diff --git a/Dataset/Naive-Bayes-Classification-Data.csv b/Dataset/Naive-Bayes-Classification-Data.csv new file mode 100644 index 0000000..803df46 --- /dev/null +++ b/Dataset/Naive-Bayes-Classification-Data.csv @@ -0,0 +1,996 @@ +glucose,bloodpressure,diabetes +40,85,0 +40,92,0 +45,63,1 +45,80,0 +40,73,1 +45,82,0 +40,85,0 +30,63,1 +65,65,1 +45,82,0 +35,73,1 +45,90,0 +50,68,1 +40,93,0 +35,80,1 +50,70,1 +40,73,1 +40,67,1 +40,75,1 +40,80,1 +40,72,1 +40,88,0 +40,78,1 +45,98,0 +40,88,0 +60,67,1 +40,85,0 +40,88,0 +45,78,0 +55,73,1 +45,77,1 +50,68,1 +45,77,1 +40,85,0 +45,70,1 +45,72,1 +45,90,0 +40,65,1 +45,88,0 +45,88,0 +40,68,1 +40,73,1 +45,88,0 +45,78,0 +45,85,0 +40,83,0 +40,63,1 +45,73,1 +45,90,0 +45,87,0 +40,90,0 +45,93,0 +50,73,1 +40,68,1 +50,68,1 +50,90,0 +50,75,1 +50,85,0 +45,83,0 +50,65,1 +45,80,0 +40,75,1 +35,77,1 +55,68,1 +45,85,0 +45,87,0 +25,82,1 +40,90,0 +45,82,0 +45,80,0 +45,88,0 +40,87,0 +45,70,1 +45,88,0 +45,88,0 +50,67,1 +45,93,0 +45,90,0 +55,77,1 +35,62,1 +30,78,1 +50,82,0 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+40,78,1 +55,68,1 +45,85,0 +60,63,1 +40,78,0 +40,92,0 +50,65,1 +45,82,0 +45,97,0 +50,83,1 +45,73,1 +45,75,1 +50,67,1 +45,65,1 +50,73,1 +40,73,1 +45,97,0 +45,90,0 +45,90,0 +45,68,1 +45,87,0 +40,83,0 +40,83,0 +40,60,1 +45,82,0 diff --git a/Dataset/Preprocessed Titanic Dataset.csv b/Dataset/Preprocessed Titanic Dataset.csv new file mode 100644 index 0000000..0d24248 --- /dev/null +++ b/Dataset/Preprocessed Titanic Dataset.csv @@ -0,0 +1,1310 @@ +pclass,survived,sex,age,sibsp,parch,ticket,fare,cabin,embarked,boat,body,home.dest,last_name,first_name,title +1,1,1,29.0,0,0,24160.0,211.3375,43,0,2.0,160.8099173553719,"St Louis, MO",Allen, Elisabeth Walton,Miss +1,1,0,0.9167,1,2,113781.0,151.55,79,0,11.0,160.8099173553719,"Montreal, PQ / Chesterville, ON",Allison, Hudson Trevor,Master +1,0,1,2.0,1,2,113781.0,151.55,79,0,13.0,160.8099173553719,"Montreal, PQ / Chesterville, ON",Allison, Helen Loraine,Miss +1,0,0,30.0,1,2,113781.0,151.55,79,0,13.0,135.0,"Montreal, PQ / Chesterville, ON",Allison, Hudson Joshua Creighton,Mr +1,0,1,25.0,1,2,113781.0,151.55,79,0,13.0,160.8099173553719,"Montreal, PQ / Chesterville, ON",Allison, Hudson J C (Bessie Waldo Daniels),Mrs +1,1,0,48.0,0,0,19952.0,26.55,149,0,3.0,160.8099173553719,"New York, NY",Anderson, Harry,Mr +1,1,1,63.0,1,0,13502.0,77.9583,145,0,10.0,160.8099173553719,"Hudson, NY",Andrews, Kornelia Theodosia,Miss +1,0,0,39.0,0,0,112050.0,0.0,15,0,13.0,160.8099173553719,"Belfast, NI",Andrews, Thomas Jr,Mr +1,1,1,53.0,2,0,11769.0,51.4792,61,0,13.0,160.8099173553719,"Bayside, Queens, NY",Appleton, Edward Dale (Charlotte Lamson),Mrs +1,0,0,71.0,0,0,17609.0,49.5042,80,1,13.0,22.0,"Montevideo, Uruguay",Artagaveytia, Ramon,Mr +1,0,0,47.0,1,0,17757.0,227.525,97,1,13.0,124.0,"New York, NY",Astor, John Jacob,Col +1,1,1,18.0,1,0,17757.0,227.525,97,1,4.0,160.8099173553719,"New York, NY",Astor, John Jacob (Madeleine Talmadge Force),Mrs +1,1,1,24.0,0,0,17477.0,69.3,33,1,9.0,160.8099173553719,"Paris, France",Aubart, Leontine Pauline,Mme +1,1,1,26.0,0,0,19877.0,78.85,80,0,6.0,160.8099173553719,"New York, NY",Barber," Ellen ""Nellie""",Miss +1,1,0,80.0,0,0,27042.0,30.0,8,0,13.0,160.8099173553719,"Hessle, Yorks",Barkworth, Algernon Henry Wilson,Mr +1,0,0,29.8811345124283,0,0,17318.0,25.925,80,0,13.0,160.8099173553719,"New York, NY",Baumann, John D,Mr +1,0,0,24.0,0,1,17558.0,247.5208,48,1,13.0,160.8099173553719,"Montreal, PQ",Baxter, Quigg Edmond,Mr +1,1,1,50.0,0,1,17558.0,247.5208,48,1,6.0,160.8099173553719,"Montreal, PQ",Baxter, James (Helene DeLaudeniere Chaput),Mrs +1,1,1,32.0,0,0,11813.0,76.2917,120,1,8.0,160.8099173553719,"New York, NY",Bazzani, Albina,Miss +1,0,0,36.0,0,0,13050.0,75.2417,96,1,13.0,160.8099173553719,"Winnipeg, MN",Beattie, Thomson,Mr +1,1,0,37.0,1,1,11751.0,52.5542,131,0,5.0,160.8099173553719,"New York, NY",Beckwith, Richard Leonard,Mr +1,1,1,47.0,1,1,11751.0,52.5542,131,0,5.0,160.8099173553719,"New York, NY",Beckwith, Richard Leonard (Sallie Monypeny),Mrs +1,1,0,26.0,0,0,111369.0,30.0,77,1,5.0,160.8099173553719,"New York, NY",Behr, Karl Howell,Mr +1,1,1,42.0,0,0,17757.0,227.525,80,1,4.0,160.8099173553719,"New York, NY",Bidois, Rosalie,Miss +1,1,1,29.0,0,0,17483.0,221.7792,115,0,8.0,160.8099173553719,"New York, NY",Bird, Ellen,Miss +1,0,0,25.0,0,0,13905.0,26.0,80,1,13.0,148.0,"San Francisco, CA",Birnbaum, Jakob,Mr +1,1,0,25.0,1,0,11967.0,91.0792,42,1,7.0,160.8099173553719,"Dowagiac, MI",Bishop, Dickinson H,Mr +1,1,1,19.0,1,0,11967.0,91.0792,42,1,7.0,160.8099173553719,"Dowagiac, MI",Bishop, Dickinson H (Helen Walton),Mrs +1,1,1,35.0,0,0,17760.0,135.6333,116,0,8.0,160.8099173553719,"New York, NY",Bissette, Amelia,Miss +1,1,0,28.0,0,0,110564.0,26.55,92,0,13.0,160.8099173553719,"Stockholm, Sweden / Washington, DC",Bjornstrom-Steffansson, Mauritz Hakan,Mr +1,0,0,45.0,0,0,113784.0,35.5,185,0,13.0,160.8099173553719,"Trenton, NJ",Blackwell, Stephen Weart,Mr +1,1,0,40.0,0,0,112277.0,31.0,12,1,7.0,160.8099173553719,"Glen Ridge, NJ",Blank, Henry,Mr +1,1,1,30.0,0,0,36928.0,164.8667,100,0,8.0,160.8099173553719,"Youngstown, OH",Bonnell, Caroline,Miss +1,1,1,58.0,0,0,113783.0,26.55,62,0,8.0,160.8099173553719,"Birkdale, England Cleveland, Ohio",Bonnell, Elizabeth,Miss +1,0,0,42.0,0,0,110489.0,26.55,125,0,13.0,160.8099173553719,"London / Winnipeg, MB",Borebank, John James,Mr +1,1,1,45.0,0,0,17608.0,262.375,80,1,4.0,160.8099173553719,"Cooperstown, NY",Bowen, Grace Scott,Miss +1,1,1,22.0,0,1,113505.0,55.0,155,0,6.0,160.8099173553719,"St Leonards-on-Sea, England Ohio",Bowerman, Elsie Edith,Miss +1,1,0,29.8811345124283,0,0,111427.0,26.55,80,0,9.0,160.8099173553719,"Los Angeles, CA",Bradley," George (""George Arthur Brayton"")",Mr +1,0,0,41.0,0,0,113054.0,30.5,7,0,13.0,160.8099173553719,"Pomeroy, WA",Brady, John Bertram,Mr +1,0,0,48.0,0,0,17591.0,50.4958,20,1,13.0,208.0,"Omaha, NE",Brandeis, Emil,Mr +1,0,0,29.8811345124283,0,0,112379.0,39.6,80,1,13.0,160.8099173553719,"Philadelphia, PA",Brewe, Arthur Jackson,Dr +1,1,1,44.0,0,0,17610.0,27.7208,38,1,6.0,160.8099173553719,"Denver, CO",Brown, James Joseph (Margaret Tobin),Mrs +1,1,1,59.0,2,0,11769.0,51.4792,61,0,13.0,160.8099173553719,"Belmont, MA",Brown, John Murray (Caroline Lane Lamson),Mrs +1,1,1,60.0,0,0,11813.0,76.2917,120,1,8.0,160.8099173553719,"Philadelphia, PA",Bucknell, William Robert (Emma Eliza Ward),Mrs +1,1,1,41.0,0,0,16966.0,134.5,160,1,3.0,160.8099173553719,"New York, NY",Burns, Elizabeth Margaret,Miss +1,0,0,45.0,0,0,113050.0,26.55,36,0,13.0,160.8099173553719,"Washington, DC",Butt, Archibald Willingham,Major +1,0,0,29.8811345124283,0,0,113798.0,31.0,80,0,13.0,160.8099173553719,"New York, NY",Cairns, Alexander,Mr +1,1,0,42.0,0,0,17476.0,26.2875,152,0,5.0,160.8099173553719,"New York, NY",Calderhead, Edward Pennington,Mr +1,1,1,53.0,0,0,17606.0,27.4458,80,1,6.0,160.8099173553719,"Washington, DC",Candee, Edward (Helen Churchill Hungerford),Mrs +1,1,0,36.0,0,1,17755.0,512.3292,45,1,3.0,160.8099173553719,"Austria-Hungary / Germantown, Philadelphia, PA",Cardeza, Thomas Drake Martinez,Mr +1,1,1,58.0,0,1,17755.0,512.3292,45,1,3.0,160.8099173553719,"Germantown, Philadelphia, PA",Cardeza, James Warburton Martinez (Charlotte Wardle Drake),Mrs +1,0,0,33.0,0,0,695.0,5.0,45,0,13.0,160.8099173553719,"New York, NY",Carlsson, Frans Olof,Mr +1,0,0,28.0,0,0,113059.0,47.1,80,0,13.0,160.8099173553719,"Montevideo, Uruguay",Carrau, Francisco M,Mr +1,0,0,17.0,0,0,113059.0,47.1,80,0,13.0,160.8099173553719,"Montevideo, Uruguay",Carrau, Jose Pedro,Mr +1,1,0,11.0,1,2,113760.0,120.0,60,0,4.0,160.8099173553719,"Bryn Mawr, PA",Carter, William Thornton II,Master +1,1,1,14.0,1,2,113760.0,120.0,60,0,4.0,160.8099173553719,"Bryn Mawr, PA",Carter, Lucile Polk,Miss +1,1,0,36.0,1,2,113760.0,120.0,60,0,13.0,160.8099173553719,"Bryn Mawr, PA",Carter, William Ernest,Mr +1,1,1,36.0,1,2,113760.0,120.0,60,0,4.0,160.8099173553719,"Bryn Mawr, PA",Carter, William Ernest (Lucile Polk),Mrs +1,0,0,49.0,0,0,19924.0,26.0,80,0,13.0,160.8099173553719,"Ascot, Berkshire / Rochester, NY",Case, Howard Brown,Mr +1,1,1,29.8811345124283,0,0,17770.0,27.7208,80,1,5.0,160.8099173553719,"New York, NY",Cassebeer, Henry Arthur Jr (Eleanor Genevieve Fosdick),Mrs +1,0,0,36.0,1,0,19877.0,78.85,87,0,13.0,172.0,"Little Onn Hall, Staffs",Cavendish, Tyrell William,Mr +1,1,1,76.0,1,0,19877.0,78.85,87,0,6.0,160.8099173553719,"Little Onn Hall, Staffs",Cavendish, Tyrell William (Julia Florence Siegel),Mrs +1,0,0,46.0,1,0,5734.0,61.175,154,0,13.0,160.8099173553719,"Amenia, ND",Chaffee, Herbert Fuller,Mr +1,1,1,47.0,1,0,5734.0,61.175,154,0,4.0,160.8099173553719,"Amenia, ND",Chaffee, Herbert Fuller (Carrie Constance Toogood),Mrs +1,1,0,27.0,1,0,113806.0,53.1,173,0,5.0,160.8099173553719,"New York, NY / Ithaca, NY",Chambers, Norman Campbell,Mr +1,1,1,33.0,1,0,113806.0,53.1,173,0,5.0,160.8099173553719,"New York, NY / Ithaca, NY",Chambers, Norman Campbell (Bertha Griggs),Mrs +1,1,1,36.0,0,0,17608.0,262.375,49,1,4.0,160.8099173553719,"New York, NY",Chaudanson, Victorine,Miss +1,1,1,30.0,0,0,110152.0,86.5,53,0,8.0,160.8099173553719,"London, England",Cherry, Gladys,Miss +1,1,0,45.0,0,0,17594.0,29.7,19,1,7.0,160.8099173553719,"Paris, France",Chevre, Paul Romaine,Mr +1,1,1,29.8811345124283,0,1,113505.0,55.0,155,0,6.0,160.8099173553719,"St Leonards-on-Sea, England Ohio",Chibnall, (Edith Martha Bowerman),Mrs +1,0,0,29.8811345124283,0,0,112051.0,0.0,80,0,13.0,160.8099173553719,"Liverpool, England / Belfast",Chisholm, Roderick Robert Crispin,Mr +1,0,0,27.0,1,0,13508.0,136.7792,109,1,13.0,160.8099173553719,"Los Angeles, CA",Clark, Walter Miller,Mr +1,1,1,26.0,1,0,13508.0,136.7792,109,1,4.0,160.8099173553719,"Los Angeles, CA",Clark, Walter Miller (Virginia McDowell),Mrs +1,1,1,22.0,0,0,113781.0,151.55,80,0,11.0,160.8099173553719,"New York, NY",Cleaver, Alice,Miss +1,0,0,29.8811345124283,0,0,110465.0,52.0,2,0,13.0,160.8099173553719,"Stoughton, MA",Clifford, George Quincy,Mr +1,0,0,47.0,0,0,5727.0,25.5875,167,0,13.0,160.8099173553719,"Victoria, BC",Colley, Edward Pomeroy,Mr +1,1,1,39.0,1,1,17756.0,83.1583,164,1,14.0,160.8099173553719,"Lakewood, NJ",Compton, Sara Rebecca,Miss +1,0,0,37.0,1,1,17756.0,83.1583,166,1,13.0,160.8099173553719,"Lakewood, NJ",Compton, Alexander Taylor Jr,Mr +1,1,1,64.0,0,2,17756.0,83.1583,162,1,14.0,160.8099173553719,"Lakewood, NJ",Compton, Alexander Taylor (Mary Eliza Ingersoll),Mrs +1,1,1,55.0,2,0,11770.0,25.7,61,0,2.0,160.8099173553719,"New York, NY",Cornell, Robert Clifford (Malvina Helen Lamson),Mrs +1,0,0,29.8811345124283,0,0,113791.0,26.55,80,0,13.0,160.8099173553719,"Roachdale, IN",Crafton, John Bertram,Mr +1,0,0,70.0,1,1,5735.0,71.0,27,0,13.0,269.0,"Milwaukee, WI",Crosby, Edward Gifford,Capt +1,1,1,36.0,0,2,5735.0,71.0,27,0,7.0,160.8099173553719,"Milwaukee, WI",Crosby, Harriet R,Miss +1,1,1,64.0,1,1,112901.0,26.55,29,0,7.0,160.8099173553719,"Milwaukee, WI",Crosby, Edward Gifford (Catherine Elizabeth Halstead),Mrs +1,0,0,39.0,1,0,17599.0,71.2833,106,1,13.0,160.8099173553719,"New York, NY",Cumings, John Bradley,Mr +1,1,1,38.0,1,0,17599.0,71.2833,106,1,4.0,160.8099173553719,"New York, NY",Cumings, John Bradley (Florence Briggs Thayer),Mrs +1,1,0,51.0,0,0,113055.0,26.55,151,0,59.0,160.8099173553719,"Lima, Peru",Daly, Peter Denis ,Mr +1,1,0,27.0,0,0,113804.0,30.5,80,0,3.0,160.8099173553719,"Philadelphia, PA",Daniel, Robert Williams,Mr +1,1,1,33.0,0,0,113781.0,151.55,80,0,8.0,160.8099173553719,"New York, NY",Daniels, Sarah,Miss +1,0,0,31.0,1,0,12750.0,52.0,51,0,13.0,160.8099173553719,"Montreal, PQ",Davidson, Thornton,Mr +1,1,1,27.0,1,2,12750.0,52.0,51,0,3.0,160.8099173553719,"Montreal, PQ",Davidson, Thornton (Orian Hays),Mrs +1,1,0,31.0,1,0,17474.0,57.0,26,0,3.0,160.8099173553719,"Calgary, AB",Dick, Albert Adrian,Mr +1,1,1,17.0,1,0,17474.0,57.0,26,0,3.0,160.8099173553719,"Calgary, AB",Dick, Albert Adrian (Vera Gillespie),Mrs +1,1,0,53.0,1,1,33638.0,81.8583,14,0,13.0,160.8099173553719,"San Francisco, CA",Dodge, Washington,Dr +1,1,0,4.0,0,2,33638.0,81.8583,14,0,5.0,160.8099173553719,"San Francisco, CA",Dodge, Washington,Master +1,1,1,54.0,1,1,33638.0,81.8583,14,0,5.0,160.8099173553719,"San Francisco, CA",Dodge, Washington (Ruth Vidaver),Mrs +1,0,0,50.0,1,0,17761.0,106.425,107,1,13.0,62.0,"Deephaven, MN / Cedar Rapids, IA",Douglas, Walter Donald,Mr +1,1,1,27.0,1,1,17558.0,247.5208,48,1,6.0,160.8099173553719,"Montreal, PQ",Douglas, Frederick Charles (Mary Helene Baxter),Mrs +1,1,1,48.0,1,0,17761.0,106.425,107,1,2.0,160.8099173553719,"Deephaven, MN / Cedar Rapids, IA",Douglas, Walter Donald (Mahala Dutton),Mrs +1,1,1,48.0,1,0,11755.0,39.6,3,1,1.0,160.8099173553719,London / Paris,Duff Gordon," (Lucille Christiana Sutherland) (""Mrs Morgan"")",Lady +1,1,0,49.0,1,0,17485.0,56.9292,6,1,1.0,160.8099173553719,London / Paris,Duff Gordon," Cosmo Edmund (""Mr Morgan"")",Sir +1,0,0,39.0,0,0,17580.0,29.7,4,1,13.0,133.0,"Philadelphia, PA",Dulles, William Crothers,Mr +1,1,1,23.0,0,1,11767.0,83.1583,94,1,7.0,160.8099173553719,"Mt Airy, Philadelphia, PA",Earnshaw, Boulton (Olive Potter),Mrs +1,1,1,38.0,0,0,17757.0,227.525,86,1,4.0,160.8099173553719,"New York, NY",Endres, Caroline Louise,Miss +1,1,1,54.0,1,0,36947.0,78.2667,123,1,4.0,160.8099173553719,"Brookline, MA",Eustis, Elizabeth Mussey,Miss +1,0,1,36.0,0,0,17531.0,31.6792,11,1,13.0,160.8099173553719,"New York, NY",Evans, Edith Corse,Miss +1,0,0,29.8811345124283,0,0,17483.0,221.7792,114,0,13.0,160.8099173553719,"New York, NY",Farthing, John,Mr +1,1,1,29.8811345124283,0,0,17598.0,31.6833,80,0,7.0,160.8099173553719,"New York, NY",Flegenheim, Alfred (Antoinette),Mrs +1,1,1,29.8811345124283,0,0,17421.0,110.8833,80,1,4.0,160.8099173553719,"New York, NY",Fleming, Margaret,Miss +1,1,0,36.0,0,0,17474.0,26.3875,153,0,5.0,160.8099173553719,"Brooklyn, NY",Flynn," John Irwin (""Irving"")",Mr +1,0,0,30.0,0,0,113051.0,27.75,67,1,13.0,160.8099173553719,"New York, NY",Foreman, Benjamin Laventall,Mr +1,1,1,24.0,3,2,19950.0,263.0,80,0,10.0,160.8099173553719,"Winnipeg, MB",Fortune, Alice Elizabeth,Miss +1,1,1,28.0,3,2,19950.0,263.0,80,0,10.0,160.8099173553719,"Winnipeg, MB",Fortune, Ethel Flora,Miss +1,1,1,23.0,3,2,19950.0,263.0,80,0,10.0,160.8099173553719,"Winnipeg, MB",Fortune, Mabel Helen,Miss +1,0,0,19.0,3,2,19950.0,263.0,80,0,13.0,160.8099173553719,"Winnipeg, MB",Fortune, Charles Alexander,Mr +1,0,0,64.0,1,4,19950.0,263.0,80,0,13.0,160.8099173553719,"Winnipeg, MB",Fortune, Mark,Mr +1,1,1,60.0,1,4,19950.0,263.0,80,0,10.0,160.8099173553719,"Winnipeg, MB",Fortune, Mark (Mary McDougald),Mrs +1,1,1,30.0,0,0,17485.0,56.9292,157,1,1.0,160.8099173553719,"New York, NY",Francatelli, Laura Mabel,Miss +1,0,0,29.8811345124283,0,0,113778.0,26.55,130,0,13.0,160.8099173553719,"Westcliff-on-Sea, Essex",Franklin, Thomas Parham,Mr +1,1,0,50.0,2,0,17611.0,133.65,80,0,5.0,160.8099173553719,"New York, NY",Frauenthal, Henry William,Dr +1,1,0,43.0,1,0,17765.0,27.7208,135,1,5.0,160.8099173553719,"New York, NY",Frauenthal, Isaac Gerald,Mr +1,1,1,29.8811345124283,1,0,17611.0,133.65,80,0,5.0,160.8099173553719,"New York, NY",Frauenthal, Henry William (Clara Heinsheimer),Mrs +1,1,1,22.0,0,2,13568.0,49.5,37,1,5.0,160.8099173553719,"Zurich, Switzerland",Frolicher, Hedwig Margaritha,Miss +1,1,0,60.0,1,1,13567.0,79.2,39,1,5.0,160.8099173553719,"Zurich, Switzerland",Frolicher-Stehli, Maxmillian,Mr +1,1,1,48.0,1,1,13567.0,79.2,39,1,5.0,160.8099173553719,"Zurich, Switzerland",Frolicher-Stehli, Maxmillian (Margaretha Emerentia Stehli),Mrs +1,0,0,29.8811345124283,0,0,112058.0,0.0,22,0,13.0,160.8099173553719,"New York, NY",Fry, Richard,Mr +1,0,0,37.0,1,0,113803.0,53.1,70,0,13.0,160.8099173553719,"Scituate, MA",Futrelle, Jacques Heath,Mr +1,1,1,35.0,1,0,113803.0,53.1,70,0,13.0,160.8099173553719,"Scituate, MA",Futrelle, Jacques Heath (Lily May Peel),Mrs +1,0,0,47.0,0,0,111320.0,38.5,169,0,13.0,275.0,"St Anne's-on-Sea, Lancashire",Gee, Arthur H,Mr +1,1,1,35.0,0,0,113503.0,211.5,75,1,4.0,160.8099173553719,"New York, NY",Geiger, Amalie,Miss +1,1,1,22.0,0,1,112378.0,59.4,80,1,7.0,160.8099173553719,"New York, NY",Gibson, Dorothy Winifred,Miss +1,1,1,45.0,0,1,112378.0,59.4,80,1,7.0,160.8099173553719,"New York, NY",Gibson, Leonard (Pauline C Boeson),Mrs +1,0,0,24.0,0,0,17593.0,79.2,58,1,13.0,160.8099173553719,"New York, NY",Giglio, Victor,Mr +1,1,0,49.0,1,0,17453.0,89.1042,112,1,5.0,160.8099173553719,"Paris, France / New York, NY",Goldenberg, Samuel L,Mr +1,1,1,29.8811345124283,1,0,17453.0,89.1042,112,1,5.0,160.8099173553719,"Paris, France / New York, NY",Goldenberg, Samuel L (Edwiga Grabowska),Mrs +1,0,0,71.0,0,0,17754.0,34.6542,16,1,13.0,160.8099173553719,"New York, NY",Goldschmidt, George B,Mr +1,1,0,53.0,0,0,113780.0,28.5,91,1,13.0,160.8099173553719,"Washington, DC",Gracie, Archibald IV,Col +1,1,1,19.0,0,0,112053.0,30.0,40,0,3.0,160.8099173553719,"Greenwich, CT",Graham, Margaret Edith,Miss +1,0,0,38.0,0,1,17582.0,153.4625,111,0,13.0,147.0,"Winnipeg, MB",Graham, George Edward,Mr +1,1,1,58.0,0,1,17582.0,153.4625,72,0,3.0,160.8099173553719,"Greenwich, CT",Graham, William Thompson (Edith Junkins),Mrs +1,1,0,23.0,0,1,17759.0,63.3583,118,1,7.0,160.8099173553719,"New York, NY",Greenfield, William Bertram,Mr +1,1,1,45.0,0,1,17759.0,63.3583,118,1,7.0,160.8099173553719,"New York, NY",Greenfield, Leo David (Blanche Strouse),Mrs +1,0,0,46.0,0,0,17593.0,79.2,57,1,13.0,160.8099173553719,"New York, NY",Guggenheim, Benjamin,Mr +1,1,0,25.0,1,0,11765.0,55.4417,165,1,5.0,160.8099173553719,"Brooklyn, NY",Harder, George Achilles,Mr +1,1,1,25.0,1,0,11765.0,55.4417,165,1,5.0,160.8099173553719,"Brooklyn, NY",Harder, George Achilles (Dorothy Annan),Mrs +1,1,0,48.0,1,0,17572.0,76.7292,129,1,3.0,160.8099173553719,"New York, NY",Harper, Henry Sleeper,Mr +1,1,1,49.0,1,0,17572.0,76.7292,129,1,3.0,160.8099173553719,"New York, NY",Harper, Henry Sleeper (Myna Haxtun),Mrs +1,0,0,29.8811345124283,0,0,113796.0,42.4,80,0,13.0,160.8099173553719,"New York, NY",Harrington, Charles H,Mr +1,0,0,45.0,1,0,36973.0,83.475,105,0,13.0,160.8099173553719,"New York, NY",Harris, Henry Birkhardt,Mr +1,1,1,35.0,1,0,36973.0,83.475,105,0,13.0,160.8099173553719,"New York, NY",Harris, Henry Birkhardt (Irene Wallach),Mrs +1,0,0,40.0,0,0,112059.0,0.0,59,0,13.0,110.0,"New York, NY",Harrison, William,Mr +1,1,0,27.0,0,0,17572.0,76.7292,141,1,3.0,160.8099173553719,"New York, NY",Hassab, Hammad,Mr +1,1,0,29.8811345124283,0,0,16988.0,30.0,137,0,3.0,160.8099173553719,"Kingston, Surrey",Hawksford, Walter James,Mr +1,1,1,24.0,0,0,11767.0,83.1583,94,1,7.0,160.8099173553719,"New York, NY",Hays, Margaret Bechstein,Miss +1,0,0,55.0,1,1,12749.0,93.5,50,0,13.0,307.0,"Montreal, PQ",Hays, Charles Melville,Mr +1,1,1,52.0,1,1,12749.0,93.5,50,0,3.0,160.8099173553719,"Montreal, PQ",Hays, Charles Melville (Clara Jennings Gregg),Mrs +1,0,0,42.0,0,0,113038.0,42.5,23,0,13.0,160.8099173553719,London / Middlesex,Head, Christopher,Mr +1,0,0,29.8811345124283,0,0,17463.0,51.8625,163,0,13.0,160.8099173553719,"Brighton, MA",Hilliard, Herbert Henry,Mr +1,0,0,55.0,0,0,680.0,50.0,85,0,13.0,160.8099173553719,London / Birmingham,Hipkins, William Edward,Mr +1,1,1,16.0,0,1,111361.0,57.9792,24,1,4.0,160.8099173553719,"Chicago, IL",Hippach, Jean Gertrude,Miss +1,1,1,44.0,0,1,111361.0,57.9792,24,1,4.0,160.8099173553719,"Chicago, IL",Hippach, Louis Albert (Ida Sophia Fischer),Mrs +1,1,1,51.0,1,0,13502.0,77.9583,119,0,10.0,160.8099173553719,"Hudson, NY",Hogeboom, John C (Anna Andrews),Mrs +1,0,0,42.0,1,0,113789.0,52.0,80,0,13.0,38.0,"New York, NY",Holverson, Alexander Oskar,Mr +1,1,1,35.0,1,0,113789.0,52.0,80,0,8.0,160.8099173553719,"New York, NY",Holverson, Alexander Oskar (Mary Aline Towner),Mrs +1,1,0,35.0,0,0,111426.0,26.55,80,1,15.0,160.8099173553719,"Indianapolis, IN",Homer," Harry (""Mr E Haven"")",Mr +1,1,0,38.0,1,0,19943.0,90.0,113,0,13.0,160.8099173553719,"New York, NY / Stamford CT",Hoyt, Frederick Maxfield,Mr +1,0,0,29.8811345124283,0,0,17600.0,30.6958,80,1,14.0,160.8099173553719,"New York, NY",Hoyt, William Fisher,Mr +1,1,1,35.0,1,0,19943.0,90.0,113,0,13.0,160.8099173553719,"New York, NY / Stamford CT",Hoyt, Frederick Maxfield (Jane Anne Forby),Mrs +1,1,1,38.0,0,0,113572.0,80.0,30,0,6.0,160.8099173553719,"New York, NY",Icard, Amelie,Miss +1,0,1,50.0,0,0,17595.0,28.7125,89,1,13.0,160.8099173553719,"Paris, France New York, NY",Isham, Ann Elizabeth,Miss +1,1,0,49.0,0,0,112058.0,0.0,46,0,13.0,160.8099173553719,Liverpool,Ismay, Joseph Bruce,Mr +1,0,0,46.0,0,0,694.0,26.0,80,0,13.0,80.0,"Bennington, VT",Jones, Charles Cresson,Mr +1,0,0,50.0,0,0,113044.0,26.0,168,0,13.0,160.8099173553719,London,Julian, Henry Forbes,Mr +1,0,0,32.5,0,0,113503.0,211.5,76,1,13.0,45.0,"New York, NY",Keeping, Edwin,Mr +1,0,0,58.0,0,0,11771.0,29.7,35,1,13.0,258.0,"Buffalo, NY",Kent, Edward Austin,Mr +1,0,0,41.0,1,0,17464.0,51.8625,124,0,13.0,160.8099173553719,"Southington / Noank, CT",Kenyon, Frederick R,Mr +1,1,1,29.8811345124283,1,0,17464.0,51.8625,124,0,8.0,160.8099173553719,"Southington / Noank, CT",Kenyon, Frederick R (Marion),Mrs +1,1,0,42.0,1,0,11753.0,52.5542,122,0,5.0,160.8099173553719,"Boston, MA",Kimball, Edwin Nelson Jr,Mr +1,1,1,45.0,1,0,11753.0,52.5542,122,0,5.0,160.8099173553719,"Boston, MA",Kimball, Edwin Nelson Jr (Gertrude Parsons),Mrs +1,0,0,29.8811345124283,0,0,113028.0,26.55,71,0,13.0,160.8099173553719,"Portland, OR",Klaber, Herman,Mr +1,1,1,39.0,0,0,24160.0,211.3375,80,0,2.0,160.8099173553719,"New York, NY",Kreuchen, Emilie,Miss +1,1,1,49.0,0,0,17465.0,25.9292,121,0,8.0,160.8099173553719,"New York, NY",Leader, Alice (Farnham),Dr +1,1,1,30.0,0,0,17761.0,106.425,80,1,2.0,160.8099173553719,"New York, NY",LeRoy, Bertha,Miss +1,1,0,35.0,0,0,17755.0,512.3292,21,1,3.0,160.8099173553719,"New York, NY",Lesurer, Gustave J,Mr +1,0,0,29.8811345124283,0,0,17612.0,27.7208,80,1,13.0,160.8099173553719,"Chicago, IL",Lewy, Ervin G,Mr +1,0,0,42.0,0,0,17475.0,26.55,80,0,13.0,160.8099173553719,"Stockholm, Sweden",Lindeberg-Lind," Erik Gustaf (""Mr Edward Lingrey"")",Mr +1,1,1,55.0,0,0,112377.0,27.7208,80,1,6.0,160.8099173553719,"Stockholm, Sweden",Lindstrom, Carl Johan (Sigrid Posse),Mrs +1,1,1,16.0,0,1,17592.0,39.4,127,0,9.0,160.8099173553719,"Paris, France",Lines, Mary Conover,Miss +1,1,1,51.0,0,1,17592.0,39.4,127,0,9.0,160.8099173553719,"Paris, France",Lines, Ernest H (Elizabeth Lindsey James),Mrs +1,0,0,29.0,0,0,113501.0,30.0,144,0,13.0,126.0,"Springfield, MA",Long, Milton Clyde,Mr +1,1,1,21.0,0,0,13502.0,77.9583,146,0,10.0,160.8099173553719,"Hudson, NY",Longley, Gretchen Fiske,Miss +1,0,0,30.0,0,0,113801.0,45.5,80,0,13.0,160.8099173553719,"London / New York, NY",Loring, Joseph Holland,Mr +1,1,1,58.0,0,0,17569.0,146.5208,56,1,13.0,160.8099173553719,"New York, NY",Lurette, Elise,Miss +1,1,1,15.0,0,1,24160.0,211.3375,43,0,2.0,160.8099173553719,"St Louis, MO",Madill, Georgette Alexandra,Miss +1,0,0,30.0,0,0,110469.0,26.0,65,0,13.0,160.8099173553719,"Brockton, MA",Maguire, John Edward,Mr +1,1,1,16.0,0,0,110152.0,86.5,55,0,8.0,160.8099173553719,"New York, NY",Maioni, Roberta,Miss +1,1,0,29.8811345124283,0,0,11774.0,29.7,88,1,7.0,160.8099173553719,"Paris, France",Marechal, Pierre,Mr +1,0,0,19.0,1,0,113773.0,53.1,128,0,13.0,160.8099173553719,"New York, NY",Marvin, Daniel Warner,Mr +1,1,1,18.0,1,0,113773.0,53.1,128,0,10.0,160.8099173553719,"New York, NY",Marvin, Daniel Warner (Mary Graham Carmichael Farquarson),Mrs +1,1,1,24.0,0,0,17482.0,49.5042,110,1,6.0,160.8099173553719,"Belgium Montreal, PQ",Mayne," Berthe Antonine (""Mrs de Villiers"")",Mlle +1,0,0,46.0,0,0,13050.0,75.2417,96,1,13.0,292.0,"Vancouver, BC",McCaffry, Thomas Francis,Mr +1,0,0,54.0,0,0,17463.0,51.8625,163,0,13.0,175.0,"Dorchester, MA",McCarthy, Timothy J,Mr +1,1,0,36.0,0,0,17473.0,26.2875,153,0,7.0,160.8099173553719,"Philadelphia, PA",McGough, James Robert,Mr +1,0,0,28.0,1,0,17604.0,82.1708,80,1,13.0,160.8099173553719,"New York, NY",Meyer, Edgar Joseph,Mr +1,1,1,29.8811345124283,1,0,17604.0,82.1708,80,1,6.0,160.8099173553719,"New York, NY",Meyer, Edgar Joseph (Leila Saks),Mrs +1,0,0,65.0,0,0,13509.0,26.55,158,0,13.0,249.0,"East Bridgewater, MA",Millet, Francis Davis,Mr +1,0,0,44.0,2,0,19928.0,90.0,102,2,13.0,230.0,"Fond du Lac, WI",Minahan, William Edward,Dr +1,1,1,33.0,1,0,19928.0,90.0,102,2,14.0,160.8099173553719,"Green Bay, WI",Minahan, Daisy E,Miss +1,1,1,37.0,1,0,19928.0,90.0,102,2,14.0,160.8099173553719,"Fond du Lac, WI",Minahan, William Edward (Lillian E Thorpe),Mrs +1,1,0,30.0,1,0,13236.0,57.75,102,1,11.0,160.8099173553719,"New York, NY",Mock, Philipp Edmund,Mr +1,0,0,55.0,0,0,113787.0,30.5,82,0,13.0,160.8099173553719,"Montreal, PQ",Molson, Harry Markland,Mr +1,0,0,47.0,0,0,113796.0,42.4,80,0,13.0,160.8099173553719,"Washington, DC",Moore, Clarence Bloomfield,Mr +1,0,0,37.0,0,1,17596.0,29.7,69,1,13.0,160.8099173553719,"Brooklyn, NY",Natsch, Charles H,Mr +1,1,1,31.0,1,0,35273.0,113.275,132,1,6.0,160.8099173553719,"Lexington, MA",Newell, Madeleine,Miss +1,1,1,23.0,1,0,35273.0,113.275,132,1,6.0,160.8099173553719,"Lexington, MA",Newell, Marjorie,Miss +1,0,0,58.0,0,2,35273.0,113.275,140,1,13.0,122.0,"Lexington, MA",Newell, Arthur Webster,Mr +1,1,1,19.0,0,2,11752.0,26.2833,139,0,5.0,160.8099173553719,"New York, NY",Newsom, Helen Monypeny,Miss +1,0,0,64.0,0,0,693.0,26.0,80,0,13.0,263.0,"Isle of Wight, England",Nicholson, Arthur Ernest,Mr +1,1,1,39.0,0,0,17758.0,108.9,64,1,8.0,160.8099173553719,"New York, NY",Oliva y Ocana, Fermina,Dona +1,1,0,29.8811345124283,0,0,12998.0,25.7417,80,1,7.0,160.8099173553719,"Paris, France",Omont, Alfred Fernand,Mr +1,1,1,22.0,0,1,113509.0,61.9792,34,1,5.0,160.8099173553719,"Providence, RI",Ostby, Helene Ragnhild,Miss +1,0,0,65.0,0,1,113509.0,61.9792,32,1,13.0,234.0,"Providence, RI",Ostby, Engelhart Cornelius,Mr +1,0,0,28.5,0,0,17562.0,27.7208,136,1,13.0,189.0,"?Havana, Cuba",Ovies y Rodriguez, Servando,Mr +1,0,0,29.8811345124283,0,0,112052.0,0.0,80,0,13.0,160.8099173553719,Belfast,Parr, William Henry Marsh,Mr +1,0,0,45.5,0,0,113043.0,28.5,71,0,13.0,166.0,"Surbiton Hill, Surrey",Partner, Austen,Mr +1,0,0,23.0,0,0,12749.0,93.5,28,0,13.0,160.8099173553719,"Montreal, PQ",Payne, Vivian Ponsonby,Mr +1,0,0,29.0,1,0,113776.0,66.6,78,0,13.0,160.8099173553719,"Isleworth, England",Pears, Thomas Clinton,Mr +1,1,1,22.0,1,0,113776.0,66.6,78,0,8.0,160.8099173553719,"Isleworth, England",Pears, Thomas (Edith Wearne),Mrs +1,0,0,18.0,1,0,17758.0,108.9,98,1,13.0,160.8099173553719,"Madrid, Spain",Penasco y Castellana, Victor de Satode,Mr +1,1,1,17.0,1,0,17758.0,108.9,98,1,8.0,160.8099173553719,"Madrid, Spain",Penasco y Castellana, Victor de Satode (Maria Josefa Perez de Soto y Vallejo),Mrs +1,1,1,30.0,0,0,12749.0,93.5,52,0,3.0,160.8099173553719,"New York, NY",Perreault, Anne,Miss +1,1,0,52.0,0,0,113786.0,30.5,63,0,6.0,160.8099173553719,"Toronto, ON",Peuchen, Arthur Godfrey,Major +1,0,0,47.0,0,0,110465.0,52.0,66,0,13.0,207.0,"Worcester, MA",Porter, Walter Chamberlain,Mr +1,1,1,56.0,0,1,11767.0,83.1583,90,1,7.0,160.8099173553719,"Mt Airy, Philadelphia, PA",Potter, Thomas Jr (Lily Alexenia Wilson),Mrs +1,0,0,38.0,0,0,19972.0,0.0,80,0,13.0,160.8099173553719,"Rotterdam, Netherlands",Reuchlin, John George,Jonkheer +1,1,0,29.8811345124283,0,0,17607.0,39.6,80,0,13.0,160.8099173553719,"Paris / New York, NY",Rheims, George Alexander Lucien,Mr +1,0,0,22.0,0,0,17760.0,135.6333,80,1,13.0,232.0,"New York, NY",Ringhini, Sante,Mr +1,0,0,29.8811345124283,0,0,17757.0,227.525,80,1,13.0,160.8099173553719,"New York, NY",Robbins, Victor,Mr +1,1,1,43.0,0,1,24160.0,211.3375,31,0,2.0,160.8099173553719,"St Louis, MO",Robert, Edward Scott (Elisabeth Walton McMillan),Mrs +1,0,0,31.0,0,0,17590.0,50.4958,9,0,13.0,160.8099173553719,"Trenton, NJ",Roebling, Washington Augustus II,Mr +1,1,0,45.0,0,0,111428.0,26.55,80,0,9.0,160.8099173553719,"New York, NY",Romaine," Charles Hallace (""Mr C Rolmane"")",Mr +1,0,0,29.8811345124283,0,0,113767.0,50.0,13,0,13.0,160.8099173553719,"Seattle, WA",Rood, Hugh Roscoe,Mr +1,1,1,33.0,0,0,17613.0,27.7208,1,1,11.0,160.8099173553719,"Paris, France",Rosenbaum, Edith Louise,Miss +1,0,0,46.0,0,0,17585.0,79.2,80,1,13.0,16.0,"New York, NY",Rosenshine," George (""Mr George Thorne"")",Mr +1,0,0,36.0,0,0,13049.0,40.125,0,1,13.0,160.8099173553719,"Winnipeg, MB",Ross, John Hugo,Mr +1,1,1,33.0,0,0,110152.0,86.5,53,0,8.0,160.8099173553719,"London Vancouver, BC",Rothes,the of (Lucy Noel Martha Dyer-Edwards),Countess +1,0,0,55.0,1,0,17603.0,59.4,80,1,13.0,160.8099173553719,"New York, NY",Rothschild, Martin,Mr +1,1,1,54.0,1,0,17603.0,59.4,80,1,6.0,160.8099173553719,"New York, NY",Rothschild, Martin (Elizabeth Barrett),Mrs +1,0,0,33.0,0,0,113790.0,26.55,80,0,13.0,109.0,London,Rowe, Alfred G,Mr +1,1,0,13.0,2,2,17608.0,262.375,47,1,4.0,160.8099173553719,"Haverford, PA / Cooperstown, NY",Ryerson, John Borie,Master +1,1,1,18.0,2,2,17608.0,262.375,47,1,4.0,160.8099173553719,"Haverford, PA / Cooperstown, NY",Ryerson, Emily Borie,Miss +1,1,1,21.0,2,2,17608.0,262.375,47,1,4.0,160.8099173553719,"Haverford, PA / Cooperstown, NY",Ryerson," Susan Parker ""Suzette""",Miss +1,0,0,61.0,1,3,17608.0,262.375,47,1,13.0,160.8099173553719,"Haverford, PA / Cooperstown, NY",Ryerson, Arthur Larned,Mr +1,1,1,48.0,1,3,17608.0,262.375,47,1,4.0,160.8099173553719,"Haverford, PA / Cooperstown, NY",Ryerson, Arthur Larned (Emily Maria Borie),Mrs +1,1,0,29.8811345124283,0,0,19988.0,30.5,65,0,3.0,160.8099173553719,"Manchester, England",Saalfeld, Adolphe,Mr +1,1,1,24.0,0,0,17477.0,69.3,33,1,9.0,160.8099173553719,"New York, NY",Sagesser, Emma,Mlle +1,1,0,29.8811345124283,0,0,111163.0,26.0,80,0,1.0,160.8099173553719,"New York, NY",Salomon, Abraham L,Mr +1,1,1,35.0,1,0,13236.0,57.75,81,1,11.0,160.8099173553719,"New York, NY",Schabert, Paul (Emma Mock),Mrs +1,1,1,30.0,0,0,113798.0,31.0,80,1,4.0,160.8099173553719,"New York, NY",Serepeca, Augusta,Miss +1,1,0,34.0,0,0,113794.0,26.55,80,0,7.0,160.8099173553719,"New York, NY",Seward, Frederic Kimber,Mr +1,1,1,40.0,0,0,17582.0,153.4625,72,0,3.0,160.8099173553719,"New York, NY / Greenwich CT",Shutes, Elizabeth W,Miss +1,1,0,35.0,0,0,17475.0,26.2875,152,0,5.0,160.8099173553719,"St Louis, MO",Silverthorne, Spencer Victor,Mr +1,0,0,50.0,1,0,13507.0,55.9,161,0,13.0,160.8099173553719,"Duluth, MN",Silvey, William Baird,Mr +1,1,1,39.0,1,0,13507.0,55.9,161,0,11.0,160.8099173553719,"Duluth, MN",Silvey, William Baird (Alice Munger),Mrs +1,1,0,56.0,0,0,13213.0,35.5,10,1,3.0,160.8099173553719,"Basel, Switzerland",Simonius-Blumer, Oberst Alfons,Col +1,1,0,28.0,0,0,113788.0,35.5,17,0,7.0,160.8099173553719,"New Britain, CT",Sloper, William Thompson,Mr +1,0,0,56.0,0,0,113792.0,26.55,80,0,13.0,160.8099173553719,"New York, NY",Smart, John Montgomery,Mr +1,0,0,56.0,0,0,17764.0,30.6958,18,1,13.0,160.8099173553719,"St James, Long Island, NY",Smith, James Clinch,Mr +1,0,0,24.0,1,0,13695.0,60.0,83,0,13.0,160.8099173553719,"Huntington, WV",Smith, Lucien Philip,Mr +1,0,0,29.8811345124283,0,0,113056.0,26.0,5,0,13.0,160.8099173553719,"Streatham, Surrey",Smith, Richard William,Mr +1,1,1,18.0,1,0,13695.0,60.0,83,0,6.0,160.8099173553719,"Huntington, WV",Smith, Lucien Philip (Mary Eloise Hughes),Mrs +1,1,0,24.0,1,0,21228.0,82.2667,41,0,7.0,160.8099173553719,"Minneapolis, MN",Snyder, John Pillsbury,Mr +1,1,1,23.0,1,0,21228.0,82.2667,41,0,7.0,160.8099173553719,"Minneapolis, MN",Snyder, John Pillsbury (Nelle Stevenson),Mrs +1,1,0,6.0,0,2,16966.0,134.5,156,1,3.0,160.8099173553719,"Tuxedo Park, NY",Spedden, Robert Douglas,Master +1,1,0,45.0,1,1,16966.0,134.5,156,1,3.0,160.8099173553719,"Tuxedo Park, NY",Spedden, Frederic Oakley,Mr +1,1,1,40.0,1,1,16966.0,134.5,156,1,3.0,160.8099173553719,"Tuxedo Park, NY",Spedden, Frederic Oakley (Margaretta Corning Stone),Mrs +1,0,0,57.0,1,0,17569.0,146.5208,54,1,13.0,160.8099173553719,"Paris, France",Spencer, William Augustus,Mr +1,1,1,29.8811345124283,1,0,17569.0,146.5208,54,1,6.0,160.8099173553719,"Paris, France",Spencer, William Augustus (Marie Eugenie),Mrs +1,1,0,32.0,0,0,13214.0,30.5,44,1,3.0,160.8099173553719,"Basel, Switzerland",Stahelin-Maeglin, Max,Dr +1,0,0,62.0,0,0,113514.0,26.55,108,0,13.0,160.8099173553719,"Wimbledon Park, London / Hayling Island, Hants",Stead, William Thomas,Mr +1,1,0,54.0,1,0,11778.0,55.4417,68,1,1.0,160.8099173553719,"Newark, NJ",Stengel, Charles Emil Henry,Mr +1,1,1,43.0,1,0,11778.0,55.4417,68,1,5.0,160.8099173553719,"Newark, NJ",Stengel, Charles Emil Henry (Annie May Morris),Mrs +1,1,1,52.0,1,0,36947.0,78.2667,123,1,4.0,160.8099173553719,"Haverford, PA",Stephenson, Walter Bertram (Martha Eustis),Mrs +1,0,0,29.8811345124283,0,0,17605.0,27.7208,80,1,13.0,160.8099173553719,"Gallipolis, Ohio / ? Paris / New York",Stewart, Albert A,Mr +1,1,1,62.0,0,0,113572.0,80.0,30,0,6.0,160.8099173553719,"Cincinatti, OH",Stone, George Nelson (Martha Evelyn),Mrs +1,0,0,67.0,1,0,17483.0,221.7792,95,0,13.0,96.0,"New York, NY",Straus, Isidor,Mr +1,0,1,63.0,1,0,17483.0,221.7792,95,0,13.0,160.8099173553719,"New York, NY",Straus, Isidor (Rosalie Ida Blun),Mrs +1,0,0,61.0,0,0,36963.0,32.3208,142,0,13.0,46.0,"Haddenfield, NJ",Sutton, Frederick,Mr +1,1,1,48.0,0,0,17466.0,25.9292,121,0,8.0,160.8099173553719,"Brooklyn, NY",Swift, Frederick Joel (Margaret Welles Barron),Mrs +1,1,1,18.0,0,2,110413.0,79.65,171,0,8.0,160.8099173553719,"New York, NY",Taussig, Ruth,Miss +1,0,0,52.0,1,1,110413.0,79.65,170,0,13.0,160.8099173553719,"New York, NY",Taussig, Emil,Mr +1,1,1,39.0,1,1,110413.0,79.65,170,0,8.0,160.8099173553719,"New York, NY",Taussig, Emil (Tillie Mandelbaum),Mrs +1,1,0,48.0,1,0,19996.0,52.0,73,0,57.0,160.8099173553719,"London / East Orange, NJ",Taylor, Elmer Zebley,Mr +1,1,1,29.8811345124283,1,0,19996.0,52.0,73,0,57.0,160.8099173553719,"London / East Orange, NJ",Taylor, Elmer Zebley (Juliet Cummins Wright),Mrs +1,0,0,49.0,1,1,17421.0,110.8833,99,1,13.0,160.8099173553719,"Haverford, PA",Thayer, John Borland,Mr +1,1,0,17.0,0,2,17421.0,110.8833,101,1,13.0,160.8099173553719,"Haverford, PA",Thayer, John Borland Jr,Mr +1,1,1,39.0,1,1,17421.0,110.8833,99,1,4.0,160.8099173553719,"Haverford, PA",Thayer, John Borland (Marian Longstreth Morris),Mrs +1,1,1,29.8811345124283,0,0,17585.0,79.2,80,1,13.0,160.8099173553719,"New York, NY",Thorne, Gertrude Maybelle,Mrs +1,1,0,31.0,0,0,2543.0,28.5375,93,1,7.0,160.8099173553719,"Albany, NY",Tucker, Gilbert Milligan Jr,Mr +1,0,0,40.0,0,0,17601.0,27.7208,80,1,13.0,160.8099173553719,"Mexico City, Mexico",Uruchurtu, Manuel E,Don +1,0,0,61.0,0,0,111240.0,33.5,25,0,13.0,245.0,"Brooklyn, NY",Van der hoef, Wyckoff,Mr +1,0,0,47.0,0,0,36967.0,34.0208,138,0,13.0,160.8099173553719,"East Orange, NJ",Walker, William Anderson,Mr +1,1,1,35.0,0,0,17755.0,512.3292,80,1,3.0,160.8099173553719,"New York, NY",Ward, Anna,Miss +1,0,0,64.0,1,0,110813.0,75.25,133,1,13.0,160.8099173553719,"Portland, OR",Warren, Frank Manley,Mr +1,1,1,60.0,1,0,110813.0,75.25,133,1,5.0,160.8099173553719,"Portland, OR",Warren, Frank Manley (Anna Sophia Atkinson),Mrs +1,0,0,60.0,0,0,113800.0,26.55,80,0,13.0,160.8099173553719,"England Salt Lake City, Utah",Weir, John,Col +1,0,0,54.0,0,1,35281.0,77.2875,126,0,13.0,160.8099173553719,"Brunswick, ME",White, Percival Wayland,Mr +1,0,0,21.0,0,1,35281.0,77.2875,126,0,13.0,169.0,"Brunswick, ME",White, Richard Frasar,Mr +1,1,1,55.0,0,0,17760.0,135.6333,84,1,8.0,160.8099173553719,"New York, NY / Briarcliff Manor NY",White, John Stuart (Ella Holmes),Mrs +1,1,1,31.0,0,2,36928.0,164.8667,100,0,8.0,160.8099173553719,"Youngstown, OH",Wick, Mary Natalie,Miss +1,0,0,57.0,1,1,36928.0,164.8667,80,0,13.0,160.8099173553719,"Youngstown, OH",Wick, George Dennick,Mr +1,1,1,45.0,1,1,36928.0,164.8667,80,0,8.0,160.8099173553719,"Youngstown, OH",Wick, George Dennick (Mary Hitchcock),Mrs +1,0,0,50.0,1,1,113503.0,211.5,103,1,13.0,160.8099173553719,"Elkins Park, PA",Widener, George Dunton,Mr +1,0,0,27.0,0,2,113503.0,211.5,104,1,13.0,160.8099173553719,"Elkins Park, PA",Widener, Harry Elkins,Mr +1,1,1,50.0,1,1,113503.0,211.5,103,1,4.0,160.8099173553719,"Elkins Park, PA",Widener, George Dunton (Eleanor Elkins),Mrs +1,1,1,21.0,0,0,113795.0,26.55,80,0,810.0,160.8099173553719,"Duluth, MN",Willard, Constance,Miss +1,0,0,51.0,0,1,17597.0,61.3792,80,1,13.0,160.8099173553719,"Geneva, Switzerland / Radnor, PA",Williams, Charles Duane,Mr +1,1,0,21.0,0,1,17597.0,61.3792,80,1,13.0,160.8099173553719,"Geneva, Switzerland / Radnor, PA",Williams, Richard Norris II,Mr +1,0,0,29.8811345124283,0,0,113510.0,35.0,74,0,13.0,160.8099173553719,"London, England",Williams-Lambert, Fletcher Fellows,Mr +1,1,1,31.0,0,0,16966.0,134.5,159,1,3.0,160.8099173553719,"New York, NY",Wilson, Helen Alice,Miss +1,1,0,29.8811345124283,0,0,19947.0,35.5,92,0,13.0,160.8099173553719,"London, England",Woolner, Hugh,Mr +1,0,0,62.0,0,0,113807.0,26.55,80,0,13.0,160.8099173553719,"Halifax, NS",Wright, George,Mr +1,1,1,36.0,0,0,17760.0,135.6333,84,1,8.0,160.8099173553719,"New York, NY / Washington, DC",Young, Marie Grice,Miss +2,0,0,30.0,1,0,3381.0,24.0,80,1,13.0,160.8099173553719,"Russia New York, NY",Abelson, Samuel,Mr +2,1,1,28.0,1,0,3381.0,24.0,80,1,10.0,160.8099173553719,"Russia New York, NY",Abelson, Samuel (Hannah Wizosky),Mrs +2,0,0,30.0,0,0,248744.0,13.0,80,0,13.0,160.8099173553719,"Bryn Mawr, PA, USA",Aldworth, Charles Augustus,Mr +2,0,0,18.0,0,0,231945.0,11.5,80,0,13.0,160.8099173553719,"Buenos Aires, Argentina / New Jersey, NJ",Andrew, Edgardo Samuel,Mr +2,0,0,25.0,0,0,34050.0,10.5,80,0,13.0,160.8099173553719,"Cornwall, England Houghton, MI",Andrew, Frank Thomas,Mr +2,0,0,34.0,1,0,226875.0,26.0,80,0,13.0,160.8099173553719,"Warwick, England",Angle, William A,Mr +2,1,1,36.0,1,0,226875.0,26.0,80,0,11.0,160.8099173553719,"Warwick, England",Angle," William A (Florence ""Mary"" Agnes Hughes)",Mrs +2,0,0,57.0,0,0,244346.0,13.0,80,0,13.0,160.8099173553719,"West Hoboken, NJ",Ashby, John,Mr +2,0,0,18.0,0,0,29108.0,11.5,80,0,13.0,160.8099173553719,"Penzance, Cornwall / Akron, OH",Bailey, Percy Andrew,Mr +2,0,0,23.0,0,0,31030.0,10.5,80,0,13.0,160.8099173553719,Guernsey,Baimbrigge, Charles Robert,Mr +2,1,1,36.0,0,0,28551.0,13.0,117,0,10.0,160.8099173553719,"Bristol, Avon / Jacksonville, FL",Ball, (Ada E Hall),Mrs +2,0,0,28.0,0,0,34068.0,10.5,80,0,13.0,160.8099173553719,"Plymouth, Dorset / Houghton, MI",Banfield, Frederick James,Mr +2,0,0,51.0,0,0,1166.0,12.525,80,0,13.0,174.0,"Jacksonville, FL",Bateman, Robert James,Rev +2,1,0,32.0,1,0,2908.0,26.0,80,0,13.0,160.8099173553719,"Norwich / New York, NY",Beane, Edward,Mr +2,1,1,19.0,1,0,2908.0,26.0,80,0,13.0,160.8099173553719,"Norwich / New York, NY",Beane, Edward (Ethel Clarke),Mrs +2,0,0,28.0,0,0,244358.0,26.0,80,0,13.0,160.8099173553719,England,Beauchamp, Henry James,Mr +2,1,0,1.0,2,1,230136.0,39.0,183,0,11.0,160.8099173553719,"Guntur, India / Benton Harbour, MI",Becker, Richard F,Master +2,1,1,4.0,2,1,230136.0,39.0,183,0,11.0,160.8099173553719,"Guntur, India / Benton Harbour, MI",Becker, Marion Louise,Miss +2,1,1,12.0,2,1,230136.0,39.0,183,0,13.0,160.8099173553719,"Guntur, India / Benton Harbour, MI",Becker, Ruth Elizabeth,Miss +2,1,1,36.0,0,3,230136.0,39.0,183,0,11.0,160.8099173553719,"Guntur, India / Benton Harbour, MI",Becker, Allen Oliver (Nellie E Baumgardner),Mrs +2,1,0,34.0,0,0,248698.0,13.0,143,0,13.0,160.8099173553719,London,Beesley, Lawrence,Mr +2,1,1,19.0,0,0,28404.0,13.0,80,0,12.0,160.8099173553719,"Rochester, NY",Bentham, Lilian W,Miss +2,0,0,23.0,0,0,28425.0,13.0,80,0,13.0,160.8099173553719,"St Ives, Cornwall / Calumet, MI",Berriman, William John,Mr +2,0,0,26.0,0,0,237670.0,13.0,80,0,13.0,160.8099173553719,"Elmira, NY / Orange, NJ",Botsford, William Hull,Mr +2,0,0,42.0,0,0,211535.0,13.0,80,0,13.0,160.8099173553719,London,Bowenur, Solomon,Mr +2,0,0,27.0,0,0,220367.0,13.0,80,0,13.0,160.8099173553719,"Lake Arthur, Chavez County, NM",Bracken, James H,Mr +2,1,1,24.0,0,0,248733.0,13.0,181,0,11.0,160.8099173553719,"London / Montreal, PQ",Brown," Amelia ""Mildred""",Miss +2,1,1,15.0,0,2,29750.0,39.0,80,0,14.0,160.8099173553719,"Cape Town, South Africa / Seattle, WA",Brown, Edith Eileen,Miss +2,0,0,60.0,1,1,29750.0,39.0,80,0,13.0,160.8099173553719,"Cape Town, South Africa / Seattle, WA",Brown, Thomas William Solomon,Mr +2,1,1,40.0,1,1,29750.0,39.0,80,0,14.0,160.8099173553719,"Cape Town, South Africa / Seattle, WA",Brown, Thomas William Solomon (Elizabeth Catherine Ford),Mrs +2,1,1,20.0,1,0,236853.0,26.0,80,0,12.0,160.8099173553719,"Skara, Sweden / Rockford, IL",Bryhl, Dagmar Jenny Ingeborg ,Miss +2,0,0,25.0,1,0,236853.0,26.0,80,0,13.0,160.8099173553719,"Skara, Sweden / Rockford, IL",Bryhl, Kurt Arnold Gottfrid,Mr +2,1,1,36.0,0,0,27849.0,13.0,80,0,9.0,160.8099173553719,"Sittingbourne, England / San Diego, CA",Buss, Kate,Miss +2,0,0,25.0,0,0,234686.0,13.0,80,0,13.0,97.0,"Southsea, Hants",Butler, Reginald Fenton,Mr +2,0,0,42.0,0,0,244310.0,13.0,80,0,13.0,160.8099173553719,London,Byles, Thomas Roussel Davids,Rev +2,1,1,42.0,0,0,236852.0,13.0,80,0,13.0,160.8099173553719,"New York, NY",Bystrom, (Karolina),Mrs +2,1,0,0.8333,0,2,248738.0,29.0,80,0,13.0,160.8099173553719,"Bangkok, Thailand / Roseville, IL",Caldwell, Alden Gates,Master +2,1,0,26.0,1,1,248738.0,29.0,80,0,13.0,160.8099173553719,"Bangkok, Thailand / Roseville, IL",Caldwell, Albert Francis,Mr +2,1,1,22.0,1,1,248738.0,29.0,80,0,13.0,160.8099173553719,"Bangkok, Thailand / Roseville, IL",Caldwell, Albert Francis (Sylvia Mae Harbaugh),Mrs +2,1,1,35.0,0,0,13528.0,21.0,80,0,14.0,160.8099173553719,"Mamaroneck, NY",Cameron, Clear Annie,Miss +2,0,0,29.8811345124283,0,0,239853.0,0.0,80,0,13.0,160.8099173553719,Belfast,Campbell, William,Mr +2,0,0,19.0,0,0,28424.0,13.0,80,0,13.0,18.0,"St Ives, Cornwall / Calumet, MI",Carbines, William,Mr +2,0,1,44.0,1,0,244252.0,26.0,80,0,13.0,160.8099173553719,London,Carter, Ernest Courtenay (Lilian Hughes),Mrs +2,0,0,54.0,1,0,244252.0,26.0,80,0,13.0,160.8099173553719,London,Carter, Ernest Courtenay,Rev +2,0,0,52.0,0,0,248731.0,13.5,80,0,13.0,130.0,"Bronx, NY",Chapman, Charles Henry,Mr +2,0,0,37.0,1,0,29037.0,26.0,80,0,13.0,17.0,"Cornwall / Spokane, WA",Chapman, John Henry,Mr +2,0,1,29.0,1,0,29037.0,26.0,80,0,13.0,160.8099173553719,"Cornwall / Spokane, WA",Chapman, John Henry (Sara Elizabeth Lawry),Mrs +2,1,1,25.0,1,1,237789.0,30.0,80,0,12.0,160.8099173553719,London,Christy, Julie Rachel,Miss +2,1,1,45.0,0,2,237789.0,30.0,80,0,12.0,160.8099173553719,London,Christy, (Alice Frances),Mrs +2,0,0,29.0,1,0,2003.0,26.0,80,0,13.0,160.8099173553719,"England / San Francisco, CA",Clarke, Charles Valentine,Mr +2,1,1,28.0,1,0,2003.0,26.0,80,0,14.0,160.8099173553719,"England / San Francisco, CA",Clarke, Charles V (Ada Maria Winfield),Mrs +2,0,0,29.0,0,0,14263.0,10.5,80,0,13.0,160.8099173553719,"Hartford, Huntingdonshire",Coleridge, Reginald Charles,Mr +2,0,0,28.0,0,0,248740.0,13.0,80,0,13.0,160.8099173553719,"Helsinki, Finland Ashtabula, Ohio",Collander, Erik Gustaf,Mr +2,1,0,24.0,0,0,28034.0,10.5,80,0,9.0,160.8099173553719,"London / Fort Byron, NY",Collett, Sidney C Stuart,Mr +2,1,1,8.0,0,2,31921.0,26.25,80,0,14.0,160.8099173553719,"Bishopstoke, Hants / Fayette Valley, ID",Collyer," Marjorie ""Lottie""",Miss +2,0,0,31.0,1,1,31921.0,26.25,80,0,13.0,160.8099173553719,"Bishopstoke, Hants / Fayette Valley, ID",Collyer, Harvey,Mr +2,1,1,31.0,1,1,31921.0,26.25,80,0,14.0,160.8099173553719,"Bishopstoke, Hants / Fayette Valley, ID",Collyer, Harvey (Charlotte Annie Tate),Mrs +2,1,1,22.0,0,0,14266.0,10.5,181,0,14.0,160.8099173553719,Pennsylvania,Cook, (Selena Rogers),Mrs +2,0,1,30.0,0,0,237249.0,13.0,80,0,13.0,160.8099173553719,"Provo, UT",Corbett, Walter H (Irene Colvin),Mrs +2,0,1,29.8811345124283,0,0,13534.0,21.0,80,0,13.0,160.8099173553719,"Upper Burma, India Pittsburgh, PA",Corey, Percy C (Mary Phyllis Elizabeth Miller),Mrs +2,0,0,21.0,0,0,29107.0,11.5,80,0,13.0,160.8099173553719,"Penzance, Cornwall / Akron, OH",Cotterill," Henry ""Harry""",Mr +2,0,0,29.8811345124283,0,0,239853.0,0.0,80,0,13.0,160.8099173553719,Belfast,Cunningham, Alfred Fleming,Mr +2,1,0,8.0,1,1,33112.0,36.75,80,0,14.0,160.8099173553719,"St Ives, Cornwall / Hancock, MI",Davies, John Morgan Jr,Master +2,0,0,18.0,0,0,14879.0,73.5,80,0,13.0,160.8099173553719,"Lyndhurst, England",Davies, Charles Henry,Mr +2,1,1,48.0,0,2,33112.0,36.75,80,0,14.0,160.8099173553719,"St Ives, Cornwall / Hancock, MI",Davies, John Morgan (Elizabeth Agnes Mary White) ,Mrs +2,1,1,28.0,0,0,237668.0,13.0,80,0,13.0,160.8099173553719,"London / Staten Island, NY",Davis, Mary,Miss +2,0,0,32.0,0,0,244360.0,13.0,80,0,13.0,160.8099173553719,"Portugal / Sau Paulo, Brazil",de Brito, Jose Joaquim,Mr +2,0,0,17.0,0,0,14879.0,73.5,80,0,13.0,160.8099173553719,"New York, NY",Deacon, Percy William,Mr +2,0,0,29.0,1,0,2167.0,27.7208,80,1,13.0,295.0,"Lucca, Italy / California",del Carlo, Sebastiano,Mr +2,1,1,24.0,1,0,2167.0,27.7208,80,1,12.0,160.8099173553719,"Lucca, Italy / California",del Carlo, Sebastiano (Argenia Genovesi),Mrs +2,0,0,25.0,0,0,31029.0,31.5,80,0,13.0,160.8099173553719,"Guernsey / Elizabeth, NJ",Denbury, Herbert,Mr +2,0,0,18.0,0,0,14879.0,73.5,80,0,13.0,160.8099173553719,"New Forest, England",Dibden, William,Mr +2,1,1,18.0,0,1,231919.0,23.0,80,0,13.0,160.8099173553719,Southampton,Doling, Elsie,Miss +2,1,1,34.0,0,1,231919.0,23.0,80,0,13.0,160.8099173553719,Southampton,Doling, John T (Ada Julia Bone),Mrs +2,0,0,54.0,0,0,28403.0,26.0,80,0,13.0,160.8099173553719,"Holley, NY",Downton, William James,Mr +2,1,0,8.0,0,2,28220.0,32.5,80,0,10.0,160.8099173553719,"Greenport, NY",Drew, Marshall Brines,Master +2,0,0,42.0,1,1,28220.0,32.5,80,0,13.0,160.8099173553719,"Greenport, NY",Drew, James Vivian,Mr +2,1,1,34.0,1,1,28220.0,32.5,80,0,10.0,160.8099173553719,"Greenport, NY",Drew, James Vivian (Lulu Thorne Christian),Mrs +2,1,1,27.0,1,0,2149.0,13.8583,80,1,12.0,160.8099173553719,"Barcelona, Spain / Havana, Cuba",Duran y More, Asuncion,Miss +2,1,1,30.0,1,0,2148.0,13.8583,80,1,12.0,160.8099173553719,"Barcelona, Spain / Havana, Cuba",Duran y More, Florentina,Miss +2,0,0,23.0,0,0,29751.0,13.0,80,0,13.0,160.8099173553719,"England / Detroit, MI",Eitemiller, George Floyd,Mr +2,0,0,21.0,0,0,236854.0,13.0,80,0,13.0,160.8099173553719,"Goteborg, Sweden / Rockford, IL",Enander, Ingvar,Mr +2,0,0,18.0,0,0,236171.0,13.0,80,0,13.0,160.8099173553719,"Oslo, Norway Bayonne, NJ",Fahlstrom, Arne Jonas,Mr +2,0,0,40.0,1,0,2926.0,26.0,80,0,13.0,286.0,"England / Philadelphia, PA",Faunthorpe, Harry,Mr +2,1,1,29.0,1,0,2926.0,26.0,80,0,16.0,160.8099173553719,"New York, NY",Faunthorpe, Lizzie (Elizabeth Anne Wilkinson),Mrs +2,0,0,18.0,0,0,15185.0,10.5,80,0,13.0,160.8099173553719,"Cornwall / Houghton, MI",Fillbrook, Joseph Charles,Mr +2,0,0,36.0,0,0,229236.0,13.0,80,0,13.0,236.0,"Rochester, NY",Fox, Stanley Hubert,Mr +2,0,0,29.8811345124283,0,0,239854.0,0.0,80,0,13.0,160.8099173553719,Belfast,Frost," Anthony Wood ""Archie""",Mr +2,0,1,38.0,0,0,237671.0,13.0,80,0,13.0,160.8099173553719,"Janjgir, India / Pennsylvania",Funk, Annie Clemmer,Miss +2,0,0,35.0,0,0,239865.0,26.0,80,0,13.0,322.0,"Liverpool / Montreal, PQ",Fynney, Joseph J,Mr +2,0,0,38.0,1,0,28664.0,21.0,80,0,13.0,160.8099173553719,"Cornwall / Clear Creek, CO",Gale, Harry,Mr +2,0,0,34.0,1,0,28664.0,21.0,80,0,13.0,160.8099173553719,"Cornwall / Clear Creek, CO",Gale, Shadrach,Mr +2,1,1,34.0,0,0,243880.0,13.0,80,0,12.0,160.8099173553719,"Brooklyn, NY",Garside, Ethel,Miss +2,0,0,16.0,0,0,239865.0,26.0,80,0,13.0,160.8099173553719,"Liverpool / Montreal, PQ",Gaskell, Alfred,Mr +2,0,0,26.0,0,0,31028.0,10.5,80,0,13.0,160.8099173553719,"Guernsey / Elizabeth, NJ",Gavey, Lawrence,Mr +2,0,0,47.0,0,0,30769.0,10.5,80,0,13.0,160.8099173553719,Cornwall,Gilbert, William,Mr +2,0,0,21.0,1,0,28133.0,11.5,80,0,13.0,160.8099173553719,"Cornwall / Camden, NJ",Giles, Edgar,Mr +2,0,0,21.0,1,0,28134.0,11.5,80,0,13.0,160.8099173553719,"Cornwall / Camden, NJ",Giles, Frederick Edward,Mr +2,0,0,24.0,0,0,248726.0,13.5,80,0,13.0,297.0,"West Kensington, London",Giles, Ralph,Mr +2,0,0,24.0,0,0,233866.0,13.0,80,0,13.0,155.0,"Clevedon, England",Gill, John William,Mr +2,0,0,34.0,0,0,12233.0,13.0,80,0,13.0,160.8099173553719,"Vancouver, BC",Gillespie, William Henry,Mr +2,0,0,30.0,0,0,250646.0,13.0,80,0,13.0,305.0,"New York, NY",Givard, Hans Kristensen,Mr +2,0,0,52.0,0,0,250647.0,13.0,80,0,13.0,19.0,"Bronx, NY",Greenberg, Samuel,Mr +2,0,0,30.0,0,0,250653.0,13.0,80,0,13.0,75.0,"Auburn, NY",Hale, Reginald,Mr +2,1,0,0.6667,1,1,250649.0,14.5,80,0,4.0,160.8099173553719,"Detroit, MI",Hamalainen, Viljo,Master +2,1,1,24.0,0,2,250649.0,14.5,80,0,4.0,160.8099173553719,"Detroit, MI",Hamalainen, William (Anna),Mrs +2,0,0,44.0,0,0,248746.0,13.0,80,0,13.0,35.0,"Seattle, WA / Toledo, OH",Harbeck, William H,Mr +2,1,1,6.0,0,1,248727.0,33.0,80,0,11.0,160.8099173553719,"Denmark Hill, Surrey / Chicago",Harper," Annie Jessie ""Nina""",Miss +2,0,0,28.0,0,1,248727.0,33.0,80,0,13.0,160.8099173553719,"Denmark Hill, Surrey / Chicago",Harper, John,Rev +2,1,0,62.0,0,0,752.0,10.5,80,0,15.0,160.8099173553719,London,Harris, George,Mr +2,0,0,30.0,0,0,14208.0,10.5,80,0,13.0,160.8099173553719,"Walthamstow, England",Harris, Walter,Mr +2,1,1,7.0,0,2,13529.0,26.25,80,0,14.0,160.8099173553719,"Ilford, Essex / Winnipeg, MB",Hart, Eva Miriam,Miss +2,0,0,43.0,1,1,13529.0,26.25,80,0,13.0,160.8099173553719,"Ilford, Essex / Winnipeg, MB",Hart, Benjamin,Mr +2,1,1,45.0,1,1,13529.0,26.25,80,0,14.0,160.8099173553719,"Ilford, Essex / Winnipeg, MB",Hart, Benjamin (Esther Ada Bloomfield),Mrs +2,1,1,24.0,1,2,220845.0,65.0,80,0,9.0,160.8099173553719,"Somerset / Bernardsville, NJ",Herman, Alice,Miss +2,1,1,24.0,1,2,220845.0,65.0,80,0,9.0,160.8099173553719,"Somerset / Bernardsville, NJ",Herman, Kate,Miss +2,0,0,49.0,1,2,220845.0,65.0,80,0,13.0,160.8099173553719,"Somerset / Bernardsville, NJ",Herman, Samuel,Mr +2,1,1,48.0,1,2,220845.0,65.0,80,0,9.0,160.8099173553719,"Somerset / Bernardsville, NJ",Herman, Samuel (Jane Laver),Mrs +2,1,1,55.0,0,0,248706.0,16.0,80,0,13.0,160.8099173553719,"India / Rapid City, SD",Hewlett, (Mary D Kingcome) ,Mrs +2,0,0,24.0,2,0,14879.0,73.5,80,0,13.0,160.8099173553719,"West Hampstead, London / Neepawa, MB",Hickman, Leonard Mark,Mr +2,0,0,32.0,2,0,14879.0,73.5,80,0,13.0,256.0,"West Hampstead, London / Neepawa, MB",Hickman, Lewis,Mr +2,0,0,21.0,2,0,14879.0,73.5,80,0,13.0,160.8099173553719,"West Hampstead, London / Neepawa, MB",Hickman, Stanley George,Mr +2,0,1,18.0,1,1,250650.0,13.0,80,0,13.0,160.8099173553719,"Kontiolahti, Finland / Detroit, MI",Hiltunen, Marta,Miss +2,1,1,20.0,2,1,29105.0,23.0,80,0,4.0,160.8099173553719,"Cornwall / Akron, OH",Hocking," Ellen ""Nellie""",Miss +2,0,0,23.0,2,1,29104.0,11.5,80,0,13.0,160.8099173553719,"Cornwall / Akron, OH",Hocking, Richard George,Mr +2,0,0,36.0,0,0,242963.0,13.0,80,0,13.0,160.8099173553719,"Devonport, England",Hocking, Samuel James Metcalfe,Mr +2,1,1,54.0,1,3,29105.0,23.0,80,0,4.0,160.8099173553719,"Cornwall / Akron, OH",Hocking, Elizabeth (Eliza Needs),Mrs +2,0,0,50.0,0,0,250643.0,13.0,80,0,13.0,149.0,Southampton,Hodges, Henry Price,Mr +2,0,0,44.0,1,0,26707.0,26.0,80,0,13.0,160.8099173553719,"England / Sacramento, CA",Hold, Stephen,Mr +2,1,1,29.0,1,0,26707.0,26.0,80,0,10.0,160.8099173553719,"England / Sacramento, CA",Hold, Stephen (Annie Margaret Hill),Mrs +2,0,0,21.0,0,0,14879.0,73.5,80,0,13.0,160.8099173553719,"New Forest, England",Hood, Ambrose Jr,Mr +2,1,0,42.0,0,0,237798.0,13.0,80,0,10.0,160.8099173553719,"Tokyo, Japan",Hosono, Masabumi,Mr +2,0,0,63.0,1,0,24065.0,26.0,80,0,13.0,160.8099173553719,"Swindon, England",Howard, Benjamin,Mr +2,0,1,60.0,1,0,24065.0,26.0,80,0,13.0,160.8099173553719,"Swindon, England",Howard, Benjamin (Ellen Truelove Arman),Mrs +2,0,0,33.0,0,0,1585.0,12.275,80,0,13.0,160.8099173553719,"Philadelphia, PA",Hunt, George Henry,Mr +2,1,1,17.0,0,0,14885.0,10.5,80,0,13.0,160.8099173553719,Guernsey,Ilett, Bertha,Miss +2,0,0,42.0,1,0,243847.0,27.0,80,0,13.0,160.8099173553719,London,Jacobsohn, Sidney Samuel,Mr +2,1,1,24.0,2,1,243847.0,27.0,80,0,12.0,160.8099173553719,London,Jacobsohn, Sidney Samuel (Amy Frances Christy),Mrs +2,0,0,47.0,0,0,237565.0,15.0,80,0,13.0,160.8099173553719,"North Evington, England",Jarvis, John Denzil,Mr +2,0,0,24.0,2,0,31029.0,31.5,80,0,13.0,160.8099173553719,"Guernsey / Elizabeth, NJ",Jefferys, Clifford Thomas,Mr +2,0,0,22.0,2,0,31029.0,31.5,80,0,13.0,160.8099173553719,"Guernsey / Elizabeth, NJ",Jefferys, Ernest Wilfred,Mr +2,0,0,32.0,0,0,33111.0,10.5,80,0,13.0,160.8099173553719,"St Ives, Cornwall / Houghton, MI",Jenkin, Stephen Curnow,Mr +2,1,1,23.0,0,0,541.0,13.7917,117,1,11.0,160.8099173553719,"New York, NY",Jerwan, Amin S (Marie Marthe Thuillard),Mrs +2,0,0,34.0,1,0,244367.0,26.0,80,0,13.0,283.0,"Moscow / Bronx, NY",Kantor, Sinai,Mr +2,1,1,24.0,1,0,244367.0,26.0,80,0,12.0,160.8099173553719,"Moscow / Bronx, NY",Kantor, Sinai (Miriam Sternin),Mrs +2,0,1,22.0,0,0,13534.0,21.0,80,0,13.0,160.8099173553719,"India / Pittsburgh, PA",Karnes, J Frank (Claire Bennett),Mrs +2,1,1,29.8811345124283,0,0,226593.0,12.35,148,2,10.0,160.8099173553719,"Harrisburg, PA",Keane, Nora A,Miss +2,0,0,35.0,0,0,233734.0,12.35,80,2,13.0,160.8099173553719,"New York, NY",Keane, Daniel,Mr +2,1,1,45.0,0,0,223596.0,13.5,80,0,9.0,160.8099173553719,"London / New York, NY",Kelly," Florence ""Fannie""",Mrs +2,0,0,57.0,0,0,219533.0,12.35,80,2,13.0,160.8099173553719,"Glasgow / Bangor, ME",Kirkland, Charles Leonard,Rev +2,0,0,29.8811345124283,0,0,239855.0,0.0,80,0,13.0,160.8099173553719,Belfast,Knight, Robert J,Mr +2,0,0,31.0,0,0,18723.0,10.5,80,0,13.0,165.0,"Sweden / Arlington, NJ",Kvillner, Johan Henrik Johannesson,Mr +2,0,1,26.0,1,1,250651.0,26.0,80,0,13.0,160.8099173553719,"Minneapolis, MN",Lahtinen, William (Anna Sylfven),Mrs +2,0,0,30.0,1,1,250651.0,26.0,80,0,13.0,160.8099173553719,"Minneapolis, MN",Lahtinen, William,Rev +2,0,0,29.8811345124283,0,0,240261.0,10.7083,80,2,13.0,160.8099173553719,"New York, NY",Lamb, John Joseph,Mr +2,1,1,1.0,1,2,2123.0,41.5792,80,1,14.0,160.8099173553719,Paris / Haiti,Laroche, Louise,Miss +2,1,1,3.0,1,2,2123.0,41.5792,80,1,14.0,160.8099173553719,Paris / Haiti,Laroche, Simonne Marie Anne Andree,Miss +2,0,0,25.0,1,2,2123.0,41.5792,80,1,13.0,160.8099173553719,Paris / Haiti,Laroche, Joseph Philippe Lemercier,Mr +2,1,1,22.0,1,2,2123.0,41.5792,80,1,14.0,160.8099173553719,Paris / Haiti,Laroche, Joseph (Juliette Marie Louise Lafargue),Mrs +2,1,1,17.0,0,0,1748.0,12.0,80,1,12.0,160.8099173553719,"Berne, Switzerland / Central City, IA",Lehmann, Bertha,Miss +2,1,1,29.8811345124283,0,0,248727.0,33.0,80,0,11.0,160.8099173553719,"London / Chicago, IL",Leitch, Jessie Wills,Miss +2,1,1,34.0,0,0,34260.0,10.5,181,0,14.0,160.8099173553719,"Chicago, IL",Lemore, (Amelia Milley),Mrs +2,0,0,36.0,0,0,2163.0,12.875,117,1,13.0,160.8099173553719,"Montreal, PQ",Levy, Rene Jacques,Mr +2,0,0,24.0,0,0,29566.0,10.5,80,0,13.0,108.0,"New York, NY",Leyson, Robert William Norman,Mr +2,0,0,61.0,0,0,235509.0,12.35,80,2,13.0,160.8099173553719,"New York, NY",Lingane, John,Mr +2,0,0,50.0,1,0,3085.0,26.0,80,0,13.0,121.0,"Weston-Super-Mare, Somerset",Louch, Charles Alexander,Mr +2,1,1,42.0,1,0,3085.0,26.0,80,0,13.0,160.8099173553719,"Weston-Super-Mare, Somerset",Louch, Charles Alexander (Alice Adelaide Slow),Mrs +2,0,1,57.0,0,0,3.0,10.5,172,0,13.0,52.0,"Southampton / New York, NY",Mack, (Mary),Mrs +2,0,0,29.8811345124283,0,0,237735.0,15.0458,117,1,13.0,160.8099173553719,Paris,Malachard, Noel,Mr +2,1,0,1.0,0,2,2079.0,37.0042,80,1,10.0,160.8099173553719,"Paris / Montreal, PQ",Mallet, Andre,Master +2,0,0,31.0,1,1,2079.0,37.0042,80,1,13.0,160.8099173553719,"Paris / Montreal, PQ",Mallet, Albert,Mr +2,1,1,24.0,1,1,2079.0,37.0042,80,1,10.0,160.8099173553719,"Paris / Montreal, PQ",Mallet, Albert (Antoinette Magnin),Mrs +2,0,0,29.8811345124283,0,0,32861.0,15.5792,80,1,13.0,160.8099173553719,"New York, NY",Mangiavacchi, Serafino Emilio,Mr +2,0,0,30.0,0,0,28228.0,13.0,80,0,13.0,160.8099173553719,"St Austall, Cornwall",Matthews, William John,Mr +2,0,0,40.0,0,0,239059.0,16.0,80,0,13.0,160.8099173553719,"Weston-Super-Mare / Moose Jaw, SK",Maybery, Frank Hubert,Mr +2,0,0,32.0,0,0,237216.0,13.5,80,0,13.0,209.0,"Sydney, Australia",McCrae, Arthur Gordon,Mr +2,0,0,30.0,0,0,233478.0,13.0,80,0,13.0,160.8099173553719,"Sarnia, ON",McCrie, James Matthew,Mr +2,0,0,46.0,0,0,28403.0,26.0,80,0,13.0,160.8099173553719,"Rochester, NY",McKane, Peter David,Mr +2,1,1,13.0,0,1,250644.0,19.5,80,0,14.0,160.8099173553719,"England / Bennington, VT",Mellinger, Madeleine Violet,Miss +2,1,1,41.0,0,1,250644.0,19.5,80,0,14.0,160.8099173553719,"England / Bennington, VT",Mellinger, (Elizabeth Anne Maidment),Mrs +2,1,0,19.0,0,0,751.0,10.5,80,0,13.0,160.8099173553719,"Chelsea, London",Mellors, William John,Mr +2,0,0,39.0,0,0,248723.0,13.0,80,0,13.0,160.8099173553719,"Harrow-on-the-Hill, Middlesex",Meyer, August,Mr +2,0,0,48.0,0,0,234360.0,13.0,80,0,13.0,271.0,"Copenhagen, Denmark",Milling, Jacob Christian,Mr +2,0,0,70.0,0,0,24580.0,10.5,80,0,13.0,160.8099173553719,"Guernsey / Montclair, NJ and/or Toledo, Ohio",Mitchell, Henry Michael,Mr +2,0,0,27.0,0,0,211536.0,13.0,80,0,13.0,160.8099173553719,"Worcester, MA",Montvila, Juozas,Rev +2,0,0,54.0,0,0,29011.0,14.0,80,0,13.0,160.8099173553719,"Frankfort, KY",Moraweck, Ernest,Dr +2,0,0,39.0,0,0,250655.0,26.0,80,0,13.0,160.8099173553719,"New York, NY",Morley," Henry Samuel (""Mr Henry Marshall"")",Mr +2,0,0,16.0,0,0,3.0,10.5,80,0,13.0,160.8099173553719,"Halesworth, England",Mudd, Thomas Charles,Mr +2,0,0,62.0,0,0,240276.0,9.6875,80,2,13.0,160.8099173553719,"Cambridge, MA",Myles, Thomas Francis,Mr +2,0,0,32.5,1,0,237736.0,30.0708,80,1,13.0,43.0,"New York, NY",Nasser, Nicholas,Mr +2,1,1,14.0,1,0,237736.0,30.0708,80,1,13.0,160.8099173553719,"New York, NY",Nasser, Nicholas (Adele Achem),Mrs +2,1,0,2.0,1,1,230080.0,26.0,180,0,13.0,160.8099173553719,"Nice, France",Navratil, Edmond Roger,Master +2,1,0,3.0,1,1,230080.0,26.0,180,0,13.0,160.8099173553719,"Nice, France",Navratil, Michel M,Master +2,0,0,36.5,0,2,230080.0,26.0,180,0,13.0,15.0,"Nice, France",Navratil," Michel (""Louis M Hoffman"")",Mr +2,0,0,26.0,0,0,244368.0,13.0,180,0,13.0,160.8099173553719,"Boston, MA",Nesson, Israel,Mr +2,0,0,19.0,1,1,33112.0,36.75,80,0,13.0,101.0,"Cornwall / Hancock, MI",Nicholls, Joseph Charles,Mr +2,0,0,28.0,0,0,218629.0,13.5,80,0,13.0,287.0,Glasgow,Norman, Robert Douglas,Mr +2,1,0,20.0,0,0,2166.0,13.8625,134,1,7.0,160.8099173553719,"Cologne, Germany",Nourney," Alfred (""Baron von Drachstedt"")",Mr +2,1,1,29.0,0,0,29395.0,10.5,181,0,11.0,160.8099173553719,"Folkstone, Kent / New York, NY",Nye, (Elizabeth Ramell),Mrs +2,0,0,39.0,0,0,28213.0,13.0,80,0,13.0,160.8099173553719,"Middleburg Heights, OH",Otter, Richard,Mr +2,1,0,22.0,0,0,14260.0,10.5,80,0,13.0,160.8099173553719,"Pondersend, England / New Durham, NJ",Oxenham, Percy Thomas,Mr +2,1,0,29.8811345124283,0,0,2146.0,13.8625,80,1,9.0,160.8099173553719,"Spain / Havana, Cuba",Padro y Manent, Julian,Mr +2,0,0,23.0,0,0,244278.0,10.5,80,0,13.0,160.8099173553719,"Hamilton, ON",Pain, Alfred,Dr +2,1,0,29.0,0,0,2147.0,13.8583,80,1,9.0,160.8099173553719,"Spain / Havana, Cuba",Pallas y Castello, Emilio,Mr +2,0,0,28.0,0,0,14888.0,10.5,80,0,13.0,160.8099173553719,"St Andrews, Guernsey",Parker, Clifford Richard,Mr +2,0,0,29.8811345124283,0,0,239853.0,0.0,80,0,13.0,160.8099173553719,Belfast,Parkes," Francis ""Frank""",Mr +2,1,1,50.0,0,1,230433.0,26.0,80,0,12.0,160.8099173553719,"Woodford County, KY",Parrish, (Lutie Davis),Mrs +2,0,0,19.0,0,0,28665.0,10.5,80,0,13.0,160.8099173553719,"Gunnislake, England / Butte, MT",Pengelly, Frederick William,Mr +2,0,0,29.8811345124283,0,0,2131.0,15.05,80,1,13.0,160.8099173553719,"New York, NY",Pernot, Rene,Mr +2,0,0,41.0,0,0,237393.0,13.0,80,0,13.0,160.8099173553719,"New York, NY",Peruschitz, Joseph Maria,Rev +2,1,1,21.0,0,1,2.0,21.0,80,0,12.0,160.8099173553719,"Ilfracombe, Devon",Phillips, Alice Frances Louisa,Miss +2,1,1,19.0,0,0,250655.0,26.0,80,0,11.0,160.8099173553719,"Worcester, England",Phillips," Kate Florence (""Mrs Kate Louise Phillips Marshall"")",Miss +2,0,0,43.0,0,1,2.0,21.0,80,0,13.0,160.8099173553719,"Ilfracombe, Devon",Phillips, Escott Robert,Mr +2,1,1,32.0,0,0,234604.0,13.0,80,0,9.0,160.8099173553719,Russia,Pinsky, (Rosa),Mrs +2,0,0,34.0,0,0,250647.0,13.0,80,0,13.0,160.8099173553719,"Denmark / New York, NY",Ponesell, Martin,Mr +2,1,0,30.0,0,0,34644.0,12.7375,80,1,14.0,160.8099173553719,"Milford, NH",Portaluppi, Emilio Ilario Giuseppe,Mr +2,0,0,27.0,0,0,2168.0,15.0333,80,1,13.0,160.8099173553719,Paris,Pulbaum, Franz,Mr +2,1,1,2.0,1,1,26360.0,26.0,80,0,11.0,160.8099173553719,"Plymouth, Devon / Detroit, MI",Quick, Phyllis May,Miss +2,1,1,8.0,1,1,26360.0,26.0,80,0,11.0,160.8099173553719,"Plymouth, Devon / Detroit, MI",Quick, Winifred Vera,Miss +2,1,1,33.0,0,2,26360.0,26.0,80,0,11.0,160.8099173553719,"Plymouth, Devon / Detroit, MI",Quick, Frederick Charles (Jane Richards),Mrs +2,0,0,36.0,0,0,17248.0,10.5,80,0,13.0,160.8099173553719,"Brighton, Sussex",Reeves, David,Mr +2,0,0,34.0,1,0,31027.0,21.0,80,0,12.0,160.8099173553719,"Elizabeth, NJ",Renouf, Peter Henry,Mr +2,1,1,30.0,3,0,31027.0,21.0,80,0,13.0,160.8099173553719,"Elizabeth, NJ",Renouf, Peter Henry (Lillian Jefferys),Mrs +2,1,1,28.0,0,0,230434.0,13.0,80,0,9.0,160.8099173553719,Spain,Reynaldo, Encarnacion,Ms +2,0,0,23.0,0,0,2133.0,15.0458,80,1,13.0,160.8099173553719,"Paris / Montreal, PQ",Richard, Emile,Mr +2,1,0,0.8333,1,1,29106.0,18.75,80,0,4.0,160.8099173553719,"Cornwall / Akron, OH",Richards, George Sibley,Master +2,1,0,3.0,1,1,29106.0,18.75,80,0,4.0,160.8099173553719,"Cornwall / Akron, OH",Richards, William Rowe,Master +2,1,1,24.0,2,3,29106.0,18.75,80,0,4.0,160.8099173553719,"Cornwall / Akron, OH",Richards, Sidney (Emily Hocking),Mrs +2,1,1,50.0,0,0,14258.0,10.5,80,0,13.0,160.8099173553719,"London, England / Marietta, Ohio and Milwaukee, WI",Ridsdale, Lucy,Miss +2,0,0,19.0,0,0,28004.0,10.5,80,0,13.0,160.8099173553719,"New York, NY",Rogers, Reginald Harry,Mr +2,1,1,21.0,0,0,31026.0,10.5,80,0,12.0,160.8099173553719,"Guernsey / Wilmington, DE",Rugg, Emily,Miss +2,0,0,26.0,0,0,248659.0,13.0,80,0,13.0,160.8099173553719,"Newark, NJ",Schmidt, August,Mr +2,0,0,25.0,0,0,244361.0,13.0,80,0,13.0,160.8099173553719,Liverpool,Sedgwick, Charles Frederick Waddington,Mr +2,0,0,27.0,0,0,244358.0,26.0,80,0,13.0,160.8099173553719,"Hornsey, England",Sharp, Percival James R,Mr +2,1,1,25.0,0,1,230433.0,26.0,80,0,12.0,160.8099173553719,"Deer Lodge, MT",Shelley, William (Imanita Parrish Hall),Mrs +2,1,1,18.0,0,2,250652.0,13.0,80,0,16.0,160.8099173553719,"Finland / Minneapolis, MN",Silven, Lyyli Karoliina,Miss +2,1,1,20.0,0,0,33112.0,36.75,80,0,11.0,160.8099173553719,"Cornwall / Hancock, MI",Sincock, Maude,Miss +2,1,1,30.0,0,0,250648.0,13.0,80,0,10.0,160.8099173553719,"Finland / Washington, DC",Sinkkonen, Anna,Miss +2,0,0,59.0,0,0,237442.0,13.5,80,0,13.0,160.8099173553719,"Sault St Marie, ON",Sjostedt, Ernst Adolf,Mr +2,1,1,30.0,0,0,234818.0,12.35,80,2,13.0,160.8099173553719,"Halifax, NS",Slayter, Hilda Mary,Miss +2,0,0,35.0,0,0,28206.0,10.5,80,0,13.0,160.8099173553719,Cornwall,Slemen, Richard James,Mr +2,1,1,40.0,0,0,31418.0,13.0,80,0,9.0,160.8099173553719,"New York, NY",Smith, Marion Elsie,Miss +2,0,0,25.0,0,0,29178.0,13.0,80,0,13.0,160.8099173553719,"Cornwall / Houghton, MI",Sobey, Samuel James Hayden,Mr +2,0,0,41.0,0,0,237734.0,15.0458,80,1,13.0,160.8099173553719,"New York, NY",Stanton, Samuel Ward,Mr +2,0,0,25.0,0,0,13540.0,10.5,80,0,13.0,81.0,"Catford, Kent / Detroit, MI",Stokes, Philip Joseph,Mr +2,0,0,18.5,0,0,248734.0,13.0,174,0,13.0,294.0,"New York, NY",Swane, George,Mr +2,0,0,14.0,0,0,220845.0,65.0,80,0,13.0,160.8099173553719,"Somerset / Bernardsville, NJ",Sweet, George Frederick,Mr +2,1,1,50.0,0,0,13531.0,10.5,80,0,9.0,160.8099173553719,"Indianapolis, IN",Toomey, Ellen,Miss +2,0,0,23.0,0,0,233639.0,13.0,80,0,13.0,160.8099173553719,"New York, NY",Troupiansky, Moses Aaron,Mr +2,1,1,28.0,0,0,240929.0,12.65,80,0,13.0,160.8099173553719,"Columbus, OH",Trout, William H (Jessie L),Mrs +2,1,1,27.0,0,0,34218.0,10.5,148,0,16.0,160.8099173553719,"Bath, England / Massachusetts",Troutt," Edwina Celia ""Winnie""",Miss +2,0,0,29.0,1,0,11668.0,21.0,80,0,13.0,160.8099173553719,"Plymouth, England",Turpin, William John Robert,Mr +2,0,1,27.0,1,0,11668.0,21.0,80,0,13.0,160.8099173553719,"Plymouth, England",Turpin, William John Robert (Dorothy Ann Wonnacott),Mrs +2,0,0,40.0,0,0,28221.0,13.0,80,0,13.0,160.8099173553719,"Barre, Co Washington, VT",Veal, James,Mr +2,1,1,31.0,0,0,13528.0,21.0,80,0,14.0,160.8099173553719,"Mamaroneck, NY",Walcroft, Nellie,Miss +2,0,0,30.0,1,0,31352.0,21.0,80,0,13.0,160.8099173553719,"Bristol, England / New Britain, CT",Ware, John James,Mr +2,0,0,23.0,1,0,28666.0,10.5,80,0,13.0,160.8099173553719,"New York, NY",Ware, William Jeffery,Mr +2,1,1,31.0,0,0,31352.0,21.0,80,0,10.0,160.8099173553719,"Bristol, England / New Britain, CT",Ware, John James (Florence Louise Long),Mrs +2,0,0,29.8811345124283,0,0,239856.0,0.0,80,0,13.0,160.8099173553719,Belfast,Watson, Ennis Hastings,Mr +2,1,1,12.0,0,0,33595.0,15.75,80,0,9.0,160.8099173553719,"Aberdeen / Portland, OR",Watt, Bertha J,Miss +2,1,1,40.0,0,0,33595.0,15.75,80,0,9.0,160.8099173553719,"Aberdeen / Portland, OR",Watt," James (Elizabeth ""Bessie"" Inglis Milne)",Mrs +2,1,1,32.5,0,0,27267.0,13.0,148,0,12.0,160.8099173553719,"England / Hartford, CT",Webber, Susan,Miss +2,0,0,27.0,1,0,228414.0,26.0,80,0,13.0,293.0,"Bromsgrove, England / Montreal, PQ",Weisz, Leopold,Mr +2,1,1,29.0,1,0,228414.0,26.0,80,0,10.0,160.8099173553719,"Bromsgrove, England / Montreal, PQ",Weisz, Leopold (Mathilde Francoise Pede),Mrs +2,1,0,2.0,1,1,29103.0,23.0,80,0,14.0,160.8099173553719,"Cornwall / Akron, OH",Wells, Ralph Lester,Master +2,1,1,4.0,1,1,29103.0,23.0,80,0,14.0,160.8099173553719,"Cornwall / Akron, OH",Wells, Joan,Miss +2,1,1,29.0,0,2,29103.0,23.0,80,0,14.0,160.8099173553719,"Cornwall / Akron, OH",Wells," Arthur Henry (""Addie"" Dart Trevaskis)",Mrs +2,1,1,0.9167,1,2,34651.0,27.75,80,0,10.0,160.8099173553719,"Bournmouth, England",West, Barbara J,Miss +2,1,1,5.0,1,2,34651.0,27.75,80,0,10.0,160.8099173553719,"Bournmouth, England",West, Constance Mirium,Miss +2,0,0,36.0,1,2,34651.0,27.75,80,0,13.0,160.8099173553719,"Bournmouth, England",West, Edwy Arthur,Mr +2,1,1,33.0,1,2,34651.0,27.75,80,0,10.0,160.8099173553719,"Bournmouth, England",West, Edwy Arthur (Ada Mary Worth),Mrs +2,0,0,66.0,0,0,24579.0,10.5,80,0,13.0,160.8099173553719,"Guernsey, England / Edgewood, RI",Wheadon, Edward H,Mr +2,0,0,29.8811345124283,0,0,2159.0,12.875,80,0,13.0,160.8099173553719,"New York, NY",Wheeler," Edwin ""Frederick""",Mr +2,1,0,31.0,0,0,244270.0,13.0,80,0,9.0,160.8099173553719,"London, England",Wilhelms, Charles,Mr +2,1,0,29.8811345124283,0,0,244373.0,13.0,80,0,14.0,160.8099173553719,"Harrow, England",Williams, Charles Eugene,Mr +2,1,1,26.0,0,0,220844.0,13.5,80,0,9.0,160.8099173553719,"Yoevil, England / Cottage Grove, OR",Wright, Marion,Miss +2,0,1,24.0,0,0,248747.0,13.0,80,0,13.0,160.8099173553719,Paris,Yrois," Henriette (""Mrs Harbeck"")",Miss +3,0,0,42.0,0,0,5547.0,7.55,80,0,13.0,160.8099173553719,"New York, NY",Abbing, Anthony,Mr +3,0,0,13.0,0,2,2673.0,20.25,80,0,13.0,160.8099173553719,"East Providence, RI",Abbott, Eugene Joseph,Master +3,0,0,16.0,1,1,2673.0,20.25,80,0,13.0,190.0,"East Providence, RI",Abbott, Rossmore Edward,Mr +3,1,1,35.0,1,1,2673.0,20.25,80,0,13.0,160.8099173553719,"East Providence, RI",Abbott, Stanton (Rosa Hunt),Mrs +3,1,1,16.0,0,0,348125.0,7.65,80,0,16.0,160.8099173553719,"Norway Los Angeles, CA",Abelseth, Karen Marie,Miss +3,1,0,25.0,0,0,348122.0,7.65,178,0,13.0,160.8099173553719,"Perkins County, SD",Abelseth, Olaus Jorgensen,Mr +3,1,0,20.0,0,0,23101284.0,7.925,80,0,15.0,160.8099173553719,"Taalintehdas, Finland Hoboken, NJ",Abrahamsson, Abraham August Johannes,Mr +3,1,1,18.0,0,0,2657.0,7.2292,80,1,13.0,160.8099173553719,"Greensburg, PA",Abrahim, Joseph (Sophie Halaut Easu),Mrs +3,0,0,30.0,0,0,7076.0,7.25,80,0,13.0,72.0,"Asarum, Sweden Brooklyn, NY",Adahl, Mauritz Nils Martin,Mr +3,0,0,26.0,0,0,341826.0,8.05,80,0,13.0,103.0,"Bournemouth, England",Adams, John,Mr +3,0,1,40.0,1,0,7546.0,9.475,80,0,13.0,160.8099173553719,"Sweden Akeley, MN",Ahlin, Johan (Johanna Persdotter Larsson),Mrs +3,1,0,0.8333,0,1,392091.0,9.35,80,0,11.0,160.8099173553719,"London, England Norfolk, VA",Aks, Philip Frank,Master +3,1,1,18.0,0,1,392091.0,9.35,80,0,13.0,160.8099173553719,"London, England Norfolk, VA",Aks, Sam (Leah Rosen),Mrs +3,1,0,26.0,0,0,2699.0,18.7875,80,1,15.0,160.8099173553719,"Syria Fredericksburg, VA",Albimona, Nassef Cassem,Mr +3,0,0,26.0,0,0,3474.0,7.8875,80,0,13.0,160.8099173553719,"England Albion, NY",Alexander, William,Mr +3,0,0,20.0,0,0,23101287.0,7.925,80,0,13.0,160.8099173553719,"Salo, Finland Astoria, OR",Alhomaki, Ilmari Rudolf,Mr +3,0,0,24.0,0,0,3101311.0,7.05,80,0,13.0,160.8099173553719,"New York, NY",Ali, Ahmed,Mr +3,0,0,25.0,0,0,3101312.0,7.05,80,0,13.0,79.0,Argentina,Ali, William,Mr +3,0,0,35.0,0,0,373450.0,8.05,80,0,13.0,160.8099173553719,"Lower Clapton, Middlesex or Erdington, Birmingham",Allen, William Henry,Mr +3,0,0,18.0,0,0,2223.0,8.3,80,0,13.0,259.0,"Windsor, England New York, NY",Allum, Owen George,Mr +3,0,0,32.0,0,0,4001.0,22.525,80,0,13.0,260.0,"Bergen, Norway",Andersen, Albert Karvin,Mr +3,1,1,19.0,1,0,350046.0,7.8542,80,0,16.0,160.8099173553719,"New York, NY",Andersen-Jensen, Carla Christine Nielsine,Miss +3,0,0,4.0,4,2,347082.0,31.275,80,0,13.0,160.8099173553719,"Sweden Winnipeg, MN",Andersson, Sigvard Harald Elias,Master +3,0,1,6.0,4,2,347082.0,31.275,80,0,13.0,160.8099173553719,"Sweden Winnipeg, MN",Andersson, Ebba Iris Alfrida,Miss +3,0,1,2.0,4,2,347082.0,31.275,80,0,13.0,160.8099173553719,"Sweden Winnipeg, MN",Andersson, Ellis Anna Maria,Miss +3,1,1,17.0,4,2,3101281.0,7.925,80,0,13.0,160.8099173553719,"Ruotsinphyhtaa, Finland New York, NY",Andersson, Erna Alexandra,Miss +3,0,1,38.0,4,2,347091.0,7.775,80,0,13.0,160.8099173553719,"Vadsbro, Sweden Ministee, MI",Andersson, Ida Augusta Margareta,Miss +3,0,1,9.0,4,2,347082.0,31.275,80,0,13.0,160.8099173553719,"Sweden Winnipeg, MN",Andersson, Ingeborg Constanzia,Miss +3,0,1,11.0,4,2,347082.0,31.275,80,0,13.0,160.8099173553719,"Sweden Winnipeg, MN",Andersson, Sigrid Elisabeth,Miss +3,0,0,39.0,1,5,347082.0,31.275,80,0,13.0,160.8099173553719,"Sweden Winnipeg, MN",Andersson, Anders Johan,Mr +3,1,0,27.0,0,0,350043.0,7.7958,80,0,13.0,160.8099173553719,"New York, NY",Andersson," August Edvard (""Wennerstrom"")",Mr +3,0,0,26.0,0,0,347075.0,7.775,80,0,13.0,160.8099173553719,"Hartford, CT",Andersson, Johan Samuel,Mr +3,0,1,39.0,1,5,347082.0,31.275,80,0,13.0,160.8099173553719,"Sweden Winnipeg, MN",Andersson, Anders Johan (Alfrida Konstantia Brogren),Mrs +3,0,0,20.0,0,0,347466.0,7.8542,80,0,13.0,160.8099173553719,"Sweden Chicago, IL",Andreasson, Paul Edvin,Mr +3,0,0,26.0,0,0,349202.0,7.8958,80,0,13.0,160.8099173553719,"Bulgaria Chicago, IL",Angheloff, Minko,Mr +3,0,0,25.0,1,0,349237.0,17.8,80,0,13.0,160.8099173553719,"Altdorf, Switzerland",Arnold-Franchi, Josef,Mr +3,0,1,18.0,1,0,349237.0,17.8,80,0,13.0,160.8099173553719,"Altdorf, Switzerland",Arnold-Franchi, Josef (Josefine Franchi),Mrs +3,0,0,24.0,0,0,349911.0,7.775,80,0,13.0,160.8099173553719,"Sweden Joliet, IL",Aronsson, Ernst Axel Algot,Mr +3,0,0,35.0,0,0,3101310.0,7.05,80,0,13.0,160.8099173553719,"New York, NY",Asim, Adola,Mr +3,0,0,5.0,4,2,347077.0,31.3875,80,0,13.0,160.8099173553719,"Sweden Worcester, MA",Asplund, Carl Edgar,Master +3,0,0,9.0,4,2,347077.0,31.3875,80,0,13.0,160.8099173553719,"Sweden Worcester, MA",Asplund, Clarence Gustaf Hugo,Master +3,1,0,3.0,4,2,347077.0,31.3875,80,0,15.0,160.8099173553719,"Sweden Worcester, MA",Asplund, Edvin Rojj Felix,Master +3,0,0,13.0,4,2,347077.0,31.3875,80,0,13.0,160.8099173553719,"Sweden Worcester, MA",Asplund, Filip Oscar,Master +3,1,1,5.0,4,2,347077.0,31.3875,80,0,15.0,160.8099173553719,"Sweden Worcester, MA",Asplund, Lillian Gertrud,Miss +3,0,0,40.0,1,5,347077.0,31.3875,80,0,13.0,142.0,"Sweden Worcester, MA",Asplund, Carl Oscar Vilhelm Gustafsson,Mr +3,1,0,23.0,0,0,350054.0,7.7958,80,0,13.0,160.8099173553719,"Oskarshamn, Sweden Minneapolis, MN",Asplund, Johan Charles,Mr +3,1,1,38.0,1,5,347077.0,31.3875,80,0,15.0,160.8099173553719,"Sweden Worcester, MA",Asplund, Carl Oscar (Selma Augusta Emilia Johansson),Mrs +3,1,1,45.0,0,0,2696.0,7.225,80,1,13.0,160.8099173553719,"Ottawa, ON",Assaf Khalil," Mariana (""Miriam"")",Mrs +3,0,0,21.0,0,0,2692.0,7.225,80,1,13.0,160.8099173553719,"Ottawa, ON",Assaf, Gerios,Mr +3,0,0,23.0,0,0,3101309.0,7.05,80,0,13.0,160.8099173553719,"New York, NY",Assam, Ali,Mr +3,0,1,17.0,0,0,2627.0,14.4583,80,1,13.0,160.8099173553719,"New York, NY",Attalah, Malake,Miss +3,0,0,30.0,0,0,2694.0,7.225,80,1,13.0,160.8099173553719,"Ottawa, ON",Attalah, Sleiman,Mr +3,0,0,23.0,0,0,347468.0,7.8542,80,0,13.0,160.8099173553719,"Krakoryd, Sweden Bloomington, IL",Augustsson, Albert,Mr +3,1,1,13.0,0,0,2687.0,7.2292,80,1,13.0,160.8099173553719,"Syria Youngstown, OH",Ayoub, Banoura,Miss +3,0,0,20.0,0,0,2679.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Baccos, Raffull,Mr +3,0,0,32.0,1,0,3101278.0,15.85,80,0,13.0,160.8099173553719,"Ruotsinphytaa, Finland New York, NY",Backstrom, Karl Alfred,Mr +3,1,1,33.0,3,0,3101278.0,15.85,80,0,13.0,160.8099173553719,"Ruotsinphytaa, Finland New York, NY",Backstrom, Karl Alfred (Maria Mathilda Gustafsson),Mrs +3,1,1,0.75,2,1,2666.0,19.2583,80,1,13.0,160.8099173553719,"Syria New York, NY",Baclini, Eugenie,Miss +3,1,1,0.75,2,1,2666.0,19.2583,80,1,13.0,160.8099173553719,"Syria New York, NY",Baclini, Helene Barbara,Miss +3,1,1,5.0,2,1,2666.0,19.2583,80,1,13.0,160.8099173553719,"Syria New York, NY",Baclini, Marie Catherine,Miss +3,1,1,24.0,0,3,2666.0,19.2583,80,1,13.0,160.8099173553719,"Syria New York, NY",Baclini, Solomon (Latifa Qurban),Mrs +3,1,1,18.0,0,0,431416.0,8.05,80,0,13.0,160.8099173553719,"London Skanteales, NY",Badman, Emily Louisa,Miss +3,0,0,40.0,0,0,2623.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Badt, Mohamed,Mr +3,0,0,26.0,0,0,349248.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Balkic, Cerin,Mr +3,1,0,20.0,0,0,2663.0,7.2292,80,1,15.0,160.8099173553719,"New York, NY",Barah, Hanna Assi,Mr +3,0,1,18.0,0,1,2691.0,14.4542,80,1,13.0,160.8099173553719,"Syria Ottawa, ON",Barbara, Saiide,Miss +3,0,1,45.0,0,1,2691.0,14.4542,80,1,13.0,160.8099173553719,"Syria Ottawa, ON",Barbara, (Catherine David),Mrs +3,0,1,27.0,0,0,330844.0,7.8792,80,2,13.0,160.8099173553719,"New York, NY",Barry, Julia,Miss +3,0,0,22.0,0,0,324669.0,8.05,80,0,13.0,160.8099173553719,"England New York, NY",Barton, David John,Mr +3,0,0,19.0,0,0,323951.0,8.05,80,0,13.0,160.8099173553719,England,Beavan, William Thomas,Mr +3,0,0,26.0,0,0,347068.0,7.775,80,0,13.0,160.8099173553719,"Krakudden, Sweden Moune, IL",Bengtsson, John Viktor,Mr +3,0,0,22.0,0,0,4348.0,9.35,80,0,13.0,160.8099173553719,"Tranvik, Finland New York",Berglund, Karl Ivar Sven,Mr +3,0,0,29.8811345124283,0,0,2622.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Betros, Seman,Master +3,0,0,20.0,0,0,2648.0,4.0125,80,1,13.0,160.8099173553719,Syria,Betros, Tannous,Mr +3,1,0,32.0,0,0,1601.0,56.4958,80,0,13.0,160.8099173553719,"Hong Kong New York, NY",Bing, Lee,Mr +3,0,0,21.0,0,0,312992.0,7.775,80,0,13.0,160.8099173553719,"Brennes, Norway New York",Birkeland, Hans Martin Monsen,Mr +3,0,0,18.0,0,0,347090.0,7.75,80,0,13.0,160.8099173553719,"Stockholm, Sweden New York",Bjorklund, Ernst Herbert,Mr +3,0,0,26.0,0,0,349224.0,7.8958,80,0,13.0,160.8099173553719,"Bulgaria Chicago, IL",Bostandyeff, Guentcho,Mr +3,0,0,6.0,1,1,2678.0,15.2458,80,1,13.0,160.8099173553719,"Syria Kent, ON",Boulos, Akar,Master +3,0,1,9.0,1,1,2678.0,15.2458,80,1,13.0,160.8099173553719,"Syria Kent, ON",Boulos, Nourelain,Miss +3,0,0,29.8811345124283,0,0,2664.0,7.225,80,1,13.0,160.8099173553719,Syria,Boulos, Hanna,Mr +3,0,1,29.8811345124283,0,2,2678.0,15.2458,80,1,13.0,160.8099173553719,"Syria Kent, ON",Boulos, Joseph (Sultana),Mrs +3,0,1,29.8811345124283,0,2,364848.0,7.75,80,2,13.0,160.8099173553719,"Ireland Chicago, IL",Bourke, Mary,Miss +3,0,0,40.0,1,1,364849.0,15.5,80,2,13.0,160.8099173553719,"Ireland Chicago, IL",Bourke, John,Mr +3,0,1,32.0,1,1,364849.0,15.5,80,2,13.0,160.8099173553719,"Ireland Chicago, IL",Bourke, John (Catherine),Mrs +3,0,0,21.0,0,0,54636.0,16.1,80,0,13.0,160.8099173553719,"Treherbert, Cardiff, Wales",Bowen," David John ""Dai""",Mr +3,1,1,22.0,0,0,334914.0,7.725,80,2,13.0,160.8099173553719,"Kingwilliamstown, Co Cork, Ireland Glens Falls, NY",Bradley, Bridget Delia,Miss +3,0,1,20.0,0,0,347471.0,7.8542,80,0,13.0,160.8099173553719,"Medeltorp, Sweden Chicago, IL",Braf, Elin Ester Maria,Miss +3,0,0,29.0,1,0,3460.0,7.0458,80,0,13.0,160.8099173553719,"Bridgerule, Devon",Braund, Lewis Richard,Mr +3,0,0,22.0,1,0,521171.0,7.25,80,0,13.0,160.8099173553719,"Bridgerule, Devon",Braund, Owen Harris,Mr +3,0,0,22.0,0,0,350045.0,7.7958,80,0,13.0,160.8099173553719,"Sweden Worcester, MA",Brobeck, Karl Rudolf,Mr +3,0,0,35.0,0,0,364512.0,8.05,80,0,13.0,160.8099173553719,"Broomfield, Chelmsford, England",Brocklebank, William Alfred,Mr +3,0,1,18.5,0,0,329944.0,7.2833,80,2,13.0,299.0,"Co Cork, Ireland Roxbury, MA",Buckley, Katherine,Miss +3,1,0,21.0,0,0,330920.0,7.8208,80,2,13.0,160.8099173553719,"Kingwilliamstown, Co Cork, Ireland New York, NY",Buckley, Daniel,Mr +3,0,0,19.0,0,0,365222.0,6.75,80,2,13.0,160.8099173553719,"Co Cork, Ireland Charlestown, MA",Burke, Jeremiah,Mr +3,0,1,18.0,0,0,330963.0,7.8792,80,2,13.0,160.8099173553719,"Co Sligo, Ireland New York, NY",Burns, Mary Delia,Miss +3,0,1,21.0,0,0,315087.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Cacic, Manda,Miss +3,0,1,30.0,0,0,315084.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Cacic, Marija,Miss +3,0,0,18.0,0,0,315091.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Cacic, Jego Grga,Mr +3,0,0,38.0,0,0,315089.0,8.6625,80,0,13.0,160.8099173553719,Croatia,Cacic, Luka,Mr +3,0,0,17.0,0,0,315093.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Calic, Jovo,Mr +3,0,0,17.0,0,0,315086.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Calic, Petar,Mr +3,0,1,21.0,0,0,364846.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Canavan, Mary,Miss +3,0,0,21.0,0,0,364858.0,7.75,80,2,13.0,160.8099173553719,"Ireland Philadelphia, PA",Canavan, Patrick,Mr +3,0,0,21.0,0,0,52152.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Cann, Ernest Charles,Mr +3,0,0,29.8811345124283,1,0,2689.0,14.4583,80,1,13.0,160.8099173553719,"Ottawa, ON",Caram, Joseph,Mr +3,0,1,29.8811345124283,1,0,2689.0,14.4583,80,1,13.0,160.8099173553719,"Ottawa, ON",Caram, Joseph (Maria Elias),Mrs +3,0,0,28.0,0,0,350042.0,7.7958,80,0,13.0,160.8099173553719,"Dagsas, Sweden Fower, MN",Carlsson, August Sigfrid,Mr +3,0,0,24.0,0,0,350409.0,7.8542,80,0,13.0,160.8099173553719,"Goteborg, Sweden Huntley, IL",Carlsson, Carl Robert,Mr +3,1,1,16.0,0,0,367231.0,7.75,80,2,16.0,160.8099173553719,"Co Longford, Ireland New York, NY",Carr," Helen ""Ellen""",Miss +3,0,1,37.0,0,0,368364.0,7.75,80,2,13.0,160.8099173553719,"Co Sligo, Ireland Hartford, CT",Carr, Jeannie,Miss +3,0,0,28.0,0,0,392095.0,7.25,80,0,13.0,160.8099173553719,"St Denys, Southampton, Hants",Carver, Alfred John,Mr +3,0,0,24.0,0,0,343275.0,8.05,80,0,13.0,160.8099173553719,London,Celotti, Francesco,Mr +3,0,0,21.0,0,0,513032.0,7.7333,80,2,13.0,160.8099173553719,"Ireland New York, NY",Charters, David,Mr +3,1,0,32.0,0,0,1601.0,56.4958,80,0,13.0,160.8099173553719,"Hong Kong New York, NY",Chip, Chang,Mr +3,0,0,29.0,0,0,343276.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Christmann, Emil,Mr +3,0,0,26.0,1,0,2680.0,14.4542,80,1,13.0,160.8099173553719,Greece,Chronopoulos, Apostolos,Mr +3,0,0,18.0,1,0,2680.0,14.4542,80,1,13.0,160.8099173553719,Greece,Chronopoulos, Demetrios,Mr +3,0,0,20.0,0,0,3101307.0,7.05,80,0,13.0,160.8099173553719,Portugal,Coelho, Domingos Fernandeo,Mr +3,1,0,18.0,0,0,53540.0,8.05,80,0,12.0,160.8099173553719,"London Brooklyn, NY",Cohen," Gurshon ""Gus""",Mr +3,0,0,24.0,0,0,371109.0,7.25,80,2,13.0,160.8099173553719,"Co Limerick, Ireland Sherbrooke, PQ",Colbert, Patrick,Mr +3,0,0,36.0,0,0,349210.0,7.4958,80,0,13.0,160.8099173553719,"Bulgaria Chicago, IL",Coleff, Peju,Mr +3,0,0,24.0,0,0,349209.0,7.4958,80,0,13.0,160.8099173553719,"New York, NY",Coleff, Satio,Mr +3,0,0,31.0,0,0,21332.0,7.7333,80,2,13.0,160.8099173553719,"Philadelphia, PA",Conlon, Thomas Henry,Mr +3,0,0,31.0,0,0,335097.0,7.75,80,2,13.0,160.8099173553719,"Ireland Brooklyn, NY",Connaghton, Michael,Mr +3,1,1,22.0,0,0,370373.0,7.75,80,2,13.0,160.8099173553719,Ireland,Connolly, Kate,Miss +3,0,1,30.0,0,0,330972.0,7.6292,80,2,13.0,160.8099173553719,Ireland,Connolly, Kate,Miss +3,0,0,70.5,0,0,370369.0,7.75,80,2,13.0,171.0,"New York, NY",Connors, Patrick,Mr +3,0,0,43.0,0,0,53536.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Cook, Jacob,Mr +3,0,0,35.0,0,0,349230.0,7.8958,80,0,13.0,160.8099173553719,Austria,Cor, Bartol,Mr +3,0,0,27.0,0,0,349229.0,7.8958,80,0,13.0,160.8099173553719,Austria,Cor, Ivan,Mr +3,0,0,19.0,0,0,349231.0,7.8958,80,0,13.0,160.8099173553719,Austria,Cor, Liudevit,Mr +3,0,0,30.0,0,0,392090.0,8.05,80,0,13.0,160.8099173553719,London,Corn, Harry,Mr +3,1,0,9.0,1,1,37671.0,15.9,80,0,2.0,160.8099173553719,"England Brooklyn, NY",Coutts," Eden Leslie ""Neville""",Master +3,1,0,3.0,1,1,37671.0,15.9,80,0,2.0,160.8099173553719,"England Brooklyn, NY",Coutts," William Loch ""William""",Master +3,1,1,36.0,0,2,37671.0,15.9,80,0,2.0,160.8099173553719,"England Brooklyn, NY",Coutts," William (Winnie ""Minnie"" Treanor)",Mrs +3,0,0,59.0,0,0,364500.0,7.25,80,0,13.0,160.8099173553719,"Merrill, WI",Coxon, Daniel,Mr +3,0,0,19.0,0,0,3464.0,8.1583,80,0,13.0,160.8099173553719,"Bristol, England Cleveland, OH",Crease, Ernest James,Mr +3,1,1,17.0,0,1,371362.0,16.1,80,0,12.0,160.8099173553719,"Bournemouth, England Newark, NJ",Cribb, Laura Alice,Miss +3,0,0,44.0,0,1,371362.0,16.1,80,0,13.0,160.8099173553719,"Bournemouth, England Newark, NJ",Cribb, John Hatfield,Mr +3,0,0,17.0,0,0,315090.0,8.6625,80,0,13.0,160.8099173553719,Austria-Hungary,Culumovic, Jeso,Mr +3,0,0,22.5,0,0,2698.0,7.225,80,1,13.0,9.0,"New York, NY",Daher, Shedid,Mr +3,1,0,45.0,0,0,7598.0,8.05,80,0,15.0,160.8099173553719,"Australia Fingal, ND",Dahl, Karl Edwart,Mr +3,0,1,22.0,0,0,7552.0,10.5167,80,0,13.0,160.8099173553719,"Norrlot, Sweden Chicago, IL",Dahlberg, Gerda Ulrika,Miss +3,0,0,19.0,0,0,349228.0,10.1708,80,0,13.0,160.8099173553719,Austria,Dakic, Branko,Mr +3,1,1,30.0,0,0,382650.0,6.95,80,2,15.0,160.8099173553719,"Co Athlone, Ireland New York, NY",Daly," Margaret Marcella ""Maggie""",Miss +3,1,0,29.0,0,0,382651.0,7.75,80,2,1315.0,160.8099173553719,"Co Athlone, Ireland New York, NY",Daly, Eugene Patrick,Mr +3,0,0,0.3333,0,2,347080.0,14.4,80,0,13.0,160.8099173553719,"Stanton, IA",Danbom, Gilbert Sigvard Emanuel,Master +3,0,0,34.0,1,1,347080.0,14.4,80,0,13.0,197.0,"Stanton, IA",Danbom, Ernst Gilbert,Mr +3,0,1,28.0,1,1,347080.0,14.4,80,0,13.0,160.8099173553719,"Stanton, IA",Danbom, Ernst Gilbert (Anna Sigrid Maria Brogren),Mrs +3,0,0,27.0,0,0,349219.0,7.8958,80,0,13.0,160.8099173553719,"Bulgaria Chicago, IL",Danoff, Yoto,Mr +3,0,0,25.0,0,0,349203.0,7.8958,80,0,13.0,160.8099173553719,"Bulgaria Chicago, IL",Dantcheff, Ristiu,Mr +3,0,0,24.0,2,0,448871.0,24.15,80,0,13.0,160.8099173553719,"West Bromwich, England Pontiac, MI",Davies, Alfred J,Mr +3,0,0,22.0,0,0,423568.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Davies, Evan,Mr +3,0,0,21.0,2,0,448871.0,24.15,80,0,13.0,160.8099173553719,"West Bromwich, England Pontiac, MI",Davies, John Samuel,Mr +3,0,0,17.0,2,0,448873.0,8.05,80,0,13.0,160.8099173553719,"West Bromwich, England Pontiac, MI",Davies, Joseph,Mr +3,0,0,29.8811345124283,1,0,386525.0,16.1,80,0,13.0,160.8099173553719,"Liverpool, England Bedford, OH",Davison, Thomas Henry,Mr +3,1,1,29.8811345124283,1,0,386525.0,16.1,80,0,16.0,160.8099173553719,"Liverpool, England Bedford, OH",Davison, Thomas Henry (Mary E Finck),Mrs +3,1,0,36.5,1,0,345572.0,17.4,80,0,15.0,160.8099173553719,"Tampico, MT",de Messemaeker, Guillaume Joseph,Mr +3,1,1,36.0,1,0,345572.0,17.4,80,0,13.0,160.8099173553719,"Tampico, MT",de Messemaeker, Guillaume Joseph (Emma),Mrs +3,1,0,30.0,0,0,345774.0,9.5,80,0,11.0,160.8099173553719,"Belgium Detroit, MI",de Mulder, Theodore,Mr +3,0,0,16.0,0,0,345778.0,9.5,80,0,13.0,160.8099173553719,"New York, NY",de Pelsmaeker, Alfons,Mr +3,1,0,1.0,1,2,2315.0,20.575,80,0,10.0,160.8099173553719,"Devon, England Wichita, KS",Dean, Bertram Vere,Master +3,1,1,0.1667,1,2,2315.0,20.575,80,0,10.0,160.8099173553719,"Devon, England Wichita, KS",Dean," Elizabeth Gladys ""Millvina""",Miss +3,0,0,26.0,1,2,2315.0,20.575,80,0,13.0,160.8099173553719,"Devon, England Wichita, KS",Dean, Bertram Frank,Mr +3,1,1,33.0,1,2,2315.0,20.575,80,0,10.0,160.8099173553719,"Devon, England Wichita, KS",Dean, Bertram (Eva Georgetta Light),Mrs +3,0,0,25.0,0,0,349250.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Delalic, Redjo,Mr +3,0,0,29.8811345124283,0,0,349238.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Demetri, Marinko,Mr +3,0,0,29.8811345124283,0,0,349225.0,7.8958,80,0,13.0,160.8099173553719,"Bulgaria Coon Rapids, IA",Denkoff, Mitto,Mr +3,0,0,22.0,0,0,521172.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Dennis, Samuel,Mr +3,0,0,36.0,0,0,521175.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Dennis, William,Mr +3,1,1,19.0,0,0,330958.0,7.8792,80,2,13.0,160.8099173553719,"Kilmacowen, Co Sligo, Ireland New York, NY",Devaney, Margaret Delia,Miss +3,0,0,17.0,0,0,349232.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Dika, Mirko,Mr +3,0,0,42.0,0,0,315088.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Dimic, Jovan,Mr +3,0,0,43.0,0,0,349226.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Dintcheff, Valtcho,Mr +3,0,0,29.8811345124283,0,0,2686.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Doharr, Tannous,Mr +3,0,0,32.0,0,0,370376.0,7.75,80,2,13.0,160.8099173553719,"Ireland New York, NY",Dooley, Patrick,Mr +3,1,0,19.0,0,0,510482.0,8.05,80,0,13.0,160.8099173553719,"England Oglesby, IL",Dorking, Edward Arthur,Mr +3,1,1,30.0,0,0,364516.0,12.475,80,0,13.0,160.8099173553719,"Union Hill, NJ",Dowdell, Elizabeth,Miss +3,0,1,24.0,0,0,368702.0,7.75,80,2,13.0,160.8099173553719,"Ireland New York, NY",Doyle, Elizabeth,Miss +3,1,1,23.0,0,0,392083.0,8.05,80,0,13.0,160.8099173553719,"London New York, NY",Drapkin, Jennie,Miss +3,0,0,33.0,0,0,349241.0,7.8958,80,1,13.0,51.0,"Austria Niagara Falls, NY",Drazenoic, Jozef,Mr +3,0,0,65.0,0,0,336439.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Duane, Frank,Mr +3,1,0,24.0,0,0,752.0,7.55,80,0,13.0,160.8099173553719,"England Albion, NY",Duquemin, Joseph,Mr +3,0,0,23.0,1,0,347072.0,13.9,80,0,13.0,160.8099173553719,"West Haven, CT",Dyker, Adolf Fredrik,Mr +3,1,1,22.0,1,0,347072.0,13.9,80,0,16.0,160.8099173553719,"West Haven, CT",Dyker, Adolf Fredrik (Anna Elisabeth Judith Andersson),Mrs +3,0,0,18.0,0,0,349912.0,7.775,80,0,13.0,160.8099173553719,"Tofta, Sweden Joliet, IL",Edvardsson, Gustaf Hjalmar,Mr +3,0,0,16.0,0,0,347074.0,7.775,80,0,13.0,160.8099173553719,"Karberg, Sweden Jerome Junction, AZ",Eklund, Hans Linus,Mr +3,0,0,45.0,0,0,347061.0,6.975,80,0,13.0,160.8099173553719,"Effington Rut, SD",Ekstrom, Johan,Mr +3,0,0,29.8811345124283,0,0,2674.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Elias, Dibo,Mr +3,0,0,39.0,0,2,2675.0,7.2292,80,1,13.0,160.8099173553719,"Syria Ottawa, ON",Elias, Joseph,Mr +3,0,0,17.0,1,1,2690.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Elias, Joseph Jr,Mr +3,0,0,15.0,1,1,2695.0,7.2292,80,1,13.0,160.8099173553719,Syria,Elias, Tannous,Mr +3,0,0,47.0,0,0,53902.0,7.25,80,0,13.0,160.8099173553719,"Illinois, USA",Elsbury, William James,Mr +3,1,1,5.0,0,0,364516.0,12.475,80,0,13.0,160.8099173553719,"New York, NY",Emanuel, Virginia Ethel,Miss +3,0,0,29.8811345124283,0,0,2631.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Emir, Farred Chehab,Mr +3,0,0,40.5,0,0,6212.0,15.1,80,0,13.0,187.0,"New York, NY",Everett, Thomas James,Mr +3,0,0,40.5,0,0,367232.0,7.75,80,2,13.0,68.0,"Aughnacliff, Co Longford, Ireland New York, NY",Farrell, James,Mr +3,1,0,29.8811345124283,0,0,3101308.0,7.05,80,0,15.0,160.8099173553719,"Italy Philadelphia, PA",Finoli, Luigi,Mr +3,0,0,18.0,0,0,350036.0,7.7958,80,0,13.0,160.8099173553719,"New York, NY",Fischer, Eberhard Thelander,Mr +3,0,1,29.8811345124283,0,0,364859.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Fleming, Honora,Miss +3,0,0,29.8811345124283,0,0,364851.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Flynn, James,Mr +3,0,0,29.8811345124283,0,0,368323.0,6.95,80,2,13.0,160.8099173553719,"New York, NY",Flynn, John,Mr +3,0,0,26.0,0,0,330910.0,7.8792,80,2,13.0,160.8099173553719,"Ireland Chicago, IL",Foley, Joseph,Mr +3,0,0,29.8811345124283,0,0,365235.0,7.75,80,2,13.0,160.8099173553719,Ireland,Foley, William,Mr +3,1,0,29.8811345124283,0,0,1601.0,56.4958,80,0,13.0,160.8099173553719,"Hong Kong New York, NY",Foo, Choong,Mr +3,0,1,21.0,2,2,6608.0,34.375,80,0,13.0,160.8099173553719,"Rotherfield, Sussex, England Essex Co, MA",Ford," Doolina Margaret ""Daisy""",Miss +3,0,1,9.0,2,2,6608.0,34.375,80,0,13.0,160.8099173553719,"Rotherfield, Sussex, England Essex Co, MA",Ford," Robina Maggie ""Ruby""",Miss +3,0,0,29.8811345124283,0,0,51478.0,8.05,80,0,13.0,160.8099173553719,"Bridgwater, Somerset, England",Ford, Arthur,Mr +3,0,0,18.0,2,2,6608.0,34.375,80,0,13.0,160.8099173553719,"Rotherfield, Sussex, England Essex Co, MA",Ford, Edward Watson,Mr +3,0,0,16.0,1,3,6608.0,34.375,80,0,13.0,160.8099173553719,"Rotherfield, Sussex, England Essex Co, MA",Ford, William Neal,Mr +3,0,1,48.0,1,3,6608.0,34.375,80,0,13.0,160.8099173553719,"Rotherfield, Sussex, England Essex Co, MA",Ford, Edward (Margaret Ann Watson),Mrs +3,0,0,29.8811345124283,0,0,368573.0,7.75,80,2,13.0,160.8099173553719,"Ireland New York, NY",Fox, Patrick,Mr +3,0,0,29.8811345124283,0,0,3101314.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Franklin, Charles (Charles Fardon),Mr +3,0,0,25.0,0,0,36864.0,7.7417,80,2,13.0,160.8099173553719,"New York, NY",Gallagher, Martin,Mr +3,0,0,29.8811345124283,0,0,358585.0,14.5,80,0,13.0,160.8099173553719,"New York, NY",Garfirth, John,Mr +3,0,0,29.8811345124283,0,0,349254.0,7.8958,80,1,13.0,160.8099173553719,"New York, NY",Gheorgheff, Stanio,Mr +3,0,0,22.0,0,0,14973.0,8.05,80,0,13.0,47.0,"New York, NY",Gilinski, Eliezer,Mr +3,1,1,16.0,0,0,35851.0,7.7333,80,2,16.0,160.8099173553719,"Co Longford, Ireland New York, NY",Gilnagh," Katherine ""Katie""",Miss +3,1,1,29.8811345124283,0,0,335677.0,7.75,80,2,13.0,160.8099173553719,"Co Clare, Ireland Washington, DC",Glynn, Mary Agatha,Miss +3,1,0,9.0,0,2,363291.0,20.525,80,0,13.0,160.8099173553719,"Strood, Kent, England Detroit, MI",Goldsmith," Frank John William ""Frankie""",Master +3,0,0,33.0,1,1,363291.0,20.525,80,0,13.0,160.8099173553719,"Strood, Kent, England Detroit, MI",Goldsmith, Frank John,Mr +3,0,0,41.0,0,0,3101263.0,7.85,80,0,13.0,160.8099173553719,"Philadelphia, PA",Goldsmith, Nathan,Mr +3,1,1,31.0,1,1,363291.0,20.525,80,0,13.0,160.8099173553719,"Strood, Kent, England Detroit, MI",Goldsmith, Frank John (Emily Alice Brown),Mrs +3,0,0,38.0,0,0,3101306.0,7.05,80,0,13.0,160.8099173553719,Portugal,Goncalves, Manuel Estanslas,Mr +3,0,0,9.0,5,2,2144.0,46.9,80,0,13.0,160.8099173553719,"Wiltshire, England Niagara Falls, NY",Goodwin, Harold Victor,Master +3,0,0,1.0,5,2,2144.0,46.9,80,0,13.0,160.8099173553719,"Wiltshire, England Niagara Falls, NY",Goodwin, Sidney Leonard,Master +3,0,0,11.0,5,2,2144.0,46.9,80,0,13.0,160.8099173553719,"Wiltshire, England Niagara Falls, NY",Goodwin, William Frederick,Master +3,0,1,10.0,5,2,2144.0,46.9,80,0,13.0,160.8099173553719,"Wiltshire, England Niagara Falls, NY",Goodwin, Jessie Allis,Miss +3,0,1,16.0,5,2,2144.0,46.9,80,0,13.0,160.8099173553719,"Wiltshire, England Niagara Falls, NY",Goodwin, Lillian Amy,Miss +3,0,0,14.0,5,2,2144.0,46.9,80,0,13.0,160.8099173553719,"Wiltshire, England Niagara Falls, NY",Goodwin, Charles Edward,Mr +3,0,0,40.0,1,6,2144.0,46.9,80,0,13.0,160.8099173553719,"Wiltshire, England Niagara Falls, NY",Goodwin, Charles Frederick,Mr +3,0,1,43.0,1,6,2144.0,46.9,80,0,13.0,160.8099173553719,"Wiltshire, England Niagara Falls, NY",Goodwin, Frederick (Augusta Tyler),Mrs +3,0,0,51.0,0,0,21440.0,8.05,80,0,13.0,160.8099173553719,"Dorking, Surrey, England",Green, George Henry,Mr +3,0,0,32.0,0,0,8471.0,8.3625,80,0,13.0,160.8099173553719,"Foresvik, Norway Portland, ND",Gronnestad, Daniel Danielsen,Mr +3,0,0,29.8811345124283,0,0,376563.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Guest, Robert,Mr +3,0,0,20.0,0,0,7534.0,9.8458,80,0,13.0,160.8099173553719,"Waukegan, Chicago, IL",Gustafsson, Alfred Ossian,Mr +3,0,0,37.0,2,0,3101276.0,7.925,80,0,13.0,98.0,"Ruotsinphytaa, Finland New York, NY",Gustafsson, Anders Vilhelm,Mr +3,0,0,28.0,2,0,3101277.0,7.925,80,0,13.0,160.8099173553719,"Ruotsinphytaa, Finland New York, NY",Gustafsson, Johan Birger,Mr +3,0,0,19.0,0,0,347069.0,7.775,80,0,13.0,160.8099173553719,"Myren, Sweden New York, NY",Gustafsson, Karl Gideon,Mr +3,0,1,24.0,0,0,349236.0,8.85,80,0,13.0,160.8099173553719,"New York, NY",Haas, Aloisia,Miss +3,0,1,17.0,0,0,330631.0,7.7333,80,2,13.0,160.8099173553719,"New York, NY",Hagardon, Kate,Miss +3,0,0,29.8811345124283,1,0,65303.0,19.9667,80,0,13.0,160.8099173553719,"New York, NY",Hagland, Ingvald Olai Olsen,Mr +3,0,0,29.8811345124283,1,0,65304.0,19.9667,80,0,13.0,160.8099173553719,"New York, NY",Hagland, Konrad Mathias Reiersen,Mr +3,0,0,28.0,1,0,23101279.0,15.85,80,0,13.0,160.8099173553719,"New York, NY",Hakkarainen, Pekka Pietari,Mr +3,1,1,24.0,1,0,23101279.0,15.85,80,0,15.0,160.8099173553719,"New York, NY",Hakkarainen, Pekka Pietari (Elin Matilda Dolck),Mrs +3,0,0,20.0,0,0,345769.0,9.5,80,0,13.0,160.8099173553719,"New York, NY",Hampe, Leon,Mr +3,0,0,23.5,0,0,2693.0,7.2292,80,1,13.0,188.0,"New York, NY",Hanna, Mansour,Mr +3,0,0,41.0,2,0,350026.0,14.1083,80,0,13.0,160.8099173553719,"New York, NY",Hansen, Claus Peter,Mr +3,0,0,26.0,1,0,350025.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Hansen, Henrik Juul,Mr +3,0,0,21.0,0,0,350029.0,7.8542,80,0,13.0,69.0,"New York, NY",Hansen, Henry Damsgaard,Mr +3,1,1,45.0,1,0,350026.0,14.1083,80,0,11.0,160.8099173553719,"New York, NY",Hansen, Claus Peter (Jennie L Howard),Mrs +3,0,1,29.8811345124283,0,0,6609.0,7.55,80,0,13.0,160.8099173553719,"New York, NY",Harknett, Alice Phoebe,Miss +3,0,0,25.0,0,0,374887.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Harmer, Abraham (David Lishin),Mr +3,0,0,29.8811345124283,0,0,394140.0,6.8583,80,2,13.0,160.8099173553719,"New York, NY",Hart, Henry,Mr +3,0,0,11.0,0,0,2699.0,18.7875,80,1,13.0,160.8099173553719,"New York, NY",Hassan, Houssein G N,Mr +3,1,1,29.8811345124283,0,0,370375.0,7.75,80,2,16.0,160.8099173553719,"New York, NY",Healy," Hanora ""Nora""",Miss +3,1,0,27.0,0,0,347089.0,6.975,80,0,15.0,160.8099173553719,"New York, NY",Hedman, Oskar Arvid,Mr +3,1,0,29.8811345124283,0,0,1601.0,56.4958,80,0,13.0,160.8099173553719,"New York, NY",Hee, Ling,Mr +3,0,1,18.0,0,0,365226.0,6.75,80,2,13.0,160.8099173553719,"New York, NY",Hegarty," Hanora ""Nora""",Miss +3,1,1,26.0,0,0,23101282.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Heikkinen, Laina,Miss +3,0,1,23.0,0,0,23101290.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Heininen, Wendla Maria,Miss +3,1,1,22.0,0,0,7548.0,8.9625,80,0,13.0,160.8099173553719,"New York, NY",Hellstrom, Hilda Maria,Miss +3,0,0,28.0,0,0,349243.0,7.8958,80,0,13.0,306.0,"New York, NY",Hendekovic, Ignjac,Mr +3,0,1,28.0,0,0,347086.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Henriksson, Jenny Lovisa,Miss +3,0,1,29.8811345124283,0,0,382649.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Henry, Delia,Miss +3,1,1,2.0,0,1,3101298.0,12.2875,80,0,15.0,160.8099173553719,"New York, NY",Hirvonen, Hildur E,Miss +3,1,1,22.0,1,1,3101298.0,12.2875,80,0,15.0,160.8099173553719,"New York, NY",Hirvonen, Alexander (Helga E Lindqvist),Mrs +3,0,0,43.0,0,0,7075.0,6.45,80,0,13.0,160.8099173553719,"New York, NY",Holm, John Fredrik Alexander,Mr +3,0,0,28.0,0,0,4001.0,22.525,80,0,13.0,160.8099173553719,"New York, NY",Holthen, Johan Martin,Mr +3,1,1,27.0,0,0,23101283.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Honkanen, Eliina,Miss +3,0,0,29.8811345124283,0,0,370377.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Horgan, John,Mr +3,1,1,29.8811345124283,0,0,239186.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Howard, May Elizabeth,Miss +3,0,0,42.0,0,0,348121.0,7.65,178,0,13.0,120.0,"New York, NY",Humblen, Adolf Mathias Nicolai Olsen,Mr +3,1,0,29.8811345124283,0,0,3470.0,7.8875,80,0,13.0,160.8099173553719,"New York, NY",Hyman, Abraham,Mr +3,0,0,30.0,0,0,2685.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Ibrahim Shawah, Yousseff,Mr +3,0,0,29.8811345124283,0,0,349220.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Ilieff, Ylio,Mr +3,0,1,27.0,1,0,23101270.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Ilmakangas, Ida Livija,Miss +3,0,1,25.0,1,0,23101271.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Ilmakangas, Pieta Sofia,Miss +3,0,0,29.8811345124283,0,0,349201.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Ivanoff, Kanio,Mr +3,1,0,29.0,0,0,349240.0,7.8958,80,1,15.0,160.8099173553719,"New York, NY",Jalsevac, Ivan,Mr +3,1,0,21.0,0,0,350034.0,7.7958,80,0,13.0,160.8099173553719,"New York, NY",Jansson, Carl Olof,Mr +3,0,0,29.8811345124283,0,0,3101305.0,7.05,80,0,13.0,160.8099173553719,"New York, NY",Jardin, Jose Neto,Mr +3,0,0,20.0,0,0,350050.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Jensen, Hans Peder,Mr +3,0,0,48.0,0,0,350047.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Jensen, Niels Peder,Mr +3,0,0,17.0,1,0,350048.0,7.0542,80,0,13.0,160.8099173553719,"New York, NY",Jensen, Svend Lauritz,Mr +3,1,1,29.8811345124283,0,0,14313.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Jermyn, Annie,Miss +3,1,0,29.8811345124283,0,0,65306.0,8.1125,80,0,13.0,160.8099173553719,"New York, NY",Johannesen-Bratthammer, Bernt,Mr +3,0,0,34.0,0,0,3101264.0,6.4958,80,0,13.0,143.0,"New York, NY",Johanson, Jakob Alfred,Mr +3,1,0,26.0,0,0,347070.0,7.775,80,0,15.0,160.8099173553719,"New York, NY",Johansson Palmquist, Oskar Leander,Mr +3,0,0,22.0,0,0,350052.0,7.7958,80,0,13.0,156.0,"New York, NY",Johansson, Erik,Mr +3,0,0,33.0,0,0,7540.0,8.6542,80,0,13.0,285.0,"New York, NY",Johansson, Gustaf Joel,Mr +3,0,0,31.0,0,0,347063.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Johansson, Karl Johan,Mr +3,0,0,29.0,0,0,347467.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Johansson, Nils,Mr +3,1,0,4.0,1,1,347742.0,11.1333,80,0,15.0,160.8099173553719,"New York, NY",Johnson, Harold Theodor,Master +3,1,1,1.0,1,1,347742.0,11.1333,80,0,15.0,160.8099173553719,"New York, NY",Johnson, Eleanor Ileen,Miss +3,0,0,49.0,0,0,659942.7808429119,0.0,80,0,13.0,160.8099173553719,"New York, NY",Johnson, Alfred,Mr +3,0,0,33.0,0,0,347062.0,7.775,80,0,13.0,37.0,"New York, NY",Johnson, Malkolm Joackim,Mr +3,0,0,19.0,0,0,659942.7808429119,0.0,80,0,13.0,160.8099173553719,"New York, NY",Johnson, William Cahoone Jr,Mr +3,1,1,27.0,0,2,347742.0,11.1333,80,0,15.0,160.8099173553719,"New York, NY",Johnson, Oscar W (Elisabeth Vilhelmina Berg),Mrs +3,0,0,29.8811345124283,1,2,6607.0,23.45,80,0,13.0,160.8099173553719,"New York, NY",Johnston," William Arthur ""Willie""",Master +3,0,1,29.8811345124283,1,2,6607.0,23.45,80,0,13.0,160.8099173553719,"New York, NY",Johnston," Catherine Helen ""Carrie""",Miss +3,0,0,29.8811345124283,1,2,6607.0,23.45,80,0,13.0,160.8099173553719,"New York, NY",Johnston, Andrew G,Mr +3,0,1,29.8811345124283,1,2,6607.0,23.45,80,0,13.0,160.8099173553719,"New York, NY",Johnston," Andrew G (Elizabeth ""Lily"" Watson)",Mrs +3,0,0,23.0,0,0,349204.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Jonkoff, Lalio,Mr +3,1,0,32.0,0,0,350417.0,7.8542,80,0,15.0,160.8099173553719,"New York, NY",Jonsson, Carl,Mr +3,0,0,27.0,0,0,350408.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Jonsson, Nils Hilding,Mr +3,0,1,20.0,1,0,4136.0,9.825,80,0,13.0,160.8099173553719,"New York, NY",Jussila, Katriina,Miss +3,0,1,21.0,1,0,4137.0,9.825,80,0,13.0,160.8099173553719,"New York, NY",Jussila, Mari Aina,Miss +3,1,0,32.0,0,0,23101286.0,7.925,80,0,15.0,160.8099173553719,"New York, NY",Jussila, Eiriik,Mr +3,0,0,17.0,0,0,23101274.0,7.125,80,0,13.0,160.8099173553719,"New York, NY",Kallio, Nikolai Erland,Mr +3,0,0,21.0,0,0,8475.0,8.4333,80,0,13.0,160.8099173553719,"New York, NY",Kalvik, Johannes Halvorsen,Mr +3,0,0,30.0,0,0,349246.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Karaic, Milan,Mr +3,1,0,21.0,0,0,350053.0,7.7958,80,0,13.0,160.8099173553719,"New York, NY",Karlsson, Einar Gervasius,Mr +3,0,0,33.0,0,0,347465.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Karlsson, Julius Konrad Eugen,Mr +3,0,0,22.0,0,0,350060.0,7.5208,80,0,13.0,160.8099173553719,"New York, NY",Karlsson, Nils August,Mr +3,1,1,4.0,0,1,349256.0,13.4167,80,1,15.0,160.8099173553719,"New York, NY",Karun, Manca,Miss +3,1,0,39.0,0,1,349256.0,13.4167,80,1,15.0,160.8099173553719,"New York, NY",Karun, Franz,Mr +3,0,0,29.8811345124283,0,0,2700.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Kassem, Fared,Mr +3,0,0,18.5,0,0,2682.0,7.2292,80,1,13.0,58.0,"New York, NY",Katavelas," Vassilios (""Catavelas Vassilios"")",Mr +3,0,0,29.8811345124283,0,0,12460.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Keane," Andrew ""Andy""",Mr +3,0,0,29.8811345124283,0,0,323592.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Keefe, Arthur,Mr +3,1,1,29.8811345124283,0,0,9234.0,7.75,80,2,16.0,160.8099173553719,"New York, NY",Kelly," Anna Katherine ""Annie Kate""",Miss +3,1,1,29.8811345124283,0,0,14312.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Kelly, Mary,Miss +3,0,0,34.5,0,0,330911.0,7.8292,80,2,13.0,70.0,"New York, NY",Kelly, James,Mr +3,0,0,44.0,0,0,363592.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Kelly, James,Mr +3,1,0,29.8811345124283,0,0,368783.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Kennedy, John,Mr +3,0,0,29.8811345124283,1,0,2660.0,14.4542,80,1,13.0,160.8099173553719,"New York, NY",Khalil, Betros,Mr +3,0,1,29.8811345124283,1,0,2660.0,14.4542,80,1,13.0,160.8099173553719,"New York, NY",Khalil," Betros (Zahie ""Maria"" Elias)",Mrs +3,0,0,29.8811345124283,1,0,367227.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Kiernan, John,Mr +3,0,0,29.8811345124283,1,0,367229.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Kiernan, Philip,Mr +3,0,0,29.8811345124283,0,0,36865.0,7.7375,80,2,13.0,160.8099173553719,"New York, NY",Kilgannon, Thomas J,Mr +3,0,1,22.0,2,0,315152.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Kink, Maria,Miss +3,0,0,26.0,2,0,315151.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Kink, Vincenz,Mr +3,1,1,4.0,0,2,315153.0,22.025,80,0,2.0,160.8099173553719,"New York, NY",Kink-Heilmann, Luise Gretchen,Miss +3,1,0,29.0,3,1,315153.0,22.025,80,0,2.0,160.8099173553719,"New York, NY",Kink-Heilmann, Anton,Mr +3,1,1,26.0,1,1,315153.0,22.025,80,0,2.0,160.8099173553719,"New York, NY",Kink-Heilmann, Anton (Luise Heilmann),Mrs +3,0,1,1.0,1,1,350405.0,12.1833,80,0,13.0,160.8099173553719,"New York, NY",Klasen, Gertrud Emilia,Miss +3,0,0,18.0,1,1,350404.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Klasen, Klas Albin,Mr +3,0,1,36.0,0,2,350405.0,12.1833,80,0,13.0,160.8099173553719,"New York, NY",Klasen, (Hulda Kristina Eugenia Lofqvist),Mrs +3,0,0,29.8811345124283,0,0,349253.0,7.8958,80,1,13.0,160.8099173553719,"New York, NY",Kraeff, Theodor,Mr +3,1,0,25.0,0,0,2654.0,7.2292,176,1,10.0,160.8099173553719,"New York, NY",Krekorian, Neshan,Mr +3,0,0,29.8811345124283,0,0,2624.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Lahoud, Sarkis,Mr +3,0,1,37.0,0,0,4135.0,9.5875,80,0,13.0,160.8099173553719,"New York, NY",Laitinen, Kristina Sofia,Miss +3,0,0,29.8811345124283,0,0,349217.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Laleff, Kristo,Mr +3,1,0,29.8811345124283,0,0,1601.0,56.4958,80,0,13.0,160.8099173553719,"New York, NY",Lam, Ali,Mr +3,0,0,29.8811345124283,0,0,1601.0,56.4958,80,0,13.0,160.8099173553719,"New York, NY",Lam, Len,Mr +3,1,1,22.0,0,0,7077.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Landergren, Aurora Adelia,Miss +3,0,0,29.8811345124283,0,0,7935.