{"group":{"id":1,"name":"Community","lockable":false,"created_at":"2012-01-18T18:02:15.000Z","updated_at":"2025-12-14T01:33:56.000Z","description":"Problems submitted by members of the MATLAB Central community.","is_default":true,"created_by":161519,"badge_id":null,"featured":false,"trending":false,"solution_count_in_trending_period":0,"trending_last_calculated":"2025-12-14T00:00:00.000Z","image_id":null,"published":true,"community_created":false,"status_id":2,"is_default_group_for_player":false,"deleted_by":null,"deleted_at":null,"restored_by":null,"restored_at":null,"description_opc":null,"description_html":null,"published_at":null},"problems":[{"id":58892,"title":"Neural Net: Calculate Perceptron","description":"This challenge is to calculate the Neural Net Perceptron value,P, given X, WH, and WP using ReLU on the hidden layer. This example is for two inputs, two hidden nodes, and a single output. No offset terms are applied.\r\n \r\nThe function template includes the code to create this figure using Matlab Latex","description_html":"\u003cdiv style = \"text-align: start; line-height: 20.4333px; min-height: 0px; white-space: normal; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, monospace; font-style: normal; font-size: 14px; font-weight: 400; text-decoration: rgb(0, 0, 0); white-space: normal; \"\u003e\u003cdiv style=\"block-size: 626.85px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 313.425px; transform-origin: 407px 313.425px; vertical-align: baseline; \"\u003e\u003cdiv style=\"block-size: 42px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 21px; text-align: left; transform-origin: 384px 21px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 375.5px 8px; transform-origin: 375.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to calculate the Neural Net Perceptron value,P, given X, WH, and WP using ReLU on the hidden layer. This example is for two inputs, two hidden nodes, and a single output. No offset terms are applied.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 545.85px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 272.925px; text-align: left; transform-origin: 384px 272.925px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cimg class=\"imageNode\" style=\"vertical-align: baseline\" 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\" data-image-state=\"image-loaded\"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 250px 8px; transform-origin: 250px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThe function template includes the code to create this figure using Matlab Latex\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e","function_template":"function P=Calc_Perceptron(X,WH,WP)\r\n%The P value in this case is a single value\r\n%No ReLU,Softmax, or Sigmoid applied to the output P\r\n  P=0;\r\nend\r\n\r\n%The figure was generated using Matlab and Latex\r\n%{\r\nfunction perceptron\r\n% put figure code into cody\r\nfigure(1);clf;\r\nplot([0;140;140;0;0],[-5;-5;100;100;-5],'k','linewidth',2);hold on\r\nxticks([]);yticks([]); %Tciks/Labels off\r\n\r\naxis equal;\r\naxis tight\r\n\r\n\r\nr = 10;\r\nphi = 0:0.01:2*pi;\r\ncxA = r*cos(phi);\r\ncyA = r*sin(phi);\r\n\r\nrxA=[0 2*r 2*r   0 0]';\r\nryA=[0   0 2*r 2*r 0]';\r\n\r\npatch(cxA+10,cyA+80,'y');text(10-2,80,'X_{1}','Fontsize',20);\r\npatch(cxA+10,cyA+20,'y');text(10-2,20,'X_{2}','Fontsize',20);\r\n\r\npatch(cxA+80,cyA+80,'y');text(80-6,94,'H_{1}','Fontsize',20);text(80-8,80,'\\Sigma','Fontsize',30);\r\npatch(cxA+80,cyA+20,'y');text(80-6,34,'H_{2}','Fontsize',20);text(80-8,20,'\\Sigma','Fontsize',30);\r\n\r\npatch(cxA+130,cyA+50,'y');text(130-2,50,'P','Fontsize',20);\r\n\r\npatch(rxA+80,ryA+70,'y');text(85,80,'ReLU','Fontsize',20);text(102,88,'Y_{1}','Fontsize',20);\r\npatch(rxA+80,ryA+10,'y');text(85,20,'ReLU','Fontsize',20);text(102,32,'Y_{2}','Fontsize',20);\r\n\r\nquiver(20,20,55,0,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,80,55,0,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,20,58.5,58.5,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,80,58.5,-58.5,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\n\r\nquiver(100,20,25,25,'k','LineWidth',3.5,'MaxHeadSize',.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(100,80,25,-25,'k','LineWidth',3.5,'MaxHeadSize',.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\n\r\ntext(40,85,'WH_{11}','Fontsize',20);\r\ntext(20,65,'WH_{12}','Fontsize',20);\r\ntext(40,25,'WH_{22}','Fontsize',20);\r\ntext(20,38,'WH_{21}','Fontsize',20);\r\n\r\ntext(115,68,'WP_{11}','Fontsize',20);\r\ntext(115,28,'WP_{21}','Fontsize',20);\r\n\r\nstr='$$ X=\\left[\\matrix{ X_{1} \u0026 X_{2}} \\right]  $$'; %valid\r\ntext(1,50,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ WH=\\left[\\matrix{ WH_{11} \u0026 WH_{12}\\cr WH_{21} \u0026 WH_{22} } \\right]  $$'; %valid\r\ntext(1,5,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ H=\\left[\\matrix{ H_{1} \u0026 H_{2}} \\right]  $$'; %valid\r\ntext(75,65,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ ReLU(H)=Y  $$'; %valid\r\ntext(75,58,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ Y=\\left[\\matrix{ Y_{1} \u0026 Y_{2}} \\right]  $$'; %valid\r\ntext(75,51,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ X*WH=H  $$'; %valid\r\ntext(60,5,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ Y*WP=P  $$'; %valid\r\ntext(60,0,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ WP=\\left[\\matrix{ WP_{11}\\cr WP_{21} } \\right]  $$'; %valid\r\ntext(100,5,str,'Interpreter','latex','Fontsize',20);\r\n\r\n\r\n\r\nend % Perceptron \r\n%}\r\n","test_suite":"%%\r\nX=[1 2]; WH=[1 2;3 4];WP=[.5; -1];\r\nP=Calc_Perceptron(X,WH,WP);\r\nPexp=-6.5;\r\nvalid=isequal(P,Pexp);\r\nassert(valid)\r\n%%\r\nX=[3 1.5]; WH=[1 -3;3 4];WP=[1; 2];\r\nP=Calc_Perceptron(X,WH,WP);\r\nPexp=7.5;\r\nvalid=isequal(P,Pexp);\r\nassert(valid)\r\n%%\r\nX=[-.5 .5]; WH=[4 2;1 4];WP=[.1; .4];\r\nP=Calc_Perceptron(X,WH,WP);\r\nPexp=0.4;\r\nvalid=isequal(P,Pexp);\r\nassert(valid)\r\n","published":true,"deleted":false,"likes_count":1,"comments_count":0,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-20T22:48:06.000Z","deleted_by":null,"deleted_at":null,"solvers_count":13,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-20T22:16:25.000Z","updated_at":"2026-03-30T12:52:26.000Z","published_at":"2023-08-20T22:48:07.000Z","restored_at":null,"restored_by":null,"spam":null,"simulink":false,"admin_reviewed":false,"description_opc":"{\"parts\":[{\"partUri\":\"/matlab/document.xml\",\"contentType\":\"application/vnd.mathworks.matlab.code.document+xml\",\"content\":\"\u003c?xml version=\\\"1.0\\\" encoding=\\\"UTF-8\\\"?\u003e\u003cw:document xmlns:w=\\\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\\\"\u003e\u003cw:body\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThis challenge is to calculate the Neural Net Perceptron value,P, given X, WH, and WP using ReLU on the hidden layer. This example is for two inputs, two hidden nodes, and a single output. No offset terms are applied.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:customXml w:element=\\\"image\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"height\\\" w:val=\\\"864\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"1228\\\"/\u003e\u003cw:attr w:name=\\\"verticalAlign\\\" w:val=\\\"baseline\\\"/\u003e\u003cw:attr w:name=\\\"altText\\\" w:val=\\\"\\\"/\u003e\u003cw:attr w:name=\\\"relationshipId\\\" w:val=\\\"rId1\\\"/\u003e\u003c/w:customXmlPr\u003e\u003c/w:customXml\u003e\u003cw:r\u003e\u003cw:t\u003e \u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThe function template includes the code to create this figure using Matlab 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OnTtFxN171lNhYeG/A1u9enXs9wlGxz0+AEB8IGTiAlziqI6caV5Kt9jt27eLSEtLixIgvWb0UfKk8rTMiooKp9PZuXPnfv366VAuTI7DL0zE5XJ5Tb4NAJ4ImTiPSxzAkxIylQspJUZeccUVGRkZnusUFxeLyNatW+Xcw0tuvfVW7UsFAAAwDkImEHM0ZppUTk6O3W4/derU8ePHlb6yvgFSadhsaGhoamravXu3iPjOKwt0iHt8AIB4QsjEWVziAF5sNpvSmLlr1y6lr6xvyOzatWvfvn1FZNu2bcoDM3lCJsLF4RcAEGcImYAWaMw0KfeQy9raWrvdXlhY6LuOMhVQaWmpw+HIyspSppkFAACwLEImRLiPDgSQnZ0tIiUlJSIyaNCgxMRE33WGDh0qImvWrBGRwYMHx64Yp9PpcDiiXweGwuEXABB/CJmARmjMNKPrr78+JSVFiW1+n34p54ZuKusMGzYsdsWMGDGioKAg+nUAAABiipAJ7qMDwQwfPlz5IVB4s9lsSjdau90eKIhGb/bs2coMt1GuA0Ph8AsAiEsJLs5vVuJuSfP8vXOVo6WEBOFLh7C0tLRMmTJl1apVIpKbm+v32XShrAMDMunhNyFBzFh2HOPMAgTh9+oXsUZLptWZ9BIHsIgVK1ZkZGSsWrVq4sSJ0awDAACgGUImoClGZiIspaWlycnJa9euXbJkSTTrwIC4xwcAiFd2vQuAnrjEAQxuzpw51113nc0W7IZgKOsAAABohpAJAMbVr18/VdaB0XCPDwAQx7jzDWiNHrMAAACIY4RM6+I+OgAAAADVETIBHdCYCVgZ9/gAAPGNkAkAAAAAUA0h06K4jw4AAAAgFgiZAABoh3t8AIC4R8gE9MGwTAAAAMQlQiYAAAAAQDV2vQuAPgzeWauiQk6fFhHJy5OUlICrHTggR4+KiOTkyMUXa1QboBdXCN/bUNYBAACIKVoyYUSffCKjRsmoUfLggwHXOX5csrNl1CgpKSFhAjAHBmQCAKwggdveluIeBGj8X/uoUbJmjYjI2rVSXOy9tL1d+veXAwfkiiukutrEITMhgaYnwELiI2QmJJjgJGIpnEqAIDyufvmaaIeQaS0mCpnNzXL11dLYKGlpcvCgdO16wdJ77pH588Vmk6oqGTBApxLVwJUBYClhhcw9e+TEiWi32Lu39O4d7Yd4IWQaDacSIAhCpi4ImdZiopApIps3y5AhIiK5uVJZef71N96Qu+4SEZk7V2bP1qc2tXBlAFhKWCFzxAh5551ot3j33bJgQbQf4oWQaTScSoAgCJm6YEymFZnlKzZ4sDz8sIjIhg0yb97ZF48ckXvvFREpLjZ9wgSAIH71qwv++vbbcuaM/z/ffCNffy0HD8q778oLL8iNN55/15dfalw1AAC0ZFqMci/HRL9zp1N++lOprpbERNm3T3r1kmuvlcOHJT1d9u+XLl30ri9q3H4GLCXcMZm//a388Y9nf+7WTQ4elNTUkN5YUSFjx8qpU9K3r+zbF3adwWnZkllWJu3t/hfZbJKYKP37h/pvEoQyBcCVV0pWVqglXX65XH99wHWamqSqSkTkhhukW7doy+sQpxIgCFoydUHItBbThUwROXJErr1WTp+Wvn0lL0+eey4ehmK6cWUAWEcEs/44nXLNNVJTc/avt98ub74Z6nuVEQdJSfLtt+FttENahsxLLpHm5g7WycyUP/5Riooi34pyCfrAA/K3v4Va0tixsmxZwHUqK2XoUBGR1atl5MjICwsRpxIgCEKmLuguC6PLyJC5c0VEqqvluedERP785zhJmABMIcGDxpu22eTNNyUx8exf33pLliwJ9b2DB8tdd0lbW8CWQBPp2lVyc73/ZGaK3S4iUlMjI0bI66/rXSUA4BxCJkzg3nvPP8UkO1seekjXalTlcon2l60AQuf1DdU+cPbuLc88c/6v06dLfX2o773vPhGR6mr1q9LY4MFSWen95+BBOXNG5s+XpCQRkfvvl5YWvQsFAIgIIROm4HTKyZNnfz58+PzPAKAjzQLnQw9JdvbZn1tbZdy4UN84cKAkJcmnn8aoLv3ZbDJtmvz5zyIira1SVqZ3QQAAESFkwhQeeUR27RKbTUSkqUkmTdK7IAC4UKwD59Kl0rnz2Z+rquRPfwr1jYMHx3/73uTJZ3/YuNHPUodDNm6Ud96RjRvF4dCyLgCwLkImjK6s7OyYzN/8RmbOFBGpqJDnn9e3KABW4XK5wp0rIhaBMz39gjlp5syRAwdCemNOTscT55jdN9+c/eE///OC15ua5J575KKLJDdXRoyQ3Fy56CK55574/wcBAN3Z9S4ACKah4Wy7ZZ8+8vjj4nBIWZnU1clvfytDh4Y017wpMCwTiFcqzmo4frysXi1vvSUi4nTK2LGyb9/Z4YhBPPJIlJs1gb///ewPubnnXzx+XG6+WRoaREQGDZLLL5cvv5TKSpk/XyoqZOdOLZ4sAgCWRUsmDG3cOGlulsTEs/MrJidLaanYbNLeLmPHSlub3vUBgIZee+18NKqttUSADK69XZ5/Xn7/exGRnj3PTxHndEpRkTQ0SLdusm+fbN0qy5bJ+vXy8cdyxRVy/LiMGaNj1TGhy+zHABAIIRPG9cQTsm2biMhf/iJ9+px9sV8/+cMfRERqa2XGDN1qAwDtdekiixad/+uLL/ofhRh/tm6V4cMv+DNsmPzwh3LRRfLww+J0SlqarFlzdui+iCxbdvbhouvWSd++5z+nVy955x0RkZ07pbJS892IPXImAIMgZMKgNm8+GyaLi+X++y9Y9NhjcuONIiJ//7usW6dDbSriegBAWPLzL7i/NmGCfPmlftVopbFRysou+FNeLsePn42Xv/ylHDp0QZhcuVJEZNAg6dfP+6P69JEbbhARWbZMq+pjzOs8Qs4EYASMyYQRNTXJHXeIiHTrJgsX+llh+XLp00daW2XyZKmtla5d/azjdIrTefZR3eYS/dgtAKqL+Npd9W/0s89KRYUcOSIi0tgou3dLfr66WzCcG26QBx44+7PDIRUV8uab4nTKyJGycKF06eK9vtLAa7fLmjV+Pi0xUUSkri529YrTGcMP9+Jy+cmZnEcA6MuEF+CwgHHjpKlJROT11yU11c8KykSLkyfLqVMydqxs3uxnnREj5MwZo3eI8r04EK4PACOJLFvG9CuclCTLl8tPfypOpzz6aPwnTBH54Q8veHjV1KkyY4YMGyZr1si+fX5m8VGe2rJpk2zaFPAzlf60Efvuu2BL3c9KsenUY4zzCAB9ETJhOE8+KRs2iIj85jeSkxNwtUmT5O235a23ZMsW+dOf5Ne/vmDp7NlSVnbBTIPmwvUBYDpafmcdDklOluHD5X//V7NtGsvAgVJaKiNGyPHjkp8vO3dKSsr5pUpD4o03Sq9eAT+hU6cIN52ZKVu2SHt7sHXcS5VWUw24XC6vGyKcRwDoiJAJw3n8cXn88ZDWfPNNPy+2tMiUKbJqlbpFxZbvxYFwfQCYgS5f0oYGKSqSa6+V11/XfuMGUlQkM2bIiy9KTY3MmHHBlEgpKdLaKjfeGJOHKiu9c/fvD7bO8eNnf7jqKvULCIScCcA4mPgHcWXFCsnIkFWrZOJEvUsJTULC2YtUv9cBzN8AGJDLg/Zb//JLyc+XLl1k7dqQxpwvWHBB+ooz//u/0rOniMjixRdMtHvLLSIiO3f6f1dZmSxbJnv2RLjRa68VEamvP58k/W5CRJKSJD09wq1Exvf/JOcRALogZCKulJZKcrKsXStLluhdSvjImYABuW8D6Rgs3drb5bbbpKlJKiv9zHbj17vvxvP0s8nJ8tprZ3+eNu38w5OLikREdu7084iX+nq57TYZN05KSiLcqPtpnO65iLxs3SoVFSIi48ZFuIlokDMBGAEhE3Flzhypqzt/BWA65EzAgNQKli6XK8pv8113yb59UlYm3buH+pZdu8JY2Yzy889muX/9S37/+7Mv3n23XHGFiMidd16QMxsbZcyYsyNaf/lL7486dsz7QSmef9z69pWRI0VEyspkwAB5552zIzCdTjlwQJ54QoYOFRFJTpbf/jYmu9whciYA3dFZ31qU04xFfucJCZKba/TZZd3dZS980c/VAF9VIA4kJCRE/FV+5BGZO1feey+M6WSPHJEf/1jWr1d5BtqEBO3OI5dcIs3NMnZssMdaNjfLj38szc1is8m+fZKVJSJy+LAMHnx2ovIbbpBeveTrr6Ws7Oy8r2vXXnA7MpQI5rnLX34peXny0UfnX7Hbz88oKyIpKbJypXYT/4Z4KuE8Amtyfxf4CmiJlkzAcGjPBODlr3+V556T+fPDyy3KaMyf/jQ2NRlGaqr85S8iIk7n+QH5ffrIwYMyebLY7bJrl5SUyLp14nDIzTfLzp3Rdnjp0kV275Y///n87LXuhGm3y5Qpsn+//o+WoT0TgI5oybQWj3s5+haiBfO2ZJ5bRHsmEG8ia8l85x0ZMUJ+9zt58skw3lVfL717S1ubfP992FsMTsuWTIQirFMJ5xFYDS2ZuqAlEzAo2jMBiMiOHfKzn8nkyeElzIYGyc+X06dDnR8I8Yr2TAC6IGQCugly71lBzgQs7vhxGTlSbr5ZFiwIaX2nU7ZulUcekYwMqa0VEbnhhpgWCBMgZwLQXgjP2AKgH9+HawvP1wZMS/lGh/j1bWqSIUOkqUn27pUePQKu5nSKwyHffy/t7XL6tPfSH/wg8moRN3xPJZxHAMQUIRMwOnImYE2/+pX8618iIqdOyalTEX5IWpqKFcHEyJkAtMTxxVo8TzBx/5s3/sQ/HXaXvXBl5gEC4kE0TzExCCb+MZrQzybMAwQLYuIfXTAmE9BHWAlTGJ8JAIga4zMBaIPusohb8Xe7in6zQBwIa1gmoDr6zQLQAC2ZFuVyubh3aUa0ZwIAokR7JoBYI2QCJkPOBABEiZwJIKYImYAOwh2Q6YWcCZgafUlgBORMALFDyLQurnJMjZwJAIgSORNAjBAyAbMiZwIAokTOBBALhExAa1H2lfVEzgRMir4kMA5yJgDVETItjaucOEDOBABEiZwJQF2ETEBTKjZjupEzAQBRImcCUBEh0+pozIwP5EzAdDj8wmjImQDUQsgEtBOLZkw3ciYAIErkTACqIGQC8YOcCZgLjZkwIHImgOgRMsFVjkZi2ozpRs4EAESJnAkgSoRMIN6QMwET4TYfjImcCSAahEyIcJUTe9o0Y7qRMwEAUSJnAogYIRNnkTPjDDkTMAsOvzAsciaAyBAygZjTuBnTjZwJmAU5E4ZFzgQQAUImzuMqJ/6QMwEAUSJnAggXIROILb2aMd3ImYApcJsPRkbOBBAWQiYuwFWOunRPmApyJgAgSuRMAKEjZMIbOTMukTMB4+PwC4MjZwIIESETiBWDNGO6kTMB4yNnwuDImQBCQciEH1zlRM9oCVNBzgSMjyMwDI6cCaBDhEz4x1VONIyZMBXkTABAlMiZAIIjZCIgcma8ImcCBsfhF8ZHzgQQBCETwXChEwEjN2O6kTMBg+PwC+MjZwIIhJAJqMkUCVNBzgQMjpwJ4yNnAvCLkIkOcJUTOhMlTAU5EzA4jsAwPnImAF+ETHSMq5xQmC5hKsiZgMFxBIbxkTMBeCFkIiRc5QRn0oSpIGcChpWQkJCQkMARGMZHzgTgiZCJUHGVE4ipE6aCnAkYjRIv3T9zBIbxkTMBuBEyEQaucnzFQcJUkDMB4/D71eMIDOMjZwJQEDIRHuUqh1OGIm4SpoKcCejOswHTFzkTxkfOBCCETETA5XJxoSNxlzAV5ExAL8HjpRuHXxgfORMAIRMRsvKFjtKWG38JU0HOBLQX/Cvm9a208uEXZkHOBCyOkInIWfNCR4mX8ZowFeRMQDMhNmB6YeQCjI+cCVgZIRNRsdqFThw3YHohZwKxFnr/2ECvW/NOH0yEnAlYFiET0bLIhU58d5H1i5wJxE6IX6UOjzlWu9MH0yFnAtZEyIQ64vtCxwpdZP0iZwKqi6x/bBAWudMH8yJnAhZEyIRq4vJCx4INmF7ImYBawo2XYR154vtOH8yOnAlYDSETKoubCx13vLRywlSQM4HoafCVcd/p49sJAyJnApZCyIT6zH6hQ7z0Rc4EIhbx/LGRbS4uO5UgPpAzAesgZCJWzBg1iZdBkDMBzUR/CHIffvmOwlDImYBFEDIRW2aJmsTLUJAzgQjodVRxnWP8IzAshZwJWAEhE1rwvNAx1KnEXRLxMkTkTCAaoRxnVD8WETVhNORMIO7Z9S4AFuI+qbjPJTrGOqUEgmUEXC6X79VAQkIC/5hAIL5HP71qMMLhFxB/pxLOI0A8IWRCB3qlTc/TGWeyaJAzgQiEkjBj/SXyG3f54kIX5EwgjhEyoadAd/dVPMUQLGOEnAmExff74vsl0vLr47ktAif0Qs4E4hUhE4bgdUYJdL8/yHknUAsB56rYIWcCIQolYeooUOC8cB2tqoHFaJ8z9+zZc+LECZvNVlxc7HeFHTt2fP755yLSv3//7t27+65Qn6wRXAAAIABJREFUX1+/d+9eESkoKEhKSnrnnXccDofvana7PTExccCAARdffLGqewCYAJeD1uLRPdWUv/cg12Qm3aM44PeXwq8DcPObMH1fN/i3xjiRGH4Z/P9PhwJ9TWJh3rx5Dz74oIgcO3asZ8+eXkudTmenTp1Onz4tIjNnzpw3b57vJ9x///2vvPJKcnLyN998IyKdOnVqbW0NssWsrKw5c+bccccdqu0DwmH2q1+TYnZZmIkrML1Lsy7mmwWCCDFhGl+Qwy+MQO//INHy3YXYfUdyc3OVH3bu3Om7dOvWrUrCFJGysjK/n7B9+3YRGTFihOeLNpst0Yey6MCBA2PHjn3mmWfU2gXA+AiZAKLl9/rGdNfQgOqCNM54fWviICQAUdIsZ2ZmZqalpYlIZWWl79KKigoRGTJkiIjU1dXV19d7rdDa2lpTU+Nex+2uu+464+P7778vKSlRNve73/2utrY2FnsEGBAhE4AKyJmAlw67/7kboEiYgEKznJmTkyMiu3bt8l20fv16Ebnnnnt69eol/hozlRQqIoWFhR1uyGazjR8//o033hARp9P58ssvR1c4YBqETADqIGcCbqEPMCNhAp60yZlKPjx8+HBbW5vn6ydPnvzoo49EJDc3Nz8/X0TKy8u93rtp0yYR6dWrV3p6eoiby8vLU1Y+evRo1LUD5kDIBKAaciYg2k5hAsQfDXKmMizT6XR69ZjdsGGDiGRlZaWlpQ0dOlREysvLnU6n5zo7duwQkYKCgrC2qLSLtre3R1c4YBqETABqImfC4kiYQPRinTO7d++upL5t27Z5vr5u3To5FyCLiopsNltbW9vGjRvdK7S3t1dXV4vH7EGhcDqdyiRDKSkpapQPmAAhE4DKyJmwLBImoJZY50xl2h7lcZdu7733nogobZh2uz07O1vOjdJUKA2bdru9qKgo9G09//zzSr/cW265RY3aARMgZAJQHzkTFkTCBNQV05ypNFdu2bLF3Rv2gw8+aGlpSUpKUqYFEpFhw4aJx0w/IlJVVSUigwYNstvtXh/ocDhaL1RdXb1mzZoJEyY8+uijItK9e/e7775brfoBg/P+hgCAKlwul+/VQEJCApfdiEskTCAWfE8lap1H8vPzbTabw+H48MMPBwwYIOfm+CkoKLDZzrbBKK2dBw4caGxs7Natm5wLmcqcQF5KS0tLS0sDba5z586rVq2iuyysg5ZMALFCeyYsgoQJxE6M2jNTUlL69+8vHg8yUVosPQNkv379UlNT5dyEQA6HQxlamZeXF+JWbDZb7969H3744cOHD19//fXRlw2YBSETQAyRMxH3SJhArMUoZyrdYrdv3y4iLS0tSoD0mtFHyZPK0zIrKiqcTmfnzp379evn+2njxo37+kLffPPNd999949//OPZZ59VGkIB6yBkAogtcibiGAkT0EYscqYSMpWnmCgx8oorrsjIyPBcp7i4WES2bt0q5x5ecuutt/r9NLvdnnKh5ORkd89bwGr4rw8g5siZiEskTEBLqufMnJwcu91+6tSp48ePK31lfQOk0rDZ0NDQ1NS0e/duEQlrXlnAsgiZALRAzkScIWEC2lM3Z9psNqUxc9euXUpfWd+Q2bVr1759+4rItm3blAdmhvWETMCyCJkANELORNwgYQJ6UTdnuodc1tbW2u32wsJC33WUqYBKS0sdDkdWVhajK4FQEDIBaIeciThAwgT0pWLOzM7OFpGSkhIRGTRoUGJiou86Q4cOFZE1a9aIyODBgyPbUHBOp9PhcES/DmAchEwAmiJnwtRImIARqJUzr7/++pSUFCW8+X36pZwbuqmsM2zYsAi20qERI0YUFBREvw5gHIRMAFojZ8KkSJiAcaiVM4cPH678ECjC2Ww2pRut3W4PFESjMXv2bGVu2yjXAQzFrncBgNXt2bPnxIkTNptNmSfd144dOz7//HMR6d+/f/fu3X1XqK+v37t3r4gUFBQkJSWVl5e3tbVddtllAwYMCLTRpqamqqoqEbnhhht0GV7icrl8rwYSEhK4ZIdhkTA18MEHH3zxxRcikpiYGPrz7qFoaGjYv3+/8nP//v3T0tL0rUcDvqeSCM4jy5YtW7ZsWfB11q5dG2Tp119/HdYW3VpaWqZMmbJq1aoo1wEMiJAJ6KyqqurBBx8UkWPHjvXs2dNrqdPpHDp06OnTp0Vk5syZ8+bN8/2EZ5555pVXXklOTv7mm29EZOrUqY2NjSNHjly9enWgje7fv3/UqFEisnr16pEjR6q4O6EjZ8JESJjaeOyxx5qbm1NTUzt16kTIDNc//vGPuXPnikh1dfWSJUv8zmETf1TJmbpYsWLFzJkzT548OXHixKVLl0a8DmBMhExAZ+7J0Hfu3OkbMrdu3aokTBEpKyvzGzK3b98uIiNGjIhlmTFBzoQpmDphVldXHzhwwPf17Ozsnj17Op3O119/3XfpJZdcoldEefrpp0PZtOn2S4OC8/LylGTu7v9pESbNmaWlpcnJyWvXri0uLg4UIENZBzAmQiags8zMzLS0tKampsrKyjvvvNNrqfJ46CFDhmzatKmurq6+vj49Pd1zhdbW1pqaGmUdzWpWETkTBmfqhCkiX3zxxb59+5qampT5M/v06XPzzTf36NHDZrOJiMPhOHHiRH19/fr16//1r3/ZbLZx48alpqb6Pi3QaEy3X6Yr2FzMmDPnzJlz3XXXKf8BolkHMCgXrITfuzGNHTtWRDIzM30XXXfddSJSWlraq1cvEXnllVe8Vli5cqXyO/3kk0+UV5QxliNHjgyyxffff1951+rVq9Xai2hwdIIxxc1/S/dQvUOHDvldYfTo0SJy++23a1yYl9zc3HfffTf09c2yX27aFFxYWBjWP2PcMO8XVkRyc3OjXwd+me7/Q3zg1gigP6U31OHDh9va2jxfP3ny5EcffSQiubm5yox25eXlXu/dtGmTiPTq1curhdNcXMw3C+Mxexumpy1btohI586d+/Tp43cF5dhiumGQptsv0xVsLr7fUM4jgF4ImYD+lGGZTqezsrLS8/UNGzaISFZWVlpamvIw6PLycqfT6bnOjh07JPDE6yZCzoShxFPCFJGtW7eKSKC+l9XV1crYb+XB9CZiuv0yXcGmQ84EDIKQCeive/fuSm/Ybdu2eb6+bt06ORcgi4qKbDZbW1vbxo0b3Su0t7dXV1eLx+xBpkbOhEHEWcIUj9HdfpcqR57U1NTevXtrWlbUTLdfpivYjMiZgBEw8Q9gCEOGDKmrq1Med+n23nvviYjShmm327Ozszdt2rR+/Xp3TyqlYdNutxcVFXl9YENDQ5AHfylzBRmQi3mAoLf4S5g1NTUtLS0iMmjQIL8rbN68WUzYRdN0+2W6gs3L91TCeQTQGCETMISCgoL58+dv2bLF6XQq88h98MEHLS0tSUlJOTk5yjrDhg3btGlTRUXFs88+q7xSVVUlIoMGDbLbvb/Lu3fvHjdunIZ7oBpyJnQUfwlTzrWPdTgO0HQzVJtuv0xXsKmRMwF9ETIBQ8jPz7fZbA6H48MPPxwwYICcu9ooKChwz12uXHkcOHCgsbFRmUJWCZnKnEBeEhMTO3XqFGhzZ86caW1tjcF+qIOcCV3EZcIUEaWPfV5eXnt7u+9S844DNN1+ma5gsyNnAjoiZAKGkJKS0r9//127du3atUsJmcrQHc8A2a9fv9TU1Obm5g0bNkyYMMHhcOzcuVMC9K0qLCxcvXp1oM1VVlYqvXANi5wJjcVrwhQRZUax8vLyyy+/3Hfp119/LWGOA1yxYsXdd98dbhklJSXFxcXhvisI1fcr1kxXcBwgZwJ6IWQCRpGTk7Nr167t27fPmjWrpaVFCZBeM/rk5eUtX768rKxswoQJFRUVTqezc+fO/fr106nk2CJnQjNxnDBrampOnTolIlVVVVlZWb4rjBkzZtWqVWGNAxw9evRll10WbiU33XRTuG8JIsr9OnLkyIYNG+6//34VSwou4oJPnjz58ssv19XV9ejRY/z48ZmZmVqUG0fImYAuCJmAUeTk5Pzxj39UbnWXlZWJyBVXXJGRkeG5TnFx8fLly5VJ8JWHlwSaCj8+kDOhgThOmHJuHGBKSorfYCPnjjZhhUy73X7LLbeoUl7EItuv+vr6kpKSw4cPr1y5csyYMVqGzMgKPnz48HPPPffUU09169Zt4cKFV1999Ysvvjh9+nQNCo4nxs+ZoRRjqIKBDvEIE8AocnJy7Hb7qVOnjh8/rvSV9Q2QSsNmQ0NDU1PT7t27RcR3Xtk4w3NNEFPxnTDl3DjAQI/S3bNnT1tbm4gMHDhQ07KiFtl+JSUlFRUVLVq06KKLLtKgSE+RFTxjxoynnnqqe/fuNptt2rRpDzzwwIwZMww7PbiR8VwTQGOETMAobDabMpHsrl27lL6yviGza9euffv2FZFt27Yplyzx8YTM4MiZiJG4T5hybhzg4MGD/S5VJg8z4zjAyPYrLS0tMzPTPZualiIreMuWLddcc437r8pY+jVr1sSuzjhGzgS0RHdZwEDy8vIqKirKyspqa2vtdnthYaHvOvn5+dXV1aWlpQ6HIysrS5lmNu7Rbxaqs0LCPHz4sDIOMNCDGZW+9+E+mHHHjh0vvPBCuMXMnDlTrWGZMdqv2Im44ClTpvhGYqfTGYMaLcH4/WaBuEHIBAxEmbm+pKRERAYNGpSYmOi7ztChQ//85z8rd7ID3RRXhdPpdDqdvk/gdHM4HCISZAV1kTOhIiskTBHZsmWLBB0HqDwqKdwwlp6e7vcWWIfvCvctgcRov2In4oIXLFjg+dc9e/aISAT/+HAjZwLaIGQCBnL99denpKQoT7D0+/RLOTd0Uwl4w4YNi10xI0aMOHPmjNLFy9PJkyfnzJlTUlKijCC64oorpk+f/tBDD8WuEjdyJlRhkYQpHY0DdD+YMdwBmenp6ZMmTYq+vIjFaL9iR5WCW1paXnnllSlTpsTrjOKaIWcCGmBMJmAsw4cPV34IdDlis9mU29h2uz1QEI3e7NmzlakOvTQ1NV177bV///vfc3JyXnrppd///vf/8R//8fDDD0+dOjVGlXhhfCaiZJ2E2djYqEwhdtVVV/kudTqdS5cuFRG73e41i7XBmW6/1Cr4vvvuu/nmm1977bUY1WkpjM8EYs4FK+H3jg599dVXo0ePVv6f5Obmei2dMWOGiPzhD39wv/L1118rz23buXOnZkVyNENkLPLfplu3bl792O12e7du3ZSlL7zwgldXfJvNlpiYuHz5cn3Ldrlcubm57777bqClKu5XamrqxIkTY7UbMSj46aefvvvuu0PcbmFhYZB/RrhZ5IAAfr+6oCUTwHkrVqzIyMhYtWrVxIkT/a6wcuXKxMTExx57zP1KSkrK7Nmz5dyYIm24aM9E+KzThvnpp59+9913nif777777tNPP1WW/uIXvzhz5ozn0u+///7MmTN33HGHvmV3yHT7pVbBCxcubGtrU8ZnOp1OHmGiFt8jAOcRQC2ETADnlZaWJicnr127dsmSJX5XeOWVVxYvXuw126Fyq769vV2LEs8hZyIs1kmYiDNlZWXNzc1PPvmk8tfa2lpCporImUCMMPEPgPPmzJlz3XXXBXmIXHFxse+LSiK95ZZbYliZPy7mAUJoSJgwqR07dsyaNSs/P3/69OlOp/O7776rq6t7/PHH9a4rrvieSjiPANEjZAI4L4JJCxcuXLhhw4asrKxAMxXFFDkTHSJhwq2mpuYPf/hDXV1dc3NzSUnJiRMnLr300mXLluldV0DFxcXNzc11dXWeLxpn1ty4Qc4EVEfIBBC5devW3XvvvZ07d169erVeNZAzEQQJE54yMzPffPNNvasIw7///W+9S7AKciagLkImgAgtWLDgv//7v1NTU8vKyq688kodKyFnwi8Sphnt2LGjvb09MTFReVYTQldfX793714R+eyzz/SuxZTImYCKCJkAIjFr1qwXXnihe/fulZWVvXv31rsccia8kTDNaODAgfv37z906FCnTp0ImeH65z//uXjxYhHp0aPHpZdeqnc5pkTOBNTCN8da3IdOfu/oUEJCQm5ubmVlpdfrDodj1KhR77zzTv/+/d999920tDRdyvPL76yA/G+3IBImgIhxAIkzXP3qgkeYAAjPbbfd9s477xQVFW3dutVQCVN4rglEhAtEANHhuSZA9OguCyAM//M//1NWVlZYWPj222/rXYt/9Ju1OBImgOjRbxaIEiETQKiam5ufeuop5Yfhw4d7Lc3Pz581a5YedXkjZ1oWCROAWsiZQDQImQBCtW3btvb2dhHZtWuX79Ju3bppXlFA5EwLImECUBc5E4gYXxVrYegzLIV5gKyDhAkgRji8mB1Xv7pg4h8AcYt5gCyCS0AAscM8QEAECJkA4hk5M+6RMAHEGjkTCBchE0CcI2fGMRImAG2QM4GwEDIBxD9yZlwiYQLQEjkTCB0hE4AlkDPjDAkTgPbImUCICJkArIKcGTdImAD0Qs4EQkHIBGAh5Mw4QMIEoC9yJtAhQiYAayFnmhoJE4ARkDOB4AiZACyHnGlSJEwAxhF6zkxISOAUA6shZAKwInKm6ZAwARhNhzmTeAnLImQCsChypomQMAEYU1jtmbEvBzAKQiYA6yJnmgIJE4CRkTMBX4RMAJZGzjQ4EiYA4wuUMzlewbIImQCsjpxpWCRMdOjw4cOqf2ZDQ0Nra6vqH4v4FmJ7JicXWAQhEwDImUZEwkSHXn755fnz56v+sd9+++3IkSObmppU/2TEN7850+AHroTo6F0+jMvo//WhLvfhgN874Mvv+ZIviy5ImGo5fPjwnj17/C6y2WwpKSnZ2dldunSJZhPV1dUHDhzwu2jSpEler2zcuPHEiRO+a06YMMFmO3vje8WKFW1tbZ5Le/fuff3113u9ZdGiRW+//fbKlSvDqio7O7tnz55Op/P111/3XXrJJZcUFhaKyPbt26dPn15VVZWSkuL387WxZMkS3xeVXfB8pbGx8f333/d8JSMjY8CAAbEtDgH4PXx5vajjAc2nkig/7YK/GvNAzdWvLux6FwAARuF7HSBmuA8df0iYKvr3v/998ODB5ubm//u//xORG2+8sbCwsEuXLl999dXRo0fr6urGjBmTn58/b968jIyMyDbxxRdf7Nu3r6mpqaSkREQyMjIGDRp00UUX9enTx3flY8eO7d279+DBg9u2bROR/Pz8K6+8snfv3u6EKSI1NTUHDx5cs2aNiNx8881XX321b20HDhx47LHHgvSV9aqqT58+N998c48ePZQNORyOEydO1NfXr1+//l//+pfNZhs3blxqauqtt96qvH3gwIGjRo2aMmXKm2++Gdk/S/QcDseRI0c+++yzdevWKc2q+fn5mZmZ2dnZXmt+++23GzduXLx4sYhkZWX179+/V69eOlRsbe5BmL6nEiOcWTyClpof6/VpnnvKcdvqXLASfu9AhzhU6ot//Fj45JNPlH/M//f//p/Xovfee89ms3Xu3PngwYPRbGL//v3KJg4dOtThyi+88IKIpKamBlmnqKjol7/8ZaClffr0mT9/fvRVjR49WkRuv/1230VnzpxJT09fuXJlh1uJNeUGgYhs2rQp0Dr//Oc/k5KSFi9erGFduIDXUcsgV+Aem9P6j3GO4capxFIYkwkAF3AxPlM/tGHGiNJs2L17d98GroKCgqKiolOnTs2cOTOaTWzZskVEOnfu7LcB08vmzZtFJC8vL8g6n3zySaCSFixY8NVXX02dOjX6qsrLywNVkpiY+Ktf/erhhx92Op0dbiimxo8fb7fbJUDvWRFpb2//+c9/vnbtWt/+ydCGb9Nlh8eumJ5W3GMmfSOfZtybZgCnNREyAcAbOVMXJMzYKSsrE5HBgwf7XZqYmCgiu3fvjmYTW7duFRF3d9PglGg3ZMiQQCu0trY2Nzd7jTx0e/bZZ++55x7PHraRVVVdXX369GkR8e2AqpgyZUp9ff0bb7zR4YZiKjExcdy4cSJSWlra3t7uu8K4ceOmTZuWn5+veWkQMdIsskbIlr680qbe5UAjhEwA8IOcqTESZkwpWStQCKmpqRGRHj16RLOJiooKCZzWPHUY7ZRPCxSJt2/ffuTIkTvuuCP0qgKlWaWBNzU1tXfv3n5XSE5OLiwsXLhwYSjbiimlibKtrW3ZsmVeix566KGrrrqKNkwdKZ0DI3ijiucUA2ZLX0RNSyFkAoB/5EzNkDBjqr6+vr6+XkQGDhzou7S6urq2tlZEHnjggYg3UVNT09LSIqGFzA6jnYhs2rSpoKDA76I333yza9euQd7rW9WgQYP8rhBKr92CgoItW7Yon6OjvLy8rl27iogyj5HbggULGhoannzySZ3qwnl65UzPeGkKRE2LIGQCQEDkTA2QMGPNPSDzyiuv9FrkcDhmzJghIg888MD06dO9lm7evPnOO+8cPHjwiBEjhg0b9uGHHwbfhIoDMrdu3RooGW7cuDHQonCr6rDXrohcffXVTqdz48aNoWwxpu666y4RqaysPHnypPJKRUXFkiVL/D6LBbqIuEkzYuaKl56ImnGPkAkAwZAzY4qEqYFAAzJra2vz8vKOHDny97///W9/+5vnoubm5ttuu23ChAkzZszYvHnz22+/PW/evOLi4kANekoGC3FAZvAurCLS2tr65Zdf+h2Q6XA4Dh8+HGLPXqWqvLy8dn8+/PDDDnvtiojyfM4gAVszkydPFhH3Ez6rq6t/85vfrF27VpkTCMYRbtSM7ITibsA0NaJmHOPABAAdcPH8zNggYWpDGZB59OjRadOmKa+0tbUdOnQoNTV13LhxkydPTkpK8ly/paVl8ODBx44d279/v7vxMyMj49prr/3www/9tkBWVlZK4F6png4cONDa2iqRDsj86KOPnE7nNddc0+GG3FWVl5dffvnlvku//vpr6ajXrogkJiYmJSUdPXq0w82tWLHi7rvvDqUwTyUlJcXFxaGsmZWVlZmZWVNTs2jRovHjx0+cOLGsrKxLly7hbhHa8HviUMW5B3LG4rP1oewLZ9U4Q8gEgI6RM1VHwtSGe0DmSy+95H5+yUcfffT4448fOHDg0Ucf9UqYInLffffV1NQ8/fTTnt1rGxsbd+/efcstt/huoqam5tSpUxJayFSeKRLxgMzPPvtMRFJSUjrckLuqqqqqrKws3xXGjBmzatWq4L12Ff/1X//11Vdfdbja6NGjL7vssg5X83LTTTeFvvKkSZMeffTRmpqa/Pz8+fPnp6enh7s5aEk5poUSNUM/m8RB62UgSpOmcC6IF4RMAAgJOVNFJEzNKOMS09LS+vbt637xlltuKS8v79Gjx2233Xbo0CHPMFlTU1NaWmq325WxmiJSV1e3du1aZeyf8rATv5tISUnxm+UUTqdTeeJIKAMyt2/f/uijj/pd1NbWJiKhdBDtsCqlF3EoITMrK+vjjz/ucDW73e43hKvozjvvVP5lHnnkkQEDBsR0W1BLiFGzw7NJ/DVg+qJJM54QMgEgVORMVZAwtaREqZycHK/Xk5KS+vfvX1ZWtnbt2tmzZ7tfX7x4sYikpqbec88933//vdPpTE1NzcnJ2bt3b6Bopwx9DNT2KCJ/+tOf+vTpo3QKDWVAZnNzc6A2OqfTKaGFzOBV7dmzR8mrfmfc9WKz2ZSVdXfo0CERsdvtEyZM0LsWhCfK3rNx3IDpiybN+EDIBIAwkDOjRMLUmDIg02973e7du0Xk22+/9XxReZzJfffd98QTT4S4CWXoY6BRlCKyfPnyvXv3isjRo0eVAZk33nhjoJVXrVoVJK8qTant7e1RVlVVVSUhDMhUNDY2+k7Mq4vt27eLSHZ2ttIsDHPpsEkz0KnEUglTQZNmHCBkAkB4yJkRI2FqLMgTMo8cOdLU1CQiP/zhDz1fV/KbZ9/a4A4fPhx8QOaKFSsGDhyohCJl+hybzRakY+2LL7742muvBVqanJwsIsqssNFUFSR7+zpx4oR7OGsQO3bseOGFF0L5QE8zZ84MfVjmjh07RCTWnXIRU6EP1FRYMGG6KU2anCZMipAJAGEjZ0aAhKk9ZVyi3/Y69zM5Lr74Ys/XlTl1/I69FJH6+nqvjqzKRD6Bhj62trb++te/XrZsmfLXn/70pyISpBVu0aJFvXr1ChJxlU9obGwMtEIoVcm5J2SGGDJbW1t/8IMfdLhaenp6YWFhKB/o9a4Q13Q4HMovNJQuvjC4QL1nPc8jVhiE2SFypnkRMgEgEuTMsJAwdRFkbptdu3YpP7jz5Jo1ay655JK8vLxVq1b5HYL4i1/84tprr506darni0GGPra0tIwcOfI///M/lUdNikiXLl369u1bXV195MiRjIwMr/V37Njx/PPPK22MgaSlpSUnJ+/fvz/IOsGrEpHq6mqlLTSUtNbQ0OB0OoP073VLT0+fNGlSh6tFbPPmzQ6Hw263B+mZDBMJ3qRp5QZML+RMk6JPPwBEKNDgGe0rMTgSpi6ampqUrNW/f3/fpX369PF6Ze7cuX379r377rt79eo1f/58z0XHjx+/7bbbevXq5ZUwGxsblYl8vGJPU1PTq6++mpmZuWnTprvuustz0V//+lebzfarX/3Ka+sLFy689957y8vLO3zwY0FBgTJwNBB3VVdddZXvUqfTuXTpUhGx2+2+QdeXksaVFlQdOZ3ON954Q6mEAZnxxOVyeR4P3cmTY6Qn91RAMBFuDFiL+yvK7x1Qi98zH18xNxKm9n70ox8dO3bM4XC4X7Hb7d27dz927Jj7ldbW1pycnN27dz/66KMzZ878zW9+U1RUdMcdd4hIfX39mDFjrrzyysLCwpMnT27durVLly6//vWvPXPp5Zdf3tTU5N6EzWZzz/jqdDo9N33s2LGePXt6lldWVjZ16tQePXpMmTKlS5cutbW1K1euvPHGG5977jn3f5yDAAAgAElEQVSvvrt+vfrqqw888MC3337r26fXqyplx9PS0j799FMR+etf//rwww97ThqklL106VJlx/2aNWtWaWnp559/3mFhMfLb3/72+eef9y37/fffZ3BmXCJhBpKQEOHpg6tfXRAyrYWvGRAL5MxASJgGV1ZWtmHDhvb29smTJ/fr189zUU1NzSeffHLxxRffdNNNqjedtbe3r1mzZtu2bWfOnLnppptuvfXWbt26hfjeL7/88tJLLy0pKQmSDFX04x//uLi4+Nlnn9VgWwAJM7jIciZXv7ogZFoLXzMgRsiZvkiYiJFp06bV19evX78+1hv64IMPbr755o8//jiU2WWBKJEwQxFBzuTqVxeETGvhawbEDjnTEwkTsXP06NEf/ehHhw4dCuUpl9EYM2bMD37wg4ULF8Z0K4CQMMMRbs7k6lcXhExr4WsGxBQ5U0HCRKw9/vjj+/fvX7t2bew2UV1dPWTIkNra2q5du8ZuK4CQMMMXVs7k6lcXTFAGAKphvlkhYUITTzzxRHNzszLhaiy0t7dPnDhx8eLFJEzAgJhv1vgImQCgJovnTBImtGGz2VavXv3iiy/u2bMnFp8/derUe+65p7i4OBYfDniiGTMy5EyDI2QCgMosmzNJmNBSWlra22+/vXz5ctU/eceOHfn5+b/4xS9U/2TACwkzGuRMI2NMprXQKx3QjNXGZ5IwASAsJMzohTI4k6tfXdCSCQAxYan2TBImAEB7NGYaFiETAGLFIjmThAkA4aIZUy3kTGMiZAJADMV9ziRhAkC4SJiIe4RMAIitOM6ZJEwAgO5ozDQgQiYAxFxc5kwSJgBEgGbMWCBnGg0hEwC0EGc5k4QJABEgYcIiCJkAoJG4yZkkTACA0dCYaSiETADQThzkTBImAESGZkxYByETADRl6pxJwgQAGBaNmcZByAQArZk0Z5IwASBiNGPCUgiZAKAD0+VMEiYAwPhozDQIQiYA6MNEOZOECQDRoBkTVkPIBADdmCJnkjABACZCY6YREDIBQE8Gz5kkTACIEs2YsCBCJgDozLA5k4QJADAjGjN1R8gEAP0ZMGeSMAEAQGQImQBgCIbKmSRMAFAFfWVhTYRMADAKg+RMEiYAwOzoMasvu94FAADOc7lcvifFhIQEzWIeCRPa++CDD7744gsRSUxMzMvL07scQ2hoaNi/f7/yc//+/dPS0vStBwDCot2FC4zAffnI7x0wMr83XzX42pIwoYu8vLzm5ubU1NROnTqtXr1a73IMobKy8k9/+pOIVFdXL1mypLCwUO+KEAn6yuorIeGCW7ec0bRESyYAGI4u7ZkkzLixZMkS3xezs7N79uzp+UpjY+P777/v+UpGRsaAAQNiW1wATz/9dKAcZfDdiVF5eXl5SqPu8OHDVaoUsBx6zOqIkAkARqRxziRhxg2Hw3HkyJHPPvts3bp1TU1NIpKfn5+ZmZmdne215rfffrtx48bFixeLSFZWVv/+/Xv16qVDxUEZfHcMXh4A6IXustZChwHAXLTpN0vCjEuLFi2aMmWKiGzatGnw4MF+1zl69OhVV1316quvTpo0SdPiLpSXl/fLX/4yeI9Qg+9O7MobPnz49OnT6S5rRvSVNQLP8xunNi0xuywAGJcG882SMOPV+PHj7Xa7BOjPKSLt7e0///nP165dq2/CDJHBd8fg5QGAxgiZML0PPvigrKysrKyssrJS71pMpqGhoewcpaMXDCimOZOEGccSExPHjRsnIqWlpe3t7b4rjBs3btq0afn5+ZqXFgmD747BywMsi3OaXgiZML3HHntszpw5c+fO/dvf/qZ3LSbzj3/8Y+7cuXPnzp00adLu3bv1LgcBxShnkjDjntJo1tbWtmzZMq9FDz300FVXXWWuVjWD747BywMALTHxD/yoq6vbsWOH14uJiYl33nmn8nNNTc1HH33kudRms02YMEGj+nwEmZbQk+n2K9YFM3uhiag+DxAJ0wry8vK6du168uTJkpISz4SzYMGChoYG3yxkcAbfHYOXB40xIBMWR8iEH59//vmuXbtOnDixbt065ZWRI0d6PiD7008/Xbhw4ZYtW0QkPT198ODBffr00afWcJhuv0xXMGJKxZxJwrSOu+66a+7cuZWVlSdPnuzatauIVFRULFmyZOPGjXqXFgmD747BywMA7bhgJeH+3ocMGSIi6enpvou2bdtmt9tffPFFVQuMRG5u7rvvvhvWW0yxX55iXXBhYWG4/4bQS/RHck4ElrJ//37lt/zcc8+5XK59+/Zdd911X3zxhd51XSD0w7jBdycW5XF8NikRcbn4Y4g/nOx0wZhMBPPggw+KSH19vdecOl9++eWsWbPWr18/ffp0nUqLiun2y3QFI3ZcrqjGZ9KGaTVZWVmZmZkismjRosbGxokTJ65Zs6ZLly4RfNSKFSs6hc/dEcNouxMLBi8PsCbOcrqguyyCKSoq6t69e0NDw/PPP+/upXn69Onhw4f//ve/z8nJ0be8iJluv0xXMGLKFWm/WRKmNU2aNOnRRx+tqanJz8+fP39+enp6ZJ8zevToyy67LNx33XTTTZFtLpAQd+fIkSMbNmy4//771d169OWdPHny5Zdfrqur69Gjx/jx45VQCujinXfE4fDzut0uiYkyYIBcfLHmNSFu6NqOCq1F8Hv/wx/+oLzl2LFjLpfru+++y8/PX7p0acxqDFsE3WVdZtgvLzEtmO5YZhTuIZ3jv2V98sknym988eLFetfiX1iH8eC788knn/zxj3+cOHFicnLyxIkTVS1ThfIOHTo0ZcqUEydOfP/99/PnzxeRDgc7cHw2KTFDd9mUlA5iQlaWLF+uf51q9ZjV+z+FtdBdFh249957bTabiLz66qsiMnbs2MLCQh0nXFWL6fbLdAUj1lzh9JulDdPKDh06JCJ2uz0+jhjBdycpKamoqGjRokUXXXSR5qWJdFTejBkznnrqqe7du9tstmnTpj3wwAMzZsyoqanRvEzgPJtNEhO9/ygOHJCxY+WZZ3StD+ZEyEQHunbt+rOf/UxEXnvttalTp1599dWzZs3SuygVmG6/TFcwNBBiziRhWtz27dtFJDs7W7lRZXbBdyctLS0zM1PHPQ1e3pYtW6655hr3X4cOHSoia9as0aw8aMNczy+56y45c8b7z/ffS0mJpKWJiPzud1Jbq3eVMBvGZKJjM2bMWL58eXNz8+nTp5944gm9y1GN6fbLdAVDA66OxmeSMKE8bveWW26J/nNeeOGFcN81c+ZMdYdlqrU7MRK8vClTpviGT6fTGfOygDDZbDJ+vFx6qQwdKk6nvPyyzJund00wFUImOjZw4MDevXvX1tYeO3Ys4g9ZsWLF3XffHe67SkpKiouLI95ocKrsl5ZMVzC0ESRnkjDhcDi2bdsmIgMHDozyo9LT0wsLCyN4V5Tb9aTi7sRCh+UtWLDA86979uwRkQj+VQFt5OVJerrU18vRo3qXArMhZKJjy5Yt++qrr0Rk165de/bs6devXwQfYpBpCT2Fu196zVXoFnrBzF5oNYFypu9qWlUEo9i8ebPD4bDb7YMHD47yo9LT0ydNmqRGUZFTcXdiIazyWlpaXnnllSlTpkR2VgW00auX1NdLe7vedcBsCJnoQHl5+UsvvVRbW9u9e/fW1tbXXnststOh3W43VO+m0Pervr6+pKTk8OHDK1f+f/buPT6K6v7/+Iftso00CIgRQ76RwoMH+EDIFypgEIFcIMQQAhErUqF9iIgXwFTFtiBfELBaK9QbtVQxWjQGRAG5xMA33BJITEFBjMgP80UwgTTGVBpDDHFdfn8MLMvesrvZ3bns6/ngj83M7MzZDZlz3nPOnHlv0qRJaoVM3wt85MiRZcuWLV26NDY2Njc3d8CAAStWrOBBmobnNmc6bRC2wkAjbDbb22+/LSI33nijAW7I1PjH8bd4999///Dhw1955ZXQFw0IkM0mZWUi0vo8tIATzZ2joSmlpaVLlix5//33r7zyypkzZ4rI66+/3tDQoHa52sqvz6X6XIXiZ4GZvTBieYmRJMxIM3/+/J/+9Kc/+clPXn/9dREpLy//yU9+8tOf/rS4uFjtogVC4x8ngOI99dRTHTp0eP/9981mLvdDu5Yvl+ZmEREtdRNAHwiZ8OjQoUOzZs3asGFDly5dRETpwbNarcqjvfTL38+l+lyF/haY2QsjGWESiqeeeurcuXOOjyz78ccfz507p6kRJb7T+Mfxt3i5ubnNzc3K/Zk2m42LgFCX1SqNjZf9O3RINm6UqVPld78TEYmLE/9n1UCk4/oZ3Dt58uS0adMKCgq6deumLOndu3dycvKuXbtWrlz56KOP+rtDjUxLGPTPFWoBFJjZCyOZl+dkkj8BLSgoKKivr1+yZIny49GjRysqKrhzHirKz5f8fI9rO3eW9esZLgu/ETLhRk1NTWZmZn5+vtOsgI888siuXbsqKyuLiopGjx7t1z61MC1hKD5XSAVWYGYvjFje78kkZwKqKy0tzcnJSUtLmzVrls1m++GHHyorKxcuXKh2uQBnJpP06SOZmfLIIxIbq3ZpoEOETDg7efJkcnLy6tWrXS+sZmZmxsfHV1VVPffccwGETHWnJQzR5wqdoBSY2Qsjh/eEad+GnAljq6ioWLx4cWVlZX19fV5eXnV19TXXXLNmzRq1y3VBVlZWfX19ZWWl40JtPo4FkWPKFHGaf8pkkqgo0d7sWtAT/vvgklOnTv3pT39KSEiora0dOHCg6wYNDQ0///nPRaSwsHD37t1hLl7AdPe5glhgZi+MEG6fVuI2T/qSRQH96t+//7p16w4ePKjcGLlz507tJEwR+eabb867sFgsapcLEc1slujoy/516EDCRFvxPwgiIqWlpe3bt/+v//qvefPmNTQ0NDU1derUae/evY7bzJgxo0uXLspjpm02W3Jy8k9+8pOpU6eqVGSf6O5zBbfAzF4YIbw8D5OcCb0oLS3duHFjQUGB2gXRiqqqqo0bN27cuPFf//qX2mUBAL/R9ISIyM033/zDDz9432bVqlVON/tpn+4+VxAL7DR74ZEjR5hYwpC8JEz7j67bMG4WmnLLLbd88sknn332WceOHbmBXPF///d///jHP0Tkuuuuu+aaa9QuDvyjnHg5yyKSETIBA2L2wgjRasK0LyRnQsueeOIJtYugOUlJSUlJSWqXAgACRMgEjIbZCyOEjwnTvoqcCQAAwoOQCbRC43MVumL2wkjgV8K0b0DOBAAAYUDIBFqhzFWodin88M0336hdBIRWAAnTvhk5EwAAhBohE0ZQWlra0tJisViYMcIvVVVVH330kYgwe6GOBJww7RuTMwEAIvLdd2qXICyYUl0VhEzoHtMSBozZC3WnjQnT/hZyJgAACB1aFZHF3rLk9w7oTlASppe9tXGHAABHPMVEI+zVHXVcOJnULgAAoHXBTZie3u42eQIAAPiFkAkAWhf0hOllJ+RMAADQRoRMANC0ECVML7siZwIAjIEKTS2ETADQrpAmTC87JGcCAICAETIBQKPCkDC97JacCQBtcf78ec6jiFiETADQorAlTC87J2cCAIAAEDIBQHPCnDC9HIKcCQDQqXbteGyJagiZAKAtqiRMLwciZwJAYBgxi4hFyAQADVExYXo5HDkTAAD4jpAJAFqhesL0clByJgBARxgrqy5CJgBogkYSppdDkzMBwF+MmEVkImQCgPo0lTC9FICcCQDQProxVUfIBACVaTBhKsiZANB2dGYiAhEyAUBNmk2YCnImAADwFyETAFSj8YSpIGcCAHSEsbJaQMgEAHXoImEqyJkA0BaMmEWkIWQCgAp0lDAV5EwAgPbRjakRhEwACDfdJUwFORMAAkZnJiIKIRMAwkqnCVNBzgSAgJEzQ41uTO0gZAJA+Og6YSrImQAAwDtCJgCEiQESpoKcCQCBoTMzdOjG1BRCJgCEg2ESpoKcCQDQDhKm1hAyASDkDJYwFeRMAAgAnZmIBIRMAAgtQyZMBTkTAAJAzgwuujE1iJAJACFk4ISpIGcCAFREwtQmQiYAhIrhE6aCnAkA/qIzE8ZGyASAkIiQhKkgZwKAv8iZbUc3pmYRMgEg+CIqYSrImQCAcCJhahkhEwCCLAITpoKcCQB+oTMzYCRMjSNkAkAwRWzCVJAzAcAv5EwYEiETAIImwhOmgpwJAH4hZ/qLbkztI2QCQHCQMO3ImQDgF3Km70iYukDIBIAgIGE6IWcCgF/Imb4gYeoFIRMA2oqE6RY5EwD8Qs70joSpI4RMAGgTEqYX5EwA8IX9xEjO9ISEqS+ETAAIHAmzVeRMAPCiXbt2yimRnOkFCVN3CJkAECASpo/ImQDgyh4vHZcoL8iZjkiYekTIBIBAkDD9Qs4EADvXeOmKnCki7dqRMPWKkAkAfiNhBoCcCQDi9bzndJ6M8JypxEuqV50iZAKAf0iYASNnAohk3jsw3Z4hlZwZgadJOjD1jpAJAH4gYbYRORNABPJlfKwnSm9e5JwmGSJrDIRMAPAVCTMoyJkAIoov57dWa5MI6dJkiKxhEDIBwCckzCAiZwKIBG3pwHRl7C5NOjANhpAJAK0jYQYdOROAgfkVL/2qUAzZpUkHpvEQMgGgFSTMECFnAjAkv85jAVQoRurSpAPTqMxqFwAANI2EGVLnz593/YbbtWvHlwxAj8J5mcx+/tTp+VL5qjjbGxUhEwA8ImGGATkTgAEEFi/beKJT3q67qEm8jASETABwj4QZNuRMALqm7jh/x6gp2k6bxMvIQcgEADdImGFGzgQQaYJ7frPvTYMdm/azO6f0yEHIBABnJExVkDMBGIPbs5nrNqE7umimY5Ouy4hFyASAy5AwVUTOBKBHjucuXxJmGDh1bEoY06bjp+fsHbEImQBwCQlTdeRMAHrkGup82TgMPBUsuEUgWMIJIRNQ2YEDB6qrq00mU1ZWltsNSktLv/76axEZMmRIXFyc6wZVVVUfffSRiKSnp0dFRRUWFjY3N1977bWJiYmeDlpXV7dv3z4Ruemmm2JjY4PzSfSPhKkR5EwAOqWFPkxPnE6hbovqy1nW7Ufk/Awn1NmRxXEsh7olgd0LL7zw29/+VkROnDjRo0cPp7U2m61jx45NTU0i8tBDD73wwguue3jggQdWrlzZoUOHs2fPikj37t1ramomTpy4YcMGTwctKioaM2aMiGzYsGHixIlB/Dj6RcLUGg8NIH4pADTK01nLpQtRu+cxrXXDBgWtX1WY1C4AEOlSU1OVF2VlZa5ri4uLlYQpIgUFBW73sHfvXhEZP358aAoYEUiYGuT2V6DlXgIAkcwACVNEzvtA7TJCHwiZgMr69+8fExMjIkVFRa5rt2/fLiLJyckiUllZWVVV5bRBY2NjRUWFfRsEgISpWeRMALrgY8IEIgchE1BfSkqKiJSXl7uu2rZtm4jMnDmzd+/e4q4zU0mhIpKRkRHaUhoUCVPjyJkANM73sf3UL4gchExAfUo+PHLkSHNzs+Py2trajz/+WERSU1PT0tJEpLCw0Om9u3btEpHevXvHx8eHqbgGQsLUBXImAM3i7nHALUImoD7ltkybzeY0YnbHjh0ikpCQEBMTo8zTU1hYaLPZHLcpLS0VkfT09PAV1yhImDpCzgSgQa0mTE+vAcMjZALqi4uLU0bDlpSUOC7ftGmTXAyQmZmZJpOpubl5586d9g1aWloOHTokDrMHwUckTN0hZwLQFB/7MJkvB5GJ52QCmpCcnFxZWak87tLugw8+EBGlD9NsNo8aNWrXrl3btm0bPXq0soHSsWk2mzMzM512eOrUqTVr1ng6nDJXUMQiYeoUz88EoBGMkgW8I2QCmpCenv7qq6/u2bPHZrOZTCYR+fDDDxsaGqKiopRpgUTk1ltv3bVr1/bt25999lllyb59+0RkxIgRZrPz3/L+/funTJkSxk+gGyRMXSNnAlAdCRNoFSET0IS0tDSTyWS1Wv/5z38mJibKxTl+0tPTlcwpFx9Scvjw4ZqamtjYWLkYMpU5gZxYLJaOHTt6Oty5c+caGxtD8Dm0joRpAORMACoiYQK+4J5MQBOio6OHDBkiDg8yUZ5N4hggBw8e3LVrV7k4IZDVai0rKxMR++hZRxkZGd94tmHDhtB/Js0hYRoG92cCUAUJE/ARIRPQCmVY7N69e0WkoaFBCZBOM/ooeVJ5Wub27dttNlvnzp0HDx6sQnH1hoRpMORMAGFGwgR8R8gEtEIJmcpTTJQY2bNnzz59+jhuk5WVJSLFxcVy8eElY8eODX9RdYeEaUjkTABhQ8IE/ELIBLQiJSXFbDafOXPm5MmTylhZ1wCpdGyeOnWqrq5u//79IuI6ryyckDANjJwJIAxImIC/CJmAVphMJqUzs7y8XBkr6xoyu3XrNnDgQBEpKSlRHpjJEzK9I2EaHjkTQEiRMIEAEDIBDbHfcnn06FGz2ZyRkeG6jTIVUH5+vtVqTUhIUKaZhVskzAhBzgQQIiRMIDCETEBDRo0aJSJ5eXkiMmLECIvF4rrNmDFjRGTjxo0ikpSUFKKSWK1Wq9Xa6mY2m82XzVRBwowo5EwAQUfCBAJGyAQ0ZOjQodHR0Upsc/v0S7l466ayza233hrcAtTW1s6YMeOKK65o3759+/bte/XqtXz5ci/bjx8/Pj09PbhlCAoSZgQiZwIIIhIm0BaETEBbxo0bp7zwFN5MJpMyjNZsNnsKooGpq6sbNGjQa6+9lpKS8vLLLy9atKh9+/Zz586dPn262+0ffvhhZRZcrSFhRixyJoCgIGECbdSOP5iIYj9p8nuHqzlz5qxYsWLx4sULFy5UljQ2Ng4bNqyioqKsrCwxMdG+ZUNDw913371+/XoRSU1NVR67ohEkTNA6BNAWnEMMhtavKujJBHDBe++9Z7FYFixYYF8SHR398MMPi0hhYaF94TvvvNOnT5/169dPmzZNhVJ6RcKE0J8JoA1ImEBQmNUuAACtWLlyZVNTk8l02bUns9ksIi0tLfYl+fn5HTp0eP/997Oyst58881wl9IzEibszp8/7/r/oV07Bu8A8IaECQQLIRPABVlZWa4LV69eLSIjR460L3n88cd/8YtfOGVR1ZEw4YScCcAvJEwgiLTVTASgKbm5uTt27EhISHCchWjw4MEkTOgC42YB+IiECQSXtlqKALRj06ZN9913X+fOnTds2KB2WbwhYcILciaAVpEwgaAjZAJwY9WqVRMmTOjUqdO2bdt69eqldnE8ImGiVeRMAF6QMIFQ4J5MAM5ycnJefPHFuLi4oqKi66+/Xu3ieETChI+MfX9mYWFhc3Pztdde6/icISd1dXX79u0TkZtuuik2NjaMpQM0jYQJhAghE8AlVqs1Ozt7y5YtQ4YM2bp1a0xMjNol8oiECb8YOGdOnz69pqZm4sSJXka2f/LJJ9nZ2SKyYcOGiRMnhrF0gHaRMIHQYbgsgEsmTJiwZcuWzMzM4uJiEiYMhnGzAOxImEBI0ZMJ4IInn3yyoKAgIyNj8+bNapfFGxImAmbg/kwAviNhAqFGyAQgIlJfX7906VLlxbhx45zWpqWl5eTkqFEuZyRMtBE5E4hwJEwgDAiZAERESkpKWlpaRKS8vNx1rUZmCiFhIijImUDEImEC4UHIBCAiMnHixABq2XBWzCRMBBE5E4hAJEwgbJj4B4AOkDARdMwDBEQUEiYQTvRkAtA6EiZCxEj9madOnVqzZo2ntRUVFeEsDKA1JEwgzAiZADSNhImQMkzO3L9//5QpU9QuBaBFJEwg/AiZALSLhIkwMEbOtFgsHTt29LT23LlzjY2N4SwPoBEkTEAVhEwAGkXCRNgYIGdmZGRs2LDB09qioqIxY8aEszyAFpAwAbUw8Q8ALSJhIsyYBwgwGBImoCJ6MgFoDgkTqjBAfybg3e7du8+cOSMiw4YN69atm5cta2try8rKRKR79+5Dhw4NU/mCh4QJqIuQCUBbSJhQETkTxlZdXT1t2jQRycjI2Lp1q5ctp0+fXlBQYDKZ9u3bF67SBQ0JE1Adw2UBaAgJE6pj3CwMbOrUqRMnThSRgoKCt956y9Nmq1evLigoEJHHH388MTExfOULBhImoAWETABaQcKERpAzYWCvvPJK165dRWTOnDm1tbWuG9TV1eXk5IjIwIEDn3jiiTAXr41ImIBGEDIBaAIJE5oSaTnTarVarVa1S4FwiImJefnll0XkzJkzs2fPdt3g/vvvP3PmjMViWbt2rcmkp4YiCRPQDj2dOwAYFQkTGhQJObO2tnbGjBlXXHFF+/bt27dv36tXr+XLl6tdKITcHXfccdttt4nIu+++u379esdV77zzjrJk2bJlffr0Uad8ASFhAppCyASgMhImNMvYObOurm7QoEGvvfZaSkrKyy+/vGjRovbt28+dO3f69OlqFw0ht3LlypiYGBG5//77v/32W2VhfX290reZmpo6Z84cNcvnJxImoDXMmBdZ7Gdhfu/QCBImtM+o7dc5c+asWLFi8eLFCxcuVJY0NjYOGzasoqKirKxMd9O9wF/vvPPO5MmTReSee+5ZtWqViEydOjUvL69z584VFRVxcXFqF9BXRv0LRbDQ+lUFITOy8GcGTSFhQi8M2Yrt3r17fX39999/73jfXW5u7j333LNo0SLdzfiCAPzyl7989913RWT//v2NjY3Jyckikp+ff+edd6pdNF8Z8m8TwUXrVxU8JxOAOkiY0BFDPj9z5cqVTU1NTjO7mM1mEWlpaVGpUAirlStX7tmzp66u7t57721ubhaRyZMnkzABtJ2+K0j4i2s50AgSJvQoElq0o0eP3rFjxwcffJCenq52WRAO69evnzRpkvI6Njb2008/VR5won2R8PeIoKD1qwom/gEQbiRM6JSx5wESkdzc3B07diQkJJAwI8dtt912++23K6/feOMNEiaAoEvGQnIAACAASURBVCBkAggrEiZ0zcA5c9OmTffdd1/nzp03bNigdlkQVmPHjlVeJCUlqVoQX5EwAe0jZAIIHxImDMCQOXPVqlUTJkzo1KnTtm3bevXqpXZxAI9ImIAuEDIBhAkJE4ZhsJyZk5Nz7733xsXF7d27d+jQoWoXB/CIhAnoBbPLAggHEiYMxhjzzVqt1uzs7C1btgwZMmTr1q0xMTFqlwjwiIQJ6Ag9mQBCjoQJQzJAf+aECRO2bNmSmZlZXFxMwoSWkTABfaEnE0BokTBhYLruz3zyyScLCgoyMjI2b96sdlmgJ1arVS4+UjU8SJiA7hAyAYQQCROGp9OcWV9fv3TpUuXFuHHjnNampaXl5OSoUS5oV21t7eOPP56Xl9fc3CwiPXv2nDVr1qOPPhrq45IwAT0iZAIIFRImIoQec2ZJSUlLS4uIlJeXu66NjY0Ne4mgaXV1dYMGDaqpqcnIyMjMzKytrc3Pz587d+5nn32Wm5sbuuOSMAGd0nQViKCzn6z5vSPUSJiINLSGYWBz5sxZsWLF4sWLFy5cqCxpbGwcNmxYRUVFWVlZYmJiKA7K3xSCgtavKpj4B0DwkTARgQwwDxDgyXvvvWexWBYsWGBfEh0d/fDDD4tIYWFhKI5IwgR0jeGyAIKMhImIpcdxs4AvVq5c2dTUZDJd1jmhzP2jjLsOLhImoHeETADBRMJEhCNnwpCysrJcF65evVpERo4cGdxjkTABA2C4LICgIWECwrhZRIbc3NwdO3YkJCSkp6cHcbckTMAYuLYaWbj1GaFDwgQc+dJW5pwMndq0adOkSZOio6M/+uijXr16BWu3JEyEAmdaVdCTCSAISJiAE+/9me3ataNvEzq1atWqCRMmdOrUadu2bSRMAG5xTyaAtiJhAm75fn8mN21CL3Jycl588cW4uLiioqLrr78+WLsNZ8I8cOBAdXW1yWRye6OpiJSWln799dciMmTIkLi4ONcNqqqqPvroIxFJT0+PiorasmWL1Wp13cxsNlsslsTExCuvvDKonwDQAWq1yKK7AQMBX+nXywc0ABIm4J2n1rPTcq394dDRqi9h+P9jtVqzs7O3bNkyZMiQrVu3xsTEBGvPYe7DfOGFF37729+KyIkTJ3r06OG01mazdezYsampSUQeeuihF154wXUPDzzwwMqVKzt06HD27FkR6dixY2Njo5cjJiQkPP7443fccUfQPgP8obvWrzEwXBYa0s7F+fMS2D+n/aj9yQyLhAm0ytO4WU/3Z6rF99OvSIBnZv6F6F94TJgwYcuWLZmZmcXFxfpNmCKSmpqqvCgrK3NdW1xcrCRMESkoKHC7h71794rI+PHjHReaTCaLC2XV4cOHJ0+e/NRTTwXrIwDaR8iE+ry0aQLmtB8CZyiQMAEf+TjfbPhPUF5SJeDoySefLCgoyMjI2Lx5c1RUVLB2q8p9mP3791dCclFRkeva7du3i0hycrKIVFZWVlVVOW3Q2NhYUVFh38burrvuOufixx9/zMvLUw73P//zP0ePHg3NZwI0h5AJdbht2YSO28AZwuNFABIm4BdN/YG4DZaAJ/X19UuXLlVejHPhdkCpL1Sc6SclJUVEysvLXVdt27ZNRGbOnNm7d29x15mppFARycjIaPVAJpPpV7/61dtvvy0iNpvtb3/7W9sKDugGE/8g3JRKRcUGjf3QjNEPGAkT8MvF856beYBctwzdX5PDSS9ER4AxlZSUtLS0iIdUFhsbG8A+1Z1LNiMjY+3atUeOHGlubnbsmK2trf34449FJDU1taSkpLKysrCw8L777nN8765du0Skd+/e8fHxPh5u9OjR8fHxVVVVx48fD96HADSNnkyEidOFcy1w6ttUuzi6QcIEAqPieSZsw0ZgSBMnTjzv2apVq/zdoboJUy7elmmz2ZxGzO7YsUNEEhISYmJixowZIyKFhYU2m81xm9LSUhFJT0/364hKv6iS1YFIQMhEyGm/cUPU9B0JE/CXvyeWIJ6INHh1D1A9YYpIXFyckvpKSkocl2/atEkuBsjMzEyTydTc3Lxz5077Bi0tLYcOHRKH2YN8YbPZlEmGoqOjg1F8QAcImQghfTVuiJqtImEC4dH2s5D2r+4hMmkhYSqUaXuUx13affDBByKi9GGazeZRo0bJxbs0FUrHptlszszM9P1Yy5cvb25uFpGRI0cGo+yADhAyERL6ipeOiJqekDCBwIT/L0Wnp18YnnYSplzsrtyzZ499NOyHH37Y0NAQFRWlTAskIrfeeqs4zPQjIvv27RORESNGmM3O05pYrdbGyx06dGjjxo1Tp0793e9+JyJxcXH33HNP6D8ZoAlM/IPgU9o3uqaU3z5Xh8ql0QASJtAWvkz54ySwGYBUn1kN8ERTCVNE0tLSTCaT1Wr95z//mZiYKCKFhYUikp6ebjJd6INRejsPHz5cU1OjzG+khMy0tDTXHebn5+fn53s6XOfOndevX89wWUQOejIRTPYOTGOw92qqXRCVkTCBtlOmSAnd/vU7fgSRQGsJU0Sio6OHDBkiDlPmKj2WjgFy8ODBXbt2lYsTAlmtVuXWytGjR/t4FJPJdP3118+dO/fIkSNDhw4N6icANI2QieAwcPsmwkfPkjCBIPIravp+2jHq6RfGoMGEqVCGxe7du1dEGhoalADpNKOPkieVp2Vu377dZrN17tx58ODBrnubMmXKd5c7e/bsDz/88Pnnnz/77LOBPegF0C9CJoLA8O2biO3SJGECoRDEnGmw8SMwHs0mTLkYMpWnmCgxsmfPnn369HHcJisrS0SKi4vl4sNLxo4d63ZvZrM5+nIdOnSwj7wFIg33ZKKtIqd9Y8+ZGqkdQ42ECYSO8tfUxktXkXP6hU5pOWGKSEpKitlsPnPmzMmTJ5Wxsq4BUunYPHXqVF1d3f79+0XEr3llgYjF9RUELgKvoEdOlyYJEwgDX0bPejrhRNrpF7qj8YQpIiaTSenMLC8vV8bKuobMbt26DRw4UERKSkqUB2b69YRMIGIRMhEgww+R9cLwOZOECYSTv39fEXiBD7qj/YSpsN9yefToUbPZnJGR4bqNMhVQfn6+1WpNSEjg7krAF4RMBIL2jYFzJgkTCD/vXZqOf5WRfIEPeqGXhCkio0aNEpG8vDwRGTFihMVicd1mzJgxIrJx40YRSUpKCnoZrFar1WptdTObzebLZoBGEDLhNxKmwpCzzpIwARW1OnqW0y+0T0cJU0SGDh0aHR2thDe3T7+Ui7duKtvceuutwTp0bW3tjBkzrrjiivbt27dv375Xr17Lly/3sv348ePT09ODdXQg1AiZ8A9NHEcGu0WThAlogae/O06/0D59JUzFuHHjlBeeIpzJZFKG0ZrNZk9B1F91dXWDBg167bXXUlJSXn755UWLFrVv337u3LnTp093u/3DDz+szH8L6EU7jf/lI7jsZ//Afu80cTxp107rlWirSJh2Bw4cqK6uNplMysz1rkpLS7/++msRGTJkSFxcnOsGVVVVH330kYikp6dHRUUVFhY2Nzdfe+21iYmJng5aV1e3b98+Ebnpppu44QcKp79K7fxFtmunocJANFMH6TFhqmXOnDkrVqxYvHjxwoULlSWNjY3Dhg2rqKgoKytzrCwaGhruvvvu9evXi0hqaqrywBX4pY2tXwSGnkz4ioTphd77M0mYjvbt25ednT1hwoSTJ0+6rrXZbGPGjMnOzs7Ozv7zn//sdg9PPfVUdnb2XXfdFRUVJSLTp0/Pzs5+5plnvBz0k08+UfZZXl4elE8BAzh/kWgpYQJukTD98t5771kslgULFtiXREdHP/zwwyJSWFhoX/jOO+/06dNn/fr106ZNU6GUQBsQMuETEmar9JszSZhO7NPTKzPaOykuLm5qalJeexq8tHfvXhEZP358aAqIyMLpF9pHwvTXypUr//GPf5hMl7XDzWaziLS0tNiX5Ofnd+jQ4f3331+9enW4iwi0DSETraOJ4yM95kwSpqv+/fvHxMSIiNtRScoDu5OTk0WksrKyqqrKaYPGxsaKigr7NkBbcPqF9pEwA5CVlXXnnXc6LVSS5MiRI+1LHn/88crKSk/3bgBaRshEK2jiGBgJ0xP747ldV23btk1EZs6c2bt3b3HXmamkUBFx+7w1wHecfqF9JMxgyc3N3bFjR0JCguP8Q4MHD3bq7QT0gv+48IYmjr901JlJwvRCyYdHjhxpbm52XF5bW/vxxx+LSGpqqjLHoOPNM4pdu3aJSO/evePj48NUXABQAwkzWDZt2nTfffd17tx5w4YNapcFCA5CJjwiYQZGFzmThOmdclumzWZzGjG7Y8cOEUlISIiJiVEez11YWGiz2Ry3KS0tFc9T4QM+4gwMjSNhBsuqVasmTJjQqVOnbdu29erVS+3iAMFByASCT+M5k4TZqri4OGU0bElJiePyTZs2ycUAmZmZaTKZmpubd+7cad+gpaXl0KFD4jB7EBAAEiY0joQZLDk5Offee29cXNzevXuHDh2qdnGAoDGrXQBoFE2cNlJypgZrXBKmj5KTkysrK5XHXdp98MEHIqL0YZrN5lGjRu3atWvbtm2jR49WNlA6Ns1mc2ZmptMOT506tWbNGk+HU+YKAoTTLzSPhBkUVqs1Ozt7y5YtQ4YM2bp1qzLhHGAYhEy4QRPHqEiYvktPT3/11Vf37Nljs9mUeRc+/PDDhoaGqKgoZVogEbn11lt37dq1ffv2Z599Vlmyb98+ERkxYoQyE72j/fv3T5kyJYyfALrE6RcaR8IMlgkTJhQUFGRmZq5bt055qDJgJIRMOKOJEyxa68wkYfolLS3NZDJZrdZ//vOfiYmJcnGOn/T0dPtcf8pDSg4fPlxTUxMbGysXQ6YyJ5ATi8XSsWNHT4c7d+5cY2NjCD4HAAQNCTNYnnzyyYKCgoyMjM2bN6tdFiAkCJlACGknZ5Iw/RUdHT1kyJDy8vLy8nIlZCrPJnEMkIMHD+7atWt9ff2OHTumTp1qtVrLyspExD561lFGRoaXaQOLioqUUbiIZFzjg5aRMIOlvr5+6dKlyotx48Y5rU1LS8vJyVGjXEAwETJxGZo4hkTCDExKSkp5