8BmPMcMPbOi5gJymAwfA2vEqWOHDmCmTO725B2Zj3dcsst+OSTT/Doo4+itbUVd911F3VETZkyBRs3boRU2u0A+PLLL6kQNXv2bHq37Te/+Q3eeeedQfl7GAxG/yAnQdLERDq0f7gLDoMB5l270LJjB1r37YejpgZN//maDp5cDsWkibTMTzp1NIqNH6Cq+hv6c0hmVGrKKqjVnJvS1yF9LLZm1+GV9dkoMrTS5+KDlXhyUQpmJAaxC2cG4zwQCfiYmRRMx8orh2FPnoGWwG7J4rr4/WtPMR36QBkWpeuogypN58c+Z2feQQEZ/wXWPwy0N6JSGoZHxr+L7Qii7qjhShneTolEgiQOVVXhKK/4jHZLLS5+G6Wlf0NoyBXQ62+DUpnI5jGDMQCUZzXg502lILLTw9Pj8USqGstzyrG/yYwVeRXYWG/CW8l66KQ9bugJRMDUB4GUJcDqe4Gyn4ANj3Cf7aXvAkHs88lgMHy4+95gQUoC1Wr1ORPkPRmn2419BhM2HTqMeePGYrJWDQG7q8vwEIiDcf369Vi4cGG/6pBdVivaDhygAhVxUjlqa+nz1kQXmm52wEmyOd2ATnUlEka9CKGwu92xL5NRacJL67JwoKiBLmsUYjwwNxHXj9VT9wfj0sxPhu9jsTuxM7eeClRbs2rRbnd2vRatkWPxcB11USWHqi6qQOVVc7OHO4qchH6R9Ec8r/stzC5Awufh4ehQ3K0PhrBHSaTLZUdd/UaUl32E5pYTXc8HBk5FpP52+sgcap6JV83NIUqryYqvXzqE9hY70qbqMOOGZPq8y+3GhxUGrCyqgsXlhp+Qj5UJEbg6JOD0z5vLBRz5ENj6HGAzAwIxMP0xYPL9nHjlgbC5yfBU7D6y3+yvduJVTinGr2ddfROeyq9EtdUOyIPwYUYJwiQivJQQjkVB/mwTM7wOUqqnnD6dDvezbrRmHkNB9koYNb/Q1wUGwP9zIZC/DiURx7tyqOSjR9PwdF+j2tSOVZty8f2xSmpEEAv5uHNKDO6eEQeV1HsPagyGpyIVCTB/WCgd7TYntufUYe2JKvpYYmzDezsK6IgLUlCBijioEkJUGJKQndLJ7zgnRXsjSuWReGjs29gLDXVHkY56byVHIlFxesYdny9CaMgShAQvhsl0FGXlH6G+fgsaGvbQoVAkUOdUaMgyCAQsI4/B6PfH0uXG1o+zqCClCVdgyjUJ3Z87Hg+/1wdhpkaFe7PKcKylDfdml2FDvQmvJUUgSNzjvIKU6437PZA4H1i7HCjYCmx/Ecj6AVj6HqAbGi51BoNx/jBRaogJUndmlNC7kj2psdrp8/8eFs2EKYZX09x8DJktj6BdU0KXwwKWIbh+BNp0+9FWegD2igo0fv45HXylEsppU6lIpZw6lYasezOtVgf+sasQ/9xTBIvdRZ9bNlKHR+YlISKAtU5nMC4FpHslly0VRj+TW7NraRe/Xbn1KKxvpbluZCSFqKg4Rd4XG6QcGv+cHu4oF3j4KPkerAy9Bu1uQMbn4fHYMNwREXRO5zZxZ/j7j6Gjvb0c5RWfoqrqG7S25iMn5wkUFr6B8PDfISL8RkgkQZfsz2P0jdPlxJHaIzhuO47g2mCM042DgM+6vHoSRzeVoiKnEUIxH5ffOQzCPrrwxsulWDMqAe+X1eGNkhqsN5hw0NSKVUkRWHjqTW1/PXDDd8CJb4CNjwE1J4F/zQIm38c5p0RDw7HOYDD6DyvfGyLle6Rkb8xPWZxDqg/IKSBxTB2emMpK+RheZ1d1uawoKvorSsv+RZYgkYQiJfkVaDTTut/T1obW/fu5Mr+du+A0Grt/gEAA+ahRXS4qcXQ0vAWny41vj5TjzS15qG+x0ufGRgfgyUWpGKn3bqHNE/EVOzXj0tJssdPSPiJQ7cmvh93ZfXsoNcwPi0eEYXG6DpEaue/NzVPcUYWKaDww5m0cQgB9eZK/kubU9OrudZ44HC1UmCIClcVSSZ/j8cTUWaWPvB0qJVeKxLi0bC3dilcPvYraNq6snhAiD8GKcSswJ2oO+3d4ANUFTfj+rWPULTXr5mSkTNKd83syze24J6sU2a0WukxK+UjFhb+oD6+DuZ777Gd+zy1r4rmsqahJ8AQ8dr/JGPLYfWRu9lc7YaLURdqwnsa+xhb85pfCc77vvyPjMDlgiJYVMLxyJ9zckoGsrEfQ2ppHl0NDr0BiwrMQic78+XS7XLCcOIGW7SSHagft7NcTcUwMlLNmQjVzJmQjR4In9ExT6e68ery8Phs5NS10OUojx+MLkjEvLZRlq1wkfOUkgTF4mNrs2JRVQ7v47SswwOHqFqiGR6ipg2pheth5Oxw9cm4Sd9TaB4DcdXBAgA9S78Oq4CtgdQNKAR/PxOlwo05DS4QGApfLgXrDZpo7ZWo+1vV8QMAkmjul0UwHj8cy9S6VIPXgzgfhPsWfz6O3QYG3ZrzFhKlBxtJqpzlS5kYrEseFYM5tqf0+d7C6XHizuAbvldWRylt6Y/utJD1mas5w7pW9Flj3EGCu4ZZJd77ZzwLSwb2W8sj9JoMB35mbLFOK0Ys6m6NfW2SjwYRxaiVEPcJFGQxPhITelpR+gJKS9+B2OyASBSI5+SUEB8075/fy+HwqNpER/OADsFVUwEwEqp070HroMGzFxWj4kIyPIFCroZwxnbqoFFOmQKAc/FKbvNoWKkaRcGWCWibCvbPicfPEaJohxWAwPBe1XIRrx+jpaGy1YWMmJ1DtLzTgRIWJjpfX5+CySH+aQbUwPRRhai8rd6HuqG+B9Y8AliZkKxOxfPQbOA41bTwxM1CFVUl6RPTs4jUA8PlChAQvpMNkOtaRO7UJjY376SAdWEnuVFjolRAIvGybelnJHnFInSpIEchzRJh67dBrmKmfyUr5BgnS52rbp9lUkFIHyzD9d0nndTNLwufjiTgd5mnVNGOqqN2K354ows06DZ6N00EhPKUEMGUxED0F2PIM8POnwOF/A7kbgcV/ARIvH/g/kMFgeBWeefufMeAEi/v3r/5XhQFr6ky4QRdI716GSXwvCJrh/Zhb85GV9TBaWjLoclDQfCQnvQCxWHNBP08cEYHAm2+iw9nSgta9e7kyv1274TSZYPpxNR0QiaAYOxbKWbOgmjkDovBwXEpIed5ftubhP4fKQMwVIgEPN02Ixn2z4+EvZ59VBsPbCFCI8dtxkXQYzFZsyKjB2uNVOFTSgGNlTXS8uDaLluQSgWpBeiiCVR4e4t1SA6x9kLqjbDwh3k17DG9rF4KEB6iFArwQH45rQ/vo3DXAqNWXIV39LiyWKlrWV1n5H7S1FSE392kUFr6J8PDfQh9xEySSkIu6HkORn+t+7lWy15cwVdNWQ983NnTsJV03BseJHRUoOWEAX8jDvDuHQSy9sEvC0WoFto5NwstFVfh3hQGfVRmxq6EFf02JxAT/U27iyfyBpe8Aw34DrLkPaCwB/u8aYPh1wLxXAMWFncMxGAzvh5XvDbFMKRJqfvp9Kw5ipRfzeGhwcO2sBTxgvlaNW3RaTAlQDpi9nsG4ULuq2+2kd76Lit6Cy2WDUKhGUuJzCAlZclEucNwOB9qPHesq87OVcAHqnUgSE7vK/KTp6dSBdbFazn+4txh/31kIs5VzPc5PC8WKBcmI1iouyu9k+LadmuHZ1DVbsP5kNc2gOlLa2PU82c2NjwnkBKphodAoJZ4zN09xRx33S8UDl72OLHCRAPO1fngtUY8QyeB8bhwOM6qrv0N5+adot5TR53g8EUKCF0EfeRv8VMMGZb18kW9yv8GLB16kX/NcbqSUuxFgBhqVQLaeB3eHG//K+CtxXfJ1SPRPhEjA9qeXivqyFnz3+hG4HG5MvS4Bw2fqB+Tn7m1swf3ZZai02mmR5h/1QXgsJgxSQR/nRrZWYMfLwIG/kUwFQK4FFr4OpF3F7eguEYO+32QwfHxuNrNMqcHdsJ7cfY/QU5jq3PWT7ntzNH5YX2/Cp5UGHDC1dr0nVibBLeEaXBca2HeQIYNxkXfCbW0lyMp+lLYCJ5BsEBJmfinvcluLiqk4RUbbzz+TGsKu1wRaLS3zIwKVYuJE8OW/vuOdy+XG6uNVeH1jDqpMlq7MmScXpmB8LLujOBj4ykkCw3uoNrXT8j4iUP1S3tT1vIDPw8RYDc2gIjlySjFv8OYmdUeR7Kj1sPDEeCvtEbyvuRzkFlegSICXEyKwLNjfI7LuyM2NesNWlJd9jCbT4a7n/f3HI1J/G7TaWeDxWHe488XmtGFXxS6sLliN3RW74YIL43JduHWLC1ou9pBiUAGfzOXjUFK3UCHii5AYkIg0TRrStGn0MdY/lj7PGFhsFge+WXkYpvp2xIzQYsEf0wf0c9nscOKZ/Er8p6aBLifKpXg3NRIjVGc4J6o4Avx4D1CfzS0nLQQWvQX4heFSwI7pDE/F7iPnm0yUGuQN68nC1FP5lb268OkkIryYEI5Fp7R0zTa349MqI76raYDZyV18S/k8XBEcgFvCtbjMj7WZZ1z8nbDb7UJl5f8hv+BVuFztEAgUSEx4CmFh1wzqBY6jsRGte/ZQFxV5dLV2i7g8iQSKCRNomZ9yxgyIQoLP++cfKm7AynVZOF5hoss6tRSPzk/G0hE68Fnm26DhKycJDO+kvKGty0F1spLbNxCEfB4mxQUiwlWHh66bA82lOj4TdxRp+77hUeqOOqIejgdGvoJ8cGU7RIhamRABbT8jBC41zc0nUFb+Merq1tNsQoJMFgW9/laEhf4GQiFzop4rl+ik4SRWF67GhuINaLY1d702MY+P5f+10a97HqldHcvvXyOHbcooZDVk9fq+TiQCCZICkzBMM6xLqIr2i2YZVL/y/7XloyzkH66FMlCC654cB6ni4hzHNhtMeCi3HPU2B628WB4VguVRoX1n1jpswN63gN1vAC47IFEDl78IjLr5orum2DGd4anYfeR8k4lSg7xhPb2Ub5/BhE2HDmPeuLGYrFVDcJadvtnhxH9rG6l7Kquj/SthuEqGW8O1VKSS92XNZTB+5U7Y6axHdvYKNDTuo68F+E9ASsprkMkiPGrbum02tB050lXmZ6/kWpJ3Ik1L6yrzk6SknFVMKzG04tUNOTT8mKAQC/CnmfG4Y0oMpCJ2936w8ZWTBIb3U2pspeIUGdnV3Rf1JGtuWkIQFo8Iw5yUEKikoovujmrjS/DasMfxz4CZ1IlNcixfTYzAwlNudnkqFks1Kio+R2XVf+BwcGKfUOiHcN31iIi4CVKpbrBX0aOoaa3B2qK1+LHgR5Q0d5e1B8uDsSR2CZZEL0LbspshMDT1EqR6ClOuIH8M27mXpNOjwlyBTGMmsgxZ3KMxC2a7+bTvkwllSAlM6RKpyIj0iwSfdVTsF1n7qrDj8xzw+Dxc+dAohMWpcTFpsDuwIq8Cq+s4h+dwpQzvpEYiWXGGJgO1WcDqe4BKzhGP6KlcBlVg7EVbR3ZMZ3gqdh8532Si1CBvWF+c6OQOy5HmNnxSScLQm2Ajd0g7gktJaClxT8XLPTyAleElc3MdRo22orDwZTidZvD5UsTHPUovDjy9nTf5nFjz8qk41bJjOywnTnJugg6EoaFQzpwB1axZkI8bB76Ey4RparPhnW0F+PxACexON8jNxOvHReKBOYkIUnXnxjAGF185SWD4FoX1Zqw+VoFvfipAdXu3DEC6cc5IJAKVDrOTg6GQCAfIHfV1hzvKhH0BY/DQ8BdRAs6dRc4Hno8PR4AXlvo7nW2orv4fdU+1t3NiCynlCw5eiEj97fDzG46hSpu9DdvKtuHHwh9xqPpQV2c9qUCKOVFzsFQ3DyP5UXAbDDDv3w/j3z8458+M/PRTKMaPO+15l9uFsuYyKlDRYchEdkM22h3tp71XKVIiVZPaq/QvXBnuEaWinkRDVSu+feUwHHYXJlwRi9Hzoy/Z7/6hthGP51Wg0eGEhM+jOVN/0Af1fUPc5QQO/B3Y/hJA/t9CGTDrKWDC3QB/4G/MsWM6w1Ox+8j5JhOlBnnD+vpEN9gc+E+1kXbZKLNw9mzCFH8lFadIQHqfFl0G4xy0tlZh774/QijMpMt+fpchLXUV5PIYr9x2DnKCvmsXV+a3fz/c7d0n1Ty5HPKJk/CLfhheNwWhws2JTzOSgvDEwhQkhnABwQzPwVdOEhi+OzcTRk/Dxux6rD1RhaL67rJiqYiPWcnBNCR9ZlIwZGLBhbmj1iwH8jbALJDhxWFP4VP/KV1RAKuS9Jit8d5zo05I2bjBuAPlZR+hselA1/Nq9WhE6u9AUNCcIZE7RcShI2X7sfXn75CZuxvyJisNLA80uxHv0CDa5gd1iwsugxGulh7BUf1EMWkS/JYugWz4cIijo8/aLMTpclJXFhGpMgwZ9DG3IRdWp/W096ol6i4nVadYFSIPGbJClcPmxLevHqHClD4lAEvuHUndUpeSWqsdD+aUY1sD5+ocr1bQDn3RsjPcdGsoAtbcDxTv5pbDRwNL3wNCUgd0vdgxneGp2H3kfJOJUoO8YYfKRHe53djR0EJL+7YYm7sC1EPEQtyg0+DGMA10UtaqntE/amvXISf3aVo+QboixcY+gKjIO33m5N9lsaD1wAGYd+ykTipHXV33a+ChNCQWQfNmY/g1iyGOjx+yJ9CejK+cJDCGQh6fGzk1LVScIiV+pca2rvfKxQLMTgmhIenTE4POXRp8ijtqZ+AEPJT+HCrBleHcrNPg6TgdVELf2Ff3pKUli3Z9ra1dC7eby+OUSvXQ62+BLuxqCIXeefOAlJ2TmybkOGSvq4Ojrp5+TUZLdRmaK0vAMzZB0d7d0ONc8GQyiIKDwZNKYc3NPa/14SuVkA4bBll6OqTD0+mjMOTsQpLdZUdRU1GXm4oKVY25cLi4fLCeBEoDe7mpyAiSB2EosOPLHGTtqYLMT4zrnxoHud/gnJeTfdJX1Q14uqASrU4XZHw+no3X4Radpu//M9nv/PwZsPkpwNoMkOD7qQ9xQzgwfwM7pjM8FbuPnG8yUWqQN+xQnOjlFhu+qDLiyyojDHbuhICEG87TqKl7amqAEnx2kc3ocz42Iif3WdTVraPLTmc4xo39G/z9fbNF9/HyJqxcm4WG4ycxvjoTU+qzEd1Q0es9Ir2+u8xv9GjwvPiA5Ev4ykkCY2jNTXIxmFnVjDUnqmgnv4rGbsemUiLE3FROoJqSoIXkVGGpuRpYS9xRG2ESKPFc+tP4Sj2BvhQpFeOtZD2mBHinMHM+WK11HblTX9FjFkEgUCJcdx0iIm72mKxDt8MBh9HYJTB1i04dwlM9Jz45G7juaP3BIRJAEKSBPCwCwuBgCIOCqPgkPGXwFQoqLridThTMngNHbW2v8vWe8P39oV6yBJbMTFiysuC2dGeWdkJ+j3T4cMjSh0Gang7ZsGEQqNXn7AKY35RPRSqSTUVcVQVNBXC6SS/I3pAMrJ5uKlIGSMQrXyL/SC02/zuTpssvvW8k9CmD//eVtVuxPKcc+5u43LAZASq6HznjTezmKmDdQzS/jhKUAix7D4gY86vXhR3TGZ6K3UfON5koNcgbdihPdJvLhfX1Jpo9dcDUXToQK5PQu6nXhQV6ZdYE4+JQb9iGnJwnYLMZqCNKr/8DsjKjsXDhUq/eCfdFZVM7Xt+Ygx9/qeoqp7lraiz+MD0O4kYDzDt3omX7drQdOEjvYnfCV6mgnDoFypmzoJw29Zwn5YyLh6+cJDCG7twkAhXp6rn2eBXWnaxGtalbDFBJhZiXFkoFqslxGogyvgE2PkbdUZuCpuPR1CdRCwkNr74zQosVsWFQCHzPHXU2nM52VNd8j/LyT9DWVtjxLB/BwfMRqb8NavWoi/J7idBDhKReAlMP4YmITfb6OjgNxjMKQachFMKpUcOgcKJU3AKjwoVGJQ9NKh50UcMwLn0eJqQvgjww6Lydu82bN6Py/uUdK99jfTp+Tvhf34bf5ZdzLzscsBYUoP3ECVhOnkT7yQxY8/IA1+kuLVLmRwUqMoan0+YhndmMZ8LisFAHVaebiohVRaYiWp54KjqFrkugImIVeSTlgN6Iqb4d36w8BJvFidHzozDhijh4CqTS4sMKA1YWVcHicsNPyKedOq8OCTizayrze2D9I0CbgevhOOFPwKwnAfGFd8lkx3SGp2L3kfNNJkoN8ob1dC7VRM82t9PcqW9rGmB2cgd/KZ+HZcEkGF2Dy1RyVqI0RHE4WpCX9yKqa/5LlxWKBKSmvA6ZLMUndsI9abHY8fedhfj33mLYHNzn4KpR4XhkXhLC1Kd3oXG1ttKgWFrmt3Nn7zvaAgF1Tilnkm5+M+gJOuPS4SsnCQzf40LmpsvlxrHyRqw5Xo31J6tR18Ll8wSjEaukH2E6jsIoVOOp9Gfxvd9o+lq8XIK/JEdirPrCLwR9AZI7ZWzYjfKyj9HQuLfreT+/kTQUPShoHvj8c9+Ac7tccDY1ndnZ1CE4kVI7OE93+/SJQEBdRp2uJmFwb2dThaQNG82H8GPtVhhs3ceXhIAELItbhkWxi6CVafFrIcJU7cuvwFHDdZPtbPYR8sTjXYLUmXC1tcGSnY32Eyc7hKqTsJeXn/5GoRDSxMSukj8iWEni4sA7h1hKgttzGnJ6han37CTYE71K38tRRToAKsVKeDJOhwv/W3UUdaUttMveFQ9eBr4HdsouaLPg3qwyHGvhyosXatV4LSkCQeIz7MPaGoCNjwMn/sMt+0dxHfpiZ1zQ72fHdIanYveR800mSg3yhvV0LvVENzuc+F9tI3VPZbV235UdrpLhVp0WV4QEQO6BB0vGxaGhYR+ysh+D1VpN73ZFRt6B2JgHIRBIfGYnTHA4XfjP4XK8vTUPBjPnfJoQG4inFqViWLi633fHyd1jLodqO6z5Bb1eF8fGdpX5yUaOPOeJOOPX4Uvzk+Fb/Nq56XS5caTYiIpdH2Nu2V+gQiv+p52NhxMeRrtYDp4buFKtwqoR0VD4YHbUr8FszqUd+2pqfoTbze3rJRIdwrXXIMg9BTC0n+Jq4gQn4mxy1BvIP69/v4jPh1Cj6S6Z6xSegrnHTuFJEBBw2rHA0G7A+qL1WF24mrqGOiHlagtjFmJZ/DIkBSQN+I1CcgxrPngQR7dswei5c+E3fvwFH6ccjY2wZGRwjqoTnFDVVxkiaSIiS0vjHFWd+VQ63Tn/thZbCxWqOoPUiVBVYa44/eeDh2h1dC+himw7uYjrQOkJ7P0uH8e3lkMiF+K6p8ZBFei53bEdLjfeL6vDGyU1sLvd0IiEWJUUgYVB/mf+pvwtXNOF5o7/z6ibgbkvArKzfE8fsGM6w1Ox+8j5JhOlBnnDejqDNdFJ2cCR5jYajL66rgm2Dku3WiigbaRv1mmRoPDcAyfj17fbzi94DZWVX9BlmSwSqSmr4O8/xqd2wmSe78ytx8vrs5Ffx2UmxGoVeHxhCuakBP+qk35beTkNSW/ZsQNth48Qy1nXawJ/fyinT6cuKsWUKRAoh7aT4WLgC/OT4Zv86rnZIzuqThSIh9OexWb1SPoSr8UOUUYj+M12BKkkWDgsFItH6DA6MgD8IdZpl+zfXWZzH86melhM5WgIzoQpqRouBeeK5VkA+U98KLYLIDSeeVsJusSmoNMzm4I6HjWB4An7H39AOtPtLN9Jhah9lfu6cpVEfBFm6GdgadxSTA6fTJe9cb9J/heOqioqTpFBharMTLjbukP9OxEEBvYKUSeClTAg4Jy/w2Q1dZX8dZb/VbeSG2q94fP4iFXH9gpTTwpMgkRw9tLCi0HJSQPWvX+Cfr3w7nTEjPCOQPdMczvuySpFdsfNa1LKtzIhHOozRX5YW4CtzwOH/8UtK0OBxW8ByYv6/TvZMZ3hqdh95HyTiVKDvGE9HU+Y6AabA/+pNtLyvjJLd37OFH8lDUafr1VDNMROdn2ZpqYjyMp+BO3tZXQ5IvwmxMc/CoFA7nFz89eQXd1Mxag9+STzAAiQi3D/7ATcMCEKogF2AzpbWtC6Zw9aiItq9264TKbuF0UiKMaN6yrzE4WHD+jvHqp4+/xk+C4XPDfJzaHjXwEbV8BtMeHbsIV4JvFBNEEEIQ+4Vx+MsQ4hNp6sxsaMGjRbuoXwUD8pFqaHYfGIMFym9/f6cnxSOn1qJ7rTnE119XC3dwfF94Vb6EbbOBdaZ7ng0HXkKbkBVV04glrGw08xAqLgkG7hSaMBTzww3cRoZlj9cawpXIMNJRuo+6eT4drhVIiaHzP/kuYkXcr9JnFm2YqKaNlf+0nOUWUh+VQ9buD0bCjSKVARR5U0NRV82ekl9adibDdyIlWP0r/69vrT3ifkCWlJJM2n6hCqEvwTIBJcvG1gbrTg65cOw9Jqx/CZEZh6XSK8CavLhTeLa/BeWR2IrBsmEeEvyXrMCDzLNVfpfmD1vYCxw0mediWw4HVAGXzO38eO6QxPxe4j55tMlBrkDevpeNJEJ2GHOxpaqHtqq7GZHoQIIWIhbtBpcGOY5swdORgej9NpRVHxWygr+5CelUskYUhNeQ2BgZM9fm6eD3XNFry5OQ/fHi2Hyw2IBXzcOjkaf54ZD7Xs4v8dJCi27eefuTK/7dthKy3t9bokKQnKWUSgmknbbvP4rFz2QvDW+cnwfS5obpKuVqQEJn8TKiVBeCT9BWxXpNKXhitleDslEqnK7ot0kom3r8BAu/htyaxFi7X7Qj/cX4ZFw8NoSHp6uNqjBCpXe3tX17mezqaez5FBRKn+wvfzO93V1Olo6iyj02rQ1HYE5WUf0vypTlSqYYjU34Hg4AXgD5BLqdpcjTVFa6gY1TMbKVQRiiWxS7A4bjF18gzF/abLaoW1I5+KOqpOnoStpI/8KIEAkvh4TqCiQtVwutwfd1pdW12Xk6pTqGq0cl0ae0JcaaTUr1OkIoJVnH8chP3IHzvn3+l04ce3f0FVfhOCIlX4zSOjIRB557H+iKkV92WXoaidy7kjjZKejdOduXTYbgF2vQrse4cok4AsAJj/KjD8uq5w/T6/jR3TGR6K3UfmJhOlBnnDejqeOtHLLTZ8UWXEl1VGGOzcya6AB1yuUePWcC2mBijB96ATXcbZaW4+gcysR9DWxt29Cgu7GokJT0EoVHnd3DwT7TYn/rWnCB/sKkSbjSuNWJQehsfmJyNSM3j5EtaiYppBRcr82n8+1quLkSBIC9WMGVyZ38SJ/bozzPDO+ckYOpzX3Ox0R21YAbfVhC90V+D5hHthhhASPg8PR4fibn0whGdxK1vsTuoIXXuiCluzatHasf8jRAbKuwSq1DC/iyZQuWy2M7qayGOn+ORqbu73z+QrFKfkNXEldb3L6YLOe79pbs2nHftqar6Hy8VdaEskodQ1HB5+PUSi88vC6Qzr3lK6hZbnHa45DDexY5HSeKEMcyLnYGn8UowLHUdLywYTT9xvOk0mtGdkwHIyo6P07wQVKU+FJ5VSB1VPRxVxWJ1rThPHWk1rTS+Rijw2206fi1KBlJb6EZFqmHYYfYzyi4KAf37ZWwfXFOHIuhKIJAJc+8RY+Id4TsbVhdDmdGFlYRU+rOSc51FSMf6aEokJ/mcJma/6BVh9D1BzkluOnwMsfhvw13vN3GQwfGluMlFqkDesp+PpE93mcmF9vYkGox8wdd+5jJGJcYtOi+vCAhFwphpzxqDjctlQUvI3lJT+DW63E2KxFsnJLyNIO9vr52bPrlX/O1aJNzbloqaZyz+4LNIfTy1KweioQHgSJBy2dfduWuZHyv16ugF4EgkVpohApZwxA6KQc9vdhzLeMj8ZQ49+z80e7qhSaRgeSn8Be+Vcic8YPzneSo5E4nlmOxKBamduHdacqMb27Dq027sFKpKnxwlUOiSFnvmGRE/cdjvtNndaJ7pTnE2ka11/IeKCMIQTlER9uJo411PwRc/is9mMqKz8ChWVX8Bm40QQPl+GsLDfIFJ/K+TymLN+v8vtwqGaQ9QRRQSpdkd3KSERoEh53tyouR4Vuu0t+017bW13iHoGcVRl0PywUxGo1d0lf+SR5FNpz92tkAhVJDi9p0hFygBb7ac79ORCOVI0Kb3C1EkXwDMJjBW5jfjx7WO0THTu7alIHBcKX2FvYwvuzy5DpdUOIgX+UR+Ex2LCID1TJILTDux/B9j5GuC0AqRT4pzngDF30GYB3jg3GUMPu4/MTSZKDfKG9XS8aaLntLbj00ojvq1pgNnJuT2kfB6WBvtT99RlKrlHlQkMdUgXoqysR9BizqTLwcGLkJz0PESicweKesvc3F9owMp12cisau4qW1mxIJm6Ajx9LrptNrQePgzz9h00MN1eVdXrdVLa11nmJ0lO9vi/51LjDfOTMTQ559wk7qhf/o+2U3dZm/FRxNVYGXc32iGAjM/D47FhuCMiCIJf+ZlvszmwLbsO605UY0duHayObpdmklaGK6JlmB0sQJijR1h4fX2vLCfaUa2jEcq5IFlM53Q2BQeDr1R61P6MuKVqa9fSrn1mc3bHszxotbOg19+GAP8Jvda32FRMhShSokccOJ0QRw0RohbHLoZOqYMn4q37TbfLRcv8qFDV4agiZYBEND0VoS4MsvThnFA1LB3StLR+CZxEZCxtLu0SqohIld2Q3Uts7EQlUtFyv1RtaperSqfQob3Fjq9XHkKbyYaUSWGYdXMKfI1mhxPP5FfiPzVct8VEuRTvpkZihOos4mt9Hpc1VX6AW46cCCx9F9AmeP3cZPg+dh+Zm0yUGuQN6+l440RvdTjxv7pG6p7KNHPOlM7cCxKMfkWIPxQX2GaY8eshjqjSsn+jqOht2hJbKPSnYlRIyGKfmZuF9Wa8sj4HW7Nr6bJKIsSfZ8Xj1knRkIq8b+6Ru7bWvPyuMj/Lca5bTyfCsDAakk5cVPLx48EfoCBeb8XlcqL05Ans27kdk2fMQlT6cPDPs7yCwbhYnHXfSd1R9wP5m1Eoi8AD6S/ikIzLF5rkr8RbyXpEyyS/6uKdCEmnOpvaa2pRW1QBc1UNxE1GqC0tEHSUmJ0TobB3ZlMfzibyPF/tWflVF7Ifbmw6gPKyj2Awbu96XqlMhTbsehwxA6uL1uOEoXv/rBKrMD96PhWjRgSN8Pi/35OP6xdSMmrNzesKUSdCFQlWP01E5fEgiY+jAhXnqBoOaWJCvwLtnS4nFSG7Sv+Mmcgx5sDm6m4K1Im/OACLcv4AVW0YxBo3FjyUgvAAz79BdqFsNpjwUG456m0OGu+xPCoEy6NCz9wYiUQXHPkQ2PocYDMDpBvijBXApHsBgcin5ibDt7D7yNxkotQgb1hPx5snOjmBO9rcRsWp1XVNsHWcCPgJ+bg2NJCW9yWcZ+kB49fR1lZMs6Oam4/RZa1mFi3Xk0iCfGJuNrTa8NetefjyYBkcLjcEfB5uGB9Ju+pplJe+3fPFgrgVzLt2cWV++/bBbekWf/lyORSTJ0M5axaU06dBGOhZJYoXm/yD+7H9k3/C3MBlWxCUgVrMuvUuJIyfNKjrxmCccd/Zwx3lsJrxj8jrsSrmDlgggELAxzNxOtyk05wxq5Ecb0mJXO/MJs7N1KtLncHQZ3ezvnDx+GiUKGGU+sEoVaNBygWGRyVFY+TIeITF6bmQcH//IdeQobW1CKXlH6G6+r/E1kqfMzmBvS0iHGwTY2TYVCpEzdDPgIRcXHsJnnhcH0icZjMsGZmcUNXhqHJUV5/2PiJISVKSezmqxNFR/ZrndpcdhU2FvcLU8xrzkFY+DRPLlsHBs+G/w99Co7waGqmmK0i9s/RPKzt3eaG30GB3YEVeBb0G6Lw5/U5qJJIVZ8l5ayrjypYLt3HLoenAsvdh16b69NxkeC92H9lvMlFqkDesp+MrE91oc1Ar72eVBpRauu8gTfZXUvfUAq36zHdPGL8at9uFiorPUVD4OlwuCwQCJRITn0ZY6G8u+C6dJ81Nq8OJT/aV4L0dBWjpaIM+JyUYKxakID74LEGbPoDLYkHrgQNcmd/OnfTCswseD7KRI7vK/MRxcT57V7ZTkFr91stnfH3pg08wYYox6Jy27+zhjspWxGL5sOdxXBpJ3zsjQIXXw/0R0tRwxk50nQJUX6VKfcLj0W5z1NnUV15TcDB1NgkCA2GyOrEpswZrT1Rjf6ERTtKytIMRen8sTg+jOVQ6/6HThCGnIQc/FvyI9cXrYbEZMVHhwFSlA/5CbtvweBKEhV2JSP1tUCji4U140nH9UkE+O+1UoOrMqMqAy2Q67X18lQqy9GHUSdX52N9sx3LSCfOtE3C7gOYJeTgauBUFTQVwku5zpxAsD+4VpE7KAAOk/YtV8FR+qG3E43kVaHQ4aYMGkjP1B/1ZSpBpg4f/AJseB9obAZ4Azon3YH1rOuYvvmLIzE2Gd2D3kf0mE6UGecN6Or4y0Ttxud3Y2dCCT6sM2GJoRmeCRYhYiN+FaeidYJ10aJceDTTt7RXIzn6Mlh0QAgMmIyXlVUilOq+fm8QdsO5kNV7bmIPyBi7XgXSQIiHmk+J9527j+ZTmWLKyYd6+HS07d8Ca1Zl/wiGKjOwu8xs9Gjwf2Kf0LNn715/v6OWQOhWVRos73/uQlfIxBhW671y3DvOnTQP2fwbH5rfRZnbgg5Tf4h+jroeDL4DKasG9m3/E3G0bACvXAa4/CAIC+hSYeglPGg14wvNvQGI0W7Eps5Z28TtQZEQPfQqjowJoN1MiUIX4+Z4D2tBuwLqidbR7HnG9dBIoDcSi2EVYGrMQ/o5ClJV/iJYWLqeRoNFMh15/Oz3uesMNAU84rg825LzCXlaGdlryxzmqLFlZcPfxORSGhECaPqyHo2oYBKreTQKsbSRH6jBajBbEjw7G5Xem0blgcViQ25jb7agyZKLIVNTVmbEn4cpwKk51uqnI135i77q2qbXa8WBOObY1cBmf49UK2qHvrOXI5jpg/SNA1g/coiQU0uv+DWHs1Eu12gzGkNlvNvdTO+G5yV6SMeAb1tPxlYneFxUWG76oMuLLaiOtOScQY/Q8rRq3hGswLUB1xlIFxrkhu4yq6m+Qn78STmcr7RqUEL8C4eG/A28A2k4P9tw8WtqIleuy8HMZZwsP8ZPg4cuTcNWoCFq2xwDs1dXUPdWyfQfaDhzo5aQgd32VU6dyZX5Tp9AuRd5MeeYJfPPCE+d837XPvAx92vBLsk6MoYmrra132dwpzibyvLW6Cnwb93nMjYzB6zf9AUURUXR58i+H8cBXH0HT3N2xjuQxiTq6zvWV10S/1mr7lYMzENS1WLAxg3NQHS5p6IrpIYfssVGBWDwiDAuGhSFI5T2la6didVqxo2wHFaL2V+3vcrWI+CLM1M/EsvhlmKSbBCFf2Ou429R0GOXlH6HesJU8Q59XKpJoKHpIyFIIPLicb7CP654KOXZa8/N7OaqsBQVcDtIpiGNiurOphqVh1088FB03wk8rxbVPjoNEdmZBuM3eRsPTe3b8K2ku6fO9karIXiIVGQrRxe1I+Wshn4+vqhvwdEElWp0uyAV8PBunw806zdlF2+w1cK99ELzWDif42N8Dc54FJP3rEspgXEzsPrLfZKLUIG9YT8dXJvrZsLlcWF9vou6pn5q62+3GyMS4WafFdWGBCBSd/13doYzVWovsnCdgNO6ky2r1aKSmvA65PNrr52Z5Qxte3ZhDO0YRZCIB/jg9Dr+fFgO5mM2TM+FqbYV5/36uzG/XLq5rVicCAXVOdZX5RXEXx95E9r5dWP/OqnO+TxEQiMi04QiOiUNITByComMhVfh2iSdj4EplewlMfWU21dX12Zq+L2xCET5bciX+M2cpnHwB/G0WPFGRj0Uid293k1YLvtRz3Uc1JgvWn6ymrlVys6ATcm9gQqyGuqeIQBWo8HwXNLloPl5/HD8W/ohNxZvQYm/peo0ElZOcqHnR86CWnFvEb2srRXnFJ6iu/g5OZxt9TiTSICLiRkSE/w5isee5eYfCOedAHlMt2dm9HFX2iope76nQTUVe4vXguZ2Yrj2B8NGxVLAiwhWvnw1/WmwtyDZmd4epGzJRYe79ewg88BCjjukSqshjUmASZELPK60ta7dieU459jeZu8qUSROHs1VK2JvrUfXpHYgy7uKe8IsAlrwNJMy9VKvNYPj0fpOJUoO8YT0dX5no/SWntR2fVRrxbU0DWpzcHShSf7402B+36bS4zE/uFRb4wTyhrq1dg9y85+BwmMDnixEb+yAi9beDxxN49dw0tdvxtx0F+HhfCWxOF70jf83oCDx0eZJPlotcTNxOJ9qPn4B5B8mh2gFrfkGv10n2FC3zmzULshEj+n3y7A1Oqb7wDwmjIlWnUEUe5X7e7Rxj9B+3zUYFpjNmNtUT4am+z5yZM8GTyyEK4srnuoafBMKyNRCZjuN4WBIeGfs0CiQh9P3Lgv2xMiECWi8X1iub2rH+RDXWnqzG8fJupxdxr06K02Dx8DDMSwuFv9yzBKpKcyXWFK6ho6ylrOv5MEUYFscupmJUtPrCburY7c2oqv4a5eWfwmrlbqaQY3NoyBXQ62+FUpkET2GonXMONI6GBlhOEpEqAzUny7DXPQsuvgjxBf9FZMX2Xg1JSKlfp6OKZFSRLrr9Pb9tsjRRF1XPrn81rTWnvY/P4yPOP647SF2ThsTARI8I3ydxHh9WGLCyqAoWl5s2QSL7wKtDAvrcDp1zc1GKEsL1DwBNpdwLw68H5r8CyIdWUxeG52D3kf0mE6UGecN6Or4y0c+XVocT39c10c59GWYuK4iQrpTh1nAtrgjxh8ILLpQvJTabETm5z6C+fiNdVqmGITX1DSgVCV49N+1OF/7vYBne3pqHxjau3GVyvAZPLkxFqs57P9uehK28nApUtMzvyJFe3blIRo1y2jQqUJGufgKlwmszpYhLau7v/4z6kmLUFheirqQQzfU9guF7oNIGdY5KCW8AANXzSURBVAlUITHx9FEZwE56va3kxmE09uFq6u1scjZ2u3vOBU8i6bt0jowepXW9Piektu3YF8CmJ9Bmt+LV2D/gX7qr4ObxECwW4tXECCwM8oevQVytpLxv3ckqZFRyOTIEIZ+HqQlaLBquw+VpIfCTDs65Tau9FZtLNmNN0Rocrjnc9TxxlsyNmotlccswJnQMvbAfCFwuO+rrN6Gs/CM0Nx/vej4wYAr0kbdBEzhtQErrfw1D9ZxzoLFZHPj2lSNoqm2DPl6B6amdYtUJWDKz4G7vPq/tRKDVQpae3p1RlT6MdrY8n9yzTqEqy5CFDGMGfe5USLlpgn9Cr65/8f7xEAkG5/+d32rBfdllONbCuQkXatV4LSkCQWLRmecm6Xi5fSVw4G9ciawiCFi4Cki9gqshZjAuIXYf2W8yUWqQN6yn4ysT/dc4f35ubsPHlQasqW+CtSNZldxRuSYkkHbuS1Qwl0x9/WZk5zwJu70BPJ4QMdH3ICrqj+DzRV47N8n/fmt2HV7ZkI2ieq6sk3TSe2JhMmYmBTPH3EXC2dwM8549MO/YCfPu3XA1d19MkmB0+fjxUM6cQcv8RLpfF5bvCd332luaUVdchNriAk6oKi5AU83pLcIJCv8AhMTG93JVqTRBbC4OgtOPE5uIq6m3wESFp47nnEYjJwj1B5HodGdTH8ITyWI7L7euqYLrrFewFfvUI/FQ6tMo6SjbujrYHy8mRiBgCJSnFxtase5EFRWpcmq6S+LEAj6mJQZRB9Wc1BAoJRd3WzhdThyqOURzoraVbUO7o72r9Glc2DgqRM2OnA25SH7R1oEc20zNP6O87GPU1W8ichV9Xi6PR6T+VoSGXgmBYHDOa4b6OedAse2TLOQcqIHCX4LrnhoLmbLbGeh2OGAtLILl5Amu9C/jJKy5eYDz9E58oqhIyIald2dUpaacVylvXVtdd5B6R+lfo/V0EV7MF9NSv55h6rHq2F55aRcTh8uN98pq8WZJLexuNzQiIVYl9Rbr+5yb5YeB1fcA9TncctIiYNGbgF/YJVlvBsOX9ptMlBrkDevp+MpEHwiMNge+rmnAp5UGlFpsXc9P8lfSYPQFWjXE/MG9y3ipIWUBefnPo6aG60yiUCQiLfUNqFRpXj03MypNWLkuGz8VGemyRiHG8rmJ+O1YPYSCofU/HmynSdvPxzgX1Y7tsJd2l7UQJMnJnEA1axakaWngecDnjwhT2z/5Zy/HFOm6N/OWu04TpM6Eta0VdSVFqCsu7BCqCtFQWQE36ed9ClKVXw9HFeeqUoeEMqHqArtHEtfSuZxNDoOhz4DhPhEIIOwSm3oITL0Cw4OoI2FAS8OpO+pzYNOTMDvseDHuz/g0bAl9KUwsxNVNlXj08llD8rheUNdCxSkyCuq687ckQj694UAyqGanBA9oRiDpara6YDXWFq1FbVtt1/PRftG0NI+U6IUpL/2FbHt7OcorPkNV1TdwOrltIRIFIjz8t4gIvwkSSdAlXR92zvnryT1Qja2fZFPDzhUPXgZdQkC/8upI51xLxsmujKpTj7cUgQCSxMRuR9Xw4ZDExfW7myYRRKtbq7sEqk6xiuRWnYpUIEVyYHK3o0qbRj8vA+Uc7IuMljbcm12G7FYLXSalfCsTwqEWCc88Nx1WYM+b3HA5AJL3Nu8l4LKbmGuKcUmw+8i1OhOlBnnDejq+MtEHug59V0MLDUbfbGjuuMcIWgZxQ5gGN+o0CD9LWKKvYDTuRnbO47BaSY4AH1FRdyE25j7w+RKvnZskMHfVplz87xgRAACxkI87psTg7hlxg1biweg+mbUVF3eV+bUfO9ZLGBAEaaGaMRPKmTOhmDgBfJlsUEv5Sk+ewL6d2zF5xixEpQ8Hn//ryn3tFgvqSoupk6pTqDJWlMHVx91tiVyB4OjYHhlV8QjQ6X71Onjz3HE2NZ0lr6k7y6ln6ehZ4fMh1GhOczWRx27hKQiCwMBLL5b2cEftDBiDh1KeQqWIuzAlXaZWRAZhz+ZN7LhOLuBriEDFOaiIm6oT0sBiVkowFqeHYWZyMKSi8//skNydDSUbaE7UScPJruf9xH5YELOAilHp2nSPEJAdjhZUVX+H8vJPYLFwIdY8ngihIUug198OlSrlkqwHO+f8dTTWtOKbV47AYXVi3JIYjF0Uc8E/i+wz2zMyOUcV6fp34gScRJA/BZ5MBmlqKhWqqKNq+HCIwsP7Pa/J/rmipaJXPhUpAyTlraciF8p7uanIo16lH9DPkNXlwpvFNXivrI6e34dJRPhLsh6TVbKzn3PWZgI/3gNU/cwtx0wDlrwDBF74/4DBGEr7zeZ+aic8N9lrMAZ8w3o6vjLRLxYVFhu+rDLii2oj6m3cxQy5/Lhc64dbdFpMD1SB7wEnnAOJw2FGQcGrqKz6ii7LZNFIS10FtXqU187NVqsD/9hdhH/uLoTFzgkdS0fo8Mi8JOgDL14ZBePCcTQ20i5+pMyvdc8euNq4PAgCTyqFYuJE6qJSzphBRQJf3Hc6bDYYyks5R1URJ1YZyorh7ENYEUmktNNfT1dVYLgegn7e4fZEyGmJq6XlrJ3oOl8jYeL9RdAlNnU4m3q5mjixSagJ7Lc74JLRwx1lcrjwXPy9+Cp0Pn0pUiqm3aWmBKjYcb3PTedGVnUzl0F1ohplDd37E4VYQEv7FqWHYXpSECTCMwtUdpcdeyv20vK8nRU74SDOCTKneAJMDZ+KpfFLMT1iOsQCz7xx5XI5YDBspblTJtPRrucDAibShiUazYyLmjvFzjkvHIfdie9eOwpjhRnhSf5Yev9l4JMWlAP4GXHU1FAnVaejypKRQbsAngpxfkqHp9Nsqk5HlTCw/5mILrcLpc2lyDBkdOVU5TTkdJW79kQlVnULVR1ilU6h+9VC1RFTK82aKmq30uUbQwMwNu84rlq44MzHdJeTy5kieVNkXUnnwdlPA+P/CAzRm0KMi4/dR67VmSg1yBvW0/GViX6xsblc2GAw4dNKY1eLWUK0TIybdVpcHxaIQB/I7WhsPIis7MdgsZTT5YiIWxAf9wgEAplXzk2ny43vjpbjzc15qGvhTjzGRAXgyUUpuCzy3JZ3hmfgstnQduhwV5mfo6p3JpM0Pb2rzE+SlHRJnAmDte8kghRxUPUs/asrLYLDys3vnghEIgRFRneFqZO8Ko0+CkIP2Nc7za195jX1cjbV1cFt4cos+gO5UDqrs4kMjYZml3kdxB21+j6gcBs2aSbh0eQVqBWqQWb6nRFarIgN62rOwY7r5774Pllp6hKoSEe/TlQSIeamhdAMqinxQdRNS96f3ZBNhaj1Ret7ZeaQ8iPiiFoYsxAamQbehKn5OMrLPkJd/Qa43ZwjUy6PgT7iNoSFkdypgb9hw+bmhbP7q1yc3FUJmUqE654cR/OkLkXJM3EwU4GqI6PKkptL/pGnvZe4p6hQ1ZlRlZoKvqL/jUuIwFtsKu4q/SNiFRGqbK7TbzgESAKQqu0hVGnSECw//yzQNqcLKwur8GEl5xDTuuz4YEQCpmjPEQBvLOTcqiV7uOXwMcDSd4GQ1PP6/QzGUNpvNjOn1OBuWE/HVyb6pSS31YLPKg34pqYBLU7OdSPh87A02B+36rQY5Sf3CLv++eB0WlBY9CbKyz+mnUak0nCkpLyGwICJXjs39+TX09yoztDbyEA5Hl+QjPnDWB6PN0MuEK15eTBv346WHTthOXGi1+uk7TUJSSdlfvLx48AXi31+30nKCRurqmiYenf5XxFs7d1ukE74AgEVpno6qoKiYqjTakDWpb29Vwldn86murpezrdzwffzO7OriQhP9Lmgi/a/HnR31M+fUXeU0cXHU4kP4PugmfSlOJmElp2M81d67Nz0hv3JsfImrD1ejfUnq1HT3C2C+inbkRibi2bhQVS3F3c9r5FqaEbUkrglNLzZ27FYqjpyp/5Dy/wIQqGay52KuAlSSeiA/S42Ny+MwmN12PiPDPr14ntHICpNM6g3iaw5OR1CFcmnOglbUdHpb+TzaR5VT0eVNDHxvG4KEGdiYVNhr3yqvMa8LodiT7QybS83FXFXkef6w97GFtyfXYZKq50K/X/UB+GxmDBIz5YxSvfNnwKbnwaszQBp/DPtYWDKg4DQB49FjEHD7iPHdCZKDfKG9XR8ZaIPBq1OJ76vbcInlQZkmLvvtKYrZbRr35Uh/l13rj39bmlW1sNoa+NOKnRh1yIh4QkIhSqvnJv5tS14eX02duTW02U/qRD3zU7ATROjzlqWwfBOiOjRVea3f38vZw1fLodiyhQqUCmnTzuv8gJv33eSO9xNdTW9HFWkBNBiPj1wlpTrBIZHdOVTUaEqOhYSubzXhUhfrqZThSdSbtdfyF30s3Wio2V0QUGDmh82qDSVA2vug7twO1YHzcQTSQ/DKFDSEvI/RQbjoehQyPq4aPL0uempuFxu/FRcgw9/XoOjDVvglOSCx+tItnALoRONwVWJV+DWyy6HROh729XhaEU1yZ2q+ATt7VwINum2GxK8CHr9bfDzS//Vv4PNzfOn2dCOb14+DGubA5fNjcSk38TD03C2tMCSmdnLUeWo7Q7874QnkUCaktIhVHFDFBV1XjdyrU4r8hvzewlVRLhydrj9ehIiD+mVT0WGv7RvF5Sx3YLf7z6C/WJO5E+US/FuaiRGqM7hGGyuAtY+CORt4JaDU4Gl7wERo/v9NzEYQ2G/2cycUoO7YT0dX5nog32n9efmNnxSZcDquiZYXdxJrErAx7WhgVSgSlQMTvvls+Fy2VBc/C5KSj+gLaPF4mCkJL8MrZa7C+9tc9NgtuIvW/Lwn8PltGxPyOdRIeq+WQkIULC7VkMB0mGo9aefqEBFSv1osHUnfD5kI0dCNYtzUYljY3+Vo9Eb951kX9ViqO9wVHFiFRGq2kxNfb5fyRNAbXfCr7kVqkYT/NqtEHe4Q88GCcalAtNprqZOZxPnbhIo+1/aMaTo4Y6qc4uwIukhrNdMoS8lK6T4S3IkLvOT+9TcHHS3VN0xWp63qWQTzPbuEv0AQSKa60agyZAKuDhxVKsUY8GwMFriNyY6EIIBzPXxBEgpn8GwneZONTUd6nre338cIvW3QaudDR7vwm7wsLl5fjidLnz/xs+oLW5GSIwfrnx4FARe0iHYXlvXnU1FHFUkn6q5+bT38dVqyNLSOKFq+HBIhw0775xIkkWV25DbFaJOBCvSEdON0+OSw5XhvYSqFE0KbU7QOTdF46fiscIqmiMr4AHLo0KwPCoUorN9zsk+O/N/wPpHgTYDQHLZJvwJmPkkIGa5pYxfh91HjulMlBrkDevp+MpE9xQa7A78p7oBn1UZUNLeXQc/yV+JW8I1WKBVQ+wBbe1bWrKRlf0wzOYcuhwSshRJic9CJDpHHb0Hzk2L3YkP9xbj7zsLYbZylu7LU0OwYkEyYoN6l7Uwhg7EKWTJzIJ5B1fmZ83O7vW6KDKyu8xv9Kjzzhny9H2n2+GAw9jQy9HU7WrqdjY5GxpgEQrQLJPAJJdwjzIxLOK+/ya50w1/gQgapRqaoGCE6KOg0kd2O5uCg8FXKr2uhNkT3VHfhszDMwnL0SSQQ8gD7o8KoeNcxxBPn5ueAukIRjrnETGqwsx1pCOQEGVSmkeyoiL9IuFwunCgqIF28duYWYOmtu48nWCVBAvTOYFqVGTAgAZPewLNLRkoL/sYtXVr4XZzx1eZLBL6iFsRFnY1hMLzE5bZ3Dw/fvq+AD9vKoNYJsR1T46Fn9Z7XaM0n6q0lIanU6HqxAlYsrP7bFIhDA2lLqpORxURqgTK8zufI939so3ZvTr+kXD1vojyi0JKQAp4tTxcNeUqRASk4oXiBnqjmTBcJcO7KVFIOtcN5lYjsOlx4MTX3HJANJc1RTr1MRgXiN1HjulMlBrkDevp+MpE9zRcbjd2NbTg0yoDNhuaadtZQpBYiBvDNLhRp0G4VDwonXdKy/5BHVJutx0iUSCSkl5ASPACeNvcJKUWa05U4fWNuV1BtenhahpiPiHWuwJnGRcfe1UVWnYSB9VOtB04AHePoFaSWaScOpUr85s2FYJz7NPdTieaDx7E0S1bMHruXPiNHw/eJSrVJSf2REjqS2DqEp7q6+A0NpAPSf9+qEgEYZC2l7PJ4a9Gk4CHRrsFRlMjDLXVMBnq+vx2ZUAgl08VG99V/qcM1DBh6rz+sR35JJueQiVPikcSH8X2wHH0peFKGd5OiUSqsn8XpOy4fmbMNjO2lG7Bj4U/4mjt0V6t6C+PvpwKUaNDRoN/hg50dqcL+woMNCR9U2YNWizd2TZhaint4LdoeBhG6v19av5brDWoqPgClZX/B4fDRJ8jJf463XXQR9wCqVTXr5/D5mb/Kcs0Ys27x+nX8+8ahrhRl77L7MWGCFKW/HzOSdXhqLIWFHD7w57weNTdLBs2rMtRRZqanG+OYLOtuVuo6ij/qzRXnvY+HniIVcdCGjgfB11j0O4WQszj0YYSf9AHQXCuz3beZmDtcqC542ePugWY+wIg85wbvwzvwe4j1+pMlBrkDevp+MpE92QqLTZ8UWXEl9VG1Nm4E1hyujtX60eD0acHqsC/BCevra2FNDuquYULhg7SzkVS8kuQiPsXBOlJc/NwSQNeWpuF4xWmrouBR+cnYdmIcJ+7U824OJ3fWvfvg3n7DppH5Wzs7qYFoRDy0aO7y/wiI3t9b/Pmzah9+RXaOrvrW0JDEfLE4/C7/PJfVULkbGo6LRD8tKBwg4HUdPTvhwoEEGq1fWc2dbiayCBd63j9cHBazGbUlRT1CFMvREN15ekXEMRN4afuFaZOBCu/oBCfulAfUHfU6nvhLtqBL8KW4Pn4e2DmS2kDjYejQ3G3PpiWI/cXdlzvjdPlxMHqg1SI2l62HRanpevCc3zYeCpEzY6cDbno/MpsrA4n9uZzAtWWrNoupy4hIkBGxanF6ToMC/fzmXnvdLahuvp7lFd8jLY2LvydlPIFBc1HZOQdUPuNOOv3s7nZP1pNVnz90iG0t9gxbFo4pv/O+wP1z+f4bMnKhOVkBg1RJ44qclPpVIi7WZKc3MtRJY6J6dexrCdNlibqojpRfwI7snagQdSAmrbu47tT4A9z4B2wyUbS5VCeAb/XNmN6aCISAxIhFpxBGLM0A1ufA458yC2rwoBFbwHJC89r/RgMu49cqzNRapA3rKfjKxPdG7C73NhgMNFg9P1N3ZkV0TIxbtZpcX1YIAJFwgH/vW63C+Xln6Cw6A24XFZ6dzMx4VmEhl7h0SfKfc3NEkMrXt2QQ0soCAqxAHfPiMMdU2IhE7MQc8b5Q1xP7cdPdJT57YCtoLDX6+L4uK4yPyIKVT7wYJ93cQnhf337NGGKiE0kR+NsneiIs8lRb+izzXaf8HgQaDV9ZDZ15DUFB1PxSRAYeNEdXDZLO+pLijtEKk6sMlaUUUfXqUgUiq4w9U6xKiBUd94XEb7ojirlK/FQ0mPY638ZfWmMnxxvJUdeUB4hO65zkPBjIkStK1yHuvZul1+MOoYKUaSDXqhiYDrLkTLyXXn1VKDall2LNlu3cBytkVOBalG6DilhKo8+7p7PeYXRuJPmTjU2/tT1vFo9Cnr97fSmF58v7COr6iccOrQF48bNhVY78YKzqXwZ4gJf/ddfUJnbCE24ElevGA2haGhvJ4fR2CFQcd3+iKOK3MQ5FVI6Tkr9ZKTTHwlSHz4cwpD+3Qzpud80OUxd2VTETXXSkIFKwTC0BtwAN19GAiyhbPoKyrbdSPRPoPlUwzTD6GOcfxxEpBNfJyX76E0HNHScW6RdBSx4HVAGDeg2Yvgudh+5Vmei1CBvWE/HVya6t5HbasFnlQZ8U9OAlo7gYHJXfEmQP24L12KUn3xATlxJB52s7Me6wkoDA6ciJfkVSKVh8Ka5SSI83tmej89+KoHd6QYxDVw3NhIPzE1AsMrzQuQZ3outrIyGpJMcqrYjR0hLqu4XyWeyD1dQJ3yVCn7LlsJpMPboUFcPt9Xa799PhKQugalDXOrVjY48ajTgCQdewB4o7DYrDGUlvTr/kWVnz23ZgUgqQ3B0TIdIxZX+BYbrwfeCzqUD4Y5yFe3ER7orsTLubrTzxZDxeXg8Ngx3RPSjROQMDOXjOnE9rC9eT3OiyMVkJ2qJGguiF1Axaph22EUVhtptTuzIraMZVNtz6mCxdwu0sUEKLB6uw5LhYUgIGdwOtwOZUVle/hFqatfQWACCVBpBy/p0umvojbC6uk3Iy38BVmu3A0UiCUViwjMIDp43iGvveRxZX4yDq4shFPNx7RNjERDKGkKcCrnZY6+oQDvJpep0VGVm9uq+2wk5bnICVTr3SPKp1Orz2m+S31fXVoedNdl4qwoodXBleKL2E1A1/BsCZ7fbWswXIzkwGama1K4w9Rh5KIS73wD2v0vuhAGyAGD+a8Dwa7tuajEYvn5Mb2bd9wZ3w3o6vjLRvZVWpxM/1DZR99RJM5eLRBimlNFg9KuCA6AQnv/FGTmAVlZ9hYKCV6jdXiCQIyH+Ceh013vNXVoyN1evXQ9jYBre31kEUzt3sjstMQhPLkxBUqhvnNAzPBdnczPMe/bQMj/ionK3tV3wzyInwWfqRNclPGm14J1nRoa34HTYYSgv6yFUFaC+tAQO2+mCnVAkRlAUJ1R1Oqq0kVEQCH3gGEVEzaOfAJufRqFAjQeSH8chv2FdDTHeStYjWib5Vb9iqB3X7U47dlfuxuqC1fTR4eLETyFPiCkRU7AsbhmmRUw7c5nNRaTV6sC2nDqsPV6FnXn1sDm6BarEECUVqEhIui805bBa61FRyeVO2e0N9DmBQAl//7EwGnf08R3cuUj6sPeZMNVBVX4TfnjrZ7qbmH1LCpInev4NRE9q7kHyqHo6qqz5+X2Wu4ujoiAdPrzLUSVNSYFTIOjXfpNkxn5YYcDKoipYXG7I+S7MFOcALduRbchCi73ltO+RCWVUqEqTBiE1fw/S6gsRbXeAHz8XWPwXwF8/4NuD4TvYfeSYzkSpQd6wno6vTHSfaEnd3IZPqgz4sa4JVhfnxlAJ+LgmNBC3hGvP3fWjA4ulGtk5j6OhYU9XG+fUlNdoxxxv2h7rT1Ti2e9/gcHCnbgmhajwxKIUTE9klmfGpcf044+oemzFOd9HyvwUEyd2OZ06HU58ya8TGnwRl9OJhqoKTqgq6sipKimC3dIt0HfCFwipMNVZ/keFqqhoiMRetF2byqg7ylG0B/+IuAarYu6EhS+CQsDHM3E63KTTDEi+4FA4rpNjBCmvIY6oDcUb0GjtdiqkBKZgWfwyLIhZgEBpIDyFFosdW7NrsfZ4NXbn11PXbycpYX5UnCIjSuPdzhin04Kamh9QVk5ypwrO8W4edUxNnrRryJfyWcx2fL3yEMyNViSND8Wc21Iv0X/Md3G1t9MOfz0dVfaystPfKBRCkpCAWj8/JC5aCMXIkZDExZ21/D2/1YL7sstwrIW7WbVQq8ZrieFot9b0ClIn+6k2x+k3tBQuF1KtNqQ53EhLvhJpY+9BhF+k19w4Zlw67D5yTGei1CBvWE/HVya6L9Fgd+Dr6gZ8VmVAcXt3q9yJ/grcotNiYZC6z5bg5CSdnAjm5T8Ph6MFfL4EcXGPUAs97wydhDyRExVNeGldNg4Vc3datUoxHro8CdeMjoBQ4D1/B8O3aD14CGW33HLO90V++ikU47muaYzzh2RRNdZU9wpTJ8PS2p3D1wnJotKE63t0/otDcFQMxLLzC6y+lO6obFEQlietwHEVF1w8M1CFVUl6RAxgN1ZfPq6TEpq1RWupK6rQ1J3/FiQLohlRS+KWICEgAZ6Oqc2OzVk1NIOKdPNzdNyI6uwiS8Sphelh0Ad62Fw+D8g5SWnZP1FY+Po53ztyxCfQaKZiqEJvxP3tBEpOGuEfIsc1j4+BWOq5JdrejKOxEZaMjF6OKqfReNr7eHI5ZKmpnKOKlP4NS4coXNdLNCKf2/fKavFmSS3sbjc0IiFWJUVgYVB3lz2X24WS5hIqUhGBKsOQgZyGnK6GCz1RCRVIC0qnJX+dpX9hijAmVA1x7D5yTGei1CBvWE/HVya6L0IswrsbW/BppRGbDCZ0mv6DxELcEKbBjTpN14WM1WZAbs5TqDdsoct+fiOQmrIKCkUcvIXKpnas2piDH37huqxIhHxMD3HgtdvmIKCfrdAZjIsZiF4wew4ctbV950rxeDRQNX7b1oseLj4UL9ia6+tQW1zQVf5HnFXtzVz3zV7weAgIC+/V+Y88ShXKQXVH2Yr34t3IG/B21M2w84RQCwV4Pl6H60IDB/yCw9eO6+2Odto1j7iiDlQfoBd5BIlAgln6WVgavxQTwiZAeEqwtrfQ2GrDpkxOoNpfaEAPfQoj9f5UoCJB6WFq7zsO1tSsRmbWA/14Jw8KRTyUymQoFclQKpPo18RFNRScI8e3lWPvt/kQCPn4zWOjEaRn8QSX8vjiqK6G+dgxZK1ejfC2dlgzM+Hqo1yfZD7Sbn89MqqEAQHIaGnDvdllyG7lhKarQwKwMiEc6jM0LyIlxkWmImTWZyAz+ztk1f2MHJEQ9j7meoAkAKnaVCpQdYapB8uDL8KWYHgqdh85pjNRapA3rKfjKxPd16m02PBFlRFfVhtRZ+PyMohnaK7WD8vkJQisXAGnwwgeT4TYmPsQGXnXaZ1vPBXSRvvvOwvw7z3FsHbkbVx1WTiWz47DsX3b2dxkeAzNmzej8v7l3EJPYeos3fcYF+9Cwtxo7Cj9I2V/nFBlbjj9jjdBHRKKkOgeQlVsPOR+6ou5gsDRj6k76rhYR7OjshSx9KV5Wj+8lqhHqOTiHHN94bhO/r9Ha49iTdEabCrZhFZ7a9dro4JH0cDyy6Mvh0rsWxfvBrMVGzOIQFWFg8UNvXYzY6ICuhxUwX7e0eCjwfgTjh2/8YK/Xyj07xKoVESwUiZDoUiAQOB9At2ZqCttxn9fPwqX041p1ycifUbEYK/SkKTnflPI58NWVIR24qTK4BxVltzc3o1POhBFRFCBip8+Av9MTMc/bHx6EzlMIsJfkvWYEdiPa8TGUtjX3I+Cir3IlIiR6R+GzAAd8s0VcLhP/53EGUpEqk6xigyNTDNQm4LhYdh94JhOYKLUIG9YT8dXJvpQwe5yY4PBhE8rDdjX1F3OEuyuwQLxMfwpdRmiAr0jh8DhdOHrI+X4y5Y8GMxcmeL4mEA8tSgV6RFqNjcZHitM1b78Chw13V2khKGhCHnicSZIeQCtTY00l4pzVHHOKlNdbZ/vVWq0nEAVzZX/ka8VAQPgXCLuqB/vgaXkJ7wVfQve1/8WTp4AgSIBXk6IwLJg/4vq/vDm43p5SznWFK6hrqhKc2XX8+HKcCpELYldAr3f0AgFrmu2YEOHQHW4pDszi0ydcdGBWDxChwXDQqFVemaumtvlRuvRKhytXwaHpLEz1/yUNwFCSyBSRO/BGWFAO68Ibc4CmFtz0dZWBDfpVHYaPMjl0T0cVSlUrJJKw73OVWVrd+Drlw+jub4dsSODMP8PF7czJOPC95suqxXWnBxOqDrJZVTZiotPe19mXCJeu+M+lAdwItENMj6evywJynPlShIF+vhXwMbHAUsTwBPAOvle5A9bioymfC6nypiJwqbCLrdoT0IVoV0CFRWsNKnwl3aXETK8F7sXH9N7wkSpQd6wno6vTPShhsGwA1uy38FG+xjswQy08bhgVAmfhyVB/rg1XIvRfnKPPbnZmVuHl9dnI6+WE9ZitAo8viAZc1NDutaZzU2GJ5fyNR88iKNbtmD03LnwGz+elex5MO3mFtSXFHWHqRcXorG6W/DoiVzt3ytMnTir/IKC+7cv7eGOOiKNwgNJK5Av5xpMECHqpYRwBIkv/nHW2/adLbYWbC7ZTIWon+t+7npeIVLg8qjLqRg1KmQU+F6UjTjQVJvasf4kJ1AdK2vqep7PAybGaWgXv/lpoQhQiAdNgHIY2mGrNMNe0cI9VpnhtrnQEnwEVSPe497Y82PU4QLTHb8Hqrox3c/zAL5SDF4AH47AWtjU5bBIy9AuLKaCld3VLdD1hHT663RVcSMJSkUShEKlx7oBt3yYifwjdVAFSnHtk2MhVXj+59VXuZD9JunQS/OpOh1Vx0/AUV8Pi0iMf175W3w/cz59n85Qh2f2b8XE4ABI07mMKpFe3/dxpaUW2PAIkPUjt6xJAJa9B0RO6Cpnzm3I7RWmXmwqhrvzA9UDIuYP0w7rEqpSNCk+5y4dCti97Jh+JpgoNcgb1tPxlYk+VCAB5vn5L6Oq+hu6LJfHIjpxFXZY9Pik0oAT5u6uVWlKKRWnrgoOgELoGRk3OTXNWLkuG3vyDXTZXy7C/bMTcMP4KIiFvS842NxkeDJsfno31rY21Jd2Oqq40r+Gygq4+7gDLVWqeuVTkUf/kDAatN5FYynNjmorPYDXYu7EP8OvhpvHR7BYiFcTewffXmy8YW46XU78VP0TFaJIXpTVaaXPE+GJ5EMRIWpW5CzaSp3Rm4rGNqw/WU0zqE5UdOeqCfg8TI7X0hK/eamhUMtFl1yAOg0BD3C6qTBVl/wlHNJuQUnYHojg3N9RQUoYKqff7zRZ6fvPhkNsglVVDru2Glb/SljlZbAIy+Hm2ft8v1Sq7yr96xSrSDdiHm9wz4uy9lZhxxc54PF5uOrhUQiNvYjlxIxLtt+019bCcvIkFap21zfihbHTURegAc/lwrXb1uH21d9C7LBDoFZ3Z1MN4x6FWm33D8paDax/GDATpy+xR/4emP0MIDldVCLlzdnG7C43FRGrylr66DIIINovmrqoOsPUSbdSuch7GyoMBexecEzvD0yUGuQN6+n4ykQfCjQ07Ed29mOwWEkQOA96/W2Ii30IAoG0664baU1LxKnVdU2wdKSlKgV8XBMaiFvCNUhWDM4Jfl2LBW9tzsM3R8ppiKtIwMOtk6Jxz8yEM544s7nJ8GTY/PQ97FYL6ktLuoQq8mgoL4XLeXqmh1gmo2V/wdGxCOFVIqTwC2QHRODhpMdQItPR91wbGoDn48MRcIaw26F4XC9oLKBCFOmgV99e3/V8nDqOBpYvilmEEEXIoK6jN1FqbMU6IlAdr0ZWdXPX8+QYOzUhiApUxIGskoouXIAytsNeYabik62yBfbKVrhtp5fV8UR8iHRKiMOVEIUrIY5QQqCRoXbVYThNNrjhQntALhwSE4RWNWSNSeCBD4FagtDHxlJxhvw+V6udilPOJit9dJhs3HLnc8020gmm93ryHLApamBVllPByqqsoI89RbCe8HlSKOSJUPp1Z1WRIRJdGmHIWGXGd68cgcPuwsQr4zBqXtQl+b2MS7/fNNnseOqXPHzbyommMQ31WPHhu0gsyj/tvUJdGGTESZU+jDqqpHE6CPa9Ahz7gnuDWg8seRuIn3Pu32s1Ibshu8tNRTr/9SyJ7oQHHmLVsV3d/shjUkASpELvyK0bCtg9+Jh+PjBRapA3rKfjKxPdl3E621FQ+DoqKj7ruuuXmvIaAgLGn/F7Gu0OfF3dgE+rDChu5/KaCBPUCuqeWhikhrjnXf6LRLvNiX/vKcLfdxWireMkdmF6KB6bn4woDVdyeCbY3GR4Mmx+Dg0cdjuM5aUdIhVX/ldfWgynvduVYROJsWvCPPySxu2TAx1WPCRsx5KYSGgi9BAIRUN6bjZYGrCheAN+LPiRXiR14i/xx4KYBVgWt4zeuffUcnNvoajejHUnOAdVbm1L1/PEhTw9kROo5qSEQCERnl2AIuITFaFaYK9qhdt6BgEqTAFxhIoToMKVEAbJwSPOqFNozzDA+EX3//1UNDemQDash0PkHFDhyswJV44O4ap72DjhqsUKkjbtFJk7hKqKXoKVW9C3q0rkDoJCEA+FlAhWKfDTpkERmDCgn2G7zYlvXzmCxupWRKYGYvE9I6ggxxhcLvZ+c7PBhIdyy1Fvc0DIA+6R8XF7USYcHRlVtsKi0zv78ngQx8VCFh0EmfUQpLJaSNV28Eb9Fpj3MiAPPK91aLQ0UnGqZ+lfbdvpmYsCngDx/vHdQpUmDQkBCRALBqc8eKhj97Bj+oXCRKlB3rCejq9MdF/FZPoZmVmPoL29hC6H636L+PgV/c5IcLnd2NNopsHoGw0m2hGEoBUJcYNOg5t0GkRIB/4g43K58f2xSqzalIuaZktXa+unFqVgTHT/DqJsbjI8GTY/hy5Omw0NW99F3baPsUU5Ev8Yczsaldx+bUTmIUw/sAkSO1eOJhAKoY2M6VX6p42MhlAs9um5aXfasbtiN34s/BF7KvZ0dZAS8oWYFj6NuqLIo0jAzjsuBvm1LVScIhlUhfXdnQslQj5mJQdjcXoYpgf5gV/XxjmgKjpK8PoQoCDkQ6xTdIhPKuqAOpMAdSaIMNW0ppCKRp0Qh5T/ktjzEqTOS7hqscHR5bDqdls5TG1ot5TRUPUuwYqUA8q4WIFT4TlFkFjCIXXGQM6Lg1KSQAUrqToUAn8JBGox+ApRv0XVHZ9nI2tfNeR+Ylz31Dj6yBh8LsV+02hzYEVeBdbUc7lww1UyvJsShSSFFE6zGZbMLFhOnujKqHJUVZ/2M3h8NyQBdshCBJDNvh7SBbdCHB3du5z8PDC0G6hQlWHIoCIVeSQ3Ek6F7LsTAxK7w9S1aYjzj4OIz/bhFxu7BxzTBwImSg3yhvV0fGWi+xoulxVFRX9Fadm/yBIkklCkJL8CjWbaBf/MKosNX1Qb8WWVEbU27gKBHMLmaPyoe2pGoAr8AbhT/VOhESvXZyGjkislCPeX4bEFyVgyPOy87oSzucnwZNj8HKLQ7Kh7YCr7Gc/F/QlfhS2iT0dKRXhWK0NsbVlX6R8Z1rZuQaATcvGgjYjkwtRjuVD14KgYiKRSr56bpIScXNQQR9SGkg20fKQTchFDcqKIMypAGnDJ1mmoQ/4nOdXN2HWwAiWZ9dCYHUiCAIkQQNlXO7xeAhQpwVOdtwB1xnVxudFWYMTRPYcxeupYyOM1g+oQcjvdcLZ0i1XWRiNazXloteah1V0Ii7AYFlk53ELuxtqpCKxqSFr0kJgjIGmLhBxxkItjIFIrqeAm8BdD4CfpEK4k4MuFKDhSh80fZtKIoKX3j4Q++fycLoyLx6Xcb/5Q20jFqSaHkzYoeiwmDH/QB0FwyjkyCU1vP5kBSwaXUdV+8iRcpu79aid8pYLLp+oIUSelf6KQ4AveZxD3VKebqtNZ1WTtbrDQiUQgQVJgUq+ufzHqGAj4npFj6yvYfeRavb/ayaUNPGAwGGekuSUDWVmPoLU1jy6Hhl6JxIRnIBL9OvFTJxXj0ZgwPBAVSl1TxD21t8mMzcZmOqKkYuqc+m2YBhqx8IJKB17ZkIMtWZwVWCUR4k8z43Hb5GhIRewAxWAwvBiXCzj6EbD5GWzyG4FHx32GWrGGXtbf+f/snQd4W9X5xl/tLdmW996xs4AQAgFCA4SEEMIoo4PZf+mGsmcplLbQMgql0EVLCxRogdI2YYWEhJ2EJCSQ5b33Htr7/3znSrJsS17xkO3zy3Oeq3t1IktXR3e85/veLz0ed+WmQCORAAW5KD59dfDivq+9TUj7C6n8ZzP1o6O+lrUjH74nvL5IhLjU9EERVbRUqEdOc44GWi2tzCPqjao3UN1XHdyeqErEhrwNuCD3AuTH5s/oe5wv0JjzdNkH/J8azdA3mXE+i4Ci8/DAudgBHyrhQRm8qJX6EJcXg1NOSseqogQopqA4CglQ8hwDekqcbDnTKWsktEljFKwRaiQgFkWD+njdblg6a2DqOgJTfwkstgpYvZVwiJrhUfTBSi3+cMh/kEBuSYGiKx2K2kwoTelQmDMgccRAJBXD6/TiVI0EmlQN9HX9MPc5BAHLoIDUIIdIJeVprPOAi5JicUqMFreWNmB7dz9+XtWMdzv78GRxJrJVwngkpAkJ0J11JmuB37ervh62Lw/AvuV52A4ehL1HBq/ZAuuu3awF/29iIpRLlwx4VC1eDMkYgiho8jhZk8za2ZlnB/9us6U5mPLHPKo6j8LkMuFgx0HWAlBxCjJPZ2bq/vS/LH3WvK6eyhkfXJTicGYYr9eF2ro/obb2afh8bshkRhQX/RIJCWsn9e/IxCJsTIxhrcJixwvNnXiltRt1did+Wd2CR2tbsTEhBtekxWO5Xj3qBVKPxYknt1fgxd11cHt9rALQN1dk4qY1BTBqB06uHA6HMyvpqQU2XY+uxoO4N/8W/DdJMJnNUynwRFEGVsSET6emY2dMUjJrhaecHry4N3V1hpipV7LH5p5udDc1sFbyyQfB16Aqf4m5+UGRiozV1fqZr9JldVmxo2EHNlduxu6W3cFy5EqJklXNI5+ok1NO5jPmUy1Addv9/k9muJqESng+e7gUPBFkKf7oJ2ZErsFRpxv7jrQwH6pmqnpX1oa/lrVBp5Ri7cJknH9cCk7Pj4dMMn9vJsVSKXTJBawBFwW3u90WWCwVMJtLYTaVwtRXArOtDB6Y4NQ1smZKGRAIJE4tE6cUJFKZMiA2Z6DvwzSIvfJhXl2ByCqhyYPrUhZ9pYBIIeHC1RwgWSHDi0tz8HJLN+6rbMJnfRactbcM9+el4upUY9jvmLbJs7JYM1xwEdB6GL7//giO0sOwdclhd2fCZjbCUV0Hd3s7zO9tZy2APCcHyiWLgxFViqIiiBWjX6fT303TprG2Nlu4J/H6vGgwNQwSqqgCoNVtxf72/awF0Mg0gyr+0TJdm87HMScsIh+d3ThjhqfvcSYTs6UCR4/eBpNJmHFLSDgXRQt+DrncOC072uLxYFNbL55r7sRBky24fZFWiWtS43FJUiw0Q2ZOHW4Pnt9Zi6d2VMJkF9IByavinvOKkJ84vGTtfA1X5cxN+PicJ9FR+56Fb9v92ByzAvcU3IQuWQxLe/5hZiJuzU6GapJu2C29PWgjgaraL1bVVqG/oz1sX118wkBEFROs8qGJiZ3ysUk3IZ+3fc6q522t3cpuPgKcmHQiS89bm7UWWvnYPA85ExCgWASUGa5GEqAs8PnPvYOQkAClCabfUSqeLIlS8MQRPSAPNPQwD6q3D7WgrV/wQyNi1DKs8wtUK3ONkB7jeJ/Lx036jhyOFpjNZYJYZS6FyVwKq5WiB71h/oMYCncqFJYMKHrTIe9JZYKV1E4RmJEnA0VyiZAaGBSuhGivUBFLHMHMnhOdY7Pe5sBNpQ3Y2Wtm66tjdXi8KINlOIwKVYfd/Qfg/QcBtx2QqeE97S7YNafCdvhI0KPK1dg4/P/KZFAWFg6KqJLn5kJEUb8TwOP1oK6/LihSkWBV2l0Ku2d4Cqxerh8kUlGj6Cxe8GLuHje5p9QM79hoZ64M9NmKz+dBfcPfUF39OLxeJ6RSAxYU/gxJSRtn7MB8oN+K55o6sam9B3Z/2WWtRIzLkuNwTZoRC9RKvH2oFb/eUoKGbkHAKk7RMxPz0/Inz7CUj01ONMPH5/yIjmpvOoK7Cm7G2wmCn1+RRoknijJxgl495W+B0vzaa6oFsYpFVlWit3W48S2hiY0LClXGjGwcrqnDBZdeBvkkGKrX99czIYpS9EJLitNMNwlR5+edjwxdxjH/Hc5wAYpVwvM3n20UASotRICSTkw8IoFqb203E6jeOdyCTvOAMXmcRo5zFyezKn4n5xhZVPR4mY/Hzaovm/D+P7dCGdOIojMcEKvqmGDlcg03kyYkIg3U4nyoPNlQ2DKh6MuArDMZ6BXDaw0zBsJA0VSDIqxIrPJHWgWELLGC2ypE09ikwkTPNnbiwepmdu2tl4rxYEE6Lk2KHdv9QFcVsPnHQN0nwnracuDCp4HEYrbq7umB/VDAm+og7IcOw9M9fAyK1WqW6hcaUSVNGZ8nbChur5uldQcjqjqPoKynDC7v8AqYccq4gYgqv2CVqJ6YN9ZcwjVHjptclJrhHRvtzJWBPhuxWmtxtOQO9PV9ztaNxtUoLnoICkUSooEelxuvtHTjheYuVNsGZk71Vg9sFX0Qt9mQpFXgtnULcMmy9AldoI4EH5ucaIaPz7kfHfVa3Om4L+8G9Mp0rIT3jVlJrMknWOVoMiDj9Pba6pD0vyp0NzXC5xseiaHU6ZlQJYhVQgqgIWlsM9H9zn4WDUVi1IH2A8HtWpkW67LXMTHqhMQT+Kz2ZAhQPY6g/9OoAlSyhlW/C1TCOxYBajQ8Xh8+q+7Cm4dasOVwK7otAwJVvFaB85aQQJWK5VmxEI/x/D/fjpumbjteeXAPHBY3jjsrA6dfXhD83p3OTn9EVYkQXWUphcVSBZ9v+M06oVJlQqNeALUkH2pvDpT2bEhNRnj7XEJVwV4ybHeGj54Lg0gphXRIxFXQoD0gXMnnj3AVLWOTbDV+XFKPAyYhEvW8eAMeXpCOBLlsbOev/c8DW38KOE0AVcY743bg9JsB6eAJCuZP1dQsRFKRmfrBg7AdPQqfdSACNoDEaIRqyZJBEVWSmJhjqs5a0VsxyEy9oqciWKU1FPImXBg/IFSRaGVUTU8WSbTgipKxeaxwUWqGd2y0M1cG+myCbh6aml5GReWv4fXaIJFoUFhwL1JSLovKC3yavflPfSceOtqIZjqn+S8+1T7gmvQE/F9mAjLGEmI8TvjY5EQzfHzO3eioppZS3F5wG3YYT2Gbl2pVeKI4E4u0KkQjLrsdHfU1QTN1WnY21NHJZlhfMk4nX6pA6h8tY1NSIRZL2Iz2ruZdTIjaUb8DTq8gQpBB7crUlcywnPyilNLJqRI4fwWoAf8nioQKG/0SEKCY/5M/DW8KBajRcHu82FnVxfynthxpRZ9tQDhJ0pNAlcIEqmWZMRGvY0jk2lXZjq0ff4a1q07GyvzESZ/Miia8Hi/+98QBtFT2ISFTh0tuPxES2cjfH0XMW601wfQ/oZXB4RQKyAxFIlFDoymEVrsAWm0xtNoiqGV5EFuUQlVBJlQJYpU7ZN3HjO9HhyoGDvO38lcUDERgieZIIZtoOqeTP+vT9W34TW0bXD4fjDIpHl2QjvMSxigE9TUBb90ClG8R1hMXARc+BaSdOOJ/83k8cFRVBSOqaGkvLycTtWF9ZZmZTKgSqv0tgbK4GGLVxM+RDo8D5d3lA6l/XUdQ1VvF0saHkqJJCUZSBSKrDIqZ91qcD2PzWOCi1BTBRSnORLDbm1FSche6ez5l67Exp6C4+GGoVOlRuUP77S78/v1K/P3TWjjdXkApRuFJKWgxSNHhEk5SdIl1tlGPa9PicWacDuJJEtbmykGYMzfh43NuRke9GH8WHsj9IcxSNRQiEW7LScYPMhIhnUU3zzQ233xjM05atBDdDXXB9D+q9udxDY/CkCjkcMcrUavsQpOmD116J3q1LuTF5bOIqA25G3gKxUQEqF4HMyEXUvBMYxegaJmsmTEBajToWuDTyk6W4rf1SCtMjoHPlBajCkZQLU03BAWqLYdb8MAbR9HSN+Atk2JQ4v6NC3Hu4hTMRT7bXI19b9dCppTgaz85CYaEiaf8Op1d/miqAb8qqtBMIlY4lIpUJlAJYhUti6BSZUMsFrymvHZ3UKyiccoEq0ALCFfOMD5YYRBrQoWrgRRBqiYY2BatYznaz+mHTVbcUFKPEovwu6FUvgcL0mCQjcEzjCYlDr8OvHMHYO2i8pfAyh8Bq+8B5GMfi167HfaSEkGo8kdUOevqhneUSKAoLISKUv8oomrpUijy8iCSSo+poAal+oWaqdf21QYLa4RC6eSL4xcHxSqqADhX/A1dUTg2JwIXpWZ4x0Y7c2Wgz4YL1JbW11Fe/gt4PGaIxUrk592B9PSrIIrCMqkujxf/3FOP375XEQzZPzXPiJ9sKMaiVANcXh8rX0veU5/4jRmJTKUcV6Ua8Y0UI+Llx2a0yccmJ5rh43OO0F0DbL4Bda2VuLXwdnwSK8wkU+XRx4syUahRzpmx6XG70dVYzwSquoojqCr/AvbmTkg84auOJWTlINkfTUVm6saMLEj5dUJEASro/9Q4ggAlJgFKLaTepUe/ADUaVPDko/JOvHWwGduOtsHiHBhMGXEqbFiSiji1DL96p3TYbWRA5v3jlcvmnDDVUNqNzU9+AfrQa7+9CAUnTb4tg9frhs1WNzgF0FwKu6M5bH+xWAGNpiAoUmk1gmAll8eFHdNUxZGlBQ6JuBokXLnGKFxpZYMirgaM2f1NL5/x30C0ntMdXi9+U9OKp+vbmV1+ikLGqr6ujhvjvaelC9hyJ3DoNWE9Nge44HdAjuCTOBE8fX2wHT48yKPK09E5rJ9IpYJy4UIh9Y88qpYuhSz92KrumZ1mlHSXsJS/gFhVb6oP2zdbnz3ISL0ojiIJp94Pcr6MzfHCRakpgotSnLHicHSgtOwn6OwUyrLq9Sdg0cJHoVbnRN1OpAuRHaXteOjtElR1WNi2vAQN7jmvmFXWC3ciqbTa8UJTF/7V2oV+iqaisrMiETYmxrDoKbq5m8gJaK4chDlzEz4+50Z0lHfbz/C3hLV4MPd7sEmUUIlFuDs3Bd9OT4AkCtOpj2VsOj1OfNj4ITZXbsYnTZ8w/w6RD4i1KnGaZCmKXGmQdzrQUVsDp224r4hYImHCVLDyX04eE65kitkn3B2TANXnGOT/RKl4XksEASpJHUy/CwpQo6RwzVbsLg8+KGtnEVTbS9phc42eIka/sGSDEp/cedacSeWz9jvxyi/3sOXC01Jw5lWC0fR04XL1D4qoIrHKYimDxzP8N03I5YmDIqp02mJ2fSoWj2zLwIQrm1vwsuoXIq6GRlu5+5yUizb6mxYNFq5YamDMEIN2nTxiBcn5cE7f12dhXlMBj9drUo24Ly91WGXsiJRtAd68GTD5RcsTrwXO+TmgPPa0NxoL7rY22A4eHIioOnQIXotwHxEKeVGxSKrFAY+qJZAaj80jqs/Rx4SqUDP1ZstwcZZS0XMNucGUP4qsKowtjPqUdFeUj82xwkWpGd6x0c5cGejRSlvbWygtuw9udy9EIjlyc29CVuZ1EImiLwf/SHMfHnyrhPlGBCrt3LymAF9fkQnZGC4ErOSf0N7DoqcOmoSqfMRCjRLXpMXjkqRYaMd68uRjkxPl8GPnLI+O2nQ9qtprcfOCO7HHsJRtPjVGy8pwZ6sUmCtjUyqV4lDnIeYT9U7NO8zAPMCS+CXYmLcR67PXI0Y54FXi83rR2946yEydfKrsZtOwv0WRvnFp6YPM1BOyc6FQz77Z6PAClDPo/xRIxfNaXKMIUH4T8jksQI2G1elmE1zP76zF3tqeUfv/6quLceHxaVAfY4T1TOPz+vDG01+i4Wg34lI1uPSu5ZBFgVk4eZnabA0DQpVFWNps4SNMRCIZNJo8aDWDUwDl8oRxTTLSb4giBgcJVv5oK0HMErbBPTwda/ibAsQ6ecRqguyxloQr0Zw9p1s8HjxU1YJnm4SopCylHL8rzsTJMWNMU7P3A+/dD+z7m7CuSwHOfwJYsH7S3yudR5w1NbCRLxWLpjoER2kpfGFSyGWpqVAuXToQUbVoEcQazTH9/W5796BoKmrt1vZh/aQiKfJj84Mm6hRZVRhTCJkkesaAaxaMzbHARakZ3rHRzlwZ6NGGy9WD0rL70d7+FlvXaRdh4cJH2ck92mjts+OxrWV4fT9VcALkEjH+7/Qc/PDMPOiVExsTB/qteL6pk4lUVNqW0ErEuDQ5js3uFI/BMJiPTU40w8fnLI2O2vtXuN97AH9OOh+PZv8f7BIFNBIxm3Gm1OPJ8sSb6bH58psvw55jx5s1b6K2vzb4HJXX3pi7kXlF5cbkjuvm0tTZEfSnChiqW/t6w/Yn8/SASJXobyqtDlEtQPU7/RFQQvodCVFeczgBCpAlaYL+T8yEfB4LUCOx6Ysm3PivL8bcn3ymchM0yInXIDdeyx7TMi1WNSsiqfa/W4dd/62CVCbGpXcvhzE1uj1t3G4L86YKRFQFBCu3e7gATchkcQPpf36xSqMugEQycSGfCVcWqiA4ONoqmDZIUVgkXHnGIFyJwSKqIlUUJEGLhC1RmLE0m87pH3ebcFNpPZocLhZt+P2MBNyZkwLlWCPJaj9haevorhbWF18CrH8E0MRP6fv2Op1wlJUJEVUkVB0+DGd19fCiHGIx86MKRFIxI/XCQoiO8XvpsHYIQpVfpDrceZiJV0ORiWUsgirgT0VLOl/S9pnANYvG5khwUWqGd2y0M1cGejTR0bkdpaX3sHK/FBGVnfVDZGf/cNRQ6JmYyfzzh9V45qPqYJj9xuNScce6BciIm5xZ7h6XG6+2duP5pq5gyDFxikHDoqfOSzBAEaG8Oh+bnGiGj8/ZGR1V0tHEoqO+0AspNVSc4dEFGUifggqi0w2Zwm6v347/VfwPe9v2Bs1glRIl1mStYVFRJyefDIl48iI3zD3dwUiqQFSVqasjbF99QtKg1D9aamJiMd2wm+B+5yD/pxEFqES/AJXuNyJPIQFq5qNfZgO7qrrwjb/sHrWfRiGBZYSKcDRZlmVU+wWrgFilQW6CFrFqWVRULm6t7sN/HtvPoqXOvLIIC09PxWyEfh9UlCcQTRUQrKgqIJir0WDoOlelymEilS4oWBVBoUiZtO+F9qkgXDlCjNkH+1uReAX/JOiIiEXMw2poRUFopdh9ZC9WrT8Tihh1WOEqmuh3e3BfRRP+1SqIKoVqJZ5amInjdGO8fnfZgA9+Bex8inYwoIoD1j8MLLmMvlRMFx6TCfYjRwZFVLlbW4f1EykUUBYVCRFVfrFKlpV1TGOMxnqbtW1QNBU1SgccikKiwIK4BVhsXBwUqsizajLPp3P9erN/jNqJyEffDGfSd2w04/V6UV1djY8//hirVq1Cbm4uxBEEAs7o0MwSGZmToTlBhpILix+BXi+khkQLVJb59c8bWXRUu0kQik7MisW9G4pxQubU3CB4fT580mPG882d2NLZF5zwojK3V6TE4cpUIzKHpMzMlYMwZ27Cx+fsio5ybv8Fnkq5GL/NvAousQwGqQQP5Kfia8lxUXFDO1GoXPa+1n3YVLUJ2+q2weYeSJ1enrgcF+RfgLXZa6GRHVsqxHiw9vcNSv2j1tvWEravNs4YIlIJkVW0bTK/E0oRotQ7wf9JEKIiC1CUgqfjAtRk7XuvD6c/vINFZPtG8ZTqt7lQ3WlGdYcF1Z0W1LClGbVdVqH6bwQMKlkwuiovQStEWSVokG3UQDlN4qHd4sIrD+6BuduBguWJOOfbi2b1cSUcHo8dFkuFP6KKjNVLYTJTVFX4aEmpVD8QUcXSAKkVQiKZmtReJlyZSahyCqmBwyoKOuGha96xeLNLQoUrITVQSush6YJijSwqhKutnX24tawBHU43pCLgpqxk3JiVBNlY31vTfiFqqu2wsF6wVkjpM8xcVXBXezvshw8Piqjy9g+kngcQ6/UD1f78EVWyxMRj+tskhzSZm4IC1dFOIbLK7Boo6hRAJVWxKn+hZuqZ+kzmXTWZuObI/RAXpWZ4x0YrR48exZYtW9jnCECf49xzz8XChQtn9L3NRrq7P8XRkjvhcNCFtwiZmd9Gbs4txxTSPBV8UtGJB98uQUlLf7A6zt3ri7F+cfK0XUC1OJx4sbkLLzV3o9Up3BjQX15j1LPoKYpcIIPhuXIQ5sxN+PicBVBqwqYb8GVXO4uOOqrNZ5vXxevxcGEGkhWz97hS11/HfKLerHpzkKFrhi4D52efD3WtGldsvCJqjp12ixntNdVorxmIqOpuaRqetkEX+noDE6eSgpX/8liU1VjOUcMEKDIhN4URoESANFE9kH5HJuQpGoijwP9nrrHlcAt+8OJ+9tg3gep7JGw199qYUFXdYUYNW1rYsql3QIQdCg2XVIMqGFUliFWCaJUWo4J4kgQFuond8ufDqP6iA/oEFb52z0mQq2a3N9Z4PrvT2T4oooqWFmsVfL4w5v8QQaXKDDFVF5ZKJVVkm/pJcZ/HBw8TroZXFHT32GFp74fcJR48UEcSrgLVBIf6W/m3M+FqGq6tu5xu3FXeiDc6BIFwqU6Fp4qzsGCs1WM9LuDT3wIfPgJ4nIBcB5zzM+DE/2OpdNEwzlx1dSyKKhBRZT96FD6nUB08FGlyMlRLFkO5RIioUi5aBInu2FLHafKnwdQQjKiitD8yVg+dBAqglWmDRuoL4xeyyKo0bdqEx4HH68Ge5j3Ytmsbzll5DlakrpiW6KypgItSM7xjo1WQevXVVyM+f/nll3NhaoxQNZOKyofR1PQiW6eT7cLiRxETsxzRRGW7CQ+9XcqMRwmdUoofn1WAq0/NgmIc5uOTicvrw7udfSx66uOegRmIDKUcV6cacVmCHp9t28pFKU5UwkWpaI+O+gvs2x/E42mX4/cZ34BHJEGcVIKHCtNxYWLMrIxiIJPyLTVbmBj1ZceXwe06mQ7rctYxn6jjE46H2+2eFYK+025jlf6CZuo1lehqrGcGuUNRaDTBaKqgUKWOh6vF4o9+8qfgmZwjC1AkPpEIxQWoaRemHnjjKFr67IP8o+7fuHBEQWo0bE4ParsCItVAlBWJV/32cKKIgEIqZpFUQf8qv1hF1YZj1ONL5T30QSM++lc5xBIRLrnjRCRmza57gqnA63XCYqkKMVUXxCqnM3xqr0SigVZTGOJXJURYSaW6aT+nr193LsR2ocjB0IqCgbRBisgak3AlFUMaMGUfWlEwEHGllk7a+eh/bT1MnOp1e6AQi5jP1PcyxlFJtqOMpbmjcY+wnnUasPF3QLwwoRNNkGG6vbwc9kOHYTskRFQ5qqqE838oIhHkOTlCJJU/okpRVASx/NhS9kksIr/GQLU/WpZ2l8LhGbAqCWBQGIKRVAGfqiT16BMt79W9h1/v+TVLMQxA/++uFXexlPzZBhelZnjHRmPK3m9/+9tBEVJDoc9z00038VS+Uejt3YejJbcHq5ekp12F/Pw7piw0eSJ0mh347Xvl+OeeBjbbKBWLcOUpWbjx7ALEaqLHQ6XSascLTV14pbUbfW7BV0IuEuF4pxl3nbgYK+P0s/ImkjN34aJUNEdHXY99Pb24ufBOVGiy2GYSon5ZkIYEefSKNOFwe93Y2bwTmyo34YOGD+D0CqILpQecmnoqLsy7EKszVg8qaT2bx6bL6UBnfe2g9D9al/kUiJUnIU6RwpaximSow92whghQgg8UF6CiBboG2VXZjq0ff4a1q07GyvzEKTMvp8iKboszmAZY1Wn2pwNaUNdlgWsE02zyqAqIVKHeVZlx6mHpgB0NJvz74X3wun04/bICHHd2xpR8nrkCea0KAtWAqTqlBJKIFQ6lMg1abfFABUBNEdRq8hGa/MnU8Rw3fW6vYMDeH5IaGFpRsNcRPkU4DFQgIehvNSTiSsr8ruQQqcYuXLU6XLi1tAHbu4X7vJMNGjxZnDn2qrJeD7DnL8D2BwCXFaBzy+q7gZXXA5LojgD0WiwsgsrGUv6EiCpXU9PwjjIZ86cKpPxRRBUJV6JjjAqj83VVb9WAmXrnEZT1lMHlHT4W4pRxg4zUqSWoEwYJUrd8cEvQGzKAyB9j+vjqx2edMMVFqVH4/e9/j0cffRStra047rjj8NRTT2HFihWTtmOjjZqaGjz//POj9ktOToZWq2XC1EhNIpEc0/OT2We6/LA8Hgeqax5Hff2zLBidzBwXFj+MuLjTEC3YXR78/dNa/P79SpgdwmzhOQuTcPf6InZxFa1YPV5sau/Bc02d+NI0EBZbrFHi2rR4XJIUC+0MRXZxOKHM5hv/uRwdZd3xKzyc/k08k3YpfCIxEmRSPLwgHeclxGA2UdZdxiKi3qp+C132ruD2gtgCJkSdl3PeoAvYuTQ2PSbBhNzVaAqakYdLwSPhod/VhR5HK7qdrWxp8vUgLjMDibkDlf/iMzIhkc6+/TDXiBYfU7fHy9L+hIiqgQgrSgcMjeQaCulnVAWQGa2TUBWjgvOdZjh6nMhaYsSGHy7lk2cTwOt1w2qrGVwB0Fzqt8MI8z2IFdAEo6oWBNMAZbJj80Sd7ONmULjyR1sJUVYhFQVJuLKMUbiSi4elBjKfq5AILLFSOujY+HJLN+6rbILF44VaIsb9eaksC2HME7w9dcAbNwLV7wvrKccBF/4eSF6C2YS7q0tI+QuJqPL0DvdBE2s0UC5eLKT8kVC1ZAlLBTzWCXGnx4mK3gomUAXEqsqeSrjDpLdSddxFxkXMp+rl0pfR6wjv10bCFEVMbblky6xK5eOi1Ai88soruPrqq/GnP/0JJ598Mosgeu2111BWVobEUYzSZqsodfDgQfznP//BXIQOHFMtoEmlTZDJ/wGRKFAZ4jSIRV+HRKKdVhGOnqfPO/RgSSeizV8245EtZUGvhcVpevzkvIVYmWfEbGJfdz9+tfcg9il1cPgrqmglYlyaHIdrUo0o1qpm+i1y5jGz/cZ/TtFVxYxaP+214NYFt6NWJRi0Xp4ciwfy0xAri+7Z3QCdtk68Xf02E6NodjV0RpVEKErPK4orGvUieTaNzaAA5a+AR0IUq6IVLgIqQQV5muD/JE1Rw4xedDQNpP+111bBaRvu8SGWSBGfmTXITD0+KxsyeXR5Ps5lZouPqcXhDkkHHOxhZfJP8AU4zyLDIpcU/SIvXolzISXRL1YNSQkkI3bO+HG5+gSRitL/TCUwW0iwKofXG95HTKFIHmKqvgBqNQmfY9v/M3Hc9LlIuPJHWIWrKNjngNcaOQ01FJFCMiw1sFUvwZ1uE3Y7hZSy1bE6PF6UgdSxVpslz78vXgbevRuw9wFiKXDaTcAZtwOyMfpVRRnMn6qpCfaDBwciqo4chS/MuUOSEA9VwJtqMQlViyExGI75PdjddpT3lA9K/avuq2beVePhb+v+hpOST8JsgYtSI0BC1EknnYSnn346OIuTkZGBG264AXfdddeYdmxHR0dYUUoQMAYuhJ1hzNgC0AVm6AFwPH3pIBqpcGK4vuW7DuO1HZswGicmLoQxMxkilYjqYMIr8rH9w0ope73stWlJjV6Xlh6PJ7gttC8ReJ68LkL7DO0b2oa+Xmjf6UYk8iAt/SgyMo5AJCJjRwWqKlegp2fmqlOECnEkUvkggtXlgctLxUVELL3DoFbAoJazPtSX+oUKXpGEPNpO45daYJ2IJI4N7UvfUTiBLdCXxmVghpT6hhPh6Lt+//33cdraddjUY8U/mrtQZ7EGP/tJeg2r2rc2Xg+F/+9QC7wmjctIhP4+p6rvaL/laD1GTEZfQh6Srz+evoFjxGT0pfcbGLuT2ZfGGUWd0oz/qaeeiqysrIgz/qGvS8c0apEI/IaipS/tA9oXkQj9zc1IX68Xkv1/h+3DR/CLjGvwfOqFkHo9SFHI8GBBOlbHDU7visZjhMlmwseNH+Otmrewu3k3PD7hu5GJZViVsQoXFFyA09JOY+tj/d3T33/jjTewbt26sDdXM3WM8FiccDZb4CYBqtkCtNjYTRjhhmcgSYEEKKMS8lQhBU+WooUmKwZihXTE3yd5UfW2taKnsS7Ep6oadqtl+HsVixGXlo7k7NygoXpceiakIwhVEz2ejPabm+vHCJroHcnH9Ktf/SqKioqm5Xgy2u8zUl963GVxshRASv9r/LIT6i9NrGTjazoH6iQeSCOUdTNq5MiK1yInQY8cEqyMamTFKpAeq4ZcOvy8wa8jIl9HUFSVzdbgrwJYDotFaDZ7IySSgTHg9Yrh89E1pxRqdR602gJoNBRVtYBFWem0Az5mgd8yvf6777477Lg5VdcRY/3de50eiG0+eP2ClbPHClefPRhx5e53wGcb+L8SiCH2p3h54IUbPryeIcWf8xVwSETQeny4rVuCjTIlFAYVZLEqJmBBKwV00vDFHsztkG69G+LSzcLrGhfAc94TQMZJs/86gn5zPh/ctbWs2p/t0GGYjhyBs6KCvphhfRUZGdD4I6oUixdDkp8PsVJ5zNcGdo8dVaYqJlJtrd2Kg20HI/allD6v2IuHVz2M83LPmzX3GlyUigDtaLVajX//+9+46KKLgtuvueYa9Pb2YtOmwcKNw+FgLQDtWBKwSLxShhmMeXl5+NrXvhZcpxTBSIMxMzMTV155ZXD9iSeegC2MYkukpKTgW9/61qD0Q4rWCkd8fDy++93vBtefeeYZdHZ2hu0bHEg+QAMF1FCgU0wn3OEopQp8f/UVQt5zrBL/2vJv1Dc0hO1Lg/D2228fFJ1WRUZ0EbjnnnuCjymiq7S0NGJf8r2iHxodyGkGrqSkJGJf+i7o5EYHpj179qCCDjYR+MpXvgKFQsH2CV1M1dcLnlHhKC4uZn3pdVtaWphIGQmKvqP3S31NJhMsluEXygECB5CAMDfSzPjQg8Bc7UuPxCP1VakRqxAEOPp/PT09EfuSoJyUlMROWLR/6Xse6XtbsGBB8HU/+uijiH1TU1OxcuXKoLBG4z0S9Ls///zzg33/8Ic/RDxpRsMxgvbZj370o+D63//+dzbmw6FSqXDzzTcH11988cWIv6OpPEbcdtttwYtaukk/dOhQxL433ngjNBoNe0zHk/37hWpR4aBzR+jvd6Qx/J3vfAcJCUKaFY2dTz75JGLfa6+9lo0hYvfu3dixY0fEvldccQUTw4h9+/Zh69atIxavyM/PD0bLvvnmmxH7Xnzxxey4RtAx9b///W/EvjR+ly5dyh5XVlaOeOO5du1aLF8uFICoq6vDSy+9FLHvWWedhVNOOYU9bm5uxnPPPRexb5aiDk8ddzmalMmItfTj65/7Uw0iTESdffbZ7DGd5+k3F4lly5axKA6Cvusnn3wyYt8lS5Zg48aNwWuLxx57LGJfuvmmfXyw8yATovBexK4Tvo6gPo8//njEm5zpOEZQWsrfX3gObT3hz4lKnwxX2FcxAUpiVOJN71402zqm/RihKfkcIv/stD01B+6Y+Ek5Rvzwhz9ETIyQMrp9+3Z89tln8/IYQVEn9Jnomme0Y+VUHSNOP/10nHHGGewxXaP95S9/mZRjhNKSgtWrzsbSc9JR2dKF/7wQ+XUr3EZ84sphj6Xw4CrVgYh9s/MK8I3LLw3uq4ceeihi39l2rzF11xFSfPd7a/wiVRk+eN+Ojo7IJulnnvUWE6lIoPpstwa1teHvd6byOmKqjhHfWHkhEmCAt9+JfY2HsLvvSMS+p3uWYYFTeA9HJY3YJS+P2PfiMzagUN4E2af34JBVj02ic+fMdcR4jhELSkpw3BdCoRGLRoO3LhDO/ZN5HbG7cTd2vBD52N6obsTuxN145uxnsDxp+aw5RpB2Qo9HyzIT+WYi/GQGoQGalpaGnTt3spvIAHfccQc+/PDDYQeHn/3sZ3jggQeGvU4kUYp2NuXLB6CTfCTFnA5gBQUFwXU64EW6mKSDNN0gBzhy5EjEwUXviy6AA9CFmd0ePl+eff3+EXC2awkOKGrRA/PIF5N+3pLvR6skfN4rResct2QpfP7JIPITGMlk/fjjjw8+pkiESAM88AMOqOB0cBpJhFi8eHFQ6GlsbIx4wgwVmijeqLX1M7S2Rk4To++CvhOCTqxtbQMVEoZSWFjIbmaJ9vZ2NgZHOojo/CVM6QDZFM6oz8+nziy0eHUQw4vT9T1IdIY/wQcEFnoP9H3TAXKk/UBjmD4b9aVxM9L3RmONTtqBmYBI44wIREWFRsdNhoD1RVoemmLisai5BhndbSNWG4k2wW0s/QPpmtRGmsWm5+l7C/Sl7znS4Z2+C7ooCvxd+g1Fem3qSyehQF8a65FmUej7pTEc6NvQ0BDxxEZ96Lcc6Eu/+2g/Rozne46GY0ROTg67GSC6urrY9xGJ7Ozs4IUy3ZTV1tZG7EsTM0ajkBZM3wN9H5Gg823goppuUEcSFeimO5BCb7VaUV4e+UJ5b+YC7MsuQrzXhSu6G+E8Gnl2kf4+vQ+CJplGmsigC6f0dCESlsTiw4cPR+wbGxsbvPmn389INy1OnRM7E3ai0yuMr0trL43Yl75f+u4CY47eQ6TfMo2bQN/A+T7Sb5mO19Q38Fp0IxBJEKfjOo2JADQeIv3u5SIZTpYVQWETQeYWY6esDH3i8L97qUiCgoQcOJQe+CTCNVnoxN/Q3xeNtQD02xjpHBP43lh0S1fXiH318MBjs7LmUGnhUwk3lOHQwgeZWgWpUg2zzRbxmBYYE4Fjj9lsHvk96PXBvvSaI/Wl60U6TtFnGzpZGu57DhzT6DsbadabrnkCkQ00Fkaa0afXDLzfQAR8JAJR9aHrkaCJImr0PibzGEGvSeeuwP4daRJqPMcIjScJ+cvonDj6McKrjkObKhvtNkrT9eJs3xcR+9Z4YrHTnYtEFZCg9OF4a2RhY7bda5DAvGjRouA6fReRfkc0xugcHoAmkyNN5tKYCQgbY7nXOH3VC8HHJSVnoKtz4Bg3lCWUsuU3+J6aew2w8/dIk9pTdR3x3sKVuLJLhbPa3Khyt+AzaeQJ+3McS5HpFUT7cmktPpZVR+ybnZmNmLjZcx0xnmNEqlSKorY2KBsa4ensxLtrBBE7HOlmM7J1etgz0mHX6XD4yJExXUe4RzmedItb8HnWYdyqv5XdZ3/xxRez4hhB38M3v/lNLkodqygVKVKKXmc2pe95PV50/e5L1FiasUdWAato4G9pfAqc4ipEni4dhhsWsxlMwmt3w9PrhDeQ49zjhMTkgadHyHt2OZwjVkaVUTCpTsYiq3wGKcQGOcQxchZlJaa8Z70MIn8IczSk5lBfm60WZeV3oa/vEAsBjo1dhfy8n0Iuj5/xsHun24tX9zfhmY9q0GdzwQMxTsuPx13rCpGfoJ4TqTkBcYtmgWm2g/rT56LfRmgqp8PjwSdmB/7Xa8Mehxde/2dLFgMbFcA5ShH0FOYaIQWUlvS6gRTU0OcDUWqBvoGU0khppYG+oWLb0L60Hi5VdaTxON8IiGmj+a0FxlBoCmtommhgnAW2h/YN7xcnHdY3tD89pvE42k0gzeQFUlgDqalE4HsP/D4DzwceE6EpgJGOEYH/F5r+GjqGwr1u6I1gYEwOfb3A49DXDfwOwvUL7UuEjv9w/QPvIfQ3Eul1Q9/voNd12YGuCpRo4/BG3ldgVqhZ2vIKUyfWdDVC5h34bIOiLEP+RuC7Gdov3H4L3T7a85Felzwi2Pfuo/Q0YfInUD2HloHHHA5n4GaHCu2QKEtLusamx7QMbKdj7XSm7wXY9Xo1Sne1QqGR4au3nwB9nHpCKb50LdNhdqK+24qaLgvqOm3My6qu24aGXjtc3oHjAkVWhRKvkSMzntIAVcgyapGbqEOOUYOMOBV8npEFQm4DQOdAO9zuOuZRRVFV/f0UXVUBtzu8iCWXa6DVFrLIKqWyACpVAdSqPEgkqlmb4ltiseOOimaUONzwiUS4JMGA+7IToXa64e1zwWuiVEEnvFRJ0ORiqYPodwEmN3xOL+hfSML1MCQQQaKRC5UD9TL49FJIdDKI9QrhHlAnZ+t07xcN6XsTPUbQ69oaaTLsKPOlchw9CkdJCXxWwWpERNeA/jEgio2FlKr9LVoIxUKhSfwTgOGOEf956xk0vPIuRLSbQ8V8uuYQ+ZD1zfW4eL0QoTib0vd4pNQkpO/NFaNzwna4E10vlsALH1rFvbDBARUUSPbGsDxk45XFUC2OHMIeCrsgt7nhJoGqxw43tW47E6zoMW2jA9iIUPg+HaDilJDGKiGJVfiXtC5UlRBJpqdCi8/nRWPjP1BZ9Qi8XjszMC8s/ClSki+Z8aoqtK+3Hm3Dr98pZcabRGGSFvecV4zVC0Y25p+NjNd0sspqxwtNXXiltRu9buEkLBeJcH5iDDNGX2HQzPh3OBKRhK6RRLCx9omW1wjtM8+CczmTgE0qx6f5S1CZJETNGKwmrC47gJT+br5/wxBaDGOkxyNtg8dHQcPCkhoJcAEhzS+wsTWJCGKphJU3F0vFEMkkEInH/ncm8t6m4/94PW7YTSZY+/tgM/XD1t8HhyUkipwdxoRjmUyhgMYQA01MLNSGWGhjYiFXqwdFuUbjZ5zK/0MTt3QeHw26jqYIhZFuBocKV/R/Ao2ux0PXqYVOck4GVfvbseUZIXph4w3HIXPR1BSPoYnHhh7roMqAgUqBnebIkyISsQiZcWpmth5qtJ6XoEGCThHV1z8zjZA90IQPPngRxQt1sNnIs6oUVms1fH6fv8GIoFZn+03VhQqA1JTKNIhE019RciI4vF78pqYVT9e3s0M8eTE+UZSB1XH6ke/57B6hmiAFKnT1w/PldngaG+CBER4kwyNKgs8ztrEm1sqCpuxSsoQJGLXTY72wPl33f5OFjybQa2oEE3Wq9nfoMOwUeRXm2CZLTx8wUaflwoUQq9Xwej145rorYDGbBgtSwT/ig0arw3f/+hLEvPre3IByx1esWIGnnnqKrdONEuVTXn/99WM2Op+NolRAmOp9oypoMkrQgSBmY+6YBamxwGaOre6gYMXEKiZa2YNCFlWfGFW0ooNT3BCxii2V7H2LJMd+srXZGlFScid6enez9bjY01Bc/GsolYJ/w0xyqLEPv3jrKPbUCDdf8Vo5bjlnAS5fng7pLDtgj5WJVkKxerzY1N6D55u68IVpwBi9WKPENWnxuDQpFlrp7CmhOleJFDEWLQLa0OfpmE+h8KMRFxfHZvMn+6Zvsl5n1v0fSwd8+5/Hx2I9ns7/Ovrkeojhw2UqMa7RSqAMiWyb6c/TbGnG+w3vY0fDDlZJj0VGUbi/NhVrstawlqRJmtL3Rm0ix06v1cWq3wUr4VEVvJ7wN8BkQk4G5PJ0oRIeGZKLVbOjwuFk4LBa0VFX7TdSFwzVuxob2KTWUJRaHTNRFyr/CcuYpBRmtD4foGMnVbYeKZWKrqHJI5TGbsAqILTRdXbo45kQrvo7bXjlwb1w2txYti4TKy8W/Lemm367i5mtByoDBsQqWre5IkfPaBVSv1A1IFgFxCuNv4DAfCfccdPrdcBiqWICldDKYDKXwOXqCvsaNJFNUVVMpCLBSkfLQkilkf2tZpp9fRb8uKQe1TbheE+TuPflpUIznuvk+s+AzdcDneWsYJ+v8FK4T74PHpc2bEVBN917useQISAaEK6kgaqCTLzyC1j0WDc594BTidfhgPXIYZi+PAjL4UOwlJTC3twEj1gEj1gMD6U502MqHpWcBLMxBlVjmGy77N5fInPJgKVFtMONzkeAzDIpMurPf/4zE6foxEkGa5QPTfmlk7Fjoxmf1wdrZRc+/3gvTlx1EtT5RjazOe03phZXMLJqqGBFy1EPXGJBUAsrWMUJavtIn4veQ3PLq6ioeBAejwVisQoF+XchLe2bMz7j0dxrw2PvluE/BwS/GIVUjOtW5eAHq/PZRcZcZjLK837Rb8XzzZ34X1sPbF7hBlEjETNh6tq0eBRrI/uFcTihkM/B888/P+pOoXNKqLcPZ4JQyPtnf0L7R0/hrpwf4O0EwYS0SKPEE0WZOEEvpM3MNH2OPmyp2YLNVZuZeXkAnVyHc7PPxQV5F+C4hOOmNUphtGPnMAGqyQxPd3gPGDIhl5PwlOYXoNLmlwA1VlwOOzrqagcJVZ0NdSzSaihylRqJObl+oSqfLWNT02bVjPd4OHr06IjmxWSyvnDhwjG9VqjH5XQJV+Qn9N/H9qOtph/JuXpcdOsySKJsMpD2S2u/nQlWVZ0WtqzuNDOxqqHbCv/lT1iS9ArksuqAGiZUkXBF6+mxqjk76Xms15wOZ2eIUCWIVRZLJXy+8OlOSmXGoIgqnbYIKlUmRKLo+M1bPB48VNWCZ5sED6wspRy/K87EyTHCBNuYcDuAjx4FPnkC8LoBpQFY9xBw/BXDon2CAQshQlVAuCLBKrDOonPHIlzp5IJoxSKs/GJVqIilk0e8D6SqrW6nEy6nA24HWdI44HbS0i6sB7YPez5kGa7fkP7eEVIuJ8rZ530Vx1/zf5gtcFFqFJ5++mnmRN/a2soMdH/3u9+xCKrJ2rHz4cZ/KmEHLrMrmAro7h5IEwwIWaMetMQidlAaLFYJ4pVb04+KpvvR1f0h62ownIiFxY+wsNyZxOxw408fVOEvH1fD4RflLj4hDbetW4C0mPkhpEzm2Ox1ufFaaw8TqCqtA7P/Jxs0LHpqQ4IBinkyc82Z+hn/UK8lzgToqoJv04/wmkOP+/KuR69MD5JBbsxOwo1ZSZDP8P51eV3Y2bQTm6o24YOGD9g6IRFJcFraaUyIWp2xGgqJYsaPnRIX4GwORD+NIkDFKSFPF4SnYASUOvquC2YLbpcLXQ11QZGqraYSHXU18IQRTKQKBRKycphAlZSTz6KqjOmZkIR4gcx2YYqqkYUeP+l4SZWpxipIjZXJFq5kEjm8dhlkUKLwhAzEJ8ZNeargZOJwe5gwVRUSYSUsLeiyRPaMkUmEdMCceC1LAQxNCaRo/bmWDnis15xerwtWa40gUlnKYDaXMLHK4WgN218sVrIoqoBQJbQFkMkGfIamm4+7TbiptB5NDhdLy/5+RgLuzEmBcjziZOshYNP1QIvffDt3NbDxSSB2fPdV5IHs6rfD1WmGs9sCd4+NpQx6+13wmdykpAE2H0S+0cehD1444YDdZ4HNa4bVbYLF1Qezo4c1Wnd4LMHo5qmEgh1kSgWkcgVL+Q4uFQrmxSW22WBtbEQbeWiOwnnnXIDi6wYqX0Y7XJSa4R0b7US7KDWWaC+v2SlEVnUPFqvY497wSjsdeEzJu9FW/CK8MgtEXhmSe65AsvgySGPVkMYNRF2J6eQ7TRFkbo8Xr+5rxOPbyoPeASuy43Dv+cVYmj5zJ6q5MjbpYvXTXjP+3tSJLZ19waFhlEnxzZQ4XJVqRKZqZm4kOfNrxp8TBq8H+OzPaPr4D7g993rsMArlnJdqVXiiOBOLZjiysbS7FJsqN+HtmrfRbR8IrS+MLWRC1IbcDYhXTV76+3jx2txMdLLX96H+8wok+PTwdDsiC1AB8YmEKC5ATQsetxvdzY1BkYqW7TXVbFZ+2HcklSI+M2dQ6l98ZjakUSyAjCbsU1W0jz/+GKtWrWIVoWZKwJ+JiKtoFK76rK5gRFUgDbCqw8xM1+0jWGvolFJ/VJV2UFogNbV8dgqpU3U/5HL1MHEqEFEliFblzLc2HApF8oBIpRGiq9Rq+q1Mz37td3twX0UT/tUqnOMK1Uo8tTATx+kGopPJ84iii4ZFDgUihGxWuI6+BfeRN+Fye+CCEu6sM+AyLoTb6Rpz9FG4lOihKCUaqCU6qKQ6qKX6wY+lOqgkOlahbjS8Pg9sHgsTruywwiVywClxwC11wS33wKv0AQrRgKCkVEImF8Sk4FIRXmwKfV4skY4q6Jp27cYLj/wMdvJmFIkRr0yHSqKFzWNGp72R7Rely42r73gAupXCddJsgItSM7xjo53ZLkqNRbTyUBWJEAN2W28rGmS/Q592F+uj6MtGyuHvQGERygAPQyqCNGaIAXvcQNQV5TtPxozRh+UdeOitEpS1mdh6tlGNu9YXY92ipDk3IxUNY7PF4cRLzd14sbkLrU7hwpP28llxelybZsRZRj0k83C/c6Jnxn/eRUf974d40Z2AB3J/ALNUA7kIuD0nBT/ISIR0mlPLA5A31FvVb7H0vPKegZLScco4JkJdmHchFsQNlEWeLqgqLku/Y9FPJiECqss+ugAVSMHjEVBRA93g9ba2oK26MhhVRc1hFQqahCKWSFgE1YBPVT4Ss3LYDdJsYDZdc5p77PjngzthtVuQeZwWmcv080a48np9aPGnA1YPMls3o6nXxnyDIpFiUA54V/nTAvPitUiLVTEz9mhlOscmmafbbPXMnypUrLLbG8P2F4nk0GoKBqUA0uOhFcFZxVxXiOgTNsXMPqZUtAOaOPwz70SYFCqIvR6ccXQPTv3iY3gdtrDRnlMJefDJFMrhIs9YRCG5AnKfAlKPHDKXFBKnBGK7GCKbD7B44TN7WEbOmIKkJCIhPTDE2yrodeX3uBJrjv2e0Ofx4KPz1qElZQmWxa9hAlsAq7sf+zvfQ0rLIZzx9rsQ+SsBzga4KDXDOzbamU0XCJNBR8dWlJT+BC5XN0QiKbKzrkd67LXw9XgHUgQDflYkYlFO82gHKqk4JDVQERJlJQhZox2gylpNePDtEnxU3sHWDSoZbjy7AFeekgW5dP6mAU3X2HR7fdja1YfnmjrxUc9AVaV0pQxXp8bjGylxSJDP/d8GZ3bO+M+N6Kg/oe6TZ3Br3o/xSeyJbPOJejXzjirUTP/NtsPjwPv17zMhamfzTnj81ZdkYhnOzDgTF+ZfiJWpK9n6tApQAR+oRhPckQQoOgelaFBlbsTiM5dBlRkDiYYfv2YbdHPZ196G9poBoYpEK6oAOBSaSSdPKpb6lyuk/iVm50Kh1iDamC3XnCTKbH7yAJrKehGfocUld5wIqWz4zd98jLiyuzyo67KyyoBDUwJ7rJE/p1wiRpZRPchoPSBexWlmPh1wqscmeQoNFn9CxCH/0mHvgcNVB4enDm5fIzyiZvik7YA4fJqlxy6Ho08De7cS1k4ZzG1SOHpk8Hkn53rEqlTjvVUbUZa3hK0ntTfhvPf/jfge4X6FGJM4ZKqDtHkvZD47yD9dlv8VSBesgUylGTWyiLZPdRqzz+ODx+wc7HFFj/