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Lane, Patrick,Mr +3,1,0,26.0,0,0,1601.0,56.4958,80,0,14.0,160.8099173553719,"New York, NY",Lang, Fang,Mr +3,0,0,29.0,0,0,7545.0,9.4833,80,0,13.0,160.8099173553719,"New York, NY",Larsson, August Viktor,Mr +3,0,0,29.0,0,0,347067.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Larsson, Bengt Edvin,Mr +3,0,0,22.0,0,0,347065.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Larsson-Rondberg, Edvard A,Mr +3,1,0,22.0,0,0,2620.0,7.225,80,1,6.0,160.8099173553719,"New York, NY",Leeni," Fahim (""Philip Zenni"")",Mr +3,0,0,29.8811345124283,3,1,4133.0,25.4667,80,0,13.0,160.8099173553719,"New York, NY",Lefebre, Henry Forbes,Master +3,0,1,29.8811345124283,3,1,4133.0,25.4667,80,0,13.0,160.8099173553719,"New York, NY",Lefebre, Ida,Miss +3,0,1,29.8811345124283,3,1,4133.0,25.4667,80,0,13.0,160.8099173553719,"New York, NY",Lefebre, Jeannie,Miss +3,0,1,29.8811345124283,3,1,4133.0,25.4667,80,0,13.0,160.8099173553719,"New York, NY",Lefebre, Mathilde,Miss +3,0,1,29.8811345124283,0,4,4133.0,25.4667,80,0,13.0,160.8099173553719,"New York, NY",Lefebre, Frank (Frances),Mrs +3,0,0,32.0,0,0,23101292.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Leinonen, Antti Gustaf,Mr +3,0,0,34.5,0,0,2683.0,6.4375,80,1,13.0,196.0,"New York, NY",Lemberopolous, Peter L,Mr +3,0,1,29.8811345124283,1,0,370371.0,15.5,80,2,13.0,160.8099173553719,"New York, NY",Lennon, Mary,Miss +3,0,0,29.8811345124283,1,0,370371.0,15.5,80,2,13.0,160.8099173553719,"New York, NY",Lennon, Denis,Mr +3,0,0,36.0,0,0,659942.7808429119,0.0,80,0,13.0,160.8099173553719,"New York, NY",Leonard, Lionel,Mr +3,0,0,39.0,0,0,448871.0,24.15,80,0,13.0,160.8099173553719,"New York, NY",Lester, James,Mr +3,0,0,24.0,0,0,345781.0,9.5,80,0,13.0,160.8099173553719,"New York, NY",Lievens, Rene Aime,Mr +3,0,1,25.0,0,0,347071.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Lindahl, Agda Thorilda Viktoria,Miss +3,0,1,45.0,0,0,347073.0,7.75,80,0,13.0,160.8099173553719,"New York, NY",Lindblom, Augusta Charlotta,Miss +3,0,0,36.0,1,0,349910.0,15.55,80,0,13.0,160.8099173553719,"New York, NY",Lindell, Edvard Bengtsson,Mr +3,0,1,30.0,1,0,349910.0,15.55,80,0,13.0,160.8099173553719,"New York, NY",Lindell, Edvard Bengtsson (Elin Gerda Persson),Mrs +3,1,0,20.0,1,0,23101285.0,7.925,80,0,15.0,160.8099173553719,"New York, NY",Lindqvist, Eino William,Mr +3,0,0,29.8811345124283,0,0,330971.0,7.8792,80,2,13.0,160.8099173553719,"New York, NY",Linehan, Michael,Mr +3,0,0,28.0,0,0,1601.0,56.4958,80,0,13.0,160.8099173553719,"New York, NY",Ling, Lee,Mr +3,0,0,29.8811345124283,0,0,251.0,7.55,80,0,13.0,160.8099173553719,"New York, NY",Lithman, Simon,Mr +3,0,0,30.0,1,0,53336.0,16.1,80,0,13.0,160.8099173553719,"New York, NY",Lobb, William Arthur,Mr +3,0,1,26.0,1,0,53336.0,16.1,80,0,13.0,160.8099173553719,"New York, NY",Lobb, William Arthur (Cordelia K Stanlick),Mrs +3,0,0,29.8811345124283,0,0,1222.0,7.8792,80,0,13.0,153.0,"New York, NY",Lockyer, Edward,Mr +3,0,0,20.5,0,0,521173.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Lovell," John Hall (""Henry"")",Mr +3,1,0,27.0,0,0,315098.0,8.6625,80,0,15.0,160.8099173553719,"New York, NY",Lulic, Nikola,Mr +3,0,0,51.0,0,0,347743.0,7.0542,80,0,13.0,160.8099173553719,"New York, NY",Lundahl, Johan Svensson,Mr +3,1,1,23.0,0,0,347469.0,7.8542,80,0,10.0,160.8099173553719,"New York, NY",Lundin, Olga Elida,Miss +3,1,0,32.0,0,0,350403.0,7.5792,80,0,15.0,160.8099173553719,"New York, NY",Lundstrom, Thure Edvin,Mr +3,0,0,29.8811345124283,0,0,349235.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Lyntakoff, Stanko,Mr +3,0,0,29.8811345124283,0,0,42795.0,7.55,80,0,13.0,160.8099173553719,"New York, NY",MacKay, George William,Mr +3,1,1,29.8811345124283,0,0,370370.0,7.75,80,2,15.0,160.8099173553719,"New York, NY",Madigan," Margaret ""Maggie""",Miss +3,1,0,24.0,0,0,17369.0,7.1417,80,0,13.0,160.8099173553719,"New York, NY",Madsen, Fridtjof Arne,Mr +3,0,0,22.0,0,0,23101275.0,7.125,80,0,13.0,160.8099173553719,"New York, NY",Maenpaa, Matti Alexanteri,Mr +3,0,1,29.8811345124283,0,0,330924.0,7.8792,80,2,13.0,160.8099173553719,"New York, NY",Mahon, Bridget Delia,Miss +3,0,0,29.8811345124283,0,0,43130.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Mahon, John,Mr +3,0,0,29.8811345124283,0,0,2816.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Maisner, Simon,Mr +3,0,0,29.0,0,0,23101268.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Makinen, Kalle Edvard,Mr +3,1,0,29.8811345124283,0,0,2677.0,7.2292,80,1,15.0,160.8099173553719,"New York, NY",Mamee, Hanna,Mr +3,0,1,30.5,0,0,364850.0,7.75,80,2,13.0,61.0,"New York, NY",Mangan, Mary,Miss +3,1,1,29.8811345124283,0,0,36866.0,7.7375,80,2,16.0,160.8099173553719,"New York, NY",Mannion, Margareth,Miss +3,0,0,29.8811345124283,0,0,2655.0,7.2292,175,1,13.0,160.8099173553719,"New York, NY",Mardirosian, Sarkis,Mr +3,0,0,35.0,0,0,349213.0,7.8958,80,1,13.0,160.8099173553719,"New York, NY",Markoff, Marin,Mr +3,0,0,33.0,0,0,349257.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Markun, Johann,Mr +3,1,1,29.8811345124283,0,0,2649.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Masselmani, Fatima,Mrs +3,0,0,29.8811345124283,0,0,349255.0,7.8958,80,1,13.0,160.8099173553719,"New York, NY",Matinoff, Nicola,Mr +3,1,1,29.8811345124283,0,0,383123.0,7.75,80,2,1516.0,160.8099173553719,"New York, NY",McCarthy," Catherine ""Katie""",Miss +3,1,0,29.8811345124283,0,0,367228.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",McCormack, Thomas Joseph,Mr +3,1,1,29.8811345124283,2,0,367226.0,23.25,80,2,16.0,160.8099173553719,"New York, NY",McCoy, Agnes,Miss +3,1,1,29.8811345124283,2,0,367226.0,23.25,80,2,16.0,160.8099173553719,"New York, NY",McCoy, Alicia,Miss +3,1,0,29.8811345124283,2,0,367226.0,23.25,80,2,16.0,160.8099173553719,"New York, NY",McCoy, Bernard,Mr +3,1,1,29.8811345124283,0,0,330932.0,7.7875,80,2,13.0,160.8099173553719,"New York, NY",McDermott, Brigdet Delia,Miss +3,0,0,29.8811345124283,0,0,36568.0,15.5,80,2,13.0,160.8099173553719,"New York, NY",McEvoy, Michael,Mr +3,1,1,29.8811345124283,0,0,330931.0,7.8792,80,2,13.0,160.8099173553719,"New York, NY",McGovern, Mary,Miss +3,1,1,15.0,0,0,330923.0,8.0292,80,2,13.0,160.8099173553719,"New York, NY",McGowan," Anna ""Annie""",Miss +3,0,1,35.0,0,0,9232.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",McGowan, Katherine,Miss +3,0,0,29.8811345124283,0,0,370372.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",McMahon, Martin,Mr +3,0,0,24.0,1,0,376566.0,16.1,80,0,13.0,160.8099173553719,"New York, NY",McNamee, Neal,Mr +3,0,1,19.0,1,0,376566.0,16.1,80,0,13.0,53.0,"New York, NY",McNamee, Neal (Eileen O'Leary),Mrs +3,0,1,29.8811345124283,0,0,370368.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",McNeill, Bridget,Miss +3,0,1,29.8811345124283,0,0,392087.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Meanwell, (Marion Ogden),Miss +3,0,1,29.8811345124283,0,0,343095.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Meek, Thomas (Annie Louise Rowley),Mrs +3,0,0,55.5,0,0,511206.0,8.05,80,0,13.0,201.0,"New York, NY",Meo, Alfonzo,Mr +3,0,0,29.8811345124283,0,0,368703.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Mernagh, Robert,Mr +3,1,0,21.0,0,0,345501.0,7.775,80,0,15.0,160.8099173553719,"New York, NY",Midtsjo, Karl Albert,Mr +3,0,0,29.8811345124283,0,0,359306.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Miles, Frank,Mr +3,0,0,24.0,0,0,349233.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Mineff, Ivan,Mr +3,0,0,21.0,0,0,349211.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Minkoff, Lazar,Mr +3,0,0,28.0,0,0,349207.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Mionoff, Stoytcho,Mr +3,0,0,29.8811345124283,0,0,349221.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Mitkoff, Mito,Mr +3,1,1,29.8811345124283,0,0,330980.0,7.8792,80,2,16.0,160.8099173553719,"New York, NY",Mockler," Helen Mary ""Ellie""",Miss +3,0,0,25.0,0,0,348123.0,7.65,179,0,13.0,309.0,"New York, NY",Moen, Sigurd Hansen,Mr +3,1,0,6.0,0,1,392096.0,12.475,150,0,14.0,160.8099173553719,"New York, NY",Moor, Meier,Master +3,1,1,27.0,0,1,392096.0,12.475,150,0,14.0,160.8099173553719,"New York, NY",Moor, (Beila),Mrs +3,0,0,29.8811345124283,0,0,454510.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Moore, Leonard Charles,Mr +3,1,1,29.8811345124283,1,0,371110.0,24.15,80,2,16.0,160.8099173553719,"New York, NY",Moran, Bertha,Miss +3,0,0,29.8811345124283,1,0,371110.0,24.15,80,2,13.0,160.8099173553719,"New York, NY",Moran, Daniel J,Mr +3,0,0,29.8811345124283,0,0,330877.0,8.4583,80,2,13.0,160.8099173553719,"New York, NY",Moran, James,Mr +3,0,0,34.0,0,0,364506.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Morley, William,Mr +3,0,0,29.8811345124283,0,0,372622.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Morrow, Thomas Rowan,Mr +3,1,0,29.8811345124283,0,0,312991.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Moss, Albert Johan,Mr +3,1,0,29.8811345124283,1,1,2661.0,15.2458,80,1,13.0,160.8099173553719,"New York, NY",Moubarek, Gerios,Master +3,1,0,29.8811345124283,1,1,2661.0,15.2458,80,1,13.0,160.8099173553719,"New York, NY",Moubarek," Halim Gonios (""William George"")",Master +3,1,1,29.8811345124283,0,2,2661.0,15.2458,80,1,13.0,160.8099173553719,"New York, NY",Moubarek," George (Omine ""Amenia"" Alexander)",Mrs +3,1,1,29.8811345124283,0,0,2626.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Moussa, (Mantoura Boulos),Mrs +3,0,0,29.8811345124283,0,0,374746.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Moutal, Rahamin Haim,Mr +3,1,1,29.8811345124283,0,0,35852.0,7.7333,80,2,16.0,160.8099173553719,"New York, NY",Mullens," Katherine ""Katie""",Miss +3,1,1,24.0,0,0,382653.0,7.75,80,2,15.0,160.8099173553719,"New York, NY",Mulvihill, Bertha E,Miss +3,0,0,29.8811345124283,0,0,53235.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Murdlin, Joseph,Mr +3,1,1,29.8811345124283,1,0,367230.0,15.5,80,2,16.0,160.8099173553719,"New York, NY",Murphy," Katherine ""Kate""",Miss +3,1,1,29.8811345124283,1,0,367230.0,15.5,80,2,16.0,160.8099173553719,"New York, NY",Murphy, Margaret Jane,Miss +3,1,1,29.8811345124283,0,0,36568.0,15.5,80,2,16.0,160.8099173553719,"New York, NY",Murphy, Nora,Miss +3,0,0,18.0,0,0,347078.0,7.75,80,0,13.0,160.8099173553719,"New York, NY",Myhrman, Pehr Fabian Oliver Malkolm,Mr +3,0,0,22.0,0,0,349206.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Naidenoff, Penko,Mr +3,1,1,15.0,0,0,2667.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Najib," Adele Kiamie ""Jane""",Miss +3,1,1,1.0,0,2,2653.0,15.7417,80,1,13.0,160.8099173553719,"New York, NY",Nakid," Maria (""Mary"")",Miss +3,1,0,20.0,1,1,2653.0,15.7417,80,1,13.0,160.8099173553719,"New York, NY",Nakid, Sahid,Mr +3,1,1,19.0,1,1,2653.0,15.7417,80,1,13.0,160.8099173553719,"New York, NY",Nakid," Said (Waika ""Mary"" Mowad)",Mrs +3,0,0,33.0,0,0,53338.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Nancarrow, William Henry,Mr +3,0,0,29.8811345124283,0,0,349218.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Nankoff, Minko,Mr +3,0,0,29.8811345124283,0,0,2652.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Nasr, Mustafa,Mr +3,0,1,29.8811345124283,0,0,365237.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Naughton, Hannah,Miss +3,0,0,29.8811345124283,0,0,349234.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Nenkoff, Christo,Mr +3,1,0,12.0,1,0,2651.0,11.2417,80,1,13.0,160.8099173553719,"New York, NY",Nicola-Yarred, Elias,Master +3,1,1,14.0,1,0,2651.0,11.2417,80,1,13.0,160.8099173553719,"New York, NY",Nicola-Yarred, Jamila,Miss +3,0,1,29.0,0,0,3101297.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Nieminen, Manta Josefina,Miss +3,0,0,28.0,0,0,363611.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Niklasson, Samuel,Mr +3,1,1,18.0,0,0,347066.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Nilsson, Berta Olivia,Miss +3,1,1,26.0,0,0,347470.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Nilsson, Helmina Josefina,Miss +3,0,0,21.0,0,0,350410.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Nilsson, August Ferdinand,Mr +3,0,0,41.0,0,0,23101272.0,7.125,80,0,13.0,160.8099173553719,"Finland Sudbury, ON",Nirva, Iisakki Antino Aijo,Mr +3,1,0,39.0,0,0,23101289.0,7.925,80,0,9.0,160.8099173553719,"New York, NY",Niskanen, Juha,Mr +3,0,0,21.0,0,0,439886.0,7.8,80,0,13.0,160.8099173553719,"New York, NY",Nosworthy, Richard Cater,Mr +3,0,0,28.5,0,0,2697.0,7.2292,80,1,13.0,181.0,"New York, NY",Novel, Mansouer,Mr +3,1,1,22.0,0,0,347081.0,7.75,80,0,13.0,160.8099173553719,"New York, NY",Nysten, Anna Sofia,Miss +3,0,0,61.0,0,0,345364.0,6.2375,80,0,13.0,160.8099173553719,"New York, NY",Nysveen, Johan Hansen,Mr +3,0,0,29.8811345124283,1,0,370365.0,15.5,80,2,13.0,160.8099173553719,"New York, NY",O'Brien, Thomas,Mr +3,0,0,29.8811345124283,0,0,330979.0,7.8292,80,2,13.0,160.8099173553719,"New York, NY",O'Brien, Timothy,Mr +3,1,1,29.8811345124283,1,0,370365.0,15.5,80,2,13.0,160.8099173553719,"New York, NY",O'Brien," Thomas (Johanna ""Hannah"" Godfrey)",Mrs +3,0,0,29.8811345124283,0,0,334912.0,7.7333,80,2,13.0,160.8099173553719,"New York, NY",O'Connell, Patrick D,Mr +3,0,0,29.8811345124283,0,0,371060.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",O'Connor, Maurice,Mr +3,0,0,29.8811345124283,0,0,366713.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",O'Connor, Patrick,Mr +3,0,0,23.0,0,0,7267.0,9.225,80,0,13.0,160.8099173553719,"New York, NY",Odahl, Nils Martin,Mr +3,0,1,29.8811345124283,0,0,364856.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",O'Donoghue, Bridget,Ms +3,1,1,29.8811345124283,0,0,14311.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",O'Driscoll, Bridget,Miss +3,1,1,29.8811345124283,0,0,330959.0,7.8792,80,2,13.0,160.8099173553719,"New York, NY",O'Dwyer," Ellen ""Nellie""",Miss +3,1,1,22.0,0,0,347085.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Ohman, Velin,Miss +3,1,0,29.8811345124283,0,0,368402.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",O'Keefe, Patrick,Mr +3,1,1,29.8811345124283,0,0,330919.0,7.8292,80,2,13.0,160.8099173553719,"New York, NY",O'Leary," Hanora ""Norah""",Miss +3,1,0,9.0,0,1,17368.0,3.1708,80,0,13.0,160.8099173553719,"New York, NY",Olsen, Artur Karl,Master +3,0,0,28.0,0,0,4001.0,22.525,80,0,13.0,173.0,"New York, NY",Olsen, Henry Margido,Mr +3,0,0,42.0,0,1,4579.0,8.4042,80,0,13.0,160.8099173553719,"New York, NY",Olsen, Karl Siegwart Andreas,Mr +3,0,0,29.8811345124283,0,0,265302.0,7.3125,80,0,13.0,160.8099173553719,"New York, NY",Olsen, Ole Martin,Mr +3,0,1,31.0,0,0,350407.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Olsson, Elina,Miss +3,0,0,28.0,0,0,347464.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Olsson, Nils Johan Goransson,Mr +3,1,0,32.0,0,0,347079.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Olsson, Oscar Wilhelm,Mr +3,0,0,20.0,0,0,6563.0,9.225,80,0,13.0,89.0,"Oslo, Norway Cameron, WI",Olsvigen, Thor Anderson,Mr +3,0,1,23.0,0,0,315085.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Oreskovic, Jelka,Miss +3,0,1,20.0,0,0,315096.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Oreskovic, Marija,Miss +3,0,0,20.0,0,0,315094.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Oreskovic, Luka,Mr +3,0,0,16.0,0,0,7534.0,9.2167,80,0,13.0,160.8099173553719,"New York, NY",Osen, Olaf Elon,Mr +3,1,1,31.0,0,0,349244.0,8.6833,80,0,13.0,160.8099173553719,"New York, NY",Osman, Mara,Mrs +3,0,1,29.8811345124283,0,0,330909.0,7.6292,80,2,13.0,160.8099173553719,"New York, NY",O'Sullivan, Bridget Mary,Miss +3,0,0,2.0,3,1,349909.0,21.075,80,0,13.0,4.0,"New York, NY",Palsson, Gosta Leonard,Master +3,0,0,6.0,3,1,349909.0,21.075,80,0,13.0,160.8099173553719,"New York, NY",Palsson, Paul Folke,Master +3,0,1,3.0,3,1,349909.0,21.075,80,0,13.0,160.8099173553719,"New York, NY",Palsson, Stina Viola,Miss +3,0,1,8.0,3,1,349909.0,21.075,80,0,13.0,160.8099173553719,"New York, NY",Palsson, Torborg Danira,Miss +3,0,1,29.0,0,4,349909.0,21.075,80,0,13.0,206.0,"New York, NY",Palsson, Nils (Alma Cornelia Berglund),Mrs +3,0,0,1.0,4,1,3101295.0,39.6875,80,0,13.0,160.8099173553719,"New York, NY",Panula, Eino Viljami,Master +3,0,0,7.0,4,1,3101295.0,39.6875,80,0,13.0,160.8099173553719,"New York, NY",Panula, Juha Niilo,Master +3,0,0,2.0,4,1,3101295.0,39.6875,80,0,13.0,160.8099173553719,"New York, NY",Panula, Urho Abraham,Master +3,0,0,16.0,4,1,3101295.0,39.6875,80,0,13.0,160.8099173553719,"New York, NY",Panula, Ernesti Arvid,Mr +3,0,0,14.0,4,1,3101295.0,39.6875,80,0,13.0,160.8099173553719,"New York, NY",Panula, Jaako Arnold,Mr +3,0,1,41.0,0,5,3101295.0,39.6875,80,0,13.0,160.8099173553719,"New York, NY",Panula, Juha (Maria Emilia Ojala),Mrs +3,0,0,21.0,0,0,315097.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Pasic, Jakob,Mr +3,0,0,19.0,0,0,358585.0,14.5,80,0,13.0,160.8099173553719,"New York, NY",Patchett, George,Mr +3,0,0,29.8811345124283,0,0,3411.0,8.7125,80,1,13.0,160.8099173553719,"New York, NY",Paulner, Uscher,Mr +3,0,0,32.0,0,0,349242.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Pavlovic, Stefo,Mr +3,0,0,0.75,1,1,3101315.0,13.775,80,0,13.0,160.8099173553719,"New York, NY",Peacock, Alfred Edward,Master +3,0,1,3.0,1,1,3101315.0,13.775,80,0,13.0,160.8099173553719,"New York, NY",Peacock, Treasteall,Miss +3,0,1,26.0,0,2,3101315.0,13.775,80,0,13.0,160.8099173553719,"New York, NY",Peacock, Benjamin (Edith Nile),Mrs +3,0,0,29.8811345124283,0,0,343271.0,7.0,80,0,13.0,160.8099173553719,"New York, NY",Pearce, Ernest,Mr +3,0,0,29.8811345124283,0,0,345498.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Pedersen, Olaf,Mr +3,0,0,29.8811345124283,0,0,52817.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Peduzzi, Joseph,Mr +3,0,0,21.0,0,0,23101294.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Pekoniemi, Edvard,Mr +3,0,0,25.0,0,0,23101291.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Peltomaki, Nikolai Johannes,Mr +3,0,0,22.0,0,0,521174.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Perkin, John Henry,Mr +3,1,0,25.0,1,0,347083.0,7.775,80,0,15.0,160.8099173553719,"New York, NY",Persson, Ernst Ulrik,Mr +3,1,0,29.8811345124283,1,1,2668.0,22.3583,80,1,13.0,160.8099173553719,"New York, NY",Peter, Michael J,Master +3,1,1,29.8811345124283,1,1,2668.0,22.3583,177,1,13.0,160.8099173553719,"New York, NY",Peter, Anna,Miss +3,1,1,29.8811345124283,0,2,2668.0,22.3583,80,1,13.0,160.8099173553719,"New York, NY",Peter, Catherine (Catherine Rizk),Mrs +3,0,1,29.8811345124283,0,0,330935.0,8.1375,80,2,13.0,160.8099173553719,"New York, NY",Peters, Katie,Miss +3,0,0,24.0,0,0,342441.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Petersen, Marius,Mr +3,0,1,28.0,0,0,349245.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Petranec, Matilda,Miss +3,0,0,19.0,0,0,349212.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Petroff, Nedelio,Mr +3,0,0,29.8811345124283,0,0,349215.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Petroff," Pastcho (""Pentcho"")",Mr +3,0,0,25.0,1,0,347076.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Petterson, Johan Emil,Mr +3,0,1,18.0,0,0,347087.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Pettersson, Ellen Natalia,Miss +3,1,0,32.0,0,0,392078.0,8.05,147,0,9.0,160.8099173553719,"New York, NY",Pickard, Berk (Berk Trembisky),Mr +3,0,0,29.8811345124283,0,0,349227.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Plotcharsky, Vasil,Mr +3,0,0,17.0,0,0,315095.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Pokrnic, Mate,Mr +3,0,0,24.0,0,0,315092.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Pokrnic, Tome,Mr +3,0,0,29.8811345124283,0,0,349223.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Radeff, Alexander,Mr +3,0,1,29.8811345124283,0,0,65305.0,8.1125,80,0,13.0,160.8099173553719,"New York, NY",Rasmussen, (Lena Jacobsen Solvang),Mrs +3,0,0,29.8811345124283,0,0,2629.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Razi, Raihed,Mr +3,0,0,29.8811345124283,0,0,362316.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Reed, James George,Mr +3,0,0,38.0,0,0,349249.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Rekic, Tido,Mr +3,0,0,21.0,0,0,342684.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Reynolds, Harold J,Mr +3,0,0,10.0,4,1,382652.0,29.125,80,2,13.0,160.8099173553719,"New York, NY",Rice, Albert,Master +3,0,0,4.0,4,1,382652.0,29.125,80,2,13.0,160.8099173553719,"New York, NY",Rice, Arthur,Master +3,0,0,7.0,4,1,382652.0,29.125,80,2,13.0,160.8099173553719,"New York, NY",Rice, Eric,Master +3,0,0,2.0,4,1,382652.0,29.125,80,2,13.0,160.8099173553719,"New York, NY",Rice, Eugene,Master +3,0,0,8.0,4,1,382652.0,29.125,80,2,13.0,160.8099173553719,"New York, NY",Rice, George Hugh,Master +3,0,1,39.0,0,5,382652.0,29.125,80,2,13.0,327.0,"New York, NY",Rice, William (Margaret Norton),Mrs +3,0,1,22.0,0,0,3101295.0,39.6875,80,0,13.0,160.8099173553719,"New York, NY",Riihivouri," Susanna Juhantytar ""Sanni""",Miss +3,0,0,35.0,0,0,23101273.0,7.125,80,0,13.0,160.8099173553719,"New York, NY",Rintamaki, Matti,Mr +3,1,1,29.8811345124283,0,0,334915.0,7.7208,80,2,13.0,160.8099173553719,"New York, NY",Riordan," Johanna ""Hannah""",Miss +3,0,0,29.8811345124283,0,0,364498.0,14.5,80,0,13.0,160.8099173553719,"New York, NY",Risien, Samuel Beard,Mr +3,0,1,29.8811345124283,0,0,364498.0,14.5,80,0,13.0,160.8099173553719,"New York, NY",Risien, Samuel (Emma),Mrs +3,0,0,50.0,1,0,53337.0,14.5,80,0,13.0,119.0,"New York, NY",Robins, Alexander A,Mr +3,0,1,47.0,1,0,53337.0,14.5,80,0,13.0,7.0,"New York, NY",Robins, Alexander A (Grace Charity Laury),Mrs +3,0,0,29.8811345124283,0,0,423567.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Rogers, William John,Mr +3,0,0,29.8811345124283,0,0,312993.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Rommetvedt, Knud Paust,Mr +3,0,1,2.0,1,1,370129.0,20.2125,80,0,13.0,160.8099173553719,"New York, NY",Rosblom, Salli Helena,Miss +3,0,0,18.0,1,1,370129.0,20.2125,80,0,13.0,160.8099173553719,"New York, NY",Rosblom, Viktor Richard,Mr +3,0,1,41.0,0,2,370129.0,20.2125,80,0,13.0,160.8099173553719,"New York, NY",Rosblom, Viktor (Helena Wilhelmina),Mrs +3,1,1,29.8811345124283,0,0,342712.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Roth, Sarah A,Miss +3,0,0,50.0,0,0,53594.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Rouse, Richard Henry,Mr +3,0,0,16.0,0,0,420589.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Rush, Alfred George John,Mr +3,1,0,29.8811345124283,0,0,383162.0,7.75,80,2,14.0,160.8099173553719,"New York, NY",Ryan, Edward,Mr +3,0,0,29.8811345124283,0,0,371110.0,24.15,80,2,13.0,160.8099173553719,"New York, NY",Ryan, Patrick,Mr +3,0,0,29.8811345124283,0,0,2671.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Saad, Amin,Mr +3,0,0,25.0,0,0,2672.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Saad, Khalil,Mr +3,0,0,29.8811345124283,0,0,2676.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Saade, Jean Nassr,Mr +3,0,0,29.8811345124283,0,0,367655.0,7.7292,80,2,13.0,160.8099173553719,"New York, NY",Sadlier, Matthew,Mr +3,0,0,29.8811345124283,0,0,1588.0,7.575,80,0,13.0,160.8099173553719,"New York, NY",Sadowitz, Harry,Mr +3,0,0,38.5,0,0,3101262.0,7.25,80,0,13.0,32.0,"New York, NY",Saether, Simon Sivertsen,Mr +3,0,0,29.8811345124283,8,2,2343.0,69.55,80,0,13.0,160.8099173553719,"New York, NY",Sage, Thomas Henry,Master +3,0,0,14.5,8,2,2343.0,69.55,80,0,13.0,67.0,"New York, NY",Sage, William Henry,Master +3,0,1,29.8811345124283,8,2,2343.0,69.55,80,0,13.0,160.8099173553719,"New York, NY",Sage, Ada,Miss +3,0,1,29.8811345124283,8,2,2343.0,69.55,80,0,13.0,160.8099173553719,"New York, NY",Sage, Constance Gladys,Miss +3,0,1,29.8811345124283,8,2,2343.0,69.55,80,0,13.0,160.8099173553719,"New York, NY",Sage," Dorothy Edith ""Dolly""",Miss +3,0,1,29.8811345124283,8,2,2343.0,69.55,80,0,13.0,160.8099173553719,"New York, NY",Sage, Stella Anna,Miss +3,0,0,29.8811345124283,8,2,2343.0,69.55,80,0,13.0,160.8099173553719,"New York, NY",Sage, Douglas Bullen,Mr +3,0,0,29.8811345124283,8,2,2343.0,69.55,80,0,13.0,160.8099173553719,"New York, NY",Sage, Frederick,Mr +3,0,0,29.8811345124283,8,2,2343.0,69.55,80,0,13.0,160.8099173553719,"New York, NY",Sage, George John Jr,Mr +3,0,0,29.8811345124283,1,9,2343.0,69.55,80,0,13.0,160.8099173553719,"New York, NY",Sage, John George,Mr +3,0,1,29.8811345124283,1,9,2343.0,69.55,80,0,13.0,160.8099173553719,"New York, NY",Sage, John (Annie Bullen),Mrs +3,0,0,24.0,0,0,7266.0,9.325,80,0,13.0,160.8099173553719,"New York, NY",Salander, Karl Johan,Mr +3,1,1,21.0,0,0,343120.0,7.65,80,0,13.0,160.8099173553719,"New York, NY",Salkjelsvik, Anna Kristine,Miss +3,0,0,39.0,0,0,3101296.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Salonen, Johan Werner,Mr +3,0,0,29.8811345124283,2,0,2662.0,21.6792,80,1,13.0,160.8099173553719,"New York, NY",Samaan, Elias,Mr +3,0,0,29.8811345124283,2,0,2662.0,21.6792,80,1,13.0,160.8099173553719,"New York, NY",Samaan, Hanna,Mr +3,0,0,29.8811345124283,2,0,2662.0,21.6792,80,1,13.0,160.8099173553719,"New York, NY",Samaan, Youssef,Mr +3,1,1,1.0,1,1,9549.0,16.7,184,0,13.0,160.8099173553719,"New York, NY",Sandstrom, Beatrice Irene,Miss +3,1,1,24.0,0,2,9549.0,16.7,184,0,13.0,160.8099173553719,"New York, NY",Sandstrom, Hjalmar (Agnes Charlotta Bengtsson),Mrs +3,1,1,4.0,1,1,9549.0,16.7,184,0,13.0,160.8099173553719,"New York, NY",Sandstrom, Marguerite Rut,Miss +3,1,0,25.0,0,0,345768.0,9.5,80,0,11.0,160.8099173553719,"New York, NY",Sap, Julius,Mr +3,0,0,20.0,0,0,52151.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Saundercock, William Henry,Mr +3,0,0,24.5,0,0,342826.0,8.05,80,0,13.0,284.0,"New York, NY",Sawyer, Frederick Charles,Mr +3,0,0,29.8811345124283,0,0,36209.0,7.725,80,2,13.0,160.8099173553719,"New York, NY",Scanlan, James,Mr +3,0,0,29.8811345124283,0,0,349222.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Sdycoff, Todor,Mr +3,0,0,29.8811345124283,0,0,370374.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Shaughnessy, Patrick,Mr +3,1,0,29.0,0,0,345779.0,9.5,80,0,11.0,160.8099173553719,"New York, NY",Sheerlinck, Jan Baptist,Mr +3,0,0,29.8811345124283,0,0,6212.0,15.1,80,0,13.0,160.8099173553719,"New York, NY",Shellard, Frederick William,Mr +3,1,1,29.8811345124283,0,0,330968.0,7.7792,80,2,13.0,160.8099173553719,"New York, NY",Shine, Ellen Natalia,Miss +3,0,0,29.8811345124283,0,0,374910.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Shorney, Charles Joseph,Mr +3,0,0,29.8811345124283,0,0,392082.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Simmons, John,Mr +3,0,0,22.0,0,0,2669.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Sirayanian, Orsen,Mr +3,0,0,29.8811345124283,0,0,392092.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Sirota, Maurice,Mr +3,0,0,40.0,0,0,349251.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Sivic, Husein,Mr +3,0,0,21.0,0,0,23101280.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Sivola, Antti Wilhelm,Mr +3,1,1,18.0,0,0,3101265.0,7.4958,80,0,16.0,160.8099173553719,"New York, NY",Sjoblom, Anna Sofia,Miss +3,0,0,4.0,3,2,347088.0,27.9,80,0,13.0,160.8099173553719,"New York, NY",Skoog, Harald,Master +3,0,0,10.0,3,2,347088.0,27.9,80,0,13.0,160.8099173553719,"New York, NY",Skoog, Karl Thorsten,Master +3,0,1,9.0,3,2,347088.0,27.9,80,0,13.0,160.8099173553719,"New York, NY",Skoog, Mabel,Miss +3,0,1,2.0,3,2,347088.0,27.9,80,0,13.0,160.8099173553719,"New York, NY",Skoog, Margit Elizabeth,Miss +3,0,0,40.0,1,4,347088.0,27.9,80,0,13.0,160.8099173553719,"New York, NY",Skoog, Wilhelm,Mr +3,0,1,45.0,1,4,347088.0,27.9,80,0,13.0,160.8099173553719,"New York, NY",Skoog, William (Anna Bernhardina Karlsson),Mrs +3,0,0,29.8811345124283,0,0,349214.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Slabenoff, Petco,Mr +3,0,0,29.8811345124283,0,0,392086.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Slocovski, Selman Francis,Mr +3,0,0,29.8811345124283,0,0,315037.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Smiljanic, Mile,Mr +3,0,0,29.8811345124283,0,0,384461.0,7.75,80,2,13.0,160.8099173553719,"New York, NY",Smith, Thomas,Mr +3,1,1,29.8811345124283,0,0,335432.0,7.7333,80,2,13.0,160.8099173553719,"New York, NY",Smyth, Julia,Miss +3,0,0,19.0,0,0,348124.0,7.65,179,0,13.0,160.8099173553719,"New York, NY",Soholt, Peter Andreas Lauritz Andersen,Mr +3,0,0,30.0,0,0,518509.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Somerton, Francis William,Mr +3,0,0,29.8811345124283,0,0,53236.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Spector, Woolf,Mr +3,0,0,32.0,0,0,369943.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Spinner, Henry John,Mr +3,0,0,29.8811345124283,0,0,349208.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Staneff, Ivan,Mr +3,0,0,33.0,0,0,349239.0,8.6625,80,1,13.0,160.8099173553719,"New York, NY",Stankovic, Ivan,Mr +3,1,1,23.0,0,0,2314.0,7.55,80,0,13.0,160.8099173553719,"New York, NY",Stanley, Amy Zillah Elsie,Miss +3,0,0,21.0,0,0,445380.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Stanley, Edward Roland,Mr +3,0,0,60.5,0,0,3701.0,33.29547928134557,80,0,13.0,261.0,"New York, NY",Storey, Thomas,Mr +3,0,0,19.0,0,0,349205.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Stoytcheff, Ilia,Mr +3,0,1,22.0,0,0,7553.0,9.8375,80,0,13.0,160.8099173553719,"New York, NY",Strandberg, Ida Sofia,Miss +3,1,0,31.0,0,0,23101288.0,7.925,80,0,9.0,160.8099173553719,"New York, NY",Stranden, Juho,Mr +3,0,0,27.0,0,0,315083.0,8.6625,80,0,13.0,160.8099173553719,"New York, NY",Strilic, Ivan,Mr +3,0,1,2.0,0,1,347054.0,10.4625,184,0,13.0,160.8099173553719,"New York, NY",Strom, Telma Matilda,Miss +3,0,1,29.0,1,1,347054.0,10.4625,184,0,13.0,160.8099173553719,"New York, NY",Strom, Wilhelm (Elna Matilda Persson),Mrs +3,1,0,16.0,0,0,392089.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Sunderland, Victor Francis,Mr +3,1,0,44.0,0,0,23101269.0,7.925,80,0,15.0,160.8099173553719,"New York, NY",Sundman, Johan Julian,Mr +3,0,0,25.0,0,0,392076.0,7.05,80,0,13.0,160.8099173553719,"New York, NY",Sutehall, Henry Jr,Mr +3,0,0,74.0,0,0,347060.0,7.775,80,0,13.0,160.8099173553719,"New York, NY",Svensson, Johan,Mr +3,1,0,14.0,0,0,7538.0,9.225,80,0,13.0,160.8099173553719,"New York, NY",Svensson, Johan Cervin,Mr +3,0,0,24.0,0,0,350035.0,7.7958,80,0,13.0,160.8099173553719,"New York, NY",Svensson, Olof,Mr +3,1,0,25.0,0,0,350033.0,7.7958,80,0,1315.0,160.8099173553719,"New York, NY",Tenglin, Gunnar Isidor,Mr +3,0,0,34.0,0,0,363294.0,8.05,80,0,13.0,176.0,"New York, NY",Theobald, Thomas Leonard,Mr +3,1,0,0.4167,0,1,2625.0,8.5167,80,1,16.0,160.8099173553719,"New York, NY",Thomas, Assad Alexander,Master +3,0,0,29.8811345124283,1,0,2621.0,6.4375,80,1,13.0,160.8099173553719,"New York, NY",Thomas, Charles P,Mr +3,0,0,29.8811345124283,0,0,2681.0,6.4375,80,1,13.0,160.8099173553719,"New York, NY",Thomas, John,Mr +3,0,0,29.8811345124283,0,0,2684.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Thomas, Tannous,Mr +3,1,1,16.0,1,1,2625.0,8.5167,80,1,14.0,160.8099173553719,"New York, NY",Thomas," Alexander (Thamine ""Thelma"")",Mrs +3,0,0,29.8811345124283,0,0,32302.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Thomson, Alexander Morrison,Mr +3,0,0,29.8811345124283,1,0,376564.0,16.1,80,0,13.0,160.8099173553719,"New York, NY",Thorneycroft, Percival,Mr +3,1,1,29.8811345124283,1,0,376564.0,16.1,80,0,10.0,160.8099173553719,"New York, NY",Thorneycroft, Percival (Florence Kate White),Mrs +3,0,0,32.0,0,0,23101293.0,7.925,80,0,13.0,160.8099173553719,"New York, NY",Tikkanen, Juho,Mr +3,0,0,29.8811345124283,0,0,383121.0,7.75,182,2,13.0,160.8099173553719,"New York, NY",Tobin, Roger,Mr +3,0,0,29.8811345124283,0,0,349216.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Todoroff, Lalio,Mr +3,0,0,30.5,0,0,364499.0,8.05,80,0,13.0,50.0,"New York, NY",Tomlin, Ernest Portage,Mr +3,0,0,44.0,0,0,364511.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Torber, Ernst William,Mr +3,0,0,29.8811345124283,0,0,2673.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Torfa, Assad,Mr +3,1,0,25.0,0,0,659942.7808429119,0.0,80,0,15.0,160.8099173553719,"New York, NY",Tornquist, William Henry,Mr +3,0,0,29.8811345124283,0,0,2641.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Toufik, Nakli,Mr +3,1,0,7.0,1,1,2650.0,15.2458,80,1,13.0,160.8099173553719,"New York, NY",Touma, Georges Youssef,Master +3,1,1,9.0,1,1,2650.0,15.2458,80,1,13.0,160.8099173553719,"New York, NY",Touma, Maria Youssef,Miss +3,1,1,29.0,0,2,2650.0,15.2458,80,1,13.0,160.8099173553719,"New York, NY",Touma, Darwis (Hanne Youssef Razi),Mrs +3,0,0,36.0,0,0,349247.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Turcin, Stjepan,Mr +3,1,1,18.0,0,0,4138.0,9.8417,80,0,15.0,160.8099173553719,"New York, NY",Turja, Anna Sofia,Miss +3,1,1,63.0,0,0,4134.0,9.5875,80,0,15.0,160.8099173553719,"New York, NY",Turkula, (Hedwig),Mrs +3,0,0,29.8811345124283,1,1,5851.0,14.5,80,0,13.0,160.8099173553719,"New York, NY",van Billiard, James William,Master +3,0,0,11.5,1,1,5851.0,14.5,80,0,13.0,1.0,"New York, NY",van Billiard, Walter John,Master +3,0,0,40.5,0,2,5851.0,14.5,80,0,13.0,255.0,"New York, NY",van Billiard, Austin Blyler,Mr +3,0,1,10.0,0,2,345773.0,24.15,80,0,13.0,160.8099173553719,"New York, NY",Van Impe, Catharina,Miss +3,0,0,36.0,1,1,345773.0,24.15,80,0,13.0,160.8099173553719,"New York, NY",Van Impe, Jean Baptiste,Mr +3,0,1,30.0,1,1,345773.0,24.15,80,0,13.0,160.8099173553719,"New York, NY",Van Impe, Jean Baptiste (Rosalie Paula Govaert),Mrs +3,0,0,29.8811345124283,0,0,345777.0,9.5,80,0,13.0,160.8099173553719,"New York, NY",van Melkebeke, Philemon,Mr +3,0,0,33.0,0,0,345780.0,9.5,80,0,13.0,160.8099173553719,"New York, NY",Vande Velde, Johannes Joseph,Mr +3,0,0,28.0,0,0,345770.0,9.5,80,0,13.0,160.8099173553719,"New York, NY",Vande Walle, Nestor Cyriel,Mr +3,0,0,28.0,0,0,345783.0,9.5,80,0,13.0,160.8099173553719,"New York, NY",Vanden Steen, Leo Peter,Mr +3,0,0,47.0,0,0,345765.0,9.0,80,0,13.0,160.8099173553719,"New York, NY",Vander Cruyssen, Victor,Mr +3,0,1,18.0,2,0,345764.0,18.0,80,0,13.0,160.8099173553719,"New York, NY",Vander Planke, Augusta Maria,Miss +3,0,0,31.0,3,0,345763.0,18.0,80,0,13.0,160.8099173553719,"New York, NY",Vander Planke, Julius,Mr +3,0,0,16.0,2,0,345764.0,18.0,80,0,13.0,160.8099173553719,"New York, NY",Vander Planke, Leo Edmondus,Mr +3,0,1,31.0,1,0,345763.0,18.0,80,0,13.0,160.8099173553719,"New York, NY",Vander Planke, Julius (Emelia Maria Vandemoortele),Mrs +3,1,0,22.0,0,0,2658.0,7.225,80,1,1315.0,160.8099173553719,"New York, NY",Vartanian, David,Mr +3,0,0,20.0,0,0,350416.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Vendel, Olof Edvin,Mr +3,0,1,14.0,0,0,350406.0,7.8542,80,0,13.0,160.8099173553719,"New York, NY",Vestrom, Hulda Amanda Adolfina,Miss +3,0,0,22.0,0,0,349252.0,7.8958,80,0,13.0,160.8099173553719,"New York, NY",Vovk, Janko,Mr +3,0,0,22.0,0,0,345767.0,9.0,80,0,13.0,160.8099173553719,"Antwerp, Belgium / Stanton, OH",Waelens, Achille,Mr +3,0,0,29.8811345124283,0,0,359309.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Ware, Frederick,Mr +3,0,0,29.8811345124283,0,0,49867.0,7.55,80,0,13.0,160.8099173553719,"New York, NY",Warren, Charles William,Mr +3,0,0,29.8811345124283,0,0,3101316.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Webber, James,Mr +3,0,0,32.5,0,0,345775.0,9.5,80,0,13.0,298.0,"New York, NY",Wenzel, Linhart,Mr +3,1,1,38.0,0,0,2688.0,7.2292,80,1,13.0,160.8099173553719,"New York, NY",Whabee, George Joseph (Shawneene Abi-Saab),Mrs +3,0,0,51.0,0,0,347064.0,7.75,80,0,13.0,160.8099173553719,"New York, NY",Widegren, Carl/Charles Peter,Mr +3,0,0,18.0,1,0,3101267.0,6.4958,80,0,13.0,314.0,"New York, NY",Wiklund, Jakob Alfred,Mr +3,0,0,21.0,1,0,3101266.0,6.4958,80,0,13.0,160.8099173553719,"New York, NY",Wiklund, Karl Johan,Mr +3,1,1,47.0,1,0,363272.0,7.0,80,0,13.0,160.8099173553719,"New York, NY",Wilkes, James (Ellen Needs),Mrs +3,0,0,29.8811345124283,0,0,3410.0,8.7125,80,0,13.0,160.8099173553719,"New York, NY",Willer," Aaron (""Abi Weller"")",Mr +3,0,0,29.8811345124283,0,0,751.0,7.55,80,0,13.0,160.8099173553719,"New York, NY",Willey, Edward,Mr +3,0,0,29.8811345124283,0,0,52466.0,8.05,80,0,13.0,160.8099173553719,"New York, NY",Williams," Howard Hugh ""Harry""",Mr +3,0,0,28.5,0,0,54636.0,16.1,80,0,13.0,14.0,"New York, NY",Williams, Leslie,Mr +3,0,0,21.0,0,0,3101317.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Windelov, Einar,Mr +3,0,0,27.0,0,0,315154.0,8.6625,80,0,13.0,131.0,"New York, NY",Wirz, Albert,Mr +3,0,0,29.8811345124283,0,0,434244.0,7.25,80,0,13.0,160.8099173553719,"New York, NY",Wiseman, Phillippe,Mr +3,0,0,36.0,0,0,345771.0,9.5,80,0,13.0,160.8099173553719,"New York, NY",Wittevrongel, Camille,Mr +3,0,0,27.0,1,0,2659.0,14.4542,80,1,13.0,160.8099173553719,"New York, NY",Yasbeck, Antoni,Mr +3,1,1,15.0,1,0,2659.0,14.4542,80,1,13.0,160.8099173553719,"New York, NY",Yasbeck, Antoni (Selini Alexander),Mrs +3,0,0,45.5,0,0,2628.0,7.225,80,1,13.0,312.0,"New York, NY",Youseff, Gerious,Mr +3,0,0,29.8811345124283,0,0,2647.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Yousif, Wazli,Mr +3,0,0,29.8811345124283,0,0,2627.0,14.4583,80,1,13.0,160.8099173553719,"New York, NY",Yousseff, Gerious,Mr +3,0,1,14.5,1,0,2665.0,14.4542,80,1,13.0,328.0,"New York, NY",Zabour, Hileni,Miss +3,0,1,29.8811345124283,1,0,2665.0,14.4542,80,1,13.0,160.8099173553719,"New York, NY",Zabour, Thamine,Miss +3,0,0,26.5,0,0,2656.0,7.225,80,1,13.0,304.0,"New York, NY",Zakarian, Mapriededer,Mr +3,0,0,27.0,0,0,2670.0,7.225,80,1,13.0,160.8099173553719,"New York, NY",Zakarian, Ortin,Mr +3,0,0,29.0,0,0,315082.0,7.875,80,0,13.0,160.8099173553719,"New York, NY",Zimmerman, Leo,Mr diff --git a/Dataset/Salary_dataset.csv b/Dataset/Salary_dataset.csv new file mode 100644 index 0000000..ddeba9e --- /dev/null +++ b/Dataset/Salary_dataset.csv @@ -0,0 +1,31 @@ +,YearsExperience,Salary +0,1.2000000000000002,39344.0 +1,1.4000000000000001,46206.0 +2,1.6,37732.0 +3,2.1,43526.0 +4,2.3000000000000003,39892.0 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+low,low,5more,4,med,low,unacc +low,low,5more,4,med,med,good +low,low,5more,4,med,high,vgood +low,low,5more,4,big,low,unacc +low,low,5more,4,big,med,good +low,low,5more,4,big,high,vgood +low,low,5more,more,small,low,unacc +low,low,5more,more,small,med,acc +low,low,5more,more,small,high,good +low,low,5more,more,med,low,unacc +low,low,5more,more,med,med,good +low,low,5more,more,med,high,vgood +low,low,5more,more,big,low,unacc +low,low,5more,more,big,med,good +low,low,5more,more,big,high,vgood \ No newline at end of file diff --git a/Preprocessing/Preprocessing Heart Dataset.ipynb b/Preprocessing/Preprocessing Heart Dataset.ipynb new file mode 100644 index 0000000..dbc4017 --- /dev/null +++ b/Preprocessing/Preprocessing Heart Dataset.ipynb @@ -0,0 +1,600 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "c71ad08d", + "metadata": {}, + "outputs": [], + "source": [ + "# Importing Required Libraries\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "30d9ad18", + "metadata": {}, + "outputs": [], + "source": [ + "df1 = pd.read_csv(\"heart.csv\")\n", + "df2 = pd.read_csv(\"o2Saturation.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5c2d02f2", + "metadata": {}, + "outputs": [], + "source": [ + "# Combining both dataframes\n", + "df = pd.concat([df1, df2], axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "0ea75e4c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataframe is:\n", + "\n", + " age sex cp trtbps chol fbs restecg thalachh exng oldpeak \\\n", + "0 63.0 1.0 3.0 145.0 233.0 1.0 0.0 150.0 0.0 2.3 \n", + "1 37.0 1.0 2.0 130.0 250.0 0.0 1.0 187.0 0.0 3.5 \n", + "2 41.0 0.0 1.0 130.0 204.0 0.0 0.0 172.0 0.0 1.4 \n", + "3 56.0 1.0 1.0 120.0 236.0 0.0 1.0 178.0 0.0 0.8 \n", + "4 57.0 0.0 0.0 120.0 354.0 0.0 1.0 163.0 1.0 0.6 \n", + "... ... ... ... ... ... ... ... ... ... ... \n", + "3580 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3581 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3582 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3583 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3584 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "\n", + " slp caa thall output 98.6 \n", + "0 0.0 0.0 1.0 1.0 98.6 \n", + "1 0.0 0.0 2.0 1.0 98.6 \n", + "2 2.0 0.0 2.0 1.0 98.6 \n", + "3 2.0 0.0 2.0 1.0 98.1 \n", + "4 2.0 0.0 2.0 1.0 97.5 \n", + "... ... ... ... ... ... \n", + "3580 NaN NaN NaN NaN 98.6 \n", + "3581 NaN NaN NaN NaN 98.6 \n", + "3582 NaN NaN NaN NaN 98.6 \n", + "3583 NaN NaN NaN NaN 98.6 \n", + "3584 NaN NaN NaN NaN 98.6 \n", + "\n", + "[3585 rows x 15 columns]\n" + ] + } + ], + "source": [ + "# Printing Combined Dataframe\n", + "print(\"Dataframe is:\\n\")\n", + "print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "b1852046", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Columns of Dataframe are:\n", + "Index(['age', 'sex', 'cp', 'trtbps', 'chol', 'fbs', 'restecg', 'thalachh',\n", + " 'exng', 'oldpeak', 'slp', 'caa', 'thall', 'output', '98.6'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "# Columns of dataframe\n", + "print(\"Columns of Dataframe are:\")\n", + "print(df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "3a040324", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Dataframe after renaming is:\n", + "\n", + " age sex cp trtbps chol fbs restecg thalachh exng oldpeak \\\n", + "0 63.0 1.0 3.0 145.0 233.0 1.0 0.0 150.0 0.0 2.3 \n", + "1 37.0 1.0 2.0 130.0 250.0 0.0 1.0 187.0 0.0 3.5 \n", + "2 41.0 0.0 1.0 130.0 204.0 0.0 0.0 172.0 0.0 1.4 \n", + "3 56.0 1.0 1.0 120.0 236.0 0.0 1.0 178.0 0.0 0.8 \n", + "4 57.0 0.0 0.0 120.0 354.0 0.0 1.0 163.0 1.0 0.6 \n", + "... ... ... ... ... ... ... ... ... ... ... \n", + "3580 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3581 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3582 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3583 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3584 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "\n", + " slp caa thall output Oxygen Saturation \n", + "0 0.0 0.0 1.0 1.0 98.6 \n", + "1 0.0 0.0 2.0 1.0 98.6 \n", + "2 2.0 0.0 2.0 1.0 98.6 \n", + "3 2.0 0.0 2.0 1.0 98.1 \n", + "4 2.0 0.0 2.0 1.0 97.5 \n", + "... ... ... ... ... ... \n", + "3580 NaN NaN NaN NaN 98.6 \n", + "3581 NaN NaN NaN NaN 98.6 \n", + "3582 NaN NaN NaN NaN 98.6 \n", + "3583 NaN NaN NaN NaN 98.6 \n", + "3584 NaN NaN NaN NaN 98.6 \n", + "\n", + "[3585 rows x 15 columns]\n" + ] + } + ], + "source": [ + "# Renaming last column\n", + "df.rename(columns = {'98.6' : 'Oxygen Saturation'},inplace = True)\n", + "print(\"\\nDataframe after renaming is:\\n\")\n", + "print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "3079b6bd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Description of Dataframe is:\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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mean54.3663370.6831680.966997131.623762246.2640260.1485150.528053149.6468650.3267331.0396041.3993400.7293732.3135310.54455498.239275
std9.0821010.4660111.03205217.53814351.8307510.3561980.52586022.9051610.4697941.1610750.6162261.0226060.6122770.4988350.726336
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" + ], + "text/plain": [ + " age sex cp trtbps chol fbs \\\n", + "count 303.000000 303.000000 303.000000 303.000000 303.000000 303.000000 \n", + "mean 54.366337 0.683168 0.966997 131.623762 246.264026 0.148515 \n", + "std 9.082101 0.466011 1.032052 17.538143 51.830751 0.356198 \n", + "min 29.000000 0.000000 0.000000 94.000000 126.000000 0.000000 \n", + "25% 47.500000 0.000000 0.000000 120.000000 211.000000 0.000000 \n", + "50% 55.000000 1.000000 1.000000 130.000000 240.000000 0.000000 \n", + "75% 61.000000 1.000000 2.000000 140.000000 274.500000 0.000000 \n", + "max 77.000000 1.000000 3.000000 200.000000 564.000000 1.000000 \n", + "\n", + " restecg thalachh exng oldpeak slp caa \\\n", + "count 303.000000 303.000000 303.000000 303.000000 303.000000 303.000000 \n", + "mean 0.528053 149.646865 0.326733 1.039604 1.399340 0.729373 \n", + "std 0.525860 22.905161 0.469794 1.161075 0.616226 1.022606 \n", + "min 0.000000 71.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 0.000000 133.500000 0.000000 0.000000 1.000000 0.000000 \n", + "50% 1.000000 153.000000 0.000000 0.800000 1.000000 0.000000 \n", + "75% 1.000000 166.000000 1.000000 1.600000 2.000000 1.000000 \n", + "max 2.000000 202.000000 1.000000 6.200000 2.000000 4.000000 \n", + "\n", + " thall output Oxygen Saturation \n", + "count 303.000000 303.000000 3585.000000 \n", + "mean 2.313531 0.544554 98.239275 \n", + "std 0.612277 0.498835 0.726336 \n", + "min 0.000000 0.000000 96.500000 \n", + "25% 2.000000 0.000000 97.600000 \n", + "50% 2.000000 1.000000 98.600000 \n", + "75% 3.000000 1.000000 98.600000 \n", + "max 3.000000 1.000000 99.600000 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Seeing Description of the dataset\n", + "print(\"Description of Dataframe is:\\n\")\n", + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "71c6211e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape of dataframe is: (3585, 15)\n" + ] + } + ], + "source": [ + "# Seeing the shape of dataframe\n", + "print(\"Shape of dataframe is:\",df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "732657b5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Missing Value count is: \n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "age 3282\n", + "sex 3282\n", + "cp 3282\n", + "trtbps 3282\n", + "chol 3282\n", + "fbs 3282\n", + "restecg 3282\n", + "thalachh 3282\n", + "exng 3282\n", + "oldpeak 3282\n", + "slp 3282\n", + "caa 3282\n", + "thall 3282\n", + "output 3282\n", + "Oxygen Saturation 0\n", + "dtype: int64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Seeing Count of missing values\n", + "print(\"Missing Value count is: \\n\")\n", + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "889f2663", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataframe after removing missing values is:\n", + "\n", + " age sex cp trtbps chol fbs restecg thalachh exng oldpeak \\\n", + "0 63.0 1.0 3.0 145.0 233.0 1.0 0.0 150.0 0.0 2.3 \n", + "1 37.0 1.0 2.0 130.0 250.0 0.0 1.0 187.0 0.0 3.5 \n", + "2 41.0 0.0 1.0 130.0 204.0 0.0 0.0 172.0 0.0 1.4 \n", + "3 56.0 1.0 1.0 120.0 236.0 0.0 1.0 178.0 0.0 0.8 \n", + "4 57.0 0.0 0.0 120.0 354.0 0.0 1.0 163.0 1.0 0.6 \n", + ".. ... ... ... ... ... ... ... ... ... ... \n", + "298 57.0 0.0 0.0 140.0 241.0 0.0 1.0 123.0 1.0 0.2 \n", + "299 45.0 1.0 3.0 110.0 264.0 0.0 1.0 132.0 0.0 1.2 \n", + "300 68.0 1.0 0.0 144.0 193.0 1.0 1.0 141.0 0.0 3.4 \n", + "301 57.0 1.0 0.0 130.0 131.0 0.0 1.0 115.0 1.0 1.2 \n", + "302 57.0 0.0 1.0 130.0 236.0 0.0 0.0 174.0 0.0 0.0 \n", + "\n", + " slp caa thall output Oxygen Saturation \n", + "0 0.0 0.0 1.0 1.0 98.6 \n", + "1 0.0 0.0 2.0 1.0 98.6 \n", + "2 2.0 0.0 2.0 1.0 98.6 \n", + "3 2.0 0.0 2.0 1.0 98.1 \n", + "4 2.0 0.0 2.0 1.0 97.5 \n", + ".. ... ... ... ... ... \n", + "298 1.0 0.0 3.0 0.0 97.5 \n", + "299 1.0 0.0 3.0 0.0 97.5 \n", + "300 1.0 2.0 3.0 0.0 97.5 \n", + "301 1.0 1.0 3.0 0.0 97.5 \n", + "302 1.0 1.0 2.0 0.0 97.5 \n", + "\n", + "[303 rows x 15 columns]\n" + ] + } + ], + "source": [ + "# Since there are many missing values imputing with mean mode or median can lead to not accurate predictions\n", + "# Droping missing values\n", + "df.dropna(inplace = True)\n", + "print(\"Dataframe after removing missing values is:\\n\")\n", + "print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "bf16c98c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number/Count of Less chance of Heart attack and More chance of Heart attack values is:\n" + ] + }, + { + "data": { + "text/plain": [ + "1.0 165\n", + "0.0 138\n", + "Name: output, dtype: int64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's see the count of output value\n", + "print(\"Number/Count of Less chance of Heart attack and More chance of Heart attack values is:\")\n", + "df['output'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "b9082d2f", + "metadata": {}, + "outputs": [], + "source": [ + "# Since the values are already balanced we can use this dataset now for out ML Model" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "f8dd6dfd", + "metadata": {}, + "outputs": [], + "source": [ + "# Saving Preprocessed Dataframe as csv file\n", + "df.to_csv(\"Updated_heart_prediction.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c4790b6d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Preprocessing/Titanic Dataset.xls b/Preprocessing/Titanic Dataset.xls new file mode 100644 index 0000000..5abb5e1 Binary files /dev/null and b/Preprocessing/Titanic Dataset.xls differ diff --git a/Preprocessing/Titanic_Data_Visualization_&_ML_Model.ipynb b/Preprocessing/Titanic_Data_Visualization_&_ML_Model.ipynb new file mode 100644 index 0000000..335b736 --- /dev/null +++ b/Preprocessing/Titanic_Data_Visualization_&_ML_Model.ipynb @@ -0,0 +1,7463 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "## Data Visualization and Machine Learning Model on Titanic Dataset." + ], + "metadata": { + "id": "_35C53JtfeeC" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Importing Required Libraries." + ], + "metadata": { + "id": "BouCDOJRfins" + } + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt" + ], + "metadata": { + "id": "jBJUvItmflvn" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Reading CSV File\n", + "\n", + "## This dataset contains the Titanic survival information about various passengers who onboarded the voyage.\n", + "\n", + "### SUMMARY\n", + "\n", + "- This is a classic dataset used in many data mining tutorials and demos\n", + "- Perfect for exploratory analysis and building binary classification models to predict survival.\n", + "- Data covers passengers only, not crew.\n", + "\n", + "### Features\n", + "\n", + "1. survival - Survival (0 = No; 1= Yes)\n", + "2. class - Passenger Class (1 = 1st; 2 = 2nd; 3 = 3rd)\n", + "3. name - Name\n", + "4. sex - Sex\n", + "5. age - Age\n", + "6. sibsp - Number of Siblings/Spouses Aboard\n", + "7. parch - Number of Parents/Children Aboard\n", + "8. ticket - Ticket Number\n", + "9. fare - Passenger Fare\n", + "10. cabin - Cabin\n", + "11. embarked - Port of Embarkation (C = Cherbourg; Q = Queenstown; S = Southampton)\n", + "12. boat - Lifeboat (if survived)\n", + "13. body - Body number (if did not survive and body was recovered)" + ], + "metadata": { + "id": "7lzBHtSsiTd9" + } + }, + { + "cell_type": "code", + "source": [ + "# Reading data file\n", + "df = pd.read_excel(\"Titanic Dataset.xls\")\n", + "\n", + "print(\"Dataset is:\\n\")\n", + "\n", + "df" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 562 + }, + "id": "hB2TSW0MV1CR", + "outputId": "efdf8b91-7720-490a-9259-9fdb140624f0" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Dataset is:\n", + "\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " pclass survived name \\\n", + "0 1 1 Allen, Miss. Elisabeth Walton \n", + "1 1 1 Allison, Master. Hudson Trevor \n", + "2 1 0 Allison, Miss. Helen Loraine \n", + "3 1 0 Allison, Mr. Hudson Joshua Creighton \n", + "4 1 0 Allison, Mrs. Hudson J C (Bessie Waldo Daniels) \n", + "... ... ... ... \n", + "1304 3 0 Zabour, Miss. Hileni \n", + "1305 3 0 Zabour, Miss. Thamine \n", + "1306 3 0 Zakarian, Mr. Mapriededer \n", + "1307 3 0 Zakarian, Mr. Ortin \n", + "1308 3 0 Zimmerman, Mr. Leo \n", + "\n", + " sex age sibsp parch ticket fare cabin embarked boat \\\n", + "0 female 29.0000 0 0 24160 211.3375 B5 S 2 \n", + "1 male 0.9167 1 2 113781 151.5500 C22 C26 S 11 \n", + "2 female 2.0000 1 2 113781 151.5500 C22 C26 S NaN \n", + "3 male 30.0000 1 2 113781 151.5500 C22 C26 S NaN \n", + "4 female 25.0000 1 2 113781 151.5500 C22 C26 S NaN \n", + "... ... ... ... ... ... ... ... ... ... \n", + "1304 female 14.5000 1 0 2665 14.4542 NaN C NaN \n", + "1305 female NaN 1 0 2665 14.4542 NaN C NaN \n", + "1306 male 26.5000 0 0 2656 7.2250 NaN C NaN \n", + "1307 male 27.0000 0 0 2670 7.2250 NaN C NaN \n", + "1308 male 29.0000 0 0 315082 7.8750 NaN S NaN \n", + "\n", + " body home.dest \n", + "0 NaN St Louis, MO \n", + "1 NaN Montreal, PQ / Chesterville, ON \n", + "2 NaN Montreal, PQ / Chesterville, ON \n", + "3 135.0 Montreal, PQ / Chesterville, ON \n", + "4 NaN Montreal, PQ / Chesterville, ON \n", + "... ... ... \n", + "1304 328.0 NaN \n", + "1305 NaN NaN \n", + "1306 304.0 NaN \n", + "1307 NaN NaN \n", + "1308 NaN NaN \n", + "\n", + "[1309 rows x 14 columns]" + ], + "text/html": [ + "\n", + "
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011Allen, Miss. Elisabeth Waltonfemale29.00000024160211.3375B5S2NaNSt Louis, MO
111Allison, Master. Hudson Trevormale0.916712113781151.5500C22 C26S11NaNMontreal, PQ / Chesterville, ON
210Allison, Miss. Helen Lorainefemale2.000012113781151.5500C22 C26SNaNNaNMontreal, PQ / Chesterville, ON
310Allison, Mr. Hudson Joshua Creightonmale30.000012113781151.5500C22 C26SNaN135.0Montreal, PQ / Chesterville, ON
410Allison, Mrs. Hudson J C (Bessie Waldo Daniels)female25.000012113781151.5500C22 C26SNaNNaNMontreal, PQ / Chesterville, ON
.............................................
130430Zabour, Miss. Hilenifemale14.500010266514.4542NaNCNaN328.0NaN
130530Zabour, Miss. ThaminefemaleNaN10266514.4542NaNCNaNNaNNaN
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130730Zakarian, Mr. Ortinmale27.00000026707.2250NaNCNaNNaNNaN
130830Zimmerman, Mr. Leomale29.0000003150827.8750NaNSNaNNaNNaN
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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "df", + "summary": "{\n \"name\": \"df\",\n \"rows\": 1309,\n \"fields\": [\n {\n \"column\": \"pclass\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 1,\n \"max\": 3,\n \"num_unique_values\": 3,\n \"samples\": [\n 1,\n 2,\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"survived\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1307,\n \"samples\": [\n \"Saade, Mr. Jean Nassr\",\n \"Nakid, Mr. Sahid\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sex\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"male\",\n \"female\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 14.413499699923602,\n \"min\": 0.1667,\n \"max\": 80.0,\n \"num_unique_values\": 98,\n \"samples\": [\n 57.0,\n 55.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sibsp\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 8,\n \"num_unique_values\": 7,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"parch\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 9,\n \"num_unique_values\": 8,\n \"samples\": [\n 2,\n 5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ticket\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 939,\n \"samples\": [\n \"223596\",\n 33638\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"fare\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 51.75866823917411,\n \"min\": 0.0,\n \"max\": 512.3292,\n \"num_unique_values\": 281,\n \"samples\": [\n 5.0,\n 9.35\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"cabin\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 186,\n \"samples\": [\n \"C90\",\n \"C80\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"embarked\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"S\",\n \"C\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"boat\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 28,\n \"samples\": [\n \"8\",\n \"C D\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"body\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 97.6969219960031,\n \"min\": 1.0,\n \"max\": 328.0,\n \"num_unique_values\": 121,\n \"samples\": [\n 297.0,\n 19.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"home.dest\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 369,\n \"samples\": [\n \"Co Limerick, Ireland Sherbrooke, PQ\",\n \"Amenia, ND\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Data Preprocessing" + ], + "metadata": { + "id": "AI3_2z4flrus" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Seeing the Columns of Dataset." + ], + "metadata": { + "id": "kEHjHkK0f3U2" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Columns of Dataset are:\\n\", df.columns)\n", + "\n", + "print(\"\\nShape of Dataset is:\", df.shape)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WrKNVy26fy8Y", + "outputId": "08b205b5-3824-4fb3-c523-71b0b17b017d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Columns of Dataset are:\n", + " Index(['pclass', 'survived', 'name', 'sex', 'age', 'sibsp', 'parch', 'ticket',\n", + " 'fare', 'cabin', 'embarked', 'boat', 'body', 'home.dest'],\n", + " dtype='object')\n", + "\n", + "Shape of Dataset is: (1309, 14)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Checking the Data types of Columns." + ], + "metadata": { + "id": "i7AOEvK7f9SS" + } + }, + { + "cell_type": "code", + "source": [ + "# Total Count of Datatypes\n", + "print(\"Datatype of Dataset is:\")\n", + "df.info()\n", + "\n", + "# According to Columns\n", + "data_types = df.dtypes\n", + "\n", + "print(\"\\nDatatypes of Columns is:\\n\")\n", + "print(data_types)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mkV9eeNlf6z0", + "outputId": "50d334ab-327d-415f-fc64-183c28da5d8c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Datatype of Dataset is:\n", + "\n", + "RangeIndex: 1309 entries, 0 to 1308\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 pclass 1309 non-null int64 \n", + " 1 survived 1309 non-null int64 \n", + " 2 name 1309 non-null object \n", + " 3 sex 1309 non-null object \n", + " 4 age 1046 non-null float64\n", + " 5 sibsp 1309 non-null int64 \n", + " 6 parch 1309 non-null int64 \n", + " 7 ticket 1309 non-null object \n", + " 8 fare 1308 non-null float64\n", + " 9 cabin 295 non-null object \n", + " 10 embarked 1307 non-null object \n", + " 11 boat 486 non-null object \n", + " 12 body 121 non-null float64\n", + " 13 home.dest 745 non-null object \n", + "dtypes: float64(3), int64(4), object(7)\n", + "memory usage: 143.3+ KB\n", + "\n", + "Datatypes of Columns is:\n", + "\n", + "pclass int64\n", + "survived int64\n", + "name object\n", + "sex object\n", + "age float64\n", + "sibsp int64\n", + "parch int64\n", + "ticket object\n", + "fare float64\n", + "cabin object\n", + "embarked object\n", + "boat object\n", + "body float64\n", + "home.dest object\n", + "dtype: object\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Seeing Descriptive Statics of Dataset." + ], + "metadata": { + "id": "-yJXkyz0gEmD" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Descriptive Statics of Dataset are:\\n\")\n", + "df.describe(include = 'all')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 483 + }, + "id": "lAGPbm5EgBDg", + "outputId": "2a1f8cf8-2c0c-4280-e6a6-460f932ec360" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Descriptive Statics of Dataset are:\n", + "\n" + ] + }, + { + "output_type": 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Kate male NaN \n", + "freq NaN NaN 2 843 NaN \n", + "mean 2.294882 0.381971 NaN NaN 29.881135 \n", + "std 0.837836 0.486055 NaN NaN 14.413500 \n", + "min 1.000000 0.000000 NaN NaN 0.166700 \n", + "25% 2.000000 0.000000 NaN NaN 21.000000 \n", + "50% 3.000000 0.000000 NaN NaN 28.000000 \n", + "75% 3.000000 1.000000 NaN NaN 39.000000 \n", + "max 3.000000 1.000000 NaN NaN 80.000000 \n", + "\n", + " sibsp parch ticket fare cabin embarked \\\n", + "count 1309.000000 1309.000000 1309 1308.000000 295 1307 \n", + "unique NaN NaN 939 NaN 186 3 \n", + "top NaN NaN CA. 2343 NaN C23 C25 C27 S \n", + "freq NaN NaN 11 NaN 6 914 \n", + "mean 0.498854 0.385027 NaN 33.295479 NaN NaN \n", + "std 1.041658 0.865560 NaN 51.758668 NaN NaN \n", + "min 0.000000 0.000000 NaN 0.000000 NaN NaN \n", + "25% 0.000000 0.000000 NaN 7.895800 NaN NaN \n", + "50% 0.000000 0.000000 NaN 14.454200 NaN NaN \n", + "75% 1.000000 0.000000 NaN 31.275000 NaN NaN \n", + "max 8.000000 9.000000 NaN 512.329200 NaN NaN \n", + "\n", + " boat body home.dest \n", + "count 486 121.000000 745 \n", + "unique 28 NaN 369 \n", + "top 13 NaN New York, NY \n", + "freq 39 NaN 64 \n", + "mean NaN 160.809917 NaN \n", + "std NaN 97.696922 NaN \n", + "min NaN 1.000000 NaN \n", + "25% NaN 72.000000 NaN \n", + "50% NaN 155.000000 NaN \n", + "75% NaN 256.000000 NaN \n", + "max NaN 328.000000 NaN " + ], + "text/html": [ + "\n", + "
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\n" + ] + }, + "metadata": {}, + "execution_count": 341 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Checking for Null Values in Dataset." + ], + "metadata": { + "id": "pLt7R0cpgNIL" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Count of Null Values in Dataset is:\\n\")\n", + "df.isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PELW5E16gG0x", + "outputId": "a81f1bd3-b613-46ab-eb40-149241354eee" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Count of Null Values in Dataset is:\n", + "\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "pclass 0\n", + "survived 0\n", + "name 0\n", + "sex 0\n", + "age 263\n", + "sibsp 0\n", + "parch 0\n", + "ticket 0\n", + "fare 1\n", + "cabin 1014\n", + "embarked 2\n", + "boat 823\n", + "body 1188\n", + "home.dest 564\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 342 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Since the number of Missing Values is Large we cannot directly drop them instead we will focus on each column and impute based on requirements.\n", + "## We first need to convert the columns to numeric and only after that we can do any further method.\n", + "## First we will do conversion for columns which do not have missing values then we will focus on columns with missing values." + ], + "metadata": { + "id": "aLLNDYKjgqWm" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Converting Column Sex to Numeric." + ], + "metadata": { + "id": "N2H11T3IiJoZ" + } + }, + { + "cell_type": "code", + "source": [ + "# Converting Sex column to Numeric\n", + "# Seeing the count of unique values\n", + "print(\"Unique Category with count in Column Sex is:\\n\")\n", + "print(df['sex'].value_counts())\n", + "\n", + "# Now we will map values according to category 0 for male and 1 for female\n", + "df['sex'] = df['sex'].map({'male' : 0, 'female' : 1})\n", + "\n", + "print(\"\\nAfter Converting to Numeric Column Sex is:\\n\")\n", + "print(df['sex'].value_counts())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zEReNFXngQ8v", + "outputId": "2a8b1059-7635-46d0-80e5-2575ea6e2aab" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Unique Category with count in Column Sex is:\n", + "\n", + "male 843\n", + "female 466\n", + "Name: sex, dtype: int64\n", + "\n", + "After Converting to Numeric Column Sex is:\n", + "\n", + "0 843\n", + "1 466\n", + "Name: sex, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Converting Column Ticket to Numeric." + ], + "metadata": { + "id": "Stvt3QipiPSc" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Column Ticket is:\\n\")\n", + "print(df['ticket'])\n", + "\n", + "# Seeing if any category is present\n", + "print(\"\\nUnique Category with count in Column Ticket is:\\n\")\n", + "print(df['ticket'].value_counts())\n", + "\n", + "# This Column also contains extra characters and symbols and we need to remove that\n", + "# This keeps all the digits and remove all other symbols and characters\n", + "df['ticket'] = df['ticket'].replace('[^0-9]', '', regex=True)\n", + "\n", + "# Since this column now contains numeric values in the form of strings we can directly convert to numeric\n", + "df['ticket'] = df['ticket'].apply(pd.to_numeric)\n", + "\n", + "# If some values will not be converted to Numeric we will replace them with mean\n", + "df['ticket'].fillna(df['ticket'].mean(), inplace = True)\n", + "\n", + "print(\"\\nColumn Ticket after converting to Numeric is:\\n\")\n", + "print(df['ticket'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KOhMwyJGhVPe", + "outputId": "d12502c2-c050-4d77-c708-7f135ffc1b71" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Column Ticket is:\n", + "\n", + "0 24160\n", + "1 113781\n", + "2 113781\n", + "3 113781\n", + "4 113781\n", + " ... \n", + "1304 2665\n", + "1305 2665\n", + "1306 2656\n", + "1307 2670\n", + "1308 315082\n", + "Name: ticket, Length: 1309, dtype: object\n", + "\n", + "Unique Category with count in Column Ticket is:\n", + "\n", + "CA. 2343 11\n", + "CA 2144 8\n", + "1601 8\n", + "S.O.C. 14879 7\n", + "3101295 7\n", + " ..\n", + "C 7076 1\n", + "341826 1\n", + "7546 1\n", + "3474 1\n", + "315082 1\n", + "Name: ticket, Length: 939, dtype: int64\n", + "\n", + "Column Ticket after converting to Numeric is:\n", + "\n", + "0 24160.0\n", + "1 113781.0\n", + "2 113781.0\n", + "3 113781.0\n", + "4 113781.0\n", + " ... \n", + "1304 2665.0\n", + "1305 2665.0\n", + "1306 2656.0\n", + "1307 2670.0\n", + "1308 315082.0\n", + "Name: ticket, Length: 1309, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### For Numeric Columns we can directly replace missing values with Mean.\n", + "### Handling Missing Values in Column Age and Body by imputing with Mean." + ], + "metadata": { + "id": "7j1PJlX5sXCz" + } + }, + { + "cell_type": "code", + "source": [ + "df[['age', 'body', 'fare']] = df[['age', 'body', 'fare']].fillna(df[['age', 'body', 'fare']].mean())" + ], + "metadata": { + "id": "P_aJzuNTsjpH" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Handling Missing Values and Converting Column Cabin to Numeric." + ], + "metadata": { + "id": "osRuHF1pl1Dh" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Column Cabin is:\\n\")\n", + "print(df['cabin'])\n", + "\n", + "# Seeing if any category is present\n", + "print(\"\\nUnique Category with count in Column Cabin is:\\n\")\n", + "print(df['cabin'].value_counts())\n", + "\n", + "# Here we can see that the most occuring category is C23 C25 C27 so we will replace missing values with this category\n", + "df['cabin'] = df['cabin'].fillna('C23 C25 C27')\n", + "\n", + "# Since Categories are present\n", + "from sklearn.preprocessing import LabelEncoder\n", + "\n", + "# Initialize the LabelEncoder\n", + "label_encoder = LabelEncoder()\n", + "\n", + "# Fit and transform the column to obtain encoded values\n", + "df['cabin'] = label_encoder.fit_transform(df['cabin'])\n", + "\n", + "# Display the DataFrame after encoding\n", + "print(\"\\nColumn Cabin after converting to Numeric is:\\n\")\n", + "print(df['cabin'])\n", + "\n", + "# Seeing if any category is present\n", + "print(\"\\nUnique Category with count in Column Cabin after encoding is:\\n\")\n", + "print(df['cabin'].value_counts())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gPCSlEIJiokK", + "outputId": "27dd72d8-a7f5-4352-ffdc-fe3037f197bd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Column Cabin is:\n", + "\n", + "0 B5\n", + "1 C22 C26\n", + "2 C22 C26\n", + "3 C22 C26\n", + "4 C22 C26\n", + " ... \n", + "1304 NaN\n", + "1305 NaN\n", + "1306 NaN\n", + "1307 NaN\n", + "1308 NaN\n", + "Name: cabin, Length: 1309, dtype: object\n", + "\n", + "Unique Category with count in Column Cabin is:\n", + "\n", + "C23 C25 C27 6\n", + "G6 5\n", + "B57 B59 B63 B66 5\n", + "F4 4\n", + "F33 4\n", + " ..\n", + "C132 1\n", + "E60 1\n", + "B52 B54 B56 1\n", + "C49 1\n", + "F38 1\n", + "Name: cabin, Length: 186, dtype: int64\n", + "\n", + "Column Cabin after converting to Numeric is:\n", + "\n", + "0 43\n", + "1 79\n", + "2 79\n", + "3 79\n", + "4 79\n", + " ..\n", + "1304 80\n", + "1305 80\n", + "1306 80\n", + "1307 80\n", + "1308 80\n", + "Name: cabin, Length: 1309, dtype: int64\n", + "\n", + "Unique Category with count in Column Cabin after encoding is:\n", + "\n", + "80 1020\n", + "47 5\n", + "184 5\n", + "181 4\n", + "60 4\n", + " ... \n", + "76 1\n", + "168 1\n", + "46 1\n", + "89 1\n", + "182 1\n", + "Name: cabin, Length: 186, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Handling Missing Values and Converting Column Embarked to Numeric." + ], + "metadata": { + "id": "B-nlWBVypIGR" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Column Embarked is:\\n\")\n", + "print(df['embarked'])\n", + "\n", + "# Seeing if any category is present\n", + "print(\"\\nUnique Category with count in Column Embarked is:\\n\")\n", + "print(df['embarked'].value_counts())\n", + "\n", + "# Here we can see that the most occuring category is S so we will replace missing values with this category\n", + "df['embarked'].fillna('S', inplace = True)\n", + "\n", + "# Now Mapping the Values of Columns as Numeric values\n", + "# Now we will map values according to category 0 for S and 1 for C and 2 for Q\n", + "df['embarked'] = df['embarked'].map({'S' : 0, 'C' : 1, 'Q' : 2})\n", + "\n", + "print(\"\\nAfter Converting to Numeric Column Embarked is:\\n\")\n", + "print(df['embarked'].value_counts())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3nnY47p4mBPI", + "outputId": "f4aa437f-49c1-4b82-8f94-e6f27186da83" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Column Embarked is:\n", + "\n", + "0 S\n", + "1 S\n", + "2 S\n", + "3 S\n", + "4 S\n", + " ..\n", + "1304 C\n", + "1305 C\n", + "1306 C\n", + "1307 C\n", + "1308 S\n", + "Name: embarked, Length: 1309, dtype: object\n", + "\n", + "Unique Category with count in Column Embarked is:\n", + "\n", + "S 914\n", + "C 270\n", + "Q 123\n", + "Name: embarked, dtype: int64\n", + "\n", + "After Converting to Numeric Column Embarked is:\n", + "\n", + "0 916\n", + "1 270\n", + "2 123\n", + "Name: embarked, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Handling Missing Values and Converting Column Boat to Numeric." + ], + "metadata": { + "id": "MWyImc0yKyNO" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Column Boat is:\\n\")\n", + "print(df['boat'])\n", + "\n", + "# Seeing if any category is present\n", + "print(\"\\nUnique Category with count in Column Boat is:\\n\")\n", + "print(df['boat'].value_counts())\n", + "\n", + "# Here we can see that the most occuring category is 13 so we will replace missing values with this category\n", + "df['boat'].fillna('13', inplace = True)\n", + "\n", + "# This Column also contains extra characters and symbols and we need to remove that\n", + "# This keeps all the digits and remove all other symbols and characters\n", + "df['boat'] = df['boat'].replace('[^0-9]', '', regex=True)\n", + "\n", + "# Since this column now contains numeric values in the form of strings we can directly convert to numeric\n", + "df['boat'] = df['boat'].apply(pd.to_numeric)\n", + "\n", + "print(\"\\nColumn Boat after converting to Numeric is:\\n\")\n", + "print(df['boat'])" + ], + "metadata": { + "id": "j3QHj-ZXwU-F", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "0c479503-e82e-4a1c-cbd7-b8cf8df5c849" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Column Boat is:\n", + "\n", + "0 2.0\n", + "1 11.0\n", + "2 13.0\n", + "3 13.0\n", + "4 13.0\n", + " ... \n", + "1304 13.0\n", + "1305 13.0\n", + "1306 13.0\n", + "1307 13.0\n", + "1308 13.0\n", + "Name: boat, Length: 1309, dtype: float64\n", + "\n", + "Unique Category with count in Column Boat is:\n", + "\n", + "13.0 862\n", + "15.0 37\n", + "14.0 33\n", + "4.0 31\n", + "10.0 29\n", + "5.0 27\n", + "3.0 26\n", + "9.0 25\n", + "11.0 25\n", + "7.0 23\n", + "8.0 23\n", + "16.0 23\n", + "6.0 20\n", + "12.0 19\n", + "2.0 13\n", + "1.0 5\n", + "1315.0 3\n", + "57.0 2\n", + "810.0 1\n", + "59.0 1\n", + "1516.0 1\n", + "Name: boat, dtype: int64\n", + "\n", + "Column Boat after converting to Numeric is:\n", + "\n", + "0 2.0\n", + "1 11.0\n", + "2 13.0\n", + "3 13.0\n", + "4 13.0\n", + " ... \n", + "1304 13.0\n", + "1305 13.0\n", + "1306 13.0\n", + "1307 13.0\n", + "1308 13.0\n", + "Name: boat, Length: 1309, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Handling Missing Values in Column Home Dest" + ], + "metadata": { + "id": "2qShcXdbMDO0" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Column Home Dest is:\\n\")\n", + "print(df['home.dest'])\n", + "\n", + "# Seeing if any category is present\n", + "print(\"\\nUnique Category with count in Column Boat is:\\n\")\n", + "print(df['home.dest'].value_counts())\n", + "\n", + "# Here we can see that the most occuring category is so we will replace missing values with this category\n", + "df['home.dest'].fillna('New York, NY', inplace = True)\n", + "\n", + "print(\"\\nAfter Imputing Missing Values Column Home Dest is:\\n\")\n", + "print(df['home.dest'].value_counts())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-TIFyCHfLJSp", + "outputId": "f4cc60e3-1e39-4076-ed1c-a6c959b266ad" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Column Home Dest is:\n", + "\n", + "0 St Louis, MO\n", + "1 Montreal, PQ / Chesterville, ON\n", + "2 Montreal, PQ / Chesterville, ON\n", + "3 Montreal, PQ / Chesterville, ON\n", + "4 Montreal, PQ / Chesterville, ON\n", + " ... \n", + "1304 NaN\n", + "1305 NaN\n", + "1306 NaN\n", + "1307 NaN\n", + "1308 NaN\n", + "Name: home.dest, Length: 1309, dtype: object\n", + "\n", + "Unique Category with count in Column Boat is:\n", + "\n", + "New York, NY 64\n", + "London 14\n", + "Montreal, PQ 10\n", + "Paris, France 9\n", + "Cornwall / Akron, OH 9\n", + " ..\n", + "Chelsea, London 1\n", + "Harrow-on-the-Hill, Middlesex 1\n", + "Copenhagen, Denmark 1\n", + "Guernsey / Montclair, NJ and/or Toledo, Ohio 1\n", + "Antwerp, Belgium / Stanton, OH 1\n", + "Name: home.dest, Length: 369, dtype: int64\n", + "\n", + "After Imputing Missing Values Column Home Dest is:\n", + "\n", + "New York, NY 628\n", + "London 14\n", + "Montreal, PQ 10\n", + "Paris, France 9\n", + "Cornwall / Akron, OH 9\n", + " ... \n", + "Chelsea, London 1\n", + "Harrow-on-the-Hill, Middlesex 1\n", + "Copenhagen, Denmark 1\n", + "Guernsey / Montclair, NJ and/or Toledo, Ohio 1\n", + "Antwerp, Belgium / Stanton, OH 1\n", + "Name: home.dest, Length: 369, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Extracting First, Last name and Titles as different columns for Name Column." + ], + "metadata": { + "id": "CISqIvN1OafC" + } + }, + { + "cell_type": "code", + "source": [ + "# For Column Name\n", + "print(\"Column Name is:\\n\")\n", + "print(df['name'])\n", + "\n", + "# For ignoring warnings\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "\n", + "# Splitting first and last names\n", + "df[['last_name', 'first_name']] = df['name'].str.split(', ', 1, expand=True)\n", + "\n", + "# Extracting titles\n", + "df['title'] = df['first_name'].str.extract('([A-Za-z]+)\\.')\n", + "\n", + "# Removing titles from first names\n", + "df['first_name'] = df['first_name'].str.replace('[A-Za-z]+\\.', '')\n", + "\n", + "# Dropping the Name column\n", + "df.drop('name', axis = 1, inplace = True)\n", + "\n", + "# Displaying the updated DataFrame\n", + "print(\"Updated Dataframe is:\\n\")\n", + "print(df)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nMlAJr0ENLBg", + "outputId": "0b075efc-9ea2-4fd5-b00c-0dbe7dd69ca1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Column Name is:\n", + "\n", + "0 Allen, Miss. Elisabeth Walton\n", + "1 Allison, Master. Hudson Trevor\n", + "2 Allison, Miss. Helen Loraine\n", + "3 Allison, Mr. Hudson Joshua Creighton\n", + "4 Allison, Mrs. Hudson J C (Bessie Waldo Daniels)\n", + " ... \n", + "1304 Zabour, Miss. Hileni\n", + "1305 Zabour, Miss. Thamine\n", + "1306 Zakarian, Mr. Mapriededer\n", + "1307 Zakarian, Mr. Ortin\n", + "1308 Zimmerman, Mr. Leo\n", + "Name: name, Length: 1309, dtype: object\n", + "Updated Dataframe is:\n", + "\n", + " pclass survived sex age sibsp parch ticket fare \\\n", + "0 1 1 1 29.000000 0 0 24160.0 211.3375 \n", + "1 1 1 0 0.916700 1 2 113781.0 151.5500 \n", + "2 1 0 1 2.000000 1 2 113781.0 151.5500 \n", + "3 1 0 0 30.000000 1 2 113781.0 151.5500 \n", + "4 1 0 1 25.000000 1 2 113781.0 151.5500 \n", + "... ... ... ... ... ... ... ... ... \n", + "1304 3 0 1 14.500000 1 0 2665.0 14.4542 \n", + "1305 3 0 1 29.881135 1 0 2665.0 14.4542 \n", + "1306 3 0 0 26.500000 0 0 2656.0 7.2250 \n", + "1307 3 0 0 27.000000 0 0 2670.0 7.2250 \n", + "1308 3 0 0 29.000000 0 0 315082.0 7.8750 \n", + "\n", + " cabin embarked boat body home.dest \\\n", + "0 43 0 2.0 160.809917 St Louis, MO \n", + "1 79 0 11.0 160.809917 Montreal, PQ / Chesterville, ON \n", + "2 79 0 13.0 160.809917 Montreal, PQ / Chesterville, ON \n", + "3 79 0 13.0 135.000000 Montreal, PQ / Chesterville, ON \n", + "4 79 0 13.0 160.809917 Montreal, PQ / Chesterville, ON \n", + "... ... ... ... ... ... \n", + "1304 80 1 13.0 328.000000 New York, NY \n", + "1305 80 1 13.0 160.809917 New York, NY \n", + "1306 80 1 13.0 304.000000 New York, NY \n", + "1307 80 1 13.0 160.809917 New York, NY \n", + "1308 80 0 13.0 160.809917 New York, NY \n", + "\n", + " last_name first_name title \n", + "0 Allen Elisabeth Walton Miss \n", + "1 Allison Hudson Trevor Master \n", + "2 Allison Helen Loraine Miss \n", + "3 Allison Hudson Joshua Creighton Mr \n", + "4 Allison Hudson J C (Bessie Waldo Daniels) Mrs \n", + "... ... ... ... \n", + "1304 Zabour Hileni Miss \n", + "1305 Zabour Thamine Miss \n", + "1306 Zakarian Mapriededer Mr \n", + "1307 Zakarian Ortin Mr \n", + "1308 Zimmerman Leo Mr \n", + "\n", + "[1309 rows x 16 columns]\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## After Handling Missing Columns and conversion to numeric Values, seeing Descriptive Statistics of Dataset." + ], + "metadata": { + "id": "xU5xaMVKPOse" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Descriptive Statics of Dataset after Preprocessing are:\\n\")\n", + "df.describe(include = 'all')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + }, + "id": "tBHnvxE7N36G", + "outputId": "9d22a6a4-6575-4167-d973-1804eadf775b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Descriptive Statics of Dataset after Preprocessing are:\n", + "\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " pclass survived sex age sibsp \\\n", + "count 1309.000000 1309.000000 1309.000000 1309.000000 1309.000000 \n", + "unique NaN NaN NaN NaN NaN \n", + "top NaN NaN NaN NaN NaN \n", + "freq NaN NaN NaN NaN NaN \n", + "mean 2.294882 0.381971 0.355997 29.881135 0.498854 \n", + "std 0.837836 0.486055 0.478997 12.883199 1.041658 \n", + "min 1.000000 0.000000 0.000000 0.166700 0.000000 \n", + "25% 2.000000 0.000000 0.000000 22.000000 0.000000 \n", + "50% 3.000000 0.000000 0.000000 29.881135 0.000000 \n", + "75% 3.000000 1.000000 1.000000 35.000000 1.000000 \n", + "max 3.000000 1.000000 1.000000 80.000000 8.000000 \n", + "\n", + " parch ticket fare cabin embarked \\\n", + "count 1309.000000 1.309000e+03 1309.000000 1309.000000 1309.000000 \n", + "unique NaN NaN NaN NaN NaN \n", + "top NaN NaN NaN NaN NaN \n", + "freq NaN NaN NaN NaN NaN \n", + "mean 0.385027 6.599428e+05 33.295479 83.786096 0.394194 \n", + "std 0.865560 3.109464e+06 51.738879 25.790353 0.653499 \n", + "min 0.000000 2.000000e+00 0.000000 0.000000 0.000000 \n", + "25% 0.000000 1.696600e+04 7.895800 80.000000 0.000000 \n", + "50% 0.000000 1.130440e+05 14.454200 80.000000 0.000000 \n", + "75% 0.000000 3.470870e+05 31.275000 80.000000 1.000000 \n", + "max 9.000000 2.310129e+07 512.329200 185.000000 2.000000 \n", + "\n", + " boat body home.dest last_name first_name title \n", + "count 1229.000000 1309.000000 1309 1309 1309 1309 \n", + "unique NaN NaN 369 875 1125 18 \n", + "top NaN NaN New York, NY Andersson John Mr \n", + "freq NaN NaN 628 11 15 757 \n", + "mean 16.994304 160.809917 NaN NaN NaN NaN \n", + "std 80.606885 29.591544 NaN NaN NaN NaN \n", + "min 1.000000 1.000000 NaN NaN NaN NaN \n", + "25% 13.000000 160.809917 NaN NaN NaN NaN \n", + "50% 13.000000 160.809917 NaN NaN NaN NaN \n", + "75% 13.000000 160.809917 NaN NaN NaN NaN \n", + "max 1516.000000 328.000000 NaN NaN NaN NaN " + ], + "text/html": [ + "\n", + "
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\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 415 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Checking for Null Values in Dataset after Preprocessing." + ], + "metadata": { + "id": "IRQUp27ARIM0" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Count of Null Values in Dataset after Preprocessing is:\\n\")\n", + "df.isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IQPmSAmVRLsw", + "outputId": "890c2f5d-7c8f-42ca-e291-64c5dc71ec5f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Count of Null Values in Dataset after Preprocessing is:\n", + "\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "pclass 0\n", + "survived 0\n", + "sex 0\n", + "age 0\n", + "sibsp 0\n", + "parch 0\n", + "ticket 0\n", + "fare 0\n", + "cabin 0\n", + "embarked 0\n", + "boat 0\n", + "body 0\n", + "home.dest 0\n", + "last_name 0\n", + "first_name 0\n", + "title 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 418 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Checking the Data types of Columns after Preprocessing." + ], + "metadata": { + "id": "iIYsLXnHRf4L" + } + }, + { + "cell_type": "code", + "source": [ + "# Total Count of Datatypes\n", + "print(\"Datatype of Dataset is:\")\n", + "df.info()\n", + "\n", + "# According to Columns\n", + "data_types = df.dtypes\n", + "\n", + "print(\"\\nDatatypes of Columns is:\\n\")\n", + "print(data_types)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "se0BN4_GRiGH", + "outputId": "bd1a7238-e807-4ae4-fbbf-7000e27ddfe3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Datatype of Dataset is:\n", + "\n", + "RangeIndex: 1309 entries, 0 to 1308\n", + "Data columns (total 16 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 pclass 1309 non-null int64 \n", + " 1 survived 1309 non-null int64 \n", + " 2 sex 1309 non-null int64 \n", + " 3 age 1309 non-null float64\n", + " 4 sibsp 1309 non-null int64 \n", + " 5 parch 1309 non-null int64 \n", + " 6 ticket 1309 non-null float64\n", + " 7 fare 1309 non-null float64\n", + " 8 cabin 1309 non-null int64 \n", + " 9 embarked 1309 non-null int64 \n", + " 10 boat 1309 non-null float64\n", + " 11 body 1309 non-null float64\n", + " 12 home.dest 1309 non-null object \n", + " 13 last_name 1309 non-null object \n", + " 14 first_name 1309 non-null object \n", + " 15 title 1309 non-null object \n", + "dtypes: float64(5), int64(7), object(4)\n", + "memory usage: 163.8+ KB\n", + "\n", + "Datatypes of Columns is:\n", + "\n", + "pclass int64\n", + "survived int64\n", + "sex int64\n", + "age float64\n", + "sibsp int64\n", + "parch int64\n", + "ticket float64\n", + "fare float64\n", + "cabin int64\n", + "embarked int64\n", + "boat float64\n", + "body float64\n", + "home.dest object\n", + "last_name object\n", + "first_name object\n", + "title object\n", + "dtype: object\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Saving Preprocessed Data to CSV file." + ], + "metadata": { + "id": "a1sLt1HjRqfZ" + } + }, + { + "cell_type": "code", + "source": [ + "df.to_csv(\"Preprocessed Titanic Dataset.csv\", index = False)" + ], + "metadata": { + "id": "JMFuZ9cjRuUu" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Reading Preprocessed CSV File." + ], + "metadata": { + "id": "svoAAaWQSp8-" + } + }, + { + "cell_type": "code", + "source": [ + "df = pd.read_csv(\"/content/Preprocessed Titanic Dataset.csv\", index_col = False)\n", + "print(\"Dataset is:\\n\")\n", + "print(df.head(n = 7))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MyRZseDbR4m_", + "outputId": "9a26e1fb-ddcf-483e-bce1-2dc9963c2c4d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Dataset is:\n", + "\n", + " pclass survived sex age sibsp parch ticket fare cabin \\\n", + "0 1 1 1 29.0000 0 0 24160.0 211.3375 43 \n", + "1 1 1 0 0.9167 1 2 113781.0 151.5500 79 \n", + "2 1 0 1 2.0000 1 2 113781.0 151.5500 79 \n", + "3 1 0 0 30.0000 1 2 113781.0 151.5500 79 \n", + "4 1 0 1 25.0000 1 2 113781.0 151.5500 79 \n", + "5 1 1 0 48.0000 0 0 19952.0 26.5500 149 \n", + "6 1 1 1 63.0000 1 0 13502.0 77.9583 145 \n", + "\n", + " embarked boat body home.dest last_name \\\n", + "0 0 2.0 160.809917 St Louis, MO Allen \n", + "1 0 11.0 160.809917 Montreal, PQ / Chesterville, ON Allison \n", + "2 0 13.0 160.809917 Montreal, PQ / Chesterville, ON Allison \n", + "3 0 13.0 135.000000 Montreal, PQ / Chesterville, ON Allison \n", + "4 0 13.0 160.809917 Montreal, PQ / Chesterville, ON Allison \n", + "5 0 3.0 160.809917 New York, NY Anderson \n", + "6 0 10.0 160.809917 Hudson, NY Andrews \n", + "\n", + " first_name title \n", + "0 Elisabeth Walton Miss \n", + "1 Hudson Trevor Master \n", + "2 Helen Loraine Miss \n", + "3 Hudson Joshua Creighton Mr \n", + "4 Hudson J C (Bessie Waldo Daniels) Mrs \n", + "5 Harry Mr \n", + "6 Kornelia Theodosia Miss \n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Seeing Columns of Dataset." + ], + "metadata": { + "id": "U6WOdWw2W_JI" + } + }, + { + "cell_type": "code", + "source": [ + "print(\"Columns of Dataset are:\\n\", df.columns)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3XoEsmEXXCm6", + "outputId": "d445e420-8740-4066-dd89-9f628b97828f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Columns of Dataset are:\n", + " Index(['pclass', 'survived', 'sex', 'age', 'sibsp', 'parch', 'ticket', 'fare',\n", + " 'cabin', 'embarked', 'boat', 'body', 'home.dest', 'last_name',\n", + " 'first_name', 'title'],\n", + " dtype='object')\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Data Visualization on Dataset." + ], + "metadata": { + "id": "_uLwbVqSWkkb" + } + }, + { + "cell_type": "code", + "source": [ + "# Reloading Libraries as it is not plotting using the default style specified\n", + "import importlib\n", + "import matplotlib as mpl\n", + "import seaborn as sns\n", + "\n", + "importlib.reload(mpl)\n", + "importlib.reload(sns)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qmL3KrlSDRgL", + "outputId": "ffc6f976-9ff5-4259-8d05-3e1438cbf85b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 357 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Histogram of Various Columns." + ], + "metadata": { + "id": "_amuHOPixPkP" + } + }, + { + "cell_type": "code", + "source": [ + "# For Age Column\n", + "sns.histplot(df['age'], kde=True)\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Count')\n", + "plt.title('Distribution of Age')\n", + "plt.show()\n", + "\n", + "# For Fare Column\n", + "sns.histplot(df['fare'], kde=True)\n", + "plt.xlabel('Fare')\n", + "plt.ylabel('Count')\n", + "plt.title('Distribution of Fare')\n", + "plt.show()\n", + "\n", + "# For Cabin Column\n", + "sns.histplot(df['cabin'], kde=True)\n", + "plt.xlabel('Cabin')\n", + "plt.ylabel('Count')\n", + "plt.title('Distribution of Cabin')\n", + "plt.show()\n", + "\n", + "# For Boat Column\n", + "sns.histplot(df['boat'], kde=True)\n", + "plt.xlabel('Boat')\n", + "plt.ylabel('Count')\n", + "plt.title('Distribution of Boat')\n", + "plt.show()\n", + "\n", + "# For Ticket Column\n", + "sns.histplot(df['ticket'], kde=True)\n", + "plt.xlabel('Ticket')\n", + "plt.ylabel('Count')\n", + "plt.title('Distribution of Ticket')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "BUHGxMbgxTRc", + "outputId": "ff6fb115-0f68-4a42-d050-3de5797e5eb6" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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\n" 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CgoYOHar9+/crIiJCO3bsUJcuXSRJiYmJuuuuu/TTTz8pNDT0unXY7XZZrVZlZWUpICCg3M4vKytLM1d+q6cGdpLVai23/QIAgJL//nbplZ0VK1aoS5cuuv/++1WvXj116tRJ7733nqP/8OHDSktLU2RkpKPNarWqW7duSk5OliQlJycrMDDQEXQkKTIyUm5ubtq+fXvlnQwAAKiSXBp2/v3vf+vtt99W8+bNtXr1ao0ZM0ZPPPGEPvzwQ0lSWlqaJCk4ONhpu+DgYEdfWlqa6tWr59Tv4eGhoKAgx5gr5eTkyG63Oy0AAMCcPFx58IKCAnXp0kWvvPKKJKlTp07as2eP5s+fr5iYmAo77vTp0zVlypQK2z8AAKg6XHplp379+oqIiHBqa926tVJTUyVJISEhkqT09HSnMenp6Y6+kJAQZWRkOPVfvHhRp0+fdoy5Unx8vLKyshzLsWPHyuV8AABA1ePSsNOzZ08dOHDAqe1f//qXwsLCJEnh4eEKCQlRUlKSo99ut2v79u2y2WySJJvNpszMTKWkpDjGrF+/XgUFBerWrVuxx/X29lZAQIDTAgAAzMmlH2M9+eST6tGjh1555RU98MAD+vrrr/Xuu+/q3XfflSRZLBaNGzdOL730kpo3b67w8HC9+OKLCg0N1aBBgyRduhJ055136rHHHtP8+fOVl5enuLg4DR06tER3YgEAAHNzadjp2rWrli1bpvj4eE2dOlXh4eGaM2eOhg8f7hjz7LPP6uzZsxo9erQyMzPVq1cvJSYmysfHxzHm448/VlxcnPr37y83NzcNGTJEc+fOdcUpAQCAKsalz9mpKnjODgAA1U+1eM4OAABARSPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAU3Np2Jk8ebIsFovT0qpVK0f/hQsXFBsbq9q1a8vf319DhgxRenq60z5SU1MVHR2tGjVqqF69enrmmWd08eLFyj4VAABQRXm4uoA2bdpo3bp1jnUPj/+W9OSTT2rVqlVaunSprFar4uLiNHjwYG3ZskWSlJ+fr+joaIWEhGjr1q06efKkHn74YXl6euqVV16p9HMBAABVj8vDjoeHh0JCQoq0Z2Vl6f3339eiRYvUr18/SdKCBQvUunVrbdu2Td27d9eaNWu0b98+rVu3TsHBwerYsaOmTZum5557TpMnT5aXl1dlnw4AAKhiXD5n58cff1RoaKiaNGmi4cOHKzU1VZKUkpKivLw8RUZGOsa2atVKjRo1UnJysiQpOTlZ7dq1U3BwsGNMVFSU7Ha79u7de9Vj5uTkyG63Oy0AAMCcXBp2unXrpoSEBCUmJurtt9/W4cOHdeutt+rMmTNKS0uTl5eXAgMDnbYJDg5WWlqaJCktLc0p6BT2F/ZdzfTp02W1Wh1Lw4YNy/fEAABAleHSj7EGDBjg+Hv79u3VrVs3hYWF6ZNPPpGvr2+FHTc+Pl7jx493rNvtdgIPAAAm5fKPsS4XGBioFi1a6ODBgwoJCVFubq4yMzOdxqSnpzvm+ISEhBS5O6twvbh5QIW8vb0VEBDgtAAAAHOqUmEnOztbhw4dUv369dW5c2d5enoqKSnJ0X/gwAGlpqbKZrNJkmw2m3bv3q2MjAzHmLVr1yogIEARERGVXj8AAKh6XPox1tNPP627775bYWFhOnHihCZNmiR3d3cNGzZMVqtVo0aN0vjx4xUUFKSAgACNHTtWNptN3bt3lyTdcccdioiI0IgRIzRjxgylpaXphRdeUGxsrLy9vV15agAAoIpwadj56aefNGzYMP3yyy+qW7euevXqpW3btqlu3bqSpNmzZ8vNzU1DhgxRTk6OoqKi9NZbbzm2d3d318qVKzVmzBjZbDb5+fkpJiZGU6dOddUpAQCAKsZiGIbh6iJczW63y2q1Kisrq1zn72RlZWnmym/11MBOslqt5bZfAABQ8t/fVWrODgAAQHkj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFMj7AAAAFOrMmHnT3/6kywWi8aNG+dou3DhgmJjY1W7dm35+/tryJAhSk9Pd9ouNTVV0dHRqlGjhurVq6dnnnlGFy9erOTqAQBAVVUlws6OHTv0zjvvqH379k7tTz75pD7//HMtXbpUmzZt0okTJzR48GBHf35+vqKjo5Wbm6utW7fqww8/VEJCgiZOnFjZpwAAAKool4ed7OxsDR8+XO+9955q1arlaM/KytL777+vWbNmqV+/furcubMWLFigrVu3atu2bZKkNWvWaN++fVq4cKE6duyoAQMGaNq0aZo3b55yc3NddUoAAKAKcXnYiY2NVXR0tCIjI53aU1JSlJeX59TeqlUrNWrUSMnJyZKk5ORktWvXTsHBwY4xUVFRstvt2rt3b+WcAAAAqNI8XHnwxYsXa+fOndqxY0eRvrS0NHl5eSkwMNCpPTg4WGlpaY4xlwedwv7CvqvJyclRTk6OY91ut5f1FAAAQBXnsis7x44d0x/+8Ad9/PHH8vHxqdRjT58+XVar1bE0bNiwUo8PAAAqj8vCTkpKijIyMnTzzTfLw8NDHh4e2rRpk+bOnSsPDw8FBwcrNzdXmZmZTtulp6crJCREkhQSElLk7qzC9cIxxYmPj1dWVpZjOXbsWPmeHAAAqDJcFnb69++v3bt3a9euXY6lS5cuGj58uOPvnp6eSkpKcmxz4MABpaamymazSZJsNpt2796tjIwMx5i1a9cqICBAERERVz22t7e3AgICnBYAAGBOLpuzU7NmTbVt29apzc/PT7Vr13a0jxo1SuPHj1dQUJACAgI0duxY2Ww2de/eXZJ0xx13KCIiQiNGjNCMGTOUlpamF154QbGxsfL29q70cwIAAFWPSycoX8/s2bPl5uamIUOGKCcnR1FRUXrrrbcc/e7u7lq5cqXGjBkjm80mPz8/xcTEaOrUqS6sGgAAVCUWwzAMVxfhana7XVarVVlZWeX6kVZWVpZmrvxWTw3sJKvVWm77BQAAJf/97fLn7AAAAFQkwg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADC1MoWdJk2a6JdffinSnpmZqSZNmtxwUQAAAOWlTGHnyJEjys/PL9Kek5Oj48eP33BRAAAA5cWjNINXrFjh+Pvq1atltVod6/n5+UpKSlLjxo3LrTgAAIAbVaqwM2jQIEmSxWJRTEyMU5+np6caN26smTNnlltxAAAAN6pUYaegoECSFB4erh07dqhOnToVUhQAAEB5KVXYKXT48OHyrgMAAKBClCnsSFJSUpKSkpKUkZHhuOJT6IMPPrjhwgAAAMpDmcLOlClTNHXqVHXp0kX169eXxWIp77oAAADKRZnCzvz585WQkKARI0aUdz0AAADlqkzP2cnNzVWPHj3KuxYAAIByV6aw8+ijj2rRokXlXQsAAEC5K9PHWBcuXNC7776rdevWqX379vL09HTqnzVrVrkUBwAAcKPKFHa+//57dezYUZK0Z88epz4mKwMAgKqkTGFnw4YN5V0HAABAhSjTnB0AAIDqokxXdvr27XvNj6vWr19f5oIAAADKU5nCTuF8nUJ5eXnatWuX9uzZU+QLQgEAAFypTGFn9uzZxbZPnjxZ2dnZN1QQAABAeSrXOTsPPfQQ34sFAACqlHINO8nJyfLx8SnPXQIAANyQMn2MNXjwYKd1wzB08uRJffPNN3rxxRfLpTAAAIDyUKawY7Vandbd3NzUsmVLTZ06VXfccUe5FAYAAFAeyhR2FixYUN51AAAAVIgyhZ1CKSkp2r9/vySpTZs26tSpU7kUBQAAUF7KFHYyMjI0dOhQbdy4UYGBgZKkzMxM9e3bV4sXL1bdunXLs0YAAIAyK9PdWGPHjtWZM2e0d+9enT59WqdPn9aePXtkt9v1xBNPlHeNAAAAZVamsJOYmKi33npLrVu3drRFRERo3rx5+vLLL0u8n7ffflvt27dXQECAAgICZLPZnLa/cOGCYmNjVbt2bfn7+2vIkCFKT0932kdqaqqio6NVo0YN1atXT88884wuXrxYltMCAAAmVKawU1BQIE9PzyLtnp6eKigoKPF+GjRooD/96U9KSUnRN998o379+unee+/V3r17JUlPPvmkPv/8cy1dulSbNm3SiRMnnG57z8/PV3R0tHJzc7V161Z9+OGHSkhI0MSJE8tyWgAAwIQshmEYpd3o3nvvVWZmpv72t78pNDRUknT8+HENHz5ctWrV0rJly8pcUFBQkP785z/rvvvuU926dbVo0SLdd999kqQffvhBrVu3VnJysrp3764vv/xSAwcO1IkTJxQcHCxJmj9/vp577jmdOnVKXl5eJTqm3W6X1WpVVlaWAgICylz7lbKysjRz5bd6amCnIrfrAwCAG1PS399lurLz5ptvym63q3HjxmratKmaNm2q8PBw2e12vfHGG2UqOD8/X4sXL9bZs2dls9mUkpKivLw8RUZGOsa0atVKjRo1UnJysqRLT2xu166dI+hIUlRUlOx2u+PqUHFycnJkt9udFgAAYE5luhurYcOG2rlzp9atW6cffvhBktS6dWunYFJSu3fvls1m04ULF+Tv769ly5YpIiJCu3btkpeXl+Nur0LBwcFKS0uTJKWlpTkFncL+wr6rmT59uqZMmVLqWgEAQPVTqis769evV0REhOx2uywWi26//XaNHTtWY8eOVdeuXdWmTRt99dVXpSqgZcuW2rVrl7Zv364xY8YoJiZG+/btK9U+Sis+Pl5ZWVmO5dixYxV6PAAA4DqlCjtz5szRY489VuznYlarVY8//rhmzZpVqgK8vLzUrFkzde7cWdOnT1eHDh30+uuvKyQkRLm5ucrMzHQan56erpCQEElSSEhIkbuzCtcLxxTH29vbcQdY4QIAAMypVGHnu+++05133nnV/jvuuEMpKSk3VFBBQYFycnLUuXNneXp6KikpydF34MABpaamymazSZJsNpt2796tjIwMx5i1a9cqICBAERERN1QHAAAwh1LN2UlPTy/2lnPHzjw8dOrUqRLvLz4+XgMGDFCjRo105swZLVq0SBs3btTq1atltVo1atQojR8/XkFBQQoICNDYsWNls9nUvXt3SZfCVUREhEaMGKEZM2YoLS1NL7zwgmJjY+Xt7V2aUwMAACZVqrBz0003ac+ePWrWrFmx/d9//73q169f4v1lZGTo4Ycf1smTJ2W1WtW+fXutXr1at99+uyRp9uzZcnNz05AhQ5STk6OoqCi99dZbju3d3d21cuVKjRkzRjabTX5+foqJidHUqVNLc1oAAMDESvWcnbFjx2rjxo3asWOHfHx8nPrOnz+vW265RX379tXcuXPLvdCKxHN2AACofkr6+7tUV3ZeeOEF/eMf/1CLFi0UFxenli1bSrr0sL958+YpPz9fzz///I1VDgAAUI5KFXaCg4O1detWjRkzRvHx8Sq8KGSxWBQVFaV58+YVee4NAACAK5X6oYJhYWH64osv9Ouvv+rgwYMyDEPNmzdXrVq1KqI+AACAG1KmJyhLUq1atdS1a9fyrAUAAKDclem7sQAAAKoLwg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wo4LGIahrKwsleJryQAAQBkRdlzAbrfr5SVfyW63u7oUAABMj7DjIj5+/q4uAQCA3wTCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDXCDgAAMDWXhp3p06era9euqlmzpurVq6dBgwbpwIEDTmMuXLig2NhY1a5dW/7+/hoyZIjS09OdxqSmpio6Olo1atRQvXr19Mwzz+jixYuVeSoAAKCKcmnY2bRpk2JjY7Vt2zatXbtWeXl5uuOOO3T27FnHmCeffFKff/65li5dqk2bNunEiRMaPHiwoz8/P1/R0dHKzc3V1q1b9eGHHyohIUETJ050xSkBAIAqxsOVB09MTHRaT0hIUL169ZSSkqLbbrtNWVlZev/997Vo0SL169dPkrRgwQK1bt1a27ZtU/fu3bVmzRrt27dP69atU3BwsDp27Khp06bpueee0+TJk+Xl5eWKUwMAAFVElZqzk5WVJUkKCgqSJKWkpCgvL0+RkZGOMa1atVKjRo2UnJwsSUpOTla7du0UHBzsGBMVFSW73a69e/dWYvUAAKAqcumVncsVFBRo3Lhx6tmzp9q2bStJSktLk5eXlwIDA53GBgcHKy0tzTHm8qBT2F/YV5ycnBzl5OQ41u12e3mdBgAAqGKqzJWd2NhY7dmzR4sXL67wY02fPl1Wq9WxNGzYsMKPCQAAXKNKhJ24uDitXLlSGzZsUIMGDRztISEhys3NVWZmptP49PR0hYSEOMZceXdW4XrhmCvFx8crKyvLsRw7dqwczwYAAFQlLg07hmEoLi5Oy5Yt0/r16xUeHu7U37lzZ3l6eiopKcnRduDAAaWmpspms0mSbDabdu/erYyMDMeYtWvXKiAgQBEREcUe19vbWwEBAU4LAAAwJ5fO2YmNjdWiRYv02WefqWbNmo45NlarVb6+vrJarRo1apTGjx+voKAgBQQEaOzYsbLZbOrevbsk6Y477lBERIRGjBihGTNmKC0tTS+88IJiY2Pl7e3tytMDAABVgEvDzttvvy1J6tOnj1P7ggULNHLkSEnS7Nmz5ebmpiFDhignJ0dRUVF66623HGPd3d21cuVKjRkzRjabTX5+foqJidHUqVMr6zQAAEAV5tKwYxjGdcf4+Pho3rx5mjdv3lXHhIWF6YsvvijP0gAAgElUiQnKAAAAFYWwAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2wAwAATI2w4yKGYSgrK0uGYbi6FAAATI2w4yI5589q1uc7ZLfbXV0KAACmRthxIR9ff1eXAACA6RF2AACAqRF2AACAqbk07GzevFl33323QkNDZbFYtHz5cqd+wzA0ceJE1a9fX76+voqMjNSPP/7oNOb06dMaPny4AgICFBgYqFGjRik7O7sSz+LaCiciMxkZAADXcGnYOXv2rDp06KB58+YV2z9jxgzNnTtX8+fP1/bt2+Xn56eoqChduHDBMWb48OHau3ev1q5dq5UrV2rz5s0aPXp0ZZ3CdeWcP6u31u3XzJXfMhkZAAAX8HDlwQcMGKABAwYU22cYhubMmaMXXnhB9957ryTpr3/9q4KDg7V8+XINHTpU+/fvV2Jionbs2KEuXbpIkt544w3dddddeu211xQaGlpp53ItPn7+8vL2cXUZAAD8JlXZOTuHDx9WWlqaIiMjHW1Wq1XdunVTcnKyJCk5OVmBgYGOoCNJkZGRcnNz0/bt26+675ycHNntdqcFAACYU5UNO2lpaZKk4OBgp/bg4GBHX1pamurVq+fU7+HhoaCgIMeY4kyfPl1Wq9WxNGzYsJyrBwAAVUWVDTsVKT4+3jFpOCsrS8eOHXN1SQAAoIJU2bATEhIiSUpPT3dqT09Pd/SFhIQoIyPDqf/ixYs6ffq0Y0xxvL29FRAQ4LQAAABzqrJhJzw8XCEhIUpKSnK02e12bd++XTabTZJks9mUmZmplJQUx5j169eroKBA3bp1q/SaAQBA1ePSu7Gys7N18OBBx/rhw4e1a9cuBQUFqVGjRho3bpxeeuklNW/eXOHh4XrxxRcVGhqqQYMGSZJat26tO++8U4899pjmz5+vvLw8xcXFaejQoVXmTiwAAOBaLg0733zzjfr27etYHz9+vCQpJiZGCQkJevbZZ3X27FmNHj1amZmZ6tWrlxITE+Xj89/buD/++GPFxcWpf//+cnNz05AhQzR37txKPxcAAFA1uTTs9OnT55pPFbZYLJo6daqmTp161TFBQUFatGhRRZQHAABMoMrO2QEAACgPhB0AAGBqhB0AAGBqhB0AAGBqhB0AAGBqhB0AAGBqhB0AAGBqhB0AAGBqhJ1KZBiGsrKyrvkgRQAAUL4IO5XIbrfr5SVfyW63u7oUAAB+Mwg7lczHz9/VJQAA8JtC2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2KlkhmH85wnKfGUEAACVgbBTyXLOn9W8xJ3Ky8lzdSkAAPwmEHZcwMeHr4wAAKCyEHYAAICpEXYAAICpEXYAAICpEXYAAICpEXYqgWEYOpubr9Pn8pRXIBncdQ4AQKXxcHUBZmUYhmYmHdaG41JmbpbyCqSPd56SZFENdy/V9SlQWEGBCkg+AABUKK7sVBCLxaLNB0/r1AWL8goky2V95/ItOnrWXZtPFOj+97/Viu9OyCD0AABQIQg7FWiUrYG61jV0b6uaGtUtWJvGtNWgxoZstfPUxP+iPNykg6fO6Ym/fauH3t+uY6fPubrkG2IYhrKysghuAIAqhbBTge5pH6zwAKmWr7vcLBZZLBZ5uUshvgXqEJive8LdNebWRvLxdNOWg78oas5m/WPnT64uu8zsdrteXvLVf74OAwCAqoGw40Je7hb9b69GSvzDbbqlcZDO5eZr/CffafKKvcrLL3B1eWXi48fToQEAVQthpwpoXMdPi0d31xP9m0uSErYe0cgFX+vMBb4/CwCAG0XYqSLc3Cwaf3sLvTOis/y83LXl4C8a9t42nTqT4+rSAACo1gg7VUxUmxAtHm1TbT8v7Tlu1/3ztyr1l+o9cRkAAFci7FRB7RpY9emYHmpQy1dHfjmnIfO3au+JLFeXBQBAtUTYqaLC6/jpH2N6qFVITZ06k6Oh72xT8qFfXF0WAAAlVlUeSULYqcLqBfjok/+1qVt4kM7kXFTMB1/ri90nXV0WAAAlUlUeSULYqeICfDz14e9v0Z1tQpSbX6DYRTv11+Qjri4LAIASqQqPJCHsVAM+nu6aN/xmDe/WSIYhTfxsr15bfcDllwUBAKgOCDvVhLubRS8Naqvxt7eQJL254aCeXvq9ci7mu7gyAACqNsJONWKxWPRE/+b60+B2crNIf9/5kx58Z5vS7RdcXRoAAFUWYacaGnpLIyU8cousvp7adSxT0XP/qU3/OuXqsgAAqJIIOy5UeEteWW7Lu61FXa2I66lWITX1c3aOYj74WlM+36vzuXysBQDA5Qg7LpR7/pzeWrdfM1d+W6bb8sJq+2l5bE/F2MIkSQu2HFHkrE1auy+9vEsFAKDaIuy4mI+fv7xr+Jf5oUs+nu6acm9bLXikq0KtPjqeeV6P/fUb/c9727T93zyEEAAA04SdefPmqXHjxvLx8VG3bt309ddfu7qkEss5d1azPt9xQw9d6tuyntY91Vtj+jSVp7tFWw/9ogff3ab73t6qv6f8pAt5fLwFAPhtMkXYWbJkicaPH69JkyZp586d6tChg6KiopSRkeHq0krMx9f/hh+rXcPLQ8/d2Uobnu6j4d0aydPdom+O/qqnln6nLi+tU+zHO/WPnT/pp1/P8YweAMBvhoerCygPs2bN0mOPPaZHHnlEkjR//nytWrVKH3zwgSZMmODi6krObrfrzcTv9fyDt8pqtZZ5Pw1q1dDLv2unJ/o319JvjmnxjmP66dfzWrX7pFb95+sm6tX0Vuv6AWpa118Navmqtr+Xgvz+u/h4uMvTw01e7m7ydLfIYrGU12kCAFCpqn3Yyc3NVUpKiuLj4x1tbm5uioyMVHJysgsrK5vyfKx2cICP4vo11//1aabvj2cpaX+6Nv3rlPadsCvjTI4yzpwq8S3r7m4WuVkkiyyyWCSLRXKzWORmsciiS+sWSRfyLurzQ9vl7nYpIBVu42a59Jyg/24nebi7ydPdTV7uFnn+5+8e7pb/BCw3eXpcClqebm7y9LD8Z+ylMZ6ObS+N8XB3u3RMRy2XCrq0fln7ZeegK/scdZbbSwDARS6/eG1ctd24ztjir4AXt48i7ca19+e055Lsr5jjl2SsrnLMy8cXGIbyCy4tFwsMFRT+aTivF47JNwzl5//nT6dtCpRfIOUXFCjfuPRnTu5Fpf58Xt/99TvNf7ir6lt95QrVPuz8/PPPys/PV3BwsFN7cHCwfvjhh2K3ycnJUU5OjmM9KytLksr9i8rsdrvsp08pLzdXXl7eOnEi79J6Xu5/B1mkgvyLys3N0YkTVmX9nKGffvqp3GupLemB1jX0QOswXbiYr39lnNPRX87ryOlzOpWdp1/P5SnzfJ4yz+Up6/xF5V/xHi8oxbHOnyvPygEA1V3ar9lK/+VX+VnyynW/hb8rrzc1o9qHnbKYPn26pkyZUqS9YcOGFXrcGdfpn/+fP+dWaBUAAFS+TnMqbt9nzpy55vSPah926tSpI3d3d6WnOz9bJj09XSEhIcVuEx8fr/HjxzvWCwoKdPr0adWuXbtc56bY7XY1bNhQx44dU0BAQLntF6XD6+B6vAZVA69D1cDrUH4Mw9CZM2cUGhp6zXHVPux4eXmpc+fOSkpK0qBBgyRdCi9JSUmKi4srdhtvb295e3s7tQUGBlZYjQEBAfyDrgJ4HVyP16Bq4HWoGngdykdJbuip9mFHksaPH6+YmBh16dJFt9xyi+bMmaOzZ8867s4CAAC/XaYIOw8++KBOnTqliRMnKi0tTR07dlRiYmKRScsAAOC3xxRhR5Li4uKu+rGVq3h7e2vSpElFPjJD5eJ1cD1eg6qB16Fq4HWofBaDR+kCAAATM8XXRQAAAFwNYQcAAJgaYQcAAJgaYQcAAJgaYecGzZs3T40bN5aPj4+6deumr7/++prjly5dqlatWsnHx0ft2rXTF198UUmVmltpXoeEhIT/fCnpfxcfH59KrNZ8Nm/erLvvvluhoaGyWCxavnz5dbfZuHGjbr75Znl7e6tZs2ZKSEio8DrNrrSvw8aNG4u8FywWi9LS0iqnYBOaPn26unbtqpo1a6pevXoaNGiQDhw4cN3t+N1QsQg7N2DJkiUaP368Jk2apJ07d6pDhw6KiopSRkZGseO3bt2qYcOGadSoUfr22281aNAgDRo0SHv27Knkys2ltK+DdOnJpSdPnnQsR48ercSKzefs2bPq0KGD5s2bV6Lxhw8fVnR0tPr27atdu3Zp3LhxevTRR7V69eoKrtTcSvs6FDpw4IDT+6FevXoVVKH5bdq0SbGxsdq2bZvWrl2rvLw83XHHHTp79uxVt+F3QyUwUGa33HKLERsb61jPz883QkNDjenTpxc7/oEHHjCio6Od2rp162Y8/vjjFVqn2ZX2dViwYIFhtVorqbrfHknGsmXLrjnm2WefNdq0aePU9uCDDxpRUVEVWNlvS0lehw0bNhiSjF9//bVSavotysjIMCQZmzZtuuoYfjdUPK7slFFubq5SUlIUGRnpaHNzc1NkZKSSk5OL3SY5OdlpvCRFRUVddTyuryyvgyRlZ2crLCxMDRs21L333qu9e/dWRrn4D94LVUvHjh1Vv3593X777dqyZYuryzGVrKwsSVJQUNBVx/B+qHiEnTL6+eeflZ+fX+QrKYKDg6/6eXdaWlqpxuP6yvI6tGzZUh988IE+++wzLVy4UAUFBerRo4d++umnyigZuvp7wW636/z58y6q6renfv36mj9/vv7+97/r73//uxo2bKg+ffpo586dri7NFAoKCjRu3Dj17NlTbdu2veo4fjdUPNN8XQRQUjabTTabzbHeo0cPtW7dWu+8846mTZvmwsqAytWyZUu1bNnSsd6jRw8dOnRIs2fP1kcffeTCyswhNjZWe/bs0T//+U9Xl/Kbx5WdMqpTp47c3d2Vnp7u1J6enq6QkJBitwkJCSnVeFxfWV6HK3l6eqpTp046ePBgRZSIYlztvRAQECBfX18XVQVJuuWWW3gvlIO4uDitXLlSGzZsUIMGDa45lt8NFY+wU0ZeXl7q3LmzkpKSHG0FBQVKSkpyumpwOZvN5jRektauXXvV8bi+srwOV8rPz9fu3btVv379iioTV+C9UHXt2rWL98INMAxDcXFxWrZsmdavX6/w8PDrbsP7oRK4eoZ0dbZ48WLD29vbSEhIMPbt22eMHj3aCAwMNNLS0gzDMIwRI0YYEyZMcIzfsmWL4eHhYbz22mvG/v37jUmTJhmenp7G7t27XXUKplDa12HKlCnG6tWrjUOHDhkpKSnG0KFDDR8fH2Pv3r2uOoVq78yZM8a3335rfPvtt4YkY9asWca3335rHD161DAMw5gwYYIxYsQIx/h///vfRo0aNYxnnnnG2L9/vzFv3jzD3d3dSExMdNUpmEJpX4fZs2cby5cvN3788Udj9+7dxh/+8AfDzc3NWLdunatOodobM2aMYbVajY0bNxonT550LOfOnXOM4XdD5SPs3KA33njDaNSokeHl5WXccsstxrZt2xx9vXv3NmJiYpzGf/LJJ0aLFi0MLy8vo02bNsaqVasquWJzKs3rMG7cOMfY4OBg46677jJ27tzpgqrNo/AW5iuXwp97TEyM0bt37yLbdOzY0fDy8jKaNGliLFiwoNLrNpvSvg6vvvqq0bRpU8PHx8cICgoy+vTpY6xfv941xZtEcT9/SU7/vvndUPkshmEYlX01CQAAoLIwZwcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQdAtTNy5EgNGjSoRGOPHDkii8WiXbt2VWhNAIravHmz7r77boWGhspisWj58uWl2n7y5MmyWCxFFj8/v1Lth7ADoEop7j+2y5fJkyfr9ddfV0JCQqXWVNr/pAFIZ8+eVYcOHTRv3rwybf/000/r5MmTTktERITuv//+Uu3Ho0xHB4AKcvLkScfflyxZookTJ+rAgQOONn9/f/n7+7uiNAClNGDAAA0YMOCq/Tk5OXr++ef1t7/9TZmZmWrbtq1effVV9enTR1LR9/t3332nffv2af78+aWqgys7AKqUkJAQx2K1WmWxWJza/P39i3yMVVBQoBkzZqhZs2by9vZWo0aN9PLLLxe7//z8fP3+979Xq1atlJqaKkn67LPPdPPNN8vHx0dNmjTRlClTdPHiRUlS48aNJUm/+93vZLFYHOsAblxcXJySk5O1ePFiff/997r//vt155136scffyx2/F/+8he1aNFCt956a6mOw5UdANVefHy83nvvPc2ePVu9evXSyZMn9cMPPxQZl5OTo2HDhunIkSP66quvVLduXX311Vd6+OGHNXfuXN166606dOiQRo8eLUmaNGmSduzYoXr16mnBggW688475e7uXtmnB5hSamqqFixYoNTUVIWGhkq69LFVYmKiFixYoFdeecVp/IULF/Txxx9rwoQJpT4WYQdAtXbmzBm9/vrrevPNNxUTEyNJatq0qXr16uU0Ljs7W9HR0crJydGGDRtktVolSVOmTNGECRMc2zZp0kTTpk3Ts88+q0mTJqlu3bqSpMDAQIWEhFTimQHmtnv3buXn56tFixZO7Tk5Oapdu3aR8cuWLdOZM2cc79XSIOwAqNb279+vnJwc9e/f/5rjhg0bpgYNGmj9+vXy9fV1tH/33XfasmWL08de+fn5unDhgs6dO6caNWpUWO3Ab1l2drbc3d2VkpJS5IppcfPy/vKXv2jgwIEKDg4u9bEIOwCqtcuDy7XcddddWrhwoZKTk9WvXz9He3Z2tqZMmaLBgwcX2cbHx6fc6gTgrFOnTsrPz1dGRsZ15+AcPnxYGzZs0IoVK8p0LMIOgGqtefPm8vX1VVJSkh599NGrjhszZozatm2re+65R6tWrVLv3r0lSTfffLMOHDigZs2aXXVbT09P5efnl3vtgNllZ2fr4MGDjvXDhw9r165dCgoKUosWLTR8+HA9/PDDmjlzpjp16qRTp04pKSlJ7du3V3R0tGO7Dz74QPXr17/mnV3XQtgBUK35+Pjoueee07PPPisvLy/17NlTp06d0t69ezVq1CinsWPHjlV+fr4GDhyoL7/8Ur169dLEiRM1cOBANWrUSPfdd5/c3Nz03Xffac+ePXrppZckXbojKykpST179pS3t7dq1arlilMFqp1vvvlGffv2dayPHz9ekhQTE6OEhAQtWLBAL730kp566ikdP35cderUUffu3TVw4EDHNgUFBUpISNDIkSPLfIMAYQdAtffiiy/Kw8NDEydO1IkTJ1S/fn397//+b7Fjx40bp4KCAt11111KTExUVFSUVq5cqalTp+rVV1+Vp6enWrVq5XSVaObMmRo/frzee+893XTTTTpy5EglnRlQvfXp00eGYVy139PTU1OmTNGUKVOuOsbNzU3Hjh27oTosxrWqAAAAqOZ4qCAAADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADC1/weojy4Th1++TgAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Box Plot of Age and Passenger Class." + ], + "metadata": { + "id": "ZuGfW3fzxcpk" + } + }, + { + "cell_type": "code", + "source": [ + "# Set a larger figure size\n", + "plt.figure(figsize=(8, 5))\n", + "\n", + "# Box plot for 'age'\n", + "sns.boxplot(x='pclass', y='age', data=df)\n", + "\n", + "# Replacing x-axis ticks labels\n", + "plt.xticks([0, 1, 2], ['First Class', 'Second Class', 'Third Class'])\n", + "plt.xlabel('Passenger Class')\n", + "\n", + "plt.ylabel('Age')\n", + "plt.title('Age Distribution by Passenger Class')\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 507 + }, + "id": "ONvWuGU0xgqb", + "outputId": "578d9bf3-f2a7-4de2-8918-e833daaf6be9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Passenger Count according to Gender." + ], + "metadata": { + "id": "0HR6xdNoyq_4" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Count of Males and Females who Onboarded the ship." + ], + "metadata": { + "id": "xuekgBHryIvG" + } + }, + { + "cell_type": "code", + "source": [ + "# Counting occurrences of the Males category\n", + "count_for_category_0 = len(df[df['sex'] == 0])\n", + "\n", + "# Display the result\n", + "print(f\"Count for Males is: {count_for_category_0}\")\n", + "\n", + "# Counting occurrences of the Female category\n", + "count_for_category_1 = len(df[df['sex'] == 1])\n", + "\n", + "# Display the result\n", + "print(f\"\\nCount for Females is: {count_for_category_1}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QZYtfGrlyLpW", + "outputId": "bbaec756-6275-499f-ab72-de0861e60391" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Count for Males is: 843\n", + "\n", + "Count for Females is: 466\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Bar Graph Showing Count of Males and Females who Onboarded the ship." + ], + "metadata": { + "id": "fG4oHUXxzdAe" + } + }, + { + "cell_type": "code", + "source": [ + "# Using sum as the estimator to get counts\n", + "# ci stands for confidence intervals the lines on top of bars are errors bars which represent confidence levels of estimation\n", + "# Since we do not want it to be shown we set it to None\n", + "ax = sns.countplot(x='sex',data = df)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Replace x-axis tick labels\n", + "plt.xticks([0, 1], ['Male', 'Female'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Gender\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Gender\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "M9-qH-Uazha1", + "outputId": "cf9e74be-9bb8-4fce-b73f-6e495ba446b2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Survival Statistics according to Gender." + ], + "metadata": { + "id": "ATLbZS090edB" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Passenger Count according to Gender and Survival Statistics." + ], + "metadata": { + "id": "PXGgGbNP0ZGJ" + } + }, + { + "cell_type": "code", + "source": [ + "# Counting occurrences of the Male category who didn't survived\n", + "Males_notSurvived = len(df[(df['sex'] == 0) & (df['survived'] == 0)])\n", + "\n", + "# Counting occurrences of the Male category who survived\n", + "Males_Survived = len(df[(df['sex'] == 0) & (df['survived'] == 1)])\n", + "\n", + "# Counting occurrences of the Female category who didn't survived\n", + "Females_notSurvived = len(df[(df['sex'] == 1) & (df['survived'] == 0)])\n", + "\n", + "# Counting occurrences of the Female category who survived\n", + "Females_Survived = len(df[(df['sex'] == 1) & (df['survived'] == 1)])\n", + "\n", + "# Displaying the result\n", + "print(f\"Count for Males who didn't Survived is: {Males_notSurvived}\")\n", + "print(f\"\\nCount for Males who Survived is: {Males_Survived}\")\n", + "print(f\"\\nCount for Females who didn't Survived is: {Females_notSurvived}\")\n", + "print(f\"\\nCount for Females who Survived is: {Females_Survived}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-Hwy6W0a0i21", + "outputId": "50797dad-b540-45a5-ec70-572750a9bf4e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Count for Males who didn't Survived is: 682\n", + "\n", + "Count for Males who Survived is: 161\n", + "\n", + "Count for Females who didn't Survived is: 127\n", + "\n", + "Count for Females who Survived is: 339\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Bar Graph Showing Count of Males and Females Survived." + ], + "metadata": { + "id": "JFJNptJ7XOVP" + } + }, + { + "cell_type": "code", + "source": [ + "# Using sum as the estimator to get counts\n", + "# ci stands for confidence intervals the lines on top of bars are errors bars which represent confidence levels of estimation\n", + "# Since we do not want it to be shown we set it to None\n", + "ax = sns.countplot(x='sex', data=df, hue = 'survived')\n", + "\n", + "# Replace x-axis tick labels\n", + "plt.xticks([0, 1], ['Male', 'Female'])\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Survival', loc='upper right', labels=['Not Survived','Survived'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Gender\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Survival of Passengers according to Gender\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "Ngvggbv9XpFw", + "outputId": "48d35a2c-8b51-4618-8c31-54d3fddaaa60" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Passenger Count according to Passenger Class." + ], + "metadata": { + "id": "-w0zzQ3u2Z7c" + } + }, + { + "cell_type": "code", + "source": [ + "# Counting occurrences of the First Class category\n", + "count_for_category_1 = len(df[df['pclass'] == 1])\n", + "\n", + "# Display the result\n", + "print(f\"Count for First Class is: {count_for_category_1}\")\n", + "\n", + "# Counting occurrences of the Second Class category\n", + "count_for_category_2 = len(df[df['pclass'] == 2])\n", + "\n", + "# Display the result\n", + "print(f\"\\nCount for Second Class is: {count_for_category_2}\")\n", + "\n", + "# Counting occurrences of the Third Class category\n", + "count_for_category_3 = len(df[df['pclass'] == 3])\n", + "\n", + "# Display the result\n", + "print(f\"\\nCount for Third Class is: {count_for_category_3}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ISPTQa112hG_", + "outputId": "d532b9b5-22b3-469d-a52f-f96d9e411be0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Count for First Class is: 323\n", + "\n", + "Count for Second Class is: 277\n", + "\n", + "Count for Third Class is: 709\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Bar Graph Showing Count of Various Classes of Passengers who Onboarded the ship." + ], + "metadata": { + "id": "IsivtbJy0d3U" + } + }, + { + "cell_type": "code", + "source": [ + "class_Named = df['pclass'].map({1 : 'First Class', 2 : 'Second Class', 3 :'Third Class'})\n", + "\n", + "ax = sns.countplot(x=class_Named)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Passenger Class\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Class\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "c6tBM8az0dAT", + "outputId": "3e8daf15-9fb6-486c-b157-bf19c64141d7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Passenger Count according to Passenger Class and Gender." + ], + "metadata": { + "id": "lsIvf7BR3l2b" + } + }, + { + "cell_type": "code", + "source": [ + "# Counting passengers based on Passenger Class and Gender\n", + "passenger_counts = df.groupby(['pclass', 'sex']).size().reset_index(name='PassengerCount')\n", + "\n", + "# Display the result\n", + "for index, row in passenger_counts.iterrows():\n", + " print(f\"Count for {('First' if row['pclass'] == 1 else 'Second' if row['pclass'] == 2 else 'Third')} Class {('Male' if row['sex'] == 0 else 'Female')} is: {row['PassengerCount']}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gcw7IMUd3r5k", + "outputId": "dea815ce-c4cd-4b41-d4b5-7a1fdcbc42df" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Count for First Class Male is: 179\n", + "Count for First Class Female is: 144\n", + "Count for Second Class Male is: 171\n", + "Count for Second Class Female is: 106\n", + "Count for Third Class Male is: 493\n", + "Count for Third Class Female is: 216\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Bar Graph Showing Count of Various Classes of Passengers who Onboarded the ship along with the Gender." + ], + "metadata": { + "id": "-NRcu6qU2h6B" + } + }, + { + "cell_type": "code", + "source": [ + "class_Named = df['pclass'].map({1 : 'First Class', 2 : 'Second Class', 3 :'Third Class'})\n", + "\n", + "ax = sns.countplot(x=class_Named, hue = 'sex', data = df)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Gender', loc='upper right', labels=['Male', 'Female'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Passenger Class\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Class and Gender\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "QZQY_F8A2QA1", + "outputId": "fada5edc-3cd3-4f45-be42-8aa600eb9543" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Survival Statistics according to Class Onboarded." + ], + "metadata": { + "id": "ROTOvicO6Bb_" + } + }, + { + "cell_type": "code", + "source": [ + "# Counting passengers based on Passenger Class, Gender, and Survival\n", + "passenger_counts = df.groupby(['pclass', 'survived']).size().reset_index(name='PassengerCount')\n", + "\n", + "# Display the result\n", + "for index, row in passenger_counts.iterrows():\n", + " survival_status = 'Survived' if row['survived'] == 1 else 'Not Survived'\n", + " print(f\"Count for {('First' if row['pclass'] == 1 else 'Second' if row['pclass'] == 2 else 'Third')} Class {survival_status} is: {row['PassengerCount']}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ajRkXS4573xH", + "outputId": "3a649f36-e3e7-4f7f-981b-24d587385089" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Count for First Class Not Survived is: 123\n", + "Count for First Class Survived is: 200\n", + "Count for Second Class Not Survived is: 158\n", + "Count for Second Class Survived is: 119\n", + "Count for Third Class Not Survived is: 528\n", + "Count for Third Class Survived is: 181\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Bar Plot Showing Survival of Passengers according to Gender and Class Onboarded." + ], + "metadata": { + "id": "X52_ASui8kz_" + } + }, + { + "cell_type": "code", + "source": [ + "class_Named = df['pclass'].map({1 : 'First Class', 2 : 'Second Class', 3 :'Third Class'})\n", + "\n", + "ax = sns.countplot(x=class_Named, data=df, hue = 'survived')\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Survival', loc='upper right', labels=['Not Survived','Survived'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Gender\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Survival of Passengers according to Gender and Class\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "EQMn2Rbz8lm_", + "outputId": "093e289d-cf43-4283-d217-a68f80b222ab" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Passenger Count according to Gender and Class and Survival Statistics." + ], + "metadata": { + "id": "q4EzzrSZ6Mop" + } + }, + { + "cell_type": "code", + "source": [ + "# Counting passengers based on Passenger Class, Gender, and Survival\n", + "passenger_counts = df.groupby(['pclass', 'sex', 'survived']).size().reset_index(name='PassengerCount')\n", + "\n", + "# Display the result\n", + "for index, row in passenger_counts.iterrows():\n", + " survival_status = 'Survived' if row['survived'] == 1 else 'Not Survived'\n", + " print(f\"Count for {('First' if row['pclass'] == 1 else 'Second' if row['pclass'] == 2 else 'Third')} Class {('Male' if row['sex'] == 0 else 'Female')} {survival_status} is: {row['PassengerCount']}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9iOJsVAv9w91", + "outputId": "e8c42d89-5cef-4e38-cb4c-ad0f1ea5d30f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Count for First Class Male Not Survived is: 118\n", + "Count for First Class Male Survived is: 61\n", + "Count for First Class Female Not Survived is: 5\n", + "Count for First Class Female Survived is: 139\n", + "Count for Second Class Male Not Survived is: 146\n", + "Count for Second Class Male Survived is: 25\n", + "Count for Second Class Female Not Survived is: 12\n", + "Count for Second Class Female Survived is: 94\n", + "Count for Third Class Male Not Survived is: 418\n", + "Count for Third Class Male Survived is: 75\n", + "Count for Third Class Female Not Survived is: 110\n", + "Count for Third Class Female Survived is: 106\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Bar Graph Showing Count of Males and Females Survived according to Class Onboarded." + ], + "metadata": { + "id": "UC52FbMAZMxI" + } + }, + { + "cell_type": "code", + "source": [ + "# Using sum as the estimator to get counts\n", + "ax = sns.barplot(x='sex', y='survived', data=df, estimator=sum, hue = 'pclass', ci = None)\n", + "\n", + "# Replace x-axis tick labels\n", + "plt.xticks([0, 1], ['Male', 'Female'])\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Passenger Class', loc='upper right', labels=['First Class', 'Second Class', 'Third Class'])\n", + "\n", + "\n", + "# Adding Values to Bars\n", + "for cont in ax.containers:\n", + " ax.bar_label(cont)\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Gender\")\n", + "plt.ylabel(\"Count Survived\")\n", + "plt.title(\"Survived Passenger according to Gender and Class Onboarded\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "5ArDFTj-YFOX", + "outputId": "473d5204-5372-45a8-ccb6-b0b02861f4f1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Another Method of Adding Labels is creating a new Dataframe with decided labels and then using it for Plotting." + ], + "metadata": { + "id": "ie6SivKuepc9" + } + }, + { + "cell_type": "code", + "source": [ + "gender_Named = df['sex'].map({0: 'Male', 1: 'Female'})\n", + "\n", + "class_Named = df['pclass'].map({1 : 'First Class', 2 : 'Second Class', 3 :'Third Class'})\n", + "\n", + "survived = df['survived']\n", + "\n", + "new_df = pd.DataFrame({'Gender' : gender_Named, 'Class': class_Named, 'survived' : survived })\n", + "\n", + "# Specify the order of the 'Gender' variable\n", + "gender_order = ['Male', 'Female']\n", + "\n", + "# Using sum as the estimator to get counts\n", + "ax = sns.barplot(x='Gender', y='survived', data=new_df, estimator=sum, hue='Class', order=gender_order, ci = None)\n", + "\n", + "# Adding Values to Bars\n", + "for cont in ax.containers:\n", + " ax.bar_label(cont)\n", + "\n", + "# Adding Legend\n", + "plt.legend(title='Passenger Class', loc='upper right')\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Gender\")\n", + "plt.ylabel(\"Count Survived\")\n", + "plt.title(\"Survived Passenger according to Gender and Class Onboarded\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "oRAL49uUa8an", + "outputId": "77a321a4-1cfb-4358-fa02-df57962e4897" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Seeing the Count of Survival of passenger according to title." + ], + "metadata": { + "id": "WkLHRgxPkuxW" + } + }, + { + "cell_type": "code", + "source": [ + "# Setting the Size of Figure\n", + "plt.figure(figsize = (12,5))\n", + "\n", + "# Using sum as the estimator to get counts\n", + "ax = sns.barplot(x='title', y='survived', data=df, estimator=sum, hue = 'sex', ci = None)\n", + "\n", + "# Adding Values to Bars\n", + "for cont in ax.containers:\n", + " ax.bar_label(cont)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Passenger Class', loc='upper right', labels=['Male', 'Female'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Title\")\n", + "\n", + "plt.xticks(rotation = 45)\n", + "plt.ylabel(\"Count Survived\")\n", + "plt.title(\"Survived Passenger according to Title\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 528 + }, + "id": "7g_zsneIjBLa", + "outputId": "e393648f-37c4-4e12-a0a8-16f3984b94fe" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Embarked Ports\n", + "\n", + "### In case of Titanic dataset, the 'embarked' or 'embarkation' column may indicate the port at which a passenger boarded the Titanic. The common values for this column are often represented by letters such as 'C' for Cherbourg, 'Q' for Queenstown (now known as Cobh), and 'S' for Southampton, which were the three ports involved in the Titanic's maiden voyage in 1912.