efnevXtzcnIaGhqUAOk0o8/o0aPXrl1bUFAwderU7du322y2zp07Dx48WKUiQ8c4/ULLSJhBVFJS0tLSIh6exqyMiwH0jtllcQlNnFBQfaZZEmbAlHsvlaeYFBQUiEjPnj379OnjuE1WVpaIFBcXy8WHl4wdOzb8RQWA0CFhBtfEiRPPe7Zq1Sq37zp//rzTU7UALSNkAiGnYs4kYbZFSkqK2Ww+c+bMyZMnlbGyrgFS6dg8depUXV3d/v37RcR1XlmgVVzjg2aRMAEEgJCJC2jiGA8Js41MJpPSmVleXq6MlXUNmd26dRs4cKCIlJSUKA/M5AmZAAyDhAkgMIRMIBzC35lJwgwKZQqfgoKCo0ePms3mjIwM122UqYDy8/OtVmtCQgK308BfXOODNpEwAQSMkAkRmjiGQ8IMllGjRolIXl6eiIwYMcJisbhuo8wKu3HjRhFJSkoKUUmsVqvVam37NgDgCxImgLYgZAJhErbOTBJmEA0dOjQ6OlpJbm6ffikXb91Utrn11luDW4Da2toZM2ZcccUV7du3b9++fa9evZYvXx7ANtAsrvFBg0iYANqIkAmaOIZCwgw6+0PM0tPT3W5gMpmUYbRms9lTEA1MXV3doEGDXnvttZSUlJdffnnRokXt27efO3fu9OnT/doGAHxHwgTQdpp4TDzCxl5zOP7eCZnh1K5dCKtqEqbBzJkzZ8WKFYsXL164cKGypLGxcdiwYRUVFWVlZYmJiT5uA83S6em3XTvRY7ENLIg1CwkTxuO29YtQoycz0um0iQNXJEzjee+99ywWy4IFC+xLoqOjH374YREpLCz0fRsA8AUJE0CwmNUuABBZlDszg15nkzANaeXKlU1NTSbTZVcDzWaziLS0tPi+DbSJa3zQFBImgCAiZEY0mjjGQMI0qqysLNeFq1evFpGRI0f6vg0AeEfCBBBcDJcF9I2EGVFyc3N37NiRkJDgaRYiH7eB6rjGB+0gYQIIOib+iSxOtz7TylFLsCZpIGFGlE2bNk2aNCk6Ovqjjz7q1atXwNtAC3R9+mXiH61pS51CwoThMfGPKujJjFy6buJASJgRZtWqVRMmTOjUqdO2bds8pUdftgEAOxImgBAhZAK6RMKMKDk5Offee29cXNzevXuHDh0a8DbQCK7xQQtImABCh4l/ABW0cY5ZEmbksFqt2dnZW7ZsGTJkyNatW2NiYgLbBgAckTABhBQ9mRGK6+j6RcKMKBMmTNiyZUtmZmZxcbGn9OjLNgBgR8IEEGr0ZAJ6QsKMKE8++WRBQUFGRsbmzZvbsg00hWt8UBcJE0AYMLtsZHGsWvjNq87f+QBJmBGlvr6+e/fuLS0tN910U9euXZ3WpqWl5eTk+LJNuMoLXxkgZDK7rNb4XpuQMBGBmF1WFfRkAvpAwow0JSUlLS0tIlJeXu66NjY21sdtAEBBwgQQNvRkRhaHaznqFqQV27dLU5OIyOjREh3tcbPDh+X4cRGRlBS58sowlS2I2nLtmb9cQKfoyUTQ+VKbkDARsejJVAUT/0CLvvpKsrMlO1t++1uP25w8KaNGSXa25OXpMmH6joQJGIYBEib0iIQJIMzoyYwseunJFJHsbNm4UUTk/fclK8t5bUuLDBkihw9Lz55y6JCOQ2arl59JmICRGCNk0pOpNd6rEhImIhw9maogZEYWHYXM+noZMEBqaiQmRj79VLp1u2ztzJny6qtiMsm+fZKYqFIRg8HflgF/sICu+RUyDxyQ6uq2HvH66+X669u6EyeETK3xUpWQMAFCpioImZFFRyFTRHbvluRkEZHUVCkqurT87bflrrtERP7yF3n4YXXKFix+tQz4awX0zq+QOX68bNnS1iPec4+sWtXWnTghZGqNp6qEhAkIIVMl3JMZifTyJ5aUJHPniojs2CEvvHBh4bFjct99IiJZWbpPmF6QMAH8/veX/bh5s5w75/7f2bPy3Xfy6aeydau8+KIMG3bpXd9+G+ZSQytImABURE9mZFGqHB39zm02ufFGOXRILBY5eFB695ZBg+TIEYmPl08+kS5d1C5fm7m9/EzCBIzK33sy58+Xp5++8Do2Vj79VFyeh+re9u0yebKcOSMDB8rBg36X07tw9mQWFEhLi/tVJpNYLDJkiK/fiRfKFAC9eklCgq9F6t5dhg71uE1dnezbJyJy000ShmcJuVYlJEzAjp5MVRAyI4vuQqaIHDsmgwZJU5MMHCijR8uyZUa4FdPOl5YBf6SAMQQw64/NJv/931JRceHH22+Xdet8fa9yx0FUlHz/vX8HbVU4Q+bVV0t9fSvb9O8vTz8tmZmBH0U57z74oPz1r74WafJkWbPG4zZFRTJmjIjIhg0ycWLgBfORU1VCwgQcETJVwXBZaF2fPvKXv4iIHDoky5aJiPz5zwZJmK5ImIAGtbso/Ic2mWTdOrFYLvz47ruyerWv701KkrvukuZmjz2BOtKtm6SmOv/r31/MZhGRigoZP17eekvtUmoDCROAFhAyoQP33XfpKSajRsmjj6pamqA6f/5Sg4CECWiQ4x9mOwdhK8D118tTT136cdYsqary9b333y8icuhQ8EsVZklJUlTk/O/TT+XcOXn1VYmKEhF54AFpaFC7oGojYQLQCEImdMBmk9raC6+PHLn02khImIC+hDNwPvqojBp14XVjo0yZ4usbb7lFoqLk9OkQlUt9JpPMmCF//rOISGOjFBSoXSBVkTABaAchEzrw2GNSXi4mk4hIXZ38+tdqFyjYSJiAroUhcL75pnTufOH1vn3ypz/5+sakJOP37/3mNxde7NzpZq3VKjt3ypYtsnOnWK3hLFdYkTABaAohE1pXUHDhnsx58+Shh0REtm+X5cvVLVRo0SwAtMPfv8cQBc74+MvmpHn8cTl82Kc3pqS0PnGO3p09e+HFT3962fK6Opk5U664QlJTZfx4SU2VK66QmTON/4UoqEoAqMisdgEAb06dutBv2a+fLFwoVqsUFEhlpcyfL2PG+DTXvMa5bYWqMr8IgKAL7pSGv/qVbNgg774rImKzyeTJcvDghdsRvXjssbYfWetee+3Ci9TUSwtPnpThw+XUKRGRESOke3f59lspKpJXX5Xt26WsLBxPFgkPtzUGCROAuujJhKZNmSL19WKxXJhfsUMHyc8Xk0laWmTyZGluVrt8AOCDYF05euWVS9Ho6NGICJDetbTI8uWyaJGISI8el6aIs9kkM1NOnZLYWDl4UIqLZc0a2bZN/t//k5495eRJmTRJxVIHmWucJGECUB0hE9r1xBNSUiIi8vzz0q/fhYWDB8vixSIiR4/K7NmqlS1YaAkA8F2XLvLGG5d+XLHC/V2IxlNcLOPGXfbv1lvl5z+XK66QuXPFZpOYGNm48cKt+yKyZs2Fh4tu2iQDB17aT+/esmWLiEhZmRQVhf1jhAUJE4AWEDKhUbt3XwiTWVnywAOXrVqwQIYNExF57TXZtEmFsgGAWtLSLru+NnWqfPuteqUJl5oaKSi47F9hoZw8eSFePvKIfPbZZWHyvfdEREaMkMGDnXfVr5/cdJOIyJo14Sp9WCjZkoQJQCO4JxNaVFcnd9whIhIbK7m5bjZYu1b69ZPGRvnNb+ToUenWzXkDZQpBM//BAWhAcJv+zz4r27fLsWMiIjU1sn+/pKUFcfdadNNN8uCDF15brbJ9u6xbJzabTJwoubnSpYvz9koHr9ksGze62ZvFIiJSWRm68orNFsKde0LCBKAdtMGhRVOmSF2diMhbb0nXrm42UCZa/M1v5MwZmTxZdu++sLy2Vh5/XPLyLtyu2bOnzJoljz4apmIHjJYBoFkB304Zur/rqChZu1ZuvFFsNvnd74yfMEXk5z+/7OFV06fL7Nly662ycaMcPOhmFh/lqS27dsmuXR73qYynDdgPP3hba39WiokRYwAiEiETmrNkiezYISIyb56kpHjc7Ne/ls2b5d13Zc8e+dOf5A9/kLo6GTRIamokI0MyM6W2VvLzZe5c+ewz992hABBcYbtgZLVKhw4ybpw880x4Dqg5t9wi+fkyfrycPClpaVJWJtHRl9YqHYnDhknv3h730LFjgIfu31/27JGWFm/b2NcqvaYAEGkImdCchQtl4UKftly37rIflyyRmhpZvPjS2+fOlWHD5PXXZeZMSUwMcjkBQNQYiXDqlGRmyqBB8tZbYT6ytmRmyuzZsmKFVFTI7NmXTYkUHS2NjTJsWEgeqqyMzv3kE2/bnDx54cUNNwS/AACgfQzjgHG8955YLLJgwaUl0dHy8MMiIoWFahWqFe3aMVYW0J/zDsJ86G+/lbQ06dJF3n/fp9vOV626LH0ZzDPPSI8eIiL/+MdlE+2OHCkiUlbm/l0FBbJmjRw4EOBBBw0SEamqupQk3R5CRKKiJD4+wKMAgK4RMmEcK1fKP/7hfAOM0gjzPq4JADyxx0gVg6VdS4tMmCB1dVJU5Ga2G7e2bjXy9LMdOsgrr1x4PWPGpYcnZ2aKiJSVuXnES1WVTJggU6ZIXl6AB7U/jdM+F5GT4mLZvl1EZMqUAA8BAHpHyIRxZGXJnXc6L1y9WuTiVW0ACIC6wdLRXXfJwYNSUCBxcb6+pbzcj431KC3tQpb78ktZtOjCwnvukZ49RUTuvPOynFlTI5MmXbij9ZFHnHd14oTzg1Ic/9kNHCgTJ4qIFBRIYqJs2XLhOqbNJocPyxNPyJgxIiIdOsj8+SH5yACgfe00UnEiPJRpEiPnd56bK/fcIwkJrdw8oyKGywIRpV27dgH/xT/2mPzlL/LBB35MJ3vsmPTtK9u2BXkG2nbtwlePXH211NfL5MneHmtZXy99+0p9vZhMcvCgJCSIiBw5IklJFyYqv+km6d1bvvtOCgouzPv6/vuXOiRFxJcphB0/8rffyujR8vHHl5aYzZdmlBWR6Gh5773wTfxLVQJ4YZ8knD+TcKInE4a1aZPcd5907iwbNqhdFABom5dekmXL5NVX/cstyt2YN94YmjJpRteu8vzzIiI2m0ybdmFhv37y6afym9+I2Szl5ZKXJ5s2idUqw4dLWdllCTMAXbrI/v3y5z9fmr3WnjDNZrn7bvnkk4h4tAwAeEJPZmRxuJajbkFCbtUqufde6dpVCgpk6FC1S+MZl5+BiBJYT+aWLTJ+vPzP/8iSJX68q6pKrr9empvlxx/9PqJ34ezJhC+oSgAv6MlUBT2ZMKCcHLn3XomLk717NZ0wAaBVpaXyy1/Kb37jX8I8dUrS0qSpydf5gQAACCKekwlDsVolO1u2bJEhQ2TrVomJUbtAXnHtGYB3J0/KxIkyfLisWuXT9jab7N0rmzfLyy9LU5OIyE03hbSAAAC4QciEoUyYIAUFkpkp69ZJVJTapQGAy50/f973EbN1dZKcLHV18tFHct11Hjez2cRqlR9/lJaWC8HSUadOgZcWAIDAEDJhHE8+KQUFkpEhmzerXRQAaLPf/16+/FJE5MwZOXMmwJ1ofEAHAMCQmPgnsrRzmKbdYL/5+nrp3l1aWuSmm6RrV+e1aWmSk6NGsbxiuCwQgdryFBONYOIfraE2Abxg4h9V0JMJgygpufA47PJyN2tjY8NcHAAAACBC0ZMZWQzck6k7XHgGIhM9mQg6KhTAC3oyVcEjTAAACJ/z5887XO4DAMCACJkRilYOAAAAgFAgZAIqYGgTAAAAjIqQCQBAWDGWBABgbITMyEUrBwAAAEDQETKBcGOsLAAAAAyMkBnR6MwEAFVw+gUAGBghEwgrujEBAABgbIRMAABUQGcmAMCoCJmRjlYOAAAAgCAiZALhw1hZAI64zAcAMCRCJmjlAAAAAAgaQiYQJnRjdwMrzgAAIABJREFUAnDFZT4AgPEQMiFCKwcAAABAkBAygXCgGxOAJ1zmAwAYDCETF9DKCR0SJgAAACIHIROXkDMBQBWcfgEARkLIBEKLbkwAviBnAgAMg5CJy9DKAQAAANAWhEw4I2cGEd2YAHzH6RcAYAyETCBUSJgA/EXOBAAYACETbtDKaTsSJgAAACITIRPukTMBQBWcfgEAekfIhEc0dAJGNyaAtuD0CwDQNUImEGQkTABtR84EAOgXIRPe0MrxFwkTQLBwBgYA6BQhE62gleM7EiYAAABAyETryJm+IGECCDpOvwAAPSJkwic0dLwjYQIIEU6/AADdIWTCVzR0PCFhAggpTr8AAH0hZMIPNHRckTABhAGnXwCAjhAy4R8aOo5ImADCRjn9cgYGAGgfIRN+I2cqSJgAwuz8+fOcgQEA2kfIRCC4oE7CBKAWciYAQOMImQhQxF5QV9I1CROAiiLz9AsA0AtCJtok0ho6SrwkYQJQHSNKAACaRchEW0VOQ4cOTACaErEjSgAAGmdWuwAwAiV6tWvXzqgRTGnDkTABaND58+fbtWsnIpyiAAAaQchE0Bi1oUMHJgCNM/yVPgCAvhAyEUz2ho4YImrSgQlAR4x6pQ8AoDuETASfAaIm8RKAHhng9AsAMABCJkJFp20d4iUAvdPp6RcAYBiETISWjto6xEsARqKj0y8AwGAImQgHLbd17LP/Ey8BGI/j6Ve0dwYGABgSIRPho6m2DtkSQOSwn+i0ebEPAGAwhEyEm1NbR8Lb3CFbAohkThf7hMAJAAgBQiZU45o2JTTNHYfdky0B4LIzIYETABB0hEyoz1Nzx2EDP/bmugOCJQB44v0MzOkTABAAQia0xW0gdJs8/doDAKBVrudPT6dff87KAICIQ8iEDqibG202m9VqdV1usVjCXxhonNVqtdlsTgtNJpPZzMkWusRlO+hUxNbdVEPQCJPaBQC0rrCw8Kcuunfvrna5oEXTp093/d+Sk5OjdrkAILJEbN1NNQSN4KoG4JOHHnpowIAB9h8NfykUgZk+ffrIkSMdl9x7771qFQYAIlwE1t1UQ9AIQibgk7Fjx2ZkZKhdCmhdUlJSUlKS4xJqdwBQSwTW3VRD0AiGywIAAAAAgoaeTCA4jh8/vnfvXqeFffr0SUxMFJHKysrS0lJPa0WkoqLi448/dlybmpoaFxfnuOTQoUOHDx92PfSoUaN69Ohhs9neeust17VXX321dq7j8i0BADQlDBXTkSNHDhw44KkAJpPpqquuSktLY24eGAn/m4Hg+Prrr8vKynbu3Hns2DERSU5O7tu37/XXX6+sra6uLisrKyoqqqystK/t06eP/e3V1dVFRUXr1q1rbm5OSEhISkoaO3as0yH+/e9/Hzx4sK6uLi8vT0T69es3fPjw6667zmQyiYjVaq2urq6qqtq2bduXX35pMpmmTJnStWtX1/2oiG8JAKApYaiYvvnmm08//bS+vv71118XkWHDhmVkZHTp0kVETpw4UVNTU1hY+P3338+bN2/BggXh+dRAyJ1HJOH3HoCtW7eKyNatW33Z+M033xQRk8nkdq1Su1gsFk9vnzZt2oMPPuj9EJ988onyS/zss8/cbnDbbbeJyO233+5LgVURUd+SiLRaWgBAcPlVd58PS8X01VdfKRXTF1984bTq7NmzI0aMEJHZs2f7WGDfUQ3R+lUF92QCwdShQwfx/HguZW1LS4vb9zY2Np4+ffqll17yfog9e/aISOfOnfv16+d2g8LCQhEZPXq0PwUPK74lAICmhKFiKikpEZG4uLjevXu77n/27NkismLFilOnTvlffEBzCJlAMCn1kIg0NTW5rj1y5Ijyorm52XXt0qVL58+fr4zq9KK4uFhEPA3vPHTokHLoUaNG+VzqcONbAgBoShgqpoKCAhFxmvrVzn5Dpn0kDqBrhEwgmK666irlhest/lVVVbm5ucrrEydOOK09fvz4sWPHUlJSWj3E9u3bRSQ5OdntWuVCadeuXe33k2gQ3xIAQFPCUDEpVz89jaCx51h7SQBdI2QCwdS/f3/lhevFznnz5r3xxhvKa/uNGXaPPfbYs88+2+r+KyoqGhoaRES5ecPV7t27RfOjQPmWAACaEuqKqaqqqqqqSkRuueUWtxso/Zw9e/a0z1sL6BohEwimqKgo5YVTLfXhhx/GxcXdfPPNbtcWFxf37dvX9SYNV0oXXKu3GnrqwdMIviUAgKaEp2Lq1q2b241LS0vLyspE5JVXXgmo+IDm8AgTIJhMJpPZbLZarU43dSxatGjdunVRUVEmk8lmszU2NjqufeKJJzZt2uTL/nfu3Ckio0ePdjv9gF5uNeRbAgBoSqgrJqWj0u2o2mPHjt1xxx3R0dH5+fkMsYFhEDKBIOvQoUNDQ0Ntba19SW5ublZW1pVXXikiUVFRTU1NjpdC//73v0+ePDk6OtqXnRcVFYlIYWFh9+7dXdd+9913opNbDfmWAACaEtKKSbkhMyYmRqmhRESJrAUFBXl5edOmTVu8eHFsbGwwPw+gKkImEGR9+/bdv3+/8tRmEWlqanr77bftlUrXrl2bmpoOHjyo/NjY2Lh27Vql561VFRUVZ86cEZF9+/YlJCS4bjBp0qT169d7ug567NixHTt2PPDAAwGsDTp9fUu1tbV/+9vfKisrr7vuul/96lf2W3cAAIYRuorJfkNmdXX1mjVr7MuvueaatLS0559/3impeqmRw1xZAwHjnkwgyLp16yYi33//vfLjU089NX/+fPvaG264QUTOnj2r/Lh06dInnnjCxz0rd3RER0e7zU5ycTSOU3yqqqr605/+9Otf/3rQoEHKLR++rw0dHX1LR44cmTdv3r333rt69epevXoNGDDgr3/9q4+FAQDoRagrJovFsm7dulUOnnrqKWWgrLKZl5pIrcoaCBghEwgyZfIApR46fvz4559/7ngPhvIkLmW8zfHjx48fPz5y5Egf96xcMU1PT3e79sCBA8punWaui4qKyszMfOONN6644gq3pfWyNnR09C3Nnj176dKlcXFxJpNpxowZDz744OzZsysqKnwsDwBAF0JXMdlvyPT+LE0vNZFalTUQMEImEGQ/+9nP5GI9NH/+/GeeecZxrVI9KHXYo48+umzZMt/3rAza8fQc53379om7Ww1jYmL69+/vqWLzvjZ0dPQt7dmz57//+7/tP44ZM0ZENm7c6HuRAADaF7qKSbkhc/jw4d4381ITqVVZAwHjnkwgyDp27CgilZWVxcXF8fHxTpOVK5dC6+rqdu/ePWDAgB49evi42yNHjii3Gnp69qP3pzxrjY6+pbvvvtu1XrfZbL7vAQCgfSGqmOw3ZPre8wkYACETCLJBgwaJyOnTp5csWbJ+/XqntX379hWRzz//fMmSJT7Oe67Ys2ePeL3VUHn2o15Cpo6+pVWrVjn+eODAARHJyMjwfQ8IrsrKytLSUqeFFovlzjvvVF5XVFR8/PHHjmtNJtPUqVODW4zjx4/v3bvXaWGfPn2UB6m7LaR9rdtCpqamxsXFOS45dOjQ4cOHXQ89atSoHj162Gy2t956y3Xt1VdfreL/Tz2WGVCEqGJSbsg0m81Ot2kAxkbIxAU0mIJFuamjoaEhOztbmffckTKvwJkzZ6ZOnerjvOcK77ca2p/9qJc6TKffUkNDw8qVK+++++7BgwcHtge03ddff11eXl5dXW1v502cONHxwsHp06dzc3OVKw7x8fFJSUn9+vULRTHKysp27tx57NgxEUlOTu7bt699GHZ1dXVZWVlRUZEyU6Wytk+fPva3V1dXFxUVrVu3rrm5OSEhISkpaezYsU6H+Pe//33w4MG6urq8vDwR6dev3/Dhw6+77jqla91qtVZXV1dVVW3btu3LL780mUxTpkzp2rWr637CSY9lNoww1ONHjhxRLrS5ZTKZrrrqqrS0NLNZl83LEFVMPt6QCRiMLs8CCAUaTMGi1D39+/efNWuW61plvE1CQsL06dN932dNTc327dvl4ux2Tmw225tvvikiZrPZ8ZeiZTr9lu6///7hw4e/8sorgb0dQXHzzTfffPPNIpKSkrJr1674+PgNGzY4bpCWltahQ4fk5OTnn3/e7X+woEhMTExMTHzrrbemTZtmMpmcnmSQlJSUlJT0xhtv3H333RaLxfU5B+np6crVkI4dO3qarzglJSUlJeXw4cPKOXPdunWOadlisShTX06aNOnLL7+87bbb3F6nCzM9ltkwwlCPf/PNN59++ml9ff3rr78uIsOGDcvIyOjSpYuInDhxoqamprCw8Pvvv583b96CBQvC86mDKBQVU11dnfLnHx8fH6RiAjpxHpGk1d+70go3mUxu1yqVisVi8fT2adOmPfjgg97L8Mknnyhl+Oyzz9xucNttt4nI7bff7n0/YbN161YR2bp1q4/bf/DBByKyY8cOL3srKSnxcW+xsbFOl4TNZnNsbKyy9sUXX7RYLI5rTSaTxWJZu3at6666du06bdo0Twfyvjbo9Pgt/fGPf7znnnt8LJKdiLT6R4HAvP/++8ov9H//938dl//73//+xS9+4el/V3C99957Shl++OEH17Vr1671csr97rvvUlNTf/zxR++HePHFF0Wkc+fOnjZQ2r4rV670q+QhpccyG0YY6vGvvvpK+Y/9xRdfOK06e/asckv87Nmz/S15cPlbd58PdsXUu3dv14rpyiuv9OW9XmqiACprqiFSjyrouMdllIrfZrNZrVZPa1taWty+t7Gx8fTp0y+99JL3Qyhj2Dp37uxpAJu+7i10NWDAgKefftpx3nOntcuWLfN9uObp06edGq8//PDD6dOnlbVz5sw5d+6c49off/zx3Llzd9xxR3A+TMjo7lvKzc1tbm5W7s+02Ww8wkQLMjMzlbF8y5cvty9samoaN27cokWLPP3vCi7lrKgc13XtkSNHlBfKfJVOli5dOn/+/FZH0CmzVXka02EfBD5q1CifSx1yeiyzYYShHlduMoyLi3OaGkfZ/+zZs0VkxYoVp06d8r/4agpuxfTFF1+4Vkz/+c9/gldeQNMImbgMDaa2i4uL+8Mf/uBpbXx8/KOPPhrO8miTvr6lgoKC+vr6JUuWKD8ePXqUkKkFJpNp5syZIlJYWHjy5EkRsVqt2dnZDz74YFZWVnjKcNVVVykvXG9Uq6qqys3NVV6fOHHCae3x48ePHTvmSxJWBoEnJye7Xas0912fyqMuPZbZMMJQjys3GXp6UpS9+84+cEkv9FUxARpHyMRlaDABTkpLS3Nyck6cODFr1qwHHnhgxowZDz744DXXXKN2uSAict999ykN4r///e8iMnny5IyMjLZMJPvcc88dP37c9+379++vvHBtss+bN++NN95QXtuHF9o99thjzz77bKv7r6ioaGhoEM9P5dm9e7dobOiHHstsJGGox70/C8qeY+0lARCBmPgHl2m1wZSamioiX331lVMINHCDSe8qKioWL15cWVlZX1+fl5dXXV19zTXXrFmzxpe1kcPL95CVlVVfX69MlWGnl1l8Da9bt26//OUv165d+8orr/zrX/8aMGBATk5OW3Y4d+5ci8Xi+3RBynSU4nLO/PDDD+Pi4pQJilzXFhcX9+3b13WooSvlulur9xd4umynCj2W2UhCXY/bn/ro6TSo9HP27NnTPm8tfOSlJqKyhu4QMnEZGkzG079//3Xr1gW2NnJ4+R6++eabMBcGfpk9e/batWvr6+ubmpqeeOKJNu4tOjq6a9euvm9vMpnMZrPVanUamrho0aJ169ZFRUWZTCabzdbY2Oi49oknnvDxOXvKvJSjR492exOdNu8v0GOZjSQ89Xi3bt3cblxaWlpWViYizMIdAC81EZU1dIeQicvQYAKgL7fccsv1119/9OhR1+F/vjh69OigQYOefPJJ5W6rG264QXmMwbFjx7Kzs0eOHPm3v/3N+x46dOjQ0NBQW1trX5Kbm5uVlaU8Zy8qKqqpqcmxQf/3v/998uTJPj5nr6ioSEQKCwu7d+/uuva7774TP+8veOedd+655x4fN7bLy8vz/TbXoJcZfgl1PW5/6qPrqmPHjt1xxx3R0dH5+fmMSAIiHCETzmgwAdCRNWvWKBM2lpeXHzhwYPDgwX69/brrrps5c+b8+fO3bt2an58fExMTHR2dm5s7Z86cPn36/PKXv2x1D3379t2/f799QHVTU9Pbb7+tnOtEpGvXrk1NTQcPHlR+bGxsXLt2retjM92qqKg4c+aMiOzbty8hIcF1g0mTJq1fv96v1vxtt9127bXX+r69wt791apQlBn+Cmk9rtyQGRMTY/9PrkTWgoKCvLy8adOmLV68ODY21vtOqLsBwyNkwhkNJgB6UVhY+PLLLx89ejQuLq6xsfGVV17xN2R26NDhhRdeWLBgwUsvvTRy5EiLxfLcc899++23mzdv9vEhKN26dROR77//Xvnxqaeemj9/vn3tDTfcUFVVdfbsWeXHpUuX+j6mVxmXGB0d7faEKRf7lPw6Z5rN5pEjR/q+vb9CUWb4K3T1uP2GzOrqascbAq+55pq0tLTnn3/ex6RK3Q0YHiETzmgwAdCF0tLSJUuWbN269corr5w5c+Zf/vKX119/fdmyZUp3jV9iYmLmzp1rtVqffvppm8326quv+t6cVW6BU86Kx48f//zzz5988kn7WuV5Ekqv0fHjx48fP+77KUtp96enp7tde+DAAWW3mpqGSo9lNp5Q1+MWi2XdunWtPunEC+puwPB4hAmcuTaYHC/nR1qDCYA2HTp0aNasWRs2bOjSpYuIPPDAAyJitVpfffVVf3dVV1e3cOHCuLi4c+fO3XbbbY8//vjUqVNvueUWe8+Pdz/72c/k4llx/vz5zzzzjOPaK664Qi6eUR999NFly5b5XjClAJ6eRrhv3z7R3s2Neiyz8YSuHrffkNmWhAkgEtCTCWd+NZief/553/dM4wNAUJw8eXLatGkFBQVKj42I9O7dOzk5edeuXStXrvTrgelHjhy58cYbO3Xq9P7776ekpIwbN+6qq646fPjwzJkzx4wZM3v27Jdeesn7Hjp27CgilZWVxcXF8fHxTlNuKg36urq63bt3DxgwoEePHr4XTLm/wNMDn7w/q9CT0tLSF1980a+3iMhDDz3kS9duiMoMf4WuHld+g8OHDw9iaQEYEiETzmgwAdCympqazMzM/Pz8+Ph4x+WPPPLIrl27Kisri4qKfD+T9O7d+/e///2sWbNiYmJE5LPPPmtubo6Ojn777bczMjJ8uW1s0KBBInL69OklS5asX7/eaW3fvn1F5PPPP1+yZImPs3cq9uzZI17vL1Ae+OTvOTM+Pj4jI8Ovtyjv8mWzEJUZ/gpRPW6/IbPtI12puwHDI2TCGQ0mAJp18uTJ5OTk1atX2584b5eZmRkfH19VVfXcc8/5fiaxWCyON6TV1tY2NDQor6dOnerLHpShiQ0NDdnZ2a63gyp9rWfOnJk6daqPc6IovN9fYH/gk7/3F8THx//617/26y2+C1GZ4a8Q1ePKDZlms7ntv0HqbsDwCJlwRoMpMMePH9+7d6/Twj59+iQmJopIZWVlaWmpp7UiUlFR8fHHHzuuTU1NjYuLc1xy6NChw4cPux561KhRPXr0sNlsb731luvaq6++OoC6PET4lhCwU6dOvfnmm08//bTVah04cKDrBg0NDT//+c+rqqoKCwt3797taWS+d1FRUVar1a+3KGfC/v37z5o1y3Wt0muUkJAwffp03/dZU1Ozfft2Ebnhhhtc19pstjfffFNEzGZznz59/Cpt6OixzEYVono8iDdkaqfulrBUTEeOHDlw4ICnAphMpquuuiotLc1splkO4+B/M5zRYArM119/XVZWtnPnzmPHjolIcnJy37597feXVldXl5WVFRUVKXPKK2sdP2x1dXVRUdG6deuam5sTEhKSkpLGjh3rdIh///vfBw8erKury8vLE5F+/foNHz78uuuuU+p7q9VaXV1dVVW1bdu2L7/80mQyTZkypWvXrq77URHfEgJQWlo6atQox+zXqVOnPXv2OF6TmjFjxuuvv26z2UTEZrMlJycrv1y31xS8qK+v97cBbbFYROSFF15wu1Zp7v/1r3/1cW/du3evq6uzf9jFixf/8Y9/jImJOX36tIi89NJLc+fObWlpUdZardb27dubzeY333zzjjvu8KvYQaTHMhtbKOrxuro65WKx8boTw1AxffPNN59++ml9ff3rr78uIsOGDcvIyFAmLTtx4kRNTU1hYeH3338/b968BQsWhOdTAyF3HpHEl9/7Bx98ICI7duxwu3br1q0iUlJS4uMRY2Njna7Mmc3m2NhYZe2LL76otM/sTCaTxWJZu3atX58rpJSPvHXrVl82VtKyyWRyu1apXSwWi6e3T5s27cEHH/R+iE8++UT5rj777DO3G9x2220icvvtt/tSYFVE1LckIq2WFrpWXV399NNPe1r71VdfLVu2LJzlAYJbj/fu3du1Hr/yyiuDV96Q8KvuPh+Wiumrr75SvsAvvvjCadXZs2eVGStmz57tY4F9RzVE6lEFM1DD2YABA55++mlPTyEfMGDAsmXLfB/Uevr06R9++MHx/9wPP/ygXN4WkTlz5pw7d85x7Y8//nju3Dn9Xt5WrhDbbDa3I+6UtfYr+k4aGxtPnz7d6lSWyt2tnTt37tevn9sNtD+1Bt8SjCQuLu4Pf/iDp7Xx8fF+zXYLtF1w6/EvvvjCtR7/z3/+8//bu9vYKsv7D+CXtZaK9W8GAQZNNS6OJqN0ErZExwKyzW5hCwm4wURg82Fkk7q9QJ10ZiI43DKjKBqnbBVhPElChgbmHDhkWlwkc5u1uFobsvIwVslYVwtKV/8v7njSnD4dytWHUz6fV+ec6/Tu1YuHX7/nvn/3FW++g0I/FKakqbWwsDDtVkzJ8cvLy0MIjz766OHDh898+jDoCJmk8wvT2UjqUAghaTFNU1NTkzxI7iyfZsWKFRUVFT1eqpfchreryztT3a3Tpk3LeNb9zSoB9B11vBf6oTAlTa1dtYunThenrsSBrCZkQkwjRoxIHnRs8W9oaKisrEweHzx4MG20vr6+tra2qw+e20u6W6dPn97paPJB6SDfbtQqATCo9ENh6n6rtlSOTc0EspqQCTGltlXo+GHn0qVL165dmzxONWak3HHHHT//+c97PH51dXWyv0JX243u2bMnDPqrQK0SAINKXxem1C6jXV2onJznvPzyy1P3rYWsJmRCTMmdJEOHKvXqq68WFhamdpFOG927d29xcXHHJo2OklNwPbYadnUGb5CwSgAMKv1TmMaMGdPpm6uqqvbt2xdCePLJJ3s1fRh0bGECMeXk5OTm5ra2tqY1ddxzzz1bt27Nz8/Pyclpa2trbm5uP7ps2bIMd8RO7iD/pS99qdPbD2RLq6FVAmBQ6evClNpltONQbW3tnDlzCgoKNm3a5BIbhgwhEyIbPnx4U1PTsWPHUq9UVlbOnDkz2RE7Pz+/paWl/UehTzzxxNy5czPcEXvXrl0hhOeff37cuHEdR//73/+GLGk1tEoADCp9WpiShsxRo0YlFSqEkETWnTt3btiwYcGCBffee+/YsWNj/jwwoIRMiKy4uPi1115Ldm0OIbS0tGzcuDFVVEaOHNnS0vL6668nT5ubm7ds2ZKceetRdXX1iRMnQgivvPJKaWlpxzdcd91127Zt6/g56LFjxx5//PG6urpLL7103rx5qc6T9mpra3fv3v29730vs5/ybGXXKmWygABktb4rTKmGzEOHDm3evDn1+ujRo8vKylatWpVKqj2Wm34u1tBrejIhsjFjxoQQTp48mTxduXJlRUVFanTChAkhhPfeey95umLFimXLlmV45KSjo6CgoNPsFD66GictPtXU1CxduvQ73/nOunXrPvGJT0ycOPGxxx5LjTY0NPz0pz9duHDhpEmTkoaQ/pFFq9T9AgIwNPR1YcrLy9u6desv21m5cmVyoWzytm7KzUAVa+g1IRMiS24ekNSh+vr6AwcOtO/BSHbiSq63qa+vr6+vnzp1aoZHTj4x/cpXvtLp6P79+5PDpt25rry8fMWKFYWFhTk5Obfccsutt95aXl5eXV2dmu3Xvva1tWvXXnjhhWf4g56VLFql7hcQgKGh7wpTqiGz+700uyk3A1WsodeETIjsoosuCh/VoYqKip/97GftR5PykNSwJUuWPPDAA5kfOblop6t9nF955ZXQWavhSy+99OlPfzr19Nprrw0h/OY3v0mejho1qqSkpMctpKPLolXqfgEBGBr6rjAlDZlTpkzp/m3dlJuBKtbQa3oyIbKLL744hFBXV7d3796ioqK0m5UnH4U2Njbu2bNn4sSJl112WYaHrampSVoNu9r7satdnm+88caOZamtrS3D79tHsmiVBucCAhBXHxWmVENmj2c+lRuGEiETIps0aVII4ciRI8uXL9+2bVvaaHFxcQjhwIEDy5cvz/C+54mXXnopdNtqmOz92DE+/fKXv2z/dP/+/SGEGTNmZP6t+0IWrdLgXEAA4uqjwpQ0ZObm5qa1aXSk3DCUCJkQWdLU0dTUNGvWrOS+5+0l9xU4ceLE/PnzM7zveaL7VsPU3o/d17CmpqZf/OIXN95442c+85nMv3VfyNJVGjwLeK5Zt25dxxenTZuWdjLh6NGjv//979u/Mn78+KuuuiruZOrr619++eW0F1PfqK6urqqqqqvREEJ1dfWf//zn9qNf/OIXCwsLU09ramqSXy47lZOTM2LEiLKystzcga/gWTRV6FEfFaYMGzLTKDdkO//vQ2RJ7SkpKVm8eHHH0eR6m9LS0ptuuinzYx49evSFF14IH93dLk1bW9v69etDCLm5uePHj+/mON/97nenTJny5JNPZv6t+0iWrtLgWcDxYt3aAAANLElEQVRzSmtra21t7T//+c9nn322sbExhFBWVlZSUjJt2rS0d548efLFF198+umnQwilpaWf/exn0y54i+Jf//rXvn37Xnzxxdra2hDC9OnTi4uLU12+hw4d2rdv365du5KNEJLR9n/lDh06tGvXrq1bt546daq0tPSaa6758pe/3P7477777htvvHH8+PGnnnoqhHD11VfPmDHjYx/7WAjh4MGDR48eff7550+ePLl06dK77747+k93RrJoqtCjvihMjY2NyaefRUVFZzQZ5Yas9yHnEn/uvbBjx44Qwo4dOzJ8/29/+9sQwu7du7s52h//+McMjzZ27Ni0kwC5ubljx45NRh955JG8vLz2ozk5OXl5eVu2bOl4qJ/85Cc333xzV99o5MiRCxYsyHBWZy8bV6n7BexKCOHWW28906+iU0mSCSH84Q9/6Oo977zzTn5+/tNPP93Xk0k+s8jJyel0NJlqXl5eV1++YMGC7v9i/OMf/0h+2Lfffjtt6L333ku6jsvLy3sx8+iyaKqcO860dn8YuzBdccUVHQvT//3f/2Xytd2Um14Ua2XIb78Dwl2qILKJEyfef//97e97njb6wAMP9NiYkXLkyJHTp0+3/0d7+vTpI0eOJKO33Xbb+++/3370f//73/vvvz9nzpy041RWVp46dSrp92hraxvwHTiybpUG2wKem+bNm5f80tbp1bMhhA8++ODb3/729u3bFy5c2NeTSU5rtLW1tba2djX6wQcfdPq1zc3NR44cWb16dTfHT/q4CgsLO56MHT58eHl5eQjh0UcfPXz4cK+mH1MWTRW6Ebcwvf322x0L03/+858ev1C5YWgQMiGywsLCu+66q6vRoqKiJUuW9Od8Qgg7d+48fvz48uXLk6dvvfXWgBet7FqlQbiA56a8vLzrr78+hLBp06ZO89v1119/yy23lJWV9cNkkhgZQkgafdPU1NQkD5LtENKsWLGioqKi+watpI+rq814UmdI/vrXv2Y64z6TRVOFbgyGwqTcMGToyYQhrqqq6gc/+EFZWdnixYvb2tpOnz5dV1f34x//eKDnNbh0s0oWcFBZuHDh+vXrT506tXnz5rTTlUuWLJkwYUI/nMNMjBgxInmwf//+tFMfDQ0NlZWVyeODBw+mbcpaX19fW1ubtgVfR11tt5NIhdjUNAZQFk0VBjPlhiEl9vW3DGr+3HuhF30dg8rIkSM7/sNPXT76xhtvfP3rX7/yyitDCDk5OdOnT587d+7ATnhAdLNK3S9gj8I53wwTXXKPx7KysvYvrlmz5mz+6j744IPvvPPOGX1Jsid7p/853HDDDbt3705Gf/e736WNzp49u2PvYppuuhwTV199dQjh8ssvP6M594UsmirnlGys3d2Um7Mp1sqQ334HhDOZMMS9++673YyWlJRs3bq13yYzaHWzSt0vIP3vhhtuePDBB3ft2nXs2LEkcL7wwgvr1q1LbuHYO7fffnteXl6nt5TsSrLbQehwQeyrr75aWFj4uc99rtPRvXv3FhcX93jP26TLccyYMZ2+s6qqat++fSGEwXDnySyaKgxy3ZQbxZqsoycTgGzyrW99K4TQ1tb261//OoTwl7/8ZenSpdu3bz+bzRgLCgo6PYfQjZycnOQ7pvVk3nPPPT/60Y/y8/OTlsvm5ub2o8uWLauoqOjx4KmN9ToO1dbWzpkzp6Cg4LnnnuvqCtX+lEVTBaDfOJMJQDYpLS0tKSmprq5eu3btvHnzFixYsHPnzmRvxsy99dZbkyZNuu+++5I7eUyYMCHZIq+2tnbWrFlTp059/PHHezzI8OHDm5qajh07lnqlsrJy5syZyTbu+fn5LS0t7c9kPvHEE3Pnzs1kG/eky3HUqFG7du1KXmlra2tubt65c+eGDRsWLFhw7733jh07tsfjPPPMMzfffHOPb0uzYcOGmTNnZvjmWFMFYCgRMgHIMgsXLrzzzjurq6vLysrWrFlzpruchxAuvfTSRYsWVVRU7NixY9OmTaNGjSooKKisrLztttvGjx//jW98I5ODFBcXv/baa3V1dcnTlpaWjRs3prLWyJEjW1paXn/99eRpc3Pzli1bMrmmt6GhoaGhIYRw6NChzZs3p14fPXp0WVnZqlWrMompidmzZ3/84x/P8M0pqWt9+3OqAAwlQiZkZO7cucOGDUs9HTly5N///vcBnA+D0+LFi7ds2TLQsxj6vvnNb955550hhDvuuOOqq67qxRGGDx/+8MMP33333atXr546dWpeXt5DDz3073//+7nnnutql7yOko7QkydPJk9XrlzZ/lLYCRMmNDQ0pO4PtGLFimXLlmVy2KTLMS8vb+vWrd1vc9Kj3NzcqVOnns0RuhdxqtAXzsHarQwxSAiZ0INx48bNnTs37UUfz9OpT33qUx17zyZPnjwgkxnC3nzzzRBCbm7u/Pnzz+Y4o0aNuv3221tbW++///62trY1a9ZkfhIvfHTvnyRG1tfXHzhw4L777kuNJhtpJpfL1tfX19fXZ5j3Ul2Ogz+2ZdFUOdecs7VbGWKQEDKhB1deeWX7y8CgG4sXLz6jO5TSOy+//HIIYdq0aWeTbRobG1evXv3QQw8tWrRo9uzZ11133fz588eNG7ds2bIM71Jz0UUXhY9iZEVFRdrWlxdeeGH4KIIuWbJk1apVGU4s6XKcMmXKmfw0AyOLpsq55pyt3coQg4SQCUCWqaqqCiGczYWgNTU1kydPvuSSS7Zv3/6FL3zhq1/96ogRI/72t78tWrTo2muvLS8vX716dY8Hufjii0MIdXV1e/fuLSoqStvDIzmT2djYuGfPnokTJ1522WWZTCzV5RjlMteqqqpHHnnkTL/q+9//fiZndONOFYChRMgEIJu0trYmrYCf//zne32QK6644oc//OHixYtHjRoVQnjzzTdPnTpVUFCwcePGGTNmZHiznEmTJoUQjhw5snz58m3btqWNFhcXhxAOHDiwfPnyZ599NsOJJT9abm7u2fx0KUVFRTNmzOjFV2XytrhTBWAoETIByCZ79uxpbW3Nzc295ppren2QvLy89rfhOXbsWFNTU/I48z7PpCezqalp1qxZybYl7SW3BTpx4sT8+fMz7wSL2+VYVFS0cOHCsz9OpzRkAtAVhQGArNHW1rZx48YQwuTJkyNmm/z8/NbW1jP9qiQ6lpSUdNoBlVwuW1paetNNN2V4wMbGxmSPk15sytLPsmiqAPQ/IROALFBRUTFs2LDzzz//qaeeCiH86U9/Ov/884cNG5bce+YsHT9+PPMomJKXlxdCePjhhzsdTc5zPvbYY5kc6pOf/OQFF1wwevToo0ePhhB+9atfXXDBBZdccsmZTqkfZNFUARgo53344YcDPQf6z3nnnZc88OcOcJYOHz68fv36u+66q9PRhoaGZ555ZsmSJf08KwDa89vvgBAyzy3+mQEAcO7w2++AcLksAAAA0QiZAAAARCNkAgAAEI2QCQAAQDRCJgAAANEImQAAAEQjZAIAABCNkAkAAEA0QiYAAADRCJkAAABEI2QCAAAQjZAJAABANEImAAAA0QiZAAAARCNkAgAAEI2QCQAAQDRCJgAAANEImQAAAEQjZAIAABCNkAkAAEA0QiYAAADRCJkAAABEI2QCAAAQjZAJAABANEImAAAA0eQO9AQYGOedd95ATwEAABiCnMk8t3z44YcDPQUAAGAoO0/qAAAAIBZnMgEAAIhGyAQAACAaIRMAAIBohEwAAACiETIBAACIRsgEAAAgGiETAACAaIRMAAAAohEyAQAAiEbIBAAAIBohEwAAgGiETAAAAKIRMgEAAIhGyAQAACAaIRMAAIBohEwAAACiETIBAACIRsgEAAAgGiETAACAaIRMAAAAohEyAQAAiEbIBAAAIBohEwAAgGiETAAAAKIRMgEAAIhGyAQAACAaIRMAAIBohEwAAACiETIBAACIRsgEAAAgGiETAACAaIRMAAAAohEyAQAAiEbIBAAAIBohEwAAgGiETAAAAKIRMgEAAIhGyAQAACAaIRMAAIBohEwAAACiETIBAACIRsgEAAAgGiETAACAaIRMAAAAohEyAQAAiEbIBAAAIBohEwAAgGiETAAAAKIRMgEAAIhGyAQAACAaIRMAAIBohEwAAACiETIBAACIRsgEAAAgGiETAACAaIRMAAAAohEyAQAAiEbIBAAAIBohEwAAgGiETAAAAKIRMgEAAIhGyAQAACAaIRMAAIBohEwAAACiETIBAACIRsgEAAAgGiETAACAaIRMAAAAohEyAQAAiEbIBAAAIBohEwAAgGiETAAAAKIRMgEAAIhGyAQAACAaIRMAAIBohEwAAACiETIBAACIRsgEAAAgGiETAACAaIRMAAAAohEyAQAAiEbIBAAAIBohEwAAgGiETAAAAKIRMgEAAIhGyAQAACAaIRMAAIBohEwAAACiETIBAACIRsgEAAAgGiETAACAaIRMAAAAohEyAQAAiOb/ATR5Wtu1QDvSAAAAAElFTkSuQmCC\",\"relationship\":null}],\"relationships\":[{\"relationshipType\":\"http://schemas.mathworks.com/matlab/code/2013/relationships/document\",\"target\":\"/matlab/document.xml\",\"rela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Nets: Activation functions","description":"Return values of selected Activation function type for value,vector, and matrices.