uFbe4+B7wm59iFq3AVBUM8rsTq0aOlul58D9ZDwm89tG+gcrV6iRPGK9dgLmonszPWksMZIy5XH8orfo7W1v+xdY2mEIsWPgadbpHQIRZQwDDs//k8XlY5IqxgRY/7BSN2d4eNtXCJElQie5ABOxOtFOiXi/HnLxrw/IEmVo6V8vevXpmNG87KR4w6OmbL5gMUgXFeQgxrVVY7Xmjuwist3Wi0u/BQdQserWnF+QkGZoy+wqCZ8QsnzsxDAlRWVhaOHDnCllyQmiCdlfBuuh5/86TgwRP+BJtEBZUIuDsvFd9OT5jWSEW60Puy40vmE/VuzbswuYSIVYKMyik9b132OhgUw88TUypANZnh7rSF7UsXtywCKl0XjIQiAYpurtrersSJ+TGQRPGNPycydJ6JSUpmrfCU04Nj1NTVGWKmLqT/mXu60d3UwFrJJx8EXyMmOSVopB6IrFLpZu8k6nTy+Tu1TJCSKiRYd93isIJU4HsiIYlapAJJ4xGubDYba21tbVErXCllEixI1rE2lB6LMxhRFZoSWNNlgdPtRUW7mTVg8OejydhAGmBoWiA1+ntTCX0/bpcTNrMZLosZPc1N8FF62rhNru0Rja9ddkfYogejQ/tYC7nOBZXRAWWc3b90QGFwQqJ0Qk0tCYgLfB4PYO9VwN6jhKtfC5fZAK81FiKfDjK5MqxoNFLq2VVyBbZ7JXi434O2xDS89PUbcWtaHL6XmQiFXDH2a+K+JuDNm4GKd4GeWqDmc+CCp4C0ZZhpqHofRTxRiwS7HzQFhKvBFQVJtKIli7gigYvuEbvtcI4UzBAQq4aasuvlrDkadBCJ6K5y8P4V9rcPzgY9ywaa7gJl04HIF5DeOGOCR0rNHrq6PkJJ6d1+s0G6mfwucnN+DLH42L2DfG4SrRyDvKzY0l9F0DMGZd0KH8wKMeLTdNAnawenCcYqIFKNrqjPRWZyRtXm8WJTew+eb+rCAZM1uJ0qf5ExOlXv042nXC5nzjFbZvyjOTqq6tNncXP+TdhjWMo2nxqjweNFmcieRl+3JnMT3qh6g7V6U31we4omBefnns/EqGxD9pQJUK5mQXwiE/KxCVADlfAiRUDxsTm/sPT2BCOpmFhVW4X+jvawffUJiUjM9qf+5Qqm6pqY2Gl7r7NhbDaV92DTEwdYitqaa4ux4JSUKf+bcz3iyuP1sWrSJFjVdJiFpV+0onTASEjgQbpOhtxYGbL0MqTrpEjVSpCkFsMgAzwu54iRR2OtlDatiESjpptFTFMLeV4s98ErboMbTXB5GmB31cDmqILHMzChEopMFhv0qAqk/2k0BZBIxubV2Opw4ZbSeuzoFl7/FIMGvy0e5/maflSH/g28cwdg66a8PGDl9cDquwF5dFTUPeZ7Qoqu6h8QrFhgQ0gEFhOuJon47yyBMm/2+A3zSCnOvMXtNqOy8tdoav4nW1epsrFo4aMwGCZPlReR2m1UsRbxAEWhnz12uLrtKCntQHVlNwwuH1IgRjzEUEMEtcMHVPfDXB0mNF8hCaYChhqwB6KuxEoe6DjZqCRifD3FyNqXJiueb+rEf9t6UGqx4+7yRvyyqhmXJMWy6KmFM2y+zOHMKjor4d50Pf7sy8Kjx/8RdokCGjFwX346KzQgngYB3uKyYGvtVrxR/Qb2tu4NbldJVTgn6xzmE7U8efmYzFHHitfhhqvJEvR/CgpQYSYtaMZUEJ/IhFwHWaoGEi2PnuWEh0SlnBOWsxaA0vzIQD1opl5bhZ6WZiZWUavcu2vg/8fGhURTCel/OmP8vJwMs5md2PbsEXbvXHRK8rQIUrMx4srn9bLootHEnuDzdiGKyOdwIN3pQJLDgZPoeTjgUNphsdhgt9nhcNjhoX4uF8QeF8Qsj2CAPn8rwRQhFkOhVA2IQgp/ZNG4DK1DDLDDPE/Rq1P126Ix4nC0hBirC5UArdZqZrje07ubtZAPzKqNh5qqU1Mq04a9x2SFDC8tzcXLLd24r7IJu/ssOGtvGe7PS8XVqcaxfSbqs/QyIO9M4J07gcP/Bnb+Dih9E9j4OyBnFWYz7J6QqrvHKUcNZghEWwWirEJFLK9lbMIVSymcg/C7Ws6coqfnMxwtuRN2ewNbT0+/Bvl5t495RmBSD1DxKuzrt+LBPVU41ESnUyAtRoU7zs3HkuJkeElRD0ZZDaQG0jop6j6HB65WC2th/4ZSOiw1MNSQXazgP+9jgSqOUPTGfXmpeK21B883d6LS6mBpftQope+aVCPOT4yBgvsKcTiRo6N2/xElu1/AzXk34wt9Mdt8ZqwOjxZlIF05taKLx+vBntY9zCdqe/122NzC7LwIIqxIWcEiotZkroFaduyztV46ZjcHop8EEWpEASpgQJ7uT8HjAhTnGKE0vaylx7MWgIzT22urQ9L/qtDd1AhLTzeqqe0PEWh1+kFm6rQ0JCUf0800Gbo3Hj0MU20lW2YtWQqxOHoijumGfvvzJbD0ORGTpMaqrxcimhiLcEV+hzarBd2dnejt7kFvbw/6/IKV2WyB2WqB1WaH2+MZk3Al9vkg9Xkg9rghdrsApwNw2OCzWSF2OyFyuSAaQ4W08RB2RIhE8Enk8IilcIqksPvEcEEKt1gKt0gKl4iWMrZOj6lCpV6nQaxOA2OMBomxOiQb9Ugx6qFWq8KKRj6RGFvefTeqo/jGMkaUylTW4uPPDG73eBywWiv9xuoDghX565JgRa0dbwf7SyTaQRFVOm0Rsz2RSrW4ItWIVbFa3Fhaj129FtxZ3oh3OvrweFEGUsd6HtfEA5c+Cyy5FHjzFqC7Gnj+fODEbwHnPAAopzZNfiYZLZiBsJf3oPNvhzEaYt3cnKzid62cOYHHY0dV9WNoaHiO5dyS2l9c/DDiYlfOyPuhvPpfv1OKrUeFk75WIcUPz8zD/52WE8yTlySoIUsIfyPkdXqCkVZBT6tuWgrCFanpPkoBaaEWXrQiQ71B0VWhUVcxSogV0XNRGM3EyKT4TkYCrkuPx6e9ZmaMvqWzD3v6LKz9tLIJ30wxsmiPrGlMP+Jwop7OSrg2XY+nRAV44rjfwyWWwSAR4YGCdHwtOW5KIzKq+6qxuXIz3qx+E23WgZuvbH02E6IoRS9Fm3LsAlTAB4pMyCMKUHLI0vz+T/5IKC5AcaYLMj7PWLiEtQAUwdJRXzPITL2rsZ5FWtUdPMBa6P9nJupBsSoPsSmpYxKWKj7biR3PPQNzdydb/8/O96GNi8dZ134XBSefimjgy+0NqDvUBYlUjHXfWQz5JEehkyjndjpHqIoWKe3MPsZ+wpKimEaCxXCIJfDKZPBJ5fDK5CFLGXwy4THrIxIxEQhiKSBTklo57PVEJFh53JD6vJDBB5lYBIVEAoVUCpVCBpVCAaVSOSZD6+HPC5FKZHQdep6gdMCmHhuqOs3BCoGBdMCWvpAiECZ/Y/PTDohEHUiPVSEnPmC07kNuvBQ5CSLEq+ZusRKJRME8dIM+un4R1uns9EdT+aOqzGWwWCrh8ZjR17ePtVBUysxgBcA/phbjdUM2Hm2w44MeE1bvLcVDBeksi2DM5/QF64GsU4Ft9wOf/11o5e8C5z8BLDgX8xUF+UEa5CxqKhI0oaXImZviHfeUGifcUyr66Ov/EkeP3sYUfyI15XIUFNwDqXT4SXSqIbPHJ7dX4MXdday6G5XB/caKDNy0phDx2skTLJhoNcyAfWDdax3dWFGsCYhWw1MDWZUI+cyIVrPBe4Jy7F9q7sKLLV1ocQjhtnQqPitOj2vSjDjbqJ9Ws2bO9DEbxme0REcd/OyfzDvqiLaAbV5n1OPhBRksHWAq6LX34p3ad5hP1KHOQ8Hterke63PWMzFqSfyScYthTIBqGfB/olQ8KnARVoDSkwDlT7/zR0JJpmlWk49NzrFAwklnQ50/okpI/+uorw1bBp7SmxKycwdV/jOmZUAcUqacBKnNjz8U8e9dcMs9MypM0c15S1U3/vebPfB6nDhpQzpyjosd2YsonFfRiCKTPez+m0qoKqNMOR6vImWI8bUckEjh9HrhcHthp5RApwtWux1Wmw0mixUmkykqPa6sTrdgrh5itE4TxPTY5Ih8TayUiREn8+C4nGTkJeqClQHJdJ2M2OcLXq8TVmvNQPqfX6xyOMNH1LWIcvGM+CaUe9PY+jkGLx5ZkI0UTcB6fYzUfAxsvgHoqRHWF18KrH9YiKqah9gOd6LrxciJqsYri6FaHD8ntRMuSk3Rjo125sLFKx1Aa2qeQm3dn2gNcnkiioseGhS6Ol043B78Y1cdfre9Av124eR35oIE3HNeMQqSpl8cIyNdFmkVIlaFRl35bGMQrbSyoFg1SLiivOkYBURTVBllNo1NEh63dfXhuaYufNgzYDKZrpTh6tR4fCMlDgny6P4MnLk7PmeEzgrYN9+IxyUL8fuMr8MjkiJOIsJDCzJxYWLMpEdHubwufNL4CUvP+6DxA7i9wrFNIpJgVdoqbMzbiNUZqyGXyMcs+AcjoBqFpbvDGlaAEuvlQvpdSCW86RKgwsHHJmey8bjdLIIqNPWvva46rEm0VCZHfFY2E6oSsnKw87WXYe3rjfja5F913dPPho24YtFF444sGn8/3ySnoI1GsOLZuLyKxtGPjLAlU1skR/AvcgzytIpmc3Z6v51m54BI5RetKMqqvsvKruMiYdTIB4lUtMxL0CAjTg3FPCl643R2M3+qULHKYqmA1+uAB2K8gYvxH1wGj0gGva8P35O9gjV6VzCyihp5+4op6i7iH7ECH/wK2PU0GZcBqjhg/SNCmt88nOC1He5E7xtVgyKmKEIqZmPurBOkCC5KzfCOjXZm+8WryVSCoyW3sYMjkZR0ARYU3g+ZbHqrEdDJ7p3DrSxVr75bqNZWlKzDvRsW4vSC6D1weG3uIZUDB0ddkZ/VaIh1shCxaoghO4lWUvG8GpvVVgfznXqlpRu9bmH/yUQinJ9gYJX7TjZo5qWB7Fxjto7P6YmO+gP27X2deUdVaLLY5gsTYvDLwrRJFWfpuFvSXcKEqLer30aPoyf4XFFcEYuIOi/nPBhVxtEFqBYLXI2C/xMToNojCFA6OfN+ihYBKhx8bHKmAxKMepqb0V4jVP0Toqqq4bQNVKwdK3FpGZBIJMNEJBLDphMScsYqBE1YRJLJIZon/pOzRbhye7yo6ejHa1s+gjG7GHU9diZckYDV1h+5Op9YBCZMMbEqXoucBA3y4jVsmaxXzvlrPa/XDZutLihSfdnXiV/3n456nxA1dbrvA1yNZ6GBcEwQi+Ws4p9WM+BXRUu5fMg5umk/sOl6oP2IsF54LrDhccAgvO58wuf1wVrZhc8/3osTV50Edb4RIhp4sxAuSs3wjo12ZuvFKx0I6+r/zCKkfD4XZLI4FC34BRITpz8H+UB9Dx58qwT76oQbogSdArevXYBLTkxnaXuz+WKCIqmCItVQ8arbAZ9zFNFKJNzESYd6WsX5o64MkUWr2To2A9g8Xmxu72XeUwdMAxfpRRolE6cuTYqFbp7MsM1FZvv4nBI6K2DddCMelh+PZ9IuZcaxCVIRHi7KwnkJkzdR0GHtYB5RJEZV9lYGtxuVRuYRRVFRC+IWTIIAJYM8zZ9+x4QoHUvLi3b42OTMFORn1NveGoyoqtm/l6UCTgYTjyxSRuxXe7AXn22uZzfLF912ElLzRxawOXNXuIp03DQ73KjttKDKL1KFpgRaRrgGVsslyDZSZBUJVkKEVSDaSqecu9cMDq8Xj1TV44+NPfBChHixFTco/ocFjnfg8YQXrCnDJTSiippGng7xrj8AHz4CeF2AXAes/Tmw7FpWJXE+4Zoj15tj1U640Tln1mCxVDHvqH7TQbaeEH8Oiop+Cbl8eiOSGnuseGRLGTZ/2RzMR//uGXn43hm50MyBinc0wyNSyyBXy4A0bdgLCfKsGhRdFSpcUaSVywtvvxNOauGuS0WC98qgKCsmWikBnYSyMWctKokYX0uJY+2gyYrnmzrxn7YelFrsuLu8Eb+samaGkNemxWOhdnqrQnI4UxEd9em+zbg1/0bUqtLZ5suTYvFAQRpiZcd+PLS77Xi/4X1sqtqEXc274PWn28jFcpyVeRYTok5NPRXSkNQAn8sDJxOgAkbkJrhIgPKGT1MO9X8iEUqi5wULOJzxQBFAscmprC1YuQo5xy3Dqz+/Z9T/d9rlVyK5YEF4sSkQXTTJUSddTWZ8/m4tRGItTvlqHhekZrRinJK1SFUFxyNcjaWq4FDhippWq2U+WV1dXYiLiwsKV1SgaHGagbWh76nD5EBViEjFlp0WljFhdXpwtKWftaHQ5HUgBTA0yiozTg2ZZHYLLlSF+qcF2VifmIAfl9Sj2gbcb/smrkm9AbeleuCzUwpgIA2wBDZbPZzOdnR3U/s4+DoikRQadR60Gy6EtvpLaJtrod16C+SH/g3RBU8BxrwZ/ZycqWP230Fz5jyU809V9ai6HuUwk4F5YcH9SE6+aFpDZPvtLvzh/Sr87dMaON1eluZ8ybJ03LZ2AZINrK7JvID2uUQjY41u5sKKVhZXxNRAegy3l+VKU3PWDj9xL0MsOsr2QxqrGmTAHnhMN40iSfRHoy3VqfGbokzcl5eK19p6mEBVYXXgheYu1k7Sa3BtmhHnJ8awEzqHM2voKId58834heIkPL/kUbYpVSbGo8XZzOj/WKBjyIH2Aywi6t3ad2F2mYPPHZ9wPC7IvwDrstcxA3MmQDVaYGcV8MYgQIWk31EjX6i5nmrB4Uw3acWLWJW9QNW9SJ5SKy6+bExV/CYLl8ODd/9yGB6XF5mLjDhhTea0/W1OdAtXlZWVEYWroVFXiXolayvzBkfYuTxeJkyFVgYMiFckZAXanpruQf+PsitImKLIqqH+VSRkzaZz1HKDBttOKsRDVS14tqkTzzeT56ocTxadhpNz1gX7ud0WWCzlQUP1QDVAt9skeFihDKDdaxREQZmzBNoPz4LWuBza/Muh1S1kKYESyfy5/5rrcFGKE9WQkn605E709u5h63Fxq1Bc9CsolRMv5T2RnPN/7m3Ab7eVo8simM6tzDXiJxuKh82gcPyilVbOmjwjgmhldg0XrGhJolWvHSI34O11wknNX5BjEGIRqxBI3lWDDNj9HlcUhRVNudcGmRTXpSfg22nx+LTXjOebuvBOZy/29ltY+2llE76RYsTVqUZkqXiUBifKo6N2/R4f7H+HRUc1KZPZ5qtTjPhpfuoxpaY2mhrxRvUbrHpeg4nV8makalJZRNQFWRuRZI4VKuB92Yq2pkq42i0jC1BMfNJBxiKguADF4UwHJDSdde13R6y+d+Y1351WQYr4+JVy9LRaoTbIseba4qi6TuDMjHBFraWlBV6vF06nc8IRVwHhyqDX44z8WKxZmDRsYrs2aLI+EGFFjaKrAo+HQhFbOUGxSljmJWiRHa9hz0UjGokEDxam49x4A24qrUetzYmLDlTi+xkJuDMnBUqJGFKpBgbDCawN/p5amEBlMpcEBSuqCuiSAz1yMXo8XwBlX/j/hxhqdQ5L+9OFpAAqFCmzSsjjCPDqe+OEe0pND3Rgamr+Jyorf8VykSUSNQry70Fq6ten7UBD7+H9snY89HYpKtuFmXo6IdyzvhhnFyfyA94U4XQ4sW3zFqxedjpEpiGG7Ey0cgCeyNVSGBK/aEUClX8pmLALj8nvaqYvRtscLrzU0oUXm7vQ7BA8E+gdnRmnY6l9FG0i4SfVqGOu5PhPiI5y9L1xC36mXIl/pmxgmzLlYjy+MAenx06syqjZaca2um0sPe/zts+D2w1iPS6PuQhny09HiikOriYLXG0UATX8ty9mUZsBAUqIhJqPAtS8HpucqKTis53Y8dwzgyKmKEKKBKmCk0+d1vdSvqcV2/52lJ1oL7zpBKQviJ3Wv8+J7uPm+vXrmTA1UsQVNRKuxsJYIq4oVZDuNchUPbQyYE2n8Lih2xrulBckSS+kAzLfqqBopUUGZRlESTpgv9uD+yqa8K9WITqsUK3EUwszcZxOPebX8HjsrOKf+ehzMFe/DrPCA7NWCpcs/GekjJqhpuoaTSETwmYTrjlyTueeUpxZi93egpLSu4M5xjExK7Cw+GGoVNMXZn20uR8Pvn0Un1Z2sfU4jRw3rSnAN1Zkzvq872iHxCK33Ad5pi7sQZgqUnhNTiZSBaOrQqOu/KKVp8vOWlgkosFeVkMM2cnoeKpvaJMUMtySnYwfZyZhW1cfi576oMeEHd1CS1fKcFVKPL6ZGjeplcs4nIlFRz2Nd7/YjjvybkKbIh4i+HBdWgLuykths6LjweP14LOWz5gQtaN+BzwuN3IcadhgPwOnik5EkTMH6h6pPwLKDSvag/9XrJFCluZPv2NClA4Sw/wToDic2QAJT3knnYy6Qwfx6Qc7cNrqs5C1ZOm0R0j1tlnxwUtl7PHy87K5IMWZslTBgHA1kYirDL0eizMM0C+Kh16fC5VGhxaTMxhdFZoW2Gl2MjGL2u7qwemAUkoHNFI6oGCyHpoWGK+d3vOlXirBb4szsT7BgNvKGlButWPD5+W4KSsZN2YlQTaGCWJK0dPrl0B/ym+ARbcDb90K36434ZSLYU7JgnnZ+TBLrSyyymKtYimAvX17WRtAxO4jB0zVFzDhSqXKgEjE7+uigeiM++PMS+hg39r6P5RXPMAOKGKxAnl5tyMj/ZppO2C09dvxm61leO3zRvh8gFwixrdOy8YPz8yHQcWFgWgRrah6HzVFNsKKVp5+53CxKmDI3ieIVu5OG2thi/5KxSEiVUj1wECklXbyRCu6eFifEMNaNfOb6sQrLd1otLvwq5oWPFbbig0JBla57xSDht98c6aXjnJ0vXEbfqpehf8s/DnblKeQ4ImFOVgRM7wQwkhU9VbhzfI3cPDo54jv1SHfnoH1tpuQ40yDxDf8JnWQAMUioLRC5U4uQHE4swYSoNIXLoautp4tp1uQIv+orc8eYX5SqQUxOOm8MBcOHM4sEK5O1+txXjFFXCVAolCj1y1Fm02M2h6H37/KjNouC+wuryBkdViAksGvp1NKg1UBQ1MCqanlUycLrIs3YLleg7vKG/FGRy+7tt3a1YenirOwQDMOXyhdMvD1lyA6ugmKt26Doq4GxrqngZO/D5z1KrwyOSzWan/q30BzOjtgs9Wx1tHxbvDlKBNHo6FoqgXQaYuDghVFW3GmFy5KcaICh7MTZaX3oqNzG1vX64/DwuJHodFMT5UFq9ONZz6qxp8/rIbNJZR6PX9pCu48twgZcWMPMeVEh2hFXlPUFBju+eWjKKq+gAl7qBm7sM5EK7cX7g4ba+FEK5FMPCTKKjTqSsHSiSZy45yrVuBn+Wks555O2s81dWJ/vxX/a+9ljU7c16QacVly3DF593A4o+L1wLfzabxx8CPcnXczuuSxEMOHH2Yk4tacFFZlcjR8bi+661px8NBedNW0MCHqAsdxuAQnDusrVpMARdFPgghFjyn1lgtQHA7nWNj5n0p01Jug1Mhwzv8tgphHu3PmoHC1WK/HqQl66PP0gFwNG+TocUnQYhWjpt+H6m4bGntsMNnd+LKxj7WhpBiUQZEqUBkwL16LtFgVM2M/VoxyKZ5ZlIVN7QYmTh002bB2Xxm75v1eRsL4LCsWXghkrwLe/Qnw5cvAZ38Eyt6CeOOT0OWdxTymQnE6O/2G6gOm6pQSSBYx/f0HWAtFqUwTBComWAnRVWp1NkQifu09VXBRijPjtLW/g7Ky++BydUMkkiE358fIzCQDzKkfnh6vD6/vb2TRURQCS5yQGYN7NyzEiVncb2AuQlX7WCW/uPAzMz6Pl6UADoquChGvKArL5/LC3W5jLezfkIvDiFVC1BX9XZFKOuLNNt3wX54cx9pBk5VV7ftPWy/KLHbcU9GEX1a34NKkWBY9tUirmrR9w+EwOsrR/sYduEt7Ft4u/inbVKSU4IlFeThBr44oQLlaLXA2meFo7EdPbStknYDEJ0YB4lgL4FH4oMwwQJluCPpA0e+EC1AcDmcyqf6iAwffb2SPz762GNpYXkiEM/+EqxzScFQqaDN0kKm0cEsUsHjl6HJJ0GwRobrPixabCC19dtYC1iUBKGsky6gO41+lYfYm4zl3U9+LkmJxSowWt5TWM7uKn1c1Y2tnH0vzyx5PsR91HHDxH4EllwBv3Az01gP/uBg4/kpg3S8B1cB9nFwej7g4aqcFt3m9bthstX5j9YGoKjJbt9ubWOvs3B7sTxk8VPFPyyKqBLGKxC+ZjN8vTgZclOLMGC5XL8rKH0Bb22a2Tj/uhcWPQacrnpa/v7OyE798qwRHW/rZekacikVGbVjCqzbMZ0RUFcSoYi3SzbcgWg2IVaGPvSRaOb1wt1lZC/s3FJIhaYEhaYJxSohVA4fmpTo1flOUifvyUvFaWw8TqCpYml8Xa8v1amaMfn5CDKtowpk6vF4fmit6YW2WsmVGUTzEc6l6E0VHffoUXju6B/fl3IJemR5S+HAjeT9kJ0EuFg8IUG1WOJtMcDWamRBFglRoAQIlhL4msQXN+i6o0g3IL16EuJwULkBxOJwpx9Rtx44XhNyl49ZkIHtJPN/rHMx34QohHo00NZvrb7QiUyhZWqBTrITZK0OnQ4wmqwj9HhnaOqyobu/DVgyOFCJrk0AaYGhaIDWlLHJUUbJChpeW5uLllm7cV9mE3X0WnLW3DPfnpbJK1OOapMpfA/xwF7D958CeZ4AvXgQqtwHnPQYsvCDif6PgB40mn7WkpPOD212uPiGiyhIQqoQIK6/XBpPpMGuhKORJQZFqIKoqF2LxxG1ffD4Pens/g1S6H729RsTHr5zzUVq8+t444dX3JofOzvdRUnoPnE46OIqRnfV95OTcALFYjqmGKun96u0SbC9tD+ZX33BWPq45NRsKnhI148z2ahMsiqp3aGrgQNSV1yRU2hsJkVIS1oCdokmo7bbb8XxzF97u6IXbrwPEyST4RoqRncyzxjPTxBkTVQfa8fErFbCQkb4fTYwCq75WgLwTEmf/XuwoQ9Ob9+B23TnYYTyFbVqqkuLxohwUWnyCANXkF6BaBgtQAUxiKypUdahU1qNV34PcoiKcvWQdCuIKZ+ADzT9m+7GTM3eZ7rHp9Xjxv8cPoKWqD4lZOnz19hMhkfJJG87Mj83pJpJwNVS8GmtVQZ9EDqdYwYSqbpeERVxZfHJYISwtPhk8fuEqLUYVkg6oQY4/yio1ZnA6YL3NgRtL67Gr18LWV8fq8HhRBlKVE7gnrN8NbL4B6CwX1osvEMQpXXhhb6z4fF7YbPVDvKrKYLPXh+1PmT8kdgXFKn81QIrYGk1wa29/F+UVP4fD0RrcplAko7DgPiQmrsNsg1ff40QlZGBeUfEQmlteZeukJJN3lMFw/JT/7S6zA799rwIv76lnaXt0QLzy5EzcuKaQhZ9yOJMB+U3JEtSshcPn8oSIVMOFK6/ZBZ/dw2782c1/GLJVUvwiVoFbjAr8N16MV+UutLg8+H19O/5Q347VcTp8Ky0eZxv148vR50QUpLb8efDMGEECFW0/93uLZ68w5XEz76gXS77AAzm3wCzVQO7z4Xq7HFccccL3xgG0hxGgqEJmvaYV+8WHUaasZUJUj9KMszLPwgX5F+CUlFMgnYYUbA6HwxnKnjdqmCAlV0qw9rrFXJDizFuOJeIqnHAl8jih8DiRACCBtKcwwTtOSFmklcUih9UsxxfVcnwaIly5JApkGvWDjNbviTdip16LJxrbWSXq1XtL8VBBOi5Jih1f1FTmKcD3PgY+ehT45AmgZDNQ8xGw7iHg+G/SDpngfhQzTylqiYnnBre73WZYLOX+9D+KqCphS4/H7H882GleJosbVAGQzNXV6nxIJIqgIHXo8I/oWxn0/xyONrZ9yeLfz0phaizwK0bOtNHdvRMlJXfC7mhmpTkzMr6FvNxbWanPqcTu8uC5nbX4/Y5KmBxutm1NcRLuPq8IeQnjqx7F4RwrIpkEskQ1a+HwOj3DKwYGxKtuO7xWN3w2N1w2N7TNFlwF4Bsi4JN4KV7PlGFXvBTvd5tYS3EDX/Mp8HWtDklx6mDUlVg+t0OAJztljyKkRuKTVyuQc1zCrErlI+80V+lRVO34N+5OXYndBavZ9iW9Htx32I4cizl4SUSRe+T71BVjwWfYj/+Y30a1qJ4O44xlicvw/bwbsDZ7LXRyXrGGw+HMHA0l3fj83Tr2ePWVRTAkcN9FDmc6hSs53IgTuxGH8L6rhL1XAmuPHGXlchxgEVZCy4jRo3VROvrVMlxfUo+/V7XhvqwUHJekGzEdcBAyJXD2TwUz9M3XAy1fApt+CBx6Ddj4JBCbNWkDQirVwmBYxlroviI/qmBElUUwV7daa5h/ck/PTtYCUFqeWp0LjboQXd0fDhOk/K/K7p3LK36BhIQ1czKVj4tSnCnH47GhsuoRNDa+wNaVygwsLH4YsbEnT+nfpYPCGwdb8PA7pWjqFQ6Mi1L1+MmGYpyax70FONEJCUbiJA1kSZqwz3sd7kEiVUC8OqfXgTOP2lEvsuM/6XJsTpOhRS7Cb+HA0zY7ztzvxqUNLizr8UCikQkG7HEhBuwh6YIknHEEWip6B6XshcPc48DRT5qQe3wiVFoZqwAZdQJUmzWYfudsNMHR3I9X0xV4uuhC2KUiKDw+/KjCga+3eaFK1UHmr4LXFWPC5u4t2Fy9GU3mJuEFxUCaNg0b8zbigtwLkKHPmOmPyOFwOLD2O7Ht70fZ/dvCVakoWH5sKTscDmdqhCulyAOlyDZcuLIC3r0HcSCzAJ9nFeFzpwOXHSlH4etVSDHbodMZkBgXg/RkIwrSEpGfEoMUvTL8pGDKUuC6HcCup4EPfgVUvw/8YSWw5n7gpOsAsWTK9pVKlc4aCUih98NU8W+wsXoZ3O5etp3ayND+bUFv717Exgo2C3MJLkpxppS+vv04cvR2Vt2ASEv9BvLz72LK8lTyeV03MzE/UN/L1pP1Sty+bgEuPiFtVkUzcDhDESukECdLIUsOL1ql2N04sceBe7qteKOrHy85LfhS4sW2FBlruWYPLmlwYUOzGdpGc9jXEGtlgwSrQZUEY5QsRXG+YPFX5RyND18uZ00sFUEbo2B+U9pYpfA4lh4roI1RsqVKL5+y45DP44OrnQQok+D/REbklAbq9gb71KlF+PlyDb6MFS4BTnIDDxuTUHhZLCRxSpjdZmyt3YrNVZux/4v9wf+nkWmwNmstLsi7AMuSlkEsmj/jgMPhRDc+rw/v/f0IbP1OxKVqsOqygpl+SxzOvOJYhaue3l509fTBYjbhxPpyZHW1YUfRMnRrDTi8tBjO1nqcVnkI6HahsRKguprv+CSwQQHIVFCqKWpJj0RjLDKTjSjMSEJqQhzkp98EFJ0veE3V7wTeuQM49G/gwqeBhAXTtn8kEhX0+qWsDdofzjYmULW0/Bft7W+O+joOx4BZ/VyCi1KcKcHrdaC6+knU1f+F1phBW3HRr2A0njGle7y+y4qHt5TirUMtbF0tl+D7X8nDd1blQsVTljjzALFSCnkKNQ2uRgKuBnDIZMXzTV14va0H1Vrg0WIJfl+swkaRAl83i1HQ5RJSBbsd8Dk9zNfKaXYB9abwf0Mn94tWgQgrYckexyggmkOGshr92EzjFRopHFY3vG4f+jvtrAF9YftSJJXGIGcClYaEqjgSrPwiFtumYM+LR6mmSAKUu8MKJ6uAJxiRkw8Zme0P+5sKCcTaHrxsaMPvcpfAIZFCAw9+WpCJq9PimYnnrpZd2PzJZuyo3wGHRxDjRBBhZepKJkSRX5RKylNhOBxO9LF/ax0aSnoglYmx7rrFkPJrPg5n1gtXP+jrwx87zHjdIUJ5ciaajclYXXUUqe0NEPso2soDJYVXua1Afxec/UBjgyBYBRLk3CIZxAoVVOqLkRZ/OjK7dyGmsQv6P34d+hVfh371DZArw1tqTMv+UCSzJhErxyRKKRSz1MN0FLgoxZl0+k2HcfTo7cz4jUhOvphVDJDJ9FO2t/tsLjy9owLP76yD0+MFBSFcvjwDt5xTiET91HpWcTjRzhKdGo8VqXFffipebe3G802dqLA68IrPjlc0wPIUNa5JS8H58QYonF7BgL07YMA+uJKgz+mF1+SE0+QEBNuOwYgAiU7OIm5CBatg1BWJVqOILdFESkEME4lGSuEjIemqB09lF1LWPidL5zP32Nn/ER47YOm1+5cONqMf2A70h31N8uJU6+XQ+IUqrUEOvVwMnccHuc0NCVV47LABEQQoWaqWpd/J07WQqdpRufMh3By3EV/oBd+DM/VyPLIoHw5bPX77+T/wZvWb6LB1BF8j15DLhKjzc89HkoanwHA4nOilpbIXn22uYY9Xfb2QRUpxOJy5IVw9XQhc22fBj0vqUQ3gzaLjcc1ZZ+OOdCMc/f2obu5EXWsHWjt70NvXD7vFBJ/DCoXPAZnIC6nPRQbDcNj72f+vxnLhD9Hl024bsPsRSKRSqLQGxMUakBAXC71eD4PBwJaBJpdPbVGsmJiTWBAHmZqH95USseep31yEi1KcScPrdaG27k+orX0aPp8bMpkRxUW/RELC2inbyy6PFy/trsOT2yvQY3WxbasK4nHPecUoTpk6EYzDmY3opRJcl56Ab6fFY2evGc83d+Htjl7s67diX3897pdJ8PVkI65OMyI7bXiKLYkuZLQuRFUNFqsC4hVF6Xj6naw5a/vDi1Z6BSRxoWJViHhlINEqelJsKc1u1dcKwlbfC3D65QX+dDwRdHFK1gBDxFLl1n4XzL12WPzClLnXAUuPnS0DwpXG50OM1YUYpxuGTgsMEhGkIVVjPP6l2wdYpCI41TJ4af8lq6FK1bKoK4VBClHJs3jqi1o8kXkzXGIZDCIP7shJgMLyMW7d9jOUdA9UholRxGB9znpcmHchFhoXjq/iDYfD4cwAdosLW589wsT+whVJKD41hX8PHM4cY7lBg20nFeLBqhb8ramTXb9+2GPCk0WZOP3EZJwe5v+Y7S5UtPSgvLEd9a2daO/qZdFXDqsZcq8DyeJeKOGGSySHx+2GubeLtXpB3x6GUqli6YGhQtVkClcikYQFcRw6/EP4fIMLBQrrPhQW/HROmpwTXJTiTApmSwWOHr0NJpNw45aQcC6KFvwccrlxSvYw3RxvO9qGX79TiupOC9tWkKjFPRuKsbowgd9McTgjQGLDabE61todLrzU0oUXm7vQ5HDhDw3trJ0Zp8O1afFYY9RD4j8z0v9jJukaGeTpuvCilcUVRrAaqCRIKoqnz8GasyaMaCUGE6YGRVcFhKs4BRO0pttIPO+ERJz7vcWsCl9oxBRFMJEgRc+PFUrJY5FPsQogR/BBCaTgBYzIXWJf2BQ8jwiwSsXo9fjQafWg2+mBOdCtywk0WICDXcH+LbESvHHS6WjLEirrFffYcUp9OT7ZeRD9sm5YFB4YFSk4PmcxNi7YgDPSz4BMIjumfcXhcDjTBZ1zdrxQwsR8Q6IKX/nmAn79x+HMUTQSCR4qTMf6eANuKq1Hrc2Jiw5U4vsZCbgzJwXKIVH4WqUMJ+Qksjb0uNFhcrD7x8aGOuQf+DVSevehH1pU+9Kw2XM6emCARuQMNoq4stttrLW1USRTeFQq8o2auHDV2ZmBo0e+grz8vVAorMHtDoca1VUnISU5A4lzM3uPi1KcY8Pn86C+4W+orn4cXq8TUqkBCwp/hqSkjVN2YXC4qQ+/ePMoPqvpZutGjRy3rC3E15ZnQDqL0oI4nGggUSHDzdnJuCEzCdu7+/FcUyfe7zYFW5pChqtSjfhmipH1HQkmWmnlrCFz+PMkwAyIVoPFqoCIBY+PPaYW1pNJLGIpgIPFqgHxilIHp0K0IuEpe0k8Gj+qR8X+MhQsW4D0MzIhGYd/VlCAIuGJVcEjDygzS4kcikguDqbgBSrhSeNVwc/GSg5bXEJklT9dUEgJtKGnvgr/S1Tj/cJYeMUiqBxenPu5FYsanBAhnf0bxAGgRi1FR+x+wePKL5oJZu0DBu1yFZ/H4nA40cOhDxpR82UnKzBBPlJyJT9GcThznVVxOry/ogj3VTThX63d+GNDB7Z3mfDUwkwcpxvdG4quVcnahdm75BqBr7wKlL6NpLduQYFpJ9ZJd6Ix7xt4L+2HKOsFKtvNqO/sh81igkbkgtovVKnhHCZc2Ww21iYiXGm1Wrz99tswmzPR1ZUOg6EdcrkNTqcKfX2kRImxZcsWFBUVQSyee/e7/OjNmTBWay2OltyBvr7P2brRuBrFRQ9BoZga/5GWPhsefbcM/z3QxMIY5VIxrjs9Bz9YnQedks/uczjHglQswrp4A2s1VgdeaO7Ev1q6WfTUr2ta8VhtKzYkxOCa1HisjNFMSHQmQYX5TenkQJY+vGhldg6KtGKPe/1RVxSlRKIVbeuOYCROaW4xg6OrQqOuxNqJiVa2w53ofaMKkj4niqAGtjag/bM2xGzMg2pxfNjP4u60+Svg+SvhNUcQoGRiyNL8AhTzgdINEqAilhzWyllLyPBHrbWXYN+Wx/DT5RejRp3ANqnMe5Ha/DbqNDI4F2RgqeZEZInyILbKg75WLoeHmbRT62oSIk/DIVNK/Ibsgik7qyo4xKBdoZbySAUOhzPldNSb8OnrlezxaZfkIyFzePQuh8OZu3YUvy3OxPoEA24ra0C51Y4Nn5fjpqxk3JiVBNl4r/OKzgOyTwO23Qd8/hzSq/6Jazs+As5/Aihcx7qY7C7UdFpYq+oQltUdZra0OtyQweMXqAYLV3qJCwapC0qvAyKfZ0zCFSBGX1/ysK1UpbCurg45OTmYa3BRijNuqEpTU9PLqKj8NbxeGyQSDQoL7kVKymVTcjNidrjx5w+r8JePq2H3p7RcdHwqbj+3CGkxvBIUhzPZ5KgVuD8/jYVDv9HRy6KnPu+3YlN7L2uFaiWuSTPisuQ4dmEwWTDRivymqOJdNsIKPcyvKjS6KhB11euAp1eItHJ32VkLa00uJdEqxMMqJMqK1sVa2bDjGAlSXS8OeC8F8PQ52fa4bxZBlqwZuwAViIDyG5FLE9THFt3lcaPr48dxU6sV29J/TDsSIk8vdN3PweA8gtOLz2Km5aeknAKJePj35bS5/d5WA2bsQw3aSbBy2T3oabWyFgmpnNITlSFRVkNErFgFlJrh+5jD4XDGitPuxrt/OcyqneYcF48lq4dEf3I4nHkBTaQu12twV3kju16lCdStXX14qjgLCzTjLHSlNAAbnwQWXwJs/jHQUwO8fDmw5DLg3F9Dp4nH0vQY1kKhyPW2fkoHNKM6RKyi9MCD3VZ43ZR/x3oOE64SFR4kKL3Qi12QOk3wOm2jvs1+U/jK2LMdLkrNR7weiOo+QVr3Lojq9EDuGWR0Mqb/arc3o6TkLnT3fMrWY2NOQXHxw1CpJv+CwOP14dV9DfjN1nJ0moXby5OyY3HvhoU4LmPwAYHD4Uw+lJ9PwhO1wyYrM5b8d2sPm5H6SUUTHqxuwVcTY3FtmhGLxxAyfayQcENRUNQUOcONxH0URdUfSAn0L7sHHpOPFXlaUQQTtfCilThEpKKlAqaPmkZ8X90vl4Z/v1MhQIXg9Xnxeel/8acD/8G78VfBnSTMqinMH+M02WFcesIFWJv1NLTy4ab1oVBaXhy1ESpW0U0gE6uYKXt4g3a72QW304veNitrkaCUx4Eoq0Cq4EDaIAlYKhIHp9k7jMPhRD90A/jhy2Xo67BBG6fAWVcXc5Gbw5nHGOVSPLMoC5vaDUycOmiyYe2+Mjax+r2MhKAv6pjJOQP4wU7g/QeB3X8ADr0GVO0A1j8iCFZDXo8m2ZINStZOzRscOe90e1HfTSKVhYlUNWwpRFc1mZ2ooEsl/+VSsrgf58rLRn17jSYfjsPcg4tS842jm4Etd0La3ywUxKz7I6BPBc59GFh4wYgXAS2tr6O8/BfweMwQi5XIz7sD6elXQSSa/LzWj8o78NDbJShtFdTgLKMad68vwrpFyfzig8OZAUh0enSBGj/NS8Vrrd14vqmLiVMvkkl6SxdO1KuZMfrGhJhhZpPTBVXto2gnaoowz/s8XhbdFDRgH2TI7mCCFtxeuDtsrIUVrSIhETHxiVLvAql4TICagkqC9f312Fz5P2wq/Q8qtOfDnnI72y7z9OAyQwtuXn4RMnQ3TOrfJK8WebIUscmRhSs3Ga8HRCsmVPkrDAYir3odsFGkm9uL/g4ba5EQS0SDoq00lCLoXxcELSXUBrm/6iGHw5kvlO5qQfmeNiZar/32YhZ5yeFw5jckDF2UFItTYrS4pbQeO7pN+HlVM7Z29uHJ4kxkqcJdFY6AXA2sexBY9FVg8/VA+1Hg9W8Dh/4NbPgNYEgb28tIxchP1LE2lD6ba1AK4MflHbB0VEMN11Ddi0HWNRbI4VLHYS7CRan5Jki9ejULHxxEf4uw/fIXwgpTDkcHSst+gs7O7Wxdrz8BixY+CrV68vNZy9tMePCtEnxY3sHWDSoZfnx2Aa46JYv9sDkczsxC6XrfTk/A/6XFY1evBc83d+Ktjl6W3vd5fz3ur2zC15LjcE1aPLLHexEwxYgkYkgpXS8ufEi3z02i1YBIRaKVo7oXzrrRQ6VjLymEZtnUlUTpd/Zja+1WbK7ajAPtB+BULoYp4V54pcKs3HqtDU8evwp62cyd1qVyCWIS1axFwuPywtI3IFoFjdr9whVFXln6nfB6fDB12VmLBN2UagzyYZFWgpglrJNwJeEFMDicOUF3iwUf/aucPT75ghyk5A2PmOVwOPOXZIUMLy3Nxcst3bivsgm7+yw4c28ZfpaXyor2jNs6IP1E4LsfAp88AXz0KFD+DlD3KXDOz4Fl1wDHYDhO97jHZ8SwRlCU1Z3P1uBMWRUToELfKq0Te1wZuEQ/9ZkJMwEXpeYLXg+LkBomSDH8296+DchcCahiKb+CbWprewulZffB7e6FSCRHbu5NyMq8DiLR5PnIEFSa8/Ft5Xhlbz28PkAmEeGqU7Lx47PzEaOOXDqTw+HMDHRiPzVWy1q7w4WXW7rwj+YuZoxOlVConRmnY8boa4x6ZqQe7Ygodc+oYi2AvaoXnX85NOr/lRgm/zjl9rqxq3kXE6J21O+A0+uEV6SGJe7bsGtXsz4ZYiceX1KEVXHDjeOjEYlMDH28irVIeDxeWPucId5W9mEeV5Y+J/MYC2wH+sO/mAhQ6+WDDdkDaYJ+IUtjULD3xeFwoheKxCQfKUoRziiOxbK1WTP9ljgcTpRen16RasSqWC1uLK1nE6h3lDfinc4+PF6UgRTFOK/XpHJg9Z1C4Mam64GmfcCbNwGHXxc8qIx5k/K+V+TEwaVLxQcmYIWsHhq4gs9RhNReVwZ7nvrNRbgoNV+o2wn0N4/cx9wGPJbPHrrUOpTmqdAeKxj16lxqLLQfB+3RGqD6EUAVIxjCKQNLw8A28i8ZoxJtd3nw7Cc1+MP7lbA4PWzbuYuScdf6ImTHR04T4XA40UOiQoabspNxQ1YS3uvqZ8boH3Sb8L6/pSlkuDLViCtSjKzvbIK8q0hworS/SEgM4T2uJkp5Tzk2V27GWzVvodPWGdwepzgRzXFXwS4zQuTz4dtJGty9YAk0k2g2Hw1QZJMuTslaJLxeH0sFHGTQHpI2GDBsp4grEriotY8Q8abSyQYbtPu9rYTUQSGFkCLBOBzOzPDJaxXobrZApZdjzbcWcc85DoczIpkqBV4/Ph9/bezAQ9Ut7Hp09Z4yPFiQhkuSYscfNZVYDHx7K/DZn4EdvwBqPwb+eCpw5k+AU34YDOiYKBKxCPdvXIgfvGhHgyMWiWITVHDBBhnavTr4IMIfNy5k/eYiXJSaL5DgNEY64uQoLZTBKfeyG5/sehuy6zsh9tWP7QUoimqoUDVEvPIqDNjX5sU/D/ah1ixDEjRIT03GDeedhJPyh5fA5HA40Q+ZSVIlFGq1NgdeaOrCv1qF6KmHa1rxm9pWnJcQg2tSjTg1Rjsr/OEoRSxmY17Y6nsBYjbmHvMNUpetC+/UvMOiokq6B/5WrCIGZypzUOk6Htvjz2Lb8ig6amkxTo6dvyXQyUuKBCRqSQgfJUaRVDaza5BIFRCxQs3aKaXQZnKxRmXmI0HeNQNRVsMN2um9kPcWh8OZXCo/b8eRj5tZ5OM531rIoh85HA5nNMQiEb6bkYgz4/T4cUk9DpisuL6knkVNPVyYgXj5OM/ZVBhs5Q+BBeuBN24Eaj4Etv0UOPIf4IKngeTFx/SlnLs4BX+8chkeeOMoWvoGritTDEomWNHzcxV+9TRf0CYNStbrNcjgkIugcPoQ0+ei8zzcEhHK125Ei2Un66eRp2Nh3DXQJ8cCS3oBex9gDyz7ANuQbbTudZGbMGDrFlpP+LdDiRIr/C3oSNwN4EUalaoRBa0Rtyn0x5Tfy+FwJgfyk7ovPxV35CTjzY5eFj21r9+Kze29rBWoFcx36vLkOOZTFc2oFsfDeGUxet+oGhQxRRFSJEjR8xPB6XHiw8YPWVTUJ02fwO1z+wsASrE6fTXOjzse/Yc/x72qi9FliIXY58UPUnS4rXApVNwnaVRIKKSbV2qJWZGLeNgtJFyNYNBOpvhOL+tHravRHPFvKtTS4QbtwcdC9JVcKZkVgiyHEw1Qlb33/yEI9Seuy0JG8dxMXeFwOFNHgUaJN5YV4On6NjxW24q3Ovqwu9eCxxakY33CBCq6x+UAV28CDrwIvPsToPkA8MxXgNNvAc64DZBO3FP13MUpOGdhMnZVtmPrx59h7aqTsTI/cc5GSAXgotR8IetUVmWvXdaF8nw1HIqBm0CFw4PUFgeaU9VwMEFKhMzMbyM35xZIJOP4UZELm8sWUbzq6W7HvtIadHd1wiCyIFZsRa7ODaPEBrGD+pIniA9w2wAztdYJfFCRIEypDEPEq5ixiVwy1ZhTDzkczuhQJb5Lk+NYO2yy4vnmLrze1oMKqwP3VjThwaoWFkZ9TZoRS3TRa95IwpNyoRHWyi58/vFenLjqJKjzjeOOkCIR5FDnIRYRRZFRZGAeYLFxMS7IvwDrM9fAufdl3F3ej7dS/489VyRx4InjFuMEA09rnkxIHFJp5awlZOgifmdOmzvoX8Uir3qHG7Q77R44rG7WKM0oEjKFZCC6KrSqYIjvFYlbXLjizHeoUufWvx5mvy0yNV+xcfIL7HA4nPkBeZuS1QT5nN5QUo8Six3fOlyLS5NiWUqfYbyFYuh+cdlVQP4awZe59E3go0eAks1C1FTGSRN+rxKxCCfnxKGrxMeWc12QIrgoNV8QS9C++goc6vnbsKcccjFqsoWbQZUqEwuLH0VMzPLx/w36cVIJTWr6gfDCXqsTT26vwD921cHtPQH0u/r6ikzcvKYQCTrFYDN2h2nkaKyRtpGYRaIWCVzUJoJEPiBYjSdCizU9ufhO7O9yOPOAxTo1Hl2gxk/zUvHv1m4819SFcqsdL7Z0sbZMr8a1afG4ICGGiVnRBglQ8hwDekqcbDkeQarV0oo3q9/EpspNqO2vDW5PVCdiY+5GXJB3AXJjcuFrPYzX/vdr3Bd/IXrj9ZD6PLgxVY8bC5dCzqNAZwQShxRqGWvGNG3Efky4CopVA+bsoQbtJFi5HB70tFpZi4RUJh5myD5UxFJqZVy44sxpdv+vinnBkUh7zrcXQRyF5wUOhzP7rkW3LC/EYzWt+H19O/7d1oNPe814oigDqydSNIbueb/2InB0kyBOdZQCz54DnPID4Kx7ATmfTBwLXJSaJ/h8HpTb3gkfBeTfJpGoseKkzZBKJ8enxOn24oVdtXhqRyX6bEIFgdULEnDPecUoTNKFz9MloYfaRHA7BkSqoHjVO3aRi9IOPU7A0iG0iUAm7+MWtPzbFDoepcWZF1C63v+lJ+BbafGsXO/zTZ0slHp/vxX7++txf0UTvpYSxyr35agnHgI901hdVmyv345NVZuwp2UPfP5Kp0qJEmdnnc2EqJOTT4aEjn0eF5o++B1u71JgR8pVrN9SiR1PnLAUi6I4gowzgFwlRRy1lMgXoCRICd5WQrRVOIN2u9kFt8uLvnYba5GQSMXQxMiDBu1qgwzmJhlqv+yEIUEjbNPJuSE0Z1ZSe6gTX7zXwB6ffU3xiIUPOBwOZzwoxGL8JC+VeaCS11S1zYGvf1nNPE/vy0sdfwEZupdedBGQcwbw7j3Al/8Edv9BiJ7a+Dsg70z+BY0CF6XmCb29e+FwjJwO5/FYYTIdQWzsKcf0tyjVYcvhVvx6SynquoSZ4KJkHX6yoRirChIwZVD+rjZRaOOFUg+d5olFaNHS6TfHpdeg1t80/vcgEo9R0IoN3+8Y8pc5nJmKQFkZo2Wtw+nCy83deKG5kxmj/6mhg7XVsToWPUXh1hR6PZN4vB7sa9uHL51fIrEtEStSVwiCUghenxf7WvcxIWpb3TbYWASnwPKk5UyIWpu9FhrZgHBB0VEvfvAiHjBuhDlOA7nPjdvTY/CD/ONm/DNzJhdK3YtJUrMWCbcrIFwFoqwG0gYDj639Tpba1N9pZ20AJbaWlAwzhBeirAIG7YOrDKoNCtaPw4kWaIxvf04Yx0vPTEfOcVN47cjhcOYtyw0abDupkFlJ/K2pk1lMfNhjwpNFmTg5JnJkdETUccDFfwIWXwq8eRPQWw/84yLghCuBtb8U7uE4YeGi1DzB4Wif1H6R+KKhFw++dRR7awWHc0rPu/WcQly2PCO682FJ4aZIJWqG9PH/f48bcPQLgtV4BS3aRhFaPi9g6xHaRJAqJxahpQoYxEe32TRnbpMgl+HG7CRcn5WI7V39zBidyvd+0CO0VIUMV6YacUWKEUmK6U+Tfa/uPfx6z6/RZhUqmb62/TUkqZNw14q7sCZrDer665hP1JtVb6LZ0hz8fxm6DCZEnZ97PtJ1Q44tHhfqPv4zbu1R45Okr7NNJ0pteOKE41GoVU3vB+REDVKZBIYENWuRIEGKCVSBdMEeB/q7ragqqYNOFQdLrxPWPge8Xh9M3XbWIkFpqBqDPMSgXTmoyiA9puckPHWKMw3QmN32tyOsqEBCpg6nfjWf73cOhzNlaCQSPFSYjvXxBtxUWo9amxMXHajE9zMScGdOysTsJArWAD/cBWz/ObDnGcEQvWIbsOE3QPHGqfgYsx4uSs0TFIrESe03lMYeKx59twybvhBuxpQyMb67Khff+0oeNIp5MMwkUkEdpzaRKC23fRTxaqQ0xIBBvF0wh5+QQTx9+QEvrQlUPpSpeeohZ1KQiERYG29grc7mwAvNXfhnSxeaHS48UtOKx2tbsT4+hhmjnxajnRZPHRKkbvnglmD6XQASqG7+4GZk6bOYKBVAK9NiXfY6XJh/IY5POD7se/S2HMLfPnoFDxo3wBajgsrnwt2ZRnw77zi2DzickaDUPX28irUALpcLvW+X4bzzjodMJoPX42URVWEN2v2+V9ZeJxMBAn3aaiL8QRFYKqAQXeUXrUKirTTke0XClYx7/nCOjX1v1aC5opdFFa799iI+pjgczrSwKk6H91cU4b6KJvyrtRt/bOjAjm4TnirOxNKJ2ChQoMN5jwKLvgpsvgHoqgBeuRJYeCGw/lFAlzQVH2PWMg/UAg4RE3MSFIpkOBw0yz/4xkpAxJ6nfuPBZHfhDx9U4dlPapiHFN1LffWEdNy2rhApBj7TPyZop1HVP2q65PEPWK9XSB+cSIQWLV1+s92AQfxEPOLFsjDiVYiANWxbaDVEAzeI54QlS6Vgpui3ZyfjzY5ePN/Uhb39FrzR0ctagVqBa9LicVlS7PirpowjZY8ipIYKUqGQICWCCKelnYYL8y7E6ozVUFLkYtgXdKHq4z/j5t4Y7Em8lG1aKbXi8WXLkKPhnimcyYNMoYVqfpHHFQlSNpMgXA03aPenC/Y64HX7mMBFjYynI6HSyQZVERyIthJEKxKzZHIelcsJT1NZD/a9LRSCWH3FghHTXDkcDmcqPE9/W5yJ9QkG3FbWgDKLHed9Xo6bspJxY1YSZBPJ+slaCXz/E+DDh4FPnxQM0as/BM79FXDcN/ikvh8uSs0TRCIJCgvuw6HDPxKmPAfdYAk/sMKCn7J+Y8Ht8eJfexvwxLZydFmcbNspuXG4d8NCLE4zTMln4ESAKnIFxJ2J4HaGGMSHRGSNRdCidTKI97oAa6fQJgL56/jFK4lCj5P77JBsflPIvR5N5JLrhH3AmbNQ6PSlyXGsHTHbmDE6VUupsDpwb0UT8wL4ahJFT8VPbDZrBPa37w+m7I3Eb77yG5yTfc6Ifdwth/Dnj17Ho8b1sBsU0Hid+Gl2PK7OPQ5iHh3FmQGY5xSNRYMCyA7fx0fCldk1YNDuN2YPiljdwrrH5YXN5GKts8Ec8W8qNNJgRcHBEVf+bTEKyJX88nS+QeLo1r8dYcHjxaemoHDFBCbpOBwOZxIgA/Tleg3uKm9kk6CP1bZia1cfnirOwoKJTCDKlMCa+wUz9E3XA60Hgf/9ADj0GnD+b4HYrHn/vfGz/jwiMXEdliz+Pcorfj7I9JwipEiQoufHYmL+QVkHHnq7BBXtwkVnbrwGd59XjDXFibw89WxEKge0CUKbkEG8ZWIRWtTIh4twWYRmagbJS+xS9NAXYzeIJ0+sEcWrmMhRW3Si4MwaFmlVeGRBBougeq21m5lS0kzWSy3drC3Tq1nVvgsSY6CaBA+cDuvYKnG6SJiNhMeFko//gpv74/BF4kVs02qZFY+eeCIyVLxAASe6Ic8ptV7OGnn8RLo2cFjcgyKtQkUsemzqccDt8LB+DosZXU3mESsZhnpaBQ3aA4/jlJArJfyaY45Awud7z5XA2udEbLIaq75WONNvicPhzHOMcimeWZSF/7UbcHd5Iw6abFi7rwx35aTguxkJE7NaSDkO+M4OYNfTwPu/Aqp2AH9YKQhWJ31nYJLd64Go7hOkde+CqE4P5J4x571/uSg1zyDhKSFhDTo7d2HPnm1YseIcxMevHFOEVElLPx58qwSfVArRMLFqGW5aU4hvnpwJGTdAnZ8wg3it0Axpx2YQ7xeq3OYuHNr7CZYWZEDiMo8scnkcgkF8IMJrIkgUY0w5jLBtjp8kohWdVIL/S0/At9LisbvPwqKn3urow/5+K/b31+NnlU34WkocE6hy1BMXfhLUCcfUz9VyEE99shlPxK2DSyeD3mvHA7lJ+Hr2cfyGmjNnIN80pVbGWnx6ZOHKaXMPjrQK9bnyVxakPtS6qTVbIv5N8hwKRFYFva5CfK4oGouisqbDd45zbHzxXgPqj3Qx/6h131nMvlsOh8OZaej8cXFSLKsSfUtpPfOYeqCqGe929uHJ4kxmMzFuJDLg9JuBovMFr6n6XcA7dwCH/wNc8BTQUQpsuRPS/mYsp/51fwT0qcC5DwMLL8BchYtS8xASoGJiTobb3cWWowlS7f12/GZrOV79vIEFxsglYlx7WjZ+dGY+DKrpr4LFmdsG8T6XC/U1UixeeR4kslHGl8s+QjTWGNIQKY2VhC1zm9AmAkVpTVTQkmt4LvkkXDDQxQK1DqcLLzd344XmTjQ5XPhTQwdrq2N1zBj9HKMB0nH6ASxLXMaq7LVb28P6SpGXFD1P/QbhceHgR3/BzeZEHIk/n21aJzfj4RNXIFkpP7YPzeHM0t+qQi1jzZgWudS20+4WoqxYWuCQdEF/yiBFW7kcHvS0WlmLhFQmDqkkONSgXRCxVFoZiwbjzAytNX3Y/b8q9njV5QUjjg0Oh8OZCZIVMry0NBcvt3TjvsomNhl65t4y/CwvFVelGic2+RFfAFz7NrDvWeC9nwENu4E/rgS87uF9+1uAV68GLn9hzgpTXJTiRMTqdOMvH9Xgzx9Vwer0sG0blqbgznVFyDRy80lOFECpd7LkYzOIH2/KYWAbpRsSFOlFra9h/O9BLB2noBWShkiNUi85QRLkMtyYnYTrsxKxvasfzzV14v1uEz7oEVqqQoYrU424IsWIJMXYBHWJWIK7VtzFqu+RABUqTNE6ceeKO1m/APbmg3hi5zt4Ou5seLRSxHmteCg/DRdm8ugoDmc0yE9KnixFbLImYh+X0xOMrrL4o60C3lYBg3bytnK7vOhrt7EWCbFUJKQJDjNo94tYsQqodHLmv8WZXBxWF7b+9Qgz3M8/MRELT0/lu5jD4UQlJDxdkWrE6bFa3FRaj129FtxR3oh3OvvweFEGUhQTuCandL0V3wEKzwXeuBGo2h6hI117ioAtdwFFG+ZklgYXpTjDoIuD/xxowqPvlqKt38G2nZAZg3s3FOPErIGIFg4H890gnqUeBoSqkOissYhcNBNCzdoltIkgU08sQou2zWGDeMrzXxtvYK3O5sA/mrvwcksXmh0uPFLTisdrW7E+nozRjTgtRjvqDNearDV4fPXjrApfqOk5RUiRIEXPMzwufP7RX3GTNRUVRsGj70K5Cb9cfjISJnKxwuFwwkIV/Kgy20jV2dwuDyy9TlhCKwqGpg32OGA1OVllwf5OO2uRys+SIKWOkYcxaB8QschziyoecsYGpXO+/2IpTF126OOVWH1lEU+15HA4UQ+l7L1+fD7+2tiBh6pb2OTn6j1leLAgDZckxU7sOBaTAZx+0wiiFOED+puAup1AzirMNbgoNQ/xeH34rKYbn3eKYKzpxsr8REj8M4A7qzqZb9SRZsGAOj1WhTvPLcL5S1P4xQKHEwpFKUnjAU38+PcL5cG6rBOL0KJtQYN4q9BMLRP4bkSAUj+CeBUzssglVc6K1EO6eLg3LxW35yTjzfZePNfUhb39FlZNhVqBWsGq9l2WFAuDLPIpkYSnMzPOxJ7mPdi2axvOWXkOVqSuCEZIWZsP4uFd7+GZ2NXwqcVI8Fjw8IJ0nJdx/DR+Wg6HE0Aqk8CQoGItEh63F5a+wZ5WwaqCfoN2ajRZxyKxuoWJunDQ4VBtCERZBYSrEBGLlgYFJFIuXBFHPm5G1f4OiCUirL1uMRQqfkvC4XBmB1Qx+bsZiTgzTo8fl9TjgMmK60vqWdTUw4UZiJdP4Hhmbh9jvwnajUQ5/Awwz9hyuAUPvHEULX00IyjBCxX7kGJQ4rtn5OLTyk68VyL8IHQKKa4/Kx/XnJoNpWzuhQhyODMK3b2QnxQ1Mi8cL16PIExNRNCipZt+/76B5yeCRD6xCC16TD5c5Cc2jSjEYlySHMfaUbONpfb9u60HFVYH7q1owoNVLbg4KQbXpsVjqS5C9IXPB1evGxpfPFsixcci5j79+DncaktDbdxZrNvlin48sHwlYuXcc4/DiWZIINIbVaxFwuvxwtrvHF5VMMTnKiBcBUSsiLcMJFzp5CEG7X7RKsSgnR6ToDaX6Ww045NXK9jjlRfnISlbP9NvicPhcMZNgUaJN5YV4On6NjxW28oK7uzuteCxBelYnxAzvhfTJk1uv1kGF6XmmSD1gxf3D7PqJYGKhCqCIqauODkTN55dAKOWlyrncKISis5RxQptIjCD+L4w4lXP2EQuqnjocQKWdqFNBEofjCReDfPRGrJNrj2mKK2FWhUeWZCBn+alMmGKKveVWuzMwJLaCTo1E6cuSIyByp+O89b+bbi3Q4wWuRFIOBXoAJKbPkSRvREf6FcAKiDV049Hi7JxdjqPjuJw5gqUkieIR8qIfXxeH0sFHGbQPkTEolRBEriooc4U8fWoimHAjD0YdRWSMkjrlMI4GyEj+61/Pcyi1LKWGHHc2Rkz/ZY4HA5nwlABnZuyk7HGqMcNJfUosdjxrcO1uDQplqX0jRSFP4isU4WJajI1D1NYh81q0PPUbw7CRal5lLJHwlO4IR5AIRVj8/WnY0Fy+HLOHA5nLhnEKwFd0sRSDx2mEcSrkO3htjnNwuuQyTy1/sbxvweqGDoW8SrUGD50m98gXieV4Ftp8bg21YjP+ixMnHqzo4+FYR8orcf9lU34WkocsnrK8BNTPHyywUfQVlkcWkmkAnC1sg8/XX4adGO9+OBwOHMGqt5HqXnUErMieyjZza4Qbys7TEPTBXsczJyd+lHrbPAfL8OgUEv9kVUh5uxDDNrJND7a+Phf5axiIkWEnX1NMbeG4HA4c4LFOjW2LC/EYzWt+H19O5v03NlrxhNFmfhKnG5sE87nPixU2WOFdEKvOf0Tsef+ek6anBPRd7biTAl7arr9KXuRcbi96LY4+TfA4XAiIwp4UVG6xQRmuD0uwN4/2Bh+rIIWbfO6AJ8HsHULrWcCX5ZUNUioEiljcIrSwNrPVYn4p7QAL3jT0OiW488NHQCowIOP7jyH7wufD0Z3P351xmmQTHNKIofDmT2Q+S1V8aOWkKmLKFw5rG5/lJVQRTAgYpm7hXUSstwOD+tHravJXwk2DHKlBJqAGXvQ50oBbZwQgcWEK5V0SoUhSmtsruiFtVmKzzbXoHR3Kzt0rv32Qqi0vAAEh8OZO5BVxE/yUrEu3sC8pqptDnztyypck2rEfXmp0EhHEZQWXgBc/gKw5U6gv3lgO0VIkSBFz89R+BX0PKHdZJ/UfhwOhzMhJDJAYxTahAzibWMTr4JRXIFtfYDD75/ltgFmaq3D/kQCgB8D+BHE2B53Mn6beRX2GxZFThcUidAlM2B32R6ctnBuhlRzOJzpgcQhpUbGWny6NqJw5bR7BNFqkEG7kCIYSBkkwYr6OVss6GmJLFxJFZKgQDWQKjg4bZDez0SEq6oD7fj4lQr2fijHuRtCZGzeiYlILZhg+jmHw+FEOcsNGmw7qZD5lf6tqRPPN3fhwx4TnizKxMkx4Y/tQUh4KtoAd/VH+OLjd3H8qnWQ5p4xZyOkAnBRap6QqFNOaj8Oh8OZGYN4tdD0KRM0iDeNKUJLYu/DWnsvLN078AMSpUah3eqviMjhcDhTCIlDVKlOodLCmKod0bspGGnFhCq/z1VIlUG7xcWirnrbrKxFQiITB4WrQVUFgwbtSqi0MpbGGCpIbfnz4bCvV7mvHfkntiPvhMRj3BscDocTnWgkEjxUmI718QbcVFqPWpsTFx2oxA8yEnFHTjKUfs/SsIgl8GWdjqYj/Tgu6/Q5L0gRXJSaJ6zIiWNV9lr77JGs05BsULJ+HA6HM3cN4mOENkYSj+5E5FJaIf3UvHoUh8OJHshPSp4sRWyyJmIft9MTNtIq1KDdZnLB4/Kir8PGWiTEElFQpKJl3aGuEd8fVd/LOS4B4hAhi8PhcOYaq+J0eH9FEe6raMK/Wrvxh4Z2bO/ux1PFmZGrPc9DuCg1T6CqevdvXMiq70WwTmPPUz8Oh8PhCJyyYAVSGj5EqywWvqGeUnT89HmR4urGKQtW813G4XBmFVK5BDGJatYiQYKUpS/gbWX3Vxf0G7T7hSyqJuj1+GDqsrM2Fuj1Wip6kbaAp/FxOJy5jV4qwW+LM7E+wYDbyhpQZrHjvM/LcVNWMm7MSoKM339zUWo+ce7iFPzxymWsCl+o6TlFSJEgRc9zOBwOZwAyL/9lghfX9YqYABUqTNE6yfq/SPBxk3MOhzMnodQ9fbyKtUh4PF5Y+5xBg/bag50o3zN6iKmln7ymOBwOZ35ABujL9RrcWd7Aqj0/VtuKrV19eKo4Cws089tCh0dKzTNIeDpnYTJ2VbZj68efYe2qk7EyP5FHSHE4HE4ENiw7B3/dvw33dojRIh8waKcIKRKk6HkOh8OZr0gkYujilKwBBqh18jGJUhq9YlreH4fD4UQLRrkUf1mUjf+19+Lu8kYcNNmwdl8Z7spJwXczEiARieDx+bCr14I9UjViey04Ld7Ats9luCg1D6EUvZNz4tBV4mNLnrLH4XA4I0PC07keNz4t2YW9Rw/hpIVLcFrxah4hxeFwOENIKYhhvlJC1b3wkPcU9eNwOJz5WLDi4qRYrIzR4pbSeuzoNuGBqma829mHi5Ji8GRdO1ocLkCdgGcP1yJFIcMvC9KwIWHuHjNHsH3ncDgcDocTmsq3csEpyFeksSWtczgcDmfIzYVYhFVfKxhxt5x+eQE3OedwOPOaZIUMLy3NxW8WZEAjEWN3nwV3lTcJglQIrQ4Xrjtci7c6ejFX4aIUh8PhcDgcDofDmTTyTkjEud9bzCKmhkZI0XZ6nsPhcOY7FDV1RaoR25YXQh4hRS9QoOynFU0stW8uwqd5ORwOh8PhcDgczqRCwlPOcQloKO3Ezg/34NSvrEBGUTyPkOJwOJwhtDhccI4gONEzzQ4XdveacVqsbs7tPx4pxeFwOBwOh8PhcCb/RkMsQmpBDNSpbrakdQ6Hw+EMpt3pntR+sw0uSnE4HA6Hw+FwOBwOh8PhzACJcumk9pttcFGKw+FwOBwOh8PhcDgcDmcGOCVGy6rsRYolpe2pChnrNxfhohSHw+FwOBwOh8PhcDgczgwgEYnwy4I09nioMBVY/0VBGus3F5k1otSDDz6IU089FWq1GjExMWH71NfXY8OGDaxPYmIibr/9drjdg/MuP/jgAyxbtgwKhQL5+fl47rnnpukTcDgcDofD4XA4HA6Hw+EMZkNCDP66OBvJCtmg7RRBRdvp+bnKrElKdDqduOyyy7By5Uo8++yzw573eDxMkEpOTsbOnTvR0tKCq6++GjKZDA899BDrU1NTw/p8//vfx0svvYTt27fjuuuuQ0pKCtatWzcDn4rD4XA4HA6Hw+FwOBzOfGdDQgzOjTfg084+vLtnL9atOAmnxRvmbITUrBOlHnjgAbaMFNm0detWHD16FO+99x6SkpJw/PHH4xe/+AXuvPNO/OxnP4NcLsef/vQn5OTk4De/+Q37P8XFxfjkk0/wxBNPcFGKw+FwOBwOh8PhcDgczowhEYmwMkaDHreVLee6IDWr0vdGY9euXViyZAkTpAJQ9FN/fz+OHDkS7LNmzZpB/4/60HYOh8PhcDgcDofD4XA4HM70MWsipUajtbV1kCBFBNbpuZH6kHBls9mgUqmGva7D4WAtAPUlXC4Xa7OVwHufzZ+BMzfhY5MTzfDxyYlW+NjkRCt8bHKiFT42OdGKa47cq4/1/c+oKHXXXXfh4YcfHrFPSUkJioqKMFP86le/CqYODk0XJEP12c62bdtm+i1wOGHhY5MTzfDxyYlW+NjkRCt8bHKiFT42OdHKtll+r261WqNflLr11ltx7bXXjtgnNzd3TK9FBud79uwZtK2trS34XGAZ2BbaR6/Xh42SIu6++27ccsstgyKlMjIysHbtWvb/ZrNqSYP8nHPOYWbwHE60wMcmJ5rh45MTrfCxyYlW+NjkRCt8bHKiFdccuVcPZJlFtSiVkJDA2mRAVfkefPBBtLe3IzExkW2jL5KEo4ULFwb7vP3224P+H/Wh7ZFQKBSsDYUGx2weIHPtc3DmHnxscqIZPj450Qofm5xohY9NTrTCxyYnWpHN8nv1sb73WWN0Xl9fjy+++IItPR4Pe0zNbDaz5ylyicSnq666Cl9++SXeffdd3HvvvfjRj34UFJW+//3vo7q6GnfccQdKS0vxhz/8Aa+++ipuvvnmGf50HA6Hw+FwOBwOh8PhcDjzi1ljdH7ffffh+eefD66fcMIJbPn+++9j9erVkEgkePPNN/GDH/yART5pNBpcc801+PnPfx78Pzk5OXjrrbeYCPXkk08iPT0df/3rX1kFPg6Hw+FwOBwOh8PhcDgczvQxa0Sp5557jrWRyMrKGpaeNxQSsA4cODDJ747D4XA4HA6Hw+FwOBwOhzMeZk36HofD4XA4HA6Hw+FwOBwOZ+7ARSkOh8PhcDgcDofD4XA4HM60w0UpDofD4XA4HA6Hw+FwOBzOtMNFKQ6Hw+FwOBwOh8PhcDgczrTDRSkOh8PhcDgcDofD4XA4HM60w0UpDofD4XA4HA6Hw+FwOBzOtMNFKQ6Hw+FwOBwOh8PhcDgczrQjnf4/Obvx+Xxs2d/fj9mMy+WC1Wpln0Mmk8302+FwgvCxyYlm+PjkRCt8bHKiFT42OdEKH5ucaMU1R+7VA5pJQEOJBBelxonJZGLLjIyMiX43HA6Hw+FwOBwOh8PhcDjzQkMxGAwRnxf5RpOtOIPwer1obm6GTqeDSCSa1aolCWsNDQ3Q6/Uz/XY4nCB8bHKiGT4+OdEKH5ucaIWPTU60wscmJ1rpnyP36iQ1kSCVmpoKsTiycxSPlBontDPT09MxV6BBPpsHOmfuwscmJ5rh45MTrfCxyYlW+NjkRCt8bHKiFf0cuFcfKUIqADc653A4HA6Hw+FwOBwOh8PhTDtclOJwOBwOh8PhcDgcDofD4Uw7XJSapygUCtx///1syeFEE3xscqIZPj450Qofm5xohY9NTrTCxyYnWlHMs3t1bnTO4XA4HA6Hw+FwOBwOh8OZdnikFIfD4XA4HA6Hw+FwOBwOZ9rhohSHw+FwOBwOh8PhcDgcDmfa4aIUh8PhcDgcDofD4XA4HA5n2uGiVJTzq1/9CieddBJ0Oh0SExNx0UUXoaysbFAfu92OH/3oRzAajdBqtbjkkkvQ1tYWfP7LL7/EN77xDWRkZEClUqG4uBhPPvnkoNdoaWnBN7/5TRQWFkIsFuOmm24a0/urr6/Hhg0boFar2fu7/fbb4Xa7/7+9O4+NoooDOP4rKVIp1lYpVQQqxihHOSoGQyw2IJaQiAd/aDQCIVZOI4IHErCIR6IC8QBRwFBMhBQRREAEJUXkDhBAWlEL0hiiiAdXFWlpn/m9ZDZduktbaKczO99PMtLuvJ2rP3+7+9v33jTQ2cPLvB6bcXFxNZaCgoIGOnt4mVuxuWLFCrnnnnskNTVVkpKSpE+fPrJ+/fpaj++7776Tvn37SkJCgt3+m2++2YBnD6/zcnyWlpZGzJ07duxo4KuAIMfmli1b5M4777Tb0DadOnWSt956q9bjI3cGl5djk7wZbG7FZnVbt26V+Ph46dmzp8RK3qQo5XGbNm2yQaxvCL/++mupqKiQnJwc+eeff0JtJkyYIKtXr5Zly5bZ9r/++qsMGTIktH7Pnj32f5KPP/5YiouLZcqUKTJ58mSZM2dOqM25c+fsG9epU6dKjx496nRslZWVtiBVXl4u27Ztk48++kgWLVokeXl5DXwV4EVejk1Hfn6+LWo5i75QIPa5FZvffvut/dC/du1a275fv34yePBg2bt3b9RjO336tD2W9PR0+5wZM2bISy+9JPPnz2/EKwIv8XJ8OjZs2BCWO3v16tUIVwJBjc3ExER58sknbYwePHjQvr7rcrE8SO4MNi/HpoO8GUxuxabj5MmTMmzYMLn77rulNr7Kmwa+cvz4caN/tk2bNtnfT548aZo3b26WLVsWanPw4EHbZvv27VG3M3bsWNOvX7+I67Kzs8348eNrPZa1a9eaZs2amWPHjoUee//9901SUpI5d+5cPc8Mfuel2FS6n88++6ze54HY40ZsOrp06WKmT58edf3cuXNNSkpKWI6cNGmSufXWW+t5VogVXorPI0eO2P3s3bv3ks4FscXN2HzwwQfNY489FnU9uRNejU3yJtyMzYcffthMnTrVTJs2zfTo0eOiF99PeZOeUj5z6tQp++8111xj/9Wqp1ZkBwwYEGqjXU07dOgg27dvv+h2nG1cKt1+t27dJC0tLfTYwIEDbVVWq7wIFi/FpkO/uWjdurX07t1bFi5cqEX4Btku/MWt2KyqqpIzZ85ctI1u/6677pIrrrgiLG9qV+8TJ07U+9zgf16KT8d9991nv7XNysqSVatW1fOMECvcik3tvac97rOzs6O2IXfCq7HpIG+isWMzPz9ffv75Z5k2bVqdLraf8mZ8Ux8A6k7fUOp8OjrWOSMjwz527NgxG2jJyclhbbVQpOsi0eS6dOlS+eKLLy7r8uv2qxeknP066xAcXotN9fLLL0v//v3tfGdfffWVjB07VsrKyuSpp5667G3DP9yMzZkzZ9oYe+ihh6K20e137Nixxn6ddSkpKfU6P/ib1+JT57qYNWuWPR6dw2/58uV22PPKlSvtBy4Ehxux2a5dO/njjz/sXKQ6pCQ3Nzfq8ZA74dXYJG/CjdgsKSmRF154QTZv3mznk6oLP+VNilI+or0+ioqK7CR8l0qff//999sKq44xBWI1Nl988cXQz5mZmXZst46lpigVLG7F5pIlS2T69Ony+eef2x4mgB/jU3uWTpw4MfS7Tt6qc19o7qQoFSxuxKZ+uNJCqc7Foh+2br75ZjvZL+Cn2CRvorFjs7Ky0t70SV/H9cZPsYjhez6hk+6tWbNGNm7caKv3juuuu85ONK6TnlWnM/rruuq+//57OynayJEj7aR9l0u3X/3OAc5+nXUIBi/GZiR33HGHHD161E6cjmBwKzb1ro76Leonn3wS1j07EvImvByf0XLnoUOH+MMFiFuxqd/g6zQQTzzxhJ0IWHukREPuhFdjMxLyZvA0ZmyeOXNGdu/ebfehvaR00REhetc+/bmwsND/ebOpJ7XCxVVVVZlx48aZtm3bmp9++qnGemfytE8//TT02A8//FBj8rSioiLTpk0b89xzz9V6yes70fnvv/8eemzevHl2ovP//vuPP22M83JsRvLqq6/ayf4Q+9yMzSVLlpiEhASzcuXKOh2bM+lkeXl56LHJkyd7ctJJBC8+I8nNzTWZmZmX/Hz4R1O8rjt0Av709PSo68mdwebl2IyEvBkcbsRmZWWlOXDgQNgyZswY+95Rfy4rK/N93qQo5XEacFdffbX55ptvzG+//RZa/v3331Cb0aNHmw4dOpjCwkKze/du06dPH7s4NFhTU1PtnSOqb0PvDlCd3m1Hl169eplHH33U/lxcXBxav2LFirAgPn/+vMnIyDA5OTlm3759Zt26dXY/GuyIfV6OzVWrVpkFCxbY7ZeUlNik3LJlS5OXl9fo1wXBic3Fixeb+Ph4895774W10TcgjtmzZ5v+/fuHftd1aWlpZujQofYNSEFBgY1NLegjGLwcn4sWLbKFLL0zkC6vvfaa/fJp4cKFrlwbBCM258yZY1+n9QOcLh9++KG56qqrzJQpU0JtyJ3wS2ySN4PNzc9D1UW6+56f8yZFKY/TKmqkJT8/P9Tm7Nmz9raRWgnVQNNbl2ogVw/aSNu4sOpfWxvd54Wd60pLS82gQYPMlVdeaVq3bm2eeeYZU1FR0ajXBN7g5dj88ssvTc+ePU2rVq1MYmKiTdoffPCB/aYBsc+t2NSee5HaDB8+PGw7F8bz/v37TVZWlmnRooW54YYbzOuvv97o1wTe4eX41A9XnTt3tvvUXs+9e/cOu401Yptbsfnuu++arl27huJMe+Lpl0fVX6PJnfBLbJI3g83Nz0O1FaX8nDfj9D9NPYQQAAAAAAAAwcJE5wAAAAAAAHAdRSkAAAAAAAC4jqIUAAAAAAAAXEdRCgAAAAAAAK6jKAUAAAAAAADXUZQCAAAAAACA6yhKAQAAAAAAwHUUpQAAAAAAAOA6ilIAAAAAAABwHUUpAAAAjzDGyIABA2TgwIE11s2dO1eSk5Pl6NGjTXJsAAAADY2iFAAAgEfExcVJfn6+7Ny5U+bNmxd6/MiRI/L888/L7NmzpV27dg26z4qKigbdHgAAQF1RlAIAAPCQ9u3byzvvvCPPPvusLUZp76nHH39ccnJyJDMzUwYNGiStWrWStLQ0GTp0qPz555+h565bt06ysrJsj6prr71W7r33Xjl8+HBofWlpqS18LV26VLKzsyUhIUEWL17cRGcKAACCLs7oOx0AAAB4ygMPPCCnTp2SIUOGyCuvvCLFxcXStWtXyc3NlWHDhsnZs2dl0qRJcv78eSksLLTPWb58uS06de/eXcrKyiQvL88Wovbt2yfNmjWzP3fs2FFuvPFGmTVrli1yaWHq+uuvb+rTBQAAAURRCgAAwIOOHz9ui1B///23LTYVFRXJ5s2bZf369aE2Or+U9qz68ccf5ZZbbqmxDe1FlZqaKgcOHJCMjIx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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#All the developers g\n", + "import matplotlib.pyplot as plt\n", + "plt.figure(figsize=(12,6))\n", + "for company, group in revenue_by_year.groupby(\"Developer\"):\n", + " plt.plot(group[\"Release Year\"], group[\"revenue_growth_%\"], marker='o', label=company)\n", + "\n", + "plt.title(\"Revenue Growth Rate (%) Over Time by Company\")\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Growth (%)\")\n", + "plt.axhline(0, color='gray', linestyle='--') # ligne neutre\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e5c673bd-2357-47a8-a03c-c241e20a474a", + "metadata": {}, "outputs": [], "source": [] } diff --git a/notebooks/data_clean_rui.ipynb b/notebooks/data_clean_rui.ipynb index 64071089..3850251d 100644 --- a/notebooks/data_clean_rui.ipynb +++ b/notebooks/data_clean_rui.ipynb @@ -1001,7 +1001,7 @@ ], "metadata": { "kernelspec": { - "display_name": "first_project", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1015,7 +1015,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.5" + "version": "3.13.9" } }, "nbformat": 4, diff --git a/notebooks/davy_analyse.ipynb b/notebooks/davy_analyse.ipynb index 09ddf4cc..0d4e012b 100644 --- a/notebooks/davy_analyse.ipynb +++ b/notebooks/davy_analyse.ipynb @@ -2662,10 +2662,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "1b916c9f-2149-438a-9680-9ec92b5cfe72", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'plt' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[1]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mplt\u001b[49m.figure(figsize=(\u001b[32m12\u001b[39m,\u001b[32m6\u001b[39m))\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m company, group \u001b[38;5;129;01min\u001b[39;00m revenue_by_year.groupby(\u001b[33m\"\u001b[39m\u001b[33mdeveloper\u001b[39m\u001b[33m\"\u001b[39m):\n\u001b[32m 4\u001b[39m plt.plot(group[\u001b[33m\"\u001b[39m\u001b[33mrelease_year\u001b[39m\u001b[33m\"\u001b[39m], group[\u001b[33m\"\u001b[39m\u001b[33mrevenue_growth_\u001b[39m\u001b[33m%\u001b[39m\u001b[33m\"\u001b[39m], marker=\u001b[33m'\u001b[39m\u001b[33mo\u001b[39m\u001b[33m'\u001b[39m, label=company)\n", + "\u001b[31mNameError\u001b[39m: name 'plt' is not defined" + ] + } + ], "source": [ "plt.figure(figsize=(12,6))\n", "\n", @@ -2723,7 +2735,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - 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"fcbbcf5d-a541-4b0d-971f-6515445ad321", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " IR Information : Sales Data - Top Selling Title Sales Units - Nintendo Switch Software\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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\n", + " \n", + " \n", + " \n", + "
\n", + "
\n", + " \n", + "\n", + "\n" + ] + } + ], + "source": [ + "#looking at the html structure \n", + "import requests\n", + "from bs4 import BeautifulSoup\n", + "import pandas as pd\n", + "\n", + "base_url = 'https://www.nintendo.co.jp/ir/en/finance/software/switch.html'\n", + "\n", + "response = requests.get(base_url) \n", + "\n", + "soup = BeautifulSoup(response.content, 'html.parser')\n", + "print(soup.prettify())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "972993e4-fbea-4601-9d81-f40164996b9b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Successfully Extracted Sales Data into DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
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sales_titlesales_valueSwitch
0Mario Kart 8 Deluxe69.56Switch
1Animal Crossing: New Horizons48.62Switch
2Super Smash Bros. Ultimate36.93Switch
3The Legend of Zelda: Breath of the Wild33.34Switch
4Super Mario Odyssey29.84Switch
5Pokémon Scarlet/ Pokémon Violet27.61Switch
6Pokémon Sword/ Pokémon Shield26.96Switch
7The Legend of Zelda: Tears of the Kingdom22.15Switch
8Super Mario Party21.23Switch
9New Super Mario Bros. U Deluxe18.53Switch
\n", + "
" + ], + "text/plain": [ + " sales_title sales_value Switch\n", + "0 Mario Kart 8 Deluxe 69.56 Switch\n", + "1 Animal Crossing: New Horizons 48.62 Switch\n", + "2 Super Smash Bros. Ultimate 36.93 Switch\n", + "3 The Legend of Zelda: Breath of the Wild 33.34 Switch\n", + "4 Super Mario Odyssey 29.84 Switch\n", + "5 Pokémon Scarlet/ Pokémon Violet 27.61 Switch\n", + "6 Pokémon Sword/ Pokémon Shield 26.96 Switch\n", + "7 The Legend of Zelda: Tears of the Kingdom 22.15 Switch\n", + "8 Super Mario Party 21.23 Switch\n", + "9 New Super Mario Bros. U Deluxe 18.53 Switch" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#regular switch sales\n", + "soup = BeautifulSoup(response.content, 'html.parser')\n", + "\n", + "sales_list_container = soup.find('ul', class_='sales_layout')\n", + "\n", + "data = []\n", + "\n", + "if sales_list_container:\n", + " for item in sales_list_container.find_all('li', class_='sales_layout_list'):\n", + "\n", + "\n", + " title_tag = item.find('p', class_='sales_title')\n", + " sales_title = title_tag.get_text(strip=True, separator=' ') if title_tag else 'N/A'\n", + " \n", + " \n", + " value_tag = item.find('p', class_='sales_value')\n", + " sales_value = value_tag.find('span').get_text(strip=True) if value_tag and value_tag.find('span') else 'N/A'\n", + " \n", + " data.append({\n", + " 'sales_title': sales_title,\n", + " 'sales_value': sales_value\n", + " })\n", + "\n", + "# 7. Create the Pandas DataFrame\n", + "nd_sales = pd.DataFrame(data)\n", + "\n", + "print(\"✅ Successfully Extracted Sales Data into DataFrame:\")\n", + "nd_sales['Switch'] = 'Switch'\n", + "display(nd_sales)" + ] + }, + { + "cell_type": "markdown", + "id": "4b4ad3b1-049a-40e1-9436-70542a008001", + "metadata": {}, + "source": [ + "import matplotlib.pyplot as plt \n", + "\n", + "Game_Title = nd_sales['sales_title']\n", + "Unit_Sales = nd_sales['sales_value']\n", + "\n", + "plt.figure(figsize=(8, 6)) # Set size for better viewing\n", + "plt.bar(Unit_Sales, color=['#6abfda','#5f8185','#6abfda','#5f8185','#6abfda', '#5f8185','#6abfda','#5f8185','#6abfda'])\n", + "\n", + "plt.xlabel('Game Title')\n", + "plt.ylabel('Unit Sales')\n", + "plt.title('Nintendo Per Game Title Unit Sales')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "266cab56-bf17-47d1-b853-4bd178ca01c7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Successfully generated horizontal bar chart.\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd \n", + "nd_sales['Unit_Sales'] = pd.to_numeric(nd_sales['sales_value'])\n", + "\n", + "# --- 2. Prepare Data for Plotting ---\n", + "Game_Title = nd_sales['sales_title']\n", + "Unit_Sales = nd_sales['Unit_Sales']\n", + "\n", + "# We will use a horizontal bar chart (barh) and sort by sales value for clarity.\n", + "nd_sales_sorted = nd_sales.sort_values(by='Unit_Sales', ascending=True)\n", + "\n", + "colors = ['#dd3d6e','#6abfda'] * 5 \n", + "\n", + "\n", + "plt.figure(figsize=(10, 8)) \n", + "\n", + "plt.barh(\n", + " nd_sales_sorted['sales_title'], \n", + " nd_sales_sorted['Unit_Sales'], \n", + " color=colors\n", + ")\n", + "\n", + "plt.title('Nintendo Top 10 Game Unit Sales (in Millions)', fontsize=14)\n", + "plt.xlabel('Unit Sales (Millions)', fontsize=12)\n", + "plt.ylabel('Game Title', fontsize=12)\n", + "\n", + "for index, value in enumerate(nd_sales_sorted['Unit_Sales']):\n", + " plt.text(value + 0.5, index, f'{value:.2f}M', va='center')\n", + "\n", + "plt.xlim(0, max(nd_sales_sorted['Unit_Sales']) + 10) \n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('nintendo_top_10_sales_bar_chart.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "510eadd2-6da6-40ef-8df0-b6ddfb777888", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Successfully Extracted Sales Data into DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
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sales_titlesales_valueSwitch 2
0Mario Kart World9.57Switch 2
1Donkey Kong Bananza3.49Switch 2
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" + ], + "text/plain": [ + " sales_title sales_value Switch 2\n", + "0 Mario Kart World 9.57 Switch 2\n", + "1 Donkey Kong Bananza 3.49 Switch 2" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Switch 2 sales \n", + "\n", + "sw2_url = 'https://www.nintendo.co.jp/ir/en/finance/software/index.html'\n", + "\n", + "response = requests.get(sw2_url) \n", + "\n", + "soup = BeautifulSoup(response.content, 'html.parser')\n", + "#print(soup.prettify())\n", + "\n", + "sales_list_container = soup.find('ul', class_='sales_layout')\n", + "\n", + "data = []\n", + "\n", + "if sales_list_container:\n", + " for item in sales_list_container.find_all('li', class_='sales_layout_list'):\n", + "\n", + "\n", + " title_tag = item.find('p', class_='sales_title')\n", + " sales_title = title_tag.get_text(strip=True, separator=' ') if title_tag else 'N/A'\n", + " \n", + " \n", + " value_tag = item.find('p', class_='sales_value')\n", + " sales_value = value_tag.find('span').get_text(strip=True) if value_tag and value_tag.find('span') else 'N/A'\n", + " \n", + " data.append({\n", + " 'sales_title': sales_title,\n", + " 'sales_value': sales_value\n", + " })\n", + "\n", + "sw2_sales = pd.DataFrame(data)\n", + "\n", + "print(\"✅ Successfully Extracted Sales Data into DataFrame:\")\n", + "sw2_sales['Switch 2'] = 'Switch 2'\n", + "display (sw2_sales)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "22faed63-d345-4c90-a1fa-9db24fb3beea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Successfully Extracted Sales Data into DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
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sales_titlesales_valueWii
0Mario Kart 88.46Wii
1Super Mario 3D World5.89Wii
2New Super Mario Bros. U5.82Wii
3Super Smash Bros. for Wii U5.38Wii
4Nintendo Land5.21Wii
5Splatoon4.95Wii
6Super Mario Maker4.02Wii
7New Super Luigi U3.07Wii
8The Legend of Zelda: The Wind Waker HD2.37Wii
9Mario Party 102.27Wii
\n", + "
" + ], + "text/plain": [ + " sales_title sales_value Wii\n", + "0 Mario Kart 8 8.46 Wii\n", + "1 Super Mario 3D World 5.89 Wii\n", + "2 New Super Mario Bros. U 5.82 Wii\n", + "3 Super Smash Bros. for Wii U 5.38 Wii\n", + "4 Nintendo Land 5.21 Wii\n", + "5 Splatoon 4.95 Wii\n", + "6 Super Mario Maker 4.02 Wii\n", + "7 New Super Luigi U 3.07 Wii\n", + "8 The Legend of Zelda: The Wind Waker HD 2.37 Wii\n", + "9 Mario Party 10 2.27 Wii" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#wii sales \n", + "\n", + "import requests\n", + "from bs4 import BeautifulSoup\n", + "import pandas as pd\n", + "\n", + "wii_url = 'https://www.nintendo.co.jp/ir/en/finance/software/wiiu.html'\n", + "\n", + "response = requests.get(wii_url) \n", + "\n", + "soup = BeautifulSoup(response.content, 'html.parser')\n", + "#print(soup.prettify())\n", + "\n", + "sales_list_container = soup.find('ul', class_='sales_layout')\n", + "\n", + "data = []\n", + "\n", + "if sales_list_container:\n", + " for item in sales_list_container.find_all('li', class_='sales_layout_list'):\n", + "\n", + "\n", + " title_tag = item.find('p', class_='sales_title')\n", + " sales_title = title_tag.get_text(strip=True, separator=' ') if title_tag else 'N/A'\n", + " \n", + " \n", + " value_tag = item.find('p', class_='sales_value')\n", + " sales_value = value_tag.find('span').get_text(strip=True) if value_tag and value_tag.find('span') else 'N/A'\n", + " \n", + " data.append({\n", + " 'sales_title': sales_title,\n", + " 'sales_value': sales_value\n", + " })\n", + "\n", + "wii_sales = pd.DataFrame(data)\n", + "\n", + "print(\"✅ Successfully Extracted Sales Data into DataFrame:\")\n", + "wii_sales['Wii'] = 'Wii'\n", + "display(wii_sales)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "c40949e9-9890-4d84-8679-127e174d5de5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Successfully Extracted Sales Data into DataFrame:\n" + ] + }, + { + "data": { + "text/html": [ + "
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sales_titlesales_value3DS
0Mario Kart 718.993DS
1Pokémon X/Pokémon Y16.783DS
2Pokémon Sun/ Pokémon Moon16.333DS
3Pokémon Omega Ruby/ Pokémon Alpha Sapphire14.673DS
4New Super Mario Bros. 213.423DS
5Animal Crossing: New Leaf13.063DS
6SUPER MARIO 3D LAND12.893DS
7Super Smash Bros. for Nintendo 3DS9.653DS
8Pokémon Ultra Sun/ Pokémon Ultra Moon9.263DS
9Tomodachi Life6.723DS
\n", + "
" + ], + "text/plain": [ + " sales_title sales_value 3DS\n", + "0 Mario Kart 7 18.99 3DS\n", + "1 Pokémon X/Pokémon Y 16.78 3DS\n", + "2 Pokémon Sun/ Pokémon Moon 16.33 3DS\n", + "3 Pokémon Omega Ruby/ Pokémon Alpha Sapphire 14.67 3DS\n", + "4 New Super Mario Bros. 2 13.42 3DS\n", + "5 Animal Crossing: New Leaf 13.06 3DS\n", + "6 SUPER MARIO 3D LAND 12.89 3DS\n", + "7 Super Smash Bros. for Nintendo 3DS 9.65 3DS\n", + "8 Pokémon Ultra Sun/ Pokémon Ultra Moon 9.26 3DS\n", + "9 Tomodachi Life 6.72 3DS" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#ds3 \n", + "ds_url = 'https://www.nintendo.co.jp/ir/en/finance/software/3ds.html'\n", + "\n", + "response = requests.get(ds_url) \n", + "\n", + "soup = BeautifulSoup(response.content, 'html.parser')\n", + "\n", + "sales_list_container = soup.find('ul', class_='sales_layout')\n", + "\n", + "data = []\n", + "\n", + "if sales_list_container:\n", + " for item in sales_list_container.find_all('li', class_='sales_layout_list'):\n", + "\n", + "\n", + " title_tag = item.find('p', class_='sales_title')\n", + " sales_title = title_tag.get_text(strip=True, separator=' ') if title_tag else 'N/A'\n", + " \n", + " \n", + " value_tag = item.find('p', class_='sales_value')\n", + " sales_value = value_tag.find('span').get_text(strip=True) if value_tag and value_tag.find('span') else 'N/A'\n", + " \n", + " data.append({\n", + " 'sales_title': sales_title,\n", + " 'sales_value': sales_value\n", + " })\n", + "\n", + "ds_sales = pd.DataFrame(data)\n", + "\n", + "print(\"✅ Successfully Extracted Sales Data into DataFrame:\")\n", + "ds_sales['3DS'] = '3DS'\n", + "display(ds_sales)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "935794cc-3aee-42de-af9f-01b64d7781af", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ All four DataFrames have been successfully exported to individual CSV files in your current working directory.\n" + ] + } + ], + "source": [ + "# Assuming ds_sales, nd_sales, wii_sales, and sw2_sales are already loaded DataFrames\n", + "\n", + "# 3DS Sales\n", + "ds_sales.to_csv('3ds_sales_data.csv', index=False)\n", + "\n", + "\n", + "# Wii Sales\n", + "wii_sales.to_csv('wii_sales_data.csv', index=False)\n", + "\n", + "# Switch 2 Sales\n", + "sw2_sales.to_csv('switch2_sales_data.csv', index=False)\n", + "\n", + "print(\"✅ All four DataFrames have been successfully exported to individual CSV files in your current working directory.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "a84d7cb5-cc89-46e3-bfd0-3d1c65cf1efc", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "C:\\Users\\akoki\\Desktop\\Ironhack\\Week4\\Day1\\first_project\\notebooks\n" + ] + } + ], + "source": [ + "import os\n", + "\n", + "# This command prints the full path to the directory where files were saved\n", + "print(os.getcwd())" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "1a7cd5e8-2c42-4b83-93af-087c7cc92faa", + "metadata": {}, + "outputs": [], + "source": [ + "# Switch Sales\n", + "nd_sales.to_csv('switch_sales_data.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c8046728-aeb3-4286-bd83-522d62d2cd76", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 6b99ba6f38cc022966388603d51c4dc506a7f553 Mon Sep 17 00:00:00 2001 From: DavyN25 Date: Wed, 10 Dec 2025 17:42:51 +0100 Subject: [PATCH 17/21] updated name --- notebooks/final_clean_data.ipynb | 3221 ++++++++++++++++++++++++++++++ 1 file changed, 3221 insertions(+) create mode 100644 notebooks/final_clean_data.ipynb diff --git a/notebooks/final_clean_data.ipynb b/notebooks/final_clean_data.ipynb new file mode 100644 index 00000000..269e5ab8 --- /dev/null +++ b/notebooks/final_clean_data.ipynb @@ -0,0 +1,3221 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6feced10-e68c-45eb-86f1-51235bd9cba9", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import rename_columns\n", + "from clean_string_content import clean_strings\n", + "import duplicate\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from box_plot import box_plot\n", + "import functions_Ako\n", + "import yaml" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ae71f196-a2c5-47b2-af6c-64724f2da3aa", + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " with open(\"../config.yaml\", \"r\") as file:\n", + " config = yaml.safe_load(file)\n", + "except:\n", + " print(\"Configuration file not found\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d6cd8ba5-7c5b-44fe-b6ed-e3232d7a0bd3", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "08ffc937-a5d2-4cd1-975e-e15c5ed9a61b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9614.0787YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6556.2792YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6774.7499NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4020.1573YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.285.8391YesStable
....................................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4922.3853YesStable
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2074.5157YesDeclining
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0150.8582NoRising
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9225.9366NoRising
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.730.7790NoStable
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1000 rows × 11 columns