\n", + "\n", + "These codes represent the different ports from which passengers boarded the Titanic during its maiden voyage in 1912. Each letter corresponds to a specific port:\n", + "\n", + "- **Cherbourg (C)**: Cherbourg-Octeville is a port city in northwestern France.\n", + "- **Queenstown (Q)**: Queenstown (Cobh) is a port town in County Cork, Ireland.\n", + "- **Southampton (S)**: Southampton is a major port city on the south coast of England." + ], + "metadata": { + "id": "mrloTaeb_KJX" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Passenger Count" + ], + "metadata": { + "id": "oKnsQbQL_gTy" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Bar Graph Showing Count of Various Embarked Ports of Passengers who Onboarded the ship." + ], + "metadata": { + "id": "il8V6Ixn7vg2" + } + }, + { + "cell_type": "code", + "source": [ + "port_Named = df['embarked'].map({0: 'S', 1 : \"Q\", 2 : 'C'})\n", + "\n", + "ax = sns.countplot(x=port_Named)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Embarked Ports\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Embarked Port\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "tvdcHf0e7gjB", + "outputId": "1078a2f5-47cf-4ef5-d627-5e0490ef2ee3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Bar Graph Showing Count of Various Embarked Ports of Passengers who Onboarded the ship according to Gender." + ], + "metadata": { + "id": "iVSg3zaO7z-d" + } + }, + { + "cell_type": "code", + "source": [ + "port_Named = df['embarked'].map({0: 'S', 1 : \"Q\", 2 : 'C'})\n", + "\n", + "ax = sns.countplot(x=port_Named, hue = 'sex', data = df)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Gender', loc='upper right', labels=['Male', 'Female'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Passenger Class\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Gender and Embarked Port\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "2LaAiyOX7AnE", + "outputId": "56ef65d8-a822-435f-8adb-b01733c64f24" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Bar Graph Showing Count of Various Embarked Ports of Passengers who Onboarded the ship according to Class." + ], + "metadata": { + "id": "hIkIt4959deD" + } + }, + { + "cell_type": "code", + "source": [ + "port_Named = df['embarked'].map({0: 'S', 1 : \"Q\", 2 : 'C'})\n", + "\n", + "ax = sns.countplot(x=port_Named, hue = 'pclass', data = df)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Passenger Class', loc='upper right', labels=['First Class', 'Second Class', 'Third Class'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Embarked Port\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Class and Embarked Port\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "QhPW2faD9gjX", + "outputId": "e5a7ee1a-19a5-4421-a143-42104ed869fa" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Survival Statistics\n", + "## Bar Graph Showing Count of Classes of Passengers Survived according to Embarked ports." + ], + "metadata": { + "id": "3cS2ggEa--UH" + } + }, + { + "cell_type": "code", + "source": [ + "port_Named = df['embarked'].map({0: 'S', 1 : \"Q\", 2 : 'C'})\n", + "\n", + "ax = sns.barplot(x=port_Named,y='survived', hue = 'pclass', data = df,estimator=sum,ci = None)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Passenger Class', loc='upper right', labels=['First Class', 'Second Class', 'Third Class'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Embarked Port\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Survived Passengers according to Class and Embarked Port\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "OwQyix6q-GJK", + "outputId": "159c184c-c4e2-47cf-e8f1-9ca1a0044195" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Bar Graph Showing Count of Males and Females Survived according to Embarked ports." + ], + "metadata": { + "id": "uonsBUShtU02" + } + }, + { + "cell_type": "code", + "source": [ + "# Using sum as the estimator to get counts\n", + "# ci stands for confidence intervals the lines on top of bars are errors bars which represent confidence levels of estimation\n", + "# Since we do not want it to be shown we set it to None\n", + "ax = sns.barplot(x='sex', y='survived', data=df, estimator=sum,ci = None, hue = 'embarked')\n", + "\n", + "# Replace x-axis tick labels\n", + "plt.xticks([0, 1], ['Male', 'Female'])\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Gender\")\n", + "plt.ylabel(\"Count Survived\")\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Embarked Port', labels= ['S', \"Q\", 'C'])\n", + "plt.title(\"Survived Passenger according to Gender and Embarked Ports\")\n", + "plt.show()" + ], + "metadata": { + "id": "IvGnTa4wlD7e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "outputId": "60305c63-c285-4613-ca15-04b6a6383482" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Columns sibsp and parch\n", + "\n", + "In the Titanic dataset, the columns \"Parch\" and \"SibSp\" represent information about the passengers' family relationships on board.\n", + "\n", + "1. **Parch (Parent/Child):**\n", + " - Parch refers to the number of parents or children a passenger had on board.\n", + " - The term \"parent\" includes both mothers and fathers.\n", + " - The term \"child\" includes both sons and daughters.\n", + " - This column indicates the family relationships related to parents or children.\n", + "\n", + "2. **SibSp (Sibling/Spouse):**\n", + " - SibSp refers to the number of siblings or spouses a passenger had on board.\n", + " - The term \"sibling\" includes brothers and sisters.\n", + " - The term \"spouse\" includes husbands and wives.\n", + " - This column indicates the family relationships related to siblings or spouses.\n", + "\n", + "For example:\n", + "- If a passenger had a Parch value of 1, it means the passenger had one parent or child on board.\n", + "- If a passenger had a SibSp value of 2, it means the passenger had two siblings or spouses on board.\n", + "\n", + "These columns provide insights into the family structure of passengers on the Titanic and can be used to analyze the impact of family size on survival rates." + ], + "metadata": { + "id": "pgy0D1dEANNc" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Passenger Count" + ], + "metadata": { + "id": "soKxjgTx_qS_" + } + }, + { + "cell_type": "code", + "source": [ + "# Seeing Number of Unique Category in Column parch\n", + "print(\"Number of Unique Category in Column Parch is:\\n\")\n", + "print(df['parch'].value_counts())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dve87KmwH0es", + "outputId": "e8bf7a38-8b5c-43f6-dc00-47c528a9d80d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of Unique Category in Column Parch is:\n", + "\n", + "0 1002\n", + "1 170\n", + "2 113\n", + "3 8\n", + "4 6\n", + "5 6\n", + "6 2\n", + "9 2\n", + "Name: parch, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing the number of Passengers with Parents and Childern onboard." + ], + "metadata": { + "id": "WoW-HYSJAeG4" + } + }, + { + "cell_type": "code", + "source": [ + "parch_Named = df['parch'].map({0: 'No Parent or children',\n", + " 1: 'One Parent or Children',\n", + " 2: 'Two Parent or Children',\n", + " 3: 'Three Children',\n", + " 4: 'Four Children',\n", + " 5: 'Five Children',\n", + " 6: 'Six Children',\n", + " 9: 'Nine Children',})\n", + "\n", + "ax = sns.countplot(x=parch_Named)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Parents or Children\")\n", + "plt.xticks(rotation = 90)\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Parents or Children Onboarded\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 616 + }, + "id": "TbSkSrNc5lNR", + "outputId": "f7a036cb-e52b-4445-ffb1-f9463416ee3a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing the number of Passengers with Parents and Childern onboard according to Gender." + ], + "metadata": { + "id": "_Rz8q1SdDglp" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.countplot(x=parch_Named, hue = 'sex', data = df)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Parents or Children\")\n", + "plt.xticks(rotation = 90)\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Gender', loc='upper right', labels=['Male', 'Female'])\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Parents or Children Onboarded and Gender\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 616 + }, + "id": "ZLgTqbkrCYMp", + "outputId": "557c0966-e87d-4a49-9c64-bd81cba4322a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Survival Statistics" + ], + "metadata": { + "id": "zAdaOaiY_tk4" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing the number of Passengers with Parents and Childern onboard according to Survived." + ], + "metadata": { + "id": "VR-dhAgDDlTv" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.countplot(x=parch_Named, hue = 'survived', data = df)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Parents or Children\")\n", + "plt.xticks(rotation = 90)\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Survival', loc='upper right', labels=['Not Survived','Survived'])\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Survived Passengers according to Parents or Children Onboarded and Gender\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 616 + }, + "id": "EBz_lF9gC3Qc", + "outputId": "5b349ec2-58cb-4062-cd9a-4634afc33b9a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing the number of Passengers Survived with Parents and Childern onboard according to Class." + ], + "metadata": { + "id": "yTkLlqemD9rQ" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.barplot(x=parch_Named,y='survived', hue = 'pclass', data = df,estimator=sum,ci = None)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Passenger Class', loc='upper right', labels=['First Class', 'Second Class', 'Third Class'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Parents or Children\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Survived Passengers according to Class and Embarked Port\")\n", + "plt.xticks(rotation = 90)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 616 + }, + "id": "LRycMJvODGx7", + "outputId": "1135d49a-34bf-4424-a730-a51941551154" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing the number of Passengers Survived with Parents and Childern onboard according to Gender." + ], + "metadata": { + "id": "-WHmax8mELIT" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.barplot(x=parch_Named,y='survived', hue = 'sex', data = df,estimator=sum,ci = None)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Passenger Class', loc='upper right', labels=['Male', 'Female'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Parents or Children\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Survived Passengers according to Gender\")\n", + "plt.xticks(rotation = 90)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 616 + }, + "id": "eaRnSE42D1o9", + "outputId": "fb14f3a4-7fd2-4f75-fedc-2d467cfbbffd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Passenger Count for Column Sibsp." + ], + "metadata": { + "id": "viRxrn5-AIwN" + } + }, + { + "cell_type": "code", + "source": [ + "# Seeing Number of Unique Category in Column Sibsp\n", + "print(\"Number of Unique Category in Column Sibsp is:\\n\")\n", + "print(df['sibsp'].value_counts())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8N-3P7mgA2Y4", + "outputId": "37318955-0af6-4499-ba60-4b86d193d44d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of Unique Category in Column Sibsp is:\n", + "\n", + "0 891\n", + "1 319\n", + "2 42\n", + "4 22\n", + "3 20\n", + "8 9\n", + "5 6\n", + "Name: sibsp, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing the number of Passengers with Siblings or Spouses onboard." + ], + "metadata": { + "id": "Sc1ISAR3Ahb_" + } + }, + { + "cell_type": "code", + "source": [ + "sibsp_Named = df['sibsp'].map({0: 'No Sibling or Spouse',\n", + " 1: 'One Sibling or Spouse',\n", + " 2: 'Two Siblings',\n", + " 3: 'Three Siblings',\n", + " 4: 'Four Siblings',\n", + " 5: 'Five Siblings',\n", + " 8: 'Eight Siblings',})\n", + "\n", + "ax = sns.countplot(x=sibsp_Named)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Siblings or Spouse\")\n", + "plt.xticks(rotation = 90)\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Siblings or Spouse Onboarded\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "id": "1FwGwbDZEbPb", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 611 + }, + "outputId": "946e4407-0ef9-413e-ef67-410d276f1435" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing the number of Passengers with Parents and Childern onboard according to Gender." + ], + "metadata": { + "id": "kiTCppOuEaPN" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.countplot(x=sibsp_Named, hue = 'sex', data = df)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Siblings or Spouse\")\n", + "plt.xticks(rotation = 90)\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Gender', loc='upper right', labels=['Male', 'Female'])\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Siblings or Spouse Onboarded and Gender\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "id": "NQregeh0CDbb", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 611 + }, + "outputId": "cbff8299-4b47-43bb-c780-899a8850a6be" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Survival Statistics" + ], + "metadata": { + "id": "eUrSmtrdFC_K" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing the number of Passengers with Parents and Childern onboard according to Survived." + ], + "metadata": { + "id": "kiGvppfzFGxP" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.countplot(x=sibsp_Named, hue = 'survived', data = df)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Siblings or Spouse\")\n", + "plt.xticks(rotation = 90)\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Survival', loc='upper right', labels=['Not Survived','Survived'])\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Survived Passengers according to Siblings or Spouse Onboarded\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 611 + }, + "id": "kODPco0WEoLP", + "outputId": "14c71452-dcab-4332-adb4-3479bb74af67" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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DAwDr1q2Dvr4+AgICclxWw4YNUaxYMaxbt04qe/HiBfbt24cOHTpIZRs2bED58uXh6uqKp0+fSq+sv7YOHjwIANi1axcAYNCgQUrrGTJkiFrbOH78eFhZWcHW1hYNGjTA3bt3MXPmTLRp0wYAYGhoKNV9+fIlnj59inr16iE5ORk3btwAAOkvqtDQ0BxPA2f9NbV169YcO9Lndtuz+Pj4wNnZWZquXLkyzMzMcO/ePQBv/xrfv38/WrVqpfQXjouLC/z8/JSWtXnzZmRmZqJ9+/ZK67a1tUWZMmVU1q2vr69yGTZrG3fs2IE3b95ku405yU07X7hwAZGRkRgyZIjKX6dZZyqePHmCI0eOoHv37ihVqlS2dTIyMrB37160atVKqV+EnZ0dvv32Wxw7dkw6XZ6lV69e0NbWlqbPnTuHuLg49O3bV+lMateuXaXvQ268v4/Vq1dP+vwAYM+ePdDV1UWvXr2kMi0tLfTv3z/X68jO/v37kZaWhiFDhij1qejVqxfMzMyy/cv9XXlx3Ondu7fS2a1+/fpBR0dH2rfVlVdtaWhoCD09PRw6dOijlxHfFR0djYiICHTt2hWWlpZSeeXKldG4ceNstyu7Y2x2KlSogIiICHz33Xe4f/8+fvvtN7Rq1Qo2Njb4448/VOrb29srnTnKuix64cIFxMTEAHh7DK1Zs6bS5UITExP07t0b9+/fx7Vr13K97UDujoPqHmfe9fLlSwCAqanpB+PImv/+Ppzd9+PZs2cq9Tw9PeHh4SFNlypVCgEBAQgNDUVGRoZaxw99fX1p/8rIyMCzZ8+kLhvnz59XiT04OFjpWJj1nQoODlY6rjRu3Bhubm5K792wYQPMzc3RuHFjpbb18PCAiYmJ1LZZ+/7AgQOVzvCq+9sJfOF9ngCgRo0a2Lx5M168eIEzZ85g9OjRePnyJdq2bav2DvAuJycnlbJ27dpBS0tLSoKEENiwYYN07TcnOjo6CAwMxNatW6X+O5s3b8abN2+Ukqfbt2/j6tWrsLKyUnqVLVsWwP91jnzw4AG0tLSUkgcAKFeunFrb2Lt3b+zbtw9hYWEIDw9HXFwcRo4cKc2/evUqWrduDXNzc5iZmcHKykrqYJ51Hd/JyQnDhg3Dn3/+iWLFisHX1xcLFy5Uus7foUMHeHl5oWfPnrCxsUHHjh2xfv16pUQqt9ue5f3kAACKFCkiHfDj4uLw+vVruLi4qNR7v+z27dsQQqBMmTIq679+/brKuosXL66UNADAN998g8DAQEycOBHFihVDQEAAli1bptJfKzu5aeeshP1Dl4myfiw/VOfJkydITk7O9rtSvnx5ZGZmqvS/eH9fyOr3V6ZMGaVyXV3dXHdUNTAwULl8+u7nl7UeOzs7lc742X2m6siK//020NPTQ+nSpbPt1/i+zz3uvN92JiYmsLOz+6RhFfKyLfX19TFz5kzs3r0bNjY2qF+/PmbNmiUlHTnJqU2Bt9+rp0+fSpd8s2R3jM1J2bJl8c8//+Dp06e4dOkSpk2bBh0dHfTu3Rv79+9X2ab3L31mHUey2vfBgwc5xvru9uRWbo6D6h5n3pWVFGUlUTnJKcl6/3iZ1cXk/QT5/e8l8LbtkpOT8eTJE7WOH5mZmZgzZw7KlCkDfX19FCtWDFZWVrh06ZJKPzAg98cZQPV7dvv2bSQkJMDa2lqlbV+9eqX025ndMq2srLLtdvMhX3Sfp3fp6emhRo0aqFGjBsqWLYtu3bphw4YNGD9+fI59CLLrkJvl3Qw4i729PerVq4f169fjp59+wqlTpxAVFaVy3Tg7HTt2xO+//47du3ejVatWWL9+PVxdXVGlShWpTmZmJipVqoRff/0122Xkpi+JOsqUKQMfH59s58XHx+Obb76BmZkZJk2aJI2vcv78eYwaNUop8fnll1/QtWtXbN26FXv37sWgQYMwffp0nDp1CiVKlIChoSGOHDmCgwcPYufOndizZw/WrVuHhg0bYu/evdDW1lZ72989E/Iu8YG+EznJzMyEQqHA7t27s12uiYmJ0nR23w2FQoGNGzfi1KlT2L59O0JDQ9G9e3f88ssvOHXqlMoysqjTznLJbns/V06f35fmQ8edgpLXbTlkyBC0aNECW7ZsQWhoKMaOHYvp06fjwIEDcHd3z7P1fMr3SltbG5UqVUKlSpXg6ekJb29vrFq1Ksfj2OdS57fjY8dBdY8z7zI3N4ednR0uXbr0wXgvXbqE4sWLq/wxn5fHy9yaNm0axo4di+7du2Py5MmwtLSElpYWhgwZku1x7XOOM5mZmbC2tsaqVauynZ9dP9fP9dUkT++qXr06gLen/YD/y7Lfv5NG3b8ugLdnUb7//nvcvHkT69atg5GREVq0aPHR99WvXx92dnZYt24d6tatiwMHDqjcAeXs7IyLFy+iUaNGH+w06uDggMzMTNy9e1cpA79586ba25OTQ4cO4dmzZ9i8eTPq168vlWfdife+rAPamDFjcOLECXh5eWHJkiWYMmUKgLeXCBo1aoRGjRrh119/xbRp0/C///0PBw8elC7B5Wbbc8va2hoGBga4c+eOyrz3y5ydnSGEgJOTk/QX6qeqXbs2ateujalTp2L16tUICgrC2rVr0bNnz2zr57ads84yXrlyJccfiqyzPleuXMkxPisrKxgZGWX7Xblx4wa0tLQ+mqRn3fV0+/ZtpQ68b968QWRkpNIfBJ/DwcEBBw8eVBkKIrvPNDs5fY+y4r9586bSmbK0tDRERkZ+8g/x+8edD7l9+za8vb2l6VevXiE6Ohr+/v6ftO6PUbctnZ2dMXz4cAwfPhy3b99G1apV8csvv+Dff//NcflA9segGzduoFixYmoNcZEbObX3nTt3IIRQ+vxv3boFAFKndQcHhxxjzZoPqP/b8aHj4OceZ5o3b44//vgDx44dy/buxKNHj+L+/fvo06eP2svOcvv2bZWyW7duwcjISEpAcnv82LhxI7y9vfHXX38p1YuPj0exYsU+Gsu7x5n3vb9+Z2dn7N+/H15eXh9Mwt5d5rv7/pMnT9S6TA184ZftDh48mG3mnHV9PSuxMDMzQ7FixVRuuVy0aJHa6wwMDIS2tjbWrFmDDRs2oHnz5rk6KGhpaaFt27bYvn07/vnnH6SnpytdsgPe3hHx6NGjbK/jv379WjrtndVnZ968eUp15s6dq/b25CTrL5V32zctLU2lzRITE5Genq5UVqlSJWhpaUmXrJ4/f66y/KxBOLPq5Hbb1Ynfx8cHW7ZswePHj6XyO3fuYPfu3Up127RpA21tbUycOFHl+ySEwLNnzz66vhcvXqi89/1tzCnOrPVkya6dq1WrBicnJ8ydO1flQJ71XisrK9SvXx9///03oqKisq2jra2NJk2aYOvWrUqXiGJjY7F69WrUrVv3g5eggbc/WlZWVliyZInSHSrLly/P1a3+ueXr64s3b94ofScyMzOxcOHCXL0/a798PyYfHx/o6elh3rx5Su3+119/ISEh4aN3reb2uPMhS5cuVeobt3jxYqSnp6v0x8sruW3L5ORkpKSkKJU5OzvD1NT0g99jOzs7VK1aFStWrFBq7ytXrmDv3r2flRQePXo0236EObX348ePlW5nT0xMxMqVK1G1alXY2toCAPz9/XHmzBmcPHlSqpeUlISlS5fC0dFR6lOT9UfLu78dGRkZWLp0qdI6c3Mc/NzjzIgRI2BoaIg+ffqo1H3+/Dn69u0LIyMjlbvB1XHy5Eml/kgPHz7E1q1b0aRJE2hra6t1/NDW1lbZzg0bNuDRo0e5iuXd79T7w968f2m8ffv2yMjIwOTJk1WWk56eLn0nfXx8oKuri/nz5yvF9im/nV/0maeBAwciOTkZrVu3hqurK9LS0nDixAmsW7cOjo6OSp16e/bsiRkzZqBnz56oXr06jhw5Iv01og5ra2t4e3vj119/xcuXL1USoA/p0KED5s+fj/Hjx6NSpUrS9fUsnTt3xvr169G3b18cPHgQXl5eyMjIwI0bN7B+/XqEhoaievXqqFq1Kjp16oRFixYhISEBderUQVhYWK7/Is+NOnXqoEiRIggODsagQYOgUCjwzz//qOwMBw4cwIABA9CuXTuULVsW6enp+Oeff6CtrY3AwEAAwKRJk3DkyBE0a9YMDg4OiIuLw6JFi1CiRAnpL6jcbrs6JkyYgL1798LLywv9+vVDRkYGFixYgIoVKyo9hsbZ2RlTpkzB6NGjcf/+fbRq1QqmpqaIjIxESEgIevfurTQWV3ZWrFiBRYsWoXXr1nB2dsbLly/xxx9/wMzM7IM/HLltZy0tLSxevBgtWrRA1apV0a1bN9jZ2eHGjRu4evUqQkNDAbxNqOvWrYtq1aqhd+/e0gjEO3fulLZ5ypQp0rhb33//PXR0dPD7778jNTVVaYyYnOjq6mLKlCno06cPGjZsiA4dOiAyMhLLli3L08H5WrVqhZo1a2L48OG4c+cOXF1dsW3bNikZ/9gZyqpVq0JbWxszZ85EQkIC9PX10bBhQ1hbW2P06NGYOHEimjZtipYtW+LmzZtYtGgRatSooTRwbHbUOe7kJC0tDY0aNUL79u2lddetWxctW7bMfQOpIbdteevWLSkuNzc36OjoICQkBLGxsdKQKjmZPXs2/Pz84OnpiR49ekhDFZibm3/W8zZnzpyJ8PBwtGnTBpUrVwYAnD9/HitXroSlpaVKZ9+yZcuiR48eOHv2LGxsbPD3338jNjYWy5Ytk+r8+OOPWLNmDfz8/DBo0CBYWlpixYoViIyMxKZNm6SOzhUqVEDt2rUxevRoPH/+HJaWlli7dq1KopSb4+DnHmfKlCmDFStWICgoCJUqVVIZYfzp06dYs2aNSl9YdVSsWBG+vr5KQxUAUBrFPbfHj+bNm2PSpEno1q0b6tSpg8uXL2PVqlVqHSOmT5+OZs2aoW7duujevTueP3+O+fPno0KFCnj16pVU75tvvkGfPn0wffp0REREoEmTJtDV1cXt27exYcMG/Pbbb2jbtq00Btr06dPRvHlz+Pv748KFC9i9e3euzoYpyfV9eRpo9+7donv37sLV1VWYmJgIPT094eLiIgYOHChiY2OV6iYnJ4sePXoIc3NzYWpqKtq3by/i4uJyHKrgQ7fV//HHHwKAMDU1Fa9fv1aZ//5QBVkyMzNFyZIlBQAxZcqUbJedlpYmZs6cKSpUqCD09fVFkSJFhIeHh5g4caJISEiQ6r1+/VoMGjRIFC1aVBgbG4sWLVqIhw8fqjVUwcduRz5+/LioXbu2MDQ0FPb29tIt2XjnFt179+6J7t27C2dnZ2FgYCAsLS2Ft7e32L9/v7ScsLAwERAQIOzt7YWenp6wt7cXnTp1Erdu3fqkbQcg+vfvrxLv+7eFZ63b3d1d6OnpCWdnZ/Hnn3+K4cOHCwMDA5X3b9q0SdStW1cYGxsLY2Nj4erqKvr37y9u3rwp1fnmm29EhQoVVN57/vx50alTJ1GqVCmhr68vrK2tRfPmzZVu+/2cds5y7Ngx0bhxY2FqaiqMjY1F5cqVlYZnEOLtrd2tW7cWFhYWwsDAQJQrV06MHTtWJV5fX19hYmIijIyMhLe3tzhx4oRSnazbtHMafmHRokXCyclJ6Ovri+rVq4sjR47k+vZ6Y2NjleVl7XvvevLkifj222+FqampMDc3F127dhXHjx8XAMTatWtzalLJH3/8IUqXLi20tbVV2nPBggXC1dVV6OrqChsbG9GvXz+VYSCyo85xJ6ehCg4fPix69+4tihQpIkxMTERQUJDSLf5C5H6ogrxsy6dPn4r+/fsLV1dXYWxsLMzNzUWtWrXE+vXrP9ouQgixf/9+4eXlJQwNDYWZmZlo0aKFuHbtWraxfegY+67jx4+L/v37i4oVKwpzc3Ohq6srSpUqJbp27ap0u7wQb9u7WbNmIjQ0VFSuXFno6+sLV1fXbIcQuHv3rmjbtq20n9SsWVPs2LEj23o+Pj5CX19f2NjYiJ9++kns27dP7eNgltwcZz7k0qVLolOnTsLOzk7o6uoKW1tb0alTJ3H58mWVujm1dXZDMGQdV//9919RpkwZoa+vL9zd3VWOQULk7viRkpIihg8fLuzs7IShoaHw8vISJ0+eVPleZw1VkNMwD5s2bRLly5cX+vr6ws3NTWzevDnH39ilS5cKDw8PYWhoKExNTUWlSpXEyJEjxePHj6U6GRkZYuLEiVJcDRo0EFeuXMn29+NDFP+/0YgKjVatWuHq1avZXksnzbdlyxa0bt0ax44dg5eXl9zhfNG+trZ0dHRExYoVsWPHDrlDoa/cF93niehjXr9+rTR9+/Zt7Nq1Cw0aNJAnIFLL+59fRkYG5s+fDzMzM1SrVk2mqL5MbEuivPNF93ki+pjSpUuja9eu0vg9ixcvhp6entJ4VqS5Bg4ciNevX8PT0xOpqanYvHkzTpw4gWnTpuXLEApfM7YlUd5h8kRftaZNm2LNmjWIiYmBvr4+PD09MW3atGwHXiPN07BhQ/zyyy/YsWMHUlJS4OLigvnz52PAgAFyh/bFYVsS5R32eSIiIiJSA/s8EREREamByRMRERGRGtjnCW9H2n38+DFMTU3z5NEgRERElP+EEHj58iXs7e2lwU0LApMnvB3OP68fuktEREQF4+HDhyhRokSBrY/JEwBTU1MAbxv/Y8/1IiIiIs2QmJiIkiVLSr/jBYXJE/7vuU5mZmZMnoiIiL4wBd3lRvYO448ePcJ3332HokWLwtDQEJUqVcK5c+ek+UIIjBs3DnZ2djA0NISPj4/KYzWeP3+OoKAgmJmZwcLCAj169FB6aCARERFRXpE1eXrx4gW8vLygq6uL3bt349q1a/jll19QpEgRqc6sWbMwb948LFmyBKdPn4axsTF8fX2RkpIi1QkKCsLVq1exb98+7NixA0eOHEHv3r3l2CQiIiL62uX6EcL5YNSoUaJu3bo5zs/MzBS2trZi9uzZUll8fLzQ19cXa9asEUIIce3aNZUnv+/evVsoFArx6NGjXMWRkJAgAIiEhIQP1st6QvW7r3Llyknzo6OjxXfffSdsbGyEkZGRcHd3Fxs3bpTmR0ZGiu7duwtHR0dhYGAgSpcuLcaNGydSU1NzFScRERH9n9z+fuc1Wfs8bdu2Db6+vmjXrh0OHz6M4sWL4/vvv0evXr0AAJGRkYiJiYGPj4/0HnNzc9SqVQsnT55Ex44dcfLkSVhYWKB69epSHR8fH2hpaeH06dNo3bq1ynpTU1ORmpoqTScmJuY65goVKmD//v3StI7O/zVhly5dEB8fj23btqFYsWJYvXo12rdvj3PnzsHd3R03btxAZmYmfv/9d7i4uODKlSvo1asXkpKS8PPPP+c6BiKir0VGRgbevHkjdxikoXR1daGtrS13GCpkTZ7u3buHxYsXY9iwYfjpp59w9uxZDBo0CHp6eggODkZMTAwAwMbGRul9NjY20ryYmBhYW1srzdfR0YGlpaVU533Tp0/HxIkTPylmHR0d2NraZjvvxIkTWLx4MWrWrAkAGDNmDObMmYPw8HC4u7ujadOmaNq0qVS/dOnSuHnzJhYvXszkiYgKFSEEYmJiEB8fL3copOEsLCxga2urUeMwypo8ZWZmonr16pg2bRoAwN3dHVeuXMGSJUsQHBycb+sdPXo0hg0bJk1n3eqYG7dv34a9vT0MDAzg6emJ6dOno1SpUgCAOnXqYN26dWjWrBksLCywfv16pKSkoEGDBjkuLyEhAZaWlp+1PUREX5qsxMna2hpGRkYa9cNImkEIgeTkZMTFxQEA7OzsZI7o/8iaPNnZ2cHNzU2prHz58ti0aRMASGd4YmNjlRotNjYWVatWlepkNWyW9PR0PH/+PMczRPr6+tDX11c73lq1amH58uUoV64coqOjMXHiRNSrVw9XrlyBqakp1q9fjw4dOqBo0aLQ0dGBkZERQkJC4OLiku3y7ty5g/nz5/OsExEVKhkZGVLiVLRoUbnDIQ1maGgIAIiLi4O1tbXGXMKT9W47Ly8v3Lx5U6ns1q1bcHBwAAA4OTnB1tYWYWFh0vzExEScPn0anp6eAABPT0/Ex8cjPDxcqnPgwAFkZmaiVq1aeRqvn58f2rVrh8qVK8PX1xe7du1CfHw81q9fDwAYO3Ys4uPjsX//fpw7dw7Dhg1D+/btcfnyZZVlPXr0CE2bNkW7du2kPl5ERIVBVh8nIyMjmSOhL0HW90ST+sbJeuZp6NChqFOnDqZNm4b27dvjzJkzWLp0KZYuXQrg7aBXQ4YMwZQpU1CmTBk4OTlh7NixsLe3R6tWrQC8PVPVtGlT9OrVC0uWLMGbN28wYMAAdOzYEfb29vkav4WFBcqWLYs7d+7g7t27WLBgAa5cuYIKFSoAAKpUqYKjR49i4cKFWLJkifS+x48fw9vbG3Xq1JG2lYiosOGlOsoNTfyeyHrmqUaNGggJCcGaNWtQsWJFTJ48GXPnzkVQUJBUZ+TIkRg4cCB69+6NGjVq4NWrV9izZw8MDAykOqtWrYKrqysaNWoEf39/1K1bt0CSklevXuHu3buws7NDcnIyAKg8mFBbWxuZmZnS9KNHj9CgQQN4eHhg2bJlBfogQyIiIvp8CiGEkDsIuSUmJsLc3BwJCQkffDzLDz/8gBYtWsDBwQGPHz/G+PHjERERgWvXrsHCwgJubm6ws7PDzz//jKJFi2LLli0YMWIEduzYAX9/fylxcnBwwIoVK5Su3ebUP4uI6GuTkpKCyMhIODk5Kf0hTKoOHToEb29vvHjxAhYWFnmyzAkTJmDLli2IiIjIk+Xltw99X3L7+53XeNpDDf/99x86deqEcuXKoX379ihatChOnToFKysr6OrqYteuXbCyskKLFi1QuXJlrFy5EitWrIC/vz8AYN++fbhz5w7CwsJQokQJ2NnZSS8iItJcT548Qb9+/VCqVCno6+vD1tYWvr6+OH78eL6ut06dOoiOjoa5uXm+rofUwwcDq2Ht2rUfnF+mTBnpTsHsdO3aFV27ds3jqIiIKL8FBgYiLS0NK1asQOnSpREbG4uwsDA8e/bsk5YnhEBGRobSQMvZ0dPT45UJDcQzT0RERB8QHx+Po0ePYubMmfD29oaDgwNq1qyJ0aNHo2XLlrh//z4UCoXSZbD4+HgoFAocOnQIwNvLbwqFArt374aHhwf09fXx999/Q6FQ4MaNG0rrmzNnDpydnZXeFx8fj8TERBgaGmL37t1K9UNCQmBqair1vR01ahTKli0LIyMjlC5dGmPHjtWoO9W+BkyeiIiIPsDExAQmJibYsmWL0qO9PsWPP/6IGTNm4Pr162jbti2qV6+OVatWKdVZtWoVvv32W5X3mpmZoXnz5li9erVK/VatWkm39JuammL58uW4du0afvvtN/zxxx+YM2fOZ8VNynjZLhc8Rqws0PWFz+5SoOsjIqKc6ejoYPny5dKQONWqVcM333yDjh07onLlymota9KkSWjcuLE0HRQUhAULFmDy5MkA3o51GB4ejn///Tfb9wcFBaFz585ITk6GkZEREhMTsXPnToSEhEh1xowZI/3f0dERP/zwA9auXYuRI0eqFSvljGeeiIiIPiIwMBCPHz/Gtm3b0LRpUxw6dAjVqlXD8uXL1VrOuw+xB4COHTvi/v37OHXqFIC3Z5GqVasGV1fXbN/v7+8PXV1dbNu2DQCwadMmmJmZwcfHR6qzbt06eHl5wdbWFiYmJhgzZgyioqLUipM+jMkTERFRLhgYGKBx48YYO3YsTpw4ga5du2L8+PHSeH3vjvyTUx8jY2NjpWlbW1s0bNhQuhS3evVqpbEO36enp4e2bdsq1e/QoYPU8fzkyZMICgqCv78/duzYgQsXLuB///sf0tLSPn3DSQWTJyIiok/g5uaGpKQkWFlZAQCio6OleeqMoRQUFIR169bh5MmTuHfvHjp27PjR+nv27MHVq1dx4MABpWTrxIkTcHBwwP/+9z9Ur14dZcqUwYMHD9TbMPoo9nkiIiL6gGfPnqFdu3bo3r07KleuDFNTU5w7dw6zZs1CQEAADA0NUbt2bcyYMQNOTk6Ii4tT6nf0MW3atEG/fv3Qr18/eHt7f/TRYvXr14etrS2CgoLg5OSk9BzXMmXKICoqCmvXrkWNGjVU+kNR3uCZJyIiog8wMTFBrVq1MGfOHNSvXx8VK1bE2LFj0atXLyxYsAAA8PfffyM9PR0eHh7SM1lzy9TUFC1atMDFixc/eMkui0KhQKdOnbKt37JlSwwdOhQDBgxA1apVceLECYwdO1a9DaaP4uNZ8PHh3Xm3HRFR3uHjWUgdfDwLERER0ReOyRMRERGRGpg8EREREamByRMRERGRGpg8EREREamByRMRERGRGpg8EREREamByRMRERGRGpg8EREREamByRMRERGpmDBhAqpWrZrv63F0dMTcuXPzfT15iQ8GJiIijVGQj8NS91FYXbt2xYoVKzB9+nT8+OOPUvmWLVvQunVrqPO0M0dHRwwZMgRDhgz5YL2LFy9i7NixOHXqFBITE2Fra4tatWph/vz5sLa2Vit+df3www8YOHBgvq7jS8UzT0RERLlkYGCAmTNn4sWLF/m+ridPnqBRo0awtLREaGgorl+/jmXLlsHe3h5JSUmfvNy0tLRc1TMxMUHRokU/eT1fMyZPREREueTj4wNbW1tMnz79g/U2bdqEChUqQF9fH46Ojvjll1+keQ0aNMCDBw8wdOhQKBQKKBSKbJdx/PhxJCQk4M8//4S7uzucnJzg7e2NOXPmwMnJCQCwfPlyWFhYKL1vy5YtSsvMuvz2559/Sg/XXbp0Kezt7ZGZman03oCAAHTv3l3pfQCwd+9eGBgYID4+Xqn+4MGD0bBhQ2n62LFjqFevHgwNDVGyZEkMGjRIKdGLi4tDixYtYGhoCCcnJ6xateqD7aipmDwRERHlkra2NqZNm4b58+fjv//+y7ZOeHg42rdvj44dO+Ly5cuYMGECxo4di+XLlwMANm/ejBIlSmDSpEmIjo5GdHR0tsuxtbVFeno6QkJC1LokmJ07d+5g06ZN2Lx5MyIiItCuXTs8e/YMBw8elOo8f/4ce/bsQVBQkMr7GzVqBAsLC2zatEkqy8jIwLp166T6d+/eRdOmTREYGIhLly5h3bp1OHbsGAYMGCC9p2vXrnj48CEOHjyIjRs3YtGiRYiLi/usbZMDkyciIiI1tG7dGlWrVsX48eOznf/rr7+iUaNGGDt2LMqWLYuuXbtiwIABmD17NgDA0tIS2traMDU1ha2tLWxtbbNdTu3atfHTTz/h22+/RbFixeDn54fZs2cjNjZW7ZjT0tKwcuVKuLu7o3LlyihSpAj8/PywevVqqc7GjRtRrFgxeHt7q7xfW1sbHTt2VKofFhaG+Ph4BAYGAgCmT5+OoKAgDBkyBGXKlEGdOnUwb948rFy5EikpKbh16xZ2796NP/74A7Vr14aHhwf++usvvH79Wu3tkRuTJyIiIjXNnDkTK1aswPXr11XmXb9+HV5eXkplXl5euH37NjIyMtRaz9SpUxETE4MlS5agQoUKWLJkCVxdXXH58mW1luPg4AArKyulsqCgIGzatAmpqakAgFWrVqFjx47Q0so+NQgKCsKhQ4fw+PFjqX6zZs2ky4YXL17E8uXLYWJiIr18fX2RmZmJyMhIXL9+HTo6OvDw8JCW6erqqnLZ8UvA5ImIiEhN9evXh6+vL0aPHp3v6ypatCjatWuHn3/+GdevX4e9vT1+/vlnAICWlpbKJb03b96oLMPY2FilrEWLFhBCYOfOnXj48CGOHj2a7SW7LDVq1ICzszPWrl2L169fIyQkRKn+q1ev0KdPH0REREivixcv4vbt23B2dv7UzddIHKqAiIjoE8yYMQNVq1ZFuXLllMrLly+P48ePK5UdP34cZcuWhba2NgBAT09P7bNQWe9zdnaWOmFbWVnh5cuXSEpKkhKkiIiIXC3LwMAAbdq0wapVq3Dnzh2UK1cO1apV++B7goKCsGrVKpQoUQJaWlpo1qyZNK9atWq4du0aXFxcsn2vq6sr0tPTER4ejho1agAAbt68qdIJ/UvAM09ERESfoFKlSggKCsK8efOUyocPH46wsDBMnjwZt27dwooVK7BgwQL88MMPUh1HR0ccOXIEjx49wtOnT7Nd/o4dO/Ddd99hx44duHXrFm7evImff/4Zu3btQkBAAACgVq1aMDIywk8//YS7d+9i9erVUsf03AgKCsLOnTvx999/f/Cs07v1z58/j6lTp6Jt27bQ19eX5o0aNQonTpzAgAEDEBERgdu3b2Pr1q1Sh/Fy5cqhadOm6NOnD06fPo3w8HD07NkThoaGuY5XUzB5IiIi+kSTJk1Sud2/WrVqWL9+PdauXYuKFSti3LhxmDRpErp27ar0vvv378PZ2VmlL1IWNzc3GBkZYfjw4ahatSpq166N9evX488//0Tnzp0BvO18/u+//2LXrl2oVKkS1qxZgwkTJuQ6/oYNG8LS0hI3b97Et99++9H6Li4uqFmzJi5duqSSbFWuXBmHDx/GrVu3UK9ePbi7u2PcuHGwt7eX6mSNU/XNN9+gTZs26N27d74P9pkfFOJz73/8CiQmJsLc3BwJCQkwMzNTmV+QI94C6o96S0T0JUlJSUFkZKQ05hDRh3zo+/Kx3+/8wjNPRERERGpg8kRERESkBiZPRERERGpg8kRERESkBiZPRERERGpg8kRERESkBiZPRERERGpg8kRERESkBiZPRERERGpg8kRERKThDh06BIVCke8P0e3atStatWqVr+v4GujIHQAREVGWqEmVCmxdpcZdVvs9T548wbhx47Bz507ExsaiSJEiqFKlCsaNGwcvL698iPKtOnXqIDo6Gubm5vm2Dso9Jk9ERES5FBgYiLS0NKxYsQKlS5dGbGwswsLC8OzZs09anhACGRkZ0NH58M+xnp4ebG1tP2kdlPd42Y6IiCgX4uPjcfToUcycORPe3t5wcHBAzZo1MXr0aLRs2RL379+HQqFARESE0nsUCgUOHToE4P8uv+3evRseHh7Q19fH33//DYVCgRs3biitb86cOXB2dlZ6X3x8PBITE2FoaIjdu3cr1Q8JCYGpqSmSk5MBAA8fPkT79u1hYWEBS0tLBAQE4P79+1L9jIwMDBs2DBYWFihatChGjhwJIUTeN9xXiMkTERFRLpiYmMDExARbtmxBamrqZy3rxx9/xIwZM3D9+nW0bdsW1atXx6pVq5TqrFq1Ct9++63Ke83MzNC8eXOsXr1apX6rVq1gZGSEN2/ewNfXF6ampjh69CiOHz8OExMTNG3aFGlpaQCAX375BcuXL8fff/+NY8eO4fnz5wgJCfms7SosmDwRERHlgo6ODpYvX44VK1bAwsICXl5e+Omnn3Dp0iW1lzVp0iQ0btwYzs7OsLS0RFBQENasWSPNv3XrFsLDwxEUFJTt+4OCgrBlyxbpLFNiYiJ27twp1V+3bh0yMzPx559/olKlSihfvjyWLVuGqKgo6SzY3LlzMXr0aLRp0wbly5fHkiVL2Kcql5g8ERER5VJgYCAeP36Mbdu2oWnTpjh06BCqVauG5cuXq7Wc6tWrK0137NgR9+/fx6lTpwC8PYtUrVo1uLq6Zvt+f39/6OrqYtu2bQCATZs2wczMDD4+PgCAixcv4s6dOzA1NZXOmFlaWiIlJQV3795FQkICoqOjUatWLWmZOjo6KnFR9pg8ERERqcHAwACNGzfG2LFjceLECXTt2hXjx4+Hltbbn9R3+w29efMm22UYGxsrTdva2qJhw4bSpbjVq1fneNYJeNuBvG3btkr1O3ToIHU8f/XqFTw8PBAREaH0unXrVraXAkk9siZPEyZMgEKhUHq9m2WnpKSgf//+KFq0KExMTBAYGIjY2FilZURFRaFZs2YwMjKCtbU1RowYgfT09ILeFCIiKqTc3NyQlJQEKysrAEB0dLQ0793O4x8TFBSEdevW4eTJk7h37x46duz40fp79uzB1atXceDAAaVkq1q1arh9+zasra3h4uKi9DI3N4e5uTns7Oxw+vRp6T3p6ekIDw/PdbyFmexnnipUqIDo6GjpdezYMWne0KFDsX37dmzYsAGHDx/G48eP0aZNG2l+RkYGmjVrhrS0NJw4cQIrVqzA8uXLMW7cODk2hYiIvmLPnj1Dw4YN8e+//+LSpUuIjIzEhg0bMGvWLAQEBMDQ0BC1a9eWOoIfPnwYY8aMyfXy27Rpg5cvX6Jfv37w9vaGvb39B+vXr18ftra2CAoKgpOTk9IluKCgIBQrVgwBAQE4evQoIiMjcejQIQwaNAj//fcfAGDw4MGYMWMGtmzZghs3buD777/P90E4vxayJ086OjqwtbWVXsWKFQMAJCQk4K+//sKvv/6Khg0bwsPDA8uWLcOJEyeka8J79+7FtWvX8O+//6Jq1arw8/PD5MmTsXDhQuluAiIiorxgYmKCWrVqYc6cOahfvz4qVqyIsWPHolevXliwYAEA4O+//0Z6ejo8PDwwZMgQTJkyJdfLNzU1RYsWLXDx4sUPXrLLolAo0KlTp2zrGxkZ4ciRIyhVqpTUIbxHjx5ISUmBmZkZAGD48OHo3LkzgoOD4enpCVNTU7Ru3VqNFim8FELGQR0mTJiA2bNnw9zcHAYGBvD09MT06dNRqlQpHDhwAI0aNcKLFy9gYWEhvcfBwQFDhgzB0KFDMW7cOGzbtk3ptGhkZCRKly6N8+fPw93dPdv1pqamKt1mmpiYiJIlSyIhIUH6Ur3LY8TKPNvm3Aif3aVA10dEVJBSUlIQGRkJJycnGBgYyB0OabgPfV8SExNhbm6e4+93fpH1zFOtWrWwfPly7NmzB4sXL0ZkZCTq1auHly9fIiYmBnp6ekqJEwDY2NggJiYGABATEwMbGxuV+VnzcjJ9+nTpmq+5uTlKliyZtxtGREREXy1ZH8/i5+cn/b9y5cqoVasWHBwcsH79ehgaGubbekePHo1hw4ZJ01lnnoiIiIg+RvY+T++ysLBA2bJlcefOHdja2iItLU2l81psbKz0fB9bW1uVu++ypj/0DCB9fX2YmZkpvYiIiIhyQ6OSp1evXuHu3buws7ODh4cHdHV1ERYWJs2/efMmoqKi4OnpCQDw9PTE5cuXERcXJ9XZt28fzMzM4ObmVuDxExER0ddP1st2P/zwA1q0aAEHBwc8fvwY48ePh7a2Njp16gRzc3P06NEDw4YNg6WlJczMzDBw4EB4enqidu3aAIAmTZrAzc0NnTt3xqxZsxATE4MxY8agf//+0NfXl3PTiIjoI/gQWsoNTfyeyJo8/ffff+jUqROePXsGKysr1K1bF6dOnZIGGpszZw60tLQQGBiI1NRU+Pr6YtGiRdL7tbW1sWPHDvTr1w+enp4wNjZGcHAwJk2aJNcmERHRR+jq6gIAkpOT87V/K30dsp7fl/W90QSyDlWgKT52qyOHKiAiylvR0dGIj4+HtbU1jIyMoFAo5A6JNIwQAsnJyYiLi4OFhQXs7OxU6sg1VIGsZ56IiKhwyrqp590+q0TZsbCw+OBNYHJg8kRERAVOoVDAzs4O1tbWOT48l0hXVxfa2tpyh6GCyRMREclGW1tbI38ciT5Eo4YqICIiItJ0TJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNaidPK1aswM6dO6XpkSNHwsLCAnXq1MGDBw/yNDgiIiIiTaN28jRt2jQYGhoCAE6ePImFCxdi1qxZKFasGIYOHZrnARIRERFpEh113/Dw4UO4uLgAALZs2YLAwED07t0bXl5eaNCgQV7HR0RERKRR1D7zZGJigmfPngEA9u7di8aNGwMADAwM8Pr167yNjoiIiEjDqH3mqXHjxujZsyfc3d1x69Yt+Pv7AwCuXr0KR0fHvI6PiIiISKOofeZp4cKFqFOnDp48eYJNmzahaNGiAIDw8HB06tQpzwMkIiIi0iRqnXlKT0/HvHnzMGrUKJQoUUJp3sSJE/M0MCIiIiJNpNaZJx0dHcyaNQvp6en5FQ8RERGRRlP7sl2jRo1w+PDhPA9kxowZUCgUGDJkiFSWkpKC/v37o2jRojAxMUFgYCBiY2OV3hcVFYVmzZrByMgI1tbWGDFiBJM7IiIiyjdqdxj38/PDjz/+iMuXL8PDwwPGxsZK81u2bKl2EGfPnsXvv/+OypUrK5UPHToUO3fuxIYNG2Bubo4BAwagTZs2OH78OAAgIyMDzZo1g62tLU6cOIHo6Gh06dIFurq6mDZtmtpxEBEREX2MQggh1HmDllbOJ6sUCgUyMjLUCuDVq1eoVq0aFi1ahClTpqBq1aqYO3cuEhISYGVlhdWrV6Nt27YAgBs3bqB8+fI4efIkateujd27d6N58+Z4/PgxbGxsAABLlizBqFGj8OTJE+jp6eUqhsTERJibmyMhIQFmZmYq8z1GrFRrmz5X+OwuBbo+IiKiL9HHfr/zi9qX7TIzM3N8qZs4AUD//v3RrFkz+Pj4KJWHh4fjzZs3SuWurq4oVaoUTp48CeDtCOeVKlWSEicA8PX1RWJiIq5evZrjOlNTU5GYmKj0IiIiIsoNtS/bvSslJQUGBgaf/P61a9fi/PnzOHv2rMq8mJgY6OnpwcLCQqncxsYGMTExUp13E6es+VnzcjJ9+nTeHUhERESfRO0zTxkZGZg8eTKKFy8OExMT3Lt3DwAwduxY/PXXX7lezsOHDzF48GCsWrXqsxKwTzF69GgkJCRIr4cPHxbo+omIiOjLpXbyNHXqVCxfvhyzZs1S6lNUsWJF/Pnnn7leTnh4OOLi4lCtWjXo6OhAR0cHhw8fxrx586CjowMbGxukpaUhPj5e6X2xsbGwtbUFANja2qrcfZc1nVUnO/r6+jAzM1N6EREREeWG2snTypUrsXTpUgQFBUFbW1sqr1KlCm7cuJHr5TRq1AiXL19GRESE9KpevTqCgoKk/+vq6iIsLEx6z82bNxEVFQVPT08AgKenJy5fvoy4uDipzr59+2BmZgY3Nzd1N42IiIjoo9Tu8/To0SO4uLiolGdmZuLNmze5Xo6pqSkqVqyoVGZsbIyiRYtK5T169MCwYcNgaWkJMzMzDBw4EJ6enqhduzYAoEmTJnBzc0Pnzp0xa9YsxMTEYMyYMejfvz/09fXV3TQiIiKij1I7eXJzc8PRo0fh4OCgVL5x40a4u7vnWWAAMGfOHGhpaSEwMBCpqanw9fXFokWLpPna2trYsWMH+vXrB09PTxgbGyM4OBiTJk3K0ziIiIiIsqidPI0bNw7BwcF49OgRMjMzsXnzZty8eRMrV67Ejh07PiuYQ4cOKU0bGBhg4cKFWLhwYY7vcXBwwK5duz5rvURERES5pXafp4CAAGzfvh379++HsbExxo0bh+vXr2P79u1o3LhxfsRIREREpDE+aZynevXqYd++fXkdCxEREZHGU/vMExEREVFhpvaZpyJFikChUKiUKxQKGBgYwMXFBV27dkW3bt3yJEAiIiIiTfJJHcanTp0KPz8/1KxZEwBw5swZ7NmzB/3790dkZCT69euH9PR09OrVK88DJiIiIpKT2snTsWPHMGXKFPTt21ep/Pfff8fevXuxadMmVK5cGfPmzWPyRERERF8dtfs8hYaGwsfHR6W8UaNGCA0NBQD4+/tLz7wjIiIi+pqonTxZWlpi+/btKuXbt2+HpaUlACApKQmmpqafHx0RERGRhlH7st3YsWPRr18/HDx4UOrzdPbsWezatQtLliwB8Pb5ct98803eRkpERESkAdROnnr16gU3NzcsWLAAmzdvBgCUK1cOhw8fRp06dQAAw4cPz9soiYiIiDTEJw2S6eXlBS8vr7yOhYiIiEjjfVLylJmZiTt37iAuLg6ZmZlK8+rXr58ngRERERFpIrWTp1OnTuHbb7/FgwcPIIRQmqdQKJCRkZFnwRERERFpGrWTp759+6J69erYuXMn7Ozssh1tnIiIiOhrpXbydPv2bWzcuBEuLi75EQ8RERGRRlN7nKdatWrhzp07+RELERERkcZT+8zTwIEDMXz4cMTExKBSpUrQ1dVVml+5cuU8C46IiIhI06idPAUGBgIAunfvLpUpFAoIIdhhnIiIiL56aidPkZGR+REHERER0RdB7eTJwcEhP+IgIiIi+iKo3WEcAP755x94eXnB3t4eDx48AADMnTsXW7duzdPgiIiIiDSN2snT4sWLMWzYMPj7+yM+Pl7q42RhYYG5c+fmdXxEREREGkXt5Gn+/Pn4448/8L///Q/a2tpSefXq1XH58uU8DY6IiIhI06idPEVGRsLd3V2lXF9fH0lJSXkSFBEREZGmUjt5cnJyQkREhEr5nj17UL58+byIiYiIiEhjqX233bBhw9C/f3+kpKRACIEzZ85gzZo1mD59Ov7888/8iJGIiIhIY6idPPXs2ROGhoYYM2YMkpOT8e2338Le3h6//fYbOnbsmB8xEhEREWkMtZMnAAgKCkJQUBCSk5Px6tUrWFtb53VcRERERBpJ7T5Pr1+/RnJyMgDAyMgIr1+/xty5c7F37948D46IiIhI06idPAUEBGDlypUAgPj4eNSsWRO//PILAgICsHjx4jwPkIiIiEiTqJ08nT9/HvXq1QMAbNy4Eba2tnjw4AFWrlyJefPm5XmARERERJpE7eQpOTkZpqamAIC9e/eiTZs20NLSQu3ataVHtRARERF9rdROnlxcXLBlyxY8fPgQoaGhaNKkCQAgLi4OZmZmeR4gERERkSZRO3kaN24cfvjhBzg6OqJWrVrw9PQE8PYsVHYjjxMRERF9TdQeqqBt27aoW7cuoqOjUaVKFam8UaNGaN26dZ4GR0RERKRp1D7zBAC2trZwd3eHlpYWEhMTsWXLFpiamsLV1TWv4yvUFi9ejMqVK8PMzAxmZmbw9PTE7t27pfkpKSno378/ihYtChMTEwQGBiI2NlZpGWFhYahTpw5MTU1ha2uLUaNGIT09vaA3hYiI6KuhdvLUvn17LFiwAMDbMZ+qV6+O9u3bo3Llyti0aVOeB1iYlShRAjNmzEB4eDjOnTuHhg0bIiAgAFevXgUADB06FNu3b8eGDRtw+PBhPH78GG3atJHef/HiRfj7+6Np06a4cOEC1q1bh23btuHHH3+Ua5OIiIi+eAohhFDnDba2tggNDUWVKlWwevVqjB8/HhcvXsSKFSuwdOlSXLhwIb9izTeJiYkwNzdHQkJCtp3ePUasLNB4wmd3yXGepaUlZs+ejbZt28LKygqrV69G27ZtAQA3btxA+fLlcfLkSdSuXRs//fQT9u3bh7Nnz0rv3759O9q3b4+4uDjprkkiIqIv0cd+v/OL2meeEhISYGlpCQDYs2cPAgMDYWRkhGbNmuH27dt5HiC9lZGRgbVr1yIpKQmenp4IDw/Hmzdv4OPjI9VxdXVFqVKlcPLkSQBAamoqDAwMlJZjaGiIlJQUhIeHF2j8REREXwu1k6eSJUvi5MmTSEpKwp49e6ShCl68eKHyQ02f7/LlyzAxMYG+vj769u2LkJAQuLm5ISYmBnp6erCwsFCqb2Njg5iYGACAr68vTpw4gTVr1iAjIwOPHj3CpEmTAADR0dEFvSlERERfBbWTpyFDhiAoKAglSpSAvb09GjRoAAA4cuQIKlWqlNfxFXrlypVDREQETp8+jX79+iE4OBjXrl3L1XubNGmC2bNno2/fvtDX10fZsmXh7+8PANDS+qR7BYiIiAo9tX9Bv//+e5w6dQp///03jh07Jv0Ily5dGlOmTMnzAAs7PT09uLi4wMPDA9OnT0eVKlXw22+/wdbWFmlpaYiPj1eqHxsbC1tbW2l62LBhiI+PR1RUFJ4+fYqAgAAAbz8vIiIiUp/a4zwBgIeHBzw8PJTKmjVrlicB0YdlZmYiNTUVHh4e0NXVRVhYGAIDAwEAN2/eRFRUlDRwaRaFQgF7e3sAwJo1a1CyZElUq1atwGMnIiL6GnxS8vTff/9h27ZtiIqKQlpamtK8X3/9NU8CI2D06NHw8/NDqVKl8PLlS6xevRqHDh1CaGgozM3N0aNHDwwbNgyWlpYwMzPDwIED4enpidq1a0vLmD17Npo2bQotLS1s3rwZM2bMwPr166GtrS3jlhEREX251E6ewsLC0LJlS5QuXRo3btxAxYoVcf/+fQgheDYjj8XFxaFLly6Ijo6Gubk5KleujNDQUDRu3BgAMGfOHGhpaSEwMBCpqanw9fXFokWLlJaxe/duTJ06FampqahSpQq2bt0KPz8/OTaHiIjoq6D2OE81a9aEn58fJk6cCFNTU1y8eBHW1tYICgpC06ZN0a9fv/yKNd98SeM8ERER0VtfzDhP169fR5cub3/cdXR08Pr1a5iYmGDSpEmYOXNmngdIREREpEnUTp6MjY2lfk52dna4e/euNO/p06d5FxkRERGRBlK7z1Pt2rVx7NgxlC9fHv7+/hg+fDguX76MzZs3K3VUpk8XNalgx8sqNe5yga6PiIjoS6b2madff/0VtWrVAgBMnDgRjRo1wrp16+Do6Ii//vpLrWUtXrwYlStXhpmZGczMzODp6Yndu3dL81NSUtC/f38ULVoUJiYmCAwMRGxsrNIyoqKi0KxZMxgZGcHa2hojRoxAenq6uptFRERElCtqnXlKTEzE3bt3kZaWBjs7O1hZWWHJkiWfvPISJUpgxowZKFOmDIQQWLFiBQICAnDhwgVUqFABQ4cOxc6dO7FhwwaYm5tjwIABaNOmDY4fPw7g7fPemjVrBltbW5w4cQLR0dHo0qULdHV1MW3atE+Oi4iIiCgnub7bLiIiAv7+/oiNjYUQAqampli/fj18fX3zNCBLS0vMnj0bbdu2hZWVFVavXo22bdsCAG7cuIHy5cvj5MmTqF27Nnbv3o3mzZvj8ePHsLGxAQAsWbIEo0aNwpMnT6Cnp5erdWra3XYhprMLdH28bEdERF8ijb/bbtSoUXBycsKxY8cQHh6ORo0aYcCAAXkWSEZGBtauXYukpCR4enoiPDwcb968gY+Pj1TH1dUVpUqVwsmTJwEAJ0+eRKVKlaTECXj7MNzExERcvXo1x3WlpqYiMTFR6UVERESUG7m+bBceHo69e/dKA2H+/fffsLS0RGJi4mdle5cvX4anpydSUlJgYmKCkJAQuLm5ISIiAnp6erCwsFCqb2Njg5iYGABATEyMUuKUNT9rXk6mT5+OiRMnfnLMREREVHjl+szT8+fPUaJECWnawsICxsbGePbs2WcFUK5cOUREROD06dPo168fgoODce3atc9a5seMHj0aCQkJ0uvhw4f5uj4iIiL6eqjVYfzatWtKZ3SEELh+/TpevnwplVWuXFmtAPT09ODi4gLg7QOHz549i99++w0dOnRAWloa4uPjlc4+xcbGwtbWFgBga2uLM2fOKC0v6268rDrZ0dfXh76+vlpxEhEREQFqJk+NGjXC+/3LmzdvDoVCASEEFAoFMjIyPiugzMxMpKamwsPDA7q6uggLC0NgYCAA4ObNm4iKioKnpycAwNPTE1OnTkVcXBysra0BAPv27YOZmRnc3Nw+Kw4iIiKi7OQ6eYqMjMzzlY8ePRp+fn4oVaoUXr58idWrV+PQoUMIDQ2Fubk5evTogWHDhsHS0hJmZmYYOHAgPD09pcE4mzRpAjc3N3Tu3BmzZs1CTEwMxowZg/79+/PMEhEREeWLXCdPDg4Oeb7yuLg4dOnSBdHR0TA3N0flypURGhqKxo0bAwDmzJkDLS0tBAYGIjU1Fb6+vli0aJH0fm1tbezYsQP9+vWDp6cnjI2NERwcjEmTJuV5rERERESAGuM8fc04zhPHeSIioi+Pxo/zRERERERMnoiIiIjUkqvkadu2bXjz5k1+x0JERESk8XKVPLVu3Rrx8fEA3nbSjouLy8+YiIiIiDRWrpInKysrnDp1CgCk8ZyIiIiICqNcDVXQt29fBAQEQKFQQKFQfHD07s8dJJOIiIhIk+UqeZowYQI6duyIO3fuoGXLlli2bJnKA3uJiIiICoNcD5Lp6uoKV1dXjB8/Hu3atYORkVF+xkVERESkkdR6th0AjB8/HgDw5MkT3Lx5EwBQrlw5WFlZ5W1kRERERBpI7XGekpOT0b17d9jb26N+/fqoX78+7O3t0aNHDyQnJ+dHjEREREQaQ+3kaejQoTh8+DC2bduG+Ph4xMfHY+vWrTh8+DCGDx+eHzESERERaQy1L9tt2rQJGzduRIMGDaQyf39/GBoaon379li8eHFexkdERESkUT7psp2NjY1KubW1NS/bERER0VdP7eTJ09MT48ePR0pKilT2+vVrTJw4EZ6ennkaHBEREZGmUfuy3W+//QZfX1+UKFECVapUAQBcvHgRBgYGCA0NzfMAiYiIiDSJ2slTxYoVcfv2baxatQo3btwAAHTq1AlBQUEwNDTM8wCJiIiINInayRMAGBkZoVevXnkdCxEREZHGU7vPExEREVFhxuSJiIiISA1MnoiIiIjUwOSJiIiISA1qJ0+lS5fGs2fPVMrj4+NRunTpPAmKiIiISFOpnTzdv38fGRkZKuWpqal49OhRngRFREREpKlyPVTBtm3bpP+HhobC3Nxcms7IyEBYWBgcHR3zNDgiIiIiTZPr5KlVq1YAAIVCgeDgYKV5urq6cHR0xC+//JKnwRERERFpmlwnT5mZmQAAJycnnD17FsWKFcu3oIiIiIg0ldojjEdGRuZHHERERERfhE96PEtYWBjCwsIQFxcnnZHK8vfff+dJYERERESaSO3kaeLEiZg0aRKqV68OOzs7KBSK/IiLiIiISCOpnTwtWbIEy5cvR+fOnfMjHiIiIiKNpvY4T2lpaahTp05+xEJERESk8dROnnr27InVq1fnRyxEREREGk/ty3YpKSlYunQp9u/fj8qVK0NXV1dp/q+//ppnwRERERFpGrWTp0uXLqFq1aoAgCtXrijNY+dxIiIi+tqpnTwdPHgwP+IgIiIi+iKo3eeJiIiIqDBT+8yTt7f3By/PHThw4LMCIiIiItJkaidPWf2dsrx58wYRERG4cuWKygODiYiIiL42aidPc+bMybZ8woQJePXq1WcHRERERKTJ8qzP03fffcfn2hEREdFXL8+Sp5MnT8LAwCCvFkdERESkkdS+bNemTRulaSEEoqOjce7cOYwdOzbPAiMiIiLSRGonT+bm5krTWlpaKFeuHCZNmoQmTZrkWWBEREREmkjt5GnZsmX5EQcRERHRF0Ht5ClLeHg4rl+/DgCoUKEC3N3d8ywoIiIiIk2ldvIUFxeHjh074tChQ7CwsAAAxMfHw9vbG2vXroWVlVVex0hERESkMdS+227gwIF4+fIlrl69iufPn+P58+e4cuUKEhMTMWjQoPyIkYiIiEhjqH3mac+ePdi/fz/Kly8vlbm5uWHhwoXsME5ERERfPbXPPGVmZkJXV1elXFdXF5mZmXkSFBEREZGmUjt5atiwIQYPHozHjx9LZY8ePcLQoUPRqFEjtZY1ffp01KhRA6amprC2tkarVq1w8+ZNpTopKSno378/ihYtChMTEwQGBiI2NlapTlRUFJo1awYjIyNYW1tjxIgRSE9PV3fTiIiIiD5K7eRpwYIFSExMhKOjI5ydneHs7AwnJyckJiZi/vz5ai3r8OHD6N+/P06dOoV9+/bhzZs3aNKkCZKSkqQ6Q4cOxfbt27FhwwYcPnwYjx8/VhqoMyMjA82aNUNaWhpOnDiBFStWYPny5Rg3bpy6m0ZERET0UQohhFD3TUII7N+/Hzdu3AAAlC9fHj4+Pp8dzJMnT2BtbY3Dhw+jfv36SEhIgJWVFVavXo22bdsCAG7cuIHy5cvj5MmTqF27Nnbv3o3mzZvj8ePHsLGxAQAsWbIEo0aNwpMnT6Cnp/fR9SYmJsLc3BwJCQkwMzNTme8xYuVnb5s6QkxnF+j6So27XKDrIyIiygsf+/3OL580zpNCoUDjxo3RuHHjPA0mISEBAGBpaQng7VhSb968UUrMXF1dUapUKSl5OnnyJCpVqiQlTgDg6+uLfv364erVqxx/ioiIiPJUri/bHThwAG5ubkhMTFSZl5CQgAoVKuDo0aOfHEhmZiaGDBkCLy8vVKxYEQAQExMDPT09aTypLDY2NoiJiZHqvJs4Zc3Pmped1NRUJCYmKr2IiIiIciPXydPcuXPRq1evbE+LmZubo0+fPvj1118/OZD+/fvjypUrWLt27ScvI7emT58Oc3Nz6VWyZMl8XycRERF9HXKdPF28eBFNmzbNcX6TJk0QHh7+SUEMGDAAO3bswMGDB1GiRAmp3NbWFmlpaYiPj1eqHxsbC1tbW6nO+3ffZU1n1Xnf6NGjkZCQIL0ePnz4SXETERFR4ZPr5Ck2Njbb8Z2y6Ojo4MmTJ2qtXAiBAQMGICQkBAcOHICTk5PSfA8PD+jq6iIsLEwqu3nzJqKiouDp6QkA8PT0xOXLlxEXFyfV2bdvH8zMzODm5pbtevX19WFmZqb0IiIiIsqNXHcYL168OK5cuQIXF5ds51+6dAl2dnZqrbx///5YvXo1tm7dClNTU6mPkrm5OQwNDWFubo4ePXpg2LBhsLS0hJmZGQYOHAhPT0/Url0bwNszXm5ubujcuTNmzZqFmJgYjBkzBv3794e+vr5a8RARERF9TK7PPPn7+2Ps2LFISUlRmff69WuMHz8ezZs3V2vlixcvRkJCAho0aAA7OzvptW7dOqnOnDlz0Lx5cwQGBqJ+/fqwtbXF5s2bpfna2trYsWMHtLW14enpie+++w5dunTBpEmT1IqFiIiIKDdyPc5TbGwsqlWrBm1tbQwYMADlypUD8HbcpYULFyIjIwPnz59XufPtS8BxnjjOExERfXk0fpwnGxsbnDhxAv369cPo0aORlXMpFAr4+vpi4cKFX2TiRERERKQOtQbJdHBwwK5du/DixQvcuXMHQgiUKVMGRYoUya/4iIiIiDTKJ40wXqRIEdSoUSOvYyEiIiLSeGo/GJhIExw5cgQtWrSAvb09FAoFtmzZolLn+vXraNmyJczNzWFsbIwaNWogKipKmt+nTx84OzvD0NAQVlZWCAgIkJ7XSERElBMmT/RFSkpKQpUqVbBw4cJs59+9exd169aFq6srDh06hEuXLmHs2LEwMDCQ6nh4eGDZsmW4fv06QkNDIYRAkyZNkJGRUVCbQUREX6Bc3233NePddl/23XYKhQIhISFo1aqVVNaxY0fo6urin3/+yfVyLl26hCpVquDOnTtwdnbOh0iJiCgvyXW3Hc880VcnMzMTO3fuRNmyZeHr6wtra2vUqlUr20t7WZKSkrBs2TI4OTnxWYdERPRBTJ7oqxMXF4dXr15hxowZaNq0Kfbu3YvWrVujTZs2OHz4sFLdRYsWwcTEBCYmJti9ezf27dsHPT09mSInIqIvAZMnyhMf68DdtWtXKBQKpVd2D5reuXMnatWqBUNDQxQpUkTpUlxuZWZmAgACAgIwdOhQVK1aFT/++COaN2+OJUuWKNUNCgrChQsXcPjwYZQtWxbt27fPdhR9IiKiLJ80VAHR+7I6cHfv3h1t2rTJtk7Tpk2xbNkyafr9Zw9u2rQJvXr1wrRp09CwYUOkp6fjypUrasdSrFgx6OjoqDwYunz58jh27JhSmbm5OczNzVGmTBnUrl0bRYoUQUhICDp16qT2eomIqHBg8kR5ws/PD35+fh+so6+vD1tb22znpaenY/DgwZg9ezZ69Oghlb+fAOWGnp4eatSogZs3byqV37p1Cw4ODjm+TwgBIQRSU1PVXicRERUevGxHBebQoUOwtrZGuXLl0K9fPzx79kyad/78eTx69AhaWlpwd3eHnZ0d/Pz8cjzz9OrVK0RERCAiIgIAEBkZiYiICGkcpxEjRmDdunX4448/cOfOHSxYsADbt2/H999/DwC4d+8epk+fjvDwcERFReHEiRNo164dDA0N4e/vn78NQUREXzQmT1QgmjZtipUrVyIsLAwzZ87E4cOH4efnJ42pdO/ePQDAhAkTMGbMGOzYsQNFihRBgwYN8Pz5c5XlnTt3Du7u7nB3dwcADBs2DO7u7hg3bhwAoHXr1liyZAlmzZqFSpUq4c8//8SmTZtQt25dAICBgQGOHj0Kf39/uLi4oEOHDjA1NcWJEydgbW1dEE1CRERfKF62owLRsWNH6f+VKlVC5cqV4ezsjEOHDqFRo0ZSJ+///e9/CAwMBAAsW7YMJUqUwIYNG9CnTx+l5TVo0AAfG6Kse/fu6N69e7bz7O3tsWvXrs/ZJCIiKqR45olkUbp0aRQrVgx37twBANjZ2QFQ7uOkr6+P0qVLKz1ShYiISG5MnkgW//33H549eyYlTR4eHtDX11fq5P3mzRvcv3//g528iYiIChov21GeePXqlXQWCfi/DtyWlpawtLTExIkTERgYCFtbW9y9excjR46Ei4sLfH19AQBmZmbo27cvxo8fj5IlS8LBwQGzZ799TE27du2k5UZNqlSg2/WlP7qGiIjyHpMnyhPnzp2Dt7e3ND1s2DAAQHBwMBYvXoxLly5hxYoViI+Ph729PZo0aYLJkycrjfU0e/Zs6OjooHPnznj9+jVq1aqFAwcOoEiRIgW+PURERDlh8kR54mMduENDQz+6DF1dXfz888/4+eef8zI0IiKiPMU+T0RERERq4Jkn+iweI1YW6PpCTAt0dURERCp45omIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDUyeiIiIiNTA5ImIiIhIDbImT0eOHEGLFi1gb28PhUKBLVu2KM0XQmDcuHGws7ODoaEhfHx8cPv2baU6z58/R1BQEMzMzGBhYYEePXrg1atXBbgVREREVJjImjwlJSWhSpUqWLhwYbbzZ82ahXnz5mHJkiU4ffo0jI2N4evri5SUFKlOUFAQrl69in379mHHjh04cuQIevfuXVCbQERERIWMjpwr9/Pzg5+fX7bzhBCYO3cuxowZg4CAAADAypUrYWNjgy1btqBjx464fv069uzZg7Nnz6J69eoAgPnz58Pf3x8///wz7O3tC2xbiIiIqHDQ2D5PkZGRiImJgY+Pj1Rmbm6OWrVq4eTJkwCAkydPwsLCQkqcAMDHxwdaWlo4ffp0jstOTU1FYmKi0ouIiIgoNzQ2eYqJiQEA2NjYKJXb2NhI82JiYmBtba00X0dHB5aWllKd7EyfPh3m5ubSq2TJknkcPREREX2tNDZ5yk+jR49GQkKC9Hr48KHcIREREdEXQmOTJ1tbWwBAbGysUnlsbKw0z9bWFnFxcUrz09PT8fz5c6lOdvT19WFmZqb0IiIiIsoNjU2enJycYGtri7CwMKksMTERp0+fhqenJwDA09MT8fHxCA8Pl+ocOHAAmZmZqFWrVoHHTERERF8/We+2e/XqFe7cuSNNR0ZGIiIiApaWlihVqhSGDBmCKVOmoEyZMnBycsLYsWNhb2+PVq1aAQDKly+Ppk2bolevXliyZAnevHmDAQMGoGPHjrzTjoiIiPKFrMnTuXPn4O3tLU0PGzYMABAcHIzly5dj5MiRSEpKQu/evREfH4+6detiz549MDAwkN6zatUqDBgwAI0aNYKWlhYCAwMxb968At8WIiIiKhxkTZ4aNGgAIUSO8xUKBSZNmoRJkyblWMfS0hKrV6/Oj/CIiIiIVGhsnyciIiIiTcTkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiYiIiEgNTJ6IiIiI1MDkiaiATZ8+HTVq1ICpqSmsra3RqlUr3Lx5U6lOnz594OzsDENDQ1hZWSEgIAA3btyQKWIiInoXkyeiAnb48GH0798fp06dwr59+/DmzRs0adIESUlJUh0PDw8sW7YM169fR2hoKIQQaNKkCTIyMmSMnIiIACZPRAVuz5496Nq1KypUqIAqVapg+fLliIqKQnh4uFSnd+/eqF+/PhwdHVGtWjVMmTIFDx8+xP379z9pnUeOHEGLFi1gb28PhUKBLVu2KM2PjY1F165dYW9vDyMjIzRt2hS3b9/+jK2kvMbPkEhzMHkikllCQgIAwNLSMtv5SUlJWLZsGZycnFCyZMlPWkdSUhKqVKmChQsXqswTQqBVq1a4d+8etm7digsXLsDBwQE+Pj5KZ8NIXvwMiTSHjtwBEBVmmZmZGDJkCLy8vFCxYkWleYsWLcLIkSORlJSEcuXKYd++fdDT0/uk9fj5+cHPzy/bebdv38apU6dw5coVVKhQAQCwePFi2NraYs2aNejZs+cnrZPyFj9DIs3BM09EMurfvz+uXLmCtWvXqswLCgrChQsXcPjwYZQtWxbt27dHSkpKnseQmpoKADAwMJDKtLS0oK+vj2PHjuX5+j7kY5em3tW3b18oFArMnTu3wOLTVJr0GRIVBkyeiGQyYMAA7NixAwcPHkSJEiVU5pubm6NMmTKoX78+Nm7ciBs3biAkJCTP43B1dUWpUqUwevRovHjxAmlpaZg5cyb+++8/REdH5/n6PuRDl6beFRISglOnTsHe3r6AItNsmvQZEhUGTJ6ICpgQAgMGDEBISAgOHDgAJyenXL1HCCGdYchLurq62Lx5M27dugVLS0sYGRnh4MGD8PPzg5ZWwR4i/Pz8MGXKFLRu3TrHOo8ePcLAgQOxatUq6OrqFmB0mkuTPkOiwoB7FVEB69+/P/7991+sXr0apqamiImJQUxMDF6/fg0AuHfvHqZPn47w8HBERUXhxIkTaNeuHQwNDeHv758vMXl4eCAiIgLx8fGIjo7Gnj178OzZM5QuXTpf1vepMjMz0blzZ4wYMULq20NvfSmfIcnr5cuXGDJkCBwcHGBoaIg6derg7Nmzcof1xWHyRFTAFi9ejISEBDRo0AB2dnbSa926dQDe9ls5evQo/P394eLigg4dOsDU1BQnTpyAtbV1vsZmbm4OKysr3L59G+fOnUNAQEC+rk9dM2fOhI6ODgYNGiR3KBpL0z9DklfPnj2xb98+/PPPP7h8+TKaNGkCHx8fPHr0SO7Qvii8246ogAkhPjjf3t4eu3btytN1vnr1Cnfu3JGmIyMjERERAUtLS5QqVQobNmyAlZUVSpUqhcuXL2Pw4MFo1aoVmjRpkqdxfI7w8HD89ttvOH/+PBQKRb6t59GjRxg1ahR2796N5ORkuLi4YNmyZahevXq+rTM3vobPsCBp6ucop9evX2PTpk3YunUr6tevDwCYMGECtm/fjsWLF2PKlCkyR/jlYPJEVAicO3cO3t7e0vSwYcMAAMHBwVi+fDmio6MxbNgwxMbGws7ODl26dMHYsWPlCjdbR48eRVxcHEqVKiWVZWRkYPjw4Zg7d+4nDyD6rhcvXsDLywve3t7YvXu3dAanSJEin73sz/U1fIYFRZM/Rzmlp6cjIyND6a5MADA0NORdmWpSiI/9GVwIJCYmwtzcHAkJCTAzM1OZ7zFiZYHGE2I6u0DXV2rc5U9+L9uG8otCoUBISAhatWoFAHj27JnKnWO+vr7o3LkzunXrhnLlyn32On/88UccP34cR48e/exlfW0WL16MxYsXS0lqhQoVMG7cuBzHnpITP8ec1alTB3p6eli9ejVsbGywZs0aBAcHw8XFReUZm1+Cj/1+5xeeeSLKBwWdVAJA+OwuBb7OvPaxS1NFixZVqq+rqwtbW9s8SZwAYNu2bfD19UW7du1w+PBhFC9eHN9//z169eqVJ8v/kpUoUQIzZsxAmTJlIITAihUrEBAQgAsXLmhc531+jjn7559/0L17dxQvXhza2tqoVq0aOnXqpPR4KPo4dhgnIo1x7tw5uLu7w93dHcDbS1Pu7u4YN25cgaz/3r17WLx4McqUKYPQ0FD069cPgwYNwooVKwpk/ZqsRYsW8Pf3R5kyZVC2bFlMnToVJiYmOHXqlNyhqZDrc1y4cCEcHR1hYGCAWrVq4cyZM/m6vk/h7OyMw4cP49WrV3j48CHOnDmDN2/e5PtdmV9C26iDZ56IvhJRkyoV6Pry45JmgwYNPtqh/l150c/pXZmZmahevTqmTZsGAHB3d8eVK1ewZMkSBAcH5+m6svOlnLHMyMjAhg0bkJSUBE9Pz3yI6vPI8TmuW7cOw4YNw5IlS1CrVi3MnTsXvr6+uHnzZr7fJfspjI2NYWxsjBcvXiA0NBSzZs3Kt3V9aW2TGzzzRET0/9nZ2cHNzU2prHz58oiKipIpIs1y+fJlmJiYQF9fH3379kVISIhKe2kCOT7HX3/9Fb169UK3bt3g5uaGJUuWwMjICH///Xe+rfNThIaGYs+ePYiMjMS+ffvg7e0NV1dXdOvWLd/W+aW0jTqYPBER/X9eXl4qnWZv3boFBwcHmSLSLOXKlUNERAROnz6Nfv36ITg4GNeuXZM7LBUF/TmmpaUhPDwcPj4+UpmWlhZ8fHxw8uTJfFnnp0pISED//v3h6uqKLl26oG7duggNDc230fq/pLZRBy/bEVGB0uRLU0OHDkWdOnUwbdo0tG/fHmfOnMHSpUuxdOnSfI7wy6CnpwcXFxcAb0c0P3v2LH777Tf8/vvvMkemrKA/x6dPnyIjIwM2NjZK5TY2Nrhx40a+rPNTtW/fHu3bty+w9X1JbaMOnnkiIvr/atSogZCQEKxZswYVK1bE5MmTMXfuXAQFBckdmkbKzMzMl+ctfi5+jpTfeOaJiOgdzZs3R/PmzeUOQ+OMHj0afn5+KFWqFF6+fInVq1fj0KFDCA0NlTu0bBXk51isWDFoa2sjNjZWqTw2Nha2trYFEoOm+lrbhskTERF9VFxcHLp06YLo6GiYm5ujcuXKCA0NRePGjeUOTXZ6enrw8PBAWFiYNKhrZmYmwsLCMGDAgHxff0FfClfnDk252ya/fDXJ08KFCzF79mzExMSgSpUqmD9/PmrWrCl3WEREX4W//vpL7hA02rBhwxAcHIzq1aujZs2amDt3LpKSkvL1LrYvxdfYNl9F8vQ1jiFBRHnnaxgDq7DT5LMrANChQwc8efIE48aNQ0xMDKpWrYo9e/aodJQujL7GtvkqOox/jWNIEBHRl2XAgAF48OABUlNTcfr0adSqVUvukDTG19Y2X/yZp6wxJEaPHi2VfQ1jSBARFQSelSNS3xefPH3KGBKpqalKt9cmJCQAePt05uxkpL7Oo2hz56VuRoGuL6ftzg22TfYKul0Ats2HsG1yxrbJ3uccFwtaYW6brFjUeaxTnhBfuEePHgkA4sSJE0rlI0aMEDVr1sz2PePHjxcA+OKLL7744ouvr+D18OHDgkg5JF/8madPGUNi9OjRGDZsmDSdmZmJ58+fo2jRolAoFPka78ckJiaiZMmSePjwIczMzGSNRdOwbXLGtskZ2yZnbJvssV1ypmltI4TAy5cvYW9vX6Dr/eKTp08ZQ0JfXx/6+vpKZRYWFvkcqXrMzMw04oupidg2OWPb5IxtkzO2TfbYLjnTpLYxNzcv8HV+8ckT8HWOIUFERESa6atInr7GMSSIiIhIM30VyRPwdgyJL3mo9yz6+voYP368ymVFYtt8CNsmZ2ybnLFtssd2yRnb5i2FEAV9fx8RERHRl+urGGGciIiIqKAweSIiIiJSA5MnIiIiIjUweSIiIiJSA5MnDfDPP//Ay8sL9vb2ePDgAQBg7ty52Lp1q8yRaYa0tDTcvHkT6enpcoeiMfbs2YNjx45J0wsXLkTVqlXx7bff4sWLFzJGJr/Xr18jOTlZmn7w4AHmzp2LvXv3yhiVZsrIyEBERESh/868LzExEVu2bMH169flDkV23J+yx+RJZosXL8awYcPg7++P+Ph4ZGS8fUinhYUF5s6dK29wMktOTkaPHj1gZGSEChUqICoqCgAwcOBAzJgxQ+bo5DVixAjpgZiXL1/G8OHD4e/vj8jISKVHDxVGAQEBWLlyJQAgPj4etWrVwi+//IKAgAAsXrxY5ujkNWTIEPz1118A3iZO33zzDapVq4aSJUvi0KFD8gYno/bt22PBggUA3iYL1atXR/v27VG5cmVs2rRJ5ujkxf0pBwX6JD1SUb58eRESEiKEEMLExETcvXtXCCHE5cuXRdGiRWWMTH6DBg0SHh4e4ujRo8LY2Fhqmy1btoiqVavKHJ28jI2NRWRkpBDi7YOuAwMDhRBChIeHCxsbGxkjk1/RokXFlStXhBBC/PHHH6Jy5coiIyNDrF+/Xri6usocnbyKFy8uzp49K4QQIiQkRNjb24ubN2+KMWPGiDp16sgcnXxsbGxERESEEEKIVatWCRcXF5GUlCQWLVpU6I813J+yxzNPMouMjIS7u7tKub6+PpKSkmSISHNs2bIFCxYsQN26dZUe2FyhQgXcvXtXxsjkp6enJ51K379/P5o0aQIAsLS0lM5IFVbJyckwNTUFAOzduxdt2rSBlpYWateuLV0WL6yePn0qPTB9165daNeuHcqWLYvu3bvj8uXLMkcnn4SEBFhaWgJ4e0k8MDAQRkZGaNasGW7fvi1zdPLi/pQ9Jk8yc3JyQkREhEr5nj17UL58+YIPSIM8efIE1tbWKuVJSUlKyVRhVLduXQwbNgyTJ0/GmTNn0KxZMwDArVu3UKJECZmjk5eLiwu2bNmChw8fIjQ0VEos4+LiNOZBpnKxsbHBtWvXkJGRgT179qBx48YA3v5AamtryxydfEqWLImTJ08iKSkJe/bskb4zL168gIGBgczRyYv7U/aYPMls2LBh6N+/P9atWwchBM6cOYOpU6di9OjRGDlypNzhyap69erYuXOnNJ2VMP3555/w9PSUKyyNsGDBAujo6GDjxo1YvHgxihcvDgDYvXs3mjZtKnN08ho3bhx++OEHODo6olatWtJ3Ze/evdme5S1MunXrhvbt26NixYpQKBTw8fEBAJw+fRqurq4yRyefIUOGICgoCCVKlIC9vT0aNGgAADhy5AgqVaokb3Ay4/6UPT6eRQOsWrUKEyZMkC5F2dvbY+LEiejRo4fMkcnr2LFj8PPzw3fffYfly5ejT58+uHbtGk6cOIHDhw/Dw8ND7hBJQ8XExCA6OhpVqlSBltbbvxHPnDkDMzOzQp0kAMDGjRvx8OFDtGvXTjpLuWLFClhYWCAgIEDm6ORz7tw5PHz4EI0bN4aJiQkAYOfOnbCwsICXl5fM0cmL+5MqJk8aJDk5Ga9evcr2UlVhdffuXcyYMQMXL17Eq1evUK1aNYwaNarQ/zWYU78mhUIBfX196OnpFXBERESFB5Mnmb1+/RpCCBgZGQF4O4ZGSEgI3NzcpGvLRO/T0tL6YL+vEiVKoGvXrhg/frz0l2Jh0bp162zbRqFQwMDAAC4uLvj2229Rrlw5GaKT17x587Itf7dt6tevX+j6P+U0vMe77RIQECB1Ki9MuD9lj8mTzJo0aYI2bdqgb9++iI+PR7ly5aCnp4enT5/i119/Rb9+/eQOUTbnz5+Hrq6udJZp69atWLZsGdzc3DBhwoRCfXZl5cqV+N///oeuXbuiZs2aAN6eRl+xYgXGjBmDJ0+e4Oeff8aIESPw008/yRxtweratSu2bNkCCwsL6dLu+fPnER8fjyZNmuDixYu4f/8+wsLCCt3lGCcnJzx58gTJyckoUqQIgLedoo2MjGBiYoK4uDiULl0aBw8eRMmSJWWOtuB4e3vj/PnzyMjIkJKAW7duQVtbG66urrh58yYUCgWOHTsGNzc3maMtWNyfciDXGAn0FsfQyFn16tXFxo0bhRBC3L17V+jr64tOnToJFxcXMXjwYHmDk1nDhg3FunXrVMrXrVsnGjZsKIQQYuXKlaJcuXIFHZrsRo0aJfr16ycyMjKksoyMDDFgwAAxevRokZmZKXr37i28vLxkjFIeq1evFg0aNBB37tyRym7fvi0aNmwo1q5dKx4+fCi8vLykccMKizlz5og2bdqIhIQEqSw+Pl60bdtWzJ07VyQlJYmAgADRpEkTGaOUB/en7DF5kpmhoaF48OCBEEKIdu3aiQkTJgghhIiKihKGhoZyhiY7MzMz6SA/Y8YM6cB17NgxUaJECTlDk52BgYG4deuWSvmtW7ek7829e/cK5XeoWLFi4ubNmyrlN2/elAaevXTpkjA3Ny/gyORXunRpceHCBZXy8+fPCycnJyGEEMePHxe2trYFHJm87O3txdWrV1XKr1y5Iuzt7YUQbwegLYwDF3N/yl7h6gyhgTiGRs6EEMjMzATwdiBIf39/AG/HZHn69KmcocmuZMmS0mM23vXXX39Jl1uePXsmXZopTNLT03Hjxg2V8hs3bkiPPzIwMCiUY4VFR0dn+4zI9PR0xMTEAHh7t+/Lly8LOjRZJSQkIC4uTqX8yZMn0s0ZFhYWSEtLK+jQZMf9KXs6cgdQ2I0bNw7ffvsthg4dikaNGnEMjXdUr14dU6ZMgY+PDw4fPiw9RykyMhI2NjYyRyevn3/+Ge3atcPu3btRo0YNAG9vtb5x4wY2btwIADh79iw6dOggZ5iy6Ny5M3r06IGffvpJapuzZ89i2rRp6NKlCwDg8OHDqFChgpxhysLb2xt9+vTBn3/+KR1fLly4gH79+qFhw4YA3j4r0cnJSc4wC1xAQAC6d++OX375Rek788MPP6BVq1YA3vYpLFu2rIxRyoP7Uw7kPvVFQkRHR4vz588rXVM+ffq0uH79uoxRye/ixYuiYsWKwszMTLqcKYQQAwYMEJ06dZIxMs1w7949MWrUKNG6dWvRunVr8eOPP0rPuyvM0tPTxZQpU4Stra1QKBRCoVAIW1tbMXXqVJGeni6EEOLBgwfi4cOHMkda8KKjo4WPj49QKBRCT09P6OnpCS0tLdG4cWMRExMjhBDiwIEDIjQ0VOZIC9bLly9Fz549pfbQ0tISenp6olevXuLVq1dCCCEuXLiQ7SXPrx33p+zxbjv64qSkpEBbWxu6urpyh0IaLuuSS2G/BP6+Gzdu4NatWwCAcuXKFbrbzHPy6tUr3Lt3DwBQunRpabBMeov70/9h8iQzb2/vD14rPnDgQAFGQ1+S+Ph4nDlzBnFxcVLfsCxZp9OJiCjvsc+TzKpWrao0/ebNG0RERODKlSsIDg6WJygN8bGBILM6KxZG27dvR1BQEF69egUzMzOldlIoFIU6eYqNjcUPP/yAsLAwxMXF4f2/Dwvz9yYjIwPLly+X2ub9pLuw/rGWlJSEGTNm5NguWWejCiPuT9lj8iSzOXPmZFs+YcIEvHr1qoCj0SwhISFK02/evMGFCxewYsUKTJw4UaaoNMPw4cPRvXt3TJs2TRqdnt7q2rUroqKiMHbsWNjZ2RW6u4A+ZPDgwVi+fDmaNWsmPRyYgJ49e+Lw4cPo3LkzvzPv4f6UPV6201B37txBzZo18fz5c7lD0TirV6/GunXrsHXrVrlDkY2xsTEuX76M0qVLyx2KxjE1NcXRo0dVzuoSUKxYMaxcuVIa9oPesrCwwM6dOwvXCNm5xP0pexznSUOdPHkSBgYGcoehkWrXro2wsDC5w5CVr68vzp07J3cYGqlkyZIqlxboLT09Pbi4uMgdhsYpUqRIoXxuXW5wf8oeL9vJrE2bNkrTQghER0fj3LlzGDt2rExRaa7Xr19j3rx5KF68uNyhyKpZs2YYMWIErl27hkqVKqncediyZUuZIpPf3Llz8eOPP+L333+Ho6Oj3OFolOHDh+O3337DggULePnlHZMnT8a4ceOwYsUKXgZ/D/en7PGyncy6deumNK2lpQUrKys0bNhQGm28sCpSpIjSAV4IgZcvX8LIyAj//vtvoU4QtLRyPmmsUCgKbSdO4O33Jjk5Genp6TAyMlJJLAvzpfDWrVvj4MGDsLS0RIUKFVTaZvPmzTJFJi93d3fcvXsXQgg4OjqqtMv58+dlikx+3J+yxzNPMlu2bJncIWisuXPnKk1nJZa1atUqlI8dedf7dwPR/3n/e0P/x8LCAq1bt5Y7DI2TNYo4qeL+lD2eedIQ4eHhuH79OgCgQoUKhf7RLERERJqKZ55kFhcXh44dO+LQoUOwsLAA8HbwQ29vb6xduxZWVlbyBiiz+Ph4/PXXX0qJZffu3WFubi5zZAVv3rx56N27NwwMDDBv3rwP1h00aFABRaUZEhMTpVGPs0ZBzglHRyb6MO5PH8czTzLr0KED7t27h5UrV6J8+fIAgGvXriE4OBguLi5Ys2aNzBHK59y5c/D19YWhoSFq1qwJ4O0DKV+/fo29e/eiWrVqMkdYsJycnHDu3DkULVr0gw9uVSgUhW5QP21tbURHR8Pa2jrHwVWFEIWyP1i1atUQFhaGIkWKwN3d/YMdxQtT3x5LS0vcunULxYoVU+lf+b7C1q+H+9PH8cyTzPbs2YP9+/dLiRMAuLm5YeHChYW+w/jQoUPRsmVL/PHHH9DReftVTU9PR8+ePTFkyBAcOXJE5ggLVmRkZLb/p7cjY2fdan7w4EGZo9EsAQEB0NfXB8C+Pe+aM2cOTE1NAbBfz/u4P30czzzJLKcByC5cuIBvvvnmo6dMv2aGhoa4cOECXF1dlcqvXbuG6tWrIzk5WabIiIioMOOZJ5k1bNgQgwcPxpo1a2Bvbw8AePToEYYOHYpGjRrJHJ28zMzMEBUVpZI8PXz4UPqLsTAZNmxYruv++uuv+RiJ5rl06VKu61auXDkfI6EvhTp/mBa2fj3cnz6OyZPMFixYgJYtW8LR0RElS5YE8DY5qFixIv7991+Zo5NXhw4d0KNHD/z888+oU6cOAOD48eMYMWIEOnXqJHN0Be/ChQu5qlcYBz+sWrUqFArFR0dCLox9ND7Wn+ddhalvj4WFxUfbpbD26+H+9HFMnmRWsmRJnD9/Hvv378eNGzcAAOXLl4ePj4/Mkcnv559/hkKhQJcuXZCeng4A0NXVRb9+/TBjxgyZoyt47HuQM/YByxn782SP+1POuD99HPs8kcZLTk7G3bt3AQDOzs58fMJ7Hj58CADSmUsiIspfPPOkAcLCwjBnzhxpLKPy5ctjyJAhPPv0/xkZGUljYDFxeis9PR0TJ07EvHnz8OrVKwCAiYkJBg4ciPHjx6s8QqGwuXnzJubPn6+0Tw0cOBDlypWTOTL5ZWRkICQkRGobNzc3BAQESHe0FlYvXrxQGlPOzc0N3bp14wODwf0pOzk/IIsKxKJFi9C0aVOYmppi8ODBGDx4MMzMzODv74+FCxfKHZ6s0tPTMXbsWJibm8PR0RGOjo4wNzfHmDFj8ObNG7nDk9XAgQOxdOlSzJo1CxcuXMCFCxcwa9Ys/PXXX4VugMz3bdq0CRUrVkR4eDiqVKmCKlWq4Pz586hYsSI2bdokd3iyunr1KsqWLYvg4GCEhIQgJCQEwcHBKFOmDK5cuSJ3eLI5cuQIHB0dMW/ePLx48QIvXrzAvHnz4OTkVOiGRHkf96ccCJJV8eLFxfz581XKFyxYIOzt7WWISHP07dtXWFtbiyVLloiLFy+KixcviiVLlghbW1vRt29fucOTlZmZmdi1a5dK+c6dO4WZmZkMEWmO0qVLi7Fjx6qUjxs3TpQuXVqGiDRH7dq1RYsWLcTz58+lsufPn4uWLVsKT09PGSOTV8WKFUWvXr1Eenq6VJaeni569+4tKlasKGNk8uP+lD0mTzIzNjYWt2/fVim/deuWMDY2liEizcEEIWdWVlbi2rVrKuXXrl0TxYoVkyEizWFoaJjjPmVoaChDRJrDwMBAXLlyRaX88uXLwsDAQIaINIOBgYG4ceOGSvmNGzcKdbsIwf0pJ7xsJ7OWLVsiJCREpXzr1q1o3ry5DBFpDn19fTg6OqqUOzk5QU9Pr+AD0iADBgzA5MmTkZqaKpWlpqZi6tSpGDBggIyRya9BgwY4evSoSvmxY8dQr149GSLSHGXLlkVsbKxKeVxcHFxcXGSISDNUq1ZN6s/zruvXr6NKlSoyRKQ5uD9lr3D3ENQAbm5umDp1Kg4dOgRPT08AwKlTp3D8+HEMHz5c6QGwha0vS1aCsGzZMunxEoU5QWjTpo3S9P79+1GiRAnp4H7x4kWkpaUVysFVt23bJv2/ZcuWGDVqFMLDw1G7dm0Ab/epDRs2YOLEiXKFKJt3B4OcPn06Bg0ahAkTJii1zaRJkzBz5ky5QpTFuwNBDho0CIMHD8adO3eU2mXhwoWFclgU7k8fx6EKZPahB7y+qzA+7LV169YICwuDvr7+RxOEzZs3yxFigerWrVuu6y5btiwfI9E8Wlq5O4leGAf1e//BrlmH/Kyyd6cLU9tktcvHfgILW7sA3J9yg2eeZMbByHJmYWGBwMBApbLCPJZRYUuI1JGZmSl3CBqLg0Fmj8fenHF/+jieedIw6enpSElJgYmJidyhEBERUTZ45kkm27dvx7Nnz9C1a1epbOrUqZg8eTLS09PRsGFDrFu3DkWKFJEvSA1z+PBhJCUlwdPTs1C2S7Vq1RAWFoYiRYrA3d39g8/lOn/+fAFGJr958+ahd+/eMDAwUOonmJ3C1nfw0qVLqFixIrS0tD76wNfC9JDXbdu2wc/PD7q6ukp9fLLTsmXLAopKM3B/+jieeZKJt7c32rZti/79+wMATpw4gXr16mHSpEkoX748/ve//8HPzw+//vqrzJEWvJkzZ+LVq1eYPHkygLd9Mvz8/LB3714AgLW1NcLCwlChQgU5wyxwEydOxIgRI2BkZPTRjprjx48voKg0g5OTE86dO4eiRYt+sB9hYew7qKWlhZiYGFhbW3+wn09h67/yfrvkpLC1C8D9KTeYPMnE2toaoaGhcHd3BwAMGzYM165dw549ewAAu3btwuDBg3H79m05w5RFtWrVMGrUKHTo0AEAsGHDBgQHB2Pfvn0oX748unTpAiMjI6xfv17mSIk034MHD1CqVCkoFAo8ePDgg3UdHBwKKCqiLxsv28nk5cuXKFq0qDR97NgxtGvXTpquUKECHj9+LEdosouMjFS6fLBr1y60bdsWXl5eAIAxY8YotVVhl5KSgnXr1iEpKQmNGzdGmTJl5A5JoxT2foTvJkRMjuhzFfb9KQsHyZRJ8eLFpUHZXr16hYsXL6JOnTrS/GfPnhXah+Cmp6dL4zoBwMmTJ5Xaxt7eHk+fPpUjNNkNGzYMAwcOlKbT0tJQu3Zt9OrVCz/99BPc3d1x4sQJGSOUz/bt27F8+XKlsqlTp8LExAQWFhZo0qQJXrx4IU9wMrt16xbOnDmjVBYWFgZvb2/UrFkT06ZNkykyeZ08eRI7duxQKlu5ciWcnJxgbW2N3r17Kw1EW5hwf/owJk8yadeuHYYMGYJ//vkHvXr1gq2trTQAGQCcO3eu0D6x2tnZWXoYZ1RUFG7duoX69etL8//77z+ls3aFyd69e9G4cWNpetWqVYiKisLt27fx4sULtGvXDlOnTpUxQvn8+uuvSEpKkqZPnDiBcePGYezYsVi/fj0ePnwo9aMrbEaNGqWUJERGRqJFixbQ09ODp6cnpk+fjrlz58oXoEwmTZqEq1evStOXL19Gjx494OPjgx9//BHbt2/H9OnTZYxQPtyfPkKWh8KQSE5OFp07dxYWFhbC1dVVHDlyRGl+gwYNxIwZM2SKTl5Lly4VxsbGonv37sLNzU3UqVNHaf7kyZNF8+bNZYpOXqampkrPmerYsaPo1auXNH3hwgVhZ2cnR2iys7KyEufPn5emhw4dKnx9faXpnTt3ChcXFzlCk12JEiXEiRMnpOnJkyeLKlWqSNN//vmn0nRhYWtrK86ePStN//TTT8LLy0uaXr9+vShfvrwcocmO+9OHsc+TTAwNDbFy5coc5xfmge169eoFbW1tbN++HfXr11e5c+zx48fo3r27TNHJS0tLS+lOqVOnTmHs2LHStIWFRaE9lc5+hDl7+vQpSpQoIU0fPHgQLVq0kKYbNGiA4cOHyxGarF68eAEbGxtp+vDhw/Dz85Oma9SogYcPH8oRmuy4P30YL9uRRurevTtCQkKwePFi2NraKs1btGgRWrduLVNk8ipfvjy2b98OALh69SqioqLg7e0tzX/w4IHSj0Fhwn6EObO0tER0dDSAt6NHnzt3TqmbQFpa2kcfU/I1srGxkUYaT0tLw/nz55Xa5eXLl9DV1ZUrPFlxf/owJk9EX5CRI0di9OjRaNSoERo1agR/f3+lcVh27dqFmjVryhihfNiPMGcNGjTA5MmT8fDhQ8ydOxeZmZlo0KCBNP/atWtwdHSULT65+Pv748cff8TRo0cxevRoGBkZoV69etL8S5cuwdnZWcYI5cP96cN42Y7oC9K6dWvs2rULO3bsQJMmTZTuvAMAIyMjfP/99zJFJ69x48bh0aNHGDRoEGxtbfHvv/9CW1tbmr9mzRqlS1WFydSpU9G4cWM4ODhAW1sb8+b9v/buPazmbP8D+HtvXSmpyZ1uMhRpcg9HGRLG0BlDCDkcM25xJswwJIUGx+A4MpgxRiYMTm7xGKfIpXgoXQiJcku5F0mU1u8Pv/axK9GcmdZ2vu/X83ge3/X9Vu++T+39aa31XWslatWqpTm/adMmfPjhhxITyjF//nx88skncHNzg4mJCTZu3AgDAwPN+R9//BG9e/eWmFAe/j5VjotkEhEpQHFxMVJTU1G3bl00atRI61xycjKaNGmi2KdY8/LyYGJiolUcAMCDBw9gYmKiVVARASyepCoqKkKfPn2wZs0aLmxIRET0juCcJ4n09fXfuFGnUhUVFUFPTw/nzp2THYWIiEgLiyfJRowYgfXr18uOoXP09fVhZWWluA05iYhI93HCuGTFxcX48ccfERUVhXbt2mlN4gRervKqVLNnz8bXX3+NTZs2wcLCQnYcIiIiAJzzJN2ra/SUpVKpcOjQoWpMo1tcXFxw+fJlFBUVwdraulxheebMGUnJdMfdu3eRlpYGAGjRogXq1q0rOZFuKSwshJGRkewYOqG4uBghISEYM2aM1oKZRJUJCwuDt7e31n6jwMt1sbZu3YpRo0ZJSiYXiyfSWUFBQZWeL7vyuJI8efIEfn5+2LRpk2Zos0aNGhg1ahT++c9/KnrxupKSEixcuBBr1qzB7du3cenSJdjZ2SEgIAA2NjYYO3as7IjSmJqa4uzZs4pc0+lNNm3ahDVr1iAzMxMnTpyAtbU1VqxYAVtbWwwcOFB2PGlq1KiB7Oxs1KtXT6v9/v37qFevnnKnVsjaF4bKu3Hjhrhx44bsGPQO+Oyzz4SdnZ3Yv3+/yMvLE3l5eWLfvn2iWbNmYvz48bLjSRUUFCTs7OzEzz//LIyNjcWVK1eEEEJs3bpVdO7cWXI6uQYMGCB++ukn2TF0zurVq4WlpaVYsGCB1s/Mhg0bhLu7u+R0cqlUKnHnzp1y7UlJScLc3FxCIt3AnifJSkpKsGDBAnz77bfIz88H8PKvw2nTpmH27NlQqzmnPyEhQbNNQKtWreDi4iI5kXyWlpbYsWOH1irRwMs9y4YMGYK7d+/KCaYD7O3tsXbtWvTs2ROmpqZITk6GnZ0dLl68CFdXV8Xu/QcAa9asQVBQEHx8fCqcYzlgwABJyeRydHRESEgIvLy8tH5mzp07B3d3d9y7d092xGrn4uIClUqF5ORktGrVCnp6/5ki/eLFC2RmZqJPnz7Ytm2bxJTycMK4ZLNnz8b69euxaNEidO3aFcDLDRjnzZuHwsJCLFy4UHJCee7cuYOhQ4ciJiYGderUAQDk5uaiR48e2Lp1q6Ln9xQUFFS4h129evVQUFAgIZHuyMrKgr29fbn2kpISFBUVSUikO0pXn6/oQRSVSqXYIZjMzMwK/ygzNDTEkydPJCSSz8vLCwCQlJQET09PmJiYaM4ZGBjAxsYGgwYNkpROPhZPkm3cuBE//PCD1l98bdq0QePGjTFx4kRFF09+fn54/PgxUlNT4eDgAODlHly+vr6YMmUKtmzZIjmhPK6urggMDERYWJhmQvTTp08RFBQEV1dXyenkcnR0xLFjx2Btba3VvmPHDsX3WpaUlMiOoJNsbW2RlJRU7mfmwIEDmtcepSmdU2pjYwNvb28+eFEGiyfJHjx4gJYtW5Zrb9myJR48eCAhke44cOAAoqKitF68HB0dERoaqtj9pkr94x//gKenJ5o0aQJnZ2cAL7fYMDIywq+//io5nVxz586Fr68vsrKyUFJSgoiICKSlpSEsLAyRkZGy45EO8vf3x6RJk1BYWAghBE6dOoUtW7bgm2++wQ8//CA7nlS+vr4AXj5dd+fOnXIFuJWVlYxY0nHOk2SdOnVCp06dsHLlSq12Pz8/nD59GidPnpSUTD5TU1McO3YMH3zwgVZ7YmIi3Nzc8OjRIznBdERBQQHCw8Nx8eJFAICDgwN8fHxgbGwsOZl8x44dQ3BwMJKTk5Gfn4+2bdti7ty5ii+6g4ODKz0/d+7cakqie8LDwzFv3jxcuXIFANCoUSMEBQUp+ulMAEhPT8eYMWMQFxen1S6EUPRQL4snyY4cOYKPPvoIVlZWmuGWEydO4MaNG9i/fz/+9Kc/SU4oz8CBA5Gbm4stW7ZoNjLNysqCj48PzM3NsXPnTskJid4tZYcti4qKkJmZCT09PTRr1oxrp+HlHyX5+fnlHs1Xqq5du0JPTw8zZ85Ew4YNoVKptM6X9nwrDYsnHXDr1i2EhoZq9SBMnDix3M7nSnPjxg0MGDAAqampaNq0qaatdevW2LNnj6IX+rOysoK7uzvc3NzQo0cP2NnZyY6kU3Jzc7Fjxw5kZGRg+vTpsLCwwJkzZ1C/fn00btxYdjyd8ujRI4wePRp//vOfMXLkSNlxpFiwYAF8fHxga2srO4rOqVWrFhISEiqcXqJkLJ5IpwkhEBUVpVVY9urVS3Iq+X7++WccPXoUMTExuHz5Mho3bgw3Nze4ubnB3d0dzZs3lx1RmpSUFPTq1QtmZma4evUq0tLSYGdnhzlz5uD69esICwuTHVHnnD17Fh9//DGuXr0qO4oUzs7OOHfuHDp16oQRI0ZgyJAhsLS0lB1LJ3To0AHLly9Ht27dZEfRKSyeiN5x2dnZOHLkCCIjI/HLL7+gpKREsfMQAKBXr15o27YtlixZorVmT1xcHIYPH67YAqEyx48fx8cff6zoNbBSU1MRHh6OrVu34ubNm/Dw8ICPjw+8vLwUt2L/q/NJ4+PjMWfOHISEhMDJyQn6+vpa19auXbu64+kEFk9E76iCggIcP34cMTExOHz4MBITE+Hg4AB3d3csX75cdjxpzMzMcObMGTRr1kyreLp27RpatGiBwsJC2RGlKftgihAC2dnZ2LRpE9zc3LB582ZJyXRLbGwsNm/ejO3bt6OwsFBxD6eo1WqtuU2lk8NfpfQJ41yqgOgd1KVLF61iaebMmejevTvMzc1lR5PO0NCwwje7S5cuKXphVQDlimq1Wo26devC19cXs2bNkpRK99SqVQvGxsYwMDDA48ePZcepdocPH5YdQeex54noHWRhYQG1Wo3evXvD3d0d7u7ueP/992XH0gl//etfcf/+fWzbtg0WFhZISUlBjRo14OXlhe7du2PFihWyI5IOyszMxObNm7F582akpaXBzc0Nw4cPx6effgozMzPZ8UjHsHgiegcJIXD27FnExMTgyJEjOHr0KAwMDDRP340bN052RGny8vLw6aefIj4+Ho8fP0ajRo2Qk5MDV1dX7N+/v9x+bkp18+ZNAFD0U6ulOnfujNOnT6NNmzbw8fHBsGHD+FTm/0tJSamwXaVSwcjICFZWVjA0NKzmVPKxeJKsdPPFskp/MO3t7TF69Gj06NFDQjq5XjfPQKVSwdDQEAYGBtWcSDcJIZCQkIBVq1YhPDxc8RPGS8XGxmotksmnNLkR+evMnj0bPj4+cHR0lB1F55Sd/1SWvr4+vL29sXbtWkVt4cLiSbJZs2bhu+++g5OTEzp27AgAOH36NFJSUjB69GicP38e0dHRiIiIwMCBAyWnrV5v+qVt0qQJRo8ejcDAQMW86AcHB2P69Om4ePEiYmJiEBMTg+PHj+Px48dwcnLSrP2ktJ+VUkVFRTA2NkZSUhJat24tO47OmTVrFtavX4+goKByG5GPGzdO0XtpUsV2796Nr776CjNmzNC8R506dQrffvstAgMDUVxcjJkzZ8Lb2xtLly6VnLb6sHiSbNy4cbCyskJAQIBW+4IFC3Dt2jV8//33CAwMxL59+xAfHy8ppRxhYWGYPXs2Ro8erfVLu3HjRsyZMwd3797F0qVLMWPGDHz99deS01aPGjVqIDs7G40aNYKLi4tmbafu3btzXsb/s7Ozw86dOxW78nFlGjVqhDVr1mhtRA68fIOcOHEisrKyJCWrfv7+/pg/fz5q1aoFf3//Sq9dtmxZNaXSPR07dsT8+fPh6emp1f7rr78iICAAp06dwq5duzBt2jTN1jZKwOJJMjMzMyQkJMDe3l6r/fLly2jXrh3y8vJw8eJFdOjQQXFPffTs2ROff/45hgwZotW+bds2rF27FtHR0di0aRMWLlyoWUTzf51arUZOTg6MjIwUu77Km6xfvx4RERHYtGkTLCwsZMfRKUZGRkhJSSn3cEFaWho++OADPH36VFKy6tejRw/s3LkTderUqXRahEqlwqFDh6oxmW4xNjZGYmJiuRXGL168CBcXFzx9+hRXr16Fo6MjCgoKJKWsflyqQDIjIyPExcWVK57i4uI048clJSWKGksuFRcXhzVr1pRrd3FxwYkTJwAA3bp1w/Xr16s7mlQqlYqFUyVWrVqFy5cvo1GjRrC2ti43QVzJ+7c5Oztj1apV5dZ7WrVqleJ66g4fPoyMjAyYmZnx0fxKtGzZEosWLcK6des080yLioqwaNEiTUGVlZWF+vXry4xZ7Vg8Sebn54fx48cjISEBHTp0APByztMPP/ygGYr69ddf8cEHH0hMKUfTpk2xfv16LFq0SKt9/fr1mr3u7t+/r7i1jd5///1K54IBwIMHD6opje7x8vKSHUFnLVmyBB999BGioqIq3IhcaZo3b47s7GzNJsDe3t5YuXKl4gqByoSGhmLAgAFo0qQJ2rRpA+Dldj4vXrxAZGQkACAjIwMTJ06UGbPacdhOB4SHh2PVqlVIS0sDALRo0QJ+fn4YPnw4AODp06eap++UZM+ePRg8eDBatmypKSzj4+Nx8eJF7NixA/3798d3332H9PR0xcxJUKvVWLFixRvnN/n6+lZTInrXcCPy/ygdBi8tnl5dkZ7+4/HjxwgPD8elS5cAvHyPGj58OExNTSUnk4fFE+m0zMxMrF27VuuX9vPPP4eNjY3cYJKUfbGn13v+/Dnu3LmDkpISrXYrKytJieTJyMiAra3tG3sslYbFE/1WHLbTEXyhr5itrW25YTsl45vfm126dAljx45FXFycVruS9+Li8FTFVCpVud8p/o697PXv27cv9PX1sWfPnkqvLfvkplKw50my9PR0jBkzhi/0r5Gbm4tTp05VWFiOGjVKUip52PP0Zl27doWenh5mzpyJhg0blnszVNrEaIA9LK+jVqvRt29fzQrZe/fuxYcffljuIYOIiAgZ8aR59eelsjX0lPwexZ4nyUaPHg09PT1ERkZW+EKvZHv37oWPjw/y8/NRu3ZtrXujUqkUWTyVLSCpvKSkJCQkJJR7tJqorLJzA0eMGCEpiW559XWGrzkVY/EkGV/oX2/atGkYM2YMQkJCULNmTdlx6B3h6OiIe/fuyY6hUzg8VbENGzbIjkDvKBZPkvGF/vWysrIwZcoUFk70Rq/ug7h48WJ8+eWXCAkJgZOTE/T19bWuVeIaWUIIjB49WjM8VVhYiPHjxyt+eIper1+/ftiyZYvmyd5FixZh/PjxqFOnDoCXy8T86U9/wvnz5yWmlIdzniQ7dOgQ5syZwxf6CnzyyScYOnRouRXGicoquw9i6ZzBVyl5HuFf/vKXt7qOPTFUqnQrqNJ5crVr10ZSUpJmntzt27fRqFEjRf4+Aex5kq50p/eePXtqtSv5hb7URx99hBkzZuD8+fMVFpZKfcqDyuMK0ZVjUURVVbZfhf0s2tjzJNmRI0cqPe/m5lZNSXQPn/KgqggODsb06dM5zEv0O3jTE5pK73li8URE/xPKDjMQ0W9Xo0YN5OTkoG7dugBeFk8pKSmwtbUFwOKJw3YSpKSkoHXr1lCr1UhJSan02tK9hIiocvw7kOj386aHDJ49eyYznnTseZKg7AJkKpWqwhd+JQ5NrVy5Ep999hmMjIzK7fxe1pQpU6opFb0L1Go1bt++rflLmYh+Oz5kUDkWTxJcu3YNVlZWUKlUuHbtWqXXWltbV1Mq3WBra4v4+Hi89957mu7hiqhUKmRkZFRjMtJ1arUaZmZmb1y/6MGDB9WUiIj+V7F4IqL/CWq1GitWrNCsS/M6ZVeVJiKqKhZPErxpo8VX8XF8orfDff+IqLqweJKgskfwX6XEOU/+/v5vfe2yZcv+wCT0ruHTdkRUXfi0nQTcaPH1EhMT3+o67stFZfHvQCKqLux5IiIiIqqCtxs/oj9UdHQ0+vfvj2bNmqFZs2bo378/oqKiZMfSKTdu3MCNGzdkxyAiImLxJNvq1avRp08fmJqaYurUqZg6dSpq166Nfv36ITQ0VHY8qYqLixEQEAAzMzPY2NjAxsYGZmZmmDNnDoqKimTHIyIiheKwnWRNmjTBzJkzMXnyZK320NBQhISEICsrS1Iy+SZMmICIiAgEBwfD1dUVAHDixAnMmzcPXl5e+O677yQnJCIiJWLxJJmJiQmSkpJgb2+v1Z6eng4XFxfk5+dLSiafmZkZtm7dir59+2q179+/H8OGDUNeXp6kZEREpGQctpNswIAB2LlzZ7n23bt3o3///hIS6Q5DQ0PY2NiUa7e1tYWBgUH1ByIiIgKXKpDi1T3bHB0dsXDhQsTExGiGpk6ePInY2FhMmzZNVkSdMHnyZMyfPx8bNmzQbE757NkzLFy4sNwwJxERUXXhsJ0Ele3Z9iol7t/2ySefaB1HRUXB0NAQzs7OAIDk5GQ8f/4cPXv2REREhIyIRESkcOx5kiAzM1N2BJ1Vdl+yQYMGaR03bdq0OuMQERGVw54nIiIioipgz5ME/v7+mD9/PmrVqvXGvdy4fxsREZFuYfEkQWJiomaRx8r2clPi/m1t27ZFdHQ0zM3N4eLiUuk9OHPmTDUmIyIieonFkwSHDx+u8P8EDBw4UPNknZeXl9wwREREFeCcJx1z7do1PHnyBC1btoRazWW4iIiIdA3fnSX58ccfy81n+uyzz2BnZwcnJye0bt2aG+G+orCwEBs3bsTq1auRnp4uOw4RESkYiydJ1q1bB3Nzc83xgQMHsGHDBoSFheH06dOoU6cOgoKCJCaUx9/fH35+fprj58+fo3Pnzhg3bhy+/vpruLi4IC4uTmJCIiJSMhZPkqSnp6N9+/aa4927d2PgwIHw8fFB27ZtERISgujoaIkJ5Tl48CA8PDw0x+Hh4bh+/TrS09Px8OFDDB48GAsXLpSYkIiIlIzFkyRPnz5F7dq1NcdxcXHo3r275tjOzg45OTkyokl3/fp1ODo6ao4PHjyITz/9FNbW1lCpVJg6dWqlTykSERH9kVg8SWJtbY2EhAQAwL1795CamoquXbtqzufk5JRbbVsp1Go1Xn2O4eTJk+jcubPmuE6dOnj48KGMaERERCyeZPH19cWkSZMwf/58DB48GC1btkS7du005+Pi4tC6dWuJCeVxcHDA3r17AQCpqam4fv06evTooTl/7do11K9fX1Y8IiJSOK7zJMmXX36JgoICREREoEGDBti+fbvW+djYWAwbNkxSOrm+/PJLDB06FPv27UNqair69euntZny/v370bFjR4kJiYhIybjOE+mk6OhoREZGokGDBvDz80PNmjU154KCguDm5gZ3d3d5AYmISLFYPBERERFVAec8EREREVUBiyciIiKiKmDxRERERFQFLJ50iBACnIJGRESk21g86YCwsDA4OTnB2NgYxsbGaNOmDTZt2iQ7lk4oLi5GVFQU1q5di8ePHwMAbt26hfz8fMnJiIhIqbjOk2TLli1DQEAAJk+erFlh/Pjx4xg/fjzu3buHL774QnJCea5du4Y+ffrg+vXrePbsGTw8PGBqaorFixfj2bNnWLNmjeyIRESkQFyqQDJbW1sEBQVh1KhRWu0bN27EvHnzkJmZKSmZfF5eXjA1NcX69evx3nvvITk5GXZ2doiJicG4ceOQnp4uOyIRESkQe54ky87ORpcuXcq1d+nSBdnZ2RIS6Y5jx44hLi4OBgYGWu02NjbIysqSlIqIiJSOc54ks7e3x7Zt28q1//LLL2jevLmERLqjpKQEL168KNd+8+ZNmJqaSkhERETEnifpgoKC4O3tjaNHj2rmPMXGxiI6OrrCokpJevfujRUrVmDdunUAAJVKhfz8fAQGBqJfv36S0xERkVJxzpMOSEhIwPLly3HhwgUAgIODA6ZNmwYXFxfJyeS6efMmPD09IYRAeno62rdvj/T0dFhaWuLo0aOoV6+e7IhERKRALJ5IpxUXF2Pr1q1ISUlBfn4+2rZtCx8fHxgbG8uORkRECsXiiYiIiKgKOOdJErVaDZVKVek1KpUKxcXF1ZRIN6Wnp+Pw4cO4c+cOSkpKtM7NnTtXUioiIlIy9jxJsnv37teeO3HiBFauXImSkhIUFhZWYyrd8v3332PChAmwtLREgwYNtIpNlUqFM2fOSExHRERKxeJJh6SlpWHmzJnYu3cvfHx8EBwcDGtra9mxpLG2tsbEiRPx1VdfyY5CRESkwXWedMCtW7cwbtw4ODk5obi4GElJSdi4caOiCycAePjwIQYPHiw7BhERkRYWTxLl5eXhq6++gr29PVJTUxEdHY29e/eidevWsqPphMGDB+PgwYOyYxAREWnhhHFJlixZgsWLF6NBgwbYsmULBg4cKDuSzrG3t0dAQABOnjwJJycn6Ovra52fMmWKpGRERKRknPMkiVqthrGxMXr16oUaNWq89rqIiIhqTKVbbG1tX3tOpVIhIyOjGtMQERG9xJ4nSUaNGvXGpQqULjMzU3YEIiKictjzRDrv3r17AABLS0vJSYiIiDhhnHRUbm4uJk2aBEtLS9SvXx/169eHpaUlJk+ejNzcXNnxiIhIwdjzRDrnwYMHcHV1RVZWFnx8fODg4AAAOH/+PDZv3oymTZsiLi4O5ubmkpMSEZESsXginfO3v/0N0dHRiIqKQv369bXO5eTkoHfv3ujZsyeWL18uKSERESkZiyfSOTY2Nli7di08PT0rPH/gwAGMHz8eV69erd5gRERE4Jwn0kHZ2dlo1arVa8+3bt0aOTk51ZiIiIjoP1g8kc6xtLSstFcpMzMTFhYW1ReIiIjoFSyeSOd4enpi9uzZeP78eblzz549Q0BAAPr06SMhGREREec8kQ66efMm2rdvD0NDQ0yaNAktW7aEEAIXLlzA6tWr8ezZM8THx6Np06ayoxIRkQKxeCKdlJmZiYkTJ+LgwYMo/RFVqVTw8PDAqlWrYG9vLzkhEREpFYsn0mkPHz5Eeno6gJcbBXOuExERycbiiYiIiKgKOGGciIiIqApYPBERERFVAYsnIiIioipg8UREGiqVCrt27QIAXL16FSqVCklJSa+9PiYmBiqVCrm5uQCAn376CXXq1PnDcxIRycTiiUgh7t69iwkTJsDKygqGhoZo0KABPD09ERsbq7kmOzsbffv2/c1fw9vbG5cuXfo94uqEt7lnRKQ8erIDEFH1GDRoEJ4/f46NGzfCzs4Ot2/fRnR0NO7fv6+5pkGDBv/V1zA2NoaxsfF/G7XaPX/+HAYGBuXa3+aeEZECCSL6n/fw4UMBQMTExFR6HQCxc+dOIYQQmZmZAoDYsmWLcHV1FYaGhqJVq1Zan+Pw4cMCgHj48KEQQogNGzYIMzMzzfnAwEDh7OwswsLChLW1tahdu7bw9vYWjx490lzz6NEjMXz4cFGzZk3RoEEDsWzZMuHm5iamTp2quSY0NFTY29sLQ0NDUa9ePTFo0KBKv48dO3YIR0dHYWBgIKytrcXSpUu1zltbW4vg4GAxcuRIYWpqKnx9ff+re7Z69WrRp08fYWRkJGxtbcX27du1rklJSRE9evQQRkZGwsLCQowbN048fvxYc77s9yuEEAMHDtTKVdk9ePHihQgJCRE2NjbCyMhItGnTplwGIvr9cNiOSAFMTExgYmKCXbt24dmzZ1X62BkzZmDatGlITEyEq6srPv744yr1vFy5cgW7du1CZGQkIiMjceTIESxatEhz3t/fH7GxsdizZw/+/e9/49ixYzhz5ozmfHx8PKZMmYLg4GCkpaXhwIED6N69+2u/XkJCAoYMGYKhQ4fi7NmzmDdvHgICAvDTTz9pXbd06VI4OzsjMTERAQEB5T5PVe5ZQEAABg0ahOTkZPj4+GDo0KG4cOECAODJkyfw9PSEubk5Tp8+je3btyMqKgqTJ09+m9v3Vvfgm2++QVhYGNasWYPU1FR88cUXGDFiBI4cOfLWX4OIqkB29UZE1WPHjh3C3NxcGBkZiS5duohZs2aJ5ORkrWtQQc/TokWLNOeLiopEkyZNxOLFi4UQb9fzVLNmTa2ephkzZohOnToJIV72Ounr62v1kuTm5oqaNWtqemL+9a9/idq1a2t9jsoMHz5ceHh4aLXNmDFDODo6ao6tra2Fl5fXGz/X296z8ePHa7V16tRJTJgwQQghxLp164S5ubnIz8/XnN+3b59Qq9UiJydHCPHmnqfK7kFhYaGoWbOmiIuL02ofO3asGDZs2Bu/RyKqOvY8ESnEoEGDcOvWLezZswd9+vRBTEwM2rZtW65HpixXV1fN//X09NC+fXtNr8rbsLGxgampqea4YcOGuHPnDgAgIyMDRUVF6Nixo+a8mZkZWrRooTn28PCAtbU17OzsMHLkSISHh6OgoOC1X+/ChQvo2rWrVlvXrl2Rnp6OFy9eaNrat2//xuxve89evUelx6X36MKFC3B2dkatWrW08pSUlCAtLe2NGYDK78Hly5dRUFAADw8PTW+ZiYkJwsLCcOXKlbf6/ERUNSyeiBTEyMgIHh4eCAgIQFxcHEaPHo3AwMA/9Gvq6+trHatUKpSUlLz1x5uamuLMmTPYsmULGjZsiLlz58LZ2VmzPMJv9WoxU5nquGdqtVqzAXapoqIizf8ruwf5+fkAgH379iEpKUnz7/z589ixY8fvmpOIXmLxRKRgjo6OePLkSaXXnDx5UvP/4uJiJCQkwMHB4Xf5+nZ2dtDX18fp06c1bXl5eeWWO9DT00OvXr2wZMkSpKSk4OrVqzh06FCFn9PBwaHcUgKxsbF4//33UaNGjf86c0X37NV7VHpceo8cHByQnJys9TGxsbFQq9WaHra6desiOztbc/7Fixc4d+6c1ud83T1wdHSEoaEhrl+/Dnt7e61/TZs2/a+/XyIqj0sVECnA/fv3MXjwYIwZMwZt2rSBqakp4uPjsWTJEgwcOLDSjw0NDUXz5s3h4OCA5cuX4+HDhxgzZszvksvU1BS+vr6YMWMGLCwsUK9ePQQGBkKtVkOlUgEAIiMjkZGRge7du8Pc3Bz79+9HSUmJ1tDeq6ZNm4YOHTpg/vz58Pb2xokTJ7Bq1SqsXr26Stmqcs+2b9+O9u3bo1u3bggPD8epU6ewfv16AICPjw8CAwPh6+uLefPm4e7du/Dz88PIkSNRv359AMCHH34If39/7Nu3D82aNcOyZcu0etYquwempqaYPn06vvjiC5SUlKBbt27Iy8tDbGwsateuDV9f3yp930T0FmRPuiKiP15hYaGYOXOmaNu2rTAzMxM1a9YULVq0EHPmzBEFBQWa61DBhPHNmzeLjh07CgMDA+Ho6CgOHTqkuf5tlyp41fLly4W1tbXmuKKlCjp27ChmzpwphBDi2LFjws3NTZibmwtjY2PRpk0b8csvv1T6/ZYuVaCvry+srKzE3//+d63z1tbWYvny5b/bPQsNDRUeHh7C0NBQ2NjYlMv3pqUKnj9/LiZMmCAsLCxEvXr1xDfffKM1YfxN96CkpESsWLFCtGjRQujr64u6desKT09PceTIkUq/RyL6bVRClBloJyKS6MmTJ2jcuDG+/fZbjB07VnacN1KpVNi5cye8vLxkRyGiasJhOyKSKjExERcvXkTHjh2Rl5eH4OBgAHjjcCIRkSwsnohIuqVLlyItLQ0GBgZo164djh07BktLS9mxiIgqxGE7IiIioirgUgVEREREVcDiiYiIiKgKWDwRERERVQGLJyIiIqIqYPFEREREVAUsnoiIiIiqgMUTERERURWweCIiIiKqAhZPRERERFXwf0YWWUpaf3y9AAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing the number of Passengers Survived with Parents and Childern onboard according to Class." + ], + "metadata": { + "id": "HZtnclRCGI2O" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.barplot(x=sibsp_Named,y='survived', hue = 'pclass', data = df,estimator=sum,ci = None)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Passenger Class', loc='upper right', labels=['First Class', 'Second Class', 'Third Class'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Siblings or Spouse\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Survived Passengers according to Class and Siblings or Spouse Onboarded\")\n", + "plt.xticks(rotation = 90)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 611 + }, + "id": "LpVc-EmpGBzg", + "outputId": "e93cbca8-66c1-49f1-d256-b72638ea9c99" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing the number of Passengers Survived with Siblings or Spouse onboarded according to Gender." + ], + "metadata": { + "id": "Sp9M9pcHGNqg" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.barplot(x=sibsp_Named,y='survived', hue = 'sex', data = df,estimator=sum,ci = None)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Passenger Class', loc='upper right', labels=['Male', 'Female'])\n", + "\n", + "# Adding Labels\n", + "plt.xlabel(\"Siblings or Spouse\")\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Survived Passengers according to Gender\")\n", + "plt.xticks(rotation = 90)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 611 + }, + "id": "WbH1pD6KGLKR", + "outputId": "6c942fbf-e82e-4a63-9d01-64ff323e1612" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualization for Home Destination Column" + ], + "metadata": { + "id": "hq3TtaPlHGk2" + } + }, + { + "cell_type": "code", + "source": [ + "# Seeing Number of Unique Category in Column Home Destination\n", + "print(\"Unique Categories in Column Home Destination is:\\n\")\n", + "print(df['home.dest'].value_counts())\n", + "print(\"\\nNumber of Unique Category in Column Home Destination is:\\n\")\n", + "print(df['home.dest'].nunique()) # Use nunique() to get the number of unique values\n", + "\n", + "# Filter the DataFrame based on the condition\n", + "counts = df['home.dest'].value_counts()\n", + "categories_to_keep = counts[counts >= 9].index\n", + "df_filtered = df[df['home.dest'].isin(categories_to_keep)]\n", + "\n", + "# Seeing Number of Unique Category in Column Home Destination\n", + "print(\"Unique Categories in Column Home Destination after Filtering is:\\n\")\n", + "print(df_filtered['home.dest'].value_counts())\n", + "print(\"\\nNumber of Unique Category in Column Home Destination after Filtering is:\\n\")\n", + "print(df_filtered['home.dest'].nunique())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "s7sU0KBHHqMx", + "outputId": "28a6a7cb-937e-4ffe-bc2d-cc30492a3091" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Unique Categories in Column Home Destination is:\n", + "\n", + "New York, NY 628\n", + "London 14\n", + "Montreal, PQ 10\n", + "Paris, France 9\n", + "Cornwall / Akron, OH 9\n", + " ... \n", + "Chelsea, London 1\n", + "Harrow-on-the-Hill, Middlesex 1\n", + "Copenhagen, Denmark 1\n", + "Guernsey / Montclair, NJ and/or Toledo, Ohio 1\n", + "Antwerp, Belgium / Stanton, OH 1\n", + "Name: home.dest, Length: 369, dtype: int64\n", + "\n", + "Number of Unique Category in Column Home Destination is:\n", + "\n", + "369\n", + "Unique Categories in Column Home Destination after Filtering is:\n", + "\n", + "New York, NY 628\n", + "London 14\n", + "Montreal, PQ 10\n", + "Paris, France 9\n", + "Cornwall / Akron, OH 9\n", + "Name: home.dest, dtype: int64\n", + "\n", + "Number of Unique Category in Column Home Destination after Filtering is:\n", + "\n", + "5\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Seeing Passenger Count for Home Destination Column." + ], + "metadata": { + "id": "HV-gBJVBHMLy" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.countplot(x = 'home.dest', data =df_filtered)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + "plt.xlabel(\"Home Destination\")\n", + "plt.xticks(rotation = 45)\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Home Destination\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "id": "0T33yUZOGP4C", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 569 + }, + "outputId": "d24ebc28-dda4-4532-ad6e-176469ea0bb0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Seeing Passenger Count for Home Destination Column and Gender." + ], + "metadata": { + "id": "CfRKwH9KKVcq" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.countplot(x = 'home.dest', hue = 'sex', data =df_filtered)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Gender', loc='upper right', labels=['Male', 'Female'])\n", + "\n", + "plt.xlabel(\"Home Destination\")\n", + "plt.xticks(rotation = 45)\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Home Destination and Gender\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 569 + }, + "id": "zSrAFca5HcjM", + "outputId": "54d0d65c-ba80-4f4a-fa0f-c3864459688f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Seeing Passenger Count for Home Destination Column and Class." + ], + "metadata": { + "id": "yYGwkc2dLCsx" + } + }, + { + "cell_type": "code", + "source": [ + "ax = sns.countplot(x = 'home.dest', hue = 'pclass', data =df_filtered)\n", + "\n", + "# Adding values to bars\n", + "for container in ax.containers:\n", + " ax.bar_label(container)\n", + "# Remove the default legend\n", + "ax.get_legend().remove()\n", + "\n", + "# Adding Legend with new labels\n", + "plt.legend(title='Passenger Class', loc='upper right', labels=['First Class', 'Second Class', 'Third Class'])\n", + "\n", + "\n", + "plt.xlabel(\"Home Destination\")\n", + "plt.xticks(rotation = 45)\n", + "plt.ylabel(\"Count of Passengers\")\n", + "plt.title(\"Count of Passengers according to Home Destination and Gender\")\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 569 + }, + "id": "sQQZb57LKu_0", + "outputId": "ad578dda-c6af-4ace-d1cb-8e4ebba7d97a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing Pair Plot for this dataset with Survived as the Hue parameter." + ], + "metadata": { + "id": "3p-VhVN9LS9B" + } + }, + { + "cell_type": "code", + "source": [ + "sns.pairplot(df, hue = 'survived')\n", + "\n", + "plt.title(\"Pair Plot for Titanic Dataset\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "9J-i8xyXLPI8", + "outputId": "ec429416-2ca0-4f90-82f3-2ad16e634473" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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trGuRJB0zOF93Xzhen+xs0v97ea1+cclE/eHtzXptdbniSVN+j0PXHj9UU4cUKBhJ6PYXV2nqkAJNH1ao++avV3ljWJI0fVih5pwxSoakf68q05XTh2juK2vbfR/WBWCHyhpa9OXx/dQSTejj7fX6n3c2qzYUlc2QvjSmRP/9pZFqaInp3vnr9Nrq8r3L+MEZo3TuxAEqyPlcgC9ULX36jFV9PVwv2exWnz3jp1JgUE//rI9IZXUhrS4P6q6XV2tHrfV7mVyar59dNF6j+vjkdHbtJHh7TUhvrq/UbxZs3Pu3Pm10X/3k3LGHdDNkR21ITyzapr8v2d6m/3zn1BGHFC7eVhPSffPXaf7qCiWSpvxeh/6/k0fo/En9D2l5GyqadPsLq7RkS60kqX/Ao9vOHquppX4NLOza521qjmpdZVA/eX6V1lc0SZJGleTqngvHa0y/PPm9R1agdXttSP/z9mY9u2zn3m3alccN1tdPGLY34IF9tteG9PCbm/T8x7sUTVgPknx1xhB9dcZgDe7ib3dzVVA/fXmN3t5vf/r9WaN06qiiLv1uW1pa9FlNRD9+fpVW7rL26UOLfLrr/KM1un+O+vk7366G5qiWb6/XnS+t1vbaZkmt26ILx2ts/zzZbJ0Pt5Y3tOi11eX69ee2Q7efO05Di7v2Xe2qa9Zj723R35du3/vgySVTB+o7p47UoIKu/U5317fo5/PW6t+rypVImgp4nfrerKN00eQBKsg5tFBxJmlqientDVX66StrVNkUkSSddFSx7r5gfJe/9y+CLdVB/WLeOl0weaDeWl+pF1fs3tu3r54+RFdNL1VBeJdckTo5+o7q1DK31wT1xtpK/ebNjapvjslmSKeP7asfnT1Ow/gboFVdXa0+2tGkO17dqLKGPcf4+Zp7wTgN70d4tzOiNduU+/4ftOPE2/XeJ+X61X8+U1UwIsOwtnt3nDtOv3xtg7592gj5nHY9/eF2HTusSHe8tFrjBwR0ydRBeuWTXfru6aN03/xNmreqQvP++wR9tLNJd764WpurQ5Kkowf49bOLxqvY51JSUl3CqZxohb79z12yGYaeuHqM/Lvfk+eNH1kPNkpyDDtF8bN+qUZbjvLqt8n26vdl7Fiq5rFf0Uejf6AfvbbvHHFKab5+fvF4/fn9bXpy8VaFolaQ5+IpA/X9M0arX8CT8juIxRJaVxnUj59f2ea8/s5zx2n17gb9ZdE2feuk4TIMaWx/v4b3ydFPX16z97zxkSsnyO916kcvrtPWGmu/P3FQQL+4cKxKi3KU50297i+0hl3Squek9x6UWuqs8+HRZ0tn3C0VDkt367LSjtpm3fniKr21oUo5LocevmqKnvlop+avLt97vvi9k0t1kfMDFb7xfcmVI/+Jtypv9HnaUJ7QLfN26bNK6w1sY/rl6TeXjdOy9RW6f+Gqvcehp47uq2tnDtG9//5E150wTEu21Oi1VeW64rjBGtEnV/HmOl1VtFFa9JA0605p8cOybX5LMk15cvsq94Q79LfaMVpfa+rms8bpoTc26KVPdivWGlK9duYQDS7K0bZdZfpW6Q7Z8/OVXP2iHNGgNGq29NbPpfpt0vBT1XLqz/R2mU13vbF77/HaO//3FP3v8l367YLPVLff8cOPzx6rIreppVtDmrHxd8oZeaK0a7m07DEp1iLD4ZF70hUaMOVarW32q6R5o8KuPO3KHaffL9ywt78HvE599/SRaokm9OsFn+mCif30w8kx5e18W58Mvk63v7RMm6qs73Bcf79+duE4jVv7d5VP+a5+9soGvbFm3/WmG08dqfPHBeTa+a5y37xFqt8uSXKWTlfkSw/optdDemBWQHnv/1i2rW9LFz4ibV8srfiHFA9LDo80+Spp8AwZi/8gnXWv9N6vpA3/liS5So9TydkP6hvzmvX2Z9U6eoBf3581Sp9VNOr0sf1032vr9Oa6St1z4QQdPcCvvy7eqhc/2a0/XXusFm6q0Kuflun7Z4zSr99YpY931EuSBhV49bMvD9JR+fX607KELps29IDbV/Sstbsb9eMXVmr59npJ1t/n9nPHafzAXA3MP3IDvLvrQvp0V6PueXXt3uOAqUMKdM+F4zW2vz/NretZO2pD+seSHXuPdVx2m86fPEDf/dLII/pB+bQK1Wl7xKVnPtyiv7y/7xjz/EkD9L3Tj9LgnEHSb0us4O7ka6Tjb8q8e75Iv1C1ddzx75ului3WsIHHSOf8SiqZINl77x7zF01NMKKnP9yhPyzcpKZIXA6bobMn9NeVx5XK73Xq56+u1fubrHurffPc+v4ZozSuf55+9cZn+q9ThquhOaY/LNykV1eWtbn36Pc49cqnu/XT849WQ0tMb6yt1D+X7dh7vfUr00o1fXih/s9TKzS02Ke5F0/UA6+t05ItdZKkAQGP/s8Zo9TQHNXxI4p11Z8+UENLXEOKfPr9Vcfo7lfW7L3nE/A6deNpI+Rx2HXHS6slWeeb3zv9KP12wWc6bliRRpbk6s/vbtbvrjpGTy7epkff3aJgJC6n3dA5E/rru6cfpfc+q9aDb2zYe41t1tgS3XrWGH2wuVb3vrZOFY3W8fT3Th+piYPydedLq7WzrkXv33yq3lhXrXteXatd9dZ+d9qQAt194XiNKPLotbVVWrGjQU8t3b5v3zRpgE4f11cPvLZe//2lozR/dbmGFPo0IN+rvy7eqp+cO06PL1qvtzdY1/OLcly68bSRqg5G9PuFmxTwOvXfXxqpi48ZqML9rjPHE0ltqgqqqsn6u144ZaB+9cYGrdpl3YseVpyj288dp2eX7dC8leWy2wz98rJJCscSuv+19aoJRWUY0imj+uj644dqzjOfaFz/PN1+3tG65blP9XHrMdUxgwt08+xRiidNPf7+Vj3z0Y69ebrLjy3VlceVamNlUJ/uatDfP9im755+lIKRuJ5YtFWNYet3dtb4frp46iDd9PflaokldNqYvvqvk0cokUzqO//4WLWhKNeakZJhdurd25ll+vTpOvbYY/W73/1OkpRMJlVaWqr//u//1q233tpu+ssvv1yhUEivvPLK3mEzZszQ5MmT9cgjjxx0fY2NjQoEAmpoaJDfn50nAdV19brr1Q16eVVVu3HXHNdfc2aNVEGWfjZJitXukOOFb8rY/kG7ceYptyo6/b/l9mXvieu2mpC+/vhHey8C7W/uxRN02TEDDqsy2pEsXf33hic/0paqoO6+cIJUtV6af4vUb4I0/tLMDVJufFPa+B/p1NukoSfqt29+pupgRK9//5R0t6xnbFss/eXL0nH/nxWoPohFu+K66pVmffcYl2YO7N3+tqE2oTvfj+iXp3l0yahOBJ+2fyC9dY906WNWBd4sla7+21K7W56nvyKjYmW7cbGzf6VvrRqntzbU7B02qiRX/zipRsWvXN9+YflDtPjUv6ssWaCH3vhsb5hnf7+/cLDO3navXh92i771L+ui/VemWU/ePvPRjjbTzvvuifr64x/tDaLu79Frp+kv72/WLbPHaMzqB/Wf/t/SOxvr9i7j5xeN1xOLtu0N1O3v1rPG6J0Nlbrr/PG6/I8fqDYUlSRdM2OwTEl/+2B7u3m+fHSJfnzOWG2tada3nlymlliizXin3dAz/98MXfHHJfrqjCEqa2jRvJXl7ZZzyTED5XbY9Y+l2/X/zj9agwu9+sYTH+nzR6j5Pqee+6/j9eb6Sv17Zdnei9T7u3n2aH28vU5ry5t061ljdNM/Pm43TZ88t35x8QT1yXXr5uc+1bryDr6PL4/RgnUVumbGEBX4XP8/e3cdJld1PnD8O+4z676bbNxdSIJrcQ0OwVpKoS2F+g+qtFC8aLHiFJcixUOQQNxd1l3Hfeb3xySbbGZmkw1Zmd338zx5Wu6ZmT33zpx7j7znHLY2Ovnre5viXnf/BVN4bNEONiX4jNvPmcgFM4pR7l55NxyGZY/Dh/F1VQqnw0Uvgzl+Alqq6q3yu6KilfP+9W3c78Vm0PDWT+YyLPvA63+hUIjXVtbyuzfjy/7wbDP/vmI6QzIP/PMa7R7u+2w7/1laFZf2g/G5/OG0sRR0Y3WQihYXP395Dat3DaDt7VcnjebyOSXdWnm3rMnF+Y9/R9OuAc+9PXvVTI4a1b3f49Z6J6c/9DX+UKTTcZ1ayX9vOJzReZZufV5/VtsWC2B8b11dXNr5M4q4+YTR5KbwYOahLr/VbW7+/O5GPtnYGJd22WFD+Pmxw8myHthqMeXNLq54ellHkMze7pk/mXOnH/gkiB2NLs58+Btc/lCn4yqlgreum8uk4rQD/qxVlW2c++hiIvvci6wGNW//ZN4B34sikQivLK9Oeh965soZBxyk3+b2848Pt/Dysvh70KkT8/nTGePIthzY77TJ6efqZ5aydlen6N7+fMZ4Lj1sSPKV5lPEF1saueLpZXHH82163rxuLvlpqbGiUW88f8tb3Fz9zHJOGp/LlgYnn22KL9uXzi7hinlDGfHRZfhP/ie6rK4HMv3+IK+srOEP72yISxuda+Gxy6cxtBvPYDFwLdlWxwVPrYw7nmXW8s61MynMTuv9TB0ivVF+PS3VGF6ZT9vlC/liazM3vbom7jVF6QYev2w6Vz6zjBeuno1GpWD+Y9/xlzPHc90LK5lYaOW86cW8sbKaBy+cyq9eX82tp03g7Ee+IbTPg9CkVfHODfOot/uw6FVkaYL4nK00q3OY7F+J/uXz4jNpLSCw4EO0Tx0DnhYwZrD2tA848/mdner8p07MJ8+m56mvy+I+4qhRWdx3wVQy9p1IucvOJhdnPvQNzn3qAEoFvPbjufzsPyupaffxh9PG8e7aWn5x/Ch+8uJKXP4Q+VY9T142mTMeXdqxU8xuFp2a966fzZCctCTfwCAWDsKSx+Dj/4tPy58MF7wAaam78EZf9F/V231c8Pi3VOyqF//x9HG8taqmIxh9b384oYAFNX9FtfMzuOg/7FAN5+SndxII72m7TS1O47TJ+Qn7PkbkmPnhEcP4zRtreejiqfz1vY00OPz8/LiRXF1QjvW1+XDO47Eg27byuPc3n/oUH4Sm89mmJhZtjR+fWjB3CDeMD5Jd+T+itStR1KyEMx6EVy6BaDQWsHrZmyxqSWPBq3s+f/ufj+fllXXckqD+MCrXzBOXT+eouxbx9fUTKFp5J6x6If5Cjj+HyNTL8DRsZ1nG6dz18faOSel7u+XUsXy6qYHvdrbygzFZ/PSE0Zz1yGKC4c73AYNGxX9vmMdNr65iXU3nvqIss5ZFF1sxPX8ScZ0Yxgw8l3+E8T/nxFalnvUj8LbCutfj8zxxfmyFx9UvwfnPw4vnxRYd2PU5vss/Ysz922L/qVXxxo/ncuMrq9nS4OS0SfmcOaWAZ74p55sdLVw5dwhFGUb++t4mnlowg5tfW0O7J9jpzykU8PZlw0nTRfnzly7uuWAy6QNop5lUGf/d2eTi3EcX05bg+3n5R4cxuzSzj3LW877b2cKFj8eP/WaYtLz+4znd6vtLJS0uDw8vLOPf35THpR01Opvbzhz/vXYcGwgOefltr6JVncOji3bwxFfxdcwjR2Xxt7MmUPxAwZ6Dky6A4/8E1oK414tBrHo5PHXCnufzbnobXPMZZA3gBbMOUE88fwOhMP9atJN7P9kal/bMlTP5/ZvrqLXHj63ef8Fk9BoVre4Ab6ysZkVFe9xrbjh2BOtr7AzLMuEOhHhlWXXca06dmE+uVcec4Zn89o11tOwaZ93bI5dM46XvKjh7WhE3v7aGP50xntdXVHUEou7tphNGsaSshW+2x8ajLTo1D148lSueXsYls0sYmWOm2RXgoYXbO71v+pB0Tp2Yz1/e2xj3mWNyLSyYN7Sj7znDpOWOcyZy7QsriEZh0x+PZXWtm4ueWBL33kyTltd+PIdnFpfz3LcVcelHj8pmUrGNhz7fzr+vmEmDw89v3ljLXedN4tEvdnRM8t3bn84YzxsrqjsW1fjD6eNYcNiQjpV3y5pdVLd6ufaFFTx6yTR+8uJK3IHOY9EqpYInLp/BT19aSWm2iSvnDuXm19bG/a3SLBM3HDOCm19bQ4FNz1/PmsDVzy7vSL/xuJHsaHLx7tr4MZ8/nzGORqefhxfu4OhR2UwssvHg59vjXrdvm2pEjpmfHTuCQDjCL3flKd+m543r5lKQIn3Nonek3J6GgUCAFStWcPzxx3ccUyqVHH/88Xz77bcJ3/Ptt992ej3ASSedlPT1A5HdH00YtAvwn+X12L3hhGmpQu1pTBi0C6D47mHUnvhAoVRS2epJGLQL8M9Pt1HVHl/JEH2nzR1g4eZG5o3Iiq0a8tmfwVIQW1WxvwbtAgw/JtZZ/tXd0LSJeSOy2NrgYl2CDt+UF3DDO9dD9pjY6h77EYpE+fM3PkalKzmsoPdnQo7KUHFYvoo7vvPjChzAfJuSw2DIPPjgV7HVX0W3KOyVCYN2ATSL/s7VkztXpn8220rW4r8m/rD2CoYr6olGSRi0C3D7l01Uzf4jf1/U3HHshHG5vLmyc8PvsGEZbK53JgzaBbj3ky1cf/QI/vnZduqm3ohBp+34DLNOjUWvSRi0C/DUV2WcPbWIF76r4PUfH9Zx/MhRObycIOgQ4MMNDXgCYT7Z2BAXtAsQDEd5+psKTp2Uz7wRWfxvfeJn8durazl2bCxA0O4J8MSXZXHjFwDtniALtzQyY0h6wqBdgEe/2MEZUwq5YGYx/1q0I+Frmpx+Kls9tHuDtHniG84AT369k/NnFPPIFzsw6dQ8/uXOuNeYdWrUSkXCoF2Aez7eQoNzr+/KVRtbaTeRmhXgqE2cJpKqaXNz3yfbEv5e7N4gH23oXv2vss3HPz/dljBtR5OLihZvtz7P7g/z2vL4DhyIlR+nv3v17xZXIGHQLsBjX+6gyZn495zM8oq2hEG7AHd/tJXK1sR1z0ScXj/PflsWF7QLse2Vnv6mDHuS8paKXP4Q76+P78ABeGNlDQ5fMGHaYOXyhxMG7QK8vKySdl8oYVoiO5vdCYN2Ae77dCvlzQf2uw0EAryzpjYuaBcgHIny4MJtNNjjOxMTaXH5uf+TrXFBuwAObyjp8y+RqjZvl/ehZOeeMF/uIK+tSHwP+mB9XdyAb1dq270Jg3Yhdt0bktRNUkWzy8/f3o8PUgGos/tYXzMA20PfQ2VLrH9i5tCMhEG7AK8uj61G3nD4baiq99/3VuPw8+Bn8R3eAFsanNS2pfZvTBwazS0t3PFx4jp+syvA0rLmhGliD5W9EoWnhXZviAc+S/y8qW7zUtvuIxqFtdV2PIEwJ47Noa7dx7AsE+tqHGRbdGxrcNHo8nPv+VN49IvtcUG7AO5AmDdW1lBoM5Bu0uGI6MkI1jPc6EW/8I+JM+moJVK9MtZfAzgmX81di9vi6vynTc7nxSXxg4UAi7Y20+xKXM8Nh8O8t7Y2LmgXIBKFhz/fzi9PHA3A41/G2oXPf1fBmVNiwRgPXjCOBz7fERe0C+D0h3hvbQ1Ob+K/Pai1V8LX9yROq1sTW41XdMu2RmdH0K5eoyTfZkgYtAvwz6+baJgc6wf1R1Q8tdLeKWgX4PyZxTzxZXyQEsD2Rhd6jRKbQcO/vy7jgpmxyeYlOjfWL/8E5lwIBxIG7QJkffs3ThqiTBi0C/Dy0iq8IQUUz0Kx7ROYfBEsfXxPcOu4M2h2Bfjbos73+UpHkH8mGDAH2NrgorrNy5rfHY4i6IoFuSay8S2URGgpPQNPkIRBuxDrb5o/PXbeh4/J5fGvyuKCdiG2HfEry6o4anT8RNirpmeg//Kv8UG7AJ5W9OWfx3bGAxhxHKx/M3Ge178BI46P9W9v+zjWp7/X52jLF3L65HwAVAoFdXZvR3/g6ZMK0KqUHSvNnTWtiIcX7mBioY31tY64oF2IZfeub1oxeusIRcI0J+lHED3riy2NCdtw0Sjc+/FWqtsOrP2aaqpa3dzz8ZaEaa3uAF9tG7j1vzZPmBeXxC+mAbBoSxPObvSliAOk0tPqCSQMSAP4cmtz7Lr/bq928LrXwNPaSxkUKcHZAF/cER+0C+Czw8Z3ej9Pg0Sj059wXLAwzUBNmzdh0C7Awwt3kGvVk23RJQzaBXhucTnnTC1k7ogsXl+RuO3ywfo6jh2Tw84md8KgXYAnvypj6pB0si06ss06cq26hEG7AP/+poxzp+1ZpMLpD7FkZyuzSzN4dXkVc4Zn8uTX8WOXF8ws5tEk46ObG5yx8WJdbIGyc6cV8czi8o7qabMvwt0fxwc+A7S4Ayze3sytp4xOmP7F1iamFKcTicbyXm/3km7UoFIqEgbtAjy+aAcX7mpbADzw2TYadtU1g+Ew325v4bPNjUwpTuPr7S1xQbsQ68t/ZVklZ0wp4Io5Q7n3k8R9HWXNblDEgpVr7T48gTAFey2+MndEZsKFWgByrXsmDZ8zrZBnF5cnfN2qqnaK0o3o1LEwzO2NLqKAXqMi3RjbHVT6mkUiKRe429zcTDgcJjc3t9Px3Nxc6usTD4jV19d36/V+vx+Hw9HpX6prdSUf5AhFoti9qT24HG1O/AABwO9E4U/t73BNkiANgHqHD38wQeVP9JlXl1ehUMDcQhV8fAuoNDDtstj/9mcKRWx1VlsRfPJHJpvayTRpeWlp4s6BlPbR78FRDfNujG3Ntx/PrA+wrT3CgglaFH0UfH3xOA2OQJR7lx9g5+js62INw7d/ApHUuEf0l+evsmF98kR3E9m6zp1iQ6wqaI1vHO1m9lQmDZgFqGr1EtDYOgXjBMORuIHPmUMzWF6evBNoU52TNJOWdbV27EEF/tCezyhI0yedAALQ5PJj0qlZXdWOUrGnehgIxeej0/ucfrZ2cW6xGahmPIFQwnEJiDWqAruC/fLTDF02WJaVt+FN0DDbzekPoVIqKM0ysaE2+e9nQ62DeruPIUm2FGt2BTDp1Gyud6JSKjq2jNnb/q5psyuAZ++8+t2x7UCTaUwcMJQq+qL8+kNR1tcm/70sr2jD0Y1B80AokjQwHrqujyVi9wT3W366Y0tD8t+bwxvCnSD4oCtLylqSpq2vtRPuxqOjzRNidVXy72JNdTvtAyhwt8Xt7/Kelmiwsz/r6fJbn6RTFGKTPLpzvVYm6TyFWKDRvgEIydh9YVZWJL8nr6t24Aoc2Ge5/CHWdfHMWV7ehtt/YOfoC4YP2X2ozRNIGFQEscHdliQBTYlsSTJJBWITazyB1B4w9AfDHdtEJ/JdF/fLvtYXz9811e3oNcqkE6AAAuEIdk+QoHUIqrJF+/1MXzBMUxe/ybXSoS2AQFTJuiQDWgBfl6VW319flN9o3RrIn0wwHOlyMsiKyjYmFFpZXt6KUatiUnEaG2rtlGbH2k/lzW7ybHq21DsJhKNdltFVlW2o1QrC4Sj+cIRAGIzKEDTEr5C5m6ryGyiZA4AncxJra+Lv0ZEI+LroD61uS3x+Tn846WAswLpaO4Xpscm69Q4fVr2G9TV2hu9azS/TqGV1TfLn4ncVLvyBgVPvPWSCnq6DWuoTT57ur/pD/9WqvSY051j0lLckD9qze4O4VVbIGokrGGV5TfykVKte02U9dGuDi6J0A+trHB3lYXiGJlaWM4Z1WaZp3Ykmkvw57w9FcIaU4N5V58oaBbWr97wgaxR+tYWt+7SJ/aFwl+3qtdUOjEYjmoA9cfAMxCrGATfesLLLPp4WdwC9JtaHPCTDlDRIGmID9mPy4leOm5ijRlUbvzPUbsqKbyBzROw/gr4u8hyJpUMs8D1rVOfPqVzM9GIbAAVpBjbsFYysUiqo36uPKxqJ0uoOMDzbzIYu7uVra5yEFFomZqs7tkxOVf2h/HZXIBRiaXny9uv6GjuBUMptrntAQuFo0oAmgKVlrURSZOyju+zeUMIJ8rtVt6V2WTwYPV5+1Voc+7nula0eUO6VHo2AZ+AGkIuD4HdC3erk6VXfxQJ4B5neeP46faHOY3K77G+8cHefYE0XC+U5fCHUKiWBUKTL/lZ/KNJlnWpDrZ1h2Wa2N7oYX2ClPElAK8T6XHXqzjEM62tjbdNgOIonEE7YJjZp1V3Wkbc3ujpWex2eY+o0Jht77ibP/5KyVpTK5CGGLS4/Jq2KddV2ssw6SjKMXY4h19p9pO+1U067J9gxzuX2h3EFQqytbmd4trnLscDdbZQsi67LuurWeifFu9r7q6raGJoV6+NQKRW4/eEuxnz29D+oVUocXUyeqWz1kGXWdfz3tkYXTQ4/RenGjmPf7ey/fc2ib6Rc4G5vuP3227HZbB3/iouL9/+mfs68n21zjdre3fb9kLPmJ09TKEFjTJ6eAorSky+VbtCo0KqlKPcXoXCE576tYM4QC9Yv/hDrmJ5+JWhTZMsalQamXgZ6G6pPb+HooTreWllNa5KZYSlp9X9gxTMw80exIOX9KLdHuHupnxOHqhmW1ndlLduo5LzRGp5ZH2BF/QEERxjSYO7PYfsnyVc16Wf6y/M3ai1MnqjW4adzEL4rSGyLmyT8Ghu5Vl3SdItOjYoQVv2eZ3Gi+3pNu7dTxX5fWWYtgVCEPKsek0bZ6TPaPEFyutgOW6dWEo1Cnk2PZq+trnWarn/zVoOmy+3xcm162jyBuMblvnbn1e4JdLm9fGGaHn0XeVIpFaiVCuyeIDmW5Nc8x6LDolfTluTetns2ZJZZi0JBwr/Z5gl2ucW4Tq1Eq9rrfRo9KLuob3VVl0kBfVF+VQoFedaufi8GTN2o42pUSgya5L/VrupjiRi1Xf/urYbuTejJ66JsqJUKDPv5e/sqyUh+P8nt4rediFGnJr+L/OVa9N3OX39m1nX93Rl1qXWuPV1+04xdXy+T7sDLaXFG8nIYWwn9wOpqRp2y69+sVdf5Ht4FjUrZ9b0oXY9+P8/B3bTq/dyHuii3+9rfdTXrD/we1NX9R6NSoD3A8+uvVEpl0u3UgaQTffqDvnj+FqUb8YciWPRd/8aMOhXqoIdIxvD9fqZOreqofyX+m7J9nAAVkS7vR6XpqbVtd1+UX4WtGNorUSuVndqf+ypON1Dd7qUww0AoHJtwlmvV0+aOTUTJtuiwe4Pk2/SolQpyu3gO5lkNqHZNgNapVagVEUJRJZiyk74nnD4UHLFVjDSexoTtaa1a2eWmVsnu6wa1stOqOvvKtepw79oZw6BREY1GybXGVl+D2MSErp77xTYNanWK97P3BLW+6wUNDqB/rj/pD/1XxXvVC+3eINnm5H0gaqUCnSIMnhZ0yih5CcpUNBrtsh6aa9XR5g6QY9V19BO3+SKxsuxpie02l4zeBsr9tKE0CtDvCnb1tHTuI/G0oIoE4sq19gDqD6FQiIh6P3VolQ6tEnK66LvTqvbccxy+YJf9fHm7rtW+Gt2RLvt+omlD9kz4Vif//E7plvzY9dr7c2zF1O/akafNE6DAtqcepVB0bp9pdvVdtXkCXd7Lc616VJEg9e5ol/XmVNAfym93adVqirvYTjnPpucAm8IpR6Ggy/JWlG7oMoAolZn204+WaU7tsngwerz8RqOY9tOnl2XWgWKf1+gshzYfIrWptLHnczLWIlAPvj6O3nj+GjSqhG3Etv2MO+6u22SYktdXd489avbTX6xVK8npsr2pp90TINeqo7rdS3YX45galSLu+b532zTZ+UaJdllHzrXqaPfuqiu6O9cBFbv+RjL765u2GjT4QrG+G6c/ROt+6phGrYrQXgtxaFQKdLvaJDqNErVSQf6uceauxqxyd7VRAuFIl8/PXKu+YweD4nRjx4Ii4Ui0y/Grvfsf1EoFKmXyzogssw7nXjsy5lr0mHSqTgsgDMnqv33Nom+kXG02KysLlUpFQ0NDp+MNDQ3k5eUlfE9eXl63Xv+73/0Ou93e8a+qKvEW0akk3aBkRI45Ydq0kjTSdH2zguShErWVxLZkSpQ2+hSC2oxeztGhNbEoLelD5rzphWSYpEO4v3h7dS017V5+0PIc+O0w45o9W1ylCo0BZlwFagMnlt9NNBrb4npAqPgW3v0ZjDwBRp6435cHw1F+/pkHm07BBWP6fsXkk0vVDE9T8ovPvTgDBzCLvmhGbHu5z/+WEtuv9Jvnb864pIG44UkX8dKGzrMun1ztxjnlh4k/S62jyTyaIZmmpA2lBTOyyNvyPFfOyOo4tqHWwbSStE6ve3NlDceMzkGdpEFwxdyhvLWqhh8eUUpO3Re0ewIdn9Hk9JNu0nRsf7KvMyYX8PHGeq6aV8qf39uz4nCifOw2PNuMVa/mzCnJA50vO6yEd9fUUtXqYVRu4nrI5CJbx0p+Dm+IBXOHJHydQgHnTi+ips1LVpKOyZPG5/Ll1ibeXFXD5XOGJnyNWqlg5tAMhmQak27tffrkAj7aUM9lhw2hyenjrATn2OT0k2HSJB3wPm96UedGtykbJpyX8LUYM/asqpKi+qL8Dsky8cMjShOmKRRwwYxiVKoDDybLMKk4b3riAWOTVsXk4rRu5c+iV++3/HTHkAxj0gGyk8bn7jeAal8/GJ+f9H5y1eFDKU478ODdLLOOqw5P/F0AXHNEKTnWgdMhaTWou7yndfe76Gs9XX7TDBpKk3RGzSrNwNKNQOcZQzOSTuC4cGYxOeYDu/YmnY5LD0v8vAH44RHDKM44sA60gjQD13RxL7pwZgmqAwwCzrXqu7wPTSpMPlFoX+kGDVOS3LdG5Zo7tuc6EMNzzEkDsM+cUki2JbUHDLMtuqTPE41KwVGjkgeX9bW+eP5OKrRh0KhocPgZmpm4w35WaQZ6tYrML35NeMwZ+/3MNKOSs6cmrlNadGrG5cevWicGn8w0Gz+el/h3olIqOGVSF0Fj/VBflN9o3gRw1GLSqbhwVknC1+jUSqYPyWBno5vjx+QSJcoTX5cxc2gGq6rasBk0HQGtpVkm3l1dw4+S3EMBLp8zhOUVbRCNoI74CRpzqA9b8c26IfEbVBpUo06Cta8AkLnuCW6YnRb3smXlrRwxIivuOMQm8CULrtVp1Vw0O/G5A1xzeClPfBXbUefsqYV8sL6OC2YW8/aqWCDxHR+Xcf2RyQeZL5ldQppp4NR7DxlTDow/J3GaIR2yE2+32l/1h/6rGUPSO+rFdm8QrVqZtH53+oRMsra/DpXfYTYauX5GfFvmf+vrOWtq4vuoSasi16qn1u7j4lklvLkyVh6+rlPinXUDNG+FrJGxAO0EXFOuZq1dn3QS3tzhmZjCDnA1QtqQWPmffsWeF6x/k2yNn2tndu5jzzCoOWda4ueCWadmXIGVsX/+HI/KAvlTEr6O3PFEIyFs7RvIteqxGhK3J86aUsCnm2JjjK8tr+7yvnflvFKeWRzfl/7kKieuWTcmfpNCSWjihbG+a4CW7ZA3KfFr8yfHrjnAhHNg8wf7fM4F/PubciC2ZfS4AmtHf+DSstZOk6BXVbZx+uR8vtnezDFjcpJOiLh+to2oMZ21dZ5uT/Ttb/pD+T0YZ08rJFmMyDVHDGNoZuI+ilQ3NMuctL2tVJD0vjUQWPQq5gzPTJhWnGEgM8WD6A9Gj5ffQGwL+cOT1DGL0ndd97tH7jmYPwUMib8nMUill8DcnyZPn74A1FJ+e+L5m2nWcsLY+HihDbUOphanoVElfpBeNLN4V/CoIunY4wnjclm0tYltDU4mJumfHZ1rYWuDk8NHZCV9Zl88q4QP19dj1qnZ3uhCr1Yl7XM9eUI+n29u7HTspPF5LNzcyIwh6dS0ezk6QZ/lxxsaOHNK4uejRacmw6Tr2GX0rVU1XLxX+7jQpuPqJOM8SkVsLPkfby5LmF6SYaTFFdsB7vI5QwmGI1S1eilKNySdIHjOtCLeX1fX8d9nTC7o+A4MGjXThqRz+uRCPtvUyKmTEsf2AZw/s5h3VtfyxorqpO19g0ZFcYaBylYPWpWScflWNu61M0VZkytpPF1Vq5sjR8aeDYu2NnHCuMRxaZkmLUoFHSvymrQq8mw60k3ajpXyNSpFwu9NDG4pF7ir1WqZPn06n332WcexSCTCZ599xpw5cxK+Z86cOZ1eD/DJJ58kfb1Op8NqtXb6l+ryMtN5/JJJcauUDM82cf/8CWRnpvdRzg4NVeYwohe/CuacTsejBVOJnngburScJO9MDZlmBf++YmZcgMfc4Zn86MhhpBlTu7NkoPAFw9z/0XpmqndQGq2JrehqTtEHr9YEM6/BatBxgmIpT365nUZn8i0iUkLtanjpfMgeA7N/QpdLs+zyt+/8rG+OcMM0LXp1309wUCkVXD9VS7M3yq8Weokk27Nhb5MvgtIj4I1rYPtn+399H+o3z19bAcFL3ooNHu0lVDyP2sk/Y1RhVqcG3sJtrbSMuYTwqFM6f47WjP/C13lgmYd/fbGDe86fjHmfwNnjR2dyeakD/Vf/4JIhbZw4Og2Ap78p48bjRzE8u3PQ0MItDfzr0ulxjZyTJ+Zx9OgcFMCMAi3W/13PvAwXvz5pTMdnPPT5du69YDK2fVb5nFWawYnjcxlfYCXXquPjjU1ArPGQbtBwx7mTOrZB3K0o3cAjl0xjZ5MLk07FzSeO6jTDUKmAnx03gvH5ForTdDy6aAe3nDoubpBmWJaJm08czVNfl3HYsAyO39XY2TdoSatScs/8yTQ5/Nz/2XbuPG9yXOfkpCIbNx4/ilyrjlWVbeRYdJw5uXPjVK9Rcse5E9GqlLy2vIonF8xMfD3G5RIMRyjJNGIzaDlzSkFcR6nVoCbdqOXpK2fFfcbc4Rn89NiRHdsoxk7CBMf/AYoP6/RajJlw2TvQ1UrPKaCvyu+s0gwu2achrlUpufPcSaR3c2JTusnAD48sZe6+37Vezb+vmEmmuXvPgeIME3fPnxxXjovSDTx6yTSGZnVvUKXIpuXfV8yMC96dUpzGr38whtxuBsamGVQ8fPG0uCDI0yflc8qE/G6vFDYkw8ivThrdqVNKqYBfnDAyadBmqhqSaeKhi6clvKfde/4USg4w4LO/6OnyOzTLzL8unUbhPisEjcgx849zJlLUjeuVZVTw1IKZcc/TI0dlsWDuUMyGA28XZZrV/O2sCZ2e6QoFXDlvKJOLDzxAFmDOsEwuOyz+XvSPcydR0I0geKNWzbVHDUt6Hyrsxmflpxm49/zJDMuKvwc9dPG0Llfxj/ssq54Xrp4dFwwyc2g6vzxxFAZNagWr70ulVHDe9CJOm9R5RRSDRsW/r5jZ5erMfa0vnr9ZFgVPXzGTZxeX85czJ8StXDkyx8xtZ00g06hCOfkiAqbkHeu7ZZqN/OSY4Rw2rHNAjtUQ++1nm/t+EqXoe2q1mhPH5TB/Suc+Pp1ayWMXTSDDmFrd3H1RfsOmPIKXvElW2QdcOruEY0Z37rMyaVU8uWAGLy0p55FLpmHQKFle0cKtp47l+e8qSDNouP+CKTz3bTn/vmImi7c1ctcn2xhbYOVHRwzr1M2iVir40+njyDRpmVqSBkoltlArDy5zc8dH2wiOn09g7NmdM6gx4j//P/i1aUTPeSK2omTTZuYp1rNgRucAiteWV/Obk8fEBfbnWnU8c+VM8mzJ68b5Vh23nzMxrg5w+Zwh5Fr1LN7RwpzhmRw5KpuiNAMzhqTh8MZWzFm4tYmROWZ+PK+w0/lqVAruOms0uXK/Ssxgg2P+L0F7OAMueS0WrJlC+kP/Vb5Nz3NXze6oFz/4+Tbunj85rr04o8TKr6eBcd3zse28N73LqAwVvzk6v1Pb7dNNDVw8q5gjhnfuC7Pq1dx7wRQeWbidMyYXkGbUsq7GzqhcM0eOymF12omEx50D3/wTznoUtJ3buYHhP2BDwXzu/Hgrj106PS6ofnSuhWuPHMb2QAb+2nVEz3wY/LsG0KdeGvtfVwOqym84Z4yB08ftqSvs3LKB645OXH94+oqZ5BrUXDSjEJt9M5z0N8gY1vkippcSPfkunBkTMFQuYpS+nfsvmBoXPDG7NIOTJ+bz3po6si06fne4hfHaBn5ydOf7nkqp4JZTx1ASLOfOcybGfY5Fp4YRx+GZfEXnfKh1eM58iqc3hGg647lY/9E3/4Tj/xSf54xhsePfPQon3gY7v4CAq+NzImc/xqvbogRCEdRKBb8+aTSLtzfz1BUzsBk0vLikEotezQMXTSHbouP2D7Zw7ZHDmVqcxpsrq/nLGRPidh5ZMDOP2QVaXt0a4ZFLpnW5Yl0q6A/l92CkG9Tcc/7kuIUhzp9exOEjEwcZDhRHjcrmvOmd+011aiX3XzCFdGNqt0W7Uphu4u9nT2B0bufVXPOseh6/bHq3+xUHgh4vv7pMClU+bjtrAmPzO1/3XKuOxy+bTqlVA7722MGMYXD2v1Ju5wDRC0oOg5n7LPaj0sDpD3S9S8EA1hvPX4tew5/OGM+Ews6fnW3RYdSqeOjiaXFjqyeMy+W0yQXc+8lW8q06Hr54WtzY4+QiG/OnF/HfNTXkWHT86YzxceMdxRkG/u/Usfxr0U7+s7SSO86dFPfMPmNyAZlmLTefOIo7P9oCwIOfb+fBC6fG9blOL0nnjCkF/Hd1LRBrb/7fqWP5eEM9RelGfn78SP7wznp+m6BNvLy8lWuPGs68BGOaT185k+Xle3Zr2NrgQqVUcOmuMbaRt37MsWOyOXda/HP3gQunkm5QMW/ysLhnU75Nz1/PHM8jX2zngpnFeANhhmWZOXJkFo8sjI2P77uw1LwRmcwbkcmnm2LBydOHpHHziaM77RQ/LMuETqPkF8eP5PPNjfzu5DGdFqNRKODKuUNpcQWoaffy6aZGjh2dExcYa9HF6lGPfrETo1bFE5dP58HPt3U6P5tRw0MXTU0YTzerNIObThzNuHwrr6+oZv70IiYXdR