\r\ny=Activation(x,id); where id is 1:4 for ReLU, sigmoid, hyperbolic_tan, Softmax\r\nReLU: Rectified Linear Unit, clips negatives  max(0,x)   Trains faster than sigmoid\r\nSigmoid: Exponential normalization [0:1]      \r\nHyperTan: Normalization[-1:1]   tanh(x)\r\nSoftmax: Normalizes output sum to 1, individual values [0:1]      Used on Output node\r\n\r\nWorking though a series of Neural Net challenges from Perceptron, Hidden Layers, Back Propogation, ..., to the Convolutional Neural Net/Training for Handwritten Digits from Mnist. \r\nMight take a day or two  to completely cover Neural Nets in a Matlab centric fashion. \r\nEssentially Out=Softmax(ReLU(X*W)*WP)","description_html":"\u003cdiv style = \"text-align: start; line-height: 20.4333px; min-height: 0px; white-space: normal; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, monospace; font-style: normal; font-size: 14px; font-weight: 400; text-decoration: rgb(0, 0, 0); white-space: normal; \"\u003e\u003cdiv style=\"block-size: 312px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 156px; transform-origin: 407px 156px; vertical-align: baseline; \"\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 252.5px 8px; transform-origin: 252.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eReturn values of selected Activation function type for value,vector, and matrices.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 240.5px 8px; transform-origin: 240.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003ey=Activation(x,id); where id is 1:4 for ReLU, sigmoid, hyperbolic_tan, Softmax\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 253.5px 8px; transform-origin: 253.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eReLU: Rectified Linear Unit, clips negatives  max(0,x)   Trains faster than sigmoid\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 137px 8px; transform-origin: 137px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eSigmoid: Exponential normalization [0:1]      \u003c/span\u003e\u003c/span\u003e\u003cspan style=\"vertical-align:-5px\"\u003e\u003cimg src=\"data:image/png;base64,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\" style=\"width: 72.5px; height: 19.5px;\" width=\"72.5\" height=\"19.5\"\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 120.5px 8px; transform-origin: 120.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eHyperTan: Normalization[-1:1]   tanh(x)\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 192px 8px; transform-origin: 192px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eSoftmax: Normalizes output sum to 1, individual values [0:1]   \u003c/span\u003e\u003c/span\u003e\u003cspan style=\"vertical-align:-5px\"\u003e\u003cimg src=\"data:image/png;base64,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\" style=\"width: 43px; height: 19.5px;\" width=\"43\" height=\"19.5\"\u003e\u003c/span\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 73.5px 8px; transform-origin: 73.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e   Used on Output node\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 42px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 21px; text-align: left; transform-origin: 384px 21px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 352.5px 8px; transform-origin: 352.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eWorking though a series of Neural Net challenges from Perceptron, Hidden Layers, Back Propogation, ..., to the Convolutional Neural Net/Training for Handwritten Digits from Mnist. \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 265px 8px; transform-origin: 265px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eMight take a day or two  to completely cover Neural Nets in a Matlab centric fashion. \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 130px 8px; transform-origin: 130px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eEssentially Out=Softmax(ReLU(X*W)*WP)\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e","function_template":"function y = Activation(x,id)\r\n%id/function 1/ReLU 2/Sigmoid 3/Hyperbolictan 4/Softmax\r\n%x may be a point, vector or matrix\r\n  y = x;\r\nend","test_suite":"%%\r\nvalid=1;\r\nx = 2;\r\ny = Activation(x,1);\r\nif y~=max(0,x),valid=0;end\r\ny = Activation(x,2);\r\nif y~=1./(1+exp(-x)),valid=0;end\r\ny = Activation(x,3);\r\nif y~=tanh(x),valid=0;end\r\ny = Activation(x,4);\r\nif y~=1,valid=0;end\r\nassert(valid)\r\n%%\r\nvalid=1;\r\nx = [-1 0 1 2];\r\ny = Activation(x,1);\r\nif y~=max(0,x),valid=0;end\r\ny = Activation(x,2);\r\nif y~=1./(1+exp(-x)),valid=0;end\r\ny = Activation(x,3);\r\nif y~=tanh(x),valid=0;end\r\ny = Activation(x,4);\r\nif y~=exp(x)./sum(exp(x)),valid=0;end\r\nassert(valid)\r\n%%\r\nvalid=1;\r\nx = [-1 0 1 2;.5 .25 -2 5];\r\ny = Activation(x,1);\r\nif y~=max(0,x),valid=0;end\r\ny = Activation(x,2);\r\nif y~=1./(1+exp(-x)),valid=0;end\r\ny = Activation(x,3);\r\nif y~=tanh(x),valid=0;end\r\ny = Activation(x,4);\r\nif y~=exp(x)./sum(sum(exp(x))),valid=0;end\r\nassert(valid)\r\n","published":true,"deleted":false,"likes_count":1,"comments_count":1,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-19T14:59:54.000Z","deleted_by":null,"deleted_at":null,"solvers_count":15,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-19T14:02:05.000Z","updated_at":"2026-03-04T20:22:48.000Z","published_at":"2023-08-19T14:59:56.000Z","restored_at":null,"restored_by":null,"spam":null,"simulink":false,"admin_reviewed":false,"description_opc":"{\"parts\":[{\"partUri\":\"/matlab/document.xml\",\"contentType\":\"application/vnd.mathworks.matlab.code.document+xml\",\"content\":\"\u003c?xml version=\\\"1.0\\\" encoding=\\\"UTF-8\\\"?\u003e\u003cw:document xmlns:w=\\\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\\\"\u003e\u003cw:body\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eReturn values of selected Activation function type for value,vector, and matrices.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003ey=Activation(x,id); where id is 1:4 for ReLU, sigmoid, hyperbolic_tan, Softmax\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eReLU: Rectified Linear Unit, clips negatives  max(0,x)   Trains faster than sigmoid\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eSigmoid: Exponential normalization [0:1]      \u003c/w:t\u003e\u003c/w:r\u003e\u003cw:customXml w:element=\\\"equation\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"displayStyle\\\" w:val=\\\"false\\\"/\u003e\u003c/w:customXmlPr\u003e\u003cw:r\u003e\u003cw:t\u003e1/(1+e^{-x})\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:customXml\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eHyperTan: Normalization[-1:1]   tanh(x)\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eSoftmax: Normalizes output sum to 1, individual values [0:1]   \u003c/w:t\u003e\u003c/w:r\u003e\u003cw:customXml w:element=\\\"equation\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"displayStyle\\\" w:val=\\\"false\\\"/\u003e\u003c/w:customXmlPr\u003e\u003cw:r\u003e\u003cw:t\u003ee^x/\\\\Sigma e^x\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:customXml\u003e\u003cw:r\u003e\u003cw:t\u003e   Used on Output node\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003e\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eWorking though a series of Neural Net challenges from Perceptron, Hidden Layers, Back Propogation, ..., to the Convolutional Neural Net/Training for Handwritten Digits from Mnist. \u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eMight take a day or two  to completely cover Neural Nets in a Matlab centric fashion. \u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eEssentially Out=Softmax(ReLU(X*W)*WP)\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003c/w:body\u003e\u003c/w:document\u003e\",\"relationship\":null}],\"relationships\":[{\"relationshipType\":\"http://schemas.mathworks.com/matlab/code/2013/relationships/document\",\"target\":\"/matlab/document.xml\",\"relationshipId\":\"rId1\"}]}"},{"id":58917,"title":"Neural Net: Back Propagation of Quad Output with Bias, ReLU","description":"This challenge is to return the WH_delta and WP_delta, given X, WH, WP, EPY using ReLU on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for Counter, Subtractor,Mux. Test Cases will have four output cases. ReLU performs well on multiple output cases.\r\n[dWP,dWH]=Neural_Back_Propagation_ReLU(X,WH,WP,EPY)\r\n \r\n \r\nThe matlab Latex code for making the Back Propagation chart included in template.\r\n","description_html":"\u003cdiv style = \"text-align: start; line-height: 20.4333px; min-height: 0px; white-space: normal; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, monospace; font-style: normal; font-size: 14px; font-weight: 400; text-decoration: rgb(0, 0, 0); white-space: normal; \"\u003e\u003cdiv style=\"block-size: 1230px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 615px; transform-origin: 407px 615px; vertical-align: baseline; \"\u003e\u003cdiv style=\"block-size: 63px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 31.5px; text-align: left; transform-origin: 384px 31.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 364px 8px; transform-origin: 364px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to return the WH_delta and WP_delta, given X, WH, WP, EPY using ReLU on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for Counter, Subtractor,Mux. Test Cases will have four output cases. ReLU performs well on multiple output cases.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 192.5px 8px; transform-origin: 192.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan 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\" data-image-state=\"image-loaded\" width=\"875\" height=\"524\"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 262px 8px; transform-origin: 262px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThe matlab Latex code for making the Back Propagation chart included in template.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e","function_template":"function [dWP,dWH]=Neural_Back_Propagation_ReLU(X,WH,WP,EPY)\r\n%Comments/structure credit Christian Schröder\r\n% X will be single case [x1 x2 1]\r\n\r\n%Removing the comments below should make a working function\r\n\r\n  % Learning rate\r\n  %LR=1;\r\n  \r\n  % Forward pass\r\n  %H=X*WH; \r\n  % %HY=1./(1+exp(-H)); %[HY1 HY2 1]  Sigmoid\r\n  % %HY(:,end)=1; %Sigmoid\r\n  %HY=max(0,H); \r\n  \r\n  % Output layer, softmax activation function\r\n  %P=HY*WP;  %\r\n  %PY=exp(P)./sum(exp(P),2); %Softmax [PY1 PY2]\r\n  \r\n  % Backward pass\r\n  % Error\r\n  %ErrPY=EPY-PY; \r\n  \r\n  % Approx. changes for output layer\r\n  %dPY=PY.*(1-PY).*ErrPY;\r\n  %dWP=LR*HY'.*dPY;\r\n  \r\n  % Approx. changes for hidden layer\r\n  %dHY=HY.*(1-HY).*sum(WP.*dPY,2)';\r\n  %dWH=LR*X'.*dHY;\r\n  \r\nend % Neural_Back_Propagation_ReLU\r\n\r\n%Code to make the Back Prop chart\r\n%{\r\nfunction Back_Propagation_ReLU_Soft\r\n%Quad output classifier\r\n%Softmax y=exp(x)./sum(exp(x),2)\r\n\r\n% Back Propagation ReLU\r\n% https://www.youtube.com/watch?v=tUoUdOdTkRw\r\n% #1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar\r\n% \r\n%                                                 Input     Expected Output\r\n%                                                 Cases         0 1 Logic Values/Classes\r\n% WH [0.2 -0.9 0  WP [ 9.5 -1.9 6.0 0.5  X [0 0 1  EPY [0 1 0 0  Case 1\r\n%     0.8 -0.1 0      -0.5  8.0 7.2 0.2     0 1 1       0 0 1 0  C2\r\n%     0.3  1.4 1]      3.5  6.4 3.6 9.6]    1 0 1       0 0 1 0  C3\r\n%                                           1 1 1]      1 0 0 0] C4\r\n% WH [WH11 WH12 0   WP [WP11 WP12 WP13 WP14\r\n%     WH21 WH22 0       WP21 WP22 WP23 WP24\r\n%     bH31 bH32 1]      bP31 bP32 bP33 bP34]\r\n% All four cases. Rows represent case(C)\r\n% HY =ReLU(X*WH)      PY = Softmax(HY*WP)                     ErrPY = EPY-PY \r\n% [0.3 1.4 1       [0.0000    0.8243    0.1750    0.0008    [-0.0000    0.1757   -0.1750   -0.0008\r\n%  1.1 1.3 1        0.0019    0.0078    0.9903    0.0001     -0.0019   -0.0078    0.0097   -0.0001\r\n%  0.5 0.5 1        0.0469    0.2000    0.4234    0.3297     -0.0469   -0.2000   -0.4234    0.6703\r\n%  1.3 0.4 1]       0.7942    0.0002    0.2018    0.0039]     0.2058   -0.0002   -0.2018   -0.0039]\r\n% \r\n% \r\n% d_j=o_j(1-o_j)(Truth_j-o_j) if j is an output layer\r\n% dPY=PY.*(1-PY).*ErrPY  thus dPY =[dPY_1 dPY_2]; C=case (rows 1 thru 4)\r\n% dPY=PY(1-PY)*ErrPY  [PY_C1*(1-PY_C1)*ErrPY_C1 PY_C2*(1-PY_C2)*ErrPY_C2]\r\n% dPY=PY.*(1-PY).*ErrPY   %Matlab per case [dPY1 dPY2]\r\n% -0.0000    0.0255   -0.0253   -0.0000  % All four cases \r\n% -0.0358   -0.5963    0.9413   -0.0001  1e-4 \r\n% -0.0021   -0.0320   -0.1034    0.1481\r\n%  0.0336   -0.0000   -0.0325   -0.0000\r\n%\r\n% gtw_ij=n*o_i*d_j, gtWP where o_i is Output(HY) and d_j is a delta(dPY)  \r\n% dWP=n*HY'.*dPY  %Matlab for a single case, n is learning rate set to 1 \r\n% n*[HY1;HY2;1].*[dPY1 dPY2]=n*[dPY1*HY1 dPY2*HY1  =gtWP \r\n%                               dPY1*HY2 dPY2*HY2  \r\n%                               dPY1*1   dPY2*1  ] \r\n% The WP values affecting P1/PY1 adjusted by dPY1. gtw=dWP\r\n% Cycle over all four cases\r\n% dWP=dWP+n*HY'.*dPY;  %Matlab combining single cases\r\n% [0 .0076 -.0076 0  [0 0 0 0   [-.0010 -.0160 -.0517 .0741  [.0437 0 -.0423 0\r\n%  0 .0356 -.0354 0   0 0 0 0    -.0010 -.0160 -.0517 .0741   .0135 0 -.0130 0\r\n%  0 .0255 -.0253 0]+ 0 0 0 0]+  -.0021 -.0320 -.1034 .1481]+ .0336 0 -.0325 0]\r\n% \r\n% d_j=o_j(1-o_j)Sigma_k(WP_jk*d_k) if j is a hidden layer, d_k is from next layer\r\n%   next layer WP and d terms combined and scaled by Hidden layer Output function\r\n%   Generate a dHY to apply against WH terms\r\n% dHY=HY.*(1-HY).*sum(WP.*dPY,2)'\r\n% dHY=HY(1-HY)*SumdW  \r\n% [HY_C1*(1-HY_C1)*SumdW_C1 HY_C2*(1-HY_C2)*SumdW_C2 HY_C3*(1-HY_C3)*SumdW_C3] where\r\n% SumdW_C1 = WP_11*dPY1+WP_12*dPY2   \r\n% SumdW_C2 = WP_21*dPY1+WP_22*dPY2   \r\n% SumdW_C3 = WP_31*dPY1+WP_32*dPY2 since HY_C3=1 this term is unused\r\n% dHY=HY.*(1-HY).*sum(WP.*dPY,2)'  % Matlab per case\r\n% dHY = [-.0420  -.0122 0  (9.5*0-1.9*.0255+6*-.0253+.5*0)=-.200 SumdW_11\r\n%                           (-.5*0+8*.0255+7.2*-.0253+.2*0)=.0218 SumdW_12\r\n%        -.0000 -0.0000 0\r\n%        -.1263 -0.2424 0\r\n%        -.0486  0.0602 0]\r\n%  -0.0420   -0.0122         0\r\n%  -0.7085   -0.7898         0  *1e-4\r\n%  -0.1263   -0.2424         0\r\n%  -0.0486   -0.0602         0\r\n% \r\n% \r\n% n*xc'.*dHy  % xc is a single row of x\r\n% dWH=n*XC'.*dHY   %Matlab single case\r\n% n*[XC1;XC2;1].*[dHY1 dHY2 dHY3]=\r\n% n*[dHY1*XC1 dHY2*XC1 dHY3*XC1  =gtWH \r\n%    dHY1*XC2 dHY2*XC2 dHY3*XC2\r\n%    dHY1*1   dHY2*1   dHY3*1 ]  since dHY3=0 end col is 0\r\n% dWH=dWH+n*XC'.*dHY; % matlab for accumulating cases\r\n% The WH values affecting H1/HY1 adjusted by dHY1. gtw=dWH\r\n% The WH values affecting H2/HY2 adjusted by dHY2\r\n% dWH=\r\n%  [ 0         0   0       [-.1263 -.2424 0  [-.0486   -.0602 0\r\n%    0         0   0           0       0  0   -.0486   -.0602 0\r\n%   -.042   -0.0122 0]+[0]+ -.1263 -.2424 0]+ -.0486   -.0602 0]\r\n\r\nf=figure(1);clf;\r\nf.Position=[1935 122 1459 873]; % Dual Monitor setting\r\n\r\nplot([0;160;160;0;0],[-5;-5;100;100;-5],'k','linewidth',2);hold on\r\nxticks([]);yticks([]); %Ticks/Labels off\r\n\r\naxis equal;\r\naxis tight\r\n\r\n% Back Propagation ReLU\r\n% https://www.youtube.com/watch?v=tUoUdOdTkRw\r\n% #1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar\r\n\r\ntext(1,98,'Back Propagation ReLU','Fontsize',16);\r\ntext(37,98,'based upon #1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar','Fontsize',12);\r\ntext(34,95,'https://www.youtube.com/watch?v=tUoUdOdTkRw ','Fontsize',12);\r\n\r\n% WH [0.2 -0.9 0  WP [ 9.5 -1.9 6.0 0.5  X [0 0 1  EPY [0 1 0 0  Case 1\r\n%     0.8 -0.1 0      -0.5  8.0 7.2 0.2     0 1 1       0 0 1 0  C2\r\n%     0.3  1.4 1]      3.5  6.4 3.6 9.6]    1 0 1       0 0 1 0  C3\r\n%                                           1 1 1]      1 0 0 0] C4\r\ntext(5,95,'WH','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ .2 \u0026 -.9 \u0026 0 \\cr .8 \u0026 -.1 \u0026 0 \\cr .3 \u0026 1.4 \u0026 1 } \\right]  $$'; \r\ntext(1,89,str,'Interpreter','latex','Fontsize',11);\r\n\r\ntext(21,95,'WP','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ 9.5 \u0026 -1.9 \u0026 6.0 \u0026 0.5 \\cr -.5 \u0026 8.0 \u0026 7.2 \u00260.2 \\cr 3.5 \u0026 6.4 \u0026 3.6 \u0026 9.6 } \\right]  $$'; \r\ntext(18,89,str,'Interpreter','latex','Fontsize',11);\r\n\r\nstr='$$ X=\\left[\\matrix{ 0 \u0026 0 \u0026 1 \\cr 0 \u0026 1 \u00261 \\cr 1 \u0026 0 \u0026 1 \\cr 1 \u0026 1 \u0026 1 } \\right]  $$'; \r\ntext(42,88,str,'Interpreter','latex','Fontsize',11);\r\n\r\nstr='$$ EPY=\\left[\\matrix{ 0\u00261\u00260\u00260 \\cr 0\u00260\u00261\u00260 \\cr 0\u00260\u00260\u00261 \\cr 1\u00260\u00260\u00260 } \\right]  $$'; \r\ntext(58,88,str,'Interpreter','latex','Fontsize',11);\r\n\r\n% WH [WH11 WH12 0   WP [WP11 WP12 WP13 WP14\r\n%     WH21 WH22 0       WP21 WP22 WP23 WP24\r\n%     bH31 bH32 1]      bP31 bP32 bP33 bP34]\r\n% str='$$ WH=\\left[\\matrix{ WH_{11} \u0026 WH_{12} \u0026 0 \\cr WH_{21} \u0026 WH_{22} \u0026 0 \\cr bH_{31} \u0026 bH_{32} \u0026 1 } \\right]  $$'; \r\n% text(1,80,str,'Interpreter','latex','Fontsize',12);\r\ntext(93,95,'WH','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ WH_{11} \u0026 WH_{12} \u0026 0 \\cr WH_{21} \u0026 WH_{22} \u0026 0 \\cr bH_{31} \u0026 bH_{32} \u0026 1 } \\right]  $$'; \r\ntext(83,89,str,'Interpreter','latex','Fontsize',12);\r\n\r\nstr='$$ WP=\\left[\\matrix{ WP_{11} \u0026 WP_{12} \u0026 WP_{13} \u0026 WP_{14} \\cr WP_{21} \u0026 WP_{22} \u0026 WP_{23} \u0026 WP_{24} \\cr bP_{31} \u0026 bP_{32} \u0026 bP_{33} \u0026 bP_{34} } \\right]  $$'; \r\ntext(107,89,str,'Interpreter','latex','Fontsize',12);\r\n\r\n% All four cases. Rows represent case(C)\r\n% HY =ReLU(X*WH)      PY = Softmax(HY*WP)                     ErrPY = EPY-PY \r\n% [0.3 1.4 1       [0.0000    0.8243    0.1750    0.0008    [-0.0000    0.1757   -0.1750   -0.0008\r\n%  1.1 1.3 1        0.0019    0.0078    0.9903    0.0001     -0.0019   -0.0078    0.0097   -0.0001\r\n%  0.5 0.5 1        0.0469    0.2000    0.4234    0.3297     -0.0469   -0.2000   -0.4234    0.6703\r\n%  1.3 0.4 1]       0.7942    0.0002    0.2018    0.0039]     0.2058   -0.0002   -0.2018   -0.0039]\r\ntext(1,83,'All four cases. Rows represent case(C)','Fontsize',12);\r\ntext(0.5,80,'HY =ReLU(X*WH)        PY = Softmax(HY*WP)                ErrPY = EPY-PY','Fontsize',10);\r\nstr='$$ \\left[\\matrix{ 0.3 \u0026 1.4 \u0026 1 \\cr 1.1 \u0026 1.3 \u0026 1 \\cr 0.5 \u0026 0.5 \u0026 1 \\cr 1.3 \u0026 0.4 \u0026 1 } \\right]  $$'; \r\ntext(0,73,str,'Interpreter','latex','Fontsize',10);\r\nstr='$$ \\left[\\matrix{ .0000 \u0026 .8243 \u0026 .1750 \u0026 .0008 \\cr .0019 \u0026 .0078 \u0026 .9903 \u0026 .0001 \\cr .0469 \u0026 .2000 \u0026 .4234 \u0026 .3297 \\cr .7942 \u0026 .0002 \u0026 .2018 \u0026 .0039 } \\right]  $$'; \r\ntext(14,73,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ -.0000 \u0026 .1757 \u0026 -.1750 \u0026 -.0008  \\cr -.0019  \u0026 -.0078 \u0026 .0097 \u0026 -.0001 \\cr -.0469 \u0026 -.2000 \u0026 -.4234 \u0026 0.6703 \\cr .2058 \u0026 -.0002 \u0026 -.2018 \u0026 -.0039 } \\right]  $$'; \r\ntext(43,73,str,'Interpreter','latex','Fontsize',11);\r\n\r\n% d_j=o_j(1-o_j)(Truth_j-o_j) if j is an output layer\r\n% dPY=PY.*(1-PY).*ErrPY  thus dPY =[dPY_1 dPY_2]; C=case (rows 1 thru 4)\r\n% dPY=PY(1-PY)*ErrPY  [PY_C1*(1-PY_C1)*ErrPY_C1 ...  