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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 \n", + "2 Legends of Valor 2 Shooter Xbox 2024 \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 \n", + "4 Cyber Quest 2 Adventure Xbox 2024 \n", + ".. ... ... ... ... \n", + "995 Warzone Chronicles 1 Horror Nintendo Switch 2000 \n", + "996 Zombie Outbreak 3 Fighting Cross-Platform 2000 \n", + "997 Battle Warriors 5 Fighting PC 2000 \n", + "998 Cyber Quest 2 Adventure Cross-Platform 2000 \n", + "999 Legends of Valor 2 Adventure Xbox 2000 \n", + "\n", + " Developer Revenue (Millions $) Players (Millions) \\\n", + "0 Square Enix 1847.58 44.96 \n", + "1 EA 4835.79 115.65 \n", + "2 Square Enix 2628.55 169.67 \n", + "3 Microsoft 1695.50 184.40 \n", + "4 Microsoft 4529.75 17.28 \n", + ".. ... ... ... \n", + "995 Ubisoft 2654.16 174.49 \n", + "996 Ubisoft 2170.46 155.20 \n", + "997 Rockstar 2040.85 166.01 \n", + "998 Activision 2657.88 112.92 \n", + "999 Microsoft 4030.54 3.73 \n", + "\n", + " Peak Concurrent Players Metacritic Score Esports Popularity \\\n", + "0 14.07 87 Yes \n", + "1 56.27 92 Yes \n", + "2 74.74 99 No \n", + "3 20.15 73 Yes \n", + "4 5.83 91 Yes \n", + ".. ... ... ... \n", + "995 22.38 53 Yes \n", + "996 74.51 57 Yes \n", + "997 50.85 82 No \n", + "998 25.93 66 No \n", + "999 0.77 90 No \n", + "\n", + " Trending Status \n", + "0 Declining \n", + "1 Stable \n", + "2 Declining \n", + "3 Stable \n", + "4 Stable \n", + ".. ... \n", + "995 Stable \n", + "996 Declining \n", + "997 Rising \n", + "998 Rising \n", + "999 Stable \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(config['input_data']['file'])\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "32b580ea-d516-405b-afce-f35d84fbaed7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Peak Concurrent PlayersMetacritic ScoreEsports PopularityTrending Status
0FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
2FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
3FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
4FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
....................................
995FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
996FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
997FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
998FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
999FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 False False False False False \n", + "1 False False False False False \n", + "2 False False False False False \n", + "3 False False False False False \n", + "4 False False False False False \n", + ".. ... ... ... ... ... \n", + "995 False False False False False \n", + "996 False False False False False \n", + "997 False False False False False \n", + "998 False False False False False \n", + "999 False False False False False \n", + "\n", + " Revenue (Millions $) Players (Millions) Peak Concurrent Players \\\n", + "0 False False False \n", + "1 False False False \n", + "2 False False False \n", + "3 False False False \n", + "4 False False False \n", + ".. ... ... ... \n", + "995 False False False \n", + "996 False False False \n", + "997 False False False \n", + "998 False False False \n", + "999 False False False \n", + "\n", + " Metacritic Score Esports Popularity Trending Status \n", + "0 False False False \n", + "1 False False False \n", + "2 False False False \n", + "3 False False False \n", + "4 False False False \n", + ".. ... ... ... \n", + "995 False False False \n", + "996 False False False \n", + "997 False False False \n", + "998 False False False \n", + "999 False False False \n", + "\n", + "[1000 rows x 11 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Checking for Null Values\n", + "\n", + "df.isnull()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8f9db157-a97e-48de-87f5-ac2cb53438eb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Game Title False\n", + "Genre False\n", + "Platform False\n", + "Release Year False\n", + "Developer False\n", + "Revenue (Millions $) False\n", + "Players (Millions) False\n", + "Peak Concurrent Players False\n", + "Metacritic Score False\n", + "Esports Popularity False\n", + "Trending Status False\n", + "dtype: bool" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Check for null values in each column\n", + "df.isna().any()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1ca7e20a-bc55-409e-ac2b-173467b63e8e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Game Title 0\n", + "Genre 0\n", + "Platform 0\n", + "Release Year 0\n", + "Developer 0\n", + "Revenue (Millions $) 0\n", + "Players (Millions) 0\n", + "Peak Concurrent Players 0\n", + "Metacritic Score 0\n", + "Esports Popularity 0\n", + "Trending Status 0\n", + "dtype: int64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Count the number of null values in each column\n", + "df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "dd421207-1582-411a-ba7e-ee858c4d8c75", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic ScoreEsports PopularityTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687YesDeclining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592YesStable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799NoDeclining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073YesStable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891YesStable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score \\\n", + "0 1847.58 44.96 87 \n", + "1 4835.79 115.65 92 \n", + "2 2628.55 169.67 99 \n", + "3 1695.50 184.40 73 \n", + "4 4529.75 17.28 91 \n", + "\n", + " Esports Popularity Trending Status \n", + "0 Yes Declining \n", + "1 Yes Stable \n", + "2 No Declining \n", + "3 Yes Stable \n", + "4 Yes Stable " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Drop column 'Peak Concurrent Players'\n", + "df.drop('Peak Concurrent Players', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "744a5a40-d659-4a4b-992f-9203212c8c11", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic ScoreTrending Status
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687Declining
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592Stable
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799Declining
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073Stable
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891Stable
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score Trending Status \n", + "0 1847.58 44.96 87 Declining \n", + "1 4835.79 115.65 92 Stable \n", + "2 2628.55 169.67 99 Declining \n", + "3 1695.50 184.40 73 Stable \n", + "4 4529.75 17.28 91 Stable " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Drop column 'Esports Popularity'\n", + "df.drop('Esports Popularity', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cbd40e67-784d-46d2-852f-98044c721c10", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Game TitleGenrePlatformRelease YearDeveloperRevenue (Millions $)Players (Millions)Metacritic Score
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891
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" + ], + "text/plain": [ + " Game Title Genre Platform Release Year Developer \\\n", + "0 Pixel Odyssey 2 Action PlayStation 2024 Square Enix \n", + "1 Battle Warriors 4 Strategy Cross-Platform 2024 EA \n", + "2 Legends of Valor 2 Shooter Xbox 2024 Square Enix \n", + "3 Shadow Realms 4 Action Nintendo Switch 2024 Microsoft \n", + "4 Cyber Quest 2 Adventure Xbox 2024 Microsoft \n", + "\n", + " Revenue (Millions $) Players (Millions) Metacritic Score \n", + "0 1847.58 44.96 87 \n", + "1 4835.79 115.65 92 \n", + "2 2628.55 169.67 99 \n", + "3 1695.50 184.40 73 \n", + "4 4529.75 17.28 91 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# # Drop column 'Trending Status'\n", + "df.drop('Trending Status', axis=1, inplace=True)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b9148598-a161-42f2-ac90-6971453add87", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_score
0Pixel Odyssey 2ActionPlayStation2024Square Enix1847.5844.9687
1Battle Warriors 4StrategyCross-Platform2024EA4835.79115.6592
2Legends of Valor 2ShooterXbox2024Square Enix2628.55169.6799
3Shadow Realms 4ActionNintendo Switch2024Microsoft1695.50184.4073
4Cyber Quest 2AdventureXbox2024Microsoft4529.7517.2891
...........................
995Warzone Chronicles 1HorrorNintendo Switch2000Ubisoft2654.16174.4953
996Zombie Outbreak 3FightingCross-Platform2000Ubisoft2170.46155.2057
997Battle Warriors 5FightingPC2000Rockstar2040.85166.0182
998Cyber Quest 2AdventureCross-Platform2000Activision2657.88112.9266
999Legends of Valor 2AdventureXbox2000Microsoft4030.543.7390
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game_titlegenreplatformrelease_yeardeveloper
0pixel odyssey 2actionplaystation2024square enix
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2legends of valor 2shooterxbox2024square enix
3shadow realms 4actionnintendo switch2024microsoft
4cyber quest 2adventurexbox2024microsoft
..................
995warzone chronicles 1horrornintendo switch2000ubisoft
996zombie outbreak 3fightingcross platform2000ubisoft
997battle warriors 5fightingpc2000rockstar
998cyber quest 2adventurecross platform2000activision
999legends of valor 2adventurexbox2000microsoft
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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_score
0pixel odyssey 2actionplaystation2024square enix1847.5844.9687
1battle warriors 4strategycross platform2024ea4835.79115.6592
2legends of valor 2shooterxbox2024square enix2628.55169.6799
3shadow realms 4actionnintendo switch2024microsoft1695.50184.4073
4cyber quest 2adventurexbox2024microsoft4529.7517.2891
...........................
995warzone chronicles 1horrornintendo switch2000ubisoft2654.16174.4953
996zombie outbreak 3fightingcross platform2000ubisoft2170.46155.2057
997battle warriors 5fightingpc2000rockstar2040.85166.0182
998cyber quest 2adventurecross platform2000activision2657.88112.9266
999legends of valor 2adventurexbox2000microsoft4030.543.7390
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" + ], + "text/plain": [ + " game_title genre platform release_year \\\n", + "0 pixel odyssey 2 action playstation 2024 \n", + "1 battle warriors 4 strategy cross platform 2024 \n", + "2 legends of valor 2 shooter xbox 2024 \n", + "3 shadow realms 4 action nintendo switch 2024 \n", + "4 cyber quest 2 adventure xbox 2024 \n", + ".. ... ... ... ... \n", + "995 warzone chronicles 1 horror nintendo switch 2000 \n", + "996 zombie outbreak 3 fighting cross platform 2000 \n", + "997 battle warriors 5 fighting pc 2000 \n", + "998 cyber quest 2 adventure cross platform 2000 \n", + "999 legends of valor 2 adventure xbox 2000 \n", + "\n", + " developer revenue_millions players_millions metacritic_score \n", + "0 square enix 1847.58 44.96 87 \n", + "1 ea 4835.79 115.65 92 \n", + "2 square enix 2628.55 169.67 99 \n", + "3 microsoft 1695.50 184.40 73 \n", + "4 microsoft 4529.75 17.28 91 \n", + ".. ... ... ... ... \n", + "995 ubisoft 2654.16 174.49 53 \n", + "996 ubisoft 2170.46 155.20 57 \n", + "997 rockstar 2040.85 166.01 82 \n", + "998 activision 2657.88 112.92 66 \n", + "999 microsoft 4030.54 3.73 90 \n", + "\n", + "[1000 rows x 8 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Remove duplicate rows\n", + "df = duplicate.remove_duplicate_rows(df, keep=\"first\")\n", + "display(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3384f0f0-5261-4810-b190-a9929e93c5d7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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min11.4300000.53000050.000000
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50%2476.130000107.04000076.000000
75%3677.797500155.63250087.000000
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" + ], + "text/plain": [ + " revenue_millions players_millions metacritic_score\n", + "count 1000.000000 1000.000000 1000.000000\n", + "mean 2483.017800 103.499820 74.990000\n", + "std 1412.629451 58.869562 14.618536\n", + "min 11.430000 0.530000 50.000000\n", + "25% 1276.190000 52.005000 62.000000\n", + "50% 2476.130000 107.040000 76.000000\n", + "75% 3677.797500 155.632500 87.000000\n", + "max 4999.790000 199.980000 100.000000" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "dc716dd9-b90f-45c8-834c-a2d0a9501445", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot(df, column =\"revenue_millions\", title=\"revenue in millions dollars\", color=\"skyblue\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "3aa63ed5-4aef-4187-9206-56c14a9c29ef", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "box_plot(df, column =\"players_millions\", title=\"number of players\", color=\"skyblue\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "54c443aa-0fef-4313-b61d-dca2af055cc5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_score
1pixel odyssey 2actionplaystation2024square enix1847.5844.9687
2battle warriors 4strategycross platform2024ea4835.79115.6592
3legends of valor 2shooterxbox2024square enix2628.55169.6799
4shadow realms 4actionnintendo switch2024microsoft1695.50184.4073
5cyber quest 2adventurexbox2024microsoft4529.7517.2891
...........................
996warzone chronicles 1horrornintendo switch2000ubisoft2654.16174.4953
997zombie outbreak 3fightingcross platform2000ubisoft2170.46155.2057
998battle warriors 5fightingpc2000rockstar2040.85166.0182
999cyber quest 2adventurecross platform2000activision2657.88112.9266
1000legends of valor 2adventurexbox2000microsoft4030.543.7390
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1000 rows × 8 columns