4/yDRpuWv+ZB78fHvH9b7vgikYNCoeWbgDSI2+ZtE3FNHogUT99C+vvPIKCxYs4LHHHmPWrFncf//9vPrqq2zevJnc3Fwuv/xyCgsLuf322wFYvHgxRx11FHfccQennnoqL7/8Mn//+99ZuXIlEyZM2O/fczgc2Gw27HZ7yjTikqltbqO63UdNq5shWWbyrTrys1I7aHdv4eYdKNrLULTXQM4YwqY81Jmp1fGXjNPrpckVZmezmyann3H5FtJN2pQLDOhtvVZ+o1Hue/51Ht6o5Y60dymcdcbA2B4lFMC1+k1uqjueY/MD/POnF4IyBbfCrfg2FrRryYMTbgPt/gMVnlsf4A/f+LhyooYTh/avgZfl9SHuXRbg2ilafjv7ACp34SB88XeoWwPn/RvGnt7zmTwE+vL5GwwGiTpqUbTuJOKsR5EzlhZlFovrYXy+FY1aycZaO/5gmIlFaRjUSixRJ6ZgK4qG9USN6bgsw2mM2tBpddS0+3D5QwzLMlPT7sHu8jAmR0+mSUtauA3q1xJCiadgLs0BNZtq2siy6CnOstLkClDe7CE/zUCuVUcoHEGtVLK9yYXdG2R8gQ21UoFSAWYNmEJtWMLtKJo20ZJ/JG1RC41OP9VtXkbnmbHqNVS1emh2BRiSaUSpVGDVqdFrFXj8UTbW2VEoFIzMsaBRKQiFwxi0ahocfnY2uynJMFKQZkCvVtDmDREOx7ZKdgfCbK13olAomFBopdHhxxsMMz5HR5M7SE2rm9LcNNq9IarbvBRnGDHr1OxoclGUbsSq1xAIhVEpY1v0GbUqtjW6MGpVjMyxEI1GUakUNDn9NDp8jMyNnVejw8ewbDNqpYIt9U5mDE0nGI6yvsZOcYYRk07NxloHBo2KoVlGVEoFTn8QnUqFSgkalYqadi/NLj+lWSYUgFqlJBiOkmHUkGXW4Q6EcPlDtHuC7GhykW3RUZRuxKBRkW/V0egKUNbsptHpZ1SumTybnkxTki1uXE3grIXGzbEtEjOGxYJ2D2AyQSrpzfJb3ebG7Q+zprodgya2qo5FqyTHduBBaXurbHXT5g6wsc5JtkXHsCwTORY1Zv3BNabLW1zU2/2UNbspyTBQmGY46M71QCBAtT1ARauHeruP0blmsiy6g64PNrncOLxRttY7sfuCTCq0YTWoKUo/uM+rt3tx+UOsrbYTjcKkYhtmrZr8LrZ0TGVlzS7q2n1UtHoozTKRZ9MzNDP16+Y9VX7Lml3UtHmpavMybNf1GnIQ18vhddPsirKjyUWLK8C4AivpRjXFGd0vV/XtbtyBCOtrHQRCESYVpWHWKSk8iDLQ5PTR6g6ytrodvUbF+AIrWWYdVkP365F1di9NDj8b6xyx+1C2iaI0I5outjlLpqrVQ227N3YPyjRSlG6kZD/bmiUSjUaps/sob3bT4PQxKscSe951sS1zqmn3BGh0xq57mkHDiBwzuRb9QV33vtJbz9/d/RO1di9mrRpPIPb/i9ON5Fh12HRKLP5GgsZsjMYDL09VrW5a3AE21TnJsegozTKRbdZgMQyc35n4/lpaW2nzw4bqVsx6DaPyrNgMKqzm1O6z7a3y6/b6ULsbUKr11IXNtHuDbKx1kGnSMizbjDsQxKjVYNAoafcE0KhUVLd50KiVZJq0OH0hsi06sg3Q6AqyoboVvUbN2OIsvIEIa6rb0aiUTCi0YtIoCUViW3Va8FLjDLOpOciIbBPZFh2WqAu9v5lI3ToUhjTIGYMnoiXDvTMWUBf0QON68LtwFB9Lc9jMujonOrWK4gwjdm+AwjQD7d4gZc1uCmwGSjKN5HcRtLtbm9tPizvIploH3lCYyUVpKIiyptrOsGwzCmI7aKQbNaSbdNQ7fOxsctHsCjAmz0KOIYrdF2F9dStatYqxBWlYdCoybAOgL7An2avBWQ8NG3a1h0dAWgmoUjvwqq/6r0LhCA0OH9sbY7/NCYUW1EolFS0emt1+RudayDVEsLZvReOsgIzhNKuyqQ/oKLUpaPcr2VDvQqHSMD7PRIZrG15TIY0hI1sa3GSatORaddS1eynIMEEUNtY5KMkwolYpaXT4GJ2tpyBShzrsQeFsJJpWDI4aop42QjnjqfabqPVpGZJposkdxmrS0ej0U2/3UZJhJM2oocUVoKrNw7wCJTlqN4pwgIinDVCgNKZBw0YiGhOh7HG4MNLqi7Kx3o3NZGBMlpmgSkWrZ5/6g15FtStIptpPeusqlEEPyrwJKNyNRFt2gK2QsKWQ1qgFp8IKPjt5Gg9uhYF2LFS2emn1BBmVa8GsVbG2xk6uVU+hRU1uqAZN0zra8w+nDRtrq9tRKRVMLLSSqfZjqfuWkDGbWvMEylo8NDj8jMmzYNGp0CtCmFRBtP5WVPVrURksRLLGst6up9IRZmqRmRzaUDRvQRUJoModi8LdjKK9HEVaCWiNRB21sW22tWYI+6BmJegsRHLG06rMYHGVD5VCwdAsE6FwmDSDhmg0gisQpdHpx+0PMbnYRjgcocHupdXlZXxRJu3eEC2uAAXpBipa3PiCYSbm6rGoQziDCoxm6wHdX1NNKo3/NjndOHxRNtU5Yt9jURpmnapbk2FTVXWbG5cv1vdn0qkZm2/FqleQbRn4517R4qLBEdjVh26gKN1A6SAM2k2kR8qv3wPBMBV+JQ0OPzuaXBSmGShONzDUqkFRtwxadkBGKdiKY/WYVBwzFT3PUQvedqhdGduVIG8SmLJSb5feHtKTz99mp5+adi/bG51kmnVkmrSYtGrcgRAalZLqNi8tbj9j86wYdSqanX6yLDoUxIIvPcEIZc1u6uxehmWZgSgtrgDDss14AiG0aiX+UASnL0Rtu5fCdAMFNgMuf5At9S5yrTpyLDrUKiXbG104fCFG5phRKmKLNqhVsLPJQ5PLz4hsM5lmDaCgps1Lg9PHiGwzNoMGTzDMpjoHOpWSYTlm6tp9WPRq9BoVFS1uhueYMWtVKJVK6u0+tjY4ybXqKc4wYtAoCUVi+d7a4CTHqqM43YhWpUShgHZvkE11DjKMsX4Alz+IWqVka4MTrUrJpGIbLl9snMeiVzM6z4JFp8QTiOILRfAHI3gCYWraPBSkG7AZNNS1eynJMBGJRllV1U5Bmp4hGUZc/jA17V6K0w00OPy0ewKMzLVg1Koob3bT7A4wKtdCQZqenAQ7O3j8IVrcfjyBMM2uADaDhooWN8FwlImFNkw6Fc27zjPLrCXDqMWgVeEJRNja4CTDpKUo3cCORhcqlYLSLBN6tQq7N8jmeicmnYridCNOf4iSDCOBUIQ6u5eKFg/FGUbybXrUSgUbau3k2wyEI1GqWj2MybfiDYbZ0egix6qnwKYnGA6zvtZJmlFDcboRi15NIBxhTbU9ZfuaRe9IycBdgIceeoi77rqL+vp6pkyZwgMPPMDs2bMBOProoxk6dCjPPPNMx+tfe+01brnlFsrLyxk5ciR33nknp5xySpJP7yyVGm5CiM56pfw66ljx2h2cv+04zkgr4/y5Y2Mz5waKaISvVq7jkdqR/DP3f5x56c8ge1Rf5+rARKOw8ln44FexlXaPueWAgnb/synA7770ccowNZeN759blnywI8jzG4P8fLqWG6frUOwv6C8chK/vgfJvYqucHHFTv+9QkOevEKlLyq8QqUvKrxCpS8qvEKlLyq8QqUvKrxCpS8qvEKlLyq8QqUvKrxBC7JGyU5lvuOEGbrjhhoRpX3zxRdyx+fPnM3/+/B7OlRBiUAm4YcljlC96jh+5f8sIc4Bz5k2k0z5jA4FCyeHTJrE22MZvGo6j8KEFzJh7LBx+E5gy9//+vmKviQXsbnkfRv0AZl2734DqcCTKvcv9PLwqwIlD1Vw6rv8GYJ8yXEMgAv9cEaDOFeUvh+vRq7v47ak0cOSvwfYfWPg32PE5nP7P1AnCFkIIIYQQQgghhBBCCCGEEEIIIYQQYgBI2cBdIYToM/ZqWPk8LHuCle5MfhS+BZ3RwE1zDagHWtDuLgqFgh/OTKdtiY/L2n7L/d/+i5OWT4BpC2DGlZA9uq+zuIejDr57BJY+DhojHP17GDJ3v2/b3BLm9195Wd0Y4aKxGk4frt7/KrZ97KyRGtL1Cp5aG2BVY5jbj9QzI6+LR7tCCVMugbyJsPgheHQOTL0U5v4MMof3XsaFEEIIIYQQQgghhBBCCCGEEEIIIYQYpCRwVwgh9icShsaNsHMRbH4fKr8FtZ6mklO4YPM5lNpU3DRTh1XXv4M8vy+tSsEvZ+l5dJWSa+tv4ExjFTeufILSJY9C3iQYezoMOwYKpux3ZdtDztUUW0F2w1uw7WNQ62DsmTDhHNCakr4tEo2yrC7MCxsDvL8zRJ5Rwa1zdIzJVPVi5r+fo4rVlNqUPL4mwHnveDi6WMWCCVqOKFInDyTPmwRnPgSb3o1dsxXPQOlRses14gSwFfbqOQghhBBCCCGEEEIIIYQQQgghhBBCCDFYSODuAYhGowA4HI4+zokQA5fFYumR1U27U34V7iaU9goUrgaUjmqU7eUoW7aiatqIIuAiqtISzhlPeMaPCRUdRq1bT3BjmPkjouiifny+Q579funHE6JMyFDw5o5i3vH/hWlWJ0c61jPli48Z9tkT5KjdaLJHEM4aQyS9lIi1kKg5j6ghk6g+jajOAioddOf7DgdRBFwofG0o3E0onLUo7ZWoWrahbFiLqr0s9rKMkYSmLCA05MjYarshIOQhGo3iCUGzF2pcUXbYYX1LlG/rorT4INcIl4xWcGQhqJVBfL5gz1y8HpKjhd/PiLKkXsGH5WGu/J8XqxZm58GkLCUj02BiloK0fYPLh50MJceirlqMuuJLlO/9AkU0QsRaRDh3MoHJlxEumbffv98fyq8Q4uBI+RUidUn5FSJ1SfkVInVJ+RUidUn5FSJ1SfkVInVJ+RUidUn5FSJ19VT5FYeeIrr7riiSqq6upri4uK+zIcSAZrfbsVqth/xzD7T8apQQuLXrv7+lOYw/vOe/K5VF3GC5B23UT36k4ftmNeUEUVOrKujrbBwSJeEqFAyMx2EUqFXmE1J0XvV4XGgjd7j/3OV7bToFQ9KUHf/92oYg57/u3e/f7OvyK4Q4eFJ+hUhdUn6FSF1SfoVIXVJ+hUhdUn6FSF1SfoVIXVJ+hUhdUn6FSF09VX7FoSeBuwcgEolQW1s7YCLSHQ4HxcXFVFVVDciCKueXmnqqfA208rvbQP0dDNTzgoF9bgO5/Kby9yZ57xuplveBVH5T7donMhDOAeQ8eksqlt/+fk27ksp5h9TO/0DMeyqW30RS+bvpKXJN4g20ayLlN/UN1nOX866isLBwQJTffQ3W7/ZQk+t4aPTUdRwoz99DYTD/VuXcU/PcU7H8pvL1PhByfqmtN88vFcsvDKzfgJxL/5QK55JK9dvBTt3XGUgFSqWSoqKivs7GIWe1WvvtTeRQkPMTMHDL724D9XcwUM8LBva5HWr9qfym8vcmee8bqZz3Q6Evy+9AuPYD4RxAziNV9Ub5TeVrmsp5h9TOv+R9//rq+ZvK301PkWsST65J16T89r7Beu6D+bx7atCyv/RfDdbv9lCT63hopMp17C/l92CkyjXuCXLug/Pc9yX9V9+fnF9qS+Xz663nbypfo33JufRPA+lcRN9R7v8lQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKI70sCd4UQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE6AUSuDsI6XQ6/vjHP6LT6fo6Kz1Czk8MBgP1dzBQzwsG9rkNZKn8vUne+0Yq5z3VDYRrPxDOAeQ8RHKpfE1TOe+Q2vmXvPdfA/38DoZck3hyTfqnwfy9DNZzl/MeuOc9GM6xN8h1PDTkOva8wXyN5dwH57n3hYF+veX8UttAP79DYSBdIzmX/mkgnYvoe4poNBrt60wIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCDHQyYq7QgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL0AgncFUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCiF0jgrhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQvUACd4UQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE6AUSuCuEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghRC+QwF0hhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIXqBBO4KIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCNELJHBXCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQoheIIG7QgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL0AgncFUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCiF0jgrhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQvUACd4UQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE6AUSuCuEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghRC+QwF0hhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIXqBBO4KIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCNELJHBXCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQoheIIG7QgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL0AgncFUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCiF0jgrhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQvUACdw9ANBrF4XAQjUb7OitCiG6S8itE6pLyK0TqkvIrROqS8itE6pLyK0TqkvIrROqS8itE6pLyK0TqkvIrROqS8iuEEHtI4O4BcDqd2Gw2nE5nX2dFCNFNUn6FSF1SfoVIXVJ+hUhdUn6FSF1SfoVIXVJ+hUhdUn6FSF1SfoVIXVJ+hUhdUn6FEGIPCdwVQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEKIXSOCuEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBC9QAJ3hRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYToBRK4K4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCFEL5DAXSGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggheoG6rzPwfYXDYf70pz/xwgsvUF9fT0FBAVdccQW33HILCoUCgGg0yh//+EeeeOIJ2tvbmTdvHo8++igjR47s49z3snAIHNWw7ROoXwdFM6D0KLAVg1JiuIVICZ5WaK+Eda9ByAcTzoXMEWDO6eucCSGEEH3D2QDNW2HDW6A1wcT5sfqtMb2vcyaE2C0cAns1bP8Y6tdD0SwoPQLSSmBXu10IkUI6+pf2KtPDjow9f6VMCzEwtFdB1VIoWwSZw2HMaWAtBI2+r3MmhDgQjjpo3ACb3gNjJkw8F6xFoLf2dc6EEAfL2xZrV697HfxOGHcmZI8BS25f50wIIYQQA4mzHho3w8Z3wGCDCeeBrQgMaX2dMyEGpJQP3P3HP/7Bo48+yrPPPsv48eNZvnw5V155JTabjZ/97GcA3HnnnTzwwAM8++yzlJaWcuutt3LSSSexceNG9PpB0tkYjULtKnjuDAh6YsdWPgs6K1z5PuRN6tv8CSH2z90CX9wOy57Yc2zZkzD8ODjrEbDk9V3ehBBCiL7grIPXr4KKxXuOLX4A5t0I834Oxow+y5oQYpdIBGqWw3NnxiaeQawtqk+DK96HvAl9mj0hRDdFIlCzAp4/E4Le2LGVz4LeBld8IGVaiIGgZTs8fQq4GvYc++wvcOF/YNjRoNb2WdaEEAfAUQMvng8N6/cc++puOOnvMPUyCd4VIhV52+DbR+DLO/ccW/4UFM+G+c+CNb/v8iaEEEKIgcNRCy9fCrUr9hz7+j445v9g1o8keFeIHpDyy6wuXryYM888k1NPPZWhQ4dy3nnnceKJJ7J06VIgttru/fffzy233MKZZ57JpEmTeO6556itreXtt9/u28z3JmcdvHLJnqDd3fwOeHVBbKUyIUT/1rylc9Dubjs+i62kLYQQQgwm0ShseLtz0O5u39wPbWW9nSMhRCK726K7g3Z387XD61eCq7FPsiWEOEgd/Uvezsd9dnj9CnBKmRYipXnb4N2fdw7aBYiE4LXLwVXfN/kSQhyYcBC++1fnoN3dPvp9bCBeCJF62io6B+3uVrUE1r4Sm1wnhBBCCPF9hMOw6oXOQbu7Lfwb2Ct7P09CDAIpH7g7d+5cPvvsM7Zu3QrAmjVr+Prrrzn55JMBKCsro76+nuOPP77jPTabjdmzZ/Ptt98m/Ey/34/D4ej0L+W5GuM7XHdr3Qme5t7NjxA9ZECWX4CQP9bpmsx3j4CrqffyI4QQQuylT56/rkZY8ljy9GVPQSTc8/kQIsX1ePl11YM7SXuzeWvyNCHEfvXN87cB3Enans3bpH9JiAPUb/uvPK1Q/nXitKA3tl2mEINcvy2/EHtGL/938vQNb/VeXoToh/p1+e3KyueSpy19TCbEikEhZcuvEELKb6pwNyZeRG63VS/1Xl6EGERSPnD3t7/9LRdeeCFjxoxBo9EwdepUbrzxRi655BIA6utjqwDk5uZ2el9ubm5H2r5uv/12bDZbx7/i4uKePYnesO/qRvsKB3onH0L0sAFZfiG2sonfnjzd74SoBCcJIQ5cNBrlP0srqbfvp44gxAHok+dvNBzbPSIZbytEZcURIfanx8vvvqty7kvaokIctD55/u63f8nf83kQYgDot/1X+3sud1X/FmKQ6LflF2Jt4KA7ebqntffyIkQ/1K/LbzKRCHhakqf7nYD0f4mBLyXLrxACkPKbMqKRXfWKJGSyvhA9IuUDd1999VVefPFFXnrpJVauXMmzzz7L3XffzbPPPnvQn/m73/0Ou93e8a+qquoQ5riPWPJAqU6cpjWBMbN38yNEDxmQ5Rdi5XT82cnTR/0ADGm9lh0hROp76PPt/O7Ndfzq9TVEo9G+zo5IcX3y/NWnwYgTkqdPOA9Ump7PhxAprsfLr7UQlKrEaTqLtEWF+B765PlrLeiif8kMxqyez4MQA0C/7b/S22LlPJm8ib2XFyH6qX5bfiH2LB56ZPL0Maf2Xl6E6If6dflNRqmECecmTx9xfOz5LcQAl5LlVwgBSPlNGXorDD82eXpX9REhxEFL0tOeOn71q191rLoLMHHiRCoqKrj99ttZsGABeXl5ADQ0NJCfn9/xvoaGBqZMmZLwM3U6HTqdrsfz3qtM2XDEzbDoH/Fpx94K5tz440KkoAFZfncbcTzYisG+T2VWZ4U5PwG1vm/yJYRIOcFwhEe+2MHoXAtfbWtmaVkrs4dJ4JQ4eH3y/NUa4chfwqb/QtDTOS1jGJTM6d38CJGierz8mrJh7s/h63vj047/c2ySqRDioPTJ89eYBfNuhK/ujk87/o9SpoU4QP22/8qSDyffCa9cGp82+SIw5/R+noToZ/pt+YXYwg4n3gZPHgvhYOe0/CmQM6YvciVEv9Gvy29XCmdA1kho3tb5uMYAR/8utvCLEANcypZfIYSU31Shs8Rix7Z/Fr/jVvZYyJ/cN/kSYoBL+RV3PR4PSmXn01CpVEQisW1BSktLycvL47PPPutIdzgcLFmyhDlzBtFgvtYEs66Fc56IBTIoFJA1Ci54ASZdCGp5UArR79mK4MoPYMY1oDHGVhEcdzb88HNIG9rXuRNCpJC11e14g2EuPawEk07F0jLZKlGkqPRS+NEXMOa02Op/WjPM/jFc/l+wFfZ17oQQADozzLkezvoXpA+NtUWzx8BF/4Hx58jK2EKkGp0ZDvsJnP1Y7DmsUED2aLjgRZg4X8q0EKlOoYDSo2HBf2NBfgpFbAXek++EE/4ChvQ+zqAQYr+yx8APF8KwY0GhjO1Wc8TNsfq3TLARIjXZCuCyt+Gw62NBNUoVjDo5VtYzhvd17oQQQggxUGSMiNUvRp0Uq2/orDDnp3DpG13vziOEOGgpv+Lu6aefzt/+9jdKSkoYP348q1at4t577+Wqq64CQKFQcOONN3LbbbcxcuRISktLufXWWykoKOCss87q28z3NlMmTDofSo+CSBBUWlklQYhUk1YCP/gbHHkTRImtoiCzqYUQ3bR4ewsmrYrSLDMjss2sqmrv6ywJcXBU6liw0Nn/Ap89NihpzJRJaUL0N6YsmHJRbKutSBBUOjBn93WuhBAHy5QJky+EYcdI/5IQA5HeEus/vvRNCHljE+TMubEgXiFE/6fWQt5EmP8MBFyxsmvKlsk1QqQ6WxEc/yeYewNEo7HtrHWWvs6VEEIIIQYStQZyx8E5T4LfKW0JIXpBygfuPvjgg9x666385Cc/obGxkYKCAq699lr+8Ic/dLzm17/+NW63mx/96Ee0t7dz+OGH8+GHH6LXD9Jt5XWW2HbCEuwnRGpS68EqqwimlKAXAu7Y1lVy7xX9wHdlLYzJs6JSKhieY2bh5kai0SgKGYgVqUpnObSDFaEA+B2xAGAZBBHi0NGZY/UiqQ8JMTB0lGlzX+dECNETTJkH/95wGHztsaBfg+2QZUkI0Q0Gm5S/gHtPXUUzSMcDxcCi1sZ2Y4yEY/8rhOgZ4VBskQiVGvSD/FkqhBictCYIB2Or7krQrhA9KuUDdy0WC/fffz/3339/0tcoFAr+8pe/8Je//KX3MtYf+V3Qsh2+vheat0HuBJj3c8golYFTIYToCUEvtJbB4gegbk1s26ojboLMEbEZ8UL0kc31To4aFVvpcES2mTdX1lDd5qU4Qzp8xSAXCUN7BSx9EnYujM0kPvxGyJ8cW8lXCHFwfE5o2QZf3Qet2yFvEsz7GWQMi01sEkKkFq8dmrfA1/dBWzkUTIO5P4X0oRIUI4SA9kpY/R/Y9N9YgP9h10PxbLDk9nXOhBCDhc+xp67SWrarrnIDpJdKXUWkLmcDVHwDSx6NjTuMOxsmzY/t0iiEODSi0VhddtULsOX9WNDunJ9C0QzZZUYIMXi0V8KaV2Dj27E4sjnXQ/Fh0qYXooekfOCuOEDhAGz9EN64es+xxo2w/nW46D8w4oTYbAkhhBCHRjQKFd/CS+fFAsEgdt/d/C6c9SiMP0c6ikWfaPcEaHEFKEqLBUoVpcf+d2ezWwJ3hWjaDE+dEFuVZ7eyRbFgpCN+CYa0PsuaECkr5I8Ndrx17Z5jjRth3atwyWsw/DjZeluIVBLwxPqS3r9pz7HGjbD2ZbjsbSg9os+yJoToB1rL4anjwd2051jldzDmdDjtXgl4EEL0vKAXNrwJ7/58z7HddZVL34RhR/Vd3oQ4WK5GeOcG2P7xnmP162DZ43DVx5A+pO/yJsRA0rozVpf1tO45VrEYJp4PP7gdTFl9lzchhOgNbeXw1IngathzrGoJjDoZznhA2vRC9ABlX2dA9BJnfeeOit2iEXjn+li6EEKIQ8dZB+9ctydod2/v3xTrbBOiD2xvdAFQsCtwN9OkQ6VUUNni7uptQgx8njZ4/5edg3Z3W/xg544KIcSBczXAe7+IP97RFq3r/TwJIQ6euxE+/G388UhI+peEGOyCXvjq7s5Bu7ttfje26qUQQvQ0VyP879fxx3fXVRzS/hApqGlz56Dd3Zz18O0jsQmzQojvx++GhX/rHLS727pXYytQCiHEQBb0wTf/TDwWtvV/sd3dhRCHnATuDhauBgi4Eqe5m8HT3Lv5EUKIgc7TknzQOugFR3Xv5keIXbY3ulAqIN8WC9xVKhXkWHRUtHj6OGdC9DFfO1QuTp5etqjXsiLEgOKohWCSZ4yzPtYeFUKkjpadsV2dEmmvSDzIKYQYHLytsVUuk1nzn97LixBi8GqvSB7EaK+K3auESCXRKKx6IXn6uldiYxFCiO/H1wYb30me3lU9VwghBgJvK6x7PXn66hd7Ly9CDCLqvs6A6C2y9ehA0ez0E4pEMOvVmHWavs6O6APhcIRmd4BoFDJMGrRqVV9nSSS0v/uu3JdF39jW6CLXqker3jN/K8eio6JVAndF6vKHwrS5gygVkGmOrSJ96Ml9W4jvJa2EtknX4DeXYLBvw7bmydgEU4WULSFSyr5lVp+Ga9ICXFlT0PiayVTr+iZfQoiD4vaHcPqCqJVKsizft/zu55kuz3whRA9x+YO4fCHUKiVZGuN+Xi33IpG6IiWH0zzmYiIqHWnVn6Pf+Jo8X4U4lHaXJ1MW9snX4E0bg85dTfraJ5H18IQQg4JCAWodvrHzaS8+BmXIR9amF1FWLUbug0L0DAncHSzMuaCzgN8Zn2bKBmNW7+dJdEuT08+XW5v416IdtLgDzByawS+OH8mwbJMEbg4idXYvry2v5uWllQQjUU6dmM9Vh5dSkrG/DknR64wZYC2IrTK3L40RbIW9nychgPIWN7lWfadjOVY9FS3uPsqREAcvGo1S2erhiS938tGGBnQaJZfMHsLZUwvI27Wq9AEzpMGQw6Hi68TppUd97/wKMShZC2g/+jZWW47mvm/tVLZ6GJU7j1+edBpjat/CYszs6xwKIbojYxiotBAO4Bt1Bjum/Z77vm1n5QoX2eYsrrdomafzk2mWAF4h+rNAKExZs5v7P93GkrJW0o1afnzUMI4enUP2wQbwGjJgwnxY+Uzi9MkXHnR+hRAiEX8wzM5mN/d9spXlFW1kmrRcd1QpR572DFnvXwXRSOc3pJWAMb1vMivEwVIoYPqV1I++jHeqjTz/lR1fMMwJIxdw7YXXU1L/CUppVwvx/RnSYdzZuJRmto78IXcvbmdTvYvC9CncOOd5pg/NRJ4gQogBzZhBZM7PqSg4mX+tcPHZx3YM2gwWTP0bpx/mJNei3/9nCCG6TULiBwtLLpzxYPzMS6UKznoULPl9ky9xQNrcAf7+wSZufm0N2xpdtLoDfLShntMe/JoNtY6+zp7oJXV2L5c9tZR7P9lKrd1Hk9PPM4vLOfvhb6iSlTL7H0t+7P6qTDBH5vT7YxMqhOgDVa2euIHYXIueqlYv0Wi0j3IlxMGpbPVwxkPf8MKSSppcfqrbvPzjw81c/exy6u2+7n2YIR1OvSs22W1fh98k920hDpJXn8ur0RO44rVK1lTbafMEWVLWzvwXy1iYfQkho5QtIVKKOQdOuQcyR7Bmwu8447kyPt3SSqs7wJYGJz97ZS33frKVdk+gr3MqhOjC5nonpz34Nf9bX0+rO8COJhe/en0tf353A63ugyy/Gj0c8Quw5MWnjT8X0od9v0wLIcQ+1tc6OP3Br/l4YwOt7gDbGl3c9No67thRQvvhf+j8YpUGznpExsJESmqwjOfHn0e5fWE91W1eml0B/rOqmTNerKZy9JUgu14I8f1pTUSO/yNfF/2Qc14oY/HONto8QdbXOLjmzSpeWOfG7Q/1dS6FEKLnqPVUjLmGM16o4pXVTTS7AlS1erntszqu+0JJo2VsX+dQiAFJAncHC5UWRpwA134FE8+H/Mkw5VL48dcw9HBQyk+hP6t3+HhrVU3c8VAkyi1vr6fV7e+DXIne9t3OFrY3uuKOt7gDvPBdBcFwuA9yJZJSKKD4MPjxNzDtith9d8K58KNFMPpU6UwTfSIajVLT5iV7nxXQsi06vMHwwQ/QCtEHfMEwjy/aid0bjEvbUOtgbXV79z80a0ysvjzvF5A/BUaeCAveg7k/BYPte+dZiMGo2RPm7k/LEqb94b2tNLrk2SNEStEYYPxZNF3wHr//pJFwJH7i14tLKmmWsi1Ev9XqDnDr2+sJhuPL73tr67o/AW5v6UPh6k/g+D9DwVQYegRc9AqcfAeYsw/+c4UQYh8tLj+3vL2OUIK6yOur6mkcczlMnB/rk51xVayPtmhWH+RUiO9vY6OP1TXxO6o6fCEeXlSONyjBhEIcCg1kcstH8ePxAP/8bDstMh4vhBjAPP4Q9y/ciTPBJIWVVQ62NMs9UIiekGAZQDFg6cyQNxHOeACCXtAaQS3LmaeC73a2JE3bUOvA4Q2RYZIgwIHMGwjz5srEjUWA99fVcfURpeRYVL2YK7FfGj3kjIFT7oSAOzbIrenm1u1CHEJ2bxB3IBy34m6GSQNAo1O2NRapo90T5MMN9UnTX19RzTFjctCoujFBTamEjFI49v9g3s9ikyy0pkOQWyEGr1q7l0A4kjCt3ROk1R2gIE3qR0KkFL0Vp1PJjiZ30pesqmxjRI65FzMlhDhQTl+QNdX2pOnfbG9mXIH14P9AWgnM/RlMWwAqdeIdLYQQ4nty+EJsqosPZNxtSaWTUWc8BEFPrF0viyiIFBWJRHljZXXS9I821HPziaMw2GTIX4jvq90TTDoJNRSJUtHsoSRD+oqFEAOT3Rfkk40NSdPfWlnDESNlQq4Qh5rU4gcjCRxLOQZN8mBMhQKUSkUv5kb0BaUC9JrkgUc6tQol8jvot9Q66RwW/UJ1mxcgLnA33agFoMHhY2z+9xigFaIXKRWgUyd/Nhq0Kg66iqTSgDHjIN8shNjb/oLn1dKWESIlKRVdl119F/0YQoi+pVQoUCogwSKVQKwe/f3/iBKM6d//c4QQIgmVIjY2Ek12L9OoYosqaGTxGpHalEoFxi6ezTq1CsV+6uZCiAOj2k9Z0nYxTiuEEKlOgQKdWoknkHiXZ6NO+vqE6AlSuxAiBcwelkmytsKxY3JIN2p6N0Oi1+k0Ki6fMzRp+uVzhpBp1vZehoQQKakjcHefVXVtu54jjQ7Z5kSkjkyzjotnlyRNv/SwIaiU0twRoq/lWfVYDYnnDJdkGMkwSR1WiFSUZtQwuzTxJBe1UsHkIlsv50gIcaDSTRqOH5ubNH3e8MxezI0QQhycNKOWI5Os+KVUwIyhMhlXDBwXzUre/3XRrGIypV0txCGRbtIyPDvxzjEmrYoi2TFKCDGAZZq1XDCzOGn6+TOSpwkhDp6MZAuRAnLMOv50+vi441lmLbecOhaLXgJ3B4Ox+VZOm5Qfd3xKcRonjc+TWdVCiP2qbvOgUyux6DsHUKmVStIMGuodvj7KmRDdp1IqOHd6EWPz47fenT+9iOHZsm2ZEP1BjkXHQxdNi1tZV69R8s8Lp5BjlRWwhEhFaUYtfzt7ImkJJhL//ZyJZFlkxxEh+iuzTsPvTxkbtxMLwK2nJT4uhBD9jdWg4Y+nj0sYsPjXMyfIvUwMKEMyTVw8Kz5YZmSumYtmlaDez043QogDk23Rcf8FU+JWuVYpFfzzwqnybBFCDGgalZLL5wxNOLa2YM4QitONfZArIQa+xMveiAEpEolQ0eplZUUbWxucjC+wMqkojaFZEtTQ35n0as6eVsjMoem8tKSSWruP48bkcNTobIrkATloZJl1/PbkMVwws5hXllXhD0U4e2ohEwqt5Nkk4EEIsX817V6yzLqEgf7pJi0NErgrUky+zcC/Lp3O2mo776yuwaBRcdGsEoZkGskwSUeqEP2BWqVkRkka7//scF5fUc32RjeTimycPjmfoZnSFhUiFfmDIWrafWyus/P0FTNZXtHGtztaKE43cNHsEorSDBi10uUoRH82NMvE2z+Zy5dbm/lkUwO5Vj2Xzi6hOMOIedcCAQ5vkAaHj4VbGvEFIxwzOpsMk5bKFg+Ld7ZQmGZgzvBM8qx6dBrZMlOIVBAIh6m3+1mys4XKVg8zh2YwKteSsn3Lw7LNvHHdXBZuaeSrbc3kWvVcNKuYkgwDJp3URcTAkWHS8suTRnPOtCJe+K4Clz/EOdOKmFaSRp5t4K8AWtPuoabNyxdbmjDr1Bw3Nocss45Ms/T9iUNvXIGVd284nA/W1bGysp1h2SbmTy+iKN2AVi11XiEGCl8wTIPDxzfbm6mz+5g7PJNh2WZyB/kiEwVpBp65chbLK1p5b20dZp2ai2eVMDTLRLqs8C9Ej5CW6yCyrsbBZf9egsMb6jiWadLywjWzGZtv7cOciQNh1WvINOv44ZHDCITCmHSapFvOioGpwe7js00N5FkNXH14KZFoFLc/zDurajlnWiGFEsQthNiPBocv6ZbkaQaNBO6KlFPd5uGtVTVMH5LOdUcPR6lQUNvuo7ylkePH5ZFjGdydLEL0B5FIhO3NbpaVtXLKhDzCUVAqFXyysZHjxmYzKlfaokKkkmAowqoqO1c+vQxvMMwZkwu45LASppekYzWoMenUEigjRIqwGTQcNTqbGUPT0KpU6LUqrIZY0G67J8Czi8u579NtHa+/95OtHD82hxPG5fHg59sBUCsVPH75dA4fkSWBDEL0c8FQhOUVbVz59DL8oUjH8ZIMIy9eM5vijNTrW65p8/DO6hrmjshiUqENpVLBxloHHn+IaUPUcl8SA0qGSUeGScfUkjTCEdCqB8cqu9VtHn79+loW72jpOHbnR1v4/SljOHtqIdkDvO/P7gnQ7ArQ5gnsGifWSsByD9vZ5OKTjQ3MG5HF3OGZKJXw7c5mphSnM7HAhnqQlD0hBjJ/MMzX25v58fMrCEWiADz4+XZG55l5+opZFKQN/EkxyTQ4fPz+zXXU2r1MLUnHFwzzw+eWc8e5k5hQaKXVHSQajZJt0ZFj0Ul9W4hDQHrSB4nKFjfXvbCiU9AuQIs7wM9fXsXTV8wcEEF/gVCERqePQCiCQasi16JHqYxfVTAVbW1wcs2zy6ls9QCgVMCFM0v4xQmjZGuOQaLR6cOi1/DrN9Zi9waB2BbDNx4/ivIWz4Aow0KInlXbnjxwN92kpd7h7+UcCfH9lDW5USgUXPPs8o6BxwyTlj+fMZ5WV+CgA3cb7D7cgRAalZIsixaDRppNQhys2nYvDm+Q/66p5a/vb+o4fsSILCYWWrHovOR3szPUEwjR4goQDEcw6dSDfiUEIXpTTbuX615YwREjs7ju6OEs3NLEpU8uIRiODXRkW3Q8dul0JhXZZMteIfqxZpef+z/dyktLKtk1TklxhoEnLpvBmHwr5S3uTkG7u326qZHZwzIZnWthS4OTUCTKj59fyWc3H0WuVUeT049/APbLCjEQNDh9ndrOu1W2evjzuxu474IpWHatuO0Lhml2+QmEIhi1KnKt+oS7N/Uljz/EjiY3Fa0e/vnYtx33sqGZRv5y5gRaXIFutzOE6O9aXH7aPUFCkShmnZrC9IH9Gw+FIryzurZT0O5uf/9gM3OGZQ7owN16u5ffv7WOzzc3dRybUGjl0Uump+Rki1RQ1+6l3uFjWXkrd360peP4+AIro3Kt1Dm8FGfI7lFCpLoGp5/rXtgTtLvblnoX93+6lT+fMR7DINxJKhKJ8vaqGqraPFx62BAK0gwoFQrmjcjE7g1y6j+/xumPxZuZtCpuO3siJ4zN6di1J1U0u/w4fUFUSiUZRi1m/eD7rkX/Ij3og0SrJ0CtPfEqelsbXLR5gr2co0OvweHjjv9t4oR7v+TYexZxxoPf8MryKlrdgb7O2vdW2+7lose/6wjaBYhE4aWllby8tJJQONLFu8VA4A2E8Ici/Or1PUG7AL5ghDv+txlvIEy93duHORRCpIJ6h490Y5LAXaOsuCtSS227F7s3yH2fbO008NjqDnDTq6vxBsOEu1lHcniDfLCujnMeXcyx9yziuHsW8cd3NlDbLs9YIQ6WJxDmzg+3sKba3un4V9ubefbbcjzBUJJ3JlbT7uXWt9dz7D1fcOw9izj30cV8vKEehzf127RCpIKqVg9/OH08U0rSWF9j54HPtnUE7QI0Of1c/OR38uwUoh8LhSO8sqySF77bE7QLUNXq5eInl1DR4ub5byuSvv/15dWcPrmg0zGXP8SdH27h+L36ZV9eNjD6ZYUYKLY2OPEEwgnTPtvc2FFe6+0+/vb+Jo67ZxHH3rOIMx/+hrdW1dDu6V/l2eELsnhHC2+urOl0Lytv8XDzq2to62f5FeL72tbg5OZX13D8fYs46f4vueqZZXyzvXlAt4Vr7V5e/K6LOsmKml7MTe9y+YPc9v6mTkG7AOtrHFz7/AqanbIAR0/wBsO8uqyKhVs6X/cNtQ7++t7GpM9RIURqWVbe2qkva29vr6qlZZC2Y5tcfnY0ufjliaN5ZVkVP3lxJTe9uoqSDBO/f2tdR9AugDsQ5hevrGZHk7sPc9w93kCIJTtbuOjx7zjm7kUcfddCfvHqKipaUuccxMAkgbuDhHc/FUl/KLUrmq3uAL99Yx3//qYcbzB2Lk0uP797cx3/XVOT8oGtWxqcSSsIT3y1k0ZpoA14gVCE99bUEo4krkQ+9U0ZwRT/nQshelY4EqXJ4U+64q7NoKHNHSCS5D4jRH8TCkd44qudCdOC4SifbGyImzG9P9/saOYnL66kZlewUSAc4dXl1fzoueU0OSWwXYiDEQhHWVtjT5j26aZGQkk6SRNpdPi46pmlvLGypqNztbrNy4+eX8Gy8tZDkl8hRNeMOhWfbKxHo1LyzOLyhK/xBSN8trmxdzMmhDhgjU4/j32ZuB7d6g6woqKNecOzkr6/3RvApNuzHeb1xwznzg838+TXZZ36ZX//1jreWlUj/VVC9BNtXQQgRKOx/ucWl58bX1nF899VdEyQbXD4uenVNXy8saFf9Rl5g2FeSBLQ1+TyU9subXgxcJQ3u7nkySV8sbWJ6K5iuKXByeX/XsrOJlffZq4HRYD2LgKTm11+IpGBWc9odgb4YF1dwrSNdQ4aXTIu3BNCkSjvJ7num+udHXVdIURq62ryQyAc6VZ/9YASjXLCuFx+9vIqtjXG6hcnjMvjlWVVHfWPfT3yxXbc/u4tzNFXtjW4uOiJ7zrOLRKFTzY2csFjsgCB6FsSuDtIZJl1qJJsTaZTK0kzJA7iSRVNTj8LtyQeFLr3k600pHhg6/bG5A1vhy+U8oHXYv+UCtjSxe+gvNnNIK1CCiEOUIvLTzgaTRq4a9VrCEWiOHwDd5UGMbBEgYq9diPY15YGZ7e28mxwxFYVSmR9rYOKluR/SwiRXFcr7UWj4PYfeFumrNnNlvrEdeLb3t9EowTYC9HjTDo1H6yrJ8+qp7yLZ+P6JAH7Qoi+5w9FcHiTD6xta3AxodBGsqr0zKEZbKx1AKBSKphQaItblWy3f366lUZHavfLCjFQjCuwJU3Lsegw69XUO3x8tzPxhLg7P9zcr3ZqCoQiuLoIEihrlpWzxMDxzfbmhAv4hCNR7vl464CdbG7WqZk5JD1p+rFjclAqB2aog8sfoqu5ErLibs/wBMJdXvcmue5CDAizSjOSpg3LMmHca6LqYKJUKvj31+Wd7oN5Vn2nXcH3tb3RnRKTGuzeIHd8uDnhPb7e4WNZmSwKIvrOwKzNijihcIT504sSpi2YO5RIsikSKWJ7ozNpmsMbwpniQUijcy1J09KNGnTqwVl5GEwiURiVY06aPiLHzIGHJgkhBqM6e6wDN2ngrkEDMGi3gBGpR61UMDw7+bNxdK4labBBIp5AmOq25LNqV1W2dyN3Qojd0pM8dyA2Oc3UjY7QpV10oJU1u/e704wQ4vvbvQJFTZuX4dmmpK+bWpJ8gF0I0bf0GmXSdiHA0CwTTU4/QzONcWk6tZLzZxTz7tpaADKM2i4Dcx2+EE5/avfLCjFQ5Fp1HDMmJ2Ha/506ljyrno11jqTvb3YFugyU7W0alRLbrr6sRIYkuIcJkYrC4QhfbW9Omr6ysg3PAG0LZ5l13HzSaNQJFqYqSjcwY+jAbXNY9OqkC3IB5Fh1vZibwcOgUSX8ve2WZZbrLsRAUJRuZEaSiSF/PH0cORZ9L+eofwiFo6ysbOt0rKa96/6/sfkWjJr+H6vk8YdYUdGWNP2zzQ29mBshOpPA3UEiqoitfvCL40eSZY51zOZZ9fz25DFkdtFRmyoyTckrygoF6FM8sHVkjpk8a+IKwk+OHkFukjQxcGjVSk6bXIBGlbjBuGDOUDQquaULIZKrdxxg4K5LAndFajBoVFw5b2jCNJ1ayXFjc1B1I3JXo1KgUyd/lubZpL4lxMEwalRJO0J/MCEPfTc69vLTDEnTDBoVaqkPC9HjzLpYnfHV5VVcdXhpkteoOWpUdm9mSwjRDTkWPdcdPTxJmg6jVoVZr+aZK2dx2qT8jqCROcMyeOXaw3h9RRW+YASTVsX5M4so7WIQD5AFB4ToJzJMOv5xzkR+euwILDo1AKVZJp64fAZHj85GoVCQ00VAkkrZdZu5t5m0Ki6ZXZIwrcCmp7CLtoMQqUSlUiYdHwTINOtQdmfmeooZnm3ilWsPY1pJGhDrvztzSgHPXz2bIZld10FSWZZZx9lTCxOmTS1JkwDSHqJTKzh9ckHCtElFNoxadS/nSAjRE7ItOh66eCrXHFGKURtrr47KNfP81bOY3sVK7wOdSqmIe758srGB0yYVJJxMolDAdUcPx6jr//fGROe2t+J0mfQn+k7/L0HikMgyaXn8y50UpOn59Q/GYNKqsXuDvL6iCn8ownlJVuNNFSWZRtKNGto88Ss4HDMqm0xzagcn56cZeOmHs7n+pZVsqoutLqxVKbn6iFLOmVbY5axLMTAYtGpMWhX3nT+Fv76/kYZdq5lYDWpuPmE0Jp2aPJt0Rgohkmtw+FArFVj0iat/Nv3uwF3Z7kmkhgyzjgyTlv87dSwPfLoN566Vfwpsem49fRxpBg3KbtSRssw6zp1WxEtLK+PSdGolU4rTDlXWhRhULDo1Nx4/kkcX7eCb7S1ArFPvpPF5XDCzGIs++SpZ+5o1NB2tSkkgHIlLu3BWMdkp3u4TIhXkWHQU2PTsbHZT2eLhphNG8a9FOzpW+SrJMPLIJdMokGAZIfotlVLBaRPzqWv38sJ3lR3P1TF5Fn538hju+3Qr/7p0Bnk2Pf84dxK/O3kMkWisD8pm0PKH04388qQxqJUKssxaml0BMkxaWhPs3nLkqOwBsWiEEANFjlXPz44byUWzSghFoug1yk4rio3IMWPRqTva13v7wfg8MvtRoJjVqGFWaQZOX4iXl1USDMd2lRxfYOU3PxjT5c4fQqSa+dOLeGZxecK0K+cNpThj4AabmHQapg/J4NFLp+PyhVAqIdOkxWoY2GXcpFPzq5NGE4pE+O/q2o6tvecOz+Su8yZJ4G4PMWhVnDmlgFA4wvvr6jqu+2HDMrjhmBEYtf1nAosQ4vvJsxn49UmjuWpeKaFIFKNGRZZlcN9bsy06fnTkMP743w0dx/yhCC8uqeCu8yZx+webado1hpxu1PCPcydRmpUak2gSndtuCgWclWSyjBC9QQJ3B4kcq54nF8zgin8vZeHmRvJsemravDQ5/Tx39ax+1eFyMPKsep69ahaXPLGkU6fS8GwTfzlrQrcGg/urYdlmnr96Nq3uAL5gmDSjlmyzFoPM7hs0si061la3c/OJo7EZNESiUcLhKOUtboZkyqCoEKJrDQ4f6UZt0hUYjDoVSgU0JxhsFaK/GpVrYXVlO7efOxGlQoFKqaDNHSASiZLTzR0J9BoVPztuBBvrHBg0KkbnWXD6giza2sQDF03tcnUTIURyOTY97b4Ah5VmcuW8UgKhCDq1knU1doZkmrrcqntfebZYu/aHzy3HH9oTvDtzSDrXHjkMrazoJ0SPK0o38Oil07ni6aU88sUOjh2Twz3nT0apUFBg05Nr1Xf7GSyE6H35aQauPryUI0dl4wmE0aiUlDW7ue39TbG6767dJkw6NaZ9Vs/ZN1Ak36bn2StnccmT3+Hw7emXHZZl4u9nT+jY3aW/84fCBEIRTFp1tyYACpFqNCpl0gk2eTYDz141i8ueWoJ716QciAX2//7UsXH3g75k0KgZnWthRXkrj1wyjWA4ikalpLzFhUmnIns/Y15ufwiFAlk9UaSEPJue286awB/eWd8RSAhw0vhcThyf13cZ60W5Vj251r7ORe/Kter565kTuPG4UTh8QUw6NZkmLWnGgR203JdyrQZc/jCl2SYev3wGgVAErVrJlnonaQaNrOYuxACjVav67cRztz+IUqHEoO29/m6FQsEpE/P5bkcL/9tQ33F84ZYmLppVzFvXz8XuDRKNxnZ3zbXqU2aBwWTnplIquOu8Sf32dyAGB0U0Go3u/2WDm8PhwGazYbfbsVpTt1XgDYYpa3Lx/HcVbG90MS7fysWzSyjNMg2IAc5IJEqd3cvGOgdVrV4mFFoZkmkiVwaMBrWBUn53q2330OYJsnh7C4FwhLnDM8myaClOT43ZTEJ0x0Arv33tV6+tYXVVO385c0LS1/zkxRUsmDuUG48f1Ys5EwNRb5bfNneARqeP73a2YtSqmDk0I7bF70EMKEajUSpaPLy7ppavtjeTZdZx5dyhDM82kyEreYpBoifKrzcQorbdx/paO+XNbkbnWRidZ6EwzdDttmggFKbB4WdNdTtNTj/TStIpTDMM+hURhIDee/46vQEanH7W1zioaHEzOs/K6FwLxRkG1CpZgUiIg9FX7d96u4+yZheb6pwMzTIyOs9KgU2Poptbbu/ul91U56Sy1cP4AitDs1KjX7bdE2Bns5t/f11Go9PP0aOyOX1yAUXphm5fBzE4DbT+q1A4Qr3Dx4ZaBzVtXiYW2RiSYey3E3OanD6q2rysrmonz6pnYpGNPIsejTpxnaTe7mNpeSsvL61EpVRw6WFDmFqS1mnlYTF4pFL5rWv30u4N8u2OFtyBEHOGZZJj1VMygFfbFaIrPVV+g6EI1e0etja42FznoCTTyMRCGwU2PUZdakxIE6K/S6Xnb2+rs3v5elszb66sQatWcsXcoUwotJLdi3XVVneAeoePpWUtWPQaZgxJJ8eiGxALCg7kcxOpS359g0QoHOGb7c386LnlHbMxl5W38dLSSp67ahaHDctM+Y5IpVJBYbqRwnRppIqBqcnp5/dvrWfR1iaGZZlRKeH+T7dSmmXi2atmkW+TmUBCiOQaHD7SjF13LFkNmoTbmwrRn6WbtKSbtIzO+/4dPDua3Jz76GLs3mDHsQ/W1fHLE0exYO7QAbGLgxC9LRiO8OW2Zn78wgqyTDqyLFqeWVyO2x/mhWtmMas0s1ufp1WrKM4wDuitQIXoz3zBMJ9sauSmV9eQbdGRZY6VaW8wzCs/msPk4rS+zqIQohvybHrybHrmDM/6Xp+Tqv2yTl+QF5dUctdHWzqOLS1r5bEvd/LGdXMZkWPuw9wJ0TfUKiVF6UaKUqQ8Z1v0ZFv0TCtJ3+9r6+0+rnl2GetrHR3HvtrWzNzhGdx/wdR+G5wsRIvLzx3/28w7a2pjizGplDz0+XZyrXpe/tFhskqcEIfQuho7Fz3xHQatinybnhZXgCaXnwcunMpJ43MHxGJoQoj+qa7dy6VPLWFHk7vj2KKtTZw4Lpe/nT2R7F5auCLDpCXDpGVc/sALqh7I5yZSlwTuDhKNTj83vbK60xYqAMFwlBtfWc071x/esQVaKmtx+Wl1B3D7Q6QZtWSZdZj18jMXA8P6WjvNLj/3zJ+MSacmvKtAv7SkknfX1HLN4cNkKz8hRFINDj8lmV0Pulj0alpcErgrUksgFKbR6afFFUCtVJBpjm3R091JaQ5vkD+/u6FT0O5ud3+8lVMm5kvgrhAHodHh44/vbODG40YyodCGLxjBoFWxZGcLv35tLa9cO4fcAdAWFWKwaHL6+fsHm/jFCaMYX2DFH4yg1yhZUtbK795cy3NXzZYVsIVIIQ5vkBZ3ALsngFmvJsOkI8M0eHaaaHL6OwXt7mbf1TZ4+OJpWA3SBhCiP/P4QzS5/LS5Axi0KjJNuqR1kU83NXQK2t1t8Y5WVlS2cfKE/J7OrhAHZWezm031Du48bxJpBg2hSBSVUsFry6t47ttybj5xFBqVBBMK8X01Onz8+o01XDZnCHOHZ+ENhNFrlGysc3DbexuZWpKWMhNbhBCpJRyO8NqK6k5Bu7t9vLGBBXOH9lrgrj8Ypsnpp9kdQKNSkGnSDYhYMiH6K4loHCQanX4cvlDCtAaHnxa3P+VvtpWtHm54aSVrq+0AKBVw9tRCfvODMTJTWqQ8XzDM8rI2fnjEMP763kaadwXWmXVqfnHCSNrcsYGW3qqwCSFST6PTt98V0Kx6Dc0uf+9kSIhDwO4N8P7aem57fyOeQBiAHIuOhy+expSSNDTd2K673Rvkq23NSdMX72hhWLasuCVEdzU5/dxx7kQe/WIH9326reP4cWNz+P2pY2nzBCRwV4gUUtni5u75k3l44Xbu+2QrAAoFHD82l58dN4p2T0ACd4VIEQ0OH395dyMfrK8jumuxh5lD07nvgimDJiDh2x0tSdO+2tZMmycggbtC9GNNTj+PLNzO899VENq1yMWoXDOPXjqd4fu031tcfl5aUpn0s577toIjRmZhlm3QRT8TjUb5dkczvzhhFH/+70bqHT4ADBoVPzlmOOFIlBZXgDzZkVGI763NE+CmE0bzzuparv56WUcdefqQdO48bxJ17b5BU08WQvSuFneAV5ZVJU1/4bsKZpVmdGvM62C0ewK8uaqGOz/cjC8YAaDApufhS6YxsdCGuof/vhCDkZSqQSISjXaZvp/kfq/R6ePKp5d1BO0CRKLwxsoaHl64HV8w3Ie5O7TsngBNTt+AOiexf1GiHDEqi5tfXUNBmoFfHD+Sm08cxeRiG7e9v4kJhVYgxQuyEKLHBEIR2jxB0oxdDz5Y9RpZcVeklPU1Dv7v7XXMHJrBL08czc+PG0mWWcelTy2hus3brc+K7qdCHIpEvk9WhRi0DFoVD3y2jW2NLq6YO5Tf/GA0F88qYenOVt5YWYNGfXDdEu272kX+kLSLhOhNNqOG+z7ZyrLyNgCMWhXzpxczrSSNNo8f7UGWaSFE73L7Q9z98RZUSgW/OnE01x01nKJ0A8vK27juhRU02H00OX04ffG7UezL4w8d8Gv7m6DU8YU4YE5fkCanD48/8QIxvS0UjvDKskpeWlrJqZPy+fVJo/nxUcNw+8Nc8sQS6trj+wS6ateHI9GUHSdz+WPfjSsF78PiwMwZnsWNL6/uCNoF8AbD3PPxVorTjai6uetUKgqGIzQ5/bS6B9+iE6lc10o1WpWSD9fX8/W2Ji6YUcxvfjCaq+YNpaLFzZ0fbZFdfoUQPSZK13XVYDjSK3XV5RVt3PbeRuaNyOJXJ43mZ8eNwKLXcPETS6hNUL/uTdFolBaXn2aXv2Nn6r35gmGanD4cCXbVFKI/k9rFIJFj0WHQqPAmCPZMM2pSfgu0unYfO5pcCdNeXlbFNUcMozgjtWfAtbj9rKps59EvdtDi8jN3eBZXH1HKkAyjzGwZBLRKJQs3N3L/hVMoa3bzwbo6AqEox47J4erDh/H2ymrmDMvs62wKIfqppl2r6KYbu37eW/Rq2rwSuCtSQ7snwPPflvP0FTP5cmsTb62qRq9RcfrkfArSDLy/tpYbjh15wJ9n1WuYWpLGqsr2hOlzh2cdopwLMbiEIzCh0MZVh5fy6rIqvtjSyMhcC/deMIX/rq7Zb9D8vppdflZUtPHYoh20ugMcMTKLqw4fRnG6QdpFQvQChULBml2Tpk8Yl8tFs0p4dXkVryyroiDNQHG6EatBQ9p+6p1CiL7V5vZzxqQC3l5dw6vLq8gw6fjJ0cPxBML87YNNbG9ycuvb6ylKN/LT40YyOtcSt/KsNximvNnNwwu3s77GTnG6geuPHcnYfCu2FFmldu6w5HX8qSVpWPWpcR5C9CS7N8DWBhcPfraNylYP4wqsXH/MCEqzTBi1fTfE2Oj0s6yslScun8Fbq2L3siyzjhuOHYHdG2RHk4v8tD0rkKYZtZwztYg7Ptyc8PPOn16EJcXKvMsXZHuTmwc/28b2Jhcjc8z89NiRDM8xY9bJ8O9AoVAoWLKzBX8ocTDP04vLOHLUwO6zqmr18PLSSj7cUI9Bq+LKuaUcMTJrwO+26g2EKGv28PDC7WyotVOSYeSGY0cwJs+C1SDtrZ4QicaC4x64aCqvLq/mu51VFKYb+MNp41hbYycUlklfQoiekW7UcMbkAp74qixh+oWzSnp8snyLy89/llTyzJWz+HRTA2+sqMaoU3HejCIyjFoWbm5iwTxTj+YhmXq7l483NvDSkkpCkSjnTC3kzKmFFKYZCITDVLZ4efzLHSwtayXbouMnR49gSrGNdJPsCib6P2m5DRI2vZrfnTyGP/x3AxqVArNOjdMXIhSJ8sfTx5G5nxX4+ruqNk/SNH8ogjvQP2aBH6x2T4AHPt3Gs99WdBwrb6nkjZXVvHndXMYX2vowd6I3+EIRZpZmcP+nW1lf4+g4vqPJxftra/nHeZPwhSLIL0EIkUjjrtUY0vfzvDfr1dg9QaLRKIpBsFKDSG2+YIRLZg/hptfW0OTcs9rGhloH00rSue7oYQRCkQPuzEg3afnrmRM499HFBMMRrAYN3kAYfyjCJbNLyJFtv4U4KMFwmAKbgRteWtVxrLzFw6ebGrjjnEn73R1mb+2eAHd9tKXTtmHlLZW8vqKGt34ylzH51kOadyFEvN27M4zNt3DqxHx++NzyjlUuyls8LN7Rwi2njuXi2SV9GswjhOhaizvID59f3rH1ZXmLh5WVbZwzrZBrjxxGdZuPYDjKNzta+HJbM389czzzZxSj16iA2Eo3y8paueLppexe6Ka8xcNX21v44+njuHBmMYYUuAfkWHVcMruEF5dUdjquUyv565kTSE/xxS6E+L58wTD/XV3Lre9s6DhW3uLhw/X1PLVgJkePzu6z/qNgOMKlc4bww+eWdwQ0lrd4WF7RxgUzixmbb+n0epVSwRlTCnhhSUXcDj2jcs3MG5lagY/BcITPNjXy81dWdxyraPHw6aZGHrhoKqdMyJOJjQNEJBJl3V5jQvsqa3ITSrDq3EBR2eLmrEcW0+oOYDWoCYWj3PzaGg4fkcV9F0wm2zIwg3ej0ShLylq56pllnepaX25r5i+76mWGXfUycehEolGOH5fLD59b3um6f7O9hV+cMIpAkgB6IYT4vrRqFQvmDOXt1bWdxrsgNql0Yi/EAwVCEa6YN5Sfv7yaVveeRZ7W1ziYMzyTK+cO7fE8JFJv93LVs8vZWLunPnTnR1t4aWklr1w7h2ann/n/+pZAeE+b4MpnlnHtkcO4/pgRcZOQhehv+n/vmTgkml0BGp1+/nvDPFrdAertPgrSDKQbNbyzupapxekMzUrdn0NRuiFpmlalxJQCHcVdaXT6OwXt7uYPRbj1v+t5asHM/a6iKFKbXq2k1RXoFLS7W63dx5dbm5hYIIEK/VJ7Nbgbob0CLAVgyYP0IX2dKzHINDhijbz9rXxm0akJRaI4/SFZWUj0e2olfLihPq4TA2BlZRv+bgTt7jY618JHPz+CBqefsmY36UYtRekGCmw6WTlQiINk0qm579OtccejUbjro828eu2cA/6sOruvU9Dubt5gmD+/u4F/XTYdW3dWnQn5wdUArWUQDkDmSDBlgc584J/RA9o9AZpdAcpb3KQbNRTYDOTZ9DKpRvQLmbuC2C6fM5S7PtqScGu6O/63mRPH51GSkdp9MUIMVO2eAH95d2NH0O7e3lxZw1MLZpBh1HLdUcPJsenZ3uDi3k+2cvTonI4dzRocfn7zxlr2vgVoVAp+dORwSrNMfLmtmSyjigJjmDzPdhTWfDBlg75/9V2lGbXcdMIojhqVzb8W7aDZFWDOsAx+dORwSrrYvS0QDtPo8FPZ6sEfjDAs20SmWScrXIqBJeChyR7gr+9tikuKROE3b6zlvzfMI8+WfGymJymVCh78fHvCVUhfWVbFZYfF978WpBl49do5vL2qhjdWVqNUKLhoVgknT8wjvxfOI7Z9r5+KFjfhSJTSLBNZFt1BTXZqdPj5v7fXJ0y75a11TM9TU6gPgCUflBLcl8qUSgUTCqx8tKE+YfrQLBNq5cBsK/qCYR79YgcnT8jjhHG51Nl96DUq9Bol//66jO2NrgEbuNvg8PPr1zvXtXa77b1NHLNXvUwcOiqlgrs+3JLwuj/8+XZOmZDX+5kSQgwaRRlG3rpuLq8ur+LdtXXo1EoumzOE48bkktsLq8xrVUreWFndKWh3t293tHDN4aU9nodElpS1dgra3a26zcubK6upbfN2BO3u7bEvd3L+zGIgtrv5ziY3Zr2a4nQjORadTHIT/Yb0JA0Sre4As0ozuPnVNWxrdHUcH19g5dcnjcbuCfZh7r6/ApuB4dkmdjS549IunFVMdoqvkPbtjpakaSsr2nF4gxK4O8A5/EHeX1eXNP2jDQ1cOnsIabLcf//SuhPeuBpqVu45ljkCLnwJskf3Xb7EoNPk9KFSKrDou6767d4SsM0dkMBd0e+5/CE+3tCQNP3dNXUcNyanWyt9NTi83P6/zXy0cc/nZpm1PHH5DCw6NWqNNJ+E6K4mpz/plp7NrgBO34HvjvLl1qakad/ubMXuDR144G7ADds+gbd/DMFdK24pVXD0/8GMK8GYccD5OpQaHT7+9O4GPli3Z1A2y6zl6StmMb7AinKADsiK1KHTKJlUZCPNqKGm3ZvwNaFIlLImV5dBb0KIvmP3BllR2ZY0fX2NgyGZBn6/KyBs5tB07po/mdp2b0eASLs3QJ3d1/EepQLuPX8K/11Ty8MLt3cczzJrefrcYsZ/dAXKIXPhyF/GAnj7kUyzjhPH5zGrNINgOIpFr+5YWTgRbzDM19ua+fnLq/AEwkAsyOP6o4dzxbxSMmSVXjEQeNth/ZvUaGYmHASH2GIjre5gnwXuhsNR1lbbk6avrGxjQoKVyQrSDFx71HDOn1EMitikpN6YIOfyh/hkYwO/fWNtR/tIrVTw25PHcN70om5PFm52+XH5E7elHL4QLc0NFL53Olz8KhRMA5X0Z6SqaDTKkaOyeWhh4kD1648eAQN0wd02T4Ax+Va2NTg7rTxr1qn585njWVPVzpzhqbVa9oFq88QW5EokEI5Q1eaRwN0e4PKHqHf4EqYFwhFq2r2MzLUkTBdCiEOhKMPIz44byWVzhqBUKMg0917sRyAS4dONjUnT/7e+juPG5vZafgDc/hAvJ1jIY7e3V9VwzrSipOkuX4invi7jP0sr2b3xn9Wg5onLZzCtOB1NNxf/EaInyK9wkDDrNdzxv82dgnYhtpXwI1/swKhL7Rm3OVY9T18xkwmFe1ZtUCjgrKkF3HDMiC47W1OBRhXrOJpSbOPB0wt4YX4RNx6RR9quLc9l6HbgU6JA2UUHokqpkN9Bf+NsgPdvBoUK38Vv4//h1/guex/Sh8Krl0F75X4/QohDpdHpJ92o6fI+AmDeFdjbluITesRgoUClVKDXKLlsRg7PnVfEE2cXcuyoDBSK2Iq83Rl78/qDPLO4giXlrVxzRCl3z5/EH08fR1G6kQX/XkpVkuAkIUTXVLsCTYdlmbjjB/m8cH4xfzo+nwJbbJWA7pRTtTL5aKRCAYrujFa2V8DrV+wJ2gWIhOHzv0DtyqRv60nBcJinF5d3CtqFWIDzJU9+R51d7kOi72mVCu6eP5kci44HdvVP/OKIXNKNnSd9SZC5EP3X3s/eRH2NFr0KBXDP/Mlcf8wIKlo8vL6iGpt+T//qvr1Qx4/NZUVFG59s7DyxrtkV4JJXKqg94g5Y8i/Y+lFPntpBi0ajBMIRQpEIwSRBirvVtHm49vnlHUG7AOFIlAc+387y8taezqoQvaNpM3z0W/b3OO/Lx310V90/3ajhpiPyeGF+EQ+cXsCkoliwblcrkIYisfIeCkf3W+YPlcoWN794ZXWnwMtQJMpt729ic70z/g0BDzhqwVkP4XBc8v7aUUoF4G2D584ER833zL3oa0oF3H/BFM6alMsTZxfy3HlFXHNYLr8+aRQ2o3rADhJqlEqi0SgvLKnstAKqyx/iN6+vZfqQvplw2xv2V8ZVsiNPj9h9Vc06NT86LIfn5xfxrzMLmTMsHdjTxyWEED1JrVKSbdH3atAuxO6BSiUYtSqumpXDc/OLePysQo4cERtzUyl7P7wwNtaX/N6rVCgS7gYGMH1IOsvKW3lpyZ6gXQCHN8TlTy2VvnbRb8gUy0EiFI6wsS5++XCILS2e7GaWSkx6NX85cwJObwh3IESaQUOmWYtxAGxRdtiwTJ6ZP4TJrq9IX/4vcDdxWOFhXHj+b3i13IhNVtsd8LQqJWdPLWDhlsSznM6YXJDyAfgDjrcF36TLUBps6Bf9NdbhnTYE/7xfETVlo3c3Q1pJX+dSDBKNDn/HZI+uWHS7A3fjt0ERor+x6RRcPW8IJxV4yF31ILpPPgSNnsPGX0LlnPNpVWWj68ZWN/UOHzVtHu6eP5lnvinnpSWVZJq1nD+jmMsOG8KGGgel2bKighDdlW7ScvsPCjnBtJ2s5b+HtnIOzx7NKaf8lrca8ru1pfRRpWb+miTt2JEZpCn9gGn/HxQOwbJ/06nHbm+L/gGF08GQfsB5OxQanX6eW1yeMM3hC7GxzkFhuqyoI/pWqydIocbJsIZPmL78QXA3MqdwFuef/1v+tiTMe5va0amVlGYeQFkUQvSJNIOWo0dlc8VkY1xf4wXn/wZ/mo0fvrSemnYvY/Ot/OH0cXy5tanTNpLpJg1DMo1UtHgAOG1SPr97c13Cv+fwhdjoNFFkLYQv74IRJ4Cld1fp6UqT08dHGxp47MsdtLgCzByawa9OGs2IHHPcYhDRaJRXl1cn3D4Z4J+fbWPG0AxZdVekNr8LvroXQn4KNC4MGhXeYHzgaFG6gfQ+/K2rFAp+flQRF5Z6yVnyV1RrloIph8On/Jg1cw4nOy8t4fsqWz08vmgH766tQ6mAc6cVccW8oRT1YD07EIrw72/Kk6Y/9Pk2xhdYYzthRcKxXdwW3QlbPwSNAWZcBdMuB2tBx3uyzDrSjBraE0y+zzBpyQzumgwY9ED515A+5FCfluglCoWCZeWtXDJWwwlNn6D+6mkIepk36gdExv2S57a0U5rRNytf97RIyM/z3yVeACUUifLVtiZmlg7M4N10o5aidAPVbfFBRQaNisL0gfmd9ylPKyadljMmZPObWRpylt+L5uOFoLMwZ9JV7Jh3GtZe2KpeCCH6TCTMdUcO4fQiP9kr7kf38SegNXHYhAWUzT0bp6b3V7k3atVcdtgQvtrWnDD9wlnFbGtMMAmOWD3//k+3JkzzhyIs2trEZXOk/1L0PVlxd5Bw+PY03jNNWkbnWjoF8HgCB749aX/k8AV56PPtnPPIYn75+hru/3QrP35hBSfd/xXf7mghmmxANkUU6bwcvu0fpC/8LbSVQ8CNuuwz8l49mZ+MdmIzyHbmA50nGGJkroW5wzPj0kbkmDltUn63thkWPS+s0KMIutG+dA7UrIhtx9y4Ed1bV6Io/xK/2tzXWRSDSKPTd0Bbh1v0sedJm1sCd0X/5w8EWDAWSl4/Fd3GV8HvAFcjliX3Mfbzq5ia7iUY6t6z8fQphVz7/Aq+3t6MJxCmqtXLPR9v5f11daTJ4LsQB8Wi9HNe9GOy3r8aGjbE6kQ1K8l563yuytyIQXngK1zlODdx/dycuONpRg2/P9yKJZp4smqcsB9atiVPb6+CYOKtEXtSIBTFHYgPititvNnTi7kRIrEhRh9pi25F/cFN0FYGATeqsoXkv3Iyt04PMCTTyN/OmkCWpXdXBRFCHDirQcM/zyhhzpbb4/oa8189mQzHJnyhMJ5AmBUVbdzw0iqmFKehiu6pW+dY9Nx7/hR0u7aVVKuUXT/D2oNgygJ7FUT6T/9Vq9vPH97ZwC1vr6eq1YsnEGbR1ibOfPgb1tfY414fCkfZvs+OdnurafcSCCW/DkKkhJA3tjsFkLPsbu45rYhRuWaK9goS06qU3Hv+ZHL7MIBJqVBww2gn+a+cjKpsYayd0VZGxsLfcPj2u8nVxNedq1o9nPPIN7ywpBK7N0ibJ8iTX5dxwWPfUduDu+z4Q2HKm91J06vavPj+n73zDpOqPPvwPb3P9t7ZpS29dwUBEQUFFbCgYu8lidHExBLjF0sSNRpL7KhYUWyIvdJ777ss23uZ3uf74wDLMrPLLsI23vu6uJTznDnzzjDnnPc87+/5PYfF0bX58NJE2HY4z1EBPz0Ki+ZKDryHSDBreWru4BD3R4VcxlPnJRO/5tHGjdXhBQuCroHPF2BeHxWqDy5B+ctj0m/CbUGx7QNUr57FFb2DBPxdew20OfyBACX1zT8H51XZCAbaxzW7vUkwa3lq3mDUx5gSyGTw+MUDiRfPWycfnweFDJ6YpCPlg3NQ7f0M3FawlBKx/BEGr76LeHno/FAgEAi6C95AkOtyIfXD6Wh2fyxdA63lmFc9zoBfbmRQZPvnywEGp0UyLoxGpk+iiXMHJLFgbFZYc5C+SSYqre5mj9vSs71A0J50fStSQauINqjJiNHzh6m9cPsCFNc5SY/RS23PvtlzRKjTVam2ulmTX8vzlw+l3uGlwuIiO86Aw+vnX1/vYUCKmcSIrlt9qHaUwe7PQgMBP8qv/ghXfgKGuHYfl6D9MGtVLNtWwfVn9ODyURm8t64Qjy/ABYOT6ZVg4sP1RVx/Ro+OHqbgKHwyGZrv/ho2pln5JJ5Bl7TziASnMxUWN0kRx19MUSvlaJRy6sK4dQgEnY0IdRDZt09KC1nHIK/ahbxkHeq4i1p9PJlcxrM/7AvbieKH3ZXcNinnN41XIDhdiQpaUC1/ImxM9e1fiLxuAmBu1bHMKj/XGVYw8dLJvLrFSbXdx1mZGmZmK0hdcS9c9HLrBqXUQdpoyP8pfDxpEGjav8hKq5ITZ9RQZQufUOyf0rrvSSA4lRg91ah2fxIaCAZI+OU+Pr7yQ+T66BCXSoFA0LkweyuR7f0iNBDwY/7hT9w+6lnuWdYoYnv6u32MvWFkk10Hpkbw1V0TeGdNIXIZLd/D0uNgRwXE9wNl5xGalDe4WLa9PGS7PxDkgU938Na1I5u0J1Up5YzKiuaH3eE7YuUmmdGrxZKLoIujNkLyUKjNR509nnNiqjh79F4cygjqoweyulzG8J6ppEZ3bCeIyGA9qmV/gGCoaE+1awkR4/8AJB3Z5vMH+GB9EdW20GL1knon3+2q4IrRGciOaj9fYXFxsMbOrjIradE6+iSaSYrQNtmnNehUCoZmRLH+YF3Y+ICUCAxqpSQ+/vkJ8IQREVRsg7KtR1x3FXIZY7JjWHbnBN5ceYBd5TZyY1VcOVBP+obHUJRuaHxt2sjQ4wm6DEqlHF/5FuQV20ODHhuyX/5JxLR/tv/A2gGtUk7fRBObisKLJUdnGJF1QNvu9mJQWgRL7xjPO2sL2VrcQFasgavGZtIjVo9aKZ63TjpqAyavE9UPD4EvVJwmL1qNzpIPcantPzaBQCBoB8xKL7LvHpXmpMcgL9+CqmonxKW1+7jiDxWzbCqq581VBfgDQeYNT2N0dgxJEToSTFq+vHMCH20oZsX+apIitFwzPotEs5bsOCN5VeEFusMzu6drv6DrIbJIpwkKOTx24QDueG8zVUdVFaRE6vjPJUNoQxfhTklJnYPfTe3FHz7cjMXZ6NqQE2/k/vP6YnV5u7Rwl4KVzccqtoPLKoS73RxfANx+P1uK6vloYzFn9opHKZfx5qqD9Es2MzwjutlOv4KOQeasB1d9+GDAR7C+GOKy23NIgtOYCquLvkmtE/uYtErhuCvoEuiCTsj7utm4ftdiGHA+KFpXoOb1BdlVFr6lDsC6glqGZkS1eZwCwWlPQwn4mykIcdUjd9YCrWzbGpdL1Od3McLzNP17z8YXF4m+fD2KNb/ArBfBlNi648jlMGgerHxGah17NDIZTPwzaEytO9ZJJMGk5fdTe/HnJaGtxtOj9WTFiY4Ngo4nWLC8+WDlTmRuKwpzQvsNSCAQnBgtncvl2xgwoakordLqxuVrmnhSKeRkxRq555w+uLx+fj8lmz9/sjPkcGnROnooKuHsR0AfKznvdhJW59c2G9tZZsHq8jUR7gJM75/Isz/sx+YOdQ7+47TemEVnNEFXR6WDcXdAz6mw6S3k3z2EHKnUzqxQkXbRa8iiMqGDRWMqnx2qdjcbDx5cASkDjvy93ukNK9Q/zKebS5k1OOXIOVxU62DB62vJq2oULkToVLxz/Shyk8xtEu8qFXIuHZnGwpUFuH1NhcZyGdw6KQe9RgmWCtj7VfMH2voe9Dxbep4BtCoFvRJMPDCzH67SHWhXPYX6gy/Af1Rez5QkFSYKuiwBnx/1rsXNxlX7v8I76X4gst3G1F5ERZi59+xsLnl1Y0jMrFMysXcrcwBdlPIGNze+vYHsOCOD0yKpsrq58c31vLZgBH2SxHzjpKM1obXWosj/odld5Ls/h+wz2nFQAoFA0H6ovTaU+79pPr7rI8id1o4jaiTerGVav0TG58QSDIJR2yh1lMtlpEfrueOsHK6bkIVaIUdzyFDgz9P7cN2b60OOF2tUi/U+Qaehi8s1Ba0lGIQ/fbytiWgXpErihz7fQbCLK/5iTRru/WhrE9EuSPbmr68sQNPVlcnqFhZoZXKQi8rK7o5cDjlxRl76JZ8JOXGM6RHDiMxozuwVxw+7KwkSRKloW6W/4BRzHKGYTNV5HGYE3RufP0CtzUOUvnXJPJNWRZ1DCHcFXQCZAlTNO/wENWZpn1Yil0l/mkOn6uLzSYGgg5AfZ84jb6W4HoCIZLjqM4jri27za5jWPImiYguc8zj0miaJblt9rHRYsBRiezVuMyfDpR9AbM/WH+coGpweiusclNQ5cHja3gZcLpdxTv8E/npe3ybtvcb0iObt60aR2IGtiAWCI7QkapfJsXqCHKxpvhW0QCDoHARUhuaDMjkmfbh7Tvj7rEohx6RVMS1Hz1/PyTnmHhbFotlxJH4+H2oLIHnYbxv4ScYQpp3mYeQyQlrQA6RE6Vl88xj+fG4fnrtsKP+9bAjXTcji1SuH0yuh/Qt/BIKTTbXNTZEijVJTf7xKY9O1B78X2eIFYClt3XFqHZTVO/H6/Sd9nDKFosX5v1zbtIBdIZOha6EjgF6tQHnonG9werlvybYmot3D2xe8to7yhra3CU6N1PPu9aPJim28/iZHaFl4zUgyD23zyzWUnfcGRRd/SeX0lyFxQNODaCOPiHaPRq1UYI5NRZ19RtM8SepIWPAFRAh3yK6MXKkgoGrh/qLWS+uE3ZR+iUb+O68/sUb1kW25SWY+uG44qTHd975b7/Dwhw82k19l59udFby6/ACfbSmltMHF1W+so7zBefyDCNqG3y8VZShbyL1oI9pvPAKBoNMRDAYpb3BRVOugosHV5TVWxyKTy6V5RXNoO74bnEGjbCLaBaiySs8dlVY3OpXiiGgXYERWNE9cPJDIo9bIB6VG8P4NY0iJ7MLGj4JuhXDcPU1wef0crHGEjW0vseDxhbYT6krU2T3UNuMO+PPeqlOSGGpXMsdKD95h2j4Fe09Hpo/pgEEJ2pOg38ev+6p5cf4wftpbyc7SBmRyGW6vnyfnDuaLraVM6RUFBiEG7SwE1CaIyYaavNCgLoqgUbhQCdqHGruHIBCpVx93XwCjRimEu4IuQa1fi3bgAvS/PBw2bu1/JXp/AGUrW+ZF6RRM6hPP97tC297KZTAmu/M4gwkEXQm3Lh6VLgqcYdrCxmTjUkXSJp+Y6B5wySJw1EitC7WRktNuWwTAAAolpAyVxLuOWgj6QBctOVK1sfWt1xdgf5WNhz/fwar8WlQKGTMGJvO7qb1Ib2ML4SiDhqvGZjC9fyINTh9alZxog7rV93GB4FQjSxvZbH7ClzOVfIcGrcyHxxdArey+AgKBoKvjTx+Loplz2ZszHa86CpVCxtm5ifRMMKJWyJDJpK5nKVHh723RehVXRWxi+pwUGoIGtEqILvmRyI+fleYBa/8HQ+aDruMX+w4zOisauQwCYdZbp+YmEmUInV8cXpz9dU81y/OqUcplTO+fSE6CsUUhsEDQ2bG5vGwuauDvX+xkT4UVg1rBFUPv5OqLbyRhycXgPSQSC/hh95cw7vYWjlPPw1/sZG+FDaNGyRWjM1gwLpOEk1iI5pCbUGRPRRHOFUyuwJ00oslzRpRBzdXjMvn9B1vCHu+a8VmS6y1Qa/fw677qsPtV2dyUNjhJauNCv0opZ2hGFO/fOJo6u5cgQaJ0ahIipO+kyurm440NvPiznzpHPWnRsdw74XnG53xL5PJDeY+hVzb/BvpoGHKF5JTsrJOEZ/oYabugyxMYfAVsfjNszDP4auSq7is80ej09E4O8uiFA/D6g1JRTRAiDHpJYNRNqbF7WFcQJo8ClDW4qLC4u3an2c6IvYJ6mRnlwPmoNrwUdhdfnwsQVloCwelJjc3Nsu3lPPP9PiqtbhLNWn43tSdTcxOJNnSPvK1DboKBV6Jd9WTYuK3vJXSep3nJRGNdQR3/WLqL/Go7Zp2Sa8dlcenIdOIPPXdE6FTMGpTM6B7R+PxB5DIZZp2q2/ybCboH3XdGK2iCw9OycPXY9jxdjRpr8xXOwSB4fW13O+pMWJUxuKc/HRowJeGe9DBoRMvU7o7L42VqbjxWl5dEs44VeTX8uLsSo05FIBhk3og0fP6u/TvvbmhlXrwXvBTqmK1Q4Zn9Kopj2zILBKeISovkth/ZSsddo0ZJnb2ZluYCQSfC5QvgHzCHYPKQkJhv2LU4TJn4/K3/LUeb9PzpnD4kmDUkmrWMz4llUGoEMhk8OLMfRo14dBIIToSKYCTO2a+HCmvVRpznv0TNiaT79NGSK27iAIhMa7to92iM8RDfBxL6S467bRTtAhystTPruRWsOtRu2+sPsmRTCfP+t4qSura74KgUClKi9OQmm+kRZxSiXUGnQtZQjH/ms6EBUyJVYx7kjo/28+Iv+dSLQjCBoNNSaXXxwgY7dZP/FRo0J1Mx+i/4lDoWXTcavUbBsm3lrD5QS7nFxbqCOiotzeRh9dGoileR8s0N5G56mB7L/0Dkir83Fu84qiHYucwV4kwaHr1wQMj2RLOW+87tg1ETOscorHUw67kVLM+TRH2+QJDPt5Yx58VVlNSJXI+g67L+YB3zX13DngorAHaPnxdXV3DHz0Gqzzpm8b6hsNnjrCuoY/6ra9lbYQPA5vbxws953PXeJqpt7mZf11ZsQQ3uKf8nFfEdg/vc/1ARCH3OGJ8Ty4Sc0KLcGQOTGJDc6KLo8rZ8rfotebN4k5beiSb6JJqPiHYbnF4eX7aLR5ftps4hHbuo1sltnxaxVDkFX48pMPoWiMps+eAKpeSumzhAel4Sot1uQcDvx21IxDvy5pBYMHEggUGXgbf7drzIq7Jz7jPL+ePirby9+iAv/5LPre9sZO5Lqyir776us87jrOvXO8Xz1kknGMDhk+EccQvE5ISEPRP+RJ1CGDsIBKcjDrePl3/N56+fbKfyUIfzcouLez/axlurCo47d+wquPzgHbKAQFy/kJh9+K1YtEkdMKrwBINBftpTxXUL15NfLc2DLE4fT323j/s/3U6d3UMwGKSw1sF/vt/PDW9u4M8fb2N/lY1AN3NKFnR9ukUJeElJCffeey/Lli3D4XCQk5PD66+/zvDhwwHppH3wwQd5+eWXqa+vZ9y4cbzwwgv07Hli7S+7IlEGDTKZJGI9FrVCjlH7GxY6OwFZ8c23QzHrlGjUXXuhs8whZw+jGXzJD8Tu/xCdo5TqlMmURw3Hbo8i2+Yi1ijapnZnDBoNCoWHV5cfYGNh/ZHtO0otpEXreGruYDRq4bbbqZCrkBetwXv9LwT3fIW6dA2e2Fxk/S+E8u0oozM6eoSC04TKQ8Utra0eNGiUlNSLxUZB50ehUrO33oh31HNkefOIy1+CX2WgstclbHdEEefRk6htvfNEldXF51uKef+G0ewqs7Iir5pEs5Z/XjwQn99PpdVLUuSp+zwCQXdFoVDyiyub3vN+ILrgC8z1u6mPHUZ1ymQKHTH0NLXNq8ThsFNh8fDtzjLKrR4m9oyld6KJhOiOaVfocPt45vt9YYthyxpcrMyrZs7wtLYd1FIKFTsg7wdp4b3XOZKouBu7KAm6DjZjBmssqeQelZ+oOZSfqA/Eo1WX8fOeKmrsniPuFgKBoHNRUG3nqZ9LqBvWj2uPyTXWxo1knz2CeLmPK15dc+T+tqfCyi97q7l1UjaDUlu45w6/FlKGQ8kGMMTCxPtgw+uweykkD2vawr0ToNcoOW9AEkPSovhwQxHFdU6m5iYwqkdM2LaZTo+P53/Kw+UNve9XWt38uKeK+aNFvkfQ9ai0unjosx1hY2sOWiidMJBYtRE8khiXHpPAZQVrKez8DFwN0Hs6lRH9eejz8MdZlV9Lab2TWONJymHLFGy1R2Oa/oNojUAAAQAASURBVDGJdeuJKfkehyGVmuyL2Gw1kSMLnYfEm7X8e94g9lXY+HB9EQq5jHkj0ukRZ2gyLrNWiUGtwN6McC495qhrmd8HlmLI/wmq9kDaKEgdLs3jj8VRC5YS6TvzeyD3fIjMoMahZfHGkrDv9fjP5Uy6+UWSjQohxD1NkSsU5DsNlMZewcA5M4nf+x4Kr5WqrFkUqHuidpjIMMvpjjNvq8vLM9/v45kZKQwy1BBZ+Bk+tYmGs6axaKeXjYV1nNdN21zr1Qq0KnnYOQdAorl7fu4ORalDo1KxskRH9BkLyXTvIvbAF3i10VT1nEe5PJ4YRfN6BIFA0H2ptrl55dcDYWPP/5THhUNTSWtj17VOiVzBPV9WccXY/5Ht20/cgU/xqSOo6jmXpcUa4iqCpCZ39CAlyi0uHlm6K2zs6x0V/PFsN3UOD7OeX4HF2Wh+t+ZALRcPTeW+8/oK111Bp6HLC3fr6uoYN24ckyZNYtmyZcTFxbFv3z6ioqKO7PPEE0/wzDPPsHDhQrKysrj//vuZNm0aO3fuRKvtjo8yoShkcNHQFBZvCH34v2psBooTcBXqTPj8QcblxLBif01I7NpxWcjo2p/P7vFx+8f7USlkjM2+ELNWwZ61NvZWFDA8o4F/zx1ErDDd7dZYPAHyKm1NRLuHKap18s3OCq4aIxYGOhXGBPIz5zH3hY1kxAwmLWo0lfs8bPspn0ULxjJIrxe294J2ocLiRi6DiFYW6Rg1SuodwnFX0Pnx+WUs2VjC22sKSY4wMDT9VjwuWPlBDTZ3A89cEknvBAMGbesevp1uP7OHpHH1G+s5UN3oVPLkt3t5et5gekSLAhmB4ERw+QLc+eEO3L4AIzMnEW+aRvEuF5u+OUicqZxF145q9bGcDgff7arkzsU7jxSlvraqhJw4A28uGEpyTPs367K4fGGfQw+zbHs5FwxOQa1s5cyvvgjeugBq8hq3ffNXmLNQansrxLuCDqZSFsONH64Im58Ymt7ApSPTeOb7/ewoaaBvUmdqoCcQCA6zYr/kFPvGhhre2SxnbPaFmLQKdq+xsa8yn29+dwZ3vbc5bFHK8z/lMSorBl8gSM+EY4QLtQdg8YKm9zCZHM77NwR8MPbOTik6M2pV9EpU8ZfzcgkEgsjlzeeRLS4fy/dVNxv/ekc5Fw5NQa/u8ssugtMMu9tPQU3zRdxrS1wMjM6C8m0QmQGJ/WHjQvjmL407rXoW+2XLOdjCcdYX1DEwNfKkjNnrD/L4V3vYVFRP74QseiXciaXCz8qVFXj95Sy5JS7s6+JNWuJNWsZmxwAgC7M2Fm/WcPvknjy2bHdIbErfeOIOi3wDfiheB2/NAt8hN/LVz4MhDq7+EmJ7Nb7QXgM/PwZrj2q/vuJpyJ2FccIjzX5Oi9NHvU9Dsl7Mq05XfL4AJQ0ebvm4AINawdicq9AoYNP3FkrqC5g73M+dk7M7epinBJvbx/WD9QxY/XtUxSuPbDevfIybx/+VX5wzCAaTwp7HXZ0gQa4YncnLv+aHxM7OTcDbxTvpdkoMMThtVh7+YgelDS4yYmIZkHIHzvoAK96tJhis45NbheOuQHA6Um334AuEd2l1+wLU2j3dQrjr8cOPe6tYtiNAalQEg9Nux+0KsuL9ahyees4fJGf2kDDFaR2AzeWjytp8N49ah4dXlxc0Ee0eZvHGYhaMyxTCXUGnoctnkB5//HHS0tJ4/fXXj2zLyso68v/BYJCnn36av/71r1xwwQUAvPnmmyQkJPDJJ59wySWXtPuYOwKNzMeZveIxa1V8sL4Ym9uHWadk/qgMesYbUdO1BTpWt48rxmRw3oAkog1q/AHpocbvD1JY58Dbxe3ONxZKLeW8/iA/761qElt/sA6vXzygdXcUcli2rbzZ+Nc7yrlsZBudvASnlGqLnds/3Emdw0udo57NRY2x69/Zxuc3DSOp68/hBV2ACouLSJ26xcXHoxHCXUFXweMP8M3OCgBKG1yUbmvasvfL7eVMy01o9fG0yiAPL93TRLQLEAjC7z/Ywtd3TTixgfq9YC0Hr0MS3BkTQClEwILTh1qb54hDzJoDtU1iVVY3dk9o8qw5Km0e7jpKtHuY/VV2nv5uH387Pxedrn2FrQq5jEi9ihp7+DaVsUY1ilbeg3Hb4bu/NRU8AQQDsPhquG09RGeFf61A0E6szq8HwucnNhbWcf0Z0m80SiS/BYJOy9Gukh5/gJ+OOpe1Kjk+f4CdZZawrw0GJffd11cc4F8zM4lRecGUBD4n/PBI+HvYl3fD9T9CF0jPHu+5WXnovl9ucYWNxxpUqFp73xcIOhFKuQyVQobXH/5EjTUowOOAvjPh7EfA62wq2j2EymtFKZc1K2yINTYzP3DWg7NWen7WRoAp8bhj9vqDbCqqB6Tr0p4Ka5P45qJ6hqRHhXmlREtCP5VCwdzhqehVCp7+fh+1dg9alZzLRqZz45nZjfMcaxm8d2mjaPcw9ir4+Ea4fDEYJIEwlTubinYPs/MTInvPpEds7JE2v8eiUQn7h9MZhULG19ultSG7x8+3h3Jhh/lmZzm3TOzREUM75WgUkFP+RRPR7mEilj/C+Csnd0vRLkhzrsQIDXdN6ckbKwuod3jRqxVcODSVkZlReAJiXfik46jB6VFQ2iBd0w/WOEKKUcobXKJAVSA4DdEex5BB213majIZEToVLq+b4jonxXXOJuEYQ+dZ11Ip5M12nAcwa1V8u7N5bc1X28vpn9IxHfwEgmPp8sLdzz77jGnTpjFnzhx+/vlnUlJSuOWWW7j++usBOHDgAOXl5UyZMuXIayIiIhg1ahSrVq0KK9x1u9243Y3qfIslfKKyK1Hn9HHHe5uY2jeBf8zuj1Ihx+ML8MmmEp7/KY+vbmu9y1FnJM6owVMfYGNhPZ9tLsXjDxCpV3Hd+CxSInUou/iDm1Le8s3+ePHTie54/gIogJaMo2VICVZB56HWFWR3uTVsrNrmkVqui+JcQTtQaXUTZWid2y6AUavE6fXj9vnRKNvWvlxw+tIR91+VouX7nhzJ4Ku1WD0BvtpRETbmCwRZc6CG7Pg2tkOzVcL612DVf8FtlVoDj7gWxtzWqoVIgaA9ONXn7/EEMK0WtQIr9lXSjAaAT7ZWcufkbFLaWbgbZ9Jw7fge3LdkW9j4/NEZrf+MjmrYuSR8LOCDojVCuCtoQkfcfwPHUd7JkKFTKeh9rBOnQCBoQkfmryb0jEMuI+w99eKhqXiO4+AmA/ZV2qipLCVm6cUw+QHIGAc7Pwn/goAfCpZLjrxxvUHVdTvgxeiVXD8qjj98Gj7fc+UAHSpXLRjDO30KugfdMf8cY1Qzc2AyH28K7dioUsgY2isL+n0M+ljQGOHrUNEuQPT+jzmv3xw+3RbqTK1SyBgcTkhbsx+W3g35Px46SA8499+QPhLUzbcZPN6SiErx29ZMog0aLh+dwdTcBJxePxqlnDiTtmknjfoicNaFP0DpRnDUSMJdr0Ny4m0G9drnuHrok9z/Tahwd1hGlHADO4l01fNX1sIzpYwWl466NFGecmRbX2s2HrH7fegxtB1H1H5EG9Qs2VRChE7FAzNy0aoUBAJBvthWxiNLd/LJreM7eojtzik/f+3VyOUtm0C0JYclEAga6ar338NEGzWkRulChKwAPWIN3aZ4Xa+Sc+WYDP759d6w8dlDU9p5RM0TbVBzZs+4JoXIh9GrFWhVCqm4pxllr7icCzoTXV7tl5+fzwsvvEDPnj35+uuvufnmm7njjjtYuHAhAOXlkoo+IaHpRCshIeFI7FgeffRRIiIijvxJS+v6LpZur49gEL7ZWcEd723mlkUbuev9zUcuZMdLyHZ2vP4gry4/wOINxXgOuc/WO7z865u9VFjcBLu44+7oHjEtxKKJ1LdekNXd6Y7nL0ju4ZeMaP6zXDwsFaWYYHQqjnddtbuFo6mgfTjsuNtajBqprqvBKX6jgtbTEfdfnTLI7CHNJwrmjUiDNrhP+ALBZl2BAGrtbTwnPA5Y/hT89Kgk2gVpsW7ls/Dtg+BqaNvxBIJTxKk+f+NNGvTq8IUgCWYNEdrWP8vUNeNqC5JjYEvncEsEAkF8v8GtZkpuPFP6xodsv/vsXqS3pU1awCf9aQ578625BacnHXH/HZ7RfJv7EZlR7Cpr4ImLB4rCUoHgOHRk/iraoObxiwaGLFT1TTJxweAU6p1e+qeEdxKTySA7zkhxnRNvAMlV8rPbwWNv+R7mqAG/GwLh59Stzk37fdIcP+Bv+f1OFQE/Z0TXM71PZEjojnEJZFV93+xnFByFz9O8NVIXoDvmn/VqJX+Y1pvsuKZCWaVcxgvzh5EQZYKoTEm0C/giexDInQ3ayKbH2f4294xUhz3Oi/OHkWA6yqUrEABrJSy+tlG0C1CbD4suhIpdoQMN+KXrAKBTyhme0byj7ojM5mOtRSGXkRSpo0eckZQofVPRLoAnvIj/CP5DAhW/r3mBL4Cznum5sehUTZ+bEswa/jVnIFH67iEG6Qx0xfPX7w9ycQtCmVlDUlAfp7i9qyIL+lvMn8nsFW3K/XUlog0anrlkCHsrbPz+gy3csmgjt727iV/2VvHSlcNJNHfdQqgT5ZSfv34vRo2S1KjwBeEapbzZmEAgaJmueP89mkSzlpeuGIZZ19QXM0qv4oX5w4g3dY5rciAQxPcbOnV7vEGm9UtkVFZo7u/3U3tiakMe/1Rj1ql4eFb/kOuyRinn1auGE2NQM61f88UY0/oLYx1B50EW7OKKRrVazfDhw1m5srFNxh133MG6detYtWoVK1euZNy4cZSWlpKUlHRkn7lz5yKTyXj//fdDjhmu4iMtLY2GhgbM5q7Z/qCwso6znl4VdiFTp1Lw7R2jSI377YmMjmJbcT0z/7sibMykUfLpbePoEdd8dXZnZ1eZhcXri3l1xYEm240aJS/OH0qvBBPxp+FDWji64/kL4PcHWH+wjie/3cOaA02TfJkxep64eCA9Yg3EdpKJoQBKquo4+9k12D3+kJhcBj/+biwZ8V33utseWCwWIiIiuvz529Gc98yvJJq1XDehdS3T9pRbeejzHXz7uzPoKZzSBK2kI+6/lQ0ODta6+N0Hm0MqnSfkxHD75J6MzGq++OlYiqstXLVwI3lV4VtTLr5pNMMzW388agvgueFSq89jkcngtg0Qk9364wkEp4hTff4eqLKzYn8Vf/10R5PtCrmMp+YNZnCqmfSY1j2rbcyv4MKX1oeN9Uk0sWjBIGIiW9/iqsbmJq/KxqI1hbi8AeYOT6V/SgQJJ/BsVWOTWoh9v6sCnVrJlL7xJJi1mHVtSGhaK2DheVC9L3z8+h8hpXu6CQlOjI64/xZU2Vi0tpCXf22anzCoFbxxzUhcXj8v/JTH1eMymZorkuACQXN0ZP6qqNbB48t2cfHwNDYX1VPn8DI4LRK3z88/lu7ixfnDsHv83P7uRlzepot+N5+ZTZXNzVfby/l6jp6UxTOkwJw34cdHoDq8Mw9z35K6UYy4VpoLAz5/gJJ6J19sLWNTYR19k8xcOCSFlCgd6mO7v1hKoWQjbHkX1AbInSUVyukiIHFA+3az2PI+NRYbJdGj+C7fhVYJU7I0JOR/TISzGGY+LY1REEp9Iez9BvK+g8hMGHYlRKQfEYN2Fbpr/hmk4u99lTZW7a8hKVLLhJ6xJJi1aA8JSssbnGwtbuCjjcUYlHBprprshtVE/3gvBA9dLwZcTMWov7Kv1suqEi9JkXom9IpvPI6tSrpWrH9dErbmTJHa5Xx1r1QEcJiM8XDJ26CLAnuNJOjd8Jok4hswl8LEqRTUOLj57Q0h+dfrJ/Tg/MFJDEiJPLVfWE0e/HdYeCG6LgpuWg4RqZKwcM0L8PV9YQ8TGHULO3N/j80vZ0+5ldJ6J8MyouifEkFypBCJnUy66vm77kAtL/ycxw+7K5tsT4rQ8p9LhpAaqSE5qhvee6wV8PkdsPer8PELX4aBc9t3TO1Mab2T7SUNbC6qp2eCkeEZ0SRH6k5L59dTfv7WFVAUiGd7aQN3vLcJr7/ptf2BGbmc2Su27R3ZBAJBl73/Hk0wGKSk3smmwnp2lVnol2xmcFoUyZFaydm1A6m1ucmvtvPOmkLsHh8XDU1lYGokiRFty3GX1Nm5Z/E2puQmEGfSsL6gDr1awYjMaL7cXsaQtEguG5Vxij7FiVHW4GR3uZX1B2pJj9EzJjuWxAgNLk+AsgYXl7y0ijpH0zW6S0emcc+0Pt3GKVnQ9VEef5fOTVJSErm5uU229e3bl48++giAxEQpaVdRUdFEuFtRUcHgwYPDHlOj0aDRaMLGuipRGrhuTAovrigOid05MZ04fdf+KRyocTQbs7p9Xd5ReMX+akw6JU/PG8wnm0qotrsZlhHF5D4JPLpsN/+9TCzeHqY7nr8AVpePF37KY87wNKb3T2LptjK8/iCT+8TTK9HE3z7bwQvzh3X0MAVHEa+TcfeUTP72ZV5IbMGoZGLUoYJegeBUUGl10yex9Q++hx1364XjrqANdMT91+kL8pdPtvHgzH5sL2ngpz2VaFUKZgxMRqWU8eryAwxIiUCnbt08NzXWzH3n9uXahaGiwFFZ0SSZ2vgQ76oLL9oFaVHPViGEu4JOwak+fw/W2tlc3MDLVw5jycYSCusc9Io3cf7gZN5afZCUSC3prdTEp0eqGZERwbqDTR13ZDJ46LzebRLtVtvcPPLFTj7ZXHpk29c7yhmcFsmL84e1ObEZY9QQY9QwKC2yTa9rgikBpj8Bb80OjWWdCRFdy41CcOrpiPuvURVk5qBkxufE8vqKAqrtboamR3HegCTeWH6Apdul7la9E01CuCsQtEBH5q8anF6+2FbO0u3l5CaZMWiUfL6llNpDzvZlDS4Wbyjio5vHsmh1IVtL6kkwa5k7LJVNRfUs3lDM385OIX7zPxoP+uPfYdpjsOii0DfMGAuOauh19hHRLsD2kgYueXn1EXHwd7sqefHnPF5fMJIx2TGNghRLKSyaCxXbGo+59X0YMAfiektdLi5+FUxJtAuZ44h5/VxiHNUMTBwoOeyu2wxyJdz4ixDtNkfVXnh9GjhqG7eteQFmvQi5F4C6DV0KOpjumn8GSDBrSTBrGZ8TGxIrb3By7cL17ChtbG388RaYN2gg90x6nJgf/ggKFQycR8LbE0lQqhkf0xOcadDvIVAZJAH/sj/Bjo8aD7zrM0gZBuc/C4uvadxesl4S6QaD8MsTsObFxtjupThuOMATX+/mhfnD+G5nBRuL6og1apg1OIX8ahsr9teceuGuIRaGLoANr4fGpjwExkPXJbkc+s6EFU9L38HRaMyU9b6CWf9bhy8QJDvOSKxRTVKEtsVOjIIToyuev35fgDdWFTC5Tzxn9Ynni62lODx+zuwVx+C0SO77eCuvXtVN14ZMCfgmPYAy7wfwH9OBJ7oHnpRRdHfJTXKkjuRIHWf3E89Wp/z8NaVQXWrj3bWFvHLlcD7fWsbucgspkXouHJrCT3sqSYnSCeGuQHACdMX777HIZDJSo/SkRumZOSi5o4dzhFqbmye+3sN764qObPt6RwW5SSZeXTCCpIjWF4F5/UHWH6xjRV4NZq2SPklm3F4/L/6cRyAILo+/0wl3kyJ0JEXomNS7sRue1eXlvXVFvL+ukKfnDebX/dWsya8lQqfimvGZDEqNFKJdQaeia6s1gXHjxrFnz54m2/bu3UtGhnTByMrKIjExke+///6IUNdisbBmzRpuvvnm9h5uh2HxwIxBiUzonYAnKMfp8aNXK9ArgygJUOP0kdyFc4oJ5uZv9HIZRyrCuyrJkTpuWbSRGIOa6f0TyU02s7vcyoLX16JWyrttGxxBI1q1nCiDmrs/3Ep2nIFJfeJRyGR8t6uCf3+7l8FpkaiObdUl6FBU7hpmJ1vof/1w7D4Zdrd03VXL/PQxWDH66oHQJLhAcDLx+QPU2NxEGVrv9mfUStPDltqRCwSdAcWhRf/r31zPsIwoxmTH4PUHeWV5PgdrHMwfnY6mjffGIUla3rpmJI9/vZvtJRbMOiWXjUxn/qg0UqLb6AKlOs7Cs6ZrVJILBL+VSJ2KxRuKWbatjOkDkjijZxzFdU5ufGsDbl+Au8/u1epjxXrLeXaSkjfz0nlrbSlWt4+BqRHcPzmZfuUfQ8o80Ie28grH3nJrE9HuYTYX1fPVjnKuGpPRMW4JqSNhwVL4+i9QtllqPzzqRhh+DRjj2n88AsExeLxeDBo1VRY3OQlGchVm9lRYufTl1Rzd5Ck9uusIsASC0w2dWsqTBoM0EeAdxqRVsragjrJ6Fwo5PDSzH5VWF/d+vI1InYrnZ6Ux1v49qv1fN76o7iDE94GrPodv7m+8hw2+DPqcB+ZUiEw/snuFxcVt724KcfT1+oPc9u5Glt0xgaRIHQT8sPkd/GojFbM/ol4hCXqjLbuJW/sEjmE3Ux0/GWt1AL3bToxB3Ta3+xMhIhUWfAG//Bu2visJibInw9SHIVoU5oXFWQdf/K6paPcwn90G6WMgOrPdhyVoPf5AkI83loS9Zry/pYY5/cYQ02s6DLsKVj4LrnopeFikmjoCRl6HtaGe6v634eh7ByaFl9i976Lf8gaUbJAcdZOHQulG6TWmRHBZpN/N0aLdQ6jxsa/CxtVvrGNi7zjO6BmHxenl71/spMbu4ZlLBp+S76IJ2giY9Bfp+vfrk4cKdHMk0W7meFActS4VmQ7XfA0/PQY7PoaAn2Dv6dSNuY/rP6k60i0zr8pGXhWsOVDLuJzYk3pNCwSCVFhd1Dm8yIEog/qEuo0I2heFUk6CScNfPtlOerSeKX3jUSvlrM6v4dkf9pMVa6C7LhF63C4+OaBg8qXLiFrxd+QHfgKlFu+gyyjOvRG7TU//bq5vd3h8VFnd2Nw+9GolsUZ1p2pV3q1oKESviuOXfdWszq/l7H4JnNEzjiqbm7s/2ILV7ePCIakdPUqBQNBJsLt9VNuk67NBrSTWqDmyvtqe5Ffbm4h2D7OzzMrHG4q5aWJOq13aFbIgcSYNxXVOLC4faw80fX5LieoanSAqLG7+8eUuABa8sY7xObGMz4nF4fXz054qRrehU6dA0B50eeHu7373O8aOHcs//vEP5s6dy9q1a3nppZd46aWXAKny4a677uKRRx6hZ8+eZGVlcf/995OcnMysWbM6dvDtSK3Ti0at5+1f9/L19nICQak16QWDkrnhjB7UO910nrqQtpMepSfWqKbaFioymtwngVhj167gGZgagU6loMbu4e01hU1ic4enEWvq2p9PcHx8/iBXjMlgyaYS8qrs5FU1bUt63fis07I1TqfG1YDHYWHJnmI+2FSBLxBEJoOz+8bx0Mgg+P0Qm9PRoxR0c6ptHgJBiNK3vnLQoJEWFYTjrqCzo1P4uW58Fvd8tI0NB+vYcLCuSXzu8DQCPh9ydet//y7UlDU08KdzpDY5/kCQbUX1uHwnMEB9rOQaVLIhNBaTDQYhwBOcHkTr5GTE6DlY42DxhqYdYIamRxGpakN3lKJVOCNG4QrA3y7oh1aloKDGzt4qB9kyJXpHbauEux5fgIWrCpqNv7WqgPMGJBJn6oBFbI1RWuSf/xF4nSBXgCEeFF0+fSPoJtg8AdQaQAZKuYznfwrtMKKUy5o4XQgEgs5FjEHNyKwo1h6oC4mlRumosXvIiTOSFWsgUp/Cz3uqSIrU8Y/ZA+gZpaDn57OhYnvTFw6cB7oYyEqFy95vbHev1IEuMsRNtdbuobjOGXZ89Q4vFVa3JNy1V2J1uvm53z954LNyau1S0U1OXCIvX/4tr68q4t31pXj9ZchkMKl3PI/M6n/qW8tHpsP0x+DMP0IQ0JokAZ8gPI5aOLg8fCzgg7JNQrjbyam2uVl0zLrE0by908eQUbeg+PhqsFeH7rB5EaU583jouzq+3V1NMCjNF+YNuYQ7LziH+E8vge0fQf+LG4W7Q6+EorVQuSPse8YVLuP8QYP5cEMx3++q5PtdjU62BrWCASntdE4a42DEDdD3Aun3rFSDMSH8vtE9YMbTMPkBACxBPVOe2UCtI3zx/Lc7K+iZcHKcHR0eH6vza7j3o21UWaVW1WnROp6aO5iBaRGoFV3b/Ka7c/HQFF5fWUBhrYPXVhQ0iV07LpNUjRPofi6g1RYHefVBfIo4nCkPMWyYEo8ffioKMNwTxfb8avpndN/8WqXFxTPf7+O9dUVH1pem9k3gb+f3k+ZJgpOLrRKdMZ4x2TGsyqvhi61lTcLJEVpijMKhUSAQSIWo//p6Dx9vKsEfCCKXwfT+Sfx1Rt82Odz+VgKBIO+0MEdftKaQOcPTiG9loVaa2sE147N4+POdITGZDGYN7hqKsp/2ND4XBIPw675qft0nPaMo5TJuPKMHeo3ItQs6D13+1zhixAiWLFnCn//8Zx5++GGysrJ4+umnufzyy4/sc88992C327nhhhuor69n/PjxfPXVV2i1p08lqVGn48HPdvLLvsakiT8Q5ONNJXj9Ae6e2rMDR/fbCRLgybmDufO9TdQ5GoVGfZNM3HpWDsFgsIVXd34SzVrevHYkC15bi93jP7J9VFY0t0zMQaMUSZXujj8oLazcP6Mv//hyN/6jrIzmj06nX7IZf8DfwhEE7Y1dGcm/d/l5f1P5kW3BIHy9swqbK4JnZyTROj84geDEKWuQFkJj2tDyQymXo1MpaHAI4a6gcxPwBxiZFc3Fw1JYvKHkyHalXMbfzu9HhE6FPxho9QOPzxfgy21lPLJ0V0gsNUrHO9eNIj2mDS0qDDFw0avw9oWSc9BhzMlw6XtgamYhTyDoZmjUKp67bCjXLlxHhcV9ZHtWrIHHLhqAsg1GMWVx47l0URHlFldITHnuSObKlbSmlM0fDIQ4/B2N0+Nv4hzaIRhEZwZB50St0XLpy2u4bkIWZ/aKZ3e5lZ/2VB2Ja5RynrtsKEkRp0/OTSDoakTq1fzz4kFc/fo68qvtR7bHmTQ8Mqs///1hP89cOpham4tSi4veCVrq6+v5bI+Ta8ZmgOUYx/rUUTDpz6A+tEBpOqqVs9sGfjcEtFKr+EP4jnOj9foP36dl7E65iNveblokMCgtkv+tKOG9dY3PAcEg/LC7ktvf3chLVwwn5lQbOah0kvuu4PgEj5Oz9DjaZxynK16XVBCmNkii0qOwOL3IZBzXvTEYBJe3+X9Hu8dPoGQjinCiXaB20A3c9cE21hY0Fgz4AkEWbahCRjz3DbwK/cEfQHFofLmzpOK1unzpOhIGjVLOzROzyauys7Gw8bhGjZKXrhiGRnXUk0EwCK4GkCulQrmTjVwO5qTW7avWHylmsNY5mhXtguTkdrI4UGXn2oXrOXqprKjWyeWvrOGruyaQFXsKvhfBySHgx6hV8vhFA/nLkm14/Y3/iBcMTmZ8z1jwWztwgKcOuVxObrKZO9/bHBIzrSvntQXDCfj9yLuh8Nzh8fHM9/uamDkFg/DNzgoaXF5euHwo0QZh6nRSCXjRKZX8/YJ+3PT2RvZXNt5/4owaXrxiGPou3uFXIBD8dmxuL48t28WSTY3PxYEgLN1WhsPj46l5g4lsg5nSbyFAELun+fmiyxcg0CadlIxJvePYdDCJz48qXlApZDx20UD0mq7h+O70NP/c4gsEOz7vLxAcQ5cX7gLMmDGDGTNmNBuXyWQ8/PDDPPzww+04qs6FyxdsIto9mqXbyrj9rK4t3C1v8PDI0p38/YL+OL1+KixusmIN1Ds83PDmOt65fgymU90m7RSiVMgZkhbJ1787g5J6JzaXj+RIHXEmTZd3Exa0Dq1SzturC0kwq/ni9vGU1Dnx+QOkxejZX2njb5/v5NGLBnT0MAVHUS2LYvGW3WFjK/IbqJHlCuGu4JRTcUjYFNUG4S5IrVHrnc0vHAgEnQEPSv780VauGJvJ1WOzOFjrQK2QkxKl4/tdFSzZVMJdU3q1+njF9U5e/DnUNRCguM7J/ip724S7ANFZcPWXUFsA1fukv8dkS+JdgeA0ocbu5ZGlO3n1qhFYnV5qnV7ijGo0SgV3vreJ/1wyhLhWmmHttunDinYBnlxexcR+GbRGEq9TKblwSAo/760KGz93QBJR+q77/CgQnEryquyUNbh4ZOkurhufxd1n9+LWiTnsq7CREasnOULL/kobctERRiDo1ChkcNPEbCJ0SgL+IDEmDXKZjDq7h0tHpVPv8BKhV/PGsj3o1AoWjIjjoWQvMRE2uGk5VO4EaxkkDICIFDAe47Jtq4TSzbD6OXBbIfcC6DdbcqoFog1qzFolljCtLdQKOYmHHIHqZWb+uTw/ZJ+z+yVy+zubwn62DQfrqbS6T71wV9B6tBHSc1BN+OctUoe373hOF9w2qM2Dlf+Fmv2QPARG3QiRGZQ7gizfV82764qQy+CyUemM6RFLYjOFN5F6FdP6JfLO2vCOXhcPS0Ulyw4/DpmM6oRxrC3YFjb8/uYqbrj8UtJ1h8Twl70Pxevg8zvg/P9CxjjY9kHI60rSZnLtwnU8duFAVAo55RYnJo2KaKOa15bnM3NQCsmRBqgvgt1fwPbFkgv4qJul31wnKKY1aVWM6RHNqvzasPEpuSdnjHa3j2d/2E843YbbF+DdtUXcM603SoU8dAdBxyNXsHRbOW6fn89uG09ZvROXL0BGtI6Sehf3LN7C0/MGd+muqs0hUyh5bfmBsDGr28eW4npGdNN219VWd9jW5wBr8muptnqEcPdkY0qiwe3j1kUb+efFA/EFglRa3UTpVJh1Kv751W7untabROF2LBCc1lRbPXy6uTRs7Mc9VVTbPO0m3FXK5Vw0NJWvd1SEjU/LTWjTWAo9Bn7//iZumdST6yf0YGNhHSatitxkM19uK6PO7uG6CT1O1vBPGWf2juPf3+4NGxueGYVJ2y1kkoJuhPhFnibU2psX3wSCYHF1bVe9/Gobeyts3PbuJqL0KiL1aiosLhyHqilOZmVyR+EPBPEHguRV2ihrcKFTKYhuoxBL0HWxuLxsL23A6zdRWu9kS1G95D4ik1FU62R/pa3F6iFB+2P1yJo4Ix9LpdVLz1YaMQgEJ0p5gwuVQoapjS0/DBplEwd7gaAz4gkE2Vdlo7DWgQzYUlSPRiVHLpdRUu+k0urG7vZiaGUVsNvnp9rW/Jx5R2kDZ/U5gbbfpiTpT8aYtr9WIOgGVFrdWF0+yhqclNQ5Ka5zkh1vxKxV4fD4sThbf7/ZXm5vNlZhceOi9WLbkT2iyY4zklfV1MEr2qDmyrGZqEVXE4EgLNtLGgDJ7enlXw/w7toiHr6gHzFGFT/uriTerGFoehRWl0/kLASCTozF7cPp8aNXK9hcVI9Jo2RYRhTf7qzggw3FPHHRQPprzWwqqgdgZV4N0/vG8Pdea4jN6Ac9pzZ/cHs1fP2XpkK7kg2w+nm45muIyiTBpOGh8/vx+w+2hLz87mm9iTNJQhSXX86+ylC3TZ8/iMffvHt+ab2Tvknm1n0ZglOPMQFmPA1vXgDBY/7dhi0IFX4Lfjs+N+xZBh9f17itdCNsXEj5TTu55t097CxrdOhcV1DH4LQIXpw/PKx4V6tScMOZPfhiWykWZ9O1lr5JJgalRQJDIbanVLR6NJEZlLuan6d7/UGsQR30nAZf3i11rAn4ICoTepwpueSmDIeS9U1e5/LLqHd4KapzIJfJ2FlqIdaooVeiiSqrh11lViamqeCNc6H+KMFxwa/Q+1yY+Z8O/+1F6FQ8MLMfs55bgdvX9Nw4s1ccadH6k/I+Do+fHWUNzcY3Fdbh9PoxCeFup8TrC7CluAGTVkl5g4stxQ24vH5kQEm9k70VNty+7mkdF5Ap2FPReK2Sy2jikrexsJ5gMIhM1v2KBq0uX4sdCsotLnolmtpxRKcBhjgslT7sHj8ldU5sbh/7K22kROpIjdZT5/RSXO9kQGpkR49UIBB0IBaXt0XH1lq7G2i/TgYDUyPJTTI1mdsDmHVKbjwzG20bnML9wSA7y6xc/+Z6tEo5wzKisLl9bCmW5pEzBp6YsMHl9VNhcbF8XzXlFhdjs2PoEWckwXxqunWlROqY0jee73ZVNtmuVsh5aGa/dhNWCwStRQh3TxMijuM2a2ijoKezkRLZmMCoc3ibiI2Uchl6dddedPX4/CzfX82Nb2048qD27A/76ZlgZOHVI0kW1X3dHoNawaUj0thUVM+1C5smKafmJvCX8/qiUYrEWmfCoG45WRRtEC5uglNPmcVFjEHT5uSlQaOgoQ1CKoGgI1DK5Twyuz/vrC7ksWM6S9wyMZux2bFo23BvVCsVGDVKbM0UfGXFttFt9zCOWrBXgbMWtFFgiJX+CASnCYlmDXdN6cXv39+M9ajzK86o4V9zBhLZBmfb7NjmF64jdCpUstYvViZF6Hj72pG8v76I99YW4fUHOHdAItdP6EH6SVogFwi6Iz3iGhcf5DL415xBvPRLHhsL649sl8ngiYsGcu6ApC6fbxIIuisGtZJPN5c2aS8vk8GfzunD7CEpxJrUUsH4USzbVcPVgwcQ+819VE3/Hw2Ykclk1Dk8aFUKYo1qEsxaZHUFYd0xsZYT+PUpqsc/jEanZ2rfBN6/YTT//GYP+ypspEfr+f3UXgxJj5QWF+01xLmq+PYiNQ5lHD+XBHn85ypsbh9qpSxEvHM0h4W/gk5E6gi44Sf4/mFJyG1MgAm/hx5ngS6qo0fX/bBVSI61x5I4kO93locs7ANsLmpgdX41s4akhj1kRrSez24bz0s/5/PVjnI0SjnzR6Vz4bDUQy7ZKXDFp7BxIWx6C/weAqNupSL3aszO5ocqk4E+NhVcDpj0F1DrwV4LmeMkB16AeW9L15V1r4DHBr3ORauS89S8wfz9i11NivFUChmPXTiQpAgtwYYSZBGpTYW7AHu+hNG3dLhwFyAnzsgXt4/nP9/vY/n+aiJ0Kq4bn8W0/oknrduiViUnPUpPUW34f4jsOCMaUbjYaVEp5cwYkMS+ShtXv7GuSWxsdgz/vHgQCkX3E64CKIIBUqP0DErUcP0QA2Z/LUG5ikK3kUd+raN3gqlbinZBWreXyQjrlA0QI4okTz4uCxG6aP4xewB/XLyFCov7SEivVvD0vMGkiPV4geC053h5rkhd+16fEyO0vLZgBB9vLOHt1Qdx+QJMy03gxjOzyYhpW45bJpORGqUjr8qOyxdgRV5Nk3hOXNsFyS6vn1/3VXPT2xuOGJ49+8N+eicaeX3BqdE5xRg1PHrhQCbtLOflX/Kpd3oZ0yOGu6b0Iivu5OX9A4EgFVYX1VY3Hn+AeJOWWKManVrkQgVtQ/xiThMMGgX9U8xsL7GExMZlx6BVdW3BX1KkltQoHcV1oYmHGQOTurzLS7nFzU1vbwiprtxXYePf3+zh77P6oxc3gG6N3+8nwazl9RUFIbFvd1YwNTcBvRDudipiZA7O6hPHD7tDWzD3TjARq3KHeZVAcHKpaHARdQIicYNaSb2jeedRgaAzYFTLKKt38csxol2A53/KY8ktY/H7/SgUrVt8SozQcPmodP73S2gr3gidin7JJ+DY1VACn94K+T82bksdARe/DpFpbT+eQNAF0agU/PWTbU1EuwBVNjePf7WHF+cPbfWxBsYEMWmUIccCuH5kLAlKG21xNEiK1HH7pBwuHZlOMBgk2qBBLebUAkGL9Es2H2lvf0avONYeqGki2gVpcfmPi7cyND2K7Pj2cxkRCAStw+cP8PHGkiaiXZDO3UeX7eata0YSoZGh94fmkT/Y7WWkLhKlu543N9XxzprCI/nKRLOWl68cRr8Dv9Lc3VS+7QP2p13LWzu8PHR+P0b1iOGVK4fj8gbQKOVEHc7hNhTDR9ejKFzJ4ZK3y9LGMvyyJ7l40UFW7K9ham5C2JagPWINYR1DBR2MSgdJg6RnIY8N5CowxnX0qLovDcXgdYRsrusxk3e3hZ7bh3l7dSFn9UnAHMYIRiaTkRlj4IGZudwxOQe5TEaMUYNCfpRoLiIFzrgXhl2DV6ZgS42Cm1/cwO2Tc8iJN7I/jIP22X3jid3xBvzykLRBoYaJfwL1UcWz5iQYczsMvASCftBFYXDC4g3FIR00vP4gf/54G8vuHI/s1elw9t/BmAg7Pm76xhsWQsY4kHfs/F+llNMzwcTjFw3E6vIil8uIM7a9CL8lTFoVd0zuGSK+AEk4vWBcpngO6sQEg0HSo/Xc9u6mkNjKvBom9o5jVFZ0B4zs1CMLenl2VgYp+R9gXvxP8Ev56hRDHK9Pf5m6qO5bGB9jVDO1bwLf7Ayd6+TEG4kziyKlk461DI0xhie/3dtEtAuSc/mfP97G4ptERzWB4HQn1qBmfE4My/eHzqv6p5iJMba/LikxQseNZ2Zz8bBUAsEgkXp1m5x2DxOpVXDbpGx+98HWkJhKITshx91Ki4ubjxLtHmZPuY3/fLeXh87vd0qErnEmDZePyuDs3ET8gQAmreqkmgv4/AE2F9Vz89sbqbJJ9wy1Qs4dk3O4fFRGY25DIGgF4knsNMHst/L8jHj6JjVtmzEkzcwTU6MxBEITJl2JTK2TV68YwqisaG6dlMP9M/oyf3QG03IT+MPkLGI0/o4e4m9iY2EdXn/4ssrPtpRS00JbZ0H3IAi8vfpgs/GFKwuwNOMQKOgYzAo3j0yMYERGRJPtvRKMvHRBInGKFqwmBIKTRFmD64Rafhg1SuodwnFX0Lmxuv28uar5e+MH64oIBlu/0CVHxtzhacwbnsZTF/bihxt688nVfZg1JJk3rh6Brq2LWM56WPq7pqJdgOJ18OECqYWwQHAaYHW4QxY8DrOzzILT3fr7TULlct65JL2Ji55MBnMGxjAvsQy539Xm8SkUchLMWhIjdL99sdrvBWsF2Cqbt8URCLo4UVh465ph9EkycdMZ2SzeWNzsvsu2l7XjyAQCQWuptnlYuKqg2fiGg3Vkaa1kuXbywXUjSIlsFMEGghAMypDJ5UQr3Xx0eSbfXpvDv2ekEWVQcenLayjvcSH1E/5GxbQXsA+7CTRH5aODAWTAsu3lPPnNHhweH5F6NYkR2saFLUctLLkRClc2GZeiaCW9Vt7D7yfE88WWUu4+uzfjsmOa7JMdZ+DVBSOINwnhbqdFawZzshDtnmqam4vK5C1OU1tq+3sYrUpBYoSOeLO2qWj3MAoFmBMp9ei5/JU1VNncPPvDfh6YkUvOMQU9o7KieGiUDNOqJxo3+j2SM/PBleDzgLVcml/LZGBKkH4/Kh12t4+vtpeHHaPHH2BncY3k5vzFXTBoHiiPuS4ET9Gakc8tjdleQ53dTYXFhaMVeXuDRil9rybtbxbt2txeKiwuGpyN60Z9ksw8dH4/1IrGZx69WsF/Lx1KepToONLZ+biFOfebqw7S4Oqma0NByLRvxbz8/46IdgGwVxH/yTwSgqGmKd0Fk1bF387vx+geTUXZOfFGXrlyuJjrnCJcbjebi+rDxmrsHmpsbc87CQSC7kWEXs3jFw9iaHpkk+19k0y8cPkwYk5Sx4S2opDLiD+U4z4R0S6A2+tnQryL28clMmNgEn89ry9/nNabMdnRvDE3kxRlPSA5zVZZ3VRaXCGdeo5l7YHaEHPCwyzZVEqN/dTqnOJMGhIjdCe9I1hJvfPIs85hPP4A//pmL6vzQ0XdAkFLCIvO0wRzsI6YD2fw1oRHqIocSJXdT4JRQWz1WmLeuxzP1d8BiR09zBOnroA4n4brJ2Tx/E95lNa7GJASwR2Ts4nd+wHkng1RmR09yhOmJWGu1x9s9mYn6EYE5S1OXOrsnvCJUkHH4XWQvO1//O/826l2JVHe4CTWqCFOJyMu/yPQnt3RIxScBpQ1uBiYGnH8HY/BqFVSXy6Eu4LOjSrobdEZusrmRtZKt12QzpfiyioeGa9E9uvjKJevAEMcj426g6Axnp+KXUyPbMNilr0a9n4dPlayXoobuq8ziEBwGIe75eSbx9f6+403fgAptYW8Nn8o5XY/FpeP9CgtcWov5i2fYesxCtPxD3NqqDsote7dsQSUGhhxHeReIAkLBIJuhMlZSro2gQfO7YPb58fibF4kUGkVXUYEgs5IIBikwdn8/bfC6iJYX45i7f8Ycsa9vHtVf77YbeWJr/cwt7cKWUN/dN4G7qz9J7I9OyEqk54jrmf69BgKNIPZUO3jlV3DqbC4GZo6mzsuXEDmuofR7v8SV5/ZfLFfEjx8vKmEW8/KIT36mCUKexUULA87NsXBX7j8HD3njOhLgknDs5cNpdrmprzBRYxBTZxZI4QsAgFARKokVPU1FRhF5n/B3P5n8mBpeNfdS0emhXXbPRG+2VGB2yct5FdZ3fzhwy3cNimH5EgtVpeP3CQz8Y79RL8/I9QdOCYbdJHw3YOw63NQaWHEDdB3puS+CwT83hbXRWpsLul7qD8I2z+CPudJ/z3M0KtOrttuMCi915qXqIkdxrpAH55bU0eV1c2IzChun9yTzBg9auWJCSlag8PjI6/SztPf7WVHqYWUKB13Tu7JwNQIIvVq5o1IY3KfeIrrHMjlMlIidcSbNKd0TILfTjAIFS3Mq+sdXmSB7pnHNcscaJY/Fj7oc2PMWwqpvdt3UO1IUqSO5y8fSrXNQ3mDi1ijmliTmOucMszJuC0ti+BtTvGMKxAIICVSx8tXDqfaJhlWxJk0xBk1xJq6tht6bKAa+Zb/cdHIv/D6qmJeW34AvUbJVaPTyE7Uo93zIa5hN7Nw9UHeW1eE1x/ggkEpXDoqjdRmCsGqW9C3ePyBLqtz+nZn47POsfz7272MyIomtoNE3IKuhxDunibIXfXgqCH265uJlcnpqzZILakOlVcrvNaOHeBvxKow88Y2F8/8vOHItnKLi+93V/DmlecyXtZypUdnZ9gxFTtHkxmjx6AWiZXuji8YYErfBFaGaWcFMC4nlq45renGBP2QPITol4cRLZPRS20Ejx2CAZj4Z8mRTSA4hQSDQSosLqL0bXexMWqULS7kCgSdAZPcw5geMXzZjMPO2X1ikfucoDSEjR+LWiljrLkG1cvTG108LKVoP7kWz4DLmXDmX9o2QPdx5tfO2rYdTyDooiSYNMhl4d27dCoFkdrWP8sUkcjz25x8um0tSrkMjVKO3eNHo5Tz4Q2/Jyag7xjhbl0BvDJFEhod5qs/wdYP4JJ3jogLBILugFsbw5f7nPzl863cflYOwzKi2HCwLuy+Z/WJb+fRCQSC1qBXKxiZGcWaA+HP3YGpkbyRH2BB3BDMb5yD8dyXGJE+iXvOzqG3qpBgbE80C6c1vsBSCgdX4pu3hCVbynl5ZaMr4Jc7XXy9u5Z3L72fka5KKgbfxuI3igDJjMDhDuN46Q4vKDyM1m8jJVIHQLRBTbRBTa+EDivdEQg6J8YEOPef8NntTTbLSjdw9ox43txkIa+qaRfGvkkmxvc8ecWl20rqm/y9yurmwc92IJdBhE7Nl3eMJ3r5s1K+9GgUajj3X/DBleA4Khe+7I+H5tdvgykRgxLSonUU1YbvajY4PRb2HBIu1+ZD+lHtzXtMgoS+J+FTHkVdAbw8iYbB1/PMgVQWbig4Evp8axlf7Sjn/RvGMDQj6uS+7yGCwSCr82q49s31R1yVyy0urnxtLfee05urxmaiVytJi9aTFi0cdrsSgYCfabnxLGsm/zUmOxqDvJvmcf1e6fxtBmXFFoKBALKTKcLvZEQbNEQbNGKu0x7IZESog5g0SqxhnNJlMkiL0nXAwAQCQWckxqghxqihdxf2RgwhGOTgsD9x/otrmxTq3//ZLpZmRPDMBRdQX+fg0WW7j8Se+2k/H20sZvHNY8KKd0dkRodsO0x2nBGDumtKFreXNDQbO1hjx9uMqFcgCEf3nckKmhDQHpUMCAYkIcHhp3eZjIC6a0/4a+Sx/PeXopDtgSD86bO9VPiMYV7VdUiN0jMiM3xC54GZ/Yg3i+rK7o5RrWB0j2jiwlTmaFVyLh2ZjrkNogdBO6DUSm3dQLreuq3S9Rfg13+Dtu0uqAJBW6ixe3D7AmGvG8fDoFFic/uO2+JEIOhIZEoVV4/LbNLm8TBJEVoGpkWh1LZOtAsQFahH9dUfm7beO4R62yLUnjYKbbVmKaPbHPqY5mMCQTdCpVRy0dDUsLFrx2ehaoO7k92v4NNtkjjWFwhi90hiH7cvwMNL9zbOtdoTnxtWvdBUtHuY0o1Quqn9xyQQnEJqiOTvX+UB8P66Im48owfhmr/kxBvpk2hu59EJBILWEKlX85dzc8Oeu9lxBrQqBU/+XEJVjwtBJif6x3tRu6o4t38ipvhMZF/eHfpCmZxqRXwT0e5h/IEgf/6mkgPnvsuCT6qPuNJolPLw7Sq1kS1/AJFPEQiOj0oLubPguu+g97kQ1wf6zYZL3yNp1cO8PV3J36Ym0S/ZTL9kM4/M6s/rC0aQFHHyBElDM8Iv0geC0jO7WiWHtJGhO/SdCdsWNxXtHqZkHZRtAUCjknPnWT3DvseIzCgi9GpwSoUAwfh+0rNCyjC44AWY+TScQKF7s3idsPxpcFuoyjyfhRuqQ3fxB7lvyTZqbKfGrbHC4uZPH287sux3NP/+Zi/VLXR1FHRulEolfZJMpIYRDKoUMq4bn4VSeXKcsjsbCoUCYns1Gw+mDO3Wol1BO+N1oraXcv0ZPcKGZw5MRq3qmgIzgUAgaA1OZQTP/lQQtrvW6oMN7LPIcXpDi4XKLS4+XF+ML8yacnq0vlmTwgdn5hLXRV2Kh6Q3X4yXE29ErRTzE0HrEb+W04Q6TPgzJoSNeXvNpDbYtYW7e8oawjo4ARTXOal3dW3hUaxJw38vHcoNE7KOuOv2jDfy1rUjmxX0CroXFreX15Yf4N9zBzGtXwKKQ6srY7JjeP7yYbz4835q7N20qrqr4raGTzCDJAqzlrXveASnHaX1kuNIjFHd5tcaDy2eWoTrrqATU+lR89Iv+Tw/f+iR+ZBKIeO8AUk8ftFA3lhViCOMO0JzyH12SWTXDIG8X9o2QEM89L0gfCxzAhhO4iKhQNCJKap3MSQ9ijsm5xBjkO5JyRFa/nJeX/RqBRW2ME57zbA6L3QB/DDrD9bh97f+WCcNRy3sXNJ8fNNb4BOL5ILuQ5XNg8sr5VgqrW4+3FDMc5cPZUCKJKTTKOVcOiKVNxaMIDFCFBkLBJ2VXokm3r9hDANTG8/d2UNSuH9GLg9/vgOAzeUeiEwHZx1RWKh3BfA4m8l1RKSytaL5+11elZ3dtX4OVDc6a14yMi38Ip0hFnpObWbg54h5tEDQWrRmSB0B05+QRLsqHXy4ALa+R9IH53Jl/h95q99G3j5Px/zRGSSeRNEuwOQ+8c12CvzjtN7EGDTQaxqojym4zRgHe79q/sCb3oKAj3pngPUH6/j3nEHkxEvGLUaNkitGZ3DdhB6s3lcGg+aBXEHtgOuw5l4OWWfCyqfh5UlQthkCJ2ndyFkHuz6FqCzWlzZ/Ldxdbj1lHa7qHB4qreFFwb5AkIJqe9iYoPMTCAR4a3Uh/zerPzMHJqFSSGtDwzKieP7yYbyy/AAWd9deA20OZdAHo24KH1TpJfF/R+QBBN0Taxk1TggEgzw4M/eIWD5Kr+KWidmc0SuWvGpHBw9SIBAITh0NHvhqZ/P594+3VJIeHd4w8ZPNJdQ5QufBcSYNz10+lOsmZKE/9GzQO8HEoutGnbJOFO3BpOM965yAqZbg9EWUBZ0mVLjVVI1+gt6KB1DmfyttlMnw9prJ9oF/RutWktCxQ/xNqBQtuzTJw1lIdDESIrTcPa03C8Zl4Q8E0akVxIoL/mmDUiGnzunl5rc3MGtICs9eOgSZDLYVN3D3h1uI0quQteTqJ+h8yIRDsuDUcli4G3sC1YqHhbv1Tq94uBB0araXWtj80TYuGZnGNeOzCATgl31V3PjWBib3jUfRhlujDLnkkBvOngZA2cZzIeCFoVdBwAd7ljYeN/ssGHsHBMTCguD0QCZXcN+SbYzuEc2fpvfBoFFS7/Dw/roithQ38Omt41p9LJ2i+cVIuQzkNHP+nkpkMqmdb3MoNSAcgATdCMUx+ZVvd1awo6SBy0ZlcPPEbHrFG9hbWke0oe3FYwKBoP3QqhQkRGiYmpvATWdmEwgG+W5nJTe+taGJI+7hOWtQpkCllFNvDRC2wXrAj/o4k+9Us4oPL0tnX42PQqeWayZkoVWFyY3oomDmM7D0D7DnS2mbTAa9zoVz/wm6yBP/4ALB6UjABz8/FvKsKytZT3TJejD/G7KHn/S3TY7U8e4No3l/TT7TMhVolXJWl3iJj41lyBHXLTlc+Ap8/WdwW2Dw5ZA8+Djzax0gRy6T8d66ItYV1HLpyHSSI3V4/QGWbi3jlkUb+cfMnqBQUTvrHZxyPdGfXg7VjW19eWsW3LQCItNOwqeVgUIFSh0abdir5BFO1VqV4jhrA1F6FRUWF4FDa0uRejFX6yoEg0E8Xh83vr2BmYOSeXreEORy2F1m5S9LthFoLo/VHQj6oTYfpjwkdTF0W6XtkRlwzqOQ/zOkj+nQIQq6EXIFcjk8/d0++qeYuenMbKINapwePx9vKub5n/J485owTvECgaBL0uD04nD7kMtkxJo0Ifmuro7PH6Da5iYYBKNWiUnbOnd+lVIOnvBrV1qlrFkzRbVC3qxWJTFCxz3TenNNN9I5pUTqeO+GMdzyzgaKaqX1eINawb3T+zC0BTdegSAcQrh7mhCtV3HRojKuGvpnpo28H7XPhltp4rP9XpZ8UcH71yZ29BB/EzmJZtQKOZ4w9uu5SWbMmu4hkFMrFSRHntzKd0HXIFIF84an8f2uShatKWTRmsIm8esnZJFm6h6/826DNkJKINUfDI1pTGDq2tddQeenpN6FRinHFK716HE4Itx1CMddQecl0SDjwqEpPPdjHs/+sD8kPm94miQ2aCUBtQF/j8ko8r4LDcpkKLLPaNsA7dXw7jwYcR1c+h743JKAr3ANvH85XPstGIVbmKD7E2/SYNIoWZ1fy+r82iax1CgdEbrW36cm9IyDZXlhY1P7xhGp7gBBvCFOEun/+Ej4+PBrQS5SL4LuQ6xBTYRO1cQtrrTBxb++2UOiWcvHNwwjPtKI/gTmoAKBoH0xaVX8uLuSf3+zNySmkMsYEAs0FEFEKhU+A8lqGXl2DcmR6VDfNC+FpYT+sXKUchm+MCt5Q9IiSaleSfTnVzEicSCBKX9DrkoBmnHmNifDrBfBUQ2uBinHYoiV/isQCNqGXAk9JkHeD6ExmUxy5T0FKOQyBprs9Dd/ivzbN8BrZ0T2FBj+IDL1oUX9re/Btg9g6t/BlAQ/PQqVe6D/hbDqufAHHn41yOUY1DLGZ0exPK+OR5buCvlYI3rEYpfPRla+h9Qls0OvW64GqNh+coS7hlg4416IzmSIQoVcRlhRw6isaCJ1rRNNtJUog4oesQbyj3HWVSlk/GvOIFbn1/LK8nyqrG6GZkRx3/S+9Ek0iTlbF0ChUDBvWDIfbizjw/XFfLi+uEn81glpRBq6tvilWVQm0ERAxmhIGiwJdxVKUGhAoUaWdWZHj1DQndDHEVW7j6xYA9tLLPy1ZHvTsFpBilijFwi6PC6vn/2VNh5dtovV+bVE6lRcPS6TOcPTSDB3j85RZQ1OFq0u5O01B7G5fEzoGcu90/vQI86AugVDxEi9mosHxfPKqpKw8YuGJPPnj7eGjc0fnXGk2144upvOSSGXMSA1go9uGkut3YPHHyDGoCbOpEGtFJodQdsQti+nCREaOQ/M7Mu/fqngso+rufWnIJd8VMkLqyp5eFY/YnRd++JhUCt4fFbvsNufmN2XuChzB4xKIDiJeB30TjQxqXccaoUk1L1lYg8idSr6JpmY3j8Jpb28o0cpOBqNGWb+J9ShUSaHGU8dcocQCE4dpfVOYo2aE3LjNhxK2jc4RWtvQedF56zm4mFpZMcZiTOquXVSNlePzUShgHP6J5Ieowefq9XH06o0+M/+B+ijQ2KuiQ/hVEa2bYBeO/g9sPp5eGcefHCl9N/lT4LHLi0SCgSnAWZNkH9cOAC5DCb3ieN3U3oyJisajVLOoxcOIMnQ+vuUUS3jlonZAPSINTAwNQKzVkmsUc3vp/bGKOuA+5ZcAYMvg7i+obF+F0Fcn/Yfk0BwConVy/jPnFwUchkpkToGpUYwONXM3OFpvHLFYJ764YDo2CAQdBGCwSAPzezHPdN6M2tIcpPY389OIW7LC6BQU3X2c5hikklZ+VdyU6OpPPu5prmOyHRIGU6sDh6+IDfkfUwaJXdO7ok9Ybh03yzbjPytC2D/dy23qddFQEw2pAyV/itEuwLBiRHwwZhbwz7rMuEPUF8cuv1kYCmDRXOQr3gaXPXg9yLbuwzZSxOh9lDxbfVecFlAqYY3pkPe95D3LWSdAbG9Qo85YC7E9gQgVuXjwfP6EKlX0SfRyJ2Tc7hwSAoA90/LxqgEg8xD1EdzQkW7h2lue1tRqCBzHLx/BXEbnuKhqSkhu0ToVDwyq/8pc7qNM2l5at5gtKqmy753Tu7FF1tL+b8vd1FhcRMIwvqCOi56cSUbC+tPyVgEJxm/j9RILRcPikehgKvHZnLrpGwSzWqyYg1cNjoTg6umo0d5avDaIWcSLJwJ710que5+/zAsugi+vFu6rrU0lxAI2oIumriEFJ46NxGtSs7IrCh+N6Un03ITkcngH7P7Y1R3L0dOgeB0ZHeZhQueW8GK/TX4A0Fq7B7+9c1e7nxvE9VWd0cP7zdTYXFxw5vr+e+P+6l3ePEFgvy4p4rzn11BXqW9xdca3FUsGNeDjBg9yRFa7jgrhwVjM1Ao4JKhCSRHqPEHIM6oYVBqBEkRktB5QIqZaf0STsvu0PFmLX2SzAxMjSQlSi9Eu4ITQpRSnibUugKszqtm6e3j2VlmIb/KTu9EEz3jjby6PJ+c6AxSDR09yhOn2hnE4/Oz9JZRLFpbSEGdh1HpBmYMSuXt1UWYDDoyYrrwBwSsTg8VVg/rCmopt7gYkRFFWrS+y38uQSvRRPDz5kLuPacP0Idf9lXh8QV489qRGDVKFq0q4I6zsjB19DgFjbjqJWeIS96Ffd9A5S6IyoS+M2HTW5A4sKNHKOjmlNQ5W6xubAnhuCvoCliUUbzxYx6vXDWMeoeXX/dVE6VX8+XtE/AHAqw/UEvG8NY751S7Ajy5ws1frvoe+Z4v0BV8j8+QiHfY9ay1RBJjg/5h1jmbRRspORsFfOHjhvg2HEwg6Lo0uMDicPHd789ke0kDeVV2rh6fxT/ijXyxpZTUSC1ZraxnKrd6SY7U8uUd41lbUEu11cPvpvYiwaThmR/28/fpWbTlND1pRKTAFR/DwRWw+V1QaWHkjRDfVzhrC7odGk8DA1Oi+OauCewpt5Edb6DC4mZjYR07KxxcMyGbPRUW0qL1KBXCL0Ag6MxYnD4aXF7cvgCjsmK4bVIOhTV24lVuMsq/QRWZTP2CX/BqE+jx61+RbX2bqL7nUx47iPqrfsZQ/AsVcePYVq+iwBJkoDOSYWlaFl4zkk83l1BhcTEgJYIxPWJ47KvdDE+P4K99L0az/V1pAF/dC+mjJXddgUBw6lBq4Jd/w+z/QdFaKF4nOcTmzoKDKyWR/KmgfCtU7gjd7nPBD49I4+kxUcqXrngG/IdyUMEgfHIznPckWEolkb9KD6NulIrlDNL8utit4YttxXx661gKa52sL6hjZFY0t0zKwef1UGqH+Eg9GOPBVhl+jCcjP2spBVsVLH8KvA4M299m9vAohl51KQu3OCi1+TmjRwTn9k8k1fgb8my2Sqmz28GV0r9f+ljJpVjV6AzXL9nM13edwUcbS1hfUEvvBBNn9IzlX9/sCTlcMAgPfLqd928cQ5xJFF11ahRK1hbZuXVKH26Y1Idf91djd/t4/vLhxBrVvLm6gBsmZBDT0eM8Fai08P0D1J7xd0pjRrOqyI1RLWPMZCXxW/+HvnwbxIWaOgkEJ4SrnlJ1JqkxDr66cwL7K+1sK2ng3IGJ3Du9NxsLarC4AyQsfwpMyZA+Svqv8tQUZAgEgpNPrd3D377YiT9Ma4TV+bUU1jqI7eLzor0VVraVWEK2e/wBHl+2m2cvG4JJG74DhE1uYvneKt66eiRVdjfL99eQEWNg2e1noFfLyKus56Hzc9lVZmVbSQNp0Xr6J5uJM2mIM3UPt2KBoCMQwt3ThHqnl4l9Ern05dXUHSXCiTdp+NecQVhdzQgKugg7yyzc++lezFolt03KYlSWiu1lDqY+s5JAAGYPT+/oIf4mrE4PawrquOXtjXj8jdWjuUlmXpg/VIh3TwNqHB6GpEexbHs5//l+35Ht//pmL+cPSuKOs3pS4wxgEj+FzoOrHvZ/KzlF9JgkucNYy6XKcL9XaqkskkqCU0hxvZM444kljdRKORqlvMmcQSDobNS5ZVw1tgePfrmbb3ZWHNkuk8GfzunD6B7RuDxetOrWtaG0eeGdtUW8sxYuGzmRcf3Oo9YZ5Jm3D1Blq+D+aVn0T2+D2NYQL13r178aGsudJS20CQSnAR5/gP6p0cx+fiUNzsb7SqJZEvZ4fK13x8mvcaJRKrjguRV4/Y0J1gEpEdw5pSdWn6xjhLsgiY4GzIE+54FMEdp1QSDoJjSgp7DBx53vbeLlq0Zwy6KN7K+0HYlrlHJeunIYdXY3cWbRZUQg6KwUVNu59Z2N7ChtXNBTK+S8MH8oJW4Vn1QN4Yrxc0nd9BSRq/4DQel+Ld/9BcmuRXgn3M2OhPOZv3ArNndjXjktWsc/ZklO+5kxBjYX1fPiz/mAVBh629TpJBwW7toqwVknhLsCwanGlARD58OiOZA2ChL6SR1gltwEpkQYe8eped/tHzUf2/+dNIYeE6Fsq+SieTSOWvhwgdS9YsIfIPeCkPm1yxtk1rA0bnxrI7vLrUe2a5RyXpw/DJNGAcYkmPQX+PzO0DHE9YborBP/fAC1B+DNC+CMP0L+D0c2m9Y/S/+tr/FoznS8CbFoMSP7JQ+8bpjxJJgS2vY+ljJYvAAKVzdukythzhuQM1kSNgNKhZyMGAN3Tu6J2+dHrZDz7trmXYXzq+1YXV4h3O3k+Hx+UqN0/Linmr8v3Unw0KPwk9/u5aw+cdx/Xi4WN91TuBsMUNnnSu5br+e7pY2/ZZkM/nHOjcy0b8YYDEobBILfiqsBqzIOh8zEglfWUlLvPBIya5W8cc1I3F6fVLBdvQcUarj0Xcg8Q4h3BYIugt3tY1MLHQd+2lPJ0Iyo9hvQKWDZtuY7NP+6vxqby9escNfqkzG2ZxL3f7qNn/dWH9kuk8HfZvbjzF5xzHlxNeWWxk6XEToV714/Wgh3BYLfgLC+OE3QazU88On2EAFOpdXNo8t2odF07QmlUaNEr4JPrh/Cdf1knJ/q5M+jtTx/2VBAEiB1ZSptHm5d1FS0C5Jg+Znv91Fn7/q2/YKW0SjlOL2BJqLdw3y2pYwtxfVSMlLQeVAcSnjOfhHOeQxGXAdT/wbz3gGZEtRCZS04tRTXOoj/DQ9KJq2SBkcHtBwXCFqJWa9i+b7qJqJdkFxjHl22myCgkLd+DqiQy1HIZfzh7J7cMCGTnilxjOuVwMvzhxBjUGLWtU4AfASNASbeC+f+Cy54Hua+CbNfgmmPwvTHQRfZtuMJBF0UrUrBzW9vaCLaBSi3uLj7wy1o1a2vJ+6ZGMmDn21n9oBYPr4sjS8uT+bZmck4PH6+2VGBRtXG8/RUoNIL0a6gW1Pn03L9mxt49MIB/Oe7vU1EuwBuX4Cb396I1e3voBEKBILjUWVx8ewP+5qIdkEqtrn57Y3kxJu5aVQ0CYEqvH0uIDhgXuNOGiNYy6iyOLlm0fYmol2Aolonz/+UR7xJy6I1hazOrz0SM2iUKLzWJvt7UVHe4CIYDHU8wl4jieLqDoLbFhr/jbjtDXiqD+CpysdlqWp5Z58b6ougNh+sFS3vKxB0NmQy6DVdcrCt3gvrX4MdH0PGWLhiCZiTTs376loQPWiMIJNDZLokoD0kPA2hard0DQgzvzbqVPznu31NRLsgzUVuensDkQY1yOVYe11I0bVbKZz7LfUT/gbGBOn7uPwjSbh8FH6/H3dtEe7K/bhrirDa3RyssVNc58DpPcb8xlkHn90mueD6nKA2No177Ch3Lka34UVklhLJaXjPF7Drcwh3zWsOvxfWvNhUtAtSd58PrwJLozij3uGhsNZOab0TfyCIUiFvMZchlyE6JHQBlEoFKoWch7/YGfLT+WF3Fd/vrsSs7Z5rQ0GFmi+r4vhub33T7UH487JiShMmCtGu4OShUKFXKfnTx9uaiHYBLC4fN761Ab1GJZn2APg98O6lYC1t/7EKBIITQi6XoWlBNxSh/+255fIGJwU10nzM6z/1ubFgMEh5g5P9lVYOVNm4YnQ6U/vGIw9zezSoFSG3zdrD891aB0a9jqXbSpuIdqX3gAc+24HV7cPpbZrjb3B6uW7hOsobXAgEghNDOO6eJjg9AYrrnGFju8qsuH1tSBR0QnrEGtn++/7I1v4H2caF4LYiM6cwbeKf2PPHM6mUde2H1o0H63A340T1+ZYybpmUQ5RBLA53Z4LIeHvVwWbjr68sYGRmTPesqu6qKLVw20bJdXfhDLBVSG3TR94At2+QEroCwSnC4vJS7/QSbz7xe4NBo6TeKRx3BZ2XBqePhasKmo2/t7aIv5/fr9XHi1b7+PqOMeyrcrHgjQ0U1DjQKOVcODSFT24djzx4AoVSMgUQhO8eBHuVtHA59s5D2wWC04Nau4fSZhJ320oasLWh+8veCgsfXpZJj10vovvsXfC56R/bk9Fn/Y2XCnR4/a137xUIBCdGWYOLv8/qh1Gr4qsd4cVrDo+fXWUWesQZw8YFAkHHUu/08sXWsrAxjz/AqrwapqTK0S46GxRq3GfcR7D/PLTvzILM8ViCOvKCadTaw18DVuXXcM34zJDt14xJI3bbg0f+HkgezrvbbTy3Zjl/OLs3U/omEG1QSyLZiu2w9G4o3QhyBfSeIRVD/1Z3zEN4q/aj+PYBlPuWQTBAIHUE3mlPQEIuKvUxBbCWUvj1Kdj8FnidEN0Dpv1DEj1qI07KeASCU44+GoYugF7TwG2R8pb6WNCaT8372askl9w1L4aPj7hB6lIDknh36JXN75t7ftjNNrefpdvCX8vcvgBbixuI1Km4Z/FuftxbRTAIIzJG8rdLrqRXjAqlztT0NQ0VsO1DNKueAns16GMIjr4LWdYFTHlpJzMHJvO7qb1IjjzUUcBeDQXLpf/f+RkMnAvLnwr/GXqdA5/cJP3/qmeh78zWu+7aKsN38gEI+GH/t/gir2dvhY2HPtvO2oI6ZDKY2CuO+87tS+8EE0q5DF+YltBT+iYQre/apj6nC4s3FDcbW7iqgCl9E4gxNbtLl6UqYOTldbXNxhfvtHHfyZkaCASgj8Hu8LPhYF3YcJXVTaXVTQ/FUddNvweK10FUZvuMUSAQ/CZiDGpmDU7m/fXh76uTereh4+Ix1Ds8/Linkie+2kNZgwujRslVYzK4amwm8eZT40ZbZ/fw7a4KnvxmL+UWFyaNknkj0rjujB5cMDiF332wuUnXustHZRBjlNaNXV4/O0otPPDpdnaUWlDKZSy7cwJvtqBH+WRTCfedm8u9H21rsr20wUWVzU1ihHDdFQhOBFFKeZoQUg18DG1pT9oZyVTVIlt2D7JV/wX3oQprSwmyz25HvW8Z0ZquLUyutTfveOjxB/CHSboIuhdOj5/qFpyVa20evIGufR53N4JqE2x7H766VxLtglSJ+8sT8NOjBJpzkhAITgKFNQ6A3+S4a9QoqXcI4a6g8xIIBqlpYY5UbXPj9rVeEGjQaNhT6eTmRRspOHQOuX0B3l1bxG3vbCJAG6utvS5Y+xJ8+Udp0RIkR57vH4KfHgWXtcWXCwTdBYenZWeBY7uKtMSQKC99frwR3ZY3JFEPQPU+4j69jBsyq5ALpx2B4JQTpVdSbfVQXOdsMRdRbROdGwSCzoovEGzWIACkBccHfqimbNpLYClB88WtyKr24L/sYyjfxvrY2RTUNi3K6ZtkYkrfePqnSCLAoxcHAcZlRzG5h05yzwTQx1A68d+8v91Ov+QIlmwq4dPNJVIRTs1+eG2aJNoFSZi261N4fbrkevsb8dQcRLVwOsq9SyEofQ/y4nWo3pgmOfweja0SPrgK1r0kiXZBct1995JGwZ5A0FVQKCAiFeJzJQH6qRLtepyw4U2o3gczngaVrmk8eQgMvUIaD0huumNvh7i+occ651EwhXcEDgQCIdeao6lzeFi5v5of9lQdcSldd7CO2S+u4aCt6XOD22lDtvK/aL77iyTIBXDUoP3hfhK3vsDjM3P4cEMxd7y3ibrDeQjfUdfBgl8heSikDA0dyMgboHQTeOzS3+3VEGyD+1rA17jmFQ5rJYW1Di58YQVrCySxWTAIP+6pYs7/VmF3+3hwZr8Qd7XkCC1/Pa8vRq3wd+rs+Hw+KqzNrw3V2b1A91wj9AdbXh8trXeHd+0XCE4EffRx9RI2lw9icpputDbfll4gEHQutCoFd0zuSVZsaFfc/5vdn4QTFNj6/QGWbi3jd+9voeyQgYXN7eO5n/L46yfbG+ePJxGvP8CSTSXcs3gr5RbpPa1uH68sP8Bryw9gc/u46czsI/v3TTJx5dgMVIe6LeyvtDH3f6uOdOLxBYLIZbIW77sVVhcxxvBFX/Y2mHMIBIKmiCey04R4owq5DMKtqWiUciK1XXuBU+6qQ7b3q7Ax2c+PocuZDIae7Tyqk8egtMhmY+nRetSKrv3vJzg+0QYV43JiWZlXEzY+Iisak0a493UqPFZY+Uz42Lb3kY2/q12HIzi9KKo9JNz9jY67dQ4huBB0XgxqOSMyo/h2Z2XY+PicWIy61p8DB+0yHv9qT9jYluIGShvcpLXFvsRWASueDh/b8DqMvQ203dAORSA4hgSzFpksfDdYrUqOWdt6UXxKsBRFxZawsbgVD+JM/wRo/XlVZ/dQUu9kyaZi3N4AMwcl0yPOSJxJdDMRCJpDo1Lw1Hd7uXd6HxLMGios4UUEA1IisDi9LbZnFggE7Y/DYUenkpMRo+fgoWK1YxmUFsnnW8rY7owmKTID6g+i+fVR3Fd/Q3WDhYe+L+eh8/sD0C/ZzO+n9mJ3uZW8KhsDUiO5++zeZEZruWZ0Ck5fkAsGxpPtyyPOW0Iwdzbu1LEcMA0j3xXJlWNjWHughgydnswYA/UWK3E//p/UGv5YrGVw4GcYMv83fQeBPV9Jgtxj8Xvgl3/invEfNPpD84n6QiheG/5AX/0ZUoaBKfE3jUcgOKk4G8BSDNs+lApHcy+QhLrt+Tu1lUsC4QM/g9oEV34KDcWw7xvIOgPSx4A5uelrIlLhCqk4gJ2fgTFecrA1pzQrMFYp5aRG6ZrtNNk/OYIvt4W6qbl9AV75JZ8Hz++Hzx+grMFFKpXo1r8Q9jjqDS8z5YbreOXCNPqpy4j4/h7pWX7IfNCYJQfjIfNBpYfJD0oi2z1fgUoL2WdB4WpY/mTjATPGgLwN8yO1ARIHSN9NGFy5F/LKrwdweUPFZvUOL9/vrkQug9cXjGDF/hqqbW4GpUUyISeG9JhQ0Yqg86FUKjmzZyxfbQ8vDhyWHola2T3XCFVBDyMyIvhlf3jX3Sm9I5CJAl7BycJehVEbjUGtwN5MEXpqtA4ObGy6MW1UOwxOIBCcLFKi9Lx7/Si2lVj4Zmc5iWYt5w9KJilCi0FzYvK5CqubJ74Ov7b0zc4K7p7mJspwcrscVFpcPPXt3rCxr3dUMG9EOtnxRqqsLqb3T6JPkvmIMNni9PL4V7tDCvI1ShiWEdWsHuWMnnF4w3Ryl8kgQbjtCgQnjBDuniZE+qq5bGgcb2+oCondMCqe6EAtENX+AztZVOxoPuasQ+a2tN9YTgXBIANTI9ha3BASunlidpgXCLobNXYvwzKiiDaoQyqdNEo5c4enYXP7ieug8QnC4KxrdGM5lmAQGoogPoyThEBwEiisdaBTKTCd4EMmSI67lS24OQgEHU3Q52b+qAx+2lMV4rITZ9LQO9GE2+lAo2udw7nLG6CwNrx4AWBdQR2jesS2foDO2kZH0GMJBiQ3hugerT+eQNBFcXn9XDAohU82l4TErhyTKTnrtRJV4Yrmg9X70ATsrT5Wrd3Nf77fx8KVje2/3l5TyIScWP49d9Apa2EmEHR17G4fNXYP764p5KYzs/nb5ztD9hmVFY3HH+Dt1QeZPzpDiHcFgk6Cy+ngh91VpMVFcMvEHO79aGvIPv1TzPj8AZIitfxQ6GdqfB+oPyh1EHLbsOuSKaytZmNhHZeNTOOsvgnc9d5mrO5Gdx2dSsE7V/bl/uT1yBoK4dNFkHM2JPRD5qpHVrkDRcoMnnl/G3sqGl0kX19RwAPn9WGOuRcmlob/EHu+hIGXgOLEnnW9Ljva/K+bjasKl+NyNsBh4W5RM6JdkL4Xj+2ExiEQnBKc9bD+Vfj+4cZtG96ApMFw6buhYtlTgaUMPrkFClc2blv7ouQ6mzFeGtucN8M/C5uTpT+9prXuvYJBbj4zm798sj0kNCQtkiAwtW8yC1eFineX51VT7/Dww+4q7luyjV03xoUvGAAI+FC6api45X6UJWsat1ftggm/l5zEo7Nh0UXSdmMCzH0L1r0Ci69p6swrV8CI62DvV9BvFmhaUXRoiIVp/4CFM0NjcX2wapJZvn9zsy9ff7CO3CQz17yxjhGZ0Zh1Kt5YcQCNQk52vCgm7gr4fD4yYw0kmrVHHPUOo5DLuGpcFj5fG1ycuxAGv5V7x0ezIr8uRFyUFKFlZLSLQCCAXC4aDAtOAj4PPl+Aa8Zn8ewP+0PC0/sn4vL6YcRlsPZQsUfyMIjKbN9xCgSC30xihI7ECB1TcxNOyvEsLi8NzuY7mOZV2uiVcHLnXQ1OX5Pn8GMpb3ACWh67aFBIzO72sfZAaFGMMujj2vFZrDlQG3LfTYnUkRqlQ68ONZKbOyytWSdegUBwfMRM9jRBH7BxV48y7pmYRMShBZMYg5qHpqawIG436oDrOEfo5BiOI1dU6lqOd3LKGlzcMbknc4alolFKp21GjJ7HLhrA7jJLWCdlQfdCr5bz7Y5ynp43mIm94o60thqaHsl/LxvKJ5tKUCrEJb1TodKBTIan74UUX7yUvRd/T+Gcr3EOuhoUKtBEdPQIBd2YwloHCWbNb3IcMGqUNAjHXUEnRgZ8vrWU/142lIGp0jVVLoPJfeP595xB/LqvCoWy9UIhpUKOuoV7aZsdOJXHEf2pjW07nkDQRfH6A4zvGcONZ/TArJNENrFGNXef3Zs4kyYkCdgSMmML4nmVDmSt70Cxv9LGNzsqePScZL69MpnvrkjgxVkplFtcfL8rvJP38aiobWBfaQ355bXUNnTx4lGBoBm0SjkyGWwqqqe4zskjs/qTGiXlXHQqBVeNyeD/ZvfnprfX88TXeyipb6aYUSAQtDuVVg93Ld7Jngob+yosPHHxQDJjpCI3jVLOxcNS+d2UXmworMfm8pFokFM/8Dr2z/mB/XN+oF6XTlx0DNeMSuKcFA83jM/k/5bu5OzekXw2P43v5sfxxRVpXNA/mlsW76dCmQIbFsKgy2DwZVDwC+z5Epm1jPfXFzUR7R7m4aW7Ke95CcibEeaakiXh2wkiV6rxGVpwHtXHNBUFN+dSGtcHzntSKtiu3gf28I5EAkG7EfBDXUFT0e5hyjbD+jfAH7qw7/X7KalzsLfcSmGNHXsLi/9hcdRC9X6o3A22KtixRBLtZp0JF74Mc9+ES96RzltdFHjsoG5dcW1YrJVQtQeq9hIIwv5KK49eOID0aOmYWpVkcHHLpBzKG1wcqA5f2BdrUGNz+7hvieRiG1S1vH4kU2qainYB9n0rfacjb4AV/4Fxd0mf9dx/Sq7HI6+HnCmN16ykQTBnoSTo/ew2yUW8tcT2hss/gthe0t8Vahg8H+Z/hEpnIKYFB7covfRZA0FYc6CWb3dWUFDjINYkxBVdBaVSycq8Gp64eCBTcxNQyKV8b79kM89dNpSlW0s7eISnjgCQves5Prgsk37Jkvu2Qi7j3NwY3r84jtiCL4RoV3DyUKgIBAPoVAr+NL3PkVywSaPk2vFZTOuXiNsbgF5TpAKNGf+BeW9JLvECgeC0RqNs+Rk1Sn/y511aVcv3P7NWhUkb/rlaLpeFHVMgGOTLbWU8e+kQcpMa77vT+iXw6IUDWH+wlniThthDIl2zTskfpvbi7mm92tRVLxgMUt7gZF+FlfxqG/UdsBZd0eCS3r/KJrrPCjoc4bh7muDRxhL76xXcGN2LWRfciEcZg8ZTR8KWvyJ31WLp+RFduhloVJaU+HHWhYSCPSbhV0d06R/7gNQIZj23grP6JPDvOYOQy2VUWd28vryA3GRz2MoWQXcjyNn9Ern+zfVcPCyVeSPTANhbbuUvS7bxx2m90XXTdkhdFo2Jqos/4Y18E6+9X4XT24BKIePiQZdx15xLiDfEdPQIBd2Ygho78abf5hRo1Cipb6FCVCDoaJRqLT3jTTz02Q4uH5XBTWdmI5PBqrwablm0kRfnD6UttU16tYLzByezeEOoG49aIWdYRhu7UxhiIaE/VIS6/xCZDkbhky84PYjSq7n9m030TDDx0Mx+aFUK7G4fH24oxuHxMbVv6xc4gplnIJMrIRAqKAgOmIdTE0trmr16fAF+3FXBR7PNJP98J/y0BYCc6B4MnfI4L+dXUW1LINbYuqdkh8PO+oP13PfZniOtegemRvDE7L70TopCJhYSBd2IKE2Qib3i+HFPFa8uP0C/ZDM3nZl9KOEfpF+ymXOe/hWXT3LT/mRTCX2Twre4FggE7cumgzX4AkE+21xKbrKZV37N5+pxWcSZNAQCQb7ZWcHNizbwv/nDeeGn/Tw8sw9zP7Swt0Jqzd0z3sYT56Vy72gdmvfmsHvaO/ztrHiGly5C/+lrkohVqeHBAZez9bzrqTFHk3juE7D1A9j0Npz9MOz9mpq+V/DuR82LjJYd8NMzbSQcXBkaHLYAfkOBqkKpwjP8OtiyKGzcNep2tJFHiXVThoFS07STRu9zof+F8MP/Qd0BaVvSILjgOYjvB+K+L2hvHLVQvA72fdP8PutfhuELmrjuVtvcfLCuiOd/ysPm9qGUy5gxMIl7p/chKaIVRihVe+Gz26FotfT3GU/D2v/BmfdIRirL7pHWa2QyyJkK/S6Eodcc34QlHD43lG6SBK/V+wDQ31VGjc3LwpUFXDchi1ijdC37ekc5v3t/E0tuGceDn4Xv1PjHaX34aU9jd8pyn4Eesb2gOky74egezRun7P0S1Aa4+DVJvLviaWm7MR4m/AH6zZa+j7oCqM2Hr++D+kJpnz1fNgpxmyMYlITKn94qOZ8Pv0ZydoxMh4g00EUSCdw0MZsb39oQ9hAzByZx3yfbmmzTqRRiftbFmNI3gcteXs3soan897IhBINQUG3n71/sZMHYDAya7tnhwqeKRBHXm2HfzePNYXdiO6sfcgJEF3yK4cOFuK5q4bonELSVgB+9Rsl3h4q57z67NyatEo8vwGdbSvl8cynv3jAa3rgJPFbpmtx7egcPWiAQdAZiDGom9Izl133VIbEInYr0mN9QuNYM0QY1IzOjWFsQqo86XNSVEhn+feOMGq6bkMUjS3c12V7nhtQoHf/4chfzR2Vw21k5AKzYX81Nb2/gjatHkGDW8fnt43F7A6iVcuJNmjaZy9lcXlbm1fDApzuOdBIYnhnF4xcOJDv+1Jvd2N0+1hyo5a9LtlHaIL3/kPRInrhoID1PsiuyQNBaRBbpNKHEY8B18SIUZRtI/mQOmYunkfTZJchr9uKc9Srlnq7tSNugjCM4720pSXI0UVlw7j9pkHdtZ8vSeidPzh3MugO1VFvt+N12dpdZkMvh5onZuL3dsw2OoBGP14/XH+CqsZl8sbWM73dV8uPuKpZsKmFEVjQ9E4zYPG10RBCcUlyqKF7Mj+V/q8q5emw6/53Th7vOyubT7TX8dY2cBkUb2q0LBG0kr8pOUuRvF+5aXT58bWhhLhC0Jx63m3izhtxkM0s2lfDz3iq+21nBl9vKuHZ8FnmVNgKBNvx+g0GuHZdJ3yQTlwxP5dmLe/PQjF6kRGh5Ys5AtIo2tjgwxMGc16U2mUeji4JL3gVTUtuOJxB0UZweH/+9fCi7yyyU1dkJeBwUVFkpqbPzxEWD2vQss9duIHjRayEufMGkQQTG3UW1p3WLlb5AgCtz5SQvmQ1lWxoDtfnEL5nHdbkBAm1wAs6rcnDVm5uPiHYBthY3MPfl9RTXhLoJCgRdGU9Qzp/P7UtWrJR/2VFqYVtJAzKfk0EpBl5feeCIaBegVrhWCASdhsOtO1fkVTMoNZJYo4YtB2vwOm1UWp3sLrfw4Ix+fLWjjEdnD+CVFYXsrbAdef2+ShuXvLWXEocCJj+A2aBjRMH/0K9/ThLtAvjc6Da9xuCd/yRKZoUlN8L+78BtOdJ5KKDQ4Gzh/l/nCkKPiU03ymQw/XFJrPYbCURm4p74YMh2T5/ZyLLPwuMLSG2QQZqzX/Ke5G4JoDHDsKvg4xsaRbsgzSden94oyBMI2otgUBLsblwI7hbmnW6rtO8hvH4/760t5Imv92A75LLrCwT5ZHMpd767mRqbu7kjSdQXwRvTG0W70mAgJls6T77/W6PJyuExfnorjLi6eSfrY/D6Azi9h/LddQWwcMYR0S6A0+3ltsk5BIOwu8yC322nqsHO+oI6nr5kCGUNTi49ZH5xNHOGp5KbbKbO0Vis/oelpbgufCNUVKyPwXvxW2h/DuNkDJJAOWkQfH4nHPi5cbutEpbdC16H5Mj9wZXw3UNNrxH2xvbE0nUnTG6/oQhePwdK1kPNfkn4+95l8MYMsFVIxweGZUQxd3hqyMtvOyuHcosLi7Px2BqlnFcXDCfhNxb8C9oPn89Prd3NXVN7sSa/GovNgcflYGNhHT0TjIzNicXu7p5rhA6PF2v2TLyxfYn5/g9kLD6HtMXnYtjwAq5JD7PVaiTYltyfQHAc3F4//5jdn8oGJ/mVFgIeB2V1dnaU1PP8/KFYXR7QR4PPBaufhx/+Dm7b8Q8sEAg6jGAwiNPjP6VrnWadiv+bPYC06KaaK71awesLRpBgPvnzrki9mn/OGXSkC9ZhjBolj104gKw4A4nNvK9cLuP8wclM7N107ltc5yIn3kRmjIFNhXX43A4abA5W5VVz+1k57CqzIJfLSIrQkRlrIDlS1+aO0DvLLNz53maGZkRy6cg0RmRGsb6gjrn/W0VJnaNtX8IJsKfcyjVvrDsi2gXYVFjPnP+torgd3l8gCEdXNiEVtAGdEl7aoub6a36Csq1QtRsS+xNM6Md/1tq5YkTXfrApsXp5d38UN17/E7KS9VL1cupwfFE9ueHzGh4+L5au7G2p1yjpYXTz8/xI5OufRGkrY2rWFORnzuCNnZVM69e6ZJeg6xKhU7O/soKzesczJD2Sd9cW4fUF+N3UXvRKMPHB2kJundSjo4cpOIoqZwACPrbd0RP51vfQ7NiIJ7oX19y0gEV7glQ7A0RGdvQoBd0Rh8dHeYOrde4oLWA81ELF4vIR3ULLPYGgo1AoVazNr+HWiTnkVdn4YmsZWpWcf148CK8/QL3Di0bT+p4SQZ+H11cWsuSyNNizFO3O7/AZE7n08uvZ4fJSVGMjNaaNjjSxveD6H6FiB5Rvk1rqJg2EiNAFNYGgu6JWKnDaLfx6bQpseA31jj1MTRzCnddcxo/l9eQkRbf6WK6ggs9sfZhx00rkB1cQtJZD5nhcxjTuXFrDYzNb54ytV8hQ5n8WXtwQDBC74WkCM58Fjp9UtdpsPPld3tE6iCNYXD6+3l7KdZO6diGpQHA0pfWu/2fvrMOsqtY//jndZ7qLSbobQVpEFCQUBcUAu/WG3uu91+vPvnZ3IQoWIioGICIlPQwd091xOn9/bJhgzhlmqAn353nmgdlr733WOXP23mu96/t+X97dmMP71w+hvM5Ob30dkqOr0ez7HndmMA8OuomJCaks+EwQ1kzrKyaqiIh0FAYnhgLCM2tVejbvXxqEIv0TZAczsIb148q58ymW6EmLEFxu/v51RrNz2F0ePthVw78GRhGmcqLY+4nP11IdWk7Y2L80CAWTxtcn3uiLtzAicTSbMyt9Hju5dyRELoK0i+HYr6DUC0JeQySoztyBR20IxjbkRpw9p+E++is4rUhTxuPQRbGrTMrib3ficHm4YkgsgxOCiew2Gu7cBrlbBEHizo/B6yOWbq+DfV/BBfeJrrsi54+6IkEkiwTGPQh7lvneL3mS8P09TkmtnTfWHfO569bsSkrq7IS0VH0iaz2YT3IUK9gBw26BlXf7Pqb8sNDf4MQW3hBUWxxkl5v5aFMO5WY7t4+OYfiBl5C6m1aFkspk/La/hJXXxuPZvxL1/jW49NHMv/YmSuQeyhxqBsYFsfr+sWw4UobT7WVMaigRRjUGtYIxqaG89utRAHbl1bDwezmvXvMLqor9SEr2IYnoiTQkGWXOb6DwU9fDWgWWckFg64uNL8Elz/luSxpHRZ2NI6VmPtqSjcXuZubAaIYnhhAVeDymd+SX5lUmx/wFIvvCuqcEF96e0wlNmcQ/LunJjRck8vuRcuQyCWNSw9AopdRZXXx84zC2ZVcSqlfRNyaAEL0Sb5tqFIm0J3K5jGqLkyt6qlkQJUG+4xFkTjMX97kCuo3mjR3FXDWsa8aZDHI3//y5hNtGPEXCmL9D5jq8KiMkjWXlMTdBNo9Y4Ubk7KHUIPfI2JtXztqFCXjTl6Hatw1nUAoLb7yRA1YrGo0RTA2O7exeAmPuPytjVBERkbOL1+slv8rK93uK2HC0nNggDQtGdiMuWINBffad6uODtXxxyyiOltaRnldDQqiWAXGBRBrVyKTnpmpyQoiOL28dycHiOtLzqokJ0tA9woDL7aW0xkawVtkwrjyJcIOa567oT2G1lQ1HywnQKOgdbeS9DVm8NSMSWc4G1Ae+wq3UM/PymyhRKdlTeWbywiqzg61Zlbx89QBW7S0mr9LKsMQQbh+XwpOrDrAls5LZg8++O/EJqi0Onv7xoJ82J2sOlDB9QMzxqmIiIucPUbj7JyHEW0VqpJE+L+ymX0wwKRFTOLCvlsMl+3lnwSDCqQZav2Da0cgqN/H06myeXg2X9utOWuRQ1q8uZXuucOM1T+7cgsY4rYeAg1+iXPNw/TZ15q+w+Xmuv+5HSiVikKWrU2exMyIplGd+PMTaQ6X129cdLqNXlJGXrhqA2e5E9HDtOLi9Ev7az4b63SlC9i2gzPwVdrzDNXM+ocAtlkgXOTdklpkBiA44c8ddECYyonBXpCNidXq4cXQSty3ZydHSBmeDn/aVMLVPJHdNSMFitaLVtE7E7vbCfy9Qof5gIlgqAGGyJN/zGb0mPEpW3MzT62hAjPCTdtHpHS8i0snRyjzEu/agfHs+eAQXIFXmr7D1dcbP/4YKRetHsLGeIv6328Q9y2u5etgQIo1qVn1bxOGS/Xw+L5EQSS0QeOoTOWpR5vsov30cWdFOZI4aWjNHNttdpBf6dzfbmG3iWru9TYkEIiIdmexKC1cOTeCWxTv4Zl4s2sWXQq1Q8l4GaPZ+yYiR9/LarKt4dXOZWIZZRKQDEWVQMLl7MGVmJ88MMaF+51LwCC6Mmsx1sP1Ngmcto0zdj5XpRdw+LqVe1NaYnYU2zL3cBHqL65/tzfB6kdXmgUQKMgUMv6XelTfg4DIenn4dl79VhdPdNKbZP8ZISpgedGrQhQhOlucAtT4Q9IEoIroDUF5n5+FvMvhxX0n9PusOl9Er2sj71w0lMqibUJ6+rgi+v9//ibM3wPBbm1eFExE5Vzit9c9hpHKI6C0kjjZGroKJ/wZ1Q+lXk92F2eHfoTO7zEyvlp7hmb8237b3Kxh6E9QV+z+ucBckjPLbXGt18uHGbF5c0+CsOzVRzsj8rc32lUm8XNfdifL9SWAREgHkAHuWED7pSRTdr8SgUWDQKEg5qexuRkENx0pNDIoPYmeuIIzdeKyCgS9VMCAukJcvv4b4dffCkZ+E6/nKxXD0lwZ38RNE9YP87f7fb8XRelfcJsQOoUKbyFOrDvLFzoL6zb8dLiMpVMcni4YTbVQ1/5xH3iE4mH9xXcO2Y2vBGE3gDasIjOpGj+N/t8JqK//9dh9T+0bx+Pf7iQnSCqLoCgsKmYSPbxzOiKRgJJJzIyQROXs4XS4mxMvQ/PYoyoxP67erj66BkBTumLecQmfnNmfyh85Ty51DjVz64SF0SjnjekzE6nDz03dHSA7V8vH0QLweUbwrcpZwOVHLpVwcWo7ynUvr7/kKfoWd79Fj1oeUG8cKz7FD3wnHeD3NEyxEREQ6BEdKTMx5cxO1tobKA0u35fHU7L5M7x+NVnn2pXKRAWoiA9SMTj1/GoDIAA0qhZSjJSZ+3lfCS2uOkFcp3L+Sw3QsXjicaD/i3RC9ihC9ir6xgQDkVtTx4AVGVEtmCEaJCLE+2YEVRPZfgP6Ch86orzanC6lEwk0f76jftuFoOUaNnJevGsiaA6XMHnzukpGsTjd7C2r8tm/JrMTrhUv7RxPaUhKjiMhZRhzJ/kmolhh48Ou9uD1eduXV8MX2fPYW1uJwe3jw671UYjj1STowIcaGYOh3e4p5/ufDbM+tBkAqAaXi7GfNnE+CPJWo1/6reYOlAtnPD2GQ2Jq3iXQpNCoFx8pMTUS7J9hfVMtP+4rRqzr397yrES4zof72lnrRbj1eD+pvbyVaJZZbEDk3ZJYLwl1/WZSt5YRwt3HpQBGRjoRaKeernflNRLsnWLW3mKIaGypl60XnRrkT5ep/1ot2m7zWr/8hSSuOt0RETocQqlF9e0tzYY/LhnLFLRhdvt32fBFqPswLF7j569jI+kBkgEbO8muT6H3wJXza3vpCrgVjjP92Q5QgcGgFSpnEb9kxgG5BChRyMWdapOuQFhnIC78c5u8TE5D//kyDWKgRys0vMinGxfvnqBygiIjI6REcGMDjl/fhzenRaFfeXC/arcftIPjH24iUVJFdYaZ/bAAahazZeaKNClQKKRJvy2W5nfoY9l53gOJFu/Fm/gbmUug3F6Y+Q+qOR1lxbSJjUoKQSiBAo+DuCyJ4a15fwtvhvrG/qLaJaLd+e2Et3+0pxOM5PsaQqcDYgpN4YDdhHxGR84VM2SAU//EhQaA77CZQB4BUBikXwU3rICS1yWEahYyWjL/CjKf4Hp90PkAQOJlKQNFCPCowAQCX20NBtZW9BTUcKKqlpFaYb5fU2pqIdgGKzV7c+uhmpwqQ2pD9+Ld60W5jVGv+QbC32mcXyk12vtieR7hBzZOz+nD3hBSCdUqkEhiZFML/Te9J+Kb/CKJdAIcZ1j0Bcz+BtCmCQFplgJF3wqT/QkiK//erCYLAWEi8UEhk0AYL4tsxfyHbJGsi2j1BZrmZJX/k4vQCwY3OLVNCt9Gw9e3mr1NbKDjwHhcJO90eFm/OYUqfSP7vu/2UmRzszqsmu+JEu5e7l+6iuFaMc3QGFHI56rrsJqLdeiqO4t3+AYHqLrrc7/WSuOspVi7oxqA4PSt2F7LhSDmLhobz0TQ9kfk/iaJdkbOHTIHRU4VyxS3NEzW8HlQrbyOEaig/1LRNTNgSEelwVFkcPLh8TxPR7gkeXr6XwmorGfnV5FdZsDtbnteebexON/mVFjLyqzlcXEe5yX7G58wss/DYDwf4eX9JvWgX4FiZmU//yMXlbl2Cj14B/PFmvWi3Mar0j9FZ8s+on1anh2d/PtRse63VxWu/HmVCj/AzOv+pUEilLcYpIwPU/HKgpMmaY53NSXa5mT351WSVmam1imvmImcfcfXoT0K5VUKNn5tIUY2NSruMyPPcp7NJoFZJuEFFaV3zB9tFvSKRdvKJmzvrd5BIcaZNo6zXdbhlWjQ1Rwjd8SKyzDWonLUgeq12aaweWL6rAK1SxuUDYhidKvy99+RX8/n2fJbvKuCyflGEtHM/RRpQ2KugKtt3o70WqakIwrqdzy6J/EnILDMRqFHUC29PF726wXFXRKQjYnV6WLG7kFC9krlD4+kdbcTrFRxqvk0v4JtdBVyQHIKsudbAJ2q3CVnmGt+NXi+ezPUQkXb23oCIyJ8ESV0R2GrwxI+mtP/tOFVBKK3FROx6BQp3IrdXAq3MpA9JJfzDadwaM5Q5UxfhVhnQlmwh8Ic3ofdMwdGvNShUMHQR7PZd3ptRd4OxuTjAF8GBAdx5YRy3L9vXrE0igauGxiFt7Y1IRKQToJRJ2V9Uy+BoFeVchbvHdfXxicaBfemh74iacGZOHCIiImef8CADbvMRQegWPZCSAXfh0EahsFcRvucNpDm/o3JUMalnBOsPlzGkWxC/Hylvco5bBhvQqEyQvRVih/h2mwzvyY/Zbu5ZuYMIo4oXZ9/KgCg1mu7T4KPLUFYcodeR73ltwM2Yho9A6rAQWvsLcp0PMeA5xu5ys3hLtt/2T//IZcaAGMIMKkF0d+Ff4bOrfe88dCHIxCUXkfOIPhwG3wCbXwVbtfDdTJsCFz8JCh3EDIbAuGaHheiVXNw7kh/2NnfHDTeoiA06RTJ4n1mw/unmyXnpS2HANbDtnebHqAwQ1Y86q5Of9pfw6Mp99WKK2CAN7103hF8PlTU77LP0auZddheR2b812a501iLL+g1CkikfdA/WgFRkbgth+z5EceR73NkbIby5qLbO6sSoUXD30l3YXG5Gp4Ty3+m9SQnXs/5wGTKpFHVkL2g8vM/fDl/cAAOvgTueFMTJ2lCQKyFprJD05/Ihuhh6E/z2P4geBIOvF4S1e5fjrSliKff4/Xg/35bHtSMSiBxwNWx6SXB0jBkEOZv9HsPeL2HCwxCgpcJk5/PteTwxqy8VZt9xvbI6O5UmB1EBZ5b4L3LucbvdyHd/7LddtWcxrsE3gqHriQdthniUyRNI++lanpj4PKaLBiPFQ2jO9+i/egTvwl/au4siXQmPE4W9VnBLj+xH6aB7sGujUThqCNvzBrLs36A6F7QhUHE8ySR6oPA8EBER6VBUmx3szKn22ebyePn9SDlvr8+kyuLg7gmpXDUsjmDduU/ArDTbWbo1j5fXHsF23C0/NVzPa/MHkRZxekaLXq+XpVtz/bYv25bHtSMTWpVYr3FUo/KVKHQcefqneBOGnnbFhoyCGjx+fDe2ZVcRc6o5yBkSalBx54QU7v88vVmbVAJjUsP4eHMOQdochnQLosLk4LHv9vNdRlG9X8iE7mE8PrOvT/OscpMdq8ONXCoh1KBEIa4JiLQSMYr0J8HuEW6eBpWcOf2C6RYg5UiVh68zKrA43PXtnRWJRMJzV/bn/s/TKWsk3u0fG8DNY5Nope9Sx8XjpmTOt3xwWM3ir8oxO6pIi+jGv8d9woCc95GfwuFCpPPj9ngxahS8ec1glvyRy92f7cLl8TIqOYTnrujPp3/k4O70X/Suhddziuw1t5iRJXJuOFxS57fsSVs4IfytFh13RTooHi/0jjZy9bB43lqfyWu/HkUhk3BRr0jevnYIP2QUtu3Z6HW36NYpcZ955rOIyJ8Sj4vyae/zbU0Sr68qp9xURXRAAA+MeZHx3Tej9Vdi2xelB2Hmm8jKs9AmjcDh9qKL6gaV6RA3AtxtSDYJjIfLXoIf/tIwLpNIYMTtEDe0TW9xeGIwN42M4d0tBfW3EaVMyv9m9SAu6PRcAx0uN3U2F0q5FINarKwh0nHw4OX1+YN4Y2sln2yxY3ZY6B6RyL/GfcKA7PfQp78n7HiyQ5GIiEiHwetxUTX+KX6VjeK5tRUUVFcRqldy24j/Y0bfLCQeNyF6JWGGYPrEBlBtcZJRUINMKuHB8VHEB6pwH12JfOubMPs9+PFBKD/c8AJBieRMfofHPhccbEtq7Sz4eA/f3TWa7pGhgmvl4suhrgjjpqcwAkT2h6uXCC6hjbFWC8JATaDgHuoLpw0cJkFIdxqOZx6vF4fL/zzA4fbgbTxPiBsOo++HjS80zB9kCrjsFQjq1ubXFxE5I+QqGHUXlB2Goz8LAs9DqwSB5/wv/Caj6VUKHr60FzEBCmLUDmod8MW+WmxODx8vHHZKMafTEI3syk+QfnlD02pjmkC44G4hmedYo8RYTRDM/xKMMezNquYvXzRdLM+vsvLIyn0M6xbc7LXKTHa+LY7kqgsewrjpaeE9Ang91A28id3xN/Dor+UcKa1Cr5Jz7aB7uf6KWzDWHm52LoBdedW8uvZo/e+/Hynn9yPlBGoVPDO7H8V1dnoNupYafTfclbkE5K8VxFpeD6RdLAihZY2q++jCYd4XsHSecC86Qa/LYdAC+PlfsPHFhu1KPd75X2Hb6H8eZHe7AS8ExMEVH8HXi0Aqx4O0oYyqRAKJYyF2qDAPOvRD/T3JCzhcHjynqEjiPkW7zenG4nChksvQnaFBgMjpI5FIfAvDT+B20rlXeP1jdXiojb2IkqkX8ugv+WzP2Y5SJuXyfgO444YdaOQqwrze0xYQiYg0wePG63FTdeGj/K4ezzO/lpNfVUWwTsmtwx9hVr989C57g1A3JAXmfAA6UbgrItLRONW6kMPlQS6TYHN6eOanQ0QY1cwe3EpjiTPg14NlPPNTU8fZI6Umrnp7CyvvGk3Maazter1gbcE12O52N53Ptny2FuPrEpcVm8OF1eUlWNf6apf1fXG2rJ2QnYfn+YVpYVwzIp5PtjSInVVyKf+5rBefb8/D7fFid3kw2Vw89t1+Vu4panL82kNlPPBFOq/NG0TQ8c/AZHOyO6+aR7/bz+ESkzAnGZHA9Rd0EyuRibQKcab1JyFYp2ThsDAW9XQRuuslFIeP4gjpxe3zbuO1PR6MnXwh0Gx38Z8V+3hoag9kUglldXbigrUUVFlZ9NF2vrhlZHt38YyoS5nBXV8dZmtOQ8m2wyUmrllm4sOrbmaYOqgdeydyPjAqZSwcncj1H2xrIk7fdKyCnblVfLpoBEHazn0ddzk0gULmrY+S68iUSAJaKM8sInIGHCiqo/tpZmY2RiGTolHIqBIdd0U6KAaVnFvGJnPNu39gdwkTfqfby/cZRezKreLd64a0aWHJLdcJLjiFO322S5MuPCv9FhH5s2ENTOOVXSo+2l5Yv62wxsYD3+Xzj4kjmKdrnbMtAJF9qFBGk+EdyFtfZlJpdnBhkpFrxr1MrOUgMpWx9efShUDqRXDrBijZLwgOovqD0gDGto3TQgKN3D0hhXkjEthfUIVaISct0kiYQY1a3bbgnMvtIb/Kysebs9l4tIIQvZLbxibTO8Z4XpwfREROhVYh563fMtmZW1W/7VBJHdcsq+OjKxcytnADlB2CHpe1Yy9FRERawmmM5wuHgifWNJS5LDc5+L/VhWQPjuWW0XFIS728tf4YEiTMHBjD4zP7oFdKcJiqOWJRkBI9HsmYWNxOHbLpS/Caywi2F1CrjmaPychDX5Q2iV853V6Wbsvj71O6ow7vAYvWQnUO1BYIogdjtOAceoK6EsjZCH+8AQ6L4Kzf70oh8ab+pDaoyoJNr0LhDkE0O/p+CO0OmpMEwC2gUciZMziW3w43d/oEuLRfFEG6RjE3bQgMuRF6XApFu0Cuhsi+oAsDlb7VrysictYwRMLMN8FULCS66UIhOEm4rvwJ3r1eor2lPKRdgfTwKlAZuXXa7bijh6IJ8j+mPjFW/WhzNg5bBDddvY4oRw5ylxlZVF9BxKoJhNnvQN3x/ujDIDgRDNFU29w890vz8rgA6Xk13DU+FTjarO2JX4uRT5nGjBsvx1W4ByQy9KogtsYtYuGyY/X7mewu3thcQnpxAC/OupSTpQ+ltTae/8W3oLfa4iS/2sqUXhF8d7Sa9zdHYHWGcEmvycy8OIxYjQN0EQ2u2l6vUG1t58dgLoMbfxJ+ry2E0BSQyEAihcmPwoCroOKYkJygMiDd9BKz0x5k5R7fn/MlfaII1CpBIRPmLHdsg5oCbB4p2k0vQmACTHsWsn4XhNpKLd4Rt+P2SpADgRoFF/cRamxqlTIsjuZiDr1KToif+YXN6Sa3wsJb6zPJKKgmPljL7eNTSA3TY9CIaxDnG6lUiq3PXNT7vvLZ7uh+GS5V6597nQmL00WhRcH8D3bgPK7Ccrg9fL6rhM05tbxy1UDCQ0TRrsjZQoJLF8kKxvPIt3n1WyvNDp5YW0TmgAj+PjkRdZ+ZMOY+CIgVnsEiIiIdjgCNguQwHcfKzD7b0yIMFFQ1JJw/9/MhRqeGnlORZUmtjed+9j0OrjQ7SM+tOi3hrlQqYc7gWL47SWB6gmknxpWtwKEwIk+7FMXeZT7bnX2u5LNtedTaXNw6Nhm1om2OsoMS/Gua0iL0BJyHcWaoXsUDk9O4fEAMGQU1qBUyQnRKFm/Jqa82dMXgWKosTr7L8P2ZbjpWQYXZUS/c3ZpdxY0fbqtvN9ldvPHbMXblVfHqvEGE6sWYvkjLiMLdPwk6mYu/dstEveyW+m3K0gNEH1zOv+d8QoX8FM6QHZyiaguZ5Wbu/zwdvUqOUS2nwuxoEHGcyvmyg1NglbM1p9Zn239XF7Hs5gS057lPIueXOoebPzIrmyx6nMDm9LB0Wy53T0ghSFzM7zDIDFE4pj6P8qvrmrXZx/8bpzKItueiiYi0jNXhJqfCzOSeEWflfAa1XBTuinRYrC43H27Mrh/vNaawxkZGQQ0JIVp0qtZN9p2aYJwX/w/FR1ObZRU7+s7DqQ4V79siIqdBpVvD4h2lPtteWF/MxYNSaa3EpVoZxcu/5fDR1mJkUglKmZR3Sur4bGcJX98yhDRtc4cuv9QVwZc3Qu5mCOshuJUVZwiuVtd/77OkcEsYDHoMBkiMOLOkyiOlJma/salhcb1ECAbeNCaROyekEKAR70Qi7UuV2d5EtNuYR9aWsWz0/QQdXY7TEIso6xAR6ZiUu/W8+HuJz7YlO8u4dkwP7lu2AdfxGpYZBTX0jDLw2lX9WXe0mtCQYBZ9U0WQNopKSxU2ZwUvXNkPjSKJ5344zJHSPJ/n3l9YS2GNjaQwPQRECz++MJXCt3fBkZ8atpXshW3vCMK4E662+dsE516PS/i99IAgYJv2PAyYJzjwtpKh3YLoGWXgQFFdk+1hBhXXjEhoWuKyJg8+nAY1uWCIEpz7zWUQPxKu+FAUcIi0D7oQ4Seid+v2r8yEdycitTY805W5m6HPHJj6tF/3wCOlJma9vqne1WvJDgjSKrjxgn4sSEloGKtqQ4Sfk/pjczo5UmI6+bQAWBxuSuvsTO0Tyaq9xU3a1Aop3aIiuOjDdGTSYLzAN6la/rvaz2J6Vg2FFjnhJ213HBce+yO30sIXO/J5Ze1R3MfvgQeK6vh4ayFf3TaKeFmjJdWKo/DuJLBVw6y3hftWVRYotGAqEe5NIclwzTdQvA+2vwdOCxz/zHulXc2Q+BC251Y36UOARsGt4xoJIRRqCEqAoASOHjpC99RLUQ2/Eb65TXid40jytiJLuQgufw2NPpw7xqfwzI8HuXtiKk+tOtjsvT4yvTfhRt9rCTtyqljw/tb6z+BwiYnVB0p5YmZfZg2KabNIQ+TMcLo8eML74Iodjjz/j6aNmiAko++jyi7DeOY+Dh0OrxfeXHe0XrTbmLxKK7mVZvrFBiCVSn0cLSLSRgyRVNW5eO4338+WZenlLBrfk6C+c85zx0RERNpKmEHFk7P6cvU7f9SPZ05w9bA41h8po/HmwhobDh/rTGcTh8tDYY3Nb/ueghou6dcGg4tG9IoyMjghiB05TeN1gVoFt4xrvcC21ilHe+Ff4ehPwhi3Ea64UXhCe7B9ezFrDpQye1AsccFtUyiFGVRcNzKBjzbnNNkul0p4YmZfQg3nR+cSpFMRbnez7Ju9lNbZqTQ3rAf2izHSLy6Q0lpbSwU6qTDbSUFPaa2N/67c53OfLZmVFFRZReGuyCkRR7J/EiK8Fah/fKB5g9eD6oe7ifD4dhToLMQENNzsTHYXhTW2ehGHQiZBK21D+dUOyLacar9tWeVmaqyiqKqrI5NIWHPQ96IKwIYj5QhFsEQ6CgV1Dl7MiqX4yu9xJ00EQySeuJGUXL6Mjy2jKHWIy9giZ58jpXV4vBAfcnbSOfQqOVUW51k5l4jI2UYKbDpW7rf9l/0lbZrseGxmnt4po2Duz9h7zhYW4SP7UXbxm6yOuY1C2+mJ5SrNdg4X17HhSBkHimop95GEIyLSlSmqseHxM0y1Ot1Umlt/TZTYJGzIMvHsFf14dd5A/u/y3nxw/VCuHBLLYz8cprbaR6UDfxTsFES7AGUHoShdKH9bnQO7l4D7/M8hqy0O/rVir09HrHd+z/KZxCcicr7Zke3/OssqN2OKvoDy8U+T72h7uXoRkVZhNwmCs6z1kLcNavLB07njfuebCrPT57MGwOOFg8V1yKRN3esOFNWxLaeahUOCCdAo6B8bgMvjZXB8AF/O78awQBPpBdV+RWAAyWF6bE43pbX+FysBwbW7sWj3BHXFsPlVoVx4XZEgWjsh2m3Mjw8K4t82EBmg4YPrh/KPS3rQLURLdICaWy9MYvlto4gNajS/drtg52JhvOD1Cs6a5uNx9dzNULirTa8rItIu2M3w6xP1AtJ6+s6BfldA0W7I3SLcX90N11i1xcHD3+xtVoq3yuLkuV8OU1bjXxB7ApVcSkILMavschOPzujDc1f2p0ekgQijiun9o3n72iG8uvYoFWYHpXV2yursmO0ucistfs+1I6+m2TaFTEqkDyc1uVTCLRcmMWtgDAkhOl6fP4hn5vSr72tZnZ13fs9sEHTYTbD6EUHQEJoKlkqheo+1SnASP3FvqjgG+5fD0IUw/WXBYdwQCakXER6VwGvzBvDf6b1JDtMRFaDm+lHdWHnnBST4EUEcs2jIHPYongMrm4h2TyA5+rNwDwUSQrT8fWoPIo0qXps3kBFJwYQbVIxKDuGLW0cypXcEClnzqElJjY2/fpHeTOQC8N+V+8Q5STsgk0rYVanEMv1dbJOfEr5zxhjsg2/GceMaPjssIUDdRV1nvV62ZFX6bf55XymS81BWuz2pNDs4XCLEFfcX1YrX4LnEUkml2Umd3cf4EmHol1156mediIhIx6BfbCDf3zWaqX0iCTeo6BsTwOOX9yEpTM8HG7Ob7BtmUDUZF1kcwjhz87FytmdXUlBtxeU+M2GvUiYlrAVhao/INlSSO4lwo5rX5g1qMq684YJufHuH/3GlLwwqCUsOyXDcuAbH4EVCBY/QVGwX/Q/zZW+xp1rBFYNisLs8VJjbrk8K0Ci4e2Iqb1wziD4xRiKMKi7pG8n3d4+mb4zv6gEOl5v8Kgtbsyr4I6uCvEoLdueZx4Dig7W8s2AIswfFEB2gJjFUx78u7cXbC4YQaVRjOIUhUNDxhEWzw01ORQtzkhzf5gciIo0RHXf/JEhMJeDwncmMuRyptRJIPq99OptEK8wkhGh93hTn9A8lTFILnJnzUXsS2IKrkkIm6fITUxGQ4SKohTIGgVqluFDVwai2uHh9Uwmf7VZw7cB/0D1ZSm6tl49+qKa4tpieifEkhXXBNHiRduVAUS0SIDao7eVUfKFXy6k6jcmXiMj5wOnxEKhV+hWXh+iUSCWtT2qpdUh4d0shn+6UcWX/2xgy4i6qbB4+3GjiWFke/71EQWp0SJv6WFBt5Z7PdrG90eS8V5SRt64d3OZsZBGRzopa2XJGv9zHYrE/MvKreeiSHvzj6wxKjy9WSSRwWb9opg+MpcYhoVUhTqcNdnzovz39Mxh8/Xl3zKuxOtme7T+Yt+lYBSnh4vhRpH0J1viPPyhkEkqcGmpqXXi9ZtLOYNFBRMQn5nLY/BpseqkhBqIJgrmfQNwwkImu5K3Bl1CrMYFaRb3bbmOWbS9gSriBkVV/MDzNgrVfOJraoxh//BBX1CCCYx/l6qHxbDzaXOAvlcDkXhFc/tompvaN5OFpPQkz+ChD6vXCrk/8dy7jSxh9vyCOq/Ht7IvbIYi7gxJafJ8nExmgYdHoJGYOjMXj9RKsUzR12gWwVMAe32VDAdjxASSNFxwyRUQ6KrZq2P9N021j/ya4Ry+d3yA6VRlhzvvQbQwo1NRYnS0uPG8+lEuKIcqvWy9AkE7JfZPSuKFRKdkTKGQSZgyMIcygYvagWMalhVFQbeXjzTnc9PH2ZtV2pFIJcqnE5/0KINBHqd1wg4p7JqXy0NcZDeeRwHNX9ueHjGKmv7qxfnt0gJrHZ/blse/3c6zMzLe7C7ljXDKRARrhMzz0g7Bj4ljB7dsfu5dA/3mQMgliBoPLBko9qAxEAAtGarmkbyQer+BerJT7nz8NSQgmO+soPU/++zVm1yfQbTQSiYSEEB1RARpqrA4GJQQhBTRKOcYWyhBXWRx+3eDsLg+5lRYxnnGe8Xo9VNSZ2e1SsKb8Aq6aMhmVDH7P91C3y8qIpBCqrS4CW1vKphPh8XgI0Cj8JhwF65Vden20qMbK/Z+ns/lYw9gqNVzPu9cNISFETJQ863i9p4xR6VWi47iISGdBrZDRI8rIs1f0x2R34XC5uXnxTg4UNa9yffeEFCKOJ6FWmR0s3ZbL878crnd8N6jkvDJvICOTQlCdZuWBMIOKuyak8O8Vzd1ZDSo5Q7qdmZYpMkDNgpEJTOsbhdvrPeW40hfVNg/9YjS8vqOC4MCbGX357dg98GmGhSnBcirMFi4dIFSpU8tPzyM0RK9iap8oRiSG4HB70Kvk6FS+ZYsmu4s1+0t48OuM+uRBlVzKozN6c0nfKAzqMzNJiwvW8tcp3Vk0JgmpREJoo3FFiF7JhB7hrD3YPCl4QFwAIXoh/iQ/xZwkVC/GqUROjei4K9IlCDUf5aPLwxnfPYwHLkrj8cv7sGhMInMGhHNvbysqtx/RcidhcEIgCpnvyefUPlEYxYlCl0eKm2tH+F9wuP6CBAzKrhug6JQc/3NUWZy8vLGEO1YW8fRvxRQfd5YR/1oi54KMghpigjSo2jgZ84deJW9SIkREpCNhVMlYMNL/s/GqoXF4T8ON3uJw8+G2Uu5cWci/finmWJkwjmzrQkC1xcFDX2c0Ee0C7C+q5bYlO6gwiQ4ZIn8OQrRywv24CfSMMhDQhrlMalQw9y/bXS/aBUHf8216IcdKzSjkbQjWtXhNS+iIo7WOsCBZbrJTXGOlziY68v9ZGRSj9RufuLh3JF/vKuC+ZbtFQYfIueHYWtjwfNPEZWsVfDJLcIYUaRVGjZxeUb6F9WEGFTGBap9OixIJeJQaTJpIrPo4QpV2jCExMHQh8opDXJ4sxeZ08uDFPVArGpYdjGo5T87qx7LteTjcHlbsLuSjTdk4/brbn43nXSvO4XYJLr61ReAS5r1SqYQwg4oIo7q5aBc4dbWr9n9Wi4i0isbjyqBuEBAPG15o6mJtr4XP5grO0rYawryVPHZRJImhvsViErcDdnwkJMm1wMD4QP55SU9UjRb7g7QKPrxhGDGBDYnoIXoVMXopU+O9PDs1kguSm4oZDEopF/X2nWinlEkZEBfo421LuKhXBLdcmFTvLH5R70h25lbx077iJvsW1tj4yxfp3Dcp7fixzU7m+//NX7Xhv5ogobqPygD2OqgtRGIuJ8ygJsKoPqW4IjpQQ38f78tvvwClXEqYQU1UgIaIAE2Lot2Tu9uK04ucJ3pFBbDwk3Q+2pzH1PcOMeHtQ/znhyM8uzaH0jp7q0tgdzZ0cg9zBsf6bZ/SO+I89ub8Umdz8si3+5qIdgGOlJpY9NF2yupOUcFA5DSQYFDJ6R/r2/UxWKck0iAKsEREOhs6lZwIo5qYQC3/m9OvSfUFmVTCotGJXNI3qj7uuiuvmqd/PFQv2gWos7tY+NF28qtP33VbKpUwrW8Ui0YnNqlwE2lU89nNI4gOOHNDJolEQujx+WxbRbsAGqWM/CobL/6Ww7+/P8qEtw8y9d2DLP4jlxsXp9PnuCtuUqiO4DMUpAbplEQY1X5FuwA55WbuWba7ScUPu8vD37/K4Gjp2dF/KeUyIoxqwgyqJrF3o0bB45f34YKUpmY+A+ICeHXeIEL0wnpHiE7JtH5RPs+tkEkYEN95zSVFzh/tLtw9evQoP/30E1arcJPzesVS7+cEfYQQDPDZFo5X07lvGI6AbhirMpjTP4xVGcX87+dDHCyq5ZohkRjy12ORB7Z3F8+I8lozj13eF/lJZeqSw/TMGRyLwyEKP7o6UrmK8jor14/q1qxtYs9wjGoFzjMs0SBydgnUyH2WXgPQKGREB4ruKyJnn/S8GpL8LKCcDqJwV6Qj43E6iAnUMCa1uZvPbWOTKaq2oJC1vsCIRiFlRKL/MfHI5PA29a/C7GD94TKfbXsLak+rlJCISGfE5XLz+My+6E8KwoXqlTx4cQ88bagakVtppdbmu2Thp1tzcfrJbG+GQg2Db/TfPvCaFp3CzhUBGgXDE4P9to9Mapvr99mkwmTn292FzH/nD6a+9Dv3fLaLfQU1zUoli3R9wpRuXrt6gM/4xOzBsXy7uxCr083uvOr26aBI18VUAr895bvNZYeD35/f/nRilDh56JIezZxf9Co5T8zsQ3pOGRf7EMNdNTSOT/a7ufQHFbPWBPBmWX+KDL0hexNc+BfCZGamlH3ItD6hfH3bKJYsGs4b1wziiVl9+XJHHj/ubRDFfbAxu0kiTj0SCQy61n/n+80FbYjwE9TN9z5yFQQntvwh1OQL36d3xsPbY2H1f6Aqp+VjALRhMGC+//YhN4puuyIdH00Q9J7V8Hv/q2D7+7737XU51OTC59ehfW8M1xy+h88vLOPpqTHNdh0Zo4TfnxXu1y0QqFVyzcgEVt8/li9vHcmKOy7g+7vHMCIppEFg4PVCZSbBv/+LievncNnWa3m92wZWLEjCoJKTEKLF5XRw1dBYksOaxsHkUglPzOpDVa3vkrUhehX3TExl7QNj+fyWETwwOY0vtvtO/qgwO7A43YTqlcwcGEOw7vh9Ux0IPS4T/n9sLfSY5v8ND1rQdG7htEFxBnx1E7x5AXx0KaQvA1NzN6+TkUklGIIi8PSd2/LrnYG6Nkir9FvJSyWXislZ7YBMJuP7PQVNBESNeWldLlJP10ysNCo8jEkJYURS83nyPRNTCVK3u8zhnFFhcvDzft/30yOlJsp8jaNEzhAPXo+L+yenNUtA1yplPDmrLw776Yv2RERE2hepVELvaCMr7riA7+4azee3jGDtA2O5b3JavQizyuLgxdWHfR7v9nj5YnveGenZQvQq7pucVj8O/e6u0ay44wJ6RxuRSjtAdpTLwUvrcn02Odweft5bSJXFwRvXDCbcVwWds4jN6ebt3zP9tr/+6zHMdt/rBGeLqEANr84bxOr7hb/Xz/ddyHvXDSU2qGE8rFXJ+dvFPUgOa1r6QC6V8OY1g4nwY2giItKY1q9kn2UqKiqYO3cua9euRSKRcOTIEZKSkli4cCFBQUE899xz7dW1LolZHoBu6jNIVtwuBD1OIJXhnfYCJmVY60qKdlBynYF8VdKLtzfur9+24WgFG49V8N41N5JEAJ25Ssye3Eo25ph4e8EQ9hXWUGFy0DcmAC9e7l66i69vHtLeXRQ5x9hsDpZszad7pIH3rhvC9uwqHG4PQ7sFc6zMxGPfHWDZwgHt3U2RRoRq5Tw1uw+LPtrRrDzCI9N7YTyz6g0iIs2wu9wcKKpt0Z27rRjUCqqtXTPwK9L5cbi9/GN5BjdfmMzVw+LZnl2JWiFjSLdg1hwo4avdRYxLC0GraV2mss2r4JFLuzPn7e2YTprw3z46lrYWODhV0KDaIgp3Rf4clNZaeHF1Ji/M7U9upYXcSispYXpC9Er+/e0+Xrmid6vPlVVurv9/qF6JTiWnuMaG3eWhxurE05bAafQAoaxt1m9NtwcnCeIF6fl3LArUKnl0Rh9mv7Gp+X1oXLJf5+JzTY3VyQurj/DJlgZB09pDZaw7XMaSRcMZmXz+Rc4i7UeNNJBj5SWsumcMP+4rbhKfuHfZ7voy1kdK6tq5pyJdDrerZWFl8d7z15dOjssDD3+zl0dn9KHC5OBomYm4IA3xwVpeXH2EftF6kk4SwvWNMaJRynh+9dH6bf9bV8B3B3V8MP4uIpdfAeMewmDOQWvaz0d54VTbXLyy9ii+Hs9mhxu7008CemiqIIg7uLLpdmM0jLhDEOYaIuHyN+Dj6eA+ac56yXOgbyHprqYAProMKhstAm55HfZ+BYtWQ2C8/2NlMhgwD9I/a3o8COOKqP7+jxUR6SgotTDuQTi2BszloI+E6uzm+0X2g5SJsPjyhjUlaxVhPyzikiF3kjl8Bm/9ISSr3jEqnLCjn4PTAq5Ti5o0ChlxwVr/ItCqLHh7PBJbdf2mgI2P0zfyO9bfthi7JgKzxcI9S3fz8LReePGyt6CWEL2S3tEBfLQpm3HJBoak+Hbj1KrkJKjkJIToyCwzYXH4T0YrqLLSPcLAwtGJDcJilR4m/guy1wv3AqUeYodC/ramB4emCeLnxkLawl3w0bQG93hLJSy/GQZeCxf9nyCsbgGJQoVk1O1w8FvBDbkx3S+FkJQWjz8VEUY1z13Rn2ve+6OZUPSxy/sQphfFB+cbp8vFgTL/Is38KgsOP6Lezo7SUUu0MYjp/aO5ZkQCO3Oq0CjlDEkIIrO0lnC1BzwekHY9Aa/Z7vI5hjpBuUmMK559vNTZXPzzm738+7Je1FqdHCoxERukoVuIjlfXHuHe0RGkxXZdp2cRka6ORCIhIkBNRIBv0and6Sav0nfyF8DhEhNOtxel/PRFtjqVHN3xcWhHw+UVxhX+2F9qI1CrJNRw5u7Ap8LmdDdZCziZ7AozNqe7Rcfes0GQVkmQVgktqM1iAjV8etNwjpSa2HysgugANaNTQ4kwqlF10aoIImeXdhPu3nfffcjlcnJzc+nZs2f99rlz53L//feLwt2zjNZZjSRrPVz1Gez5XAgmhKVB3yuQpH+OLqwH4Lv0Q2fAK1Pyzqa85tu98K+Vh1i8cFg79Ors0TPayOM/Z7HuUBk9owwY1Qq+21NIuclBiE6J0k+ZSpGug06jpn+Uljc2ZLN4cw59YwKQSSV8tjUXi8PNhLRQ1Mp2u6WL+KDU7KLWYuPbOy/g/Y3ZHCyuJSFYy6LRiVhsdqoc0H6eaSJdkQNFdbg8XpLCzl6qikEtp8rswOv1dojy3CIijVHKpSSH6XjihwPoVXJ6Rhlwur28tT4Tt8fL3yZ1a7VoF4SityvSi1lx2zC+3J7Lhqw6wvQKFo6MRSKBCruEFpbwm2FUK5BKwJ8BaIhOXOwS+XMQZtCwr7CWmz7eQWKojnCDijUHSsivsiKTSk5dqrURPaKMDIoP5JaxyVSaHVSZHaRG6DlWambJHzkgacNinSESZr0NuZth69uCW2P/edD9YgjwX4rzXJMaruf7u0fz+bY81h8pJ8yg5OYxyXSPMrTpszqblNXZm4h2T+Dxwj+X72XZLSMIO8cuCyIdh0qbh1V7i5nUM4LduVWY7O76+ERjTpTPExE5a8hVEN5TcCn0RcKo89ufTowMLwqZlNuX7CQ2SENMoIb1h8vqF8VuHBFNoF7HoPggJBKYOzSW2EAtNy/e0excB4rN7LbGcHFwEvz+HMxdgswQzsxBcaTnV/sVnARpFWj8LWDpw+HS5wSB7JbXwWmG3rOh1wwIjGvYL2YI3LoJ/ngLCrYLLruj7hZEa4oW5gFHVzcX3YLgErrrE0gYA3UFEDNY6Iv6pPtZQCxctxIO/QjpnwrfzWE3Q/xIYXwhItIZCE6Cm36FPV+A04o3rBeSnA1N9xl2E6x9HF8XsmHHayy45mqOVody0wAN3avWYVz/MqiMoDhDEYLTBhtegkai3RNIi9MJqtkHkQnkOwSB8ANfpBOmV5EUpqPG6uS5nwWXtFsuaO4K7Au1QkagVkG1xXfier/YAOYOi2tevjgkBW5aB3uWwc7FcNFjguB4x4fgceHtPw9LwngOVWuIxkZkgFpw1f3u3gbRbmN2LYaRd7Ys3K0rgepcqM6Da76GI7/A/uXCZz7iNkE83FLigg+qLQ7K6uzsya9Bp5LROzqA3tFGVt1zIR9uzGJ3fjXdQnTcfGESiaE61KL44LyjkMsZGqvlRz85SmkR+q67RihTErvzFcb2uZlfDlVgdbhxuDy47Gamd3MTWroFQi9r716eEwxqOXKppJkpzAn8VXsUOQNcNvQqIyW1Nu78dBfRAWrigrVsOFLGsTJhnBwVnNzOnRQRETmXaJRyukca2JJZ6bN9UHwgSnnHShaxOlyU1TnIKKjB7nLTPzaQUIOKgNOII8slkBqhZ29Brc/2oXF65LLzMxbUKuX0jQlgT36Nz/Y+MUa0bXXbOYdEGNVEGNWMThENLkTaTrupvH7++Wd++uknYmObLoilpqaSk9OKslQibUJiKhacAA58Cz0vg+QJQomjZdeCy4Z02E3AmWXitifHykx+A8EF1VasLWRMdwYSQ/XEBmnIr7JyoKipa83dY+NRa8QJWlenxubiiqHxvL+lALvLw65GZUclErhnQiJWdxcNznRSTFYHdy/bS4heyTOzerNgeCx1Nif3LttNTqWVTxcOJSXc0N7dFOlC7MipQiGTkBBy9krW6VVyXB4vZoe7WYlzEZH2xomCByYmceW7OzDZXWzLrqpv0yhkTOsXg8XuRKtqXYDC4XLzxvps3tmQzZ3jknhgQjy1Ng//+f4IR8vMPDytJwPjW3a+aUyoQcn0AdF8s6uwWdvYtDBCTipNLCLSVTGopIxOCmRDZjVZ5eYmmfKz+kegVbQ+2BkdqGbR6ETuW7a7iSvWyOQQXps/qO0lxQyR0HsmJE8Er/uU7lbnA6lUQkKIjvsmp3HThUko5VK07Zygl55X5bcts9xMjdVFmDis/dNwrNTE7eNS+PuXe5g1OJaHv2muIAjWKRnUhmemiEir0IXCxP/AkjnN29QBkDTuvHeps5JT6+bvk7px06d7ya+ykl/V4I4ZoFEwLDGEl9dlc+vYJEpqbcQFabn7s93N3OBP8OUhJxNiR6Gs/AS8HgiMJ0imoEekoT6eeTJ3TUwlvCXBiT4CelwCiWMEt2V1QHM3PblSMKa4+AlwmAWxbkuCXQBbLexZ6r9939cgU8La/xN+H3kHjL6/aZl7EMS7QxdC39kgkYG6M9eyE/nTEhgPo+/FZLYgDeuPNueSpu3qQKgt8H2s10tU3V5eiT2KdvUHgnMvCOL5MxWwWysFN1l/7FoCqRehVqm448I4HvsxkzKTnTJTgyNpXLCm1S5mEQYVd45P4bHvDzRriwvW0DvaSOTJot0TBCXA6Adg4AI4sAK2fyC4FEukSHZ9jKcshwOamdy9tYrFC4eRSA2UHfTfmbwtEN7Dd1t1Lnx6JZQ26mfaVJj5DhgiQNX2AXm5yc7Tqw7yxY78+m1KmZQX5g5gfI8w/n1Zbyx2FyqlFI1CjAu2Fy6Xh8m9onh+bQ5mH2udf52chFvaRZPD3XbY9iYxG/7HgiGLqO05Dbnbin7bq5C7CfrMgR7TuqTjbqhBxdyhcSz5o3nJ8mGJwYQaxLjiWcdWg1IXw9whMXzyRz6FNTYKa2z1zUPiAwjWiZ+7iEhXJkCj4C8XdWfOm5ubtWkUMgbGB5FfZSE26Oytw54JJruLVRlFPPR1RpNEj+tGJnD3xFRC2lgpwStX8fdJSVz70e5mbQaVnLHdz5/juFIu5fpR3Vi2La9ZEotUAreOTRbHpyJdhnYbyZrNZrTa5je0yspKVKouOsFoT2THBQsOM6QvhQ3PQ8aX4Do+4JR27puaViEs0A5LDOap2X15ff4g/nFJT5JCheCMUta5y8S4pQo+XDCQgXENDg9qhZT7JyRwQUoITlfnfn8ip0YhlyCVwCc3DCIuuCFQGKpX8sZVfdDIJcg6+XXc1ThhPjA4PhC9WoVcLketUjI8UfDZVYt/LpGzzNasClLC9ShkZ294Zzj+Ra0yi6W3RDoeUqmEALWUl6/oRZC2QZybGKrj0xsHgVSKrA1O0XKpBIlEKB384tpMrl+cwd1f7OPocUeFE+PN1qJXKXhoak/uHJ/CI9N78fr8QTx2eR9uHZvEU7P7EqgVA70ifw7qPFKentWHKT1D6yvEyqQS5g6K5L5JKdQ4W//c8iLhvs/Tm5Wy3XysghW7CpHQ9kQ2q8NFkU1BoV1Nnc23y1Z7IJdJCdQqz4pot7TORkGVhdJa26l39oFfR8TjyNsqmBbp1CSF6Xjg893szKumqMbGXy5Ka5Lg1TPKwEc3DD3ttfOiagtZ5WZyK8w4nJ07CVvkHBA7FKa/IojJThDWHa7/QRCgibQKuVRCariOxy9LxdgoONE9wsDSRYORyBTMH56Aw+XmXyv2gcfDXRNTeH3+IJ6Z04+RyU3rB2nkEqTu44I5TWB9HDoyQMOSRcMZlBBYv69aIeW+SanM6B+N7FTPD5dNENo6zWD37fgjvCEVaINPLdoFkMpA3sJ+cg24G81/N78GeX/43lciEZJ+RNGuSAfEbHdRWG2lsNqKxY/oHgCpjJxaD8+ly6mc+pZwLZ1A3rJZiFQqRbvzXUG0K1fBBffB4Osb1qJOF4m05etUqQekWJxexqWFce/4BNSNkgEHxwfy4YKBWN2tc+CSyaTMHBjDPRNTUTVyUBucEMQnC4f7F+02nADqCmHV36DsAGx+FTa9DIW7MWx9iUuCi/B4vdz2yU5c3lMMkBR+RCDWalh5b1PRLsDhVfDxdLDXCffMmgKoyQerb2eyk1l9oKSJaBfA4fZw52c7Kay2oZRLCdQpRVFEOyOXS/FKZHy6cHD9midAoFbB87N6EqKV06WnZMef8yZlGGaPgjqvGoc+VrjXKLRdUrQLgtPgPZNSmTcsrn7OLZHAxB7hvDh3AMFiJa+zj1SOw+1h3tBY5g+LafK5T0gL4fk5vbAjGmmJiHR1ukcaePmqAU3WnLqFaHnpqgE8+9Mh/rF8LzXWjhFDzq+y8Ncv9zQTtn60OYctmRVtPp/b6yVMr+B/M7tj1DSM/5LD9Hy6cDDO04i9nwnxwVoWLxxGdEDDvTfCqOKD64cR38okPRGRzkC7zbbGjBnDxx9/zP/9n5C9LpFI8Hg8PPPMM4wfP769utVl8WjDkGmCwOrDKScgDrc6qP2+DGeB5CA5z17Rj7xKK8/9dJgyk53UcD23j0+mpNZGkLxjPDxPlz151fSMCuDZmT2QyhU4XR60SilOt4ffjlYzJk2cKHR15FIpL6/Lpsrs5L15/ZAp5Lg9oJTC6+uzeLM0n1fnDWzvboo0Iljp5qMbhlJpdvDg1xlklZuJNKq5eWwSXw0bRaS6haC5iEgb8Xq9bM2qZFz3tpXDOxUGtTAxrTQ7iAvuGBmkIiIncLg9rNxXyZWDY/j2tiCsLi8yqQSZ141MqWbF7kJuG5vU6vMFymxMSA1mzeHmZZAkEhgR1/ZrQCmTkhap57mfD5NTYSE6QM3dE1NRnkWBvYhIR8di87CjuJYHJiXxwOQULHYXerUCr8fLV7uLmdwrqtXnOlRUi93l8dm2dFsu145sm2grr9LCZ1tzcLm9SCQS3B4vc4fGkRSmP7WYqBNQaXaw4Ug5z/58iNxKCzGBGu6ZlMrEHuFtclzoExvot0TnsG5BTQLZIl2f3EoLZoebIK2CALWcMWlhjE4JpaDaJohdJGB2uKkw2UkM1bf6vJVmO/sKann6p4PsLaglUKvg2hHxzB0a32GcTETaH4fCQGHsDByzhqJ0VCORKaiVBhCujSOiDQlbf3aC9SruXrqbcSlBfHXzYCx2NwE6FRKJhA3Hqnnt1924PF4WjEzg4xuHYnd7+PSPXA4W1xGiUzJ3aBxXDI7lb8cXCK/to0T+42pBUB3QtLpeQoiO9xYIsRGb041RoyDcoEJ1qlLr1Xmw8SXY/YkgRkscJ5ShD00TnHZPF6UOht8Cx9b4bu8zG/Z+2XTb789C/MimgkYRkQ6K1+slu8LMsz8d5sd9xUiAaf2iuG9SGt1Cmy9uO90ePtyczRfby8kojeOBi1YQIbfglcqQKQKIj+wHxXuav5BcDbFDYOEv4LQI178+AhRnYZ1CFyYIgH993Hf7kBtAKsXl8bIxu44ZA2KYPTgOq8ODUi7F7XKCREFmeR0pEa1zoQ3Rq7h9fDJzBsdSa3WiVsgI1isJak3CrcsOW1732xy042U+vPpdLn07gxqJgZDEsZD1W/MdJVIhQcUX5nL/963aAuGeueEF2LVYuGcmTYCL/g9C0kDue6xeWmfjjXXHfLZ5vfDNrnz+MsWP+6/Ieef7vcVc1j+a967ph1ciw+XxoFVI8CDjyx2FzB7SRcUrKgOOMQ9xLOgCnlhfxYZfq1DJpVzZ/2ZunXsb0erOvfZ7KsINah6e1os7J6RgtrvRKmUY1AqMp1H+XKQV6EKwWTzkVjm4Zng8N49JxO7yopZL8LodmFxSzGY7caJYTESkS2NQK0iLMPCfy3qjlEuRSSUU19h44ocDZFdYAKg02Qloxb3Y6fZgtrvOSUU1t8fLki3+K9m/9usxRiSFtCkG7PXAqoNVzBoQyfKbgzDZXchlUpQyCSqVhl/2F5MSHtDiOUx2Fy63B6Na0fbqeCehUsgYmRzK8tsvoNIiJNgGaZVEGIX4RUu43B5M5+izFxE527TbN/SZZ55h4sSJbN++HYfDwd/+9jf27dtHZWUlGzdubK9udVly7EYSZr6NbNk8CIgTyhXV5IOpFPflb5DrDqb1soaOh0IuY8ORcr7ZXcj47uHEBqnZlVvNX77Yw3NX9Meg7NyOtMnhev7IqkSnkrFiVxblZjuD44MY3yOc7lEGVDJxcaKrY7a7qTQ5mNYvis25Jr7PKMLl9jChRzgTekaxt/AwDj8iBpH2waCAQyV1PPFDQ/mz4lobj67cz7UjErhnTOtFKiIip+JoqYkqi5MekWe3TvUJ96UTEyIRkY6E1+3lsv7RHC6zsLeght8OlaFSSJnWNxqD2sqU3pFYHC4Mmta57GhcNTw82sCeQjMer5ekMB11NhcHi+t4ZHI0wZW7IWZKq/vncLn5ckc+j//Q4IhTWGPjwa8zyKmwcNeEFLQqMWAg0vWRSmBvfg0PfpVBtxAt4UY1BVVWCqqt3Dc5jbborAqrm5faPoHZ4fYpLPVHQbWVXblVhBs1rMoowun2MK57ONkVZpRyaatL63ZU7E43X2zP48lVDWPRgmorf/tyD3eOT+b2ca2/B4UZVDw9ux8PfJHeZHugVsHjs/oSIDqI/6koqrFxx/gUekYa+GZ3Ad9lFDEoPogZA6L5fk8h727IJiVcz7NX9GvTeXfkVHHTxzvqf6+2OHll7TF25VbzzJz+RAe2wklTpMtzrMzM9Fc34nQ3vt+XkBJeeNwVUUxsbxVeKK218/K6bNYcruSxy/uwMqOM1QdK0Kvl3D0pFbvTzcr0QgBqrE4OFtcBUGF28Pq6Y0zqGc4d41MoKKsguXYb2OvwXvEREn1ks5cL0ikJaktZ4ZoCWDwDKrMgqj/IlFCwHd6dADf/BuE9z+z9Rw+E7pfCoe+abo8bBsZoKM5our2uWBDmiYh0AvKqrMx8fRPVlgYx24rdhfx+pJwVd1zQLCnb6fJQUCWMsbfmVDM3p7q+LdJYyzdXvEjkl5c3db2WSGDmW2CMEZwwzzZSGQy8BvavgJK9TdsGLoCQFADUcikpYXryalysPVjKztwqQnUqZgyMxmw3MzA+qE0vq5LLTi9p3WUX1tr8UVdMcWUN901OpcCmJGTac/D+FLCc5IJ26Yug85OQ7/IzD1IZILwXWMph71fgPL7fsTXwzsbj90zf4lu3x0tprf97W1a5Ga/Xe0pRhMi5x+VyMbFnBNuyq7A63Hy3pwir083YtFD6xwZySf8ooHOvgfrF7SQrfjaXv74FpUzKoPggHC4Pn+wo5fdsHZ9e348or5c2BRY6EQ6Xm8IaGx9uzCI9v4ZuoTpuHpNEYqgWvVoU7551vBI0ciluvJSaXHyfkceBojpigzTMHBhDpdnKwLjA9u6liIjIeaCoxsa9y3b7bbecokKUy+0hv8rKp1tz2ZJZIRh7XZhESrj+rFVidLk95FX5j5WX1NpOip2cGq/Ew4SeEUx+cRMhOiUTe4ZjdrhZmV5AfLCO168Z5PfY8jo76fnVvLshC6vDzSV9I5nWN5qYoDOP50UEqIloZbzH4/GSX23li+15/Ha4jBCdkpsvTKZHpKFtcQkRkfNIu60U9+nTh8OHD/Pqq69iMBgwmUzMmjWLO+64g6io0xczPfXUUzz00EPcc889vPjiiwDYbDYeeOABli5dit1uZ8qUKbz++utEREScpXfTCZDL2ehMI+mWw+zKKedQiZk+/Qz0jQ9hR241/XWde1JX7ZRhUErYe293pHmbkVZm4pk4FGtQL+5dlc/g+N50a+9OnhESsivMvL0+s37LnvwavtiRz9vXDqYN69MinZRgrYLbxiXzwurDbMlscALcmVtNYqiOp2f3Ra8S3fs6EsVODS+v2eWzbckfOVw3Mp7Q89wnka7LxqPlKGQS0lrpJNJa6h13TaJwV6TjoVJKKaty8Mi3+8hvFKDYklnJ2LQw4oN1pLbhmvBIVSRmL+aLW//GkdI6/sisJNyoYlxaOEZvDWqzqU39K6218/wvh322vfN7JlcPiydeFO6K/AlQK2TszqvmnQWDyau0kltpYXr/aIJ1Sl5Zc4RL+7V+/j84zr97Z3ywFp2s9YlspbW248HT5mPrZ6/oR4RRjfpUboDniJJaG8dKTWw+HtgdnRra5v6U1dl5YbXve9Bb6zO5ckhcq+9BGoWMSb3C+f7u0SzdmkdBtZVRySFM6hnh07lNpGszMimEb3YXcudnDXOdPfk1fLE9j48WDmPu0Hg+35ZHcY0N4lp3zrxKC499f8Bn24ajFZTW2kThrgh1NidPrzroc+HpaKmJfYU1onC3FdidbmQyCUMTg7ggOZR+sYFc98FWyuoaxFsbj1YwY0A0t41LYWtWJZf0jUIulfLm+mN4j3/8qw+UcveEVMJTnIQcPAxXL8VtiEUuOwvj2/ztgsPtxU9B3h/gsMCI2wVXyfzt4PHAkZ/B44K0KRAQA9qQ1p9fHw6XvQAjboHt7wvn6T1LKDW/8p7m+8cOB7XxzN+XiMg5xuX2sGxbXhPR7gkqzQ5W7MjktrC9yMJ7CO7YulDUChmjkkPYdKx5Kd3iWhsfHlbzt1t+R3pwJWT/LohmBy6AwPizItotqLKwp6CGvQW19IwyMCAukJhADRJjNMz/Agp2wO5PQamHwQuE63/ru5AyEbe2F0gk3LZ4O2ZHg3hi7aFSbhuXzKD4wDPuX6tQ6KDbGMjd7LPZHj2Mn46aGdsrRHBmC0mFm9fB4Z/h6C+C0c6QG4TPVOVnbK0OAIVWcDcG4bOf+G8wxgr3yfLDMPNNQey86xNhH5cN1j0FM14FVfN5lFYpo19sAH9kNa86BDC2e7go2u0gyOVyLA43P2QUsfpAaf323XnVRAeoeWXeQIzqrjkGMqHlpTWH+NvF3YkwCoZNGqWM+yen8UNGEen5NUSFdl1H/J251Vz73h/149+MghpWphfy/JX9mdY36tQVDETahtuBVCZFIZOy6OPtTT73VXuLeXRGbxRycR1WROTPQGwLYlO1QnpKt91DJXXMeWMz1uMC3z3U8PP+Eh68uAfXjExAf5rrQtUWB8W1NtYcKCXCoGJUcijrDpX53HdQQiA6VdPnhM3ppqTWxoYj5RTX2hiZFEJyuJ4IozCOkCLh7d+OsnjhMNweL+uPlBEZoOabO0azO7eKw8V19IhsPjeuMNl5ZOU+vttTVL9td141723I4stbR53Xiq6Z5SZmvb6JWltD5eNfD5Vx69gkbhuXTICmZfGu1+uloNrK7rxqDhTV0SfaSL/YwLMiQBYR8Ue7rhQHBATwz3/+86ydb9u2bbz11lv069fU1eO+++7j+++/54svviAgIIA777yTWbNm/amcfQM1CqwGPZe8vq3JTSpEp2TpwsHoOrlowGyx88/+ZtTvXdyQVQxoA+J4e9435Dg7txOp2+NtIto9gcnu4uW1R3hyZt926JXI+aTG5qba6mwiLDhBVrmZrVmVxATFtEPPRPxRZXFisrt8tnm8kFdlIyVCXPgROTv8frSctAjDWRcYKeVSNAoZlWZRuCvS8XB54Od9JU1Euyf47XAZ14yIx2S1o9e0bjHRoQ6jdNDfuOnj7RwpbRDpPvPjIV65eiBD4gbQlmWQKoujPjDTvO9eSupsxIeIpb9Fuj7VVgf3Tk7jvqW7qWs0NgrTq3juyv5Y/IyXfJGod5EUqiOz3Nys7e8XpRAlNwEtl+sCsDpcZJab/Y6tf95XQkKIrl2Eu4XVVq7/YCuHSxruQ3KphLeuHczolNBWL8xVmB3Y/MyDnW4vZSY78a10FXa6POwtqOXmj3cwIjmYYJ2SlemFLN6Sw5KFw4k9j8FXkfZHIZPyzu/N4xNmh5snvj/I2LRQhieHUG1uvTul2eEi53i5QV9sza5iQBtd80S6Hiabi43Hyv22/5BRxMSefyKThtPA4XKzKbOCQI2cuyeksmJ3AZuOVTQR7Z5gxe5CpvSOZMkfuccTPmL525TuPP3jofp9tmRVoJHImB7cD926/1F3+Qec8ZXq8YC5TBCyLbmiYfuW1yFxHIz9G7w5qmH7r49B/6th8qOCILe16MOFn4RRQk34umJ484IGUdwJpHIY+1dQiokqIh2fGquT1ftL/Lb/dLCaa7y5BH5ziyBWn/oUUn0E0wfE8NZvmU3G6iCMQWcOjkMabIRRd8GwmwUH7LMk5jxcXMdV72xpEnMyauQsvWkkvaKNggO2MRoSx0LuFlh2LVirhB1/exLXHQW88MvhJqLdE7yx7libEgTPCJkMBswT7lOOkxJ+ZQrK+9/GV4uLiQsP5oLU40kGgfEwbBEMWiDcZ6SnEILpI+CCe2Ddk8LvM16HnR9B1vqm+417EIYugm3vCr8fWwO2Gp/C3QCNkgen9mDWG5vqkzJOEKpXckGyaDnRUXC53NTZXE1EuycorLHx/Z4ibhyd2A49O/fUObxM6x/LJ1ty2ZzZNMHgvkmplFkleD0eJKe6hjohxbU2Hvg83WfS2j+WZzC0W/B5FUL9KZArcdjdPLpyv8/P/fHvD7DyrtHt0DEREZHzTahBxcQe4aw52PzZe8uFyYTp/a85VZrtPPhVhs+1oad/OsjFfSJPS7hbabbz8pqjfLgpu37b+9cPJUCjoMbaNHFPJpVw76S0enMmEJJ4Nxwp59ZPdtRXrXtl7VHSIvR8eMMwogM1OFxe7pyQxn9X7msSN3/258P845IefsWrWeXmJqLdE5TU2nl7/TEevrQXKvm5j7PXWp38d+X+Jnq4E7z5WyazB8WeUrh7sLiOq97e0uQzDdIqWHrzSLqf5aq3IiInaLeR7J49e3z+ZGRkcOTIEez2tpWfMplMzJ8/n3feeYegoIYQYU1NDe+99x7PP/88EyZMYPDgwXzwwQds2rSJLVu2nO231WGxOxzctCS92U2qwuzg9qUZuJ2dW5DT22hB/cXVTUS7ANTkofrxfiJVnbuc2Y6cKr9tWzIrcZ8cWRHpcsik8NnWXL/tX+7Ix9PGcgci5xblKQagJ2e5iYicLk63hy3HKugTfWqh0ulg1MipEIW7Ih0Ql9vLivQCv+3f7CpAKmv9dMfh9vDC6sNNRLsgiGzvXrqL2jZeBqd6DrSXk6eIyPnGqFbwz+UZzYQAZSY7T606iKYN14JbquSR6b2Z3Csc6XG9QLhBxaMzeuN0u7F5Wxf09Hjhex/BxBOs2luMzYcA4Fxjcbh47udDTUS7INyHbv1kByU+hFX+kMuED2hsWhgvzB3A6/MH8dJVA5jYMxyJBORtWNgsqbWx6KPtmB0u1hwo5csd+aTn15BTYeHR7/Zj8hEMFem6tBSf2JlbRY8oI3d+upN+ca2X7ymkUmRSCf1iA3hyVl9enz+I1+cPYvagGJQyKUFasQysCEgkEoxqBUmhOl66LIZV10Tz/bVx3DEqAr1KTqjhHJRr72KU1Nq5dfEOjGoFH27KJiXcwE/7iv3uv+FIOYMThGv58+35hBvUhDX6nPUqBS/9lkdOxCTKpr5NucdIYbWV7HITddXleCuOQekBqMwCsw/RtcMstJXsh4pjYDcJ4rXwHg3itMZkrYOs3yBueNPt6Z8JjpNtxVoF1XlQkyc4WS5aDbHDGtpD0+C6lRCc3PZzi4i0A0q5hL9O6c7r8wfx8lUDmHR83HeCAI0MhbNW+GXf17iPrsPp9hAbqOHL20YxKCGwft+UcD2f3TyCbo0TveSqsybaLauzc9uSHc0SxXtG6jGX5+IsPSJcny4H1OTDp1c0iHaP4/Z62d7CuGR3bnXrOmM3Q1UOVBwVRPzHqTI7yC43k1NhptpyioBAYDyu63+EmEblg8N7UjLra/653ozN6SE6QItOedKYRq48tWgXhM9+yEKY9F9ImgDlh5qLdkFw2O13lXDvWvgLzPkA3A4hKcJhhepc4X3WCnOh7hEGPrphGPGNxH8jk4L5/JaRoqtYB0IqlbB8Vwvxr92FuD2d27zIHwqlgsMldUglsPrmnuy5K5k9d6fxwdU9+Hx7Hinh+i4p2gXBvfBEtZvnruzP6/MH8crVA5nSOxKHy0Nupf/ER5HTxCmYMPgyiQCwuzxCZRkREZEuT5BWyROz+nLtiARUx522jWo5f7+4OwtGJrRorFBjcZJRUOOzzesVnGhPhwNFdU1EuwBP/nCAl64awNCEhhhcUqiOJYuGkxwmJG6V1NrILDORX23ltiUNot0THC4x8cIvh7E6XOjUMn7ZX+LT7OKJHw4SrPMdd/lqZ77ffn+zq/C8mUPVWJ1sOOo/4fv3I/7bQPisbl68vZkQusri5LZPdlBad/rPAJvTTX6VhcwyE8U1NryivkukEe1mszpgwID6MisnvpSNy64oFArmzp3LW2+9hboVJT7uuOMOpk2bxqRJk3jsscfqt+/YsQOn08mkSZPqt/Xo0YP4+Hg2b97MiBEjmp3Lbrc3EQ7X1ta2/Q12MCotbgr9DCaPlJqotnnpzJ4U0qosIXPYV1vWb2hc1UAbXBc6GA53y5Nu8b7eQFe8futp4e/s8SIKuDsYepWM7hEGDpXUNWsL0SkJ0bWc0SUi0lp25lRhdrjpG3uOhLtqBZVtcEwT+XPSXs9fTwuPPrcXaMO6Ra1dKDvoC6fby9bsKpLDW59RG6xTkhym41hZc2fQcIOqxaxsEZHzybm+fi0ONyW1vp8j+4tqTznXacy2fBt9Auz8r2cWNUO64fCA3lOHWp7Fe0d1VCSk0ZoaFDKppMU5lMfrRdkO5Q8rTQ6+TS/02eZ0e9mZU9VkUb0lNAoZz1/Zn6OlJv7z7V5qrS4MKjlXDo3jpbkD25REdqikzq+D+OoDJVSY7ejVnbuKT2elPZ6/dtep4xM2p4dDxXWkRbTuuRmkU/B/M3rj8nh5ec0RimpsKGVSpvWL4o1rBpEYJjpdikCYXskTlyYzUHaU8PU3CWXBJVLSUi5m9vx/4gmIbe8uton2uH7T86uxuzxIJBK+3lnAsMSWS0t7vF4aS/RW7C7g4t6RLN6Sg1ohJVSvpNzk4JOtefxf/G4MSZNZuKyAZ8dr0W7+N5Ks34QDI/vB+IdAFwFhPYRS8JU5ULgD1v4fVGaCVAbdp8Hk/4Nja/13avengvPnyULdjS9Bt9GgaUXSgMcjiN6+/wvkbBC2RQ+CS5+HeUsFcaDHA5rAtrn4ivxp6Ijx53KTnS935PPGumPUWJ3oVXLmDo3j2Tn9+euX6Xi8cNMAHbr1X9UfI9vyCns1Q4iOjqF7pIH3rhtKtcWB2wMBGkUTof7ZptJsbzZXfmJKNFNlWwn66X+C87ZCC1OeEISmPjiVTrFV84zqXFj9COxfAR4XBCXivfgpigIHcesXh9mTL6w5DU8M5tEZfUgN1yOV+hAvS2XYQ3qwYcgbRI2ygtfL/mopL/5QRU5FHUqZlAHxgafuT0vow2DkndBrOnw03f9+6Z8KYmeHGUbfC989AJMfga1vw55lgpDXGAOTH0WbMokL08L48taR1NqcyKVSgnSKUzqRdWY64vXbGtwtBMA8Xu8pr4fOitXpIVzj5b3xDtSrroaygyCRcGHyRay+/nE+PVrLyC7qDu32eHl4Wk/MdhePfbefKosTrVLGnMGxvDB3AJ6WgqJdlHN+/SpUeHxrdus5WfAmIiLSOjrb8/dE0tZfLkrjlrFJWB1utCo5EQYV8lOYxZzqLuE5DT2Hxe7i7fXHmm0/UmriL1+kc//kNJ6a3Q8vEKCRE2ZQU2N1sOZACY9/fwCVQsbVw+J9uomDUHHnnkmpuN1elvyR47cf3+wuoH9coI/35L/vp/N+TxcvLeumTtWXCpODvErfD4LMcjOVJgfhhrbU5RQoqrHyypqjfLUzH7vLQ4RRxYMX92B8j3ACtV133C3SetotDW358uWkpqby9ttvk56eTnp6Om+//Tbdu3fn008/5b333mPt2rU8/PDDpzzX0qVL2blzJ08+2TwTv7i4GKVSSWBgYJPtERERFBf7dhR48sknCQgIqP+Ji4s7rffYkbC4Wr4J2c+/mdBZxWtpnvXRBFfnzoAbdLwkpEIm4cLUUKb1jSQlXMiSGZwQhNxXsOhPSle8fkEY8FzcN9Jv+5TeESja4Coocu5RyeHxmX0I0iroHxvApf0iGZYYjFYp47kr+3MaVTBERHzy66EyAjQKEkPPjaDBoJZTbhIdd0Vapj2evyq5hIt6CalnkUY1U/tEMrlXRH2Zoal9IsHb+kGuy+P1G7gAwemiLYQZVLw2bxABmqaOOlqljHcWDCHC2LGEu2KG75+Xc339WhyCG6tEAkO7BXFpv0gGNArwOdsg3B0U6iLll+sJ/P4mEj6fTOqXk4n6ehZBn1/O9TFFSGjdvEitkHHlEP8Cr5kDY9olycp5ivtQeVvuQ17YV1jL6+uOUWsV/gZ1dhfvbchi07HyNiV/tuSK4PGC4xRCTpFzR3s8f/vHCclivuIT/WMD6hMXK0wO3K28voO0SrRKOf9esY+i40nnDreH5bsKeGXtETTnoZyeSMdHJpMyKaSC8OVXCqJdAK8HxZEfSPruShKV1e3av7bSHtdvWSPndqvTzYaj5SwcnVgfrzjZSHN0aig7cxvcLKutTtIi9MilEh6f2Zf3N2YBUG7xIilKR/PN9XwwI4y45ZcjOyHaBSjeA58vEOKzVdlQWwxFu+HLGwTRLoDHDQe+hcUzoNsY/2/CWglKH3NfayW4nc23+6ImF967qEG0C1C4E96fApZKCEmB0FRRtCvil44Wf7Y6XLz3exZPrTpY7w5lOj7u+/1IOdeO7MaV/YPp40iH2kZJYpZKcspqeP7nw9TZnARplSSG6kkJ1zcX7Z7l+aLN2XSMMKl7MNP4jaC1fxNEuwBOC2SugzrfCbZymaR+XpEarmda30jGpIaiOF55on9sYMv9ri2CxTNh71eCaBegKgvJZ3NRFu1ALpVwcZ9IpvSO4GBxHTd+sLWhIpWP8+pUCpIT4ln0fRVTPinivu8KyKmwIJNKeG3+ICLOhhBaJge5upn7cBMslaDUQ85G+GoRXPQorLwHdi0WRLsAtQXw1UI4uga8XsKNalLCDXQL1XVp0S50vOu3NXg8Hqb09r82dFGvyC67NiSVSJgdZ0a9ZIYgRu81A1KnIMvdgGbJpcxNleDpoqrlII2CcpOdF1Yfocoi3NstDjcfb87hh4ziP6Ur9jm/fiVS1EoZ0QG+RVkquZRIP20iIiIt01mev1VmO2sOlHD9B9uY8epG/v5VBrVWF3HBWmICNacU7YKQANcryuizTSKBgfGtr1B1AofbU/8sOJlyk4MPN2UTqFUcH8cL96lNRyu449NdFNbY0KlkLVaQcLg9uNxePHipPv46MYEaLukbycSe4WiVQlyu3E81uNmD/FtpTO8fTdB5EqcGaOSMTPKfoHxhaliLx9tcLa8n2k4jBl5usnPXp7v4dGtuvRlCSa2d+z5PZ82BUnFdTgRoR8fdxx9/nJdeeokpU6bUb+vbty+xsbH861//YuvWreh0Oh544AGeffZZv+fJy8vjnnvu4ZdffmmVM29reOihh7j//vvrf6+tre2wD4/WEqZTIJNKfGZlquRSgrSdexFEGtHDf6M2BK/q3LgQni80CikvzUxhUKCZkKNfoTYXUDliIkWBgzCrIkThbiO64vULEKCWkRqmZ2BcILtOKqEQG6RhSu9INKIQtENhccBHGzP5/eYk5Ed/Rl34B/bU3rhnXM7zfxQSFZDU3l0U6SL8erCU/rEBSM9SucKTMagVVIiOuyKnoD2ev1KJl9mDYpiWKCXJnUlY5me45VrKrrySPeZgIoK0aDWtnx+o5VK6hWjJrvBdam5ot5YdyXzRPdLA93ePZnt2JbvzaugZZWBUcijRgZom1Ubaixqrk/xKC59vz6PS7OCy/tH0iw0Ug9B/Ms719RtuUDMuJYD/XBhASM73GKsOUNVzMOWTJvDPtTUY2uDUGuUuRFq232db6Kb/Yu82EDj13M/r9RJuVDEoPpCdJ5XQjQ3SMDYtDLvLg/Y8L37qVLIW70NDElof2PUAH2/O9tn2+fY8bhyd2Opz9Y72HWwGIXGiLX9DkbNLezx/VXIpr85OpZ+hjtBjX6E2F1I5YiKFAQOpUUTw1y/3ANAvLoBKs4Mw46mfKaW1dp7+8aDPtt15NRTW2IgK/PMtTIuchLUK2Zr/+BZh1RYgK9gGQZ0n/tMe12/fmAAuHxCDUuZlRr9IbuknJ6H8VxS1W6hN6knF+Gn8d30N647WMLFnOAVVVmptrvrjhyUGM6RbMO8sGMKHm7Lry2denChHeWAXKLRojn7vW1Dmdgpuj0MWgssKG1/w3cmqbLBVQ0Ac1OQ1b08YBcUZzbcnTwJ1K+K/HjekLwO7D4cnlx02vgzRAyF3Mwy4GsJ7g6Ez16kTORd0tPhzucnBexuyfLZ9m17AqrtGEnZoHcG/NDXJscWPY0uhi2W7irhlbDIGtaL5CWoLoWAH7FsO2jAYOB8C4wVH6jMgWKdEJZfWL17fPlhHwPfPNd+xeA8Mv1UQ156EXCbh7xd3R28vJqpqB8EFv2ILjKFi9Gx2VuvRKKSQuxOyfoE+cyAgFhSNxiVlB/26+YZu+i+fXPYWyj9ewytTUnzjXyhy6rBV5FC3/w/0uWvwBnZD2v8qCIyrTyiIC9by+S0j2VdYy8aj5cQGaZjYI4LIAHWLJZXbhFIvOIwf/tF3e8JI2Pau8H+PG0wlQnKCL375l7C/Mfrs9K0T0NGu39Ygl8uJDlQzKjmETccqmrSFGVRcMSQWubRrij6MEguKjc/CjNcE4XnWetAZYeZbULgLWd4mpBGtn9t2Jlxeb7OS6Cf4aV8x909OO78d6gCc8+tXIkWrkPH3qT24//P0ZpqKeyamopa3fzxXRKQz0hmev3U2J+/8nsXr6xqcbX/cV8zP+4v5ZOFwRqW0zuE9RK/iyVl9ufKtzc2qVt01PoVQfdtFrAaVnAk9wuurQZzM+O7hGBsJRUpqbTz+w4H637PLLdw21v98OSlUh8vjQaeQML57GNf0VpHqOUZY1ic49UbK5l7Jd3lKIsJ9J7cmhemZ1DOc1QdKm2wP0Sm5bXwy6rM1Dj4FARolj0zvw8zXN2JxNBXhXjcygfBTmOmE6pTIpRKf7upKmfS0jD6Kqq1sz/GddPfUjwcZlRJCVIAY8/yz026rKxkZGSQkJDTbnpCQQEaGEHwbMGAARUW+s2lPsGPHDkpLSxk0aFD9Nrfbzfr163n11Vf56aefcDgcVFdXN3HdLSkpITLSd4aiSqVCpepYDlhnSqi7hOuHhPHe1tJmbXeOiiDMXQa0Pbujo2CVByLpcTmKg980a7OP/w81shA6s/wgSO7kYukfqD67q35b6P7lhBqjsc5fSZW0deVS/wx0xesXwGSxEqBVsGhMIvlVVn7IKMLh9jChRwSD4gMxquXY7A4wiN+FjoLN6eYfQzzoPxgHdsF1SsU3sPF/3DLjU/KsrSnkLCLSMgXVVg6V1LXounCmGNVyMstM5+z8Il2D9nj+2l0eUrUmdD/fjbRgOwAyICb9IyIGL6I87n4sVi1aTev6pVfLeeiSntyyeEeztkHxQaclZpVIJMQGaYkN0nL5wI5VvrnG6uCDjdm8uPpI/baVe4pIjdDz0Q3DiBYFUn8azvX1K8HNyxc4MS6bUO/wFMQ3BCmf5r2rv6WsDedS5G/231hxDNWpahoex+b08Pqvx1gwshtT+9j5bk8hDreHiT0iGBAfyCPf7uO964eiPc8lEsINah6Z3pvrP9jWrG1otyBig1o/1q+xOvy693q8UNWCi+7JRAaoGdc9jHWHmv+1/nVpTyJaIcwUOTe0x/NX5bUzmS2oljaPTxTN/BqT3cXolBBAcPRsDbU2Z73Tri/S86oY3AbhukgXxWGBvD/8tx/5BfrMOn/9OUPa4/pVK6QMig9EioSnRkvQLJlSH68w8g3GLc/x4qylbB7aj0qrh/98u6/+2ACNgjEpoRRWW1n40fb67ZFGNReE2+DXDBh8A5LMdf47kL8Ves8UbIYKd/nfL2cTJI6B3Z823S5TwLBbBZfIxij1uIfdjEzeis/TYYJja/y3526E4ETI+Fz4SRgFs98HY9Spzy3yp6GjxZ+rLA4cflzuPV6orSyh++//Am+jfRQaygfcylcfFuDxCk5Q3U6u5FSTD4svh/KGOSNb34SJ/4Yhi0Bz+mYpYQYVt41Lrp+PBkhtvgX1lZmgC4OgRKhqKk6WSyQM0Feh+WZOvSuvFtBue5XwS1+nUnEx6GPggydh/TNw1VJIGgfy4wvuWev9d7D0ANraLNi7jPKLXuX1TSXcOkhH3PLZUCdU8pQAbHoRLn8Lel4GSmGsHhWgISpAw6Se50j0rzYKf4Nja5o7jQcmgD6y4W8WGOdftAuC867DfG762UHpaNdva3C5XOiUcq4aGsfkXhGsTC/E4nBzYVoYo5JD0CvleDydvKyqHxRuK7Ih18Hax5om7uxaDEMWogoRHHel0q7nOGy2u5u5kzemqMZK90jDeexR+3POr19HHW6vDplEwrsLhrB8VwEHimqJDdIyZ3AsdXYnrhaqJImIiPinMzx/y00O3vjtWLPtHi88tDyDL24dSbihdTHQXlFGVt0zhg82ZvFHViWRRjW3jk2mZ5TRd7LcKZDJpMweFMuHm7LrHXFPYFDJmTc8HoWsQRxrcbjJr2qIk5vsLspMdp8mFgB3jE/h1k92svj6ATw/NQL151cjLRWeuyogdtcHXDP0buxxd/rsX+hxsfLMrEre25CN2e5iat9IZg+KJS74/GpXUsL1/HD3GBZvyeb3I+UE65TcOjaZfjGBBJ7C+TdUr2LRmETe/C2zWdutY5ObVyVpBXsLfMxxjlNWZ8ds75pjOJG20W4j2R49evDUU0/hcDQsFjmdTp566il69BDcUwsKCoiIaHlyO3HiRDIyMti9e3f9z5AhQ5g/f379/xUKBWvWNATkDh06RG5uLiNHjjw3b64DovOauS02i/9Mjq7P4og0qnl6aizzjbtQeVu3wNlRyahS4pz8OPYxD4Lm+GJOUCL2WR9SFDGOGkfnHkjrXZWofrineUNtIcpf/9PqBWqRzotULuf7jCKSw/SU1toYkxrK5F4RmO1OQvRKfthbhEfSuZ2zuxrxyjqifr6tfhGsHreDsFU3kab7cwVFRc4Nvx4sRSqBfrHnzlneqFG0WCJbRKS9UMikyPZ+WS/abYx8x7toTNnI2uCWKXGYGKCv5t3rhpB6vOS3Tinj+lHdePHKvgS7ik+rn1ani9xKCweKasmpMGO2u0590HmgsNrWRLR7giMlJj7clI3TLQYMRM4OEZJqjCtvbCjLegKHCcN3NxHi9e0U4AuJvoVyVgotXknrrnmFTEKgVsG9y3bz1c58LkgRxtbbsitZ9NF2vAhZ9O3BkIQgFi8c1uQ+dPOYRF65ehChbQgO6hQtu8Dola13iQnWqXhmdj/uHJ+M4biYOSlUx7vXDWFMaliHcBAXOX9ESKv9xidCN/0fL89K4V+X9mL5jvxWX0cSiaS+rLUvzldJPZEOjkQKet/uLoDgACnSIjKJhP9+tx+DpwbNipt8xisCv1vIhdEeft5fgtvrRSoR3HteuXogj31/AKVcuK7lUgkz+oby+RVhxPy4SDjeVgOGFgSuujAIO141TdOCGD8gVhCl9Z8viHUB4objuO4nSpVxOONHC98HiQRX4kQK5qzktzKd//M1+RCUp+6jrbrh95xNcOiH1p1bRKSd0JzCwUoXGIGnx3SQCvu5u42lcM533PtTdb0LWLOEtRMO1OXN54yseRTqCs+oz2qFjGtHJvDkrL5EGFV4ZC0863/8O56rl+LpP0+4hgHihqPyWlCu/me9aLcxqh/uQu+sqBfZ4nHDl9cL7rMnCGghuVZlEO4HoakcUPUnXCcnZvMjDec7gdcLK25rel5/2OsEIXJxBlTlgNN/0tIpCUmBhb9A3HDhd5kC+syGS5+HH//esJ+tFm9L9zyZsuEzFemwyGQy1hwsoUekkaIaKyOTQpjSOxKny41eJWf1gRJcnq45J5PKlZC1wbfb/vb3kBiiu6RoF0CjbPneLs6RzgFSJWanB61KRoXZTqhByaX9okgJ15FfZaZ3lJFKP6XqRUREOg8ut4eCKisHimrJLDNRbRFi1vsLa30W+AHIqbBQ04brXyGXkhSm51+X9uazm0bw+vzBjEoJJaiVjq1er5fiGisHi2s5XFJHuclObJCGr24bxeRe4UglQj7shO5hLL9jFHEnmT0oZBJU8qbPx6dXHeTWscksGJmA9vgzJi1CzwtzB7A5s4KjpSaUEpDt+rBetNsY/baXUZl8VMU5TphBzbR+0Xxw/RA+u3k4d41POe+iXQCZVEK3UB1/v7gHn900gncWDGFc93CCW+F0rFXJuWlMEo/O6F0v0o0wqnhyZl+uG5VwWs7BLbn8yqXN/04if07azXH3tddeY/r06cTGxtKvXz9AcOF1u9189913AGRmZnL77be3eB6DwUCfPn2abNPpdISEhNRvX7hwIffffz/BwcEYjUbuuusuRo4cyYgRI87BO+uYeFWBhG55kuv00UydeisOVTBKaxkRu59A4nHi7jmBziz5iw7ScOFru3jw4rlMveEqZF43NhS8tt3Mke0lPHZ5Cwu8nQB14R9NM+IbITv0A4ZJjwEh57dTIucVD1L6xwZy7Xt/8ODUHvSIFMrVFlRbuf/zdBZekIhE2pmv4q6HxlXlt9wa1io01hKg2/nskkgXZO3BUnpEGtGdQ0dAg1qB2eHG7nKjkov3GZGOQ6CnGk36h37bDRkf4+42rNXnM3rqUHw4kohht9D9mr9h98qRSyGsZi+6N1NxXfw0RCS3qY+ltTZe/fUoS7fm4XB7BIHDgGj+OqXHaTn4nk2+3V3gt+2zP3K58YJuRIolekTOAmprGVgqfTdWHBPGTLTSkTphtLCwfLIIGPD2n4dNFUprvrUeL0wfEM1XOws4WFzHweKmwqWrh8VDO+V+6tUKxqSG8dlNI7A63cikEkL1SpRtfAaHyO30jjayr7B5Vn+3EC2hyrYl5YQb1dwzKY15wxNwebxoFLLTchkQ6fyoC7f4jU8ojq6iz5j/MOrl3/lk0Qj0mtaNUZUyKVP7RPFtenMRkEYhI/m4kF3kT44+AkbeBT891LxNIhEESyItsq+wFrfHi8rRcrxCaSmhe6SeuUOF0qVbsyq589OdjOgWQE9vJr/fOxRp+SGCjn2B9vMl4LQIx2ath6s+hfRPfZ97wHz45laY8ToMvBY2vdx8H4kUuk8TxLWXPgvjHwKvB6dCz1+/y2XNgWyuGXgfF8/6O1IJrMtx8v7ScmKDzAyMDzn1QqhCAyPvgP3f+G7vPw/W/6/ptq3H3TRbEo6LiLQjwTql33FfQoiWEKMW69SXyO//N+xOFxvznLzzeWV9kna3EC2hJ1875nLB0dIf+5ZDeM8z6neITsVVQ+MY3z0cjceEN3kiEl+O2F4P24ucfOO8gRvm3k10gBKJyojBWYvs6M++T+5xoy7eDqGpDdscZkE4G3i8LHPyeJDKweMjubb/1XBsDZ4Zb/DlBie39Fcg37Ha72uRv1Vw6/ZHTQH89A848K0wjpKrYdjNMOqu07u3yFUQPRCuXioIgu21sOUNWDofXI0EwbUFuCIHo1BoG+7Vjel7JTRKjiyvs+N0e1DIpYTqxbF+R2JgXBBXvr2Jv03pQf/YQLxAWZ2Nf6/Yy2X9o5F30ZitwuuEjGX+dziwApLHnbf+nE+CtUqGJAT5LK8daVSfsty3yGng9aCSSXjzt0yiAtRcOyIBlVyGx+thZXohiz7ezoc3tD7WLCIi0vGotjjYX1RLjcVJlcXJyvRCPF4vz17RH6W85SQYmbTtSTJKuZSQNo6pLA4XW7MqefCrDIprhXFdarie568cQM8oA89fOYAaqyAiDtAofDr4hupVzB4Uy6dbc+u3WZ1ubluykw9vGMrQbsFIJRIKqq28vOYIWeWC2ZjOW4dq94d++6bdvxQSh7TY/4AOkliilMsI0bd9fBSiV3HN8AQu6hWJw+1BKZMSYVSdtnFF90gDOqUMs6O5Uc6l/aMIaaWYW6Rr027C3VGjRpGVlcWSJUs4fPgwAFdccQXz5s3DYBBKO1x77bVn5bVeeOEFpFIps2fPxm63M2XKFF5//fWzcu7OwjF3GClXfIR06dVEHvtSKO9VnQuWCrxXf0aWM5iU9u7kGVBltfPO9UO5b9luap0JhOo1HC6pY/3hMt68djBmuwOhUFLnROI4vpCsDsCeNgOHJgRtyU5k2b8JgZ4uWgZHpAG324NGIWPe8ARWHyglNkgDEth0rJz+sYHHS5l1bmfprobk5FJlJ+M6A1cFERHA5nSz6Wg5Mwe1Uux0mgQcF1xUmBxEB4oiPpEOhNcjlLoFiOxLXfx45G47miMrobYQqb0Wp8cFtK70kMftgh6XQrcLiCzbSI0+CbXbhK4sHWa8iqe2tE3dM9tdPP/LYZZua8hCdnm8fLWzgDqbi2fm9DtlaZ5zSY3Vv/Ovxen2m10uItJWJO7jYx65GkfapdgN8airDqM4+iN4XEh8LZT7oUISTMjcxUi+vRt78sU41MHoirYh8TjwjrqLGo+6VcJdt9dDZqmJeyel8uWOfMalhSGTSdlyrIKeUUYUMgkOj/+SlC1irxNER8pWOv/5oS3uur4Ic5fy6tRg5n/poLCmYdwZplfxzoxIIlzFQGSbzqmQScWxgEhzh06JBHfiBCxh/VFaSqm1OrhrQip2pxu9qnXPYKkU5g2LJ7Pc1KSEnEYh439X9EOv6ppCBJE2IpUK4tzsjXDou0bbZTDzbQiIab++dRIsTiF+KPE0ildogrClzcCpDkJXtA1p7gYkLhsyiZH1h8tYfaCEcpODtHAd/x6lIvSX26i5/GP0Gx5GVry74TwKDe7Z7yGzlMO4B+G3p2kyoOx3pfBv4S747RkYcz8U74HMdQ37SOUw533QhR4/pxYMCnBacHmVlNTYMNldvLmlhDe3NH1vITolbk8rB7ChqTDxP7D20aZ9HLRAcNutOclFyGHxm7Bwtp77fyo8bkFAKVcJPyJnjE4l5435g3hq1UF+2NvgCBumV/HugiFEGNXYnAo0oQm8+MMBVu0rabLPOwuGEG48ObHUC64WqvzZ/Jd8BYS/sdcjONe67MKPQgeyps90iUQiJLXaXTDtWfj0yqYuv+pAii9bwsOrKjlcYuLTnWUkhur492W9uCDQJVzDEgnuhAuxRAxCaa1AdXgF2GqQOEygPqmMfCPxqtcQjfeqT5Euu6ZpYmDCBZB4IXy+AOn+FVw/YQkSjwWfk+S0izH3no8ktLv/1SdzOXx9E+RsbNjmsjUkL4z/JyjamNjrsAifscoI2mDhNZT6pvFmiYSaC/7J6mNuxsxYQviK+U3Fu9EDYfw/QKGl0uxg87Fynv/lMFnlZhJD9fz1olSGdwsgyCDe39obt9uNQibh9nGp/LyvmKRQHVKphO05VcQGaekfF9hll4YkHqfwffeHrRbc7mb3lq6AWurmn9N6cM/SdHIrGz6DIK2CZ6/sh1YqrgufdY5Xm7h3UiqPrNhHXpWFuCAtVRYH6w+X8dSsfqhaqBQjIiLSsbE6XBwsruPF1UfYkVNFsFbJFUNi6RVlZMF7W3nv+iEoZBKc7uYP1T4xRgK1rYtxnSnHyszc8OG2JkPPI6Um5r69mVX3jCEhROdTrNsYtULG3RNTOFBcy67c6vrtCpmEcIOKGz/c5vN9ej2ehudu9CBMsWOQuSxoDn8rVJiw1eB2e7A43ajk0jYbTZwtLA4XHq+31XHHtiKVSs6a8U6kUc1HNw5jwftbsTQS7/aKNvK3KT2aVz4R+VPSrt8Cg8HAhRdeSLdu3XA4hInxr7/+CsD06dNP+7zr1q1r8rtarea1117jtddeO+1zdnYkEthQFcjoqz6Dbe8iKdyNN6IPjP8nP+Sr6RnbuS24gzQqyk12Xpg7gI82ZVNQbaV/bCCvzBtEhclBVEDnDgJ64kdRPeofZEZdwvvpVkpKXYyNv4zpo2TE7XwWh0yHmIvRtTGqlShlVi4fEM3+olpe+/UYTreXy/pHMTI5BIvdLVrpdzAcqmA06sCmJRZPIJXjMsR2aqdzkfZna1YlNpeHAXGB5/R1AjTCE6bcZBfFOiIdCqciAFWfKyhJuIz1ZVqWH7ajlsu4bsx8+ngOEqBRoVK1/jvrVhrxjL6fbEUy3+wuYnNmBaF6FdeNvIJEjYXQiBYWLX1QbrLzxY58n20/7y/h72ZHuwp3L+kX1STjujHju4ehV4sBA5Gzg8cQjaXPfPL63smH6WaO5jjpFz6N+Vf9g9gdT+PVBLf6XOllbvTy/khnbeD9jbmUlziYkHY10/pE8Myqo/xlSmirzqNRyAnUKrggKZCekXqW/JGH0+1l4ehuDEkI4Nv0EoLaGoytKYBjv8KezwQRyrBbIXpA+7nzaQJJ/GoOX13yOJnuOA5XOEgKUpCqqiT6l+th3uft0y+RTo8rblR9MNEdOYD8Ca/w1WEHm3McRBsUXK+KZmIPGW4vVJjsrXMW8YLb6+Wa4Qno1XIOl9QRqlcRaVRTaXZgsouL0iLHMUTA9Jeh7kHI3SIIwuKGgyFScFIVaZGh3YJZNCYRt1qLQh1I9dB7ORo2iffSrZSXuJjY7TKmjZZi1AeyM7cYvVrOkzP7Eh8gI6hkE+HLr8fbZw4qpYLiSxdDdTbq0nRcuggqDD2pNisZJdkDlVkw/0uoygZLBUT1F/5eJ8q3718OSg1Mex5MpYJTpS4cIvvCns9h/0oYfR9IgO0fQEkG6oi+vHPJ9fxtjYdVB6ubvbeL+0QR0NpntyYIht4EPadD7iZwuyC6P+z9Cn75d/P9e0wTjmlMTYHgMLx7iVANYNjNggjOENGWP8mfC49bMBJJXwpZv0FALIy4HUKSQR3Q3r3rlFRbHBwpNfH+hizKTXYm9Ajn3klpZBTWEKpXkhpuQKuUsS27ssk+903u3mSfZrEeaw3YzZA4tqm4vjE9L/W9va4ECnfA1ncheYIwHt7xgXDNJF4oONkGxgtJFyf2r8qCP94SRKXTXgA8uIv3U6mIolCdzEM/CaLdE2SVm6mxOHGE6lF0n0be4L+z4qiL9Tl2IvVybph2C8mF36KJGwF1pTDjVfjhr+Cy4Q1NQwLkV1n4cW8xZTWR3HfTBtQ564T7VWRfqM6BrxYJwuOKo6QpSlhfGUTP0DQoF0yICIijeO4P/FHgYNnWcqSSaq4dms3A+CDCg076PptKm4p2G7P1LRi6CIIS/P+hG2OugOps4fOqzoWogTD4OghKFES4Qxfizd6IxSWhLHgwH2dYeH97DsMSjPxn5s+E1h1Eay9FlzgUaVA30Idjc7pZujWXZ346VP8yx8pM3LpkFw9PjufaVAeqoBjhWSvSLsjlciQSCZN7htMtRMub6zOxOd1c1DuSOYNjsTvdnKYJXIfHLAtAlTwZ+YHlPtutPWah7YKiXRDiind9upv7JqchlUrIKjcRHahBr5Lz32/389pVfQkwnPo8Im1AIkEmkxJuUPHq/EF89kcun/6RS1ywlv9dMQCdUorkNBw3RUREOgZ78muY984WTuR7lpnsvL7uGKOSQ7h6eDzVFgdPzerHA1+kNzlOr5LzzOx+BOvOvd7IZHPxwi+HfeaLWRxuVuwu4M7xqUhbcS+KDNDw9rVDyK+ykJ5XTbhRTd+YAIxqOeO6h/HL/uZGNQ65HmWfKylJu4q1RSpWHrGjU0q5YfwCetp3ow8Mw+10ceOH20kLN7BgVDfigzVolOdnLam0zkZ6Xg2LN2fj9Hi5YnAsI5NDiOrAlSPlMikD4gL5+d4L2VdUS1G1lb6xgcQFawg3tG9VTpGOQ7utxmZmZjJz5kwyMjKQSCR4vd4m9tJutxiUP5uoJR6GevYgefvaeocASe5m2PEBk676kgpZSDv38MyQSeFQcR3/WrGvftu27Co++SOHxTcORybt3ILGWk08S70X8+ySBnHFtmx4e5ucrxa9SIBCi1g4smtTZ3cSrFPxz28y2HC0on775swKUsP1vLtgCFZH693KRM49BZ4AQi78L0E/39OsrW7YPRTbdaT6OE5EpLWsO1RGiE5JXNC5nZCcyCItq7Of09cREWkrVQ4pdcMeYv4Hu8iuKKrfvu4wTO0ZzyOXdkdvd6JrbdatFA5Jkpj7xmZqG7nRrtpbzF0TkrluUCitkwQK1FidLbp+VZjsJIe13wguLVzPgLhAdudVN9mukkv565Qep8zaFhFpLSZlKFuT/8JtHx6oDzpuy4aPd0hYvOAJeiiDaW3Y0+ny8OPRSj7YmF2/bVt2FW9vyOHFuQPwtMEld0S8gX98u59fDzeUndycWUFKuJ6PFgxom2FRTT58PKNp2fGja6DHZXDp8+0j3tVHwvBbiFo+hyhtCBcYIgXRgLkMJv1XLPctctpkOQJJTJmGumQnh8e9wZxPcpuUe1uRUcpDU3swoUc4T646wD8u6XnKxQ2H28O/V+zj4Wk9ySiooazOTq3VRYRRzYHiOqxON/1iA8/xOxPpNOhChJ/Ivu3dk05HiE6JTinnn6srePiKL3lvH7z6S9NY41tbFby7IJ4DRYeptblYc6CUqwaG8rdwISFN0n0q6rdGYrjic76pjefTPVBrdVJYk8sVAyMZ1V8rPA9X/xcGXA37lsP6/8HJVYl2fwpjHoCEkaALgy9vhOLjC6SxQ4T/f3tnfZUxSe4WDDve5/EZSyg0GUjPb3D/DtEpuWpoHApZG+K/aoPwE3q8Bl1NARxa1Xw/TRAMv7WpM2xNAXwyE8oaRG4cWwNpU2D6q+Iz1h+lB+CDi5s6t2d8ARc/DQOvAZUY3W4LtVYn7/6exau/Now/t2VX8fb6TL66bRRJYXpqrA7eXp/Faz72+fr2USSG+vjMHSbI+BzWPQEz34LczYJbbmPiR0CIj6hmXQl8c5twPfSdA04zfDitoT13M2x+DW78CSL7CCLUPUubCuYP/wgBsRRds4FZb++gtM53sumxMhMXJMdReOFLzHlnJ7W2hjn8yr3w94mXMkcTS1ju73DgW7jkWcx5GVQ69EirLMx8fVN9nGtmtyh6bH5NcM7e9EpTV1pAXb6XXwtHM/jCJwlffgV4PRRf/TM3LjvK/qKG7/OGo+WMSgzgxSv7NhXvVvt+D4Dw2dpP4V58AlsdHPoevr2rYVvuZtjxPly7HBJGgSYQsyGJh77ey3ff5tXPv7bm1DLt41qiA4LpGdWNpwf2JVQvCAXK6uy8tOaIjxeEZ9flc3FUMLHrboWZb4ri3XbC4fIQolfy1KqDrGrkqr0ls5IPNmpYfONw7M6uuaZe4dYQPe5BOPaz4DLdCE9EPySRffF4PEg7+RqwL2qtDvKrrTzwRTqBWgWRRjUVZkf9vau42kJadOsToUVagUKH2iOlsNrKde9vw+4SYkzbsqtYvquA/83px/BuQac4iYiISEekwmTnkZX78LVcs+lYBQtGdmNLZgULRiXSK9rI4s055FZaGJEUzPT+MUIl5POA2eFib0GN3/atWVXYx3jQKFuXtBJmUBFmUDEw/v/ZO88wKaq0Dd/VOU1PT84ZZsg5ZxVUDBhAQFFRzGHVNfutu666u+6a1jXngIqKIIKYkIzknPMwOefpHL8fBRPo7mEGSTPUfV1eMnWqqk+HqjrnPc/7vM3vXY9d0oVVByuwu5rH0us9SuqHPcvUj7dQUF3VsH3pfri2ZxZPXpqJ3O1lY041G3Oq+WpjHu/dNIALsqJQtGU+fhKU19t57NsdrDhQ3rBt7eFKsmINfHrroHNevJsYriMxvP1WiJc4vZy1keyDDz5IWloaZWVl6HQ6du3axYoVKxgwYICfY67EHydCqEGz8F7/sl5eN+of7sbkqzkr/TpVuDw+nlu4x2+73eXl6e93YW/nk9YKl4KXl/k7ttXZ3Pz9p0M43R20Do5EAzoF7CmpaybaPcbBMjMLthcRrpcENucSXp+Mz6q6Y54yF+L7ie4/UV2wXv0xv+gnYBekLCqJP8aKA2X0Sgxtlvh0OjBqlAiIWf4SEucSRo2CzzcWk1PpXzLv571V7K1wo2pDsKDeo+b5H/c2E+0e442lh6l0t+05qz9BlnGo9uw+t6ONGt69sT+PXZxJdIganUrO+B6xLPzTCDKipFKYEqeOaqecR78/6OcU4PL4ePi7/VQ7Wi+2jTVpmol2G17D6uKTNTkoW1mey+Z0s6+0vplo9xiHysz8sK0Ap6uVSXEeD2z9orlo9xj7fhBFKmcDhUosKT9truhoV5UtCommzhJLgUvOlBInSaFNzdZeT1N5zVc8ubiqmWj3GP/5ZR8A320tJL/qxI71aoW4OHrrpxtZeaAcmSBQYXbw52+28dmaHFIipMC2RCMOl4f8KtExZndRLaW19hMfJAGAxenh9aUH0WtU5CkzeHONv8NOtdXFG8sOM7F/YsO2r7dWkJ8wHuv03+D318Btw/jzfVyf6eXn60JYeb2OFbencnWPMNj/C4x8GHpcK5ZtL9vrL9oFUOpAroaafPh2eqNoF0Sh7KK/NIh2G/B6CF90P/+7PA6TTolRo+CGQcnMu3cYSW1dAPN6oa4QirZB4WbweeCWH2H4Q6CLEN2c+9wIdyyFsNRmfWDn7Oai3WMc+BVKdratH+cL1ir48RG47GW4+3eYvhBuXyJ+5tu+BIv/b1GiZUrr7M1Eu8eotrr498/7MNvdlNY5mol2m+7zwk/iPoDoNFu+Hwo2iddkbYEokFv1Kkz5EjIvFUWtIXFw0d9g0qeB3aWLt4miXYBeU2D5v/33cZrhhwfF17RWwOK/++9TW4BQlU29Pfh4vGecHocb/rbwUDPR7jFeXJpPlVMJddWQtw6PoGBNwi3c+MUe9hbXNUtOt/kU4m+wbI+faBdAHpbMU6MjWWNPoW7GKrz3rGPRgbpmot1jrDlSy5bc4+YYLYn5BUG8H7YGc4k457hhNlz3Gdzwjfh9KLWimLc6FwClQoZCLgR0aiuqtePyeFErG+dNFWZHgzjteOwuLxUeLWQvg6KtreunxClHIYP8Kmsz0e4x8qtsfLY2p6FiWkcjRA2f7fVSecMiPN0mimMLQzTOEU9waOyH7KtXd0jRLoBOrUStkHHnqHRendyHP13YmX9f25NHLs7EqFUQ3prKJhJtw1GL1eXh8Tk7/e6LPh88/f0uXK0PYUlISJxDmB1u9gYYux1je34N3RNMGNQKusYZefaq7rx/c3/uHdOJ5AhdqxxuTwVqhYyEFiqfZkTpUcr/eF/SI/X8cP8ILusZi04lJypEzaMXZ6JVKXhvdT4F1f6xvO92VpBd60Xd5PW9Pnhk9jZKz4Dx086C2mai3WPsLzHz445ivC2Y6JwtbE43+VVWtuVVs6eoltI6KX4lEZiz5ri7du1ali5dSmRkJDKZDLlczogRI3jhhRd44IEH2LpVmgSeSuSWcrAHyc6oL0FhqwKSz2ifTiUHSs24PIFvxvtL67G087KKqwOINRvaDldik2YKHR6rB2ZvDFxuG8QF0St6x5KmkcSg5wpKAQZ2SeO5bYV0z3iFTgMUFNZ7WLMPrhuQiFYhldSROHmKa20cLrdwec/40/5acpmAUauUHHclzjmqbW6+31oUtP3bTQUMSjOhpHVCvnqXjDWHg4+5fj9YQVZs60u4RhhUDEkPZ112lV9bl9iQ1pUOP83Ehmq4e0wnJg1IwuvzEaJWYJCcdiVOMWV1dsyOwIvuRbV2aq2trxqx8Yj/9XSMlQfK8R0v8AmC1+3ky03FQdu/2lrGhN5xhGhbcZ1ay2Hr58HbN30MKcNBfhbCL1oTdB4rlu722EWBlL4t3uESEv50i9WSXa2kQqdme8GqgPt4fbAtv4abh6Qwd3MBvZNMLZ4zKkTD9YOS+Hh1Dptyq9nURPASqlWSFWM8lW9Boh1TbXEyZ3MBLy/a37CYHh+q4e0b+9Mj3njaHV7aOxuOVOHzwcXdY/ltn/+C1zFWHihn8oCkZskyc/ZYiNCruCs8C23OSqjJQ1m5H76aigJIkSlIGnyP6LJrrYLOF4sGEhoT2Gv8X2TADFHMVnEQSnc1b1NoxHMEwlJBitrCLw+OAsQKMRplG0tku52Qvx7mzhDd6EEUAl36Agx/EAbfJW7ThIHquEVTSwVsmRn83Bs/hNQRzR16JcBWBeP/DRs+hPn3NoqyY3qIrq5VRyA8/ez2sZ2xPMCi9TEW7y2lxuZkxf6W96m1OzHYi+C7O0Xn1mNkjYeJH4lO2HNmQO8poujaZYVOF4Mxzv+ELhts/ED8d2iSKDA93kTmGIWbwFYNBRuD7hO17S2mDX6ED3/P8WszahV0l+VgcYWyLsj8wOeDddkVZI28D9a+hHzbF2wL70RupZXjl5Fm7rSR1etmdJvf8z+RNgx8XsIOL2BClyth9XvUdJ7ErC3OwO8NmLmxhJGdo9HrjwpyjXFiAkC1/3sh63LQt9Kl2+sWk/HWvE6DKjdxoPhdfXf70XttCmqFnNtGpDFva2HA09x7QadmFXZOlPCsOibO2PABpI0GlZRQdabx+XzM3RL4+wRYsK2Im4akEHYOxJlONVa7E7NHwewcGTXqexl5yYPYPfDjYTeXxoZyMK+avmkBEgk6ABF6JR/fMpDP1uTwwarshsu+f0oY707rT0xIxxRrn1VKd1IXGklelX8SB4jJDHlVVtLPYgU1CQmJk0MuCChkAu4g4k6DRkFmTOO1rZTL2lbRpQXK6uxYXR6UMhlRIWpUiuDnNelUPDC2M7d+stGvTRDghsHJpyTuoZDL6BwTwkuTelNndyETBCINavKqLMzfHnzN7bvNBQy8tkezbXV2N+V19qCC4/J6BxanG6VMIMKgbvv8HbC73Mxclxu0fdb6PK7qE09UyLmjk6myOPhiXR5vLj2E0yPOeZLCtbx7Y3+6xhrPmBhcon1w1oS7Ho+HkJAQACIjIykqKiIrK4uUlBT27w+QsS7xh1DS8mKoUmjfwlZfoPThprTz+57b07Iw90RvX6L94/WCt4Uv2u314vO18x96B8MHzNqQx487/EUhORUWXpzYw/8gCYlWsvpQJQLQPeHMiBhMknBX4hxEADwtZNG6vb6g64SBONFwytXGjF2TTsXL1/Xmrs83s7uosfRlRpSe927qT+Q5sqAilwnEGM+dgIZEx6Ol6xTAd8KrrxGvJ/i81euj9RMjn5cgplKA2OdWj6x9PnERPWjHXMFFC2cKfcTZfX2JDoXg8/Lkdzt5/6b+Le7n8vhQK+TU2QM4bR5/TgGu7B1PfrUVvUpJVqyBOpub1YcqePjiTJSSFlPiKOuPVPHPn5o7mRfV2rnhg3X88tAokqWygy1y7JkcF6rFE8QAAcRn6vGFXRxuHy6PD5+syXJCUyddrxvZ2jdArRcTVmZOgKvegms/EIWaliYCws4XQ/drQZADAZ6RJ3ieCz4PsaF/YPxamwdfXNO8/06z6FgZni4Kb4PSmue+FKj1Q6GDTZ/Ati+aby/dBV9fD9PmnJ1+tWNOdA37fOBqYU3B6wOTtw7mTIeiLc0b9/8sJnz1ny6KNTd80Nh2n7+IADg6Jj46VpfJ/R2zA+3vCX4tqfZ/z533v0peRT2L9jUm2EYaVHw6MZG4Zbdz8NpfWnwJUZhxdBDhdXNM43D8JbpgVyU3XH8LfWrzUB76ubHBEA1Xvg5LngNTEjJrFWz8AG/n61qc43i8vuZznJA48Tf+5aTm4t2kwTD+RdCE+J/EWi3eTzShYiKAwwKrX4e9PzTfr2AjLH4GRj/R7I2lRuh4+bre/GVeo2ukQibw5PgudIlt/noRBhWxRg0lARzAEsO0RFgPi3943Zw4ciJxOhAEocU1wmAipI6AQiYjJVzHQ9+IzvxN5fU/7ynjy9sHn52OnQHcKPl200EW7Slttn1zbjUv/LyX904wH5M4CbzuEw7jThTjkpCQODcJ16u4rGccCwKIUmUCjO0aQ/QpFn3W2Vysza7knz/uJa/KilYp5/pBSdw5KqPF+WyfJBMPj+vM/5YcarjnaJQyXr6ud9srzQTB6fZQa3OhlMuIC20iuPWJmpRgHFsjM6gVXNk7jpRwPWX1dmQBKsPW211sya3h2R92k11hQa2QMal/Ivdf0Im4FlyFA+HzCS066p7KsZDH66Pa6kRA/N2cbNXbZfvKefW3A8225VfZuP79dfz44EiSwqT4lUQjZ02426NHD7Zv305aWhqDBw/mxRdfRKVS8f7775OeLmVXn3J04WLJnQClftCGBQ4OtCM6RYcgE44u1h5HcrgO3UlkbpxLjOgU3BWpb5IJrbSK1eExqmVc1Ts+YAkAgMt6xhGmO2u3dIkAeBH4eWdgJ7dtBbVSSR2JP8TqQxWkRuoxniFnzFCtkgpzcDcRCYmzgU4l55IeMXyxLi9g+9V94tFrWu8+EaIUx1Vb82sCto9sYTwWjMQwHZ/dOojSejuF1TZiQzXEhmpOeRBIQuJcJs6kQa2QBSy/GqFXEapt/bNsVLqRF4K0DUkLw6g4sUAQQK83MLlPFMuDuJBd1SOSiJBWBhB1EdB9Iqx7K3B735tBITnhSHQccmq9FFTbkAkCmTEGDpSaA+7XP8XE678d4PVpfU94zvJ6B28uOcj9F3Vm1vo8vt6YT6RBzV2j0ymqsaGQy4gObVtQX6LjUWF28MqiwGYPVqeHZfvKmD4s9cx2qp0xKC0MEBcmh2ZE8M6KwwH3G5wWzs6C5pXbRnSKQC4DXf5RoZ15g7NxAAEAAElEQVQhWhS7Hs+GD6DTOPHflgpY8wZc8k+QKcBWA6GJULgZvpoKdy4DtUkUy1ZlN57D5wV1CDgClDJVG8X/ThavF7bOai7abcqyf8HUWaJrfSB0EdBjEvz+auD2ftNBKY31/XBZYPMngdtq8qC2EKKyzmyf2jmjsqL49y/7ArYNTQ/HqFUyJiuKF38NfN8cnhGBxlnpL9o9xt4FMPXL5qLdqC7iWlIgVDroexMcXgo1uS1/n9HdREFq8qDg+0RmEe0u5T/JG3hs6IXk1LgIC48mwbqX2CW3IFTsQ6uU0TMhlJ2FgStNDk2PgFzRSbgicyq/bbYSY1T7lRf2eH1M+zqX/074G5eN+jNC6S7xfXqcoii2fD+MfBgWPgxA2OH5XNPzBl5cEngMNKVvNAa9/rj30xlu/QXqisBcAqYUCIn1r4ZhLoPc1aKrrq1GvJ8OvgvkKtg5O/BnVbITwtJEh/OjGDRKrugVx+C0cI5UWPD6fKRHGYg0qNCpmq8hxBg1vHtTf65/fx02V6PgWq+S887U7sRs+ou4od/NoDrufUmcEWQyGVf1SeCHAAYhABd3i8Go6ZhrQ4Ig8P7KIwHb7C4vG45U0T8l/Az36sxQZXUGFJgB7Cyso9LsJN4kiX5OKTE9MQoKYoxqSuv8TUyUcoHUCOk+KCHRHtGpFTx+aRZb86vJr7I1bBcE+M/EXiSaNMhPsQPqqoPl3Derscq8zeXh49U57Cqs4+0b+wU1dgnTqbhtRDpX9UngcLkZlVxGaqSe6BA1KsUf0zx5vT7yq618tiaHpfvKMGqV3D4ynaHp4USFaNCp5IzrFhO0csNVfeKxO928NrUPszfms+ZwJYlhWixON3U2J0ZtYwx8S24N0z/Z0PC3w+3ly/V5bM+v4eNbBhLdBjMZrUrO5IFJrDxYEbD9mr4JhOv+ePy9qMbG91sL+W5rITIBrh+UzPgecW1OHC6rs/PfxQcCttXZ3Ww8UiUJdyWacdbUfk8//TTeo3L95557jiNHjjBy5Eh++uknXn/99bPVrY6Lsx7GPBW47aK/gdM/m7Y9UWVxcMdIUfCtVsgI0ymRywTkMoFHL87E086dDnQqOVMGJPltVytk/O3KbpKV+nlAjd1Dv5Qwusf7L07EhWqYOiCJ6jaUGZY4/dgcroDJBMeotkjupRInh8/nY+3hSrrFnbmSwUatkrL69j1WkOh4WJwebh2eRlSAAEe/ZBNZMSHU2VovOI+V1fO3K7uiDlCqaHL/RMLVJ5dxERmipnt8KBd3j6VXokkS7UqcdwjAE+O7+G8X4NmruvstnLdEmNzO1X3i/bZrlDL+clkWJsEW4KjA9E0Ko3eCfwJrrFHD1MEpqDStFAkqVOJiuiFAec7EwRDfu9V9kpBoDxwqF0UqX67L5bmregS8hm8bnopWKefCbjGkR564jKjL42Xq4GSmvr+ObzcXkFtpZXNuNffN2sr2gtqG+KHE+Y3L7SW7whK0fXuQ5CuJRqJCNNw6LJU6u4v4UA1X9PIvd69VyrlrdAbfbMxv2HZhZgQ+oHu0BhIHQGwvMZ688QO/47FWgtshOkxWH4HyffDDQ7D4eVj3Dnx9A6z4D1jKwGWDsGS4/FVR2HuMzZ/ABX8J/CYufLpFl84T4rFD8bbg7ZUHxX4FQ66EAbeC0X88Qnw/SBhw8n3ryLht4Ax+/VJ56Mz1pYMQZ9QwqV+i33atUs4zV3YnVKskLlTLpH4JgfeZ0A25pdSvrQGft7nAXa4U3WcNUcGPSR4KcX1E59fDy2HgHf77KDSiG7chGnSRMORe/33kSrjsZXCZCVv5Vzp/PZJxKyYywL2VuHkTESpEwbJCJvD3Cd0CzuGvH5SMVimHxL54o7qRYxzA/pJ6/jOxF52j9RjUzUWOTo+XUqcaYf07sO5tUaQ77y5RtAuicNYhVtKRr3+Lq3tFkxjmP1/oEmNgaEaQahfGOEjsD10uh9ge/qJdSwX88iR8ewsUbhETGja8B++PBnsNqFoYU7lsEJ7abJNGKScpXMeozCjGZEWLBjcqf3GnIAj0iJTx6x1deG5cHNf1jeX5i+P4ZVo03X67GbpfDRljIWVY8NeXOK043W4yog0MSvUXzkfoVdw9JoM6e8dcG3J4ILuiUSQfqlWiUzWKlnYW1uLroHOFeru7xfWlMqk63qnHbUejFHj+qh4EWnZ/eFwWp6BCvYSExFkiMUzH7DuH8u6N/Zk8IJEHL+rMb38ezWU949CfYpOkklo7//hxb8C2DTlVFNW0HMPWqxWkROi5sEsMIzpHkRim+8OiXYAjFRaueP13Pl6dQ06llR0FtTzw1Vb+9v1uKs0O7E4P943JIEzn/3kMTY8gKVzH+twa7pi5iUV7SsmttLL6UCXXf7Ce77cVNSSBldc7eG7h7oB92FVUx6GywAlwLTEgNZyeAarQxoVqmDwgEfkfvEEX1diY8v5aXvx1P4fKzJTU2nl10QFu+WQDxbWtX3MAcW5RUB38mGCJhxLnL2ctBe+SSy5p+HenTp3Yt28fVVVVhIWFnbTdtERwBLlazHS+7jPYMlOc9EdlilmyexYgJA052138QyjlMiJD1Ky7vxsKSzG++lKEsFSc2ij+taw0oNixPVFnd3PHyDTGZEXxwaojVFocDEmLYMaINHYX1BCulxycOjo6tZxNR6p564Z+LN9fxtcb83G6vVzZO56r+yawIbuCMVnRZ7ubEk0IUQtBncABovQdMwte4vSTX2WjpM5+RoW7Jp2SnYUBXPslJM4iOqWcBduL+OrOwXy3pZCfd5WgUcqYNjiZQanhHCwzkxTRwqLicVR4NOSWmVlw/3A+WJnNxtxqIvRqZoxIpXusgXq7HX9pw1mgrgjqCsVFPVOKKBbUB1kYlJA4B/B4IT5Uw6w7BvPO8sPkVlrJig3h3jEZ7C+tx+lufZJltUfNyM5RXNAlmk9X51BldTI0PYKpA5P4dnM+SaPiMLXyXHGRJt69oTdL9lXwxcZCnG4vV/WOYWLfBBIj2/iMDUuB2xfDls9h93eiIGHQHdD5ElG4JCHRgUgw6dAoZVzbP5GKejsL7h/B+yuz2ZxbTYxRzV2jMkgO11Fa5+DhcZ2JDAnsINIUuSDwvyUHAzpzf7Mxn5uGpJyOtyLRzlAqZKRF6oMu8PROMp3ZDrVDQrVK7r+oE/U2N1+uy+WBizpzcbcYPjn6TB2eEcktw1NZdaCMEI2COJOG2wZEMjwjnAo7CF4XLHkO341zEVa8KArLjkcXIZZ1ry+GuL5w/VcgU4ruvKYUwAcHfoWNH4HiqOgtYQDcsQx+/68oqvW4RBHsLT+K2yoPQ0QGDJgBcrVoULHvJzAlgSG2ZSHh8cg1ENcLDi8J3B7R+cSOuaZkmPErbPtKdMBUqGHAbZB1mSjMk/BHqROdOoOJdyM7ndn+dADC9CqevKwLY7tG897KbKqsTkZmhHPb8BSSQuVN9unK2G4xvLfi6D6dI7ltRDpJYVogQOLZMQSZ6G4dlgbJQ2D4QxCe1nKnjHE4rp9DWZ2d3Ip60sNURGeMRbHmNbDXwpgnxftAXSEUbAJjgnjelOGw9k2oLxGTA4Y/KDpx1x11F/V5xaQAfKKo96ig2OXxkVthEefwq46wMaeKCL2aO0elkRFlwOxw41V42D/2E77eYWfhn0aSFqlDrZCz8IERfLo6h2X7ywjVKrlrVDoXpSoh9V4o3SW613qcsOoVqDgg/lttbBDvxn93Dd/cMo/5O8qYu6MSuQxu6BfNpV3CidWcpIlMTT7smuu/3VEPS5+HPjeIouJAhKW2/nVsNWApF++tGiOYklE4LSR/PIib4/qIiQkHC2HldnH/lQ6YPDNwwoLEGUGlUHCkvJwXJ/Vi7eEqvlifi9Xp4ZLuMUwekMSGI5Vc0EHXhgQgLVJPv+QwxnaNobjWjkYpQ6OU88nqI2TGhIhZwR0QrUre4vqStC58GpApsLl8yAQf3983nHdXHGZXYR1J4VruGZ1BqFaB09O+jcIkJM534kxa4kxaLu0Re8J9LQ43FWYH2eUWVAoZKeE6oo2i663d5aG83sGRCgs+fKRFNq9sYHG6Ka4Nboa0o6CWXommNve/vN5BaZ2d4lobcaFaoo3qVhvFmB0uXvx1P/UO/2Sfn3eXcNeYdCL0KhZsLWTuPcP4akMev+0pRa9WcNOQFIakR1BtcfDE3J0E8kz85497uSArmqRwHVanm8PlwRM3fz9UQe9EE/o2VAyINWr44OaB/LanhC/W5eH2ermqTwIT+yWQ8Afda71eH/O3FZFfZeOynrFM7JdIpcWJgDinOlBaT1wbKoGp5DISTFoKgwi0eyaE/qH+SnQ8zinVUHh4xyxncU6g0IoBh93zoOckSBsFtfnw/b1iJrTixAsp5zIGtYIJCfXEfDtNfF9H8aSM5MkL/4ernc/bsivMhGpVFFRb+duVXfH5wO7ysHBnEVnRIbgCLG5JdCzsLi9HKi3Y3B6MWgX/ntgTnw8q6h0s2VuC1wfWJqWsJM4+kUonl/WMY2GAElZ9EkOJPNkgrsR5z7rsSgQgK9bfJfB0EapVUiFl8UucY9jcHuRygSV7S+mfEsa4bjEIAhwsNbOnpJ7CKhsjO0WglLcuE7nGraJHgsBbS/fTKyWSq/smYnW6mbM5n8RRqVRa3GT6GxqdWcr2whcTxYXOY6RfCFe/LYkEJM5Zam0u9CoFm45U8fDYTBDEYNiy/WX0Sw7D6gxSqjoAu8scGHUa3lp2iOGdIgnRKNhbXM8Hq44wrlsMdW5lq4W7mEuJK1jGjfs/ZXyfCXhlKsLz3kK+o7dY5trkX/GkRUzJMPoJUbAryPwdtCQkOgjRIWrevbE/Frsbj0/gpx3FTB2YxM1DUxCAtdmVKOUCe4vrGJjWujify+tlV2Fd0PZt+TX0kILa5z2RBjWPXpzF3V9s9mvTKuUdVrByqonQq6m3udiUW8XQjAgqzE6eubIbXsRY44/bixjbLYZu8aFsy6+hZ2oYUTVbibRVUR41GOoKERxmyFkZ+AVGPoIvJA4hYYDoDvntdNEp8hi9JkP3a+GG2WKZeABNiCimveK/4r4yJax8BfZ8J8axU0eCrVY8348PN3dnje8nCspa+9yWyaDPjbBrLlX9/kR1RD88Pgi15RGz8SW44P9A6+9o6IcpGUY+KrrvSs/9ExMSD/1vFcWZx2NKFsWhEm0mUuXiUs1OhnTbh0thwFjyNeoP5x/9bc4AXTiRBjWX9ohjSHoELo8Xo1aJ+phblyEa4vtC0Vb/k3e/FmJ6iCJ1TYgovj4BFoebJUdcPPbtroZknKQwLf+75l36RArI5t8Lub83HmBKhmlzoOsVkDhQdGbWmEBrEtv1kdD5Yji4SPz7wC/QYxLsmou11004PV5USjk/7ihmUv8Epg1ORgA2HKlCo5RTZ3XSNSaGSEUEz6bK0Tdx2U2N0PPU+C7cd0EGCpmMMG8VLHwQ9v/Y2D9DNEx4AxY/CzvnwOC7YeWLYlvpLhLe6cxdQ/7E5GsmgS6ciPUvIdReCTEXt+4LPJ59P/pvUxmg742QNhIMcZDQD7bNgsNLG/eJ6dF6Ua25DH57BrbPatyWOFC8N4OYPHG8K3nR1ubuyxJnHK/Xy/4SMxanF5kM/nlNT3w+H7U2J7/sKkGnVjQ43HU0tGo1/7y6J3O3FDDjs40NQiG9Ss5zV/ege1xIhzUD0ypkjO8Rx487/deXeiQY0Qdw0Jb4g+gisdW7kcnkLNlbyq3D01Actd5dfbCc3slhKBweiDlz6zISEhJnh2qLk8/X5fC/JYfwHM2g0ChlvHxdb3rEG1mXXcUzC3Y3jHmVcoG/XN6Na/omEKpVopLLUMgE3EGyL6JakeR+PAXVVu6YuYm9xfUN2zJjDHw4fSDJ4Sceq9fZ3CzeG7zixk87S7hteCpX9U3gszU5FNbYmDIwCbvLy+xN+YTrVaSE6ygPslbscHspqLaSFK5DIZOhUcqwuwJrmIwaJfV2V5uEuwCxoRpuHJLCZT3j8Pp8hOtUf9hpF6Da6uS7LQXcNiKNUK2Su7/YjOtoooZKLuPJ8Vl0jzdi1Cgpq3dgcXjQqmRE6tXo1P7vIdqo4c/jOvPotzv82kLUCga1Ml4qcf4gjerOEzz2euRXvAY/PQbr32ts6HwxjP07HqeZP26ufvaIEaoIm38D1BY02y7PXUXCphcoG/VvoP0OpDOjQ6iyOFl9uJJ//bwPn090P7xzZDpymYBG2Z6/PYnWIBNgWEYkVVYnr/52gN1F4qJmSoSOR8ZlYjo6CJQ4dzAIDp4erMDliuDXvZUN2wemmHjtkjAihHpAWtiRaDsbc6pIidA1W3BoM/VFsGue6BjS9QrRVagFwnQqLE4PFof7j72uhMQpRK2QkR5poMrq5JkFuxtKz/RKDOXPYzNJ66wDWeuTJIxqgU9+L2DejjLm7Shr1rYuu4of7hl00n2tsjhxuD2o5DIiDCeZMFdbCJ9fLboQNSV7KSz9B1z2Eqj+WGaxhMTpIESjoN7uJrfKyhvvr8Xl8aFVypk8MAmXx4tG2frnSudYIzd8sAGL08P2guYlpeJMGoaktGHOV1cM398NPh8ReWsbtx9aJJb4batwF0CuEBf4JSQ6MGE6FZ+szeXWYSmYnW5kMoE7Zm6izu5GJsDYrjF0jze2KQh9opmssg3Pc4mOzeC0cJ65oitHKq30TAjF7vKy4Uglt41MJ97UOpcZCbEs+kNjM5HJBJbtL+P5H/fg84nObXePzqC41o7d5eE/v+zn3RVKfrqzBwlfdSPyjhXic85pgWs/FB0ww1LB64FDi8HlwNPrBipcarzj3sa44b/ovce5+eyYDeEZoAkXS8U3XZ7QmhoFe6MegeojsOED8e/xL8LPjzUX7QIUbYEfHoRJHzceewK8ockcmLiUR7/fx65CceEyKdzEv66YzYAoE6320ZHLped+a1HpRNGjrRq2fyU6qALEdIeJH5/YyVUiMNV5MGsypuMtr5Y+LwpyO13UsMmkC+DMqI+CyZ/D3Nshf13j9q5XwsX/aJubNZBfbeXztUf472WxGNUyNhS5+HRLJb/uKaeP653mol2AmjwxMfW2RYGFp1oTXPGaKKg9+Bts/xomfkRJ3wd4ZZ2ZBxQy5IKASiHn7i+2UGN1IQgwJjOarvFGMmJCUCiVRAWpfKxWyolSysHtgMWvNxftgihynXc3XPmaOHfoOkH8DW/+WLzvAfLDvxHZ6QKYcyf0vwWiu4K1CnQnsRgvP66j2jCY+qXoxGuvFxN59/4AXa4QzXiW/VMU3U78qHX3Iq9HdApvKtoFMWHCcYJyxR1UGNle8Pl8DOsUSbXVxUe/57AtvwYQK9v8eVwm4fqOuzYUblCxbH8ZX67Pa7bd4vTwxJwd/PjAiLPUs9OPUQVTBibh9HhZvLe0QbTcLzmMh8d1xqiS5kinHLkSjVKOx+vF7PAw/eMNWJ0eFDKBy3vF0SPRRJTkdCwhcV6wNb+GV3872Gyb3eXlT19t5ft7h/PX+bsahJ0gVoL4+4LddI83MjA1nAi9ist7xTF/W5HfuTVKWZurhVdZnDz49bZmol2AA6Vm7p+1hU9uGdiqdSeZAMFSfZQyAbVSxrL95Xy2NheAxXsb18nu/XILCx8YgSAQ0HEXQHY02SEyRMXEfol+z28AhUwgKzYEt89Heb0dt9eHTqUgVBtk0H4cgiC06r16vT4qzA4EQfx+BEE0gwzR+L+OIAiE65X0TTZx/6zmSY1Oj5fnFu5ldGY0n6/N44NV2Q3Phqv7JvDoxZnEBnDjvbBLDH8e25m3lh3G6RHnv4lhWt67qT/xbXDvlTg/kJQX5wlOtQnt4V/hor+Jpcns9aANFTN29/+Mo8tE2vMyf6i9yE+0ewxh93dEjH6S9iyQ8wF//2F3M0v5GqtoZ//0FV3pmXDmyqVLnB1UMjk+4IGvtmJxNg6pciut/Hn2dj67dSAyQZqon1M4LcR+NZaXBj/ME4PHU+uSYVD6iCj5nfDZ/4ab5gHSwoRE29mUW03nP5LVXbYHfv0LKLXiosDhpXDhXyEpuCjxWOmtkjo7GVGGk39tCYlTiM/rw4ePR7/d3ixQsKOglge/2cqntw5C3Uq3XQCny8XMDf6BFIA6u5v9JbWkxLTCfasJtTYn2/NreenX/RwqM5MSoePhcZkMTAsnLNDCaUtU5/iLdo+x8xsY/RioUtt2TgmJM4BMJvD5ulyW7msM9NlcHj5bk4PT7eGuUemtPldOhbXZWLgpszfmM31IK8W2Thts+iR4lHHN/46Kd8+2zbaExLmH2eFiwbZCHriwE/tLyvjfksaFDK8PFu0ppbDGxkuTerX6nCa5g8GpJtbn1Pi1CQIMSmzPESuJU4lWAUMzItmYe5C/L9iNXq3ghsHJROqVKDqoYOVUU1HvQKuUYdKr+NOsreRVWRvaqixO/vXTXp6/qjujM0XBXq3Nxf4KFwkxPRE2fkjdNV9iNJrA54Etn4sJLwoN9L4e78AZfLmtmjeXZ2NxuBnT+Qr+fN00Upc/iKJwfWMnNn0sxqjNZcETZUITRDGutRzsdSCTw8+PB9738BKwVLRauFtQ7+a6D7c0KxGaX2Vj+uc7+OH+EXTXt+o0Em3FlAQXPw/DHxRF30od6CJOLllKAjxu2PhR8PHsin+L7qwncpA2JcHUWeK15jCL15EuSlw7agMujxeltZwPMjdhWv8B2KoYnDSc66c+jlsZguyL7wMfWJsvrusEc4wNTRATBSxlYK+jWpPMkwtyWH6gnAcvEcirsvLyov0Nu/t8sGx/GQXVVl6b2qd1nTeXimLcQNiqQa6G/jNAqYaxf4eh94riXLlKvP+5LDDxQ9jyGbw1SBSkj/07xPYCTRvWbbpcDsv/1fj3lM+hOhfWvQOVB8Wk+8F3QmW2+Hk9uF1c32ut47e5FNa85r+98pCYSBFMhZEyonVO5BKnDblcjtcHD32zjRpro/txUa2dx+fu4P2b+ge9FbR3CqvMvLMiO2Cb2+tj4Y5ismI75vpomLuCBIOeXgmhTD3qeKhRyjhUZsakkRHjLgQ65ns/awgKFHIZvx+q5LM1OQ2b3UdLqFeanfztym5nr38SEhJnhGqLk9eXHAzY5vPB7E35jM6MaiZqPcbbyw7x5g190auVPH5pF/aV1LG/pDFBSq2Q8fH0gcSEtC3xuNLiYHNudcC2HQW1VFqcJxSzmnRKruwVz3dbCwO2X9Yrjhqrm/dXBn/u/rqrhMuCuMHrVHISTKIgVa2Qc8fIdHYU1LKzsNF8QykX+Nc1PdlRUINGKeOp73ZSWuegd1IoT17ahczYEHSnwFG+tM7Owh1FxIVqOFBqZs7mAirNTganhfPYpVlkRBmaGSOG6ZTcd0FnPv79SMDzXdErjq825PFhk3a318eczQWU1dl5bWrfhnX0Y4TrVdw5Kp1r+yVSYXagVoimPjFGKelcwh8ponmeUO3R4rXXwUfjYMV/IH89LHkOPrwIrzqEal/7jkgKdU1EuyGxEN0NNEeDS14Pcmd94APbCaV19mai3aZ8sDIbh7uDzsolGnB4vCzaUxpQqODx+vhsbS4dtBpSu8XntIDbgXH1C6Sve5q+tcvovOUFwpc/BfZavNaqs91FiXZIlcXJkQoLmScr3LVVwZLnxYWPEQ/D8D9DVBdY9TJYyoMe1iDcrbWf3OtKSJwGPD74+PecgIsTdTY3qw9VYHe3/uHo8ngbnrNRBhWXdIuhb1LjYmVOpTXYoUHP9/POEm7+eAM7C2uxuTzsK6nnzs838/WGPGxO94lP0pSmSWohceJioPpogN7jApetbeeTkDhDON3eZqLdpszZXNCmuUxuk+swwaQlKyYEnUoMstXZ3XhbG+JwWaEmJ3h7TT54pGeehEQg6uxuXB4fTreXT5osZjZld1FdM1HBiQj11vH8BWGEBKjs8MToWCLr955sdyU6GEcqbVz99mp+2lmCxemhrN7Ba4sPcs+XW8mvPIFboAQALq8XmQBFNbZmot2mvLcyu1lJz7wqKyQPRVadjUWXBF6XGGPePRcc9eJccs3rCF9fz1Vp4vdicXr4cXclV8zMIWfM/0DdZA5rLhXFZp7AJTYb0IVBZCYkDmjZDVIbBsc7+wbB5/Px887iZqLdY3h98N/FB6i3SyXhTxu6CIjKgpRhEN9HEu3+ETwOqDoUvL22AFytHM/qI8TYUOIAiOjUZtEugGCpIHnVo5hW/k0U4zotKA8vIu6bS4mV14K+BUfYYAmqx9CaGu4FFR4tyw+I8Su7y8OHqwIvrh8sMwct4+uH2wFuu/jeo7JAdtx4pCZPFO0CqA0Qni5+VnG9wBgHe+bDeyNh44fiPKNgI3x6uehE7g1cHjggxgQYco/47x7XQeFW+P4eKNkhzvdLdsD8+0GpgYJNIFO2XrQLYtwgUDza54M9C2D0E/5tmlC4/GVJuHuWcbndbMipCji+9vngw1VHcHdQ5a7bK1BYEzwed7jcjLct11k7woWcPeUOUiJ0VFqcbC+oobDGRmqknnU5NdT4JHONU47gw+Hy8PUGf4dIgN8PVWCXFmIlJDo8To+Xwurgay35VdagItm8Khs2l/hcSjBp+XzGYL65cwiPX5LFa1P6sPjh0QxIC0OpaJtMz+Jo+d5jDjC/PR6dSsFDYzsTFeLf95uHppBg0uLDR2GN+N5DNAou7hbNsIyIhv0Olpn587jOfk7/ggAvTupFdJNzh+lVPHlpF964vi93jUrnyfFdeO+mASzfX8aIzpHcMXMzOZVWbC4P67KruOadNWzKCSxObgsV9Q4enb0dl8fH1xvyeW3xQQqqbdhcHpYfKOeqN1ezt7juuP4LpEXqKKgJ/L1f3iuOL9bnBmxbebCCCnPgeYdWpSApXEff5DC6xYdKol2JoEiOu+cJEXILsto8uG+DmEFbcRDGPAmmVGQr/k1k+ljasyMtoYkQ2xNGPS6KkuqKxGCOyyYKlRXt2278QGlw4XFpnQN3B52YSjSilMGOgpqg7bsLaxG9mSXOFdyaMJQ9p1I8+t/kVNnYX1xLau9r6DzubRJ2voUnJFHKnpFoM1vzxElLZvRJBuY2fCCWpOwzDRRHs/96ToJVr8COr2HonwIedswZVBLuSpxLeH0+dhXVBm3fll+DQkht9flUchldYkN48eosXF7YkV9FdEgEWdd24/P1eXSPb9viZVmdg3/8GFho9N/fDnJFr3iSwtswHYvsjCe2DyWjXmBvvZ6Cehc9otUkOw8TveppUfwgIXEOUml2Bm1zeXxYWhFYPEb3hFBGpIfyl5EmImp3I7eWYY/px6YaA6+trULW2hKumlCxfHD28sDtMT1A9Qfc7SUkOjBGjRKDWoHL421RnJtTaRGD+624Lp2Cgk6rH+PHaS8w76CTVXlOYkMUzOitI6P4BzSKkafyLUi0U6rqrbzy2wHsLv8Y2M7CWg6UmkmKkMZDJ0KrlOP1eNhTVBd0n4JqG26vj6UPDOCJ7/eTFRdKpXkYJqUOmVyGb9VrCA7/WKVQthdDxTaGZSSx5nAlIJYTfXlNLa/0ugX9xjfEHSM7g7UClHoxhlt5SCwBf0w0F5oITovoyJu/Xvx3Qn8Y8xSsfLGhRD2GaLjoGdH1MnuZKK6L6SaK34LcexxuT0PfArG9oBaLwxOwfKaExDmFQgtJQ4KPZ2N7U4+GfTlV7C6qJSlMR5fYEOJCtQ0lbINSVySuH5XvE11eo7LEBPAWkNflIxxZ6t/gdaP47WkYeBss/Ufgg8NbX5GssMliutvrozzIIjnAwVIzY7KaCIY9bqgvhuIdUFcgzgfCUsXPctp3ULJdTAKI7QVHVsK6t0RVZGzP4B2ylMPq/wVu+/kxSBrc+Nm5HaJIuXCz6DqdOFC83x0T3+rCYORj0OVK0WX886sDn/f31+Da90WRcMP7KoLi7eJ3l9AfTMniPbIpCjWEpUF1ALHz1s/h9qXQaSyseQvMxZB+IfSeAqHJwd+/xBlBLsjYmlcTtH1XYW1w9+12jlwGXWONbM2vCdjeL7njisoLPSb+On8tNVYXUQY18SYNP5qdFNbYkMsExmSNpOO++7OEy4XVpcDhDr7mXlrXyqQQCQmJdotOJad7vLEhWex4eiWagrrf9kkKRa9qdHKNNmqINmoYnB4RcP/WYtIqgxZHEATRMbY1JEfo+f7eYfy6u5SfdxUTqlVy24g0smJDMOlUWBwueiWGct8FnQjVKtmYU4VBreCvV3Rjyd5SDGoFSSYNvzw0klkb8tiWV0NGlJ5bhqeREq5DpWh876FaJd3ijWRXmNlZWMPe4joE4JGLs7jts01+YmOfD57+fhdz7h5K9B8QuOZVWdmUW820ISn8++d9fu1ur4+/zd/NZzMGEq5vFBpHhWjolRjKoTL/pGGvl4CxqGMUVFtP3nBLQgJJuHveoPC5YdCd8NkVYtDzGKFJMO1blN7gi6ntAn2kGKidexvYmwg4orJg8mdiOfB2THJ48LKQWqUcpVQOsMPj83pIDAv+O44NlTJ0zjVqZBFYRv6Hmz7eQn5VY1A5Qq9i1ox7idUItN2/QuJ8Z1t+DaFaZcCMyBNSvk9ceOh5HaiaOO0rtZA2Gg78IrYZYv0OVSlkhGgUlNRJwl2JcwcBiDVqgoqGksN0+NqQ1CJTqPjwxt488M0OtuQ3Chk0Shkf39ibTlFtK9NdZXEEzXR2eryU1tlJamGMdzxeUwo7x3zETV8dpt7RGBjKijHx8eSfSQjxv3YlJM4FTNqWA4d6tbzF9qYkhSp4fYiF8LkTRVeso8QkDmXYDe/ikbdSuCtXQO/rYf17jQvexxAEGP04hMS0ul8SEucTMhncNCTlaCxCwOUJ/KyNN2lFsZ36xELKSiEMbfplJH81ivtTxzAjtS8qewXqH+eDPorCLlNoWS4kcT5Q7/Cw6mBF0Pafd5dwUTdpPHQiTDoV+VXmFmNMIWoFe4rqqDDbef2aTjgFJbWuBHyZmRh99QiHFwc9Vr7ney7v/mwzcezSA9XU9RnTKNwd9oDo3uiyisK0miauZvoouPUX0bFywX2NIl2ArhPgytdh/n2gMcHV78JPj0JVk1Ke2jCY/oOYhBNAvKuUyUiJCD4GjzVqULfR/UhC4qwgk4miyjWvBxzPukc9wU2f72FbE7GbUaPgi9sH0yM+NLh4t/IwzJzQvOKLIRqmLxTXWoIgHAp+XxAKNuAZ+xwBR/2JAwPGoYLRtAStSi5DrZAFFVg1u8953KJg9otrwdlkMX7cc6JKYMnfmysh+t4I456HzZ+2LCyuzBYT5ANhqQBbtSjcddnhyHL45ibwNFmLS78ArnlXrCIJovuxfrh4DwxWVcdlFV9ToRbfV8EG+HKSOO46RnxfmPJlc8F1SCyMfQa+vcX/nCFxYntogtgfj1OMHcpaP1eTOH348JHW0rOrA68N6WRu/jwuk5s/3uDXZtQqGJ0Z1WHNUWpsbsx2NzcPTWFUZhROtxe1QsbW/Bo+XZ1DfpWVTtGSSOjU4kanbHndJeK4UugSEhIdjxCNkocvzmTFwXI/oaxOJWdC7zhcHi+3jUxruDdvOFLFuuxK7rugE0cqrXg8XsINamJC1ChOgY4nwqBiQu945m8r8mu7rEccEfrWrxknhOm4dXgq1w1IRCkX0CgbJYM+n48XJ/XiXz/t5bc9jZoyuUzgH1f3YEBKGAq5jHC9iicu7YLd5UGtkKMKMocO06vorw+ne3woLo8XvUrB99sKOVIRuNJ4XpWVOrvrDwl3l+0vo3OMge1Bkn5ATP6ut7ubCXc1Sjl3j8pgwbaiZhWIANQKWVDhNNCmz19CIhCScPc8QSZXwNdTRVFrt6vFEj41eXBwEcy7C+G6T892F/8Yggzm3SlmRPecBLpIqDoMh5bA8v/gu/xVWrmEe07SJc6IQa3goi6RPDW+Gy6vF6fLw0X/XcWk/gnNMnckOiaCTOCGwcnM3lTAU+O7cHnPWHyI2dT3fLmV20emo22tUEHijODDx8NzdlNcY2dctxiSwrSU1jlYvLeUGZ9v49vb+0rCXYk2sz2/hvQoPUJrHQWbsu1LMMSI5SiPJ2kwZC+FA4ug380BDw/XqSTHXYlzCpVc4M5R6Tw8ezsfTx9Ap2gDMgFmb8znjeWHmdAnHrms9UERheDlzeWH2ZJfx9CMCLrEhlBnc/HbnlJu/Xw7vz4wpE39O5ZYlRCqYtbtg1HIBbxeHzM+28rBcnPQYEYwil06bv5mk19Z3/2lFp5fWsrLk2MxSEPCM069zUWd3U2oRoHhBALV85UQrYL0SD0GtZz3buqP2+tDJsB176wlKUKPTtn6H24MVYT+cAvOy16nLOUyXF4fBrmHqM8vwLT1HWqH/x/QyqRNhRpu+h60EZSrEnB7fcSpHZD7e6uEhqcbj9eH1ekWBQlt+Iwk/hher5dqq+to0pJ0TQciu6yeCX3iMankrHr8ApxuL3aXh0/X5KBWytlbXMf+knqSw3QgtO636/LJWCkMZ/yIp9Ek9sZq7IbPZ0ah0pDT+Rb21WhIkMzeznsEQUCrkgcVaIVqpDB3a/F6fXSJNRKmU/DmDf2IC9ViUMk4UGqmsNZOhdnBDzuKWLK3jAH3DcPoLEMWnsqTPx/i9cujRadcquDS/1CfOg4FXrRrXobhD1GiTmGsIJASFcqNH4kiG61KjuB2iKLaC/8KcX1FIeBXU5qLdgHsNVCTC9/f7d/xvQvwpQxHuOgZ8e/f/9tctAuiSO7LSXDHMjDG+51CLpcxbXAyn6/LDbjo9sjFmSjlAmaHC4Naeg5InOOEJsMtP8K8u6DigLgtohP2az9hfV0ERk1BswXmxDAdP+0sJjpETWyo/5jZbq7FtXsR+tAUZE2Fu+Yy+GqqKKoPltymMQbvp1yJRRWBduhDKLfNhPQxEBKDVxuBrM/1YIhqtrvH66POYgGXHZdMg08mR6tUoFbKiAvV8MXNPalxeNGrZEzsn8Dcbfn8fN8olAoZKrmMf/20h6X7KsiMPSpoc9mgvhRmTYGMC0SX29pCyF0jOu7ODhAH2/oFXPsh3LxAFLU2xVGPBxk2nwq1KQ3n4IcQPC50h3+E6hwxaSBtNER1AfXRPtQXw9fTxPWrpmQvg40figkNTYWy8hMIw9ShoI8WnYO/mOgv3i7aim/Zv/Bc+iIKTZPk/fQxcMV/YfGz4HHizLwSZ/pYtJ1GID/2HSo12HxK3E4vIRppHnIuIJfLmdAngfdWZjOhVxx3j87AJ8DGnCr+Nn8Pt49Mx9hB4xHhagGjRsGrk3vTOzEUjVKOQgZrs6tIizSgkSMmMnRAlAoZr03tQ211CcNTjNicDjQqFQmhXgak9EWvlsa+pxy5Eq1SzqjOkewtruf7+4bg9QkoZAJ/mrWZknoXYXql6KAuyEDeMa87iXaC2yH+JyXanBY6RRn48OYB/N+8nQ1O252jDTw5vgt1dje5lVbeX5XdMM6+MCuaVyb34Y6ZmzhcLopSjRoFf5/QnXFdY3C4vVicbnw+UQSqVsqaiUZPRIhGyf9d1hWdUs6cLQW4PD4UMoFr+ibw6CVZJxwHVJgd2Jwe5DKBSIMKlUIeMO6plsv4eVcxv+0pY92TF+LFh0omY8XBMh6ds5OF948AxMoWA9PCW20uqFHK0RyNb5/o+aX4g8/1EI0Cp9uLtgX9lFwmIA+wzp4coePz2wbx2JwdFFSLSXQpETqSwrVckBXN0n1lfsckhmkJ1SqpsTox6aTkDomTQxrVnS/Ya0SngUv/DXu+h6JtEJkJU7+C9e9AgPJm7YqaPOhyBWReCru/E8sCxfaEaXNg+QsIzvb9/o6Um/npgREU1th4duEeKswOhqRHsOTh0YRqZNQ5PCc+iUS7RiETKKiqY8VjY9hVWMv/zduFy+Pjyt5xLH90DJX1NmRCcIt+iTNPnRM0SgUfTR/Aoj2l7CysJSlcx9vT+vH91kIqrW78l5AkJILj8/nYXlDL2K4n4QBYeRAKt4jugkKASY9CBXF9xISePtMCTvRNeqXkuCtxThGltDMiI4xlj45h5YFy3l+VjUYhZ8qgJJY/OgaP14OsDaUC7S43WwvNfHrrQNYermRLXjURBjX/urYnuwpr2ZlfQ2p064vQhelV/PbAENyCkg9X57KvpJ60SD3/ndoHg8KLWt22LNwjFRbqbIEdfBftKaXS7JTEBWeQ4hobVVYnM9fkkl1hpnOMgZuGpBJlUBEZ0nHdbk4Gi8PNzBkDqba5efW3g+RUWugSa+TjGYMI08mptgT+XQdCV7aFgrsP8PGaPL7+fjVWp4eucSH85bLf6BtSS4i7BlqTGuVxw+5fye1yI7uKavlm446GsfWwjAtIrd0KhirQhZ/0+z5ZfD4fBdU25m8rZMWBcmKMGmYMTyM9Si8F/04zORUWft5VzLL95YRqFNw4NJXMGANxAYQt5zPp0SGolXL2VViYuTa3IT5x24h0luwpRqsM47kJPaiyOkiPbl0pwDCdEkNoJOXxdzNvWwHrs3OJClEzfeiThOkU9IiQwpcSEKuyc32fCN5ZUxKw/druLYjGJBrIr7ISpXKhUWr4+s6hrDhQTlSIhu+2FbNsXxkGjYIbB6fQO9HEsv1lzFqfxxOXZuFwubl+aDqf76nmjgv/TknCRaw8UM73C8qY2DeegaNeZV12JfO370ApE7huQBIrHhvNk3O20ycplIjUELjyf7DhA1jzBlz4tChsK9ravIOpo2D/T0H7L6x/F99Ff4PwdIQlzwbeqb5EFOUFEO6CKF58bXIfHpuzA6dHjKWpFTI+uHkAdTYX9365BZfHx6T+CQzrFCk9ByTOXeQKSOiH7YYFuMwV1AshFLv1fL6qgKKaXHomhHLbiDTeX5nNtCEp5FVaWX6gjCfm7uSWYan0SDASFaKh2uLkULmZj3/PptLSh4tSBnH5cIHERXdA5SHxtaqywVIWXLjbaWzQbrq6XgtuO8qYLnDDbNj8ibg+Fd8Pr9OKzONsEKrW19ZATQ76zR+gqjmMLbovnr7TqVDE4LNVI1dq2V9cw6+HLHRLjOCRizpx2/B0vttWwPrsKqJC1Nw8NJVHL+7CwVIzGSHAL09A96th4gewd4F434noBJNnQv764J/vxvchZWjj37UF+A4tRtj5LYIukuoR/2JDkZK5BeORCQI3DZ5CX0MV0VofHF4KBZtgyd/xjXgUX+7vyI4X7R5jw/uQ0B+Kd0CvKWBKFt3HQ+JEwe/xGOMhLBnK9ormNceLdo8i7PyG4l5/wqyNJzlcJ4oktGHQdzrmThPINwPWKmLrd2GYfy8gUH7hS+wxG/h0XR42p4er+iQwOjNKrKQgcVbZnV/N0kfGcKC0nn//uh+7y8PF3WNZ9uho6mxOzDYnYR3Q7a3c6iYrSkeoTsmyfWUs2lOKVqlg2uBkwnRK8stqSYrsmK6zRo2C0SkhlEdreXXxfrYVWUkPV3PLsFR6RcupcUtzpNOBzeXhxYk9qbV7+HBVLruKxHW9v17Zk0i9knKLE3Z9CJZCGHQ7mFJAKcUBJc4gtlrx+b/ubbFCQtoocd3PlNJhExnOBjq1ggu7RDP/vuFUWZyYHR52Ftawp7iObfk1LNnbXMC5dH8ZTo+X8T3jeHOpOH6us7t5ePZ2Pp8xiLeWHWLdkSoMagXX9ktgbNcY9Go5XeOM6FStu5/HGDX89cpu3HNBBhaHB71KTqRBja4FIazF4WZ7fg3PLdzDvpJ6dCo50wYnc9uItGaJfEU1NlYeKGdYehjJ4VqWPTqahTuL+W1PKTqV+Nxd/ugYvluXS+YlWby/KpvuCa3ve1O6xhmDVvAakh4uJkj8AS7qEsMLP+/jiUu7BHXJHd8jlnCDf5xdo5QzNCOSufcMo8bqQhDApFMSHaLh+at7UPb5JnYVNlbrjAvV8M9renDjR+uJMWr4+5XdyYo1oFJIYnqJtiH4fG1YzT5PqaurIzQ0lNraWozG9hkE9hVuRijdDT882Lx0j0wB17yLLyILIb7X2evgH8R7aDmysp2w6OnmDUotTPwIX1gaQky3s9O5U0BepYVvNxfw5rJD9EoIxahVcrDUjNXl5us7hhJlkBFlPPuuUOciHeH6BaiqM1PvFPjL9zvZmFNN32QTMkFgZ0EtsaEaPrx5ADLcJEVKHq7nCgdK6jhQZubhb7Y3LASBaLrwj6t60C0+hL7JZ14M0p7oKNfvqSK30sLol5bzxKVZ9ElqvXgQgJUvi0ktIx8JPnmvLYS1b4plAhP6+zW/v/Iw5fUOFj4w8iR6L3G+cSau36rKMup8em75ZANVVic9E0JxeXxsy6thVGYkf72iKwkhchSq1i0w5ZTXk1Nl44Gvt/oJZO8clc7AFBPjuscFOdofj8vF79nV3PbZpmaldWQCvHF9X8Z0MqHXBS91eDxzN+fzyLc7grYv+vMoMmM65mLFuUadzcHqQ1XcN2sLTasmKWQC79/Un6Gp4WjbsdvNqb5+K802Vh+u5sGvt5IZHUKMUU1+tY2Caisf3zKQ/skmdK0UnRdW1nHfVzvYVlDr1zZzxkCGxAmoQqICHHkcTgu5dT7+umA367Or6JtsQi4T2JFfS0yoho+mDyBFVd9YsvYMcqjMzLXvrEanVNA5xkCdzcWOwloeGZfJ9GGpkgvsaeJwmZmpH6yjvN7RbPsNg5J54KJOAV3pzkXOxPO3oNrKNxvzeePoQgRAVkwIaVE6Hh3XhT/P3kp+tY0vbx9MQqgWUytLie4uquX699dRZ2/+DP7zuM5M7hdPXJgU8zjvqS2kuKSI6T+aOVDWXKR037Bo7kguwdTnyrPUuT/Ombp+524p4LZhKWwrqOOBr7cy+65hvL7kAAXVNrbl1zSMbSYPSOSS7rF8vjaX6/on0iPRyIs/72XJvjKW/HkEN3y8hdxK8XtY8egY7vx8M/tLmxsnDE2P4IVre6Kq2EP8+uehx7VibPoY456Dg79BzqrGbd2vBZ8H9swP/CZUerjsJdH199vpwd/s9d9A1qVBm+0uD+X1DvaV1FFjddEjIZQXftrLyoMVzfbrHGNg5oxBknhXokXOZvyqqMbGjR+up1u8kS6xRl5etL9Zu14l5/PbBvPCz/vYmFPVrO2S7jE8c2U3vlyXz1vLDzVrC9ermDs1nrQ5l4Lj6OL0jF8hOUglGkc9bJsFPz/efLspBff136JY/FfoPA5+fqz56rlcBTfPh5RhWG1WfHsWol94Z/N9FGrcd66i0CIwaVZew3ht0/+NodTs5vr316FXK+gU3Th2fvCizkzsE0+SQYD5d0GvqfDtzeBtYoAik8PV78KG90SR7fGEpcGYJ6HTReC2w6dXQvURAEqu+4EZi33sKTY3O2RYejivDawhev7Uxo2pI/HG9EC2/p3Anx3AdZ+J9zS1EW77FaK6Qv4GmDlBfO1jKLWiGY8mTBT1lmyD5f8Oetp9k5Zx6RfF/G9KH8b3jEWlkGN3efhpZzHh3iqGb38SZf5qACrGvc7fD3dm4Z7qZudIidDx1R1DOqx4tz3En91uN4W1dv79834W7y2lb3IYSrnA7qI6QjQKPp8xGHxeUqM6XkyorLoWi0fOTR9taHC+O8ZlPeN44tJMksN0CB1QrOZ0OtmeX820j7f4rS+9PqkboztHYjR2vO+8LZzy67euGIsqgp1F9Uz/eAOxoRpSwnWUmx3sK6nnpUm9GJERTuyRhTD/TvE5csMc0c28A/4GJc5BHGbY9gX8/ETz7eoQsTJCbI+z06+ToD08f5tidrgpr3dgdriY8ObqgGJQgI9vGciMTzc22zYwNYyBqeG8vfxws22X9oild6KJAamnTyuw9nAF13/gn6jWP9nEuzcNICpETVGNjes/WEdupZXlj47Ch4ybPlqPxeGme3woDreHrXk1jO8Ry6OXZJFo0nDtO2v5bMagkzKZsLs8rDxQzufrcrE5PWzNr8Hj9RGhV/Ht3UNJj/pj8b96u4vZm/LZWVBH5xgDL/3afH4UH6rh67uGkhze+rW5Y1TUOyiutXH4aEVNm8vL/xYfJK9KjI0o5QIL7h9B17hz/zctcW4hjSLOE3xqoyhqbSraBbE0z6Kn8anafmM6lxBC4yCQy4LLBkv/gVfRvoMKVpeH/SX1fDx9ICMzo0gM0/LQuM48N6EHry89iMN9EiXTJdoVOrWKPcV19EgI5c0b+tItzkh6lIEXJvbkugFJLNxRRIRByuo8l1DKZbzw075mQRUQ487/+mkvRo3kmCbRNnYcFSmlR7Zx0mKrgpyVkDy05QCSMR50kZC7OmBzhEFNUa3kuCtx7iDXGpm9OZ/pw1L559U9SYvQ0zMhlLem9SMpXMeRCituWi9wk8lkvL8yO6Cr7fsrs0kIa9t4Oa/GweNzdzQT7QJ4ffDUdzsptbTNKb9TdPBgfJhOiVIujQfPFBVmF09+t5PjvlrcXh9PzN1JicUR+MDzlBqbh1nrc/nw5gFc3TeehDAtNw5J5s0b+vHW0oOU1rf+88qvcQYU7QL848e9VLpa6TCk1LGvxMzgWBmLp0XwYdIiPohdwK/Xabl3YCgLthXiVJ/5BKs6m4tXF+3n2Qk9eGhcZxLDtIzMjOLj6QPZUVDrJyqVODXUWp28tvhAwM931oa8hpJ4EiJmh7tBtNsnycRH08VrO0ynYm12Bf+d3IcIvYpXft1PdSvvh0XVFp79YY+faBfgtcUHqXNIngMSgFJL3Mb/MPNCFx9ck8gVvWK5cUAsP9yUzB2apZgUrrPdw3Mei8PD60sPUmFx8fzCPXw0fSB7i+swqJUMSY/go+kDubKXmKg2e1MBoVolYzKjWHmwnAMlZp4a35VPb+7HrHU5DaLdTf93AQt3FvuJdgHWZleyu6iWeJUNjqwQN5qSG3dY/Rr0O65EffleSBgQ/E0kDICyfeK/Vfrg+4UmtvhZaFy1JDkO0dnoYebaHHYU1PqJdkEsAbpgWxHe4wd+EhLnAB6Pl9mb8smusHBtv0T+u/iA3z4Wp4dnFuxmdKZ/ctuvu0s5XGbhm015fm1VFicvrK7D3PsWcYMgE11gg6HQQuYlMGMRDLwDul+D79oPqZ8yD9niZ6DfTfDb3/wtrzxO+P4eqC9BbilD/8uD/vtEd8dZmcdra6qajdfsboH/LT7I81f34IGLxLHzqKNj512FtVjdPrDWQ9cJsPDB5qJdEP/++XEYfHfg95TYH7KXi4numz5rEO364vuzqMTgJ9oFWJNdxRZHnCj6PUblQWSx3QO/hiCI97WaXPFvZz3VOTvYXVRDnSoKpnwBIx+FblfDqMdg8hew/AX49SnRbS+qa+DzAhjjKbGJbl9PfLeDsqOfXXm9g3dXHKabZ1+DaBddOIf1ff1EuwC5lVY+X5uD2S49Z88WMpmc/CobkQY1797Yn16JoaRF6Hl2QnfuGJnOl+tzMWk75lqDWqXik9U5fqJdgJ92FlNUY++Qol2AyjoLf56zO+D60uPf76dWqsR66hFklJudvL7kIP+b2pdbhqWSEKbl8p7xfDR9IHM3F2B1+SD+qOmJ1wPz7gjsji4hYS6HvPWiPmfZv6B0N9j8n7NtwlIGvzzlv91RDwsfAmuVf5vEKcGgVpAWqcfrDezgegyb04Nw3DLNoTIzCcclQG3MqSbepOXFX/dRZXGesn7W21wcKK3n9SUHeH7hbirNTp6/qgcaZfNn5ea8GvKrrLg8Xr5cl9cwvw9RK5i59gh3jcrgmSu7kxKho09SGO/d1B+jVklxrR2Px8OITpEYWnD6bYk6m4sQjYLO0QaGZITz5e2D+XzGIBbcP/wPi3YBQjRKruufxF2j04k1aph1+2BuHZbKFT3j+N+UPsy5Z1ibRbs1Vid7imr5bG0O67Or0CrlPPbtDh6Zvb1BtAvg8vh4edF+6qVxs0QbkeoonCd4rdXI7IEXOKkvwWuvb9cqbk/FYRSeIDfAsj14XDbasyH54TILY7KiuO2zjQ0Cga825JMaoePZCd2xu9om/JBof1jdPswON3U2N3fM3Nyw/Yt1uYzqHMnkgUmUml2kaTpeOaT2Sr3DTWGNf0AJxKB5Wb2djGjJNUqi9ewuqiPCoMLYVhfHA4vEBZZEfxfdZggCxHSH3LUw5D4xY7wJUQY1VRYnNqcHrao9P1UlOgqVFjc940P5bG0O67Ibg1If/X6EGcNTKauz4z0+aa0FnB4vaw5XBm3fkFNFt/jWO9vX2lxBxV51djcVZkebAhFen4/BaeGsP+IfgLtjZHqLASOJU0ulxUmtLfDco9zsoMYqBWaaUmdzcuvwNO6ftRWbq3FhyaRT8tqUPljbsNjU0jV6oNSMpZUffY3NicxRxXTvPAzfvNWwXbfpLa5Iv5itfZ+loNZJetSZXfyssTqZMjCJZxbsJqeyMegnE+D5q3pwqMx8SgKYEs2ptrr4ZXdJ0PafdhXTO8l05jp0jrP6kChsy4oJ4Z4xGX7XdphOyX+n9OH/5u0EQcDn8yEcv2pxHGaHhw0Bnm8gLohszKkiK/b8dpOSAHTheEY9TuwnFxMbmszY+H4ITht8vxK0YbgH/ioFuk/AuuxKLsyMoc7m5onxXXlizg4OlDUKzwThME9f3hWvD37cWcyPO4u5e3Q6f1+4BwSB4Z0ikHnsfLutvOGYeqeX77YUBn3N2ZsKGDxpEJEglqjPuAg2fyI2WqtAcVwcq2wvJPQTXe/rj7s3CzIYcjfMv18UrA26C35/1f9FMy8FbwuDAkulKHzL/Z3V3T+gS5yRRXuCPwe+2pDHtf0SiQqRYm4S5xYVFiezN+YTF6oht9KCJ4jAfGdhLfdd0Clg21cb8hjeKZL524r82hbvr6JmwKUYNrwOfW4CQ3Tgjni9ULgZPr9KNI5JGwUqA8LGj1BeNRDZkWXQayK4rIGPr84BaxW++orA+3QeS43MxMI95c0229wepg1O5q/zdzdbMJfLBP5xdQ+yy81kdYkUXWot/sJ88STVoAywcC9XQe8b4OsbIL4v5DUmuVd3nsis7f6i3WPM3GlnZKcr0G98Q9xQXyKeLzwdqrLFbdowKkc8S3lEf8q9RqIUVqLGmZAJ8FpuGitXbmf2kCOw+CFIGgzGBDEBYuVLjS809F5RLBbfF4q2+vWjatjTvLZBTKqwu7zkVVlJDNNxpMLCRRl6ovd93rCvN3U0X+0NLhqZs6WQcd1j6RIT0mI5ZonTg9froajGhk4l57bPGt2hv1ifx4CUMO4YmU6VzYXJ0PGeU1U2Dwu2+9+fjjFncwGD08KRdUDxbo3dE1CwDGBzeSistpEUZTqzneroKHVY6z3cNSqdh2dvp7KJmE6tkPHfKX3EeG5cTOMxlgqwVkBowlnosMQ5S30pfH8vHF7cuG3Ff8SKmEPvB91JmgUUbvE36TtGwUbRxOdkz30e4PX6KK2zU1Jnx+r0kGjSEm5Qtam6mUHT8jhIo5T5rdOkRugpqfM3RdpbXEedzY3V6Sa8ldWqWqLO5uKrDXm88PO+Jltz6JccxquT+3Dvl1ua7b/+SCUJJi2zN+c3nsPhYWh6JO+uOMyWvJqG7R+syubeMRnkVVoZmGJi8sAkFHIZbo+X0jo7xbV2nB4viSYtSrlAcZ0Dm9NDYpiWSIMa/dHxY0mtnbu/2My2/MZzv7n0MM9c2Y0+yaY//Bkcw6hVYtQq6RpnxOfzMaxTZKvik4Gosjh5c+khPl4tJvFd3jOOrfk1WJyB1zTWHq7E7HBLVfMk2kTHG8lKBMTraVm00N5dA9xuf1eWpvi87VvYmhim5W/zd/u5euVUWvl6Yz4KuXQpd3R8Xh+hWiWzNvg7IKw8WEFJrR1lBwxOtGd8J7ivBgumS0gEY1dhLanhLTgKBcLngQM/Q2xvcaHiRMR0F0sglu3xazq2SFlYE2ShRULiDKOSCxwqMzcT7R7j49U5RIVo2iRmPdG+DnfbxpMnus23dXiaU2Fhxog0rhuQiFohPvOjQtQ8Nb4LDre3mWhK4vRyormT9Ihvjlap4Ol5u/x+ozVWF//6aS9KRevHsC0FMdUKGbJWBt98Ph/99RUYNr3l16bKXkRm3XpUZ8HFWiYT+HpjfjPRLoi/qWcW7CY2VKqwcbpoaWzuPkE85XzD5RE/q7tGp/OXeTv9ru3qo9f2rcPT8EHrguIn2Ke9x6wkTg0ej5clVRGUXf0NKFQIe+bBwUW4UkZx5MpvyXWZznYXz3k8Xh8ymQ+tSs5PO4ubiXZBHA//48e9TOqfiCCA2+Nj5QFRKBcdogYEBEE8T0aUgWcndMfnExPMguH2ehvbvR6/BFEMMaANE/+tDoERD4tz0qveFsvTH7s/RHWBiR/C1i/AWgn7fhSPG/t30EWI+yh1MOA26DUF3C24FpXtho0fgCDDJVMjFwQ8npbegw8fAdqt1VB5GMoPgLk0+OtJSJxG3F4fMkFo8ToEmv2GQ7VKHhsdyy83J/KXwQpu76MjK8Y/QcbrA59MDqMeh4v+Il6jgagvgq+vF6sfuh1w8DfYPQ/y16KqPQKaUH+3W78OepH5guwjyADBb7ymlMmYtSGvmWgXxHvU3+bvIiGslVUYdRGQMrzx7/i+cN0nsOoVcNvF6lSORldxryBvcezo8frEz60pv/4f7kmf4ep6DWjDKLhmHjO2pnHpp7ncNHMnl358mFu3pFGRNoF5e2qQCSB4j6555a+H3d9B/gb/F1v8LIx+AnpNFsXBAMZ4qi59m1mVmWzLbzTzOXaf83h9KATEapzHEGS05A3j8frYV1zXpmopEqcOmUxGnEnLeyuz/do25Vazq6gWVRvm1e0Jn6/luYDb4+uQol0Q4xYt0RazAolW4qxDKZfx0qL9zUS7IMaF/2/eTgwapbjm0hTJTUHiePb/2Fy0e4xVrzQm8ZwMLSUngvRbbAG3x8v2ghqueON3rnl7DdM+XM8FryznlUUHqDC3fnwTqVcxsnNkwLYBKWHsKa7z237jkJSAya4mrQqfz4f8JMSkgSioth0n2hXZklfNzoJahqZHNNseaVDjw9dsXKuSy9iSV91MtHuMt5cfbhhfe7w+DpWZ2V9az+2fbWLSu2u54YP1XPjKCmauy2PlgXKmfSj+/caSg1SaHbg9Xr5cn9tMtHuMZ3/YQ/Fpqvh6LC7ZVtFupdlBdrmZ4lobUSEq4o/G5S0ONyadKModmh7Bq5N78/a0frx7Y38mD0gi2qA+Zd+pxPlDxxzNSvgTEhM4cxhAG4avnWffyGO6Hg3gBCAsDZ/aeGY7dIrZX1rvV2b5GL/tKT1hYE6i/aNXyfh+a3AHk7lbClBIBpjnFGFaGZGGwOIStUJGQmjHy4CXOH34fD52F9WSGtm28h0UbRWzvpMGtW7/0ARQGcTM3eM4JtzND5LpLyFxphEQmLOlIGj7TzuLaYs5tF4po28LjoojOgUOyAQjTK9smMAfj1YpJ9rYtudA9/hQ/vTVFhwuL69O7sPb0/rx2CVZLNpTysIdRRgkJ+wzRlSIGl2QzztUqyQsyPd+vmJxeigPEgA9UGrG1QZR/NCMCOSywIGvK3rFoVW1LsQRpvRh2vlJ8Pbt7xMt9y/5fbpxe3z8tiew8Mft9bGv5Mz36XwgRKNgTFYQBzng0u5xZ7A35z4jOkUiE0CnUlBhDiyMO1BqJismpCHR5ESo5TJ6JASP20iOxxIA5WYnT/2QzfWL1Szo+yF7Jy1j96TlvGZ8jAlfFDBnc/BxoYTIkPRwlu2vQC4T+CGIe53PB9sLaugWZ+SynrFsyRNFX5f3jMPscBBGPQ9dmM6DF3Xi0zU5GLUKxveIDfqaV/dJINpyQPwj81I4srKxMWUYlO+H8f+ByTPh2g8hfQwcWgpzboXITLhpPkz/AfrdDMv+KQp2j/HbXyGqG4x/STz+qrdEx7OfHw/ueuaywtq3xX973QxL1rMuu5ILugR/DlzdJ4FwXZP4js8n9vubafBGP3hrIHxymfjeXNJ8WeLMEaZTMqF3PEW1NtIjDUHzYDpFGyiuERfCE8O0LLghjrtLn6PL7FEkfDmKnr9O5ssx9Vzfp/li/vCMCIxxnWH046LIPhh1xaKgPgCy9e+KzrUaY6Ow9HhCYkEXjhCWCvIAc6kjqzB6qhib2XwNy+P1sXhvWcBTujyimACvSxSoaoJUz1EZxGu6zzSY8oX4X9cr4ecnIHe12OeEfpDYGFcLO/Ij13QNnlg/pZsGw5FFzTdaKig2w4vq+zl8w1oeWmJje0Hzsf2Ownqe/H4vt49IJ6fSiiVmYNDXIK63KCp2mmH2zaLwdsYSDk1ZzrKRX3PrphReXtX42SjlAimRYp8zovQsPWKjovOUhnZZ3homZwWfx17UNZo1hytZvj/w5y1xepHJZPyyK7gz/NzNBQTKL+kImFQ+xnULfv+5um/HdTk1aRVB3f5VchmJbTX4kDgx5Qdwe33sKvQX3oGYgF5nc0HTGr+aUNC3LWYs0cExl8Faf6OABjZ+2Dx5pi0kDAjeFt0NtKaTO+95QHGtnRs+WN9MlO/1wadrcvh5Z/EJkyWOEapT8Z+JvRiS3nxc2i/FxAvX9mT2xkb3WrVCxmOXZHGozOxXoVcll5EcoWNUZhSRIaem4tucJs65x/Pd1gIu69kY31TIBAalhROuV3NFr8btHp+PuS1U1Fm8txSfz8eFr6xg7KsrePib7Tw4NpNhGeI8wu318c7yw8SFakkM0+Lx+nh3ZTYrDpRTYXYyc21u0HMHi1GcadweLzsKarj54w1c+MoKLn/9dxbuKObZq7rTLzmMtdmVjMmK5uFxmYzoHMnzC/dw75db+NNXW7C7PLw5rR+RHbAKgsTpRRLunid4VSYc414I2OYY/2qjM0E7xeNy4BjxpH+DTI7zsv+i9rXvcrW1LZTbdXt9kvvMeYDN5aLWHvx3UGt14XKd5EBf4rQQ6yvjn1d1Cxg0f2p8JtHu4jPfKYl2S3GtnWqri9SINgbkDvwKIXEQmti6/QUZRHaGwo1+TWE6FXKZELREl4TEmcbjcR8Nlgam2urE3QZBoEIu45kJ3QKKjKYOTMKkadvUKTZEybMTugd5DnQhoo3GmSEKN7cOT2PB9iLum7WFe7/cwuNzdrA9v4bnrupOitrSthNKnDQmnYKnL+8asO2ZK7sRZZCEu02xn8ANOliCYiDMdhf/mdjLT7ybFRPC3aMzcLtb6TztcSCz1wRvt9eg8pz5552Plj+PGmsL7oESJ02EQc0Tl2ZhCFD2d1zXmNa7tZ0nGDUKpg5MOuG1bVArMKlbmVQiwIMXdQ74DJ48IIlam/TblxCTGevsLg6XW3jgh0LGf1HM5Z8X8NaaUuodbsokF8ATEqJRcl3/ROSylqtJ1NpcjOgUgSAIDMuI4J9X98CokRNdtQNPzmp6JoXz0DfbOFJhYdQrS5g8IIkEk/+9sluckYGp4fD+KIjtKYoaKo6KeEMTYeSjsPgZ+O5OUSQnV8LO2WL5d7kK1r0DX1wLHhesfk10t22CL2ko2Kth7gxRuDbnVji0GKZ+BSHxgd+cxyUeA6CLJFZWw70jk4gxqgMmEMQaNUwdJJYBxecTnXxr8+HjS0RR3zEqD8HMqxrfn4TEGUClkHPLsFQiDWoW7y1l+tBUv32UcoF/Xt2DhTvEhfC3r4ghZcEk5DnLG3eqziFywTQe6ukk5miCqVYp529XdiM0LCKwmLYpTnPg7YIgitn73wK562HUo4H3ufJ1CIlDHhKNe+zz/vvkrUUXmcIToyKajde8Pl+Lzrc1VhfIlLDxI7jw6cA7XfIv8boNiYElz8I3N8KK/+CL6Ymzz3SYvhCM8fiGP9AgzJLnruTqNB+JAcaIXWJCGGqq9atkZe53F3MPOPhgXSk5ZhmbcqsDdmdzbjXd4414vD7mHXRh7ncXKNSQNR6G3AujHoNeU2Hss2K8LyIDPE7Y/jWKBfdRaFNx23cFbC+obXbeJy7t0mAwEWlQM6F3PEeMA/BGdRN3qC+mK9kMSg3z61OkQcWVveL5dXdJ0KQtidOL2+2h2hL8s6+zu3G186qjwTC4qrhnTAbhehWpETqu6ZvA5T3jMGoUDEkLJz1c1e4rrgYj2qDlP1dlESh3+f8uScOoktz8TjmOuhNW3LE43FDTJGHw8lfBEDyJTeI8xOsRK4gEw1px4koEwTDEwPCH/LfLlXDl/0AfdXLnPQ9Yc7giaMXCN5YealM8Id6k5Z1p/Vn88Chm3zWE3/48ig9vHkB6lIFv7hrK/PuGM/eeoSx+eDTX9o1n0XEmDQqZwL+u7cGK/WXMGJGGUv7HDVl8Pl9A5+AeCUYm9kugf7IJg0Z8HblM4O1p/YgxalApZNwxMr1hnCj3uqhvQY9SaXawu7gx+Wx/aT0PfLWVu0alN4vpfbEul0n9G9elX1t8EKfHg9kRXMtSfo7EdPKqrFz37lp2FzVex6V1dn7ZVcLzV3cnOkRNXqUFnUrOS7/up/qojsvl8bFgexHPzN9NlRTDl2gj/qsSEh0SwV6Bu9OlCNN/Qf77S8irsvFEdsEz8jE8hnjk5jLQBSl11A5Qy8GROADH1Dko176GrK4QV1xfcfByZCW+sGTa8xSme3xw55mMKANCENcpiY6DQqFkVOcoVh8K7F4wsnMkcrl0Sz+X8ApKRhZ9zPd33cXbK3PZW2ImOVzL/aNT6VLyA0rFhWe7ixLtiH0l4gQhpS3CXVuNWE4vc/wJyw83IzITdnwDtirQNmaNymUCkQYVBceVIJSQOFvI5XKGd4pk4Y7AiRCjs6KQtcGO3uryIPN5WXD/CD5clc36I1VEGlTcPjKdXglGCmvtJLShSEW5xU2feD3f3jWUt5cd5lC5mZQIHfeMySApVEWVQyC0DcPvOFceN/VPYkBKGB+sOkJJrZ2eCUbuHdOJBOsecLXggCRxSgnXaxidGc3Xdwzh7eWHyKm0khGl594LOpFo0hKilTKqmxKuVyETRBeD49Gr5Gjb4hbtdaFXy5h37zBWHayg0uxgYFo4aRF6Pv49mwfHpLTuPJpQyLoMDi8N3N5p7FlxqTCoFWRE6TlcHliIPyS9fSfcnstkRBr4/r7hfLL6CL8fqsCoUTJ9aApDMiKIDyBGO5+x26zcOSoDh9vT4rVt1CpQqVuXyCATYMH2Ij64eQBzNhewLb+GSIOaSf0TMTvcGFp5HomOjVwmMDQ9gpUHKwK2X9SCY6qESFK4jrtHZ+Dz+eiRYAzqJjYmK4oEk5YJb/7OnLuHEapVIAO8mhDWqkcy87cDDde+1QZ7i2r44vZBzN1SwE87SlDIBSb1S+SSHrGk7P0ELvo7vq5X4srfiDDszyiTB0F0FyjaLrpcRmWJi9BuB1z0DBii4Y4leDd9hmzv97D+PbzT5sLuecj2zgeFFmvf23GmXYRWIaC+/mvI3whRmZA8FIwJEKxstioEulxJZeYUDocM4svfHdjdNq7sqeHlSb1ZcaCc77YU4vJ4mdA9jOsGpZOg9UDJLtj8qSigM8SALYDozueFpf+AiR+J7qISEmeAxHAd8+4dxuyN+YTr1fx3cm9mbcijtM5B/5Qw7hmTQWqEjtev78viPaUk1a+G+gDOnT4fUev+wSMjX2ZHpcBtI9JJam3ykilFjDs1dSpLHgojH4GcVbD4bzDgNnF8HdtLFOXX5ImC/lGPQkQnEARkaj30vh53TE/kq15CqMnFE9MT78hHyHWFo1GZ+eH2Hny2oZhl2fXIZQKpETpyKgPHqbrFGcFhA5dFFFnd+B2sf08U6oanQ//p4nxg+EOiqH/CW5i9Kgp8EXy9vZr8WiejC6IYoXWx4YjA6Mk/Ebn/K5T7FxC/4R/MuvFt5u+z8P22ImSCwA29QxnfN51Ybxn0ngZ5a8AQhXfEI7gienPw12KSw09cSetYYsVrv5cx6qYZ9O47BbmjRqyote8HUYyMIP5/7LPgtEDpboTwNAalRbDwT4m8uewQuwrrSAzT8qcLO9Mt3ohOJa4d6OwlTEkxc8BqIPuSz4gq+IXQ3V8SvellXr36O346YGbe1kLsLi+jMqO4MCuKv87fhcvjY3Sm5Cp5NpDJZIzKjOKnIK67Q9PDUXTQNUKbXEdG/o/MvecKNuZUs3hPKTqVnLem9SMlXEtk8Qp8kePb9fpvMBT2cvokGFhwz2DeXJ7NnhILyWEa7h+dSqdIDSZ3BRDETVzi5AjPQC3IMWoU1Nn9xWWCAHGhGti7CDIvgVGPQ1QXkNZmJZqiDYX0C2HH14Hbu18rzilOBo0Rhj8AqcNh1StQXwpJg2HEn8WxjURQDpQGSTQDyuodJxTtH0+YXkWY3t8pN96k9YsjzrpjMAdK61l7uJKoEDV9k8JQyGBUZhTRIW10dwmCIAhc1jOeBdvFtbKUCB1PX96N/SX1bM2vJjpETUq4nk9vHUhapJ4YowaNUozJJ4XrmHfvcL7emI9MrmRYRiRL9wWusjCuawy11ub3R6fHy9wthVzeK47vjrr1FlRbiWriOltQbUUhiDGd3w8Fjulc2kIlnzOF0+3hszU5DeNxpVzgqfFdMemULNlbxutLDvHwxVmkR+q45ZONaJVyYkM11FidDQLezXnVFNfYJNddiTYhjSTOF5xWthW7eG6pkycufJEEPeTUw39m5/PyeB09w9t3RqJLFYp656sIlYewj3gCNCaEmhzUsybiG/sMHk1ou7aXjjNpGJYRwZrD/qLNv17RFa2yI05LJZridPm4uFsMn6zOoaTO3qxNp5Jz+8j0NrmVSZx+qmRhhBsi6f1Vf14dcB/Wnj3Q1O0i5PtpOLpOooKrCOL/IiHhx97ievQqeUPWY6vIXgYIEN+3bS8W0Un8f/F2SL+gWVOkQU1+tSTclTg38Pjg/gs68dueUj/HsMQwLcMyInF7obXTY5kASqWSGZ9sZGBaODcMSqbO7uKFn/dyw6BkLmyjGKTG6mLCm6sZ3z2a5yd0wekFlRzeWJbN1xsLmH3XENIi2yDGd9pIXHs/iWoT3a/+Ow6UhLirifzuIhhyN4Sf/cDG+URCmJaEMC0pkTpsTg86lZzYUEncFwijRnQC+3h1jl/bQ+MyCdW0XrgbY1Dx71/3UmZ2MmN4GgkmDasOVPDQlm18Nr0fHlkrxX0uK770CxCMCVB3XPkvlR7fkPsQXHY4w19pVIiaZyd058aPNvi1Dc+IlASkpxGFQkanaAN/uawLlRYnCrmMOOmaDohao+G3vaUcLjczdWAyszbk+e3z4NjOlNTYSA7Tgrw10RiBMZnR3DFzE5f3imt4Br+9/BDJ4Tp6JUoCOAnRWfGxS7JYm12Jy9M8/pERZSArxnCWeta+SArXUWWx85fLujHtw3V+4vs+SaHIBIHP1+UxY3gaFWYHh8stdI7SsSRXh0wusK2gptkx98zahk4LKx+5kIl9E0GAULUMj6WSw9EXsb8G3ppVjN0Vz/ge/Xg4MxOZTBAXl7tcDvZakMlB15glV0w079RPoEfPy7F74Ns5tcSGXMI9F02lW0IYutBoGuRvEUmiG2VrkMmo7HID//z5AN/tbCzT+evuUnrGh/DOpM5cE+ZEqM0jPL0fcoMAO2bDj38++gHdILrrBqNgo+g+Kgl3Jc4giWE6HrioM9VWJwqZwIVdY3C6vRg0crRKRcM+Nw1JQTY/cFVGAFnhZq6+JoyrjPGo25AEiyEKBt4JG94T/47uKrrDfnMjuI/GsffMF13grpsJPa8DhQZSR4Kx+TxWpjMhSx8B8b3AZUOuNiBX6ekE1NpM+DwenrhYx50OEBQCf72iG7d9tsmvSyM7RxITqgaDAa56Gw78ArvmQXgapAwT5wA/PCiK8PvcCEkDsTrd/LyjmMfm7Gg4z5K9ZYTrVfx3cm+umLmfAcmXcmW/qxnZKZyQst3cqi/k+iFycFmJSOuFEG4EjHD5K6LbnkKNTGsiDHhpUhQWp6fFykEgxvoBJvUMI616NXJvqPjZ5jeZI+z+DrpOEB2DlVrxM5XJ0QLdwuDlSb2xOD1olDJCNE3mSNW58OllmGoLGBQSS12Pm/DE9ME1+QuURVtJ/P0pRvR5GpszFqVcdAa+9dONeH3QJ8nUthiGxCnD4/XQN9lESoSO3OOE6mqFjAfHZtLKCt/tDhcK8pKu4I6ZmzlU1ii6+n5bETcMSuLukcNJOov9O62ExGLc9BnhmRN54aos7E43aoWccJUS97Jn8Fz4V/64R6NEM3QRhHhlPHpJFn+bv9uv+fqByehVchh8CyhmgLr9GqJJnEaUOjExae8CcB23lhaaBGmj/tj5dRHQ+WJIHCQmPmpCxNeUaJG+yaagbSkROpQBKkCdKmKMGmKMGkZ2Pr2OyL2TQkmP1FNpcfL8VT348zfbqGzi2P/VhnxeuLYng1LDG0S7x0gK1/HQ2M4U1Vh5eFwmvx+swHmcmDk9Uk+XOCO2ABWgdxTUMHlA4xM5Myak2VpyZkwIGqWcpy7rwlVvrvbTtGTGGOgad/bn0GaHmw05VQ1///WKbizbV86y/Y1C5l93l/DZrQN5aGwmUSFqciosRBvVaJRy3lhyiP2l9ewrradnouksvAOJ9ook3D1PqFAlcP/8LVRbXcz4an+ztj/9UMyc23oSd5b6dioocJswDX8ak/kwGgB7ORhj8E75kh0WE9F2JfHtOH7v8fi4cUgKXeOMzNlcQK3NRc+EUO4alc7e4joyo9vxm5NoFVqlwP5SOy9O6sWczQX8sqsEt1fMer91WCq7imq4IFMqgXEuYXV6KYq4mB7jo9Gv/Af6qhfAGI9txFOUxo/D7JBJwl2JVrO3uI7kcB1Cq51zfXBwEUR3A1UbJ+1qg1hur8hfuBsdovYLEEtInC10SjmrD1Xw7o39+fioQ6JKLuPyXnFc1TueaouT1PDWi65kgsCLv+yjsNZG4bbmQr4Xf93PRV3a5mirUylQyATCDRr2lFpweXwo5TJ0KgVqxXGLZ63B4xQX5ioOEj9zqOi2E90NRj0CBZshY2zbzidxSpCEfSfG6faREW3g8UuymLk2l5I6OykROm4bkYbD5cXman0SqcldxhujvXxxOIRXFu2nzu6md2IoX05NoUvxdzgjpgCtWEyWq3DVlaK65l28275CtmsOeN34Oo2DYffjKtyGsuvlZ8W1p29yGN/cNYR/LNzLzsJajFoFM4alcf3gZClT/wygUyvRSe6uLeLwwD9/2ovPB89O6N7s2k6N0PHg2M5U1Dsx6dW0Vj8gCLA+u5LPZgzC7vJgdXrQKGT0TQ7D6/NRH8DtSOL8QyP3sSWnnHdu7M9Hq46wNrsSrVLOhD7xXNo9Frvz3Cir2B6wOb38sL2Qt6f15/2Vh9mSV0OIWsG1/RMZ1TkSx1GXmdl3DUEll/HEnJ18NmMgqVFGdhbUEh2ioc7W3LHIaoMB/1jKtMHJxISo6ZMcxvMLszlY1nw/l9crinaPoVCJor+m+3i8fLEuj0PlFq5MDyFKbmVknJad1Qoe+KGQt2+IodcfMJg7WO3ju53+5gg7i+r5ZVcRM2zzkfW5HiI7gbkUfnq4yRutEh13gxESB/I2JNxKSJwiFHIZUSdw7JLLZS27sYXEoVIqoS2iXRCFS6MeE92zV74EQ+6DX55sFO0ew1IO394kik2/ux2mzgLj5YHPqTH6CeBDtUpACWjQhkBhlZV9JfW8cX1f3l1xmN1FdYRqlUwekETfJBOepoKAxX8P3n+VOH8or3fw5Hc7/ZqrLE7eW5nNvOmZWC31fLXbzhsbjvDl8BrCfnkIQ2xPuOSfooNwwzm14n9N0KkV6NRiPOCS7rH8utvfPfXSrpFkhLi4tlck9w7QEbb8czEOkO+f2MfeBdDvZug8zq/p2Gs1w2mFZf+C2qMl3utLMK59Sfy32oj77tUI1UdI2/4yo7rcz/MrqtiSV4tBreCmISlMH556wt+YxOlBqVBgdrh5dkJ3ftxRzA87inC4vQzLiOC2Eelsy69mXLeOWYVJo1bx0Yr8ZqLdY8zakM81/RJJjmrPtk3BKbN6WGYfxIWVh7F6VZidXnQqOR6fhR1xt9LFoSJB0uqdWuQKnE4fVoeHf13Tkw9XZZNdYSE6RM2NQ1KIMWrw+AC95HQscQLC0uCOpfDb3+DQb+L8oNf1MOphCE08Na9xFiqFtWf6JoURrldR1UTIeownLulyypxvTwf1dheVZicWhxuDRkGkQY3++HEe4jrFF7cPZnNuFe+vzG4m2j3GX+btZFhGBCkBjlfKZWiUcpbtK+edG/vx4e9HWHu4Eo1SxpW947m8Zxz1dhdWh8fv2GijhpomyWk3D03l7wsaEyCeuLQL4QY1Bo2C7+8bzj9+3MO67Cq0SjnXD0rijlHpxBjP/negVsiJDlGzt7ie+FANKoWsmWgXQKOUERuq5cVf97O7qLGKkUmn5OXrevPiL/uIPYd/TxLnJpJw9zyhwkaDPffxFNbYqHLI27VwN6fSQpLcgWnd25B9tNypXIWz7wwqY29CHUq7FsitO1LFX+fvYlTnKP52RTe0KjnZ5RZe+HkfRbU2Lu4mOax1dBxeD5+sOcLKAxVc0SuOVyf3RhAENudW8aevthIVoqFfcjgmKen9nCFCbuWpZaWE61N44sq5hGvA7II31tezZtVh5kzvera7KNGO2FNUR6e2JGmUHxDLDva/6OReMDwdircCPmgiW4oL1bL+SBU+n68NImIJidODxeXhzWWHsTjdXNc/iakDk/H6fCzeW8odMzdzWc9YesZ3Ry5v3aKj3e1l+YHygG0+H6zLriQztvVOCuF6JR9OH8B3Wwq5+4steLw+BEEsJ/TBzQOIaIuDNkBEOsyZDtHdYezfQW0U3XJWvAhxfUAvlayUODcpNzv5y7xd9Eky8cBFnTDpVJTW2Zm1Po99JfUMSQ8/8UmOos1bjuHXp3gw42KmXT0DrzIUbfkOwhe9CeYSvN0vAU58PrfLCdlL2RY/icWquxhz1X3IBR/ri9x0rlIzpHw5npQRaDVn3j1Fr1YwOC2Cz2YMxOb0IpeJjveKVrmWSkicfjYcqWpw9HpmwW76Nrm2y+rs9EkyccHLK1j4pxGovTbgxNdRpEHNpT1iWbqvjJlrc7AfFfT3TwnjobGdyYiSkpUlwOZw8sqSbJQyGVMGJnHT0BRcHi+/7i7hjpmbuGlQPN2TpITm1lBtdTFrQz5L95Vz/aAkbh+ZjsPtZeGOIu6YuYmZMwahkAks2VfG7sJaRmZGsja7ij5JJtZmV3DvqFQenrPL77yCADcOjKfWbOG2LzZjcXr82if1O/FCdaXZic5n5s2e2YT/8lfRERNIi8xk4NVvM/dAGb2STCf13p1uL5+vzw3a/vn2Oq66/R9EhR0VZOz+nmY2hoeXwpTPYctngU8w8hFpXC5xbtNjIqz4D/gCJM+NeKhlYXpLGKJgwAzIugzqS/yrWhzDUtHoCrf+XUgbLSaQt5WKA9i8cby8aD8JJi3XD0rmvgs6YXN6mL+tkA9/z+aFa3vSKTpEvCZje0HJDv/zRHdtuGa359c2F/s2Yc3hSrz1Mrp8dxlP9ryJzWNupyq2F5EP7RIdb9tw3Ru1Sp6d0B2NQsYPO4rw+sQKQFd0j+T/+jmJnTmMfw64C1V9EmReCrvmBj/Z+nchZXjrkvatlbA7wLkUGkqv/pp//lRGvWMUt/XREyYX+OcVndHpDagUMiINapTSfOSs8s3GfOZtLWR8jzhenNgLhVzG9vwaHpm9DYVcxugOaupSYfUxe1N+0Pa5WwoYmNr6mEJ7otriQhMawYtbK5i3tQD30bjiBZnR3Dg0ipI6GwlhUjL5KaW+FLMniX//so9O0QZuHJJCbKiGWpuLOZsL2JxbzZe3DyY9XAutjDdLnKfIFeIYY+JHogM/iE65SumaPVskhGn55s4hPPD1VvYW1wNgUCt49JJMhnWKOMu9C05JrY1nf9jDL7tL8PlALhOY2C+BRy7OCih0jTdpcbpNPPD1toDn8/pgU04VKRGBBSU2p4f/LTmIIAhMGZDETUNScHu8LNpTyh0zNzGpXyIjM/3Hvdf1T+SVRQcI16t4ZFwmKw6UU252YNQo+L/LutIvJQwAlUJOj4RQ3r2xP1anBwGIMKhQtTVx8DShVyu4d0wnVhyo4MIu0fy0o9hvn0n9k/jvb81FuyBW4Hzs2+384+qepEumixJtRBLunie4Pf6ZD03xeNq3e0mmwU78wruQlW5v3Ohxotn0LkMGKalMfjj4we0Ai8ONzwcrDpSzIoCg5Hg7eYmOh8cDdpcXh9vL3C2FzN3SPPhp1HrwSr+DcwqlQsZTl3Xh0W93cOF7pQ3bo0PUvD61D2pF693lJM5v7C4POZUWLuwa3fqDDi0WM24jOp3ci0ZkQO5qqC+GkMbUlziTBqvTQ2mdg9hQKWNQ4uzi8fqwuzzUWF18sCrbr93q9PiV/j0RLZUWdLhbHk8fj0ohY/62QhZsL2p2/kV7SnG4vfxvap+2dS4kHm78Dj6/Buavatwe1wcufv7kFjslJM4ATrc45tmWX8O2/Bq/dlcbLlSZ0wI+L8pDvxB36Be/diGQACEAXq+HoozrmfLRQRxuL282PYcA826eQpez4rfbSLhe3SrzYAmJM43Z3jwpfGt+DVubXNu/pI8EwOP1grd116RSLuNwhYX3VzZ/nm/OreYv83bxzV1D/linJToIAg6Xlzq3G4vDjYA4tiqpdeD2+rA4pTl2a3EfLXlZUmfnv4sP+rd7fSjkAhaHm6wYA7cPjuaWL/fSJ8nEc5d3Ro+VG/pGMmtrRcMxCpnAS5cnkUwRtvr9XNE1kW+2N7raKuUCL0/qSULIiRfkZAJMjq8gfN79zRsqDhD33bVMumExZrsLlUKOqo0lTX0+X0CHoGPYXR688iYO9y5L8x08TlHMe8m/RActb5OY+oAZoghRQuJcxpgA130Gc28Tf8/H6DlZdHb9I0naHhco1MAJ7sdej/g6Llvza6i11BbAp1fguXETPh8UVNt46df9fruZjzn266Pguk/FuXRNE+F+aBJM+QIMYrzNGqDsb1M8PsDjQrvtY/oLMmqSngZTUovHBCM2VMM/r+3BwxdnUm+xEmLJIzJ7Hvq574HHiXbfPOg1GeRKf+fiprhs4GshVmGtEsto6yPFh6bnOHOfkDhsl77CEU8U1/fTUO+C1YUWvtqYT401m8t7xvHviT0l0e5Zxu12Y3V6cHl8LNhe1CzOBGDUKPCcYA24veLzgcMd/J5isbvxeDytTtpvTyjlAqsOVrBgWxGXdI8lOVxHudnBL7tKqLO7eO7q7me7ix0PQYbr6Bz2UJmZ5xbu8dvF5vQgPuc63m9O4jSgDhGTpQS5JNo9B+gcE8IXtw2myuLE6fFi0qmIDjk7yUkWhxur041KIUOvUgQ0bKgw23l8zg5WHmycd3u8PmZvKsDjhWev6oYhQNUwH74W17msxyXYWp1unG4verWi4blrdXp4Z8XhgMcqZc37es+YDAakhPHxLQMI06lQK2UMSgtn+rAUwo5+xse/P5NOhekcdY3Pig3hkXGZVFqcAccgIztHcs8XmwMeW211YdQqiDsH3IMl2heScPc8IdqgQq2QBby5GDUKInTt+6cQI1Q3F+02Qb/1QxQDb6M1zkvnKn2Tw4K2dY83olJIrocdHa1SztiuMaxqMjhrygVZUeiUUgDtXKLSreHuLzfz8LhM9CoFeVVW4kI1CILA43N38tGNvTCd7U5KtAsOlZnx+iAlvJWzGI8DjqyAxEEgO8n7QlgqIEDp7mbC3fijJeGzK8yScFfirKNRyBidFcV3WwI7+YztFoNc3voxrkomjquOz5Q9xsDU4OOxQFTUO5m/rShg24oD5VSanZh0bXDdlckgtjfctQoqDooORjHdxMVGQxuE/RISZ5jIEBUquQynx38uatIpMQQozRUMX+rw4HLaxAF4ZapWLZ0IagNz9uUFnB/7fPC/tdW8PCkR6UknIeHPMZeMQHSPNyITxGs7UmEFj/8CQiBK6+y8texQwLa8Kiu5FVbiQqVFrvMdo9LLHSNSuLJPEr/sLubdFYfRqxXcNiKV/zN2wWG3nu0utg+sVejVCkw6JTUBqrMp5QJRBlG4Or5HHKlaK3E/3Mz9Q15CIRPYdKiIa/c/xuOJo5lx6+VsK3GiU8roEe4jasvLaO0Z6HPX8lTSBdxx63i2lTjRq+R0j9URXbcZzYK5MOIBiOgctLxrmFCPcv2/A/ffUUd40XJe2O7G4fZy6/BUksN1qJWtE0+olXIm9k/wK3d5jPE94gjTNbl3pY7w32n7V+CohxvnHhXF2SFhgDgml0rWSpzrqHTQ+WK4f5PoQGuvg4T+4u9Xd5LrJx6nWA1mwwdQsAHGPisKVRz1/vsqtaIY1eeDXlNAcxLlxou3g7kUpVxGl9gQ9pUEeB2gT1Nn7ogMmPELVOdA5SEIz4DwNDA2xrz6t7AG0ynaQGh941hFu2MmiuH3AW2LEzTFoFaKYgtFLcyeCuYm96XqIxDbEzZ+CJ3Gin0ORO+p4md9PDUFULoTNrwPthrIuBD6XA/DHoA1r4vC6XHPgz4SZc4KYrtl8dWuatbk1BNrVPPGlN6sPVLNOysO8+glWYRoWjemkzg9KBQKLu8Zx8IArm8AF3WNxqDqmGtDqqNuwj/uDPzex3aLQXay8e9zHJ8PKurtfHBzf37YUczvhypIDNPy3ym9+W1PmVgoT+LU4qhHr04i0qCiwuxfYl4uE0SXY7l0T5RoBbUFsP8n2PENyNUw+G5IGgwhJ1ndQOKUEGFQE2FQn3jH00SVxcGeojo++P0IVWYnQ9LDuaJXPFEhKmKNWmQygXq7iyMVFqxOTzPRblO+31bIny7sFFC4a9QoyYoJYX9p4DHy4DTRYbjG6uRQmZn3V2ZTXGtnaEYEtw1L5oKsKH7cWRLw2Ct6x9EvKZTXp/bF4/PSJ9FEpEFNiLZ5P8L1Z+8z/qOYdCpmjEjF5vSy4kA5649UNWv3eH0tGgblV1kpjbZLcUyJNtExR7MSfkSqvTw+NjVg29/GZxClbd8jfFn1keM2NFn8ddlQeI5zR2hnhKjlXNI91m+7Qibw4EWd0bTRXUKi/SFz2+iVGBqwRGjE/7N33uFRVekf/0zvk0nvCSH03nsvdpRmAxULdnRtu7q7P+uube29YkUFVBQEVBCQ3ntLIUB6r9P7748LhJBJmCAQEu7nefJAzrlz5ySZe+855/2+31enZGLveFS+lv05b23U2N2U1Dh54se9/HPBXhbsyOOZX/bz8Lxd5FTYKK6xN/cQRVoI6ccCEPHBph8e3QAuqxB4OVMUGjDGQlHd8qdRBhVSCRwuFe83Is2PxOfmxgFJGDX1RX+dYw20j9I37kxzCjKJn6cndEEurS8LvKJ7DIYmBkFqHO5GF/DlVmeTzgcI4l1TIrQbA31urg2wiohcwKjlUu4c0TZg30Nj26NTNsGlxGmFDpfWb5cpYNgjeH3BuQzZXF525ltOfC+RCO5+xzlQZMFSX8skIiICGFTyRvcnssqsPDsuhuhf74Lf/imUxD4Nxx30G+JgUeCkGpGLC53fwaQ+Sdw8ezNvLM9kd141G7LKuf/bncxed4SkCGNzD/HCx1EDWz5Bb83j4XEdAh5y5/C2uLw+eiSY0ChkuGpKoWA7I1P0LNyVT5jSi6TkAKYNL9Ju3kim7rqDKzZNJ2nuaDQZP0PJQTAlYtr4Eu3mjWLq7ju5fPvdJHlzUS+dBWmL4NNxsHsuuCwBx6DwuaD0YIM/hjJvIyVmB99uyeHyt9ayLbsSf2OWQqfQLzmMjjH199dCtQpuH9ambplOQ6zgRHoqGb+BQgvdJkOvaRDZQRTtirQcFGoITYbOE6D3dIjqdOaiXYCC3fDhUNj2KRTshPVvwcjHAx877GHY9a2QMN7x8jNz+M3fAYBGIeWhcR2QNbCG1ytP2SswxkHyEOhzC7QZWke0CxBpUHFD//oOujKphOfHRRKx7TWQHrs/eF3I3YHvYU3GEANXvl63zeuG3C2gCYP24wOv+8PaCoLcU6kugD9fgO9ugKyVULAD1r4Ksy+BXtOFPYURfxeE2yueI73trVz+2SE+Wp/H3vxqlh8s4ebPt6GSS7iuXwLVdnFh1Nx4PG56xarpEV9fpG1QyXlwVApOV+v8O0n8Hm4ZkowhQMJv9/gQweiiCXOAloTP72dq30RmfrWNH7bncbCwhl/3FXHnV9vpFGPA4W6dLsvNSvkhdEopj4wPPE++bWgb1ArRSEskCI5VB2Dp3yFvm1Ddcv7N8PO9YC4+/etFWiVVNhfvrTrETbO3sDq9lL351Xyy9gg3f7aZQyVWjpRZcLi9/LqviKkfbKSouuHYltfnp8YR+Nkfrlfx/KRuAefIU/rEE2VUYXG4mbslh6kfbmTZgWL25lfz8ZrD+D0u/ja2fUCjjZ4JIXSM0hFu0HB1rzgm9U4gJVJfT7TbkvH5/ORV2liZVsoXG46iVkj5bEY/UiJqy+K5vb6AMcnjROhVTP1gIzkVYnK5SPC0bJtVkaBRuyuY0sZN6oy+vLHiENkVNtpF6nl0fDu6ejNROPygD2/uYZ4xPmM8Mn00ZUOfoSy0B2aXn3AVhOcsJWTLm3hlmhZdtCJM4eKqHrH0STIxf1se5VYnfZJCuXlQMjK/h0ipGbhA/eRFzgoyhZpIlZn/u7Iz67PKWLKnELfXx5hO0UzoGYtJ4UWnEUtkX0joVAq0ShmPDo9iXJIUpasSjyKCTSUynv+zhDC96OEmEhzpxWaiDCo0wQqbMn8XnEN0f/G5HpoibOKfhFwmJdqoFoW7IhcEYRopNVYb797Yh4W78vkzvRS1QsaEnrEMaBNGpMqDTBG8gEMh8bJsfxGf3NKPrzdlsyOnknCdimv7JWDSKvAFWe77OLrTuIiGnOmGhrkEbKWC8EIfCdpI0JyBS5GIyHnCJLGRGqHlf1N78PXGbHIrbbSP0jNjcBu8Xh8mfw1Br2Uc1UIJ36TBsHMO2CsgcZBQmnrb50gveT6o02jlUtqE63C63DwxzEScvAaJz0uFNJT3tpopsYFa3sQVpKMGLMVgLhKExLpICEkCeevZvBQRAVAppExoYH/C6/MRr7SRWP4d8px1wgsG3SOUZ24EmVSCVimrV67vOEnBVp4QadWYZXo+XJ1Fibl+8tOv+4q4dXASiY1/1EQsxfDnC4R2z8aU/A/evbE3X248SmaJhcRQLTcNSkYmBavTzcvXdOJolYtorxVCk9FYsnm4dxRVbg2YkqCoSih3f4qZgi+yE0d7PERFz/8QZVAQ4SlG464CdQiSgffAmleEA5f9S0jGCQuwlyVTCO9Rmh7wxzCbOlF6WHBB8/j8PDp/Nz/fP4SYIB1tYkLUfHHbAH7Ylsd3WwQH/iu6xzBzeFsSQ0+532jD4NLn8aWMRLrhLbCW4k8ajH/cs0gVGkFA6HULwjt9lFgCV6R1U3EUbGVCsrghRliL+jxw8Be47itw2UCuFObsNYUw5VP8Wz5BUpYhuNsOuBuqciCyI1z2EmZVNOVlVkotTnRKORF6JVHBlJWN7AhAhMSCWuoV1vAbs9mZW0mEXsV1/RKJDVETpnBid3nQnCzg9fnAXAjWEvA4BXG+LhKUWkxaJY9d2pGBbcN5f9UhSi1O+iQYeHRYBG39eTD+OeE1Sh2kLUaiPEt78VIptB0FdyyHFc9B8T6hsk5cH+h3hyC8nfIZ7PtBcO6TyqHXTdB3BoQk1D+fuQB2fVO/3VYOq56HGb9CRSas/h8Vo1/mnysqsJ8iALy9fyRXJrpIaGtBJjkKNVH1hM4i5w+5XEF09R4+Hivj55wY5uyuxubyckl7I/f01ZOYPhtP35nNPcxzglYBCqmE96b34ccdeazNLEOrlHF1zzj6JIeiU8mQtFLHXYVMwuvLM3h8VDTjk2TH4ktGtpTIeHXtYb66fUBzD7H1YUpCK3VjUEp5f3ofvtp4lLQiM/EmDdMHJqNRSAjxVgMBnM5FRI7j9cD2L+utkwDIWiE850XX3YuSkhons9cdrddeY/cwe90RxnSKYmxnGU/+vA+X14de3Xh8SS2X4fJ6Ucrq72F3iw/hl1nDeH15OtuyhTnyvSNTGdEhEpNWydEyKy//Xne9fWnXGELVEsIOLuCne67hgzXZ/JlRilYp4/p+CUzsaiLesg8iBv+l38OFzMGiGm78eBM1Ds+JtjCdkk9u6cszi/ZTVO2k2ubmwTHt+e+S+snGfZNDya6wkV9l5/1Vh3jm6q6og6wOJHJxIwp3LxZcLnR6AyM2PUrPLgNxGpJQV+/FsOMjfOP+A66W7V5So4rDPGkRdy0qJqM4+0T7FV1G8uSNVwEmYptveH+ZqCML6WPqw75cJdf1S8CglpNbYae6soxRlsVIw68BozjJa9V4rMRtfRFr+zvweL3cPTIVmUTC4TILWkcZCfs+gBEPgSawm5nI+UevlLD01lQS1j6OfP2KE+3xsb0ZdNMHKBrJxhIROZn0IjMJoUEG/2ryoWhvYEegphKaImQCW0uFIMYxEkI1pBe37HmDSOtAbishafs7VKbejUmr5OHxHXB7feSUW0iSlRG/42u8Y58GWXDXj90Nn647yryteUzqE8+4zlHU2D0s2lXAgcIanrsylfZxwbsQheuUDG8XztpD5fX6usYZiTiTkkxlh2DetLoihq5T4LIXhMCpiMgFSEhNOsOULuYWRnNJ12jCdUqKa5wUllcwyZiB1pYMYcF9fiWhyfD1RMFdqs8MUOmheD/8cBv0uwOZLLj5ldPr464h8egKcoj49WawVwIQq9DwwvBnKE+Z0CTnPsyFsGc+rHqh1ulbEwqTPoLkocI4RURaCUdLzfSK07I3v6rO/kSVxcoQbT7RC28XxIHH2TUXEvo3ek6FTMKUPgl8vSm7Xl+YTkmkoeWW2BM5e1Q4pSxtoEwywE+7ChmYGtlgvwiQsxEA9b5vGZo0hoVlHRiSGs6k3vGUWVwUVduY0klDTMUaZOok4iKikayei2f440h2fYum6wQ069/GO/xRZN/PqH9+qZyC5EmMe2MdPr9wbc8aEs3Nhj2EbXwR/9XvIJn8CSy4UxD9Fu0VxHynoo+CUf+E72+t3ydTUJZ8JVtX5pxoKqpxUGlzBy3cBYgN0XDfqFSu75+Izw+hOgWqBpJ20i0aXt7Tkcu7f0SoRkqNR8ElZbnof5kJtmNlM+UqGPs09JwG2tCgxyEi0iLw+aBwJ8yfAdW5QptUBn1uhSEPgMcOc6cLIl445iD7Gmz7AtuY59lRocQjkROikNO52zA0pmhKbV5eW3KQedtyT5hlJoVp+XRGPzpEn0YQlTQIlHpkzgp6FSxhlfZyOsXoGd8lCrPDQ0WNlauiK4k8uht3z5uotLoI1SnB6xJc7+bfXFsRQKaEUf8SRLDaMCL0Kib1jmd4+wg8Tju6rCUYJGZY/JCw53b8Z+9729kV6qsMkDgArp8DbpswruOJTyHxYCkRxjn8UZAeSxJsaO1zcFHD75O+BC57CbI3AFAd0Yc9eaV1Dnn3mkRGl32Dbt4nwr0awBgPN34H0d0FobHIecXr9SLdNYeYvfO5K3k4k0dMwydTY8r9GfW87wUxeZeJoGt9Sd02l5fvtuQyrF04kXoVj4zvgMvjI7fChkIq4cftuTxxRdfmHuY5weby8sYVUXTZ9hSK9ctPtCfG9qT31A8os7qacXStlLBUlK4qhrg380tVVwakhHF1zzgqrC6KK6qZllRJyK4VcOmzzT1SkQsZWxns/rbh/m2fQ5vhQrKTyEXFnxmlDfatySzlhgGJ1Dg8OD2CgUx2uZWucUb2F9SPxw5vH8HivQW0izIwtlNUPRMZtUJGlzgjb17fG4vTjVwqJeKkvbVduVV1DOvvGdkWtUKG3FGObMVTtOdpnhnzIpWDBiP1uYk98CnyDz/C32satGlYuOv3+ymucWBzeVHKpUToVS1GuFpc4+DOL7fVEe0CVFhdPPHjXj68qS9bj1bwZ0YpvRJCePyyjny05jBVNjcKmYQruscyoWccD363E4Cfd+Xzt3HtiW3CPoXIxYuoGrpIcKpDUP44A2lNHqHhqeBVgLccstfB0kdxXvk2Ldn7schn5L4Fh8gur2s5vvRAOUadhrtGtPDJj8dO/PdX8mDPWymPnIjLJ2W0oozonW8hzd2Ir+fVzT1CkXOMHwnSqqN0/GUif+v7AFWmQfj8cDkZRKx6FQC3/+FmHqXIyWj9diK3PIukeCcMuhdMyWApRrpnHonL7sJ57TeAqbmHKdICSC8yMyAlSLFg5jIhcBDT7a+/cWiy8G/xfsH54xhJYVpWpZfi9/uRnElJQxGRs4QfCZqspQzKX09qv0epMaQik0CoYy0hC9/DnzSkiecTMDs9fLWxvnCoqZX3vC4bs8a0x+rysiOn6kR751gDT13VBZ/LDjRBiFRTAHMmgUQmlLXUhkNZJuz9HtZGCO4/ipY8oxdptfh9RP10LXd3nkpJ51twokKjtRK192MUa5bgn7ni9Oc4Tsl+mPwR/PIQLH9SaJNIoOtkoUS1t74LY8AhARGeQnS/3FwbjAZw2zGtfBzN9M6UG5rgXlOwC5Y/VbfNXglzp8HdayG6S/DnEhG5wOkf4cbw3Vjun76EquJsXPoERquyid72OtK8TQFecXrHeqfHR782oZSYnfy+v+hEe2yImhcmdedomZUeCaaz90OItFh8jczHWmeR5LPM8Qmt30/Ekju4pf0VlPS4G7tEh1rnItKgRvXZYDxjnkUSkYpi8f34Rj/FqlIdHbu3I8mXB3lbkFVchnfkP5GtfaVWqKcOoeyyD/jPOsuJv5Pb6+eNtUWkXjuOq9ptQ/L9rXjuWotj9H/Rb3yldjyOGkGoJleDxiS0tRkBw/8O61+vfVarTZRe/jH/WVtTb27epISbY8hk0tO6exZU2Zn2ySbKrS5WpoFUAqtuS0A/73rBDXPIFYJ4LmeTMDeJ7AjtxjV5LCIiFyplZichzgIUX08GR1Vth88rOMEe+gN2fAndJkNsL3Db4cBCWHAXTP0Mc1k+f/tNR8UxgVnf5FA+nRHJnE05zN2aW+e9cipsTPtkE4tmDSPO1EiA2xiP9+aFSADTuue4JvEPivv8DasiHKXBR3jNT+h++AL/mKcB2HK0gku7xkBVnpAE6DlpzeB1wYpnIKI9dL7qRHOEXgV6FfgHwCdjwHmSYMLnha2fQmRnQfBrKQGfG1RGwaX7dFjLhHunOqS++Fdjqr0Pnow+6vTnPTG+RuZeJ54Dx4+pu683oI2JYc416LZ/WPd1NflCye971wuO6CLnn2N/M2n2WqKy19btU7Tu6hS/Hyhid14VNw9qQ7heiUwioczi5KF5uxjTsfWWWwiTuwjf8zKKw8vrdhTupu0fd2KYOA9ouZV0L0gUGiRuD+G/3cdNbcdS3ONe7FI9ar2biLQ5qH+ch3fA3c09SpGWQKNrk6ZV9RNpPfiCWbOedMh7q7J48/pevLD0IGlF5hPtfZJCuW1oCg98uwOry8viB4bRLT5w8o5eLQ/o3Os/6Y3iQtS0jzLw6Pe7eaB3J+Hz66zGuPRe6tWzbORnqLK5WJlWwsu/pVFc40QllzKlTzwPjG0Z4tUyi5OCakfAvswSC4fLLDyxYC8Av+0r4t5RbXl3Wm9q7B6kEgkr0oq5/5sdJ4TXfj/iRpVI0IjC3YsEmbMaaeIAiL8Htn0GFUeEjcQr30B2aDleVw20YE9am9NbT7R7nB935HPn8JbtQupPGYVk2f+h2/Y+um3v1+1LGoRLbmjRwmuR0+ORa1H0uAHpoT8IXf1/nOrd4Rv+GHZ1FGIh3gsHracSiUoHE94W7rv7fxaEkOOegeIDKJ0VgLjRKdI41XY3RTUOEoMpD+zzCAGT2N5CadG/ikovBAZOEe4mh+mosOZTYnYSHUwJQxGRc4RNGY6hy0QkWz4i8re7OdVfzd/zRnxNeDJqFRL6J5vYml0VsH9wuyYEyoAqh5+ZX27j/tHtuH90OyqsLkxaJbkVNu79Zgdz7+hTb8yNnzAH+t0uuHju+FIoPRrXC6Z8Cju/FtwNjwvuRUQuIPzGeCQyFar980jcP69upz4anzqUoPPuIzvDwvtg3NOgNIDLLLhNZa2CPd/jTxpKMCklBpkX7+6v6op2T0K57n9ET/4ECGJTsaYA1r4auM/nEcrUjv+P6Ewl0mpQVB+FQfcg9btJWv8ERHQUxCoBRbtAj+tPf06ZlB3ZFTwwOpXbh7Yhv8qOSaMgRKvkaJmFTjH1QgUiFyGhSh+Xd4thwc78gP3X9Gy5+5rnjaS6zjiKzKXEZy4VvknoB+3Gg8+Lq80o5JWZSI+uxaMycOcPh3nu0nhuiTom0l3xHI4p32K9dT0RlkykEgkl2nbMWlrKluzKem/7xp+5DLrmbiI6T8C19yc+9U1h3MRxtI02oc3bCitfgNKDQtWX0f+EmB6gC4dhD0Hv6VCVg0emYk+Njv+uqWRHblWd80cZVIKb5jkgo9hM+UmOdkNSwwnPXgJTZgtr5Z1fC2777cbD9B9g+xeCoDcY8Z6IyAVMcY2DPw4U8+u+It7scZSIk0W7x+l9E6T/BjfOhd1zYeO7ghi1xw1CCejSDFxxl1FhzTzxku3ZlVRY3Hy2LkD5aKDM4iKz2Ny4cFcqwxfTC5+5EGVCP6S5G4jN3VDvMH/KCNweD68vy6BfcijhBxbWFe2ezJ8vCE6+ulNEgAU764p2j2OMh/BU+PNF2PsDSKTQdZIgYNZHBxbamouFEtkb3xWS/FLHwtC/Cfe+ICuHBEWXq2HjO4H7OlwuJPx2vhrWvkZI+S66xnU64eR2Xz89pj/fCvxaZw3kbhGFu82ARCLF3+N6JPt+CNjv7zJR2CM7z+M6H4QpvUzoGsk32wp5cuG+ev1Te7fe6lNhVKNIb8BBu3g/Jl8FkHhex9TqsZVjloQi6zABZdpPxB/6vd4h3s6Tgt/DErk40YYL+yDrXg/c3+dW0W23mWhuM6JRHSJ56de0gH1DUsMpqXHSLS4EhUyC2+unwurioXm7+N+UHqgVUgqrHYTplGQWW3jwu51YXcK+9oers3jl2h5oFMHPJ3slmJBIBHHplL61FbAcchPazhOQ7Pom4Ov83a8PuPfu8/lZfqCYv/+w50Sb0+Pj2y25ZBRb+PDmvmdWgfI8YncFjhMcx+Wpq8L9ZnMOXWNDmHXMYfdUJvSMw6QTlTsiwSFGji4WfB5h0+HHmUIZHHMhHP5TKAsU0x1JAwHLlkJhtb3BPrfXj9vjabC/JVDk0eMbcKfwTVQXaH8ZqEJAocV7yYsU+8QgVmvH5vRjieqDP6Gf0JA0BNqOFv5vSsbd/UYqHGLazoWExO+DxEEw7ybhviuVCWUgF9wFCjV+b8u+L4mcHw6VCFmUCaFBCIdyNoG9ChIbL0XcJEzJQjDyJJLDBRHxgcIAgQsRkfNItQvc/e4EY5zgQps6FuKFz78/eRg1IR1xe91Bn8/lg6ev6ogmQOmeOwbF4WvCuQCsDjdmp4eXfktj1nc7+Gh1Fg/N3clziw9QYXVR2dSSdl4PVOfBL3+D/B3CfD79V5h7oxAg9InPFZELkzy3Ad+lLwjfmJKh45VCMFsixXfl6+T5m+CQYy0RhEU/3weLH4a1b8B3N8KOr2Dw/UiCvU6dNcjKAm+UAkgqspC5rcGdy+MUEmMboixDcBEUEWklyGRSyNlIWVkZRSNfgcLd0OsWwWEyJKHOsf5OV0FYcInUV3SPY9IHG7jtiy3M35bLM4v2M+WDDWw6XIH3DJw0RVofRp+Z+0anEh5AoDmmUyQJRtGf4rToo2HYKdWaFDroeAWMfRa2f4m15+0cMGsh7Zig1yGs+w5WIOxpqARZkCJzKR5dHNJf/w57v+fljVa2ZAdeI2aX23DbamDta2iT+1FSY+HqLw+ztdAjuOgfXinMbXM2wJcTYO98cDuEZNKwFGg7Em9cf7KcJnbkmtEqZcSFqFHJpUgl8MrUHsSco6TSw6V15wMJIQr0yX1g3Ruw+mUoPyTM0bd/Luy7971NEPKKiLRgSs0OHpq7k3//vA+H24uyPD3wgYZYGHQPzLsZ9swTEtpKDsIfT8PuefgjOrA8u37cyeHxYnY2vH7NKj39PFyhkFPoC8V36cuCa60qRIiZRAmVLnwD76XQrUOpUHC03IrL44PCXQ2fsOJw4OodxQfqt0kkMOFNWDQL1r4GVdlQeUQQ6PxwO5QcAOsppZAtpbDkUfj5XmGfraZAEP5/NALKM0778zYJYzx0m1K/XW2CsU8KgqKQROhxA2Hb3+TFcRGo5EKoOEwtERyEG+KUPUKR84PX56VKl4r/eDwovD3E9gSpHAwxeAbeR6WrdYb7nW4vM4e3JdKgQi6FbnFGUo7tTY9qH0p8iBJfYy7TLRmn+SR37Pr4GrtWRc4Ml5liu5Sifo8KxglqEyT0F+bQgKPjRErl0c07RpELH5kC+t0m7I9IJMJ86XhiUJthENujecd3EZJfaeOH7XnM+nYHL/+WxqESM7ZG5qLnipgQNdMH1k+A0qvk3DW8LUNSw4nQK3nqqtrKbRVWF7vyqnjp1zSeWbSfmV9t46Xf0rCcNP7DpdbTik5PJcKg4m9j2gvjMqrJLhfm31VuGZ4hDwlJaDIltL8E4vsC4G83jkpN4ISRYrOD//0WeM2wLbuSgqqGtVwXCpEGFTJpYGG3Si5FIavbV2P3UFDtYFzn+gl7YTolD4xp1yQxtcjFjfhJuUiQKTWw5pXAnSufRzbzj/M7oLNMfCOCJpVcikLesj/qhywq6P0Izv5PkV1up9TipNNIAxEaKd9szuHGAS1beC1yenRKCR9tdjNj8jyqPCrSimpwenx0uyQEk8LLm2tyuX9069ycaan45SokG96h9PJPKNR1JrvKTaxRQYInh5h1/4eka4ANVBGRU8gotiCVQFwwZUTSl0JoGzCcRaeB0DaQt1Vw1VAJSSKRBhVapYwDBTWM7tg0B1IRkbOJRgZPr7bx8K0bqHLJ2JdfjUYpo2O0HpPcxfe7y5k5oglZvH4/P2zL55f7BvLN5qOsP1JDhF7JnUMSMKhkFJtddGrC+PRqBeF6JY+M60CoTklhtZ1ooxqr08sbyzMIa2qGsSYUts2u3+7zwqrnYfqPTTufiMh5wuFXssc4hrD7c8mvcZFXaSNlkI5og4K92UV0bqzu+al43ZA8HPrfJQTXbWUQ3VUQEf3xHP4rXgnKcReVEaK6CcmsgYjsCPIgS3gpNBDRAXI2Bu6P7t7qS5eKXFzIlVp8Hi8x4SHYSrMpmLKQUpeCjE5vEtVfSbJRQuLe9/DG9EKaPAh5EKWd/X547fcMvr2tFxqlgqziGsINaqIMat5cdTi461qk1WOTavltTx7z7h7Ewl0FLNtfjE4l59YhyaRG6SmqqCYp6tT6RCJ10ITA4AfwJo9AsuMLqkY8S4U0nIxiC64qH12nb8busFNt9QgJyADqEP51RSS9E4z8UjyRqMsnkiQtJYpqIqgESxFUHqFXewkNzUZTI/UoqjOgcBc+exVWbyQ+P/xrUSYLxv2D6MW31H3BsiehwxUUSyMoqLKTW2EjMUzL0Hbh7H2sJ+6yo/ircpGEt0UemoAiJPycOSd1iNbX+d7qluJz1CAtCOCqYyuH/T8JlZZERFowmcUWNh6uAKCgyo49vGv9MrkAcjVs/gBclvp9h1fhH/oQi/ZV1OtSy2WYtAqqbIGT7jrEBOcbKsPL2/vU3HBvBmU2L2lFZiL1KtqEa1H7LBypAqPTRbsoPSqFFOL7wIGfA58soiNIAsSQ4nrVb0sZBUfWCKL9UynLEJKadJHC13GqcyDtl/rHu23CPW/qZ4JbcbC4rII4uOSgsEaK6Qa6KCHhISQexj0LnSfA5o/AUQWpY6Dv7bUJVbpwuOQ/kLeNzodm89vtd/PZTgtWr1QQ/tYEdrcnrnfwYxQ5ayjkchZl+bjy8o8x+1VkFluwurx0jTNiUvp5+88cHhrTOhPdrH4Vzy5OZ/m9PdC4KvEW7kOi1EFUF2okIfxvRQ6vXhfe3MM8J/hVRsEMpgHjLcnZjAGICCgNGHxS/u93K/+5fTdlVg+HSy3EmzTEGRUUlZVj8OuJb+5xilz4mJLgtt+ECnmFu4U5U0x30Eee3fidyGk5Umbhuo82UWquTdD6cHUWb17fi0u6xgQ0cWkMm9NDqcVJWpEZCdAxxnAsZnp6LZJJq+SR8R0Y2ymaj9dmUWF1MaBNGFP7JhBhUBEbokEmlXBNr3i6xIXw/qpD5FTYiDGqaB9tYF9B4ETZzrEGdEG8/8kY1ApmDGnDwLZhHCmz0i5KT4nZiUIKz6xx8ODtW6lySthXUINBJaddlA6TzMnSg9XcHOAmaHV6KbU0UNkCOFBQQ48EU5PGeDI2l4cyi4u0whr8fugUayBCr0KnOnsasAi9iluHtGF2gMogd45oy8JdBfXa//dbGu9O683kPgnMXncEi8PDZd1imNo3IbhKuiIix2jZakaR4LFVgLuBTAZH1Qn3hJaKXCqlQ7SejOL6m0RT+yYEeEXLomu0iqxquPOrTVTbaze0hrUL58VJ3YmUVgKmZhufyLnH7vFzfd84fsus5OlFW3B7hY0YiQTuHJbCvSNSkEpaaWZxC8XntFNw2WfMXFpDWlHOifaEUA1fTf6GZGsFsibVSBe5GMksthBtVKOUn0aYX5MvbAB0v/bsDiC0jfBvSRokDgBAIpGQGqlnR079EqgiIucTA1buG9WWd9dk8/XmbI6b8ankUl6c1J1rukfhcbuQyYJz31IolCSEabnqvU08Mi6VZy6PxOLy8vrKbErNTr6/s2+TxmdSS/nopr48sWAvh0pq56iJYRreuqEXoeomJtyUHoCGHAfLs0RnL5ELliiNh2JpKNM+20ZeZe2atGO0gQ9v6k24zEKwaxlPTC8UJXvh62vAUV3b0W4c/jH/pkoeQXCFqf3Q5ybY+jF4A7hfj/iHsKkeDIYYGPk4fD2xfp9cDT2vB6mYYCfSevBayvAPugf11xMonfYnjyzIZGt27bwwXKfkkxkPER+iQivzBVWy1+P18dKkTjz9y0HWZtWey6RV8PnNvSi3is84Eaj2qQg36nh35SEqrC4u6xaDw+3lvVWHuGN4W2psbgY0JcvqYkUXjj+yAyXj3+XPzEqeXrQel1fYT5JI4Lahbbh9SBtQ6PC2v5QqqYnf9x/mhaUHT5wiXKfkqxnDSfTaUXS8EknaYkaN9KNXyes4/xzn78NCidj0PgDSAz+hkj0GQH6VnSp1IvV8y1R6sp0abv16E0fKap0320bo+HxSNMmLbhFEsiC4a06bd85Kt6dG6YkNUVNYLdyH1HIf0gMLG35B+lIY9c9zMhYRkfPFzztrRZsF1Q4KtR2J1kXWd5H1ueHQioZPlPEbBvWkOk0j2kcQYVBy38hUXghQKjguRE1qpO70g3SYiZZZmDKgDY/9uI/1WeUnukxaBZ/c0pfOESBXKvnHpR0J0yqFfS2lThC9nsrAewK/T3xf0IYJ8bXjtBkKe79veGwZvwn7adFda9uOu5gHImuFsLYJVrjrqIF9P8DSv9dW3pFIYfS/od/twnhNicJX0lDBSVgXCYpT1jf6KOh0BYrkoaQ4a3hytAZ7TQW+YQ8jXfpY/ffVhovC3WbC5/MxrlME6/NsPP7jdpye2jjQDf0TuWtEW4wSM9AE8XcLwSeV89bV8ajXvoBq5+e1HXI10omfcOegvuDzgaxpwquWgFcbgbvbDSj21C9X7o3vj1sTSf06FCJ/CbUJo1fK0xO6cd93O9l/kkguNkTNp7f0I8bQ+j5rIucAazls+Rg2vlO7ny9TwjXvQ6crhPmIyDmnxu7mqYX764h2QfiTPDp/NysfNZEUHvzfotruZt7WXF7+LQ3vMSMKmVTCv6/szJQ+8YRoTn9XDterGNM5iv4poVidHlRyKTqVHKW89t5i1CjomxzK2zf2xuH2olPJ6dcmjIW78jnV/0IqEUSlqiYKkAFCdUoGp0bQI95EpxgDNQ4PJqmNe0a25bUVWczfXpukplZIee3anlzSOXCyjFIuRS6V4GnAoCPK2EQTm5Mw290s2lPA0wv3nzi/VAKPjO/ATYOSMWnPztNQp5Jz76hUEsM0vLvyEGUWFzFGNQ+Pb8+gtuGMf31Nvdd4fH6iDGr6JIcyrF0Ebq+PEI0CuUyMBYg0DfETc5HgP54tPOh+PPdsxDdrO557NkKfGQD4JC17ollmdvLvKzrTL7nWWUMmlTClTzx9k0PrLGRbIjVeJbd/sY3JveNYcO8Qljw4jNkz+lFmdfHx2sM45QFz3kVaETIplFq9/HfJAR6/rBO/zBrK4geG8r8pPViwM599BRY0ckVzD1PkJGoUEfzjTxtpReY67XmVdm7/uZhS9bkJKom0LjKKzSQ04ipfe+BvoNQKWbtnE00oqI1QUrcUXvtoPduPVuIXyxaLNCMSlY6t2VUs2JnPTQOTefuGXrx2XU9Gd4ri8QV7qHBJkTRQ2iYQKombiXGVPDgiDqvbT4VTSpldQudYA99eF0estKpJ4zN75bz0a1od0S5AboWdf/+8D4u3iTmUp3P/lIrzAJELE7NXzb1zdtArwcS8uwax9MFhfDtzIFFGFU8s2IeV4DdI7S4PLLirrmgX4NAf+A8swhfsc0lybCtk8sdgjKtt14TCFa+CRNY0sW10V5jwTt1ge0ii4IRtahP8eUREWgC+sFQU306lZug/eWN1fh3RLkC51cUdX2ylwuah0BJcdSCjEr7YcJRKu5fPZvRjyYPDWHDvEK7pGceML3eSEnrmG/wirQeFTEKVzcXW7Aqu65/IJV2iuaJ7LJd3j+XJn/fSK0l02w0WH1Lyq92szypnzh0DWPLgMObMHMjwdhF8tu4oO3OrsI1+Ft/lr/HqmiK2B7jOb/5yF2a7E/el/8Pf6SriVz/C3BuSeOqqziy8fyhLHhjG+9N68+qkTvSzrxcSzQCvTI37pFtDoHhW+ZAnuW/egTqiXYDDZVbuX1pG+eB/1TaWHICf7wPbuUksjQ3R8O2dA+kaJ+y9ur3gk6lAqRcEclM+hUkfQtdJQllcuUpQQIuItGBODfw/9Gspedf8AFGdaxvlaqGKhazhdahPruHJ0VHMnpzAoLahjO0UxctTexCiUTK5bwL3jkpFedJNoGuckW/uHEhsMFWnKo9glxn4cM1hKm0uZp+YPwzmmp5x3P75Nmp8SmT4heeDRAJH1sHkT2qT1EGo3DHuGajIAn+AeYspEW5dKlTkOBlZIwIBmQokcnw+P8U1Dgqr7FQmjhNKZQdCKq9dn5yKrQKq88FcKIgTQRjr4odrRbsAfh+s/A8U7an7ekOU8DOcKto9GY2whlF+NJiQL4YjdVlg6EN1ExkjOwq/B1Pg8sgi5xa/34/ZK+OJBXv429h2LJo1lMUPDOOtG3qxOr2ULUcrkSqCrBjTwjCoFaizV9UV7QJ4HKh+nEGqyoykFYp2AbR+B/5hj+Dudn2de4QvZSS+az5AJw3sWi7yF5CAzSvl2V/2E6JRMOeOASx9cBjz7x7MgJQw7p6zHXOA3G+Rv4ClVHjOWYqbeyRnl5wNsOHtuiYcXhf8dCdUZTffuC4yKm0u1maWBezz+Pzsya8O2NcQGUVmXlh68IRoF8Dr8/PcLwfIKgmQGAa4vT6KqoX5oNlRe982qBXEhGgI1anqiHZPRqeSE65XoVbISA7XMXtGfyL0tXPQCL2S2TP6k/wXnV11ajnRRjX/XLAXicrA6owy1meV8faNvVj8wDAW3j+U+0e145H5u6hyy/B6vdjddRN2I3RKruweeK6rV8npEB1cRY1AHC6z8u+f9tURBfv88OqyDA4Unl1zygi9ilsGtWHxA8NY+4/R/DxrKNf1SyTWpGbOzAHEGGvnxyEaBW/f0OtElR6jRkG4XiWKdkXOCNFx9yLBqYlAee8mZAU7kM+fDpVHkUZ0wD/ycbz9ZuJUhLToD0ObSB03fLSJ6YOSuGdUKi6PD4VMyqq0Ej5bd4T3p7fsTOCDhTV8f89glh8o5u452ym3OOmdFMozE7qyN6+KMrsEw5k/70RaAHKJhJVpJfx8/zA+X3+E15dn4PH6Gds5iq/vGMiiXXn0iNcTohMDmhcK5V4NGw4HDhwdLbdR5lYhFkQROR0ZxWaGtoto/CCvCzKXQ1yfRgMmZ4REIgiOiuoKdztGG1iwI5/DZVZSI/WBXysico4psUtZmVbC+9P78NXGozz6fQ4quYwJPWP55JZ+/LK7gMfGtQ/6fEZ3KTXFe+nffiL/+y2dd1YeIlyn4tahyaj0RmSF6yG8TdDns7m8bMsO/Bw4VGLB7KjvRtYoMd2EgJ4vwOvi+giCQxGRC5AKu4fnJ3cnu8zKP37cQ26FjXZRev42tj1SiYRqp58GQtj10BZvF8rJBkC67VNMfWYQlMuQH9g5h+ION1F91QK0XjP4vDiVJjQqJTFbXkQ6/rlgf0TBrarH9YL7lq1cuFY1oRCWEvw5RERaCP6ifeCyUJpwCb8s2hbwmEqbm7xKG4dLLXSIOf01aXO5SY4M4bKeibz6ewa7ciuFzfLBycy9axBZpVUkR4nPuYsdj9eP1eHh/el9eX1ZBusPlaFVybi2bwK/PDCc9Zll9GsTnO/6xU6NX4dGCZd1jeHJhfvJLDGTEKrlvlGpTBuYzNsrMul10wh8Hg8LduwNeI4Kq4ujFU5i5VYkvaYjCU3GKE8kPyubN1dsxub0MrRdBI9d0oFiz9XIe6Sh3/M5JR2ns2aRMEfuGG0gtHJPvXOXR/Rnf8HRgO+7L7+GivEDqOPzc3Qt2MpAe27uEykRer66fQDlVhdurw+f9z6kfW6CrbMF0bBMCV0nwo1zoTRdcLYUEWnBTO2bwNebakUlR8ttTP3Bx+MjPmRkPIR6SpB4nELlp85XN+g+K2szlI7fDaaj2sioQffj73498mOi3Ai9igfHtGPagCQqbS40ChlhOiXh+iD2tj0u2Pwh5UNepm24jgk94njl2Pwh/Nj8Yd7dgzhYVENCWAwhymNiiLaj4Oe7YciDYIg+JoT1w44vIbp7w9duVGeYsRisZYJ7rT4GNOGw5OHAx3e5mrKYISzccISP1xym1OykV6KJf136E53T3kW3b07d47tOBs0pzy+XBYr2wbInIX8b6KNhyAPQbTJs+rDh382a14T9AXUTjV6K94HzmPDhj2egy0QhMcHvE+5xUZ3rCp5FzisymYxVB4tZNGsY32zKZvonm7G7vYzoEMnHM/rx694C8u1htGmFBo5KWwmqjW8E7vT78O39Hn/0/yFpjUkztnKUn47FedV7uIY+BE4zKHX4agpRfz0BrvtKSBgWOXu4LFhdSq7tm4BSIeP5pQdJLzITZ9Jw14i23DQoiTKLizah3lbp8nxesVdC9kZY8SyUZQjPmFH/gtQxoAvs6NlisJbDmlcC9/n9sO0LuOxFkIqfoXNNQ+6vxwlULaYhrE4PH6zOarD/o9VZvHF9L7SqWsVVUbWdrzcK1SJtTi/D20fw+GWdaBupa1Cs2xAahYyRHSL5ZdYwKmwu/H4I1yuJNqiRNsG8piFKzE4Kqx0UWv0U1jj48Ka+vL48g7WZZWiVMqYc23dZlVZMu8gUnvx5Pw+MaUfyMcdirUrO45d3IrPUwoGT3Mq1Shlf3Na/juC1KTjdXj5de6TB/ndXHqJ7fAgG9dmLjUulEmJOSSRUymT0bxPGz/cPpdLmwuvzE6ZTEm1QIROFuiJngZas1RRpCgoNsq1fIFl/0gKnNA3JD7chG/8c/m43N9/YzgLhMgd/v7QDjy/YWyd5SaeU8c3MASQo7UDLFRYlR+h58deDrMmozQranl3JjZ9s4vNb+yOXtcJFqUgdHC4PV3aP4/YvttYpMfzrviLWZZbxw72DcXlF58sLCau78b9Hha2Jgi2Ri45qu5sSs5N402kcE46uEzbuEgeem4GEJkP6r0JwQiYEUNpF6ZFKYMuRClG4K9JseH1+ru+fxN1fb8fmEpxx3F4P323JZdPhCp67pit2jwe9Isglj1TJnsirmPHxphPzyVKLk1d+z2Dz4QheumIQcY2foQ52V+Mug00W7uqjYcLbsPC+uu0qI1zzbsvf1BRptWiUMhbvKeSTkzbZMoot3P/tTp68qjMdY4J/jsiqTtqoC28nfP4rsgQHXqcZuc/Z8ItPxmOjoN31XDe/sM7cGiowqOT8cstjtPEGea7jKFQQnip8iYi0YvyVgpDH6QV3I2vQgio7RrUCh9uD+jTPYrlMRpsIHdM/3XziGVxidvLqsgx25FTy90s6nLXxi7RcJMAl3WK49sONJypr1dg9zF53lPWHynnz+l7NOr6WhFciZ9ORYv6z+OCJtpwKG08s2MvM4Slc0T0Gj0/4/TYW7CyscSLVlcPcG8mZuY+7vttRp+rQ6oxSNh0u5/t7BrMr9R76a4xsMkdSbs1Hq5Tx2pTOhC88RfgmlWFVhAFHG3xfqyfAPqgrsMPR2SJcr6oVFJaFwJxJtSI3rwt2zoEja+GWhWIQXqTFkximZfrAJL7ZnHOirajGwRsbKhkwMYSwuTcKCaVyFdzwHeRshOq8uifpexuSo2vBYweLHdkfTwnuc9e8BzohQV2jlJMYJiexqS5hXidUHkUhk5ISqWfaSfOHUrOT15ZlsCO7kr9f2hHFycKqsBRIGgpLHql7vrC2wlq7sWR4fZTwdZyOl8OubwRR7cm0HYUrYTBPLjnMr/uKTjTvyKni2m+q+PK6+xhRvE1w24voKFTsGP0voYrWyeRshm+m1Dr1mQvh939B7iZoOxb2zA08zpo88DiAJgp3q3Lqfn/gZ+HrOLMCJ2uJnB9cHg9jOkdz75wdZJXWVnVamVbChqwyfrx3iJCc2gqR4oOawgb7FZWH8Pv9rVK46/M4kbptqH66LWC/116NOOM4y/i8KGVSahwe/j1314nmvEo7Ty3czy2Dk7lxQCL43KJw96/gcQlJP0v/XttWcRgWzISRT8DQB0HZgjMRvC6oKWi4vyILvG5xzXAeMKjlpETo6lVyOU6fJlTtcbi9FFTZG+zPq7Lj9PjQHlsyFtc4uP2LrRworF0fr0ovZUNWOQtnDaVTTNOraUulEmJNGmJPFzM+A8osx/bBpRIu6xbD1A9O2ndxePh8/VHWHyrj7RsEs8QftuexKq2En+8femIuH2fS8OVt/cmpsLMvv5rYEDVd4ozEGNVn7ELr9PjIrwps4gFQVO3A4fZhODNdcJOQSCTEhKiJCTkPbyZy0dHi5d8vvvgi/fv3x2AwEBUVxcSJE0lPT69zjMPh4P777yc8PBy9Xs+UKVMoLm5llvunQe2uRrLp3YB9ktUvo3VXnOcRnV1C3MWMUx1g0f1Dub5fIkPbhfPAmFQW3T+ErunvInE2zer+QsPp9tYR7R7H74fnlxzE1wxjEjm/hGiVbMgqO0VYIGB2evhiw9Gzmk0k8tcJVUtRNCKqjwtppKSaiAhwqERY0CWEnmYRlrYYIjqcCHycdUJThIBMacaJJq1STvsoA6vTS87Ne4qIBIFaKeP7bbknRLsnc6TMSmGVA70m+EV0gS+U/yxJq5MEdpw1mWUUu5q2IDeo5cgbyXYOyknoZBQa6HI13LMe+t4GbUfD2KfhnrUQ2fn0rxcRaSakEgmfrT8asO/N5Zn4aUKALa4XpI6FafOhzwxIGQ5XvQFXvg5RnfFLg5wPK42sK1Y1OLeevdOKUym6e4qIBEIS3wsArdSNSdvwNdcx2kiXWONpRbsALr+U55ccDPgMXplWilNMUhVB0KO8sTzjRPDoZNKKzBwtbziYI1IXs8vHW39kBuz7fP1RxnSKQiWX4PH5MWoavoY7RGqhOgfi+nKwUlpHtHscp8fHG8szsMpN5PR8kAXpDh4Z34Ff/zacznEhwjN92KOCE+ag++DejYQa9DSkv5FKwCQ/JQFOpgCNKcif/i/iccCmD2pFuydTlQ3ZG87POEREziFhOiWPXNKBeXcP4orusQxvH8FrE9sz90oF8Yuur60C43HCogdg4odw6QuCS17XyXDd14Kj7fo365444zeoyf/rA1RoIXkoXr+fF5YGnj+sSi/F5T3leaGLgHFPw61LofM1wrpi0keCm25IQtPGYIyF6+cIjpftx0OHy2DKbLjsfxzxxdYR7R7H74fnVpZin/i58DvqdJXgWOzzgrNWjIm5GJY+RsAf7MAiiGgviKYDkTAAVGdQmjGmR8N9+qj6wmKR84pSLie92FxHtHsch9vHuysPoVK2TgGYT6rC18jn05U0Eqm0xUsdAuJWhjR8rQM+YxPvWyKnRyLBD7yyLD1g95xN2cil0kb/LiJBYCmGP54N3LfuNbCWnt/xnG2UOmH/siFSRoJCFP6dD6IMav47sVvAteWk3vFEGYK/lg1qRaNC3/5tQtGpap/FaYU1dUS7x3F6fLzyezpmh/tEm8frI7fCxqJd+by/6hCbssoprnEEPbazQWKoMNeTS2S89UdmwH2XjGILWaUWfD6hr9zqYsGOPLwnzbkjDWr6JocyY0gbLukaQ0Ko9oxFuyA49vZvpLJS7yQTelXrnAOJXFy0+Nns6tWruf/++9m0aRPLly/H7XZzySWXYLXWZk48/PDD/PLLL3z//fesXr2agoICJk+e3IyjbgYsRUL2TiBcViS28vM7nrNNdS5hCjfd5w/hueg/eb9vEQ/55pA6bzSKlKHn3HXhXLPpSMPC6swSCw63KN1t7VTZPSw/2HDCwZqMMqqdjTv7iZxfIqjk5r5RAfvGdwwl3Be4fLqIyHEyii1IJRAb0ohwt/yQUIozccC5G4g+WhAMFu+v09wjIYR1h8pxnxoIERE5TzjcftYdangOu/xgMVanK+jz2TwSMkvqB0GOs+Vo0xLdfH4/k3rHB+wb3yUar+8Mrh2VAWK6wRWvwg3fwNCHhFJirTRIIdI6KKhy4G3Arc/s9FBlC/46xRAL3a+FedNh+ZOw/i344XbY+TVM+hi/NDiHbbvbxS8Hqxrs/yOziqomDEtE5GLCF5oK4e2I3/8p944M7DDdNc6ITiVDqQhu89zh9nG4AQcUgK1HxbWTiBDgWt/I3G/ZgfoiKZHAlFtd1DRQ/cHr81NqdhKm8mOU2LltSErA43rEG4nTS2DrbOh0Bb8fbDjAvv5QuVBJxg8f39yfWaOFkpoyuVJwqh/zb7jhWxj/X4jsSLhBzaRegefRk3tEEHF4Qd3GfjPrOmGeS+xVgviwIfb9CG5RRC7S8gnXqRiYEs6b1/fi41v6MqWzlriF14HllARuS5HwmU9bLAhRxz8niHn/fCnwibM3/vXBSWXQaxpOj4+s0obnD1sCxVR0EdBmKEz5FG6YAz1vgJDA95vTYoyFLtfAdXNg8qeCCDeqIztyAwj7j/HU6AhUa/4L30yFVf+FpY/Cu31hzzxwHHuds0ZwHmyI0oOCW++pSOUw7CFhD6+phKU0nBA8+v9AH9v0c4qcNTweD7/vb3iesy6zDMdpqj61VGwSLZ4xTwfu1IYhbTca/5nsr7UAinwh2HrNDNjnajuOIu8ZiPRFGsfnpcbupsoWWE/h8wtmEQ1mmIkEh60cXA3swXvdjbpstwjURuHZKQmwX68yCsYcIueN3kkmfr5vKIPbhqFRyEgK0/Li5O7864rOmLTBG2wp5VJuH5aCMoAIVSWXcsvgNijltXtgSwMkcR1ndXoplmPrcY/Xx46cKsa/sZoH5+7if7+nc8Mnm5j2yWbyK8/fujLKqGJIajhOr591h+qbCR7n9/3FdRJmfttfRLWjAQ3aWUAuk3LjgCTUivq/d7lUwt0jU9Eog6y4KSJyAdPiP8W//VZ3o+yLL74gKiqK7du3M2LECKqrq5k9ezbffvstY8aMAeDzzz+nc+fObNq0iUGDBjXHsM87EvlpFuuyFu78aIyHLyeAvRLViiepkx+z4R1B3NCCMTbipCqTSoQMP5FWjUIuRa9q+JatV8nFsjgXGAqvjfvaFKCWx/P51lLsbi8KmYTJPSJ5pLsDvbscaNvcwxS5gMkoNhNtVKOUN3KPT1siOAudS7dNqRRMyfWEu70STXy/PY8tRyoY2u4cuf2KiDSCRAI6lYyKBuJ0RrUceRM2UlUyPzKppEGBYVgjbmOBcHl8DGobjkoh44ftuTjcPpQyKVf3imN0xyic7jMLqrg8Xkotbtxe0ChcRBvFDH2RCxv1aYR7yqaUF/T7heB210nQ8QphE9xcCNs+g62zkYx4LKjTyKQyjI1k4+tVcmRiIEZEJCDVUhOyG3/Enb6MQUmh/P3Sjny0OosahwepBMZ1jubvl3akuMZOlEGDz+dH2ogDPYBcKkUqEQKhgTCqW/z2pchZQqeS4bIFFmeEaMQqRMFQZXMGDDaejFYpR+r3EpP2Jakxt/HAmHZ8ueFo7XXeJZqnLu9AxO43oeQAuC4lpJHrVKeS4fH60Cv8aOwFoIsG6Ul70VJZnXK4BrWCJy7vhFGj4LstOTg9PlRyKdMGJnJvNz/6bz4WDlRoYeA9MOhe4f/nA4kMVPqG+9UhIBHvWSKtB2FPSiok0N32Gyy8D4r2Cp2hKTD2KUGAM+b/QBspuFK76ruLnUATcnYGZkpCVmY7zfyhkeeCXAmcpZiYQl3HOc/QwN5Br8QQupvXIk1fUrfD74clj0BCP1CbQKYCTSjYG0hc0oTBpA/hx5nCPRiEJIir3xX+JmeCIYbiG37FXlmAwl5K5IGvUOasgZH/gM4TxGThZkYmkzVabVGnktOUQjYtCbVSjleqwnntHFS/P37CtduX0B/vFW8ikYCklX4+zR45mdE3MuTStmjVGmH+4XXhririQNg4HE41ic09yNaGXI2isVgMx643kb+G7DTrttbgRhvRAW76EX55SKjKARDbC655D0KSmnNkFx1apZyeiSY+vLkfNpcHuVRKpEGFw+0lv9KG2+dHp5QTGYT7blK4hrl3DeLvP+whq9RCiEbBPSPbMqZTNDKphGqbi5BjYuDQRipU6dXyE/r/ohoHt32+pZ5JX1aphf8sPsj/pnbH4vTi8gpr4miD+rR7bGdCmE7F69f1wu72oFfJcbgDO1qEnDLP1avk51ynlBCqYf7dg/n793tILxbWGSkROl6e0p024WJVCJHWQaubXVRXVwMQFiZYZm/fvh232824ceNOHNOpUyeSkpLYuHFjQOGu0+nE6XSe+L6mpuEM2ZaCXxOORB9VPyMaIKwtPrWpZYv+rKXCRoYhlppuN+PUxqKr2Id2/1w48mdt+aYWysCUsAaFJOM6R6GWt9JV+RnQGq9fADl+pg1M5vf9gV13pw1IarR8ocj5xy43EbHxeR6K6Mq062/H6lejkXqIzPgGzdKlmG9ZjhhWFGmMzGILCaGNJN64zHD4T0gZce430EPbCO/l8wpBVYSFUbRRxaJdBaJwV6RZnr8qhYwpfRJ4s4EyvxN6xjXpfOEyG5d1jmDJ/vpuYTKphAHxTds0NKklvLcqky5xIbx+XS8ApBIJyw8U8Z/FB5h3Z/8mnQ+gpMbBp+uO8M2mbKwuL/EmDY9f1okRHSKalCEuInIy5/r6jdArCdcpKbfW3/BLjdSjVzdhJVq8H6Z+Bvt/hp/uFsrzhreD4Y9A3jbwBmeTq1QqmTEwniX7As+tbx8YS0ToWRIViIicQ5rj+VtmdXPj3CN8fNP1THl7PXeNaMs3Mwfi8vpQy2VklVq48eNNPHZpx6BdLzRKKaM7RbHiYP09K7lU0mg5QpGLhwiFk+v6JfLRmsAuhJN6tSw3wObav6qyezBpFbSP0gesNhGqVWBQy6n2Koj0WQjzVbA338Hzk7ofMw+QEKV0EVu4ErJWCS/aOptJ02fx+YbsgO95Xb9E0oqquSK6Bj6/HPrPFMS2hpgGxxllVPPE5Z24Y1gKNpcH7bFgqhon3L8ZXDZB7GuIOb/livWRMPBeWPxQwG7/gLuQyMV5eWunte4/N4pUBrE94OafwV4hxFvkWvA6YMmjcHSdkF17yfPQ4UpIWxT4HIlnyUhHKkOjkDGmUxR/NDB/6JvcPPOHHgkmFDIJbm/dWM4dvXSEbvuw4Rdu/wKq8wA/XP8NLHlYqLJ1MjIFxPcR9ulmLAJbhSD81YY12Xnc5vRgdXkBP1uPVvLC0oPkVdrRKGTc2P8R7p75JtFGHTQl0bIF0FKv36l9E5i3NTdg3/X9Exs1fWnJSO3laHZ8AgPuwnn9fPC5kcjk+Dxu1B4LrrTFMOaJ5h7mOSFEIyfXJ8Hvl8DK58BcBGoT3n534/AKJeAvNs759et1oVPK6RJr5EBh/XMbNXJiRAOFv442Qkg4Kc+q36ePOn+VNM4lSi2kjoE7lgkVO6Qy4VmtDW/ukTUbzf38DdEoTiT7FlbZeXtFJgt25uP0+EiN1PP0hC70SQ5t9HmqlMnokxzKvLsGYXG6cXh8vLg0jf/9no7fDwNTQnnqqq4khmmY0jeBD1cH3ruYPjCZcL2whs0oNh+bj9Vn2YEi7ixpy21fbKHG7iHSoOKhce25vFssYbqzv+aMCVFTarZzXb9E3v8zwPUJTOqTUOf7mcPbYjzHSdRymZQeCSa+uXMgVTY3fr8fk1ZB5Hl+DlqdHmwuL1qlDKfHi88HJq0C+WkSo0VEgqFVfYp8Ph8PPfQQQ4cOpVu3bgAUFRWhVCoxmUx1jo2OjqaoKLBF+YsvvkhISMiJr8TElp+z5tFE4J/yef0yOSoD/smf4NG17EmQ31ZJ1fBnWTf6e+7KHs2UjSk8br6e9CkrcLS7MugA7oVKidnBC5O61au+kRCq4dHxHXGIZcpP0BqvXwCb24deJeO6fgn1+ga3Dad/SihVtpYtUG9t5Lv1FIx7D+WRFSTkLaWjNJek0j/R7P+Wkss+ItMqZoGJNE5GsZl4UyOfk0MrwO+FxAHnfjChbQTXlIpDJ5okEglDUiNYsrcQxxk6h4q0Hprj+Wt1eukUYwgo5pk+MIlSswN3E+ZIOr+dJ8Ym1hPMSyTw+tVtiJA0rUx3IsW8fm0PVqeXsnRPIYfLrPy+v4glewt58/ruxPnym3S+CquTf/y4h4/XHD6xmZNfZefBuTtZdqAYX0M2QyIip+FcX792t4e3buiF6hTXEqNazqvX9sDjacJaJjQZVv4X9s6HhP7Q8XKhjN7P90FCfySS4IPKqeFKbukfg1YpY2SHSMZ0iiJMp2RYWxNjOkUGPyYRkWakOZ6/drePI2U2SixuPD4/7/+ZxYR31zPlg41c+c46Hpy7izKrC7vbi83ppdTiOO05XV4f/7i0I3EhdTfdJRJ4aUoPyq3OBl4pcjEhd5u5qW8kXeOM9foeGJ1KtDuwmOVCpTmu3zKzk8fm70Yhk/LSlB71EsBVcinv3NibXbmVrM8qp7D3A8SbhLnxjzvyeOLHPSzafpj4ik34yjKwjH1JEJE5a4ip2smDY1LrvWfXOCNT+yYwMEGLcdW/hLK469+ERQ+CtbzR8aoVMhLDtHSMMZIYphVc/BVaYX0a3UWYF5xP0e4xHG0vxZ08ol67teftVOvanPfxiJx/Wuv+c1DoIgQXuaguwp7UJ2ME0S4IAtJVL0D/2yDklN+JRAKTPgZ99FkbisPt4bFG5g9lQcxBzgVRBhVv39CbU83QonRysDZcehhrGagMkLkc5k2Hy16u2y+RwpTZoD+W9KCLhMiOENWpSSInu8vDgYIaHvthN//3016W7S/mvm92kFdpF/rdXj7bkM1D3++n3N764g0t8fr1er24vT5mDqvvqNwzIYQrusdgdba+vxUI1zNdJ8Hscag+GYpq9iiUHw9D/dlo+PEOFClD8PlaZ3w0Ri9jvGs5umWPCE7bHa+A8FTU616m/6G3iFVffGukc379+oVKZy9N6Y7pFLdMpUzK2zf0xtJKr7XziiEapn4BqlPWdQoNXDcH9C0rIbNRDDHCczqi/UUt2oUL5/lbUuPg9i+38t3WXJzH9qSzSi3c8tkWduUEF/+JMKiQSqVc/9EmVmeU4j8Wltl8pJKpH27kYKGZMrOTz2b0q/farnFGbhqUhOKY2LPc0rCGyeeHomoHNcfmY6VmJ//+aR/fbck+42qOp8Pq9DKxVzzd4uvvu9w7KrVOLPjybjHnNdE+Qq+iXZSe9tGG8yratbk87Muv5p8L9rIzp5I5m7KZ9slmrvtoI++sPERepe28jUWk9SLx+/2tJsJ777338uuvv7Ju3ToSEgRx27fffsttt91WJ4MDYMCAAYwePZqXX3653nkCZXwkJiZSXV2N0Vj/JtUScJdkgs+DXCaDjN+EEjqxvfCnjsXntOBThaCMbLkl26tLcpmzvYRXVtcVY8ukEr65oS29Ew2oQuObaXR/nU2Hy6myOkkO17N4bwFF1Q6GtY+gR7yJD1YfYtbodrSJaKRM20VEa7x+ATweDx+tPcrw9hG4PD4W7S7A4fZxVY9Yoo0qvtpwlIfHtSfC2Ig7p8h5Jaekis1HKxmcEsr6zBK25VnoHKVmXJc48issxITqSYk2NfcwL2hqamoICQlp8dfvmVBtd9Pz2WXMGt2uATdbv+A0qI2Anjec+wH5vLDiOeh9E3SbcqK5sNrOI/N388rUHlzb78Lf6BY5dzTH87eo2sZ/lhxkSNsINEoZG7LKUculjOgQyc6cKmJC1MwY0ibo83nLjyBb8z+ODn2ZXfk1rM0sIyZEzYQesYRX7iZcI0WaMiz4AVZm4zr4G7ntprMms5S9+dV0iDYwrnMUMfnL0Cf3hrDg599phTVc9tbagH3hOiWLHxhGrEmcB4g0nXN9/WYWm1mZVsyYTtH8cbCYzBILPeJDGNY+gvlbc7i+fzKpUcGtZXxZq7DvWkBht7v5JdNJgdXP+GQ53XUVxG59Gc/Ej5CHtTntefw+H84NH1DZeRoFFj8/78zH6fEzoUcMKeFqore8jm/UY6g04hpL5MKmOZ6/mUXVzFmXzj0j2jL1sz3kV9kDHvf93YNxuDxY3F4u79Z44K242sHHa7K4aXAyu3KqWHeojFiTmqu6x1Fjc6BSKumZaDoHP41IS8JRXYLyt8fIH/pf0qrlLDtQglGtYGLPaKKrdmDEirrHpOYeZtA0x/W7O7eKa95bz+q/j2RPbhWd40JYd6iMPXnCPHVMpyi+WH+EUR2jCNcpMWkVxCgdPL+yEICre8SQJCkm7tsxOG9cgFylRqpQQ9pSqDxC/rCXqHDCzzvzMTs8XNI1mvZRerQ4iSrfCt/PEBJCgZr+f6Og199YuLeUCquLK7rH0CnGSHRzupjZKoRStrvng8cO3a8VguynCOJ+3JbHkEgbUa5cpAd+BrkKb7drSbOH8P42K69c21Mso9zKaa37z03C44LlT8LmAA6ysT0FkW7hbqF6kzFW2EsyxApuc2eJI2UW3l11iPtGtmN3XhXrDwlr+Kt6xHGk1EKEQc2ACD8YAgtlXNXFFFr9LD9YSnq5hwEpoQxOjSQ+VIvkVAeVJmK2u0kvNrMus5SCKjsj2mgYnqDAuOJxJIeWBX7Rpc/Djq+hNE34fsyTQrL+nvlCwkKXa8AYL7j4nQm2SvyWUtYUK7jt2wP4/PDylB68vjyd4prAAsDFDwyjW3zrqkTSUq/fuVtyaBelRy6TsHBXAVaHh0u7xZAUpuWj1Vk8ckl74ky65h7mWcddVYB80X1IDq8K2O+/5j0kvW86z6M6P7jKjqL48VbyR/yPDSUKthZ56RgmYXySnNgNT8EVr6CM7tDcwzyvnPPrtzKbLE84czYcYfrgNmzKqmBHbiWpkXrGd4lmQ1YZg9uG0zHmwr1XtBh8PqjJg6yVkLtVcPVvf4mQ+CMT59GtkQvl+bspq5wbPtkUsK9DtJ5vZw4iwtB4cqjX5+eDPw/x6rKMgP1T+ybgcHvpnWRidIcovt+RR6XVxRXdY+kYY6iz5t1fUM2Vb68LeJ5Ig4rHL+vIY9/vqdOuUchY/vAIEsLOvkFYfqWVF5emMXNEKiVmB8v3F6NXy5nQI478KjtOt5ere0Szr9BKcrj2hHPwhUpRtZ19+TUsO1BEtFHN1T3jiA1Ro1cH5xLs8/lZmVbCnV9v45WpPZizKYdduVV1jok2qvjx3iEkhGoprLazO7eaFWnFxIdomNAzjpgQtbg/IHJaWs0nZNasWSxevJg1a9acEO0CxMTE4HK5qKqqquO6W1xcTExM4HJcKpUKlerCvsk0GZkCua0YyTdTYfCD0OFSyN+J5NMxSG7+CV8LnwSV+Y28tmZPvXavz8/jvxfy1a1xJDfDuM4WUXoFh0rM/G3+em7sn0RKpJ55W3N5bVkGn97SD0mr8s7+a7TK6xcot7oZ2ymKT9YeZnVGKTf0TyJcJ+HphfuICdHw7DVdMTu9iMXqLxyiVG66xxm54v3NJ7LhAF7+I5s5t/YmQilm5oo0TGaxGaCe8+cJCndDdT50vPL8DEgqE4IEhXvqCHdjQzT0TjQxe90RpvZN+MuBDZGWS3M8f+1uH/cMT2Hyh5sI0SjomWjC7fHx4NydGNUKvrq1Lxa7E70muHF5fV5yhrzAzZ9vQyqR0DHGQF5lJR+tOcwLE7tyiboMU1MGqI/hYMK13PTeeswnuTG8+UcGX946kr4adZMWYweLGi4fVW51YXZ6aEV+BCLnkXN9/Spl0D7ayFXvrGNCj1jaRurZcrSC15dn8OmMfihlwT877FYzS6Nm8vfPa0txf78TksO1fHPNy0QH6bLtdtqwdZzCh6sP8+WW2uTP+dtyGZ5q4rXJf8NorwZRuCtygdMcz98YSQX/TD2Keulz/POyD5k1d3e9Y/omm1DKJVidflYcKDmtcDc6RM3NA+OZ9slm2kToGNIuglKzg6vfXctrU7owNFVMTBEBdUgU7sEPkji7J4kx3RnfeQI4LTDnU9CG47r5l+YeYpNojut3Z67gICRBgl8i4bI313BNr3jaRurZnVvFF+uP8sb1PSmsdnDX19u5vn8itwxKJq3IzI6cKr7dksuELmE8dfUcLNJYUg58Bhvfg4T+lIx8me93FfPZ+qNMH5hEUriWt/7IxA98eH1n4bir34EFd1LT/0G+kV3Dy+/UBkznbc2la5yR2TP6ERPSDNe8tRz+fBG2flLbtv1zaDsaJn0ouGUBLo+PLkYb4SsfQ1a6T6gA4HMjnzORlC43MCppBmaHWwzMtXJa6/5zk3BWQyAhnVIPY5+Gb68FqRwiOwmC+PVvwqRPhIoZZyo8PQWFFGYOa8stn20hOVxbZ/7w7NXd6BSjB7UGagrAGFfntZ7yo2zPdzBj3hFcx9YQ3+8owKRVMP+uQXT4i6Ish8eLu7qI+73fofAcgo1pYK+ESR/B4ZXgO2Vf2BgPpuRa0S7AoeUw4C5Iqe/w3WRslbDhbYpD+/D471qOF+wxqOUNinYB9uZXtzrhbku8fj0eDwNTwvhqUzY/bs9j+qBkQrUKXvktHZVCypvX98LtaTUeXXWQ+txIcjc3fMChP6DnNJC2wiCpy0LGqA+4bm4u1Xb3ieZX5FK+vO5FetqaVhmsNXDOr1+/BJkUJvSKZ+qHGxnQJpQeiaHklFu56u11vDutNzqFH9w2oQqEyJkjlYIpCfreKnyJtHoulOfvhqyGqx9kFFuwBeFka3V6WJVe2mD/9uxKpvZN4KVf0xjfJYbHL+vU4LExRjXD2oWz7lD9ajT3jkzl2831KwvZ3V6q7G7q12j+63h8fmYOb8uUDzbQMVrP5d1jsTo9zPh8C0a1gi9u7YdSqaRPsvIcvPvZJb/Kzs2fbuZwmfVE2zsrD/H8pG5M7BUf1Jq9uMbBEwv2EG/S4PL46ol2hWOczNuaw3X9kpj26SZyK2oNDt5amcnr1/Xk0q4xaJXiHoFIw7T4mazf72fWrFn89NNPrFy5kpSUuqVC+vbti0KhYMWKFSfa0tPTycnJYfDgwed7uM2G3O9BsuBO6DIRYrsLZXUS+kL78Uh+uhu5v2ULyDKLzTRUHTi73Ia9hZfw9vnh6UUHcLp9fLHhKK/+ns6mwxXkVdp5849M1C3+ShY5HTqFhNxKGz/uyKfM4uLdVYd4449MjpTb2Hi4nLWZpWiUwZcGFjn31HhkzJq/r45oF8Dp8XHXt3swe8QLV6RhMkssSCWCMDYgaUuF8oKhbc7foEJToGS/4L57Elf2iCWtyMwfB0vO31hERAC1TEJC6Rp+mJ5CvEnDioMlrDtUxqh2oXx/XQyxziMnSg4Fg1kWzsvLssirtJNTYWP5gWI2H6nA4/Xzz5/2U6Zr16Tx5da4+Nu83XVEuwAOt49Z3+0i39q0oEq4ruGNLYlEKG18RtgqofwQlBwUApqtpyCLyAWCzw9//343To+PH3bk8+rv6SzdW0SNw8M/F+zD7w++rGVJeH/+sTSvXnt2uY3Xtzlxyg1BnUcqV3Koyl9HtHuctVlVrEgrQaY1BT0uEZGLCZ3PjPqXe6iOG0qx2cmLk7uTdMzlQ62Qcn3/RO4d2Q65TEp+pZ24INzgzVYrL/yaTkG1gw1Z5bz6ezpfbsjG5YWHfziIxdmy93REzh6+sHa4b1kCfh+s/C9sfBdvh8tw37QQZXhLTtk/P0Qdc8Nxe/08On83Hh/8eOzZ/Ou+IopqHHy0+jCZJUIi6bytuRwpt3LXiNoqEb8cqGCbpBvp1XJBLANQmk6hMpm3VhzC7PDw4erDvLYsg30FNewvqGHO9lKcCUOgOhfi+1HQ9jo+2VrB25NS2P+3dmTcH8v+B9ows18oP2zLwx1kIs5ZpSy9rmj3OIdXQcbvJ76VSyUkla1Bmb0abOVCZbtDK8BtQ7f7M0aFVzVpDSIickHicUBlNhQfEP51BXDXl6mEKlCn0vMG2PopVOVAxWFIXwrZ64W9pJ/uBEvxWRumQuLn9eUZ5FfZ68wf3F54auF+/EjA64Cd34D3pLmEtZzisjJmLcphWp8Ilt6SyJqZyex+oB2/TYtEXXMEe3XDYoxgUMmldHbsRLHpbeF3UHFYEO5u+Qiu/QJiewkHSmXQ6UohseG3J+qeRBcNsuDcwE5L5RFY9zpV6kSKahwnmqUSCTJpw4mUEfoLX5RxMSCTyai0ufh8/VFqHB4++DOL15dnklZsZndeNb/sKcDQShNGXH5Zo+Xl3bq41inaBaoUUTy4tLSOaBeE+NLdP+VRrk1p4JUiZ4xMgRT498/7qLK5WXaghFd/T2fetjxcXh+P/bAbt08CUvHeKCLSUmmswotGIUPeyLzoOEq5hMhG5kihWiVmhxu310/2SaLRQITrVbx2XS9mDk9Be0znkRCq4a0belFY7WBHTuAkDbXi3Dz7tAopWUWVvDutNxKJhNeWZfDJ2iMMSY3gxcnd8Xjcpz/JBYDD7eW9lYfqiHaP8++f9lF80ny4MSpsLsosLga1DWdFWsMxcKfHz/9+S6sj2gUh1Pbo/N2UmhtOlBMRgVYg3L3//vuZM2cO3377LQaDgaKiIoqKirDbhYsiJCSEO+64g0ceeYRVq1axfft2brvtNgYPHsygQYOaefTnEXslXPqCINj94XaYf4tQYlsTCiMeQ+Koau4R/iUUksY3dGU0w4bvWWTzkQq8DSiTlx8sxuoSBRatHY9fwo/b64sUjjN/ax6e5ghsiDRIpcPHoRJL4D6bm2JLy5jcijQPGcVmYkLUKAMJ8ewVkLtJKJd3Ph1uw1LAbRcEfifRNS6ErnFG/vdbmngfEjmvRFFO6Nqn6fnbFD7vvo/VN4WxerqJVyN+IfmHyzDs/qRJc8Aqj5zlDQjQvT4/mw43zcmiyu7laLktYF+pxUm5tWnPgdRIXYOBmLGdogjTncGmcVkmzL0R3ukL7w+CT8bAgYXgaNjdV0SkqZRZXJRbXQH7skot1DiCF+Sty7Y3qC3/ZX85Zd7gymv7vG6+3JzfYP9nm4uotgYQKIiIiEDRXvB5qUoYx3+WpPHVxqPMHJ7C+9P78OrUnlidHu6Zs53schtyuZSre53eD77S5uaPtMCuJx6fn53Z9Z1HRC5O3HIdG93tWdTjffZNXc2eyav4KvwRcn2RzT20FkH3BBNtwrWkFVbj9gZ+oK7OLKVXYuiJ73/fV0SoVnkiiAjw5aYcukUroTRdaOh/Bz/vbliMN39bLkUdpwvl3vvdwep8WHFbEhNkm9B9MwHl7NHoPhnCxPTHmd7eTVUT58l/GY8LNn/UcP/mD8AiiPiktjJ0Oz9u8NCIA18SrhYr0Yi0YMzFsOI/8N4A+GAwvNsPlv0bzKckvKmNMPSh+q9vO0oQtAfC5xX2s84SFrefFQcD33s8Pj9bj1YI4qqtn4DtpLW+vYJCl5rZkxL4p+9Tuhx8myTLbkLmTyZmziiSvh2BZv51QnLrGSa2Gv0WTLsDJAMcWgG//RP/oPvggR1w52rQxwjxuupT9v4H3weKs+BA7vfD9i+A+tuIazNLGdc5OuDLNAoZnWPFcvAXCvO2NRwb+nZzLhZH4DV3S6dKEkp173sa7Dd3vu48jub8UuFWkH6sKt+pVNvdFFrF+cZZx+fC7PRysDDw773G7qGwygF+MbFURKSlMqx9RINJS9MGJgaVtKRWyLljeNsG+6f2jWfxnkIAZEFUmos2qvnHpR1Z/sgI/vz7KH68dwhDUyNYtDvw3nWPhJAziwUFgcfl4MVlWTy/5CBX9Yjl/el9eOfG3oTrlNwzZzvzt9V3AL4QqbC6+HFHw3OnVenBGVFJj02efX5/o6LuAW3CWLqvvkGI8FrYdFjc1xRpnBafgvfBBx8AMGrUqDrtn3/+ObfeeisAb7zxBlKplClTpuB0Orn00kt5//33z/NImxmFGvZ+D2lLatvcdiH72W2DmB7NN7azQPsIJQqZJOCmc8doAyZ5y3YUPtWx82S8Pj9unyiUau24vb56jn0nY3F6cDVkOy3SLLg9jV+XDlfLvi+JnFvSi8wkhDZQbiljGUhkENfn/A4qJBHkaijcBZEd63TdOCCJJ3/ex9ebsrltqJjtL3Ke8LrBaQZbOWGrHifslG6poxKf3wMEV4LJ4/M3mCgFUGVvmoDAdew5IJXA8PaRJIRqKKpxsDq9FI/Pj93dtPlbtFHN57f15+bZW+pUk0iJ0PHM1V0xqJvoxFOVC19cAV43ru7T8Cj0aAs2wvczYMYiSBnZtPOdhPPY+FQKsRqAiJDh3hjO08yZTqbCJsyf9Co54zuFEaqSsLPQwc5cQYAUbKEVr9dLzTEHzyiDipEdIpFJJWw5UsHhMisWpwev/8yCYA63B6lEGjj5RkSkFeBzmJEC7mPPzIOFZpbsKaRdlJ5Km4uVaSV4fH4qrC5GtY8gtBHH+ON4vb4GqygB9VymRC5e9hXUcMtnW+q1h68rYNGsocQ3tIYSASDaqOK1a3uSWVzd4DF+v/CcjTSoKDU7T+xFPTa+A2VWF3aXl3C9Eq2rHPRRYCkBpR5zZcPXqcXpAblKmLsr1FzTUUdo+RZY/HCd4yTZ6wj9fhLu25YDSWflZw4KnwecjSSuOc21Ag2/F5yBk7QBpI5q8HsA0YlNpAXissK2z4TPfLfJgqu2pQS2zRaMYa56EzQhtcfH94EBd8GWk8Tsfp/w1RD2KuFfr1v4Up75fdvj9Z9+/iCRCj/PyQf6PMQalET9+Q8Upfvgqjdg/s11Rbr5O+Dzy+HuNUIp76bi8wjvG3BguUi2fw4dLwe1U7ivuE65r4x4HCI6NP19A+H3CX8/INRyiKSwcHIqhCTjBTvyeX96H7JKLXUMKFRyKZ/f1p+YRlzpRM4fXq8Xs6Px56yf1inilEgllCVfjqbtapSWPEjoD14nHPqDyoGPU62MJtTnQ9oKXXdPl+NsEQ2dzj4+z4n93IawOD31KhKKiIi0HKKNaj68qS/3ztmO56T5Ya9EEzOHt0UpDy6e0T5KzwNj2vHOyrpGR5N6x2N3e8mrtKNWSE9UqDodSrmMeFPtsX6/n89u7c+Nn2yqoxOKMap564ZehAWx13ZG+IX7XJnFxcJdBfROMuH0+PgzvRSby0ulPbj7n9/vx+H2oZBJkDdDRRqvz99ozKHKFtw+Y5hWSVyImnWZZfzjso78vj9w0mCIVtFobFHc1xQ5HS1euOsPIuNVrVbz3nvv8d57752HEV2gSOV1Rbsns2ceDP3b+R3PWSZS7uC/l8bz+CllU9UKKa9cFk24vGW7JQ1se6oUpZb2UXp0ita5KBepxaRRMr5zNOsPBc7IGdkhkhB1i7+ltypCtQoMKnlAwbVMKiFODCiKNEJ6sZmRHQK4Rvm9kPGrkHCjOM+b51IphKZAwW7ocX2drtRIPWM6RfHq7+lc0jWG+CBKIouI/FVcShPqtqOR7PshYL+v0wTkKl3Q51PLpbSP0pPZgFv6kNSGS/MFwqRVMLJDBLcPTWFleimHSswkh+n45JZ+zN2STYyxaZsrcpmUXokmlj08gl25VeRW2OidZKJtpL7REk8NkruJin6PkBU6jC/32qmu8nNVpxsZPsJO3LrXIKor6AKUPm2E4hoHe/Or+XZzDn4/TBuYRI+EkDMbn0irIc6kQSaVBNy8MqjkhOmCF50PahvOY8OrmdzGSeSBj1FYSqnsMpbisWN4dbMNlTy4dZFGreOaLibGdIpCr5Kz7EAxbo+PmwcnE6pVsi+nFJOqaWuswmo7W49U8OOOfNQKKTcPbkOnGAMR+nO0kSoi0kz4E4XqVQZ7HiPax3P7sBS2HKlgT141UUYV79zYmxUHS+iREIJCBrog1ql6hZ+2EbqAJewA+qU07Rks0jqpsLp4cenBgH3lVhebj1QwWVxnN4pSLqN7Ykij+4hJYVosTg+PX9aRGrsHH34iDSoq7W725FUTG6JmdKcofs4z02HMj3Ry7CaiYDVjOk3nh+2BHYGGtYtA5TFDu3GQ0J/ImkJY/1bgAZiLkBduh7DzKNxVaqHrJMhaGbi//WWgMQn/15igw6WCuDEQ3SaDQvwcirRQzMWCMDd/q5C4Pe5ZQfC5/Ek48BOM+Xdd4a4uAkb9C/rdLoh8/Qhi04gOUJYR+D0SBwmi2E0fgLUUOl0pXFNnII7VKqSkRurIKg08fxiYEg4lOdBuvOAQfByVkSh3OYqjq4S42OYPAzvr2ish43cYcGeTx4YmFDpcDhvfCdzfdRKoDCAxwtinYcDdwj1IJoe2Y0AfXfd3/VeQyqDbFDi4iKjNL/LGFV8zbW42To8Pu9vLw/N38c/LOxNlUJFWWENcqIY+SaHEGNXNIrQQqY9cLufSrtEs3RvYyW14+wiCMAhskfj8fqoloYSNfR5Z0SZkB37Gr9Thnfgp5dIEyp1K2rZC0S6AUa3AqJEHNHaSSiA+VNx/P+so1Jg0ckxaRUBRl1QCKRH6v5R0IiIi0ryoFTKGt49g5aOj2HKknFKLk4Ep4SSGaYg0BB/DMGmV3Dm8Ldf0iufP9BKq7G56JZrYkV3Jf5cI+xYvT+lB5BnuC0skErrEGvn1wRHsK6jmUImFbvFGOkQZiD2H8VeNQspV3aIY0yWOvEo76zJL0SjlPHVVFwqr7bQPb3wf3+/3k1dp59d9hazJKCPWpGbG4DYkh2kxaJpoPPMX0Kvk9E4ysTOnKmB/wPh7AKJD1LxxfS9umr0Zq9PLyA6RrM4orXNMaqSOGKOajtGGBp3yB7UV9zVFGkdUeV0s2Bqx3/Z5wdFA9m8LQe6q5nJtOl1ndOWzXTZyqtwMjFdybWc1sf58JL7zuNl7DojSKwI+CCQSeGpCFwzqVroqFzlBhc3F6I6RfLpOQ15lXSG6QSXnjmFtqLZ7CNc30wBF6mHUKvjnpW3516L6G9V3DYknRClmRIsEptzipNziIjFQ0Dl/B1jL6glnzxvhqZD5O3gcQhDnJKYNTGJXbhWP/7CHr+8YgOTU+nsiImeZEqeKpBGPCWJ21ymBuvBUSBpMjd2JURPc5ohKIeW5CZ2Y9tm2ejG70R3CiNI3zT1WLZdy+9AU7vxqOy6vkN27nnLmbcvl7Rt6ozgDN065TEpimJbEIDO1G6MSI2+VJfHlbzkn2tZmQkKohrmTnyLB42jS+YprHDw8bycbsipOtK1KL2FAmzDemdZbFO9exBiVfmYOS+GjNYfr9T12aQdCtcFfW6lGH91UK9F9/8KJttDDqwjVRfLuLb9SLQ3SvddVw4A2Jp79PYcVabWlsf7MKKVzrIEPb+iOyl0F9by8A1NYbWfGZ1vIKK4V/v++v5gJPWN5+qquRBhE8a5I68GrjUTe/hKiD3zBo+M/5+bPtlHjqA0mL9iRz5NXdiZaK8ETpHN1pMLFc1e15+Yvd9V7Bl/SKYwolVitRERw9N9f0LAr6rrMMib3STiPI2qZKGUyDBolV3aPZsne+m4xfxvbnteWpZNRbOGSLtE8ekkHvtucwyfrjpw45vvteTxxeSfmHHCj8Lfj6d5x6JUyOsca6pUWVsmlzBjSBqyHoetEWPMq0h7XQsmBBscoObpeELWdT1LHgCkZqrLrtquMMOT+2vWvXA2DZ8HeH+q79JqSoe2o8zJcEZGzTnU+zL0BStNr29KWQOcJgoB32f8J+1Hh7eq+ThsqfEV1rm278lX46pr6YtgOl4G9AuZMrm07vArWvAK3/wZhDZccDkSIVslTV3Xh1i+21nurMZ2iiNDJQRctCI5VJ22aG2KRFewS/h/eHrZ93vCbHF4F/W4TjHGagqMaulwNu+accLs9gTEOOl0hBHcAtGHCV3SXpr1HU0gcABHtoSyTHlv+wW8zXua7/XZ2FLpoG6Gle3wIyeFaRneKOndjEDljXB4PPRNMpEbqySqtm2yuVkh5aGx77K7WuQ/r9voweUoIXXQjVAh7ChJAfnARyT2nU9T2AXy+0FbpuOvz+Zk1uj0vBEhcmzYgCbtY0fHs4/Vg1Mh54rJOPLFgb73uWwa3waQS43oiIi0dtUJGUriWpPC/FmMxahQYNQqSw7SUmB3M2ZzD1iMVXNs3gVuHpJAcrv1LFQklEgnxoRriQzVc2vUvDTVoLD4594/pyK1fbCW73Hai/ff9RUzqHceE7qmNvj6r1MKUDzbWcZj9flsez17dlal9E9Cpzo88MVSn5OkJXZnywYZ6ZiIDU8JIDg/e8Kd3konfHxrBd1tymNo3gUm941mwIw+X18eUPgkMaxdBrEnDfyZ25YaPN9WrCDKqY6RodiVyWkTh7sWC8jQ3n/Pt2neWKZLFkeaX0a98My+FHMIZqkbrs1JuH8vXJdFMDDPSNL+wCwuX2820AYk8Niwck78aPA58KhNmRRgrMivoFikHWvbfUKRxjCoZWUWVPD+xG0v2FrF4TwEer58xnaOYNiCJ3UdLGNdNDFBdSEhslVwRVsTAe3ugcFchcZpBqcMuMxIus6N01RCsGETk4uJ4Rl5A4W76r8IGvzH+PI/qGBHtIW0xFO+H+L51urRKOXcOb8tLv6Xx1cZsITgrInIOMagluA9sRHnd17D1Uzi0XAikd5sKna7EVVOCzpQc9PmUHis98r7hz3sm4nc7kDmrQK7GJtER7i1B4ywCgne8cXr9PLFg7wnR7nG8Pj//+mkvC+4dHPS5zgX5ui58uW1Pvfa8Sjsf7fbw5GXaJhX43Xykoo5o9zhbjlawIauMSb3FecrFitPtIyFUw6I7umGiConLil9poFoaytocBza7C5MuuI1Sg7sM1boX6ndYS1GsfAbNZQ24952KXMvRsoo6ot3jHCw0s2xfHncMjCGY0J/X5+fH7Xl1RLvH+WV3IdMHJIvCXZFWhdRtRdLnFpwhqUTZclgy1YBFZuDL3Tbm7ioD4IVf0xjTtg+GIN3lq70Kauxm5s/sx0u/H2JnbhURehUzB8czulMUFo+3Re/piJwdZFIJMSHqesnMx0mNEjOZg0WvhGdGhNA3Qc9H6/Pol6DnkcFGYhU2bN4SNINCeGGNl2UHirlxQCI/767vpPvq7+l8fEs/bv9iK9N7teNoQSmPXdKRNZll/LQzD5vTy7B2Edw6tA3zt+byzNg4+PlGUGqFYt76KLDUfw4DQhLeucbvB3OhIETED9pwQTi47g3Y9S14XdDpKhj9bzC1qfva0BS4cyWsekFYH8uU0GsaDHkQQsQ5r0gLxOuFXd/UFe0e5+Av0Plq4RpRGRo/j71SuKa0kXDrr/DHM5C3BXSRMPgB6HwVvNe//ussxfDHczDxvdPHsU7C47SyM6eCX+7ph8FdjvTYGr5KEkK+S4vb4wG/EsJOuadIpUgN0cL/beXCPltpA4kh4e2aLtoFqMiChbNg6mew4ytIXwoSGXS5BgbcBfqYpp/zr2CMg5t/hk0foNjxFSlzR/OPEY9jHzYNlTECpfL8OaCJNB2lXE6l2ca/r+zMyoPFLNxVgN3tZUSHSGYMTmZzVglX94pr7mGeE3RyH9r0ryEsBcY9IzRKZWApQbHxXbp3u6lVinYBpHgoNTv45a6ehPiqkDiqQWWgEiN7ykHqD65cuUgTkChwON2Umh0svqsnRl8VEmcNKHRUSkI4UCnB0UjpdRERkYsThVxKfKiWR8d3wO72opLLUJ6BacuFgFEJ76w8TPtwFW9fHkEoZvxSBek1Cl5YW0lpjZ2EcGPA11bZXPzfz/vqiHaP8+wv+xnVMfK8CXcBOsUYWHj/UF789SCbDldg0ii4dUgbruufSGQT9uqVchltI/X847JOOI79fS/tGoPX70Ovqp1Dd48PYcF9Q3lx6QG2Hq0kXKdi5vAUJvWOJ1ysyCdyGkTh7sWCUg+RnaA0rX5f4oAWX8Irs8LNnT9m0zOhA/f07UOETkZ6mZsPf60irzKPkd2SW3SQZ29eJb1DrMQcmkdZ/Fi8UjW6ku1Euss5qhuD2eUntLkHKXJO8fg8fLYpj9UZZVzaNYb/TuyGTCph8+EK7pmzndgQNYPbhmLUig/+CwWVuxq9rwJT5gqKQ3ri0kQjr8mjXdlGpG1H4CYUaNPcwxS5AMkoMiOXSYgOOeV6tpVB3lbB7aS53Gx1kUK5v/zt9YS7AD0TTVzSJZoXlh5kcGo4HaJPE9QREfkLqJyVKNe/Kjhd9bgeJn4oBNjTl8J3N6DsfA3e+N7IZMFlNet9ZpRaHbqjP1KmiMFuTEXmrCIlfwHK9mNwl+yGuI5Bj8/m8lJYHdi1ttruruNO2Bz8fKBhx7of95Rx37iuxAZ5rhq7m682HG2w/+uN2YzpGEWItnVVifD5/JSYHbi8fpQyKdFGleg2HoBSi4t+YXbaZ31DaeRgPKpQVFWH6Fy1F1fsVKrtHoINMfoPNVDCGpBlLEU17r8QxMrPKZEzZ2clWqWMib3iGdY+AokE9uRWM29bLt/uLGfigA4EUzSr3OLkuy25DfbP2ZxNv5RQ5K00mChy8eHP3wHGKCS7v8UfPwakaiIrd/FkbAVDk0bzwKJcvD4/B/LKGd5JTTBJxlVeNffN20y3OCNPjE8hKqQTbreX+buKGP/2Jl6d0pU2rVOLINIEooxq7huVyr9+2levTyaVcEX3YGcuIjpnKSGLb+U2pZ6pMz9Gk70Kc5Gb8tCuyPwuxlSvotekCdy2RMa8bXkMaxfJTzvrinc9Pj+5FTZijGrm7LHw5GWpfLGlkPFdopjaJx6728uqtFIenLuTJ8YmEfXb3VC8T1jLypTQ91ZY/b/6g5MpBFfOc4nbAbmbYcGdgmAQBLfLCW/D6P+DYQ+BH9CYAosIpVIhqfWad+GS/wo/kzYc5OKenEgLxVYKO75suD99KfSaLuwJNUR1Lvx8PxxZLXxviIPxz8GkD4UEW300bHwHvPUD+QCkLQLbf5ok3DW7oL3eRerR77AqI7EbUpA5KuhUuICQ1OvZk6cjpW8DLr7GeDAlwZ65wv3otyfqHyORCj93U/H7BbFuWQbMnQ7dpsDV74LfJyQcz7sJZq4A43l+boUkwNinYfD94PcjVxsxnE6MLXJB4PV6+XZrHgt2FTG2UxRPX90FpUzKjpwqZn27E5VCyriO4Zj0LTvOG4gIakCjgcjLqCwtwBLeA6nPS1j5djSXPI8xfx20H9LcwzwnhEutTO0gJ2X7sygP/CDcQ4C4lJEYhr2CTtm69tguCCR+zA4PAyI9dDz8BRXGzri0scgtBXQu+R512+kUVcpIDFE26XklIiJycSCXSTHIavd/7S4PFVYXfj/o1HJCW0BsxGp3EaX2cH+7vZgWPQcuwagiOTSFHld9wILD5fROiQ742mq7m02H6xu7APj8sD27sklOt38VtUJGt/gQ3p/eF5vTg1QiIUKvRCY7sz16hUyKos5r68YdNUo5vRJNfHRzP+wuLxKphEi9Cpm0Nl5UaXNhdXiQSCWEaRVolKJcU0RA/CRcJEhcVpgyW9gUqKwtbUZkR5jwNhJXfXegloTt2H6P2enBrzbhVsrxqxxU20sBcLbwxMOB0X6w2XnVOYlvfijD6rLTITqJJ0f1YaCiEK80sbmHKHKO8fr8uDx+3F4/i/cUsnhPYZ1+p8dXz3pfpHmRKZRUeFWsUk/itT/KKKiuJFyn5N5Bk5noqibcIJZFEAlMWpGZxFBtfYHPoT8El4/YXs0yLkAISEa0h/xtwF0BD5k+MJkDhTU8+N1OFs4aikp+5qVgREQaQ4JPEOo6zXhlGqoUscjkbkw+D/g8SL1OPL4muCDIFFi0CexUtuE/f5aRUVyJTiljep+J3O71ERVhOqvj951ay/M8c9whok24lku7xqBWyNidW8XqzFLc3qa5R/j8/hOv6ZEQwogOQkB3XWYZu3KrcHp8eFvZPKXc4mTxnkLeXXmIUouTaKOKh8d14JKuMYTpLvxNuPNJnNqJ1FbEl/IpvL+0jHJrJXEhRh4dfg0jfXm4lU2oQOANLIYHhCBWkNeV3+/HqJbz4U19+XZzDg9+txOPz8/gtuG8em1P5m7Jxh/suaCes/bJOD0+fD4Iyr5XRKQFII/qQJHVw2fOifX2J4Ypi7iqWxSL95Xg9PiQSoJ7nvgE/03Si818u6OYDtEGauxuft0nuHE6vWJShIjAJV1i2JNXzdyttQkTaoWU96f3JS5ErEQVLMfn0RK3BVlNLns0A3h2cwV78ipRyaVM7XEl90vkvHNlFC9tsGBSK5jQI5Z2UXoqbW4W7ymgzOLC6/Mjl0mIMWmosLvZm1/NB6sPI5NKGNspipsGJSPx2rlEfRCyNwhv7vfDmv/BuOcEd88DC2sHptTBdV8JyaLnkqocmDMZfCcl0tkqYP7NcOefENcruPModaJoQ6R14PcLa+uG8Lpg0D2CU3YgrGXw/e2Cu+5xzAWwYCb0ugmu+J8gePc4G34Pn1d4H48zaBG8Si5hgL6Ire7xPPdnGYdKKtGr5NzcZyK3+mz0i2pExGiMhek/wNeThO/73CKIbY8jV8HkT87cRdt9bN3itsHOr4Wv46hDTgjwzjtypeC+K9KikEgkODx+vD4/WaVWskqsKOQSDpVYsLg8SKRyWtmWy0lIcMUPIc0by7PbytmeU4VSJuXqbpfxUFsN8e0iwecT7jGtjBCsGPa/hXT//DrtsiOraeOeheSqNyDoNGiRoPC5CVEoiCCPpdqreWVVGXmVlYTplNw9YDKT3CWEmDSCU72IiIhII+RV2nh7RSY/7yzA5fXRJ9nE01d1pVOMAZXiwo2ZSmVSJkUWYlr4j7odlUeI+WkqU6avaPC13tMIVZzu5pn/hmgUhGjOX3UJk1aJ6ZRliNPtJa3IzDO/7GfnsbnMxN5xPDi2PQmBqu+KXHSIwt2LBYUGfnlQEO+6zMIGZVhbweFg4Swh87kF0zFGz2fTu6NVyfloXQ55VU56x+v5/s7+/JleQojqwn0ABoNUpmDWShdbsmud0TKKLdw8z8Ln16UwTGYD0XO3VWPQaJjaM5I1mWUB+6/uFkGIThSCXki4pWp+KIrmhRV5J9rKrS7+u6KQo30ieHx0CKKngUggDhTWkBB6yvXs90HGMojpDopmDkhHdIDcLVCTLziUnIJSLmXW6HY8uXAfr/6ezr+v7NIMgxS5GJCqDbgGzaK0wzQW7inhl98rUMkV3Nr/PwwZ8SLGmgzU6uCfjVIJbHOncOv82iQ3q8vLx5uK2Vlg4IOJSU2q4BCmUxKiUQQsDaRWSIk2Nu+1fHXPODrHGPH6/SzcVYDF4WFIu3BuG9qGP9NLMTZhMyNEo+CG/kncPVJBVqmF3/cX4ffDJV1juGdkKmUWJ6Ha1lN60+b08NGaw3y85vCJtuIaJ08s2EtRjYN7RqaivoA34M43armU1w7q+WpbwYm2gmoHjy7O44nRccyIDz7gIWk3Fv58LmCfL2kwLrmeYML8apmEO4Ylc8vn2yk11woINh4uZ2duJXPvHEioIjhX7FCtgiu7x/JFA67T1/VNaLHl0UREAlEhDeOBFTlszTGfaDu+P/HFdSk8O05PxzgTPZJ0yDWBy+edilEtZ3LvOCb2TmDxnkKW7i0kXK/i8cs6UVBtp39KEwT+Iq2aCIOKf17RmTtHtCWtsAadSk67KD1RRhXKIKssiIBXoYe+t+NsewmZlT6u/SbjRDK40+Pjmx2lbM7V8vnUZK7vZyJUp2Te1lyW7C0kyqDm31d2IavUQt/kUEJ1CjpGG5j8wUbsbuGZ7vX5WXagmB05lSy4pQMRn4+pOwCJTFhLjv8PDHsEig+ALhwMMbDxfeFr+KMQ3VVwvT2rP7wbtn5aV7R7HL8f1r4Kkz4SBbkiFxfacOgyEbZ8HLi/57SA+z8nsJTUFe2ezJ7vYMRjQpn79pfAqucDH9dmGGT8CuWHYdC9YGoD8sbXkOEyG6ud8cz84WjtUJwePthYzK5CI29dfZrwZ2RHmPmHECuL7QUD7xUqVip1QvVKffSZ7cFJJNDrRtj3Q+D+zhMFl28RkSCRSqVc2yua4R2isDo9LNpVgN3tZXj7SO4YlsKWrBJ06taz53IyXiRkSZOY8lUG7mMZ4S6vjx92l7EpR8P8aW2Ia4Wi3eNI98wN2C7J2wJ+UTx61nHUEKpSMLcsimeW1SYKVlhdvLiqkMM9w/nnWDkEuc4VERG5OCmssjP9081kl9tOtO3IrmLKBxtYOGsoXeNCmnF0jRMqtaHc/FLgTpeFsPxVkNwpYHeIRkHnWAMHC80B+/unXLxapkOlFqZ8sAGPr3YuM39bHpuPVDD3rkHEhogan4ud1jubFamLxylsjHw6Bn6cCbvnwbxbYPZ46Hl94M3KFkS43EFWmZUbPtvJqoxyMksszN9ZxIT3N9E3yUSi2nb6k1zAFNikdUS7J/PsimIqvGIpttaOy+OjX5tQOsfo6/VFGlTcOCAZq0d0IbqQKPVoeXNtccC+b3aWUe4R3YBE6uP1+ckoNpMUdkqGXeFuoYRnQv/mGdjJhLcXypfmNhCUAZLDdVzXL5FP1h5h/aHACQciIn8VtaOcks63MWX2Xv63IpuDhWZ25Vbx0IIMHl5SQHVUf3AEnj8Fotyj4ZkVge/bW3PM5FqbtnSKMqj478RuAfv+fUVnIvXNO3+LN2lYlV7CUwv3sz27kvRiM5+vP8pD83YxfVAyOlXwOZ4SiYSh7cJ5649MXluWwb78GvYX1PDG8gxeW5bOiPYRSCStZ55SZnEye92RgH0f/JlVRwgqApUeFXO2lwTse2tdMeWe4K8FsyIKd5ep9TvkKjyXvISVIOdXXhebj1QG/Fs53D7mbM7B427EdewklHIZtw9LITyA03KPeCM9EkzBjUlEpIWQZ5XWEe2ezLMrS6jyKKmyujDotKgVwT1LwvUqbhnchru+3sb8bblkFFvYmFXOo9/vptLqIkQj+g6I1BKiUZAaqefKHnGM6hhFQqhWFO02Ebm1mMNtbiDfpeG/q4oDVnA6VGojq8pHjwQTN8/ewo878skotrDuUBkPz9uF3+cnvdhMdrmNrzZmnxDtnkyZxcXy9HL88SetY5U6GPcsaEIgNFlwt43tAYsehI9GCGXrs1bAF1fA9i/BeZarxLltULir4f7i/SfKgYqIXDTIlTD4fkHAeypxfSC+b+OvNxc23CdXg/PYujwkAbpOrn+MQgNDHoR1b8C22fDhUCjee9phV7hVPLsy8Bp+49EaiuxBrOGNcZA0CJIHQ3QX6DYZOlwq3J/+SuJ8dDfhvKeiCYXhDwk/s4hIsHg9pEQbWbQrn2d/OcDO3CrSisx8svYw//hxD9cOSEbmsTf3KM8JVp+CV9aWnhDtnkxepZ2dhS78Tam21ZLwOAQ38oawlJ6/sVwslOynzKPitdWBny3z95RT6RGrbImIiDTOrtyqOqLd43h8fl75LZ2aAEYvFwoKrwPK0hvslxdsbbAvXK/i+YndUcjqx4FuGpRMRDPHw5qLGrubl35NOyHaPZnscht78qqbYVQiFxqicPdiQSIFlw1mrhBcA3rfBNd+BneugrJMoGUH0s1eBS8trx88d3v9PP5zGiXOlh3k2Z7fsPD4aLkNq0cMULR2fPjR5a/js0vk/Gt0DCkROuJNGu4ZFMWCayMIT5uDFDHD9kKiygk2V+C/id8P+TUtO2FC5NyQU2HD4fbVF+5mLhOcPkxJzTOwk5ErISwVcjc1etgV3WPpFmfkkfm7qLZduAtRkZaLU2niqw1HKKpx1Otbf7iK9GIrKIJ3yrJ5pRwNsKFynG35TQuCyGVSRneMZME9gxjeLpxoo4qBKWF8N7M/V/eKb/aSSMU1Tv44WF9MWWlz88Gfh7C7m/ac2nC4nPTi+kKuzBILaxuoGNBSOV4aOhBOj48Ka3CCz4uFQosnoCAIwO72UuEMvqhnnlPNyuS/UXbJu4ILvTEOZ5fryL9+Gf/bIcEX5LrW7pXzx8GGg1zrMsup9gYfjEkK0/LT/UO5c3gK8SYNbSN0PHVVFz6+pR/RYul2kVbG9kaeh0fKrDj8cmavP4rFFfy1XWF18eziAzgClM37bP1RLA5xrSsicjYxKyN5/tcMXCjZlt1wkGjlYQuLduXj9NS/Nt9fnUWkXoVGIWNdI8may484sbW/ShDH9bkV7l4D4e1qD7AUww+3gaWo/otXPAPWsyxKkWsEJ82GCG8PiiBKVbpsUHkUjqyB7I1QlSu4+YqItFRC28CdK2HwrP9n777D4yjOB45/93rTqfdmy3LvvWJjTO8GTO89dEj5BRICISShJCQkJPQOAdOL6R3ce++23GT1Ll2/298fC7ZlneyTUbvT+3kePeCd02r2pLmdnXnnHS3ANrkQTnwAzn8VnJmH/l5HWvN/6www+Va46C046SEtqUz9XrCnwEkPwMyntMBWZxYMORvOe1XLdt3042dJwKvtHtl06OfIxqCO3dWt90uW7+3CQMa4DDjnBTj5b9rOVfE5MO56bT4usXfX1UtEpZCiZ2dFA3O3VrUoq2jw8uLcbfj1sRkM3hgysqCo9b7KJ1uatCzXscgcp83ttyYuvfPq0lPE51LnhQZv+DFRVYWdtdLfE0Ic2mfrwjzb/mjB9iqaWvmM6Q4COvMh+6qB9OGH/P4h2U7m3HwUpw7LJMNpYUi2k8cvGsVtx/YlwdYzFz40+QIs2l7davmna1v/exE9R3RHM4rI6c3QZzrMuQ1KD1itnDMWjrtPG0yJYptL61qdPN9e2USdRyUtbGl0SHS0Ptlr1Cso+uj+/YnDUwJe4te8QPzWL7k6bzIzJ8xC1RlJ3PExxtc+gcRehAaeCchWft2FwXDodmmz9MwOqji0DSVaFpJmgbveeti1AAqP6z4DkWkDYf374KkDS/htXXSKwvXT+vB/76zmd++t4d8XjIypjJui61X59Ly7pvWJvNeWlzGhb0bEGdiMeh1GvRI2iwdwRCuCHd4yRs27nf/mDMU1uC/WhqU45z8Ap/0LrPltPl97en9Vcatlc1aX8KsT+mONj6yPWevyMXvx7lbLZy/dzcnDMkmMkcEZy2GCri1GWR97IKv50Ft2Gg/TZzrQwu3VPPDpbvqm5XHp8EdJtCgs2hvkzZdK8PhDXDq58PAnAVRCJNhar1ei3Rh2Ffyh5CXZ+PUJ/bnmqAIURSHFYZL7nohJyYe4Hxr1CtVuLcBv8c46+mREtg1evdvPil21rZYv3lFNn7SWu88IIY5MPQ6+21LJ+ePycFoN1LvDTxymOa18EWahF2iBC0WVTShAgs3InprwAXLJdjPGsZfBqHO1Z8eDs0y6a6Fyc/iKqiEoWwtJ7RjkZjDB+Othxcva+Q829VdaoMyhuGtgxataYPFPwbomB5z1FBRMB1MEgb9CdEeJvWDGPTDpZi1YzJ4a2TiUI10LxC1bq33fmY/Dxo9g3qP7X+PMhgvfgPTB2g6QhTOgejssfQ5ev1DLLHmg0jVaW7OntPpjdTojBp3Sar89ydHFgYzOTBh7NQw6Q/u8sSaCoWdmGhM/j6qGeGtF60Ed768p59opXTvG1FEMitbPcNeFX8iX7jTH7nO3PRUGnQnr3mlZlj5E++wV7cuRgcF/6DEqu8zrCSEOI93ZelxPgs2ITtd971vVqgPDuF+T/NFVLQsNZmryjj9kzJXJoKd/RhwPnT2MBm8Ao14hyd6z+786RSHeZmx1l8YMZ89+f4RGZhR7DBU++13zoF2APUvguwe08ij204NZQYqdPx+fybNnZXPHURkk/bRdaZQ/uPXPiA+bVh7glKGZGKP78kSkfvw71u2aR+qXt5H2+Y0YN3+0b6LhUItvRecz6RUGZznDlqXGmdu0BbnoOdbtrSPJZmy+8nDbN1o7zxrZdRU7WPpg7b875x3yZckOM1dO7s2c1SW8t7L1IEEhjoQCHGqMo623xSRdE6cPzQhbZtQrjM5s48CsuwbevxlK1xBnhHSTF6cxpE1OvnFJ+2cPayPlcJlJ2/B4oCjKISdKFECJ7seNZpIdJnISw08C90m19/jBqIPZTAbSWxmAGpgZh1kfeWs1/PjSLeWN3P1FKTd9WMLLy8rx+EMoSuSPfXpUZo7MbrX8nNE52Axtf8gyGfSkOS2kxsXw5KHo8UZnW1sdnzh1aCYfrNK2y1bbsLPT4ZqLtCYh2tdPbWr2kj1cNK71XV2OGZjBit21rZ9HgW82lnPBIc5xxeRemGzxWvbJI9oavgM+ARLz4dyXmy9CNdrgjP8eOhvvT/auhM9/1zzDrq8RZl8MtbvavbpCdCqDSWuvjrTIO9eONC0zb+YI6H8SFC+D9e81f019Mbx0GtTt0f5tT4HanbDqtZZBu/sc+ucb9SonDQn/DG/S6+iTdpgg/M6gKNr7E5cRXUG7AS/Ul2hfwe6bFa4nOVSQj0LUT4G2KsXg5qoJrWf9PmdI+IQSMcEcByf8Gfoe3/x45nDtM/fgbOfi59PpMeoURuQmhC1OtpuIj5GkBEKIjnPWqNbHnK+c3JvUI0gQ01kCwRBfugqpn3wn6A/4vLOnUn7mbN7fFtl5bGYD6U6LzJOgJQS6anLri5FnjszpxNqI7krCvHqKoBdKVoYv2/4dhKL74btfupO/n5LDG1PLuWjzLcz45kxurLiPj8+xcdOULBKj/J5gN8JfzxqK4aCH88I0BxeMz8Oqj+7fnzg8vdGMb+QV2j9syQQHzyIw9HxI0CZHAsMuImhO6sIaioM5DEHuOnlgiw64w2zgwbOGEnfo5HOih1pbXE9+8oGZs1XY8rmW4dbcjbKMmeyQ3AeK5h72pZP6pDClMIW731vH7mpXJ1RO9BTxFjh7WGqr5ReOTseoi/xxx2ZQuWO8jb5pzbPXG3QKT5zVm3RTa5OJrWiqhOQCOP5+Lcj9y3th6xcw7f+g8NjDbvvZ0Y4d2HpmjpOGZKBvJSgrnHirkQvH5bZafuH4PBLssTOwne608NQlY3Bamy/CSbQZefzi0aTGRfnDRzuLM6o8cNYw4g5atJTiMPG7UwbiMIbJdteKqb21yXeLUccJg9M5e1Q2gzK1hVLTCpNI0IVfuX4wnU6P02LgqiktB81mDExjcFY8qqyKEyKsNKOHJ87qHXZ84oyR2Xywai9Aq5Od4cRbjYzObz0777je8qwrRHuK17k4pn8q320uZ2ReIiMPaq+KAg+dNYTd1W76p4cPfNMp0CvZzoKiaoZkOTlhcMu+5fXTCuiTepjnWGuS9rwb9ofo9y8abU8mO/Q7Ea6fB1d/BVd9ATcugqHngCX8Aux93DXw7QPhy9QQLHsBguGzAgoR0xJ7wcVvwYx7YcUr4V/jqoaydfv/nTWq9WjDrJFahtpDsOhCXDwhnz6pLZ/hHzh7KA5TjEYydrSaHfDFH+CpqfDMMfDdQ/sDrkWX0Ov1zBoZPkgd4KxhqditsTkOoVMUTu+lclSfhBZlfzg+lxxDfedXqjM5s2DmU3DTErjiU7hhIVz8tvaZK9pf0I/NoPKbE/q3WIBuM+l58Oxhcm8RIor4AyFUtfOziWQlWLnvjJbPsZP7pDBzZHa3zrgbbzWwtjLEnyqPZtOsb9h79vsUn/sJC459h8u/0jE8L6Grqxh19DqFs0ZlM6lPy7HNP50xmMyE1jM0i55D0v31FN7GQ5f7w29nFi0yqOL0xjcxfvXvfcf0O74lY+d33Hru6xgN0b1lSJw+QCAQ4OlLx7Bubz1VTV6GZMejA5IsOhyKr6urKDqY2xfAnD6MijNfZ5uazavrffhCMGvSDQy1VpGYVUity4/T3sVbgIl9UkNV7FYc/PGMwdQ0+dhS3khukpW8JBtK0EeyvwaI4RXh4ois3VvHUYUHBCJWbtYGzEdf3lVVal3GMFj3Lrgqwdb61oWgZVn67TtruG32SmZfOwFDG7IrCtEanaeei8Zm8cG6qhZb8x7dN5F+zgDBgBeDPsKtauNzyPZu4tkLBrK5OsTCHTWkx5k5um8iKY2bMRtaXykdlhqEpAJ4+4BthYproHg5TPtNl2etafD4OWlIBp+sbb7dYqrDzFmjcggE2zaoNaVvKkOznawpbj5pMijLybR+rQdYR6uBmXF8fMtRrNxdy4aSBoZkOxmek0BWgvTFDpasNEIIHjlvOLur3eyqdlGY5iDZbsKiBEkxRN4W0ps28K9Zg7BYrHyxvoxql4/Thmdyx/H96GOuI06tBw4f4OfyB6hq8pHhtPDc5WNZuqMabyDEuN5JlNV58PmDNHoDJP+M6xYiVhmUIKMSGvnk5oksKKqjqKqJIdnxqKrKbbNX4g2EuGpKb6oaIwukB0iwmbj/zCGc8/h8mnzNA95uO7YvKbIgQoh2Fecp464ZuSzZWcNts1dy50kDuWpKb5bvqiHZYea4gWlYdQHOf24l954+iJtfW4HH33yhzQ3TC/lg1V6m9kthbXE9Q7LjOXtUDot3VGPU6ThhSAb5SVYSD7d4y5EKp/8HXji5ZdbNE/7Scdnk9AZIyNW+2iLg0bKEtqZiIwQ9oLe3/hohYpU9FTx1Wgbq1lQfkKbLka4F+n55T/PXGG1w2qNgP3RvPE7xkmg1cfMxhQRD2phaisPMoEwnFfUuHDr/Ib9fhFGzE545tvkOQd8/COvegks/gHjJCNYVAoEQ+UlWjhuYyhcbmu/elBVv4fIpBdS6gsTH4q0n4CXNbuAfI0vZPaEf3+70EmdSmJ5vIr1qEQ79WAiFoA0L96OOLVH7OvTwu2gPAQ+qzYTV4OcPpw2izuVnc1kjOYlW8pPtqCE/oXcSkQABAABJREFUwaA8mwrRnYVCKsW1bj5dW8qC7VUUpNo5b2wuOQlWrKbOCY2Lsxg5a1QOUwpT+GZTOXUuP9MHpJGbaOv241sGby3XTO3DrKeX8OaqKvQ6hWCoCajhpEHJ9EqUINMjkea08K/zR7GrxsW3G8uJtxmZ3j+NNKcFh+zQLJDA3Z7jUIMciq751mBRyKR6YfFjLQtUFeOnv4RL3+/8SrUjs7+WvOR4yht8lNV7CIRCbK9oZGKfFCyKH30o8gkxEZ3sFhNV1R7+vD6ND1fv3nf8s3UwIjeex08PkJAQw4MTUUghxJAdL+EccCXv7qrE41cpqW5kfI6N3uXfYWJ4V1dRdDPl9R6qGn30TjlglHXL52BNgOS+XVavVqUPgQ0fwLZvYOisQ77UZjJw49GF3DdnHf/6eit3HNevkyopYprRQubc+5h9xb18saGC99ZWYTHquHxcJqPSdDi3vIch+5bIz9dUxQ63iVkvr0FFpSDVQb3bz58/3sifTunDWQkh2jQHojPAdw+GL5v36GHbTUdr9AYY2yuJaf1T+XDVXho9ASYXpjC2VxLPzi3i7+e27T6VEW/hiYtHM39bFbOX7EYFzh2jDVBlxMdeMKuiKOQk2shJtHHqsK6uTfdmCjYxTl/KDusgFm1rxONX2VtVz/i8LHIrvkMXPzTic+ltiZSVePjzm+v3HftqQznpTjNvXNCLSDcVsplNrNlTx5heSdS7/dS5/YRCKuX1HgZnO3l+bhF/PC2CrbKF6IF8/iCflidx5/vzOXVYBtcc1YdP15Uwb2sVY/ITuXpyPnO312A16dt03n7pcXx861G8vng387ZVkhZn4dqpvemXHofTItuVCNGuzA4Kts5mznUX8fbqat5ctpucBCvnjs2lot7LCY/+wHVT8rnvjMH895ttPHXJGD5bV8qa4joynBbOGZ1Dca2bgRlxjMxLpNET4Nm52/luUwVT+6Vy2rAs0uPN2CKdGM0YBtd9D0ufg92LtcCwiTdC6gAtO253YrRD2mBoKAlfnjMWDLHX9xUiYgYr2JLBVRW+PH3I/v83O2DUpVq7WfAfaNgLeZNgzOWQWHDYH6UPebGgkBJnYf7WSjz+IKV1HnISreQm2zEH6pFItzYI+rWs4U0VLcuqtmk7d468qNOrJcBg0LGjNsBFE3oxfUA6H64uwe0LMrWfNoZT71VJjnDNetQxmGH+v0npeywppZ8yMrQbfAZoGAZGtIQXWTLPItqJNRGfP4DJaCTODCt31eLxB9lT4yIvyUaSw4o7KPOwQnRnm8oaOPeJBTR4tUQRX2+E5+YW8fjFo5nePxWToW1jVUfKYTbgSHVQcLgdaLoZRW8gb9ubvH3tLD5ZXcyc9dXYzAaumpDJ0EwHKWULIfmkrq5mVEqJM5MSZ2ZU3qF3FRE9k/QuegpbqrYlbzhDzum47AWdpWIjtJbqvm4P+Jo6tz7trDJg46JnF3PfnPWEVJUEq4l1e+u59NlF3PvxNtzI6pZYZwx52Vob4sPVpS3KVu6u4/Mt9cTp2riFt+hwxsbd9H1xBLclzuO3g6r4deZKhrw1Fdv62aB0zsOBiB6r99QB0Dvlx5HWgFsbFM8a2T2zBhgt2ralW78ADp+Zs39GHGePyuGxr7ewYFsrEzhCtIFFr1A54f/477db2Vjh4ZapuVwxPotXlpQyd3sd3kHnaBNPEWrwBvnTV6VUNHqpbPSxuKiajaUNAPzh421UeNsYNOSp17INhRPwQlNl287XzsYXJPPoV1t49MstFKbFMbFPMst31XDFC0u4ZEI+KY62rf6udfn4YOVenp1bxIi8BEblJfLC/B28s7yYWpfsDtGjNZRif+10Br8zg18PrOG344zc1qeUvq+Mx/LuFa23kzDKjTn8+bPtLY6X1Xt5cG4NTbrIgnuMBj3njM5hU2kD//p6KxajnjirkbeW7eHNpXu4ZUZfkp3dLFBIiG6iPGDjdx9sBGDO6lJm/ncem0obmdwnhfG9E8m1B/l4dQk5iW2LHtDrFPKT7fzy+H68dOU4/n3BSMb1TibBdphsnUKItnOkoeSMJuP7O0m2wqQ+ySQ5zPz6zdX8+u3VqCo88cNOHGYD543N5YoXljCtXwpXTO7F0Jx41u2tY3e1i0c+38z8bVVkJVr505lDeebSMVw3tYDeqfbIg3YBmsrg3eu1MdyCadri1Xeu1TLbdsHWpodkccL0u8KXGSww/ILu+fwuRGeJy4CpvwlflpAPKQcsTA8FoaYI3rtBy75dcDTUbIf3boTGssP+KJdq4u6PtnLps4vYWNpAgtVEMKTyxw/Xc9Ezi6n0y5xJm7iqYf17rZeveu3wO3uKjhEKYjLoufz5Jfz3220MyIhjfO8k5m+t4pJnF/PpujJS9LE6NxSCNbPhtfNh25daH0FvhLl/h49+ibrhw+7XVxDRy56KKdDELa+v4uoXl1Jc6ybRZqLJG+SON1Zx+fNLMRuknydEd1XV6OWXb6zaF7T7k5AKt76+gvIGSYR3OOaQB778AzmP5XFFygaendWLJ07L5Nidj5L+WAHKxne7uopCxCTJuNtTBH0w4RfaAOKmj0ENgU4Pg2fCsHO14AFzXFfX8sjpDzMIE+UBcgt3aQMiQ7PjGZWXiNWkx242sKWska+3VFMTGEgU//ZEBLwhHS+uqG+1/KUVdZwyshcpEl/QbdSoDvYOuIW+acMpz5yG35RAvb0XmZN/zY6UqcTjJMqXTIh2tnpPLQlW4/5guR1zwe/RMo90V9ljYcnTULoaMg6f3eDMEdmsL6nnltdX8MmtR7U5MFCIZhQd8/f4+GhjHeeMzsGtGgmhkhxn5ref7OHDvGScSuSDqTUBE19vqQ5bpqqwcFcDvdqyK6T+MIFGhiObRAyGVCobvARCKmaj7ojbkYLKo+eN4PstFQzPTcCo12Ez6jlpSCYmg45QSEWnUyI+35ayRv79zVbOHJHNiNwEAFy+AE98t42xvZOYUHDobU5F7ArqLegBandifuU0Dv6LDeqMRPq09sOW1gPeP9tQwV0n9o04M3aDx8+zc7fzt1nDyUm0oQLHD0rn9++tYUt5Cv0ynBGeSYieZXmxi9ABc+M5iTbG9UoiL9lGkzcA5jjuO3Mw6hFOoBv0OgnWFaKjmewQn0N1//N58O0imnzBfUUpDhPnjc1jcJYTFJjWL4U3rh1Pca2Hez9Yz6wxOYzMTSSkqlQ3+fndu2sYku1kQIYTk+EI2q63AT67C/Yu174O9PJMLRNvd9uaPbU/nPcKzLl9f2bKxN5w1tOQkNe1dROiq+n0MPQcrW3P/Tv43drx3PEw80lwZu1/bX0JvHwWeGq1TK8H+uo+OPWRQ2bdrgmY+X5bDdkJVkbnJ9I7xY7bp2VG/GFrJUv3NLXtGb6n0+kPPU5htMrChK6i0/PG0t2Y9DpG5SUyMjcBg177XWyraOT1Jbu5eHQG6V1czY6haFl3vQ2wa6H2dQDVbEdRIh+7ilYVDV58gRAGvUJanLlHXHOXCPmpCVrYVtFI3zQHY/KTyIi3UOf2s72yiWU7ayiu9ZCfEl0ZNIXoKWpcftaXhI+l8PhDFFU2tXmReY+j6LT7buogKhJH4dE5UVTQFZxK3Jq3UE0O5A4kRPuTwN2eoqkCXr8IxlwB578KAR8YTLDlS3j9Arh+HtijeNug1H7aoEIgzKrSrJHaKswo5g3peeyCUSzfVcMf56yj3h1gSLaTO08awBcbyvCrcouMdV5VhycQar08EMQdko/07qQ6ZKM0aGCz+SQefXMLO6q2kO40c93UYxluisfrUyVwVzSzcnctBakHDDZu+gxSCsHajbfNSOoNjnRY/2FEgbs6ncKN0wu585013Pr6Cl66cjz6NgQGCnGgypCDr7fs4h/njuDZuUU8O7cIk17HyUMzefrS0cxZX0W/3MyIBxJCHDpJhyvQxgkqW7I2cV+7K0xZ0hHteFHR4OWd5Xt48vvtVDf56Jfu4HcnD2RUXiJx1rZlBP58XRl90x0Egip3vrMGly/I+N5J3Di9kDeW7qJ/RhzpzsiCi12+AO+u3MMTF4/m1UW7uO31lajAjAFpPH7xaN5bsYeh2U7sZtnqvCfyWtOxWRK0CfmDJfbGbUwi0imPpkDrLToYUglFuGDT4/WzZEcNr187kce+2cpHq0sIhEJM7ZvKI+eOYOmOakprGslIlMkYIQ7mCu5vZ+ePzWVc7ySe+n47G0sbSLQZuXJKb04flsWuKheZCTIhIkS35cxEdbrxBnbsOzSlMIXLJvXi6R+2859vtmI16jlrZDZnjsqmX3ocr187nr98vHFfv/ukIZk8dclo5qzaS7+0uDYt+tqnqRI2fBi+zFUF1UXdL3DX7ID+p0DWKK2OOoPWv4/L6OqaCdE92FNg0i1awhhPLRis2jFbUvPXVW4M/4wAsO5tmH7nIQN3/eg4c0Q2xwxI44nvtrFubz3xViOzxuRw7thcahpjNQNpB7GnwLhrtEUJ4Yy/DozSt+sKoZCKDoWnLh3NnNUl/Pqt1fiCISYWJPP3c0fw4rwiXKHoTl7UmlpdAsYhF2Nf9M+w5Q0DLyC+c6vUqWpdPhZur+LBTzdRVNlEutPMTdP7ctLQDEmI0REaK/CHErl+WgF5STae+aGI7ZVNpMWZuXhCPmePysZ1wII3IUT3Egi1HkcB4PFL+z2cMpKwnPU/dpgH8MAnm1iwfT0Wo46ZI7O57pr1pLiLIh7HF0JETpZH9hS+Bi2odeHj8NoF8OZl2n+XPqttIexzdXUNfx5HBpzxGBy8ytASD6f+s/sN8LbRlH5pvLxwB8/OLaLeraX3X1tcz02vreDYgenYJAgi9qkhzhiR3WrxiUMyMMgq227FaDSxrbKR299YxY4q7TO2rN7LfXPW896KvVhMkkVK7Keq6o+Buz8+8tTsgIoN3TvbLmj33byJsHsR1BdH9C2JNhM3TS9kwbYq/v31lg6uoIhlwRDMGpPL9a8sY+7WSlQVvIEQ764o5nfvrWVCYSr+YOTZ/pyGgJZZrBUTe7VxfwNnJpz9nLa4LCEf8idDUoG2pd85z0NcZptOV+vycd+H6/jrJxtJtpsY3zuJOrefy55fwvdbKtqc2bB/hpP7P9rASwt37ht0XlRUzZUvLGHmyJw2nc/rD3HqsCxufX0Fn60rJRBSCYZUPl9fxi2vr+CMETl4/IceOBOxa5s3jooTn9CCWg5ktFF63GMUBxMiPtfkvqmtlo3MTSDOFtnElTcQYPqANC5+dhHvrijGFwwRUuHbzRWc88QCJhSk4D3EojkherJhudqisiHZToblJHDHG6vYWNoAaNlN/v75Zu6bs570eNmeWohuzWAhLimTY/pruyIk2oxcMbkXv3hlGYuLtF0o3P4gry7exV3vrGFzWQPBEDR6Avv63e+t1PrdE/uk4D/MJGmrAh5tZ7jWNJYd2Xk7mk4H8dmQOQzSB0nQrhAHM5ohMR8yh2tJVw4O2gWo39v69wf92i6Rh2C3GJnWL5WbX1vBur1adrU6t59nfijif4t2MalQUia0Wb+TIHdCy+ODzoSMYZ1eHaFRQyqXTcrnng/W8dayPXgDIVQV5m+r4hevLOPGY/piMcTm3JA7qLCr4AJCKQPA7IS8CdrCGZ2epuFXsqIh/oh3+uju/MEQc1aXcP0ryymqbAK0+aW731/Lv7/aQoPH38U1jEG+RlLsJhJtJu56dy3bf3zfyxu8PPLFZpbvqqVPqmx7KkR3lWA1ktFKIhKdAn3TZP/qw/GjsNs6kFlPLGTB9ipAy1b82uLdXPnCUiqsvbu4hkLEJgnc7SnsqS2DWn+iN3bvbH6RsMRBn+Pguh9g3PXQ70SYcQ9c/XVMDCjUuQMs3B5+6+Z/frkZXxuCUkR0spuM9E2z0ye15TqmZLuJk4ZkYjbG5uBMtPKHVP711dawZa8u2okkyhYHKqpsot4ToPCnNr7lMzDHQerArq1YJLJHgckBq9+M+FuGZMdz9qgcHv1yC99vrujAyolYZjQovL54V9jguj01bnZVuzAZIn/cSTKGuP/EXAxhMoWdPiydDNOhJw3DyhpJ8fUb+WTqOzyc+mc+mDCbPddvIZQ7UduGsg3KG7yUN3h59rIxnDUqm4GZTm4/rh+Pnj+C/367lbL6ttWv0etnc1lji+OBkMqzc4vatO2ezaRj7pZKalwtJw1qXX6+3VSO3Ryb2V/E4dktZn63wsnO87+mcfxt0O9E6iffyfZZn3P792AzRf63YTUZOHZgywl4o17h1mP7RjxhF2cx8e3mCkrqWmbhcvmCPPX9NuwWWRwpRDh6nY6zRmZx0fh8HmtlEdZXG8up9wQ6uWZCiIj5PVC9Hce2Ofz66GxsJj3njsnl2blFBEIt76VbyhvRKQrfbS7n1mMLm5XtqXGzo6oJs+EI+3pmB1gSWi9P7Xdk5xVCdH/pQ1ovsyVrY02H4Auo/PPLzWHL5m+rol6C2trOmQnnvggXvQkDT4PBZ8HlH8HJDx/RrkGifegNOjaXNbKzqmUCJm8gxHPztqPE6I5mNpOeRxc3Un3mywTPfQVyxqL2O4HA1d+yvvAaKoKONo1fRZPyBi8PfrIxbNnLC3dS1ejr5Br1AJZ4fCGV/3wbfl7v7eV7wvaVhRDdQ7rTwp9nDgkbEnX9tD4kOySh1uHoUPj7F5vxBVvOuW2vbGLNnrouqJUQsU/2Ve8p7Gkw9DxY/XrLsjFXx8ZDty1B+zrxr1q2BlPsbNuzZEdVq2XbKppwy9YcMa/BF+S/327jzpMHsHB7FR+vLsEXDHHMgHROHZbJg59s4OFZwwmTu0B0kXq3n0Zv+MnqkAp7a9yyuk/ss3RHjbbiM92h3cO2fgXZY0AfBV01vRF6HQWbP4GhZ0F8XkTfdubIbLaUN3LL6yv4+JajyEqwdnBFRazxBULM39Z6H+mrDWWcPSon8uDduDQGBoqZc0U//jG/ksU760l2mLl+TDzTChNx2Nv+N7ql0s15Ty2lumn/YHqcuYjXrp3AkOy2bWlXXOvm4gn53PDq8mbByjmJVv4ycyiNXj8QeXbDbze1HjS/cHsVwTYMRLt8Ib7f0vr5vt9SwXXTCrAYo+AzTbS7ZIcZs8XK9Of3MLnwJLLiTmfHdh+LvtrFdVMLSGnDoGnR3kr+OCONY/MNPL2sjuomHxN6ObltUgoGg4sGj50k++HbVq0nwDcby1stn7u1igZPkBTpqgnRQpw+wF1HJbLLa2VvmOD3n6zeXUf/dAdm+ewXonvxe2D7tzD7IggF6H3Ko8y5egZlPjNP/7C91W/7bnMFpw3PxG5u2aa/2lDOrNG5bVo0t48jE6b9H3x2Z8uyXlMgLqvt5xRCRIf4HMgeDcXLWpYdc/dhM1m7fcF9u5yFs2xnNSPzojxhTVeIy9C+Co7RkgG1cdGxaH+BQIjP1pW2Wj53SxUuX2zuGBNvNfHwSRmYP7wR/c5vAVAAw7d/pf/Rf6Jw2IVdWr+OVOvy0XCI+aXd1S56pUj213ZlT6G21Ldv59uDqaqWgKVvugwWCdEdKYrChIJk3v3FJP7+xWbWFNeRnWDl5mMKGdc7iThJ0nBY3oDKgkPMuX25oYzTD7FDtBDiyMjoeU9hccJxf9Qy7y59BvxuLZPfhBth7FWxE+TqqgZXpbaNksEKCXlgiP7VMyn21jsSBp0Ss9vgiP3MBh06ReGal5YypTCFa6YWYNDpWLi9iitfWELfdAfGGF1VHa2sh7nDOs2S9F7st2RHNXlJNmwmA2z5GnwuyB3X1dWKXN542L0AFj8Lx92LNoR6aDpF4Yaj+/C7d9dww6vLeeO6iUc20St6LJ1OwWk1hs3yCpBkM6Jvw73R31SD+at7GLDlM/4+7FIaB43F4NlDyrrn4LuNhK6fD3GRL3arbPByw6vLmwXtAjR4A1zz0lLevWEyGW3YRjzTaeHsV+e3yDC8p8bN0z9s5y9nDo34XKBl7HeYDZw9OoeJBckEQyrlDR5eWbiLqiZvBK14P6Neh/MQA1/xViNGvbTvnireauTuUwaR6jDzv8W78PhDxJkN3HFcPy4cl4fVFPmwxMQ0H85nJ3J++hBmjL+CoCmBuPJvsL/xEp4BZ+E65v6IzmPW64g/zN+sQS99ayHCydJVY3h6Ik3nfY2iaJOX4SQ7TOh08tkvRLfTWApvXAyhANiSMFjsFLw8Fsu5nxJnMVLnDt+3jrMYMOh0mMP06RJtRo74tqk3wLDztMCwb/8K7hptceiw82H6XWBPOcITCyG6PUcanPsyfHUfrH1L+1yyp8D038OgMw4bMGoxKOh1SquLTlMPMaciIhANyQR6CINBR6K99XlOp8UQdveoWBAKBjFveAfTj0G7B3J+ezf+ftOB2OwrmH7sc00uTOasUTlYDHpCqspHa0r4fF1p2MVU4mdyVWE2xB/yJU6r3FuE6M7sZgMj8hL5z4WjcPkCmAy6iJI8CI1BrxBnMeLxh9/dMVWyFgvRIaRX15PEZcCMu2H8tVrgrtGmHdPHSCezZgfMexRWvaZdnz0VjvoV9D8JEvO7unY/y+hMEwadEnYLjlMGJZGkcwOywi+W6YMeLp2QxydrS/lhSyU/bKlsVn7phHyS9W4gRoLwY0CSwc+AjDg2lja0KEtxmEizxuYqeHFkluyopl96HKDCxjnadqC2KMqhrTdCv5Nh5SuwY66WgTcCcRYjt8zoyx8/XM8Dn2zkD6cN6uCKiliSGqrhqtFJ/OHz8Bl2Lh7uRK+GgMiyw+jdlSgb3oOgH8eSxzh4U05l14I2bdVb3eRjS3lj2LKSOg+Vjd42Be7urXPT1MouC3O3VuIPte2+ctygdMb1TuKlhTu54dUdhFQoSLFz84y+eAMBIPKMu4qiMmtMTqsZkM8ZndOmQGARe9KcFv7vpAFcOaU3bl8Qm0lPmtPS5oBue8kCCAWhZBWpJbc1K7Osn41x6m3AoSdZABRUzhyZzZw1JWHLZ43JwSyBu0KEpS9eBEE/SdvfZ3rfY/l6c3WL15gNOvKTbbJoQ4juaPdiCP4YnNv/ZFj7DvjdpC36C5eO+g3/nlcW9tsmF6bwzA/buXB8yx1WThueRdj9SCNlT9Z2hBtwCviawGABR6o2di2EiG3x2XDqIzD9Ti0Zi8mhzVlFkOU1UefmxIFJfLSu5XOoUa8wIl0CC0TsOHloJq8u2hW27JwxOVj1sTnX4KsrxbLkidZfsPJ/kPXXzqtQJ0qym/jbrGEU17i5f856alx+bCY954zO4bELR7VpTFFEqGITloQJDMl2sra4vkVxgs1Ioi1GYiqEiHFOq1EC7Y9AitLI5aOTefjbvWHLzx4k8UhCdAQZQe9pDGYtC21qf0jIjaGg3Z3w4W2w9DktaBegqQI+/T9Y/x54m7qydj9bUuVSHjsjj4MXzfZKtvHrcRbMgbquqZjoNKGAl2ynkQvH5eG0GDhhcDonDckgNc7M1L4pTChIJOSL7r/zWBMfKOdfJ6e0eJC3GvU8PTOHZHdRF9VMdDcldW52VLkYkOGE8g1QtQ3yJnZ1tdouYzBkDIEF/9XuwREqTIvjovF5PDev6JDbvglxMCXo4cT0GqYUtAzSu2VyOnkNyyHoC/OdrQj69wcxhKG24e8awBsIH2T7E7f/0OUHq20lszBo2Q7DLfA6FL1O4a531/LVhnJ++tbtlU3c8cZK8pLsBNpwOl9QJRhSOW1YZouyk4dmoFMUfMHYnEQSkTMb9OQk2uibHkd24hEG9DVVtl4W8KJTI2tXnkCAykYvF4cJPpraN4V0pwWXL/zWiEL0dGpjOQBxK5/m3qMcZCdYm5UbdAp/mTmU3dWtb119OKE23tOEEG1wYJ/W5NAy3AKGbZ9zUaGPETktJ+JuP64fX24oo7LJhwrNdrW4fFIvSus8rWa8jJheD/E52ph1Yr4E7QrRk5jskNhLa//x2REF7QJYgrX8dryFvKTmnxd6ncJ/zsgjsWpZB1RWiM4XDATYWdXEdVMLWpSNyU9kUKYTXyA2n18VQvv6KuHom0pQ27iQPVo4zAb21Lj5x5db9u025vIFeWnBTj5aXYLNGNlnpWgDVxU+X4BfH9+flIOySlqMOv4ycyi1TW0YaxZCiCijC3o4J6+JsXktxwXuPDqDrJpFXVArIWKfZNwVscFdA9u/CV/2wyNaBglz386tUzsyJ2Qwbf7f+OryO/hqp5/iRpWpuUYGmsrJ+P5XNM18EUnyH9uM1ng+WbyZWYOs3D3CiWn1CygBD96zzqPMmsoT327lrhP7Yj38qUQnUY12+n1zGR+e8yDLayysKAvSP0nHpAyVrLm3ETr9P11dRdFNzNuqZQYZnO2ERc9o2wKmROk9a9CZsOA/8M1f4MS/gCGyT6UTBmewoaSBX725ikGZTnKTZJJWRMBoJW39i/xj2PHsnDCET7d5cRgVTio0k1H0DvGhbDBFfmdUDVZI7qMFz4eh5E1qU/USbCYsRh0ef8sJBL1OIS2ubb03LSt3eKlxZkyGtgVBbqtoorjW3eK4qsLfPtvEYxeOivhccWYDu6tcFKY5eOLi0SzYXoWqqkzqk8Lmsga2lzdqmdiE+Jn8uZNaz6GdNhCXzo49gvMk2Sw0ePzYzAaevnQMC7ZV4guqTChIoqTOw3ebK5jS5/CZe4XoifbdDz115H14Lm+d8l/WurKZXxwgL97AuP55PPT5Vm44ug+qqqK0IQtncY2bhdur+GpjGblJNs4elUN2glW2gRWiPeVN2P//pashfxLsWgCqSsa7s3jq+MfYpu/Dl0U+EuxmxvXN5O3le3lj6W6uPqo3WQlWXr92AtvKG0mJM7NgWxU6RWlzX1QIIX6ugM5G7ne/YPYJd7Lem8PcPX5y4hSOyTOSsewhdJNv6eoqCtEu9AYDRr0Oly/IM5eNYeH2Kty+ION7J1Hr9vP+ir2MOi3yHaKiislBMH8K+q2fhy329T0Niy42+yAVDV6e+C78GOVHa0q44/h+JNgls3i7yhiKSTHy0Kdruf/MoZTUudlc1kB2go2BmXE8/u02/jxzSFfXUgghOoxPbydl1X/575iz2D6pH18U+XCa4MQ+ZjK2vIbJOLarqyhETJKRbxEbKja2XuapBW/Lreqjic+WgcNdSu/Xp3J11kiwJMAPG6F+L6ELXqdOnxjRBLWIXh6PiwFJ0H/1w1jXv77vuHXtm+TkTOLciY/g9vpwyg4F3Ua1LpGkAWeR88aJ5CT34fSEfCgthW/X4x15JTU4yejqSopuYd7WSnqn2HEGqmDHXG17UCVKBxxNdhhxESx5Gr78E8z4fUSZkhRF4dqpBdz17hpuem05b10/SbZWFofn98CU20l9ZgapJjtjModrGXZXLAVHGlzyLvjcEQfv6o0W1OP/jPLa+S3K1NwJhOIyWw8YDCMtzsxN0wv52+ebW5RdPimfFEfbAne9gSDT+6fxzabyFmU3HN2Htm5OvGB7y+1Ef7Jyd22bzmfQ6zh7TC6n/vsH/AGVEXkJALy1bA8GncKcW46SNi3aRb0pA3P2aJTiltmzAsfdT5UaH9lzkbeOYwemcd5Ti3hx/g5G5Cag1yl8sLIYXzDE+zdOJtFXA/KUJUQLwbgs9HkTUXYtgPq9ZL59JpkJeRyXXEhw5K846731OCwGimvdeAJBrMbIhh53VDZx7pMLKG/w7jv25HfbeeTc4Zw4JAObSYYwhWgX8blasO7O+drXCX+F5S9qWe19jaTNuZw0ewoTs8finfoAwx9dgscfIt5q5KjCFPbUuLn+lWX8ZeZQXlu0i/Ul9Vw5uXdXX5UQogeqNyRhnXI7mbPPJtOZzYzU/lBVC/NXoOZNpsGWLslOREwIBQMMzHTy6FdbeH3JLkbkJmAy6PhoTQlN3gBvXT+JULBtuzpFC7MjkdAxv4eib1rukpXYC0Pu6K6pWCeoc/vDJgP4SXGNiz6pjk6sUQ8Ql0GgPsgJQzK4/pVl9Eq2kZtkY+XuWv72eQOnD89q8w5qQggRTepUM/apvyH12RmkWpyMzxgOAQ8sWwLxuXgnXtPVVRQiJsnsaU/ja4LqIihdAzU7wH/kWxd2K45DhL8pStRvr6YEPCgTb4QxV0HFZtj2NVjiYeaTUFWEJdQyW5qILSaTmeGmEmwHBO3+xLBnPoU132O1yFBkd+L2BdmceTqeU/8LAZ/WbpvK8RzzJ8pH3Ualp60hViIWBUMq32+uYEiWE9Z/AEYrZI/p6mr9PPHZMOoyqNwEH/8aandG9G12s4Gbj+nL2uJ6Hv5sUwdXUsQEowVqdsIVH0PaINj+LexZAoPOgIvehqZq0Lch80TQq2XbnfkkpA3UjpkcMPZqlMm3oPc3tql6ZqOeC8fn8dA5w8iMtwCQ6jBzz2mDuOHowjZnD/T4Q8wcmcXVR/XGadW+t3eKnb+edWTbkWcnWFotS3aYUWnbdse5iVbevWEyU/oms2h7FYu2VzGpTzLv3DCZ3ETZE0C0D6vOj3LUL2H0FdpiEYD0IXD2M6gVm7HrI9yy0GijN2W8ds14ZgxIY9nOGuZvq2JwdjxvXjeRLF01mCRzjRDhGAIulIk3wdirtfskaO1x+Pmoe1dw85QMLhyXz+Ki6ogXbTR4/Nz34bpmQbs/+fVbq6kIc1wIcYQcaXD2czDpVkgq1J7XZj6lLSDV6bVx1PShMPYq3LtXUpBi55gBafz7gpHc/9EGUhwmVBXueX8d104rYPZ1E8nuqL5eYwVUbILStVBXDDG6FbYQ4siYQy5trmvmE2CO08ZeK7doz/ATrkcX8HR1FdtXfQmUrYPyDdBYpn0m1hVD2Vrts7KpsqtrKDqITm+g0RPg/jOHcNKQTFburmXe1ioKUx3896LRrN5Ti1Efo3MNwQBK6SqY9SLkjteO6U0w9Bw45e8Y/NGdtOlQjIfZzcBhNnZSTXoQWzIqCoFQiHtOG0QgpPLDlkrK6r3cOL2QKX1TCATbNl4qhBDRxKKDQPFKOPclSC7UdjwvXgaDZ8LJD+NrquvqKgoRkyRdRU9SXwJf/RHWvAGhIOiNMPJSmPYbiIvyvI/2ZLAlgytM5rA+M7RrjWLm4oXw8a3Q9wQ49R9gMEPtLvjuQXQ1O3D0OwlI7upqig4UCgaJX/Ncq+XOVc/hGnQ6ICtsu4tEU4hff1lCfvJgbj/rA5zGEO6QjqeXN/HZq9t456phXV1F0Q2s3F1DVZOP0Zkm+P5TyJ8MhhgIFErqDeOvg1Wvwwc3Q/+TYdDpEJd1yG8rTHNw/thcnvp+OxMLkpk+IK2TKiyi1s55kD0aCmdof3Nq6MeJ/d2wayHkjov8XKEQyhd3Q2IvGHMlJORpGXzXvQtvXAIn/x0yhrapekl2M+eOyWVav1R8gRBGvY60ODM6XdsnVHol27jh1WWMyE3k3tMGYzHqKav38NzcIgpS7SQ72vbZMalPCv/8cguhMOPN543JbdPW5qBlzu6T6uAf546kzu1DBeKtRuIs0d0PF92Lddd38PlvtfvKaY9qE3bVRfD1nzHW7Sau38lAUgRnUgisfJVQwcXcfXI/fn1CP1QVrAaoqatDv+Y5OOqmjr4cIaLT7oXw0R3Q70Q47Z9aO6zdBd8+gKFmB4UXHcMxz27ihSvGaTF2EcTu1rj8fLO5ImxZMKSyfGcN+cmSAVuIduPMhBl3w4RfoH54C8rO+TDsPDjnea18zxJ45xoS4nP578xXeX5lAze+upyxvZPQ/9hH9AVD1Lr8jO/dAeORqgrl6+Hd67TkE6AFHJ/0sDbOa5HtpoQQ4AjWo/vybkjqA6Mv157hA15Y9w68cSnm0/4DmX27upo/n98NuxbBBzdpYx2gBVKc9ijMfww2f6Idyxj640LkQdoiDBFT3ltZzLsrijlteBb/OG8EOkVhY2k9d727BgU4fsD4rq5ix2iqQPn6T9rudKMuhYk3amN/mz+D1y9CHXERyqmPdHUtO4RRpzAmP5GlO2talGXGW3C0MSGAiIxBp2PR9moavQGum9qHZIcJly/A28uLeWvZbl64og1jzUIIEWUcwVpM3/0JdAYtQdPEm368734Ksy/CPvJSyB/R1dUUIuZIr66ncNfAR7+ETR/tPxb0w9JntcGMkx4EcxQH/DWUwRmPwZw7oNcUsKdoGdPqdsOEX2hBF1Es5GnQgq03fax9HUQNBrqgVqIzhUJBFF9T6y/wu1BDskVLd2LBx92nDOKW2SuYuqJ43/Fku4nHLhyJRYnuzyXRPj5fX0a81Ujf8s+0A/mTu7ZC7SkuQxtM3TlPy3qy4UNI7QfZYyFjMCT30zIMH+TkoZlsKKnn9jdW8vEtR5GVIJk6xSH0mgKzL2p53BwHF74BapBINxlRUVHUEFRvh89/36I86HOhP8Jqptv14PeBwQJHELQLYDbo+Md5I7j1tZV8d0BwU//0OG6aXojZ0LbarSmu44+nD+GPH64jcED07rR+qfRLd+ALHFlGM4fFgMMij5miFQGftr2W0XpEiyv3PRdt+FD7Org80v6wGqC48CJOf24Lg7PKuHp8Bkadyltra/l0XSkfXH4xQ1XJoiJEOEFvE/pQEDZ+pH0dxOXxcuux/dha3sC43olEch8OhkIcqsk1emXMQ4h2pzdCKKCNNfkatTHipc82f40tiUXbKnhxfil90xxcOjGf8sb9GbBdvg5qm7W74PmTwVO7/1hjObx5GVzxCeRP6pifK4SIKqFgQAv0r9oa9hk+5Knvglp1gKpt8MpMLWhi37Gt8MrZcP7/YOvn2jNS6Rp4/iS47gdIzO+6+op2FwqGaPQE8AZCvLVsD28t29OsPM5sIKTGalb6EPhcWl/lu4daFnvqtM+BGAxW9wZC3DKjL3e/v5adVft32kq0GfnLzKHUe/xdWLsY5a6hyadw4/RC/vD+Wu5+f+2+okSbkb+fO4KqBg9kOruwkkII0XFUVdXuu34XfPdgyxd4JOOuEB1BZlR7iqbK5kG7B1r9Gkz9ZXQH7joztS3GZz0PS56HvSsgZywc83uY92845q6uruHP0+sQgVzpQ/AbHJg7rzaiCxhMFtwDzsK6/Zuw5d7Ck1HN8rDYnVQEbZRWVvLmFcPYUV7HxrIGeiXZ6JuVRHVdAxX+eOK7upKiS4VCKnNWlTA624Zu4weQOwFMtq6uVvvSG6HgaMibBOXrtKxJ69+Fla9qmRISe2sZQbJHQcYw0BvRKQrXT+vDXe+u4YZXl/PGdRMxHWZrMNFDhYKw6MnwZd4G2Dm/TZP6bp0dW/oQbZvJMPy5k9seuBvwQs1OLQiiZCWkDoTx10JCrza39711Hh75YjMPzxpOdZOXsnovhWkOLQPEK8t587oJZCdGfs78ZDuvLNzJU5eOYXtFI43eAIOznGwpa+SDVXsZ1zuSrKVCRMjXBDU7tDZbuQkyR8LYKyEhX9tNJEJqwdHw7X3hC7NGETBElpEzpDMzZ6ufz6/tT3LtOmwrH4agj4mDz+cvM47iofm1/C47U/ayECIMf+6k1u+H6UNITEqhaG0Vk/skYVEiC4CPsxgpTHOwtbwxbPnYXnJPEqIjqOUbUPpM1xZbhuHrdxrW+BT+fUEmjd4AD36ykUsn9dpXPjQ7oWMqtuWL5kG7B/ryXrhgNtgSO+ZnCyGiRsAYB6kDoGJj+BfkxUCQv68Jfvh786DdnwQ8WpKXwmO17KOgBVNs+QLGXd259RQdSqfXcfzgdOasKQlbPrVfCkZdbI6durBg7HMcxg3vhi13DzgLWwwG7QI4rUZuem05txzTF51OoaiykawEKw6zgb9+soGnLx3T1VWMPU1VxJkzuGP2Sm46phCDTsf2H9/3OLORBz7ewH8uGtXVtRRCiA7jNzow9DkO48b3w5b7Bp2DpZPrJERPIIG7PYWrsvWyUBDcUb46Qg2CNRGeO3H/sV0LYckzcNHbRJpprbtqMqei63caxs0HZZXS6fGd8BBNOodMKsc4t8eDseBoSCrQMgEeyJqIMv5a6j1+HLJbYLdhNBo5MaEY5YmJZJgcTIjLhKYKcFWSNfNJyuKnd3UVRRdbsqOa4lo3Vyeu1IJYe0/r6ip1HIMJskZqX2pIy5ZUuwtqd0LRt7D+PTDZtSDfgacSF5/HrTP68scP13PfnHXcf+bQLr4A0S0FPFC2pvXyPUvA2xjx4rQq1UnDUX8m/Z2ztP7xATyFp1DkdTKwLfVTVW078ZfPgtCP2ch2LYTlL8J5r0DfE0Af+ePYtopG1hbXc/0ry0h3mkmwmthb66bhxyyETb62Zd4vSLZS1ejlyheWkJtkxWrU8/i32wB45xcxMMEpuo+gD7Z+BW9eyr6UmrsWwtJn4JL3tMzZEXJbM9H1OR7jts+bF+gMeI9/gEbFFtFzkdfn5exBNpK/ugPj9i/3HbftmIsttT93nfMGTd4ADnnIEqKFIm88vQtPwbL1oMXhOj2V0/7Cua9swaDTceXEHC1Dh+HwyxVTHGbuP3MIFz69kNBBsb6nDcsk3SnTAkJ0iI1zoO9x2kKa2p3Ny2zJlBSez+Mf7qS41k29J8BD5wzjxfk7ADhvbC4pDlP71ykUgh3ft15eukb7bEECd4Xo6ep18RhPeBjzq2e0CGz1DTiTRlNq9Cc78TZqSWpaU7ZWG2s70I7vYcyVEKOBnD1RIBDAaTUyICOOjaUNzcrsJj3nj83D54/NHSrq/XqCo28ne9vnWiD7AYJpQ9lpKmRAKIQSg3/v6U4LN07vy+2zVxJvNZLhtFDd5KOi0ctN0wtJcUT9J1z3461Db0rnuml9+NWbq1u871dP6Y0alEzHQojY5QrosBx9F2z74sfn7v2CGcMJpAzqopoJEdskcLensBxmosQUWWaibktngC9aboeE3w0f/xLOf63z69SOVu71M+GEB9EVTEW/6D/QVIGaO4HQMXfzTUUCg+Ni86Fc7Gc2mXhpqZvLLnof/dJn0K9+FQI+QgNPJzj5Dp5dG+LcEUe6gbfoCBmhMpQv7oYrPtW2g3bXwI9ZkZUPbyP9rFFAWtdWUnSp2Ut3k2bX0W/PW9D/RDBZu7pKnUPRQVyG9pU7TgviaiiFklVQ9L225XKvyRSOvJTLJ/fimR+K6J/h5JIJss2fOIjeBPG52udrOMl9wBB5u9KpQR5cbeYvl32O+fu/oOxeCPZUQuNvYIPzaCrdprYF7jaUwDvX7g/a/Ykagvd+AdfPg4TciE+XFW8lxWHi2ql9KEi14wuEMBt0fL+lktlLdmExtq0fkOHZxn9mDeCdtTW8umgn1Y0+jhmQxi3H9CFv7ycE+5/SpvMJ0aqGMnj/hv1Buz8J+uHd6+CqL7UdVCKwoNjD1JP/iW7T++gXPw6uKtS8SQSn/57PSpyMtkcWwG40GImv24DelkTJNaup8psJqiopFkhd+wzG9W/hGH9DW69UiB5hj9tE7dDfM77v0egW7h+f8E37PaWhLP50hg67SU99Qw1kZUd83uG5Cbx/4xQe+mwjy3bWkOIwc920Ao4flEGivQOCA4UQkNIXPv4VgQveQl31GsY1r0EoiDpoJv6Jt1BcF89txyVi0uuItxmZvXgXLl+QB88awoxBGSTYDtE2fS5twaarUsuub0/VngEPR6fTdqkgfIYfEnK1nV2EEG3nbYKmcnBVaWOV9hRwpHd1rY5YIODnu4Ycpl/1FYav70PZsxjsqfgn3Iyv8CRWl4aYHu1Dr0arNu5RUxS+PD5X+6w9UOrAnxe0G/RBYwV468Fdq9XBkR7xM5tofwaDgXW7Knhg5mCcJmj0hfAHQyTajKiqwt++3MZ9J/fp6mp2CL1O4U8LvNx34WckLv0Hui2fg9FGYNTlbM89m2/3wMB+sRe0C9q1HzsgjVevHs/fPtvExtIGcpOs3HPaICYVJmM3S4hHuzPaCIYCGHXwwx0T8QSg3u3HZjZgM0K1V4fX5+3qWgohRIdRCPHqFj2XXP0Nuu8fQrflMzDZCY6+kuDwi3hvvZuLU7u6lkLEHunV9RS2VGht69/8KdogTTSr2aFN/IZTvkHLyBbFhvdKotjl559bR3PSmBdIsOpZWerDtVLPxRMSSdbLg0KsU3UGjh+ayQ/lbj6tOZ2Tpp2FQafw9U4//bcbmDEgHr25hwT9RQnF0wCzXoDPfwebPtlfkDcBzn4KXK0EmokeobzBw4er9jLLtgKdIxXye3B2S0XRBv+dmdr2fiUrYdvX8P4NzBh0BnsGTeOe99eS4bRw3KDonVASHcBggcm3wdtXtixTdDDkbIhwi26AVEMTf5yRgXnlcyjpg2HoOeCpQ7drPkOPmkS1PqFt9XNVaUHp4XjqoLGsTYG7vZJt/PP8kfz14w2s21sPgE6BU4dl8dxlY9uc8UzZ8QPVyceyudTFTdP7YjXpWLOnjnnrdpJuqcfurwUklb9oBw17wdsQvqxujxbQE+Ek8OheaeibdqDfswgm3gjmOJSy9YQ2zGHS0MtxRtgdVgNeFHctC4bcw63Pb6Cy0Qdo2YruPfl8TowrwuiuApstshMK0YMMTVEINAXRbVmM56wX2OOx8PHmJp57oZJaVwkDMuL426zh5DmTtUCPCFmNeobmxPPYhaNw+QLoFYU0ybQrRIdSCqbD93/H4K4iZLbDjHsJOHNYr/biiie2UdWkjbXGW43cd/ogbpmajanXDpwFOsyhaqCV+3dTJSx6Aub9c/94bWJvbdeJ9MHaM+ChDJ0FP/yt5QI4gKm/AUe0R+IJ0QUaK+CHv8OSp/e3rZR+WrtM7d+1dTtC6boGPFmpPLTEQ0Lq3QwfYqTGHeTTrSo35DoYnNG2XWm6JYsTpv2m9UzkQ86Ct67a/2+dXvsMPVKeeqjcDGve0nZI+ekzPKkAzn05ss9w0e7UYJCzR2azq9bDBa+upaxemw+0GHX837G9+b9j80kyuInFbPSpRi+3TUzAsPNLdNZEOPEBCPow7JhHQnoZZ/Tv3dVV7FBNviAfrd7L1H6pXDwhn4oGL5+vL2NEXgJJUZ6Pq1uKyyDZHWBcvpP7P97EJ+sr9q1BH5UXzz9nDcVmkEzHQojYlWryc3z/JF7ZVEGJ6QaOOuFWXH6Vj7cHuCTfxAmDnF1dRSFikgTu9hSKHk56CD66HSo27T+eORxm3K2VR7PDbU1x0FZJ0cbjD3Lhc8upaPDy0UGx1w6znqsn53VNxUSnUVFx++G6l5cRCKm8ufKAwiVl/O/q8SQ7Iw9OEh1PsSXCF3c3D9oFbWvod65BOevZrqmY6Bae/aEIvRrkGM+XMP4ybWBdgN4AOWO0/smOebDhQy6xzKc643pueHUZT186hqP7yyStOEByHxh/PSx+an9/z2TXBvLNTmjDrdGkA+OGN1AW/KtFmWHXfFIvmwO0IXg8XKBBW8oPpij87t017Kzav0VRSIUPVu0lNc7E6F5tm6ApyzuF85/djMsXZM6a5gHGGWdO5HidZDIT7SR0mGexgzPxHkJCoBLTq6drgfHr39t33ATEWRIwjL4kshOpKsWZx3LZY4sJhPb//CZfkF+/t5leV41gSAxutSlEe0gPlaPMuRRfxigeWxnisXnbm5VvLG3gupeX8cpVY4/o/GaDDl9Ah0kvQSFCdChV1bIqXvwWfH0/uu3fgDmOjWd+zhkvbWx2e65z+7n9jVW8ds14RlSuRM3sAwv/Baf+HcxxLc+78SP4/uHmx2uK4IVT4Pq5h1+8Fp8DF7wOb14OvkbtmKKDiTdDwdE/98qF6HmCQVj5Kix6vPnxys3w4qlwzTdau4syqjmOD5ft5em5LbPRLt1Zzexrx3dBrTpA+hA4/n748t794wgGizbusWHO/m2MTQ445/mf97t0VcGeJS3/Vqq3a38r130PCTIX1ekUBW8ILnlhBd7A/udrjz/EHz/ZRq8UO7mOGF3wpqr08a5H982dLYrSNs4hdMUnQOSL4qNJo9fPA59s4L2Ve1uUFVU28vwV40hxSBBpu/K5UZtq+Ps8Nx+vq2hWtHxXHb94bTXPXTSkiyonhBAdT9GbWV9az70fbQPgyQPKPt1QwWc3T+yaigkR4yRwt6dwVcBbl8O032pZCRrLIS4danfDa+fD1V+BNb6ra3nkkvtqA7jhAnSTCrSBjCi2payBiobwWXWfnFfMGcOzyJZkqzFNFwrx2uJdzQILDvTYN1v5x6zBQHT/rccUvws2fBi+rHi5tt2YiE71e2HTx1CxWft3UgEUTIO0gRF9e3Gtm+fnbudU5mIvnASJ+R1Y2SilN0KfoyFjKLp1b3NTxf086riJq19cysOzhjFzZPRNKIkOEPDAx7+C1AFw4WytbRrM2mTV4qegugiOvSfy83kbUQ6enPpJYzlK5ea2ZSIyxYEtCVzVLcuMNrAlR34uYE+Nu1nQ7oFeXbSLyyf1Jjcp8uygPxSHcPnCZyB6ZG4Vo/v1ai2HmhBt48zSnsfC7YJiTwV75G1BLVmtTSaHYV7wD7wDTsMcyXOt0cLspdtb7Vv/45ud/Pe8wcgjlhAtKd56qN1FxYzHeO7NirCvKa51s7WiibxkB3pdZAG4vkCQXdVunvp+Gwu3V5PiMHPD9D6MzEsg2S4T0kK0u8ZScFcTMsVpQbuAa9B5PLG0IeyampAKry7aTd7060jwlcKI88Fd0zJwt6EUvnsg/M/01MKexYcP3DVaoPfRcMNCbZc1v0sb+7WngkV2hBCizRpLtQzYYcvKtR0LozBwt9St8OL8HWHLyuq9bKtooldKDHxm2BJhzJUw8DSo3AI6gzYWaXZC72kw6AxtjCGxFzgywHAEi3A99VCxQcvMPO/R8K9x10DxMgnc7QKKTsfHq4ubBe0e6O9f72D4hQNJ6uR6dQ4V3Q9/C18U8KDb/i1kj+rUGnWWqkYfH6xqGbQLsKa4nooGrwTutreaImqsA3lv9cKwxev21lPlCpLetiFdIYSIGuXuEH//ekfYMo8/xBfrSrg6LaFT6yRETyCBuz2Fq0obhPnoDi0YxhynPYz/tELXE+UBZE2VMOmWlgNQOj0c83sIHSYjbze3uWz/7yfBZiDJbmZXVROBkJb1whuQTKuxrtHjZ3N5Y6vlRZVNuP3RnVk61qi+JpSfFhMYLFpwZl3xvmwxoaZKJI9blHHXatktlr8ECuDMARRtC/CgD9IGw7hrYPj5rW4LrKoqv335Wxyhek7NrIE+53Ve/aORPRnGXI1xx/fctuUxnjGfz+2zVZbvrOXOkwdgM0lXtkcLeKFqq5YNZsXL2va7frc2KQnaxJW3EcyOyM4X9GkTUa0IVW5t2+d2MAAz7oE5t7XMKHr0nVpd22BHZdO+/zcbdDjMBmrdfoIhFY8/hNvftm1AVxXvP5/dpMdk0FHr9qOqUFTVhE+Vu5RoJ450OOlB+PDW5scVBU7/FzgiDxFXy9bt/4fRpt1v3TXaAs6mSgj5IjqP2+NmXfn+NhhnNqDXK9S6tOfGbZUuXL4gCRHXTIgepFrLuuFWrLh+fLYxGXTkJFqpbPBS79HGmbZXNDGlMIg1wv7axtIGZj2xYF9Awq5qF1e/uJQrJ/fi1mP7EW+VTPBCtKuADxQdvkAIi84A1gTc8X3ZtG3/Qhun1QAq+9p1UWUTbsWKoWgx1nl/hCs+aRnAFfRpC+paU7Iahpx9+PoZjFqA7+GCfIUQhxfwHPJZl4qN0Pe4zqtPO/EE1H2fTzoFEmwmXL4Anh/HyLeUNTEjsjX23Z/Jrn0l9mp+3JYIyQU/79xBn7Zj3LvXwrkvQUOJdlxRwJqkjV38lNW3ZDUMnvnzfp5os0DAz8qS/ffndKcZi1G/b3F3UUUT3lCM7lYRCmpjf60pWaWNuSmxd/0NngA/rTU26BTirUYavYF9z0sVDV4Gyor79lW9ncbkvgR/fOMtPz7nljV4afjxflNa52KQdE+FEDEqoCoUHTAP1TvZRqM3QEWjNua+qiR8YhkhxM8j0Q49hfWAtZZBf/PMX4oCFmfn16k9GUxaQPLMJ7XAjfq9kDEURl4MS1+A9KFdXcOfpW+6k+MGpnHLsf2odfmobvJRkGKnosHLne+swWyIvYdS0ZzDYqRfmoMF28JnGOudYsdmlACb7sRviseUkE/xGW9QqUthV42bTKeFdEMTuZ9cStCRIYG70aRiE/zvXGiqgNGXQd8TwfRjZsugD/augC1fwJzb4as/wugrtHtQcp/95/A28OhLs/mhOJP/S1qJdeQ5WrZ4cWg6HRQcjSGpgOtWvk6BaSCvLp7BF+vLuO3Yvpw5MhuLUd/VtRRdwWCG5EIaU0dSNeBittWpmAw6elmaSFv8EKa0QZEH7QJ+vRWjNbHVCc1g2qC2fW4bDLBjLpz3Kix/UcuMk9gbRl0KO37Q6t8GuUlW8pNt3HxMIRajnlqXn4x4C5tKG3j6h20Y9W37PBmWbWdrRQJXTSnAFwzh8gbISrDy3eYKfthcgUmRhWGinRgt2uRu6gD47iFtq+z0wTD115BcqH3ORypjCKG0oZROuY89aip1ngC9Ewyk7P6MhFVPE9JF1q6sFiuD06zolRQunpBPvcePP6iS7rTw0eq9lNS6sJnk3iJEWD/2by2qi/Q4Mw+dM4wEm4kdVU0k2804rQb+9ulGClLtmAyRtaPqJi93vbsmbBax5+bt4MLx+RK4K0R7M5got/fHE9LTcM637G0IkJqYwG/TrHy5sZxjB6ZT2ehDUSDJbuLNpbsxG/To9Tr8vWfAqse1Z99zngPLAdnu9SYt235rwbuZw35WtcvrPZTWeSit95CdaCXdaZFsc0IcjsECh3jWJXVA59annZgMepLtRi6e0IvhuQnsrXUTbzUSCKn855ut9E2PfDygR2sog49/qf2/uwacOdQNuYTK/FMoqg0SZ9GTq6sifd496DOie54tWhkMRkZkWshw5nPe2DxK69w0+YL0SXWwvqSOF+bvwNDGMaGoodNr4wala8KXZw6PyaBdgDiLgXirkZuPKSQ/2UZpnZdkh4k6t59/fbWF1Djp/7S7pN44LEayE6z8bdZwzAYdu2tcpMdZsJh03PP+OtLjI9/tTAjRdXzBIOX1XnZWufD4tXtmisOEwyJjS4diULSYk2uOKmBgZhzbKpqwm/RkxFv43+Jd9IqX8EIhOoK0rJ7CnoqaNwll1/wWRWr/U1DsKV1QqXZktMH697Wt54ecA4XHaqsw37gMRlyAlhoxeg3OTuA6u53Ln1tMVdP+LFLHDkzj9WsnYLHE6EO52MccqOfC8Xm8umhX2C19b5nRlzTqgBjY/itG1OoScV/4AzfNXsOa4m37jvdOsfPUxR+QbPDE6PZVMahsHbxwqpat/tRHIS6jebneBLnjta/6Etj4ASx+EuY+Agn5kNyHkM/Nv3bm8k/fmZybspMR449vW6CSgIQ8lEk3cfyaNxle/m9e013Ob9/x8NdPNnLi4AyO7p/K6PxE0pyWrq6p6CwJudSc8hTPLKnm8Rf27MtCYTXqefT0P3FUQXybtrmv1iWSNOEWjN/8sWWhI516RyFt2gnNnqplpnnvF1r/NG+ilrnmo9shZQDY2tb/TrAauf/MIfz6zdWU1u/PtDKxIJlnLxuHIcKtyH9ydIETp83Kb99eTYNXyxqhKHD2qBwePW8YmcYmQCY6RTuxxEPeBJj1gtYuzA4tY1QbhTJHs3r6s1zx5k5qXLv2HT9t8GTuPm8mijElonZvDHq4aEI+32+r4+bXVuwLFtTrFK6a0ptrp+STQCMQf+gTCdETOTIgIZ+09a/w2rX/5N4P1/H95sp9xWlxZp66dDTpcSb0Ed6b6twB1ha3vhPU4qIqCtPkniREu3Jk0ORp5Na3VrF6T92PB/fSK9nGo+eP5Mb/LWNPjdbnNOl13HFcP44ZmMZ/v93Ot5sreOns/9H/i0vAU9c8cDcuA6b9Fj68peXPtCRAztgjrvKOyiaueGFJswxAw3Liefzi0WQntKXnL0QP48iAybfBl/eEKUuHtOhMS2s16HjmsrE8+tUWHv1qy77jKQ4Tf5s1nIKUtj9v9EiN5eBt0P5/xStUnPMOf/2hhne+3v+8FW818tw5TzI8N0EmlbtAKBTitJH5rNnbwDlPzMfl03ZcUhS4bGIv/nXeCIIxO86swPjr4f0bWxYZrZA/sfOr1ElSHGaeu3wMf5qzgZW7a/cdz0+28ci5w0l3SuBuuzPasJt0vHTlOH715ipWHPC+5yXZePKS0aRIl1OIbs/jDzJvayU3v7Zi3z1Tp8C1Uwu4dmofkuymLq5h96UzmvnvhSN5fv5OfvXWqn0bSdpNeh45bwRDM6V/LURHiNWevDhIlepg57R/Esw/qtlxf58TKBp7LzXBKO9p6gxw8t+0LGYNJVpWh4ZS6HcSDDxduxtHsUa/wpUvLGkWtAvw5YZyXl64EzXKA5NFJHToFPjbrOGkOPZ3KB1mA78/ZSBmg04yd3YzHsXK7z7YyJriumbHiyqbuP7VVdRLkHV0qN0FL8/UMpOc8NeWQbsHc2bCuOtg1otw9F2QOYI1DXFcUHy2FrTbJ8iZEwZI0O6RMtlg1CWk9xvPba5/8UjGl0wrcPDD1gp+8epyxv3lK8bc/wUXPbOQP364jtlLdrG2uI5AsGX2NhEbFlea+M/8Mg5c0+L2B7n+nZ0U+9oW4BNUdWzJOh3X6Ou0vuVPUvqx98w3qdC1KWxXC2A4+WHImwRLn4VvH4BFT0LaYDj7abC37XyBkModb6xqFrQLsGB7Ff9btAtVbVuGXK9i5pdvrtoXtAva7oJvLdvDij312m4WR8AXCFFa56a0zo03EDyic4gYZnFCXPoRBe0ClIacXPRaETUuf7PjH66r5pX1fpRIn/sUBbfHwx8+WNssw2cwpPLU99vZW9N0iG8WoocL+uDUf+AdcDpPfb+9WdAuQHmDlytfWIrbH/l9SeHQr9XFaBYtIbpSnSfAPR+uPyBoV7OjysUdb6zk2qn7d4/xBUM88OlGKhu8WIx6yuq9XPxmMcXHP02LZAmKAgNOgam/0Ra5/iSxN1z+EcQf2d7CFQ0ernpxabOgXYDVe+r47durqXP5WvlOIQR6PYy4ECbc0OJZl8s+hPicrqvbz6DTKXywci/fbqpodryy0cctr68Im/xChLP/fQoa7by1Ocg7a5rv+lfn9nPR60WUBKJ8585opao0+UPcdEAA0o+HeWH+Dlbsrm3zLkxRQw1CXTHMuAfGXQNn/AdO/QcMnQUzn4Id87q6hh0mGFJ57OutzYJ2AXZWubjr3bUEgvIZ1+7qS/CpRv780YZmQbsAu6pd/OKVZTQFYrStCRFD9ta6ufblZc3umSEVnvhuOwu2VR7iO4XJoGfxjhot/uiA20yTL8iNry6nUR67hegQsjiyh6hs9HL2Szv45VH3MX2igjHYhE/v4LMdQf75wlY+ujmTxGheXeKuhk0fwTG/hxWvQNlayBmnDRR/8Qc47dGuruHPsm5vPfUeLagiP9lGnMXArioX9Z4As5fs5uIJ+aRIDGBMc+nsPP3DRjaUNHDnyQPJcFpQUWn0BHhl4S4+XVvKv84fTlZXV1Ts4/IFmbs1/APAtopG6tz+sGWiG/E1wWsXaBOPx96rBRtFwO1X2VhtYHHNaD4pHsbK8hBZdoW7JpgYmirbbv9sig76HA2JeWSums0FTeu5YOqvqHKOZGtFIzurXOypcfHp2lJenL+DkKqtBp3SN4VTh2Vx/OB0zBFu2yy6t6raOv71TREAZoOOwjQH/mCILeWNhFR4Y+lu7jwlHiXCQHl/CJ5dXMkfpl6GOuRUFHctGCx4DQ52uyxUu1wMyExoWyWNNjjxL3DM76CpEmxJYHKAse1ZA6ubfFQ0eMOWfbCqmBuO7hO2rDWfrq/A38og/5Pfb2dq33Hkt3H3tz3VLp7+YTvvriwG4IzhWVw7tQ+5SbKNnGgfy3fV0vTjoGuvZBsOi4GdlS4avAFemL+TM0fmRPRc5FYsvLJsG63Fu//7u10MunAk6e1YdyFihao3EUruT7nTybKvVjAk27lvfOIn1U0+tlc0kZ9kQx9BEIFeURnXO4nFRdUtyhQFhmZLkIgQ7a2q0cv3mysx6hX6psURUlU2lzUQUmFbRROZ8RZ0Cs0WyL24YCfXTS3gxQU7qWj0ss6XgQ4nmQef3J4CU26HkRdrfWCDWduNIu7I76wVjT62VTSGLfthSyVVTT7ibVE8ti1ER3OkaXMn464FV7WWqdKeoh2PQlWNXhq9QV5fshsAp9VAXpKNeneAXdUu6t0BNpbWU5AqGfsPy+LUEha4aygfej1PzdkT9mUef4jFRdXyfN8FdHo97y4vJthKMPoT321ndH4SybE4R2hL0Rb9ZI2AeY/C8pdAp4deR0H6YHAe2YKgaFDV5OPbzRVhy4oqmyhv8MrOc+0ttR+NvgDfbC4Hmo83by1vZEeVi6omH72ifBNjIWLdO4e4Z/7rq62ML0gmxSFZy8Opdvl58vvtAFiMOvqkOvAGtM/AQEjlw9V7+WVG/y6upRCxRwJ3e4h6j59Gb4A/flnC/s1/92dUaPIFwn1b9Aj4tYe3F07Zf2znfFj8FJzzLASj+/p2VjUxtcDJ76YmkFS9CkNTCe6MMax1ZfLLj0vwBSSTYKxz+4PsrnEzPsvIaHsVcXvmoQR9NGVN5ug8A88vb2yWLUx0vcN9rlY1hQ++Et2EqsKHt0HVNi1jpjWxWXGTX2VBcYA1lUF2N6hUukJUuVXKXSoVbu2B0KyHoSl6bhttYkyGPuKtgkWEkgpg0k2w5i34/G6SB88kedSljO+9P4upxx9kR1UTG0oaWLGrhptfW0Gyw8R1Uwu4dGIvLEYJ4I1m/qBKaZ2H+47LZHqmH/veeahGOw2ZE3lmpYtt1V78gQAmU2QT+DoFfjPcQ/zzJ0No/2psMzC88BS2T7i/bRUM+sBVBR/eCjt+2H88ezTMfAIMJi2LdIT21npaLfMHVTz+tmW33VEZPvABoLjWTVt7FcU1Ls5+Yj5l9fvvby8v3MVn68p454ZJ5CTK5J74+fZUNzG9MJ47p8STWLUCg6sMV8Y4Vjcl8KuPS1odlD2Y2x+iqMrdanlxrQtXG9uUED1FUG9Dv/IVsgfP4n8TdmNoKsGVMZZ1P45P/JTJfXeNi2BIRR9BdysYDHLXyQO59NlFzQKAAX55XD9qXfLsJER7c3n9/PboDE7pBfbiuag6I41Zk3htvZcnFlVS5/ZjMeqbZSnaW9v83llS7+Glt3bx8KxhZMYftJubyQamfEjMb5f61h5mDOXAegohWmGyQ1Jv7SvK+YMhfMEQRr3Cv07LZbClCmvZQvz2TGqSRnDfdzXsPER/XxzA74MT/gIf3ETAmkyNK3ygIMD2ioZOrJj4iS8QYEe1q9XyvbVuQm3chSlqGExa0O7WL2HgqbB3pdbHyBgGy16AMVd1cQU7jssbaHWxMWiLJUU7c2bRVOJDAf5wbAbHZoe08Wa9mcasybyw2tVqUgUhRPcQDGmJXVpTXOvGLzt0HlJFg4cHTsxiSpoX2975hExxNGRM4L9LG1vsgCOEaB89KnD3P//5Dw8//DClpaUMHz6cf//734wbN66rq9Upkq2tz5TodQrx5igPJnJmwmvntjzud8HX98O5L3d+ndrRlIJ4zk/eTspbZ0NAeyhIBNLTh/P2xU9hMkT5708cVpzFyC2TUhlU8g7xr+0PHEoCLhx8PsNPuwOHWQLQupN4ixGDTml1W7ZMWQ3dvS1/Eda8AVN/DYm99h0uaQzxr2Ve3tnixxuEeDOk23TEmxUy7Dr6J0OaTUdOnEJenA6jXj6fO5Q5DkZfpm2LtuFDKF4GR90ByX0BsBj1DMhwMiDDycyR2RTXuPl4bQkPfrqJlxbs5P4zh3B0/+jMLiPAaoCnz8pj0Oq/YPnhvX3HkxWFX037M5vSTow4aBcgUWnE8cNdzYJ2f2LZ+hEF037TtgrWl8Env2ketAva3+m718PZz7ZpwrQg1d5qmcNswNbGfsCo/ETeXFYctmxghhNDGxYbhEIqc1aXNAva/Ul5g5cPVu7luml9ZAGD+Nlm9Inj4pQtpLw5UwuO58fnoszRvHPx41j1kQ28Os16xubGMW9rVdjyoVlxJJhjdOJTiJ9JH2hCSe6N5amJWA4Yn8jIGMHsC57gzJd34AuG6J8RhyHCLXvNRiML15fw7wtGMndrFSt315DiMHPqsCw2lzWQEmc9/EmEEG3Sy+qmt+sl7K+/sO9YMnDDhF+RNP0kkuxm3ActYhmQGddskrN/hpOHP9vMsp01nDqsY9tpmqP1aQyDTiFOku0K0aNYDQpug463Lsyn8Ktr0JWt3leWZrDwz9NfYa8zFtOPdgCTBTbOgQtex2xNJjepkd3V4YOeR2ZLBuOuYDIYGJWXwKdrS8OWD8h0YonVqaGmKmgohR3fwxd37z+u6LQd8hpLIalXV9WuQ8VZjRj1Squ7ZWXEy/xSu/O5cVrNPH5mHlN3/hvr3Nn7ipKB26beizetV5dVTwhxeHqdjokFSXy2Lvw9c1BWHFZJ6NMqkw5ePb83A5f+AdO3n+47nqLouOvYv7Mx6ZgurJ0QsSuyEfQYMHv2bO644w7uueceli9fzvDhwznhhBMoLy/v6qp1iiSlgeP7J4YtO3tYCslKfSfXqJ1Vb9s3cdtC2TrwR/fq6kH2BlI+vGRf0O5P9GWrKFj3GNmW1lfbitjg8fkZ7agmfm7LbH+2da8zPLCWUEhWiHUnKQYXs8bkhC2bUphMotHfyTUSESvfoAXb9TsRek/bd/itTT5mzG7k4yI/ZxQa+ecxFh4/zsofp1i4Y6yZq4ebmNXfxLRcA30S9BK021kUHfQ+CibeCKEAzLkDlj0PwZYBhNmJVq45qoCHzh5Gos3E5c8v4c531uCK9p0Heqh4XAx1LcSy6b3mBapKwrd3McpZB77I+4CmYJPWb2yFYdfctlXQV69lBAmneBl425apJjPewqDM8FuFXzmlV8ssZ4cxJj+JJHv4CIfbju2LzRj5Gs96t585q0taLf9oTQl1bskEIn6+AfYGUuZc3uLZz1CyjD6bnyLTFFmbD3nqmNnfHHagVlHg1omJWP217VBjIWKQ3w0f3NxyfKJ0JQXrHuOsYcn0TXOQFW9BF2w9W/yBPAGVx77ZxuUvLGF9SR1DsuOxmfTc+c5qHv1qC3tqontMR4juyFa+HPvqF1ocdy78G2fnuthcWt8sy5tJr+P8sXk8P38HAAMy4tApCgk2I++uKO7w3cBSlEaOLgw/tn3ByFRSo31sWwjRJvGhOtKsIQrW/LNZ0C4AAQ+pH1zMALtkBIuILRX0Jnj9ItKo5v+OCr8HfIbTwmBnZH070b6CgQDH9k/GaQk/TvPLYwtJUmI0G7LfBcVLYcsXzY+rIfjiD9rYQDA2s+6nxpm4eHz4nQumFMo27x0iFCDd5GOyfi3W9bNbFMd/fy9J3j2dXy8hRJvMGJje6j3zNycMIMEmqz5bk2rwMKjmK0zbPm1eoIZI/OJ2xiRI/1qIjtBjAncfeeQRrrnmGq644goGDRrEE088gc1m47nnnuvqqnWKBG8Z940LcPbwlH3Zs0x6HZeMSeNXg2px+MJnGooahwvMDUV3QI5xz8IWk2I/MayZjd4jg9OxTkcI3ZKnWi03LfwXlmDrWz+IzhfvLeHG8UlcMiEPs0G73ep1CqcMzeCvpxWS7t7WxTUUYfnd8Obl4MiAsdcAEFJV7l/g4VffehibqeeR6VZm9jOSbtehKBKc223EZcCEG6DPDFj3Hrz7C9izJOxLsxKs3HnSAK6a0pt3lu/h9MfmsaUsRge4Y1gw4MG46LFWyw3LX9QCuyMUQn/I1/sNrWe8DetwgbmutvW/sxNt/PeiUUzvn8pPHz1Wo54bju7D+WPzsLRxpfjynTW8eOU4hmbH7zuWZDfxwFlD8fiD+NuwIEivV7AfIuOv1ahHr+sxj56iAxl2zYVg+MVPhlWvgi+y/rCiN5K5+RXeuCCPwrT9WaMy4y08d04v+mx7GRW5xwsRVvm6VscnLBve5JpRDp66dDT1TW4IRjYW4wuGaPxxK9h5W6t4ft4O3l5eTL1H+/5tFfKsK0S7cteim/9oq8VJa57B49mfJCA/2caTl4ymrN7NZ+tKmdYvlf87cQA7KpvwBULEmQ10dFcvwVvMA5PhzKGp+3ZxMBt0XDEunZv7VmLz13RsBYQQ3YsaROeqxLD+rfDlAQ+h4hWdW6doZY2HE/8Kw86Duj1MafqCv5yYQ7zVuO8lY/LjeX1WOpkVbVzQLNqFoijkFr3Fq1eNabagO9Vh5tHzhtO/cTHBCPvdUSfghRWH2FF140cQo+PzVqOBG6b34eqjejebXzp1WCYPzxre6mJ88TOEglh91TiW/qfVl+iXPRvxc64QomvkJFqZfd1EBmbu330hNc7MExePYkCG7MhwKDp/PcZFrX8GGla/1om1EaLniDyNUhTz+XwsW7aMO++8c98xnU7Hsccey4IFC1q83uv14vXun4Sor4+BoMi4NDJePYo/DT6PWy6ehSukx67zk7rpFayfzoHrvuvqGv486YO1QAs1TIBBYm9tK+0opjZVtT5tHPQRUkM9Jwr/MGKy/QJGJYChqaz1F7gqMSuxubI4WoXM8eS8fja/GXMTl99wIo0+sBkVUirmk/i/ywld8p6Eg3RHn90F1dvhlEfAYEZVVX7/g4f/bfBz2WAjJxYYD38O0XV0eig8BjKGwYb34ct7IXccjLsG4rKavVRRFI4dmM6AjDge/WoLpz02lwfOGsaZI7O7pu5RrivuvwEM6JsqWi1XmsoIqJE/8HgMTvR9T8K4+aMwJ9MRyp/StgpaErTJAzX8lnbYU9t2PqBXip2HzxlGtcuP2xckzmIgw2nGZm77Z9Ow3ARuf2Mld500kASbEV8ghNmg442lu7Ea9Zw0NCPic8VZjFwxuTcLt1eHLb9ySu9mk36ie4mm/rPaVNF6/8nvRm2tvR0khA56T2Poxxfw+oRfU5MwmGBIJdFbTPrSX+AZehF6s63d6i1ER+mS9tt0iIUnAS958Ubu+GIzdxzTG4yRtSObSU+81UidO3xg/oBWMs4LEc269P4b9EJTZavFSlMZV49xcVJ+LiFnDugM+AJBimuDPHXJaBYVVXPH7JU8fO5wyhu8XDwhH0NHR+7GZZLx6hT+POQibr/47H1j22kbnsfy5RdwzTcd+/OFOEA09Z9jli0ZvXtnq4v6APSuQ4yli+biMuGkB6GumITNn3Fe/Q9Mm3kr9boUzHpIKvmBhHcfhSs/Pfy5urmobL+KgidtGEM/mcUzpz5KrWkggZBKvN5L7tIHcNuz8BdO7+padgyd/pB9FhrLYjZwFyA1zsKvju/PZRN70egNYDPpSbabcFh65hhbx7dfFVVngEONNzeUQcgH+h4RYiNEu+nM+6+iKAzMdPLyVeOpdfm0e6bVSIbTIsmYDkNVDIe+7za0vuuiEOLI9YheRWVlJcFgkPT09GbH09PT2bhxY4vX//Wvf+WPf/xjZ1WvczjS4bg/YfvwZvKXPdm8bNaLWmbBaGa0w+TbYO4jzY/r9NqAgyOzS6rVXtTcca0XJvZCMVg6rzLdXEy2X8BgjiNQeByGovBB9qH8KWCJD1smuoZeb0I94z/EvXwmcd6bDigwoZ7/GiGdQQLuu5u178DS52DCjZDYC1VV+fNCL//b4Of6ESam5faIblNscKTAmCuhbA1s+hTeuwEGnaFlDzkogCQn0cafzhjCc/OKuG32SuZvq+Se0wZjN8vvuy264v4bMjsJ5U9Gt3FO2PJAn+MxmCLfNi5OH6Rx2r3El66A+r3NyuqOe4SgIY425dy1pcCA02DDBy3Leh0F1vBb/R5OSpyFlLif3/fLSrBw4uAMLn1ucbPjfdMdvHjFOIz6tmXwHZWXyAmD0/lsXfPJ0WMHpjG215Fdq+gc0dR/Vg8VQJ/SF73Z0Xr5AYwGAz5rEr7cKaR8fiMHbgYbyJ2Ers/RqEHfz6usEJ2gS9pvzpjWyxJ7sWC3h6P7xGsLqyO8l2TFW7l2agEPf7apRVl2gpU+KW3Mei9EFOjS+68lHnpN1RathpMzDseCv1F41C/Z66vmzFeKqGraf1/UKXDfGUN4ZcFOLpmQT0FqJ7RRRxrM+AP2j3+Ffdnj+48rCpz3qhZ0JkQniab+c8wymNEbzRCfC3W7w75Ed6g+i2jJZAdLHIy6FP17N5D9zpk0W9p+wl+jfp4NorP96nQ6gs48mjLHkvXyFA5MTRBMH07o7N9gCzVA20atooMtCXInwPavw5f3OyGmA3cBLEY9uUmysBg6of1anIQaKlDzJ6OsfTvsS0KFx6EzWDuuDkLEqK64/6Y4zKQ4Ip8fEqDo9Ki5E1CKvg1brvY7UZKSCdEBFDXSlDRRbO/evWRnZzN//nwmTpy47/hvfvMbvvvuOxYtWtTs9eFWfOTm5lJXV4fTGcVZPjz1UL4evnsIqrZC2kCY9htI6Q8RTnB2W6oKNTuhdDUsehzqiiFzOEy+BeyZkJjT1TX8WULVRShvX41SvLRl2ayXoM8x6CzRnVW4vcRs+wV8lTswPXdMy621DWb8V3+HMWNg11RMhNdQSmjLVyh542DTJyjFy1BT+sOQswlWF2HIGAwJuV1dy26tvr6e+Pj4zmm/FZvh6aMhazRM/TUoCk+t8vKXhV4uH2LkhN49cxV7TAj6oOh77ctkh5GXQt9jQWkeSKKqKt9truCF+TtId1p46JxhTChI7qJKR5+uuv96i9dgfvZoCB20RZkjHe/lX2BOyY/8ZJ56akqK8OhtGIsXkbT7Szz2bOr7n4M+Lp1Ukx8S23A+0Pqnn/8eNn64P/Nu4bFw8t8hqVfbztUB6tx+9tS4eGPJbqqbfJw+PIuhOfFkxB/ZAHRlo5ftFY28sXQ3qgrnjs2lT4qDlDgZIOvOoqr/XF+C+r9zUUpXtygKXfAGuv4nRHyqwNZvCKBHpzegW/UauoAb/+BzwZGGbu8yjOOujPkJQBH9uqT9Vm9HfetKlL0tt5/2nP0ypWlTWb6zmkn9M9t0P6ls9PL099t5ft4OfEFtN6Uh2U7+df5IClKjfMxKiDC6/P5buRWenAJ+d/PjlgRCl7xH0BSH8Zv7oWw1xed9wbyiOr7fWktuso2j+6eyqaSeYbkJ5CXZO2+rZnctlK2D7x+C6iJIHwLTfg0pfcEknxOi83R5+xUABN0NsPVz9G9f2aJMzRmHetZT6JJ6d0HNolxjBbgqYfdi2P4NxGXAiIsgIS8mEodEa/v17l1LrS4JtXYniZtmY/TVU1kwk2D6ECzeKhJ7jYjdDKDFK+DZGRA6aMdJZzZc+ZnMsfQgndF+Q+UbUINB9M9M1+YVDmRPIXjll+iT5d4iRFtF6/23xwn6Ce1die75E1red+NzCF38HrrUvl1TNyFiWI8I3PX5fNhsNt566y3OPPPMfccvu+wyamtref/99w/5/Z0aONQZPPXaoKzJHv0BuwdSVW1Qwd+kbZFkMGuDtvYYCLrxNqLWFKEufhrd6tkQ8EBib9Sj70TNGYsuuaCra9htxVL79QWCqJVbMX75e3TbvgBVRc0Zi+/4hwimDMBmk1W33c6epfDiqXDig6jpw1BqtsO7v4ALXoWC6bE7mNZOOq39umvhmRnaQMzJfwOjjfe3+rn1KzdnFho4b2AnTUKKjuWuhS2fwd6VkNQbxl0DGcNbvKykzs1T329nY2kDZwzP4pfH9ycvWT5f26qz2m9TUxNK+VpsX/wf7F0Big5/3xMJzrgPfXIfjIY25jav2opnwVPUDLsOn9GJQQlhKfqCZLMKg2ceWd+5sVKb9PLUgtkJtmSISz/st3U2VVVlqygBREH/uXYPoe8eRLdmNgS8kNwH9fi/oORPAkvk9Q02lMGnd6LfvRDGXImqGFHWvYWq6Ame9yqGhOzDn0SIbqZT2q+3QQuYW/Q4rH1ba4eJvVFn3I07czzXvLOH+2cOpfcRZMl1+wJUNPqodfmwGvUkO0wk2WXxh+gZOv3+GwxAxQbUj36FsnshKApq7+kEj/8z3toy7O9eCt56OPFBGHwWOFL39RdV6Np+Y6yObYuo1e37zzEsVLkNpXgJyrd/hZodYLAQGn4BytirURJ7yWfEz6WqMb+YMVrab6ixEnXRk1SnTcCbMZqgCmZ3BUmr/oN+6q/QJ0R38qJD8ruhZBV8/CsoXaPttNr/FDjuPm2MV/RYHdJ+PfWENn0McVkoX/1RS6ilKKiFx8Nx96GkDWifnyNEDxct99+eKFi7B135epSv79t331X7nwJTbieU0Au9PamrqyhEzOkRgbsA48ePZ9y4cfz73/8GIBQKkZeXx0033cRvf/vbQ36v3DhEt+CpI9RQjtJYhhL0EjLaURPz0Tujf3uijhRr7VdVVRrrqzF4a0ENETQ5MTtTMerbGJgkOkcwoG3XtvZt2L0Q0gbDyIu1bdyMP3+b81jXKe034IVXztYC/k75Oziz+WFPgCs+cTEpS8/1I0wSyBZranfBxo+0/+aOhzFXQXzz4KyQqvLdpgreXLabeneAU4dlcsnEfEbnJ8rfQ4Q68/7rCwbx11ei89aDTk/AnIDD+TN+V7W7YMsXsPlTLXvHmCu1TLsxkFlGiEhERf/Z74amCm3BpslxxMHwamM5ofJN6JY9hxJwExxxCUr2KHTyjCWiVKe1X08dNJZDQxn8OD7hi8ulJBiP02okWbYiFKLNuuz+66om5K4jGFJBb0Ap+g7Dxg8O6Af3atPCGCF6oqjoP8ewUH0J1OxE529C1ZtQ4zLROdLks0tEJKrab1MlwYot6JY+i+JrIDj0PJS88ejie8ii06ZKbVGRotcWxUtgfo/XYe3XXUuodg9K9VYUsxPVmkDInopesjsL0W6i6v7bA4XqS6FuDzpvHarOSMiegt6RHhsJE4XohnpM4O7s2bO57LLLePLJJxk3bhz//Oc/eeONN9i4cSPp6Yee5JMbh+hWQkFtO2iDTIRFQtqv6BZUVcvmqjfFfJaC9tTh7Tfggzcvg61faiv004ewpCTApR+76J+k45djzRh08vuKSaoKpath82fagG+/k2D4+WBNbPYybyDINxvL+WxdGaX1HvKSbJw+PIuTh2YyMDNOgngPISbuvwEv6AxaJg8hepCYaL9tFQpAKAQGybIvolunt18ZnxCi3XSr+6/0g4Vok27Vfnsy+ewSRyAq2688vwoBdEL7leddITpMVN5/e6KAD3Q6rY8thOgwPaaFnXfeeVRUVPCHP/yB0tJSRowYwaeffnrYoF0huh2dXgafhIg2iiIP992NtwHeuAyKvofpd0H6EOYXB7j6UxcF8TpuGy1BuzFNUSBzOKQNgl3zYdtXWgD3wNNhyEwwawMFZoOeE4dkcvzgDNbvrWfu1kqen1/EY99sJT/ZxmnDsjh9RBb90uO6+IJEh5DPbSF6Dp0BZAMLIdpOxieEiE3SDxZCRCP57BI9hTy/CtE55HlXCNHTySIhITpFjwncBbjpppu46aaburoaQgghhOhKJavhrSuhvhiOvQc1Yzivrffxh3keBiXruH2MGbNBgnZ7BL0Rek+D7LFaEPf692DDB9DvBBh4KsRlAaBTFIZkxzMkO55AsDdr99azaHsVL8zfwWPfbGVARhxnj8rhjBFZpDktXXtNQgghhBBCCCGEEEIIIYQQQgghhOjWelTgrhBCCCF6sIZSmPtPWPI0xOfCKY+wkyz+9JmbL3cGODbfwGVDjJJptycy2aD/idD7KNg5T8u+u/59yBgGBdMgdxxYkwAw6HWMyE1gRG4CVwVDrNxTy9wtlTz02Ub++skGJvZJ5tRhWRw3KJ0Uh2R7EUIIIYQQQgghhBBCCCGEEEIIIURzErgrhBBCiNgUCkHtTti1ADZ+BJs/A72RuiGXssB5Mh8sDvFZUSMJZoU7xpgYmyndoh7PZIe+x0PBdChdA3uXw4L/wPx/a8Heqf0gPg/i0sGSgMFkZ0yCiTHj7DQNN7NwVyMLdtfxu3eruOudNQxJhknpAUYkBRgY7yfXHkKv12lb2ulNYLRpP9PsAHMcWOLB7JQtuIQQQgghhBBCCCGEEEIIIYQQQogYJhEqEVBVFYD6+vourokQsSsuLg5Faf8sl9J+heh4Xd5+1RCWr36HafUr+w6FVIX7ApfwQvBEIB648McvYDGADwCrLsA4SwnbtoXYtq29r0BENyswGazjUNw1KNUeqA4CRT9+hdcPyFBsrFALWVMVz5oqA1qX2xLm1d4fv6qbHe2tlPBf4z8ZqNt9RDUPJvTCfdqThFIHHfa1Xd5+hRBHTNqvENFL2q8Q0UvarxDRS9qvENFL2q8Q0UvarxDRS9qvENGro9qvaH8SuBuBhoYGAHJzc7u4JkLErrq6OpxOZ7ufV9qvEB2vq9uvWQ8bbnTQO1G375gPA58Fxx7y+9LUCgjCsppwAZVCHCi+2b90ioKulVf+xIKfTCpRVajCiV8xRfzTitRM1oQKjjhwV1+7g1tnTeW5Ff7Dvrar268Q4shJ+xUiekn7FSJ6SfsVInpJ+xUiekn7FSJ6SfsVInpJ+xUienVU+xXtT1F/Ws4gWhUKhdi7d2/MRKTX19eTm5vL7t27Y7KhyvVFp45qX7HWfn8Sq38HsXpdENvXFsvtN5p/b1L3rhFtdY+l9htt7304sXANINfRWaKx/Xb39/RQornuEN31j8W6R2P7DSeafzcdRd6TlmLtPZH2G/166rXLde8mOzs7JtrvwXrq77a9yfvYPjrqfYyV+2976Ml/q3Lt0Xnt0dh+o/n9joRcX3TrzOuLxvYLsfU3INfSPUXDtURT/7ank4y7EdDpdOTk5HR1Ndqd0+nsth8i7UGuT0Dstt+fxOrfQaxeF8T2tbW37tR+o/n3JnXvGtFc9/bQle03Ft77WLgGkOuIVp3RfqP5PY3mukN011/qfnhddf+N5t9NR5H3pCV5Tw5N2m/n66nX3pOvu6MmLbvL+FVP/d22N3kf20e0vI/dpf0eiWh5jzuCXHvPvPaDyfjVzyfXF92i+fo66/4bze/RweRauqdYuhbRdQ63y68QQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEKIdSOCuEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCdQAJ3eyCz2cw999yD2Wzu6qp0CLk+0RPE6t9BrF4XxPa1xbJo/r1J3btGNNc92sXCex8L1wByHaJ10fyeRnPdIbrrL3XvvmL9+o6EvCctyXvSPfXk30tPvXa57ti97p5wjZ1B3sf2Ie9jx+vJ77Fce8+89q4Q6++3XF90i/Xraw+x9B7JtXRPsXQtouspqqqqXV0JIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCFinWTcFUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCiE0jgrhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQnUACd4UQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE6AQSuCuEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghRCeQwF0hhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIITqBBO4KIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCNEJJHBXCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQohOIIG7QgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJ0AgncFUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCiE0jgrhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQnUACd4UQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE6AQSuCuEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghRCeQwF0hhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIITqBBO4KIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCNEJJHBXCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQohOIIG7QgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJ0AgncFUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCiE0jgrhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQnUACd4UQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE6AQSuBsBVVWpr69HVdWurooQoo2k/QoRvaT9ChG9pP0KEb2k/QoRvaT9ChG9pP0KEb2k/QoRvaT9ChG9pP0KEb2k/QohxH4SuBuBhoYG4uPjaWho6OqqCCHaSNqvENFL2q8Q0UvarxDRS9qvENFL2q8Q0UvarxDRS9qvENFL2q8Q0UvarxDRS9qvEELsJ4G7QgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJ0AgncFUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCiE0jgrhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQnUACd4UQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE6ASGrq5AZwgGg9x777288sorlJaWkpWVxeWXX87vf/97FEXp6uoJEbGiykaqGn3Uuf3kJNpwmPVkJ9q6ulqiE9W5fFQ2+Sit8+APhshNtOGw6El3Wru6aqIVu6td1Lv9lNZ7SHGYSbAZyU+2d3W1RDfi9gWobPRRXOPGoFfIjLeQ5rRg1Hfc+qqKei/1Xj/FNW50CmQlWImzGEiNs3TYzxRCCCG6m1qXl+omP6V1Hnw/9q3tFgMZTrkfCnE4RZVNVDV6qXP7tbYj4xNC9GhldW4avUH21LoxKAqZCRYSrCaSHKaurpoQIsYV17ho9AbYU+MmwWYkyW6id4qjq6slRLurc3uoagxQVu/BE/hxbsikJyNB5oaEaG+7q13Ue7TxomSHiUSbSeb1hBARCwRDlDd4Ka3z4PEHyU60kuIwYzdHR3heSZ2bJm+Q3dUurCY9aXFmkh0G4q0yZi5ER4iOT4af6cEHH+Txxx/nxRdfZPDgwSxdupQrrriC+Ph4brnllq6unhCH5ff72VDaxHWvLKOkzrPv+GnDM/nNCQPITZLJsZ6grN7Nkh01/PbtNTR6AwCY9DpuP64fpw3LJEf+DrqdnVVN/Pqt1Swuqt53bEBGHP+5cBR90mQAWUCty8c7y4t54JON+IIhABxmA/84bwRTCpOxmtq/q7a7xsU3G8v580cb8Aa0n2k16rnvjMFM6pMsARdCCCF6hNI6N8t21vB/B/WtbzuuL6cNzyQ3USZkhAjH7/ezvrSJ6w8anzh9eBa/PqG/jE8I0QPtrnbxydoS/vbZ5n3PtXaTnr+cNZTxvZLJSJDJPSFEx9hd7eKBTzby0ZqSfcey4i08eckY+qdZMZlk8YCIDRUNHtYU13Pb7BXUu7XnV4NO4dqpBVwwLpfcJHl+FaK97Kpq4v/eXsOC7VX7jvVNc/D4xaMplHk9IcRh+AJBlu2s5RevLqPW5QdAr1P4xbQ+XDmlN0n27t0/3V3t4pWFO3lmbhHBkApAvNXIo+ePYEi2SopDFgwJ0d46LpVbNzJ//nzOOOMMTjnlFHr16sU555zD8f/P3n2Hx1Xe6f+/p1dp1GXJlty7cQNjA6G3JEBCCJ0QSCEkkL5p5Lth95dkwybZJGwKLARCC4RAqEnoPXSDTTXuRXJTl6b3+f0xqtaMirE1M9L7dV2+ZJ1z5uixPM+c5zznPp9zyil6/fXXc900YEQauyL67C2vD7goJkl/f3uP7nx1h/yhWI5ahrHU6ovq639Z2xsskKRoIqmfP7Zem5r9OWwZMtndGdJ/Pvz+gNCuJK3f69OVd63RjrZAjlqGfPL+bq9+/I91vRc3JckfievyO97Qzo7QQfmZuztDuvqh93tDu5IUiiX03b+9o2Zf5KD8TAAA8k1bIKqvZRhb/+KxDdrUxNgayKaxM6JLMsxPPPz2bt35WgPzE8AEtLXVr589sn7AeW0gmtA3//qWWgOcYwI4ODpDEd3+8vYBoV1J2t0V1iW3vK6dXdEctQw48DoCMV1+xxu9oV1JiidTuu65LVrT0Jm7hgHjzJ6ukH76yAcDQruStKnZr8vveFM7WrmuB2BouzvDuuRPr/eGdiUpkUzp989u1kubW3PYspF5fVu7bnhha29oV5K6QjF96fY31RGID/FKAPtrQgR3jzzySD399NPauHGjJOntt9/Wiy++qI997GMZt49EIvJ6vQP+ALn0wR7vgIN7f3e+1qAmP5PgPcZr/w1EYvrzazvUb4w0wPXPb9HOjuDYNgpD8oZjem5jS8Z16/f61MUF7UHGa//NpisU0/8+vTHjumRK+vNrO5Tod+HzQGjqCuuG57ZmXX/zi9vUzoVVAJhQJtrxV5JCkZjueq0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29gT1v09v0Ytbe1RZatUn3z5Lp86uUpVrfAs7O71hPbF+j+55YYcCkYTOnF+jj79tpprLnTIaDeP6u6T08e1jr3Xo3pd2KhxL6N0L63TlydNV57ZpZ29oVOsci8XU3hfQnc9u09839anEZtLlx9fp7AX1qq98a01fJkO2v/Mps6tUPc5/Z2C8GFKpVCrXQUy0d7/73br44ot1/PHHKx6P62tf+5pef/11bdiwQSUlh9/B8nq98ng8GhgYkNudnycLQt5e/X5dl775ly3Dxn7yoXk6Z0G1rI787TQX7uuQYcXtsr1w89ABg1HRi38v69wzcxPYOGnv8emHf9+iP63dPWS5xWTQbz9xgpZNL7zOyeOlEPJ3vx3dfn3y3tXa1OkbsrzaZdMD15xI8e4UE4pE9PSGDl33wPphY//vXTP1gaUNqvBM/R3cXMpV/ia6tii+7Tkp2K1QLKEf9p2u36zpHvIYs9Ggn350ib77lzfU1hdSValVD31iiZp+f64CV/xdj28a0L/e7Na0cof+759bhzzXYJB++pElml1Toh5/TDfcv1Zd/siQx8yrc+na02fp+vvX6oyja7SspVw//NsmSdKX3z1Xa1r79cSGTkmSzWzUk1c0qenB89JdNg4Sbzhezy69WVf+YZf+/bRafTzyK1nX/nLoChvN6vzgQ7r+eYu+/4FFmv6/jQee33yqHlvwX/rcQ9uGvU/747hgaaN+9NdN2tYdGDJe77HrRx9arFnVJarf9bj04FVDX+CKv0j/+i9p29NDl1tL1P6hx/TRh/t038dPOKITp3u8YV19zwqt3+0dsryyxKqHP33K0NeIBqRXfiE9+c2hL2IwSBfeJ819D1fPj4PJyt+te3360G0vqi8YG7J8YaNb//eRY9VcNbr925U7evWRO15SLDH0EOn8Yxr0pbOPUtMougiGQiH9eX23vvSHV4eNff3cefrwsbUqcx3567X3+XXHszt1zws7hiw3GqS7rzhep80d3YVqoZ42WR69TuYdzwwdsLkUu+opWWpHd5Hjju6ALr/rFbX2Bocsn1bu0H1Xn6DpBVS82+MP60/rOvSfj24YNvb9DyzSOYvq5HHk7wmUt5q/sURSc77+uK49baZO67hb8rZLx3985Cc99xOpebn+bH+vHlm7W6/9x7vGGD1Q3CZj+9vd26Obn9quF3f69cWzj9L1969VIjl0u3nJCc269u0zR7XdXLN9ry78xcph2+CPLK3Vl991lMrovosCN5nHv4lkSn9f36lj6i0KxE16/60vK5VK6dZLj9N1v14tf2ToRTQnzqzQB5dO07Lp5XrHfw3ddzx5llvfef8SXXz7S9rrG3pcO7umVL+4fJmm/29DujDww7+USuukyplK7d0owy/OSB+fHSQ6452KvftHcj56rQxtrwwN3FGu1g/+WWfds0tz60p118m9qnr0Y+kCtoO985vpIkFr5u+gUR0/ZpDq3iLD3e9Od608eHntAqUuvE/GypkjPh+FJy/mn9tXS3edne5qe7BjL5HO/nb6DkxSuuj2mR+kC2kPZjRJlz8qNZ0grX9Q+uM1w3/Hef8tHXOJtHuV9Kvzh/+uRRdJJ1wj/eKdUsVM6dI/Si/8RFp59/DfdekfpZmnj7hKkUhE63b7dckvXh62//DBpY364jtnqeFw3XcH2qX7LpC6NmngpH/Xj71n6Verhua22WjQ/decqGXTR74gYEz6d6X/Lt6h531UdZS2vvs+ldVNz9whrHebdPs70h2NDzZtmbTkcunRzx1YNvc86ZybpN9fJbWvGPp4R7mi17yoP26O6St/fE0VJVb9+cJyNfz+XCkeHvrYee+Vzrul4Lrv5kX+Kj3ncsMDa7V2V/+Q5R6HRQ9+6iTNrsnf87uHk9q7UYa73jXs856atly64OcyFOh2N5lM6ck3OnXNvauGjX31nKN12UktclqLoj9bVuOevwO7FbZV6Kk3e/WZ364Ztot5w5lzdPGyRtWVFc4cJ5Arudj+vtY2oA/e+oKiieSQ5RcsadQ3z5uv8pLxmc/f6wvrM79eo1d29A5Z7rab9afPnDruTU46vWF98t5Vw/YRyp0W/e6TJ+n9P3tegejQO9y9/9hG3fjezOu8vbNf77v1ZXnDQ+cFjm92638uWqT6yrJxjX+8vdY+oA/d+oIi8aF/55HWGci1oqhK+Otf/6orrrhCCxYs0DHHHKN77rlHra2tWrVq+M5uoeqOGPTdvw0vupGkb/xls7r8sYxj+cIU88v24i3DB1JJWR//gsI9rZMe03jqDSWGFe1KUiyR0n88+obae30ZnoVC88qOvmFFu5LU5Yvo1y/vlD8UyfAs5EqPN6j/9+fNGcd++OQO+SIFf91MfooFZfjXj2RoOUH/n727DpOkuhc+/i1pl3GXddYVFgkQCO4S3AIR4n6T+yY3bkSIECMQgjvB3Z0F1t1l3Nvdqt4/andme6e7d2Z9Zs/nefaBqVNdfbq7TtWR3zll+eBmehrPGRS0C5DWdP7+xmauPXYMAH3hJPd91Epy1lX0xCR++fxaLpxTy7/fHXzv1XX4xXNrUSSZl1d3DQraBVjXFSIYSzOhwsGb63sYX+HEbjZW9rjl9U1cemR9/74XzSijfMVtg4J2AdSORUyVmqkvsXHeOHlw0C6Alqbq3R9y6RQbb67vgR+29yd1H/U9fvxy7nvoLa9v4nMnjKXNGxsUtAvQGYjz3qY+VrcHYNl92YlFjcYAzq5BuwDJCJULf8v5U93cu6CJZHr3j0xf1uwbNOgK4IkkBx8j0gtv/WrwQXQdXvgOhDt3+37CoSEYDnPHe9sGBe0CrG4PsirHOVFIizfML55bO2jAD+DZFR3448NbBbQznOFXLwwO7AT44ysb8MaHdx8IJzTu/bBp0HZNh589u4amvvCwjif7tg4O2gVIhJDe+jXRgGfIx0qn07y8pmtQ0C5Amy/GC6s6SSRGzyqq/miaP7y8PmfaTS+uwxNOHuAcHVqi2zsCraoCibCx+tPumKyQCGMzKYQTaTRN1JME4VDli8NDS7q57tgx/OW1jYOCdgEe/Lhl0KBAIR5/kB89uyHnPfjhpd30REbPPUQQDgWt3giBgIe0ZOFPr20inEhz8dw6HvioeVDQLsBHW72YFJn3NvXxu4unZ6X99fIjeWRh66CgXYDNPWE+2uqBG982HkG/+gmIeSHigdd/PihoF8C87Q2s4Takvo2DMx7zUbn8Vi6ZVcb3j3NT/tb/Dg7aBXjrJuP98hhW+3FXiTAs/PegoF0AqXsNUuvHJBOx/K8XhIMh4oEXvjs4kBZg+YMQ6h74O9wzOGgXQMvA89+CQAu8+P3c7/PK/xkr9L78g9zvtepRkFWwFBmBp5tfh47lud/rpf8F77a8HykQidMbTvLzZ3O34Z9Y2o4vPoS6yLZ3oHcDyAq9Yy8YFLQLRh/g/z21ir4c17m9ksmgLX9wcNAuQN9GirsW0Jejz5BkDN790+CgXYC2xUbgs6tmYFvnMuhaNThoFyDmoycQ4pfPG30XXziqlKoFvxgctAuw7jkItA7tswn73Iau0KCAHIBALMW/3t6CJzQ67z3pYI+xeneO811qW2g82W2U6g7G+b+nVuVM++OrG+g7zPue9ot4gM5wmp8/tzZnFfMfb24mnNQGJwiCcMjzRZL89NnVg4J2AZ5a1k5XMEfdZw9t7A4PCtoFCMbT/P2NTUT38dPmVrUHctYRfNEUd7y3lVOnDn5iwtPLc39mXyjE39/cNChoF2BRS5AtPcMbgzrQfNEkP3t29aCgXTA+c+c+/J0FYV86LAJ3dxUIBAAoLc09QzaRSBAMBrP+jXQ9wUTOCxRAMJbGGx3ZgyCZrjWg56ks+5uR4oEDm6F97IMtg4PGdljVHiCSFAPbO4zG8gvQF47x3IocnXjbvbKmmx7RUD+k+GNpvJHcv0kyo9HhHxzcdLg7JMpvzI/cvgjd3wolY1jUkb9Tfm1nkDFlAyvxPL/Wi6/hdHzRFJmMji+aJJ0n8Kg3lCCUSPPWhvyDia+t7eLocUZdZVGTl2k1xqzTRFojmdFQtj9O5awJZmybn897nMrNj3P29Crs3Tk66HfoXs30Up3nV3bSFh54TItXLiUYy11HSKQ1VFnm1bVdeQ/7xvoeesNJAtXHZifMvATWv5D3daYtr3LKWDPPr+zEnyMoMzsfGf67pC1v+vMrO7MDO31NuQeQwBigig5uUAu7dzDKry+m8fq67rzpz67oJJYY+sBaLKmxqj1/nfH9TYMH8ArmL5osWH66h9lJsLItkLPTGKDJEyWcGHqAFIC89qm8aeqml1DSQ++E6QgkeGlV/qD3F1d10pVrwHGE6gsniKfytK3i+e//h4vI9oAfi0mBZAjUIQTuqlZIhrCbFXQgso87MAVhtDoY999FW437YU2xlS29g4PudljSPHhSWT7BhPF45t29pyCMJgez/euPppjf6CKjaby+3ihfR48rLdg+/WBLHy2eKHPHZPenh5IZXinQJnx2RQfdzinGHxtfgajHmCi26ZW8r5HXPwd183KmWTc9x1njLdRZ4hDK875aGrxbciYNu/24Cz3cjbThxbzp0urHcwYkC6PLIdF/NRyJIHQsy5++7d2B/29fmn+/vk1GEHC+sZZUDFJR6FxR4L3egbnXGv+/6jEYe0Lu/Xo3QDJ/m9QbTRFJ6QXrDx9u3c1k1EQYVjxs/H/JWJZ25m/HbewOE4jv48VvYh7k1Y/nTS7b9F96+nKMC8V9sP65/Mfd8iY07tQP13gsrHws7+59kXT/5MsTGkwoze/m3ZcNL+VPGyFGXPnFmCz93Mr8Y0OvresmMJRA9RFISQaRNhY471Y/QSYzOj+7L5rMG5ybyui05pg8P9rt9/LbtYJANEVvnokaaU1nW18EMqLPShCG62Dff4PxFMta/HnT39+UPxZnuJ5amr+9+dLqLgKxfVenTGsa/12c//3eWNfDMeNyx8S9l+MzRxNpXl6Xvw795Mr8fQaHgmAsxdJmf9709zaK/kXh0HTYBe5qmsa3v/1tjj/+eGbMmJFzn9/+9rcUFRX1/2toaDjAudz3VEUqmL4j+GfEUnM8LmgnkjyyHxdiUfMXVUkyHpEsGEZj+QVQZDAXOA8sqowkiRPhULK766pJOexuwbt1yJRfXQPFBJkUlt38TvJO5c6sysh6GlmSSGv6bn9jVZYwF9jHrMqkt68aYlHlrCBgVZbRtkfwpTKAkv/RHppqJZHR0AvsA6BLMmZVRtmpzrCb6gOyJO322qQDcmaXTsZ0ovC9WzGR1ozvYHeXNgmp4H1y0DFk024OqBROF3I6OOW3cDkzKTLKMO6NsiQVPN8s6vDOjd29tzrM+0ChsgbDr8/rqrXAwczA0I+nSFLB38KiDu+3ONQpo71ttZd2rBpgMw1nxV2bseLu9sc85lrtTxCEwQ7G/XfH/UjezXXdahr6fXN3xypU1xOEkepgtn9lWULTjdrejjrc7tqwFkUGaXANUWL37VpV3t6WVbfXMSWMNnc+qjX/ZEvVTFLTjRUlC8nT/h12+zHnsfPnXVctok15GDhk+q+GSpIoeGLv3D+zm3GW3ZY9Sd7Ne1mN4F4AxZK/rMNuy9Luml27bcNL8kB5zqR3W9/Y521aSTa+g3xUC1K+77vQNVQxZ3+vWrrg77pz+zWjS8aqyPmY7PnTRogRV34BaTf9r2ZFHkYPzghUqE9btaIoo/O+u/vxpVH9q+e038uvYt7t925WFYbTZyoIguFg339lSSpYd7SY9l2/k61Af5hZ3bf3bBkJa4G8mxSZVJ4FpnK+Ti88DmVTD+3r3+5+5+H0VQrCgXTY9Xx/7WtfY/Xq1TzyyCN59/nhD39IIBDo/9faOvIf/1LuMFFky92YrymyUmob2RcpuWJy/s6H6lloZteBzdA+dvyE8rz9XSdOLMdlOeyKcl6jsfwClNhtXDk/fyX2kiPraSguEIAjHHBFVoWG0tyBKi6LSpV7Nx3hh6FDovw6KshMOQ/JWQXhbo6qVvJW8o8bX8ayloGVxK6eV0nZugcosamUOsxYVAW7Off9dXy5A5tJ4dxZNTnTAc6dWcM722f/HTmmhNXbVwItsplIpjP9K28+ui5GePrVeY/Tc8RVPL28g1DFUcagQA6ZMZ/knZY0V85vpCYzMGOyLNZMTVHua0uRzYQvmuT8WbV53/u8WTWMLbXh6vooO2HZAzDtwryvi029nCfWxbj66EbKHIXLilmVue7YMXnTrz66kfKdj1HcAGZn7p3LJoC9rOD7CbkdjPJb6TTz6Xl1edOvnF+P2Vw4YH1nTrPMiRPLc6ZJEpyQJy2fYrupYPkpdww9bwDTa915O+Vn1RfhsAyzPj/zsrxJyRlXkrEVD/lQdaV2rihQT7lifgP1pSN/gG+HUruZEnvutlWV20JxnrTDRWT76s9Wk2ysODeMwN0d981QjsdxCYIw2MG4/x41rgJZgrUdQeY1FufcR5UlZjcUDfmYxTaV48eX5EyTJeM9BWG0OZjt31K7iTc2BVFkiUvmVAPw5vqegu3TE4+oYGZtEU8ta8/arko6lx1Zn/d1V85voGzrs8Yf0y8GZxXYytBmXpH3NZlpF0HbwpxpoelX89jaOGv9KpQfkfsAJjuUjM2ZNOz24y6kokb02VflTWfuZ1AsjvzpwqhwSPRfDYetFCacmjtNkmDcJwf+rpmdP3Cz/mijz8SV51phLwWLE8adVPi9lt5n/D3/87D5tdz7NhyTv+8GqHZbcJkljpuQuw9HkuDY8blXF+tntsPRXzT+39/MnAo5bx/gMeNK9307z1GOftTn8yZ3T72BmvIcn89RAXM/k/+4R5wJTe8N/L31HZh7Xd7dy2wSZdv7J57dGCdxxAUFjn1W/rQRYsSVX0BRlIL32ovn1lPuHNmLF+WTsZejF6gzMKfAPXmEK3GYs572tzOHWaGueAh9LaPMfi+/VdNxWVXGl+euy9nNCg0lNhilweKCsD8d7Ptvsd3EKVMq86YPd+ynkEuPyn/PvuKoesqcwxsXKkSWJa45pjFv+kVza3kjz1Mrc33mYqeVy+bk/54unZd/PPhQUGI3c+rUAr/zpH33OwvCvnRYRft9/etf5/nnn+ett96ivj7/BdNiseB2u7P+jXTlThN/u2zaoJliZkXmb5dNp6xoZAe2amYniXP/Png2t9lJ6vy/Yy3L/3uPBEUWie+fMXnQ9lKHmR+dO5Wq4vydWIeb0Vh+d5hc5eLUHJXK6bVuzp1Zg6qOzs6Zkaq2vIRbLp0+aLUGRZb4y6XTKHYc3kE9uRwS5VcxoR/9JaQNL5E8/1YqVv+Hn50+uCFSbDfxpZPG8+gio3E5tdrJhTPK0Ho3UWHV+NNls3no42Z+ct60QZ3+VpPM7y+ZRTCe4uixpUyrGfw5z5hWRSCepieU4PMnjOOdjb2kNR1Flrjp4hncs6Cpf9+3NnrpmngVlE8adJzo9Ct5x1NEMJbmjmURkqf/dvBntpXQcfyvWNajM7exGP4+uz+pauFN/O3i8TnP45sunsE/39qMDnwyR2NnTkMx02qKmFTthlN/lj3BJhE0Hmt69JcG56eono5ZX2VdX4IL59YiD2HlyiOqXZyXY5B5ao1r8DFc1fDpfw8OYjbZ4OI7wFW12/cTBjsY5ddms3HFUfVMrBxcDzp3Zg3jSoc3oaWmxMGPzp1KaY6A2u+fMRmHZXiziceWO/nTZbNzlp+bL51FtXN4nbxus8wvLpg+aLvLovKbi2bQWDq8AIGUo4bEkTcOTigeg3T8N7Hbh/cbHj2uNOdjl+aPKeHY8aMrIL7SZeWPl81GzdG2+uNls6kvOrwn50S2r5ZrBO6GQR1i4G4y3L8iQWhfP4ZWEEapg3H/dZt1fnb2BB76uIVvnDIJt3VwO/Qn503DPozVSopcLn55wdSckyJ+evZEKpyi7SSMPgez/Vtf6uDIibVI6QQ3fnI89SU2XlnTxXkza6gvGXzfvvyoBnpDcWY3FPOvd7Zmpd30ykbOnFHNjLrB+T95cgVTq93w1JegagZMOhNsJWB1IX/y+1A0uL82fORXiZlK0afmmOhZNpGOCVfz+gYPf3jfR9epfxu8+qMkwcW3g7M67+cfVvtxV6oJZl6GXjX4SX765HPQyyejmPbdQKxwaDok+q+Gw+qGs36Xe6LyGb8B5079zc5KOO+WHMcoggv+CsWNcOldg1fAlFX49J1G2TvzptzvderPwN8CegYmnAK183L3C1mL4ZyboSR/EILNYsahyvz8vGk56w8/PHsKrqE0y2rnwiQjGLVi5W386szBk4OLbCZ+fdEMiu37vmxLk89Grztq0Pbk+NMJlsyg3JXjPRWTEfRcNmFw2oxLwbMF4oGBbUd/EUonwJxrBu9fPomq0hL+euVcVFnikeUeOo78ntF3tquTfgDu/BM8RooRV363qyu2ceGcwX3U48sdXHtsIy7b6FzURbUXwzE35jzf9VlXorvyT+gf6SpdVv56xZxBKyLKEtxyxRwqDsOFYfZ7+bVXMNZt4veXzsr5vf/ukpm4zIf2apOCcKg62Pdfl9XEj86d2j9ZaWc/PHsKFUOqOA5NY6kjZzDtmDI71x8/DtM+Dv6fUOHk4rmD74eTqpxceXQj6zqCg9LyfWaHzcYNx49nbI6JI1fNq6LmEL/3OK0q/3fONMpzBEf/4KzJVO7D31kQ9iVJ1/Xca2OPIrqu841vfIOnnnqKt99+m0mTBge2FBIMBikqKiIQCIyYRlwu0YCHjqjEI4ta2NCbYFa1jUuPaqDGoWN17mb28QgQ93chR3uRFt+FKdBEou445JmXoDsrMdtGdmAyQIc3SFcozf0ftdAXTvCJCWWcNb2acRUiaLeQ0VJ+d2j2hNncE+HRRa0kMxoXzqllbkMxY8vFeXAoCkXD9IXSPLW0lWUdUSaVW7hqfiNldoXS4qGvQHW4OpjlN+VrJR32oCoqke4ttDmmc9/yEF2hJCdOKueTR5Tz0MfNNHvjXDarnCPrrBQFNxJyjqPZn2ZidQm9KZUVrQHqSmy8sLKTFm+UWfVFXDSnDl8kSbHDhCeSxGlWWdMR5OU1XZhVmSuPaiCeyvDm+m6uPKoebyTB/QvbmVxp46qj6iky6zT7U9y3sB1fNM25k52cVCdTbctA10pY/Tia2UXmyC+wSa/ld+/2Ue82c+1sF+OVXixmC/qSO5GDnYQbTiI49iy2JktpKLMzBh80vwVrnwaTA478DImy6bQnbTy5uIUVXTEmV1i4Yn4jsZROdyjFi6s6OWtmDYok8eiiFtIanDOzmhl1RZQ7zVS4rJBJgr8Vlj8EHUuhYioceYOxuol3G/qSe5BiPkITzqOv6ni2JouYXltEddHQVw7oCyfY0BXi/g+biKc0LjuqniPHlOQ+RjJqDBYtuQf6Nhirxsy+AooaQRGTIPaFA1l+m/tCLGry8/zKTiwmhauOrmdSuZ26sj2r/23tDfPKmi4WbPFQ7rRwzbGNVLvN1JcM/14bjkTpCGf47+JW1neFGF/h5Mr5DdQ4FIrdw18O/MhxAAEAAElEQVSJq8MXoTec4qGPW+gIxDhyTAnnz6ql3mXBkufpGoVEvR0o/m2oi/+DkggQn3IR0rhPYikfO+xjATT1RVjXGeTxpW3oOlxyZB3Ta4oYm2elipGsLxSnL5zk0UWtbO4NM7nKxeXzG6hwWCjZh7PmD4a9Lb+vre3mxvsW868rplL85NUw+0pj5a5Cmj6ATa/iufgRvv7wMu757HxOnpx/drwgCLkdqPuvx+elM5ThlbU9nDC5mo+3eljU5KOmyMpVRzdS4TRTP8wJJbqm0eYN8cqqDt7ZGqTGZeIzxzbQWGLF7Rr5fTqCsDsHuv2bSmu0+aLYlDRpTeKjLX28uzXAVUc30uSJ8NKqLlxWlQvn1FHptlBsM6ECHzX5tte7Za6c38j4Cju1kp92rYQVrX6eWt6OSZG5/Kh6jqhyMeb9H0H9PKg/Ciwu4wko22n+VvTNb6Kse4aMtYTw7M+iu+qwNr2BdcIJEOmBRXdCMgSzriBV/wm2Jot44KNmmjxRTp9SxpWTQF37OHLrx1A2EY76HBSPMdqaBQyr/ZiD7tkCbYuQVj+Orphh7mfQyycjl43bm59FGKFGTP+zvwXWvwCbXjVWzT36RigdbwTl7iweAn8TLPwPBFpg3Mkw/SIjaFeStvfxtMCyB6FzOVROhyM/Y/SpmLYHD/ZthnXPGiu/OiqNQFNZhXdvNspp9Sxj4nSgHUKdsPgu47+NxxqrcxePhyEsUpFMJmkLJHlldRcLtnqodFm49thGqp0qNaVD/C3CPdC5AhbfTXDM6bTWnsn9i3tpD8Q5cVI5Z88wJjVI+R6JuLeCnWTaFqMsuw9NVgnNuB6tajqSs6pwsHCgHZo/gJWPgNllBOgW1cOWN2Hdc+AoMwKjS8cbqyGHe40+sIV3GBMsZ18JYz4B7joSqQzt/hiPLmqlJxTnB8c5Ke96B2XDi+AoN45dNsGYfDHKjJjyizE21OyJ8fDCFqLJDOfMrOaYcaWHxdiQ7tkCTe8jrXsG3eSEI29ALx2HXDq677vpjEabL8ZTy9pZ2uJjYqWTq45upKHEhs0s+rD3S/kNdBBUi+iJaDy5tJ1V7QEaS+1cfXQjpXaVmpLR18cpCAfDwbr/tvmivLGuhzfWdVPptvKZ48YwpsxOkW3f9ud7Igm29IS598NmwvE0F86p5djxZdTup9XSPeEEm7rD3PthE7Fkhk8fWc/8sSXUFNmyPnOF28r1Q/jM7X0BPt7axzOrPTjNMp85po6xZTaqSov3S/73tdyf2ZH3CfWCcLAdFoG7X/3qV3nooYd45plnmDx5YNXSoqIibLbdXxxHUsNtKFKpBKl4DLPFjjqMxwePFOlEjEwyimovRhmFj6uIxJMkUmncNrNYYXUIRlv53SEYS5DO6JQ6R+dM6tEmmUwSTSSwms1YLWI211AdCuU3nYiiI6ElY2B2Es3ouFUdRUsTRyWjaZgVQNPJSAqyLGOW0iCpkIqSUuwEE2nsZhOxtIbDJJNIZ3BaTMiKQiyRJKPpmGWJpKZjkcGkyMR0CZMkoaZCaIqNeDKByWJBS6cwmW3IikIqlSKdSWNTJMikQLGABCRCoJoJ6RbMikw8pWFVJUhFUM12FD0NkgKZJEHdhKZLFJsl0LWBAZaoz1g9ZadHfGZSKaLxOCaTBZPZhK7rpDQNRZLI6Do2k0oyrZFMZzCpMhY1xz1Y0yAdN1bflXdKT8UhkyClusjoOlbTnt+/k2kNbajHyGQgkwDVCvJh9SCK/e5glN9gJIIiyziGUL/fnXQ6TSCWwmpScFj3vr6cTqYJJpI4rSbMpr3vHIgkEsSSGYr3UX0wEY+iZVLYHPtmUok/mgTYLysSHWriqQzheAqnxYTVPDraHntbfp9a1sZ3Hl3BvZePxfzU5+HIz0JFnkdZ79C+DFY9RuzKx/nc/Sv4+1VzOX/2of3oLUE4FB3o+288HiOVSmOzWvDHNWwmCYd179o7uqYZdV/VJPo8hMPKwWr/ZjIa0WQKk2zUgU2yhiSbSGYgI8mg6yiyjq7JOOQMaVkinJJQZXAr6e1tKYVMKkla04lljLi+IosJtLQxaVI1Fwyk1RJRUsiosoqS8Bur6Fq2759OGqtzmgbq+MlUhnAigdtiQTUpA+1MxTLsRxcPq/2YK+8RLzoKyj6qRwsj06HQfzVkug7pGMjm3U9czqSNIF2TbfCTDgG0DKQTg/t4+l+fgUTAeL3JZvT9SFL2E5l2SEQhFTVW292D+386kSCYzGCzqNj2dMwrnTA+r2IhLamkNA2rquy/gN1dpeIkNR1JtWBShtFHlYoZ/XzqTp87FQXZZKzOu6sc19UdMppOIp3BoirG0ztT0aGdKyPYiCq/24ViCZKaTpnj8BsbykT6kGQzsm1k/Fb7iqbpxNMZLIqMMpzrwyi3X8tvIkoSlWAyjcOsYBPjeoKwTx3s+28slcYky6j7+ZpqtDc1rKYDU5cq9H578pn35ZjbwXCgfmdB2Fujt7W1k3/9618AnHzyyVnb7777bm644YYDn6GDzGSyYDKN3gqmarGhWkbmzWMoHFbzPgkgEUY2t230luHRyGw2Yx6FEyUOB+qOwcLt95WdS96uXaMDXeHbf2vVjAko2/7b7yi2FvPAnjaLeddXGdv7M1CMDNjN21+80/3bZDJh2hEAaNopN6rxOMId65JZdryduTj7nUwW8jaH7YNX0FBMJlxZAYfSoMaOWZUxqwUaQLKce8DWZAWTFRM7f497puD770pRQCm8EpMwcrgd+27FA1VVKXPtu6aSalYp3YcrYTgsFhz7sCpgse7bcnA4BOzuYDUpezXZYDQKxtKoioQ5EzU25BgQHsS8/T6rRZGAUDy9/zIoCMI+Y7XasG6vhpbvo0UrJFnGZh29fTqCcKhRFBlXf2N1oIKZrzZnBkr7Ewf2V0xmFLLbzMjm7ECyPGSLfeB1pvLsxByvN5sUSk071V/ztTOHYFjtxxxkx8h/ip1wmJEkIzh+KBS1cMCmrBQue4pirPS6g6lAkKFlp4D9PaBaLJTubRtZtfQHFatw4Af4Tda8197Cr8tRbyr0Gxe4LiuyhH3nvouhnivCAeU6jMeGFEf57ncaheRdy6aw/1nsmIFyy+HTxykIhxPbAQqkNdqbB65OWej99uQz78sxt4PhQP3OgrC3Dosz9TBYVFgQBEEQBEEQBEEQDrpQPIXTrBqPtYahDfaqxmCznAxjNyuEE6n9mENBEARBEARBEARBEARBEARBEARBOLjEmtCCIAiCIAiCIAiCIOwTwXgau1mBRNjYMJQVd3cE98aD2C2qWHFXEARBEARBEARBEARBEARBEARBGNVE4K4gCIIgCIIgCIIgCPtEMJbCblEgEQIkUAs8EneHHY/YTYaxmRQRuCsIgiAIgiAIgiAIgiAIgiAIgiCMaiJwVxAEQRAEQRAEQRCEfSIUT2M3qUbgrtkG8hC6HdTtq/ImQtjMInBXEARBEARBEARBEARBEARBEARBGN1E4K4gCIIgCIIgCIIgCPtEIJbCZlYgGQKTfWgvkmUw2SARwm5SCMVT+zeTgiAIgiAIgiAIgiAIgiAIgiAIgnAQicBdQRAEQRAEQRAEQRD2iWA8hd2sQiI8sJLuUJjskAhjMysExYq7giAIgiAIgiAIgiAIgiAIgiAIwigmAncFQRAEQRAEQRAEQdgngrEUdrMCiRCYhxO4a4NkEJtYcVcQBEEQBEEQBEEQBEEQBEEQBEEY5UTgriAIgiAIgiAIgiAI+0Qwnh4I3B3uirvxEA6LSlAE7gqCIAiCIAiCIAiCIAiCIAiCIAijmAjcFQRBEARBEARBEARhnwjH09jNKiSCRjDuUJntkAjgtKj4oyJwVxAEQRAEQRAEQRAEQRAEQRAEQRi9ROCuIAiCIAiCIAiCIAh7LZ7KkMxoOCwKxINgdgz9xSYHxAK4rCqheJpURtt/GRUEQRAEQRAEQRAEQRAEQRAEQRCEg0gE7gqCIAiCIAiCIAiCsNdC8TQANrMCidAwA3ftkAjispoAxKq7giAIgiAIgiAIgiAIgiAIgiAIwqilHuwMCAdWLBpEjvRBKmYMjDorsdiGMZh6iNOCPUgJH6TjYLKjOWtRrKPn8/UEIgTiGom0ht2sUOc2YbFYDna2hAOs3RsmlNTQNB2nRaGxzHmwsyQUEI2G8YaTxFIaVpNMid2E0+k62NkShiIZIRPoQkpH0UwO+uRyvHEdq0mh2ppEifaBnkE3u4gqRWi6hD3tQ02H0WUzMVMR1kwINR0jo1jxy6VkFDPJVIZ0OoXTBFVKBG/GSiBjJq1LuC0KRZoXKRlGUswkzcX0piwkUmkcqk6lHMKsJ5AkGdBBNUMijIZE0uRGlXTUTMxIQ0FHQ0dBIgPpFCnFTkgtIYlCWoN4SiOtabjMMtUOiUQkiF8uJprMIEugyjoqOm41TSitEElLKIqCLEkoMtQoAdRkCE3LkFBceCjCoaRJaRLBtIwuKVhUGU3TSaYzqIqESdKR9QyVThVz0g+ZNOg6PpwkVQclmhc1GSaDTFR149NdgI6KhtsCwYRONAWqquI2a7gzPuK6FZ9mJaWBS0lTJfnB7KAnbSeUSKPIMsV2lWLXTmUvFYdwDxFdxZO2k9Rl7BYT1W4rsixlnQq6rtMdjBNOpDErMiUOc39gmXBoiHrakJMhJFkhbXbjKKne42MlEgnagymiyQwWVabIqlBZZN/j42VifuRIL6SioNrQHeXI9tI9Pl5vKEogliGeMuqDNUU2I0hyD7X7okSSGVJpDbtFZVz56Kk7CwdeMG4E2zqkFGhpMA+j7JgdkAjhshjzi33RJBUu0dYRhEOVLxDEmwCzqpDK6MRSGcyKjMuqUL2H981EIk17ME40mcFqknFZVKqKbPs454IgAEY7MhlBT8WRVDNtSQfhhEax3UwyoxFNZlAVGasqo6Pjtiq0+5NYTTJuq0IlPkAmgRkSAfRUHN1sB2sxIc1CKJ4mnspgN8lUW9OYSaGl02iJIJjtqEW1KKqJuLcNKRFCUkzo9jIszpKBPIY6IRYALQUWN5SMASAe6EWO+9B1Hd1RiZQMQjKKZLKCsxLzEPuC474O5GQYXcugm51Yyxry7psKeVDinu19zg4oHoOsiqGVYcukwN8KyTCoVnBUgL1k968T9o1MGgItkNjx/ZfDrm1TXzMkQuiSTNJSREozYdVjSHoaLZ0gI1uJqW6cUhyTyQzIEO0FLQO2YuO/yRDIJnTVDnqahG5CzsTQtTS62Y21tG7IWdY0ne5QnEgijVmGMjmKIxMAqxtcRrt/cBteprJol+tAqMt4IoisGm2UVBwyCbCWkJDMSDEPejoJzkpjAmIqCiY7sqsKk8Woi3gjSQKxJJoORTYT5U4LaBr4WyAZBMUCtlJwVgDgjybpCyVIpjPYzTL11gSqloJon5EHdwOYhtHe8bdAPASSBNZiMNsg4jHyqqhgKwNXlbFvMgZRD960GX/GhCSplFszWBJe9HQCzA5MxXXIimIcI+4zfjvZBJkkmr2C1piJSFLDrMqUWCXKikR/9qGgzRchksiQ1nTsZoVx5YfP2JDetwVSEVBM6CYnckn++/ZoEo6l6A4liKWMNlKJw0SZw3qwszW6hboJqUX0htP9bdNSi0zprvcWQRAOSemMRk8oQSieQpVlzIqExaxQ6Rp51854KkNvKEEincFmUql0WzAp+25tzu5gnFA8jSpLlDrMuG0D455NfWEiyQwmWcJlkXGaTfRuX2ijyGaizJm7HqtpxnhqJJnGoirYzQrhhPF0PadFpcptRZKknK/dnZz18T1gfG7j/ChxmCmy7fl4byCWwhdJktF0XFaVSvfIO8+Eg0/0Lh1GEr42lA//iXnZ3UbgrtlJ4qgvE5//OawlQ+8sOVTp3m1I7/weafXjRiegrQT5+G+hT7sYqXTswc7eXmvqi/C7l9bx2roeMppOhdPCt0+bxElHlFFfevg0zg9nsViMzd4kP316Ncta/QBMrHTyiwumMbnKSrlLdJ4danq9Ph5Z3M7tH7QTTqSxqDJXHVnNV04aT1Vp0cHOnlCA5mtBeuMXKGufBi2N7CjHetwP+Cg2j1s/9vK9k2o5M/EKJe//AsonYfr0nWi9mzC9/mMId8H5f8Pctwlp8V2QDKMWNZC49AV+/VYPr6/rQdOhym3h/515BB1BP398ZSNfO66CG2ubsL37U2OAUpJRJ50J83/KdY8a59C18yr44qQQld3vQ3GjMZgQ96G8+0ds5ZPgjN9sHwhrgVQEyV0H3athyb0gK3g+/TQvdKY54YhKbnpxHe9v7kPXobbIyo/Pm8pxNSZsnQv5zSIzL633c8y4Un55wXQeXNzLfR82E9neUXXZUQ18/YRa1Oe/jbTlNRRdx15UT/icO1mSHsNvXlxPkycKwDHjSvnapybys2fX0OqNcvaMai6aW8eDC9v47CcaqVj4JzaNv4rNETi7fBvSC/8D3auRgaKaOURP+gO3rrVy6fwxvLDWw9/e2NSfj6+c0MD5s6r51YsbeXuzr/+z3HLxBBKZBD/JykcxN10wjQk1Jcb3u+CfdIy7mN8tTPPCWg8ZTafMYeZ7Z07m7BnVFNvNAARjKd7b1Muvnl9HVzCOLMGpUyv56XnTaSjd82BOYd+I+PtQe1dhf/l/wLMFALXxEyTP+TPm6qnDPl6bN8y7mzz85bVN9IYTKLLE6VMr+cHZUxm7BwGtuq8ZefHdSIvuMAanTTaYcx36cV/bo/ppsyfCX17byAurOklldIrtJr568gTOmlFNY+nw87epO8TPn1vDB5s9ANSX2PjROVOZWe+mvkR0RgvDt2PFXbsUMzaYhnEeme2ga7gVowPQG0nu6+wJgrCPNHvC/P6lTVwxv4HNvWH++dYWvJEkqixx9oxqvnfmZGpdCibz0DurW70R3tnQyy1vbKIvnESRJc6cVsX/njVlj+7BgiAU4G8l1b0B1WLDl7ayMF7Lb15YzI2fHEeFw8pNL62jzRdDkuATE8r48bnTWNrsZ25jCaf9+R3OnVXDd08/gmophPzuzzGtegQySbAWk/jEd0lP/DRn/mMVaU2nxG7i65+awNlTiiiPtWJZfDtseo3olU+ghDqwvvYDCLSBJJEZfxqps36PqWIC9KyFF74HzR8YeS4dj37mb9HKJmJ98kboWEris28grX8ey0d/hXgAVAupmVeT/OT3MRfo69ZTKdJ9GzG/+B3k1o+NjeWTSJ71Z6iehdlZnL2/Zyvq6z9F2vCiEdjmrEQ/+YekJ56FWly7f36j0SjYAWufgXdvhqjHCKCceiGc+lMYBX33h7xgJ2x6Bd76DYR7QFZg8jlw2i+hbLwRJN++GF76Pni2IAHmxmOxXPAPtA0vIb//Z5SYD5NiRpp2OZ7530H1raHckoEl98Ccq2HzG7DqMSPA3eJGOvaraDMvx/TCV1G2vWPko2QsyTNvRm84FovDXTDL/miSV9d284eX1/fXDc6eWsYPj1aoe+vzcNrPaS09hnc29OWvPySj0LYQnv8OeLcaBx7zCTjhu7DoP6RO+xXqaz9B2foGyc+/DQv+hnnJHZCMgMlO8sgvkDj2q2yNOfjBEytZ0RYA4IgqJ49eO5HirgVIr/0Mgu1GQO2E0+Ccm2nRK/n9y+t5ZU036e39Td88dSJnTrRTveVNeP/PcNzXje+tqL7wb5eMQMdyePF/oGedsa1uHpzzR1j5OHx86/bPdbyxzVlFZvG9bKg6ix+87sUTTvDK5yZgefkXmNY/Y1zHHBUkz/4zamkj8vPfgY6lxjEqp9F7+XO8vzHG719e3t8PdvIRlfz4vCmMrxDjDwfThq4gP3lmDQu3eQEYU2bnZ+dNY2q1k5pR3Iej+duQulchvfxD8G0zNo49Af3sm5Gqph3czO1nrd4Ijy9p4673mwhtH1/69Lw6vnLyRBpFv/T+4d1GK5U8+XELd76/jWB85+99Ao0lduN6LwjCIckTTvDUsnb+9uYmgjFjIZ7zZtdw/qxaNqsh5jSWYDePjBC57mCcf729hYcXtpBIa7gsKl/85HiuOqZxjwNWd4gk0ny8zctPn1lNm8/oxz9xUjm/vHAGDjXDio4ov3p+HS1eY3z1uPFl/PyCaYwtsTD5Z68zrcbNbz89k2k1bkzqQCCxP5rk5TVd3PzyBiQJ/nT5bO5d0MzbGwbGxX9y7jQ+eURFVpDw7mQ0nY3doUH18d9+ehYz69yY1aEtbBNNpFnU7OMnT6/u/2zHTyzjVxfOYHzF8OOttvWF+cnTa3h/cx8ADaU2fnXhDOaPLcVhGRnnmXBo2Hfh+MIhLerrQX7955gX3moE7QIkw1gW/BH5g1uIBjwHN4N7Sfc2wTNfR1rxsBGwBBDzIb3+c1j1XzKxwMHM3l5r9oT54v2LeXlNNxlNB6A3nOBHT69mwVbfQc6dcKB0hDJc/e+P+oN2ATb3hLn+rkV0BrWDlzEhp1AowJ0ftPCnN5sJJ4wglkRa456PO/jF8+vx+rwHOYdCXuEepMeuNSaCaMZvR6SP4te/x6dtyxlXZucHLzTxhuVU9PqjQZJRulZieurzRkDo7KuhfQnSgr8ZgXpA16f+yPWPbuPVtUbjBKA7mOC7/11Fqd3C6dOquKG+k+IXbjSOAaBrKBtfYvxL1/C3c6uJpzT+83E3v1luI5iWoHe9MahiLYaGo6FvEzxyFTgqjU597zZo/Rg+/Cckw/Se8me+/GqYT06u5PP3LOK9TUbQLkBHIM5XH1zGKi+UffB7fnqcGZdFpbHUzr0fNvGvd7YSSWYAY5Xe+z9s5qaXNhGqmEP/QVIxujJFfPGBpf3BsgAfb/Py7UeX83/nTCWt6Ty3spN/vLmZ8mInv3l5I75jvs3nn+ngrLoE0n0XGIHGO3Qup+aJi/jCTJkv3LuY8RXOrHxMqCnl2ntW8NYmX3824mkNf8bKZx5Ys0s+/Fz2n8W09frh+f+ht2QON74U5tnVff33Vk8kyQ+fXMWra7vRtx9wUZOXrz20jK5gHABNh9fW9nDNfz6mKxDfy5NN2FumUAuWhz7dH7QLoLQswHzv2ST7moZ9vAVbffzfU6vpDScAo0Pg5TXd3HjfYpo9kWEdKxPshg/+hvTBX/qvBaRiSIv+Da//HM3fNqzjtXgjfOfRFTy9vINUxjg//dEUN724npdWdRGJDy/IcVtfmGvv/Lg/aBegzRfjKw8upakvWuCVgpBfMGa0xeza9nPIPJzAXWNfF0Z71ScCdwXhkNTmCfGVB5ZRXWRlc2+YXz2/rj/Qfkdd75sPL6MjmBnyMdPpNO9t6uPHz6yhL2wcK6PpvLi6i688uITmvuHdgwVBKCDUhf7MN1GLqpHe/DXr9Ea+8sBSKpxmxpU5+epDS/sH7nQdPtjs4Ya7FzK52sWLqzp55IvH8MzyDr71yHK6dCem5fcZQbsAcT+WN39K2fqH+f5p4wHwRVP86oX1vLgugO6ogumfhnEnoib8WB6/1gja3f5mypbXMD1wAUlPM9x7/kDQLoB3K9IjV6KEuyEVJXXar2HTK1je/qURtAuQTmBadjfy898mHuzN+xWkA22Y7j1nIGgXoG8T5ocuQgo0Z+2b8TbBo9cgrXvOCHYDo8/g+e+gbH0DPTP0a91hLZOCtc/Cyz8wgnbB6G9Z8wQ8/lljFV5h/9ryBjz3LSNoF4zzed1zRj9SoA08m+DBS7Pa1pK1CG3NU8iv/QRi28cgMkksqx6g7I3v0G4aQ3zN83Did43fctl9RtAuQCII7/wOefEdKI7ygXz4mjA/ejlS79qC2dV1nTfX9/C/j6/Mqhs8v6aPL7wUpufI75CuP573Nnly1h++/MASow3ftwHuv2ggaBegeQE89SUSZ/wO08OXo2x6mcR5t8LCf2P+8BajTw0gFcX80d+Q3vwVnT09/UECAFVuK+6+5UhPfMEI2jUyDZtfoy0i85UHl/LCqi7SO/U3/ezZtby2OUp68rnGasFv/QYW3wWJ3dRzvFvh/gsHgnYB2pfCvRfAvGtB2j7M2/wB3Hc+RHpoqz2dSx9qYWVbgEeuHo/9yeswrX1y4DoW9WC2OpDvOWcgaBdg6gUs6UrxncdWZPWDvbmhhxvuXkyLJ1Q4r8J+s7U3zNV3fNwftAvQ7Iny+fsW0xZIHMSc7X9SoAXpkasGgnYBqel9pPsuQO/bfBBztn95w0nu+7CZv76xmdBO40sPL2zlF8+uodUn+u72Oe82vJYaHvy4lb+8volgPPt7/9kza2jzirapIByqUpkMjy5q5dcvrCMYM8pvMqPx5NJ2/v3eVpa2BNjUHT7IuRyaQCzJz59dwz0LmkikjRiQUCLNn17byH/e20o8tXft0LUdQT53z6L+tj/Ae5v6qLJLbPWm+OL9S/oDWwE+3Orh2v8spD1o9P2v7Qxy+e0f0rbTvUjTdF5b280PnliFJ5LkR+dO46fPrOHN9dnj4l9/eBkLm4YXI9Huj3HpvxZk1cc3doe58t8f0uwZ+v1wfVeIG+5emPXZPtjs4YrbP6J9mPfVdl+My2//qD9oF6DVG+Oz9yxifZeoMwvDIwJ3DxNq0o9p7eM508zL7kZN+g9shva1mBep+f2cSdKCvyFHug9whvatVm+MjXkqEn95bSPb+kZGJUPYc8lkkmdWdPQ30HeW1nRufWszvUHRYDyU+GIad3/ckTPtxbV9+EZ3f9qIpnmbkDpX5Ewr/uh3fPNoY9bdH97tpXvut+HIz8IHtwzsNPU8WP7gwN+OCjZrtWzLE3Bw+7tb+PqJ9VQs+GXuDHm3Mk5r6X9c+LNrPPSNPR+W3G0Mei74O8z7zPbMZyARgI/+CVPOHciHxUWr9QjmNZaxsi1AR56A09+/vIHeyx+jfPFfuHpuKWdMr+K/S3IHFz67pg/P2PP7/w7OuZGbPxgIoM36CJEkG7tDTK81VlNZ1uqnvsTOK+s8BJISvz1vEtKH/4R0joKRilK+4SHmNbiyjlFfYsMfTQ36LJfMq+eeBU158/Huxh6wl9Jqm8yaztz3z5tf2UBXME5vKMFvXliXc58Wb5QN3cGcacKBEfH3orx9E+g5Jq/EfGgbXhrW8bb1hfnLaxtzpm3qCdPqHV7DXY77kJbdmzNNWvc0UnJ4jfe+cJKlLbknbN369ha6Q8MLclzS7Kc7mPtmdPMrG2gdRoeHIOzg3x6469C2n9/DWXF3+772TABZMga3C2pdCLceC09/1XjsryAIB0SbP8HaziAXza3jn29tybnPirYAPeEE6eTQ7k0tvji3vL4pZ9q6zhAdgVjONEEQ9oB3G+njvw0f/JXOM2/jD69sAOBbpx3Bn17dkPMl3cEEazqCLG/1UWI32qXLW/1GoFzZpEH7Wz76K1dMyV49559vb6EjYSGhS8RP/CHmN3+WO3+BNvSO5VB2xOA0XYe3b4JTfow+4RQsH/8j5yHULa+iRPtypunpJNqaZyDuH5yoZZDe+QOJ4MDENsnfjNSTO8BQevsmNH9zzjRhF/5WePcPudM6lg4EPgr7h3cbvHVT7rTe9cZCL2//dnDbetaVyAv+lvNlpuZ3KZPD9E69Hj7+F1hLch9/8d0w/eLsbbqO+ubPiQdzl1MwVhj7/cvrc6at64rQYplIayjNX9/IXX9Y3xWi3R8D21hydhC566B3Q38goFQ9A/PKB3Iey7zqYY6pzP5ufv2pYpQ3c/TjOSpoT9pZ05G7v+hvb26hPemCU35ibPjoXwMT+HOJB+GDvw4sVrOzZBhWPgaf+ObAtkgfetN7LPfbiCYzVLktlKW6kLtWZr924qmw8eWBIOXtWqd/iZtfyX0vaPFGWd8lxqEOlnc39uZsI+s6/PnVjbT7RufYkOZrhTd/nbscR3ph29sHPE8HijdqBO7m8sb6HsJx0Q+yz0V68UZS3LNgW87ktzb0Ekxkcp+PgiAcdN3BBP98K/eEjg+3eJhS4+LPr23oX3jiUNYXTvLS6q6caXd/0ERPaM+DDHzRJDe9lHvc0x/X+NOrG3Je5nrDCT7c4mHTr84AjEkNdy1oIpk2goi7Q/H+/oUKl4V0RssbVHvTC+voHeJnyGg6Ty5p61/UaWepjM6/3t5CLLX7e6I/muR3L6/L+9k+2jq8YOKPt3lyfgZdh9++tA5/VCxKIgydCNw9TOiR3vwVyUwKoiN81dbe3J04gDG7OzGyZzUs32mF1V11BuIkUmK11dEuEEuzuMDso+WtfkIJcR4cSoKxVP8suFy6/CIg6pC1a2f2zsI9VFqMBkBPKEHUUgHuWvDs1BjMpLI71EvHs6QjfwOk2RPFajZlH2MXzu6FjNv+iGBdh764bLyHrkG4Gyw7PV4wHTdWQtHSA/koqmd1T5I5jcUsac5/z1/TESSWBlPnIuZUqiTTev/KnrvSdeiNS8bjLYFI2SyWt+W/365s8zOxcuBRI9v6IlS4LPSE4kwpSiO1L877WkfHR8ypVLKOMaHCyar2wSvqT6pysqot/0r772wNkh53Mmt68jeaekMJoskM8VSGrQVWeFsoVr0/qKR0DKUj/3ljbX6bRGzog0qJlEZngVWUl7X4h5M9Ixgg1+AaGAUolLvjJZ8NBWbpBmIpIjkm9xTy0db8g6Qr2wOkcwVEC8JueMMJVFnClt4RuGsb+ostxvVdSgRw20yFV9xNJ+Cx640Vw1Y8DAv/vRe5FgRhOFZur2dlNL1/pd1c1nYE0RjaI0QT6UzBQYcVBep2giAMU/sSJEcZUvtikqbi/jZVpcvCyhztqx0+2uphRl0RkeRAnXNdRxBmXTF452QYNZ1dd/VFU0TTErq1FFm1QteqvO8lN71rPMo+Z/6XgrsWPRmDVP5+lYwnd8BFOh7G0vpu3tepHQvRkzu1IdqX5N2XYAdSWkwsGJJUZGCl3Vw6C/TDCHsvHS8cHJ1OZq+6uoOsFhxXMfk3E5Ud0LYYKnIE2+94b23wILvcvgQplb/8RJOZvBNNAVZ2J4mnC++zojUAzjyPvB17PDR/OPB3PJgznwDoGnIsu1++wkbuMam6I1ndkf876w0niGoKuGqMDanowKrhucR8ha9DrR9BzaysTVLT+6gmKwBz6ouhc/ng15VPho5lgzYnUdnSW6AfbJvoBzsYkuk0H23LPza0ss1PIj06AwmlTAIpx7nab9t7aNro7L8K7GZ8abgLDAhD0L2aYCxNvMCYe7MnOrC6vCAIh5RQPJ0zuHOHdl+Mpr5oVpv2UFXoaZ+JtLZXwcfxZIYVeWKPEtpAv18uH271IMsDIYYLt3oJbZ9IEk1m+gNZx5U78k5kA9jaFyE2xFWDo8k0H2zJP5a1qNlLOL77Y8WSGaN9kMfbG3qGlJ8d3t2Y/yk/K1r9xAqci4KwKxG4e5iQLHk6KHYw2w9MRvYXV3X+NEkG08j+fHXF+Qe8rSYZkzq0wTBh5LJbFKrd1rzpVW4rZlmcB4cSm1kpmF60fZUa4RDkrs2fpphJYKwcZFFlzCSNjpqdA2eV7JWFiHmpc6t5D+m0qOi6nn2MXSRcjVkBTE6zZATmqmZQLdmTc0w2kJXsfMR81LhUekMJaoryX0vKHGZUSQJXDT0xDbNauKrYnw9AjfVS6c5/Xle6rPijA43JCqeFYCyNy2oikFLRC9zL084aeqLZx/BFk1TleD9fJFkwH43FZtRgGzXO/L+JWZExKzKKLOG25t+vsWwYAWnCPqdLSsE6YMrdiGoe+m9kUiSspvznfF3JMH/v3dU/rUXDOlxVgXqAIktYTYXvO7uqL86fv0qXBYYYbCUIO/NGkhTZTEhxv3E/UvJfQwcx2UCWIebDZVXxFpqVvvpJY2Wq038N4z8FH/4j/0C7IAj7VG2xcT8yKzJqgTZobbGVoYYPmBQZS4F6Z12B+qsgCMNU3ICeSaO7qpG0FBVOo+0US2W21wFzqy+x0xNKYNupzlldbMsZ+IUkgZpdd1ZlySjn6QS6roGjPO97ZYrHQij3E4xwVUMqimQqfF2QnbmPL5tspFwN+V/oqgF5oC0tFdXn31e1gmIumA9hO8XSP+k3J3fdgcvL4UgxFZ5QJ0ngzNG2llUjLQ/NXomJDDirjADTfNQc5cRVgy7nb8Oad1c3cKmYFaXwPsVWSOcJzPC3oRc3Dvy9m2uKbs5+kkgyI4EtxyrDgbaC/W5Gf5NkrHLcv7FA34FqMb7ffFy1EM0O6NSLGvon4rb7Y1CUo3zFvDn7UxQo2A/WMNx+EWGfMKsqtQXOq0q3lVE7NCRJhcd/ixqyAohGE8duxpdKHaIOss+5arHv5nsvd1qy6oqCIBw6bCalUNWVUocZh0VBHQH3jSJb4evM7mIQCpFlKe9Yk4RecHy1fpeYpeoiS/+Y2o5xVTDGaXON3+7gtqoF+xR3ZlGVgrFSVS7rbseyARRFKvjZxpXvJp5uF2PL8z9psMptRRm1lTNhfzj0r0rCPqFZS6FsYu7EunmkLcUHND/7XFEjOCpyJumTzkQvEAw1EsxqKM7qGN/ZxXPrKLUNY0BcGJEcVgvXHTcmb/oXThhHfdnwKhTC/lVskTh6bO7HxDWU2ii373mlWti/5OoZeYNo49Mu45G1xkzHS2aVUb7hIVj9BMy9ZmCn7rVQd+TA332bOLpSyzuY8Ol5dby2ro/wnC/kzpBixltxNJt6jFV/xpc7KA+uhXGfhNZFxiMHN7w4sL8kw5TzoHvNQD5CXUx1Rnnoo2ZOm1qVt0H0uRPGUr35MXrnfoN7loVY3xVkTkNxzn3787Fdxer/8NWjc+8rSXDy5Ao+2GzMiiy2mzCrMmUOM2U2hR+/0oF+3Ndzf36gd9aXeGqNN+sYK9sCzGssGfRZnl7ezpVHN+Y6DJIElx9ZD8seYKorgtOS+/756Xl1lDvNVLgs3PCJcTn3MSsyx40vy5tnYf9zlNURP/bbedP1edejKEO/1pY5VS6Zl3vA2GZS8paFvCxF2deCrDebCNbhHW9cmZ0Se+4OmzOmVeG2Dq9pd/bMmrydBzd8Yiy1BQI3BCEfTySJ22YyVpy2uIb3YkkGswviflyW3ay4u+q/UD0TihvgiLOMFcRaP96rvAuCMDTTa904LSqrOgKcPSP3ILrbpjKhwonFPLQBzWKbygWzc0+ec5gVptcNb7KLIAgF1M7F9NHf4bhvULvqn3z2+LEAPLmkLW/bR5ElzphWhSeUQNk+ElpkMzG+3AEbXhi0f2bC6Sz1ZNfDz5xeRakUxhpuQ938Kon5X82dP1lFmXyWsaJ+Lsd+FZbcixZoIzP+lNz7uOvQXbmvKYrFhn7U53O/Dogf+22spQOv1WvngTn3gJw+60o0R4GAOmGAs9Lou8jFWgyVUw5odg47rmqYdVXuNJPd+A1y9ck0vYs+6azcr3NW4jVVU9r+pvHapgW59xt7ArQNXjE2fuw3sZbknzhf7rIY/Tc52M0K010xSm0yF83ZTf1hwzO532DD8yjjT+oPvteSMaN9kUvlNDpS2deB/6xKouW6lnSvZmqFCVee/qbzZ9dQofXC4juNDeM/BbbS3O8Lxm9XoL+M+Z+H9/408LckIc28jDEmY4Wz1R1BUhUzBrfN1r8AMy4ddLiawFKuPiZ3n5pZkTlhUv5JF8L+demR9XmDkT5/wljGDjPYZKSQyiagH/uVPIkSzM6x8v8o4bKqHDs+9/WhvsRGmVP02+1z5RNxWRU+MSF3n39tkZVyp3l4k9QFQThgypxmTplcmTOtwmUhmdH43AnjqBgB4x4VLgsNpbmDVY8eV0LZXkzeqHRZ+PJJE3Km1Rfb+NzxufsFZAkunFvL+++/37/tKydNxGEx+v7Kneb+8bVNPWEmV7v7A3l3df0nxg75dzCrMp87IXeeAL5+ysTdBjqDsTDUV/J8blmCC/O0K/I5f3Zt3olTXz5pwog4z4RDhwjcPUxYyxpIXf7g4NnrpeNJXfQf7KXDuxAdalLuRvSrHwN7dmVar54JZ92EnGtW8QhS5ZS48/qjBgUYHT22hK+cPIESp5jpfDiodqn87Pxpg4JsPnPsGOY0iIHMQ01ZaSl/vGSaMZC1kyq3hbuum0N1eYFOWeHgctehXfPEoNUw03XHsHnaN3h8hYf5jS6+MTODde1/YdNr6FMvQpt4urHjR7fCp34EpeP7X1u94Ofcc8X4QZMwTpxYxrHjy/jrW1tYV38ZyXGnZefFZKf3ggf49XvG4ztqiqzccUEFlevvg+O/DZ3LYNqFsOYpY//5X4BYEOZcA9vez8pHzfs/4s/nVLOxJ8QtV8wZFEh8xtQqLp5dTbRrLe8nj2BbX4T7P2zi1xfNYGxZ9uofNUVW7rh6GpUf/3ZgY9cqTiwLDRpYMSkSPz1vGs8s7yCt6RTZTNx86WweXdjCHdfOxt27hIum2um1T0I/4X+yV3ORZAIn/pSnWp38+JypvL+pj7Q2sHbbM8vbue2a7M+yrjPE2BIrVxyZXbcxKRK3XDKVumILXHE/1Yv/xP2XNw4aTJk/poRvnTYJm1nFpMhce2wjn5qS3di3mRTuumE+1cVi9beDTR93Eom5N2RvlFXi591Kyj68QfRiu40vnTRh0KQLh1nhzuuPotI5vBmyUukY9Ituy7oWAEYgweX3IZWNz/3CPOqLLdx5/VEU7xK8O6POzQ/OnkJVUf4ZvrkU2xX+duXga8FZ06s5f3YtljwDjYJQiDeSxGVVIebPG+RSkMUJMR9Oq4o3X+BuPAjb3hl4hHbFZKMduO75Pc63IAhDV2OHO68/ir+/volvnDqJ2fXZdWa3TeWu6+dTbBv65Jlyl41vnDKRo8Zk34NdFpW7bphPeYEnJQiCMEyuWjj6RrTS8ShakgtmlHP2jGoeXNjKiZPKBwXkW1SZv145h2WtPv7f2VP5+sNLKLKZuOuGo6i2pgatnKtVTid+xs18/7mm/m0z64r4f2dMxKFFAA3l1R/C1PNIHXF+dt5UK8nLHjTu6xf+a9DTbPSZV6CN+ySsfgLrS99FO+v3UDk1+xjOSlJX/RdLaf6VcjVHFYlz/jpoBdjEvBuh8djsfYvq0a96ZFDQm954HPqJ30W1jezFIg4YWzF86seDJzZai+HqR6E4/2IFwj5gdsIJ34Yxxw/efvWjRpkbfxLMvS47fdlDSKf+BL1ql4BWexk9Fz5MqU2mONUDcR+c+N3BK8OWH4F21h9g6b1Zm5PTL0eacl7BLFtNCl87ZSLHjMvuP3VaVO6/fAzVH/yEktYmvpan/nDnDfONNvzEU+HIG7IPrpjgzN9Cx2KSlz8MJhvWl79L6qI7oGRs9r7FjaQuvY+1AUvWwPyt7zWTnHUd+qQzsvc32ahPt3HXDUcNWrl2XmMx3/7UWNzEjH68yqlw7p/BtZu+i9p5cNzXsrdJMpz+Swh2GE8i2fG5LrwVrEWM73qZn5xmBBP86h0/8Ssfz16kIB4gE2hDP+M3xrG2szx0Kdce08Anj8i+tltNMrdfN49al6iTHSwldpU/XDILk5LdN3Xx3FpOOiL3okajxsQz0Gdenr1NMaFf+C906+hdVKGuxM5vL57JxMrsoOwKl4XbrzuScQVW+hP2kLueOjnNry+awaRdv3enhTs+cxTj3GIFRUE4VLmsJn554XSm1mS33cocZv5wySy29UU4OU9g76Gmym3lruvnD1q1dkKFgz9dNodi+54H7kqSxDkza7hwlwn0ZkXmzQ19nD61kgtm1wxK+9Plsym3wvUvhZEk+J/Tj2DKTt+1zazyzdMmMX/7+Nod723l5stmDRoXP3lyBdcdOwZTnqDeXMaWOfjFBdMHBcp+5aTxzKovHvJxzphWNWjxHrMi84+r51EzzPHe2iIrt14zb1Bw8qfn1nHW9GqkQss/C8IuJF3Xh/rkusNWMBikqKiIQCCA2z2yO+Pifc1I/iY0zzbkiknoRY1Yywo8HmwESaVSqIFm8GwCfytUTQd3LVJp/hkYI0koFqE3rLOxO0RPMMGM+iIqnGYaSkXjrJDRVH4BevwhgklY3uInmdGYN6YEt1mmtnR0zqgeDbo9Ptr8cbZ0h2goczCmzE5tee6VeIVsB7X8ahky/lak3g1IoQ4yVTPpkyt4vwMmVrmodei4299DT0ZQGo4iohQjkcGe6EPqXIHmqjHuP6EuZN8WtKIx+J0TCEhFNPWF8YdjTK91U2ZKEMsoLO1KIssyJzco2BO9ZNqXIzvKoGo6m2JOVneEGFNiYaw9QbXWA7ICSMbgYfdq9FQMvWYekqIgRXqNR+ltfywekgyJEPhbSFTMoM82nnBKQlEU1nUGCcZSzG0sptwmUZToxC8X825rCptJZly5g1QqRandRE8ozlZPnJpiB26biTqbRrnuQe9Zix4PkqicTUfGjclWRCKtsaIzgtWkMLnKTTKdYVVHgEqXhUqnmUwmRbXTRLUpDpEeYvEkvZZ6nCadYoLo7UvRJROxyjk0x+1gcZJKpih1WukJxdjcG6W+xM7YYpWyRBseuYx1Ho1APMOsaiuVmS4kVyV9KRsrWjzYzSrT64updJqx2rYHIQfayYS66JIq2RyQ6A6nmVpbTE2xzXjk1U68kQTdwQSr2wOUOMxMqXJR5bZiGsLjVw5XB7L8RnzdmBJeMq1LwGRHqZtDyuTGUbxnK8G0eCL0RZKsbgtQ4bIwudpFpVPCaduzOpfu2QqBFujdCGXjoXgcUnnumb27E42l6Aon2NIbpsMfZ2qNm2q3hcayPctbTzBGKJFhdXuAYCzFnMYSim2qqF8e5vam/F522wLMqsLXk3eDnjYmkgzHknvAVsJ/TNfQFYzzwjdPHLzP+hfgkavh0/8ZeGTmB3+FQBt87aPhvZ8gjDIH6v4bj4XpDOs0e6LUltgJxlKs7QhSXWRlYqWTYptC6R5MMG7xROgNJ1jTHqTSbWFSlYtqlwWHVTyKVBj9Dmj7N5OGUCepTAY1E6NbrqQvobCixc9R40pJZXSWtfgospmYVutG03UsqsL6zgCyLDOhwkmdU8KcDJBIpcCzBd3fglw1Fc1dT5/uZn1XhM5AjGk1bqrdKuVSGDXWR6p9BXLlZChuRJdU5Eg3WttSsJUg18xAcldjMtuMiTrhbuhYZrRnG44BexlxxYES7SXTtgRUG9TOQQp1oPWsRy5ugLKJWMpyrxa5s0SwDzkRINO+DFJxlMajyFhKsBYPDqBLp+LIgXboXYsU6oKaOWSc1aglo6NP/YDytxqBhl0rjQVGKiYbQbsjfOW6EdP/HGgzgjw7VhjBopVToajB6EMCCHVBxIPe9jGY7Oi180jJVkwJH1oqjtaznrSzlkzpBJKaSpkpafQ5tW9fUbdmNgTbwN8CJWPRXTWkdAUk0DpXQSKMXH8kmqMSq3to7XVPOEFnIM7ajgCVThOTiqEqsAK1dKzxGWwlRhs+nGD1TvWHCqeEe0cbPuY3riftRp8BVdMh1A2BFlJjTkTPpNG614IOVM9ACrSiebYgl42HknFYSuuJJtL0hhOsbAuQ1jRm1xdT4bTgSvZCZPuxbaVQPQvctaRkK23+KJu6w3QFYsyodVPlVKnTu2Hbe8Yq00X1UDLEoPVwD0Q90LrQmHRQf5RxDYz7oW2RMQGydp4RPG11Q6CNSDhIHyWs6E5Q7bYxqziG1LsBPdSNXDMDzV2H1eqASA+0L4VM0sh/uI/Okrn0RDVWtgUodZiZWu2ixqlis4++BWRGTPkFugIRIgmdle1+IvE088aU4LIeHn04mrcJKRkyyoDZCbVz0cwulKKa3b94hGv2ROjwx9nYHaKx1M7YcocI2t1uv5TfVBwSaZoS0BVIsKFr+/deZmdckQLm0XcdFISDYX/ef3tDCVp9UTZ0hahwWah0WXBbTRTbTXsV8HowdPpjNHkitHpjTKh00lBio9K9bxYU8keT9IQSrGzz47KamFbjptJlwWJS6PCG8MU0lrX4cFpNzKwrosSi8d62ELoOcxqKKXeacebor+sLJ+j0x1jXFWJCuZ1Sh4UtvRF80SQz6oqoclsodQx/Ndq89fEhrLab73M7LSrTa4uocFmw5nn6eSGJVIaeUII1HQHCiTSz6oupdFlG3HkmHHwicHcIRlLDTRCEbKL8CsLIJcqvIIxcovwKwsi1N+X3lD++zeRqF5/p+QO4aoxV4Ydj1eOQDPF49Xd5b1MfC3902uB9Xvie8Vjui/89sG3rO/DezfA/G3e/YpUgjGLi/isII5cov4IwconyKwgjlyi/gjByifIrCCOXKL+CIAgDxDJhgiAIgiAIgiAIgiDsNW8kidtqMla1Mu/BEyEsboh6KXNa6A0lSKa1wfs0vw9VM7K3VW9/fG/LguG/pyAIgiAIgiAIgiAIgiAIgiAIgiAcYCJwVxAEQRAEQRAEQRCEvZLRdAKxFC6LYjzS2uIa/kGsRRD1Uu5Q0YGuQDw7PeaDnvVQOT17u73UWOG35eM9zr8gCIIgCIIgCIIgCIIgCIIgCIIgHCgicFcQBEEQBEEQBEEQhL3iiybRAbcSB10D6x485sxaBLpGuZoAoN0fy05vXQToUDl18GsrpkDLh8N/T0EQBEEQBEEQBEEQBEEQBEEQBEE4wETgriAIgiAIgiAIgiAIe8UbSQLg1iPGBkvR8A9iNV5TJgWAHIG7bQvBWmysrruriinQvRpSscFpgiAIgiAIgiAIgiAIgiAIgiAIgnAIEYG7giAIgiAIgiAIgiDsFU94e+Cu5jc27NGKu8ZrzAkvxTYTHYNW3F0IFZNBktjiz/DnRXGe3pRC13Vju5aGzpV78SkEQRAEQRAEQRAEQRAEQRAEQRAEYf9TD3YGBEEQBEEQBEEQBEEY2XpCcQCKMj6QVTDZh38Qkx0UE4R7KHNOyA7c1TLQvhhmXEJLUOPSZ6IkMzqRFKz3mvnB/LGgmI19Go/ZNx9KEARBEARBEARBEARBEARBEARBEPYDseKuIAiCIAiCIAiCIAh7pcMfx2FRsCd7weIGSRr+QSQJbKUQ6qLMYaHNt1Pgbs86SEbQy6fw3TdjWBT4yyk2rphi4vblSVZ7JSibCG2L992HEgRBEARBEARBEARBEARBEARBEIT9QATuCoIgCIIgCIIgCIKwVzr8McqdFoj0ga1ozw9kL4VgJxUuC02eyMD2toUgKbwVm8ji7gzXzzDjMkucN0GlziXxh4/jUD4J2hYN/z1XPgb3Xwwf/BV0fc/zLgiCIAiCIAiCIAiCIAiCIAiCIAhDIAJ3BUEQBEEQBEEQBEHYK+2+KGUOM4S6wFay5weylUKog7HlDtp8MXyRpLG95WP0kvH8dYXG1FKZ2RVGd4YqS5w/wcS7bRm22mZBoBXCvUN/v1WPk3riy6zqzRB+9SZ4+3d7nndBEARBEARBEARBEARBEARBEARBGAIRuCsIgiAIgiAIgiAIwl5p27Hibrh77wJ37aUQ7mFCmQ2Ale0BY3vLhyx1nMCKHo3zJpqQJKn/JcfWKrjN8IBnkrGhffHQ3iseoPW533JS5lbO7/kSJ2X+xUdvPwd9m/Y8/4IgCIIgCIIgCIIgCIIgCIIgCIKwGyJwVxAEQRAEQRAEQRCEvdLpj1NmVyDm27vAXWc1aGmqpD4cZoWVrX4ItIO/mTsCR1PrlJhTmd2VYVYkTqhXebrJRMpaDq0Lh/RW8QV3cF3oq2hmJz861kKl28pXk9+i+/W/73n+BUEQBEEQBEEQBEEQBEEQBEEQBGE3ROCuIAiCIAiCIAiCIAh7LBhPEUqkKVdjxoa9Cdx1VQMg+5oZV+FgRZsfmt5js1bLKz1uzh1vQt5ptd0dTqxX8cZ13rOfDq0f7/590kn+/d422vRKvne0jRkVCt8+yoqmmPntKieEuvb8MwiCIAiCIAiCIAiCIAiCIAiCIAhCAerBzsCB9M9//pObb76Zrq4uZs+ezd///neOPvrog52tAyruaUWO9KAFO5CLG9Ds5VhL6w92tvaZrj4vXaEUfaEYDWVOym0SZaVlBztb+0QqlaLVn6ArGMcbSTK+3IHLptJQ4jjYWRMOoN5QhGBcp9kTIZnWmFjpxGGWqSkW58Ghqt0TpC+aoc0Xo9ptpdJloqHMdbCzJewLyShEesCzBSQJSieAsxJMtkG76rpOVyBOIBKjWvbjiLYjJ4Mkqubh1RzE0zot3ggWWaOx2IxLSdKTMGOx2vHHUrT5YtQUWSl1mElndJCgMxAnGE8zocKBpOsoioxT1bGk/BTpISTfNnxlc/Hhxh9N0R1KMKbUht2i0htK4I2kqC22gg4Oi4rNLBFNajR5oshAbYkNVZZIpTRsFhV/LEm7L0ZNkY1aB5THtqGHOtFKxhFWS1njk0llNGqKbCTSGlaTQjqTodIu4Y9l6ApEqSl1E01qdIfi1LnNVJgSuH2rUIobiZtL6U5akRSZYCyF1aTQ7othNSnUFtuQ0FFkGX8sRSCaoKbYSjCawhtNUlvsAAlaPTGm1jpJZWBrb5hKlwWHRWVbXwSLSaa2yEq1EsYS70UKtoGrmoStio0ROz2hJHUlNjRNw6wopDIaRXYT5U4LaU3HF00SiqVp9UUpdZgpc5hxmBVqim10BeN0+o3785gyG+XmFCW+NZBJQNkEcFSCxWmcDFGv8Rh5XxPYy6GoDty1B/TUHW06/BEiCY3NPWGsJoXGMjslNoVS5+CyOKTj+UIEYhpb+yKUOszUuC3UFVsxmUx7dLxmTwRfNNlfjsudZsaUOffoWGDUdzuDSTzhOA1lLirsMqUlexEkKQj7QIffCNgt13zGBnv5nh/MbAdbEXi3MaN2Ak8ta6fHsoA/Sp+lxCpzYr2S82Vj3BKNLoknk0dzSvuTkE6Cas77Nt4VL/Cv2Cmc1ZCmzmXMaXZbJD59hJm71x7Hl995jCnnfXPPP4cgjGKpWJK2cJK+SBKrKpPM6PSFE1S5LBTbTZRYZeyJXjKOKqxW65CP2+aNEIyn2doXocxhprrISp3bjNmcvywLhx+fz4c/Cdt6gtgtJupLbBTZVVwO0c4eimQySSbYhcVkpi3jIpLIsLU3TLHdTE2RlWgijd2i4rZKpDXwRTO0eqMU21ScFhVd1yixyTgVHW9CYmtPEKtZoaHUgdsMWwM6FlWmIxCjscSBwyRTI3uRALQU6YgHXbWi28ogkwR/M3oijFJxBJpiwyJnoGQMRDzo8QBEe42V94sbwV5GwtuCpGtIxY1IyTAmiw1QwLPRaI+7a8FVs9vvIRUJoMc86J6tYCuh03YEHcEEvkiSceUOTIqMWUpTatFxFZUOPkDEA1EP9G006hul442nBlj2vJ5/WAh2QKQPvFuMdrK7FkrHHexcjViaptMViNLuixKIxJhU4UBSTHSFkngiScaWOSi1ZHCHt6FGuqCogT5K8GRsNDjS+FMKTZ44kqIyttRCaWQbcXs1fRk7zb44xTYTVU6VSt2DxbsB2eIARwWZiIektZxezU3G5KTRHEBJhpBCXeiuaqPfIx6AogZ0QDfZiMkurHKadEYzxqdC3cglDWi2UhQ0NgRMlNtlKpUQpJNoySiS2YYsq0Y5M9mg/AhCmoW+hMw2TwynzUpdsQVk0+D6g03C1PYulE1Ey2RI+1pQyieiJPzgbwFXFRlrOd1pB0nVSXGyE4eUQLMWY+ldDRYXuGvp01z0JVXafDEqHSrVlgSVpjjEvAQcE/BkrGzpDaPIEuPKHVTIEZw9i4xrlg662UlGUtF61iM7K9GdlchaCjkVRvJuBYuLdNFY1kUc9EYyHFHhoAwvcqANRYujlE9Einog0ILkrAZHObpihu61YHWBoxK/qRJT0oc12oUS60N316Mhkza76NGK0WUVTdPY1BulutiOw6KSyWRQZZlANIE/EmV8VQnhhIYvmqTCZaEnlCCVSjG+3IE/oSEhUV1kpco99HqdsO/5o1G8EY0Wb5RYMsPESid2s0zdYTBG2O6LEElqbOkJYzMrNJbaKXXIFNvtBztr+123x4cnmqHdF6HSbaPSaaKmXPQD7jeJKKSStCRM+GIpWr1RqlxWKtxmxjhUpN5VEGiBogZwlEPJOGNsSBi+cK8xaT7YZtTfXTXgqjrYudp3Qt0Q9xv1GGVHe6ESrEV7f+xgh9FGivYZ56CzEuw52iwC3kiSnlCcpr4INW4rTquJnlCcUDxNY6mdSDJNMq1R6bKgyjIlDhPRpEaHP0ZvOEFdsY2MrhOKpagpshFPZTApMilNI5nW6ArEqXBZsJkV7CaFDNDmjZJMa4yvcGBWZAKxFC3eKOVOCxUuC7Ik9cf7NJTYKbargERvOIE3nKSh1IbNpBBLZWjqi2A1qdQWW/FGkthMCoos0R2MU19qx2GWUWWZnnCSFk+EcqeFcpcFkyyh6TqhRGZgu9OCy6JgMSt4wkm29UWwmRWqXFYiiTQWk0yLN4pZlZlU4SCc1NjcE8JuVmkotVNqkQkkdZLpDMmMTjKt0ROKU+myYjcreCIJqtw2dF1nY3eISpeFKreVRFqjN5Sg3GnBFzPGWRtK7ZgVia5AHH8sxZgyB1VuC2VOy6DfMJ7K4AknCCXShGJpnFZjjDuj6YyvcGA3K3gjKZo9EUrsZuxmBbMiY1JlUloGk6wQSaZp6otSYjdR7bZiMysk0hpbesNYVJkyp4VkKkNlkYVkWscbSdLhj1FdZKPEbsKsSGzpi1DltpJK67T5o4wrd5DJ6LT6opQ5LJQ6TGR0Y2zaZTVR4bLgtCikMzqbesLUFFkxqTKtnuj279RGlduKqoi1VoXDKHD30Ucf5bvf/S633XYbxxxzDLfccgtnnnkmGzZsoLKy8mBn74BI9W7G+tjV0Luhf5tWM4fUJfdgKh/5HWSbOr189r7ltPli/ds+Ma6YP106g5qyfVAJOohisRjremJ88f4l9IWT/dtPm1rJz86fTkPp6G+cCtDhD/PhFj8/enoV8ZQGgCJLfO1TE7nsyDoaSkd/B81I09wX5huPrGRlW6B/2/hyB/++7kgmVolBxREt5oeVj8Gr/weZlLFNMcO5f4ZpF4LV3b+rruus7Qzyz9fX8/O5YYpf+CzEAwQ++w5r+mQWNnfy97e2kNF0AKwmmT+e28Anq1P8YwH8e0FH/7G+c9ok5o4p4esPLiUYTwNGv9Cl8+q55phGnlrXzXVzipHvPJXOK1+lOWzlV88vZ01HkCOqnPy/s6bwgycX0xtK9B/z5MkVXHFUA33hBCdOKucL9y7uz8fPz5/GkWNK+dpDS1nTEex/zYQKJ3ddUMqYF74FkV7kiWdjm/1TPvtwEwCfO34cpXaV82dW8v0n1rC6K8JfLp/N1x5azqaecP9xptU4+ffZVdTfexZyw3HUnvlHHl6XoMUb44GPmtn+lWA3K/zpstmossSvXljHLy+czvV3LaYjEO8/1rHjS/n5+dN5fW0Pv3t5PT89bzpvb+jl4UUt6Dq4LCpPX9uI880vI3Uu73+dqfwISs+8my8+3UlfOMnJR1Rw2VENvLm+m6PGljKp0kkqo/Gf97fxxrqe/teVO83cdu08esNJvnBf9nd62hEl/OZojaonrzA2fPL/wdE3QjoBz3wNtrwxcC65a+GaJ6Bq2u7OOiGHFm+EBz5q4T/vbc06X26+dBZHjtGoLhrevbHNG+YXz6/ntbXZv/W/rzuSqZU2bLbhBQNv6wvz9YeWDSo/t183j4mVw78PbGj3cMN9y+nc6dw/cUIJN18ynerSkV3fFUa2Vu/2wN10O6hWY6B7bxQ1QM8aTjvlGp5b2cG1K2eyUavlm0eaMCm5B0QkSeL4epWnNlQSNkk4O5ZB4zF53+Ket1ajSTM5f6o7a/unxtl4fmMf/1oc5K/n6mIARhB2saN/4odPreJH50zj/z2+kq19kf70WfVF/Omy2ZTayiluW0C09hjs9t3fj1u8EX7x7FreWD9wD65wWbjjuqOYXiPt8QQaYXTp9fq49Z1t3LOwE3173c9pUfnXlTOY3ajjdrgLH+Awl0qloGctlr4NtDWczx9eWc/zKzv704vtJm6/7kge+LiZc2bWMrnSTiCa5Iv3LwGgym3ht5+exS9f2ML3zjiCHzy5ii29Rvm3mxX+etk05tbYufK+lfz0vGlc/Z+POHN6NV8+aTx1no+Ri+sxhTsg5kdf+SjS8d+Cxz4D6ThIEom5XyBx3New+FvQE2GkJz4PPWsHPkDVdKyX3QMPXgaRXhIX3EbCsxWLSTEm1r59kzFwfc1/oXxS3u8hEexF2vQq5pe+Q3riOaw89o988faPsvpcT59WyXdPn8wLH7dw5VE6pTsvDBHsgMV3wft/Bi1jbDPZ4Ly/wqTTxaB5Pr5meP7bsOXNgW2uGrjqEaieBbIYsByOjKazqs3H5+5dgnd7wPlPz5vGD59cTldwoL140sQSfv8JjeonrodMisr5N2Kb/QWeXhHn1290kMps74tSZR7/8rH885WNvLS2r//15U4zd19Sz/S3bkLqWQXWItTzbkF957dU2WuQTv0Jyju/R+pdDyd8F+ne84zA3e2kaRfBCd/FISVIyyasj14F3q0Dn6NuPtrF/2aaMwVL70E64iyk576BfN5fYN3T8NGtoGtw6d30BaP86cNOHl7uAeDes51opUcNrj84Lfz7M0cyo+EkTH8ei3zW77E0HAv/vQ66V/fvp1ZOpebcP7M6WM5HAQtnKKspXn476Qv+iemBC+k87wG+9WY3C5t8/a9pKLVxz0VVOEsm8MTKAH9+bRHp7Z0RFlXm5xdM48yaSZTefgzMuARp0hnIWhriAeJlEzCF2lFWPWpcQ3Sjf99kdjLlojt4fVsNM/Ug9uevN97s6v/CI1cNug5K5/wJKqfCrcfCmONxf+r/UB65ypgkDkiAPOl01LnXURmL8RZHYXe62dgTYV13mPljSjCrCt95bAm9wQRPf/14fvrsWkyKzBnTq/ni/UuIJo1rmyzBlz85jlKnlfs/aubuG+YzvkJMUDgYegJRlrYG+J/HVhDZ6fe5/hNj+dzxY0f12FCrN8Kd7zdx34dN/X1/DrPCX66Yw7xGKHeN3vHRdk+AbzyymqWtA/2KY8vs3PWZOYyvEsG7+1wiAuk4zQkr33l0OUtb/P1JY8rs3HHdURxRPgPuPM3YWDUdLrvXWNBF1GOGx98Cj14HO43TUH4EXP3Y6JjU5W+FxXfCgr/t1F6wwwV/h/EnG0Hfe6prNTx4KYQG2nFMOgPO/xu4dz+B8XDSFYjzgydW8vbGXuaPLeGGT4zjh08tJBhL9+9z4ZxajptQxlceXMrd18+nN5zgmw8vyxp7PG58GZ89fiwX3/oBv7l4BrXFNn7y9BrWdg5cmydVOvnJedNY2xHEG03y73e3Ikvw+RPGU2Qz8cdXjfisCpeF266dx0+eXs2mnjDjyx385uIZfOfRFVl1+E9OKueaY8bw9YeXkcroWE0yPzpnGgu3edjmifC9MyZzw50Luftz8/nRUytY3DxQXx1bZufOG+bz+5fW8+ra7v7tO/rY3lzXxd/e2tK//cfnTqU3lOCO7WNs7/3vydz27jbu/6g5q9/lL1fMZm6dm1V9cf76xiaWt/qz3vOXF87gujs/4uwZNUYgbEbnP+830eaL8u3TJvGNO5bhiQy0uc+YVsW5s2r4zqPL0XQ46YhyfnfJLGqKBsbgQvEUy1r9bOwKsa4zyKz6Ym56cR2JtFGPVmWJL588AYB/vLkZMOKnPn/COKLJNPUldv7yxkaeWTEwzl5kM/Gva+Zxy+sb++v5O+oVVrPK1x5ayuadxrGn17r5/SUzqXBa+NGTq1nVHuDvV8/lF8+u5cOtnv79aous3PTpmfz2pfU0e6JUOC38/tJZWFUJfyzFa2u7eXRxa3Zf1rXzOGZcKWY190IlwuHjsKlF/PnPf+bGG2/ks5/9LNOmTeO2227Dbrdz1113HeysHRBxbxumx6/PCtoFkDuXozz3dWLezjyvHBk6+7xcf8+yrKBdgAXb/Pz+lU0EA748rxwZOsMZbrh7UVYHMsDr63q454Nt+GOxPK8URhNPJM33Hl/RH7QLRift397YxPqu0EHMmZBLjy/Ij59ZkxW0C7C1L8KXHlhKa18wzyuFEaF3Pbz0/YGgXTBWC3r268bKMTvp8Me45j8f8z/HOKh85ipj1ZG6I2nSa+gOp7nljc39QbsA8ZTGN55ppjNu5popCvJO8UJnTK/mxnsX9wftAug6/HdJGwubvHhCCZb3aoTOvIUF/hJueX1jf8DgN0+dxP/8d0VWgCnA2xt6eW9THx9t9dIXTnLGtMr+fLT74/zkmdVZQYcAW3rDfPlFH33H/wwA0+aXmNF0D+dPLyOj6dzx3lZOOaKUv7+5mXe3+PjSJ8fzh1c2ZAXtAqztDPOdNyL4jvk+6qaXMH/8d6ZX2bjvw4GgXYBoMsPXH15Gfamdb502iR88sSqr4Qzw0VYvt7+zlY09YabVuImnMjy0sKW/EfStE8oZ+/7/ZgXtAtC3kbGvf5Efn2x0lry9sZf3N/cSTxkrjQRjSV5a3ZUVtAvQF07SG05y/d0LB32nr2/0cdtGJ8kplxgdM2/fZDy2feHt2UG7YAz63n+RMUNaGLblLX7+/e7WQefLNx5ehi+aGdaxIrE49yxoyQraBeO3vuHuRXSF03lemVurL8IPn1yVs/x84+FlNHvCeV6ZW2efl+vuWZYVtAvw3hYff35tM7HI8I4nCPvShq4gTotKSbQFHBV7H+xaOh56N+BQUlx1hERG17mkMcpxtYXnHn+iViGuSbwiHQ9N7+bdL9LTxN19kzmlPIjbkp1XVZY4qyHD8/FZdKz9YO8+hyCMQjv6J646egy/en5tVtAuwMq2AD9/bg290QzaojtRw7vvb/JFYvznvW1ZQTcAvaEE19+9kFZ/Is8rhcPN2xv7uPvjgaBdgHAizeceWIE3PLy63+EoE2jH/OBF9Iw/n/8ubs0K2gXwR1PccNciPnv8OG68bzGhpEaly0qZw7j/dgcTfP+/K7j6mEa++uAyvn7KQHBsNJnhyw+vxp+SCcfS/P7l9XzxkxN48OMW3tnYR6bhGIh5oHwqRHqR9AwsewDmXGMcQNexLL0Dtr6Dnk4iPfu17GA1gO418PRX4cJbIRnB8sT1yJNOhTd+CfVHGXUQ3zZ46HJj9a485GAb5ue+CukErSfdzA33LBnU5/ra2h4eX9KGplpY1RXNPkD7Unj35oFBeIBUDJ7+EgRah/hrHGbiQXj3j9lBu2AEHDx4ifFEGmFYOgIxrvnPQrzbB7+/deok/vfxlVkD/gDvbPZxyyozselXgyShTDmPLb4MP3u1vT9oF+CkyRX8d2lHVtAuGO3hax5tofOk3xsb4gF4+stw/Lew2l2YNz6HtPwhOPF78NSXsoJ2AVj7NGx8iZRqx/TYNVlBuwBK+yLkl39AMhVHLh2H9Pw3jQD8cDd8+A8juLViMlpRI89tjvcH7QLMmnc0d73fNLj+EE5ww92LaI1okE4gPf9tYzU/37bsvPWsQ37l/5imbWLp1h5ayk9C8W1Ffv2nBC59lF99lMoK2gVjwuIdq9Js8On84ZUN/UG7AIm0xg+fXE2LXgVlk2D1E+DZBCsfhfGnIKcTKF3LYdF/+oN2AUiGMT9+Ld+YZzH6DWM++MQ34eX/zX0dfO3HRgDyJXfAvGtRHrykP2i336bXYMtbWLe+zMmVYe76YBtTa9wEY2miSY1vP7qcVm+M/z1rMvcuaOL9zR6uOWYMP3xyVX/QLoCmw63vbKPKZUaRJD53zyJ6djnHhAPDG0vztYeW9QftgvH73P1BEwu3eQu8cuT7cKuXexY0ZfX9RZIZvvrgUjyR4fXVjSQev5+fPLM+K2gXoMkT5Qv3r6Czb2SPex+SklHakzZ++dzarKBdgGZPlC/ev5imSAbmft7Y2L0Gnv6KEYQqDF3UZyxukmOchkevhXBPzpeNKO1L4P2/7NJeiMKTNxrjQXsq0Ab3X5gdtAuw6VWjrp0S9+gdYsk0f3tjE29v7AXgKydP5LuPLc8K2gV4ZnkHXYE4kyqdtHijfO2hpYPGHj/c6uH5lZ2cNaOGrX1Rfvvi+qygXYBNPWH+8Mp6kIxAz3KnGU2HO97bSqnDROP2Rfh6Qwk+f+9ifnjOFAC+ddokvvHwskF1+Hc39fHq2i7Om2U8rTOe0vjps6u5aG4dG7vC3P7uVn56wTT+8trGrKBdgGm1bu75YFtW0O6O977+7oVMrhlYAGZChQOLqnD79jG2Tb86g/c3e7jvw+ZB/S5feWApnliGdxc0ZQXtgnFv+sVza/jqyZO464MmKl0WOv0xXlnTxTdPncR3Hl2RFbQL8Orabla0+jl5sjEm/c7GPv72xibiqYFy0+yJEE9muPmVDZwzs4afP7emP2gXIK3p/OPNzYwrc1C9/ckQVx7dyO3vbKWu2MYLqzqzgnYBArEUn71nEd89fXL/tkgyQ3cwznceXZ4VtAuwpiPIx1u9/PX1TSxp8XHR3DpeWNmZFbQL0BGI87+Pr+Sbpxr9JL3hBN9+dBkgkUxrPLKodXBf1j2L6PCLciscJoG7yWSSJUuWcNppp/Vvk2WZ0047jQ8//HDQ/olEgmAwmPVvpJPjvqzZxFlpze+jJP0HNkP7WEcgMegmusNzq3vwxfWcaSPFmo5gVpDWzh5Z1Ip3mIEko9loLL8A4ViCBz5sybqh7+z2d7bS6ovkThQOCl8C3tvUlzNtS28Yb0wMKu5qxJTfRBje+3P+9AV/NwbtttvYE6au2EZJ5zvGiqtA+PSbWdcd54GPm3MeQtfhgdVRykLrOG6CsbLPBbNreG9Tb1ajZGd3vr+Ny+c3cts72+iuO5Miu5mPthodt+VOM+FEGn80lfO1Ty5r4+wZ1dz9wTZ+ceH0/u2zG4r7j7GrdZ0h+krn9v9tW3kf188cmAmpSPDkCqNhOKHSOSh4cYdFzX48NScCYFp+L8WZ3O+X0XSeXtbOuDLHoEbsDs+t7OCUKZVccmQ99yxoyko7pUFBac4TxNW9hiPLB8rkU8vaOXtmNfd80ESZ08rjS9oGvaTcaSYYy/+dPrysl55pnxnY8O4fjFUocwl3Dxq8GmkORvlt9hgdFLloOjy2uJVMZujX2p5wiocX5u5oDcbTrG4f3mcKxzMFy0++ul0+Ld44PaHcgUtPreymd5eOD0E4kNZ1hWgotSEFWsBZsfcHLDsCtDQ0LeDU6Mv8uvgFLp1VttuXldtlppXJPCGdDlvfybvfYy+9TgQr50zPvcLFyZMrsJLi3jeW7fFHEIQD4WDcf9e0Bwgl0tQV2wZNytrhg80ekmmNvlNvQdnw/G6P6Y1k+O/iwfUtMDrUN4iJqgLQ3efh7+/mPk9SGZ2XV+/FAOhBcFDav93rwF5OJK5xf562aCyVYUVbgPpSG2+u78FlVfnHVfP60z2RJOmMTkrT0HUdt21gUk1G03l8SRsvfusE1nQEGV9hrP7373e30hbWYcvbkI6BbILZV8OGF2DiKVnvb2l9F6K9RnBsLm2LBlb21zX0lY/Bcd8w2uEzLzW2e7dCMPekAS0RQfr4NuOP2rms6U7k73Nd2MJJR1Twt3da8Xm3D8oFO+GDW3LnTddh8d2QEpMNBgl3w6pHc6dF+ozgxhHkUOi/Wtbs6w/gc9tUNF2nN5z73HtypYe+yVdB/dFEYnFuXTz4vnruzBoeX5w78DwYT7M27DCeGARG31bncph/I9KH/4CyCUZQbDJP3/THt6FqSfBszpmsbHkVWZLAXQeeLXDc14wyvcOJ36c3nODWD7MHx72xDI8uyp3nQCzF+q4g/O/2a8Hyh2DKeYN37FiGqqpcO8PKXQtaiHzyZyibXsJrruPldbn7dW/8RGPevgiAexY0Eb34HuOPxXfDrMtJR7yo3k3GSru5aBnU1Y9B3VHG37VzC1wHF4OiGsHBiZAR6JvLykdg6gWoi/7NjSeM4T/vbeMTE8rQ0fsXwDl6XBlPLm3nuPFlvLOxN2thgZ398+2tXHJkPU2eKN3BkX2NOxTK7554eml73t/ntne20tQ3OidzN/WFuf2d3OUtrek8u2Jk1f+GIxDXeCvP+NLWvgie6OE3Lrzfy6/FSSSR5s0NuQNHmzxRI/DsnN8PbGxbBImRcR05ZET7YFu+cZrVEOk9sPnZ13wt8MFfc6fpGiy9DzJ7WH77Nht151yW3z94Is8h5EDff/vCyf5xvSnVLtZ1BvOOrT74UQuXH9UAEnnrOS+u6uTUqZVMr3UPCpTdYXV7kImVTh5b3MoFs2v7tz+0sIVL5tX1/+2PpkikNcaX20lr+qBJpDs8t6KT06dV9f+t60aw68mTK/hwi4cxZY5BwbkA58yo4fEluRcKCsRSBOMpKlwWAC6eW89DCwf6BtoDCe7IU89NazrPr+zgR5+ZlzN9S2+EKrcFWTLqw5IEdcU2uoNxwonc5/x/F7dlfVdPLGnvXygplkqzsMnLsyuMcd+XVnfljZN5ZFELF82tZUKFky09YS6fX080qfHQx7nH+xJpjY09ISbv9HTkSVWuQQHZOzSW2Xl1nfFdnzq1khdX5e5v6AklUGUJp8XoJwnG0phVidvf2ZJz/1RG56U8xxIOL4dF4G5fXx+ZTIaqqqqs7VVVVXR1DZ59/9vf/paioqL+fw0NDQcqq/uNHt/NzS8xsgP+uvzRvGkZTSeWHNkNmGZP/t8nksyQTI/swOR9aTSWX4BIUqPFl/88b/fHSInz4JASyVMJ3WHXmWXCCCq/6Rj4m/Kne7dlzWxt9RqPxLAHBgYoEqZiZEWm3Zd/xfQtvgxyJkGFw3gs8JgyB9t6898PuoMJrCaZdn+MSFonuVMjtNRhpivPBBcwZmvKskSrL5Z1T0mkcjdkdwgmdJC3D9SmYlilgSDWRFojldGRJLJmSOYSScv9x1C0/GWjyRMpeKy0ppPRdMocFtr92d+tKZ3/GgqgJgP9j1+PpzRkSeoPktx5tZEdjO80/+8XT2kksAxsCLQVfmTqCF+Z6WCU34zGoN95Zy3eKJFh1AGTaS1r5ZJdNRWoj+Wyu/tAIE/Qdz4d/vzvn8rouy1ngrA/resI0lBiMwbsnfvgsWyOMqg4wngEdcuHMO6TQ17F96QGlQWxRlqbNhuru+0inUpz5wYLxzq6KXfZchwBbCaFk0q9PNxRRSwsAgaFQ9fBuP82eaNYVJlgvPB9LBxPk1FtyL3rd3vMRDpDrMB9rNlbuB4nHB4yyHQUqPtt7BtZgUQHo/zqvm1QOp60puWdgAiwrTfCmFI7W3sjWM0KRXZzVnpXME6J3UxPMEGxLTttizeJSTLqwfFkBlkynkKDjvEIYVkGa5HxT8tkr0K1nbS7fuydggPNvk2k3Q3gbzZW3N0hz6B1JhFB9W9fdbNsIts8+a8vkWQGTYd2X4zEjpVJ03GjbZePrwl20/Y8LKXj/ROZc/LlDiQ/VB0K/VfbdlrxvthmlMd8khmNuK6Cs5K4Bi2+wfsqsly4PexPg32nSW/+VjDbjdWtHZWFy0XMB1qBeoOuoydjxmq+ABa3cfwd7CWkZcugwORkZjf1B08MTEafGoEWcFbm3jEdxyqljP40Rz3oxnhSnhhJJJmC/Xkt3hgRtdj4I+oBi5sMErKiZn+uXY/r3Tzw6Owc18Ysqbjx5K9ggac3pWIgK5j8W3FbFdr8UXQdvJGB3yKd0UikNcqdloL32A5/jDKncb3vi4ys++2uDoXyO1zJdJqmAvXhDn8s7/k60uk6tBcY/93WF0HTCvdfj1TRRDpvgBKAJ3T4rdC338uvJBFOZAp+7z2hBOzaPZUcnYHz+01iN/1s8UDh9ENdJmnUO/LxbTMWB9oThY6bThh17kPUgb7/xlMZkhnj/lDutBSsu/WGE0b7Ns+iKTAw9pjME/y7QyKl0eGLUe4cGBts3+VvMO7djaUOuguM2yYz2qDr0c7HiqcyOe//kiQVrCN3BmKUbm/jl7vMWd+NTuExt219EaQCffT+WAqbSaHDH8NtNVHuNBesY4YSaczqQMhiMqP1j3MlUhrpjE6HP7bb33DH91LhMtPuj1FsM5PR8wdFgzHet6N+q8gSsQJtoWRa7/8tMpqe9dSNXfWEEhTZTP1/60gFv9MN3WLsQThMAneH64c//CGBQKD/X2vryA6kAJDtBVYnkhWwFR+wvOwPYypcedPsZqV/VsNINaOuKG9ahdOCRRVFeYfRWH4BimwKs+rznwdTq93YTOI8OJS4rSqqnL/yWuPOs/LmYWzElF+zE2pzzygEoH4+mB39f06pdtPsjRKqnN+/zRFpAy3DtNr896+ja0ykTW6avEbDbXmrn7ljSvLuP7HSSSCWZlq1C7cJLKqMsv0c7ArEGVfuyPvaUoeZWCrDjDp31nlr3ukYuZRZMVZEBLCX4UsN3G+tJhmXRUXXwW7Ofx+WJShSB46RlPKXjTkNxdjMSt50h1lB03VavBGmVGd/t3HVadR58khayvsfE1liNxFLZZhY6SSj61Ts0qiG3X+nJXYTtrR/YEPVLAgUWAWiYnL+tBHgYJRfsyoxtdqdN31OfTFu2+DfLh+LKvfPNM6lUH0slyKbqWD5KS/wXrlMqMz//k6LiqNAOROE/SmeytDkidBojUEmBUV1u3/RUEy7GKqmw4RPGStODdExNQp2VeeR1Imw5Y1B6S+88QZtWinnTcodtLvDmVPKCGPjyZdfGXbWBeFAORj33xm1RcRTWn8nfy6qLFFkM2GK9pEZc8Juj2k1KZQ68h9vek3++71w+DBJGlNq8refjm10HsDc7L2DUX6l6pnQtRKTIlNfkv8+OKehmHWdIeaNKSEUS9K8yyp+Y8rs9ATjNJTa+1fD2eHoBgfbm7DYLSqaDlNqXCgygGSsLhXpMYLNTDnyIEnojvL8E3YkCawD14R47bGo3cuNuoJ328B+xY05X67a3CRrtq9o2bGUmXX5z6kKlwVd15lR68C+ox1qcUHVjLyvoXYemMU1axCTHazF+dOrpudPOwQdCv1XsxuK+/+/N5Sgscyed1+XRcWuhcG7FYcJZtcM7neJJNM5+z52mFFphuBOwblV040V38qPMALWK6bmz2xxI7pSoP2rmJEsjoHJzuGu7HPC34IlHWFCRXYfjEVVKCtUf6h1Q2z7IHnVjNxPOpIkMNnxp0zMqHXj9qwA1YLTouYdc0mmNaYVqJvMrHPjimw/J0rHQ6gLVTYCPgqd63rDsUYwDxj9V4Wug2YHKGYom5j3eNjLIBUlUTOfDn+S6TVFaLpOlXvgt5C319maPZGC99ipNW5atk90qCsq3I461B0K5Xe4zKrKvJ3K/K6m1Lgxq0Ob6DrSqErhvr95jSXI8ugcF3PZTP2LTORSU5z/uj9a7ffyq2Vw21TMSv5zqqHETlaknCSN+BiLA85WUnCcJmsy3khkdhRuL9QdOfAEkeGqmJI/zVpsTKo6RB3o+6/drOK2GuMlzd4Ik6vzf+fjyx20+qIF28gOs4Km6VhUmQJDPtjMCpNr3DTtNEF0yi5/G+/pZF1XsGAd3m1VSe8yOWVKjYsmTwRFlrCblZz11XgqU7COPL7cSWfQqCM390WZslO9VpGlQWOrO5vXWFxwwky500I0lWFqjRtPJEmbL8bEyvx9NVVuC4HYwKQyt1XtH0+2mxXsZsUYY99NXXXHd9ziiTK5ykWrL4YqS4wt8P3OqiuiZfvEqIym47Dkvy4pstT/XWuajqPAOHV9iY2+nSYcShhxAvnseOqucHgbnbXZXZSXl6MoCt3d2TPtu7u7qa6uHrS/xWLB7XZn/Rvp0pYi0pPOzpmWmnElGcvI/oxVDpU59bkv1l84ro4yx8gOZBhbZqexNPeN5WufmkCt25Qz7XA0GssvgNVs5tJ59VhzBOdKEnzj1ImHZUP9UFZqlbj0yPqcaSdMLKPEOjo70/bGiCm/Jhsc/62BlWZ3ppjh6BtBHWgUjSmzIwFd7ln9nQ7W577MvAY31x07Nmc/vM2kcPEUK132iSxv9QPw3qY+ZtYVUe7M3eD6zmmTuO2dzXzz1EnUrL6NSDzJebOMVQ+D8TTxlMb4PIGmN3xiLE8vbef648Zy9b8X9G//YHMfF8/NHYD1/9m77zipCnP/498zvW9vwNIFQRAQBMEGxoZGrxobYsSemJioRL0xuZqbcvWX5BpN0ZjEKDFqLMm1RWNiiEhsWLE3lF6WrdP7zO+PgYV1Z5Zd2MIsn/frxUvntHnO7Dxz2nOec8z4clWs/0f7a//Mxbr99dxBjmHkOmJ95bBcDryyullfmJC/s8mpkytV8dn/SZLih16juDP/dF67RcdMrNXK9W25iy95XHT4KD351iY98Op6ffXIMR3GPfRBXLEDzs47X3LMcfrH2h13U55/6Cj95fUNuuzIMQrGkrrg0JGd5tn+ONVCn+kVh1arZuWvci8MQzrqO4W7u9RMlkry/14Ui4HI32Flbl1x9H55x3nsFp1wYM+6ftb5bPr63DF5xw0vd2lMZc+2sz6HqcNjfnY2b/8qebs4EZA/PqsmFjg58dXDhqnax34ABsYnDSFlstKI7GZJhuTrhY67Uu7Cx7Rzpf2O7Xa3XUmyWwwdUW/VHzPHKfTWYx3GpdIZ/eqlRk21rteoYfnzc7vqijLNsG/Q796KFXwkKTDQBmL7O6rSreHlLq1c36bDxlbmnebUaUNls5hU/a+rulW4W1di01ePHF3w/erLi7tABL2jqqJC3z4m//ek1GXVnLEF9rX3UgORv9myUZLNpVKnWZfPy1/sVetzaESFS4lURgePKFM6K112/8r28ftVexSIJlVf7lJLONGhk4/XbtFxk+p05E+X6QsTqvXamhZJ0uJjxqnGFpPGz5fsHslTI73xB+mgRdJ7j3R4/8Sks5V1lEvjT8y/EgecJrWsyf2/3Svz/vOlN/8ozfqq9F7uuFIjDi147GVYHTJmnC9Z7FLzpxrtzRQ+5zp3jP7yxgZdcdQY+Uq23UTrrpSOvDb/vonVJU09WzL3bD9/n+AbJs25PP+4qv2L7nh4bzh/Nb7GqyEluQLcaDKt5lCi4EX2y2ZXqfqd30gN78lhli6dUdKp2cDDr63XhYeNzDv/iAqXRhmbpEgup+Wuyv3Nnvt/ys77rhTcnMttX4Eb+OZep5TMSo88Iu/o5NTzJZmkzW8pO/II6dkbpbnf3jHBv36kyspqffuIjhe1h5XY9NUCx/Db91f0s/rcuboDz5Y+znND3vgTFEtLv3sronNnDZPj3zcpMe1CVbS9rfNn5C8c+u1zn+myuWPy3qhrt5i0cNZwOR44PTdg9uXSu3+R2V2pbNX+0iGX5V2mHCWKjz5W8m/roLvqn7kbGfOZcHLuv2uez3XeLVS8O+ur0tsPKzPty3rw9Q266LBRevrdLUqmM5qxrTHAU+9s1qVHjNab69s0tb5M3gINcK74wn56+LUNmjOmQpXewoUgxWBvyN/d8YUJNe0FSJ+3+JhxGlZWuLlAMasvd+uqY8blHedzWnTU/sW1/9cTpQ6zzpmR//zKYaNLVercJ0o8Oujz/E2GVeK06KyD8++XHDKqXD6nRbpp4o6BE0+V7D1r9rDPc1dJU87JP278CTu6zxcrX5105LfzHy/Y3NKk03f/eKF0ROGbpY64WvJ0fa5zIPX39rfGZ9fXth3zrm+JqtpnL3iT2iVHjNb9K9bJH0lqUoFrjwsPGaHH39qklz9r1kkFrvkcM7FGr6xu1pkz6vXXt3c08Vk0e6T+8saOG+DGVLkViCXVEIjLH0lqfE3+ffgvzx6pR97c8XQFp9Wsw8dW6qXPmvUfU4fo9bWtOveQEZ3m+/PrG3TR4aPyLnNUpVvJdEaBaKp92vPnjGwfX+0ya/Gxhbe7c8dX678e/yDv+NljKvTeJr+yWemiw0apwmNVczghk2EULIq+6LDRevi1HUXcl80d036Tmc1i1uzRlTpuUo1eXdOiueOq8tbJmAzpnFnD9dibG7XJH1OJy6on3toop82srxyZ/1ihymtXqcumDTt18X1ldYuOLnAde4s/2v5ZP/bWJi3M87lLuRsHtwbiim/rzDyiwiV/NKmrjsl/HbPUZdWhBc6tYt+yT+zV2Ww2TZ8+XUuX7ui2k8lktHTpUs2ePXsAI+s/zrI6Zeb/VKlJZ+24i8lsVXLaBcrO+66cJcV9cFNVUa7bF0zRsRMq2/eDHFaTLj+8Xl+eNUxOd3EcfBcystKju88/WIeM3vGIbY/domuOG68vTKiW3d6zjm0oTjU+k+69aJbGVO24M6nW59Ad505XbZGfMBuMyku8unzeaC2cNbz9Dl2zydCJk2t106mTVFte3L9L+7yyUdKXH8kdKG9XPlpa9IRU1nGHvcbn0B8unKkl76W0/j/+Ig09SApu0rDNz6jCadKvFkxV7U4dmMdUefTguWNU6bbob2st7XfWm02Gnnm/QX+8aJam7NSBu8xl1Y9OmSSLydDZBw/XKFubHK/9VnP0ts6dNUJnzBgmq9nQT57+UP998gE6dKe799w2s742d4wq3DZdNneMDGW1dtsjE8dUeXTkuEp9fd4YLZg5vEMcpx5YrR/OSqv05R9LNo/Ch1+vf5gO0/OftqjGZ9ePv3Sg7n91k06dNlRXzB2h+1es0+nTh+nkKUPaLw5ZzYbOOaha104Oy/v2PYrPvUHRcafo6fe36sZTJ3U4iN6/1qt7L56l9za26Vf/WqWrjx2vueOrOmzzLzx0pA4ZVaGzZg5XOpPVyvVtuvHUSSpz5W5uuevVRn088QqlZ1yUu2gjSSazkpPO1HsHfV//u7yh/fPwOSyat3+11rWEVea0acaIMn3zC2M7dPCfPaZCIyrc+v2iGTp8vx0HVm6bWdfOG6aTHW/KvOY5yVsnnf1ArqPu5DOkudflLuhKuZM3+x0rLfhT7uI1eqy+3KFfLZjWoVPu+Bqv7r14poZ4enYCzG6365gJlbrmuPEd/taHjC7XkvNnaHhlz+6Erylxa/Ex+2nBzPoO+XPygXX6/skHaGgPL6pUlZfpdwun6KhxO/Z3nVazrpg7XAtmDJWV/UEMkJc+a5LNbNLw0Nu5bruWgX+qwBfHWBSRXfd8ICm44wbeB5e+rE/iZTp9dLpbxcAnjTZrTbJM/3j+5T6MFiguIyvduvv8g/XmulYtmjNCJ0yubS9csZlNOmfmcH1t7hhVmcJKH3uj7JUjd7lMp82m+ZNqtfiYcR26VsweU6HfL5qhkZXF1UkVfWdCjUM/P31Ch+4xBwzx6aGLZ2hYVenABVYknBXDlFjwF5X++3906JhKffeECbnig22mjyjTPRfN1G3LVunei2epxGnRvz9plJTbbB6+X6W+e+IEvfhps35+1hQteXFHh9v9a7164OLpCkQTOnnKEJ0xvV6PvLFRPz39QO1X5Zbdv1ayuKSmT6TW1cqOmy/Vz5LefzS3AFeF4if/WhnvEJksVmWP+UGu0G77DbNmqzR1Ye4i+P9dLFVPVPLcx2V+9U5pwUPSC7/IPRZ+4n9Ip/2uywv+ppJhSp77uFQxRsMfP1NLzpua95zr+FqvjtqvVKNKP3dcUTFWOvOPkm+nC7ZV46XzHut4jgA7WO25Ao0jrtnxhCLDkMYcJZ39p07nUbBrdaVO3X/JLM0cmSvA/N9/fKTvnDChw7kSp9Wsq46s11llH8n6yd8ki12xDe+ozmvVveeM7XABfWswrqP2K9N3jxne8dzH6HL98dRq1f7zG7kBQw+STr1Deu4n8td/QU2lk5X94i3S8pulk3+Zy+vtHKXSUddLnhrZUmGlv/gLpSacIhnbLkta7Eoc/FVlD7lMhjJKeepkHL5Y2crxUuPH0pd+nztXEmmW3v8/zayz6ccnDlfptvM84254RscfUKPFx4zrdL7m94tmaKRTUsUYZc/9S+43ZMqC3H+l3G/L5DOUOnSx/h0aoosPH636t25V4qALlZ26UO4HTtPF46P66hEj27trmQxp/sQKXTPDpBHWNt153nQNLd3xGY6qdOueCw9W/dZnJYtVOvq/c4+sPuIa6flbZJhtSpWNlU76ecebC2omKbTgcX31qVZtPOUvyg47WHrlN7mbGKedu+N30GSRDjxLmvPNXJH0365Rdt3LSp71gDKj5+1Yns0jHf4tyV2l2GH/qUdXm/Xl2SN1z0trdNh+lUqmMrr+ixN1/AE1+u3yzzRjRJm+cdRY/XLpx7r17KkdCsCrvHb9+pyp+r83N2rmqHLdfOYUlbs59zAQhpfZdd/FszRhpxu6qzx23XLWFI2sHPhj8L40usqln505pUMzi4l1Pt130SzVlw7e72OJz6evHTlaF80e2uF36IuTqvWTL01WdXnhJ/NhN3mqVWVN6dIjRmvRnI6//8cdUKOfnH6ghntMUrZxx77p0d/rvSdP7SvsHumo/5IOvmSn7bI5t+9/4s9yHXmLXcUY6fQlknenBoJV++/58YK3Rlr4kDTm6B3DbG5p3n9t28/hBsLtLGaTTp8+TFcevZ9cNrNufOoD3XzmFE3bqYN9qcuq6+bvr9VNYfkcVk0eWqKfnj5FX9i/usO1x4sOG6VhZU6tbgrruANqdcb0YTp9+tD2az4Wk6GTpwzR2QfXa/LQEt2/Yq0iibSqvXb9/OypevbDBrWEE5Jyjb1+fvY0/eCJ9yVJdzz3qf73jAN15E7XfFw2s7551FgNK3Vq2Ue54/Gx1R79YsFU/XLpJzpjer2O2K9Kdy5frbMPrtclh4/q8HvlcVh0/AG1uva48R3Osc0ZU6E7zp0ui8lo359uDMX10eZA+zW2/f97qcZWuXXzGR23uwcM8en+iw9RvdukI8ZV6ZyZwzu85wmTanXhoaP08Gvr9f9Om6y/vr1ZjcGErj1uvG57dpVuPHWyZo7acczttVv0rWPHKZZM6411bXLZzLry6P105ox6WXbqel5f4VSl266fnz1ND722Xr84e1qHp3DUlTj0q3MO0hMrNykYT8kwpGc/3KrvnjhR72zwa/qIMv3XiRNU4tzRBHFafan+eOFM3frMJ+3DJtR5NX1Ema6bP0GnTB3Sfp7TajZ0xoxhOmRMhY7av0oXHTpSyz9u1LAypy46bFR7IbFhSEftX6X/PH5/3fzMR5Kk2aMr9NPTD5THbtaKz1r0/ZMP6HQu68FLZ3c4nsC+y8hms/tE65gHH3xQixYt0m9+8xvNnDlTt956qx566CF9+OGHqqnpulAiEAiopKREfr+/aO6+LCTmb5Ip3qZsIiTD7lHGXi6Hr3zXMxYJf1uLWmJSLJGSx2FRhccil6u4/2Y729AaViieViyRltdpUY3HKo9zcB+U76nBlL/brWkKKRRPK53Jyue0aFiJXVYrXZf3Vm3BoJqjWYViKbnsFpU7DFWU7OZjUPYxRZG/wc1SpHXbI5HKcwfOBfijSfkjSXkybfKm/bJk4jK8dWpK2RRMmRWNJ2Uxsiq1ZWU3kmpNu+RyWBSMZxSMpeSxW+W2mRRPZ5WVFEtmFE+l5bVbZTVJWWVVYjcUTyRVmW2WKeZXzFGlZlOFwomMYsm0vA6z7Bazosm0Iom0nFazTIYhkyHV+GxqCCYUjuc6JjltZplNUjqdlcNqViSRVjiektthUYUtLW+iSdlkRBmbV63mCrXGsspmJZvVJCMryZAMGSq1S+F4UqF4Sl6nXYmMFEmk5bGZVWkKyRprlOwlitgrFU4aSmWySmUyMgxD0URaFrNJTqtZZiMrq8WkUDyteCIpn8OqZCqlWCojh90uw5D8kaRqSxyKJ9MKxFJy2MyymgwFYilZTIYcVrN85qS8qRYZyZBkdStkKVdz0qpYMi2nLfd5ZLOSyZS7yFXjcyidyaoplFAwllQkkZbDapLDapbbZlal1yF/NKmWcGLbZ2xRjTUua6RByqZzJ5q8dTsKxFLxXBFZPJDr3uyulByD7678/szfVCql9W0xBaIpWcyGPHaLRlTsfqeRYDSqxmBKwW3fIZ/dUF3Z7v9uNwWiao2mcvljt8jnMKumZPe74wb8bWqOZhRLpuSxW1TjdcjmpNsuek9P83fBb19WLJnWtf4fSbWTc9309gJ/eDuiZWsT+tsh72vUKd/VmsaQTrrlH5pmXq3Ljp2a+6HflUxGN/79Y0Utpfr7DWfn7aoF7E36c/u7oTWscDwt07Z9nHgqLbtl2/6RNaF0Ki5nac9uTApE4moMJRSMpeS0meW2mwdt9zDsvlg8ppZARP5YSlazSaUOkyrLi//cZn/mb6C1UY5UUEHnELVFUgrGkrJvO75JpNKyW01y200ysmYFYimF4knZzCaZjaxMJslrlUodFm0JJhSIpWQ2m1RiN8lqc6olmpTJMBSM5Y7ZatxmOeNbJbNd2XRSqURUWZNFhqtcmXhIpnhQ2XRCcpTIYnPJbLFIrnIpk1EmsElGIiglwpLdq4y9VKlggwyTRRmbR45sXDLbJbMl1wnU5sp18Ormo2fjzetlxP3KGha12uvkT+SOQb0OqxyWrMyZpKpLvDLlO+eWyUhta6VoW+4CuaNUKh3eq3+nQSkRkQIbtx0PuyRnheQt7oYi0sCev2qLJNQcjCqRSMrnMOSwmNUcNymWTMvnMKvEkpEj0SRLKqKMzaOmbIliWatq7HEFE5I/YcgwmVRql8pTjUpYvdqa9igcT8thMclhNVSeaZMt0ZrLT7Nd6WRccbNbjUaZTIZJQ+1RmeP+XK7a3MqmU8qm4rlzHiarTCaT2kw+OTMRyTDLSIaUTURk2D2S1a10Jqv1SY+81oxqss0ysrnz3jLbZcomZcQDksmijLtamXRajQmb/AnJZrHI6zDJYXOoMdxx/2GoKSWFVyvrKFHasCgbaZGc5bKkYzIlgspanEpYPGpIe2SYzKrJNikrybC6ZA1tkKwuZWxeRTMmNafdCifSclkNVZhC8hhxKZ2S3FVaH7PJH0vLMAyV2E2qt0WUDW7Kfb9NFmUsDiWzJpkizZLVLovTp2QqI2sqJCVCktmmmK1SG5MuJVNplTot8iksS7xNpkxSZne5TMlw7rfQ4swt1+pUNrAhd8Ok1aWI2adUMiFXJihzMiJZnUobVsUMm/ymMjmNhKIpqS1uyGW35B7vnMnKZDYpmUoqnkipwutQKJFVLJWW02pRIpVWNpOSz2lTPG3IZBiq9NrksQ++axBFcf55J+uaQwrG00qls/I5LBris+4TjX3i8bg2BZK5c7xmQx67WSMq9o2b+/zBoNqiKYVjKTntFpU6TCorGXznkndHn+VvLKbmdEat4XT7dT2v3aw6p1kKrJHiwdz+prNc8uTvzo5uSEak4Nbc9tDmzt3UYhtEx//ptNS2Ror5c4XJjhKpbGTvLDvqlyKNuc77Dp/kqe3wFNBi0F/b30QqrYZAXG2RhJw2s2xmU/u1VZfNonQ2q0w2K5fVLKvZUKXXodi2p1mE4kk5rGYpKyXSWbntZmWzWSXTWZlMhjKZrKLJ3Lkwq0kymUwyG1IwntpWw2GV02qSP5pSOJGSy2qRy2ZSRlI0kVYsmZHTZpbXbpbDZlZbJJW7xmi3yGE1FIimFYynZLMYclot7ddNDUmheO7akM9plcdu0ea2qPyxlBwWk5y2XDzpjBRPZxSKp+S0muW2WeR1WOSxW9QQjMsfTcpiMmSzmJRM77gmazKkMRUObQom5Y8mZTWb5LVbVO02qymS++yyyh0Sx1JpuW1mWUyGYqmMXLbcZ9QSScpptajMZVUinVEknjvPkEhllMpk5do2TyCWUiKVUYnLqiElDtks+YvPm0O57sSpTO6cRDKdlWFIpU6byl0WNQRz12+tZpPMJkMWkyH7zuuVzP2eO6zmbdfoLIok02qLJGVIslpMMkkqddmUTGfkjyZ3+puZZTKk1mgy953JZBSK5/bbM9nc38JhMcthNSm1bZzNnPs7lDgsiqYyaosk5XFYlM1kFU6kZTUbKnfbuCEO7faZwl1J+tWvfqWf/vSn2rJli6ZOnapf/OIXmjVr1i7nK7YDNwA7kL9A8SJ/geJF/gLFqyf5G4qnNPX7/9CXD7Dr2A+/K828VCrP/yiu/hZLZXXd0hYZyYgWTSvVPe+llI0H9cMZcbnr8j+eKp9VH6zU9avG6aajq7Tg6Jl9GDGw59j+AsWL/AWKF/kLFC/yFyhe5C9QvMhfANihGy1mBo/LL79ca9euVTwe14oVK7pVtAsAAAAAADp78u1NSmWymhp7WXKW7lWPOXZYDP3XoT6VW1O6+Y2MKhMbdN24jT0q2pWkseMm6UjrB7rxXxu0uS3SR9ECAAAAAAAAAABgX2IZ6AAAAAAAAEBxSaUz+tW/VmlmvVvV65+WxhwlGXvXvcEVHqv+69gRUtt6yVYnuSt7vhCzRedO8end12K6+Pa/6cFv/Yc8dk6lAAAAAAAAAAAAYPdxtQkAAAAAAPTI2xv9Wt8a1UXWf0tWp1R/yECHlJ9h2uNOwJ66/XTNiBf0g7UTdNpPHtVPFh6qqaPrciOzWal1jbR5pbT1AymwUUrFJZsn9761B0rDZkiOkl2+Tzab1SZ/TB9uDmhNc0TNobjS2ay8douGlDq1X7VX42o9slvMu1xWOpPV6qawPm4Ial1LRG2RpCSpxGlVfblT42u8Gl3lkdlk7MEnAwAAAAAAAAAAgN1B4W43ZLNZSVIgEBjgSIDBy+v1yjB6/6Ix+Qv0PfIXKF7kL1C8Bjp//YFQLo6WdxSfeqoyyayUjPZ6PHuL6rHTdL3e0O3rhumU376hEZYWjbE0yZYKKZy2qFUetWmoQtpPaZlkM1IqyQZVrdc1xHhGte6sqstKVVJeJaevSllHiaKyqylmaL0/oU+a4vqgKSl/PPf520xZ+axZmU1SNGUokMz9rc2GNLrMov2rHKovc6jCbZPDalYynVFbJKENbXF90hTVR01JxdK52J3mrLzW3HJDKUORVG5ZdrM0odKq8dVOjSx3qdrnUInLJpvFooykWEoKxjPyx1JqiyYViKYUSaSVzGRlSLJbTPI4LCpxWFTmsqrMZVWJ0yKf3SKnzSyHxSSr2ZDFbJLJkAzDkCGpD762eWWzUla573QmmytmTqYziqcyiiTSCsbT8keTao0k1RZNqS2SVDCeUjyVUSYrWUyGXDazfA6LSp071tHnsMhtt8hpNclmNsliNmQ2DJlMhizdLIQe6PwFsPvIX6B4kb9A8SJ/geJF/gLFi/wFildf5S96n5Hd/quIgjZs2KD6+vqBDgMY1Px+v3w+X68vl/wF+h75CxQv8hcoXgOdv7Yh+6vuy//b6+8PFLPGR29S5KMXdjndQOcvgN1H/gLFi/wFihf5CxQv8hcoXuQvULz6Kn/R+yjc7YZMJqNNmzYNmor0QCCg+vp6rV+/flAmKutXnPoqvwZb/m43WL8Hg3W9pMG9boM5f4v570bsA6PYYh9M+Vtsn30+g2EdJNajvxRj/u7tn2lXijl2qbjjH4yxF2P+5lPMf5u+wmfS2WD7TMjf4revrjvrvV5Dhw4dFPn7efvq37a38Tn2jr76HAfL9rc37MvfVda9ONe9GPO3mD/v7mD9ilt/rl8x5q80uL4DrMveqRjWpZj2b/d1loEOoBiYTCYNGzZsoMPodT6fb6/9EekNrB+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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing Categorical Columns of this dataset with Survived as the Hue parameter." + ], + "metadata": { + "id": "c20ybHqSQSke" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Separating Categorical and Continuous Columns." + ], + "metadata": { + "id": "PrQksHGaVPi0" + } + }, + { + "cell_type": "code", + "source": [ + "# Convert 'survived', 'sex', 'pclass', 'sibsp', 'parch', and 'embarked' to categorical\n", + "df[['survived', 'sex', 'pclass', 'sibsp', 'parch', 'embarked', 'home.dest']] = df[['survived', 'sex', 'pclass', 'sibsp', 'parch', 'embarked', 'home.dest']].astype('category')\n", + "\n", + "# Specify categorical variables\n", + "continuous_vars = ['age', 'fare','cabin', 'boat']\n", + "categorical_vars = ['pclass', 'sex', 'sibsp', 'parch', 'embarked']" + ], + "metadata": { + "id": "VfetSJgDVP-l" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### 1. Plotting Heatmap of a Cross-Tabulation: This can show the frequency of each combination of categories." + ], + "metadata": { + "id": "8Rrh7KQyVWaK" + } + }, + { + "cell_type": "code", + "source": [ + "# For Showing Heading in Jupyter Notebook\n", + "from IPython.display import display, HTML\n", + "\n", + "# 1. Plotting Heatmap of a Cross-Tabulation\n", + "\n", + "display(HTML(\"