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" + ], + "text/plain": [ + " game_title genre platform release_year \\\n", + "1 pixel odyssey 2 action playstation 2024 \n", + "2 battle warriors 4 strategy cross platform 2024 \n", + "3 legends of valor 2 shooter xbox 2024 \n", + "4 shadow realms 4 action nintendo switch 2024 \n", + "5 cyber quest 2 adventure xbox 2024 \n", + "... ... ... ... ... \n", + "996 warzone chronicles 1 horror nintendo switch 2000 \n", + "997 zombie outbreak 3 fighting cross platform 2000 \n", + "998 battle warriors 5 fighting pc 2000 \n", + "999 cyber quest 2 adventure cross platform 2000 \n", + "1000 legends of valor 2 adventure xbox 2000 \n", + "\n", + " developer revenue_millions players_millions metacritic_score \n", + "1 square enix 1847.58 44.96 87 \n", + "2 ea 4835.79 115.65 92 \n", + "3 square enix 2628.55 169.67 99 \n", + "4 microsoft 1695.50 184.40 73 \n", + "5 microsoft 4529.75 17.28 91 \n", + "... ... ... ... ... \n", + "996 ubisoft 2654.16 174.49 53 \n", + "997 ubisoft 2170.46 155.20 57 \n", + "998 rockstar 2040.85 166.01 82 \n", + "999 activision 2657.88 112.92 66 \n", + "1000 microsoft 4030.54 3.73 90 \n", + "\n", + "[1000 rows x 8 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = functions_Ako.index_reset(df)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "d2b8edea-4b79-4e46-b1be-40d34fe18fc9", + "metadata": {}, + "outputs": [], + "source": [ + "# cleaning date convert the string type into integer \n", + "df[\"release_year\"] = df[\"release_year\"].astype(str).str.strip().str.replace(\" \", \"\")\n", + "df[\"release_year\"] = df[\"release_year\"].astype(int)" + ] + }, + { + "cell_type": "markdown", + "id": "f6f557a8-84e2-46dd-8235-efde7c27b28d", + "metadata": {}, + "source": [ + "# Data analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "a80d974b-badb-4afa-a854-9b29f8962065", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "platform\n", + "nintendo switch 2606.145069\n", + "mobile 2548.546331\n", + "cross platform 2500.658914\n", + "xbox 2460.337939\n", + "pc 2459.780791\n", + "playstation 2372.401521\n", + "Name: revenue_millions, dtype: float64\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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platformrevenue_millions
0nintendo switch2606.145069
1mobile2548.546331
2cross platform2500.658914
3xbox2460.337939
4pc2459.780791
5playstation2372.401521
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" + ], + "text/plain": [ + " platform revenue_millions\n", + "0 nintendo switch 2606.145069\n", + "1 mobile 2548.546331\n", + "2 cross platform 2500.658914\n", + "3 xbox 2460.337939\n", + "4 pc 2459.780791\n", + "5 playstation 2372.401521" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Q1.Which platform has the highest average revenue per game? \n", + "\n", + "rev_per_game = df.groupby(['platform', 'game_title'])['revenue_millions'].mean()\n", + "rev_per_game_df = rev_per_game.reset_index()\n", + "print(type(rev_per_game_df))\n", + "rev_per_game_df.sort_values(by='revenue_millions', ascending=False) \n", + "rev_per_game_df.head(100)\n", + "\n", + "mean_revenue_sorted = (\n", + " rev_per_game_df.groupby('platform')['revenue_millions']\n", + " .mean()\n", + " .sort_values(ascending=False)\n", + ")\n", + "\n", + "print(mean_revenue_sorted)\n", + "\n", + "mean_revenue_sorted_df = mean_revenue_sorted.reset_index()\n", + "print(type(mean_revenue_sorted_df))\n", + "display(mean_revenue_sorted_df) " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "b0756cee-b5c3-4980-b33b-2a61013bc38c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "platform\n", + "mobile 2593.550000\n", + "nintendo switch 2578.100833\n", + "cross platform 2472.650000\n", + "pc 2447.620833\n", + "xbox 2388.647500\n", + "playstation 2338.268250\n", + "Name: revenue_millions, dtype: float64\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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platformrevenue_millions
0mobile2593.550000
1nintendo switch2578.100833
2cross platform2472.650000
3pc2447.620833
4xbox2388.647500
5playstation2338.268250
\n", + "
" + ], + "text/plain": [ + " platform revenue_millions\n", + "0 mobile 2593.550000\n", + "1 nintendo switch 2578.100833\n", + "2 cross platform 2472.650000\n", + "3 pc 2447.620833\n", + "4 xbox 2388.647500\n", + "5 playstation 2338.268250" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#which has the highest median revenue per game\n", + "median_revenue_sorted = (\n", + " rev_per_game_df.groupby('platform')['revenue_millions']\n", + " .median()\n", + " .sort_values(ascending=False)\n", + ")\n", + "\n", + "print(median_revenue_sorted)\n", + "\n", + "median_revenue_sorted_df = median_revenue_sorted.reset_index()\n", + "print(type(median_revenue_sorted_df))\n", + "display(median_revenue_sorted_df) " + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "fbdf17bf-e941-45cf-a0c5-5ac5d63dea3e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " platform revenue_millions\n", + "1 nintendo switch 2578.100833\n", + "2 cross platform 2472.650000\n", + "4 xbox 2388.647500\n", + "5 playstation 2338.268250\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "\n", + "filtered_df =median_revenue_sorted_df[\n", + " (median_revenue_sorted_df['platform'] == 'nintendo switch') |\n", + " (median_revenue_sorted_df['platform'] == 'cross platform') |\n", + " (median_revenue_sorted_df['platform'] == 'playstation') |\n", + " (median_revenue_sorted_df['platform'] == 'xbox')\n", + "]\n", + "\n", + "print(filtered_df)\n", + "\n", + "filtered_df = filtered_df.reset_index()\n", + "print(type(filtered_df))\n", + "\n", + "platforms = filtered_df['platform']\n", + "median = filtered_df['revenue_millions']\n", + "mean = median_revenue_sorted_df['revenue_millions']\n", + "\n", + "plt.figure(figsize=(8, 6)) # Set size for better viewing\n", + "plt.bar(platforms, median, color=['#dd3d6e','#6abfda', '#9e9e9e', '#5f8185'])\n", + "\n", + "plt.xlabel('platform')\n", + "plt.ylabel('Revenue Median')\n", + "plt.title('Game Title Revenue Median per Platform')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fe483a9c-ab75-407c-b4ed-bf1e39435458", + "metadata": {}, + "source": [ + "# Overall, what is the correlation between Metacritic critic score and revenue?" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "4cc6478f-956e-4330-9798-860e1be85307", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.01559465581129608\n" + ] + } + ], + "source": [ + "correlation = df['metacritic_score'].corr(df['revenue_millions'])\n", + "print(correlation)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "c4362714-dee0-46fd-b8fd-8577ac401f24", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['metacritic_score'], df['revenue_millions'], c='#dd3d6e')\n", + "plt.xlabel('metacritic_score')\n", + "plt.ylabel('revenue_millions')\n", + "plt.title('Correlation between Metacritic Score and Revenue')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "c7e54561-5e1d-4aa2-aec5-46700e477298", + "metadata": {}, + "outputs": [], + "source": [ + "df['metacritic_score'] = df['metacritic_score'].astype(float)\n", + "df['revenue_millions'] = df['revenue_millions'].astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "7c6a863b-07b7-4e86-8a9c-484fd74fd8ae", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.regplot(x='metacritic_score', y='revenue_millions', data=df, scatter_kws={'color': '#dd3d6e'})\n", + "plt.title('Metacritic Score vs Revenue')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9a6f2545-15f5-4c07-bfeb-a3ab1b4a7f9c", + "metadata": {}, + "source": [ + "# Is there a “threshold” score (for example, above 80) after which median revenue increases sharply? \n", + " We are putting the scores in bins like 0–69, 70–79, 80–89, 90+.​¶" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "2f0e514a-3643-4386-9c3b-9570f47370be", + "metadata": {}, + "outputs": [], + "source": [ + "bins = [0, 69, 79, 89, 100]\n", + "labels = ['0-69', '70-79', '80-89', '90+']" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "1312806c-d53e-4692-a73a-17c3a70c5f2a", + "metadata": {}, + "outputs": [], + "source": [ + "df['Score_Bin'] = pd.cut(df['metacritic_score'], bins=bins, labels=labels, right=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "e862593c-9ac5-44c1-b0ee-4e1c5b6767fa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_scoreScore_Bin
1pixel odyssey 2actionplaystation2024square enix1847.5844.9687.080-89
2battle warriors 4strategycross platform2024ea4835.79115.6592.090+
3legends of valor 2shooterxbox2024square enix2628.55169.6799.090+
4shadow realms 4actionnintendo switch2024microsoft1695.50184.4073.070-79
5cyber quest 2adventurexbox2024microsoft4529.7517.2891.090+
\n", + "
" + ], + "text/plain": [ + " game_title genre platform release_year developer \\\n", + "1 pixel odyssey 2 action playstation 2024 square enix \n", + "2 battle warriors 4 strategy cross platform 2024 ea \n", + "3 legends of valor 2 shooter xbox 2024 square enix \n", + "4 shadow realms 4 action nintendo switch 2024 microsoft \n", + "5 cyber quest 2 adventure xbox 2024 microsoft \n", + "\n", + " revenue_millions players_millions metacritic_score Score_Bin \n", + "1 1847.58 44.96 87.0 80-89 \n", + "2 4835.79 115.65 92.0 90+ \n", + "3 2628.55 169.67 99.0 90+ \n", + "4 1695.50 184.40 73.0 70-79 \n", + "5 4529.75 17.28 91.0 90+ " + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "d72bd301-b59a-4b49-abdc-60ffef757b81", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Score_Bin revenue_millions\n", + "0 0-69 2496.760\n", + "1 70-79 2241.105\n", + "2 80-89 2588.840\n", + "3 90+ 2577.560\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\davyg\\AppData\\Local\\Temp\\ipykernel_21612\\1955155442.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " median_revenue_by_bin = df.groupby('Score_Bin')['revenue_millions'].median().reset_index()\n" + ] + } + ], + "source": [ + "median_revenue_by_bin = df.groupby('Score_Bin')['revenue_millions'].median().reset_index()\n", + "\n", + "print(median_revenue_by_bin)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "b533cf85-aa00-4049-8af5-45c14e5845fa", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\davyg\\AppData\\Local\\Temp\\ipykernel_21612\\2586446224.py:1: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", + "\n", + " sns.barplot(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(\n", + " x='Score_Bin',\n", + " y='revenue_millions',\n", + " data=df,\n", + " estimator=np.median,\n", + " ci=None, color='#dd3d6e'\n", + ")\n", + "plt.title('Median Revenue by Metacritic Score Bin')\n", + "plt.ylabel('Median Revenue (Millions $)')\n", + "plt.xlabel('Metacritic Score Range')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1e330777-2617-460c-8a5a-d3683feb9a2b", + "metadata": {}, + "source": [ + "# Portfolio and investment decision questions" + ] + }, + { + "cell_type": "markdown", + "id": "28547f20-6644-4545-91d3-ef49a285ed79", + "metadata": {}, + "source": [ + "# Which companies achieved a Metacritic score above 80 ?" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "7a23f554-1b5a-4ba0-bd4f-e46bdbd1a13a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "developer\n", + "sony 47\n", + "microsoft 46\n", + "rockstar 45\n", + "square enix 44\n", + "capcom 44\n", + "ubisoft 39\n", + "activision 37\n", + "ea 35\n", + "bandai namco 34\n", + "nintendo 32\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "high_score_games = df[df['metacritic_score'] > 80]\n", + "companies_above_80 = high_score_games['developer'].unique()\n", + "company_counts = high_score_games['developer'].value_counts()\n", + "print(company_counts)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "315527e9-ae07-4040-9527-c3e9396569ff", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 1. Filter games with score > 80\n", + "filtered_df = df[df[\"metacritic_score\"] > 80]\n", + "\n", + "# 2. Count the number of games of the company\n", + "company_counts = filtered_df[\"developer\"].value_counts().head(5)\n", + "\n", + "# 3. Visualization\n", + "plt.figure(figsize=(10,6))\n", + "company_counts.plot(kind='bar', color=['#dd3d6e','#6abfda', '#9e9e9e', '#5f8185', '#4c566a'])\n", + "plt.title(\"Companies with Metacritic Scores Above 80\")\n", + "plt.xlabel(\"platform\")\n", + "plt.ylabel(\"Number of High-Scoring Games\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "988c7238-a8af-4b60-91b4-4bdbc449d8cb", + "metadata": {}, + "source": [ + "# Which companies delivered the best revenue" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "808645ba-b91e-4197-9a6b-34bb524ce100", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "developer\n", + "sony 320316.24\n", + "activision 273990.20\n", + "rockstar 259235.71\n", + "capcom 259007.30\n", + "microsoft 253175.67\n", + "Name: revenue_millions, dtype: float64\n" + ] + } + ], + "source": [ + "# Which companies delivered the best revenue \n", + "# 1. Calculate the total revenue for each company\n", + "top5_revenue = (\n", + " df.groupby(\"developer\")[\"revenue_millions\"]\n", + " .sum()\n", + " .sort_values(ascending=False)\n", + " .head(5)\n", + ")\n", + "\n", + "print(top5_revenue)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "73c4d0ce-5460-43d3-8d41-ca44a6eeb7e8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# 2. Visualization : TOP 5\n", + "plt.figure(figsize=(12,6))\n", + "top5_revenue.head(5).plot(kind='bar', color=['#dd3d6e','#6abfda','#9e9e9e', '#5f8185', '#4c566a'])\n", + "plt.title(\"Top 5 Companies by Total Revenue\")\n", + "plt.xlabel(\"Company\")\n", + "plt.ylabel(\"Total Revenue (millions)\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d7dc7f65-3277-46f6-8855-3fb9c9b29691", + "metadata": {}, + "source": [ + "# What is the total player base of the genre ?" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "37271a8f-6c0f-4196-9f0c-fc473a3dcf43", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "genre\n", + "action 13051.70\n", + "strategy 12382.01\n", + "sports 11264.45\n", + "fighting 11050.45\n", + "racing 10156.80\n", + "horror 9891.97\n", + "simulation 9736.62\n", + "shooter 9664.59\n", + "adventure 8704.35\n", + "rpg 7596.88\n", + "Name: players_millions, dtype: float64" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "genre_players = df.groupby('genre')['players_millions'].sum()\n", + "genre_players.unique()\n", + "genre_players.sort_values(ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "a6b7f78f-5a20-4274-a21a-89609de10c6b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "genre_players = df.groupby('genre')['players_millions'].sum().sort_values(ascending=False)\n", + "\n", + "# Plot 1: Players by Genre\n", + "plt.figure(figsize=(10,5))\n", + "genre_players.plot(kind=\"bar\", color=['#dd3d6e','#6abfda','#dd3d6e','#6abfda', '#dd3d6e','#6abfda','#dd3d6e','#6abfda','#dd3d6e','#6abfda'])\n", + "plt.title(\"Total Players by Genre\")\n", + "plt.xlabel(\"Genre\")\n", + "plt.ylabel(\"Players (Millions)\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1fcdc624-1a7e-4ea1-9bd3-395f7b0dc458", + "metadata": {}, + "source": [ + "# What is the distribution of players by platform?" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "72c9fb0b-61af-44ee-981d-c285bec96df6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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game_titlegenreplatformrelease_yeardeveloperrevenue_millionsplayers_millionsmetacritic_scoreScore_Bin
1pixel odyssey 2actionplaystation2024square enix1847.5844.9687.080-89
2battle warriors 4strategycross platform2024ea4835.79115.6592.090+
3legends of valor 2shooterxbox2024square enix2628.55169.6799.090+
4shadow realms 4actionnintendo switch2024microsoft1695.50184.4073.070-79
5cyber quest 2adventurexbox2024microsoft4529.7517.2891.090+
..............................
996warzone chronicles 1horrornintendo switch2000ubisoft2654.16174.4953.00-69
997zombie outbreak 3fightingcross platform2000ubisoft2170.46155.2057.00-69
998battle warriors 5fightingpc2000rockstar2040.85166.0182.080-89
999cyber quest 2adventurecross platform2000activision2657.88112.9266.00-69
1000legends of valor 2adventurexbox2000microsoft4030.543.7390.090+
\n", + "

1000 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " game_title genre platform release_year \\\n", + "1 pixel odyssey 2 action playstation 2024 \n", + "2 battle warriors 4 strategy cross platform 2024 \n", + "3 legends of valor 2 shooter xbox 2024 \n", + "4 shadow realms 4 action nintendo switch 2024 \n", + "5 cyber quest 2 adventure xbox 2024 \n", + "... ... ... ... ... \n", + "996 warzone chronicles 1 horror nintendo switch 2000 \n", + "997 zombie outbreak 3 fighting cross platform 2000 \n", + "998 battle warriors 5 fighting pc 2000 \n", + "999 cyber quest 2 adventure cross platform 2000 \n", + "1000 legends of valor 2 adventure xbox 2000 \n", + "\n", + " developer revenue_millions players_millions metacritic_score \\\n", + "1 square enix 1847.58 44.96 87.0 \n", + "2 ea 4835.79 115.65 92.0 \n", + "3 square enix 2628.55 169.67 99.0 \n", + "4 microsoft 1695.50 184.40 73.0 \n", + "5 microsoft 4529.75 17.28 91.0 \n", + "... ... ... ... ... \n", + "996 ubisoft 2654.16 174.49 53.0 \n", + "997 ubisoft 2170.46 155.20 57.0 \n", + "998 rockstar 2040.85 166.01 82.0 \n", + "999 activision 2657.88 112.92 66.0 \n", + "1000 microsoft 4030.54 3.73 90.0 \n", + "\n", + " Score_Bin \n", + "1 80-89 \n", + "2 90+ \n", + "3 90+ \n", + "4 70-79 \n", + "5 90+ \n", + "... ... \n", + "996 0-69 \n", + "997 0-69 \n", + "998 80-89 \n", + "999 0-69 \n", + "1000 90+ \n", + "\n", + "[1000 rows x 9 columns]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "837b7912-57a7-4c4e-ab89-c6e2e2d51cb2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "platform\n", + "playstation 18408.82\n", + "cross platform 18158.33\n", + "xbox 17840.07\n", + "nintendo switch 15023.83\n", + "Name: players_millions, dtype: float64" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "platform_df = df[\n", + " (df['platform'] == 'nintendo switch') |\n", + " (df['platform'] == 'cross platform') |\n", + " (df['platform'] == 'playstation') |\n", + " (df['platform'] == 'xbox')\n", + "]\n", + "platform_players = platform_df.groupby('platform')['players_millions'].sum().sort_values(ascending=False)\n", + "platform_players.unique()\n", + "platform_players" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "3aa03bf9-e33f-4833-a2ad-de63ae74b6c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot 2: Players by Console/Platform\n", + "\n", + "plt.figure(figsize=(10,5))\n", + "platform_players.plot(kind='bar', color = ['#dd3d6e','#6abfda','#9e9e9e', '#5f8185'])\n", + "plt.title(\"Total Players by Platform\")\n", + "plt.xlabel(\"Platform\")\n", + "plt.ylabel(\"Players (Millions)\")\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78d8756f-50a9-479a-aaf3-b84e02ead081", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From d6c3935239a9e0fde3c0387f445a0c74da436cc5 Mon Sep 17 00:00:00 2001 From: ruiparreira75 Date: Thu, 11 Dec 2025 08:19:43 +0000 Subject: [PATCH 18/21] rui_again --- notebooks/data_clean_rui.ipynb | 82 +++++++++++++++++----------------- 1 file changed, 41 insertions(+), 41 deletions(-) diff --git a/notebooks/data_clean_rui.ipynb b/notebooks/data_clean_rui.ipynb index 64071089..789ab133 100644 --- a/notebooks/data_clean_rui.ipynb +++ b/notebooks/data_clean_rui.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "id": "e1707075", "metadata": {}, "outputs": [], @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "794baf11", "metadata": {}, "outputs": [ @@ -150,7 +150,7 @@ "4 91 Yes Stable " ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "id": "2894702b", "metadata": {}, "outputs": [ @@ -182,7 +182,7 @@ "dtype: object" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -193,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "ee7c3536", "metadata": {}, "outputs": [], @@ -204,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "ea309cc5", "metadata": {}, "outputs": [ @@ -225,7 +225,7 @@ "dtype: object" ] }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -244,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "615ff13d", "metadata": {}, "outputs": [], @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "473b03eb", "metadata": {}, "outputs": [], @@ -272,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "0432d584", "metadata": {}, "outputs": [], @@ -282,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "57a24053", "metadata": {}, "outputs": [ @@ -290,7 +290,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\367378753.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_8248\\367378753.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", " df[text_cols] = df[text_cols].applymap(clean_string_content)\n" ] } @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "3a99ed76", "metadata": {}, "outputs": [ @@ -309,7 +309,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\4187115134.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_8248\\4187115134.py:1: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n", " df = df.applymap(clean_string_content)\n" ] } @@ -320,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "4e4b442a", "metadata": {}, "outputs": [ @@ -456,7 +456,7 @@ "4 91 yes stable " ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -467,7 +467,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "f4c99b09", "metadata": {}, "outputs": [], @@ -485,7 +485,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "ce18e629", "metadata": {}, "outputs": [], @@ -497,7 +497,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "4104f83c", "metadata": {}, "outputs": [], @@ -507,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 17, "id": "3903ee0c", "metadata": {}, "outputs": [ @@ -595,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "id": "c99b0db4", "metadata": {}, "outputs": [ @@ -614,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "id": "abffc6fc", "metadata": {}, "outputs": [], @@ -624,13 +624,13 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 20, "id": "788c2372", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -649,7 +649,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "id": "e47f93c4", "metadata": {}, "outputs": [], @@ -659,7 +659,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "id": "5958449a", "metadata": {}, "outputs": [], @@ -670,13 +670,13 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 23, "id": "ecb0407f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -701,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "id": "063ef163", "metadata": {}, "outputs": [], @@ -712,7 +712,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "077feb78", "metadata": {}, "outputs": [], @@ -722,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "id": "768b3cfe", "metadata": {}, "outputs": [ @@ -864,7 +864,7 @@ "4 91.0 yes stable 90+ " ] }, - "execution_count": 24, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -875,7 +875,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "id": "40609836", "metadata": {}, "outputs": [ @@ -894,7 +894,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\649818765.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_8248\\649818765.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", " median_revenue_by_bin = df.groupby('Score_Bin')['Revenue (Millions $)'].median().reset_index()\n" ] } @@ -907,7 +907,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "id": "8bf43439", "metadata": {}, "outputs": [], @@ -917,7 +917,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "id": "b09cb6b1", "metadata": {}, "outputs": [ @@ -925,7 +925,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_2496\\3869036706.py:1: FutureWarning: \n", + "C:\\Users\\ptpsy\\AppData\\Local\\Temp\\ipykernel_8248\\1990082516.py:1: FutureWarning: \n", "\n", "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", "\n", @@ -934,7 +934,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -949,7 +949,7 @@ " y='Revenue (Millions $)',\n", " data=df,\n", " estimator=np.median,\n", - " ci=None\n", + " ci=None, color='#dd3d6e'\n", ")\n", "\n", "plt.title('Median Revenue by Metacritic Score Bin')\n", @@ -960,7 +960,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "id": "288b1823", "metadata": {}, "outputs": [ From a0af853bb7de35f040fbb113b74bceecd2509df6 Mon Sep 17 00:00:00 2001 From: Charul Mathur Date: Thu, 11 Dec 2025 09:31:16 +0100 Subject: [PATCH 19/21] clean ako file --- notebooks/Clean_Data_Ako.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/Clean_Data_Ako.ipynb b/notebooks/Clean_Data_Ako.ipynb index 2862f0c9..cd00a25e 100644 --- a/notebooks/Clean_Data_Ako.ipynb +++ b/notebooks/Clean_Data_Ako.ipynb @@ -1542,7 +1542,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.9" + "version": "3.13.5" } }, "nbformat": 4, From bdbf6c4dfde5af99b18ca9b49894bcfe8bb18e14 Mon Sep 17 00:00:00 2001 From: ruiparreira75 Date: Thu, 11 Dec 2025 08:57:07 +0000 Subject: [PATCH 20/21] Updated .gitignore file --- .gitignore | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.gitignore b/.gitignore index d2c98c52..2076dcdd 100644 --- a/.gitignore +++ b/.gitignore @@ -6,3 +6,5 @@ notebooks/.env notebooks/.DS_Store .DS_Store *.in +notebooks/__pycache__/clean_string_content_regex.cpython-313.pyc +.virtual_documents/ From c469cf8147b10c220b5399e3898c773451d38493 Mon Sep 17 00:00:00 2001 From: ruiparreira75 Date: Thu, 11 Dec 2025 16:36:05 +0000 Subject: [PATCH 21/21] day4 --- README.md | 22 ++++++++++++++++++++-- 1 file changed, 20 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 170f8338..d002bc67 100644 --- a/README.md +++ b/README.md @@ -13,6 +13,10 @@ This project analyzes global gaming industry trends (2000–2024) to identify th - **Approach:** Analyze platform performance, genre trends, and correlations between ratings and revenues. - **Dataset:** [Gaming Trend 2000–2024](https://www.kaggle.com/datasets/haseebindata/gaming-industry-trends-1000-rows). +## Final project presentation +The results from the analysis can be found in the presentation slides of the project: +https://docs.google.com/presentation/d/1oWkrltrtDz9xgZqZ8cStePZL4h0kxAryEGfsRMhdTBc/edit?usp=sharing + ## Tools & Libraries - Python 3 @@ -21,6 +25,7 @@ This project analyzes global gaming industry trends (2000–2024) to identify th - Matplotlib, Seaborn (visualization) - Trello (project management) - GitHub (collaboration) +- Miro (Visualization) ## Day 1 - Project Initiation & Data Selection On Day 1 we focused on dataset selection and cleaning. @@ -163,10 +168,23 @@ Every team member worked in their own Jupyter file, then we compiled all code fr We had some challenges compiling all the code in the same file, because of conflicts in column names and some rows. This could be avoided if all members started to code after the cleaning process. - - ## Day 5 – Project Presentation On Day 5 we presented our findings and pitched the business plan. +We finish the final code, with legends about the code to fill best practises learnings. + +### 1. Relationship charts + +We draw a Relationship chart in Miro from our database, for practise purposes. +https://miro.com/welcomeonboard/MWVWcnVEbGd5bDcvVlVRVDBFdUZjNGE4dGt3OSswc1p0U3VCaXM4R09QYUJQd3RHc2lUOWowM29YMHFrVXpZV0ZWa1lWMFpxOHBoSHhSK0N2QTVGWXZWeUN3aDhucmUxNTBaRUJDNEFzREU1NSsxeG9GalNsSHZ2ZEtwb1cwa0FBS2NFMDFkcUNFSnM0d3FEN050ekl3PT0hdjE=?share_link_id=78059787364 + +Than we translate the chart to DrawDB to get code for SQL, for practise purposes. +https://www.drawdb.app/editor?shareId=aefa044a1175f8ca638d2245f72bc3eb + +We had the chart images in Figure folder. + +### 2. Final project presentation +The results from the analysis can be found in the presentation slides of the project: +https://docs.google.com/presentation/d/1oWkrltrtDz9xgZqZ8cStePZL4h0kxAryEGfsRMhdTBc/edit?usp=sharing This project helped our team practice collaborative data analysis, investment reasoning, and Python-based visualization while exploring key trends in the global gaming industry.
\n", + " \n", + "
\n", + "
\n", + " \n", + " IR Information\n", + " \n", + " >\n", + " \n", + " Financial Data\n", + " \n", + " > Top Selling Title Sales Units\n", + "
\n", + "