1. Heatmap of a Cross-Tabulation


\"))\n", + "\n", + "for var in categorical_vars:\n", + "\n", + " cross_tab = pd.crosstab(df[var], df['survived'])\n", + " sns.heatmap(cross_tab, annot=True, fmt='d', cmap='viridis')\n", + " plt.title(f'Cross-tabulation of Survived and {var.capitalize()}')\n", + "\n", + " plt.xlabel(\"Survival Status\")\n", + " plt.ylabel(var.capitalize())\n", + " plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "zI67Q5BPNxaz", + "outputId": "59afd864-7c97-4f9a-f9f6-ad9ef6ba7c32" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

1. Heatmap of a Cross-Tabulation


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### 2. Plotting Bar Plot: This can show the count of each category, split by ‘survived’." + ], + "metadata": { + "id": "WHLpHKQuVjXa" + } + }, + { + "cell_type": "code", + "source": [ + "# 2. Plotting Bar Plot\n", + "\n", + "display(HTML(\"

2. Bar Plot


\"))\n", + "\n", + "for var in categorical_vars:\n", + " ax = sns.countplot(data=df, x=var, hue='survived')\n", + " # Remove the default legend\n", + " ax.get_legend().remove()\n", + "\n", + " # Adding values to bars\n", + " for container in ax.containers:\n", + " ax.bar_label(container)\n", + "\n", + " # Adding Legend with new labels\n", + " plt.legend(title='Survival', loc='upper right', labels=['Not Survived','Survived'])\n", + " plt.ylabel(\"Count of Passengers\")\n", + " plt.xlabel(var.capitalize())\n", + " plt.title(f'Count of {var.capitalize()} Split by Survived')\n", + " plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "6EfKbQcdU7wC", + "outputId": "2647c1ed-ac48-4ae2-cc61-085c673e3cb3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

2. Bar Plot


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### 3. Plotting Box Plot: If you want to visualize the relationship between a categorical variable and a continuous variable, we can use a box plot.\n" + ], + "metadata": { + "id": "ztDh_AwVVn7p" + } + }, + { + "cell_type": "code", + "source": [ + "# 3. Plotting Box Plot\n", + "\n", + "display(HTML(\"

3. Box Plot


\"))\n", + "\n", + "for cat_var in categorical_vars:\n", + " for cont_var in continuous_vars:\n", + " ax = sns.boxplot(data=df, x=cat_var, y=cont_var, hue='survived')\n", + "\n", + " # Get the existing legend\n", + " legend = ax.get_legend()\n", + "\n", + " # Modify the labels of the existing legend\n", + " legend.set_title('Survival')\n", + " for t, l in zip(legend.texts, ['Not Survived', 'Survived']):\n", + " t.set_text(l)\n", + "\n", + " plt.title(f'Box Plot of {cat_var.capitalize()} for each {cont_var.capitalize()}, Split by Survived')\n", + " plt.xlabel(cat_var.capitalize())\n", + " plt.ylabel(cont_var.capitalize())\n", + " plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "hJ1FGSpXU8Rl", + "outputId": "be344f61-69ae-4ef8-ad89-ed4262f133d9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

3. Box Plot


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### 4. Plotting Violin Plot: If you want to visualize the relationship between a categorical variable and a continuous variable, we can use a violin plot. \n" + ], + "metadata": { + "id": "DLfTAAX1Vqdv" + } + }, + { + "cell_type": "code", + "source": [ + "# 4. Plotting Violin Plot:\n", + "\n", + "display(HTML(\"

4. Violin Plot


\"))\n", + "\n", + "for cat_var in categorical_vars:\n", + " for cont_var in continuous_vars:\n", + " ax = sns.violinplot(data=df, x=cat_var, y=cont_var, hue='survived')\n", + "\n", + " # Get the existing legend\n", + " legend = ax.get_legend()\n", + "\n", + " # Modify the labels of the existing legend\n", + " legend.set_title('Survival')\n", + " for t, l in zip(legend.texts, ['Not Survived', 'Survived']):\n", + " t.set_text(l)\n", + "\n", + " plt.title(f'Violin Plot of {cat_var.capitalize()} for each {cont_var.capitalize()}, Split by Survived')\n", + " plt.xlabel(cat_var.capitalize())\n", + " plt.ylabel(cont_var.capitalize())\n", + " plt.show()\n", + "\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "9_3PDyCRU8vx", + "outputId": "9d95b861-6dbd-451b-a2a4-3eba8724c127" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