\n", + " \n", + " \"IR\n", + " \n", + "

\n", + " \n", + "
\n", + " \n", + "
\n", + " \n", + " \n", + " \n", + " \n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + " \"Japanese\"\n", + " \n", + "
\n", + "

\n", + " \"Top\n", + "

\n", + "
\n", + " ( As of September 30, 2025 )\n", + "
\n", + "
\n", + "
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + " Nintendo Switch 2\n", + " \n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + " Nintendo Switch\n", + " \n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + " Wii U\n", + " \n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + " Nintendo 3DS\n", + " \n", + "
\n", + "
\n", + "
\n", + "
\n", + " \"Nintendo\n", + "
\n", + "
\n", + "
\n", + "
\n", + "
\n", + "
    \n", + "
  • \n", + "
    \n", + "

    \n", + " Mario Kart 8 Deluxe\n", + "

    \n", + "

    \n", + " \n", + " 69.56\n", + " \n", + " million pcs.\n", + "

    \n", + "
    \n", + "
    \n", + "

    \n", + " \"\"\n", + "

    \n", + "
    \n", + "
    • \n", + "
  • \n", + "
    \n", + "

    \n", + " Animal Crossing: New Horizons\n", + "

    \n", + "

    \n", + " \n", + " 48.62\n", + " \n", + " million pcs.\n", + "

    \n", + "
    \n", + "
    \n", + "

    \n", + " \"\"\n", + "

    \n", + "
    \n", + "
    • \n", + "
  • \n", + "
    \n", + "

    \n", + " Super Smash Bros. Ultimate\n", + "

    \n", + "

    \n", + " \n", + " 36.93\n", + " \n", + " million pcs.\n", + "

    \n", + "
    \n", + "
    \n", + "

    \n", + " \"\"\n", + "

    \n", + "
    \n", + "
    • \n", + "
  • \n", + "
    \n", + "

    \n", + " The Legend of Zelda:\n", + "
    \n", + " Breath of the Wild\n", + "

    \n", + "

    \n", + " \n", + " 33.34\n", + " \n", + " million pcs.\n", + "

    \n", + "
    \n", + "
    \n", + "

    \n", + " \"\"\n", + "

    \n", + "
    \n", + "
    • \n", + "
  • \n", + "
    \n", + "

    \n", + " Super Mario Odyssey\n", + "

    \n", + "

    \n", + " \n", + " 29.84\n", + " \n", + " million pcs.\n", + "

    \n", + "
    \n", + "
    \n", + "

    \n", + " \"\"\n", + "

    \n", + "
    \n", + "
    • \n", + "
  • \n", + "
    \n", + "

    \n", + " Pokémon Scarlet/\n", + "
    \n", + " Pokémon Violet\n", + "

    \n", + "

    \n", + " \n", + " 27.61\n", + " \n", + " million pcs.\n", + "

    \n", + "
    \n", + "
    \n", + "

    \n", + " \"\"\n", + "

    \n", + "
    \n", + "
    • \n", + "
  • \n", + "
    \n", + "

    \n", + " Pokémon Sword/\n", + "
    \n", + " Pokémon Shield\n", + "

    \n", + "

    \n", + " \n", + " 26.96\n", + " \n", + " million pcs.\n", + "

    \n", + "
    \n", + "
    \n", + "

    \n", + " \"\"\n", + "

    \n", + "
    \n", + "
    • \n", + "
  • \n", + "
    \n", + "

    \n", + " The Legend of Zelda:\n", + "
    \n", + " Tears of the Kingdom\n", + "

    \n", + "

    \n", + " \n", + " 22.15\n", + " \n", + " million pcs.\n", + "

    \n", + "
    \n", + "
    \n", + "

    \n", + " \"\"\n", + "

    \n", + "
    \n", + "
    • \n", + "
  • \n", + "
    \n", + "

    \n", + " Super Mario Party\n", + "

    \n", + "

    \n", + " \n", + " 21.23\n", + " \n", + " million pcs.\n", + "

    \n", + "
    \n", + "
    \n", + "

    \n", + " \"\"\n", + "

    \n", + "
    \n", + "
    • \n", + "
  • \n", + "
    \n", + "

    \n", + " New Super Mario Bros. U Deluxe\n", + "

    \n", + "

    \n", + " \n", + " 18.53\n", + " \n", + " million pcs.\n", + "

    \n", + "
    \n", + "
    \n", + "

    \n", + " \"\"\n", + "

    \n", + "
    \n", + "
    • \n", + "
\n", + "
\n", + "
    \n", + "
  • \n", + " *The numbers shown above are worldwide consolidated sales in units life-to-date.\n", + "
    • \n", + "
  • \n", + " *Software units include the quantity bundled with hardware or other products.\n", + "
    • \n", + "
  • \n", + " *Software units include the downloadable versions.\n", + "
    • \n", + "
  • \n", + " *Package images shown above are for Japanese market.\n", + "
    • \n", + "
  • \n", + " *Packaged versions of Nintendo Switch 2 Edition software are included in Nintendo Switch 2 software\n", + " sales units, and downloadable versions are included in Nintendo Switch software sales units.\n", + "
    • \n", + "
\n", + "
\n", + "
\n", + "
\n", + "
\n", + "
\n", + " \n", + " \"Page\n", + " \n", + "
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