4. Violin Plot


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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vvrFu4Hn3z759+7Bv3z7s2rULixcvRkJCAtq3by+N/crMzMTevXvRpUsXVKpUSVrWwcEBffv2xZ9//il9DtRqtfS5y8zMxKNHj2Bqagp3d3ecPXs2TzXllZGREU6ePIlPPvkEwPOurcGDB8PBwQEjR47M9SzOESNGSH8rFAqMGDECaWlp2L9/f6HWlpsuXbrgnXfekZ43aNAAPj4+0mcdAPr374+YmBit90xISAiMjIzQrVu3166/TZs2CAsLQ6dOnXDu3DnMmzcP/v7+eOedd7B9+/a3qv3l9xgA9OrVC+Hh4VLXJQBs2LABarUanTt3fuW6WrZsCWtra2zYsEGa9uTJE+zbtw+9evWSpm3atAnVqlWDh4eH1ueqZcuWACC9Rtmv38vfaaNHj87/jpZCDEQykD1oet26dQCAu3fv4ujRo+jdu/drBzhm92m7u7trTVepVKhUqVKufd55UbFiRa3n5cqVA4AcY0RyY2hoKP3oHDlyBHfu3MGxY8e0flxeduvWLejp6aFy5cpa0+3t7WFpaVng/bh16xYcHR1hZmamNb1atWrS/ILQ09PD8OHDER4ejocPH2Lbtm1o3749Dh48iN69e0vtrl27ht27d0sBMfvRunVrADkHf/7www94+vQprl27hjVr1uQpoLzKrVu3crwvgFfvu6ura57We+3aNSQkJMDW1jbHfiUlJWnt08WLF9G1a1dYWFjA3NwcNjY20qDmhIQEAP8fG1OzZs03btvQ0BA2NjZa08qVK5en9yUAmJiYoHXr1mjdujXatWuHjz/+GNu3b0dkZCTmzJkDAHjw4AGePn36ytcuKytLOk0/KysLixYtQpUqVaBWq2FtbQ0bGxucP39e2r/CZGFhgXnz5iE6OhrR0dH44Ycf4O7ujqVLl2LWrFlabfX09HJ85qpWrQrg9WP5CkuVKlVyTKtatarWttu0aQMHBweEhIQAeP56rl+/Hp07d87xmc1N/fr18dtvv+HJkyc4deoUgoODkZiYiO7du+cI/PmR22ehR48e0NPTk4KNEAKbNm2Sxpm9ir6+Prp164Zt27ZJofW3335Denq6ViC6du0aLl68mOMzlf3/LPtzlf1d6ebmprWd3N6vZRHPMpMBb29veHh4YP369Zg0aRLWr18PIYQUlIrbq0KYeMOAzOxls3/w86ukXawxL8qXL49OnTqhU6dOaNGiBQ4fPoxbt27B2dkZWVlZaNOmDSZMmJDrstlfdtlCQ0OlL80LFy7A19e3yOvPltfwlZWVBVtbW+lH7GXZgSU+Ph7NmzeHubk5Zs6cCTc3NxgaGuLs2bOYOHFigU5NLoqzn7y9vWFhYaF1tC6vvvjiC0yZMgWDBg3CrFmzYGVlBT09PYwePbrIT712dnbGoEGD0LVrV1SqVAkhISH4/PPPi3SbhU2pVKJv37747rvvsHz5chw7dgwxMTE5zgR8E5VKhfr166N+/fqoWrUq3n//fWzatAnTpk175XfK6wbi5/ZZcHR0RNOmTbFx40ZMmjQJJ06cwO3btzF37tw31te7d298++232LVrF7p06YKNGzfCw8MDtWvXltpkZWXB09MTCxcuzHUdTk5Ob9yOHDAQyURQUBCmTJmC8+fPY926dahSpYp0dsqrODs7AwAiIyO1/jWYlpaGqKioAgeT4pYdHq5duyYdwQCen+IeHx8v7SeQv9Dk7OyM/fv3IzExUetfnNndNS+utzDUq1cPhw8fxr179+Ds7Aw3NzckJSXl6f/DvXv3MHLkSLRt2xYqlQrjx4+Hv79/gWt0dnZGZGRkjulvu+9ubm7Yv38/Gjdu/NoQFRoaikePHuG3335Ds2bNpOlRUVE51gcAf//9t87er5mZmUhKSgLwPNAZGxu/8rXT09OTfpx+/fVX+Pn54YcfftBqFx8fD2tra+l5UQb9cuXKwc3NTesMLuD5D+zNmze1QvfVq1cBIN9XUi5I/deuXcsx7erVqzm23b9/f3z55Zf4/fffsWvXLtjY2MDf3z/f28tWr149AM8/T8D/j26/fNZtQY4O9+rVCx999BEiIyOxYcMGGBsbIzAw8I3LNWvWDA4ODtiwYQOaNGmCgwcP4rPPPtNq4+bmhnPnzqFVq1avfb2zvytv3LihdVQot/drWcQuM5nIPho0depURERE5OnoUOvWraFSqfD1119rHb354YcfkJCQgICAgCKrtzB16NABAHLcciL7X0sv7oeJiUmeLimQvd7MzEwsXbpUa/qiRYugUCjQvn37fNcaGxub6+H4tLQ0HDhwQKvrr2fPnggLC8OePXtytI+Pj0dGRob0fOjQocjKysIPP/yAlStXQl9fH4MHD87TUbncdOjQAadOnUJYWJg0LTk5GStXroSLiwuqV69eoPX27NkTmZmZObpogOeXTsj+f5N9NOfF+tPS0rB8+XKtZerWrQtXV1csXrw4x//Xgu57fhw6dAhJSUnSv9aVSiXatm2Lbdu2aXXvxMXFYd26dWjSpInURaJUKnPUuGnTphyni2dfxyav79vcnDt3Dg8fPswx/datW7h06VKuXSYvvu+FEFi6dCkMDAxeOy4xN/n5zGXbunWr1utw6tQpnDx5MsdnrlatWqhVqxa+//57bN68Gb17987TxWIPHTqU6/sje4xN9uthbm4Oa2vrHEcAX34f5kW3bt2gVCqxfv16bNq0CR07dszTNYr09PTQvXt3/P777/jpp5+QkZGh1V0GPP9c/fPPP/juu+9yLP/s2TPp0hvZr9/XX3+t1aYs3q4nNzxCJBOurq5o1KgRtm3bBgB5CkQ2NjYIDg7GjBkz0K5dO3Tq1AmRkZFYvnw56tevn+9Dz7pSu3ZtDBgwACtXrpS6Wk6dOoW1a9eiS5cu8PPzk9p6e3vjm2++weeff47KlSvD1tZWGnj4ssDAQPj5+eGzzz5DdHQ0ateujb1792Lbtm0YPXp0jn74vLh79y4aNGiAli1bolWrVrC3t8f9+/exfv16nDt3DqNHj5aODnzyySfYvn07OnbsiIEDB8Lb2xvJycm4cOECfv31V0RHR8Pa2hqrV6/Gzp07sWbNGlSoUAEAsGTJErz33nv45ptv8NFHH+W7zk8//RTr169H+/btMWrUKFhZWWHt2rWIiorC5s2bC3zRxebNm+ODDz7A7NmzERERgbZt28LAwADXrl3Dpk2b8NVXX6F79+5o1KgRypUrhwEDBmDUqFFQKBT46aefcvyI6enp4ZtvvkFgYCC8vLzw/vvvw8HBAVeuXMHFixdzDZMFlZCQgJ9//hnA8/AWGRmJb775BkZGRvj000+ldp9//jn27duHJk2a4KOPPoK+vj6+/fZbpKamYt68eVK7jh07YubMmXj//ffRqFEjXLhwASEhITnG7ri5ucHS0hIrVqyAmZkZTExM4OPjA1dXV4SGhsLPzw/Tpk177X2o9u3bh2nTpqFTp05o2LChdJ2hVatWITU1NceyhoaG2L17NwYMGAAfHx/s2rULO3fuxKRJk3KMw3qT/HzmslWuXBlNmjTBhx9+iNTUVCxevBjly5fPtfu4f//+0vV48vqdNXLkSDx9+hRdu3aFh4cH0tLScPz4cWzYsAEuLi5a1/4ZMmQI5syZgyFDhqBevXo4cuSIdLQsP2xtbeHn54eFCxciMTExR6h5nV69emHJkiWYNm0aPD09tY6EA8+vEL5x40b85z//waFDh9C4cWNkZmbiypUr2LhxI/bs2YN69erBy8sLffr0wfLly5GQkIBGjRrhwIEDuH79er73p1TSzcltpAvLli0TAESDBg1ynZ/bKbFCPD/N3sPDQxgYGAg7Ozvx4Ycf5jiFOT+n3b94Wu7rtvuyV12H6GW5XYcoPT1dzJgxQ7i6ugoDAwPh5OQkgoODpdOzs8XGxoqAgABhZmYmALzxdODExEQxZswY4ejoKAwMDESVKlXE/Pnzc1zLJa+n3Ws0GvHVV18Jf39/UaFCBWFgYCDMzMyEr6+v+O6773KsNzExUQQHB4vKlSsLlUolrK2tRaNGjcSCBQtEWlqauHPnjrCwsBCBgYE5ttW1a1dhYmKS47TwlyGX0+6FeH6dou7duwtLS0thaGgoGjRoIHbs2KHVJvu0+02bNr1x31+0cuVK4e3tLYyMjISZmZnw9PQUEyZMEDExMVKbY8eOiYYNGwojIyPh6OgonRoNQBw6dEhrfX/++ado06aNMDMzEyYmJqJWrVpa1+Z61Xsrt/dSbl4+7V6hUAgrKyvRqVMnER4enqP92bNnhb+/vzA1NRXGxsbCz89PHD9+XKtNSkqKGDdunHBwcBBGRkaicePGIiwsTDRv3jzH+3Lbtm2ievXqQl9fX+s08N9//10AECtWrHht/Tdv3hRTp04VDRs2FLa2tkJfX1/Y2NiIgIAArctSvPha3bhxQ7q2jZ2dnZg2bVqOywS8/B2Q22c9P5+57NPc58+fL7788kvh5OQk1Gq1aNq0qTh37lyuy9y7d08olUpRtWrV174GL9q1a5cYNGiQ8PDwEKampkKlUonKlSuLkSNH5rgUwdOnT8XgwYOFhYWFMDMzEz179hT379/P8/ffi7777jsBQJiZmYlnz57lmJ/b96wQzy974OTklOtlQLKlpaWJuXPniho1agi1Wi3KlSsnvL29xYwZM0RCQoLU7tmzZ2LUqFGifPnywsTERAQGBoo7d+7I4rR7hRDFcNyYiIiK3YQJE7B+/Xpcv3690O5ROHDgQPz666/SuKiS7uHDh3BwcMDUqVMxZcoUXZdDJRjHEBERlVGHDh3ClClTCi0MlUZr1qxBZmYm+vXrp+tSqITjGCIiojLq9OnTui5BZw4ePIhLly7hv//9L7p06ZLvs99IfhiIiIiozJk5cyaOHz+Oxo0bY8mSJbouh0oBjiEiIiIi2eMYIiIiIpI9BiIiIiKSPY4hyoOsrCzExMTAzMysVN4Pi4iISI6EEEhMTISjo+MbLxjLQJQHMTExvPkdERFRKXXnzh3pSv2vwkCUB9k37rxz5450nyEiIiIq2TQaDZycnLRuwP0qDER5kN1NZm5uzkBERERUyuRluAsHVRMREZHsMRARERGR7DEQERERkexxDBEREZVYWVlZSEtL03UZVIKpVKo3nlKfFwxERERUIqWlpSEqKgpZWVm6LoVKMD09Pbi6ukKlUr3VehiIiIioxBFC4N69e1AqlXByciqUIwBU9mRfOPnevXuoWLHiW108mYGIiIhKnIyMDDx9+hSOjo4wNjbWdTlUgtnY2CAmJgYZGRkwMDAo8HoYuYmIqMTJzMwEgLfuBqGyL/s9kv2eKSgGIiIiKrF4/0h6k8J6jzAQERERkewxEBEREZVSoaGhUCgUiI+PL7R1Tp8+HV5eXoW2vtKCgYiIiOgtPXjwAB9++CEqVqwItVoNe3t7+Pv749ixY0W63UaNGuHevXuwsLAo0u3IAc8yIyIiekvdunVDWloa1q5di0qVKiEuLg4HDhzAo0ePCrQ+IQQyMzOhr//6n2mVSgV7e/sCbYO08QgRERHRW4iPj8fRo0cxd+5c+Pn5wdnZGQ0aNEBwcDA6deqE6OhoKBQKREREaC2jUCgQGhoK4P9dX7t27YK3tzfUajVWrVoFhUKBK1euaG1v0aJFcHNzw4MHD7B//36py0yj0cDIyAi7du3Sar9lyxaYmZnh6dOnAICJEyeiatWqMDY2RqVKlTBlyhSkp6cX6WtUGjAQERERvQVTU1OYmppi69atSE1Nfat1ffrpp5gzZw4uX76M7t27o169eggJCdFqExISgsDAQDx+/BhPnjyRppubm6Njx45Yt25djvZdunSRrudkZmaGNWvW4NKlS/jqq6/w3XffYdGiRW9Vd1nAQERERPQW9PX1sWbNGqxduxaWlpZo3LgxJk2ahPPnz+d7XTNnzkSbNm3g5uYGKysrBAUFYf369dL8q1evIjw8HP7+/gCAZ8+eaS0fFBSErVu3SkeDNBoNdu7ciaCgIKnN5MmT0ahRI7i4uCAwMBDjx4/Hxo0bC7LrZQoDERER0Vvq1q0bYmJisH37drRr1w6hoaGoW7cu1qxZk6/11KtXT+t57969ER0djRMnTgB4frSnbt26qFSpUq7Ld+jQAQYGBti+fTsAYPPmzTA3N0fr1q2lNhs2bEDjxo1hb28PU1NTTJ48Gbdv385XnWURAxEREVEhMDQ0RJs2bTBlyhQcP34cAwcOxLRp06T7sAkhpLavGrNjYmKi9dze3h4tW7aUusHWrVundbTnZSqVCt27d9dq36tXL2lwdlhYGIKCgtChQwfs2LEDf/31Fz777DOkpaUVfMfLCAYiIiKiIlC9enUkJyfDxsYGAHDv3j1p3osDrN8kKCgIGzZsQFhYGG7evInevXu/sf3u3btx8eJFHDx4UCtAHT9+HM7Ozvjss89Qr149VKlSBbdu3crfjpVRDERERERv4dGjR2jZsiV+/vlnnD9/HlFRUdi0aRPmzZuHzp07w8jICA0bNpQGSx8+fBiTJ0/O8/rfffddJCYm4sMPP4Sfnx8cHR1f275Zs2awt7dHUFAQXF1d4ePjI82rUqUKbt++jV9++QU3btzA119/jS1bthR438sSBiIiIqK3YGpqCh8fHyxatAjNmjVDzZo1MWXKFAwdOhRLly4FAKxatQoZGRnw9vbG6NGj8fnnn+d5/WZmZggMDMS5c+de212WTaFQoE+fPrm279SpE8aMGYMRI0bAy8sLx48fx5QpU/K3w2WUQrzYqUm50mg0sLCwQEJCAszNzXVdDhFRmZeSkoKoqCi4urrC0NBQ1+WUOJGRkdLf7u7uOqxE9173XsnP7zePEBEREZHsMRARERGR7DEQERERkezpNBAdOXIEgYGBcHR0hEKhwNatW7XmDxw4EAqFQuvRrl07rTaPHz9GUFAQzM3NYWlpicGDByMpKUmrzfnz59G0aVMYGhrCyckJ8+bNK+pdIyIiolJEp4EoOTkZtWvXxrJly17Zpl27drh37570ePES5sDz6y1cvHgR+/btw44dO3DkyBEMGzZMmq/RaNC2bVs4OzsjPDwc8+fPx/Tp07Fy5coi2y8iIiIqXfR1ufH27dujffv2r22jVqthb2+f67zLly9j9+7dOH36tHS58yVLlqBDhw5YsGABHB0dERISgrS0NKxatQoqlQo1atRAREQEFi5cqBWciIiISL5K/Bii0NBQ2Nrawt3dHR9++CEePXokzQsLC4OlpaXWvV9at24NPT09nDx5UmrTrFkzqFQqqY2/vz8iIyO17hL8otTUVGg0Gq0HERERlV0lOhC1a9cOP/74Iw4cOIC5c+fi8OHDaN++PTIzMwEAsbGxsLW11VpGX18fVlZWiI2NldrY2dlptcl+nt3mZbNnz4aFhYX0cHJyKuxdIyIiohJEp11mb/Li/Vo8PT1Rq1YtuLm5ITQ0FK1atSqy7QYHB2Ps2LHSc41Gw1BERERUhpXoI0Qvq1SpEqytrXH9+nUAz+8CfP/+fa02GRkZePz4sTTuyN7eHnFxcVptsp+/amySWq2Gubm51oOIiHQvMzMTGRkZxfbI7pGg3E2fPh1eXl5Fvh0XFxcsXry4SLdRoo8Qvezu3bt49OgRHBwcAAC+vr6Ij49HeHg4vL29AQAHDx5EVlaWdDM7X19ffPbZZ0hPT4eBgQEAYN++fXB3d0e5cuV0syNERJRvmZmZeLd7DyQ8eVxs27QoZ4Xfft0EpVKZp/YDBw7E2rVrMXv2bHz66afS9K1bt6Jr167Iz92yXFxcMHr0aIwePfq17c6dO4cpU6bgxIkT0Gg0sLe3h4+PD5YsWZJjWElhGz9+PEaOHFmk2yguOg1ESUlJ0tEeAIiKikJERASsrKxgZWWFGTNmoFu3brC3t8eNGzcwYcIEVK5cGf7+/gCAatWqoV27dhg6dChWrFiB9PR0jBgxAr1795buBty3b1/MmDEDgwcPxsSJE/H333/jq6++wqJFi3Syz0REVDBCCCQ8eYzEuv0BRTF0cIgs4OyP+QoxAGBoaIi5c+figw8+KPJ/eD9+/BiBgYHo2LEj9uzZA0tLS0RHR2P79u1ITk4u8HrT0tK0TkZ6FVNTU5iamhZ4OyWJTrvMzpw5gzp16qBOnToAgLFjx6JOnTqYOnUqlEolzp8/j06dOqFq1aoYPHgwvL29cfToUajVamkdISEh8PDwQKtWrdChQwc0adJE6xpDFhYW2Lt3L6KiouDt7Y1x48Zh6tSpPOWeiKi0UugBesXwKGDoat26Nezt7TF79uzXttu8eTNq1KgBtVoNFxcXfPnll9K8Fi1a4NatWxgzZox0YeLcnD17FgkJCfj+++9Rp04duLq6ws/PD4sWLYKrqysAYM2aNbC0tNRabuvWrVrrzO76+v7776WbpK5cuRKOjo7IysrSWrZz584YNGiQ1nIAsHfvXhgaGiI+Pl6r/ccff4yWLVtKz//88080bdoURkZGcHJywqhRo7TC2/379xEYGAgjIyO4uroiJCTkta9jYdHpEaIWLVq8Nnnv2bPnjeuwsrLCunXrXtumVq1aOHr0aL7rIyrN/vnnH/zyyy/o3bs33nnnHV2XQyQbSqUSX3zxBfr27YtRo0ahQoUKOdqEh4ejZ8+emD59Onr16oXjx4/jo48+Qvny5TFw4ED89ttvqF27NoYNG4ahQ4e+clvW1tbIyMjAli1b0L1791cGp7y4fv06Nm/ejN9++w1KpRJOTk4YOXIkDh06JJ3I9PjxY+zevRt//PFHjuVbtWoFS0tLbN68GYMHDwbwvJtzw4YN+O9//wsAuHHjBtq1a4fPP/8cq1atwoMHDzBixAiMGDECq1evBvC82zEmJgaHDh2CgYEBRo0alWO8cFEoVYOqiSjvFi1ahN9//x0LFy7UdSlEstO1a1d4eXlh2rRpuc5fuHAhWrVqhSlTpqBq1aoYOHAgRowYgfnz5wN4/o99pVIJMzMz2Nvbv/IkIC8vL0yaNAl9+/aFtbU12rdvj/nz5+c4mSgv0tLS8OOPP6JOnTqoVasWypUrh/bt22sddPj1119hbW0NPz+/HMsrlUr07t1bq/2BAwcQHx+Pbt26AXh+WZugoCCMHj0aVapUQaNGjfD111/jxx9/REpKCq5evYpdu3bhu+++Q8OGDeHt7Y0ffvgBz549y/f+5BcDEVEZdebMGQDP/yVKRMVv7ty5WLt2LS5fvpxj3uXLl9G4cWOtaY0bN8a1a9fyfWbbf//7X8TGxmLFihWoUaMGVqxYAQ8PD1y4cCFf63F2doaNjY3WtKCgIGzevBmpqakAng9T6d27N/T0co8PQUFBCA0NRUxMjNQ+ICBA6rI7d+4c1qxZI409MjU1hb+/P7KyshAVFYXLly9DX19fOlEKADw8PHJ0+RUFBiIiIqIi0KxZM/j7+yM4OLjIt1W+fHn06NEDCxYswOXLl+Ho6IgFCxYAAPT09HIMT0lPT8+xDhMTkxzTAgMDIYTAzp07cefOHRw9ehRBQUGvrKN+/fpwc3PDL7/8gmfPnmHLli1a7ZOSkvDBBx8gIiJCepw7dw7Xrl2Dm5tbQXe/UJSq0+6JiIhKkzlz5sDLywvu7u5a06tVq4Zjx45pTTt27BiqVq0qneKvUqkKdB0klUoFNzc3aaCyjY0NEhMTkZycLIWeiIiIPK3L0NAQ7777LkJCQnD9+nW4u7ujbt26r10mKCgIISEhqFChAvT09BAQECDNq1u3Li5duoTKlSvnuqyHhwcyMjIQHh6O+vXrAwAiIyNzDNQuCjxCREREVEQ8PT0RFBSEr7/+Wmv6uHHjcODAAcyaNQtXr17F2rVrsXTpUowfP15q4+LigiNHjuCff/7Bw4cPc13/oUOH8N5772HHjh24evUqIiMjsWDBAvzxxx/o3LkzAMDHxwfGxsaYNGkSbty4gXXr1mHNmjV53oegoCDs3LkTq1ateu3RoRfbnz17Fv/973/RvXt3rTPDJ06ciOPHj2PEiBGIiIjAtWvXsG3bNowYMQIA4O7ujnbt2uGDDz7AyZMnER4ejiFDhsDIyCjP9RYUAxEREZUuIgvIKoaHyHpzLXkwc+bMHKeu161bFxs3bsQvv/yCmjVrYurUqZg5cyYGDhyotVx0dDTc3NxyjO3JVrlyZRgbG2PcuHHw8vJCw4YNsXHjRnz//ffo168fgOcDtH/++Wf88ccf8PT0xPr16zF9+vQ819+yZUtYWVkhMjISffv2fWP7ypUro0GDBjh//nyOAFWrVi0cPnwYV69eRdOmTaVL7WRfOxAAVq9eDUdHRzRv3hzvvvsuhg0bVuQXmAQAhcjvFadkSKPRwMLCAgkJCbyNB5UaLVq0kP4ODQ3VWR1EBZGSkoKoqCjpmjhA6bhSdXGJjIyU/n65O05ucnuvZMvP7zfHEBERUamgVCrx26+b8n3l6LehUChKXBiiosFAREREpQbDCRUVjiEiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2eN1iIiIqNTIzMzkhRlfITQ0FH5+fnjy5AksLS2LbDsDBw5EfHw8tm7dWmTb0AUGIiIiKhUyMzPRq8e7ePg4odi2aW1lgQ2bfstXKHrw4AGmTp2KnTt3Ii4uDuXKlUPt2rUxdepUNG7cuMhqbdSoEe7duwcLC4si20ZZxkBERESlghACDx8n4Lvmj6BUFP32MgUw9DDyfUSqW7duSEtLw9q1a1GpUiXExcXhwIEDePToUYHqEEIgMzMT+vqv/8lWqVSwt7cv0DaIY4iIiKiUUSoAfb2ifxQkdMXHx+Po0aOYO3cu/Pz84OzsjAYNGiA4OBidOnVCdHQ0FAoFIiIitJZRKBTSTZhDQ0OhUCiwa9cueHt7Q61WY9WqVVAoFLhy5YrW9tasWQM3Nzet5eLj46HRaGBkZIRdu3Zptd+yZQvMzMzw9OlTAMCdO3fQs2dPWFpawsrKCp07d0Z0dLTUPjMzE2PHjoWlpSXKly+PCRMmFGuXZXFiICIiIiokpqamMDU1xdatW5GamvpW6/r0008xZ84cXL58Gd27d0e9evUQEhKi1eb3339H3759cyxrbm6Ojh07Yt26dVrTQ0JC0KVLFxgbGyM9PR3+/v4wMzPD0aNHcezYMZiamqJdu3ZIS0sDAHz55ZdYs2YNVq1ahT///BOPHz/Gli1b3mq/SioGIiIiokKir6+PNWvWYO3atbC0tETjxo0xadIknD9/Pt/rmjlzJtq0aQM3NzdYWVkhKCgI69evl+ZHRUXh4sWLCAoKynX5oKAgbN26VToapNFosHPnTqn9hg0bkJWVhe+//x6enp6oVq0aVq9ejdu3b0tHqxYvXozg4GC8++67qFatGlasWFFmxygxEBERERWibt26ISYmBtu3b0e7du0QGhqKunXrYs2aNflaT7169bSe9+7dG9HR0Thx4gSA50eHqlevDg8Pj1yX79ChAwwMDLB9+3YAwObNm2Fubo7WrVsDAM6dO4fr16/DzMxMOrJlZWWFlJQU3LhxAwkJCbh37x58fHykderr6+eoq6xgICIiIipkhoaGaNOmDaZMmYLjx49j4MCBmDZtGvT0nv/svjgOJz09Pdd1mJiYaD23t7dHy5YtpW6wnTt3IjAw8JU1qFQqdO/eXWq/bt069OrVSxqcnZSUBG9vb0RERGg9rl69mms3XFnHQERERFTEqlevjuTkZNjY2AAA7t27J817cYD1mwQFBWHDhg3466+/cOfOHXTo0OGN7Xfv3o2LFy/i4MGDWt1rdevWxbVr12Bra4vKlStrPSwsLGBhYQEHBwecPHlSWiYjIwPh4eF5rrc0YSAiIiIqJI8ePULLli3x888/4/z584iKisKmTZswb948dO7cGUZGRmjYsKE0WPrw4cOYPHlyntf/7rvvIjExETNmzICPjw/s7Oxe275Zs2awt7dHUFAQXF1dtbq/goKCYG1tjc6dO+Po0aOIiopCaGgoRo0ahbt37wIAPv74Y8yZMwdbt27FlStX8NFHHyE+Pr5Ar01Jx0BERESlSqYAMrKK/pFZgLPLTU1N4ePjg0WLFqFZs2aoWbMmpkyZgqFDh2Lp0qUAgFWrViEjIwPe3t4YPXo0Pv/88zyv38zMDIGBgbhy5Qo6duz4xvYKhQJ9+vTBuXPncgy+NjY2xpEjR1CxYkVp0PTgwYORkpICc3NzAMC4cePQr18/DBgwAL6+vjAzM0PXrl3z8YqUHgpRVi8oUIg0Gg0sLCyQkJAgvUmISroWLVpIf2efMUJUWqSkpCAqKgqurq4wNDQEUHquVF0cIiMjpb/d3d11WInu5fZeyZaf329eqZqIiEoFpVKJDZt+473MqEgwEBERUanBcEJFhWOIiIiISPYYiIiIiEj2GIiIiKjE4nk/9CaF9R5hICIiohIne6xQ9k1GiV4l+z3ytuPLOKiaiIhKHH19fRgbG+PBgwcwMDCQbnlBz2VlZUl/p6Sk6LAS3crKysKDBw9gbGws3ZKkoBiIiIioxFEoFHBwcEBUVBRu3bql63JKnNjYWF2XUGLo6emhYsWKUCgUb7UeBiIiIiqRVCoVqlSpwm6zXEybNk36+8cff9RhJbqnUqkK5QgiAxEREZVYenp6Oa4+TMD9+/elv/n6FA6ddsoeOXIEgYGBcHR0hEKhwNatW6V56enpmDhxIjw9PWFiYgJHR0f0798fMTExWutwcXGBQqHQesyZM0erzfnz59G0aVMYGhrCyckJ8+bNK47dIyIiolJCp4EoOTkZtWvXxrJly3LMe/r0Kc6ePYspU6bg7Nmz+O233xAZGYlOnTrlaDtz5kzcu3dPeowcOVKap9Fo0LZtWzg7OyM8PBzz58/H9OnTsXLlyiLdNyIiIio9dNpl1r59e7Rv3z7XeRYWFti3b5/WtKVLl6JBgwa4ffs2KlasKE03MzODvb19rusJCQlBWloaVq1aBZVKhRo1aiAiIgILFy7EsGHDCm9niIiIqNQqVecxJiQkQKFQwNLSUmv6nDlzUL58edSpUwfz589HRkaGNC8sLAzNmjWDSqWSpvn7+yMyMhJPnjzJdTupqanQaDRaDyIiIiq7Ss2g6pSUFEycOBF9+vSBubm5NH3UqFGoW7curKyscPz4cQQHB+PevXtYuHAhgOenJrq6umqty87OTppXrly5HNuaPXs2ZsyYUYR7Q0RERCVJqQhE6enp6NmzJ4QQ+Oabb7TmjR07Vvq7Vq1aUKlU+OCDDzB79myo1eoCbS84OFhrvRqNBk5OTgUrnoiIiEq8Eh+IssPQrVu3cPDgQa2jQ7nx8fFBRkYGoqOj4e7uDnt7e8TFxWm1yX7+qnFHarW6wGGKiIiISp8SPYYoOwxdu3YN+/fvR/ny5d+4TEREBPT09GBrawsA8PX1xZEjR5Ceni612bdvH9zd3XPtLiMiIiL50ekRoqSkJFy/fl16HhUVhYiICFhZWcHBwQHdu3fH2bNnsWPHDmRmZkqXKreysoJKpUJYWBhOnjwJPz8/mJmZISwsDGPGjMF7770nhZ2+fftixowZGDx4MCZOnIi///4bX331FRYtWqSTfSYiIqKSR6eB6MyZM/Dz85OeZ4/bGTBgAKZPn47t27cDALy8vLSWO3ToEFq0aAG1Wo1ffvkF06dPR2pqKlxdXTFmzBit8T8WFhbYu3cvhg8fDm9vb1hbW2Pq1Kk85Z6IiIgkOg1ELVq0gBDilfNfNw8A6tatixMnTrxxO7Vq1cLRo0fzXR8RERHJQ4keQ0RERERUHBiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9nQaiI4cOYLAwEA4OjpCoVBg69atWvOFEJg6dSocHBxgZGSE1q1b49q1a1ptHj9+jKCgIJibm8PS0hKDBw9GUlKSVpvz58+jadOmMDQ0hJOTE+bNm1fUu0ZERESliE4DUXJyMmrXro1ly5blOn/evHn4+uuvsWLFCpw8eRImJibw9/dHSkqK1CYoKAgXL17Evn37sGPHDhw5cgTDhg2T5ms0GrRt2xbOzs4IDw/H/PnzMX36dKxcubLI94+IiIhKB31dbrx9+/Zo3759rvOEEFi8eDEmT56Mzp07AwB+/PFH2NnZYevWrejduzcuX76M3bt34/Tp06hXrx4AYMmSJejQoQMWLFgAR0dHhISEIC0tDatWrYJKpUKNGjUQERGBhQsXagUnIiIikq8SO4YoKioKsbGxaN26tTTNwsICPj4+CAsLAwCEhYXB0tJSCkMA0Lp1a+jp6eHkyZNSm2bNmkGlUklt/P39ERkZiSdPnuS67dTUVGg0Gq0HERERlV0lNhDFxsYCAOzs7LSm29nZSfNiY2Nha2urNV9fXx9WVlZabXJbx4vbeNns2bNhYWEhPZycnN5+h4iIiKjEKrGBSJeCg4ORkJAgPe7cuaPrkoiIiKgIldhAZG9vDwCIi4vTmh4XFyfNs7e3x/3797XmZ2Rk4PHjx1ptclvHi9t4mVqthrm5udaDiIiIyq4SG4hcXV1hb2+PAwcOSNM0Gg1OnjwJX19fAICvry/i4+MRHh4utTl48CCysrLg4+MjtTly5AjS09OlNvv27YO7uzvKlStXTHtDREREJZlOA1FSUhIiIiIQEREB4PlA6oiICNy+fRsKhQKjR4/G559/ju3bt+PChQvo378/HB0d0aVLFwBAtWrV0K5dOwwdOhSnTp3CsWPHMGLECPTu3RuOjo4AgL59+0KlUmHw4MG4ePEiNmzYgK+++gpjx47V0V4TERFRSaPT0+7PnDkDPz8/6Xl2SBkwYADWrFmDCRMmIDk5GcOGDUN8fDyaNGmC3bt3w9DQUFomJCQEI0aMQKtWraCnp4du3brh66+/luZbWFhg7969GD58OLy9vWFtbY2pU6fylHsiIiKSKIQQQtdFlHQajQYWFhZISEjgeCIqNVq0aCH9HRoaqrM6iKjw8fOdN/n5/S6xY4iIiIiIigsDEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJXoECUaVKlfDo0aMc0+Pj41GpUqW3LoqIiIioOBUoEEVHRyMzMzPH9NTUVPzzzz9vXRQRERFRccpXINq+fTu2b98OANizZ4/0fPv27diyZQtmzZoFFxeXQi3QxcUFCoUix2P48OEAgBYtWuSY95///EdrHbdv30ZAQACMjY1ha2uLTz75BBkZGYVaJxEREZVe+vlp3KVLFwCAQqHAgAEDtOYZGBjAxcUFX375ZaEVBwCnT5/WOhr1999/o02bNujRo4c0bejQoZg5c6b03NjYWPo7MzMTAQEBsLe3x/Hjx3Hv3j30798fBgYG+OKLLwq1ViIiIiqd8hWIsrKyAACurq44ffo0rK2ti6SoF9nY2Gg9nzNnDtzc3NC8eXNpmrGxMezt7XNdfu/evbh06RL2798POzs7eHl5YdasWZg4cSKmT58OlUpVpPUTERFRyVegMURRUVHFEoZelpaWhp9//hmDBg2CQqGQpoeEhMDa2ho1a9ZEcHAwnj59Ks0LCwuDp6cn7OzspGn+/v7QaDS4ePFirttJTU2FRqPRehAREVHZla8jRC9KTk7G4cOHcfv2baSlpWnNGzVq1FsXlputW7ciPj4eAwcOlKb17dsXzs7OcHR0xPnz5zFx4kRERkbit99+AwDExsZqhSEA0vPY2NhctzN79mzMmDGjSPaBiIiISp4CBaK//voLHTp0wNOnT5GcnAwrKys8fPhQGrRcVIHohx9+QPv27eHo6ChNGzZsmPS3p6cnHBwc0KpVK9y4cQNubm4F2k5wcDDGjh0rPddoNHBycip44URERFSiFajLbMyYMQgMDMSTJ09gZGSEEydO4NatW/D29saCBQsKu0YAwK1bt7B//34MGTLkte18fHwAANevXwcA2NvbIy4uTqtN9vNXjTtSq9UwNzfXehAREVHZVaBAFBERgXHjxkFPTw9KpRKpqalwcnLCvHnzMGnSpMKuEQCwevVq2NraIiAg4I21AYCDgwMAwNfXFxcuXMD9+/elNvv27YO5uTmqV69eJLUSERFR6VKgQGRgYAA9veeL2tra4vbt2wAACwsL3Llzp/Cq+1dWVhZWr16NAQMGQF///718N27cwKxZsxAeHo7o6Ghs374d/fv3R7NmzVCrVi0AQNu2bVG9enX069cP586dw549ezB58mQMHz4carW60GslIiKi0qdAY4jq1KmD06dPo0qVKmjevDmmTp2Khw8f4qeffkLNmjULu0bs378ft2/fxqBBg7Smq1Qq7N+/H4sXL0ZycjKcnJzQrVs3TJ48WWqjVCqxY8cOfPjhh/D19YWJiQkGDBigdd0iIiIikjeFEELkd6EzZ84gMTERfn5+uH//Pvr374/jx4+jSpUqWLVqFWrXrl0UteqMRqOBhYUFEhISOJ6ISo0WLVpIf4eGhuqsDiIqfPx8501+fr8LdISoXr160t+2trbYvXt3QVZDREREVCIU+DpEAPDgwQNERkYCADw8PHRysUYiIiKit1WgQdXJyckYNGgQHB0d0axZMzRr1gwODg4YPHiw1lWiiYiIiEqDAgWisWPH4vDhw9i+fTvi4+MRHx+Pbdu24fDhwxg3blxh10hERERUpArUZbZ582b8+uuvWoO6OnToACMjI/Ts2RPffPNNYdVHREREVOQKdITo6dOnOe4PBjwfYM0uMyIiIiptChSIfH19MW3aNKSkpEjTnj17hhkzZsDX17fQiiMiIiIqDgXqMvvqq6/g7++PChUqSNccOnfuHNRqNfbu3VuoBRIREREVtQIFopo1a+LatWsICQnBlStXAAB9+vRBUFAQjIyMCrVAIiIioqJWoC6zR48ewdjYGEOHDsXHH38MExMTREZG4syZM4VdHxEREVGRy1cgunDhAlxcXGBrawsPDw9ERESgQYMGWLRoEVauXAk/Pz9s3bq1iEolIiIiKhr5CkQTJkyAp6cnjhw5ghYtWqBjx44ICAhAQkICnjx5gg8++ABz5swpqlqJiIiIikS+xhCdPn0aBw8eRK1atVC7dm2sXLkSH330EfT0nueqkSNHomHDhkVSKBEREVFRydcRosePH8Pe3h4AYGpqChMTE5QrV06aX65cOSQmJhZuhURERERFLN+DqhUKxWufExEREZU2+T7tfuDAgVCr1QCAlJQU/Oc//4GJiQkAIDU1tXCrIyIiIioG+QpEAwYM0Hr+3nvv5WjTv3//t6uIiIiIqJjlKxCtXr26qOogIiIi0pkCXZiRiIiIqCxhICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItkr0YFo+vTpUCgUWg8PDw9pfkpKCoYPH47y5cvD1NQU3bp1Q1xcnNY6bt++jYCAABgbG8PW1haffPIJMjIyintXiIiIqATT13UBb1KjRg3s379feq6v//+Sx4wZg507d2LTpk2wsLDAiBEj8O677+LYsWMAgMzMTAQEBMDe3h7Hjx/HvXv30L9/fxgYGOCLL74o9n0hIiKikqnEByJ9fX3Y29vnmJ6QkIAffvgB69atQ8uWLQEAq1evRrVq1XDixAk0bNgQe/fuxaVLl7B//37Y2dnBy8sLs2bNwsSJEzF9+nSoVKri3h0iIiIqgUp0lxkAXLt2DY6OjqhUqRKCgoJw+/ZtAEB4eDjS09PRunVrqa2HhwcqVqyIsLAwAEBYWBg8PT1hZ2cntfH394dGo8HFixeLd0eIiIioxCrRR4h8fHywZs0auLu74969e5gxYwaaNm2Kv//+G7GxsVCpVLC0tNRaxs7ODrGxsQCA2NhYrTCUPT973qukpqYiNTVVeq7RaAppj4iIiKgkKtGBqH379tLftWrVgo+PD5ydnbFx40YYGRkV2XZnz56NGTNmFNn6iYiIqGQp8V1mL7K0tETVqlVx/fp12NvbIy0tDfHx8Vpt4uLipDFH9vb2Oc46y36e27ikbMHBwUhISJAed+7cKdwdISIiohKlVAWipKQk3LhxAw4ODvD29oaBgQEOHDggzY+MjMTt27fh6+sLAPD19cWFCxdw//59qc2+fftgbm6O6tWrv3I7arUa5ubmWg8iIiIqu0p0l9n48eMRGBgIZ2dnxMTEYNq0aVAqlejTpw8sLCwwePBgjB07FlZWVjA3N8fIkSPh6+uLhg0bAgDatm2L6tWro1+/fpg3bx5iY2MxefJkDB8+HGq1Wsd7R0RERCVFiQ5Ed+/eRZ8+ffDo0SPY2NigSZMmOHHiBGxsbAAAixYtgp6eHrp164bU1FT4+/tj+fLl0vJKpRI7duzAhx9+CF9fX5iYmGDAgAGYOXOmrnaJiIiISiCFEELouoiSTqPRwMLCAgkJCew+o1KjRYsW0t+hoaE6q4OICh8/33mTn9/vUjWGiIiIiKgoMBARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7JXoQDR79mzUr18fZmZmsLW1RZcuXRAZGanVpkWLFlAoFFqP//znP1ptbt++jYCAABgbG8PW1haffPIJMjIyinNXiIiIqATT13UBr3P48GEMHz4c9evXR0ZGBiZNmoS2bdvi0qVLMDExkdoNHToUM2fOlJ4bGxtLf2dmZiIgIAD29vY4fvw47t27h/79+8PAwABffPFFse4PERERlUwlOhDt3r1b6/maNWtga2uL8PBwNGvWTJpubGwMe3v7XNexd+9eXLp0Cfv374ednR28vLwwa9YsTJw4EdOnT4dKpSrSfSAiIqKSr0R3mb0sISEBAGBlZaU1PSQkBNbW1qhZsyaCg4Px9OlTaV5YWBg8PT1hZ2cnTfP394dGo8HFixdz3U5qaio0Go3Wg4iIiMquEn2E6EVZWVkYPXo0GjdujJo1a0rT+/btC2dnZzg6OuL8+fOYOHEiIiMj8dtvvwEAYmNjtcIQAOl5bGxsrtuaPXs2ZsyYUUR7QkRERCVNqQlEw4cPx99//40///xTa/qwYcOkvz09PeHg4IBWrVrhxo0bcHNzK9C2goODMXbsWOm5RqOBk5NTwQonIiKiEq9UdJmNGDECO3bswKFDh1ChQoXXtvXx8QEAXL9+HQBgb2+PuLg4rTbZz1817kitVsPc3FzrQURERGVXiQ5EQgiMGDECW7ZswcGDB+Hq6vrGZSIiIgAADg4OAABfX19cuHAB9+/fl9rs27cP5ubmqF69epHUTURERKVLie4yGz58ONatW4dt27bBzMxMGvNjYWEBIyMj3LhxA+vWrUOHDh1Qvnx5nD9/HmPGjEGzZs1Qq1YtAEDbtm1RvXp19OvXD/PmzUNsbCwmT56M4cOHQ61W63L3iIiIqIQo0UeIvvnmGyQkJKBFixZwcHCQHhs2bAAAqFQq7N+/H23btoWHhwfGjRuHbt264ffff5fWoVQqsWPHDiiVSvj6+uK9995D//79ta5bRERERPJWoo8QCSFeO9/JyQmHDx9+43qcnZ3xxx9/FFZZREREVMaU6CNERERERMWBgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIioFMnKynrtcyoYBiIiIqJS5O7du699TgXDQERERFSKrFmz5rXPqWAYiIiIiEqJM2fO4ODBg1BAYLBHEhQQOHjwIM6cOaPr0ko9BiIiIqJS4O7du1i0aBEAoHWFFDR3TEXrCikAgIULF7Lr7C0xEBEREZVgz549w/fff4/3338f//zzDyxVWehW6RkAoFulZyinykJMTAzef/99fP/993j27JmOKy6dGIiIiIhKICEEDh06hP79++Pnn39Geno6alqlYVLdBBjrCwCAsb7ApLoJqGmVhvT0dPz888/o378/Dh48CCGEjvegdNHXdQFERET0f8+ePcNff/2FTZs24a+//gIAWBtmIqhKMupap0Oh0G5vZ5yFT2on4uxDA4RcM8GDBw8wc+ZMbN++HT179kSdOnVgZGSkgz0pXRiIiIiIdOzevXsICwvDiRMn8NdffyE9PR0AYKAn0NH5GQIqPoNK+erlFQrA2yYdnlbx2HnbCDtuGSEiIgIREREwMDBAnTp10LBhQ/j6+sLBwaGY9qp0UQgeU3sjjUYDCwsLJCQkwNzcXNflEOVJixYtpL9DQ0N1VgcR5ZSRkYG///4bJ06cwIkTJxAdHa0139owE17l09G+4jPYGOX/wosPnulh120jRDwywMMU7STl4uKChg0bomHDhqhZsyb09cvusZH8/H6X3VeBiIiohBBCIDY2FhcuXEBYWBhOnz6NpKQkab6eQqCKeQZqW6fBq3w63jHJzNE1lh82Rlno756MfgL4J1mJiEcGOPdQhWsafURHRyM6Ohq//PILTExM0KBBA/j6+sLT0xP29vZQvM2GSzEGIiIiokIWHx+PyMhIXL58GVeuXMHly5eRkJCg1cbUIAu1rNLhZZ0GT6t0mBgUfoeNQgFUMM1EBdNMdHROQXK6AhceGyDioQrnHxsgKTkZhw4dwqFDhwAAFhYWqFatGjw8PFCtWjW4u7vD0tKy0OsqiRiIiIiI3kJKSgquXbsmBZ8rV64gJiYmRzulQqCiaSZqWqXByzodbuYZ0CvmgzEmBgIN7dLQ0C4NWQK4odFHxEMD/P1YhdtJSiQkJEjdeNkcHR2lgOTh4YEqVarA0NCweAsvBgxEREREeZSZmYlbt25pHfm5efNmrjdYtTfORCWzDFQyz4CbeQacTDNeOzC6uOkpgCoWGahikYEebs+QlgncSdLHDY0+bmr0cTNRH7FPlYiJiUFMTAwOHjz4fDk9PVSqVAkeHh5SUHJxcYFSWYJ2rgAYiIiIiF4hIyMD169fl87YunDhApKTk3O0s1Blwc38efipZJ4BV7OMIukCK0oqJeBmkQE3iwxpWnK6AlGJ/wYkzfOwlJAGXL9+HdevX8eOHTsAACYmJvD09ISXlxe8vLxQuXLlUjdYu3RVS0SvlZGRgQcPHuSYfu/ePdjY2JS6Lyii4paXAGSoFHA1+3/4cTPPQDl11lsNgs6LzCzgcWru11O2UmdBWQSXWjYxEKhplY6aVs8vAyAE8CRV7/9HkTT6iErUR3JyslZXm7GxMWrVqgUvLy/Url0bVapUKfHfPzztPg942n3e3b9/H//88w/eeecd2Nra6roc2bl37x769OmT67z169fz+iNEL8nIyMDVq1dx7tw5KQA9ffpUq42xfhbcLTPgYZmOauXSUdE0s9jH/gDPT6UfF1Yu13lf+j4p0On5hSFLALeTlLj8xABX4g0QGa+Ppxna6czY2Bienp6oXbs2vLy8ULVq1WIJSDzt/hWWLVuG+fPnIzY2FrVr18aSJUvQoEEDXZdVZuzcuRNffvklsrKyoKenh3HjxiEgIEDXZRHplBACKSkpui6DXmJoaIhffvkFP/74Y457f2UHoGqW6fDQYQAqLfQUgItZJlzMMtG+YooUkK48McDl7ID09ClOnjyJkydPAgCMjIzQr18/9O3bV8fV/59sAtGGDRswduxYrFixAj4+Pli8eDH8/f0RGRlZIo5kCCEQHh6O3bt367qUAklJScGxY8cQEBCAnj17YuPGjfjyyy8RFhZWKs9GsLS0RJ8+fVC+fHldl0KlXEpKCtq3b6/rMuglM2bMwLfffgsAMMk+AlQuHdUs0+HEAPRWXgxI7f4NSHeSlLgcb4ArT54HpORnz7By5Uq4urrC19dX1yUDkFGXmY+PD+rXr4+lS5cCALKysuDk5ISRI0fi008/fe2yxdFldvHiRQwfPrxI1l2cfvzxR1SsWBG3b99G//79dV3OW3F1dcXq1at1XUa+vNhl1rFjRymc7ty5E0uWLEHNmjV1XKH8PHv2jIGoBDI3N4dGo0GbCs8QVOVpqQhAL3aZvfz5nlznCapYZuq4wrzJEkDINWPsu2sECwsLrFq1qsj+8ckus5ekpaUhPDwcwcHB0jQ9PT20bt0aYWFhOqzs/ypWrAgfHx/pcGJptXHjRulDqlAoSvXdlgMDA3Vdwlvp2bMnKlasiJ49e2LHjh2Ii4tjINIBQ0ND7Nq1S9dl0L+EEJg8eTLOnj0LO6NM9HIrHWHoZS9/vh+mKFEFpSMQ6SmAXm5Pcf6RCnEJCZg9ezbmz5+v8ytkyyIQPXz4EJmZmbCzs9OabmdnhytXruRon5qaitTUVOm5RqMp8hrNzMwwd+7cIt9OUdq5cycWLlyIHTt2QKlUYvz48RxDpEMvh9OX3/9UPBQKBe80XoIkJibi7NmzAIC4Z0p8dsoS9WzSUN82Fa5mb3e7jOL08ufb2rDkhyEhgKhEJU7fV+PMAxXinj2/btGZM2eQlJQEMzMzndYni0CUX7Nnz8aMGTN0XUapExAQgPr16/MssxJi586d2LFjh3SkjuOhiJ7/4/OLL77Azp07cerUKcQ9A3beNsLO20awUmf+G47SUMWi+K8inR8vf74t1SXzaHyWAK4l6OP0fRXOPFDhcer/L95oYGCABg0aICAgQOdhCJBJILK2toZSqURcXJzW9Li4ONjb2+doHxwcjLFjx0rPNRoNnJycirzOssDW1pZBqITI7q4szd2WREWhUaNGaNSokXTm05EjRxAWFobHKSnYe9cIe+8awUKVBW+bNHhapaGSeQbKlbDAUZI/309SFbip0ceFxyqEP1AhIe3/p+AbGhrC19cXzZo1g4+PD4yNjXVYqTZZDapu0KABlixZAuD5oOqKFStixIgRJWJQNVFhePHCjC9ej2j9+vW8MCPRa6SmpuL06dM4evQojh07pnUnegAop8qC6wtXoXY1z4BpMV+JWhcXZnyTpHQFov69OONNjT6iNPp4kqZdiKmpKRo3boymTZuifv36UKvVxVYfB1XnYuzYsRgwYADq1auHBg0aYPHixUhOTsb777+v69KICo2+vn6uF1/kBRmJXk+tVqNJkyZo0qQJ0tPT8ddff+Ho0aO4dOkSoqKi8CQNePJQhbMPVdIydkaZz0PSvwHJxSwD6iK8nZdSDzq7+CIApGYC0YnPQ8/Nf/+bPQ7oRXp6enBxcUGNGjXQtGlT1KlTBwYGBjqoOH9kE4h69eqFBw8eYOrUqYiNjYWXlxd2797NgaZERKQle2xL9oV7nz17hmvXriEyMlK6oWtMTAzinikR90yJE3HPj3goIFDBJPP5UaR/jyaV1os6Zl9cMfuoz81EfdxNUkIg5844OjpKN3l1d3dHlSpVSuWJBLLpMnsb7DKj0qhFixbS36GhoTqrg6gs0mg0UkDKfjx69ChHO2P9LFS1eH7RRw/LdDibZuqka+tNMrOAW0lKRMYb4PITA1xNyHn7DQAoX768dJd7Dw8PuLu7l+jfRXaZERERFSFzc3PUr18f9evXl6Y9ePAAV65c0TqSlJycjIhHKkQ8et7VZqTMQtUX7oumq4CUHYCy7z92NV4fzzK1CzExMUG1atWk4OPh4QEbG5viL7aYMBAREREVAhsbG9jY2KBp06YAgMzMTFy/fh0RERE4d+4czp07h+TkZJx7pMK5fwOS4b8B6fl90zLgYppRJAEpMwuITtLHlSf6uPxvAErJJQDVrl1bugFr5cqVoVQW4aCoEoaBiIiIqAgolUq4u7vD3d0dvXr1QmZmJm7cuIFz585JISkpKQnnH6lw/t+AZKyfheYOqWhTIQXWhTCA+uEzPey7a4jD99Q5usBMTU21ApCbm5usAtDLGIiIiIiKgVKpRNWqVVG1alX06NEDmZmZuHnzJiIiIhAREYHz588jMTERu+4YYc9dQ9SzSUN7pxS4WWTke1s3NPrYfdsQpx+okCWeD4TODkBeXl7w8vJCpUqVZB2AXsZAREREpANKpRJVqlRBlSpV0KNHD2RlZeHUqVPYuHEjzp49i1P31Th1X40qFulo55QCb5u0156xliWA8Acq7L5jiGsJ/z/NvW7duujRowcaNGjAAPQaDEREREQlgJ6eHho2bIiGDRvi+vXr2LRpEw4cOIBrCcC1BAOUV2fC2vDV3WgPU/Tw6N9bY+jr66NVq1bo0aMHKleuXFy7UKrxtPs84Gn3VBrxtHui0u/Ro0fYunUrtm3blqcbjZubm6NTp07o2rUr718InnZPRERUJpQvXx6DBw9GUFAQzp49i7S0tFe2ValUqFu3LgwNDYuxwrKDgYiIiKiEMzQ0RKNGjXRdRplWAq+XSURERFS8GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiMqobt26af2XiIheTV/XBRBR0Rg0aBDc3d3RqFEjXZdCRFTiMRARlVEmJiZo27atrssgIioV2GVGREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREsse73eeBEAIAoNFodFwJERER5VX273b27/jrMBDlQWJiIgDAyclJx5UQERFRfiUmJsLCwuK1bRQiL7FJ5rKyshATEwMzMzMoFApdl0NFTKPRwMnJCXfu3IG5ubmuyyGiQsTPt7wIIZCYmAhHR0fo6b1+lBCPEOWBnp4eKlSooOsyqJiZm5vzC5OojOLnWz7edGQoGwdVExERkewxEBEREZHsMRARvUStVmPatGlQq9W6LoWIChk/3/QqHFRNREREsscjRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREL1m2bBlcXFxgaGgIHx8fnDp1StclEVEhOHLkCAIDA+Ho6AiFQoGtW7fquiQqQRiIiF6wYcMGjB07FtOmTcPZs2dRu3Zt+Pv74/79+7oujYjeUnJyMmrXro1ly5bpuhQqgXjaPdELfHx8UL9+fSxduhTA8/vYOTk5YeTIkfj00091XB0RFRaFQoEtW7agS5cuui6FSggeISL6V1paGsLDw9G6dWtpmp6eHlq3bo2wsDAdVkZEREWNgYjoXw8fPkRmZibs7Oy0ptvZ2SE2NlZHVRERUXFgICIiIiLZYyAi+pe1tTWUSiXi4uK0psfFxcHe3l5HVRERUXFgICL6l0qlgre3Nw4cOCBNy8rKwoEDB+Dr66vDyoiIqKjp67oAopJk7NixGDBgAOrVq4cGDRpg8eLFSE5Oxvvvv6/r0ojoLSUlJeH69evS86ioKERERMDKygoVK1bUYWVUEvC0e6KXLF26FPPnz0dsbCy8vLzw9ddfw8fHR9dlEdFbCg0NhZ+fX47pAwYMwJo1a4q/ICpRGIiIiIhI9jiGiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiMqsBw8e4MMPP0TFihWhVqthb28Pf39/HDt2TNelEVEJw3uZEVGZ1a1bN6SlpWHt2rWoVKkS4uLicODAATx69EjXpRFRCcMjRERUJsXHx+Po0aOYO3cu/Pz84OzsjAYNGiA4OBidOnWS2gwZMgQ2NjYwNzdHy5Ytce7cOQDPjy7Z29vjiy++kNZ5/PhxqFQqHDhwQCf7RERFh4GIiMokU1NTmJqaYuvWrUhNTc21TY8ePXD//n3s2rUL4eHhqFu3Llq1aoXHjx/DxsYGq1atwvTp03HmzBkkJiaiX79+GDFiBFq1alXMe0NERY03dyWiMmvz5s0YOnQonj17hrp166J58+bo3bs3atWqhT///BMBAQG4f/8+1Gq1tEzlypUxYcIEDBs2DAAwfPhw7N+/H/Xq1cOFCxdw+vRprfZEVDYwEBFRmZaSkoKjR4/ixIkT2LVrF06dOoXvv/8eycnJGDVqFIyMjLTaP3v2DOPHj8fcuXOl5zVr1sSdO3cQHh4OT09PXewGERUxBiIikpUhQ4Zg3759+Oijj7BkyRKEhobmaGNpaQlra2sAwN9//4369esjPT0dW7ZsQWBgYDFXTETFgWeZEZGsVK9eHVu3bkXdunURGxsLfX19uLi45No2LS0N7733Hnr16gV3d3cMGTIEFy5cgK2tbfEWTURFjkeIiKhMevToEXr06IFBgwahVq1aMDMzw5kzZzBy5EgEBATg+++/R7NmzZCYmIh58+ahatWqiImJwc6dO9G1a1fUq1cPn3zyCX799VecO3cOpqamaN68OSwsLLBjxw5d7x4RFTIGIiIqk1JTUzF9+nTs3bsXN27cQHp6OpycnNCjRw9MmjQJRkZGSExMxGeffYbNmzdLp9k3a9YMs2fPxo0bN9CmTRscOnQITZo0AQBER0ejdu3amDNnDj788EMd7yERFSYGIiIiIpI9XoeIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhk7382vueIANvU0wAAAABJRU5ErkJggg==\n" 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e04BoXfLFxx9/DJ7nMWnSJGnZ3//+d2zYsMHJDfHNN98AEOPaHHHdP0IIPv30U4wdOxaEEOlYlJaWYsSIEaisrHT6nP5y66234ptvvsHVV1+NrVu34umnn8bgwYPRrl07bN++vcH6EyZMQMuWLaXXV1xxBfr16xfUeRMM99xzj/R/6kIymUz44YcfAADt27dHv379sGLFCmm98vJybNiwAYWFhV5TszmOw7fffotnnnkGKSkp+OijjzBz5ky0adMGU6dODSnGZ8iQIejcubPTsmHDhiE9PR2rVq2Sll26dAnff/89pk6d6nW8qVOnYteuXU7u2VWrVkGn00muvj179uDo0aO48cYbUVZWJp0vtbW1uOaaa/DTTz9BEARYrVZ8++23mDBhAlq3bi2N16lTJ4wYMSLozxytMOHTiKHByzR+48yZM/j5558xbdo0r8HM1C/coUMHp+VarRZt27Z16zf2B8cfDADphuF4kfeEXq/H999/j++//x4//fQTTp8+jW3btqFt27Yetzl58iR4nm+QWZSVlYXk5OSgP8fJkyeRk5ODhIQEp+XUDB/suDzPY+bMmdi1axdKS0vx+eefY9SoUdi0aZNHk7YjOTk5iIuLc1rWvn17APY4qP/85z+Ij4/HFVdcgXbt2mHmzJluffkA0K5dO6fXBQUF4Hk+qPTiQM+pli1b+pW1duzYMRBCMHfuXEkY0z/q3qBxboIgYOHChWjXrh10Oh3S09ORkZGBffv2obKyUhrz+PHj6NChg1+ZiaGc0x9++CGuuOIKlJWV4dixYzh27Bh69uwJk8mENWvWSOvR8zg/P99pe9fz+uLFi6ioqMCSJUsaHAsqIoMNRh4xYgS+/fZbVFRU4KeffsLMmTNx8uRJjBkzpsGYrucNIJ6H4UhL53m+wTXB9TcAADfffDO2bdsmnXdr1qyB2WzGTTfd5HMOnU6HRx55BIcOHUJxcTE++ugj9O/fH6tXr3YSXYHi+v0C4sPMpEmT8Pnnn0txiZ999hnMZrNP4TN58mTwPC+JJkII1qxZg1GjRiExMREAcPToUQDA9OnTG5wzb7/9NoxGIyorK3Hx4kXU19e7/W5df9NNAZbV1Yjp3bs3OnbsiI8++ghz5szBRx99BEKIJIjCjSexRWyBh762DTbbpTEW10pLS8O4ceMwbtw4XH311diyZQtOnjwpxRgES6dOnXD48GF89dVX+Oabb/Dpp5/i9ddfx2OPPeYz3iqcx9Fb/JkjtO7Nww8/7PHJkwqEZ599FnPnzsWtt96Kp59+GqmpqeB5HrNmzQq6fk6w5/TRo0clq5u7m8mKFSt8xlO5Qj/DP/7xD0yfPt3tOt26dQtoTFdiY2MxePBgDB48GOnp6XjyySexYcMGj/NFK9OmTcMDDzyAFStWYM6cOfjwww/Rp0+fgG/i2dnZmDZtGiZNmoQuXbpg9erVWLZsGdRqtcffi9Vqdbvc0zk/bdo0vPXWW9iwYQMmTJiA1atXo2PHjujevbvXfcvJycHgwYOxevVqzJkzB7/88gtOnTqF5557TlqHnjMvvPACevTo4Xac+Ph42eqlNRaY8GnkFBYWYu7cudi3bx9WrlyJdu3aoW/fvl63oTfXw4cPOz09mUwmFBUVRV26rSfatGkDQRBw9OhRp6DICxcuoKKiwklEBHJTb9OmDX744QdUV1c7WX1o8bJQxYkrffr0wZYtW3Du3DmvYxcXF6O2ttbJ6nPkyBEAcMouiYuLw9SpUzF16lSYTCZMnDgR//3vfzF79mynlNijR486PYUeO3YMgiAEVVNFqXOKjqXRaHyO8cknn2Do0KF45513nJZXVFQgPT1del1QUICdO3fCbDYrVhdlxYoV0Gg0+OCDDxqIp61bt+KVV17BqVOn0Lp1a+k8LioqchJJx44dc9ouIyMDCQkJsFqtYfmN9unTBwBw7tw5p+XUiuDIkSNHAj5vghHagiDgr7/+kqw8dG7A+TeQmpqK0aNHY8WKFSgsLMS2bduCDv4GxPOvW7duOHr0KEpLS5GVlYWUlBS3rq9ALcJXXXUVsrOzsWrVKlx55ZXYtGmT1+QLR6ZOnYq7774bhw8fxqpVqxAbG4uxY8dK7xcUFAAAEhMTvZ4zGRkZiImJcfvdHj58OKDP0xhgrq5GDrXuPPbYY9izZ49f1p7hw4dDq9XilVdecXpyfeedd1BZWek2myQaue666wCgwQXtpZdeAgCnzxEXF+e3f/66666D1WrF4sWLnZYvXLgQHMdh1KhRAe/r+fPncfDgwQbLTSYTNm7c6NZl54rFYnFKLzWZTHjrrbeQkZGB3r17A0CDSt1arRadO3cGIaRBJtJrr73m9PrVV18FgKA+n1LnVIsWLXD11VfjrbfeanADBuBU/0ilUjWwxKxZs6ZB/NSkSZNQWlra4PsF/LNO+sOKFSswePBgTJ06FTfccIPT37/+9S8AwEcffQQAkiXr9ddfdxqDfh8UlUqFSZMm4dNPP3WbPu54LAJh48aNbpfTmB1XK8m6deucjumvv/6KnTt3BnzeUAEfaNyM4/dGCMHixYuh0WgaxDXedNNNOHjwIP71r39JMZG+OHr0KE6dOtVgeUVFBXbs2IGUlBRkZGQAEEVFZWUl9u3bJ6137ty5gLOgeJ7HDTfcgC+//BIffPABLBaLTzcXZdKkSVCpVPjoo4+wZs0ajBkzxunBqHfv3igoKMCLL76ImpqaBtvTc0alUmHEiBFYt26d0+c/dOgQvv3224A+T2OAWXwaOfn5+Rg4cCA+//xzAPBL+GRkZGD27Nl48sknMXLkSIwbNw6HDx/G66+/jr59+3pN94wmunfvjunTp2PJkiWoqKjAkCFD8Ouvv2L58uWYMGGCU4p079698cYbb+CZZ57BZZddhhYtWmDYsGFuxx07diyGDh2KRx55BCdOnED37t3x3Xff4fPPP8esWbOkp6hAOHPmDK644goMGzYM11xzDbKyslBSUoKPPvoIe/fuxaxZs5ysEu7IycnBc889hxMnTqB9+/ZYtWoV9uzZgyVLlkiWi2uvvRZZWVkYNGgQMjMzcejQISxevBijR49uELNUVFSEcePGYeTIkdixYwc+/PBD3HjjjT5N7O5Q8px67bXXcOWVV6Jr1664/fbb0bZtW1y4cAE7duzAmTNnpDo9Y8aMwVNPPYVbbrkFAwcOxP79+7FixYoGMSE333wz3n//fTz44IP49ddfMXjwYNTW1uKHH37A3Xff7bYGTCDs3LkTx44d8xgP0rJlS/Tq1QsrVqzAf/7zH/Tu3RuTJk3CokWLUFZWhv79+2PLli2SJcPRMjJ//nz8+OOP6NevH26//XZ07twZ5eXl2L17N3744QenFG7qQvUl5saPH4/8/HyMHTsWBQUF0rH48ssv0bdvXycLAiC6Fq+88krcddddMBqNWLRoEdLS0vDvf/87oOPUo0cPqFQqPPfcc6isrIROp8OwYcOcage5otfr8c0332D69Ono168fNmzYgPXr12POnDmSIKGMHj0aaWlpUtyLt3Epe/fuxY033ohRo0Zh8ODBSE1NxdmzZ7F8+XIUFxdj0aJFkgVv2rRp+M9//oPrr78e9913H+rq6vDGG2+gffv2AQeZT506Fa+++ioef/xxdO3a1WdaP6VFixYYOnQoXnrpJVRXVzcQTDzP4+2338aoUaPQpUsX3HLLLWjZsiXOnj2LH3/8EYmJiVJ5hSeffBLffPMNBg8ejLvvvhsWi0WqCeYo7poEEcgkY8jMa6+9RgCQK664wu37runslMWLF5OOHTsSjUZDMjMzyV133UUuXbrktE4g6eyO6c3e5nWFprP7wl2aqNlsJk8++STJz88nGo2G5ObmktmzZzulPhNCyPnz58no0aNJQkICAeAztb26upo88MADJCcnh2g0GtKuXTvywgsvNEiF9Tedvaqqirz88stkxIgRpFWrVkSj0ZCEhAQyYMAAsnTpUqdxPaWzd+nShfzvf/8jAwYMIHq9nrRp04YsXrzYaZ633nqLXHXVVSQtLY3odDpSUFBA/vWvf5HKysoGx/HgwYPkhhtuIAkJCSQlJYXcc889pL6+3udn8fR9E+LfORVICQDK8ePHyc0330yysrKIRqMhLVu2JGPGjCGffPKJtI7BYCAPPfQQyc7OJjExMWTQoEFkx44dZMiQIQ2+77q6OvLII49I501WVha54YYbyPHjxwkh9vThF154ocG+uJ7/rtx7770EgDSWO5544gmn0gG1tbVk5syZJDU1lcTHx5MJEyZIadnz58932vbChQtk5syZJDc3V9r3a665hixZssRpvd69e5OsrCyP+0D56KOPyLRp00hBQQGJiYkher2edO7cmTzyyCOkqqpKWs/xmCxYsIDk5uYSnU5HBg8e3KAEgj/p7IQQsnTpUtK2bVspZdpbaju9Thw/fpxce+21JDY2lmRmZpLHH3+8Qeo9hZZoWLlypc/jQIh4bOfPn0+GDBlCsrOziVqtJikpKWTYsGFO5xrlu+++I5dffjnRarWkQ4cO5MMPP/SYzj5z5kyP8wqCQHJzc92W0SDEfTo7ZenSpQQASUhI8Pj7/f3338nEiROl60KbNm3IlClTyMaNG53W27JlC+nduzfRarWkbdu25M0333T7eRo7HCEy2XYZDEaj4IknnsCTTz6Jixcv+rQyMSLHnj170LNnT3z44YcBJyxUV1cjNTUVixYtalC2IFhOnDiB/Px8vPDCC1JF4WjngQcewDvvvIPz5883yZYojOBgMT4MBoMRYerr6xssW7RoEXiex1VXXRXweD/99BNatmyJ22+/XY7da5QYDAZ8+OGHmDRpEhM9DCdYjA+DwWBEmOeffx67du3C0KFDoVarsWHDBmzYsAF33HEHcnNzAx5v9OjRjSZJQW5KSkrwww8/4JNPPkFZWRnuv//+SO8SI8pgwofBYDAizMCBA/H999/j6aefRk1NDVq3bo0nnnjC77Rmhp2DBw+isLAQLVq0wCuvvOKxfg2j+cJifBgMBoPBYDQbWIwPg8FgMBiMZgMTPgwGg8FgMJoNLMbHAUEQUFxcjISEhEbZ/4nBYDAYjOYIIQTV1dXIyckBz3u36TDh40BxcXFQGRQMBoPBYDAiz+nTp9GqVSuv6zDh4wAt6X/69GkkJiZGeG8YDAaDwWD4Q1VVFXJzcxu05nEHEz4OUPdWYmIiEz4MBoPBYDQy/AlTYcHNDAaDwWAwmg1M+DAYDAaDwWg2MOHDYDAYDAaj2cBifBgMBoMRcQRBgMlkivRuMKIYrVbrM1XdH5jwYTAYDEZEMZlMKCoqgiAIkd4VRhTD8zzy8/Oh1WpDGocJHwaDwWBEDEIIzp07B5VKhdzcXFme6BlND1pg+Ny5c2jdunVIRYaZ8GEwGAxGxLBYLKirq0NOTg5iY2MjvTuMKCYjIwPFxcWwWCzQaDRBj8OkNYPBYDAihtVqBYCQ3ReMpg89R+g5EyxM+DAYDAYj4rD+iAxfyHWOMOHDYDAYDAaj2cCED4PBYDAYUc7mzZvBcRwqKipkG/OJJ55Ajx49ZBuvscCED4PBYDAYfnLx4kXcddddaN26NXQ6HbKysjBixAhs27ZN0XkHDhyIc+fOISkpSdF5mgMsq4vBYDAYDD+ZNGkSTCYTli9fjrZt2+LChQvYuHEjysrKghqPEAKr1Qq12vvtWKvVIisrK6g5GM4wi08TpKSkBEuXLkVJSUmkd4XBYDCaDBUVFfj555/x3HPPYejQoWjTpg2uuOIKzJ49G+PGjcOJEyfAcRz27NnjtA3Hcdi8eTMAu8tqw4YN6N27N3Q6Hd59911wHIc///zTab6FCxeioKDAabuKigpUVVUhJiYGGzZscFp/7dq1SEhIQF1dHQDgP//5D9q3b4/Y2Fi0bdsWc+fOhdlsVu4ANRKY8GmCvPrqq1ixYgVeeeWVSO9K1PHtt99i+vTpOHnyZKR3hcFgNDLi4+MRHx+PdevWwWg0hjTW//3f/2H+/Pk4dOgQbrjhBvTp0wcrVqxwWmfFihW48cYbG2ybmJiIMWPGYOXKlQ3WnzBhglQPKSEhAcuWLcPBgwfx8ssvY+nSpVi4cGFI+90UYMKnCfLzzz8DALZu3RrhPYk+5s2bh5MnT2LJkiWR3hUGg9HIUKvVWLZsGZYvX47k5GQMGjQIc+bMwb59+wIe66mnnsLf/vY3FBQUIDU1FYWFhfjoo4+k948cOYJdu3ahsLDQ7faFhYVYt26dZN2pqqrC+vXrndZ/9NFHMXDgQOTl5WHs2LF4+OGHsXr16oD3tanBhA+jWXLx4sVI7wKDwWiETJo0CcXFxfjiiy8wcuRIbN68Gb169cKyZcsCGqdPnz5Or6dNm4YTJ07gl19+ASBab3r16oWOHTu63f66666DRqPBF198AQD49NNPkZiYiOHDh0vrrFq1CoMGDUJWVhbi4+Px6KOP4tSpUwHtZ1OECR8Gg8FgMAJAr9fjb3/7G+bOnYvt27djxowZePzxx6U+Y4QQaV1PMTVxcXFOr7OysjBs2DDJfbVy5UqP1h5ADHa+4YYbnNafOnWqFCS9Y8cOFBYW4rrrrsNXX32F33//HY888ghMJlPwH7yJwIQPo1nieGFiMBiMUOjcuTNqa2uRkZEBADh37pz0nmOgsy8KCwuxatUq7NixA3/99RemTZvmc/1vvvkGBw4cwKZNm5yE0vbt29GmTRs88sgj6NOnD9q1a8diG22wdHZGs4SVx2cwGIFSVlaGyZMn49Zbb0W3bt2QkJCA//3vf3j++ecxfvx4xMTEoH///pg/fz7y8/NRUlKCRx991O/xJ06ciLvuugt33XUXhg4dipycHK/rX3XVVcjKykJhYSHy8/PRr18/6b127drh1KlT+Pjjj9G3b1+sX78ea9euDfqzNyWYxYfBYDAYDD+Ij49Hv379sHDhQlx11VW4/PLLMXfuXNx+++1YvHgxAODdd9+FxWJB7969MWvWLDzzzDN+j5+QkICxY8di7969Xt1cFI7j8Pe//93t+uPGjcMDDzyAe+65Bz169MD27dsxd+7cwD5wE4UjzOYvUVVVhaSkJFRWViIxMTHSuxM0V199tfR/WjuCIUKPTbt27bB06dLI7gyDwYDBYEBRURHy8/Oh1+sjvTuMKMbbuRLI/ZtZfBjNEubqYjAYjOYJEz4MBoPBYDCaDUz4MJolzMPLYDAYzRMmfBjNEubqYjAYjOYJEz4MBoPBYDCaDUz4MJolzNXFYDAYzRMmfBjNEubqYjAYjOYJEz4MBoPBYDCaDUz4MBgMBoPBaDYw4cNgMBiMqMNqtcJisYTtz2q1RvojRzVPPPEEevToofg8eXl5WLRokaJzsCalDAaDwYgqrFYrJt4wGZWXysM2Z1JKKj77ZA1UKpVf68+YMQPLly/HvHnz8H//93/S8nXr1uH6668PKIEiLy8Ps2bNwqxZs7yut3fvXsydOxe//PILqqqqkJWVhX79+uHVV19FixYt/J4vGB5++GHce++9is4RLpjwYTRLWFYXgxG9EEJQeakc1b1uBrgwOCaIAOx+P+Drgl6vx3PPPYc777wTKSkpCu2cyMWLF3HNNddgzJgx+Pbbb5GcnIwTJ07giy++QG1tbdDjmkwmaLVan+vFx8cjPj4+6HmiiUbj6rJarZg7dy7y8/MRExODgoICPP30004nKiEEjz32GLKzsxETE4Phw4fj6NGjEdxrRrTCsroYjEYAxwN8GP6CFFfDhw9HVlYW5s2b53W9Tz/9FF26dIFOp0NeXh4WLFggvXf11Vfj5MmTeOCBB8BxnMdr07Zt21BZWYm3334bPXv2RH5+PoYOHYqFCxciPz8fALBs2TIkJyc7bbdu3TqnManL6u2335aafS5ZsgQ5OTkQBMFp2/Hjx+PWW2912g4AvvvuO+j1elRUVDitf//992PYsGHS661bt2Lw4MGIiYlBbm4u7rvvPieRVlJSgrFjxyImJgb5+flYsWKF1+MoF41G+Dz33HN44403sHjxYhw6dAjPPfccnn/+ebz66qvSOs8//zxeeeUVvPnmm9i5cyfi4uIwYsQIGAyGCO45g8FgMJoiKpUKzz77LF599VWcOXPG7Tq7du3ClClTMG3aNOzfvx9PPPEE5s6di2XLlgEAPvvsM7Rq1QpPPfUUzp07h3PnzrkdJysrCxaLBWvXrg3ZYn3s2DF8+umn+Oyzz7Bnzx5MnjwZZWVl+PHHH6V1ysvL8c0336CwsLDB9tdccw2Sk5Px6aefSsusVitWrVolrX/8+HGMHDkSkyZNwr59+7Bq1Sps3boV99xzj7TNjBkzcPr0afz444/45JNP8Prrr6OkpCSkz+YPjUb4bN++HePHj8fo0aORl5eHG264Addeey1+/fVXAKK1Z9GiRXj00Ucxfvx4dOvWDe+//z6Ki4uxbt26yO48I+pgri4GgyEH119/PXr06IHHH3/c7fsvvfQSrrnmGsydOxft27fHjBkzcM899+CFF14AAKSmpkKlUiEhIQFZWVnIyspyO07//v0xZ84c3HjjjUhPT8eoUaPwwgsv4MKFCwHvs8lkwvvvv4+ePXuiW7duSElJwahRo7By5UppnU8++QTp6ekYOnRog+1VKhWmTZvmtP7GjRtRUVGBSZMmAQDmzZuHwsJCzJo1C+3atcPAgQPxyiuv4P3334fBYMCRI0ewYcMGLF26FP3790fv3r3xzjvvoL6+PuDPEyiNRvgMHDgQGzduxJEjRwCIQV5bt27FqFGjAABFRUU4f/48hg8fLm2TlJSEfv36YceOHW7HNBqNqKqqcvpTgs8//xzPPvssLBaLIuM3ZoxGI4xGY9jnZa6uhnz77bdYsGABqqurI70rDEaj4rnnnsPy5ctx6NChBu8dOnQIgwYNclo2aNAgHD16NOBMsv/+9784f/483nzzTXTp0gVvvvkmOnbsiP379wc0Tps2bZCRkeG0rLCwEJ9++ql0PV6xYgWmTZsGnncvEwoLC7F582YUFxdL648ePVpyte3duxfLli2TYoPi4+MxYsQICIKAoqIiHDp0CGq1Gr1795bG7NixYwNXnRI0GuHzf//3f5g2bRo6duwIjUaDnj17YtasWZJZ7fz58wCAzMxMp+0yMzOl91yZN28ekpKSpL/c3FxF9n3hwoX47rvvsH37dkXGb6xYLBZMnz4dhYWFMJlMkd6dZs+8efPw5Zdf4ptvvon0rjAYjYqrrroKI0aMwOzZsxWfKy0tDZMnT8aLL76IQ4cOIScnBy+++CIAgOf5BtZss9ncYIy4uLgGy8aOHQtCCNavX4/Tp0/j559/duvmovTt2xcFBQX4+OOPUV9fj7Vr1zqtX1NTgzvvvBN79uyR/vbu3YujR4+ioKAg2I8vC40mq2v16tVYsWIFVq5ciS5dumDPnj2YNWsWcnJyMH369KDGnD17Nh588EHpdVVVlWLiBwAqKysVG7sxUldXJ4nSiooKxdMxHWGuLs8oZflkMJoy8+fPR48ePdChQwen5Z06dcK2bduclm3btg3t27eXUue1Wm1QdYS0Wi0KCgqkgOGMjAxUV1ejtrZWEjd79uzxayy9Xo+JEydixYoVOHbsGDp06IBevXp53aawsBArVqxAq1atwPM8Ro8eLb3Xq1cvHDx4EJdddpnbbTt27AiLxYJdu3ahb9++AIDDhw83CJhWgkZj8fnXv/4lWX26du2Km266CQ888IAUTU/9oq7+zgsXLnj0mep0OiQmJjr9KQm72ToTyePBXF0MBkNOunbtisLCQrzyyitOyx966CFs3LgRTz/9NI4cOYLly5dj8eLFePjhh6V18vLy8NNPP+Hs2bMoLS11O/5XX32Ff/zjH/jqq69w5MgRHD58GC+++CK+/vprjB8/HgDQr18/xMbGYs6cOTh+/DhWrlwpBVH7Q2FhIdavX493333Xq7XHcf3du3fjv//9L2644QbodDrpvf/85z/Yvn077rnnHuzZswdHjx7F559/LgU3d+jQASNHjsSdd96JnTt3YteuXfjnP/+JmJgYv/c3WBqN8Kmrq2vga1SpVFL6XX5+PrKysrBx40bp/aqqKuzcuRMDBgwI6756gt1snXEtRcCIHOy7YEQlRACEMPwRwfe++MFTTz3VICW8V69eWL16NT7++GNcfvnleOyxx/DUU09hxowZTtudOHECBQUFDWJvKJ07d0ZsbCweeugh9OjRA/3798fq1avx9ttv46abbgIgBkp/+OGH+Prrr9G1a1d89NFHeOKJJ/ze/2HDhiE1NRWHDx/GjTfe6HP9yy67DFdccQX27dvXQCh169YNW7ZswZEjRzB48GD07NkTjz32GHJycqR13nvvPeTk5GDIkCGYOHEi7rjjjrBY/jnSSK5yM2bMwA8//IC33noLXbp0we+//4477rgDt956K5577jkAYoDZ/PnzsXz5cuTn52Pu3LnYt28fDh48CL1e73OOqqoqJCUlobKyUlbrz9VXXw1AVP5jx46VbVxf8wHA5s2bFZ8vWMrLyzFx4kQAwMcff+zRMicn9Ni0b98eS5YsUXy+xoLVasU111wDALjppptw2223RXiPGM0Fg8GAoqIiqaYM0DgqNzPCj7tzhRLI/bvRxPi8+uqrmDt3Lu6++26UlJQgJycHd955Jx577DFpnX//+9+ora3FHXfcgYqKClx55ZX45ptv/BI94aCRaMywwawM0YPrUyqDEUlUKhU++2RNWK8LHMcx0dNMaDTCJyEhAYsWLfLavIzjODz11FN46qmnwrdjjKBxDOZjDQIji6PwYSKUEQ0wEcJQikYT48NoejjebJnFIbIw4clgMJoLTPiEEfYk7UwkhQ/7LpxhwofBYDQXmPAJIyyry5lICh/2XTjDhA+DwWguMOETRtjN1hkW4xM9OB5/Zg1jMBhNGSZ8wgi7oTjDhE/04Hj8WU85BoPRlGHCJ4wwi48zTPhED0z4MBiM5gITPmGEWXyccbzBspttZHEUPizDjsFgNGUaTR2fxoqj2GEWH2ciKXyYCHWGiVBGtGG1WlkBQw9s3rwZQ4cOxaVLl5CcnKzYPDNmzEBFRQXWrVun2ByRgAkfhWFPz55xvMGG29XFRKgzkfwuGAxXrFYrpk6eiNLyyrDNmZ6ahFVrPgtI/Fy8eBGPPfYY1q9fjwsXLiAlJQXdu3fHY489hkGDBim2rwMHDsS5c+eQlJSk2BxNGSZ8FIZVxPWM2Wx2+39G+HEUPuy7YEQaQghKyyuxdEgZVGF4RrES4PYtgV+jJ02aBJPJhOXLl6Nt27a4cOECNm7ciLKysqD2gxACq9UKtdr7rVmr1Yalt2FThcX4KIzj0zOzMjgTyZstE6HOMFcXIxpRcYCaV/4vGHFVUVGBn3/+Gc899xyGDh2KNm3a4IorrsDs2bMxbtw4nDhxAhzHYc+ePU7bcBwnNY/evHkzOI7Dhg0b0Lt3b+h0Orz77rvgOA5//vmn03wLFy5EQUGB03YVFRWoqqpCTEwMNmzY4LT+2rVrkZCQgLq6OgDA6dOnMWXKFCQnJyM1NRXjx4/HiRMnpPWtVisefPBBJCcnIy0tDf/+97+b7HWSCR+FYW4Dz5hMJun/4RY+TIQ6w1xdDEZgxMfHIz4+HuvWrYPRaAxprP/7v//D/PnzcejQIdxwww3o06cPVqxY4bTOihUrcOONNzbYNjExEWPGjMHKlSsbrD9hwgTExsbCbDZjxIgRSEhIwM8//4xt27YhPj4eI0eOlK7DCxYswLJly/Duu+9i69atKC8vx9q1a0P6XNEKEz4KwwrDecZR7DiKIEb4cRQ+7LtgMHyjVquxbNkyLF++HMnJyRg0aBDmzJmDffv2BTzWU089hb/97W8oKChAamoqCgsL8dFHH0nvHzlyBLt27UJhYaHb7QsLC7Fu3TrJulNVVYX169dL669atQqCIODtt99G165d0alTJ7z33ns4deqUZH1atGgRZs+ejYkTJ6JTp0548803m2wMERM+CsOenj0TSeHDRKgzjt8FO2cZDP+YNGkSiouL8cUXX2DkyJHYvHkzevXqhWXLlgU0Tp8+fZxeT5s2DSdOnMAvv/wCQLTe9OrVCx07dnS7/XXXXQeNRoMvvvgCAPDpp58iMTERw4cPBwDs3bsXx44dQ0JCgmSpSk1NhcFgwPHjx1FZWYlz586hX79+0phqtbrBfjUVmPBRGMfgZnZDccbRPBxu4cNcXc6w4GYGIzj0ej3+9re/Ye7cudi+fTtmzJiBxx9/HDwv3l4dH7I8/bbi4uKcXmdlZWHYsGGS+2rlypUerT2AGOx8ww03OK0/depUKUi6pqYGvXv3xp49e5z+jhw54tZ91tRhwkdhWGE4zzgKn1B95IzQYBl2DIY8dO7cGbW1tcjIyAAAnDt3TnrPMdDZF4WFhVi1ahV27NiBv/76C9OmTfO5/jfffIMDBw5g06ZNTkKpV69eOHr0KFq0aIHLLrvM6S8pKQlJSUnIzs7Gzp07pW0sFgt27drl9/42JpjwURgmfDzjaOVhrq7IwoQPgxEYZWVlGDZsGD788EPs27cPRUVFWLNmDZ5//nmMHz8eMTEx6N+/vxS0vGXLFjz66KN+jz9x4kRUV1fjrrvuwtChQ5GTk+N1/auuugpZWVkoLCxEfn6+k9uqsLAQ6enpGD9+PH7++WcUFRVh8+bNuO+++3DmzBkAwP3334/58+dj3bp1+PPPP3H33XejoqIiqGMT7TDhozCsH5VnImnxYa4uZ5jwYUQjVgJYBOX/rEE8B8XHx6Nfv35YuHAhrrrqKlx++eWYO3cubr/9dixevBgA8O6778JisaB3796YNWsWnnnmGb/HT0hIwNixY7F3716vbi4Kx3H4+9//7nb92NhY/PTTT2jdurUUvHzbbbfBYDAgMTERAPDQQw/hpptuwvTp0zFgwAAkJCTg+uuvD+CINB5YAUOFYTE+njEYDG7/zwg/kSwtwGC4wnEc0lOTcPuW8M2ZnpoU0AORTqfDvHnzMG/ePI/rdOrUCdu3b3da5mhtvvrqq71an1etWoVVq1Y1WO5pu+eeew7PPfec27GysrKwfPlyj3Op1WosWrQIixYt8rhOU4EJH4VxFD7M1eVMuC0+jhcK5upyhll8GNGESqXCqjWfsV5dDEVgwkdhmPDxTLgtPqyKtmciGW/FYLiDiRCGUrAYH4VhVgbP1NfXu/2/UjBXo2dYMUkGg9FcYMJHYZjFxzORFD5MhDrDLD4MBqO5wISPwjDh45lwCx/HIn3M1eWMa3AzE4aMcMPOOYYv5DpHmPBRGObq8kwkhQ/7LpxxtfIwqw8jXNBYHnbOMXxBz5FQ479YcLPCMIuPZ2hDPdf/K4Wjq8tRBDHcCx+dThehvWE0J9RqNWJjY3Hx4kVoNBqp1QOD4YggCLh48SJiY2OlVhzBwoSPwjCLj2fCLXwcxQ4TPs64lhNgT9+McMFxHLKzs1FUVISTJ09GencYUQzP82jdunXIoQpM+CgMs/i4hxDiJHZMJhMsFkvISt4brFaNZ5irixFJtFot2rVrx847hle0Wq0sFkEmfBSGCR/3GI3GBsejrq5OKp+uBI5ih1l8nHG1+LBK2oxww/M89Hp9pHeD0QxgzlSFcby5M1eXndraWgAAAUA4MVBNaXcXq1XjGVfhE+7eaQwGgxEumPBRGNak1D2SyOE1ICoNALsYUgrWj8ozLMaHwWA0F5jwURjm6nKPZPFRaQGVFoDyFh9WpM8zzOLDYDCaC0z4KAzrzu4eKnKIOnwWH0crj9VqZd+HA1J9DE50xzLhw2AwmipM+CgMqx3jHknkhNHVxdw5nqHHJk7NhA+DwWjaMOGjMI5ih1kY7EgWH5VWdHchvK4ugN3cHaFZXPEa0ULJjg2DwWiqsHR2hWHCxz32GB8NwKuclikFs/i4hxAiHYt4DbP4MBiMpg0TPgrjKHxYJpEdR4sPFT5K9+titWrcYzabpVg0JnwYDEZThwkfhWFF89wjWXdUGqmOT7gtPuzmLuJ4HBJsrq5wNI1lMBiMSMCEj8KwonnusVt8NECYChi63szZzV2EWr5UHEGMLbiZnasMBqOpwoSPwrD+UO6RhA9vj/FRWvi4uraYq0uEWny0PIFWJQofdmwYDEZThQkfhWHCxz2SyFFpQMIkfFwtPOzmLkKPg1YF6HgW48NgMJo2TPgoDGuT4B4qQsLp6nIdn7m6RBwtPhqV8zIGg8FoarA6PgoT7hgf1wDqaA2olkQHrwZRifpbaQuMa/A0Ez4ikvBREcniw6xhDAajqcKEj8KEuz+Uq1UpWoNUnSw+vMZpmVK4WnyUtjA1FiRXFw8W48NgMJo8TPgoTLiFT2Mp0kdvrMTB4qO08HG9mTPhI0LPGZ2KQMs7L2MwGIymBovxUZhwBze7Cp1oFT7SjZVXS8HNSt9sWYyPe+zBzQQ6FQtuZjAYTRtm8VGYcFt8GovwkVxdvBrg7RYfQohic7oKH6ULJjYWnNLZWYwPg8Fo4jDhozCuFh8lb+xA42jESQhxsfiIwkcQBEWDsV2FDhM+InbhY4/xiVbBzGAwGKHChI/CON5ACCGKNyptDDE+jgLQ0eIDKCfUTCZTA1cjEz4ijlldLMaHwWA0dZjwURhXC4bSQqQxWHyc9olXARwP4u49GXEncmpqahSZq7HhVMeHuboYDEYThwkfhXG1MoTb4hPNwocAABEAwSIVMVRKGLoTOUz4iNDvQ+Pi6lLaLctgMBiRoFEJn7Nnz+If//gH0tLSEBMTg65du+J///uf9D4hBI899hiys7MRExOD4cOH4+jRoxHc44YWH6Uzu1yFQzRWi5b2kVMhYfcHSNj9gSR8lBJq1dXVfi1rjrhzdSkdb8VgMBiRotEIn0uXLmHQoEHQaDTYsGEDDh48iAULFiAlJUVa5/nnn8crr7yCN998Ezt37kRcXBxGjBgRUbO9q/AIt/CJxhgfR+FDUTql3Z3IqampgSAIiszXmKDfh6OrC4hOayGDwWCESqOp4/Pcc88hNzcX7733nrQsPz9f+j8hBIsWLcKjjz6K8ePHAwDef/99ZGZmYt26dZg2bVrY9xlo6NpS+kbbGGJ86D4SXgWOHg6b8FFKGLpzaxFCUFtbi4SEBEXmbCzQ70PDi38Uo9GI+Pj4CO0Vg8FgKEOjsfh88cUX6NOnDyZPnowWLVqgZ8+eWLp0qfR+UVERzp8/j+HDh0vLkpKS0K9fP+zYscPtmEajEVVVVU5/cuMqfJSO8WlUri6+ocVHKQuV63er4Yjb5c0Ru/Ah4DhIVp9oPHcYDAYjVBqN8Pnrr7/wxhtvoF27dvj2229x11134b777sPy5csBAOfPnwcAZGZmOm2XmZkpvefKvHnzkJSUJP3l5ubKvt+uQkfpuInG5OoiDq4upYObXQVOvEZwu7w5Irm6bIHNtIhhNJ47DAaDESqNRvgIgoBevXrh2WefRc+ePXHHHXfg9ttvx5tvvhn0mLNnz0ZlZaX0d/r0aRn3WIS5uhoiWRIcLD5Ku7oqKyudXsdpmMWH4njOGK2AmrP9PwrPHQaDwQiVRiN8srOz0blzZ6dlnTp1wqlTpwAAWVlZAIALFy44rXPhwgXpPVd0Oh0SExOd/uSGuboa4tbVxfHO78mMq/BJsFl8XJc3R+gxf+tgAm7fkgY1c3UxGIwmTKMRPoMGDcLhw4edlh05cgRt2rQBIAY6Z2VlYePGjdL7VVVV2LlzJwYMGBDWfXXE1cITbotPNLor7K4uh9NP4RifiooKp9fxWuJ2eXPE9ZirmauLwWA0YRpNVtcDDzyAgQMH4tlnn8WUKVPw66+/YsmSJViyZAkAgOM4zJo1C8888wzatWuH/Px8zJ07Fzk5OZgwYULE9tu1CJzSwifc6fPB4N7iE17hk6AW3C5vjrgec5rZxYQPg8FoijQa4dO3b1+sXbsWs2fPxlNPPYX8/HwsWrQIhYWF0jr//ve/UVtbizvuuAMVFRW48sor8c0330Cv10dsv8Nt8WlMwscpuDnMFp9EZvGRcD1HqMWHFTBkMBhNkUYjfABgzJgxGDNmjMf3OY7DU089haeeeiqMe+UdV4tPuLqz61UEBisXlU/t7iw+SgofQRAaWny0ogAtLy+Xfb7Ghqvw0diCm6Px3GEwGIxQaTQxPo2VSFl8YlTRG6fhWMCQomQdn+rq6gZB5Ym24OZLly7JPl9jw5PFJxqthQwGgxEqTPgoTKRifPS2GJZovHlJadJ8wzo+SqRQU3ETo7Ife+rqYsKnoUtLxbtfzmAwGE0BJnwUhgodAtF/oLSry27xcX4dTUjihrN7WomCwoe6s5K0jsLH7upq7l3IXc8Rlc3VxYQPg8FoijDhozDSTZULr/DRq6PXXUHFDXGK8VE7vScnZWVlAIAkrf3YUxFksViafRFDV4HDXF0MBqMpw4SPwtiFjih8lHZ10ZuYXhW9mTkGg0H8j1OMjyh86uvrZZ9PEj46+7HX8ECczR1I32+OWK3WBmKcWnyULrbJYDAYkYAJH4WRhA4XnkPtmNUFROdTOxU3hNfYF6pE4SOJIhlx5+oCgBQdy+xyJ4xViF7RzGAwGKHChI/CuLq6lH6Kliw+UezqouKGqOzCh1p8lBA+paWlAIAUF+GTbHtN32+OuDsfWYwPg8FoyjDhozBScHOYLD5SjE8Uu7okdxbvENxsE0HhcnUBQLKOCR+3wof3/B6DwWA0dpjwURhXV5fSNxNX4RONdXzq6uoAAETlUD/TJoLoe3Jy8eJFAHYLD4W6upp7jI8r9KKgdDwag8FgRAImfBTGVfiEO7g5Gp/aJeHjEONDLT5yCx9CiGTRSda5Fz7M4gMA9gBnjovec4fBYDBChQkfBREEwR7jw4dH+DSGdPaamhrxPyqttIzY/l9bWyv7XNTq5cniw4SP84WAZ1ldDAajCcOEj4I4ihxaoC9swidKs7oIIZK4cQxuBm+P8ZHzhkvdXHFqAVqV83vJOvEYNWfhQ4U5FTuO/2euLgaD0RRhwkdBnG7gtpo1SgcbR7vwMRqN0nEhThYfuwiS091FRU2qruFN3DHGp7laN6i4cdA9zOLDYDCaNEz4KIijyKHxLM1d+EjWHsApqwu8SqrkLLnCZIAGLqe4ET5JGgEciNvu7c0FKnycLD62eB9m8WEwGE0RJnwUxEnk2G7ySgsfd3V8oqkXVXV1tfgflVaqbUShFiBpHRmQavi4ET4qHkjWNm93l93V5Rjc7Pweg8FgNCWY8FEQam0h4CRrhpIWGIvFIj2lx9qEDyEkqlwW1JpD1LoG7xGVuExO4UMtPq4ZXZTkKE1pNxqNePfdd7F+/XpF53Hn6qL/Z8KHwWA0RdS+V2EEiyRyeBXAKS98HMfmHdKTTSYT1Oro+KppQ1AqchyhYkgJi49rRhclWScA1fYg6Gjhl19+wfvvvw8AGDRoEJKTkxWZx5244VhwM4PBaMIwi4+CSMUDOV6y+ChZUNBR+Dy4I9Xt8khDRY1bi48CwsenxUcbnf26HOOclCjqSKHCx9HryHlYl8FgMJoCTPgoiNFoBGDrQ2UTPnSZErgKHA7RF+AsWXzU2oZv2oQPXUcO7MLHvdsmOUoblTqeJ0r0L6NIwsdhGXN1MRiMpgwTPgoi3bA4FYjtUCspfFytSWrbHSyahE9lZSUAgKj1Dd6jwc1yCR9CiMfO7BS6PNpifBzFjpLnjFvhw4KbGQxGE4YJHwWhNyzeVA1dyQEAyjThpLgKHw0fff267BYfd64uUQxRcSTHXDTLzZfwiTaLj6PwUdLiQ+GYf4vBYDQTmPBREHciR8mbmKvA0fLul0cS78JHXlcXrc0Tqxag8XCmJ9nS2S9duiTLnHLheO6EI8Yn0PcYDAajscKEj4K4EznN3eLj1dVlWyaX8LG7uTzfwKnF59KlS1F1o3fsWRZu4cMheo4Dg8FgyA0TPgri7oYVTuGjVjUy4aOR19VFx0nQeE7LTrQJH5PJpOh3EyiOwkfuxq0MBoPRnGHCR0Hc3bCUfHpvaPFxvzyS2IWPZ1eXXO0j6DgJHuJ7AECnArQ2y5hcgksOHNPZ5UzvZzAYjOYOEz4K4k7kKPn07snVpWRWUCAQQvxydVVXV8vS2oPOlajx7rqJt1mEoqlfl6PYiZTwiSbXH4PBYMgFEz4KEm6Lj6vAiTbhU1tbKwka6tZyhKh1UnSJHHE+dIx4L64uAEjQRJ/Fx3Ff5KxrxGAwGM0dJnwUxJ3wkbPzuCsNhY/75ZGCWlTEgo5uWmhwvKzuLrvw8W65iLMJo2hyKTkKn2gSZAwGg9HYYcJHQdxZdwwGg2JNQ10FjjbKgpu9ubkoctbyoUKGNmz1RJzt/WgRPgaDwSkjMJpccAwGg9HYYcJHQTxZd5RydzWI8eGiy9UlCR83bi6KEsInzmeMT3QJH9eaQtFWY4jBYDAaM0z4KIir8KFtK5RydzWw+ESrq8sPi48cVg56nGPV3mN8YmwWn2hJG3etIh2OGkOscDODwWguMOGjIK6WHdqLSqkbbIMYH1V0WXyo5cKr8NEoIXy8iwb6vpLxV4FAhY81JgWA+P1FiyhjMBiMxg4TPgrS4Gal1rhfLhMNLT5RGuPjh6tLDuFDj3OMypfwES1C0SJ8aMNUQZcgiWWlmqiylPWmRV1dHX744Yeoa7rLYEQTTPgoBCGkgcAhfHgtPtHm6qIWH0Ed43EdohHfC1X4WCwWKUDYl8WHCiMlSw0EQmlpKQCAaGMhaGIBKN893l13dkbjY8mSJXjmmWfw5JNPRnpXGIyohQkfhTCZTA2yt4hKTOFW6gbrKasrWoSPFOPjh8Un1IBex/YTeh/Ch74fdcJHEwuijXFaxmB4Y8uWLQCAffv2RXhPGIzohQkfhXBn1SGq8Lq61FFWwNCv4GabxSdU4UNFjIojHjuzU6LV4iNo40A0cQCAixcvhn0/mBuMwWA0RZjwUQh6EyWcyr7QJnzCZfHRqdwvjxRScLPGm6tLnhgfavHR+4jvAaLb4iNoRVeXUsJHEjec/Thxru8xGAxGE4IJH4WQhI8tOFX8f3iFTzS1rCCE+JfVZXuvqqoqpH5d9BjH+HBzAXZxFC3Ch4ocoo0D0YoWH6VcXVTcNLawHqPRCEHwXqagOcLEKoPhGyZ8FMIufDTSMsKFV/hoo0j4VFdXSzFP3mN8dCC223AoRQwDsvjYLGN1dXURv3HU19dLrlBBGwtiC25WWvg4QoObI30sPPHFF19g1KhRuOWWW2RpZstgMJoXTPgohBRcy9uFD2zBzY6Bt3ISzb26JGuPSuu+TxeF4yWrj2shv0Cg4jIQV5cgCBFP/ZfcXLwaUGkhaMMT48M7mHyi3dX1v//9D4Ig4OTJkygpKYn07kQVHEvJYzB8woSPQtgtPvabPLX+KCV8HPs7AYDOdtN3XR4JqIgRvMT3UGgMUCjCR7L4BODqctwuUjimsgOQLD6XLl1SpMebO3dRtAsfRyEfDec2g8FoXDDhoxB2i4+D8OGVdXW5WiuiydVFRYy3wGaKrMLHD4sPz9mPVaSFj1S8UEOFjx4EHARBUKRZqbsYH2o0UKqZbqg4ns+RttBFG45ilbkBGQz3MOGjEPQG6hjjA4UtPtFcxyfcwicQV5fjepEOcLYfJ1H4gOOlmCglihhScdOYXF2O53OkhWo0w44Ng+EeJnwUwm1ws8IFDF3N/rRyczS4AwIRPnJUK5baVfjh6nJcL9I9sdwdJ7lqG7lDsvg4Ch/OHvMUjTje0KNB1EcTjlY6dmwYDPcw4aMQ7lxd9P9KCB+r1Qqz2ey0jFp8LBZLxM3eUlE+W0E+b9D4llCET2O1+LirdUTUoVvAPEHFDe9Qx4dafxqD8GFWDWccH3LYsWEw3MOEj0JIFh8+PMHN7qw6NG7F0/vhhIoYKmq8QWS0+Pjq00WJjRKLj72fmT3lX86O9a64c3WpmPBplFgsFqeHn0j/5hmMaIUJH4Vw6+rilRM+dEwO9hu9hrc/yUf6IigV5dP4Fj5yVCumndYDFT6R7tDurp8ZTe8Ppa6RJ6jwUTkIHz7Kg5sdfz+RttBFE67XFSYKGQz3MOGjEG7r+Nj+bzAYZL+pUGGjc7DycJz9dSQvgoQQScTQujRe13eoVhzscaICxt8Yn1i14LRdpKiqqgLgXN2a/l9Ri4/DMiqWI+0edYfJZHKyajDhY8f1N86ODYPhHiZ8FMJbcDMgvwWGumhc69ZEQx+qmpoa6fP65+qKAQEHq9Ua9M2+uroaABCv8VP4aKLD4kP3m6h10jL6f/qenNhdXfbjRK0/0Sh8XF2Rkf6+oglX4RNpKy+DEa0w4aMQbtPZORWILX1GbiHiKZg3NgqEz4ULFwAAglrnvWozheMllxjdNlCo5SRO7V+cSrztOCnhTvIXi8Viv7E79nhTi/9XQvhQcaN2uBKootjV5Sp8Ih2TFU0wVxeD4R9M+CiEJDQcb/QcJ7m75BYiHi0+qshbMs6fPw8AINoEv7cRdPEAghM+hBBJwPhr8YnXiAKJCqZI4HgTJ+ABqxkgBEQlWnyU+A4l4eNg8VHz0evqcj0GzOJjhwkfBsM/Gq3wmT9/PjiOw6xZs6RlBoMBM2fORFpaGuLj4zFp0qSgLQah4s7V5fhabuEjuXZchE9cFLhwqPChYgZEAGesBme07xNnrAFnrAaIKECIbd1z584FPF99fb0UB0IFjS8StJG3+FDhQzgeCXtWIGH3B4BgEfubQRnrBhU3vMOVgP7XtTxCNOBq9VLCCtZYYcKHwfCPRil8fvvtN7z11lvo1q2b0/IHHngAX375JdasWYMtW7aguLgYEydOjMg++hI+ct/EJNeOi4UjGlw4VLxQMcOZahG/bw3iD6yV1ok/sBbx+9aAM9k6k+sSnLYNBBoXpOWJ1HndF4k2gaREALG/SMLHwc0FQKr4rYTwoS0f1LxjNmD0WnxchQ6z+NhxjelhwofBcE+jEz41NTUoLCzE0qVLkZKSIi2vrKzEO++8g5deegnDhg1D79698d5772H79u345ZdfwrqPgiA4uLpcbmK213JflDzFtFCLRySFz9mzZwEAgi7R722o8KHbBgKthZOoFeBvs2pq8VGiOrK/2MWy8zlDX9fV1cneRoJadTQOx4nG+0SjxYee57TZbSRdk9GGa6Vm1seMwXBPoxM+M2fOxOjRozF8+HCn5bt27YLZbHZa3rFjR7Ru3Ro7duxwO5bRaERVVZXTnxw4Pnk5ZnKJr5VxddGqvola5xtjYhTc0CXhow9E+IjrnjlzJuD57MfC/wJ8yVp7OnukSv3bxbJ7K6EgCLJn6lBxo+IaWnyi8cYpCR99ktNrRkOLD8vqYjDc06iEz8cff4zdu3dj3rx5Dd47f/48tFotkpOTnZZnZmZKMSauzJs3D0lJSdJfbm6uLPtJze+E4wDO2deilKuLtoRIcrnZ0xu6Eg0u/cFsNjsInyS/txNixHVLSkoCto7Rz5qiEz+7VQAu1vMoNdhP91IDj4v1PKy2wxWrJtINX4nWEP5gt/i4ZL7xaqkspdyCmQofrcOVQBPFFh9quaQiuq6uLir3MxK4ClXWq4vBcE+jET6nT5/G/fffjxUrVkCv1/vewA9mz56NyspK6e/06dOyjGuP1dDB1ddC3RZyxybQm30D4WO7+VNhFG7OnDkDQRBAeI1fVZsl1HqpbcOpU6cCmpN+1hSbtavcyOOhHSmYvdPuGp29MwUP7UhBuVH8CXAckKKN7LHyFBfmmA0ot4vUXYyPOootPpLw0SWB2PrIR9KNG024fl/R+P0xGNFAoxE+u3btQklJCXr16gW1Wg21Wo0tW7bglVdegVqtRmZmJkwmU4Pg1AsXLiArK8vtmDqdDomJiU5/ciCJGtcbGACo5Rc+hBApCDhd71x7hb4+f/687PEh/nDixAkANguOvwE3NoSYZKcx/IUKFyr6/CXSItFew6fheaOUpZBaBTROFh/i9F40QUUO0eilwo6RDEiPJqjliwpCZgljMNzTaITPNddcg/3792PPnj3SX58+fVBYWCj9X6PRYOPGjdI2hw8fxqlTpzBgwICw7qu97YCuwXu0JoucsQmVlZWor68HB4I0vfPNPl0vgANBfX19RJ6Mjx8/DgCwxqQGvK0Qk+I0hr+UlJQAANJ0gRXgS7UdO7p9uPGY1QXnAGc5oeJG61D4krq9BEGIuswuqZeZWq9o89bGiPRd2URyNBagZDCiAT/K6EYHCQkJuPzyy52WxcXFIS0tTVp+22234cEHH0RqaioSExNx7733YsCAAejfv39Y99Xx4uyKEhdrGkOTohOgdUnf1qrE5eVGFc6ePdsgBkppjh07BgAQ4tIC3laITXMaw19oX7BUfWAWnzRdlAgf3o2lUCEXqSR83KSzA2KAbHx8vKxzhgIN0idqPYg6BkAFc3XZoMKHcCpwiM5yBAxGNNBohI8/LFy4EDzPY9KkSTAajRgxYgRef/31sO+HV+GjQMPJoqIiAEBOrPsnvJxYK8qNKhQVFaFLly6yzesLQgiOHDkCIDiLjzVW3Obo0aMghIDzw1VGCJGES2qArq40B7dgJJD6dLmz+CjUtsK9qwvgQEDAwWg0Ro3wIYQ4dK+PkR4ilA5GP3nyJJYtWwaz2YzJkyeje/fuis4XLIJgO9853vk1g8FwolELn82bNzu91uv1eO211/Daa69FZodseOtETpfRdeTgr7/+AgDkxrsXPrnxVvxxyb5euCgpKUF5eTkIxwVn8YlJAeFUqK6uxpkzZ/zKurt06RKMRqNbt58v0m3rR6rat1cXqVp+FylgT3l2dHVxnGgpNFqjKyW6pqbGbtXQUIuP8q6u1atX48cffwQgCs+XX35Z0fmCRYrhsz0gRCKmj8FoDDSaGJ/GBL1xEjfChy4rKyuTLeuCuoJaeRQ+Fqf1wsWhQ4cAAEJMqn/NSV3hVZJgomP5glprUnSCU+NNf6DCJ1IWHylw14ulUG63Ds0S07k0t9XZ3F3RJHwkN5dKI6b42yw+SteoOnr0qPT/Y8eOMUsKg9HIYcJHAYqLiwE49KZygKj1IDYREEw7BlcsFgsOHz4MAGib6N6nn58oCqLDhw+H1e+/f/9+AIA1vkXQY1jjMpzG8oU9uy3wmxPNgKupqYlIDyjpxq5xY/FRyK1DhU0D4aOKYuFjs/QQW/VmJV1dBoPByVJaW1sbcHmFcGF3BTNLD4PhjaCFj8lkCvuNtDFgNBqlekA0K8kJjpPStGlsTigcO3YMRqMRcWoB2R5ifLJjrYhTCzAajWG1+uzZswcAYE3IDHoMa4JYimDv3r1+rU+FT0ZM4BkterW9Z1e4rT6CIEi1mNzVOxJsy+QuRCkJH975Zqm3CZ9o6vdEBQ5tVyHYBJCSFp/9+/fDYrEgVWdFp2QxPXz37t2KzRcKPO00a2v0q1L52aiOwWhmBCx86urqcNtttyE2NhZdunSRnn7uvfdezJ8/X/YdbGycPHkSgiBAUOs8Fuyjgb5yiBBqCbksyQLeQ+wvz4nvA8C+fftCntMfqqurpSdlKl6CwZKQBQKxiKE/T/bU2tYiJjh3BBVMdJxwUVFRAYvFAgK7RcMRei7JGRsGeHF1RaHwsVvEqMVHeVfXtm3bAABdU83olia6prdv367YfKFAhQ4nWJ1eMxiesFqt+Ouvv3DkyBHpT+5rTDQSsPCZPXs29u7di82bNztVUB4+fDhWrVol6841RqiwEGLTPRbsE+LSAfjvvvHGb7/9BgDolOK9WFln2/v/+9//Qp7TH37//XcQQmDVJwVWsdkVtU6MEbKN6QvJ4qMProYJFUxyuCEDgVqYiCYW4Bv+LKnb9MKFC7IGrdqFj/NyvTr6hA8VvlTw0PPq0qVLigTyWiwWbNmyBQDQJ8OEPhmi8Nm9e3fEWsB4QxI6gsX5NYPhgTfeeAO33nor7rjjDulv2rRpYY8HDTcBC59169Zh8eLFuPLKK53Si7t06RJwobmmCBUWloRscMZqcEZ73RXOWAPOWA2LzQJy4MCBkArSGY1GyQXUNdW78KHv7927NywVeelxsCa2DHksa1JLpzG9IZfFJ5iu8KFAhRbtSu8K0caDQHRNyRXTQgiRzj+9KvpdXQ1jfEQBZDabZa9vBABbt27FpUuXkKQV0CXVjMxYAZclmiEIAjZs2CD7fKGi1YolDzibq4u+ZjDcUV1dja+++kp6LWjExBur1YpPP/00UrsVFgIWPhcvXkSLFg2DVWtra/2qs9KUMRgMUlyLEJuC+H1rEH9grfR+/IG1iN+3BuB4CNp4WCyWkOIFqIhJ0QpoFefdwtEyzooUnRVGo1HaR6UghNgFYFJOyONZEsUxfvvtN69P9mazWTLTtggixgcAMiNk8aFd6D12sOdVINp4p3VDxWQySdV9Y9TuhY/cLTJCwbGGDwAxs8tWpVjulHZCCNasWQMAGJJtkDIEh7UUY6LWrVsXdb2wNBqN19cMhiOff/45DAYDrDEpqO5zC2p7TEVtpzEAgB9++CFihVzDQcDCp0+fPli/fr30moqdt99+O+ytIaKNn376CQaDAYIu3nsnco6DJaUNAOC7774Ler6ff/4ZANA93eSzDRbHAT3SRKvP1q1bg57TH86cOYPi4mIQjoc1ITvk8awJmSC8CqWlpV4Dwi9cuABBEKDlCZK0wbk+qIss3DE+tB8Z8XLe0I71J0+elGVOR2uja4wPdXXJ3SIjFFxdXYDd+iN3nM+uXbtw4MABaHiC4a3smW39Mk1I0VlRWloadVYfnU7n9TWDQamqqsLHH38MADBldZXCMoT4FrAkZMFsNmP58uWR3EVFCVj4PPvss5gzZw7uuusuWCwWvPzyy7j22mvx3nvv4b///a8S+9hooBdCc3p7nw05zentAIjBk8E8rVqtVknA9MkwwSoAF+t5lBrsX2mpgcfFeh5Wm9eHxihs3bpV0T4+v/zyi7iPCZnuG7UGCq+GNUG0+uzYscPjanY3lzXQfqgS1EV2/vz5sGYsUkFndZcJaINmCcpViJKKGp2KNAiMj1FFn/ChvxPBIfhbiQBnQRCwdOlSAMDQHAOSdY7tPICxbUT33/Lly6Pq+Li6tpiri+GJpUuXoqamBtaYFFjS2jq9Z2zZGwDw9ddf488//4zE7ilOwMLnyiuvxJ49e2CxWNC1a1d89913aNGiBXbs2IHevXsrsY+NgmPHjokBvQDMaZf5XF+ITYU1Nh1WqxXr1q0LeL4DBw7g0qVLiFUL6JxiRrmRx0M7UjB7p/3GOXtnCh7akYJyo/g1d0oxI1Yt4NKlSzhw4EDAc/rLzp07AQCWJN+Vlv3FktwKgF1UucOeyh58gblknQA1RyAIQtiyGwwGg5QdSfuTuUPObEDALmpiVQ2tYzFRaPGxu7rsFh9BgRYw3333HQ4fPgy9imBsXsMYpyE5RrTQW1FeXo6VK1fKNm+oOCabuHvNYABiksiXX34JADC27i+1OKEICZkwpxWAEILnn38+6ly6chBUHZ+CggIsXboUv/76Kw4ePIgPP/wQXbt2lXvfGhXULGhJzQdxU7jQHaYssbnqJ598EnDBvE2bNgEAeqab/K5QrOaBXukmp+3lpq6uToohklX42MY6cOCAx7YNoWZ0AWLqf3pMeGv5HD9+3FYCQW+PX3EDrWJ97NgxWSx2NH5Hr24oFKPN4mM0GqVAa+LG4iOX8KmsrMSbb74JABifV+fWZarhgb+3E4/dxx9/LJvrMVSY8GH4orq6Wio7Y8poD2ui+1AEY+4VENR6/PXXX3j77bfDuYthIWDhU1VV5favurq6SSpDfzh69Ch+/vlnEACmnB5+b2dJzYNVn4yamhp88skn/m/nkGY7IDOwY97ftv7mzZsVceXs2rULFosFgi4RxFOgbhAQXTysMckQBEFK4XeFCpX0ECw+gL2Cc7iEz8GDBwEAQlyGVxepoE8C4TUwGAyyFL+kwifGTdYztfgokS0VDFI7D45zcp/K3crj9ddfR0VFBVrGWTAi13PV6l7pZnRPM8FiseCFF16IijYWTPgwvCEIAubPny/GQuoSYMzt53FdoomBIe9KAGKvOlrPqqkQsPBJTk5GSkpKg7/k5GTExMSgTZs2ePzxx6PiQhAOCCF45ZVXAACW1LbuqzV7guNhatkDgPjk6G9zzD179uDSpUtI0AhSfR5/6ZxiRoJGQEVFhSLZXTQGx5LcymecU6BQq4+nOB96/IJpV+FIRph7dlG3o8/WHhwPa3y60zahIAkfdxafKHN1ScJHpXc6r+Rs3rp9+3Z8++234EBwa8dar5ZUjgOmd6iFXkXwxx9/BPTgohQxMTFeXzOaNx9++CG2bdsGwqlQXzDUZ/ylNaU1TJmdAQD/ffbZqG3VEgwBC59ly5YhJycHc+bMwbp167Bu3TrMmTMHLVu2xBtvvIE77rgDr7zySrOp4vzDDz9g//79ILwaxlZ9At7ekpIPS0IWjEaj313laafoPhn+u7koat4e5Cy3u4sQgl9//RWAvG4uijVJjPP57bff3ApryeITgqsLgNTVPRxd2gkhUtFLf1p7WOPFdfxt4eENKnxi1Q3dOXRZtKSze+pcL5fFp6KiAi+88AIAYGSuAe2S7NZQQsRO9Uar+H9Kul7AtMvE47N06VIpMy9SMOHD8MTPP/+Md999FwBgaDNAKqLrC2OrK2CJz0RdbS0eeeSRiPQwVIKAhc/y5cuxYMECPP300xg7dizGjh2Lp59+Gi+++CJWrVqFRx55BK+88gref/99JfY3qqiursYbb7wBADBld/c7tscJjoOxdX8QcPjpp5+kwGBPmM1m/PTTTwCAfpnBFSKk2/30008wmwOzGHmjqKgIpaWlILwqpP5cnrDGZ4LwGlRWVuLIkSNO75nNZimzJ1UXmsUnTScKp3AEN9NWHIRTwerHxYiWB9i7d2/I1YrtFh83wc2q6HJ10QtuQ+Ejvg5lPwkhePHFF3Hp0iW0jLNgUltnK5dJAG7fkobbt6TB5HJqDc0xoluaCWazGc8880xE3f1M+DDccfToUTxjy7g2tegMS0Z7/zfmeRguGwZBG4fTp0/j8ccfbxL9OQMWPtu3b0fPnj0bLO/Zs6fkgrjyyiublFnME0uWLEF5eTkEfaIUqBwMQmwqzDaT4sKFC71Wy929ezeqq6uRpBXQMTm4E7BjsgVJWgE1NTWyNlyUqjUnZAG2DvSywvNSMUPXKs60hYCaI0jQhCYIUmzCqbS0NKRx/IEef2t8C7+OmTU+A4RToaysLOTfWGOy+EjCRu2Soq0SX4fi6vrqq6+wdetWqDmC/9e5BtoAOj1wHPDPjjWI1wg4duwY3nnnnaD3I1RchQ6L8WGUlZXhkUcegdFggCUxB8bWVwQ8BtHEoL7dcBBejd27d2Px4sUK7Gl4CVj45Obmuv1xv/POO8jNFd0bZWVlSEkJINalEbJv3z4pJdDQZhDAh9YXx9iyFwRtHM6fP49ly5Z5XI82SOyVbvLYlNQXPAf0trm75Axao720LAmhV2v2BM1CcO3bRa0zyToh5NAiKnzCYfGxt/bw85jxasma5inI21+omHAnfKgVyGQyRUXSAt1XonIWPvR1sBaf06dPSy7myQV1aJMQuJs0WUfwz47i/KtWrcKuXbuC2pdQYRYfhiNmsxmPP/44SkpKYNUniXE9XFCJ3BBi02BoOwSAWLXcsdVFYyTgo/Diiy9i4cKF6N69O/75z3/in//8J3r06IGFCxdiwYIFAMQL8tSpU2Xf2WjBYrFg4cKFAABTuueUwIBQaWBoMxAAsGbNGrdF6gghklChaenB0jPd3mlajgaPVqvVHqsix/HwNI9t7D/++MPJTUfdXMna0IPqacG6uro6GAyeM3tCxWw228Vikv89zSy2/mdyCR+3ri6HZdFg9fElfIIJwrZYLPjvf/8Lg8GAzilmr1lcvuiVYcbQHHH7+fPnRyQWQqvVgndocBsbG0JzYEaj5/XXX8cff/wBotKivt1wQB1aJW9LShsYW/YCACx6+eVGXdwwYOEzbtw4HD58GKNGjUJ5eTnKy8sxatQoHD58GHl5eQCAu+66Cy+99JLc+xo1fPHFFygqKoKg1sGY21e2ca3JuTCn5EEQBLz66qsNBMnx48dRWloKLU98dmP3RadkM3QqgtLSUlkK4p08eRK1tbUgvBpCbGrI43lC0CeLx91odGqKS4VPYpCtKhzRqwjUnDiO3D2gHPnjjz9QV1cHQa33WrjQFRrk/fvvv4fUcNabq4vnAL1KcFovkkg1fFwyUehrs9kcsGVq5cqV+PPPPxGrFnBHp5qgLaiUG9vVIjPGiosXL+LVV18NbbAg4DjOyb3FXF3Nl23btmHtWrFPZH3bq7y2wgkEU3Z3mJNbw2I246mnnoqarM9ACcrulZeXh/nz5+Ozzz7DsmXLkJeXh6lTp6J79+5y71/UUVFRIUXHm1r2DllFu2LM7QvCqfD7779LtXoo1KLSIdkcUByCO7QqoH2SKJ72798f2mAADh8+DABigG6Q5lS/4DgIselOcwJ2gZIog8WH4+zjKCl8aEycNSmw1H8hJhmCNg4mkymkGC1vwc2AXRBFQ4CzFPfGqQGrWfwjBODtQigQ69zJkyfxwQdiAsZN7WuRGmIJBADQqYA7OteAA8F3333nM1FBCRzbVDDh0zyprq6WvC+mzC6wJreWb3COgyF/MARtHIqLiyMa0xYKQd+hfvrpJ0yfPh05OTlYsGABhg4d6rWdQFPh888/l3qcmAOJjvcTokuAKVusgv3hhx86WX2oQGmfJE9UfQdbcLScwoeKEiWh2U+OwocGt8aHGNhMoePIUR/GE041jwKB43zWNPIHyeKjcn/Tj0bhQzgeCbs/QMLuDwDBAvA8iE1o+yt8CCFYtGgRzGYLuqeZMDDAIqDeaJdkwbU2l9nLL78c0fgo1qS0efLBBx+gvLwcVn0SjK0UaCOl1knFDdeuXRvxMg7BEJDwOX/+PObPn4927dph8uTJSExMhNFoxLp16zB//nz07Suf2ycaMZlMUl8tU3Y3xSwbpszOILwKx44dc6rXQiv8tkuWJwWdWnzkKIZHM4ysscoHtdMikY5ZTfYqxPIUzoxROKvp9OnTOH36NAjHw2JzXYEI4IzV4Ix2ocEZa8AZqwHi/LksyaLwCSVGiwoao8C5bW6rV0VPZhd16XHELvqlY8OJ5k9/hc+OHTvw+++/Q8MT3Ny+1qOxzZ/Gv+6YmF+HZK2A4uLioPrwhQLn8GGY8Gl+VFZW4vPPPwcgtp1QJLsWgDWpJczJrSEIAlasWKHIHEri95177Nix6NChA/bt24dFixahuLg4In7sSPLTTz/h0qVLEDSxsKTkKzeRWi81Ov3ss88AiBd+WlAvN16ezuotbeOUlJSEFCsCAGfPngUAEJ18bSo8IdhaYdBu7ID3eJVgUDqdmwapWxOypJRszlSL+H1rEH9grbRe/IG1iN+3BpzJeT+sidkgvBqlpaUNahr5CxU+C/clum1uq+ajR/jQfdUV75GW0WNDbAG9/pzDhBApa/LaVgavDW39afzrjhg1pFpAK1euDPm3FSyczJXTGdHPpk2bYDQaYY1NlWIB/YEz1UJVda7BdcYbpmwxtGXz5s1RcY0IBL+Fz4YNG3DbbbfhySefxOjRo6FShRhk0gihaarmtMsAXsE4FgDmdNGN9vvvv4MQIt3kY9UC4mW6ucerCWJt7QocRUSgWCwWKfVb0CXIsm/eoHOUl5dLT/nUFaJ302k8GPQKN+mkwscSrP+dV0uZYFu3bg14c4vF4tNCEk0WH6+FNm0WH38Kqx04cABHjhyBlie4rrXnelmhMijLiHS9FRUVFYo1BGYwXKGZnpbUtn7HDWouHkH8vtWIPbwB8ftWQ3PRvwcpIS4dgi4RZrNZlkry4cTvu/fWrVtRXV2N3r17o1+/fli8eHFYCrxFE4cOHQIAWBN89FRyYcyYMXj//fcxZswYcBwHzuT7ZirEpoJwKlRXV+PMmTNS5/EWMb7r1LjOV2F0vwHHieMBoQmfmpoaqYUE7ZbtL8EcG6i0YrNK2GNwaCyFxoce9/fYaGzWDjkrW1MuXbqEP/74A0AIwgeAJbkNgOBqMfkj6PS2YxkNMT5eRY3N5ezPd/XDDz8AAK5oYUSCDBmAnlDzwNU5oqWHCR9GuDh58iQAwBqX4df6nKkW+pPbMGb0aPG6OHo09Ce3+2f54Tgp3rKxFSz2W/j0798fS5cuxblz53DnnXfi448/Rk5ODgRBwPfff99kenh4wmQySSdVoAG8U6ZMQevWrTFlyhQQQsCb/LiR8CopLfzo0aPSjSrWTUNJX/OVGjyrATpeKJYNqcYKrwk47imoY8NxICrnVgX0pkcFi7/zeTo2tAeaEsGpNC7HGpsWXJsTG5bkXBBw+OuvvyRXo79QKw5N23dHNDUq9db0mIDzuQ6FWm1pAU8loXPs2bNHEQHNYLhCrbiu9a48wRuqAEKcrosggrjcD+g83roNRCMB+2vi4uJw6623YuvWrdi/fz8eeughzJ8/Hy1atMC4ceOU2MeogQaRkgCrNK9evRqnTp3C6tWrwXEcBK1/Nzs6DyFEihPQ+vGNuc7nrWknHS+UOAR7jZXAA+mCPTawzUXnphYBlQ9rmL/HhgoCJfrSUNeUJaVNaAOpdWKMEAJ3d1Hh4801GE2uLq+ixmb9s1q9x74ZjUacOXMGAJyakCpFTqwVsWoBZrMZp0+fVnw+ALIUIw2E8+fP4/PPP8dXX32laOkHhn8kJorxj5zZv4cVQZ8IcJzTdREcL8VR+oLOQ+dtLIQU8t2hQwc8//zzmDdvHr788kupvk1TRKPRgOM4EELACVYEcnlZv349vvrqK2l7ovWvoioniBdynU4nWdR8WTTczUcrEbuDjheKZUOK9wrimhvssaFtsgONNQvk2ADyB4jW1dVJbSpCcXNRLCltoK4+h23btgVULZ1acfQqghoPGkAfRf26/Lmh+1rn0qVLIITI0s/NHzhObJhbZ+FRXl6Otm3bhmHO8AY0P/PMM5Lbdv/+/Zg9e3ZY52c4c9lll6GoqAiq6vOw2jI/vUG0cTC0GYSv1n8ttqHgeBjaDATRxvmejAhQ1ZQAANq1axfqrocVWSJ0VSoVJkyYgC+++EKO4aISjuMQHy9aI/xV0xTJUhTI0xgh0jzx8fFSaqpR8H1hC2Q+Ol4ofX3UalE/cyTwbLOgjg0gpXdLc/t5wQ96Ppn47bffYDabIegSpLT8UKDi6Y8//gjoiZuKGZ2XQHk9H7obNJqgViOeC6heJAD/Y8NcodWgfVmjGiuOLtZA3a0M+Rk0aBAAQFN2HBD8O+fMGe1R020y6jqMQk23yX7Xp1NXnAJvMSAxMRGdO3cOep8jgbKpSU2MLl26AABU1ecUn4szVoM31UKlUqFDhw6S6Kozy2yBsI1Hxw8GqUKsYJEsMUrDWcWYCddaJYJM08tTDaghTtlcMjydE108rLFpEAQhoGKGksXHiwUxmiw+/uBL/CYkiNmAJoGDMUAdEkjcnCPVtt9XuFwB4RT0giCgsrJSes1cXZFn0KBBSEtLA2+ug+biYd8b2CDaOLFEhj+WHgAgArRn9wAQS93QB9DGAhM+AdCzZ08AgLpKeeGjtomrTp06ISYmRhImNRZ5v7Ja23ihCJ+UFNFywREBnCUMNUusZnCC6J9JSxN7XNFS/WY/LGL+YLZyTuPKgcVikaqby+Hmksa1jRVIdpc/Fh8dHz3Bzby38hG2m73XdSCe41SAFNeGFqfnLW6OUmfhcMkoztOypf9NaEMhnK6uyspKp9gr2i+PETk0Gg1uvvlmAIDu7G7/smSDmafkEFT15YiLi8PkyZMVmUNJmPAJgH79+gEAVFVnwZmVjWJXl4kNOK+44goAQFaWGMRaZuDls2oQSFVpMzMzgx5Ho9EgOTkZAMCZlbcOUBdgbGys1IGaWn7MMplqqICSs/rtwYMHUVVVBaLSwpoQ/PF2hVZx/t///ud3kLpjjI8ndGrndSOJPzd0X8KH4zh06NABAHCsSuN1XVfWr1+Pm2++GevXr/crNgwAjleKBzArK6tJWnzKysoA2OMEa2trG112T1NkzJgxaN++PTirCfqin2W3wvP1l6A7I8Yp3nHHHdK1vzHBhE8A5OXloXPnzuAIgab0qGLzcPWVUFefB8/zGDlyJAAgIyMDKpUKZoHDJS9VYwPhkpGHWeCgUqnQokVgtYlcocKJNyhf1oCmWlIxCNjdbUarPE+8JpuAklP4SL25klrJ2u5EiE2DoImFwWDAnj17/NqG3qB0XgwfOoWLOAaCN1M6B8HnOpQePXoAAP4oD0z4BBMbRuegczY1aB237FirJKCbW223aESlUmHOnDnQ6XRQV52F9pyMxQWtZuiP/QhOsKJPnz4YO3asfGOHESZ8AoR+0ZqLfzbonyQX2ot/AgAGDBggCRK1Wo3s7GwAwPk6eb42Ok5WVlbIPtr8fLGFB19fHvJ++UJlm4POCYhlFgCgXibhU2cJPfbJFXtTUt/ZFgHBcdKY/jYK9qfSNRVFdXV1EQsGp3jN3rP9Dv3J8KMW1APlGpgUjjfeUya6SamluKlRUiJm9KTpBaTqxINJ2+owIkteXh7uv/9+AKLLS1UhQzkFQqAv+gkqQwXS09MxZ84cn1bWaKVx7nUEGTp0KBITE8Eba6C+pEC1SotJKhnuWheJ3uhP18gTSEbHcRQQwUJTdfk65f38dA7H9GAqUGplCv6ukyH2yZGSkhKcOHECBJy9KamM0L48O3fu9Gt9yeLjLbjZJooEQYhol3FAdKd6xJa94k881mWXXYYWLVrAJHA4cCkwq08gFNfyOFenglqtDmvz5nDG+FCRk6oTkKYXxScVQ4zIc91110n3kJjjm8HXh3Zt1hb/Ds2lk1BrNHjyySeRmpoqx25GBCZ8AkSv10snk+bCH7KPryk9DE4wIy8vT3o6pVx2mdi49GSNPH3S6Dh03FBo315MgVTVXlQ8s0tV27B2hCR8ZAr+pgKKZgKFCq3dI8SlA2r5u2ZbEnNAOA7FxcV+tR+h7iutl+BmrYMoinTshldXl+1888dqyXGclPK766J8geuu7C4Vx+7Zs6esVsNogrbRyYixIt0mfOgyRnRw7733onv37uAEM2KOfg/O7L0/nyfUZX9JDYIfevBBKcO5scKETxBcf/310Gg0UNeUgK+V0adNBGgviP3AJk+e3ODpjQqUU9XyWHxO2Sw+BQUFIY/VsWNHqNVq8OY6cP60nQgSzlQH3lgDnuedfnw0wK7aJM8Tb5WZdxo3VGirBNpYVHZUGljjRLfo7t27fa5OhYzWi8WH5+yBq5EWPv5YfPyNx6LCZ2+ZVrZEAVd+twkfOle4CKdLUhI+egEtYqxOyxjRgcZmncnJyQFvrIH++CbAj9YujvC1pWKQNICpU6di1KhRSuxqWGHCJwjS0tIwZMgQAIC25JBs46oqz4A31SAxMRHDhw9v8D61qpytUwVch8QVoxU4a0vppZkuoaDX6yULjKr6fMjjeYKOnZ+fL8X1AJDMrhWm0E9pg8UeJE1T9UOBECIFHVsTskMezxPWRHFsfwKcaU8fb8IHsAc4++rkrjTe3Fg0uNlf4dO9e3fExMSg0sTjlEzWU0dqzRyO2TK6+vfvL/v43ginq4sWLMyMsUrNjlkRw+gjOTkZzz77LGJjY6GuPg/daf/c4QDAmesRc3QjOGLFgAEDcMcddyi4p+GDCZ8guf766wGIJkDIVLuGiqjrrrvO7UU8PT0dqampEAgnWWuC5VSNGgLhkJqaiowM/zr5+qJXr14AAHVV8J3efaGyjU3nolDhUymD8KFj6PV6KV0+FIqLi1FWVgbC8bDGy3Os3UH7du3bt8/nuvasLh/Ch49+4RPIOoD4FExrcgWa3eUPhyo0IOCQm5vrlHkYDsJl8amqqkJVlZhdmRlrRVas+CR25syZiAfCMxqSl5eHRx99FIB4n6HlUrxCBOj/2gzeXIvc3Fw8+uijAbcIilaY8AmSzp07o6CgAByxQnPpRMjjceY6qCrFm7qnFEGO49CxY0cAwF9VoQmfItv2HTp0kO0psU+fPgAgfg4lLn6EQF111mkuSnp6OgAxRT/Uqctt5QLkEoQHDhwAAAix6QCvXIVTa1wGCDiUlJTg4sWLXtf1t+lttFh8/LHmBFJ6gArngwoEOB+8JH7HvXv3ln3saIE2XU3VWaFTiVYfDgTV1dWsgnOUMnDgQNx0000AAP2J7eCM3kuPaM/th7rqHPR6PZ5++mknC3tjhwmfIOE4Dtdccw0AQF3+V8jjqctPgANBp06dvFZ5pW6pEyHG+RTZtqdCSg66dOkCvV4P3lKvSFo7b6gEb6qFRqNBt27dnN6jwscscFKbgGApN8grfA4fFkvHW+PTZRnPIyoNhJhkAMCRI0e8riq5unxYfLS2Bzx/CyMqhS9rjkajCehplFp8jlZqYJG5KsWfl5p2/R4AOHnyJACxhg8gnic0s4u+x4g+pk+fjq5du4ITzF6LG/J15dAW/w4AuP/++5GXlxfGvVQeJnxC4OqrrwYAqKrOBx0tT1HbrEZDhw71uh4VPkVVoZkc6fY0bkgOtFqt9JSrlqNuhAuqSnHMHj16NGiqqtVqJXdXmSG007rM1mYg1KKOlOPHRbOyNTZNlvG8IdjmOHrUe4FNmp6u9nGoaAxQpIWPL2uO1C/OT/Lz85GYmAijlZMeAuSgysThTK04XqSFj5IupxMnTgAAWsbZgw3p/5nwiV7UajVmz54NvV4PdfV5qMuONVyJEOhPbgdHBAwaNEgqotuUYMInBHJycpCfnw8OJLSAXqsFqhoxRXvgwIFeV6XC51ydCgZLcNMZLOL2gLzCBxCLLgLKCB86Jp3DFRpP4W8DSU9crBd/FrRgZKjQG0Eg3dhdu4H723PHapvj1CnvNaaoxUfjI7iZWoSiXfgEWmGb53nJ3bW/TD53F40ZKigoiHgpfyVrL7kTPjm2/9P3GNFJTk4OZsyYAQBi6wlbw2eKurwIqpoS6PV63H///WENmA8XTPiECH2qC6Vju6q2BBwRkJ6e7rOZYUpKCtLT00HA4XRtcE+qp2vVIOCQlpYmNfmUC1qllq+96LGfGdHGoabbZNR0uV5aVtPletR0m+y5O7DFCFW1WDDNU6ZMTk4OAKCkPrTTuqReFE5yCJ+6ujqpeaOg979fk2s3cN7PEgGCPgmAGGTqDXpT1Pq4pml45/UjhS9XV6AWH8BexZlWWHYlVSdgwYBLmNfPXvhtXr9LWDDgElJ17v1jNI09UtWaHZuG0ka0SvDXX6J7v1W8Xfi0sgkf+h4jepk0aRKys7PBm+vFLgQUQiQX17Rp02SzekcbTPiESPfu3QFAuikHA922R48efqlrqZBhdXCWDbqdYwFAucjIyBAb5EFMz3cLx4PoEkB09sJuRBcPokvw2MNKXXkWHAjy8vIkgeOKXfiEZvGhwsnTPAGNZatkS1RaQOV/wTzXbuCC1r8ieFQ4egtuJoTYXV0+YnyoRSjSwseXsAmmp9rAgQPB8zxOVKtxzk0bGBUPZMQIUnE+AEjXC8iIEaByc5oaLHYRdeWVVwa8P6FCCHESO9XVyvTNq6qqknpyOVp8cuNFE3RRUVFUZnYZjUaUl5fDYgnSVN6E0Gg0+Mc//gEA0F44aG/7UnkGKkNlo+267i9M+IQIdT3xhoqAC0NRaCCwv24nqZBhkCntdDs5Kja7w+7ukq+lBx3Lk5sLgGQtO18XvPAxWe1ZXXIIH5rhImhivK/ogms3cKL1L62e2OaprKx0evp3xGy2m7bVPi0+0eHq8mXxcY358ofk5GSpncSW4sAtRq78UqKD0cqhZcuW6NSpU8jjBUptbS2sVrsQqaysVGQeGrOWrrci1qHyd06sFTxHUFVV5TOrMNyUlZXhhhtuwMSJE1FYWBjxLMVoYPjw4UhKSgJvqoWqUsyW1VwUEzFGjx7dpLK4XGHCJ0QyMzMRGxsLjgjgjfYLTSDuHJWb3lPeoOudCbL4Gt3O3/kCRRI+lWelqrohQQSobdYjb8KnVSuxX9X5EFxdJfUqEHCIi4uTpXhhTY3NRRWAtQcIrhs4ABC1OI8gCB6rLTsJHx8xPtTV5bhNJPAlfPyt4eMKbT+zuViH+hAMAQIBvj0tiqexY8dGJC7CNY2culjlhgqf1vHOv22typ7lRdeJFg4cOCBZwC5cuICioqII71Hk0el0UmayprwIsJql62xTDGh2hAmfEOF5Xkr1c2oC5687R7CCM4qFwPxtFkrXO1OrCrhmDSHidoHMFyjt27dHamoqOMEiSxVnVU0JOKsJiYmJ6Ny5s8f1cnPFDuWXjMEHftOg79atW8ty86JmdcKHqfAXZ5/Hk0nfUcSofHxEKoyiXfgE4+oCxHix3Nxc1Fl4fHvavdVIywNLh5Rh6ZAyj3WPfi3R4mytGnFxcRg9enRQ+xIqZWVlTq/Ly+UvKQE4Cp+G5xcVQ9EmfGjdIYqvGLjmwuDBgwEAqsqzUFcVgyMCWrZsqdi9IVpgwkcGqKWBNwTuU+eN1eAgmur97Xabm5sLtVoNg5UPOHW7zMDDYOWhVqul/ZYbnuelAGS1pzifAFDZsrmuuOIKr40oExMTkZQkBveeDzLOhwof2Y9N2GIefM9DRYyKI+B9CR/b+5GOi/DaqwvBCx+VSiVluHx9KgYVxoYHhOMAnUr8c6eFTVbgk+OiK3Ly5MmyNbYNFFf3Eo3DkZtjx8QU6Nz4htZcKoboOtGCa6YZs/iIdOnSBRqNBrylHupSsQRGr169mmQmlyNM+MiAJHxslptAoNaeVq1a+X2yOYqW4gDjWYodbuy+biahQLNaPAY4B4Da5n927VbvjjZt2gAAimtDEz50nFChN2ROCJNwcHAtehIDVMT4svYA0RPcrJSrCxBrZ3Xs2BEGK4ePjwUe1/D1qRiUGFRIT0/HlClTgt6PUKGB9JQLF4JPuPCExWKRRESbBM8Wn2gTPrSulSUp1+l1c0er1UqxnhpbHKWcRW2jFSZ8ZIAG1XKGwIUPb9vGVxq7K9S9djbAGzxdX64buyd69eoFnuehMlT6LI3uDc5UB1V9OTiO80v4tG7dGkDggpBSLPPxSUwUU9g5a3iCgzmLrT6PRuNR+FCLj6/4HsAujhyDZiOBL5EeivDheR6zZs0Cx3HYfkEXUP+uc3U8vjwpusjuuusuWXq7BQvtjG61lTQ4f17+ZsGnTp2C2WxGjMo5241CxdDZs2dRV+df7Smlqa6ulmppmVqIN/VDhw55DP5vbrhWZW5qVZrd0WiEz7x589C3b18kJCSgRYsWmDBhgtQKgGIwGDBz5kykpaUhPj4ekyZNUuSpxxUqWoKx+NBtAhU+wVo25L6xeyIhIUGKx6EWm2BQ2XpztWvXzq+CcPRznQvC4kOIXTBRARUq1H3JmerD4u7ibYUOU1NTPVoQPVl8XIsmVhg5aZ1Iu7q8uTj9ed8XHTt2xIQJEwAA7/4Z51eMmECAdw/Fwyxw6Nu3L4YNGxbSPoQK7YxuTWzp9FpOHN1c7tykiVqCZK0AQkjUuJP2798PQggEXSKsSS1BeDVqamqiLg4pUrjW6snMzIzQnoSPRiN8tmzZgpkzZ+KXX37B999/D7PZjGuvvdapbsUDDzyAL7/8EmvWrMGWLVtQXFyMiRMnKr5vNO2ZN9c3qILpC2rxCTR1WhI+thu1v8XWimV25XhDaloaQrd2ddU5p7F8QT9XoJYwACgz8jBaOajV6oCFqCcyMjKgVqvBESs4k3IF5SicQcws9Lb/1HrjKnxciyaWGlRQRUlwsy9hE4rFh3L77bcjMzMTpQYVPvnLt+Vm01kdDldqoNfr8eCDD0Y8LoJW67Yk24L8L12SvZYPFT7u3FyUaIvz+fXXXwEAlsQcgONhTch2Wt7ccY0tjXTF8XDQaITPN998gxkzZqBLly7o3r07li1bhlOnTmHXrl0AxJoV77zzDl566SUMGzYMvXv3xnvvvYft27fjl19+UXTfEhMTpZOFNwRWO4OuH6iFwdHiQ4h/xdYICZ/FB7B3wFZVnwvO2kGIJJroWL6gZtoL9aqAm0/SY9OqVauQLQgUtVotZZsp0bjVFZUts9Db90uFD885fyeuRRPT9VZJHEXaLeCrAWkgDUo9ERsbi4ceeggA8P0ZPY5Xej4Hygw8Vh8X44HuuOMO2dqbBEtNTY0UzGyNS4egEfdN7vYRtCqzu8BmSm4UZXYRQrB9+3YAgCW5ldO/27Zti9h+RROONbC0Wq1s175optEIH1docS6qVnft2gWz2Yzhw4dL63Ts2BGtW7fGjh07FN8feqPh6yv838hqAm+zAgQqRFq1agWe51Fr4VFp8u9Js9LEodbCg+M46WasJJ07d7Z1azcGddPnjFXgzXXQaDTo2rWrX9tkZGQgJiYGVsIFXMhQqfgnWphSVaN8UTe+VpyDFtZ0hyeLj2vRxGQdkbKYIi18eN77pUoO4QOIAfTXXnstCDi8ezgOVg8f+8OjsTBYOXTp0kVykUUSKkgEbRyg1kGITXFaLhdUzOTGeRM+FkXmDoaDBw+ipKQEhFfDmiha1S3JbUBs7ykRB9XYcIyfUzLhJZpolMJHEATMmjULgwYNwuWXXw5ADOTTarUNzHSZmZkeT26j0Yiqqiqnv2ChdQ9UAdzgqUhKTU2VgmD9RafTSU+Z/sb50PWys7ODTv8NBLVaLQmWYFp6qG01gDp37uz3/nIcJ1l9As54sx0fuYP76Dnqq6ZRUD3MHLFaoKotdZrT7WqSxcdlfjdFE+kFItIxPr6EjZxuprvvvhuJiYk4XaPGj8UNz7s/yjXYdVEHnufx0EMP+RRl4YBmKQkx4oOgNTbVabkcVFRUSEURW8Z5Ph+oxScaWld88803AABLShuAFy0ZRBsLa4LY0Pi7776L2L4xIkfkf7FBMHPmTPzxxx/4+OOPQxpn3rx5SEpKkv5CsYLQvld8bZmPNe3Qm5S3p3NvSJlddf6ZJul64SxOZe9lFviTFd2GjuEvwQZ+K2Xx6dmzJwBAVXsRsHpJCw+ih5kjqprz4IiAFi1aeI3xoTcjXzV8xHWCqyAtN76EjZziIzk5GbfccgsAYG1RrFNFZ4EAHx8T43+uv/56xaqfB8qff4qNJq1x6QAAIVb899ChQ7LNQYOVW+it0Hu55GTHWqHixL5hkWxdUVdXh40bNwIAzOnOfQnp6/Xr10c8YzHSOMbvRbpsRbhodMLnnnvuwVdffYUff/zRqchcVlYWTCZTg7LtFy5cQFZWltuxZs+ejcrKSunPtbpnIFDxoqor9TueRS7h42/rinClsjvSrVs3ADaLT4A3T2olomP4i2TxCUD4OGZ0yX18WrVqJdZpIkJIGW6+oP3M+vXr51UoULeVa4yPO6g4irTwCTdjx45Fq1atUG3msemsvY/X7lItTtWoERsbi5tvvjmCe+jMgQMHAADW+BZO/xYVFcmWVk6FT0sv8T0AoOaBzBhxHbljjALh22+/RV1dHQR9ohTQTLGk5oOodLhw4YIUA9RccexbZjabm4UQbDTChxCCe+65B2vXrsWmTZsaWC169+4NjUYjKXwAOHz4ME6dOuWxv5NOp0NiYqLTX7Dk5eVBr9eDs5r9jvNR1YgFx4JtaOjYusIfTtco26rCHR06dJAqgwZSz4cz1YI31YDnea9tKtwRTC2fShOHOgsPnucViX8aNGgQAEBdfkL2sQGI/czKTzrN5QkqfPxxDtF1Ih3jE27hpVarUVhYCAD47nSMFCi/4ZQogiZOnChVCY80ZWVlKC4uBgFgjcsAILpzBG08BEHAwYMHZZmHZo3lxPq+MebYYoBo/ZxwY7FYsGbNGgCAqUXnhiW3eTVMGWLs3erVq8O9e1GFY2Y0gKipv6QkjUb4zJw5Ex9++CFWrlyJhIQEnD9/HufPn5caMSYlJeG2227Dgw8+iB9//BG7du3CLbfcggEDBkjtE5RErVajS5cuAESXgy84Ux14YxV4npe2CxRqZj/rR88uQuwWn3Ca53U6nUNwb4mPte3QdQsKCgIuCifV8qlTQfDzfukY/yRHarQrQ4cOBQCoK08FXPLAH1RV58Bb6pGYmIjevXt7XZeKCL+ET5RYfHzNr4QwGz58OFJSUnDJxGNvmQZna1U4WqmBSqXC9ddf73uAMLFnzx4AgBCbBqjt5641IdPp/VCRhI+XwGYKFUd0m3CzefNmFBcXQ1DrGri5KObMLiAcj/3792Pv3r1h3sPowTW2NZRY18ZCoxE+b7zxBiorK3H11VcjOztb+lu1apW0zsKFCzFmzBhMmjQJV111FbKysvDZZ5+FbR+leBZb7RlvqKrFdQoKChAfH+9jbffk5uZCpVKhzuK7Z1eZkUedhYdKpQpLRpcjkiCsDVz4BCMKs7KyoNFoYBY4lBp4v2ocKV3fqEOHDsjNzQUnWKEul7+wm6ZMrJkyZMgQ/zMz/FA+dJVICx9fwkYJ87xGo8Hf/vY3AMDOCzr8ckEUFf369UNaWprs8wULLelBA3YpFpt7h74fKjQUIMsPi0+2TRyFEj4QLBaLBcuXLwcgihuo3P8eiDZWEkXvvfde2PYv2qAZ0hTXcJGmSKMRPoQQt3+0wSAA6PV6vPbaaygvL0dtbS0+++wzj/E9SkBrzairzgHE+4VaHWB9GndoNBrpRn3KR5wPdXO1adNGEYuGN6grL5B0bpUtLTsYN6BKpZLiv87VqfyqcXRe5orNrnAch5EjRwIAtBePyDu4xSi50EaNGuVz9UAsPq7bRApfwkaprLMhQ4YAAPaVa7C7VOu0LBoghOB///sfAMCS5BzQTtO3Dx8+HPJTvMFgkAKV/RE+WTHiby0SXdB/+OEHnD59GkSlgynTu5vclN0dhOOxZ88e2QRiY6O83DkTmWbuNWUajfBpDHTs2BFxcXHgrEbv2V2EQGULcu3bt29IcxYUFAAATtV4z+w6Va12Wj+c0Bgdvr4csPrTC0CQjl+g8T0UatU652ecT7FSXdkdGDlyJFQqFVS1JeDr5CtmqCk9Bo5Y0bZt26DjxTwRLT2afVWOViogs2PHjoiPj0edhcdp22/M3yri4aCoqEisU8OpYI13fsgjunhYY5IhCAJ+++23kOYpLhYf1GLVAhI0vkVwC5s4Ki0tdQqeVRqj0ShZb4zZ3QCV94c8oouHOUPs37VkyZKIx7JFAip8iMvrpgwTPjKiVqvtVh8vXcn5+grw5jpotVq/C/N5gnbWPe3D4kMtQpEQPi1atEBKSgo4QsDX+U735+vLwREr4uPjg24dQS03/hYxVNriAwBpaWkYPHgwAEBTIlOaMSHQXhTHGjduXMTbJiiFL4uOUmm4KpUKV111lfS6a9euUeXmosVZrYnZgKrhww/tRh5qlWIqfFrE2IUBIYDRKv65GgTj1QSxasFp23Cwdu1aXLhwAYImDuZM/x4CTDndQXgNDh8+jB9//FHhPYw+ysrEa7JgK4VAXzdlmPCRmX79+gHwLnzUlaLfu1evXiEXEqTC52S1d4vPSdvTKq03FE44jkPHjuJTFU3h94Zjmn+w9VmoYCqp8729WYAUIyVXjy5P0KBYTdkxwBJ6x3ZV1VnwhirExcXh2muvDXk8V6Ilid2XxcdoDP1YeuJf//oXPvroI3z44YdYuHChYvMEw88//wwAsCS7F+x0+c6dO0Pqt0Y7v7eIsVvWTAJw+5Y03L4lDSYXQwnHARk213K4qiNXVFTggw8+AAAYW/WSChb6gmhiYMoWH0CXLFmi6LkUbVitVsm1ZY1lwocRJDSDjK+9CM5c73YdVcVpp3VDgQqZEoMKdRb3T/t1Fg4l9aJFgwqlcBOI8OFt69BtgoEKmPP1vi0+pfU8CDjExMQ0aNgnN926dUNBQQE4wQqNDLE+2gtiqvLIkSP9zn6jVqFoETX+4OtmpKQ7heM4ZGdny9rDTQ7Onz+PP//8EwS2ysRuEOJbQNDEoLa2NqQYFipeMvT+u4IybCIpXMJn2bJlqK2thTU2FZa0wCzbpszLIWjicOHCBXz66acK7WH0UVFRAUEQQACpzQkTPoyASU9Px2WXXQYOkOJ4nLAYpYwlah0KhcTERGRmimmrp6rd3+Tp8hYtWkSs9ggt0sjX+WHxqQutsCNgFz5lBt5ns9ILNnGUk5OjuKuI4zhMnDgRAKAtOeQzCN7rWPWVUFeeAcdxwaVX+6F86CqRdqH5Ej7N6SmdsmXLFgBiNhfRxIj+JqtZ/KO+J46DJSUPAEJy41Dxkqb3P5YqLYwWn5MnT+KLL74AABhzr2hY6dzdsXFEpRatRABWrFjRLAJ8AYf4HrUeRCM+ODWHz86EjwJQSw51aTmirjoLDgR5eXmydXSW3F0eApxPRdDNRaG1fHhDpfc6NoIFvK3DON0mGFJTU6HT6UDA+Uz1L7W9n5OTE/R8gTB8+HAkJSWBN9VAfSn4Am/aErFa78CBAwMKyqYixh/JZb9/Rlb4+LLo0HpezQlarNWSaitIKliQsPsDJOz+ABDsMVH0/Z9//jlogVhSIj6spQVg8aFZlBcuBN6nL1BoYLIlOVfKZnPCw7FxxJJ2GayxaaitrZXS4Zs6NJWdaPQQNGKXdpbOzggKu/A52+CJXl0hxv7IYe2h2ON83Ft86PJIubkAUYikp6eLljAvAc58fQU4QpwsWcHAcZxUyuCiwbu762K9vXhhONDpdBg7diwAQHMhyKq6FiM0pWLtnkmTJgW0aTBxU5FuxMmEjzMnT57EkSNHQDgOlhTvldit8ZkQtHGoq6uTgqEDhYqXQIQPrZFFRZNS7Nu3D9u2bQMBB2OrELJkOU60FgH48ssvI1KDKNxIwketB1GL8aasgCEjKDp16mRLazc5ZzERAlWVPGnsjlBLjieLD10eSeEDODRy9SJ8aAxQ+/btQ7YySMKn3j+LTyhCK1AmTJgAlUoFdc2FgBrbUjSlR8EJFuTn50tNUP1FsvgE4OqKtPDxVUbftex+U+f7778HAFgTW4Fo9N5X5jiYU8WYl2C6kRsMBulmmKbzX/hQt5iSjUoJIXjrrbcAAOaM9hBikkMaz5qYDUtSLqxWK9555x0Z9jC6qampAQAQlVZK/a+rq2vy/bqY8FEAlUrlXMzQBm+sBG+ulyWN3REqaIprVQ3iWSyCvVVFtAgflZcaNrS+jRxuuRYtxEaNl4y+q1o7rh8O0tPTpUJ4mpIArT6EiPFBEHtGBSoQqYghflTpEaLE1eVL+NALeHPAarVKAsac7t9v2pIuCp+dO3cGXKeltFR8GNGpCGLV/ofEU4tPWVmZYgUmf/nlFxw4cACEV8GUE9gDgCeMrXqDQGx7cfToUVnGjFYkS6lKA+JQ4bqpW1CZ8FEIWuRMVW0P7FNVif/v2rVryGnsjmRmZiIuLg5WwjUo2Fdcp4KVcIiLiwtrFWt3+GXxsb0nh0jLyBAbNvoSPvR9un64mDBhAgBAU/5XQKntqqpi8MZqxMXFYfjw4QHPG4jFRyDiupG2+Piy6NTU1ES8unS4+P3338WihSotLMn+tZ8RYlJgjUuH1WrFDz/8ENB81GKTqhMa9Pr0RqKWQMWJFfaVyBQihNhbU7ToDKINrKefJ4TYVCku6v3335dlzGiFxnwRXg1wKsnC29STBZjwUQipb5dD+jbtVdWjRw9Z5+I4TipM6NqpnRY2bNu2bcSf2uk+8vUVgLsKqYRIgc1yCp9yL8LHKgAVERI+Xbt2RX5+vpjaXnbc7+00F/8EAIwYMQIxMTEBz0tFjF/Cx2WbSOFL+AiC0Cy6SgPA+vXrAQDmtAK/a9UAgDldTBb4+uuvAxKJNEYnRReY+4PngBSb1UcJd9fu3bvFdH5eBVPW5bKObcrpAUAMCI9Uh/lwILm0OM72xzsvb6Iw4aMQrVu3RkJCAjhiP4FU1eIF5PLL5f2RAkBeXh4AoLjW+UJ41vY6P997AGQ4yMrKQmxsLDgiiNldLnDGanCCBRqNRpZCgrQmT6XJ82lebeZAwIHneSQnJ4c8ZyBwHGcPci71z6TOmeuhrhA7Xo8ZMyaoeVUqUQz7Z/Fx3iZSeHNlEdtlrDkEZVZVVWHr1q0A4LHruCfMqfkgvAonTpzAwYP+u1eljK4A4nsoSgY4r1mzBoAo6IjGwwMAEcTritF+/nDGGnDGaq+lJISYFJhtxR+bcl0fuwBumhXfPcGEj0LwPN+gszhvqQfP87L3UwLswqbYxdVF43uoMIokPM9L+0ktO46o6sXYg7y8PFkKxfkjfKps7yUlJUXk5n7NNddAo9FAVVfmV/8uddlf4AhBhw4d0LZt26DmtAsf/2N8Im3x8Sp81GJQZnMQPt999x3MZjOssalSiwG/Ueukmj7UauQPVLSkBpDRRaHbyC18zp8/j507dwKA10aknKkW8fvWIP7AWmlZ/IG1iN+3BpzJuxXRnClev7/77rsma02UrnlUBNqEUKR/70rTtD9dhHEXoNu6dWvo9T6yMIKACptzLq6u4igSPgC8Ch++vsJpnVBJSRErkVabOY/WDSqK6LrhJikpyV7+wA93l6ZcXGfEiBFBzxmYxUcUR5GuWFxdXe3xPaJqHsKHEIKvvvoKAGDOCK64J91u06ZNft/MJeEThMUnTSGLz3fffQdCCCwJ2SB6ZYqyWhOyIOgTYTAY8NNPPykyR6TRasXfDidYAUEAZ4vyocubKkz4KIg74aNUEUHajbzUoVifRQAu2l7T9yMNFWBU5DhCxZBcIo1WqRYI57GdR7VZXB5uN5cj11xzDQBAU17kvqqsDc5QBVVtKXiex9ChQ4Oejwofqx/Cx9oYXF3NpP7IwYMHceLECRBeBXNqcNY+a3ymdDPftGmTX9vQGj7pQVh8aEq73EUMadVqc4CtKQLCoQzA5s2blZsngkgP4YIFEMwNlzdRmPBREHeWC6VibdLS0qDX651SlEsNPATCQa/XIz09QLO4QrRpI/YUchfjQ5fJJXw0Go30A641e+5jBgAJCQmyzBkM/fv3h16vB2+q8ZrxRqs89+jRIyQLVUDCx3avi6TpmxDiVdRQiw8txtZUoe4pS0oeoA4yK5TjYErv4DSeNwghUsuJ9ADaVVCUaFRaWlqK48ePgwCwemjOKhe0B9rvv/8Ok8mk6FyRID4+HgDAWU3grOLn02g0zOLDCJ7s7OwGmVRKWV44jmsQEEwrErds2TLiGV2U1q3FCxVvrHIOLiREEj5yHiMqaGo9WHxqzLzTepFAr9dLBS1p4LI76HtXXnllSPNRt5XVjxgfaxS4uurr673WgaEWn6Zcar+urk7qtRWsm4tiSb8MhONw6NAh/PXXX17XrayslKpmB1K1mZIeYxc+cpUb2LdvHwBAiE3zXbwxRISYFAhqPYxGI44cCb2pcLRBr3ucxQjOVlIjUv0cwwkTPgqiVqsb1M6RI1vJE65zUbdXpOv3OJKRkQGdTgeOCOBMDpkW5jpwghUqlUrW1hH0iabO4v5Ur7cJori4ONnmDIaBAwcCANSVZ9yv4NDcdsCAASHNZRc+vte1EOdtIoEvSw4VPk3Z4rNlyxbU19dD0CXCGh9ahXGiiYElSXwA2bBhg9d1z50TC7CmaAVog/B2UitRbW2tbK7IY8fEVi3WuDCUn+A4CLZ5mmIxQ+ri58wGcGaxaCETPoyQca0GrGRbBNexy432ruzRAs/zUjNQ3mgPWKX/z87OlvUmS+vcGD1Y6Q1WUfjExspT/CxYaMFLvrYUsDQ0qaurz4EDQW5ubsjCkB5fgXgO+qZEQ4yPT0HTDCw+33zzDQBbCrsM1ltzhhhr+P3333u1phUXFwMAWsTYf0BWQWwD4xhPWGrgcbGel1yjFJ0KSNYKTmOFCh1H0CfKMp4v6DxUBDYlaOYrZ6mXhA9d1pRhwkdhHGNrYmJiFLUsuAqcSxFoxeAPkvAxOAof0fojd6NQu/Bxf7Ogy4MpBCgnGRkZaNOmDTgA6pqGgaC06nfv3r1DnstRWPryPlgF8fhoNBrvKyqIL0FDVE3b4lNcXIy9e/eCwEOLiiBq1ViTWkFQx6CiogK//vqrx7nPnBEtkC1i7cKn3MjjoR0pmL3THmc2e2cKHtqR4rZYaKZNNJ09e9br5/QXe0fx8PxmSRPuWi4JHyJAZUs4SUtLi+AehQcmfBTG8SRSWkm7jl9l4hrsQzQgCR9HV5fN4kPfkwsa3OxL+MjZQiRYunXrBgCSS8sRlU0M0XVCwVH4WHwIn8bk6mqKNyYAUosJa2IOiLbhg1NQtWo4HpY0MTOMNjx1BxU+WTHBV/LNsokmubqdm8227CMuPFZIYptHmrcJodFoJNcWXyd2GYiWRBglYcJHYRIT7eZYpX2nDYWP+PVGMlXbHdQC5XhR5s21Tu/JBc1OMAvuhY+ZOK8XSWhFb77Wpby/1SIVN5Sj6rejiPEV4EwtPo1B+DRFiw8hBBs3bgQgf+o2HW/79u0ea/pQsZIVG3hgM4UKHyqiQkV6SBGUaXzqCmebJxoejpSACh2V7boTbQ/KSsCEj8I4Zgs5iiAlcBU41ebIFufzBBU3vMl+saUiSG7h4yuQl3azj6Qrh9KxY0cA9katFL6uDBwIUlNTZeknplKppCw/i4/7GbX4RPL4BCJ8mlqj0qKiIpw8eRKE42FJbiPr2EJsGgRdIoxGI3bs2NHgfUIITp0SMwmzY4O3+GTLbPGh1zPeHFg15TFjxuD999/HmDFjwHEcOJN/23O2eZpq7AsVPpxgdXrdlGHCR2EchY/SmUOuKdnRUKPGHfTmzTlcuHhbYJ3cjULpDdvTDT4aLBqUVq1aQa/Xg3OJy6CtPNq3by9LWQKO46TjYvVgCaNYbO9H0iLmKxuI1vERBMFnM9PGxs8//wwAsCa2BNQyfwccB3NqntM8jpSWlqKurg48R5AZivCJE7c9deoUBHfNiQNEKonhpvq7N6ZMmYLWrVtjypQpIIQ4udq9QeeJliKwcuMqdJjwYYSMY9Cs0sLHdXwLiY5UbVekgDqb2HH8v9xPVfZO5O5v8PQyHOnKxHQf3BW45OvEC2+wvbncQYWP2VeMj2Dft0jhMw2aV4Hw4v55a23RGNm+fTsAwJwir7WHQq1Iv/76a4MYFtqVvEWMAE0Id4oWegFqjsBgMMhSwVmyjFZf8B2d78Dq1atx6tQprF69GhzHQdDG+95IsEouIDpvU8P1mstcXYyQcUyTVjpl2tP4kU7VdoWaqmlfGMDuR5fbLUctJJ4ujzSdO1oKPLoVPoYKAPL2W5MsPj5ifMxRaPFx57KgmV1NqW1FeXk5Dh8+DACwJrdSZA4hLh2CWo+6ujrs37/f6b0TJ04AAFqGYO0BABVvd3fRMUPh8ssvh0ajESud234b/rB+/XrcfPPNWL9+PQghIFrf10VV9TlwghWpqalR0+9QblyFTrSFRigBEz4K4+hmUlqA8DzfIABPp9NFhTXDEZ1O5/ZYqNVqqeCgXNgtPv6tF2moGd8Rvr7S43vBYg/69r6eJQqCv137dLlzWdA4n6Zk8fn9998BANbYVBCNQtcOjoM1SSyqunv3bqe3qMWnZVzoQcQ5cfIJn9jYWKnulT+NfSk0/iuQODCNbfzBgwdHzcOR3DjGhiYkJERFvKPSRMfVvgnj6OoKR+M3d8InGnEXd5SQkCD7xYVe5HwNGy1BsQ0qe1vN4C317t8LAV+xT5RosPi4Ch93Lgsa5+OtmWljY8+ePQAAa4K8ta1csdjGp/NRqEihoiUUWsoofABgxIgRAABN6VFACH3/3GIxQn3pBADg2muvVWaOKMBR+ERbBrBSRD6is4njeMMIx82jsQifxMTEBv5+JbLeJOHjYz05gi7lwLWOEQ3ATExMlDVInZ6LrpV2XTFHQdaba8Dy+vXr8dVXX4HjOLvLQiXun6e07MbIwYMHASDkFhW+sCaI4x8+fBhmsxkajQaEEFmFT45DgLMcDBo0CKmpqSgvL4e6vAgWd4UdQ0Rb8ic4wYrLLrsMnTt3ln38aMHxuhttiTBKwSw+CuN4wwiHy8l1jmg1W7oLuI5EEHa0Ga8dK1dXd58GziRae+Tutya5unzF+ES4wCMhpIHwceeyoBafppLVZTQaUVRUBACwxivbk4roEkFUWpjNZknsVFRUoLq6GhwIckKM8QEgjXHy5ElZrKsajQaTJk0CAGjP7QsoyNkvrBZoLhwAILpWm6qbC2iewodZfBQm3GnSrsIn2uJ7KO5ifJSIgbJaxQuuinN/YVRxzutFmtjYWMTHx6Ompga81SgVdpS7xxsVMhYf6eyRdnWZzWa/vhuiEn9n9fX1PtZsHNDUb6LSKhffQ+E4WGNToa4+j6KiIrRr106yzKTpg2tO6kpWrBU8R1BXV4eysjJZUqbHjx+PlStXora2QrT6pDXMeiTaONR0m+x2e3dVsCmakkPgLQZkZ2dj2LBhIe9rNON43Y2Gsh7hgFl8FMa5L5LycSSuJy4TPuJNk/dwf+ejTPgAjpWt6xQr7ChZfHx8bJPgvH64MRgM/q3Ii5bNpiJ8aF8rQZ8sS1NSXwh6sao8ra5Miw2GUrjQETUPZOgFp7FDJT4+HlOmTAEA6Ip3u+9LxvEgugS3f+A83P6sJmjP7wMA3HzzzU1eDISz5Eq0wISPwjgKj3CYS12zk6JV+LhznSjhTqGxO56FjyhGo0n4SJVUTbVSdVq5a2vQY61RAQsGXMK8fvZicPP6XcKCAZeQqhNgEiLr6jIajQA8lyOg0Do+JlPDzvaNERr/JujkzXL0BLHVtKHzUuGVJZPwASAVQZSrWSkATJ48GUlJSeANVWKgswxoz/8B3mJEbm4u/va3v8kyZjTDcRzuvfdeDBw4EFOnTo307oQFJnwUxlGIhMPi4yp8oiVN25VwCR+LRUzFVXkQPnR5tAQ3A3aRw5vrpOrWcldTpRYcC+GQESMgXW///Ol6ARkxAjjO7uqKlPCRhIyvhpS8+FROhVJjhzZcDbQDebBtGQSXDuTnzp0DAGTEyPe7aGE7x+jYchAbG4t//OMfAADt2d9D7t/FmeuhPS/G9tx2221N3tpDmTRpEp599lkUFMjbDy5aic67YhPC0coTDouP6xzRGpTn7kaqhDvF7uryEOPDO68XDVDhw5kN4Myiq0fuita0tILJy8d2rPETKeFDqwlTi45HbG6LptJBm6bl06Btfwm2LQNth0HnpZafDL18v4t0W4d3Oao3OzJu3Di0aNECvLkOmpI/QxpLe24fOMGMDh06YMiQITLtISPaYMKnidFYLD7unqSUyEDzHeMjCiJqGYoGpMrW5jrFWnlQIWPyEtxsstrfi5Twkb4XHwKe2IRPNAnYUJA+ty/B50JQbRkAEJtFjR6/ixfFNg0pOvksPqm2sejYcqHT6TB9+nQAtgwva3DilzPZhdNtt90WtQ+NjNCJzrtiEyUcrq7GYvFxJ3yUMCvbs7rcv09/ANHk6qJFxDhzHTiLaPGRu4y83eLj+fww2kSRRqOJWKyYXcj4OI9t53lTET72a0Vg14xg2jK4zisIAsrLxca4yVr5rlnJWvE3RseWkxEjRiAnJwe8xQDNxcNBjaE9vx8cseLyyy9H3759Zd5DRjTBhE8YiYSrK1oJt/DxZPGJtnR2wC58eEMVOIjfqdz1NagFx+jF4mO0iaJwVBz3ic/zunGc9/4iHXNrYJbIYNoyAAAnmKV5a2trpQeBBK18DwQJNhFVWVkp25gUtVqNG2+8EQDEGJ1AH2QsRkkw3XTTTY3mOsoIDiZ8mhiuP9hodXW5syAoYVWwZ3W5vxFEYzq7JHxs1p6EhATZRSFNYTV6sfjQ+J+oED7R0VEkbFChy1nCE6xN56E1pABAy5OQurK7EqsWf4s1NTWKWL+vvfZapKSkgDfXQl1xMqBtNaVHwQkW5Ofn44orrpB93xjRRXTeFZsozNVlx53IUUKk0WPuaWR6eKKlVxcAJCUleX0tB1TMGL3ovWiw+NjPCR/fD/2eo1ToBwrN4qMFLJWG1ovKyMiQaidpVb5/E65ZZBVGz9cbne0nLwiCIjF1Wq0WY8eOBYDA3F2ESOtPnDgxaq+ZDPloGlcJhoTrhT9af8TublBKWHx8NykNzjWgJK5uLSXKyFMxY/AjxsexwFm4kc4Jd8XpnBDfj9bzPVBozzbOUBWW+XjbPNnZ2ZIoUftxKF2zyEoNnn/Dagerq1LZd6NGjQIAqKqK/U7l5+vKoDJUQqfTNfkqzQwRJnyaONH6BOzuBhWJmxadMZqEj06nc8qiUqJ5qz+uLvpeJIUPdfFxPr4fzubSjGQXeTlp06YNAJsgCbE2jT/w9WIBy7y8PGmZP79G1yyydBnT34MhOzsbXbp0AQdIndV9oS4X1xswYECzqVzc3InOu2ITJRw39sbSqytcMT70mHu6bxLb5T3aBKKjlUcJiw9tD+JN+BgskRc+UokDwccNlVid12/kZGRkICUlBRwIVLVlyk5mMUJlEAOO27dvL/0OLX48C7hmkSXrPG9kdWiIq+R1adCgQQAAdaV/FaLVlWectmM0faLras8ImcZSx8fdfimxr5Lw8fA+FUTRdpzi4+Pd/l8uqJih4sYdhiiw+FCXHAfvri7OJowiVW9IbjiOQ5cuXQAAqurzis6lqhELCrZs2RIpKSl+WQMpgWSR0XgynucVtczRVHRV9XnfLlKLAap6Mb2+T58+iu0TI7qIrqt9Eycc7hR6QWmXKPrQo7XkerhifOg8godDLzR34ePN4hNFwscntqJ1kdxXuenduzcAQFUlX28rd1DLCJ2Pnm8mgfNa2TtQasy8NL6S1u+2bdsiNjYWnGCWXHieUNWIxRRzc3Nlr5XFiF6i62rfxAmHq4sKHYvNrBytrq5wWXxcj4crVuK8XrTgGGugRNwBdXV5Ez71NmsQXTcS6PV66XdT22kMarpcL71X0+V61HSbDKKNk+rQNCXhQ9OqVdUXAIufXeoDhRCoK045zRcfHy/9HqrM8v0mK03i90jLNSiFSqVCu3btAAB8nfdiiao60Y3YoUMHRfeJEV0w4dPEoDEO1KwcrcInXDE+UjNODxZv2rIh2oJiHcWGEsKHCgSTwMHq4dhQURRJ4cNxnDQ/UelAHLqVE108iO7/t3fvwVGV9xvAn3P2ks2NREhICLmDcokGSIAYKEIEuYyi/oYiFsZBcWjLQAeL2oKOYqd1uNSijlK8jLcZddDpjNRxxlaGVqxXEEgFBBEqEYEkEEI22SS7m93z+2P3Pbub7IaEZPec3fN8ZjIke305m+x59vve0gFJhuTxbWYajeqYVkaOHIlRo0ZBggJz848Rb6dYU9FWvjhiKOyN7LgI2eWAzWZTu4gkSUJ2djYAoKmz5yliaJIXf6luxqaqQDVlU1Uz/lLdrG5LEc4lp+/ve/jw4b22aTCIzTZNHZd7vZ2oCBllc07yYfCJoVh0dYlPah0efZ7QBbUSk5aDriG+qbvRDD7uCCsUi4049XacgsNGNKoYwY8fqeqjh+ADBC3m5+llMb8uX/BJtFk5NTU1AABL06nIN5JkKEnpEUNhb8TjTps2LWR81IgRIwAAjR1hPqDIvl3b81K8eHlmE16e2YS8FC+yk73qpr/hNHTIIY8dTQUFBQAAqbP3VaLFNH5xezIGBp8YikVXlziBi24Kvc5yiVXFR92aIcLJXexVpbdBscFhJxrBx2q1qr8bHRGOjfgd0jpMiOn8va1iLEJRNKb+a+mWW26BJEkwt56H5Gwd3Af3emC+5As+8+bNC7mqsLAQAHDOEflvUpJ8ixImmfqwowiA8/7HEo8dTWIdJPkKx0xcL25PxsDgE0OxqPiIk1mnx/fS6q2SIQTWZ/GqMy+iMc7mSmNZ9DCAN5zgQb3RapsINJFmdulhjA8QvH1D5HEuIhQlWvDJyclRZxtZGq9u881IzM2nIXc5kZ2drQ5sFkpKSgAAP7YN3oeRujbf33dpaemgPWYkubm5AADZ1Rb5Rh6X2kUqbk/GwOCTYLpXLvRWyRDUkKN4feEH2gYfrU/u3QWHnWi9huL/3B4p+Ojk2Ki71Xc5AdmM1op70FpxDyCL3yEFkrsz5LaJ5PbbbwcAWC6eGNTFDK0N3wLwbTvR/W9PDPb9odUccQ2s/mhzS2q3mRh4HE1ijJLkcQP+cNOd7N+mIy0tTfPfcYqthAw+27dvR3FxMWw2G6qqqrBv3z6tmxQz3Ss8eq/4QPGoi9NFI/iIqka7O/zJvV0n3TndBb9u0Qo+YiBwR4Tgo5djowYfd4evT8Vk8X2J/hWPE5J/paZEDD7V1dXIycmB3NUJc9P/BuUx5bYLMDkuwGw247bbbutxfWlpKSwWC9rcMuo7Bn6aONXi+9vOz8+PSVUuJSVF/f0WAae74P3JyFgSLvi88847WLduHTZu3IiDBw9iwoQJmDdvHhobG7VuWkzES8VHdMlJ3kBXVzRCmniTdYQ5uXsVoL1LDrmdXgS/btEKr2oovEJXl9YzpYYOHQoAkN0dYa8Xlw8ZMkS3Y9oGwmw24//+zzdjy1p/JPIy5P1grT8CAJg9ezaGDRvW83qrFePGjQMAHG8e+DE9ftn3GDfccMOAH6uvcnJyAAQCTnciEMVilhnpS8IFn23btmHlypW47777MH78eLzwwgtISUnBq6++qnXTYjK4ufuCb1rurN0b9WSueNRVd6Nx0hLjQ9rCrEfiCKoCRWNbiIEIDjtaBB9F0U/FR5yYpQjBR1yeyAvQ3XbbbUhJSYGp8zJMLWcG9FhSp13dx+quu+6KeLtJkyYBAL4dhOAjHkM8ZiyIQCM7w4/zkfyXi4BExpFQwcflcuHAgQOYM2eOepksy5gzZw6++OILDVsWO90Hwuo++HgDXV3RqE5lZGQAAFrDdHWJy1JTU3W3gGFwe6JVxRCVnPYuCVYZ6tRkq+yb5i/2VtI6FGZlZQEAJHf43bbFLtzidokoLS1NHetjPX84/I3CjX8Kw1p/BBIUTJkypdf1a8SA56PNlogrn/eF3SXhdKsp5DFjQQxYjjQbTgQiDmw2noQKPhcvXoTH4+mR4HNyclBf33O/G6fTCbvdHvIVTbGY1RUvXV0i+EjeLkDpCrlsMIkqgN0l9+ghsLt8v/6iK0VPxKdVSZKi1tUUCD5yj6nJotojy7LmM95ExSfSWA3Z7bs8kYMPAPz85z+HxWKBua0h/P5d4cY/db+Jux2Wi98DAJYtW9br840fPx6pqaloc8s4Zb/6DwaHmyxQIGH06NFhu9Wi5UpT2mWnPeR2ZBwJFXz6a9OmTcjIyFC/or2IVSy6urqfpLQ+aUWiVqK8nqhuMCmCj8srwauEVjVa/MFHj10kN9xwA7Zt24ZXX301auG1t64uh3/sU2pqakx+b3sTmKHjAjw9ZzUZoeID+P5/Yr0d6/lvruoxLPVHISkelJWVYcKECb3e1mw2o6qqCgBw8MLVfyg5eNF33+rq6qt+jKuRn58PAJDDLWKoKOrl4nZkHAkVfLKysmAymdDQ0BByeUNDQ9hy5oYNG9DS0qJ+nTkzsL5zPejetaXX4CNO5hIUX9UH0emWS05OVo9Bi1sOqWroOfhIkoSKigp1PZVoEF1Y4YKPuEzrbi7AF77Eayi5e1Z9JAMNUr377rshyzLMLT9dcR+qHrqcsDYeBwAsXbq0T4F2+vTpAALhpb9cHuCbS9aQx4qVoqIiAP7Vmbvt0i51dUDyuCBJEldtNqCECj5WqxWVlZXYs2ePepnX68WePXvCftpISkrCkCFDQr6iKRZdXfEyxidcu6LVVlEJaHaG/rqLnxO9UhCJ6OoKN+NNTP/XekYXELp3VLjuLtlA05Lz8/Mxc+ZMAP2v+lgbj0PyulFcXNzn6suNN94Ii8WC8+0mnO1lFedIjlyywOmRMHz48JhvBJqbm+vb5FbxqFtTCHK7b4+uvLw83Q4HoOhJqOADAOvWrcPLL7+MN954A8eOHcOqVavgcDhw3333ad00dnUFsVgsPbaoiNbsJXFCjBR8jHDCDEet+ISb8aaTqexCb1OTxWVGmZ2zdOlSAID50g/qzKQr8nbB4l+wcOnSpZDlvr31p6amqgOS9zf2/+9z/wVfqJgxY0bMu0xlWVYrpnJHaHWMm5MaW8IFnyVLluCpp57C448/jokTJ6K2thb/+Mc/dPGmGIuKT7x0dQGhbbVYLFGbWSUqOpc6WfEJ1lvFR4zx0Vvw6TE12dMF2b+VhRG6ugDfyscVFRWQoMDacLRP9zE3/Q9yVweys7Nx88039+v5Zs2aBQD4qp/Bx+0FDl6whDxGrI0ePRoAIDuaQi43tTeFXE/GknDBBwDWrFmDuro6OJ1OfPXVV+oAPSOIl3V8gOhvxCmIE+IlZ2iFqckfhIxywuxOVHzCBh9/V5deFnZUZ7l123tJVHuCV+o1giVLlgAALBdORNySQaUEAtKiRYv6/QFj+vTpMJvNOOsw46d+7N11uMmCDo+MrKwslJWV9es5B4vYHkMEHUEEoVhsn0H6k5DBx8jiZYwPENrWaLYzEHwCv+5eJfCzHqqBWgge3Ny9GOnQ0eBmIKji0y34iJ+HDx+u+eyzWJoyZQoKCwshed3q9PRITK31MHU0w2az4dZbb+33c6Wnp2PKlCkAgH39qPp81ejr5po5c2afu9YG23XXXQcAMDmaAitee9yQOy+HXE/GwuATQ1qs46Pn4BOLHciBQPC5GNTVZXdJ6FIkyLIc07VF9ERUc7yK1GMTVzG4WXfBxxk6xkcEH6MtQifLsrqNhaXxeK/bWFgajwEA5s6de9WvZ01NDQBfd1df3sZcHuCQfyZYf7vWBlNpaSnMZjMkj1OtFpramyDB18Vt1L99o2PwiaFYfCLt/slKq09afRGrri5x0mwKCj5Nnb6SfVZWlu5WbY6VpKQkdVXotm4rW7f5x/joLfhILkfISV4M7jVid+XcuXNhs9lg6myBqS38XoSSuwPmy3UAAru8X43p06f7Z3eZ+zS76/AlCzr9s7nGjx9/1c87UFarFaWlpQAAk+MiAED2/xvrWWakH/o9K1LCC674RLMyJU6a7V2yuvFmk9PY43uESJu4OnRW8cnOzoYsy5AUD6SuwJ5douJjxO7K1NRUtRJjvngi7G3MTacgKQrGjh07oIG8qampmDp1KoC+dXft83dzzZo1S/MuSBFwROAx+cf3MPgYF4MPaSZWFZ+UlBT1BC6qPqLby4gnzGDqAOduFR8RhPQyuNlsNqtbi0hB3V1icLPRurqE+fPnAwAszacBb89VrS1NpwBAXfF5IMT6QfuvsIqz2wscuuirJN50000Dft6BUsf5+Bd8lNs5sNnoGHxIM7Gq+ACByo6o9DQx+AAIrviEvhU43Prq6gLCD3CWDdzVBfi2NsnOzobkccPc8lPIdVKnHab2JsiyrFaGBqK6uhomkwlnHWacb4986vj2kgWd/tlcWnZzCeqU9vZLgLdL3aqCwce4GHxiKBaDm+NJrCo+QM9xPmKMj9GDjwg2wWN8FEV/s7qA4Cnt/oqP4lW3sDDq6yjLslqJMTfXhVwnfp40aRIyMzMH/Fzp6emYNGkSgN737jpwMbBFhR7GGBYXF0OSJMhdHTDZz0OCgiFDhnBgs4Fp/1tpIFr3detN8Ay0aFd8egYfjvEBwnd1ubyA26u/4NO94iO5OyEpCmRZVrvBjGjGjBkAAPPln0L2pDJf/hEA8LOf/WzQnkvst3Uowt5digL813/dtGnTBu15ByI5ORkjRowAAJibTwMASkpK+H5sYAw+McQ/tFDBYSfa++WoXV3+Sg8HN/uE6+oS3VwmkwkpKSmatCucQMWn3f+vLwAZeWYeAJSVlSE1NRWSxxlYobjLpc70uvHGGwftucQeX9+3mHuMCwOAujYTml0ybDabWh3Sg8LCQgCBMCh+JmNi8IkhdnWF0mKMT7NThssDtLkZfICg4BN0EmsLGtisp7Ae2Ki0zf+vLwAZdcsRwWw2o6Kiwvd96zkAgKmtHhIUjBw5Uq12DIbc3FwUFxdDgYSjzZYe13/T5Kv2VFZWRm3vvauRn58PAJC7nCE/kzEx+MSQnk4iehBc5Yl2xUecNJucsrpis81mM9Q2B+EExvgEV3z0180FBF5DteLjH99j9PAKABMmTAAAmFobAABm/78TJ04c9OcSqzgfbuoZfI5e8l02efLkQX/egcjLy+v1ZzIWBh/STPAnwmgHH1EVuOyUQzYnNXoYDbdflwhBepnKLojXUHJ3+AY2+wMQB6kC119/PQDA1HYBUBTIjgshlw8msVv7sW4VH5cHOGn3dTnqLfh0H/xu1MHw5MPgEwNjxoyBLMu6ezPQWiwrPuLk6PJKOOdfeZYnzPBdXXqc0QUA11xzjW8RQyiQ3J2Q3b7gIypBRjZq1ChYLBbf1gzOVnWV4rFjxw76c5WXl0OWZTR2mnApaDX0U3Yz3F4Jw4YN011XUvffEf7OGBuDTwxs27YNb7311qD2tSeC4IpPtMcDJCUlqd1ap1t9n0qNPjYEiK+uLpPJhGuuuQYAILnb1YqPkWd0CRaLBcXFxQAA8+U6SN4uWK1WFBQUDPpzpaSkqGvjnGgJDCr/vsVXASovL9ddJTX4Q47FYkFGRoaGrSGtMfjEQGpqKkNPGMFhR+wZFU3iza+uzfdmzRNm+C0rxAwvvXV1AYHXTHJ3+Lq8wMqdUFJSAgCwXPoBAFBUVBS12W6iC+1kSPDxfV9WVhaV5xyIYcOGYeXKlaiursbatWt1sb4Qace4c0BJc8FhJxbBJzMzE3V1dfipzdfVJaoHRiaqYC6vBJcHsJr0W/EBQoOP7A8+DLA+orojurmiUe0Rxo0bBwD4wV89VRTgf/7xPeI6vVm2bJnWTSCdYOwlzcSyqwsInCC7FN+JncHHV40Un37b/VWfNh0HH/GayS4HJI8z5DKjGzlyZMjP0Zy5JPa/qms1w6v4lolodcuQZXlAm6ESxQKDTwJatWoVAODXv/61xi3pXXAZPhYL0HXv1x+MZfzjnSzLatVHdHHpdXAzEBR8Oi/7/pVlXXbJaaH7TKVobtyan5+PpKQkuLwSGtplnPFXUQsLC6M+UYFooNjVlYDuuusuzJw5U/dTNrUOPjxh+qSlpcFut6tdXO1d+tugVBCvodxxWf2Z4zV8YjlzyWQyoaioCCdOnMBPDjMaO3yvQWlpadSek2iw8B0jAUmShNzcXN3NrOgu1sGne9DhzA6f7mv56HmMjxp8/Dts8zUMGDp0aMjfUbSnbItZZOfbTeoSEeIyIj1jxYc0YzKZ1O9jEXy6n8j1eGLXgjgO7f7AIwKQHle1FkFH8m/GyapdgNlsxoMPPoh9+/ahuLhYneUVLWLw9Pl2GY0dvr9lva3fQxQOgw9pJjj4BH8fLd1P5KmpqVF/zngQqPjI8CpAh47H+HQPOgw+oRYsWIAFCxbE5LnEYOrP6gP77HErCIoH7OoizcR6HZ/g4GOz2Qy9o3ewwOBmCR1dEhT4go8eg2H3MKbHqpRRhAs5DD4UD/jOT5rJzs7G4sWL4Xa7e0zFjYbgE7keT+paEeGhvUtSp7RbrVZdzs7pHnQYfLRz3XXXYcmSJairqwMATJo0iRU4igsMPqQZSZKwevXqmD1fcnKy+n1KSkrMnlfvwgUfvQYKBh/9kGVZXTqDKJ6wq4sMIzj46LGaoRU1+LhldXyPXitiVqs1pItSr+0kIv1i8CHDCA4+ep/qH0siPLR3Sbqe0QX4Xrfgah2DDxH1F4MPGUbwYGoGnwARHjo8klrx0WvwAUIDbPD3RER9weBDhsEVfsMLrviIVZv1XEkJrvhwrBYR9RfPBGRI3KcrQFR3OroCFR89BwqbzRb2eyKivuCsLjKU3//+9/jss89wzz33aN0U3RAhp9MjodOj/64uBh8iGggGHzKUWK5sGy9Et5bbK6HVrf+KT/CMPM7OI6L+YlcXkcEFDxBudvreEhh8iChRMfgQGZzZbFZnvF126T/4zJo1C5mZmaioqMDw4cO1bg4RxRl2dRERUlJS4HK5cNlf8dHzNPGamhrU1NRo3QwiilOs+BCRWuFpdes/+BARDQSDDxH1CDoMPkSUqBh8iIjBh4gMg8GHiHqsh8PgQ0SJisGHiHoEHy4MSESJisGHiBh8iMgwGHyIiMGHiAyDwYeIQlZAliRJXdCQiCjRMPgQUY9tICRJ0rA1RETRw+BDRCFdW6z2EFEiY/AhopCww/E9RJTIGHyIKCT4sOJDRImMwYeIeozxISJKVAw+RMSKDxEZBoMPEcFisYT9nogo0TD4EFFIlYfBh4gSGYMPEbHiQ0SGERfB5/Tp07j//vtRUlKC5ORkjBo1Chs3boTL5Qq53TfffIMZM2bAZrOhoKAAW7du1ajFRPElOOxwjA8RJTKz1g3oi+PHj8Pr9eLFF1/E6NGjceTIEaxcuRIOhwNPPfUUAMBut2Pu3LmYM2cOXnjhBRw+fBgrVqxAZmYmfvnLX2r8PyDSt+DgYzbHxdsCEdFViYt3uPnz52P+/Pnqz6Wlpfjuu++wY8cONfi89dZbcLlcePXVV2G1WlFWVoba2lps27aNwYfoCtjVRURGERddXeG0tLRg6NCh6s9ffPEFbrrpppAy/bx58/Ddd9+hubk57GM4nU7Y7faQLyIjCq7ysOJDRIksLoPPyZMn8dxzz+FXv/qVell9fT1ycnJCbid+rq+vD/s4mzZtQkZGhvpVUFAQvUYT6RiDDxEZhabBZ/369ZAkqdev48ePh9zn7NmzmD9/PhYvXoyVK1cO6Pk3bNiAlpYW9evMmTMDejyieDVkyBD1+8zMTO0aQkQUZZp+tHvwwQdx77339nqb0tJS9ftz586hpqYG06ZNw0svvRRyu9zcXDQ0NIRcJn7Ozc0N+9hJSUlcnp8IvrCzZcsWnD17FrfccovWzSEiihpNg092djays7P7dNuzZ8+ipqYGlZWVeO211yDLocWq6upqPProo3C73ergzN27d2PMmDG45pprBr3tRImmqqpK6yYQEUVdXIzxOXv2LGbNmoXCwkI89dRTuHDhAurr60PG7ixduhRWqxX3338/jh49infeeQfPPvss1q1bp2HLiYiISE/iYhTj7t27cfLkSZw8eRL5+fkh1ymKAgDIyMjARx99hNWrV6OyshJZWVl4/PHHOZWdiIiIVJIikgPBbrcjIyMDLS0tIYM9iYiISL/6c/6Oi64uIiIiosHA4ENERESGweBDREREhsHgQ0RERIbB4ENERESGweBDREREhsHgQ0RERIbB4ENERESGweBDREREhsHgQ0RERIYRF3t1xYrYvcNut2vcEiIiIuorcd7uyy5cDD5BWltbAQAFBQUat4SIiIj6q7W1FRkZGb3ehpuUBvF6vTh37hzS09MhSZLWzYHdbkdBQQHOnDnDTVO74bGJjMcmPB6XyHhsIuOxiUxPx0ZRFLS2tiIvLw+y3PsoHlZ8gsiyjPz8fK2b0cOQIUM0/6XSKx6byHhswuNxiYzHJjIem8j0cmyuVOkROLiZiIiIDIPBh4iIiAyDwUfHkpKSsHHjRiQlJWndFN3hsYmMxyY8HpfIeGwi47GJLF6PDQc3ExERkWGw4kNERESGweBDREREhsHgQ0RERIbB4ENERESGweCjU9u3b0dxcTFsNhuqqqqwb98+rZukC5988gkWLlyIvLw8SJKEXbt2ad0kXdi0aROmTJmC9PR0DB8+HHfeeSe+++47rZulCzt27EB5ebm6yFp1dTU+/PBDrZulS5s3b4YkSXjggQe0bormnnjiCUiSFPI1duxYrZulCx6PB4899hhKSkqQnJyMUaNG4Y9//GOf9snSAwYfHXrnnXewbt06bNy4EQcPHsSECRMwb948NDY2at00zTkcDkyYMAHbt2/Xuim6snfvXqxevRpffvkldu/eDbfbjblz58LhcGjdNM3l5+dj8+bNOHDgAL7++mvcfPPNuOOOO3D06FGtm6Yr+/fvx4svvojy8nKtm6IbZWVlOH/+vPr16aefat0kXdiyZQt27NiB559/HseOHcOWLVuwdetWPPfcc1o3rU84nV2HqqqqMGXKFDz//PMAfHuIFRQU4De/+Q3Wr1+vcev0Q5IkvPfee7jzzju1boruXLhwAcOHD8fevXtx0003ad0c3Rk6dCj+/Oc/4/7779e6KbrQ1taGiooK/PWvf8Wf/vQnTJw4Ec8884zWzdLUE088gV27dqG2tlbrpujObbfdhpycHLzyyivqZYsWLUJycjLefPNNDVvWN6z46IzL5cKBAwcwZ84c9TJZljFnzhx88cUXGraM4klLSwsA3wmeAjweD3bu3AmHw4Hq6mqtm6Mbq1evxq233hryvkPA999/j7y8PJSWlmLZsmX48ccftW6SLkybNg179uzBiRMnAAD//e9/8emnn2LBggUat6xvuEmpzly8eBEejwc5OTkhl+fk5OD48eMatYriidfrxQMPPIDp06fj+uuv17o5unD48GFUV1ejs7MTaWlpeO+99zB+/Hitm6ULO3fuxMGDB7F//36tm6IrVVVVeP311zFmzBicP38ef/jDHzBjxgwcOXIE6enpWjdPU+vXr4fdbsfYsWNhMpng8Xjw5JNPYtmyZVo3rU8YfIgSzOrVq3HkyBGORwgyZswY1NbWoqWlBX/729+wfPly7N271/Dh58yZM1i7di12794Nm82mdXN0Jbh6UV5ejqqqKhQVFeHdd981fBfpu+++i7feegtvv/02ysrKUFtbiwceeAB5eXlYvny51s27IgYfncnKyoLJZEJDQ0PI5Q0NDcjNzdWoVRQv1qxZgw8++ACffPIJ8vPztW6OblitVowePRoAUFlZif379+PZZ5/Fiy++qHHLtHXgwAE0NjaioqJCvczj8eCTTz7B888/D6fTCZPJpGEL9SMzMxPXXXcdTp48qXVTNPfwww9j/fr1uPvuuwEAN9xwA+rq6rBp06a4CD4c46MzVqsVlZWV2LNnj3qZ1+vFnj17OCaBIlIUBWvWrMF7772Hf/3rXygpKdG6Sbrm9XrhdDq1bobmZs+ejcOHD6O2tlb9mjx5MpYtW4ba2lqGniBtbW04deoURowYoXVTNNfe3g5ZDo0PJpMJXq9Xoxb1Dys+OrRu3TosX74ckydPxtSpU/HMM8/A4XDgvvvu07ppmmtrawv5xPXDDz+gtrYWQ4cORWFhoYYt09bq1avx9ttv4+9//zvS09NRX18PAMjIyEBycrLGrdPWhg0bsGDBAhQWFqK1tRVvv/02Pv74Y/zzn//UummaS09P7zEOLDU1FcOGDTP8+LCHHnoICxcuRFFREc6dO4eNGzfCZDLhF7/4hdZN09zChQvx5JNPorCwEGVlZTh06BC2bduGFStWaN20vlFIl5577jmlsLBQsVqtytSpU5Uvv/xS6ybpwr///W8FQI+v5cuXa900TYU7JgCU1157TeumaW7FihVKUVGRYrValezsbGX27NnKRx99pHWzdGvmzJnK2rVrtW6G5pYsWaKMGDFCsVqtysiRI5UlS5YoJ0+e1LpZumC325W1a9cqhYWFis1mU0pLS5VHH31UcTqdWjetT7iODxERERkGx/gQERGRYTD4EBERkWEw+BAREZFhMPgQERGRYTD4EBERkWEw+BAREZFhMPgQERGRYTD4EFHCkCQJu3btAgCcPn0akiShtrZW0zYRkb4w+BBR3Lhw4QJWrVqFwsJCJCUlITc3F/PmzcNnn30GADh//nzIrtpERN1xry4iihuLFi2Cy+XCG2+8gdLSUjQ0NGDPnj1oamoCAOTm5mrcQiLSO1Z8iCguXL58Gf/5z3+wZcsW1NTUoKioCFOnTsWGDRtw++23Awjt6hKOHz+OadOmwWaz4frrr8fevXvV65qbm7Fs2TJkZ2cjOTkZ1157LV577TUAga6ynTt3Rrw/EcUfBh8iigtpaWlIS0vDrl274HQ6+3y/hx9+GA8++CAOHTqE6upqLFy4UK0QPfbYY/j222/x4Ycf4tixY9ixYweysrL6fH8iij8MPkQUF8xmM15//XW88cYbyMzMxPTp0/HII4/gm2++6fV+a9aswaJFizBu3Djs2LEDGRkZeOWVVwAAP/74IyZNmoTJkyejuLgYc+bMwcKFC/t8fyKKPww+RBQ3Fi1ahHPnzuH999/H/Pnz8fHHH6OiogKvv/56xPtUV1er35vNZkyePBnHjh0DAKxatQo7d+7ExIkT8bvf/Q6ff/55v+5PRPGHwYeI4orNZsMtt9yCxx57DJ9//jnuvfdebNy48aoea8GCBairq8Nvf/tbnDt3DrNnz8ZDDz00yC0mIj1h8CGiuDZ+/Hg4HI6I13/55Zfq911dXThw4ADGjRunXpadnY3ly5fjzTffxDPPPIOXXnqpX/cnovjC6exEFBeampqwePFirFixAuXl5UhPT8fXX3+NrVu34o477oh4v+3bt+Paa6/FuHHj8PTTT6O5uRkrVqwAADz++OOorKxEWVkZnE4nPvjggx6hprf7E1H8YfAhoriQlpaGqqoqPP300zh16hTcbjcKCgqwcuVKPPLIIxHvt3nzZmzevBm1tbUYPXo03n//fXXmltVqxYYNG3D69GkkJydjxowZ2LlzZ5/vT0TxR1IURdG6EUREenP69GmUlJTg0KFDmDhxotbNIaJBwjE+REREZBgMPkRERGQY7OoiIiIiw2DFh4iIiAyDwYeIiIgMg8GHiIiIDIPBh4iIiAyDwYeIiIgMg8GHiIiIDIPBh4iIiAyDwYeIiIgMg8GHiIiIDOP/Achh2MdnuNm5AAAAAElFTkSuQmCC\n" 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\n" 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aI0eOBFC13709e/agQ4cOaN++vXZ/Pj4+2n6j1oZhx8JoPkia/hh37tzBb7/9hlGjRlXYIfnmzZsAitugdTk6OqJ+/fra16uqbt26es81F4l79+5Vuq1SqcSvv/6KX3/9FUeOHMHt27dx9OhR1K9fv9xtbt68CalUWmpEkL+/Pzw9Pav9Pm7evImAgIBSFytNE1V19yuVSjFhwgTExsYiNTUVO3bsQJ8+fXDgwIFyq5x1BQQElPqyDQ0NBfCoX9Nbb70FV1dXtG/fHg0bNsSECRNw9OjRMvfXsGFDvechISGQSqXVmhOjqp+p2rVrG9Tp9OrVqxAEATNnztSGYc1D03dI029NrVZj6dKlaNiwIRQKBWrWrAkfHx+cPXsW9+/f1+7z2rVraNSokUGjU6r7mXZ3d69waoiSzp8/jyFDhsDDwwPu7u7w8fHRNpnolh0w7HNQHqVSCR8fH71lNWrUMOh3tDzt2rXDjz/+iHv37uHPP//E9OnTkZWVheHDh+Off/7RW7fkZ05T9pycHKN14K2IIZ/5F154Abdu3cJvv/0GoDjIJyUl4fnnn690/4/7O16e4ODgMpePHDkSR48e1YaOQ4cOITk5WRtYyhMVFQUPDw+9oLRlyxa0atVK+1mqyu/ezZs3y/y/Lfl9YC04GsvChIeHIywsDN9++y1mzJih/WtErDRdXsDS/IVU2bY9e/as1nEtbaJBQ3h7e2PgwIEYOHAgunbtisOHD+PmzZvadv/qaty4MS5duoRdu3Zh3759+OGHH7B69WrMmjWr0v5T5jyPho4k0XRwnDZtWrmdQzVh94MPPsDMmTMxbtw4vPfee/Dy8oJUKsXkyZOr3VGyup/psLAwxMXFoaCgoNJQl5GRgS5dusDd3R3z5s1DSEgIlEolTp8+jbfeesuonTyNOSqzJEdHR7Rr1w7t2rVDaGgoxo4di++++057YbREZX3me/fuDT8/P2zYsAFPPvkkNmzYAH9//yp/P1X0O17e71p5tVvl/b6MHDkS06dPx3fffYfJkydj69at8PDwQFRUVIVlUygU2n43q1evRlJSEo4ePYoPPvhAu05VfvdsDWt2LFB0dDT+/vtvnD17Fps2bULDhg21IxXKo7mgXrp0SW95QUEBrl+//tgXXHMJCgqCWq3GlStX9JYnJSUhIyND731U5UIeFBSE+Pj4Un+Za5oTjH1+2rZtCwBISEiocL34+HhkZ2frLbt8+TIA6M1y7eLigpEjR+Krr77CrVu30K9fP7z//vulRlqVPG9Xr16FWq0uNWO2IUz1mdLU7Dk4OKBnz55lPjQ1cN9//z26deuGL7/8EqNGjUKvXr3Qs2fPUqPBQkJCcOnSpWp3xDfEgAEDkJubix9++KHSdQ8dOoS0tDTExMRg0qRJ6N+/P3r27KnXfKbL0M+BmMr7TJf8zAHFZXd2di5V41SR6gZzQz7zMpkMzz77LL7//nvcu3cP27dvxzPPPPNYQbHk+dD835b8bFa11jg4OBjt27fHli1bUFRUhB9//BGDBw82aE61kSNHIjU1Ffv378d3330HQRD0aoSq8rsXFBRU5v9tye8Da8GwY4E0tTizZs1CXFycQbU6PXv2hKOjIz755BO9v1C//PJL3L9/H/369TNZeY2pb9++AIpHCOlasmQJAOi9DxcXF4NnrO3bty9UKhVWrlypt3zp0qWQSCTo06dPlcuamJhYqkofKA4D+/fvL7M5rqSioiJ8+umnett++umn8PHx0faDKDljtqOjI5o0aQJBEEpd3FetWqX3XDPjbXXen6k+U76+vujatSs+/fTTMsOgbtOHTCYrVePy3XffleorMWzYMKSmppb6/wUMq4U0xH//+1/UqlULU6dO1QYRXcnJyZg/f7623CWPXVBQgNWrV5e5b0M+B+Zy8ODBMs+Zpg9MyWaM48eP6/Wfun37Nnbs2IFevXpVKUxomvGqOgu1oZ/5559/Hvfu3cMrr7yinRSyMlX5HQ8JCQEAvWH32dnZWL9+fZXeD1AcWk6cOIF169YhNTW10iYsjZ49e8LLywtbtmzBli1b0L59e73msqr87vXt2xcnTpzAn3/+qff6xo0bq/x+LAGbsSxQcHAwOnbsiB07dgCAQWHHx8cH06dPx9y5cxEVFYWBAwfi0qVLWL16Ndq1a2fQL7YlaNmyJUaPHo3PPvtM2xTw559/Yv369Rg8eLDecObw8HCsWbMG8+fPR4MGDeDr64vu3buXud8BAwagW7dueOedd3Djxg20bNkSv/zyC3bs2IHJkydrv6iq4s6dO2jfvj26d++OHj16wN/fH8nJyfj2229x5swZTJ48GTVr1qxwHwEBAVi4cCFu3LiB0NBQbNmyBXFxcfjss8+0M+X26tUL/v7+6NSpE/z8/HDhwgWsXLkS/fr1K9UH6fr16xg4cCCioqJw/PhxbNiwAc8++2y584xUxJSfqVWrVuGJJ55A8+bN8dJLL6F+/fpISkrC8ePHcefOHe08Ov3798e8efMwduxYdOzYEefOncPGjRtL9ft64YUX8PXXX2PKlCn4888/0blzZ2RnZ+P//u//8L///Q+DBg2qdlk1atSogW3btqFv375o1aqV3gzKp0+fxrfffovIyEgAQMeOHVGjRg2MHj0ar732GiQSCb755ptyg5chn4PHNWbMGKxfvx7Xr1+vsLbo1VdfRU5ODoYMGYKwsDAUFBTg2LFj2LJlC+rVq1eqE3qzZs3Qu3dvvPbaa1AoFNpAV9UpKkJCQuDp6Ym1a9fCzc0NLi4uiIiIKLdvi4ahn/nWrVujWbNm+O6779C4cWO0adOm0jJV5Xe8V69eqFu3Ll588UW88cYbkMlkWLduHXx8fHDr1q0qnYsRI0Zg2rRpmDZtGry8vAxubnNwcMDQoUOxefNmZGdnl3kfOEN/995880188803iIqKwqRJk+Di4oLPPvsMQUFBOHv2bJXej0Uw/wAwMsSqVasEAEL79u3LfL2s4YyCUDwsOCwsTHBwcBD8/PyE8ePHC/fu3dNbpypDz3WHIld03JI0Q88rU9ZwzcLCQmHu3LlCcHCw4ODgIAQGBgrTp0/XGyopCIKQmJgo9OvXT3BzcxMAVDoMPSsrS3j99deFgIAAwcHBQWjYsKGwePFi7dBkDUOHnmdmZgrLly8XevfuLdSpU0dwcHAQ3NzchMjISOHzzz/X2295Q8+bNm0qnDp1SoiMjBSUSqUQFBQkrFy5Uu84n376qfDkk08K3t7egkKhEEJCQoQ33nhDuH//fqnz+M8//wjDhw8X3NzchBo1aggTJ04UcnNzK30v5f1/C4Jhn6mqDNfXuHbtmvDCCy8I/v7+goODg1C7dm2hf//+wvfff69dJy8vT5g6dapQq1YtwcnJSejUqZNw/PjxUsOWBaF4qPc777yj/dz4+/sLw4cPF65duyYIwqOh24sXLy5VlpKf/4rEx8cLr7/+uhAaGioolUrB2dlZCA8PF95//329/5OjR48KHTp0EJycnISAgADtEO7qfg7KG3pe1u9ZWb9Xw4YNE5ycnEr935W0d+9eYdy4cUJYWJjg6uoqODo6Cg0aNBBeffVVISkpSW9dAMKECROEDRs2CA0bNhQUCoXQunVrvfcnCIYNPReE4mkAmjRpIsjl8kqHoVfnM79o0SIBgPDBBx9UeA40qvI7LgiCEBsbK0RERAiOjo5C3bp1hSVLlpQ79Lxfv34VHrtTp05lTsOhUd5n9tdffxUACBKJRLh9+3aZ2xryuycIgnD27FmhS5cuglKpFGrXri289957wpdffmmVQ88lgmCkOl4iEs2cOXMwd+5cpKSkVFqbRPbJz88PL7zwAhYvXmy0fUokEkyYMKHM5kNLtHz5crz++uu4ceNGqVF5ZNvYZ4eIyMadP38eubm5eOutt8QuimgEQcCXX36JLl26MOjYIfbZISKycU2bNjVoIlBblJ2djZ07d+LgwYM4d+6cti8k2ReGHSIislkpKSl49tln4enpiRkzZmhvpkz2hX12iIiIyKaxzw4RERHZNIYdIiIismnss4Pi+4XEx8fDzc3NKu/JREREZI8EQUBWVhYCAgIglZZff8Owg+L70gQGBopdDCIiIqqG27dvo06dOuW+zrADaKfcv337Ntzd3UUuDRERERkiMzMTgYGBpW6dUxLDDh7dbdfd3Z1hh4iIyMpU1gWFHZSJiIjIpjHsEBERkU1j2CEiIiKbxj47REQkGpVKhcLCQrGLQRbKwcEBMpnssffDsENERGYnCAISExORkZEhdlHIwnl6esLf3/+x5sFj2CEiIrPTBB1fX184OztzQlcqRRAE5OTkIDk5GQBQq1atau+LYYeIiMxKpVJpg463t7fYxSEL5uTkBABITk6Gr69vtZu02EGZiIjMStNHx9nZWeSSkDXQfE4ep28Xww4REYmCTVdkCGN8Thh2iIiIyKYx7BAREVmoQ4cOQSKRGHXU2pw5c9CqVSuj7c8aMOwQERFVIiUlBePHj0fdunWhUCjg7++P3r174+jRoyY9bseOHZGQkAAPDw+THsfWcTQWERFRJYYNG4aCggKsX78e9evXR1JSEvbv34+0tLRq7U8QBKhUKsjlFV+GHR0d4e/vX61j0COs2SGyY3fv3sWnn36qnceCiErLyMjAb7/9hoULF6Jbt24ICgpC+/btMX36dAwcOBA3btyARCJBXFyc3jYSiQSHDh0C8Kg5au/evQgPD4dCocC6desgkUhw8eJFveMtXboUISEhettlZGQgMzMTTk5O2Lt3r97627Ztg5ubG3JycgAAb731FkJDQ+Hs7Iz69etj5syZdj9LNcMOkR37+OOP8e2332L16tViF4XIYrm6usLV1RXbt29Hfn7+Y+3r7bffxocffogLFy5g+PDhaNu2LTZu3Ki3zsaNG/Hss8+W2tbd3R39+/fHpk2bSq0/ePBg7RBtNzc3xMTE4J9//sHy5cvx+eefY+nSpY9VbmvHsENkx06fPg0A2r8+iag0uVyOmJgYrF+/Hp6enujUqRNmzJiBs2fPVnlf8+bNw1NPPYWQkBB4eXkhOjoa3377rfb1y5cvIzY2FtHR0WVuHx0dje3bt2trcTIzM7F792699d9991107NgR9erVw4ABAzBt2jRs3bq1ymW1JQw7RERElRg2bBji4+Oxc+dOREVF4dChQ2jTpg1iYmKqtJ+2bdvqPR81ahRu3LiBEydOACiupWnTpg3CwsLK3L5v375wcHDAzp07AQA//PAD3N3d0bNnT+06W7ZsQadOneDv7w9XV1e8++67uHXrVpXKaWsYdoiIiAygVCrx1FNPYebMmTh27BjGjBmD2bNnQyotvpQKgqBdt7w+Mi4uLnrP/f390b17d23T1KZNm8qt1QGKOywPHz5cb/2RI0dqOzofP34c0dHR6Nu3L3bt2oW//voL77zzDgoKCqr/xm0Aww4REVE1NGnSBNnZ2fDx8QEAJCQkaF/T7axcmejoaGzZsgXHjx/Hv//+i1GjRlW6/r59+3D+/HkcOHBALxwdO3YMQUFBeOedd9C2bVs0bNgQN2/erNobs0Ecek5ERFSBtLQ0PP300xg3bhxatGgBNzc3nDp1CosWLcKgQYPg5OSEDh064MMPP0RwcDCSk5Px7rvvGrz/oUOHYvz48Rg/fjy6deuGgICACtd/8skn4e/vj+joaAQHByMiIkL7WsOGDXHr1i1s3rwZ7dq1w+7du7Ft27Zqv3dbwZodIiKiCri6uiIiIgJLly7Fk08+iWbNmmHmzJl46aWXsHLlSgDAunXrUFRUhPDwcEyePBnz5883eP9ubm4YMGAAzpw5U2ETloZEIsEzzzxT5voDBw7E66+/jokTJ6JVq1Y4duwYZs6cWbU3bIMkgm4jo53KzMyEh4cH7t+/D3d3d7GLQ2Q2Xbt21f7MEVlkLnl5ebh+/TqCg4OhVCrFLg5ZuIo+L4Zev1mzQ0RERDaNYYeIiIhsGsMOERER2TSGHSIiIrJpDDtERERk0xh2iIiIyKYx7BAREZFNY9ghIiIim8awQ0RERDaNYYeIiCyGSqVCUVGRWR4qlUrst2vR5syZg1atWpn8OPXq1cOyZctMegzeCJSIiCyCSqXC0OFP4/69dLMcz6OGF378/jvIZDKD1h8zZgzWr1+PBQsW4O2339Yu3759O4YMGYKq3H2pXr16mDx5MiZPnlzhemfOnMHMmTNx4sQJZGZmwt/fHxEREVixYgV8fX0NPl51TJs2Da+++qpJj2EuDDtERGQRBEHA/XvpyGrzAiAxccODoAZOf12lgAIASqUSCxcuxCuvvIIaNWqYqHDFUlJS0KNHD/Tv3x8///wzPD09cePGDezcuRPZ2dnV3m9BQQEcHR0rXc/V1RWurq7VPo4lYTMWERFZFokUkJr4Uc0w1bNnT/j7+2PBggUVrvfDDz+gadOmUCgUqFevHj7++GPta127dsXNmzfx+uuvQyKRQCKRlLmPo0eP4v79+/jiiy/QunVrBAcHo1u3bli6dCmCg4MBADExMfD09NTbbvv27Xr71DRHffHFF9qbaX722WcICAiAWq3W23bQoEEYN26c3nYA8Msvv0CpVCIjI0Nv/UmTJqF79+7a57///js6d+4MJycnBAYG4rXXXtMLZsnJyRgwYACcnJwQHByMjRs3VngejYVhh4iIyEAymQwffPABVqxYgTt37pS5TmxsLEaMGIFRo0bh3LlzmDNnDmbOnImYmBgAwI8//og6depg3rx5SEhIQEJCQpn78ff3R1FREbZt21blGqiSrl69ih9++AE//vgj4uLi8PTTTyMtLQ0HDx7UrpOeno59+/YhOjq61PY9evSAp6cnfvjhB+0ylUqFLVu2aNe/du0aoqKiMGzYMJw9exZbtmzB77//jokTJ2q3GTNmDG7fvo2DBw/i+++/x+rVq5GcnPxY780QDDtERERVMGTIELRq1QqzZ88u8/UlS5agR48emDlzJkJDQzFmzBhMnDgRixcvBgB4eXlBJpPBzc0N/v7+8Pf3L3M/HTp0wIwZM/Dss8+iZs2a6NOnDxYvXoykpKQql7mgoABff/01WrdujRYtWqBGjRro06cPNm3apF3n+++/R82aNdGtW7dS28tkMowaNUpv/f379yMjIwPDhg0DACxYsADR0dGYPHkyGjZsiI4dO+KTTz7B119/jby8PFy+fBl79+7F559/jg4dOiA8PBxffvklcnNzq/x+qophh4iIqIoWLlyI9evX48KFC6Veu3DhAjp16qS3rFOnTrhy5UqVR4C9//77SExMxNq1a9G0aVOsXbsWYWFhOHfuXJX2ExQUBB8fH71l0dHR+OGHH5Cfnw8A2LhxI0aNGgWptOxoEB0djUOHDiE+Pl67fr9+/bTNaGfOnEFMTIy2r4+rqyt69+4NtVqN69ev48KFC5DL5QgPD9fuMywsrFQznCkw7BAREVXRk08+id69e2P69OkmP5a3tzeefvppfPTRR7hw4QICAgLw0UcfAQCkUmmpJq7CwsJS+3BxcSm1bMCAARAEAbt378bt27fx22+/ldmEpdGuXTuEhIRg8+bNyM3NxbZt2/TWf/DgAV555RXExcVpH2fOnMGVK1cQEhJS3bdvFByNRUREVA0ffvghWrVqhUaNGuktb9y4MY4ePaq37OjRowgNDdUOc3d0dKzWPD+Ojo4ICQnRdvr18fFBVlYWsrOztYEmLi7OoH0plUoMHToUGzduxNWrV9GoUSO0adOmwm2io6OxceNG1KlTB1KpFP369dO+1qZNG/zzzz9o0KBBmduGhYWhqKgIsbGxaNeuHQDg0qVLpTo9mwJrdoiIiKqhefPmiI6OxieffKK3fOrUqdi/fz/ee+89XL58GevXr8fKlSsxbdo07Tr16tXDkSNHcPfuXaSmppa5/127duG5557Drl27cPnyZVy6dAkfffQR9uzZg0GDBgEAIiIi4OzsjBkzZuDatWvYtGmTtiO0IaKjo7F7926sW7euwlod3fVPnz6N999/H8OHD4dCodC+9tZbb+HYsWOYOHEi4uLicOXKFezYsUPbQblRo0aIiorCK6+8gj/++AOxsbH4z3/+AycnJ4PLW10MO0REZFkENaA28UNQV14OA8ybN6/U8O02bdpg69at2Lx5M5o1a4ZZs2Zh3rx5GDNmjN52N27cQEhISKm+NBpNmjSBs7Mzpk6dilatWqFDhw7YunUrvvjiCzz//PMAijs7b9iwAXv27EHz5s3x7bffYs6cOQaXv3v37vDy8sKlS5fw7LPPVrp+gwYN0L59e5w9e7ZUOGrRogUOHz6My5cvo3PnzmjdujVmzZqFgIAA7TpfffUVAgIC0KVLFwwdOhQvv/yyySdHBACJ8Ljj2WxAZmYmPDw8cP/+fbi7u4tdHCKz6dq1q/bnQ4cOiVYOsi95eXm4fv26ds4XDUufQZnEUd7nBTD8+s0+O2Tz7ty5gyVLlmDkyJGIiIgQuzhEVA6ZTIYfv//useeUMZREImHQsRMMO2Tz1qxZg9OnT+Pvv//GL7/8InZxiKgCDB9kCuyzQzbv33//BVA8qRYREdkfhh0iIiKyaQw7REREZNMYdsjmccAhEZF9Y9ghIiIim8awYyPy8vLw8ccf49ixY2IXhYiIyKIw7NiIXbt24aeffsKMGTPELgoREZFFETXsLFiwAO3atYObmxt8fX0xePBgXLp0SW+dvLw8TJgwAd7e3nB1dcWwYcOQlJSkt86tW7fQr18/ODs7w9fXF2+88QaKiorM+VZEd+fOHbGLQET02FQqFYqKiszyqM6NOMVy6NAhSCQSk980c8yYMRg8eLBJjyEGUScVPHz4MCZMmIB27dqhqKgIM2bMQK9evfDPP/9o7976+uuvY/fu3fjuu+/g4eGBiRMnYujQodo7yqpUKvTr1w/+/v44duwYEhIS8MILL8DBwQEffPCBmG+PiIiqQKVSYeTTQ5Gaft8sx6vp5YEt3/1YpYkMU1JSMGvWLOzevRtJSUmoUaMGWrZsiVmzZqFTp04mK2vHjh2RkJAADw8Pkx3Dlokadvbt26f3PCYmBr6+voiNjcWTTz6J+/fv48svv8SmTZvQvXt3AMU3EWvcuDFOnDiBDh064JdffsE///yD//u//4Ofnx9atWqF9957D2+99RbmzJkDR0dHMd4aERFVkSAISE2/j8+7pEEmMe2xVALw0uGqj9YcNmwYCgoKsH79etSvXx9JSUnYv38/0tLSqlUOQRCgUqkgl1d8OXZ0dIS/v3+1jkEW1mfn/v3iNO/l5QUAiI2NRWFhIXr27KldJywsDHXr1sXx48cBAMePH0fz5s3h5+enXad3797IzMzE+fPnyzxOfn4+MjMz9R5ERGQZZBJALjXtozphKiMjA7/99hsWLlyIbt26ISgoCO3bt8f06dMxcOBA3LhxAxKJBHFxcXrbSCQS7Y12Nc1Re/fuRXh4OBQKBdatWweJRIKLFy/qHW/p0qUICQnR2y4jIwOZmZlwcnLC3r179dbftm0b3NzckJOTAwC4ffs2RowYAU9PT3h5eWHQoEG4ceOGdn2VSoUpU6bA09MT3t7eePPNN212qg6LCTtqtRqTJ09Gp06d0KxZMwBAYmIiHB0d4enpqbeun58fEhMTtevoBh3N65rXyrJgwQJ4eHhoH4GBgUZ+N2RJJBIT/4lIRHbB1dUVrq6u2L59O/Lz8x9rX2+//TY+/PBDXLhwAcOHD0fbtm2xceNGvXU2btyIZ599ttS27u7u6N+/PzZt2lRq/cGDB8PZ2RmFhYXo3bs33Nzc8Ntvv+Ho0aNwdXVFVFSU9tY5H3/8MWJiYrBu3Tr8/vvvSE9Px7Zt2x7rfVkqiwk7EyZMwN9//43Nmzeb/FjTp0/H/fv3tY/bt2+b/JhERGTd5HI5YmJisH79enh6eqJTp06YMWMGzp49W+V9zZs3D0899RRCQkLg5eWF6OhofPvtt9rXL1++jNjYWERHR5e5fXR0NLZv366txcnMzMTu3bu162/ZsgVqtRpffPEFmjdvjsaNG+Orr77CrVu3tLVMy5Ytw/Tp0zF06FA0btwYa9eutdk+QRYRdiZOnIhdu3bh4MGDqFOnjna5v78/CgoKSvU+T0pK0rZd+vv7lxqdpXleXvumQqGAu7u73oPMJysrCxcuXDBbdamtVssSkfkNGzYM8fHx2LlzJ6KionDo0CG0adMGMTExVdpP27Zt9Z6PGjUKN27cwIkTJwAU19K0adMGYWFhZW7ft29fODg4YOfOnQCAH374Ae7u7tpuH2fOnMHVq1fh5uamrZHy8vJCXl4erl27hvv37yMhIQERERHafcrl8lLlshWihh1BEDBx4kRs27YNBw4cQHBwsN7r4eHhcHBwwP79+7XLLl26hFu3biEyMhIAEBkZiXPnziE5OVm7zq+//gp3d3c0adLEPG+kDBkZGfj1118fu6rTFs2dOxfjx4/HX3/9ZZbjsRmLiIxJqVTiqaeewsyZM3Hs2DGMGTMGs2fPhlRafEnV/QOrsLCwzH1oRhxr+Pv7o3v37tqmqU2bNpVbqwMUd1gePny43vojR47UdnR+8OABwsPDERcXp/e4fPlymU1jtk7UsDNhwgRs2LABmzZtgpubGxITE5GYmIjc3FwAgIeHB1588UVMmTIFBw8eRGxsLMaOHYvIyEh06NABANCrVy80adIEzz//PM6cOYOff/4Z7777LiZMmACFQiHae1u+fDnef/99fPfdd6KVwVKdOnUKAPB///d/IpeEiOjxNWnSBNnZ2fDx8QEAJCQkaF/T7axcmejoaGzZsgXHjx/Hv//+i1GjRlW6/r59+3D+/HkcOHBALxy1adMGV65cga+vLxo0aKD30PRXrVWrFv744w/tNkVFRYiNjTW4vNZE1LCzZs0a3L9/H127dkWtWrW0jy1btmjXWbp0Kfr3749hw4bhySefhL+/P3788Uft6zKZDLt27YJMJkNkZCSee+45vPDCC5g3b54Yb0nr4MGDAGCznb2IiOxNWloaunfvjg0bNuDs2bO4fv06vvvuOyxatAiDBg2Ck5MTOnTooO14fPjwYbz77rsG73/o0KHIysrC+PHj0a1bNwQEBFS4vuaaGB0djeDgYL0mqejoaNSsWRODBg3Cb7/9huvXr+PQoUN47bXXtJPQTpo0CR9++CG2b9+Oixcv4n//+5/JJy0Ui6jz7BjSl0KpVGLVqlVYtWpVuesEBQVhz549xiwamQH70hBRWVQCALUZjlFFrq6uiIiIwNKlS3Ht2jUUFhYiMDAQL730kvZWPevWrcOLL76I8PBwNGrUCIsWLUKvXr0M2r+bmxsGDBiArVu3Yt26dZWuL5FI8Mwzz2DRokWYNWuW3mvOzs44cuQI3nrrLW2Iql27Nnr06KHtpzp16lQkJCRg9OjRkEqlGDduHIYMGaKdBsaWiBp27AEv6OVjXxoi0iWRSFDTywMvHTbP8Wp6eVTpe0ihUGDBggVYsGBBues0bty41A2Zda8DXbt2rfC6sGXLFr3Wjcq2W7hwIRYuXFjmvvz9/bF+/fpyjyWXy7Fs2TIsW7as3HVsBcOOifGCXj4GQSLSJZPJsOW7H8323SCRSKp0qwiyXgw7JBoGQSIqieGDTMEi5tmxZay9ICIiEhfDjomx9qJ8DIJERGQODDsmxgt6+RgEiewbvx/JEMb4nDDsmBgv6OXjFx2RfXJwcAAA7X2diCqi+ZxoPjfVwQ7KJsYLevkYBInsk0wmg6enp/Y2P87Ozvw+oFIEQUBOTg6Sk5Ph6en5WJ3XGXZMjGGHiKg0zY2ade9rSFQWT0/Pcm/sbSiGHRPjXyvlU6tNPEVqOcfU3KyPiMQjkUhQq1Yt+Pr6lnuzTCIHBwejTEfAsGODBEGwipAlRhkZdogsi0wm49w6ZHL81rdBKpVK7CJYrKKiIrGLQEREZsawY4PEaB6qDjFqdhh2iIjsD8OOiYlxQbeWTtFilJO1XkRE9odhx8TEuKCzZkef7vlgzQ4Rkf1h2LFB1hJ2zEW3Noc1O0RE9odhxwaxGUsfww4RkX1j2LFB1hJ2zNWMxbBDRGTfGHZMTIwOytZyQWfNDhERmQPDjolZSy2LGFizQ0RE5sCwY2Icei4+3YDDzttERPaHYcdG6AYcawk7bMYiIiJzYNgxMXNd0K0x7Jij1ksQBL3aHNbsEBHZH4YdE7OGG3KKxRyhrGS4Yc0OEZH9YdixEdZSm2NuJcMOa3aIiOwPw46JiRFCGHweYdghIiKGHRNjM5a4SgY/BkEiIvvDsGMj2EG5bOyzQ0REDDsmxtFY5TNHOa3lXBARkekw7JiYuZqxeFEvG/vsEBERw46NsJaaHd2wwdmliYjIHBh2TIzNWPp0w44Y8+xY8rkhIiLTYNixEdYSdnQ7CJtrBuWKnhMRke1j2DExzrOjz9w1OyVZ8rkhIiLTYNgxMXP1S7GW+z+J3WeHiIjsD8OOjdCtsbCWsENERGQODDsmZq5mE92+MJbcVGMtfYuIiMh2MOyYmBjNWJY8SzCbsYiIyNwYdmyEtfTZYc0OERGZG8OOjbCWsCM21iYREdkfhh0TM9fFVbfpypKbsXSZo2an5Pln2CEisj8MOzbCGsMOgwcREZkDw46JiTEai81Yj7Bmh4iIGHZsRFFRUZk/WzIxmrGIiMj+MOzYCN2aHUsOO7rhwxxBpOQxpFJ+5ImI7A2/+W2EbsCx5D475g4bbMYiIiKGHRthLc1YYtfsEBGR/WHYMTExOiizZucRNmMRERG/+U2M8+zo0z0fnGeHiIjMgWHHRlhL2NGtWWEzFhERmQPDjomxGUufbtgR495YDD9ERPaHYcfE2IylT+yaHYYdIiL7w7BjI6zlRqAymcysx2PYISIihh0bYS01O2J3UCYiIvvDsGNi5rrY6gYHMfrCVIcYQYThh4jI/ogado4cOYIBAwYgICAAEokE27dv13t9zJgxkEgkeo+oqCi9ddLT0xEdHQ13d3d4enrixRdfxIMHD8z4LipmruBhLc1YulizQ0RE5iBq2MnOzkbLli2xatWqcteJiopCQkKC9vHtt9/qvR4dHY3z58/j119/xa5du3DkyBG8/PLLpi66wcwVdnSPYy1hhx2UiYjIHORiHrxPnz7o06dPhesoFAr4+/uX+dqFCxewb98+nDx5Em3btgUArFixAn379sVHH32EgIAAo5e5qnhxJSIiEpfF99k5dOgQfH190ahRI4wfPx5paWna144fPw5PT09t0AGAnj17QiqV4o8//ih3n/n5+cjMzNR7WDtr6aejyxxltsbzQkRExmXRYScqKgpff/019u/fj4ULF+Lw4cPo06ePdrRRYmIifH199baRy+Xw8vJCYmJiuftdsGABPDw8tI/AwECTvQcxanas5QJvjnNT8lxYy7khIiLjEbUZqzKjRo3S/ty8eXO0aNECISEhOHToEHr06FHt/U6fPh1TpkzRPs/MzDRp4DE3a2k6EyN4MOwQEdkfi67ZKal+/fqoWbMmrl69CgDw9/dHcnKy3jpFRUVIT08vt58PUNwPyN3dXe9hKua6uOoGHGsJO2LU7BARkf2xqrBz584dpKWloVatWgCAyMhIZGRkIDY2VrvOgQMHoFarERERIVYxRWGNYccc2IxFRESiNmM9ePBAW0sDANevX0dcXBy8vLzg5eWFuXPnYtiwYfD398e1a9fw5ptvokGDBujduzcAoHHjxoiKisJLL72EtWvXorCwEBMnTsSoUaMsYiSWOenec0r3Z0smRgdlaxmWT0RExiPqVfHUqVNo3bo1WrduDQCYMmUKWrdujVmzZkEmk+Hs2bMYOHAgQkND8eKLLyI8PBy//fYbFAqFdh8bN25EWFgYevTogb59++KJJ57AZ599JtZbKsVcNQnmvsGmMYjRjMWwQ0Rkf0St2enatWuFYeDnn3+udB9eXl7YtGmTMYtlVOaqZWHNTtlKhhs2YxER2R/ruCpSpXQDjrnvLF5d5qjZKXlTVNbsEBHZH4YdEzNXTYJuwLGWmh1zKBluGHaIiOwPr4o2whrDjhjNWAw7RET2xzquilQp3bAjl1v0XJFmVbIZq+RzIiKyfQw7JiZGM5a19Nkxx7kpGW6KiopMfkwiIrIsDDsmZq5h4NbYjGWOc1My3LBmh4jI/ljHVdGKiTHPDmt2HmEzFhERMeyYmBg1O9YSdsxRA1WyZofNWERE9odhx0ZYYzOWObBmh4iIeFU0MTZjlY8dlImIyBwYdkzMXM1Y1hh22EGZiIjMgWHHRlhjM5Y5anYKCwv1nrNmh4jI/ljHVZEqZY03AjVHzU5OTo7ec4YdIiL7Yx1XRaqUbnCwlrBjDiVvD8GwQ0Rkf3hVtBG6zVjm6if0uNiMRURE5sCwY4MsuWZHt6bFHKGMo7GIiMhyr4pUJboBx5JrdnTDjjlqdjipIBERMezYCN2AYy1hR4yaHQ49JyKyPww7Nshawo45cJ4dIiJi2CGzMnczFvvsEBERww6ZlW7AYQdlIiIyB4YdMivdsCNGzY65m9GIiEh8DDtk01izQ0REDDsmZq67not9TEvF0VhERMSwY2LmGhll7uYha1Gy2YrNWERE9odhx0ZYS8Ax93xA7LNDREQMOzbCWmp2dAOOGB2U2YxFRGR/GHbIrMxds1MyUDHsEBHZH4YdG2QtNTvmwGYsIiJi2LERbMYqW8ljMOwQEdkfhh0bYckBR5e5787O0VhERMSwY2LWEkLMRewOygw7RET2h2HHxDjPTvnE6KDMsENEZH8YdsimsRmLiIgYdkg05qiBKhlurKXWi4iIjIdhh8xKN2ywgzIREZmDvDobqVQqxMTEYP/+/UhOTi51ATlw4IBRCke2R/ezIkbNDicVJCKyP9UKO5MmTUJMTAz69euHZs2amX2iOGvCZhN9umGD98YiIiJzqFbY2bx5M7Zu3Yq+ffsauzw2h0FQn274EGNSQdbsEBHZn2r12XF0dESDBg2MXRZ6DNYSqoqKirQ/i9GMxZodIiL7U62wM3XqVCxfvpxNNFRlhYWF2p91g4+p8K7nRERUrWas33//HQcPHsTevXvRtGlTODg46L3+448/GqVwtkCMSQUtmW7YKSgoMPnxGHaIiKhaYcfT0xNDhgwxdlnISCw5+OTn52t/NkfYKVl7ZI7aJCIisizVCjtfffWVscthsyw5eIhBN+Aw7BARkTlwUkEboRuqLLkTbl5eXpk/m4pus1lZz4mIyPYZXLPTpk0b7N+/HzVq1EDr1q0r7Ity+vRpoxTOFpirZseSA44u3WYs3Z9NpWRNTmFhIQRBsJrRa0RE9PgMDjuDBg2CQqEAAAwePNhU5bE55rqo6na8teROuLq1Obm5uSY/XslAJQgCCgsL4ejoaPJjExGRZTA47MyePbvMn6li5go7ujU7lhx2zN1Buazao4KCAoYdsD8ZEdmPanVQ1jh16hQuXLgAAGjSpAnCw8ONUihbYq4Lim5zjSWHHXPX7OgHKgGABPn5+XB1dTX5sS2dJX9OiIiMqVph586dO3jmmWdw9OhReHp6AgAyMjLQsWNHbN68GXXq1DFmGa2auWp2dMOOJY84MnfNjm6gUkoF5KklZglZ1XXp0iWkpqaiU6dOJj+WJX9OiIiMqVqjsf7zn/+gsLAQFy5cQHp6OtLT03HhwgWo1Wr85z//MXYZyQDmHtJdXbo1O4WFhSa/4OqFHVnpZZZErVZj/PjxeOedd3Dx4kWTH481O0RkL6pVs3P48GEcO3YMjRo10i5r1KgRVqxYgc6dOxutcLbAXM1Y5h7SXV0l+9AUFBRALn+s1tQKj6V7QVfIBaAQePDggUmO97gePHig7XsVHx+PsLAwkx6vZNDkKDUislXVqtkJDAwsc74SlUqFgICAxy6ULTHXxcNaw44ph5+XDDXOcnWZyy1Fenq69uesrCyTH69kzQ6btYjIVlUr7CxevBivvvoqTp06pV126tQpTJo0CR999JHRCkeGEQQBOTk52ue6P1uakk1spgo7RUVFuH79ut4yB0lxLVtmZqZJjvm4kpOTy/zZVDi7NBHZC4PbD2rUqKFXS5GdnY2IiAhtE0RRURHkcjnGjRvHeXh0mKMZKz8/X6+mzRy1AtVVMuyYakbjlJQUTJs2TW/Z5czi4ebx8fEmOebj0g04SUlJJj8eb5JKRPbC4LCzbNkyox/8yJEjWLx4MWJjY5GQkIBt27bpBSVBEDB79mx8/vnnyMjIQKdOnbBmzRo0bNhQu056ejpeffVV/PTTT5BKpRg2bBiWL19uMUOLzdGMVbKmwlJrLoCy++yYm6Wen7S0tDJ/NhU2YxGRvTA47IwePdroB8/OzkbLli0xbtw4DB06tNTrixYtwieffIL169cjODgYM2fORO/evfHPP/9AqVQCAKKjo5GQkIBff/0VhYWFGDt2LF5++WVs2rTJ6OW1VPfv39d7fu/ePZFKUjlzNWNVxFLDTnZ2dpk/m0rJcMOaHSKyVY89DCYvL6/UBczd3d2gbfv06YM+ffqU+ZogCFi2bBneffddDBo0CADw9ddfw8/PD9u3b8eoUaNw4cIF7Nu3DydPnkTbtm0BACtWrEDfvn3x0UcfWURnaXM0Y6WkpOg9T01NNfkxq8ucHZTLUzIcWgrdz4o5PjcMO0RkL6rVQTk7OxsTJ06Er68vXFxcUKNGDb2HMVy/fh2JiYno2bOndpmHhwciIiJw/PhxAMDx48fh6empDToA0LNnT0ilUvzxxx/l7js/Px+ZmZl6D1MxRzOWJuz4KIsvVpYcdkqOFBNj5JjuqCdL4uTkpP3Z2dnZ5MdjB2UishfVCjtvvvkmDhw4gDVr1kChUOCLL77A3LlzERAQgK+//tooBUtMTAQA+Pn56S338/PTvpaYmAhfX1+91+VyOby8vLTrlGXBggXw8PDQPgIDA41S5rKY4y/0hIQEAEBDj+KL1b179yx24rySI8XEGDlmqc18Xl5eZf5sKuyzQ0T2olph56effsLq1asxbNgwyOVydO7cGe+++y4++OADbNy40dhlNLrp06fj/v372sft27fFLtJj0ZS/gUch3ByK55K5c+eOmEUql2aOG7WDs95zc8rKyhKl+awyusG9ZIg3BYYdIrIX1Qo76enpqF+/PoDi/jmaZoEnnngCR44cMUrB/P39AZQegpuUlKR9zd/fv9R8JEVFRUhPT9euUxaFQgF3d3e9hzW7desWAMDfWQ1/Z5XeMksiCAIyMjIAAGqlBwDx+s9UVPMnFnOHHfbZISJ7Ua2wU79+fe2EbWFhYdi6dSuA4hofzY1BH1dwcDD8/f2xf/9+7bLMzEz88ccfiIyMBABERkYiIyMDsbGx2nUOHDgAtVqNiIgIo5TjcZm6GSs/Px93794FAAS4qBDwMOyUnFDPEjx48EBbo6JyqQmgdOdqYx6rIpYYdry9vbU/G+v3qCIMO0RkL6o1Gmvs2LE4c+YMunTpgrfffhsDBgzAypUrUVBQgKVLlxq8nwcPHuDq1ava59evX0dcXBy8vLxQt25dTJ48GfPnz0fDhg21Q88DAgK0c/E0btwYUVFReOmll7B27VoUFhZi4sSJGDVqlKgjscx50bh69SrUajU8HNWo4ahGsHsRDicU3z3b0mgChlquhKB011tmbJXNQKwJiJbEzc1N+7NUWq2/Q6qEHZSJyF5UK+y8/vrr2p979uyJixcvIjY2Fg0bNkTz5s0N3s+pU6fQrVs37fMpU6YAKJ7TJyYmBm+++Says7Px8ssvIyMjA0888QT27dunnWMHADZu3IiJEyeiR48e2kkFP/nkk+q8LaPRNNUApg8+mlBTz60IEknxv5rllnZjR02wVTvVgMqphnaZKcpZWYiyxLCje0NUc/y/sc8OEdmLKoWdAwcOYOLEiThx4oReP5egoCB4enqiY8eOWLt2rcF3Pu/atWuFzTwSiQTz5s3DvHnzyl3Hy8vL4iYQ1L2QZmZmIjs7Gy4uLiY51vnz5wEAwQ9DTqCrCnKJgMzMTNy5c8ekI82qShPM1M5eUDt7QYAE9+7dQ0pKitH7qFhj2DE31uwQkb2oUl35smXL8NJLL5XZodfDwwOvvPIKlixZYrTCWat//vlH7/mFCxdMchxBEHDmzBkAQJhn8T2mHKRAyMMh6JrXLIEgCDhx4gQAQOXqB0jlULsU91GpaE6k6qos7FjqaDVz4r2xiMheVCnsnDlzBlFRUeW+3qtXL73OwvZKU9uice7cOZMc5+7du0hNTYVMImgDDvAo+MTFxZnkuNVx+fJlJCYmQpDKUeRRBwBQVKMeAODw4cNGP15lNTfx8fEmuwmpMXAGZSIi46lS2ElKSoKDg0O5r8vlcpONrrEWWVlZOHnyJACgoGYoAODQoUMmuXhpgmWIexEUskfLG9co1L6uVquNftzq+OmnnwCgOOjIiltPCx+GndOnTxt1riNBECq8s7mjVA21Wm2xdz8HxOmzw7BDRLaqSmGndu3a+Pvvv8t9/ezZs6hVq9ZjF8qa7dmzB3l5eVA51UB+YHsIUjlu3rxpkhqvP//8EwDQwlu/hqKhRxEUMgH37t3DtWvXjH7cqkpMTMTevXsBAIV+TbXLBaU7ijwCoVarsWHDBqMdLz09vcLbUPg5FQfAmzdvGu2Y1oh9dojIXlQp7PTt2xczZ84s80KSm5uL2bNno3///kYrnLXJz8/Hjz/+CAAo9GsCyB1RWLMhAGDLli1Grd0pLCzE6dOnAQDNvfRvxOogBZo8rN3RBCIxffXVV1CpVChyrwWVm/7tP/IDWgEAfv31V/z7779GOV5lEyr6OBXXYFj7zNmPizU7RGQvqhR23n33XaSnpyM0NBSLFi3Cjh07sGPHDixcuBCNGjVCeno63nnnHVOV1eJ99tlnSEpKgtrBCYVeIQCAAr8mECRSnDx5Evv27TPasc6ePYvc3Fy4O6gR5Fb6ItXiYQDSdAoWy7Fjx/Dzzz8DAPJrh5d6Xe3qg0LPIKjVanzwwQdG6UdTWdjR1OxY4izT5sSh50RkL6oUdvz8/HDs2DE0a9YM06dPx5AhQzBkyBDMmDEDzZo1w++//17qxp32IjY2Fj/88AMAIK/eE9p+KYLSAwW12wAAVqxYob1p5+PShJiW3gWQltG9o+XDpq3z58+b9K7uFcnIyMDixYsBAAX+zaB2LXt4eX69SKjlCly9ehXr169/7ONWFmJ8nSz3lhrmxLBDRPaiytO0BgUFYc+ePUhNTcUff/yBEydOIDU1FXv27EFwcLApymjx7t69iw8++AAAUOATBpWn/tw2Bf7NUOTqi5ycHMyePRvZ2dmPfUxN2GlVs+yakJpOatRxKYJarRalKauwsBCzZs3CvXv3oFJ6Iv9h4CuL4OCM/KCOAIANGzY89v3VKm/GKq7ZuX37tllGPVmqkmHHUjqzExEZW7XnpK9RowbatWuH9u3bo0aNGsYsk1VJTk7GlClTkJaW9rBTcrvSK0mkyAt+Emq5EpcvX8b06dMr7EBbmbt37+L27duQSQQ08yq/2UdTu2OKeWwqIggClixZgrNnz0KQOSCvQTdAWvH8lUVewSjwbQwAeP+DD3DlypVqH7+yYefeyuKL/IMHD0S7EaklYJ8dIrIXpr8Bjw1LT0/H1KlTi/vpKNyR26g3ICt7aL6gdEduaG8IMkecPXsWM2fO1N4Us6o0Q9sbehTBSV5+zUQL7+J+O6dOnTLrX+0bN27E3r17IUCC3JBuUDsZFobz60agyL028vPyMH369GrdN6uwsLDS7RylgJei+MJuSTMp6/4fmeP/i2GHiOwFw041JSUlYdKkSbh9+zbUji7IaRQFwcG5wm3ULt7IafgUBKkcJ0+exPTp05GTk1PlY2uapUqOwiqpoUcRlA+HoOvecNWUdu3ahS+++AJAcXhRPZxA0CASKXJDukKl9ERqaireeOMNvfuMGSI5ORlqtRpyScXNU5pOysbqQ2UMqamp2p+rG4Srgs1YRGQvGHaq4ebNm5g4caJO0OkDQeFq0LZqNz/kNnwKgtQBp0+fxtSpU6vUlKJWq7W3gWhaQRMWAMilj2ZTNsetI44dO6a9XUh+rRbFw++rSq5AbqPeUDu64Pbt21Vu8ktKSgIAeCoqvnB7PWzK0qxvCY4fP6792Rz9rFizQ0T2gmGnii5fvozXXnsNKSkpUCk9kNO4PwRl6XuFVUTlXqu4JkiuwIULFzBp0iS9v+orcuPGDWRnZ0MhExDkWvnFKfRh2DHVLSs0rly5grnz5kGtVqOgZkMUlDHM3FCCo8vDJr/i87NgwQKDax004cXLseJzU1Op1ltfbNevX8cXX36pfX7w4EHs37/fpMcseU4ZdojIVjHsVMG///6LqdOm4f79+1C51ERuWD8IjtW7m7na1Qc5Yf2gdnDGjRs3MHXqVIOabDShJcS9EDID/vcaPrxn1rlz50w28ig1NRXTp09Hfl4eitwDkB/UCXjM2x2onTyR27AHBIkUhw8fxrp16wwuCwB4KCp+r14Pa34MDZmmolKpsHPnTkyYMAFZmZlQudREgU8YAGD+/PlYuXIlHjx4YLJj62IzFhHZKoYdA926dQtTp059eEHyedhHR/lY+1Q7eSKncT+oHVxw8+ZNTJs2DVlZWRVuo7n9Q4i7YXOiBLsVQYLifjv37t17rPKWRRAEzJ8/H6mpqVApPZEb0g2QGudjpXLzR169TgCKh6QbMqpMExhdHSoOO+6Oar31zS0/Px+7d+/GmDFjsGTJEuTk5KDIzR85ob2QH9QBBb5NIAgCvv/+ezz77LOIiYlBenq6UcvAmh0ishcMOwa4d+8epk6dWjxnjLMXckJ7ATJHo+xbULghp1EU1HIlrl69irfeeqvCyd00c8jUcjbswuQoe9RkY4pJ9Pbt24e4uDgIUjlyG/YE5Aqj7r+oZkMU+Bb3/Vm6dClyc3MrXF/T/8nVoeJaCreHYcjcYefKlStYsWIFhg8fjsWLFxfP9SNTIC8wArmNogC5EpBIkR/UATmhvaBSeiAzMxMxMTEYMWIE5syZgz/++MMowaRk2GHNDhHZqoonPyEAxfd20vTRyQ3tbfQLuuDkgdxGUXC+uAf//PMPdu/ejUGDBpW5ruZ+TrWcDb8w1XJRISVPhtu3b6NVq1bGKDIAIDMzE2vWrAEA5Ae0rnLfJUPl1wmHPOMmEhMT8c033+Dll1+usEwA4FLBkHzgURiqrCbNGLKysvDrr79iz549eqPi1I6uKPBrjEKfRmWGZ5VHHeQ0C4A8/QYck/4BspNx6NAhHDp0CDVr1kRUVBT69etX5ZvvFhUVISUlpdR7z8zMRFFREeRyfi0QkW1hzU4lbt68iV27dgEA8ut1guDgZNB2koJsyDITICkwbLZktbOXdpbhmJiYMoekC4KgbcrQjCbSSM+T4p97cqTnlf4v9X7YPyUtLc2gshjq999/R2ZmJlRKT727mVemqucGMgfkB0YAAPbu3VthDYRmyLajrOKwo5AV//s4kztW5t69e1ixYgWefvppfPLJJ7h69SoEiRSFNeohJ7QXslsMR6F/c72gU+rcSKQo8q6PnCb9kd10UHHzlkyB1NRUbNiwAc8++yxmzpxZpbvbp6Sk4JlnninVAXrHjh1ISUkxynsnIrIk/BOuEl9//TXUajUKPetC5eZv0DYOKZehvHkUEARAIkFeUCcU+oRWul2hTyM4Jv2De/fuYfv27Xj22Wf1Xs/NzdV2MnbWqbk4HK/AV5dcoRYAqQQY2+gBugQ8mqdFM/Fgdeb0qYhmeHSRVz2D++lU99wUeQZCkMq1cwaFhpa9jSa8OEgrDjuaMFRYWAiVSgWZTGZQ+Q31119/YdasWdraE5VTDRT6NEKhd/3ipqoyVHZu1M7eyA/yRn5gO8gzbsEh5RLkmfH47bffcPToUfz3v//FiBEjjPo+jEkQBJOGy/KOqQnACoUCksfsOF8VSqXS4OPx3JRPjHOjUZVyioHnxnAMO5WIj48HABR5NzBofUlBNpQ3j6J/v34YMWIEtm7dil2796DIo3blI7ekMhR614ciPk57XF2a/ioSCHB8mC3S86T46pIr+vbrrz1ezJ5daO5VCK+HfXWUDy/sxrgnly7NyDCVe4BB6z/uuVG5+UN+/w7Onj1bbtgpKCieaFGu8zvYv/+jc7N7925k5EsQqNOnp7Cw0Khhp6ioCPPmzUNWVhZUzl7Ir9Ou+BxV8MVQpXMjlaHIKxhFXsGQ5mbA8e5pONy7gdWrV6Nt27aoX7++wWUteW7S0tKq3CxmqLy8PPTp08ck+7ZEe/fuhZOTYTXBPDflE/PcVKWcYuC5MRybsSqhVD78K1wwrEOoNC8TEASMGDECdevWLf5LW1AXLzeEWqV/XB1lDR1PzJVCLUDveCo1kJT76L/WVNlb+0E3cEj7Y5+bh8dxcSk/GEkf1jDplkj3eIIgIDVPBkHnrBj7rxOVSqXtO6RyqwWVq2+lQ/Gre27USg8U1QjSPq/qiLuS58ZS5h0iIjIm1uxUQnNBl+YbNteJWukOSCTYunWr9i9mSKTFyw2gOU5ZidnZufh2FAIkKFAX9zvxd1JDKoHe8WTSR7dDAIBcVfGFtqKQUB21atXCnTt3IM3PhAqV1wY8/rkpvvD7+5ffnFhW2NE9nkQiQU2lCmqdFYzdhKVQKPDcc89h/fr1cEw6D3nateImLJ9G5c60XeVzU1QAh/RrcEi6AFleBgCgTZs2aNmyZZXKWvLc+Pn5VWn7qlAqldi7d6/J9l8WsZtqqrIuz03565r73Oge25Lx3BiOYacSHTp0wLFjx+CYeBaFNRtCcKz4/leCowvygjph1+49xR2bJVLkBXU0aPJBaVYSHO5d1x63JCcnJ0gkEgiCgNwiCRQyAV5KNcY2eoCYPbuwa9cuyKTAmNAH2iYsAMgtMk3YCQ0NxcmTJ+GQchmFNUMrrb14nHMjy0yAND8LcrkcwcHB5a/3MLgU6fRh3r17N3bt2qU9d54KASqdsCM10rxAusaOHYvg4GB89tlniI+PhyLhDBwTzkDlHoDCmg2La2N07gRv0LkRBMiyEuCQegXyezcgeVgL6OLiglGjRmHUqFFVHklV8tx4e3sb5f2XRSKRiFLtrfkjwZLx3JRPrHNjDXhuDMewU4l+/fphz549uHjxIhS3/kBeg26VblPoE4oij9qQ5mVCrXQ3bJZltRrKm8cAAH379kXTpqVHN0kkEnh7eyM1NRVp+TJ4Korn4+kSkI/mXoVIypXCz0mtF3QAIC2/+GLu5eVVeTmqYOjQofj++++Rn50C2f07UHkGVrpNtc6NIMDx7mkAxX1MPD09y11V8+XtIAU+jryHAjUw/Y/iu66/1fIefJwEeCnUSH04as3JyckkYQcAunbtiieeeAK///47du7cidOnT0OeGQ95ZjwEmSMKvRugwK8xBKUHgArOTVE+HFMuwSHlEqT5j4aLBwUFYcCAAejTp0+1g6ymadRUs2sTEVkChp1KyGQyTJkyBf/973/hcO861Hc9UVC7daXbCY4uUBl6KwlBDeW/hyDLvQd3d/cK55EJDAxEamoqErKlCNFp4fBSlg45GgnZxbUddevWNaw8BvL29saQIUOwefNmKG8eR7arT7kjjXRV6dwAcEi5CPmDJDg6OuK5556rcF1X1+JmojyVBD5OauTrdLUK8VBph5znmKi2qyS5XI6uXbuia9euSEhIwL59+7Bv3z4kJSXBMfkfOCT/g6Iawciv0waC0kP/3BTlwzHhLByTL0CiLtKWt3v37ujTpw8aN25sVaMhiIjEwrBjgNDQUIwfPx6rVq2CIv4vQCJFQUDV+kaUS1BD+e9hONy7AblcjnfeeafCmou6devir7/+QnyOHEBBpbsvUEFbixEYWHnNS1VFR0fjyJEjiI+Ph9O1Q8gN7QVIjFdTIstKhOLWCQDAuHHjULNmzQrX14SdnKKKy6AJO5r1zaFWrVoYO3YsRo8ejZMnT2Lbtm04ceIEHO5dhzzjJgp9w6BWegIAJEV5cEi6AGlR8Qi8kJAQDB8+HN26dbO6tnIiIrEx7Bjo6aefRmFhIT777DMo7sYCEqCg1mMGHkEN5b+/wSH9OuRyOebOnYuIiIgKNwkJCQEA/Jtp2H/d9Sw5BEhQo0YN1KhR4/HKWwY3NzfMnz8f4//3PyAzHorbJ5Ef2P6xbwQKAJL8LCivHYREENCtWzeMHDmy0m00TXUZ+RWHnYwC0zTtGUIqlSIiIgIRERH4999/sWbNGpw8ebJ4luQSAgMDMX78eERGRrIWh4iomhh2quDZZ5+FWq3GF198AcWdWEBViILa4dW7sKtVUF47CIeMW5DJZJg9ezY6depU6WbNmjUDAFzLlKNIDcgrqUS5nFH8X9y8eXOTXSzr16+Pt996C3PnzoVj0nkIcuVj13xJCnPgfOlnSAtzUb9+fbzxxhsGlV9T83OvoOJ1NWGospoiU6tfvz4WLVqEn3/+GceOHdN7LTg4GM8++ywUCuPenoSIyN4w7FTRc889B7lcjrVr10KRcBYSVQHy60ZWLfCoCuF0dT/kmfFwcHDAnDlzDAo6AFCvXj24urriwYMHuPVAhvruFc//c/m+A4DisGNK3bp1Q2pqanFT391YCHIFCn3Dqrezonw4XfoF0vxM+Pv7Y9GiRQaPGtGMJrqXV/Fw8nsPw44pRx8ZSiKRICoqClFRUWIXhYjIJnFSwWoYNWoUpkyZAolEAsfki1Be/83gifWgKoTz5Z8hz4yHUqnEwoULDQ46QHETiGYulb/TK77zepEauJhRHHaMeQPQ8jz99NN4/vnnAQDKm8cgT79e9Z2oi+B05f8gy01HjRo18NFHH1Wp9kUzB09KGfcI05WcWxyGTDVbMBERWQ6GnWoaOHAg3n33XUilUjikXYXi9p+VBx61Gk7XDkD2IBmurq5YsmQJ2rRpU+Vjt2/fHgBwLs2hwvUu35cjX1XcX0fT18fUxo0bp71ju/Lfw5Ddv2v4xoIaymuHIH+QBBcXFyxevBh16tSp0vEDAopvXZFVKNXOL1QWTRjSrE9ERLaLYecx9OjRA2+99RYAwDHpPBwTz5W/siBAef03yO/fhUKhwMKFC9GkSZNqHbddu3YAgCuZcu2oorKcSyuu+Wnfvr3J5pIpSSKR4LXXXkPXrl0hEdRwunoA0hzDbmGguHkCDhm34OjoiAULFqBBA8PuR6bLxcUFHh7F89bo3jJDl1p4VLPDsENEZPsYdh5T79698d///hcAoLhzCrJ7t8pczzHhDBzSr0EqlWLu3LllThpoqICAAAQGBkItSPB3evm1O3EPa340NUHmIpPJMGPGDLRu3RoSdXH/JBTlV7iNQ8plOKZchEQiwcyZM9GiRYtqH18zxD4xp+x+O2l5UhSqJXBwcICvr2+1j0NERNaBYccIRo0ahaFDhwIAlDePlrqwS3PvwTE+DgAwbdq0Mm8FUVWRkZEAgLjUssNOSq4Ud7PlkEqlZg87AODo6IjZs2fDz88P0vxMOP17pNxmPml2KhQ3jwMovs1C586dH+vYmskTE8oJO5rltWvXrvLtFYiIyPow7BjJK6+8gsDAQEgLc6G4c/LRC4Iayuu/QyKo0bFjR/Tp08cox9OEnTNpjno3tdQ487BWp1mzZnBzczPKMavK09MT8+bNg4ODA+T3b0OedrX0Smo1lNd/g0RQoVOnTpXOkGwITdiJzy477MSbaEZpIiKyTAw7RqJQKPDGG28AABxTLkOakwYAkKf9C1l2CpxdXDB58mSjzXXTvHlzODs7I6tQiptZpS/qZx/216lskkJTa9SoEcaNGwcAUNw+CRTl6b3ukHQestx78PDwwJtvvmmUvkXasFNOzY5meVBQ0GMfi4iILB/DjhG1aNECXbp0AVDcB6X430sAgFEjRxq1f4hcLkfr1sX36DpXYgh6oRq4kCFOf52yPP3006hXrx6kRXlQ3I3TLpcU5hbffgPAf//7X23H4sdVr149AMV9dlRl3C7s7sOaHc16RERk2xh2jGzAgAEAAIe0a5Bmp0H+IAlSqRR9+/Y1+rG0Q9BLdFK+8nDIuZeXV7VGNBmbXC7HxIkTAQAOqZeBouJ7ejmkXIZEXYTQ0FD07t3baMfz9/eHQqFAoVpSar4dQXjUjMWwQ0RkHxh2jKxNmzbw8/ODRFVQ3FkZxU1JprgtQXh4OADg2n05CnQmUr54z0FbFku5n1J4eDjq1asHiboIDqlXAEENh+QLAIDhw4cbdWi8VCrVNlGV7KR8v0CC7CIppFJplefwISIi68SwY2RSqVQ7UaAsOxXAo1BibLVr14a3tzeKBInejUEvPWzC0sy0bAkkEgkGDx4MAHBIvwZZVhKkhTlwd3dH165djX487YisEp2UNbU6tWrV4j2niIjsBMOOCYSF6d8TqnHjxiY5jkQi0c5Howk4RWrg6sPg8zhz1ZhCx44dAaC4ee/hrSQiIiLg6FjxbS+qQ9NEFZ+jP7Rc0zmZTVhERPaDYccESvaTMeWtGjSzMF/PKr6ox2fLUKiWwMXFxeKGVvv6+iIoKAgSCHBMuQgAaNu2rUmOpXnvSSWasTRhRzPxIBER2T6GHRPw8fHR/uzm5galUmmyY4WGhgIAbjwcfn7jYegJDQ21mP46ukrWepV8biya/jglbxmRyLBDRGR3GHZMoEaNGtqfTT1Dr6YWKT1fhqwCCW4+KL6YN2zY0KTHrS7d2iapVGqye1PVrl0bEokEuSqGHSIie8ewYwIODhXfjdyYXFxc4OfnBwBIzJVpO+Raap+UWrVqaX/29fU12blSKBSl5jUqUhffFwsoDkNERGQfGHZMzBxNSZoLd2KODIkP7+ZtqcOqdScONNYkguXRDVYAkJ4nhQAJlEolvLy8THpsIiKyHAw7JiaUc/NLY9IEm/hsmcXXXLi7u2t/NvU9u0o2kSU/DIL+/v4W2Z+JiIhMg2HHxIw5WV55NM1Y/2bKIUACBwcHi6250J3bxpQdt4HiUKMrvUBa5nIiIrJtDDsmZo6aHW9vbwCPRmR5eXlZbM2FbodtU3fe1h0VBwD3HtZ6lVxub3x8fPDtt9+iV69eesuffvppuz83RGSbGHZMzJxhRzPySPPcEslkj+a9MXWtV8kLd0Y+ww5QHDJr1apVqhnR09PT5AGUiEgMDDsmZo4alpIdfU3d8ddYTH1uSt6PLKNQWuZye6UbPAHzNLkSEYmB3242wNXVtcLnlkS3psvUtV668x0BQObDPjuW2p/J3EqGm5Lhh4jIVjDsmJg5mrFcXFz0njPsFHNzc9OrPcoqKP7Z09PTpMe1Fgw7RGQvGHZMzBzNWE5OThU+tyQqlarMn01BKpXqBZush81Y1tLMZ2psxiIie8FvNxvg4OCgF6p0h3dbGrVaXebPpqLbCbdIKD5HDDvFSoYd1uwQka2y6LAzZ84cSCQSvYfujSPz8vIwYcIEeHt7w9XVFcOGDUNSUpKIJRaHRCLRCzgMO4+UbNKTSqUWXfNlTgw7RGQvLDrsAEDTpk2RkJCgffz+++/a115//XX89NNP+O6773D48GHEx8dj6NChIpa2NHPNd6N7jylz3purqsQOO66urhY7B5G5sRmLiOyFxU+qIZfLy5zx9v79+/jyyy+xadMmdO/eHQDw1VdfoXHjxjhx4gQ6dOhg7qKKSvfCZcl/oZuzgzIAODs76z0v2ZnbnpX8nHCOHSKyVRb/p9yVK1cQEBCA+vXrIzo6Grdu3QIAxMbGorCwED179tSuGxYWhrp16+L48eMV7jM/Px+ZmZl6D1MxxwUdMO/MxNakZJNVyfBjz9iMRUT2wqLDTkREBGJiYrBv3z6sWbMG169fR+fOnZGVlYXExEQ4OjqWGkbs5+eHxMTECve7YMECeHh4aB+BgYEmew/majLRbYKwluYIcwRBaxqpZm4lPyfW8rkhIqoqi64C6NOnj/bnFi1aICIiAkFBQdi6detjXbSmT5+OKVOmaJ9nZmaaLPCYq2ZH90JlyX1SdMtmjotryc7apr75qDVhMxYR2Qur+lPO09MToaGhuHr1Kvz9/VFQUICMjAy9dZKSkiq9q7VCoYC7u7vew1TEqNmxlrBjDiXDjiWPVDM3NmMRkb2wqrDz4MEDXLt2DbVq1UJ4eDgcHBywf/9+7euXLl3CrVu3EBkZKWIpxWfJzRG6ZTPHxdXR0VHvOcPOIxyNRUT2wqLrradNm4YBAwYgKCgI8fHxmD17NmQyGZ555hl4eHjgxRdfxJQpU+Dl5QV3d3e8+uqriIyMtKiRWOZqxrIW5h41VjLslHxuz9iMRUT2wqK/3e7cuYNnnnkGaWlp8PHxwRNPPIETJ07Ax8cHALB06VJIpVIMGzYM+fn56N27N1avXi1yqcWh2zxkyc1Y5g47JUdfMew8UrL/EsMOEdkqi/5227x5c4WvK5VKrFq1CqtWrTJTiSyXJQccXboXVHNMfliy2cqSJ1w0t5Lhhn12iMhWsZGezEo3bJjj4lrygs6w80jJc8OaHSKyVQw7ZFa6F1Rz1EaVDDe8oD/C0VhEZC8YdmyEtfTZ0Q0f5ui8zU645WPYISJ7wbBjYhyNpc/cYYNNNeXj0HMishf8djMxS65lEYO5aw8YdsrHWi8ishcMOzbIWgKWOWq9OOKofDw3RGQvGHZMzFqChxjMcW5Ye1E+9tkhInvBsEM2jRf08rGJj4jsBcOOiZmrg7I11iCZo8xsqikfgyAR2QuGHROzxhBiS3hBLx9HYxGRveC3m42wlnl2dHGeHXHx3BCRvWDYMTExmrGsJeyI0UGZNTuP8NwQkb1g2LFB1hJ2xKjZYVPNIww7RGQv+M1vI6wl4Oji0HNxMewQkb1g2DExNmOJixf08vFcEJG9YNgxMXMFD93jWEtTDZuxxMWwQ0T2gt/8JiZG2LEW5ihzyXDDC/wjPBdEZC8YdkzMXM1Yuhd1a6m9EKNmhxf4R3guiMheWMdV0YqJUbNjLbU8YnRQtpYgaA7W8jkhInpc/OY3MXZQFhdHYxEREcOOibGDcvnMEQQlEolVNvEREZHx8JvfRljjBd1cQVD3fLCfChGR/bGOq6IVYzNW+cx1bnQDDsMOEZH9YdgxMTFqL6wl7JiLNdZ6ERGR8fCb30ZYY58dc2HYISKyb/zmNzEx5tmxFuaqgdJturLG80RERI+H3/wmJsZoLPZL0cc+O0RE9o1hx0ZYY58dMWq9GHaIiOwPw46JiTEay1qaasTovG0t54aIiIyH3/wmxgt6+cSo2bGWWi8iIjIe67gqUqWscZ4dBkEiIjIHfvObmBgT51lL2BEDww4Rkf3hN7+NsMY+O+YKgrqs5dwQEZHx8JvfRlhjU40YNVDWcm6IiMh4+M1vYrxdRPlYs0NERObAb34bYY2TCrJmh4iIzIHf/CbG4dWWheeGiMj+MOzYCGvss8NmLCIiMgd+89sIaww7bMYiIiJz4De/ifF2EeUTo2aHzVhERPbHOq6KVCnW7FjuMYmISFzWcVWkSllj2DEXMWqQiIjIcvCqaCOsaTRW586dAQD9+/cXuSRERGQP5GIXwNbxZpelzZw5E6mpqQgICDDL8Sw9/BERkWlZ9lWRqsXSw46jo6PZgg4REZFlXxWpWiw97BAREZkTr4omxrlkiIiIxMWroolxlmDxcTQWEZF941XRxFizQ0REJC5eFW2Qtdz1nIiIyBwYdkyMzVhERETi4lXRxHhLBPHxfBAR2TeGHRPjzS6JiIjExbBjYhwJREREJC6GHRNjLQsREZG4bCbsrFq1CvXq1YNSqURERAT+/PNPsYtEREREFsAmws6WLVswZcoUzJ49G6dPn0bLli3Ru3dvJCcni100NmMRERGJzCbCzpIlS/DSSy9h7NixaNKkCdauXQtnZ2esW7dO7KKxGYuIiEhkVh92CgoKEBsbi549e2qXSaVS9OzZE8ePHy9zm/z8fGRmZuo9iIiIyDZZfdhJTU2FSqWCn5+f3nI/Pz8kJiaWuc2CBQvg4eGhfQQGBpqjqCQSNiUSEdk3qw871TF9+nTcv39f+7h9+7bYRSITYlMiEZF9k4tdgMdVs2ZNyGQyJCUl6S1PSkqCv79/mdsoFAooFApzFI+IiIhEZvU1O46OjggPD8f+/fu1y9RqNfbv34/IyEgRS1aMtQpkyfr06QMAGDFihMglISIyHauv2QGAKVOmYPTo0Wjbti3at2+PZcuWITs7G2PHjhW7aEQW7X//+x/atm1rEX8YEBGZik2EnZEjRyIlJQWzZs1CYmIiWrVqhX379pXqtCwGdo4lS+bm5oYePXqIXQwiIpOyibADABMnTsTEiRPFLkYpbMYSHwMnEZF9s/o+O0REREQVYdgxMdYqiI+1a0RE9o1hh4iIiGwaww4RERHZNIYdIiIismkMOybG/iJERETiYtgxMXZQJiIiEhfDjomxZoeIiEhcDDtERERk0xh2TCQgIAAA0KpVK3ELQkREZOcYdkxk1qxZ6NWrF1555RWxi0JERGTXbObeWJYmLCwMM2bMELsYREREdo81O0RERGTTGHaIiIjIpjHsEBERkU1j2CEiIiKbxrBDRERENo1hh4iIiGwaw46NcHFxEbsIREREFolhx0YMHToU/v7+GDt2rNhFISIisiicVNBGeHt7Y/PmzWIXg4iIyOKwZoeIiIhsGsMOERER2TSGHbJ5/fv3BwB06tRJ5JIQEZEY2GeHbN7w4cPh4+ODtm3bil0UIiISAcMO2TyFQoFevXqJXQwiIhIJm7GIiIjIpjHsEBERkU1j2CEiIiKbxrBDRERENo1hh4iIiGwaww4RERHZNIYdIiIismkMO0RERGTTGHaIiIjIpjHsEBERkU1j2CEiIiKbxrBDRERENo1hh4iIiGwa73oOQBAEAEBmZqbIJSEiIiJDaa7bmut4eRh2AGRlZQEAAgMDRS4JERERVVVWVhY8PDzKfV0iVBaH7IBarUZ8fDzc3NwgkUhELUtmZiYCAwNx+/ZtuLu7i1oWS8NzUz6em/Lx3JSP56ZsPC/ls7RzIwgCsrKyEBAQAKm0/J45rNkBIJVKUadOHbGLocfd3d0iPkiWiOemfDw35eO5KR/PTdl4XspnSeemohodDXZQJiIiIpvGsENEREQ2jWHHwigUCsyePRsKhULsolgcnpvy8dyUj+emfDw3ZeN5KZ+1nht2UCYiIiKbxpodIiIismkMO0RERGTTGHaIiIjIpjHsEBERkU1j2LEwq1atQr169aBUKhEREYE///xT7CKJ7siRIxgwYAACAgIgkUiwfft2sYtkERYsWIB27drBzc0Nvr6+GDx4MC5duiR2sSzCmjVr0KJFC+3EZ5GRkdi7d6/YxbJIH374ISQSCSZPnix2UUQ3Z84cSCQSvUdYWJjYxbIIKpUKM2fORHBwMJycnBASEoL33nuv0ntSWQqGHQuyZcsWTJkyBbNnz8bp06fRsmVL9O7dG8nJyWIXTVTZ2dlo2bIlVq1aJXZRLMrhw4cxYcIEnDhxAr/++isKCwvRq1cvZGdni1000dWpUwcffvghYmNjcerUKXTv3h2DBg3C+fPnxS6aRTl58iQ+/fRTtGjRQuyiWIymTZsiISFB+/j999/FLpJFWLhwIdasWYOVK1fiwoULWLhwIRYtWoQVK1aIXTSDcOi5BYmIiEC7du2wcuVKAMX37AoMDMSrr76Kt99+W+TSWQaJRIJt27Zh8ODBYhfF4qSkpMDX1xeHDx/Gk08+KXZxLI6XlxcWL16MF198UeyiWIQHDx6gTZs2WL16NebPn49WrVph2bJlYhdLVHPmzMH27dsRFxcndlEsTv/+/eHn54cvv/xSu2zYsGFwcnLChg0bRCyZYVizYyEKCgoQGxuLnj17apdJpVL07NkTx48fF7FkZC3u378PoPiiTo+oVCps3rwZ2dnZiIyMFLs4FmPChAno16+f3ncOAVeuXEFAQADq16+P6Oho3Lp1S+wiWYSOHTti//79uHz5MgDgzJkz+P3339GnTx+RS2YY3gjUQqSmpkKlUsHPz09vuZ+fHy5evChSqchaqNVqTJ48GZ06dUKzZs3ELo5FOHfuHCIjI5GXlwdXV1ds27YNTZo0EbtYFmHz5s04ffo0Tp48KXZRLEpERARiYmLQqFEjJCQkYO7cuejcuTP+/vtvuLm5iV08Ub399tvIzMxEWFgYZDIZVCoV3n//fURHR4tdNIMw7BDZgAkTJuDvv/9m/wIdjRo1QlxcHO7fv4/vv/8eo0ePxuHDh+0+8Ny+fRuTJk3Cr7/+CqVSKXZxLIpuLUWLFi0QERGBoKAgbN261e6bP7du3YqNGzdi06ZNaNq0KeLi4jB58mQEBARg9OjRYhevUgw7FqJmzZqQyWRISkrSW56UlAR/f3+RSkXWYOLEidi1axeOHDmCOnXqiF0ci+Ho6IgGDRoAAMLDw3Hy5EksX74cn376qcglE1dsbCySk5PRpk0b7TKVSoUjR45g5cqVyM/Ph0wmE7GElsPT0xOhoaG4evWq2EUR3RtvvIG3334bo0aNAgA0b94cN2/exIIFC6wi7LDPjoVwdHREeHg49u/fr12mVquxf/9+9jOgMgmCgIkTJ2Lbtm04cOAAgoODxS6SRVOr1cjPzxe7GKLr0aMHzp07h7i4OO2jbdu2iI6ORlxcHIOOjgcPHuDatWuoVauW2EURXU5ODqRS/cggk8mgVqtFKlHVsGbHgkyZMgWjR49G27Zt0b59eyxbtgzZ2dkYO3as2EUT1YMHD/T+srp+/Tri4uLg5eWFunXrilgycU2YMAGbNm3Cjh074ObmhsTERACAh4cHnJycRC6duKZPn44+ffqgbt26yMrKwqZNm3Do0CH8/PPPYhdNdG5ubqX6dbm4uMDb29vu+3tNmzYNAwYMQFBQEOLj4zF79mzIZDI888wzYhdNdAMGDMD777+PunXromnTpvjrr7+wZMkSjBs3TuyiGUYgi7JixQqhbt26gqOjo9C+fXvhxIkTYhdJdAcPHhQAlHqMHj1a7KKJqqxzAkD46quvxC6a6MaNGycEBQUJjo6Ogo+Pj9CjRw/hl19+EbtYFqtLly7CpEmTxC6G6EaOHCnUqlVLcHR0FGrXri2MHDlSuHr1qtjFsgiZmZnCpEmThLp16wpKpVKoX7++8M477wj5+fliF80gnGeHiIiIbBr77BAREZFNY9ghIiIim8awQ0RERDaNYYeIiIhsGsMOERER2TSGHSIiIrJpDDtERERk0xh2iMiqSSQSbN++HQBw48YNSCQSxMXFiVomIrIsDDtEZNFSUlIwfvx41K1bFwqFAv7+/ujduzeOHj0KAEhISNC7WzURUUm8NxYRWbRhw4ahoKAA69evR/369ZGUlIT9+/cjLS0NAODv7y9yCYnI0rFmh4gsVkZGBn777TcsXLgQ3bp1Q1BQENq3b4/p06dj4MCBAPSbsTQuXryIjh07QqlUolmzZjh8+LD2tXv37iE6Oho+Pj5wcnJCw4YN8dVXXwF41Ay2efPmcrcnIuvDsENEFsvV1RWurq7Yvn078vPzDd7ujTfewNSpU/HXX38hMjISAwYM0NYEzZw5E//88w/27t2LCxcuYM2aNahZs6bB2xOR9WHYISKLJZfLERMTg/Xr18PT0xOdOnXCjBkzcPbs2Qq3mzhxIoYNG4bGjRtjzZo18PDwwJdffgkAuHXrFlq3bo22bduiXr166NmzJwYMGGDw9kRkfRh2iMiiDRs2DPHx8di5cyeioqJw6NAhtGnTBjExMeVuExkZqf1ZLpejbdu2uHDhAgBg/Pjx2Lx5M1q1aoU333wTx44dq9L2RGR9GHaIyOIplUo89dRTmDlzJo4dO4YxY8Zg9uzZ1dpXnz59cPPmTbz++uuIj49Hjx49MG3aNCOXmIgsCcMOEVmdJk2aIDs7u9zXT5w4of25qKgIsbGxaNy4sXaZj48PRo8ejQ0bNmDZsmX47LPPqrQ9EVkXDj0nIouVlpaGp59+GuPGjUOLFi3g5uaGU6dOYdGiRRg0aFC5261atQoNGzZE48aNsXTpUty7dw/jxo0DAMyaNQvh4eFo2rQp8vPzsWvXrlJBpqLticj6MOwQkcVydXVFREQEli5dimvXrqGwsBCBgYF46aWXMGPGjHK3+/DDD/Hhhx8iLi4ODRo0wM6dO7UjrhwdHTF9+nTcuHEDTk5O6Ny5MzZv3mzw9kRkfSSCIAhiF4KIyBLcuHEDwcHB+Ouvv9CqVSuxi0NERsI+O0RERGTTGHaIiIjIprEZi4iIiGwaa3aIiIjIpjHsEBERkU1j2CEiIiKbxrBDRERENo1hh4iIiGwaww4RERHZNIYdIiIismkMO0RERGTTGHaIiIjIpv0/PHVaWmzLbKQAAAAASUVORK5CYII=\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Making Correlation Matrix for dataset." + ], + "metadata": { + "id": "kGChIHLKL3hK" + } + }, + { + "cell_type": "code", + "source": [ + "corr_mat = df.corr()\n", + "\n", + "print(\"Correlation Matrix for Dataset is:\\n\")\n", + "print(corr_mat)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sBvjirk7L7Zc", + "outputId": "769806b7-64a9-46a1-d912-0c4d9bddb971" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Correlation Matrix for Dataset is:\n", + "\n", + " age ticket fare cabin boat body\n", + "age 1.000000 -0.045384 0.171521 -0.023539 -2.385516e-02 1.964239e-02\n", + "ticket -0.045384 1.000000 -0.090477 -0.024958 -5.497981e-03 -3.374542e-03\n", + "fare 0.171521 -0.090477 1.000000 -0.035034 -4.558282e-02 -1.058336e-02\n", + "cabin -0.023539 -0.024958 -0.035034 1.000000 -9.013756e-03 -1.641532e-02\n", + "boat -0.023855 -0.005498 -0.045583 -0.009014 1.000000e+00 6.851970e-17\n", + "body 0.019642 -0.003375 -0.010583 -0.016415 6.851970e-17 1.000000e+00\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Visualizing Heat Map/ Correlation Plot for this dataset." + ], + "metadata": { + "id": "HWOTyE4ALqKr" + } + }, + { + "cell_type": "code", + "source": [ + "# Setting Figure Size\n", + "plt.figure(figsize = (12,5))\n", + "sns.heatmap(corr_mat, annot = True, cmap = 'viridis')\n", + "\n", + "plt.title(\"Heat Map/ Correlation Plot for Titanic Dataset\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 468 + }, + "id": "NUwyIoaXLeYY", + "outputId": "b3c37f13-6957-4e18-9724-3e1255400681" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Machine Learning Model\n", + "### Since the Data is Preprocessed now, we will begin with machine learning model." + ], + "metadata": { + "id": "t8sbV6hOqvAf" + } + }, + { + "cell_type": "markdown", + "source": [ + "### 1. Data Gathering\n", + "We have already gathered and preprocessed data so we can directly use it now." + ], + "metadata": { + "id": "Kugv304HsD-d" + } + }, + { + "cell_type": "code", + "source": [ + "# Reading CSV file\n", + "df = pd.read_csv(\"/content/Preprocessed Titanic Dataset.csv\")\n", + "\n", + "print(\"Dataset is:\\n\")\n", + "print(df.head(n = 7))" + ], + "metadata": { + "id": "FL0lPxXhMu2t", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "7d265569-fba4-4fc7-cf61-13438cd36833" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Dataset is:\n", + "\n", + " pclass survived sex age sibsp parch ticket fare cabin \\\n", + "0 1 1 1 29.0000 0 0 24160.0 211.3375 43 \n", + "1 1 1 0 0.9167 1 2 113781.0 151.5500 79 \n", + "2 1 0 1 2.0000 1 2 113781.0 151.5500 79 \n", + "3 1 0 0 30.0000 1 2 113781.0 151.5500 79 \n", + "4 1 0 1 25.0000 1 2 113781.0 151.5500 79 \n", + "5 1 1 0 48.0000 0 0 19952.0 26.5500 149 \n", + "6 1 1 1 63.0000 1 0 13502.0 77.9583 145 \n", + "\n", + " embarked boat body home.dest last_name \\\n", + "0 0 2.0 160.809917 St Louis, MO Allen \n", + "1 0 11.0 160.809917 Montreal, PQ / Chesterville, ON Allison \n", + "2 0 13.0 160.809917 Montreal, PQ / Chesterville, ON Allison \n", + "3 0 13.0 135.000000 Montreal, PQ / Chesterville, ON Allison \n", + "4 0 13.0 160.809917 Montreal, PQ / Chesterville, ON Allison \n", + "5 0 3.0 160.809917 New York, NY Anderson \n", + "6 0 10.0 160.809917 Hudson, NY Andrews \n", + "\n", + " first_name title \n", + "0 Elisabeth Walton Miss \n", + "1 Hudson Trevor Master \n", + "2 Helen Loraine Miss \n", + "3 Hudson Joshua Creighton Mr \n", + "4 Hudson J C (Bessie Waldo Daniels) Mrs \n", + "5 Harry Mr \n", + "6 Kornelia Theodosia Miss \n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## 2. Feature Engineering\n", + "Now the next task is to add features for input and output." + ], + "metadata": { + "id": "DGB47L9Lsrhh" + } + }, + { + "cell_type": "code", + "source": [ + "# Seeing the Columns of dataset and their datatype\n", + "print(\"Columns of dataset are:\\n\")\n", + "df.info()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "l9UtUSigspmO", + "outputId": "948cbbc7-5763-4b99-eea6-bf7004840a9e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Columns of dataset are:\n", + "\n", + "\n", + "RangeIndex: 1309 entries, 0 to 1308\n", + "Data columns (total 16 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 pclass 1309 non-null int64 \n", + " 1 survived 1309 non-null int64 \n", + " 2 sex 1309 non-null int64 \n", + " 3 age 1309 non-null float64\n", + " 4 sibsp 1309 non-null int64 \n", + " 5 parch 1309 non-null int64 \n", + " 6 ticket 1309 non-null float64\n", + " 7 fare 1309 non-null float64\n", + " 8 cabin 1309 non-null int64 \n", + " 9 embarked 1309 non-null int64 \n", + " 10 boat 1309 non-null float64\n", + " 11 body 1309 non-null float64\n", + " 12 home.dest 1309 non-null object \n", + " 13 last_name 1309 non-null object \n", + " 14 first_name 1309 non-null object \n", + " 15 title 1309 non-null object \n", + "dtypes: float64(5), int64(7), object(4)\n", + "memory usage: 163.8+ KB\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# First we will remove all columns with object data type as model cannot work on that\n", + "for col in df.columns:\n", + " if df[col].dtype == 'object':\n", + " df.drop(col, inplace = True, axis = 1)" + ], + "metadata": { + "id": "o5aTy8R9tE3O" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Splitting between Input and Output." + ], + "metadata": { + "id": "aIlz0TxBuGIW" + } + }, + { + "cell_type": "code", + "source": [ + "# Input\n", + "X = df.drop(columns = ['survived'], axis = 1)\n", + "\n", + "# Output\n", + "Y = df['survived']\n", + "\n", + "# Seeing Shape of Input and Output\n", + "print(\"Shape of Input is:\", X.shape)\n", + "print(\"\\nShape of Output is:\", Y.shape)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lBk4Bl4Etll3", + "outputId": "74b0cb26-cc0d-4319-b92b-2bf918915d10" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Shape of Input is: (1309, 11)\n", + "\n", + "Shape of Output is: (1309,)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Splitting Between Testing and Training Data." + ], + "metadata": { + "id": "Way8waq7u3Xn" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.model_selection import train_test_split\n", + "x_train, x_test, y_train, y_test = train_test_split(X, Y, train_size = 0.8)" + ], + "metadata": { + "id": "0U5RtezFu82a" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## 3. Choosing Algorithm and Training\n", + "Here we will create a function which will test all Supervised learning algorithms on this data.\n" + ], + "metadata": { + "id": "yOquPuSPupxU" + } + }, + { + "cell_type": "code", + "source": [ + "# Importing Algorithms\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.svm import SVC\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.naive_bayes import GaussianNB\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "# Creating Object for Algorithms\n", + "# Create instances of classifiers using a dictionary\n", + "classifiers_dict = {\n", + " \"K Nearest Neighbor\": KNeighborsClassifier(),\n", + " \"Support Vector Machine\": SVC(),\n", + " \"Decision Tree Classifier\": DecisionTreeClassifier(),\n", + " \"Naive Bayes Classifier\": GaussianNB(),\n", + " \"Random Forest Classifier\": RandomForestClassifier(),\n", + " \"Logistic Regression\": LogisticRegression()\n", + "}" + ], + "metadata": { + "id": "POJU3egEuj_2" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Training Model" + ], + "metadata": { + "id": "5-oLVvIbv00O" + } + }, + { + "cell_type": "code", + "source": [ + "# We have dictionary so we will directly use it\n", + "\n", + "# Assuming you have a dictionary named classifiers_dict\n", + "\n", + "for classifier_name, classifier_instance in classifiers_dict.items():\n", + " classifier_instance.fit(x_train, y_train)\n", + " print(f\"Successfully Trained {classifier_name} Classifier.\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9JLMOR-Jv_oA", + "outputId": "5243e3a8-32d3-402c-8be2-a4cc0172ebe9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Successfully Trained K Nearest Neighbor Classifier.\n", + "Successfully Trained Support Vector Machine Classifier.\n", + "Successfully Trained Decision Tree Classifier Classifier.\n", + "Successfully Trained Naive Bayes Classifier Classifier.\n", + "Successfully Trained Random Forest Classifier Classifier.\n", + "Successfully Trained Logistic Regression Classifier.\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Testing Model/ Model Evaluation" + ], + "metadata": { + "id": "HN_uVZc9xmG8" + } + }, + { + "cell_type": "code", + "source": [ + "# For Showing Heading in Jupyter Notebook\n", + "from IPython.display import display, HTML\n", + "\n", + "# Importing Required Functions\n", + "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n", + "\n", + "# Create a dictionary to store accuracies for each model\n", + "accuracy_dict = {}\n", + "\n", + "for classifier_name, classifier_instance in classifiers_dict.items():\n", + "\n", + " # Display model name\n", + " display(HTML(f\"

Evaluation Measures for Algorithm {classifier_name} are:


\"))\n", + "\n", + " # Training phase\n", + " pred_train = classifier_instance.predict(x_train)\n", + "\n", + " # Training Accuracy and Classification report and Confusion Matrix\n", + " display(HTML(f\"

Training Accuracy is: {accuracy_score(y_train, pred_train)*100}


\"))\n", + " print(\"\\nConfusion Matrix is:\\n\")\n", + " print(confusion_matrix(y_train, pred_train))\n", + " print(\"\\nClassification Report is:\\n\")\n", + " print(classification_report(y_train, pred_train))\n", + "\n", + " # Testing phase\n", + " pred_test = classifier_instance.predict(x_test)\n", + "\n", + " # Testing Accuracy and Classification report and Confusion Matrix\n", + " testing_accuracy = accuracy_score(y_test, pred_test) * 100\n", + " display(HTML(f\"

Testing Accuracy is: {testing_accuracy}


\"))\n", + " print(\"\\nConfusion Matrix is:\\n\")\n", + " print(confusion_matrix(y_test, pred_test))\n", + " print(\"\\nClassification Report is:\\n\")\n", + " print(classification_report(y_test, pred_test))\n", + "\n", + " # Store the testing accuracy in the dictionary\n", + " accuracy_dict[classifier_name] = testing_accuracy" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "shGA5c6HxqNf", + "outputId": "f45e5ac0-5edc-4a32-8286-8127cbd3aa6f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Evaluation Measures for Algorithm K Nearest Neighbor are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Training Accuracy is: 76.981852913085


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[549 106]\n", + " [135 257]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.80 0.84 0.82 655\n", + " 1 0.71 0.66 0.68 392\n", + "\n", + " accuracy 0.77 1047\n", + " macro avg 0.76 0.75 0.75 1047\n", + "weighted avg 0.77 0.77 0.77 1047\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Testing Accuracy is: 67.55725190839695


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[120 34]\n", + " [ 51 57]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.70 0.78 0.74 154\n", + " 1 0.63 0.53 0.57 108\n", + "\n", + " accuracy 0.68 262\n", + " macro avg 0.66 0.65 0.66 262\n", + "weighted avg 0.67 0.68 0.67 262\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Evaluation Measures for Algorithm Support Vector Machine are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Training Accuracy is: 62.55969436485196


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[655 0]\n", + " [392 0]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.63 1.00 0.77 655\n", + " 1 0.00 0.00 0.00 392\n", + "\n", + " accuracy 0.63 1047\n", + " macro avg 0.31 0.50 0.38 1047\n", + "weighted avg 0.39 0.63 0.48 1047\n", + "\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Testing Accuracy is: 58.778625954198475


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[154 0]\n", + " [108 0]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.59 1.00 0.74 154\n", + " 1 0.00 0.00 0.00 108\n", + "\n", + " accuracy 0.59 262\n", + " macro avg 0.29 0.50 0.37 262\n", + "weighted avg 0.35 0.59 0.44 262\n", + "\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Evaluation Measures for Algorithm Decision Tree Classifier are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Training Accuracy is: 99.90448901623687


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[654 1]\n", + " [ 0 392]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 655\n", + " 1 1.00 1.00 1.00 392\n", + "\n", + " accuracy 1.00 1047\n", + " macro avg 1.00 1.00 1.00 1047\n", + "weighted avg 1.00 1.00 1.00 1047\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Testing Accuracy is: 87.02290076335878


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[132 22]\n", + " [ 12 96]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.92 0.86 0.89 154\n", + " 1 0.81 0.89 0.85 108\n", + "\n", + " accuracy 0.87 262\n", + " macro avg 0.87 0.87 0.87 262\n", + "weighted avg 0.87 0.87 0.87 262\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Evaluation Measures for Algorithm Naive Bayes Classifier are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Training Accuracy is: 63.801337153772685


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[653 2]\n", + " [377 15]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.63 1.00 0.78 655\n", + " 1 0.88 0.04 0.07 392\n", + "\n", + " accuracy 0.64 1047\n", + " macro avg 0.76 0.52 0.42 1047\n", + "weighted avg 0.73 0.64 0.51 1047\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Testing Accuracy is: 59.92366412213741


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[153 1]\n", + " [104 4]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.60 0.99 0.74 154\n", + " 1 0.80 0.04 0.07 108\n", + "\n", + " accuracy 0.60 262\n", + " macro avg 0.70 0.52 0.41 262\n", + "weighted avg 0.68 0.60 0.47 262\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Evaluation Measures for Algorithm Random Forest Classifier are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Training Accuracy is: 99.90448901623687


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[654 1]\n", + " [ 0 392]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 655\n", + " 1 1.00 1.00 1.00 392\n", + "\n", + " accuracy 1.00 1047\n", + " macro avg 1.00 1.00 1.00 1047\n", + "weighted avg 1.00 1.00 1.00 1047\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Testing Accuracy is: 89.31297709923665


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[140 14]\n", + " [ 14 94]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.91 0.91 0.91 154\n", + " 1 0.87 0.87 0.87 108\n", + "\n", + " accuracy 0.89 262\n", + " macro avg 0.89 0.89 0.89 262\n", + "weighted avg 0.89 0.89 0.89 262\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Evaluation Measures for Algorithm Logistic Regression are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Training Accuracy is: 62.55969436485196


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[655 0]\n", + " [392 0]]\n", + "\n", + "Classification Report is:\n", + "\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.63 1.00 0.77 655\n", + " 1 0.00 0.00 0.00 392\n", + "\n", + " accuracy 0.63 1047\n", + " macro avg 0.31 0.50 0.38 1047\n", + "weighted avg 0.39 0.63 0.48 1047\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Testing Accuracy is: 58.778625954198475


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix is:\n", + "\n", + "[[154 0]\n", + " [108 0]]\n", + "\n", + "Classification Report is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.59 1.00 0.74 154\n", + " 1 0.00 0.00 0.00 108\n", + "\n", + " accuracy 0.59 262\n", + " macro avg 0.29 0.50 0.37 262\n", + "weighted avg 0.35 0.59 0.44 262\n", + "\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Finding the Model with Highest accuracy." + ], + "metadata": { + "id": "5FaZDlg34U8E" + } + }, + { + "cell_type": "code", + "source": [ + "# Finding the model with the maximum testing accuracy\n", + "best_model = max(accuracy_dict, key=accuracy_dict.get)\n", + "display(HTML(f\"

The model with the Maximum Testing accuracy is: {best_model} with accuracy {accuracy_dict[best_model]}

\"))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 58 + }, + "id": "7YUCzhr71ViX", + "outputId": "3ce88c59-9940-4a38-9979-3d92bc3542f5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

The model with the Maximum Testing accuracy is: Random Forest Classifier with accuracy 89.31297709923665

" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Implementing Hyperparameter Tuning." + ], + "metadata": { + "id": "DVGisS9J5RNp" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Creating Parameter Grid For each Model.\n", + "### Since SVC will take much resources we are removing it." + ], + "metadata": { + "id": "hmA4pq9N5cd1" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.metrics import make_scorer\n", + "\n", + "# Create instances of classifiers using a dictionary\n", + "classifiers_dict = {\n", + " \"K Nearest Neighbor\": KNeighborsClassifier(),\n", + " \"Decision Tree Classifier\": DecisionTreeClassifier(),\n", + " \"Naive Bayes Classifier\": GaussianNB(),\n", + " \"Random Forest Classifier\": RandomForestClassifier(),\n", + " \"Logistic Regression\": LogisticRegression()\n", + "}\n", + "\n", + "param_grid = {\n", + " 'K Nearest Neighbor': {'n_neighbors': [3, 5, 7], 'weights': ['uniform', 'distance'], 'algorithm': ['ball_tree', 'kd_tree', 'brute']},\n", + "\n", + " 'Decision Tree Classifier': {\n", + " 'max_depth': [None, 10, 20],\n", + " 'min_samples_split': [2, 5, 10],\n", + " 'min_samples_leaf': [1, 2, 4],\n", + " 'criterion': ['gini', 'entropy'],\n", + " },\n", + "\n", + " 'Naive Bayes Classifier': {}, # Naive Bayes doesn't have hyperparameters\n", + "\n", + " 'Random Forest Classifier': {\n", + " 'n_estimators': [50, 100, 200],\n", + " 'max_depth': [None, 10, 20],\n", + " 'min_samples_split': [2, 5, 10],\n", + " 'min_samples_leaf': [1, 2, 4],\n", + " 'criterion': ['gini', 'entropy'],\n", + " },\n", + "\n", + " 'Logistic Regression': {\n", + " 'C': [0.1, 1, 10],\n", + " 'penalty': ['l1', 'l2'],\n", + " 'solver': ['liblinear', 'saga'],\n", + " 'max_iter': [100, 200, 300],\n", + " }\n", + "}\n", + "\n", + "# Create a dictionary to store grid search results and best models\n", + "grid_search_results = {}" + ], + "metadata": { + "id": "RWEJ0kVA4HVx" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Looping through each classifier and giving the parameters and evaluating." + ], + "metadata": { + "id": "k8GL097E5kci" + } + }, + { + "cell_type": "code", + "source": [ + "# Importing Required Functions\n", + "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n", + "\n", + "# Create a dictionary to store grid search results and best models\n", + "grid_search_results = {}\n", + "\n", + "# Loop through each classifier\n", + "for classifier_name, classifier_instance in classifiers_dict.items():\n", + "\n", + " # Display model name\n", + " display(HTML(f\"

Grid Search and Evaluation Measures for Algorithm {classifier_name} are:


\"))\n", + "\n", + " # Set up GridSearchCV\n", + " grid_search = GridSearchCV(classifier_instance, param_grid[classifier_name], scoring=make_scorer(accuracy_score), cv=5, n_jobs=-1)\n", + "\n", + " # Fit the model using GridSearchCV\n", + " grid_search.fit(x_train, y_train)\n", + "\n", + " # Get the best model from GridSearchCV\n", + " best_model = grid_search.best_estimator_\n", + "\n", + " # Store grid search results\n", + " grid_search_results[classifier_name] = {\n", + " 'best_model': best_model,\n", + " 'grid_search': grid_search\n", + " }\n", + "\n", + " # Display best parameters\n", + " # Display best parameters without brackets\n", + " best_params_str = ', '.join(f'{key}: {value}' for key, value in grid_search.best_params_.items())\n", + " display(HTML(f\"

Best Parameters are: {best_params_str}


\"))\n", + "\n", + "\n", + " # Display evaluation metrics for the best model\n", + " pred_train = best_model.predict(x_train)\n", + " display(HTML(f\"

Best Model Training Accuracy is: {accuracy_score(y_train, pred_train)*100}


\"))\n", + " print(\"\\nConfusion Matrix for Best Model on Training Data is:\\n\")\n", + " print(confusion_matrix(y_train, pred_train))\n", + " print(\"\\nClassification Report for Best Model on Training Data is:\\n\")\n", + " print(classification_report(y_train, pred_train))\n", + "\n", + " pred_test = best_model.predict(x_test)\n", + "\n", + " # Testing Accuracy and Classification report and Confusion Matrix\n", + " testing_accuracy = accuracy_score(y_test, pred_test) * 100\n", + " display(HTML(f\"

Best Model Testing Accuracy is: {testing_accuracy}


\"))\n", + " print(\"\\nConfusion Matrix for Best Model on Testing Data is:\\n\")\n", + " print(confusion_matrix(y_test, pred_test))\n", + " print(\"\\nClassification Report for Best Model on Testing Data is:\\n\")\n", + " print(classification_report(y_test, pred_test))\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "9qjWFB515a9B", + "outputId": "0c9c6432-574b-4fad-b03f-1300c1cacd82" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Grid Search and Evaluation Measures for Algorithm K Nearest Neighbor are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Parameters are: algorithm: ball_tree, n_neighbors: 7, weights: uniform


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Model Training Accuracy is: 74.88061127029609


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix for Best Model on Training Data is:\n", + "\n", + "[[539 116]\n", + " [147 245]]\n", + "\n", + "Classification Report for Best Model on Training Data is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.79 0.82 0.80 655\n", + " 1 0.68 0.62 0.65 392\n", + "\n", + " accuracy 0.75 1047\n", + " macro avg 0.73 0.72 0.73 1047\n", + "weighted avg 0.75 0.75 0.75 1047\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Model Testing Accuracy is: 68.32061068702289


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix for Best Model on Testing Data is:\n", + "\n", + "[[124 30]\n", + " [ 53 55]]\n", + "\n", + "Classification Report for Best Model on Testing Data is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.70 0.81 0.75 154\n", + " 1 0.65 0.51 0.57 108\n", + "\n", + " accuracy 0.68 262\n", + " macro avg 0.67 0.66 0.66 262\n", + "weighted avg 0.68 0.68 0.68 262\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Grid Search and Evaluation Measures for Algorithm Decision Tree Classifier are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Parameters are: criterion: gini, max_depth: 10, min_samples_leaf: 1, min_samples_split: 5


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Model Training Accuracy is: 95.6064947468959


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix for Best Model on Training Data is:\n", + "\n", + "[[639 16]\n", + " [ 30 362]]\n", + "\n", + "Classification Report for Best Model on Training Data is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.96 0.98 0.97 655\n", + " 1 0.96 0.92 0.94 392\n", + "\n", + " accuracy 0.96 1047\n", + " macro avg 0.96 0.95 0.95 1047\n", + "weighted avg 0.96 0.96 0.96 1047\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Model Testing Accuracy is: 87.78625954198473


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix for Best Model on Testing Data is:\n", + "\n", + "[[141 13]\n", + " [ 19 89]]\n", + "\n", + "Classification Report for Best Model on Testing Data is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.88 0.92 0.90 154\n", + " 1 0.87 0.82 0.85 108\n", + "\n", + " accuracy 0.88 262\n", + " macro avg 0.88 0.87 0.87 262\n", + "weighted avg 0.88 0.88 0.88 262\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Grid Search and Evaluation Measures for Algorithm Naive Bayes Classifier are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Parameters are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Model Training Accuracy is: 63.801337153772685


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix for Best Model on Training Data is:\n", + "\n", + "[[653 2]\n", + " [377 15]]\n", + "\n", + "Classification Report for Best Model on Training Data is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.63 1.00 0.78 655\n", + " 1 0.88 0.04 0.07 392\n", + "\n", + " accuracy 0.64 1047\n", + " macro avg 0.76 0.52 0.42 1047\n", + "weighted avg 0.73 0.64 0.51 1047\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Model Testing Accuracy is: 59.92366412213741


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix for Best Model on Testing Data is:\n", + "\n", + "[[153 1]\n", + " [104 4]]\n", + "\n", + "Classification Report for Best Model on Testing Data is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.60 0.99 0.74 154\n", + " 1 0.80 0.04 0.07 108\n", + "\n", + " accuracy 0.60 262\n", + " macro avg 0.70 0.52 0.41 262\n", + "weighted avg 0.68 0.60 0.47 262\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Grid Search and Evaluation Measures for Algorithm Random Forest Classifier are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Parameters are: criterion: entropy, max_depth: 10, min_samples_leaf: 1, min_samples_split: 5, n_estimators: 50


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Model Training Accuracy is: 95.79751671442216


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix for Best Model on Training Data is:\n", + "\n", + "[[652 3]\n", + " [ 41 351]]\n", + "\n", + "Classification Report for Best Model on Training Data is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.94 1.00 0.97 655\n", + " 1 0.99 0.90 0.94 392\n", + "\n", + " accuracy 0.96 1047\n", + " macro avg 0.97 0.95 0.95 1047\n", + "weighted avg 0.96 0.96 0.96 1047\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Model Testing Accuracy is: 90.45801526717557


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix for Best Model on Testing Data is:\n", + "\n", + "[[146 8]\n", + " [ 17 91]]\n", + "\n", + "Classification Report for Best Model on Testing Data is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.90 0.95 0.92 154\n", + " 1 0.92 0.84 0.88 108\n", + "\n", + " accuracy 0.90 262\n", + " macro avg 0.91 0.90 0.90 262\n", + "weighted avg 0.91 0.90 0.90 262\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Grid Search and Evaluation Measures for Algorithm Logistic Regression are:


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Parameters are: C: 10, max_iter: 200, penalty: l1, solver: liblinear


" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Model Training Accuracy is: 79.36962750716332


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix for Best Model on Training Data is:\n", + "\n", + "[[565 90]\n", + " [126 266]]\n", + "\n", + "Classification Report for Best Model on Training Data is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.82 0.86 0.84 655\n", + " 1 0.75 0.68 0.71 392\n", + "\n", + " accuracy 0.79 1047\n", + " macro avg 0.78 0.77 0.78 1047\n", + "weighted avg 0.79 0.79 0.79 1047\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Best Model Testing Accuracy is: 79.38931297709924


" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Confusion Matrix for Best Model on Testing Data is:\n", + "\n", + "[[134 20]\n", + " [ 34 74]]\n", + "\n", + "Classification Report for Best Model on Testing Data is:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.80 0.87 0.83 154\n", + " 1 0.79 0.69 0.73 108\n", + "\n", + " accuracy 0.79 262\n", + " macro avg 0.79 0.78 0.78 262\n", + "weighted avg 0.79 0.79 0.79 262\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Finding the Model with Highest accuracy after Hyperparameter Tuning." + ], + "metadata": { + "id": "jHhByHk6-6_h" + } + }, + { + "cell_type": "code", + "source": [ + "best_model_name = max(grid_search_results, key=lambda k: accuracy_score(y_test, grid_search_results[k]['best_model'].predict(x_test)))\n", + "best_model = grid_search_results[best_model_name]['best_model']\n", + "display(HTML(f\"

The model with the Maximum Testing accuracy after Hyperparameter Tuning is: {best_model_name} with accuracy {accuracy_score(y_test, best_model.predict(x_test))*100}

\"))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 58 + }, + "id": "xHNj2meR6wZM", + "outputId": "f7f56f92-833c-4871-c8f4-7b128654a3f9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

The model with the Maximum Testing accuracy after Hyperparameter Tuning is: Random Forest Classifier with accuracy 90.45801526717557

" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "ntU1BV2R--Ec" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/Preprocessing/heart.csv b/Preprocessing/heart.csv new file mode 100644 index 0000000..0966e67 --- /dev/null +++ b/Preprocessing/heart.csv @@ -0,0 +1,304 @@ +age,sex,cp,trtbps,chol,fbs,restecg,thalachh,exng,oldpeak,slp,caa,thall,output +63,1,3,145,233,1,0,150,0,2.3,0,0,1,1 +37,1,2,130,250,0,1,187,0,3.5,0,0,2,1 +41,0,1,130,204,0,0,172,0,1.4,2,0,2,1 +56,1,1,120,236,0,1,178,0,0.8,2,0,2,1 +57,0,0,120,354,0,1,163,1,0.6,2,0,2,1 +57,1,0,140,192,0,1,148,0,0.4,1,0,1,1 +56,0,1,140,294,0,0,153,0,1.3,1,0,2,1 +44,1,1,120,263,0,1,173,0,0,2,0,3,1 +52,1,2,172,199,1,1,162,0,0.5,2,0,3,1 +57,1,2,150,168,0,1,174,0,1.6,2,0,2,1 +54,1,0,140,239,0,1,160,0,1.2,2,0,2,1 +48,0,2,130,275,0,1,139,0,0.2,2,0,2,1 +49,1,1,130,266,0,1,171,0,0.6,2,0,2,1 +64,1,3,110,211,0,0,144,1,1.8,1,0,2,1 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