PY_C4*(1-PY_C4)*ErrPY_C4]\r\n% dPY=PY.*(1-PY).*ErrPY   %Matlab per case [dPY1 dPY2]\r\n\r\n% -0.0000    0.0255   -0.0253   -0.0000  % All four cases \r\n% -0.0358   -0.5963    0.9413   -0.0001  1e-4 \r\n% -0.0021   -0.0320   -0.1034    0.1481\r\n%  0.0336   -0.0000   -0.0325   -0.0000\r\n\r\ntext(1,65,'\\delta_{j}=o_{j}(1-o_{j})(Truth_{j}-o_{j}) if j is an Output layer','Fontsize',14);\r\ntext(1,60,'\\deltaPY=PY*(1-PY)*ErrPY  thus \\deltaPY =[\\deltaPY_{1}   \\deltaPY_{2}   \\deltaPY_{3}   \\deltaPY_{4}]','Fontsize',14);\r\ntext(1,56,'\\deltaPY=[ PY_{C1}*(1-PY_{C1})*ErrPY_{C1} ... PY_{C4}*(1-PY_{C4})*ErrPY_{C4} ]','Fontsize',14);\r\ntext(1,52,'dPY=PY.*(1-PY).*ErrPY','Fontsize',14,'Color','b');\r\ntext(32,52,'%Matlab per case [dPY1 dPY2 dPY3 dPY4]','Fontsize',12,'Color','b');\r\ntext(43,49,'% All four cases','Fontsize',12);\r\ntext(43,45.7,' [-.0358 -.5963 .9413 -.0001]*1E-4','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ -.0000 \u0026 0.0255 \u0026 -.0253 \u0026 -.0000 \\cr -.0000 \u0026 -.0000 \u0026 0.0000 \u0026 -.0000 \\cr -.0021 \u0026 -.0320 \u0026 -.1034 \u0026 0.1481 \\cr 0.0336 \u0026 -.0000 \u0026 -.0325 \u0026 -.0000 } \\right]  $$'; \r\ntext(3,44,str,'Interpreter','latex','Fontsize',12);\r\n\r\n% gtw_ij=n*o_i*d_j, gtWP where o_i is Output(HY) and d_j is a delta(dPY)  \r\n% dWP=n*HY'.*dPY  %Matlab for a single case, n is learning rate set to 1 \r\n% n*[HY1;HY2;1].*[dPY1 dPY2]=n*[dPY1*HY1 dPY2*HY1  =gtWP \r\n%                               dPY1*HY2 dPY2*HY2  \r\n%                               dPY1*1   dPY2*1  ] \r\n% The WP values affecting P1/PY1 adjusted by dPY1. gtw=dWP\r\n% Cycle over all four cases\r\n% dWP=dWP+n*HY'.*dPY;  %Matlab combining single cases\r\n\r\n% [0 .0076 -.0076 0  [0 0 0 0   [-.0010 -.0160 -.0517 .0741  [.0437 0 -.0423 0\r\n%  0 .0356 -.0354 0   0 0 0 0    -.0010 -.0160 -.0517 .0741   .0135 0 -.0130 0\r\n%  0 .0255 -.0253 0]+ 0 0 0 0]+  -.0021 -.0320 -.1034 .1481]+ .0336 0 -.0325 0]\r\n%case1\r\n%    -.0000    .0076   -.0076   -.0000\r\n%    -.0000    .0356   -.0354   -.0000\r\n%    -.0000    .0255   -.0253   -.0000\r\n%\r\n%case2    1.0e-03 *\r\n%    -0.0039   -0.0656    0.1035   -0.0000\r\n%    -0.0046   -0.0775    0.1224   -0.0000\r\n%    -0.0036   -0.0596    0.0941   -0.0000\r\n%case3\r\n%    -.0010 -.0160 -.0517 .0741\r\n%    -.0010 -.0160 -.0517 .0741\r\n%    -.0021 -.0320 -.1034 .1481\r\n%case4\r\n%     .0437 -.0 -.0423 -.0\r\n%     .0135 -.0 -.0130 -.0\r\n%     .0336 -.0 -.0325 -.0\r\n\r\ntext(1,36,'\\DeltaW_{ij}=n*o_{i}*\\delta_{j}, \\DeltaWP where o_{i} is Output(HY) and \\delta_{j} is a delta(dPY) ','Fontsize',14);\r\ntext(1,32,'dWP=n*HY''.*dPY  %Matlab for a single case, n=1 learning rate','Fontsize',14,'Color','b');\r\ntext(1,28,'n*[HY1;HY2;1].*[dPY1 dPY2 dPY3 dPY4]=','Fontsize',14);\r\nstr='$$ n*\\left[\\matrix{ dPY1*HY1 \u0026 dPY2*HY1 \u0026 dPY3*HY1 \u0026 dPY4*HY1 \\cr dPY1*HY2 \u0026 dPY2*HY2 \u0026 dPY3*HY2 \u0026 dPY4*HY2 \\cr dPY1*1 \u0026 dPY2*1 \u0026 dPY3*1 \u0026 dPY4*1 } \\right]  $$'; \r\ntext(1,22,str,'Interpreter','latex','Fontsize',12);text(70,25,'=\\DeltaWP','Fontsize',14);\r\ntext(1,15,'The WP values affecting P1/PY1 adjusted by dPY1.  \\DeltaW=dWP','Fontsize',14);\r\n%text(1,15,'Cycle over all four cases','Fontsize',14);\r\ntext(1,11,'dWP=dWP+n*HY''.*dPY;  %Matlab combining single cases','Fontsize',14);\r\ntext(7,7,'Case1','Fontsize',13);text(36,7,'Case3','Fontsize',13);text(63,7,'Case4','Fontsize',13);\r\nstr='$$ \\left[\\matrix{ 0 \u0026 .0076 \u0026 -.0076 \u0026 0 \\cr 0 \u0026 .0356 \u0026 -.0354 \u0026 0 \\cr 0 \u0026 .0255 \u0026 -.0253 \u0026 0 } \\right]  $$'; \r\ntext(0,1,str,'Interpreter','latex','Fontsize',10);\r\nstr='$$ \\left[\\matrix{ 0 } \\right]  $$'; \r\ntext(22,1,str,'Interpreter','latex','Fontsize',10);\r\nstr='$$ \\left[\\matrix{ -.0010 \u0026 -.016 \u0026 -.0517 \u0026 .0741 \\cr -.0010 \u0026 -.016 \u0026 -.0157 \u0026 .0741 \\cr -.0021 \u0026 -.032 \u0026 -.1034 \u0026 .1481 } \\right]  $$'; \r\ntext(25,1,str,'Interpreter','latex','Fontsize',10);\r\nstr='$$ \\left[\\matrix{ .0437 \u0026 0 \u0026 -.0423 \u0026 0 \\cr .0135 \u0026 0 \u0026-.0130 \u0026 0 \\cr .0336 \u0026 0 \u0026 -.0325 \u0026 0 } \\right]  $$'; \r\ntext(56,1,str,'Interpreter','latex','Fontsize',10);\r\ntext(21,1,'+','Fontsize',13);text(24.5,1,'+','Fontsize',13);text(55,1,'+','Fontsize',13);\r\n\r\n\r\n% d_j=o_j(1-o_j)Sigma_k(WP_jk*d_k) if j is a hidden layer, d_k is from next layer\r\n%   next layer WP and d terms combined and scaled by Hidden layer Output function\r\n%   Generate a dHY to apply against WH terms\r\n% dHY=HY(1-HY)*SumdW  \r\n% dHY=HY.*(1-HY).*sum(WP.*dPY,2)' % Matlab per case\r\n% [HY_C1*(1-HY_C1)*SumdW_C1 HY_C2*(1-HY_C2)*SumdW_C2 HY_C3*(1-HY_C3)*SumdW_C3] where\r\n% SumdW_C1 = WP_11*dPY1+WP_12*dPY2+WP_13*dPY3+WP_14*dPY4   \r\n% SumdW_C2 = WP_21*dPY1+WP_22*dPY2   \r\n% SumdW_C3 = WP_31*dPY1+WP_32*dPY2 since HY_C3=1 this term is unused\r\n% dHY = [-.0420  -.0122 0  (9.5*0-1.9*.0255+6*-.0253+.5*0)=-.200 SumdW_11\r\n%                           (-.5*0+8*.0255+7.2*-.0253+.2*0)=.0218 SumdW_12\r\n%        -.0000 -0.0000 0\r\n%        -.1263 -0.2424 0\r\n%        -.0486  0.0602 0]\r\n%  -0.0420   -0.0122         0\r\n%  -0.7085   -0.7898         0  *1e-4\r\n%  -0.1263   -0.2424         0\r\n%  -0.0486   -0.0602         0\r\n\r\n%\r\ntext(82,80,'\\delta_{j}=o_{j}(1-o_{j})\\Sigma_{k}W_{jk}*\\delta_{k} if j is a hidden layer, d_k is from next layer','Fontsize',14);\r\ntext(81,76,'next layer WP, dPY combined and scaled by Hidden layer Output function','Fontsize',12);\r\ntext(82,72,'\\deltaHY=HY(1-HY)*SumdW','Fontsize',14);\r\ntext(82,68,'dHY=HY.*(1-HY).*sum(WP.*dPY,2)''     %Matlab per case','Fontsize',14,'Color','b');\r\ntext(61,64,'[HY_{C1}*(1-HY_{C1})*SumdW_{C1}   HY_{C2}*(1-HY_{C2})*SumdW_{C2}   HY_{C3}*(1-HY_{C3})*SumdW_{C3}] where','Fontsize',12);\r\ntext(80,60,'SumdW_{C1} = WP_{11}*dPY1+WP_{12}*dPY2+WP_{13}*dPY3+WP_{14}*dPY4','Fontsize',12);\r\ntext(80,56,'SumdW_{C2} = WP_{21}*dPY1+WP_{22}*dPY2+WP_{23}*dPY3+WP_{24}*dPY4','Fontsize',12);\r\ntext(80,52.5,'SumdW_{C3} = 0 since HY_{c3}=1','Fontsize',12);\r\ntext(77,49,'dHY = [-.0420  -.0122 0  %(9.5*0-1.9*.0255+6*-.0253+.5*0)= -.2   SumdW_{11}','Fontsize',12);\r\ntext(103,45.5,'%(-.5*0+8*.0255+7.2*-.0253+.2*0)=.0218 SumdW_{12}','Fontsize',12);\r\ntext(103,42.5,'%dHY_{11}=0.3*(.7)*(-.2)= -0.042','Fontsize',12);\r\ntext(103,39.5,'%dHY_{12}=1.4*(-.4)*(.0218)= -0.0122','Fontsize',12);\r\ntext(85,46,'-.0000 -.0000 0','Fontsize',12);\r\ntext(85,43,'-.1263 -.2424 0','Fontsize',12);\r\ntext(85,40,'-.0486 -.0602 0]','Fontsize',12);\r\n\r\n% n*xc'.*dHy  % xc is a single row of x\r\n% dWH=n*XC'.*dHY   %Matlab single case\r\n% n*[XC1;XC2;1].*[dHY1 dHY2 dHY3]=\r\n% n*[dHY1*XC1 dHY2*XC1 dHY3*XC1  =gtWH \r\n%    dHY1*XC2 dHY2*XC2 dHY3*XC2\r\n%    dHY1*1   dHY2*1   dHY3*1 ]  since dHY3=0 end col is 0\r\n% dWH=dWH+n*XC'.*dHY; % matlab for accumulating cases\r\n% The WH values affecting H1/HY1 adjusted by dHY1. gtw=dWH\r\n% The WH values affecting H2/HY2 adjusted by dHY2\r\n% dWH=\r\n%  [ 0         0   0       [-.1263 -.2424 0  [-.0486   -.0602 0\r\n%    0         0   0           0       0  0   -.0486   -.0602 0\r\n%   -.042   -0.0122 0]+[0]+ -.1263 -.2424 0]+ -.0486   -.0602 0]\r\n\r\ntext(85,36,'dWH=n*XC''.*dHY  %Matlab for a single case, n=1','Fontsize',14,'Color','b');\r\ntext(85,32,'n*[XC1;XC2;1].*[dHY1 dHY2 dHY3]=n*','Fontsize',14);\r\nstr='$$ \\left[\\matrix{ dHY1*XC1 \u0026 dHY2*XC1 \u0026 0 \\cr dHY1*XC2 \u0026 dHY2*XC2 \u0026 0 \\cr dHY1*1 \u0026 dHY2*1 \u0026 0 } \\right]  $$'; \r\ntext(91,25,str,'Interpreter','latex','Fontsize',12);text(145,25,'=\\DeltaWH','Fontsize',14);\r\ntext(81,19,'The WH values affecting H1/HY1 adjusted by dHY1. \\DeltaW=dWH','Fontsize',14);\r\ntext(81,15,'The WH values affecting H2/HY2 adjusted by dHY2. \\DeltaW=dWH','Fontsize',14);\r\n%text(71,15,'Cycle over all four cases','Fontsize',14);\r\ntext(81,11,'dWH=dWH+n*XC''.*dHY;  %Matlab combining cases','Fontsize',14);\r\nstr='$$ \\left[\\matrix{ 0 \u0026 0 \u0026 0 \\cr 0 \u0026 0 \u0026 0 \\cr -.042 \u0026 -.0122 \u0026 0 } \\right]  $$'; \r\ntext(82,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ 0 \u0026 0 \u0026 0 \\cr 0 \u0026 0 \u0026 0 \\cr 0 \u0026 0 \u0026 0 } \\right]  $$'; \r\ntext(103,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ -.1263 \u0026 -.2424 \u0026 0 \\cr 0 \u0026 0 \u0026 0 \\cr -.1263 \u0026 -.2424 \u0026 0 } \\right]  $$'; \r\ntext(114,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ -.0486 \u0026 -.0602 \u0026 0 \\cr -.0486 \u0026 -.0602 \u0026 0 \\cr -.0486 \u0026 -.0602 \u0026 0 } \\right]  $$'; \r\ntext(136,3,str,'Interpreter','latex','Fontsize',11);\r\ntext(102.25,3,'+','Fontsize',14);text(113.25,3,'+','Fontsize',14);text(135.5,3,'+','Fontsize',14);\r\n\r\n\r\nend %Back_Propagation_ReLU_Soft\r\n%}","test_suite":"%%\r\nX=[0 0 1; %[x1 x2 1]\r\n   0 1 1;\r\n   1 0 1;\r\n   1 1 1];\r\nEPY=[0 1 0 0; % 0 0 : 1 Counter\r\n     0 0 1 0; % 0 1 : 2\r\n     0 0 0 1; % 1 0 : 3\r\n     1 0 0 0] % 1 1 : 4\r\nfor attempt=1:5  % ReLU not always successful with rand WP WH, get 5 tries\r\n fprintf('Attempt:%i\\n',attempt);\r\nWP=rand(3,4)\r\nWH=[rand(3,2) [0 0 1]']\r\nztic=tic;\r\nfor epoch=1:1000\r\n dWP=WP*0;\r\n dWH=WH*0;\r\n for i=1:4\r\n  [dWPi,dWHi]=Neural_Back_Propagation_ReLU(X(i,:),WH,WP,EPY(i,:));\r\n  dWP=dWP+dWPi;\r\n  dWH=dWH+dWHi;\r\n end\r\n WP=WP+dWP;\r\n WH=WH+dWH;\r\nend % epoch\r\nfprintf('Processing Time: %.3f\\n',toc(ztic));\r\nWH\r\nWP\r\n\r\n  H=X*WH;\r\n  %HY=1./(1+exp(-H)); %[HY1 HY2 1]  .6803 .6637 1 Sigmoid\r\n  %HY(:,end)=1; %Sigmoid\r\n  HY=max(0,H); % ReLU\r\n  \r\n  P=HY*WP;  %\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2 PY3 PY4]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n if isequal(Pexp,Pclass),break;end\r\nend\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n\r\n%%\r\n%2 Bit Mux 00:0 01:1 10:2 11:3\r\nX=[0 0 1; %[x1 x2 1]\r\n   0 1 1;\r\n   1 0 1;\r\n   1 1 1];\r\nEPY=[1 0 0 0; % 0 0 : 1 2 Bit Mux\r\n     0 1 0 0; % 0 1 : 2\r\n     0 0 1 0; % 1 0 : 3\r\n     0 0 0 1] % 1 1 : 4\r\nfor attempt=1:5  % ReLU not always successful with rand WP WH, get 5 tries\r\n fprintf('Attempt:%i\\n',attempt);\r\nWP=rand(3,4)\r\nWH=[rand(3,2) [0 0 1]']\r\nztic=tic;\r\nfor epoch=1:1000\r\n dWP=WP*0;\r\n dWH=WH*0;\r\n for i=1:4\r\n  [dWPi,dWHi]=Neural_Back_Propagation_ReLU(X(i,:),WH,WP,EPY(i,:));\r\n  dWP=dWP+dWPi;\r\n  dWH=dWH+dWHi;\r\n end\r\n WP=WP+dWP;\r\n WH=WH+dWH;\r\nend % epoch\r\nfprintf('Processing Time: %.3f\\n',toc(ztic));\r\nWH\r\nWP\r\n\r\n  H=X*WH;\r\n  %HY=1./(1+exp(-H)); %[HY1 HY2 1]  .6803 .6637 1 Sigmoid\r\n  %HY(:,end)=1; %Sigmoid\r\n  HY=max(0,H); % ReLU\r\n  \r\n  P=HY*WP;  %\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2 PY3 PY4]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n if isequal(Pexp,Pclass),break;end\r\nend\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n%%\r\n%Subtractor  3-X  00:3 01:2 10:1 11:0\r\nX=[0 0 1; %[x1 x2 1]\r\n   0 1 1;\r\n   1 0 1;\r\n   1 1 1];\r\nEPY=[0 0 0 1; % 0 0 : 4 3-X, subtract\r\n     0 0 1 0; % 0 1 : 3\r\n     0 1 0 0; % 1 0 : 2\r\n     1 0 0 0] % 1 1 : 1\r\nfor attempt=1:5  % ReLU not always successful with rand WP WH, get 5 tries\r\n fprintf('Attempt:%i\\n',attempt);\r\nWP=rand(3,4)\r\nWH=[rand(3,2) [0 0 1]']\r\nztic=tic;\r\nfor epoch=1:1000\r\n dWP=WP*0;\r\n dWH=WH*0;\r\n for i=1:4\r\n  [dWPi,dWHi]=Neural_Back_Propagation_ReLU(X(i,:),WH,WP,EPY(i,:));\r\n  dWP=dWP+dWPi;\r\n  dWH=dWH+dWHi;\r\n end\r\n WP=WP+dWP;\r\n WH=WH+dWH;\r\nend % epoch\r\nfprintf('Processing Time: %.3f\\n',toc(ztic));\r\nWH\r\nWP\r\n\r\n  H=X*WH;\r\n  %HY=1./(1+exp(-H)); %[HY1 HY2 1]  .6803 .6637 1 Sigmoid\r\n  %HY(:,end)=1; %Sigmoid\r\n  HY=max(0,H); % ReLU\r\n  \r\n  P=HY*WP;  %\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2 PY3 PY4]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n if isequal(Pexp,Pclass),break;end\r\nend\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)","published":true,"deleted":false,"likes_count":0,"comments_count":0,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-27T02:57:17.000Z","deleted_by":null,"deleted_at":null,"solvers_count":9,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-27T02:09:44.000Z","updated_at":"2026-03-28T21:41:55.000Z","published_at":"2023-08-27T02:57:18.000Z","restored_at":null,"restored_by":null,"spam":null,"simulink":false,"admin_reviewed":false,"description_opc":"{\"parts\":[{\"partUri\":\"/matlab/document.xml\",\"contentType\":\"application/vnd.mathworks.matlab.code.document+xml\",\"content\":\"\u003c?xml version=\\\"1.0\\\" encoding=\\\"UTF-8\\\"?\u003e\u003cw:document xmlns:w=\\\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\\\"\u003e\u003cw:body\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThis challenge is to return the WH_delta and WP_delta, given X, WH, WP, EPY using ReLU on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for Counter, Subtractor,Mux. Test Cases will have four output cases. ReLU performs well on multiple output cases.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003e[dWP,dWH]=Neural_Back_Propagation_ReLU(X,WH,WP,EPY)\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:customXml w:element=\\\"image\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"height\\\" w:val=\\\"524\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"875\\\"/\u003e\u003cw:attr w:name=\\\"verticalAlign\\\" w:val=\\\"baseline\\\"/\u003e\u003cw:attr w:name=\\\"altText\\\" w:val=\\\"\\\"/\u003e\u003cw:attr w:name=\\\"relationshipId\\\" w:val=\\\"rId1\\\"/\u003e\u003c/w:customXmlPr\u003e\u003c/w:customXml\u003e\u003cw:r\u003e\u003cw:t\u003e 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Net: Convolutional NN Matrices Determination for LED Digit images","description":"This challenge is to return final WH and WP matrices, given XImgset, WH, WP, K, EPY using convolution(Ximg,K), ReLU on the hidden layer and Softmax on the output layer. Training images are LED binary matrices of digits 1:9 and 0. A fun extension is to add LED variants and see if trained WH/WP give expected result.\r\n[WP,WH]=ConvNN_Process(XImgset,K,WH,WP,EPY)\r\n \r\nThe matlab Latex code for making the CNN Processing chart included in template.\r\n","description_html":"\u003cdiv style = \"text-align: start; line-height: 20.4333px; min-height: 0px; white-space: normal; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, monospace; font-style: normal; font-size: 14px; font-weight: 400; text-decoration: rgb(0, 0, 0); white-space: normal; \"\u003e\u003cdiv style=\"block-size: 691.5px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 345.75px; transform-origin: 407px 345.75px; vertical-align: baseline; \"\u003e\u003cdiv style=\"block-size: 63px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 31.5px; text-align: left; transform-origin: 384px 31.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 384px 8px; transform-origin: 384px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to return final WH and WP matrices, given XImgset, WH, WP, K, EPY using convolution(Ximg,K), ReLU on the hidden layer and Softmax on the output layer. Training images are LED binary matrices of digits 1:9 and 0. A fun extension is to add LED variants and see if trained WH/WP give expected result.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 162.5px 8px; transform-origin: 162.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e[WP,WH]=ConvNN_Process(XImgset,K,WH,WP,EPY)\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 529.5px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 264.75px; text-align: left; transform-origin: 384px 264.75px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cimg class=\"imageNode\" style=\"vertical-align: baseline;width: 875px;height: 524px\" 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data-image-state=\"image-loaded\" width=\"875\" height=\"524\"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 257px 8px; transform-origin: 257px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThe matlab Latex code for making the CNN Processing chart included in template.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e","function_template":"function [WP,WH]=ConvNN_Process(XImg,K,WH,WP,EPY)\r\n %nX=size(XImg,3); %Number training images\r\n %nK=size(K,3); % Number kernels\r\n %XC=zeros(5,3,nK); %Pre-alloc for speed\r\n \r\n for epoch=1:1000 % Number of cycles to evolve WH and WP\r\n  dWH=0*WH;\r\n  dWP=0*WP;\r\n  for iCase=1:nX  %Cycle thru all Images while accumulating dWH and dWP\r\n %Forward Pass  X(7,5,nX)-Ximg,Conv-XC(5,3,nK),ReLU-XCY3(5,3,nK),XCY(1,nK*15+1)(1,91)\r\n % XCYV*WH-H(1,21), ReLU(H)-HY(1,21), HY*WP-P(1,10), Softmax(P)-PY\r\n   for k=1:nK\r\n    %XC(:,:,k)=(conv2(XImg(:,:,iCase),K(:,:,k),'valid')); %Use rot90 Kernel to make output align\r\n   end\r\n\r\n   %XCY3=max(0,XC); %ReLU  Not needed with all K coeff positive; safer to leave in for K offset case\r\n   %XCY=[XCY3(:)' 1]; % 1,nK*15+1  (1,91)  add a 1 for offset term\r\n \r\n   %[dWPi,dWHi]=Neural_ReLU_Back_Propagation(XCY,WH,WP,EPY(iCase,:));\r\n \r\n %Accumulate across all sample cases\r\n   %dWP=dWP+dWPi;\r\n   %dWH=dWH+dWHi;\r\n \r\n  end % iCase\r\n\r\n  %WP=WP+dWP/nX; % dWP/nX  Valid\r\n  %WH=WH+dWH/nX; % Usage /nX^2 requires 10K epochs for \u003e.8 PYs\r\n\r\n end % epoch\r\nend %ConvNN_Process\r\n\r\nfunction [dWP,dWH]=Neural_ReLU_Back_Propagation(X,WH,WP,EPY)\r\n% X will be single case [X1 X2 ... XN 1]\r\n  LR=1; % Learning Rate\r\n  \r\n  H=X*WH;\r\n  HY=max(0,H); % ReLU\r\n  \r\n  P=HY*WP ; %\r\n  PY=exp(P)./sum(exp(P),2); %Softmax [PY1 PY2 ... PYM]\r\n  \r\n  %Back Propagation Calculations\r\n  ErrPY=EPY-PY;\r\n  \r\n  dPY=PY.*(1-PY).*ErrPY;\r\n  dWP=LR*HY'.*dPY;\r\n  \r\n  dHY=HY.*(1-HY).*sum(WP.*dPY,2)';\r\n  dWH=LR*X'.*dHY;\r\nend % Neural_ReLU_Back_Propagation\r\n\r\n\r\n%{\r\nfunction NNConv_flow\r\n%Convolution neural net process flow\r\n\r\n%shape prep\r\nr = 10;r5=5;\r\nphi = 0:0.01:2*pi;\r\ncxA = r*cos(phi);\r\ncyA = r*sin(phi);\r\n\r\nrxA=[0 2*r 2*r   0 0]';rx5=[0 r r 0 0]';\r\nryA=[0   0 2*r 2*r 0]';ry5=[0 0 r r 0]';\r\n\r\n\r\nf=figure(1);clf;\r\nf.Position=[1935 122 1459 873]; % Dual Monitor setting\r\n\r\nplot([0;160;160;0;0],[-5;-5;100;100;-5],'k','linewidth',2);hold on\r\nxticks([]);yticks([]); %Ticks/Labels off\r\naxis equal;axis tight;\r\n\r\npatch(rxA*1.9+48,ryA+75,'y')\r\ntext(50,93,'Images','Fontsize',14);text(65,93,'Kernels','Fontsize',14);\r\nfor j=0:3\r\n plot(rx5+50+j,ry5+81-j,'k','linewidth',1);\r\n plot(rx5+65+j,ry5+81-j,'k','linewidth',1);\r\nend\r\ntext(79,90,'EPY','Fontsize',14);text(79,86,'WH','Fontsize',14);text(79,82,'WP','Fontsize',14);\r\ntext(49,76.5,'Initial Inputs','Fontsize',14);\r\nquiver(86,86,3,0,'k','LineWidth',3.5,'MaxHeadSize',1);\r\n\r\npatch(rxA*3.5+89,ryA*1.9+56,[1 .75 .4])\r\ntext(90,92.5,'Epoch:  Cycle over Training Images (1K to 10K)','Fontsize',14);\r\ntext(92,89,'Loop over Images to Update WP and WH','Fontsize',14);\r\ntext(92,86,'dWP=0;  dWH=0','Fontsize',14);\r\ntext(92,62,'WP = WP + dWP / nX   %nX = # Training images','Fontsize',14);\r\ntext(92,58,'WH = WH + dWH / nX','Fontsize',14);\r\n\r\npatch(rxA*3.3+91,ryA*0.95+65,[.75 1 .4])\r\ntext(92,82,'Cases:  Cycle thru Training Images','Fontsize',14);\r\ntext(94,79,'Loop over Convolutions per Training Image ','Fontsize',14);\r\ntext(94,75.5,'Create XC ( : , : , k ) - Convolution Planes Image_{i}','Fontsize',14);\r\ntext(96,73,'Create XCY - Convolution Set Vector [1,91]','Fontsize',14);\r\ntext(98,70,'Perform dWP dWH Back Propagation','Fontsize',14);\r\ntext(98,67,'Update dWP and dWH','Fontsize',14);\r\n\r\npatch(rxA*3.5+89,ryA*2.4+7,[.4 1 .75])\r\ntext(96,53,'Processing Numerical Convergence Concerns','Fontsize',14);\r\ntext(90,49,'Kernels need to be scaled(sum \u003c=1) or offset(sum~=0)','Fontsize',14);\r\ntext(90,45,'WH and WP require offset and scale normalization','Fontsize',14);\r\ntext(90,41,'WH=[(rand(90,20)-.5)/sqrt(90+20) zeros(90,1)]','Fontsize',14);\r\ntext(90,37,'WP=(rand(21,10)-.5)/sqrt(21+10);','Fontsize',14);\r\ntext(93,33,'Offset to achieve zero-sum','Fontsize',14);\r\ntext(93,29,'Scale to avoid large positive sum','Fontsize',14);\r\ntext(90,25,'nX factor for WP, WH updates needed for convergence','Fontsize',14);\r\ntext(90,21,'Scale mods change convergence rate and stability','Fontsize',14);\r\ntext(92,17,'(2*nX) requires 2K Epochs to achieve .90 Predictions','Fontsize',14);\r\ntext(90,13,'WH w=20 was arbitrary at 2 * # Classes','Fontsize',14);\r\ntext(90,9,'WH h=91 is conv(h*w)*Kernels +1 ','Fontsize',14);\r\n\r\npatch(rxA*3.5+89,ryA*.5-4,[1 .4 1])\r\ntext(90,4.5,'Kernels are to capture features','Fontsize',14);\r\ntext(90,1.5,'Internal Corners and Straights were selected','Fontsize',14);\r\ntext(90,-1.5,'Centering done for debugging (not required)','Fontsize',14);\r\n\r\ntext(1,97,'Convolution Neural Net: Forward Pass and Back Propagation WP \u0026 WH','Fontsize',20);\r\n\r\ntext(1,93.5,'\\color[rgb]{1 .5 .2}Ten Input Images(7x5) [Ringed by 0s]','Fontsize',12) %Valid\r\ntext(1,91,'\\bf 1  111 111 1 1 111 1   111 111 111 111','Fontsize',9,'Fontname','Courier')  %bf bold_font\r\ntext(1,91,'\\bf\\color{red}. .          .       ..','Fontsize',9,'Fontname','Courier')  %bold_font, color\r\ntext(1,89,'\\bf 1    1   1 1 1 1   1     1 1 1 1 1 1 1','Fontsize',9,'Fontname','Courier')\r\ntext(1,89,'\\bf\\color{red}. . ..  ..   .   ..  .. ..   .   .   . ','Fontsize',9,'Fontname','Courier')\r\ntext(1,87,'\\bf 1  111 111 111 111 111   1 111 111 1 1','Fontsize',9,'Fontname','Courier')\r\ntext(1,87,'\\bf\\color{red}. .                     ..           . ','Fontsize',9,'Fontname','Courier')\r\ntext(1,85,'\\bf 1  1     1   1   1 1 1   1 1 1   1 1 1','Fontsize',9,'Fontname','Courier')\r\ntext(1,85,'\\bf\\color{red}. .  .. ..  ..  ..   .  ..   .  ..   . ','Fontsize',9,'Fontname','Courier')\r\ntext(1,83,'\\bf 1  111 111   1 111 111   1 111   1 111','Fontsize',9,'Fontname','Courier')\r\ntext(1,83,'\\bf\\color{red}. .         ..          ..      ..','Fontsize',9,'Fontname','Courier')\r\n\r\ntext(1,80.5,'\\color[rgb]{1 .2 .5}Six Conv Kernels (3x3) TL TR LL LR V H','Fontsize',12) %Valid\r\ntext(1,78,'\\bf         1   1   1  ','Fontsize',9,'Fontname','Courier')  %bf bold_font\r\ntext(1,78,'\\bf\\color{red}... ... . . . . . . ...','Fontsize',9,'Fontname','Courier')  %bold_font, color\r\ntext(1,76,'\\bf 11 11   11 11   1  111','Fontsize',9,'Fontname','Courier')\r\ntext(1,76,'\\bf\\color{red}.     . .     . . .','Fontsize',9,'Fontname','Courier')\r\ntext(1,74,'\\bf.1. .1. ... ... .1. ...','Fontsize',9,'Fontname','Courier')\r\ntext(1,74,'\\bf\\color{red}. . . . ... ... . . ...','Fontsize',9,'Fontname','Courier')\r\n\r\ntext(1,71,'EPY=eye(10)','Fontsize',18,'Color','b');\r\ntext(1,66,'XC(:,:,k)=conv2(XImg(:,:,i),K(:,:,k),''valid'')  % [5,3]','Fontsize',18,'Color','b');\r\ntext(5,61,'XCY3=max(0,XC)  % ReLU [5,3,6]','Fontsize',18,'Color','b');\r\ntext(5,56,'XCY=[XCY3(:)'' 1]   % [1,91]','Fontsize',18,'Color','b');\r\n\r\nstr='$$ XCY*WH=H ; $$';\r\ntext(1,51,str,'Interpreter','latex','Fontsize',16);\r\nstr='$$ H=\\left[\\matrix{ H_{1} \u0026 ... \u0026 H_{20} \u0026 1} \\right]  $$'; \r\ntext(32,51,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ ReLU(H)=HY  $$'; \r\ntext(1,47,str,'Interpreter','latex','Fontsize',16);\r\nstr='$$ HY=\\left[\\matrix{ HY_{1} \u0026 ... \u0026 HY_{20} \u0026 1} \\right]  $$'; \r\ntext(32,47,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ HY*WP=P;  $$';\r\ntext(1,43,str,'Interpreter','latex','Fontsize',16);\r\nstr='$$ P=\\left[\\matrix{ P_{1} \u0026 ... \u0026 P_{10} } \\right]  $$'; \r\ntext(32,43,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ Softmax(P)=PY;  $$'; \r\ntext(1,39,str,'Interpreter','latex','Fontsize',16);\r\nstr='$$ PY=\\left[\\matrix{ PY_{1} \u0026 ... \u0026 PY_{10}} \\right]  $$'; \r\ntext(32,39,str,'Interpreter','latex','Fontsize',16);\r\n\r\ntext(5,34.5,'Softmax(P)=e^{P}/\\Sigmae^{P}','Fontsize',20,'Color',[1 .5 .2]);\r\n\r\ntext(1,28.5,'[ dWPi , dWHi ] = ...','Fontsize',18,'Color','b');\r\ntext(1,23.8,'Back\\_Prop\\_WP\\_WH ( XCY, WH, WP, EPY(i,:) )','Fontsize',18,'Color','b');\r\n\r\ntext(15,19,'WH','Fontsize',18);\r\nstr='$$ \\left[\\matrix{ WH_{1,1} \u0026 ... \u0026 WH_{1,20} \u0026 0 \\cr WH_{2,1} \u0026 ... \u0026 WH_{2,20} \u0026 0 \\cr : \u0026 : \u0026 : \u0026 0 \\cr WH_{90,1} \u0026 ... \u0026 WH_{90,20} \u0026 0 \\cr bH_{91,1} \u0026 ... \u0026 bH_{91,20} \u0026 1 } \\right]  $$'; %valid\r\ntext(1,6,str,'Interpreter','latex','Fontsize',18);\r\n\r\ntext(58,19,'WP','Fontsize',18);\r\nstr='$$ \\left[\\matrix{ WP_{1,1} \u0026 ... \u0026 WP_{1,10} \\cr WP_{2,1} \u0026 ... \u0026 WP_{2,10} \\cr : \u0026 : \u0026 :  \\cr WP_{20,1} \u0026 ... \u0026 WP_{20,10} \\cr bP_{21,1} \u0026 ... \u0026 bP_{21,10} } \\right]  $$'; %valid\r\ntext(48,6,str,'Interpreter','latex','Fontsize',18);\r\n\r\nend %NNConv_flow\r\n%}\r\n","test_suite":"%%\r\nImgsetstr= ... %5x3 digits 1:9 0\r\n ['010111111101111100111111111111';\r\n  '010001001101100100001101101101';\r\n  '010111111111111111001111111101';\r\n  '010100001001001101001101001101';\r\n  '010111111001111111001111001111'];\r\nImgsetv=Imgsetstr-'0';\r\n\r\nnX=size(Imgsetv,2)/3;\r\nXImgset=zeros(7,5,nX); % Images Zero Ring for conv2(I,K,'valid') where K is 3x3\r\n\r\nnClasses=10;\r\nEPY=eye(nClasses); % One case for each digit from 1 to 9 and then 0 which is class type 10\r\n%One input for each Class\r\n\r\nKsetstr= ... %3x3 kernel mask (will be scaled/offset)\r\n ['000000010010010000'; %Centered corners and vert/horiz\r\n  '011110011110010111'; %Kernels are identifying Features\r\n  '010010000000010000'];\r\n\r\nKsetv=Ksetstr-'0';\r\nKh=size(Ksetv,1);\r\nnK=size(Ksetv,2)/Kh; %Number of Kernels\r\nKset=reshape(Ksetv,Kh,Kh,nK);\r\n%Kernel needs normalization either scale or offset; Two large scale slows convergence or possible fail\r\nKsetr90=rot90(Kset(:,:,:),2)/3; % Rotate and normalize 3, each kernel sum is 3 Valid  2-Fails\r\n%Ksetr90=rot90(Kset(:,:,:),2)-.5; % Rotate and offset -0.5  Valid \r\nIh=size(Imgsetv,1);\r\nImgset53=reshape(Imgsetv,Ih,3,size(Imgsetv,2)/3);\r\nfor k=1:size(Imgset53,3)\r\n XImgset(2:end-1,2:end-1,k)=Imgset53(:,:,k);\r\nend\r\n\r\n%Stability sensitive to WP and WH values; rand start needs offset and normalization\r\n% X(7,5,nX) XC(5,3,nK) (XCY(1,91) WH(91,21) WP(21,10)\r\nztic=tic;\r\nfor ztry=1:5 %Allow five processing attempts to get a working solution\r\nWH=[(rand(90,20)-.5)/sqrt(90+20) zeros(90,1)]; % 90=nK*15, 20 is arbitrary at 2*nCases WH(91,21)  Valid\r\nWH=[WH; zeros(1,20) 1]; % offset row, Start with zero bias\r\n\r\nWP=(rand(21,10)-.5)/sqrt(21+10);  % 10 output states  Valid\r\n\r\n[WP,WH]=ConvNN_Process(XImgset,Ksetr90,WH,WP,EPY);\r\nfprintf('Process Time: %.3f sec\\n\\n',toc(ztic));\r\n\r\n  X=zeros(nX,91); %Forward process all images in one sequence\r\n  for iCase=1:nX\r\n   for k=1:nK\r\n    XC(:,:,k)=(conv2(XImgset(:,:,iCase),Ksetr90(:,:,k),'valid')); %Need to rot90 Kernel to make output align\r\n   end\r\n   XCY3=max(0,XC); %ReLU  Not needed with all K coeff positive\r\n   XCY=[XCY3(:)' 1]; % 1,nK*15  1,91  add a 1 for offset term\r\n   X(iCase,:)=XCY; \r\n  end\r\n\r\n  H=X*WH; % Process all 10 cases\r\n  HY=max(0,H);\r\n  P=HY*WP ; %\r\n  PY=exp(P)./sum(exp(P),2); %Softmax [PY1 PY2]\r\n  [~,pcase]=max(PY,[],2);\r\n  [~,pexp]=max(EPY,[],2);\r\n  \r\n  for i=1:nX\r\n   fprintf('Exp:%2i Pred:%2i   ',pexp(i),pcase(i));\r\n   fprintf('.%04i  ',round(10000*PY(i,:)));fprintf('\\n');\r\n  end\r\n  \r\n  if isequal(pcase,pexp),break;end\r\n  \r\nend % ztry  Allowed 5 trials as rand may not always converge\r\n  \r\nvalid=isequal(pcase,pexp);\r\nassert(valid)\r\n","published":true,"deleted":false,"likes_count":0,"comments_count":0,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-30T05:22:25.000Z","deleted_by":null,"deleted_at":null,"solvers_count":3,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-30T04:01:42.000Z","updated_at":"2023-08-30T05:22:28.000Z","published_at":"2023-08-30T05:22:28.000Z","restored_at":null,"restored_by":null,"spam":null,"simulink":false,"admin_reviewed":false,"description_opc":"{\"parts\":[{\"partUri\":\"/matlab/document.xml\",\"contentType\":\"application/vnd.mathworks.matlab.code.document+xml\",\"content\":\"\u003c?xml version=\\\"1.0\\\" encoding=\\\"UTF-8\\\"?\u003e\u003cw:document xmlns:w=\\\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\\\"\u003e\u003cw:body\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThis challenge is to return final WH and WP matrices, given XImgset, WH, WP, K, EPY using convolution(Ximg,K), ReLU on the hidden layer and Softmax on the output layer. Training images are LED binary matrices of digits 1:9 and 0. A fun extension is to add LED variants and see if trained WH/WP give expected result.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003e[WP,WH]=ConvNN_Process(XImgset,K,WH,WP,EPY)\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:customXml w:element=\\\"image\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"height\\\" w:val=\\\"524\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"875\\\"/\u003e\u003cw:attr w:name=\\\"verticalAlign\\\" w:val=\\\"baseline\\\"/\u003e\u003cw:attr w:name=\\\"altText\\\" w:val=\\\"\\\"/\u003e\u003cw:attr w:name=\\\"relationshipId\\\" w:val=\\\"rId1\\\"/\u003e\u003c/w:customXmlPr\u003e\u003c/w:customXml\u003e\u003cw:r\u003e\u003cw:t\u003e \u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThe matlab Latex code for making the CNN Processing chart included in template.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc 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GNZBb6wuFGhmx9vA2qHZRZjc3N4NslRm4ly5dqr9cBCUbNWqkLLGwvcw3+vr160Wturi49OzZs1evXuI1e+UJdoFERrRardjfnj17WlV4WZZTUlJEkVxcXEJCQsLCwrp16yZSurq66tez5SlNsrxI1p4c8l/JIllukRFxnwZAiXZZu0eyLJ86dUqZBVYcz8ocH/7+/qKEJk+qohLUarUlMzfZcKiYOYCtPZ87OzuLBHXq1Bk4cGBYWJiIKLm6uh45csTmqtu4caNoX2dn55CQkF69eolzl7+/v1hFPzJiYc7F+XdNvEtiEIYLDQ1VFj558kRkqL/jjx8/Fgv1b/5tOB7MW7VqldiRV155RRQJwIQJEyxZtzB2UGZkhJ5Hyqm4qAtChYsNTEXDzClm5MiR4iODngJ5un37trj4rl69+pkzZ5TlUVFR4v1kX19f5XGH8qsM4Isvvnjy5IlYfubMGSWxkkO3bt0AdOjQwWCL8fHxIgcxP6tVBchPZEQQd7aDBg1SlhhfQRZeneRGPy6g3Lb5+vrq97gxjgtotVrxarS3t/exY8f0a1hMReTv72++NvKsVQAffvhhXFzcnj17xB14QkKCuKobNGiQ/nOw69evi/s3Ly8vSzb67GtANtX6wsyZM0NCQkJCQkx2cTLOwfwIrPrpbTu89atduUE6ePCgsrryuBJGdwvt2rUD8PXXX4v/Wt5eZhr99u3bov+5v7+/0kXl8ePHyh2FJU0sW3B7o4x/JJ6KW3WwjRo1CkDt2rVv376tLIyPjxf1P2DAABtSGrOqSFadHAqkkkWybt26bctp7dq1H3/8sXjyP2bMGJv3SKvViu4Y3t7e+v1r1q5dKzYtDjzjk6rYC2dnZwufyVt7qMi5H8A2n8/173iTkpJEbfj5+SmJraq6mzdvivZt3bq10r5arVbM3ioo989W5SwX19+1d955B0bXACI0o+yp6OgxatQoJYE4ltRqtbJR2abjIU8ff/yxso/u7u6LFy+2cEVFAe6g/DQy0qxZs6W5++KLL0SBGRmhEkH5ihV1QahwsYGpaJg5xYSFhQFQqVTW5jlhwgTxI238pFSZjm7WrFliiXK1ZPxYRrwgo3/tLn7+VSqVQTfdsWPHAqhdu7YNBXg2kZHCq5Pc6McFZFlW3ijRfzfKOC6gdBQyeIwpy/Lp06cNLrVti4wEBwcbJBYXoO7u7sZBBGWAG+WCz7bISCHVgJx7ZMRyeQ6Y5+3trZ/etsPboNpF9xD955nz5s0DIEZZ1u/88uDBA3FDdfr0abHE8vYy0+jffvstAGdnZ4M3d7RarQ19Rvr06fMgp2PHjq1evVqcxABUrlxZdN6x6mATTaP0RFNMnjzZ399ff7nlKY1ZVSSrTg4FUsnmD04Y9WKwdo+UL6bxN07c4fv4+MhGJ1URFnFxcdmxY4f58iusPVTk3A9g287nxi9lKKcU5abUqqoTxXBzczN+eqF03FBOVlblLBfX3zXRL0OtVisBF7Eh/bdLxJ6Kd0+E0aNHA2jfvr1+VjYcD+bNmzdPf2xaJZRslQLcQflpZMRCjIxQiaAcsUVdECpcbGAqGmZOMeLSU3/oBAuJd5579epl8lPx/DkoKEj8V7laWrVqlUHKzZs3i4/u3bsnlmi1WvGEatq0afopxcP8b7/91oYCPJvISOHVSW4M4gKyqTdKjOMCop9z27ZtTeYp5iBU9tS2yMjy5csNEmu12oSEBOP7Iv21jO9VrI2MFEYNyEURGbHt8DaodtHHoV27dsoS8X1funSpiINcuXJFLF+6dCme3p0KlreXmUYXd27GY53Isjxr1iwLm1h+2srmubu7R0VFWVt4+enBYNCXwSTLUxqzqkhWnRwKpJLzrF61Wj1q1Cj9bghW7ZEYeqNZs2bGiS9cuLB8+XKRj/5JVazi6upq8HKcedYeKnLuB7Bt5/MtW7bklrhPnz7iv1ZVnSiGyZOP8paTEhmxKme5uP6uKYFapb/buHHjkPOFEWW+YeXNx9atW8MohGfD8ZCbR48eBQcHi1Xat2+vjIFqediuMHZQfhoZcXJy8sidUg+MjFCJoHw9i7ogVLiK3ZQHROIt6MzMTJ1Opz+4Wp5iYmIAdOnSxeSnrVq12rNnj/EUqi+88ILBEuX95ydPnog/VCrVgAEDpk6dumjRoo8++kgs3L9//6VLl1Qq1cCBA/NTgEJVeHViuVmzZu3Zsyc1NTU8PDw2NtbkrBk7d+4UW1mzZo3xp6LnfG6TUFioRo0aBktUKlX16tWVOaEzMzNjY2PPnTsXFRWlzERYIIpJDZjUokWLb775xuRHBuW07VgyqPbu3btPnTp13759mZmZYqfEgAVdu3Zt1qxZVFTUrl27wsPDAYh66N69u7KuDe1l3OhiZkplOAl99evXN5mJtVQqlZ+fX7du3T7++GPl2alVhR82bNjff/9948aN+vXr+/r6du3atVOnTvpDM9iQ0mQ5bTj+LTk5FGAlDx06dPr06cp/dTrdnTt3oqKifvvtt4iIiKlTpyYnJy9atMiGPRL9JsQrbAZq1qxZs2ZNg4UfffSRmKejRYsWbdq0sWovcmPyUNFncADb8B1UqVQdO3Y0Tuzr67tnz55Tp04pySysOp1OJ4phMlv9gVGszdlyz/53zdXVVZygoqKiWrZsiaez1ervb9OmTT08PG7durVjx45+/fppNBrR7cJkRZmU5/Fg4M0339ywYQOAadOmffTRRydPnmzRokVGRkbv3r2PHj1atWrV8ePHz549+9VXX122bNmz38GuXbsqkTJj27dv79SpU577SET0LDEyQsVOw4YNxR/nzp1ThuXPU0ZGhk6ng6mrH0F0409PTzdYbuGV+sCBA6dOnXr8+PFz586JrH7//XcAQUFB4grG5gIUnsKuEwt5enrOnDkzNDT00qVLn332mf59juL+/fsAdu3aJaYANElcDdsstxkif//997/++mvv3r1paWn5yd+MYlIDJnl4eFhy4W7zsWRQ7W3atPH09ExNTd20aVNISMjhw4fT0tKaNWvm5ubWrl27qKioiIiI8PBwnU4nHue+8cYbBhla1V4GW9doNJmZmQD0O58rGjVqlGeGBvr06fO///1Pf4lKpXJ2ds4tpGth4Tt27DhnzpyPPvpIzEo7Y8aMGTNmqNXqkJCQIUOG6LeX5SlzY+3xn+fJoWArWaVSGcz16+3tLUbS6du379KlSxcvXvzxxx/rZ2vhHokpUUuXLm1hSf755x8nJ6fMzMwdO3b88ccf/fr1s2pHrD1UBP0D2LbvYG6bqFu3LoCEhAT9hZZUnVIMkxFe8WDDWAGeZovqdy0wMDAqKmr//v0ffPDB/fv3RVCgQ4cO+mk6duy4fPnyTZs29evXb+vWrTqdzt3dvWnTpsa52XY86Fu2bJkIi0yZMkU8sGnQoMGCBQv69OmTmpr6xhtv7N+/f/Xq1cnJydevX3/2O0hEVBIxMkLFjhIZiY6ONh8ZiY2NnTJlSlBQUJcuXSy/wLVNnTp1mjVrduTIkd9//33SpEkajeavv/4C0L9//0Ld7vPhrbfe+uuvv1auXDljxow333zTOIG40vX39xcj5JtUtmzZgi1Venp6UFDQvn37xH9dXV3btGlTo0aNdu3a6XQ65X3vAlE8a6BIdOvWbcGCBVu2bAkJCRGPJUXv9w4dOkyZMmX79u0A9u7de//+fQ8PD/2H84XdXlb1UBPUarUlfeNhfeEHDx7ct2/flStXrl+/ftOmTenp6RqNZuXKlStXrhw5cqR+cM3ylPksUoGwoZJz8/nnn4tXrtatWyciI4W6R+7u7ps3b54wYUJERMT777/fqVMnk6Gf3Fh+qBSs3Cr80aNH+p/aUHXilJWnIjnMCkNgYODkyZPFCWrTpk0AfHx8lHm1hODg4OXLl+/duxfAgQMHkHvHlvwfD+IKxNvb+9NPP1UW9u7d+9ixY1OmTDly5EhgYODJkycBGMzZnJuC3UEiopKIkREqdgICAtzd3e/evbtkyRLzz+VWrly5cOHChQsX7tu3r02bNiqVSqfT3b5922Ri0W04tydalhg0aNCRI0f+/PPPSZMmrVu37v79++7u7m+99Zb4VDztKZACGF9xZmRk2FDgAixS/s2ePVt5o0QZa0Dh6uqalpbm7+//ww8/WJ5nPitqzJgx4np93Lhxw4YN07/PEc/iClZh1MAzU4DHUnBwsIiMABD1Lx5LBgYGqtXq1NTUs2fPioiJ8gq9kP/2UqvV4rH/jRs3jD+9cuWKJZnYxobCu7i4hIeHi3eLDh06tGnTptmzZ6emps6YMWPgwIH6vSQsT5nPIlnimVWycs+mTG9k1R5VqlTp/Pnzjx8/Npm58bucCxcubNmy5dy5c2vXrn337t13331XmcXm2bDtO5ienm7yvdRz584BUF4asrzqXFxc1Gq1RqO5du2acRmMG73AD7Oi+l0TJ6i7d+9evnxZnKCMgwLiVHbt2rXU1FQxKoeY2K4wJCcnA2jWrJnB8u++++7kyZMRERGRkZEAPDw8lBd+zStuO0hE9OwV2NMbooKiUqkGDx4MICIiIjo6Ordkd+7cEQPL+/r6igfLYlQ2ccdl7OjRowDy8354WFiYWq2+fPnyoUOHFi5cCKBfv376V5wFVYBbt24ZLLl06ZJtZS7sOrGch4fH7NmzAVy6dOmrr74y+DQgIACAMq2AgU2bNi1btsz4YMhnRc2fPx9AaGjo+PHjDR7/mrzoz6fCqIFnqaCOpW7duqnV6kuXLsXGxu7cuVOtVouXPtRqdWBgIIBdu3atX78eQEhIiP6KBdJeYvAL8bTTgBhFopBYXvjMzMxNmzbNnz9ff1iZli1bTpw4URkBUbxXZXnKfBbJWs+mkg8dOiT+EC+GwMo9atKkCYDY2FjjnI8fP+7g4FC2bFkRPhDEPLWVK1eeNGkSgHXr1injmzwzNnwHdTrd4cOHjROfOHECTysBVladGGHX5CghypimisI4zIrkd02lUokTVFRUlDhRGwcOvLy8RCBy3759Yugog7dRClC5cuXwtB0N/Pnnn0rfw0GDBpl878lYcdtBIqJnj5ERKo5GjRrl5uYGoFevXomJicYJNBpNeHh4amoqADGCOoAePXoAWLNmjfFAlYcPHxazgeQ5H4cZrq6uolfqqlWrRF/TQYMG6SfIZwGUwfbEox59Nl+CF3adWKVnz55ilhbltk0hnjsdPHhQXGzpS0xM7N69e58+fZR5bQuqosQb7+XLlzdYrtPpRAgDNo04a0ZB1UCRKKhjSa1WBwUFARg3bpxGo2nbtq0yDqIIkSxYsCAmJsbJycngaWSBtJcYuOTvv/8Ww0zoU6bwLAyWF16lUnXv3n3QoEHGgxdWrlxZ/CECspanzGeRrPUMKlmj0Xz55Zfi79dee038YdUeKd844+DIihUrAJQtW9bgVQLh/fffF6GfDz74QDy3f2Zs+w4q+67YvXv38ePHAYh+RrCy6t5++20AGzZsMIi5pKWlTZ482SCHwjjMiup3TZygNm3adPbsWbVabXITYsjSpUuXajSaBg0aWDV/rVXEhGWXL182Hl01Pj5e6Uj1v//9z2T4z6RitYNEREWgqCfHITuV5xG4fPlykcDd3X3KlCkpKSliuVar3bJli3hkBKBnz57KKrdv3xZz61atWvXMmTPK8qioKPGoqnr16o8ePRILlZn8bt68abBpMx/t2LEDTwe0r1evnsGnVhXAeBZYrVYr4kG1a9e+evWqWHjz5k39l4T1p7oUT9QbNWp07949sdx4dsNnUCcGjOes1Xfz5k1RHkGZs/bx48diCmRPT0/9GQevX78uegu7uLgo87laVVEmJ4YUxG2Pj4/P7du3lYX37t0TM6EKu3btMsjHhll7C7wGZFOtL8ycOVOMT6k0a27EVW/Xrl3NJ1PYdngbV7ssy3PmzFFqYMKECfpZKcuN53y1vL3MbP3x48dimgw/Pz/9I2r48OEmv2W5Ea3cv3//PFNaW3hZlkXvd+PZYYcOHSrOP8qsmZanzGeRrDo5FEgli2Rdu3bdmNP69eunTJmiDEGlzDtr7R5ptVqRiY+Pz4ULF5T069evF2f4KVOmyKZOqrIsx8XFiXFhu3XrZn4vZOsPFTn3A9i28zlyzqt64sQJkVh/jnCrqk6WZdFxwN3dfd68eWLi5IMHD77yyitKYmXWXmtzLp6/a0r+eHoB0L59e5NpRJ4izciRI40T2HA8mHTz5k0PDw/RCkrNaLXaGTNmiDeJlB46np6ep0+ftiTPAtlB+emsvfoz/uaWDzhrL5UQyvmqqAtChYsNTEXDklPMwoUL9WclcHV19fDw0F/Ss2dPg9u/yMhIcdmhUqk6dOgQFhYm+v2Ki4NTp04pKW2+Wqpatar4dNq0acafWl4Ak3fa06ZNEwvVanWHDh06dOggrj++/vpr48SjR4+GnsePH5u8iH8GdaLPfFxAluVVq1YpZVbiArIsnz59WgkZtGjRIiwsLDg4WOlNsHbtWv1MLK8oMzfJYvhGAF5eXv379x86dGivXr1Ex2PlFk65aCuoyEhB1YBx64vlSj8mkyEJfdZGRmSbDm+TxUhKSlJKTTfNyAAAIABJREFUHhkZqf+RMirh4sWLDdayvL3Mb/3IkSPizQi1Wh0cHBwaGip6WCjDmhRGZMSqgy0pKUl5Etu6deuwsLDQ0FDlzDNz5kz9mrQwZT6LZO3JIf+VDAu0b99ev4mt2iNZ7xunUqmCgoLCwsKUURuCgoIM9k7/pCrL8oQJE8TyhQsXmt+RAoyMyDadz8WLFb6+vmFhYZ07dxbdiKpXr56UlGRz1V29elWZiFelUimnKaWXgVJd1uZcPH/XFMoJSj/YpE+r1Sq1sXnz5txyyH9kRJblHTt2KG/K1KlTp2vXrsp/fXx8EhISlB9KV1fX+Ph4S/LM/w7KjIzQ80g5KRV1QahwsYGpaFh4iomPjx84cKDxW7LNmjVbvny5yVUuXLgQEhKi34dcrVYPHTpU/ypQzsfVknh5R61WK91YbCtAbnfaM2bM0O9T4OnpOW/ePKXG9BPfvn1b9GtVrhpzu4gv7DrRl2dcQJZl8UYJcsYFZFlOSkoaMGCActUltG7d+uDBg8aZWFhR5m+SFyxYoJ+JOLTE005xjzRw4ECDfPIfGSmQGjBufbG8UCMjsvWHd27FEF3BnZ2dxQNnRWhoKACVSnXv3j3jtSxsrzy3Hh8fL97oEVQq1fDhw5UBHQsjMmJ54YXr16+HhoYavAtTr14947sIy1Pmp0g2nBzyWckwRcxs6uPjExoaavKuzKpKlmX5ypUrBrXn6uo6btw45bDM7aSq1Wrr1asHwN3d3eDgN1CwkRHZ+vN5XFycfgcNlUr1zjvvGLejtVV37969sWPH1q5dW61WOzs7d+7cedeuXfobtS3n4vm7phAnKADHjh3LLY0I/6nVaoOTm1CAkRFZlk+dOtW6dWv9unVzcxs9erRy5Ij318z/HunL/w7KjIzQ80j5ihV1QahwSbJlT2aICpYkSeIPC4/A2NjYhIQEjUbj5OTUqlUr8TKFGRqNZufOnRqNxsXFpU2bNga3ms9APgtw6NCh27dvu7m5tWrVyvw8l5mZmdHR0U2bNtXvTVMYRXpmdDrd3r1709PTVSpVixYtjF9Q12d5RZkRHR2dkpJiyeaeDctrwPLWL1hFeywVVHslJycfPXr0Gbe7VYXXaDT79+8XR0Ljxo3NTBNrecp8Fslaxb+SAWRkZOzdu1ej0eTzTPIs5fkd3L59e6dOnQCI1y6uXbt24sQJMcqmmdNFPg+GDRs2vP766wAeP35ssBWrcn7+ftcKVWpq6tGjRzMzMytUqNCyZUuDA1jUZFGVjej5YO1tC5VQjIxQ0eAphoiIqJAYREYKMOdvvvkmJiamffv2Q4YMMfjov//975gxY9zd3e/cuVOAWyQiKlq8bbET9hhcJyKiAqdcNxDZLXu4aNbpdMuXL9++fftbb72l3/vjxo0bP/30E4A333yz6EpHRERkI/YZoaLB4CvRc0aSJH6byZ5JUjH6RSu8PiOJiYl16tRJS0vz8fF57733atWqpdPpjh8/PmvWrNTUVE9Pz2PHjinzRhMRPQd422In2GeEiIiIiCxStWrV9evX9+3b99KlS6NGjdL/qEGDBqtWrWJYhIiISiL2GaGiweAr0XOGfUbIzhWrPiPJycm7du0C0LNnz8IYoVmj0axbty4iIiItLQ1A1apVu3TpEhgYWOAbIiIqcrxtsROMjFDR4CmG6DnDyAjZuWIVGSEiooLC2xY7UQKmpiMiIiIiIiIiKiQcZ4SKF/nyP9LtRNOfVW2MCtUKYBs3E5B4Ao27F0BWJum0UDkUwXYLRNwe+XGa5NsKV06Y+LRaY7iUM7f6uUj9/8mu5aUX6wDA1hlo0QvlXjReQz6xXtLpAKBWa7hWwMXDuHcj+2NJktWlpAo1UalWdvrKDQvmSMiLfOmIpNXCt6XhB8fXoUqjfJUhM12O3y89SEX5Kni5Xd7FuHsdAKq9Ao+qtm+UiIiIiIhMYWSEihfp9HbEbMn6z6N7UDmilIv4nxz0sVQg98OXjmDTd4UUoZBPbpTOR6HnxGe83YKRfgfrvpGG/IGkeCwfZSLBkCXmIiPpd7D0A/0F0suvovdUAHKll6S/x2Pg/4xXkjZ+jzLl4VULVerDtQIOr8CVY6jkl/WxLEtXT0HzGP790PnDrPSvffJsIiPS0b+RmW4iMrJ+Mrp9bnsZ0m5h7tuS2glevtgzFxVrYcCvpqNpohg34nDlOOJ2yz0mSM9LZOTsWUydioAAhIcXdVFKgvnzceAAPv8cvr45lh8/jpkzUaoUJk5EgU4/YpHp05GQgB9/fNbbfV5x3msiomKCb83YJ0ZGqJjpOhpdR2f9/UMQqjdGr8nifyXimlE6tx+aJ0VdClvt+BUN/w03L7h5YVx09vL0O5gdhnpBqPSyudVFN5MvD8LB0eATqcG/sXeBHLNFqtfFxIq1Wmc3OoAq9dB3evZ/ZR3WT8LBP9DgNVR6GR+uV4JlJdXW6XB2xeCFUDsh7SZmheLQn2jVP9f0rfqhVT9MaPoMi1jorl7FvHkAGBmxyO7dWLwY4eE5IiPHj6N9e2RkYP36IgiLANi6FVFRjIwUJHnXu0VdBCIieye1N/Ekj+wBIyNUAmWmy/GRUma67OQi/Ssw+2H7+UOoVAsZD+VrJyCppKqNUD6vuQPNrCI+SruNpDOyupRUqw1KlXn60QFUfAluXln/TYqTdVrpxTry9VjpwS3onuBcJHxbmukF8HS7D3D1pOyglmq1gbMbkuKRdEZ2UEsvvwonvZv/+8ly4gkp85HsoDbcqfvJckK0pNOiamM4OskPUqTK9fOoJQAXD+N+kqxykCr6KW+p4H4yjq3B8JUmSrtmPFzKodMIAEi9iDs3UL1RVm1on+DCYZT3hmdNpF5E+arGYZEsTd+Q9s2HyciIeZIKbQfi2Bo59YJU6WVcP4OKPlmVb77Fbauce9fly8cg66QaTfIomNJefu2yaiMpTs58KFV7RT+NrM3I3i4AnRYxEXj9C6idAMC1Aup0wslN2ZERk61DlFN0NDp1gkaDLVsQEFDUpSEiIiIq4RgZoZImKQ5/jJScXODlK12PxY5ZeHt21n3yitHwa41z+6QaTZB8Hmm35QG/5LhNNWZmlRWjUb0hbpxDzRZSchw2T8XAOahQAwCWfiJ3/1Jq8O+sTPb/LmWmo+906cIh3L4CWUb0CtRsZi4ysmI0XmqBS4dRrZF05Thc5qBFH+ydg8p1pPOHUHExhi4VCeVTm6TV46WqjeBaXrpxDnevoe9P8G0FAOci8ddoyaMG3L2xaQp8WkhP0hH+ax61tOR9XItF9VckTQbOj0OnD7LuyU9ugntlE2+InN2N+Ej5nUWSpAKAUmWwcgzqB+H1/wOArdNxciOGLcva6Iu15Zgt0qWjcPNAo9dzDCxSJxBbfpCvncoRJrCMfOUfCZBKlcuqutc+yXopyUzz2VY5cXuw4nOpkh/KeiJiGsp44IVcgmvHN2LrT6jZXLp+FhE/Zh0bl09IW37A6G1wdstKtvpLqVYb6O2yfC1GknUo5529pFp96ehKyDpIqlxbx55oNFCr81iiLzMTuc1JKkawUeU+1LjNORetw4fRpQsAbNmCVq1MJDC/XzqdiToxX1fmM9RXbCuNiIiIyAxGRqikWT4aleui91RIKmgysXAI/v4Kb/+W9enVGHy4Hi7locnE7L7SwaUwHxkxv0pSPIYvg0t5yDosHIa1EzBogbms2v4HyfHQPBGDa+TheixGroFLefl6rDQnHMfW4sP1cHTGub1Y+rF89YRUpSF0Wmn9f9FuENoNAQBZh9/6I/pv+LaC9glWf4nG3bPeQ0m9iDnhqPL0DjyXWpKvnZLOH8SI1VkDee5fgH3z4R8GSYWLh7NX17f9Z9RunzWQKgA3L7nbZ9LqcXK9TpJWi8PLEDo1K6xwLRb3bkj3klCuEo5HYf8ihP6QPUiHmxdKlZEuRSPPyMj9FPnkRuV/0rVY6dhaVKkPv9YmEptsPpsqBzot1k5E4+7o9jkA+XqsNPftXCMjt6/gvb/gWgGaTPz+btax0TAIW37A6W1o8gYAJMUj5YLyOljW7qTfBYAq9bKXOJUBgCcZcuqFXFvnede7NwAMHoz33sO5c1CrMXgwfv0Vixbh889x4wZcXPDZZ/jqq+xV/vgD33+PmJis+/y2bTFjBho0yPp0wwZ8+inOnoVKheBgvPkmRo7EsmXo2BEAYmLw4YfYtQs6HTw9MXQovvoq+84/NRWffoqlS5GZCbU6K+d69VBMiLCIgwO2b0ejRjk+Mr9fvXvDyQn+/hg5Emo1FizAmjUAMHgwPvoIMTFZ1Th3bvY7O+Yz1FfMK61E23ns2p/bz+f26YgedRv5VijUAkxfder8tfs/jzR1BrZVdFzqwi3nEpIePHqsLevi2Kqe15Bu/3IrUwBBtemrTiUkpf34nn/+s3pm/txxfuc/18wkGBXasHY1d2uz/WXN6bNX7lrScJantNbZK3enLj8R0NA7vLNf3qlLgrf/u7t34EtBzXOM+XUt9eEnvx7644v2aoes3+v5m+MOxCR93reRb+Uco7MdP39z5urTpZwcJr7d1KOcs8lN3LqXkdtHljMukiDOJxmZ2iYve77dxa982VJWFfjXdbF3Hjz+v7DG+SweUfHEyAiVJPLlf6S71+Q3J2f1X1A7oVV/rBiNxw+zXmfwawuX8lkfvVgHGffyztTMKk17ZH0kqdAiFCtGI+0WXAvohf5aWdvNCjo06QFHZwDwaQ5ASk8DAJUDhi1FKdesVWQZLm7QPQGAc/uQ8QAB/8n6yLMmagciLRVma0kqVRYAopaiWS941kSbgWgzMCuHxJNoN9iwkGd349Zl9Jqkv0xq8G/E7ZXWfYMnGXilJ2q/CgCyDlXqoe3bWUEB7RMseg9rxuGTzdk39tUaIelc3jWTclHa8B0AaB5D1qJKfQQOQ7O3TCc22Xw2VQ4SovHoHtpmjXshvVgHtdpC1pjebrM34FohK4fW4VgxGul34FIe/3oVxzdkVcLxdfCuDc+aOVbMfUwvc63zvHvwAKdPY+NGfPAB6tTB/PmYPRtXr+LIEXzyCTw98cMPGDcOrVplhTZ++QUjRiAoCGPGwMkJUVGYNg1du+LKFahUWLMGPXqgQQMsWQIA33+PQYOQkYHMTACIjkb79vDwwKxZ8PLCvn34+mucOIG1a7MK06NH1gCx1avj2jWMG4e2bZGYCFfXXEr/DImwiKMjdu40jDvkuV8PHuDiRSxdiuBg3LiB2rXx4AHOnMH69Xj3XYwZg4MHMXMmXnsN8fEWZaivOFdaSXfm8t15m+Jy+7Sbf/XCjoxsjb6690RSQd02a7S6wd/vXbjlnNpBCnylclkXx9jLd9bsT/jxr1NrvuncvHbF/Jc2KjalZEVGImOSzDQxgN6BL9kQGdl+9Nr2o9csaTjLU1rramqa2LXnIzLy/fITkTFJ80fnmFEuPUMTOnF7ZEzyojGv4mlf4d3Hry/eGh/exU8/0HD8/M32H23IyNSun9TFZOzj7JW7b4zbNn2Ef8cmVfJTTpNFAvDe9P2z1sTW8ylfxdN11K+Hflh+8uAv3atWdLW8wMH+1WuGLW1Tv1JAA2+jzRKVeIyMUIlyPwmANG9Q9hJZBwDXTqNmcwDw1hsi1MJx/s2sUjF7lAfZxV0CkBSX9SZL/lX+l/7/ZBe3rG0bvIPj6IxDfyLlAm6cwYNUODjCpykAZDyA5JB1cy541RQ3/3nUUpePsGMWjqxAGQ+83A4te2fdumsey24VDavsn9WoXM/EwKuvf4EpneDkjNeeTmEjqXJ0jnBwRMveWDFavnpKqtrw6UInPMnMu2Z8W2aNwKrJxPpvcWaXHDhcym34EpPNZ1PlyBn3JSDHG0BlPXFfbwphfZ4vZWfgXFYCcD0Ovi3RuDuWjMS963CrhJitaDvIcEXxuoLmcfZQMqIAKjUq1Mi1dezA5ctYsgR9+wJAcDDKlcOGDYiLg58fADRvjrp1sXp1VmTku+9Qpw42b85at2dPZGRgxgxER6N5c4wcCV9fHDwIF5esT5s0QWxsVuIRI6BWIyoKXl4AEBICT0+MGYOICAQFIT0dkZEYPRrvv5+Vvlw5zJyJ2Fg0b/7MKsO0I0fwzTe4excuLibeWDG/X8LZs5gzB4P1QqCXLmVXe9++ePwYc+YgOhpNm1qUoVCcK+25sXFyUNeWz2JOrsIWPnnX0h0XBnTxm/lBa9fSWSf2NfsT+ny9o9uYiLhFocpDbPvxywdtfvmgjfg784m2VOd5IW1qrP66cz6z/axPw0FdzY6bbn1Ke5Z8O33870fnfdpOpcq+VrqW+vCNcduizqTkuXp0XGqnURs1WnnL911zCyscPpsSm3Ann+XMrUibDl2ZtSb247fq/zDMH0Bswp3W76/tP2nX7p9et7zAlT3LjOxZb9iP+08veDOf5SQqhp7/Ttr0XFGpASB0KsKmZ/3r9zP6z8KLtQt7y5JWA0B2NNW/UdzZFoaM+5jdF+f2okYT/PszfLYrq4MGIDuoATnHph/ezfrDfC21DMPnuxE6FXU6IH4//tcfd64BgKQy3BGdFucPoV4nEwU7swuSCk8ycWJ9jvT6HEoBkB4/zF4iy5aGqwS1E0LGwdNHWj4K965bvp6NlSNiUvpr5d6ysi67L4mk1QKQS5UGAN9WKFsRJzbiwmGk30XDIMM1X6gBAEnx2UvSbkHlmDUga26tYwdUqqx3agC4usLVFQ0aZIVFgKz3Ox4+PZoSEnDwYI7VPT0B4P59HD6MxEQMGpQVFgHg7Izhw7P+Tk1FVBS6d8+62xdGjACAZcsAwMkJTk5YvBh//omMDADo2xcHDhSLO/xRo1C2LGbNQno63ngjqwuMkOd+CSoV3n47R5761Q5kjVqSkmJphkJxrjQ7pNGa+0nS6WTzCfJcXaezfTLL3cevL91xIah51d8/f1UJiwAIaVNj3IAmqXczfl4dY1WG5ktrW8o8q8jmDeWn6sxnkvlEa7ywZR2vbv7VTeZgkInlKS3/1BLGdWWm9kzuo+UlsS1nfVOWnyjvWqp3YPZzkR9XnqozcEVc4t0GL71gft3DZ1M6jdoIwExYxAzLj0kzRfp59WlnJ4fJg7POy3VqlP/gjfp7TtwwGYsxU+ARIXVjE+78sS3eeC2iko6RESpJJA8fAPKTh6jZXPyTJQkxW+FQOCP+XT6W/XdqAlSOUrVGAKBSSWm3sz+6l1woWwfk8wfx8Bb6/oSWfeAXgFJlcDcrQCBV9IWskxOOZqe+cjzro9xrSb52CmsnwMERtV9F19F4dxE0j+XrpwGgdDnpes7evOcPQdaiZgvDYt1KxOYfEDgE7f6DLT/iViIA+co/+LoF4vZkJ7t5EZIDaujNNZt+J3t+HwtJKvT4Gk8ysWaiFSvZVDnwqAFAfpoSAG5dznUT12Kz/3PzEiQHqfLTdxsadkPsTpzeAr+22UOxKipUQxkP3NBb/UIUqjcCYK517ICLS47hPx0dUcWoN7Hu6ZWhSoWEBHz1FXr3Rps2KFUKY8dmfZSQACA7pCJUf3rNf+QIACxdigoVsv/VqAEAt24BgFqNOXOQnIywMJQpg4AAfP89kgvrK24dX19ERWHYMAwdipgYfPpp9kd57pfg4mI4SohBtSt/W5ihUJwrzU70nrij98Qd6yITqoUucew4t1Tnue/PiLz/MEcfvf2nkgI+WOfYaa5jx7kVeyz6akG0/g1hdFxq4McbHDrMcew4t1LPxZOWHDPYxM5j1xoOXunQYY5jp7kBH6w7fy3rzdPtR69W6L7wven7LSnn7HVnAIwNNzH+14gedeeMCujd/iUAk5Ycq9B94eGzOR56T191qkL3hecS71pSWkXMpdsdP9koUoq9NnOHaaaKPph5oEL3hZeTHuin/7+5hyt0X3gt9aH5DfWeuCN88q5f18WW6jy3dJd5y3ZesKSuDJjM5I9t8aJRSnWe59Bhzqsfrj95Ifv7GT55V43efyqr9564Y/vRq/X/85doxFc/XK80ouUphQ0HL/9rwArxaY+xW//ccb5C94Xbj161cEdE/i+HL3fsONex45xhP+4DsGjruRd7/eHYcW6Z1+ZPXJT9821+H/MsiZl2Sb376O3/7i7VeW6pzvMcO84J/HhDzCW9S7ucMp9oZ68780Y7H/2FX82P7tikSsz8N5u97Glmlw+fTeny6SYHlbTrx26t6nrllmzw93ve+ykSQI+x25TmMP+1NWamSNuPXg1qXtXJMbtjcvPangB2HTd88mS+wNUrlW3boNKstbEgeu7wbRoqUSrVgk8zactP8PBBpVq4mSCt+wblX4TJrhz5d/Rv+LaGb0v52ilp7xz4980aMsO7Nv5Zg7odUKYCIhcg5SJqPB2MSlLh9hWcP5TH3DSWkZxcAcgJ0VKDf0PWYe8cXD2FF+sCQKWX4Rcg/T0WXUfLzmWl0ztwLQY+zQBztSQ5lsbx9XDzwqvvQlLhZAQAycsPAGq8gvs5b2VuXoTKERV9cyyUdfj7S3j6oPXbkHWI3YlVY/DOIqnaK/CsiW0/o6IvylfG+QPYOxet+mV1hRArXotF42Cra6FCNbT7D3b9Jp9YLzU03efTkG2V82Id1GgqrZ+EsOkoXxmHluLyUdTK5b3r6JWo2RK+LeXEE5LYU6W5G3bD/vm4n4KQXKI5zXpi/0K5emOpSkP59FYpbjf6TANgrnUop4kTMW4cXFzQuTPq18eIEbh4EV98Yenqb74Jf6NRCHyeXvGGh6NTJ6xcia1bERGBffswfjx27Sr6HhC//QZvbwD48Ufs3IkZM9ChA4L1vlLm98sGlmdYbCvNTjx4lHni/O1Vey9+/Z9mDWq+8E/8zbHzo4/F39z/c3eRYOuRq699vrm6l+usD9t4lnPeFHXl60X/7D+VtHNaNwCHz6a0HbnO+wWX3z5u+0LZUit2X/xi7pH0DM03g5qJ1TMyNf/+PGJocJ0xfRufvHhr8pLjnT/ddPHPPgAyn+hu3X/8IP2JJeXcciTR2cnB5M2ha2nHwf/O6v7ZK8Dni7lHFm+N1x92ZO7Gs9UrlfWr6p5naRXRcantP9rg4VZq1odtvMqX3nfqxteL/jlx4dbab0zMH2++it5sV3PGqpglO84rY0/qdPL8TXH1fF6o7FnG/IYePMq8eOHB0h3ng1vXuHErvXa1csZbz5NxJr+sOT1iemRQ86pj+jZ2UquizqZMW3Gy6+cRV5b3Fa97PEh/cuv+Y2X1M5fvrj94+d1u/xoT1vjg6eSZq0+/9tnm+D96W5USwJr9CT3Gbm3w0gtLvgwE8P2yE4Om7MnI1GY+sahTw4NHmacv3dl46MoHb9SrU6P8/E1xs9eduZr68MjZ1E9CG3iWc/5hxclxC462quvVsUkV8/uYZ0nMt0uPsVvPXrk7dVjL6hVdr91KH7cguu3IdYkrwvR7Myk2HLySnqHp1CTHoOxHZvfIc/wXEWVwVKt2TutWz8dc15K+HX11MhZsjnv39dr1fV5AXsekSbkV6f7DTI1W9nDL8aqaf10vAMfib1pb4M5Nq4ydH52YkibGKCF6bjAyQiXNW99hzUT81geSA2QtfP3Rw4reBNap/xrWjsfDOxJkNO2FDu+JxXLQJ9JfY/BTMADUao2AgUqXBDT8N5Z+giUjEDYze1oWm/m1RsNu0upx2DAZWi3qd0GnD7BjFjSZUDvhjW+wdQZWfyVptWj4b9Ruj8xHWSvmVksVfRE8FlumYd98QEJpN7nHBKlCDQDyywHS+klZc8cKKRfgavSjuHcObpzFsKUAIKnwxrf4tTd2/w/th6Lfz1g1FjO6Q3IAZLTsi47vK+vJV45LsjbXQIN5bQchZpsUMQ212li6ig2VA+DNydm7ULEm/AIg5/JwpulbJo8NAKhQDVXq48511MplCMCAd3A3SZo3CJKDBKDTh/ALAMy1Duk7fx7jxsHfH7t3Zw+3MX581h81awJATAx69sxe5fLlHJ+WK4f39FoMQEYGnJ/GVzMzUaYM3n8f778PjQa//YYRI/Ddd1i1qnD2x2JKdw9nZyxfjiZNMGAATp5E1aoW7ZdVrM2w2Fbac+OLeUem/XXKYGGTlyt8925Wt75rNx/O/rjtkNf/BaBry2qlnBxGz476e++lngE+AN79Ya9nOeeoWSGe7qUB9AzwqeblOm7B0d8j4t4OevnDmQednRyiZoV4veAiPr1+6+F3S4+Pf7uJmNhCo5UXfBbQr1MtAL0DX7r3MHPWmtiTF241eMmja8tq8q53LdyLu2mZzWqbe7ou+FV196/rtXTH+ekjWomb/JMXbsVcuvPTCH8AeZZWMWJ6pNpBUlKGtKnhWa70mDmHIw4nGswtkmcVtalfybey21K9yMjOY9eS7zya9E5zSzZ09srdOaMClNCPbQwyCf5iS50a5Td/95r4b88An4xM7YxVMdHnUk0OZHvpxoMlXwb27eALoG8H38dPtHM2nI2OS21q1LnAfMqRP0f6VnY7ODPExVkNoGfbGk2GrLZqdIzLyWlK/sGtqpfr9vuGg1fiFr3lV9UdQPPaFesO/Gv1/oSOTap8t/S4mX3MsyRm2iWggXdkTPLoPg3f75HV37NcGaeZq0/HXr5jsva2Hb0KoGPOyEieYZEjZ1O/WfzP3bRMF2e1kzqPfvqBjStfTX24YHPca82rihFYzR+TJjPJrUjR51IBlHLK8cSujLMaQKYmO6RlYYEb1HwBQGRMcu9ARkboucLICBVjn0SYWOjsht5ToX2C1IvwrAn9gTn/b2+OlD0mmM622Zto9nTgKPOrVK2P1/8Pt6/BvZL+hqQX6+CDtbhzDaXLGr4u4dsKX0ZCp4XxiKFmtjsuOnv4DQdHjIvO/ihkPF7/Qk6Olyq9nNUroVV/AEi/I9++InX9VEwxCwB/fZbdd8ZMLTXujkav4+4NAChfWdmuVC8IW35C3F5lKBOEjDfcBQDgfU1BAAAgAElEQVTthmRNISx41sRXh7P+dvPCwP8h475885L0Yj2DLjNS7E78q32OUVFNMjnhsaTC8BVZf+tXXW7NZ3PluJRH/5l4/BDpd1E+l/l6AYw9CACdRuDWVZT3NtHWKkc0eC3X2XYlFbqPw7/HyDfOSJVzVlQurUP6zp4FgODgHKOQrl4NAJmZaNoUfn6YPx/vv4/y5QEgPR2zZmUlq10b1atj1Sp8803WpwA2bMDrr2PUKHz/PdatQ/fumDEjazBRtRrDhuHDD7Nf5CkmGjXChAkYOxZ9+mD//rz3y1pWZVhSKq1Ec1SrSjkZnlIc9QIBzk4O7+jdeA8LrjN6dtTKvRd7BvgcPptyOTltdJ+G4v5KGPVWwwkL/1l/8ErvwJcOnk7u37mWuHsU5o9up5IkJdCgUkniPlZoXa/SrDWxV1MfNnjJ6snaPNwsitUN6OI3dNq+iMOJYtzZhVvPqR2kfh1rZWRq8iytkHr3UdSZlAFd/PRTjuhRd8ycw8t2XjCIjJivInEXOqCL39j50cfP3xSTAS3aGu/s5NCvo68lG1KppLeD8tsB0CCThKV90x7l6KrjWc4ZgMFbVPqri5eVhFZ1veZsOJty55FVKQ+fTUlMeTj5neYiGAHA2Uk9vHudEdMjrdoRJX/X0o6updU1KpUVYREAvpXdADx8pDG/j3mWxHy7dGxS2clRtXhrfMOXPHq2reHspO7bwVf/IDdwNfWhi7Pa2cm6+6ZRvx6qWrHMpHeaD/9x/xvjth39raf+yyzmWXJMWs7MOCz675dZWOA6NcoDiDqToj/qCtFzgJERKpkcHE1MmFIYJBU8DJ8sZcntzllSwaFAR/BxcMya2VefykGaNwhBo9HiLQBIikd8JF4dYrCi6VqSVCYKr3JA63BELcuOjNjG2U2q0tBw4eOHOLYGg3/PV86Wy0/lAChVxqLxUCQVKhhNFSHrcOEwrvyD1/8vj9XVTtmz9hhkayYoQ0CTJnBywsyZCAhA06aIjsZXX+HcOeDpQCS//IJOndCqFUaOhEqFWbNwVe/99xkz0L07AgLw7bd48UUcP45PP4WnJ0aNAoBu3eDjg//7Pzg5oXFj3L+PuXOh0SA0tCh21awvv0REBCIj8dVXmDgxj/2ygeUZlqBKK7nGD2hifm4a/7pe+lNmuJZ2dHFW33uYCSAh6QGAJn45AtMuzmo3F8fYhDv7TyUZf6o/cycAl1Jq/cxVVo2lnXOjB04nWZIyrKPviOn7/9xxvmvLajqdvGTb+W7+1T3KOYshJMyXVjhyNhXA0p3nNxw0HDHq1v0MgyXmq0j8d1DX2uN+P7pwS3wj3wqZT7RLd5zv39nPydHBkg25lFKr831hYJCJSiUlJD1YuffSucR7V1PTjsSlmn+fxbARVbk2opmUoqL8quSo8Ope1nUcMMjf0UFVxdPwN1cnyzC7j3mWxHy7qB1Uc0YFDPxuT9g3O1UqqXU9r9dbVQ/vlCPipu/ew8zSTla/Iu1b2W3v9GBvD5eTF27NXnfm09+ipo+wdH5DS45Jy1UytV+ikp3U2ftlYYFFexl/j4hKOkZGiEomZzd0+gBbpuLQEpRyRUo8/tUeLfvmK0//MPyzVk48YfqOPT8O/YFGwYZDliiiV+Loavnt2QW23cKoHEton+AbfwBoHooCfAvm769weluB5VbyeXtj+XIMHozWrQFArcbw4Zg0CS1a4NAhdOuGjh2xYwfGj8fIkXB2xn/+gzp1MHRo1urBwVi7FiNHonvWCAxo0QLz52dNwqJSYft29OuXnd7DAz/9lGMCl+Jj6VLUqYOvv0ZgYB77ZQPLMyxZlfa8Kl0qj9s2tcrEnblOlkU80dqH4bYJaOAdcTgx+Xa6yfvP8Mm7Xm304n9eexmAa2nHPh18l+44P/fTgP2nkpLvPBI9Yqwt7ZvtavobDWviU6msycS5VZH4w9vDpWOTykt3nP/xPf8/d5zXaGVRVBs2VCAmLjo6bsFRF2d156ZV6td8YUSPehdv3P9i7pHC2+Kzl/99NNMu4Z39OjWpsnLvxa1HrkYcTtx3Mmn870d3/djN5Ns0GZkWzV9j4LdP2np7uAD48T3/nceuz1gV06Hxi8Gta1ieg/lj0nIihGQwHtCV5DQAXi9k90nJf4GJSjRGRohMk8N/ltyL96P7Vv1RrzOun4Gsg2fNArgVl1ToPwNpRjNP5J/Xy/A1/ZxEDv9ZTPcredUqyC0WeOVYwsERoVPl0m5SdRMzL9gu4D9y0xAA0gsmZlUsoTp2hP6l3caNhglu5hgSDk5OOdKHhCA4GDEx0OnQoEHWjCpKgjt3EBiIwMDs9D//DAAvvpj13+BgBAfjxg2cOYPGjbPfFhFq1sSBA8jMxP79qFLFcJqbIrFoERYtMrG8alU80Jsrw/x+GVey8ZLwcISH25JhMaw0e3M0Lsd3Jj1Dk56hKVfGCUBF99IAzibe1U+g0erupz95tdGLDV96AUDUmRQxRolw+GxKxOHEQa/Vrmz0MD8/QtrUiDicOG9znDJah2L/qaTFW+PvPHishBvCO9davDV+2c4Lu4/f8HR3Fq+lWF7ami+6ASjn6vReSF39DWVkaowDK+arSFkyMOjlPl/v2Hns2qKt8X5Vy7WpX8naDRWU89fujVtw1L+u1+4fuynvO4z//aj5tfKvprcbgJiE22L8GuFyclphbMv8PuZZkjzbJfOJtoyz+v0e9d7vUU+j1f22/syI6ZHfLT2xakIn48J4lS992vqeGkofH2cn9fKvOjQZsnrAf3efnNfLkoFLLTwmLeTk6ODt4XLx+n39hTGX7gBooRcJsrDAt+49xtNhSoieJ5y1l8g0qUrDvAfFKHJuXqj9Kv4VWGB3/uVelCrXL5is9NV+NXuSmpykKg2laq9I1V6Bk+kurLYr8MqxRO1XCzgsAqBCjawqcrX6lf7nmEqFBg3QqBGMn6hVrJjdzUGYPx+urmjQIMdCb28EBhre7SucnBAYWCLv8M3vV6FmWHIr7TmQfOfR3pM3lP/O2XgGQK+AmgACGnh7ujsv3HJOf77PORvP6nRyq3peXi+41K7mvvXI1YxMjfLpzNWnJyz8x8wLF7YZGORXtWKZb/84pl9UAKl3Hw36fg+AL/plR0w6NqlStWKZiMNXV+291L9zLVEYy0tbu5p7dS/XVXsu3XnwWFm44eDl0l3mfzr7kEHBzFeRsuStV2u6uzr9b/3ZPSduDOjiZ8OGCsrZK3cBBLeqrj8MxOr9lwBYOEeMbZq+7OlXtdz8TXHKzqZnaAppAlfz+5hnScy3y7rIhFKd5y3cek4sVzuohgXXUTtIuY3H4eleOj1DY37GXPMa+VaY8HaTu2mZfb7eYT6l6Bhl4TFpuTdfrRkZk3xOL9QyZ+NZZyeHzs2qWFvgExduAWhdr5INxSAqzhgZoZLh/v37a9asGTZs2PHjx/NObXEOli98ltnmvwD5LGrhldZyz0F7FUa2+W8vezBgANatQ+/e+P13/PILmjfH8eP4739NxFCISoqpK06GT95l/O+XNaeVNL3GbftjW/zx8zenrzo1+reotg0qicfpKpU0ZUiLc4n3Oo7auOnQlZMXbv2w4uSHMw/Urub+fo+6AL57t/m1mw+DRm/eeuRqdFzqVwuiF2+Nf7dbbdGv3rytR66W7brg3R/25pkSgJOjw59fdlBJUvuPNvSeuGPZzgt/7700/vej9f+z8lzivXEDmrSsk+OWL7yz3/JdF9IePenfKbtToeWlnfF+q+Q7jwI+WLcuMiE6LnXuxrP9J+3ydHce9VYDg5R5VpGSLLyL3/JdFwAM6Oxnw4YKShM/TydH1czVpw+cTs58oj1wOrnjJxvPJd6DTa9aWOWXD1pfTk5rNWLtr+tif1t/xn/EmquphdJnJM99zLMkZtqlm391H++y/zfnyG/rzxw+m7L96NW+3+zUaOXQ9qaHFO3ctAqA7Uev5WePvuz/Sut6XpExyV8tiDaZQAz5MWfjmUVbz1l4TFpudGhD19KOQZ9tjjiceC7x7vszIiMOJ37Rr7HJWYrNF/jkxdsAjGc1Iirp2A+KSoaqVauWLl06NTX1jTfeKMAcLF/4LLPNfwHyWdTCK63lnoP2Koxs899e9mDuXNSogaVLsXo1VCq0aIG1axEcXNTFIsqHXceum1ye+UQnXhZwLe04sme9gd/t1mhllUrqE/jSzyOzZ0l/O+hlJ0eH0bOj/j0mAoBKJYV19P1hWEvxWkFw6xrLx3X4+JdDXUZvAqB2kD5+q/73QyyaeF6j1aU9emL5KAxt6lc6+luPT3499NeeiyLEAKB2NfefRrQynufi7SC/b/84Vs+nvJgORrC8tMGta6z9pvPInw90/3KrWNLiXxXnj25ncpQT81WkGBjkN2NVTMcmlfXf3LFqQwXC28Nl+VcdB3+/p/WItcD/s3fmcVFW3x//PAMMi4goAiqigAS4gKLigoiKG6K5VpqZmZppbtk3Ncuy0vJnmqWpmYoWpahp7ogoIiYugAqKbLLJIpsIAiIOMPP7Y2gYhplnnmGYYfG8X/zB3Ofcc88592GG58y950JXh/locs/vP3AbuOjkzdi8CYM1uPVyVL/OwVvHf/377WXbwwz4unN9HHt0bbtw678NPpBSH5Vawj4vl7aMn/V9iETezET/5yWDFR22MmFwF10dJvReNnshZKX4fzmyx5y/1/vd8XLtVHdTjM9A674O7Y+Fph4LTZ0xohvHe5IjVuatzm8aN3tjyLjV5wHo6jBfzHJd+66SVa5yDQ4Mz+hl21bpocUE0exgRBpOLROEXJj/KttzvAMFAgGfz9fX1z937tyoUaPqMaJcDdwbtalWfQPUNFVz1nKnBcyXJtSqP1+ag2EY+jwhXmUYhusnmoLujChkQf36jl9z/mp0TknA++Kv1gc4WRgpKAGQ8rg488nzQd0t5B7GmfK4+HFB2aAeFuofpKIUoVB05+GTotKXPW3aKVqc8iinxOZt/62LB694Q842T+7WZheUxaUXutq3b9taX6lh7CFqwIHURygUxaQ+FYpELnZmDb71SRGFJS9lvPvlRMyy7dfv7p0qncBqKFh85G4Jy7wIKqquxeR0bt9KcmywIhb99O/5WxlphzVezV1QUcXj1TqFWp17si6xaYU5hWWeLh3r92eeXVDW+a2D25e6yxRwaUkwI/bIvJmr+thCNFNozQjRPODz5VepUFMD90ZtqlXfAO6SirpryFrutID50oRa9eeLIIgWDF9Ph706o10nE3FlynpcbVh4PEbpavzfzsbp6jCzR8uvz83d2o5mRlx2BqmqVs2B1IfHY1y6abv+lMUUP59BXU5tGCtp2R+QYGyo52KnEUtYfORuCcu88PV0vFw5ldtfOb33nrPxgeEZ4mLAmqNu+qNh/zB72LTtYVP/SlS/nYmzam8kPiuKIFoYlBkhCIIgtAejpe81tYQWvj1qSRGjL9sIjszeGPLsueB02KNPp7uYtTFobHOIGt4b6+AbkDDj22DvAZ2fl1f+cSExKqlgx/IhWlu00liW2HUy+fiNXl//flvTmZGmTOmLim3H7+/82KNBVq8QRFODMiMEQRAEQWgDhmn45Mjlyzh0SOHVJUvQpw8OHcLly7KX7O3h4QEPj+qXmzcjIQEzZ9Y671nC//0fkpKwcCH6928guxsUN0cLzR0Q2yjcffgkKav4vbEO6+c2yYi/wuxbOcymQ2v/y8knrqXyGGZgd4tTG8ZMHGLzKljyzZz+bgtPnA5LaxR/mwL/dyjKq6/VzJH2jW0IQWiEFvU5SrQchELRsWPMiBEwr15qm5SUlJaWJhQKIyMjTU1N+0v+Oa0jqQi5Grg3alMtmyT3yKhhasNYK3dqXqX50oRa9eerKdBiFg5obTVHy4iYhsIVFwdfX4VXJ0xAnz4IC1MoM306Dh8GgBEj8NlnCAhAYiKMjWvJBAZizRoMHdpE0yIAvp7Tr7FNaGDu73+zsU0gFLL23b5KK3dqBy1bYmyoF/fHW1obrgmyYZ5bY5tAEBqEKrASjQN7KSPRtWvM0KHYuhUrVohbLCws8vPzxb/zeLy4uDgHBwe5koqQq4F7ozbVskhyj4w6pqqvVq6pihrVtLbJzpcm1Ko/X5qDYwVWTawaaCy040uLiZj4Xb/Bfdm5E0uW4Nw5+PgolFm8GLt2ycokJmLOHNy4gR07sHgxAKxdi+++w8KF+PXXGrHSUjg5oaQEsbGwYi1H0IgVWAmCIIiGgiqwvrJQZoRoHJS/xaSkwM6Oky7uki2DZuSvXFObkf2EKlBmpFmPogWaWmYEQGIiHB0xYQLOnAEAoRDOzoiNRWgoPD2rZRYswN69+PNPzJqlxBLKjBAEQbQAKDPyyqLxU9kIop5wf3h+1R6zm5G/ck1tRvYTBNGiEa+sSk+vfsnjwd8fPB7mzEF5OQBcvoy9e/HGG8rTIgRBEARBNGsoM0IQBEEQxKvIzZsA0L17TYuLC774Aqmp2LABAgHmz4elJXbvbiwDCYIgCILQElSBlSAIgmhkmu/BtHItp6N8WahreYOE64svsHWrbGO/fti0qeZleTlKS6t/T0tDeDjWrgWAhQtr9fr6a5w4gU2bkJaG1FScPw8zswawkCAIgiCIpgxlRgiCIIjGpzlu3a1bAUQ7CQsNFezQNHLNZpiGKaSipwd9fTmN0kybJivA5+PnnzF8eK1GHg8HD8LVFQcP4qOP4O2trm3aYf/5hOsxOZ/N7GNv1aaxbWlM4tOLthyJ9uzdcfYYbVeh1gQFz8rN2hio2uvy3axDl5I+fsO5l207mUtq3idX72X7XUhUqXv9XNh58sHdh082LxzUtnXNH3bu07IvfCMAfDOnv5V5K5l2914dDPg6l+9kyaiyt2rj4dzBw7mDqjbUG0VRqp9Tc8c5ihUumdKzj317mbHoD58gGhDKjBAEQRAE0bz5+mu2Cqxili2Ds3P17zwe2rWDlxdMTORIurhgwgScPl1ryUkT50rU4z+DHs4e6/CKPyBl5pf6BiQAaO6Zkfj0omnrLm5bMnhUv86q9o17VOQbkDB1qG3dzIia90lixjPfgASO3dVxoexlpW9Ags/ALlM9bSWNwXcfiyd3UA/L+eOdJO2h97J9AxLcnCxuJ+aLBeoyfUS3w1+NVNWM+qEoSvVzSqJwwuCudTMj9IdPEA0I1RkhmgfFxcUnT55ctGhRVFRUMx2Lu1qVDNCQWu5oc2rUN0AT4Wp0A1QVJohXk7FjMX9+9c/cuZg8WX5aRAyPBwB8vtasI4hahMfnxaYVNrYVaqGOCyP6dALw7/0c6cbTYY8crNtYtjW8dLvWwpCgiEwAPgOtxS/PbfQWhSyQ/CT4vTW4p+WRkOSdJx/Uz5iGQh2nCILQArRmhGgeWFtbGxoa5ufnT6u7HrqZjMVdrUoGaEgtd7Q5NeoboIlwNboBqgoTBPHKIhSKhCKRro7CL8aUClRWCVmuqqqNBfaBhEIRj6fa7rW6CtmHEFRU8fV0FI0OgN0AFuUsmpWiTkjZYTFYabRV9UjpXdTf0dzYUC8iPk/ahnM302eNti8sEZwKS5M26VZcnr2VibWFsVxVDtamv68e5jj7aGB4xuLJPdkNY3eEfd6VRqkBnSIIQhNQZoRoHuTn5/P5fP26+8ibz1jc1apkgIbUckebU6O+AZoIV6MboKowQRCvINfu53y+LzwsJlcoFJmbGiyc2GPtLFfph0AWgRnfBgOYObLbku1hGXnP+Xq8BRO6fzfPzaSVwkU1irQt33H94MWHt3+b2rVDa4nw5/vC95yJi973hpV5q5jUpx/vuBES9VjS8avZfSVP0TO+Debr8Qb3tFy2PUxXh3dg9fAZXt1YvBZbPn+84+JtYYkZz3R1mPnjnX5dMdQvKPGzPeHZBWVGBrqr3+791ex+ki5/XXy4+Uh0TGqh+DF1qHOH7UvdXbpVl+E9e+PRyt234tOLeDxmonvXN4fbLdsedvirkZINIyz25xe9WLn7lv/lJEGFUFeHGerScftS97obXgDM3xx6JCQFwJQvL5qZ6KcdnsllBuuB0pk9HZa2ek94fHqRrg7z/jhHZ7ta1rLESq4L7JMrw/hBXY5fTZEkC64/yC19UTHWzbpcUHUkJPnqvezhfToBKH4uiEktXDixu1wlYhysTQGk55UqEmBxRHILrdh5Iya1UHx130pP6d0r7FHSkFMEQTQ4lBkhmgd8La5p1tBY3NWqZICG1GrCAA3R6OFqdANUFSaIlseWLTh8WE77wIFYvFjr1jQ9giIyx312vqul8a6PPczbGATcSl/vd+fa/ZzLWydwESh5IYhOenr8asr6uW4udu3uPHzy5f7Iuw+fXPtlkqrDvTnMbvvxmIPBSZ+/4yoWFgpF+wMSetm2szJvFZmQP2LFWTMT/V0fe1i2Nfz3fvZ6vzvRyQWnNowVC5e8EKQkl/gHJ00cYpNdUObURUlthZIXggephedupi+f1quHTdv9AQm7T8dl5j+PiM//33QX8zYGPx69t+7AbfeeluLUxs6TD5ZsC/MeYL1mpitfl3crPm/r0Xs+nwWmH5nJ4zEnr6VN+TLIpVu7g2u9AGw+HD3vh9ByQZWgQigejt3+KV8GxacXbVk0qKuFcVZB2boDkUOXnc44+o6xoZ6M2TNH2QtFOHA+YcHrTs627bjMYP1gn9nTYWmT1gb1sTc7uNZLKBRt8o/6+0qKpC97rOq6oHRyZRjVz+pISPKV6MderlYAgiIzeTzGZ6D1s+cCAJduZ4mTCOJNKGPd2Had3IzNBdC9S1u5V9kdKXkhiHtUdObGowUTuq95x/XGg9wdJx6MW33+4V8zxN3Zo6Q5pwiCaHAoM0IQBEE0RZrFwbRyjWyUo3ybRbjAOWKqhiskRH67QECZEQBY8ONV8zYGt3ZNNjc1BDDV07aLpfG6A7d/D0yY4+3IRSDryfPdnwz98PXuAHwGddHn66zafeufq6nStSQ5DmdvZeIvlRm5fDcrt/DF9x8MALBkW5iuDnNr12TLdkYAJnvYmLcxXLM3PDA8w3tA9VNifHrR3k89pWtVsvMot/TgWq+ZI+0BTHTv2mbC72dvpCf4vSVeRzDAyaLn+3+fuJYmzoxs8o/qYdP2/KZx4r5TPW3LBVXbj8dEJuYPcLJY9kuYvZXJjR2TjQx0AUwdatPvwxPSpTRY7Pd06RgWk7vq7d5Lp/QSC7dpxd9x4kHso8IBThYyNnu5WmXmPz9wPmHcAGuxYUonqN6wzOz/fr3Z1dI47JdJYn8nunftNffvolKBuCN7rOq6wGVyawehE4CbsXniJEJgeMZQ5w58PR1zU8M+9mbnbqZvmOcGICTqsTi5IOlYLqgqfVEh/j0tpyQ8Pn+tbwQARUsw2B0BkJpdIrmFZo60f1lRtfdsfGRCfn9HcwDsUWoopwBM+TKIbSIJglAbqsBKEARBNDkkJ7w25Z+6FoqR26gdGj0m7OHSRMQWL2YbVLyQZOdOiETKD6+R5sQJiEQtpAJreHzeo9zS97wdxA/VYj59qzePx5y5kc5FAIABX+cDqWTEook9ABy7Kue7caXa3hvrEJNaGJX0RHzJL+ihAV9n1ij7/KIXt+LyJg2xET85i1kypSeAw5eTJS08HjPHW4VzZ3g8ZsaI6h03xoZ6xoa6Lt3aidMiAOytTAA8f1EpfpnmP/PGjloLYczbGAAofi4Ij8/LyHs+z8dJ/AAMwICv+9GkHhJJdvv5ejy+Hu/PoIeHgpPKBZUAZo60v75jUt20SF24TFC9UTSz8elFSVnFs0a/JvHXpBV/7rgaSZZY1R2F4+RKY9fJxLZj69uJTwAUlryMiM+XJFDGuHWOSiooeFYO4PqDXHFyQdJx2rqLrX0OiH+c5x6b90NoQXH5z0sGi5dj1EWpI9K3EAD3npYA8gpfAFAapYZyCsDIvlbzfBxlfsQ3MEEQDQKtGSGaJEKh6NgxZsQImJuLG5KSktLS0oRCYWRkpKmpaf/+/RVJqqRWtbG0pZZNUhNqFcWQW2xVU9vY88Xd2uY1XyrftARBvDKk5ZQA6OdQ67xPIwNdEyM98XoHpQIABve0lK4uaWyoZ2Sg+0zeM7BSbfN8nNb9fvuPCw/72LcXVFT5Bye9O8aBr6cTEZ8PwP9y0tkbj2R0FhSX16jS11Wp/qiRvq605Xo6vM7mrWRkhP8l5Hg8Ji2n5NjV1MSMZ5n5pREJ+ZKdMmK/HDrX2r/T1bKmQCa7/bo6vL2fer6/KfSdDZd5PGZIL8vX3bvOHv2adKZAEVwmSBqVatMqmtnEjCIAPWxq7UDpYWMqPYqiWNWF4+TKMLxPJ//gJAAXIjIBjOpnJW4f3c/qB//oi7ezpg61iUoqWD+31kfesmm9nP+r3sLjMe1a63u5dmKpiaPUEZlbSPp3pVFqKKcALJnSc7KHjUzj7I0hSVnFLMMRBMEdWjNCNEVE168z06fjr78kLe7u7qNHj66srFyzZs3AgQMTExMVSaqkVqWxtKaWRVITahXFkGNsVVLb6PPF3drmNV+q3rQEQbxq6PLk/MsnlFqiwy5gqK9apU8WbR3NjEb1sxI/HB4KTqqsEs0dV7Mf5M1hdt+831/6Z8fyIeKFDFrgW7/bvecf//HovZcVVc527f74bMR3891U0sBi/+wxDplH39m+zN1noPWNB7mrdt+ye+dwuNRJJewonUEJ+no6AMoFVXUvvXhZCaBn15oneUUzKxQBAK/2VjdpG+oRK1Un13tA53JBVWxa4clraeamBuLdKwC8XK10dZjA8IzA8AyhUCTeoiJhbP/O88c7iX/mjnOc7GHDkhapnyMSlEapoZwiCEIL0JoRoinCeHggORl2dpKWvDz5/zrUlVRJrUpjaU0ti6Qm1CqKIcfYqqS20eeLu7XNa75UvWkJgnh1sDA1BBCfUSTdWFklLC6rEO8vUCoA4H41MCoAACAASURBVHbCE+mrZeWVZeWVbeQ9cHLR9r6349vrgy/fzfILeuhg3cbDuQMAu04mANoY82WOVi0XVBrwtfH/alLWs3UHbg/uaXnlpwmSjQxf/35b/ItdRxMAMWlPpUurPMqtOe5Eqf2CiqpWBrpLp/RaOqVXZZXwtzNxS7aFbfKPPv7NaHbDuIRUmnat9QFEJRfUrQITk1qoq8O0bV1zkJmimRWvrEnMrDVo9tMy8S/ssapL/SbX280aQGRi/tV72dK1SHg8xmdQl+jkAnNTA1Nj/qAeloo0KEVVR2Rgj5JctOAUQRD1g9aMEE0Vbg/PqkkqElZJgzbVch9LQzrVHEv9sDT3wGpIrYZMJQiiJeLp0tHc1OCPC4mCippFBHvPxQuFIvdellwEAOQWvrh6L1vqahyANzzlvBdx0fbWcDtTY/6eM/Gh0dnvja0uGuLUxbSrpfHx0NTCkpeSjmdvPDIcu3/l7ptqh0E58elFACa6d5Wu73DiWioAQYWwv6O5g3Wb/QEJEvPKyit3nYqVSLLbfzosTX+M7x9B1Qv6dHV4iyb20NVhhEK2yjpCIcAtpNKM6d+Zr8fbcyYuu6DWI/rZG4/i04vGuHWW3g+iaGb7O5pbW7Q6eClJetA/LiRyiVVdF+o3uSat+H0d2vtdeJhdUOYzsIv0Je8B1jGpTyPi89U8wIW7I3Jhj5JctOAUQRD1gzIjBEEQBEEQLYHv/ro7e2OI9M/ibdd4POaHDwcmZjwb9em5gJvp95ILfjx67+Md1526mC6d0hOAUgExb6y7+NfFh1FJT7Ydv7/qt1tDXTrIPZiGizYej5k91uFISDKA98bUlFPdvtQ9t/CF5/LTp8PSIhPy952Lf/f7EHNTg0/fctFs4AAA/RzM+Xq8HSceXH+QK6iouv4gd9T/ziVmPMN/m1Z2Lh/yKLfUfcmpX0/H/nYmbvCSk5n5pdIaWOyfMLirbcfWn++N+O1MXHh83qXbmTM3XK6sEk2XKu0pDV9XB8Dec3F+QYkcJ0iCkYHuhnluuYUvnOf+vXL3zUPBSfvOxc/cEDxpbZCxod7mDwfJyCua2R8+HJSY8cx79fnLd7OuP8idtu5idHIBx1jJuMAeHJZJ8XLtFHwni8djxrp1lm4f6dqpskoUGp09YXAXRX25wMURdliipAhNO0UQRP2g3TQEQRBE86AJHkzL/dRe9Q+mrQfNN2KNcvJxCyAoIlOmxcxEf+dyjznejnw9nVW7b41fEwiAx2PeGWX/46JBko0MSgWMDfWWTe31/qYrlVUiHo9526vbL8uGKDJDqTYA73s7bD8eM6qflZVUPdSJQ2xObRiz7Jfrk9ZWH1A6sLvF/lXDuJQpVZ+OZkZHvho1f3PokCWnAOjqMB9N7vn9B24DF528GZs3YXDXUf06B28d//Xvt5dtDzPg6871cezRte3Crf9ytP/SlvGzvg+RyJuZ6P+8ZPAML/mZEZ+B1n0d2h8LTT0WmjpjRDcuIZVm5fTeJkb8jQfvbjlyT9I41KXD7hVDZcqFsszsDK9ulVXCT3bdGPnJOQB97M3+b8HAT3be4BKrui7Ub3JH9rXacuSem6O59A4gAA7WprYdW6dml4zsa8XSXSlcHGGHJUqN5RRBEPWDEdE/GkRjwPz3by/dgQTRMmAYhstfM8PIeb6t2yg5tVdpYyOijtly49CIo2gBNc1uUr7IhWHU+kRjGEYUsqAB7ZFLyuPizCfPB3W3kDkQlF1g/JrzV6NzSgLeF3+pPsDJQnJGqZrDKSK7oCwuvdDVvr3Mo6MWEApFMalPhSKRi52ZzCEvhSUvZez55UTMsu3X7+6d2se+1sExLPYLKqquxeR0bt9KcnIwC4KKKh6PkT6LR9WQ5j4tu5/6lK+nI7cLl5kVCkX3UgpMjPjiWiEylxTFisWFRpxcRXBxRKkGRVEimh3MiD0yb+b02PKKQLtpiOZBcXHxyZMnFy1aFBUV1YAauDdqU60iSU2oVWksNdWqP4ncDdCmtdqcrwYRJgjilcWuk4mnS0eWh2p2Ab6ezvA+nTimRbgMp4iOZkZerlaN8uTM4zEu3cz62Lev+4RsMcVv0toL0i37AxKMDfVc7MxkJFns5+vpeLlacUmLiIVljihWNaSW7YxG9eustAvLzPJ4TB/79nIf+FlixeJCI06uIrg4olSDoigRBNFcoN00RPPA2tra0NAwPz9/2rRpDaiBe6M21SqS1IRalcZSU636k8jdAG1aq835ahBhgiAIoh68N9bBNyBhxrfB3gM6Py+v/ONCYlRSwY7lQ+r9OE0QBEE0HSgzQjQP8vPz+Xy+vn79v2GQq4F7ozbVKpLUhFqVxlJTrfqTyN0AlYSb0Xw1iDBBEIRKuDlaaOfc3CbOvpXDbDq09r+cfOJaKo9hBna3OLVhzMQhNo1tV/2hmSUIgpBA74ZE84DP52tCA/dGbapVJKkJtSqNpaZa9SeRuwEqCTej+WoQYYIgCJX4ek6/xjahqbD23b5r3+3b2FY0GDSzBEEQEqjOCEEQBEEQBEEQBEEQry60ZoQgCIIgiGbJzp24exebN6Ot1Dmkubn44gsA+OYbWFnJtru7Y+5cXL0KPz8sWYI+fWR17t+P69fx2Wewt9e8A5rk6r1svwuJn83scyEi8+7DJ5sXDpKueZn7tOwL3wgA38zpL31urrjdvVeHueMcDwUnXb6TJaPW3qqNh3MHD+cOKhlz+W7WoUtJ5YKqfo7mc8Y6NGD1TYmb9lZtdp58UA9P7a1M/C4kLpnSU+Z8GQD7zydcj8kRK+dukuacJQiCIDQHrRkhmiRCoejoUeTnSxqSkpIuXbokFAojIyMjIyNZJBUhVwP3Rm2qVSSpCbUqjaW1CFQjd3K53xvaslab86UoLCrHliBaBGVl8PVFSEitxuBg+PrC1xfnz9dqDw2Fry8qKgAgMRG+vkhLk6PzyhX4+uLxY03ZrDUSM575BiQ8Ligre1npG5AQcreWS8F3H/sGJPgGJJwPz5BuD72X7RuQUFEpBBAWkyOWkf5Zszd86LLTM74N5m7J4m3XRn5y7lZcXkHxy09/vek891hGXmmD+AgpNwHUz1OxhrQcOSZdiXosUc4RjTpLEARBaA6GjmUmGgX2g8FF164xQ4di61asWCFusbCwyP/vUZDH48XFxTk4OMiVVIRcDdwbtalWkaQm1Ko0ltYiIEbu5HK/N7RmrTbnS1FYVI2tJmAYhsvnCcOgrljdRvE7BJfGRkQds+XGoRFH0QJqmi23MTISbm74+GP89FNN44wZuHsXz55h+HAcPlzTPn8+fH2Rng5ra+zbhw8+wIkTmDxZVufs2fjzT4SGwtNTZQfV+Z+KYRhRyIJ6d6/LvnPxH2y5GrrtdSN9XbeFJz5+w/mnxYMlV2d8G3w36cmzUsHwPp0OfzVS0j5/c6hvQEL6kZnWFsaLt13bdTL23EZvn0FdJAKJGUVzNoXeeJC7Y/mQxZN7KjUj4Gb6+DWBn7zl/OOiwQBi0wqHLD3Vu5vZlZ9fb1g3PV06Ribk18PTCxGZH2y5emL9mMkeNjLKZ28M+TPooVg5F2M07SxBEFqAGbFH5s2c/bGFaDHQbhqiKcJ4eCA5GXZ2kpa8vDyOkoqQq4F7ozbVKpLUhFqVxlJTrUqBhYLJ5X5vyKW5zxcUhEXV2BJEy6B/fxgbIyKipkUoxLlzmDULhYU4dQpCIXj/rY69dQv29rC2bhRLaxD/h625f6+FQpHMIbL9Hc2NDfUi4vOkZc7dTJ812r6wRHAqLE26y624PHsrE2sLY0X6HaxNf189zHH20cDwDC6ZkV9OPDDg62ycP0D8sodN2+XTnL/543ZsWmEPm7bsfVmo6yYa2tN6oCFnCYIgCC1AmRGiqcIh2aGyJNHskDu5NOMUAYL4j/Hjcfx4TQbk+nWUlmLsWJSX48gRXL2K4cMBoLgYMTFYuLBRbZVC8g0kGi5LcjosbfWe8Pj0Il0d5v1xjs527SSXxg/qcvxqiiQvcP1BbumLirFu1uWCqiMhyVfvZQ/v0wlA8XNBTGrhwond2QdysDYFkJ5XCmDp9rAXLyvliu1bOQzApduZEwZ35evpSNoHOJkDCIl6LE4WBNxMn70x5N0xDtILPernZoN7KoP6zhIEQRBNFsqMEARBEATRXBk1CkeO4MoVeHkBQFAQeDz4+ODZMwC4dKk6M3LpEgCMHatZY6TzHZruJcPpsLRJa4P62JsdXOslFIo2+Uf9fSVFcnVUP6sjIclXoh97uVoBCIrM5PEYn4HWz54LAFy6nSXOF1y6nQVgrJuSdTU3Y3MBdO/SFsDvgYmlLyrkiu1bOaz4uaCySmRmUqsE6eCelgDuPnwifimoFBYUvywpE6jvZoN7KoP6zhIEQRBNFsqMEARBEATRXBEnRG7erP4lMBBDh4LPh7k5+vTBuXPYsAEAQkKqMybSTJmidXM1xv9+vdnV0jjsl0lGBroAJrp37TX376LS6nSDl2snADdj88T5gsDwjKHOHfh6Ouamhn3szc7dTN8wzw1ASNRjcR5BWnO5oEqSDkjLKQmPz1/rGwFAvOCiJOB9FqsiE/MB6PN1pBtbGegCEFQKxS8ne9hwL7DC7qY6nk75Mkjp6Oo7SxAEQTRZKDNCEARBEERzxc4Otra4fRsACgsREYGNG6svjRmDH35AQQHMzHD9enXGRJqRI2FjI6swNBRJSRo3u2GJTy9Kyir+YparOF8AwKQVf+44p2/+uC1+adfJxLZj69uJTwAUlryMiM/f+EF1LYwxbp1/8I8ueFZu1sbg+oNccR5BWvm0dRdlhuPr8X5eMli8+IIdoVDhRqHKKpWTBUrdhBqejuxrZdNBtuZIaHR2UlYxR/Ma1lmCIAhCy1BmhCAIgiCIZszw4fD3B4ALFwBg1Kjq9tGj8cMPuHgRU6ciKgrr18t2XLJE/tk02s+MiEQidfbUJGYUAZCpZNHDxlT65fA+nfyDkwBciMgEMKqflbh9dD+rH/yjL97OmjrUJiqpYP3c/jLKl03r5WxbXcuDx2Patdb3cu1k0qo6yXQoOEnRY//sMQ4d2hnVbReKRAD4ujp1L7HDxU3U19MlU3rKPZtGOjOiTWcJgiAILUOZEaJ5UFxcfPny5QsXLnz44Yd9+vRpFA1qoiEDGl2tJiQ1ZGrzslZDfhFEy8PbGwcOIDYWJ0/C3Bz9/3vg9fKCri4CA2FkBKGweruNRuFSS1UmA9Ig5VfFixV4tTXrSk7lAQB4D+h84HxCbFrhyWtp5qYG/R3Nxe1erla6OkxgeIaRvo5QKBLvRpFmbP/O0qf2yvDhj/8qKr0xe4yDQ+c2AErKagmk55YCsGxnyM25Gri4CTU8VYo2nSUIgiC0DGVGiOaBtbW1oaFhfn7+tGnTGkuDmmjIgEZXqwlJlVBJbTOyVkN+EUTLw9sbACIjcfVq9e9ixIVFoqNhbg5TUwwa1FgGytLgR/Z2Nm8FIDGzSLox+2mZ9EtvN2sAkYn5V+9lew+oqa/B4zE+g7pEJxeYmxqYGvMH9bBUaejs47NYrvL1dDqaGaU8rrUhJSa1EMBAJwuVBgI3N6ExT6FdZwmCIAgtI5toJ4imSX5+fk5Ojq5u/XN56mtQEw0Z0OhqNSGpEiqpbUbWasgvgmh5mJigb1/4+SE7W7bGqrc3YmIQEaHxU2m40+BpEQD9Hc2tLVodvJQkqKiSNP5xIVFaxqQVv69De78LD7MLynwG1loD4j3AOib1aUR8vqpntQAwNtRT9CMWeHO4XVhMrngjjJi95+IN+Dpj3DqrOhYXN6ExT6FdZwmCIAgtQ5kRonnAl6mb1xgamqYBja5WE5IqoZLaZmSthvwiiBaJlxeCg8HjyWZARo5EZSVCQzFhQiNZpi1++HBQYsYz79XnL9/Nuv4gd9q6i9HJBTIyXq6dgu9k8XjM2NoP6iNdO1VWiUKjsycMVrhrpt6smt7b2FDPe/X5wPCMxIyipdvDAsMzvpjlKskmnL3xqLXPgaXbw7ho4+ImGslTcHCWIAiCaLJQZoQgCIIgiObNyJEA4OaGtrWqc8LBAba2NQItmBle3f78fERM6tORn5wbsuRUyuPi/1swUEZmZF8rAG6O5m1b60u3O1ib2nZsLRFoWKzMW53fNA7AuNXnHWcf3X069otZrmvf7SsRqKwSlb6oePGykos2Lm6ikTwFB2cJgiCIJgstvSYIgiAIonnj7Q1Fm1RSUuQ0zp+P+fPly/v5wc+vwQzTJrNGvzZzpP29lAITI75dJxMAK95wlhbwHmAtClkgt2/KobfrNu5c7rFzuYf6hnk4d0g59HZsWmFOYZmnS0ddnVpfy032sDmwetituDyO2pS6CRU9nT/eaf54J7nCfmtG+K0ZwdEwMezOEgRBEE0Wer8mmiRCoejoUeTnSxqSkpIuXbokFAojIyMjIyNZJBWhmgbOarlrUGgAd50aUiuvkbta7oFVzVTO1qqkVlPWamC+VLpjVY4tQRAtER6P6WPfXpwvaGr0sGnr5WpVN1NQ+qJi9+m4N4fbcVfVlN0Uo8hZgiAIosnCaKISGEEoRXJsodw7UHTtGjN0KLZuxYoV4hYLC4v8/x4FeTxeXFycg4ODXElFqKSBu1ruGhQZwF2nhtTKbeSulntgVTKVu7UqqdWQtZqYL5XuWFVjqwkYhuHyecIwcr7br9sofofg0tiIqGO23Dg04ihaQE2zm5QvcmEYtaqrMgyjaJlDyya7oOzczXRFqzYIgiC0DDNij8ybOftjC9FioMwI0Tgof4tJSYEdt2+QuEuqpEEltepr4KhTQ2rVjyH3sdTX0DSt1dB8qTRWo0KZEVBmhBXKjCjr/opmRgiCIJoUlBl5ZaHMCNE40FsMQbQwKDMCyoywQpkRZd0pM0IQBNH4UGbklYU2QBIEQRAEQRAEQRAE8epCZ9MQBEEQBEE0D5gRexrbBIIgiOYKLc0jWKDMCEEQBEEQRLMhRET/2RMEQajMCIYyywQbtJuGaB4UFxefPHly0aJFUVFRDaiBe6OW1XKHu1qVrNKE2kaPQPOyVkPzRRAEQRAEQRCEDLRmhGgeWFtbGxoa5ufnT5s2rQE1cG/UslrucFerklWaUNvoEWhe1mpovgiCIAiCIAiCkIEyI0TzID8/n8/n6+vrN6wG7o1aVssd7mpVskoTahs9AioZ1ujWami+CIIgCIIgCIKQgXbTEM0DPp+vCQ3cG7WsVk0DuEsq6q4JtY0eAUXCTdNaDc0XQRAEQRAEQRAyUGaEIAiCIAiCIAiCIIhXF9pNQxAEQRBEs2TnTty9i82b0bZtTWNuLr74AgC++QZWVrLt7u6YOxeHDuHyZVlt9vbw8ICHh+bt1iQJkfkX/kjMSSt5+aLKqLVeL3fLCR92b2XSLJeVac6X49vu56SVLv5pcP26Pysob2NmINaTlVS87Jch6pskl+BDSXcuZ7EITP+0dxcnU1XVntz5ID2+iIvZ3CVVJT2+6MiW6N6eHcfMdmhw5QRBEPWAMiNEk0QoFB07xowYAXNzcUNSUlJaWppQKIyMjDQ1Ne3fv78iSUXI1cC9UctqFfrFPTJqmKohtapFQFEQ1IiABq1tPvNFEC2JsjL4+sLHB1On1jQGB8PXFwAGDcL8+TXtoaHw9YWbGwCEhVXL1GX6dBw+rDmTNUhVpXDz/KsX/kjU0WX6elkZtdZ7FFt47WTa3z/d33ByjNMAi8Y2UAU07UtkUGbsrbx6ZEbS44vWTbu4ZNvgfqM6i/VEX83RXGYkJiwnwDeBRcBrRrd6ZEZuX8q6fSmLi9ncJVUlP7NU7BplRgiCaCIwIpGosW0gXkUYhhH/IvcOFF27xgwdiq1bsWKFuMXCwiI/P1/8O4/Hi4uLc3BwkCupCLkauDdqWa0iv7hHRh1TNaRWpQgoCoI6EdCctc1ovjQHwzBcPk8YBnXF6jaK3yG4NDYi6pgtNw6NOIoWUNNsuY2RkXBzw8cf46efahpnzMDdu3j2DMOH18pxzJ8PX1+kp8PaGosXY9cunDsHH58agcREzJmDGzewYwcWL66Pg+r8T8UwjChkgXKxEXtCRPLFNswMDvZPHvuew/IdQwyN9cSN106mrX872Ki1nl/C9NZtm02RZk37smb8+dhbeaeevKdqxyC/xI3vXdly0UecGVkz/nz01ZyAkvfVMYYjFYKqMfq+HpNt1p8Yo6aq2Ju5z56UD57QtQElVeX2pcxPRwf4zHNcuW9YgysnCLmMYPZwfJuVeTNnf2whWgy0ZoRoijAeHkhOhp2dpCUvL4+jpCLkauDeqGW1ivziHhk1rdKEWpUiAAVBUCcCKhnWUueLIFoS/fvD2BgRETUtQiHOncOsWSgsxKlTEArB+6+i2q1bsLeHtbVCbQ4O+P13ODoiMLA+mZHGJerK42D/5AHe1p/9Ply63WOyzXvr+u1dE37il5jZX/WTvlQhqNLj6yhSyH61qlKoo6uwVh17X6XUwxd22K2tn2RdhEIRAB6PUXRV0aWGQu4QcueixyBLRRpQ2wXuktyvKqXuLNT7fuNiCYtyNe9kgiCaF5QZIZoqHJIdKks2LxT51VL9lYtcZ5tmBGi+CKIxGD8ex4/XZECuX0dpKcaORXk5jhzB1asYPhwAiosRE4OFC5VoE6+1Sk/XrM2a4PTuOACzv+xb99KUJT3btDdw8ewgfnnxr4dHNkenxhSKH6Sdh3ZYut29m4uZ+GpR/ovdK29d9k+qEAh1dBmXoR2Xbne37dVOfDU15umOj29EhTwWCkWm5gYTF/aY/VVfyVMlS9/blzK/nRHsNb3b8p3K67hw9OXg93ePbr23KWCc9Oaa49vu+62/s+P6JGsH04TI/N9W3YoOzRYKRW0tDact6/XO565yR2T3S8Lm+aEhR1IAfDnloomZ/uG0meL2u5ezdq64kXzvKY/H9BpiuWr/MCv7NuJL384I1uPzeg623L4sTEeXt/rA8Gsn05LuPvFLmC5RG+SXuPOTG+v/GePi2VFpcOpSdwivGd3YZ3nj7JDoq9li+7+dEQxg/HzHnStupMYUioVX7vMUu8BdUsyNs492r7yVHl/E4zHuE7sOf9Nu+7Kwrw6PFC+xYfdCrHzb4rCMxGc6usz4+U4rfh0a5Je457PwguwyAyPdt1f3ls6Isfuo1BKWSWf/KyAIoqVCmRGCIAiCIJoro0bhyBFcuQIvLwAICgKPBx8fPHsGAJcuVWdGLl0CgLFjlWi7eRMAunfXnL2aIuJCBt9Ap6e7nG/4DY31xs93Ev9+cueDbUvCBnhbz1zjqsvnxd/KO7r13mc+gUfSZ4q/V/9ySlB6fNGiLYMsuhoXZJUdWBe5bOjpoxnvGBrrJUTmrxhx1sRM/+NdHm0tDe//m+23/k5ydMGGU9VhZelbIRAWF7wsK6loQF8837Dd90VE0J8PpTMj5/bFd+ja2trBND48b9nQ0+06Gn3y29DW7fSvHE3Z90VEeVnlvA1uMjqV+iVh1Ex7kRDnDyS8vsDJ1rn6OVlQXvnZ+MCJC3vMXOOacq/g4MaolWMCDqW8Lb76okSQnFIS7J80ZKJNQXZZF6c2L0oEzwrKpdWKg1MhqOISnLrUHULpLJeVVBQXvJR0fxRXdOPMowkLur+zxvXBjdwTOx6sHnf+r4czVJIEcO1k2pdTgrq5tFt70AvA4c3RP8wLFZRXVQiEXLxIfVB481z6tOW9bHq0DdifcHp3XH7m8/iI/On/c2ljbnD0x3sH1t3u6W4pTm2w+6jUEvZJZ7mT6zdHBEE0CygzQhAEQRBEc0WcELl5s/qXwEAMHQo+H+bm6NMH585hwwYACAmpzphIU16O0tLq39PSEB6OtWsBKF9a0gQpLRI4uSmpRA7Af1OUTY+2m86PE7/0nGorKK86vj0mMTLfaYBFeVllTFju26t6T1naSyzQqg3/xI4Hj2ILnQZYbFsSpqPL7Lo1uZ2lEQCPyTZtzA33rgkPD8wY4G3N3neQTxdF5VHq7Yu1g2nPwZbB/klLtrmLH/iT7xWkxhQu+XkwgB0f3+Ab6Eis9ZxqW/D4uf+mqDlf95NZDMLul7Skq5dVfubz8wcSBoyzliw9qKoUrT7gOXrWawC8ZnR7/kxwclds8r0CyeKF9PiiT/d6ShI6mkBmiC8mXmCZ5brds1NL1h70GjnTHsDImfYVL6vO7o1PiMx37C87C+ySvywLs7I32XFjsoGRLoChU20+7HciLbaQoxe5j0olyt0ndp3Q5vcbZ9P9Et6ydjAF4DTA4v2ef187kSaOPPudrNQSlkl38ezIcidz9IUgiOZIPfdSEgRBEARBNDp2drC1xe3bAFBYiIgIeHtXXxozBlFRKCgAgOvXqzMm0kybhtatq3+cnTFvHgoK8PPP1ctMmh0mZgZKZfzTZu64MUm6pY25AYDnxQIAenyeHp8X9OfD4ENJgvJKACNn2u+4PslpgEVR/ou4W3lDJtmInyTFTFnSE8Dlw8nsfTXkC4Cx7zkUF7wMD8wQvwz6I1FHlxk16zVBeeWDG7ky1q7aP8wvYbpMWkSpX0rh8Rjxw7yYXkM6AMjPfC4t4D1HsyWxZYZgn2W53UfM6CZ5KV6tU5j3QiXJ+PC8vIznPvOcxMkIAHwD3Ukf9VDJC4lyQ2M9Q2Pdbi7txGkRAFb2JgBePK9U6qNSS9gnvWHvZIIgmhG0ZoQgCIIgiGbM8OHw9weACxcAYNSo6vbRo/HDD7h4EVOnIioK69fLdly2DM7O1b/zeGjXDl5eMDHRjtUNjIGR7oPrOUrFeDwmJ63k6rHUjMRn+ZmlCRH50jsddHR5n+713PR+6IZ3LotLZri/3nX07NfaWRrFR+QDuOyfdOPsIxmdxQXl7H015AuAUe/Yb1tyLfhQ0iCfLkKh6OLBpMETurYxM7h9KROAQ7/20sLS5TAkKPVLKfpGutIFPpk6xT71jXTrcMinCQAAIABJREFUXdWVIzJDsM+y3O7SLrDUK2WRzEkrAdDZoVaQLbsaq+SFtEIdPZ5551YyMiKhSDK0Ih+VWsI+6Q14JxME0bygzAhBEARBEM0Yb28cOIDYWJw8CXNz9O9f3e7lBV1dBAbCyAhCYfV2G2nGjpXdX9N8cfHsGB6Y8TS3TO7z28bZIX2Gdxo319Hv29sH1t02MNLtP6aznXO7KUt6ZacU7/ui5nSfMbMd+o3ufPVYSkRQZnhgxr1/c37/+vZPIRPEV4e9addzsGz5jw62rdn7qvplO0dfABga64182z7YP2nlPs/713IKc1+M/8AJgFAIAHwDrv/lsvvV7FA6yy0A9X1kmfSGupMJgmheUGaEIAiCIIhmjHj7TGQkrl6t2UoDVBcWiY6GuTlMTTFoUGMZqA08JtuEB2ac902oe/zK/Ws5QX8+LCl86eLZ4cC62z0HW/50ZYLkLNLfv74tLVwhqDJopTtlaa8pS3tVVQrP/Ba3bUmY/6boed+5ATBuw5+8uKe0vKC8UpKAUNT3m+OjG9wXcWYEwJjZrwX9+fDy4eSoK9mm5gbiyiDdercDEHcr7/UPa6rpxofnhQdmjJvnZG5VsxKhk52JUr8anKqKWis40h5wrcTBhaykZ0pnWRN0tDMBkBbz1HOqraQx91Gp4h71h91HpZYonfSGupMJgmheUJ0RgiAIgiCaMSYm6NsXfn7IzpZdA+LtjZgYREQoP5WmueP9voOFdau/vrt772q2dHtR/ovN80IBzPrCNT2+CID7xK6Sh0kA106kAhDvRAg7nTZG3zfoj0TxJR1d3sRFPXR0GaFQ1MXJ1LKrcejx1JLCl5K+N84+Gmu4f/fKm+x9NeGLpLHfqM4W1q3CAzOvHk8d8+5r4u0Y7SyNujiZRgRliutEiDmx48Ef39yR2Sqi1C+5CJWftaIQXb7Oi9LKF6U1x/TcvZxVf3V1UDrLGsKxv7m1Q5uA/QmSSJaXVZ7aFauJsdh9VGoJ+6Q34J1MEETzgtaMEE0SQSUCY3AnDUIhOppidC/Y16xgFJ2JZnpboUt7FgVyKBPgUmy1Tisz+PSCtVkDm12X60kiPR3GzVa6TXTxAVMmwKgeaKWvcQNOR8HVWmVPQxNEpS+Z8S4AUFAqupXKPHsusreUcUQhirpsD8IbA9FJzk5v0Z1HTMZT+dpcrdGlvdxIqqwkPAXZz2oaGUakr8vYtcdrHeT3YhmUgz1KxFQy5ko8eDx41qnhVyXE2Wj0toZN7T+H8BQIhRhkX6sxtxg3kzGoGyybZx0FglCMlxe2bAGPJ5sBGTkSlZUIDcWffzaSZdpCj6+z9tDI1ePOrxhxdtibdh6TbXT5vJR7T0/vji3MffHeun49BlkWZJfp8Xkndjzo7dnRoX/7xMgn+7+KzEh8hv/KNwye0LWjbeu9n0fo8nVeczV7Xiw4ty+hqlI0Yno3AEu3u6+dFLTc8/S879zad2qVFFWwe+VNU3ODtz51Udo3Iihz3bSLI9/u9r89ng3ii7T8mNkOf313F8Dod1+TNC7YNGDtpKBV3uff+dzVpJ3+9dOPgv58OHFhd7OOsjt02P2SQZevA+Dc3rjCnLIxs+tTV7W3Z8drJ9O+fvPSlKU9RULRiV8eFGSX1UOPIhz6mbPPsuZYvnPIp6MDlrifmrasF8NjTu16kJ+pkTUjSn1UagnLpJuaG7LcyQRBtGAoM0I0PXKLMdcXRWUYZAceD8Gx8P0XH3lh7lDxdWbzOfxvnGqZkZtJWHcS5ZUYYAseDwFR8A3F2omY2EcjLkj48zpjagTpB+MfAxn/W1jlrY20CICNZ0RrJzEqZUYKy7DhNPPXhwBE0RnM0j8Z63bobMbsCYVTR+yYBR22tWYsXUTdOjBf/4M979ftxVx6gAsx1S+evYAeD0bV8RF94s10aS8nkvVQcjQcd9Ph8F/qQSRi7mfiZSVmDcbHY+RoZBmUgz1KxFQy5n4m/rqOi6tgUuu8BtHlOGb9afyzWI7yijqZkaQcrD+NbW83emaEkVfdT83Glo06wXlFwjVyJLZsgZsb2rat1e7gAFtbpKZi5MhGskyLOHt0+O32lF//dzP075SQI9XnqnRxMl3ys7vXjG4AzDoafXVk1Ob5oUuGnAKgo8tM/qjnB9+7LRp4MvZm3uAJXXk8Zsul8d/PCtm68F9xdxMz/SU/DxZ3HzLRZsOpMb8su752UpD4aveBFqv2DxNXA2HvW1UpfFFaISivaihfpPGe4/DXd3dte7W171Pzj8GQiTbrjozc+cnNVWMDxM6+9Ynzh5vlbKli90uGgT7WDn3bhx5LDT2WOqKOJVyYurxXRmLR2T3x4iN1hr1hu+Rn9w3vXK6HKrkoneWGGqgu/UZ13ho8/vevb29fFsY30PWZ69i1R1vJ/dCAKPVRqSXsk85yJxME0YJhRCJaG0Y0Asx//63LuQO/OYXwFPz1Idr+90/J9iD43cDhRdUrR56VwUgfejqyHRWRko9398DDAd9MhoFedeP3Z/DPHRz8EI4K1gs0CIv8YGqEjW9Uv/wxEP638JkP3nDT4KDSDF4vWjupevUHR74/AyP96ofzKdvh1Kna/sfPMGUbVo3HtH5s3dm7vLFD9MFwZmwvNg3eP8K1a03QxMhEUilylXx6GBVCbJtZ0yIU4fszOHlX/p3AMihHe1jEVDIm/Qmm7sSaCbLBX3oQZS/hO1e5cgBhiVjuj21vY4hGzo9kGIbj50mLeVav66/YNZl2RY2vWrigSsTkSjbxf1gYRt4nmgrdGVHIAuViI/aEiJSICYWih3eelBa9tOnZru4SCaFQlBrzVCQU2bmYKTqFpEJQFXMtp33nVpIzU6UpyC5Ljyu0d23fuq2cFD97X1Vh90VMzqOSt238F28d/MYK57pXH6cUFzwu6zHIQukBMex+SVMhqOLxGHVOnKkQVD24nmvr3K4Nt/OJVYXLLDc4JYUvZUJ34peY7cuu7707VTpp1VCw+MjdEpZJb9g7mWgKjGD2cHyblXkzZ3tsIVoQtGaEaHpkPUWfLjVpEQCLRyEsGU+KqzMjcY9ha4HnL5FdiD5dqxdfVFQhPBkd28LOXFbhzktoY4gNU2slU1b64NpDRKRUP4I+fym6nsSUCURGfGa4U43kzSS81gHPy0XRWeAxTB9rWLUFIIp9DIDp0alGYUKOqEpYq0WGLedxOFz07VTGp/a/bmUCUdjD6qG9utesyLieBMcOiH8sevqC8XwNcY/lWqJEiQzhKcgpFunwGAcL+bs2cotx8i6OfVQd0n42oqn9qz8NOrWBhQnisoB+SMmXH3zrdgq7iJnWn9n/L9gzI9qEx+D9oTh5V5Scz2g0R6amMV3aw7kzLtyrlRkpKMWtZKydqGUz1YfLQy/3FEOLRzv5F6IlweMxjv3rfBRKXe3momQhoR5fx9XLStFVs45GipIUSvuqCrsvYs7+Fqejy4ye/Zrcq53sTMQVN5XC7pc00uUt6oceX6fPcMX/MKgNl1lucKZY+A3y6bLhVM2WtoD9CYbGenaasYTFR+6WsEx6w97JBEE0fSgzQjQ9upjhYqzo4gNmZA+IvwTQ4eHIohqBVUfxv3EY1A1rjsHbGZ+/DgDbgnDuHg4vktUmFOHfh3jTTXaNiZ4OAj6p/j08Bav/Ztq1gr0lcz8D2y9i17vVtTlWHcUQB/ybyPSzQVIunpaKdr7H9O3C3EzGn9cRvAqSrylWHGKm9IeizMiW8zgagR/eYry612pPyMGyvxgjPuwtmdjH2BWM3XOqNzv8zx/u9vj3IQOIvpvGrD8l1xIlSqRZehCxWejblSmvxLokLB+Nd91lZQLuwcq0eqeSng7WTqz5FiYpD7nFIjc7BkArffnBZ+kixqsHfrwgup/FODeV/zZEd9IZgGmjlc1NymAzZko/fHsKj5/VFGo5fw98XYyT8x0pQRDEq8DG2SHPnwnCTj+a/qmLhhZfENwZ+55DgG/CtzOCB3h3Ln9eeeGPxKSoguU7hmht0UoTtIQgiGYEZUaIpsfiUXiYy6w5Bn1dDLJDn64Y5iCnqoiliWj1BGbdCdHoXkxVFQ6HY8t0OemAlHwIRSIXa4UfhhVVWHMMg7pVb3koE2DRH/jsbxxcWC0Qk4kzH6OtEQSVmLmb8b+Bvl0wvjd2XcbVBAx3AiCKSGXySjC+t/whtpzH4XB0s8AwR9lLq46gpxW2zACPgaASH/6Br/7Bb3Oqrz54jIBPYKzP8HWx/pR8S5QqAQCI7mcxN5JwYkl1xufANez/F+8Mhsx/CeEpcO4sY6PoTjrzxzXcSMKcIdUbYZQFX04XMZYmaKXPRKaisTIjecWic/ckr5jYLObUXTh31tAGk4Y0ZpwzfgjAhft436O65Uw0Jrkq3FYWm4Xlh2q1FD1vGLMJgiCaBg/vPslKKh77nsPc9f0b2xYCK/cN62DT+rJ/8rUTqQyP6T7QYsOpMUMm2rzKlhAE0YygzAjR9GhrhD8+EEWkMqHxuP0IoRex7SJG98Q3k8Gvdccy411wNYHZcBrlFZjaV5ykkEH0/CUD1p36YQ/x7AWW/Fedz4iPuZ7432Ek5VVv3hnqUL21h6+LHp3wrBwALE3gZouzUeJBmYB76NdV7qkruJoAAEtGYccl/HQBn46rse3OIyarSLTxTUacnuDr4l13rDqK5y+rd6l4OqC9cY0qeZYoVyKOVWt9APC/hTfcYGeO9z1qHrCluZeB+cNk2hiBACN7QI+HgzfRw6raZdbgy+1STZ8uSMyRM7R2SMljNp0FgJeVqBLBuTMWeeEtbZV9UccYPR34OCPwv8xIQg6S8/DtFIXK+bowN67VUsW19iFBEESzYP/9NxvbBKIW767t++7avo1tBdCULCEIorlAmRGiicK42Vaf6FFYhhO3sesyrNviozqnC3zxOkb/AAO+dMahlp4enQAw+SUKRyouhw5Tq2aHU0cAeFxUnRlx7CilribDIprcl/nqH5QJoK+LoBjRZxPkZ190GNGPbzNutigXYN9VuNnVrBzJKQbAzPOtERafqPcgCwPsAKBn7eUbci1RqkSMTXusGItdwTgaAbNWGOaIGYPk1GR5WSmyMJF1RHzEycQ+2HAaX/2DK2uqV5qwBF9RFwB8HQgq6oRJWwyyr65LKqjEd2cQEif6yIvhXs23UY0Rvd6X+ecOEnLg2AFn7sLRkq1+sL2lbAmSsETcTGko2wmCIAiCIAiixUCZEaKJ8TAHv4aI5g+rKWXa1ghzhyI2C9eT5WRGQuLAYyCowJlo+Wem6OnAui3CU/BOnbP6lh+ClamouxUjAoSimkf34jIAUFZznhnVA9+fxfn7IgM9RodhvBVUFR3iwIhTPAuG40YSvj6Jw4uqN56Ih9gyHXq1/xKdVKnKxl3JO4PwlhvCHiI8BVfice4ejn5UKyUEgMdUJ1bE5BbDvHVNZNxfw8m7yC+ptl9u8Nm7ABCJmsRhG3xdrJuMtCfMp0fgv0j+ep8mZgzjbIVuFrhwD69Z4vx9LByhZTM1Cp3aqyp0ai9RP87vT4i5njPzsz5W9o36vtdkSIjMv/BHYk5aycsXVUat9Xq5W074sHsrE35j24Xj2+7npJUu/mkw9y7PCsrF9VZO7nyQHl+07JchGrNO2wQfSrpzOYtFYPqnvbs4qXyIjEqB0lxU0+OLjmyJ7u3ZcczsxtjbSxAEAKD+540RhEawaoewh8y5aNn2wjJ0qFNDJKMAP57Hh16YOww/XUBGgXydk/oh7KEoOkO6TRT7GGEP0aYVrNpCKBJFpddcE0t2V5ae0OFhQm+ExDJBMfBxUX6KMI/BhqmoqMLnx8QNjK0ZANHzCgywE/+IGAZBMVCl6D1HJaL7WfjmFPR0MNwJq3zgtwAvK0UPHsuqa2PIJFQ3iu6kY/xPCE+uuZpVCB6Ddq0A+cFX0kVMYZn0Np/GhMdg/RQIKvDtycY2hbMxE10RGINrD1FarrCuTTNEJJL9kduuSLip/Wg/XCwRa/RoNIWIEdJEXXkc4JtQ8LissQ1pfKoqhf8358pCtxOnd8dWCoRGrfUexRbuXnXrPaej8eF5jW0dIoMyg/5M5CicHl/0fs+/k+4+Eb+8fSkr8HeufZsFMWE5Ab4JLD/5maX1UKtSoDQX1fzM0gDfhOir2ZpQThAER2jNCNHEMOJj7jDsvYKiMox1FhkbMC/KcSEG0RnY/k4tSaEIa/+BrTnmDIFQhMuxWHMcfh/IlhQF8M4ghMQyS//EB8MxzAH6fFx7yOwKho0Z3h3MGPHRy4pZfwrbZqJLe1F0JvPbFfg41zo2WBETXfHuHgCivXM5fS9rbYYVY7HxLHaHYOEIvNYBbrbMzxdga4bXOiDtCbPhNDq1hYEet2ABAEcljKEezkTB0gQLhoPHIPAeAMbBUlZbXxvkFld36dsFjpbYEojt76JTG9xMwv5/8UZ/6OkoCj5bFzFCEWKzMNFVBQcl5DwTBT2o5VRvazk1d1WiS3vMHYbfQkRnopnX5SUaWAblaA93s5UaA8DHBduDsDMYPr1h1PhfaRIEQTRfNs4OCfZPHvuew/IdQwyNqz80r51MW/928JoJgX4J01u3bRp5fA7Eh+elxRZKXr69urfPvDpF35szy3d6LN9ZXR+tQlA1Rt/XY7LN+hNj1FSrUqBaXlQJgpCGMiNE0+PDYTDWx8HruBBTnW7oaoYfZ8DdvpbY3quIz4b/IgDgMfhuGmb8ij1X5Gwx0NPBr+9hxyXsuIRtF6vlxznj47HVz5Y/zcT6U5i6EzoMIwLe6I+PuX3WOnaArTmqqpjesue5KGRaP1xPxL6rogF2TN+u2PQWvj2Jt3+DDoMqEQbbs9XUVAQXJfYW+HIitl7A/n/BACaGom+mMDayJ/6IPB2Z78/U7C3aNgtrj2Piz9BhIAKmD8CKsQBr8BV1EeuPSmeqRBjymso+Arifydw/VqtF7mlEqjJvKC7GMFsD4fGanHQYy6Ac7VHJbHZjALQ1gqcjQuJFq8fTJgmCIDSHUCgSCUU6ijeWKhWoqhSyXFVVGwvsAwmFIrlntUZdeRzsnzzA2/qz34dLt3tMtnlvXb+9a8JP/BIz+6tau3S5xARAPY6GVcd9ufQYVOebD7XtrxBU6XFe06p09lkEFE2ZSshVUtcFuYGCglCoJKz0EkfqBoo9tizTpNQYlf5mCaLlwYhoGSvRGDD/7X1nuwOflYmSnzC27Tkt3+CCUITMAlGpgHHsAJ06b/0VVch4iq5mci5pmooqpOTDzlz5lhw1lQhFyC4CIFteREKVEN4/4ovXa50mU1wuynwqP2iKUNRly3nkl2ITnSbQAmEYpgE/T8TvEDIK5TY2fRT50rCOaGcU7SDX7KbvC8OwfqIp786IQhYoFxuxJ0SkXIyFjbNDgv58uC30dRfPjnIF7l/L2fd5eExYrlAoMjU3mLiwx6y1rtLPWiwC384IBjByZrftS8LyMp7r8XkTFnSf950bS9kORdp2LL9+8eDD325P7dC1tUR43+fhZ/bE7Yt+w9yqVWrM0x0f34gKeSzpOPurvpLnum9nBOvxeT0HW25fFqajy1t9YLjXjG7S4347IzjkSPKOsEk93WUfd1+UVlw+nOzi2cHawZSjy+PnO+5ccSM1ppDHY5yHdli5z9PKvo1SF9g1rxl/PvZW3qkn74lHSbr7xC9hukRPkF/izk9urP9njItnx83zQ0OOpLworTA01jMx0z+cNnPj7JDoq9mH02aqY7+4b1H+i90rb132T6oQCHV0GZehHZdud7ft1a7uVHKZfZZZUzplEljWjMhVcvGvh0c2R6fGFIrTJc5DOyzd7t7NxQyAdKCUhkIl4RtnH+1eeSs9vojHY9wndh3+pt32ZWFfHR7Zb5Sc79JuX8r8dHSAzzzHlfuGSSvftjgsI/GZji4zfr7Til+HBvkl7vksvCC7zMBI9+3VvaUzdyw+KjWG/U+pJTGC2cPxbVbmzZzTYwvR/KE1I0QTpo0R07dLQyrkMejSXmGqXE9Hzlkt2kFPh+2QkQZUwmMU5kTE6PAwewgO36qVGTExqCmIyxG5XZ6/xMm7+H2+aqoIgiAIbRERlPnZuPOWXY0/3uXRxtzgVkC63/o796/lbL08gYvAixJBUvTTq8dT5q53s3Np9/DOk/1fRj68++SXa5NUHW7Ym3bHt8cEH0x65/PqDZhCoShgf4Jtr3bmVq0SIvNXjDhrYqb/8S6PtpaG9//N9lt/Jzm6YMOp6lWKL0oEySklwf5JQybaFGSXdXGSLTcbcSGDb6BTNy0CwNBYb/z8mg9BpS4/iiu6cebRhAXd31nj+uBG7okdD1aPO//XwxnsLnCJtoQXJYJnBeXSLRUCYXHBywpBFYBRM+1FQpw/kPD6Aidb53YAykoqigteqmm/uPuXU4LS44sWbRlk0dW4IKvswLrIZUNPH814R7L/SNpI9tlnnzWlU8aFukpO7nywbUnYAG/rmWtcdfm8+Ft5R7fe+8wn8Ej6TB6PkQ6U0lBwF752Mu3LKUHdXNqtPegF4PDm6B/mhQrKqyoEQo5epD4ovHkufdryXjY92gbsTzi9Oy4/83l8RP70/7m0MTc4+uO9A+tu93S3FKc22H1kN0bpnxJBvDpQZoQgiNq8Mxin7oiiM5je1g2s+a+bmNin+ixkgiAIounx44KrbcwNdt2abGpuCMBzqq1lF+MD624H/p7gPceRi8CTrOef7B76+ofdAQzy6cLX19m96tbVf1I9p9qqOpyVvUmwf01a4e7lrMLcFx98PwDAtiVhOrrMrluT21kaAfCYbNPG3HDvmvDwwIwB3tUfXunxRZ/u9ZTOcUhTWiRwcuP0dYhSl7NTS9Ye9Bo50x7AyJn2FS+rzu6NT4jMd/bowOICF80ccfWyys98fv5AwoBx1nWXJNTbfsf+5uVllTFhuW+v6j1lafUBfK3a8E/sePAottBpgJxPc/bZVzpr7FPGERklX0y8YNOj7abz48QvPafaCsqrjm+PSYzM/3/2zj0uxuyP45+ZpukiFUmSlLSJLtiIkoSQtIRdl9jcYtfKbS92retiWWvXrrt1F6tl+UWStCVF0o1Quohu2m5SKpVpmvn98bTTNM3lmZlKOO9Xf5jznOd7Oc95JufbOd9vcxekDEVzRVI671kWbWSuvTfGU12TBWD4FNPP7AKEE8HIpCinSiDccaKJh86JmKBcv/Rp1D4mS/uu86z+vhWQTT1u/+1JUnyUbgydV4lAeE94BzdKEQgEpWAysPtTMFvhy6GPAd0ELoT3Hmq/KoPR5IdCpLH9/7zZEXvj7rfbESM0Jy2uuCinym2OBbWEppj2dX8mkxFzOZdOBwBsdZUJCxtXthMX9wMQdf6pAurGzbHISi7LTGqotxLq95itruI627y8pCY1tnjYJFNqLUcx2dcKwPW/GoujMZkMt7nSaqBq66krPyaUopFC5z6ofShlxTVSXKApWXmUtF+VzVRlM0NPPQ4/k8mp5QIY7WW+9/YksWERSH36dJ6azEdGBxEh/tlee2OabFnS0VcH8KqCI/ZeSUNBv3NaXHFx3iv3BZZUJAIAW5016Yt+8nohEK6hpaqhxept21lwvMvIXBtAzSuuTB+lG0PzVSIQ3hPInhECgdCM7jqM7orsYpWBi1J/BSK8b4jNNCG2nUDxNubmILQrCrMrAVjYNUnOra7J0tRWpf7CLLMDACsHA+EUjxpaquqarFcvxaxCZUpzX2B5YkPitZOPzQd0qePUh/tnjv3UQpWtkhZfAuC6f2ZMUI6IzAqhIydqmiwpuRLUNVkptwsljgVtIylFwi4L/1uSCzQlK4+S9quwmF8fdt4+L3LLrOtMJsN6mIHjRyZjvD8QXkgLI+Xp03lq0h8ZTUSEMJmMwuzKqPNZeRkvS55VpceXSDnSImUo6HemxryHRZP/RxmYaMnrRZMHocrU79FBpA+fxxeoluSjdGNovkoEwnsCiYwQCC1PRUXF9evXr1279tlnnw0YMKA9i20lUwkEAoHwlsIUtzQVrMFkdlDTkC+VuBRpeoaadq5G4f6ZS35zCD+TWc/lj5/feMZkxCdmVg6iWUK69eoIetg6G8aF5L0oqha7yN/mHTHApbtAncwxkYR0F5SRLBfKaBnrbWE3pkfU+afxoc/iQvIe3Cw8sTHxtwgPsdtGZD59JZ+aAvhtSjy+IVFdkzVobA8zm86Tfa0LnlYcWRPfehrbHiV9bPuHQiC0T0hkhEBoeYyNjTU0NEpKSqZOndrOxbaSqQQCgUB469DtqgEgL61cuLGey6uuqBvg0p1OBwDpic+Fr9ZWc2uruR10xNSmoSPNbV6fzTPD713PD/V7bGyhY+PUDUB3M20AWjpszyVWwvdyarlsdbr/s3XyNI0Lybt6NF2QBETAw1uFoaceV5a9Hj+/Dx0jpSPWBZruN7lU12SnQ3YKrX0lyttfx6lX78CavNR68lLrei7v8h+pu3yj/bff/+HCmOadpTz9Fnlq8pKf+fL4hkQrB4PfbngI6iud2JjYSuooDM20AWQnvxDOrVOUU9VK6qT7KN2YN/JQCIR2C8kzQiC0PCUlJYWFhSxWC/9SaQ2xrWQqgUAgEN46bJ0NdfXVr53MoCqeUFw5nMbj8a0dDeh0AFBWVPMgqkDoaioA54/NFFAHwGWamZYu+/KhtPuRBePmNCSP6Gmpa2CiFXkhq7LsteDGmKCccRrHDn5zh6azbvMsuhp3OP3jPWFrAZSX1OxYEAlg9pqBNI2UjlgX5JXMYqvUVHFrquoELfeu5zfXxWt2TERJ+6MDs8eqHQ09mUF9VGExJy7up8Ji8CTsN5Hy9FvkqclLblo5AMeJJsJlp28FZAGgWSZGAfoM0je20Ak+li7wtLaae2n/o1ZSJ91H6ca8kYdCILRbyHKIQGh52Gwxfxxrn2JbyVQCgUAgtGdO/3iv05E04Rbfat9IAAAgAElEQVTNjqrL9zl99vOQ7fMiv3a9MvO7Afo9OiT+k3/k+7ielrqTl1oBYDIZ0jtQbPj4ny92OvSy7nQ/suCPVbG2w7uJLUxDRxqTyRjnbXFhdzKTyRgrFFZYuttx7aTQ5c6BC34c3KV7h8yk0oPf3NHVV5/2tS3NEVBlq6w9M/rb8VdXjgwa8YmZk6cpi818+uBF4MFHZUU1czbY9RtqQN9lKUhyQS7J/Z0Nb13M3vhJ2OSlVnweP2BPSmlBtXAHFlsFwJXDqWWF1WO9FdTSHAcPE8NeHQ9/H89iq3wwUO9VBefKkfR6Ln/k9N6SbpHy9JV/avJiYaevymYG7E3p72xoMahLRsLzY+sT8jJeohWOLAmzfN+wr8cE+zpemrrMmsFkXNqfUvKstfaMyPRRujFt/1AIhHYLiYwQCAQCgUAgvF/Ehz4TadHWU1u+z8ltbh9VtsrBVbGrJ4QAYDIZrrPMF/86VLC1XmYHDS3VKcust8+7Uc/lM5mMUTN7L9szTJIZMqUBcJtncWF3sp2rkb5RYwbKYRNNt1wau2fZ7bWTQqmWvkO6rjo2QlJmULHYOHX7I3Hyga/uRP79NOJsQyWOnpa6vr87jhKqOULHSOmIdUEuyVOWW+dllAcdSosLyQMw4uNevr87bpl1XdBhiLuxxYddIs9nRZ7PEi6YoqT9TCbjl7AJW2dH7Pz8JtWirafm+7vDqBniIyPSn36LPDW50DPUXH/WdYdPpO+wSwBUWAzPL6wWbh28eMjFR3eKHTxMWkmvnWuPneETTmxM3L0smq3Ocp/fx6RfJ8EYtiwyfZRuTNs/FAKh3cLgk7T1hDcB47/CjO/wDFRTU7ty5Yqrq2v7F9tKphLeKxgMRhu8ze9SSde2+fIjI9ZmMBhK/UZjMBj8iEWyu408FMGX3U15/n1a8fzZq75Duwpv0ZfZYfWEq/ejCoMr59Vx6lNuF1nadxXUClVSnSRKC6pzU8vMB3bp2ElNrhuF4fH4j+8+ryp/bWrVWc9Q4oJQYSNlQlMyNaq9bDrrSKg3XMepZzIZksq7KGN/Hac++VZhlx4dBIVjm0P/6bfIU6MPj8fPSn7B5/HNbPWkl5tpKSrLXou4FrAnefey24fvTTEf0EXSXcogxUeaxrTxQ3kjjGQcovk1K/Jl/j4sWwggeUYI7RQej3/uHEpKFGx802IzMzPDwsJ4PF5CQkJCQoIiYsX1bA2xEmUqbW0LDCyB0Aw+/935ISPWPkeMQNHdTNvW2VDKElp6B1W2ygCX7jTDInTUSULPUHPgKCMl13JMJqPPIH071x5SwiJQwkiZ0JRMjaqksAjVQUrVW2XsV2WrDBxlJCUs0txOKU+/RZ4afZhMRm9bPfMBXdomLAJgcle/tZOuCbcEH0vX0FI1s9VrJY1SfKRpTBs/FAKhHUIiI4T2CP/2bcb06Th9WrHGNy7W0dFxzJgxXC539erVQ4YMycjIkFes2J6tIVaSTOWtVX5gCQQCgUAgEN46xs2xiA7M2TQjPORE+sV9KYvtAzKTShf9ZN9moZl2awyB0J4hp2kIbwbZ29KePoVZs1T29Bsl0ZZi26xnuxWr/MAS3h4knaZJS8Mvv8DZGd7etOTs24e0NOzZ09hSWgo9PfGXJLFrF7Kz8dtv4q/Ka5LyCFwgvMO8Y6dpFOPExsSshy/E1nMlvPOQpy/MqS13r/s/yc98yWAy+g7p+smXNsMmmhJj3izkNA1BOiQyQngzkK8YAuEdQ1JkJCwMY8ZgwQIcOUJLzuTJCAtDZSUApKVh6lTs2gUqB47wJelMmIDYWDx/Lv6qvCYpg4gLhHcYEhkhEAiE9gyJjBCkQ07TEAgEAqEd8e238Pdv+HdcHB49En/pbUHEBQKBQCAQCARCO4RU7SUQCATCm4HHAwBm0xD90KES+0u6xOGAzW5FkwRwuWC10K/NFrSZQFCM9ISSayczCrMrX9fUa3ZUtXY08Pisbwft1p2XL0trpSQQlcSrCs7+L2NYqswlvzmI1Jqt49Qf+OoOk8lY/OtQ4eSjinn309wbo2b0tnczltfCVuXivpTctHIpxY+FCTzwqLLs9azvByqv943MEDpc2PWwMLtqyW8O9G8RTDy5BlMuws9k3r2eL9JoZK5j49TNxqmboEUB41ub3LTys7/c7+9sONbb4k3bQiC8ScieEQKBQCC0HTNmYMYMhIXBxgYqKlBVhYsLMjMbO3h7w9QUAHx8sGQJAEye3NAiuERx+jT694eKCtTUoKICFxc8eNDyJlFXAwPRsydUVaGmhqVLUVHR5PY+fZoI9PNDly6IihLjQkkJ5s6FmhrU1KCqilGjkJysiM0EgjLUc3k/zb3x+eCAwIOPuByeZkfVnEdlB1fFzrE8lxZX3EpKc9PK51n9nXlPwiE3qXTQZuv30Ao8mLrLN1rk0m7f6IC9KX2HdBWERRT27uyO+8nRhYPG9lDAwlYlMSw/5ESG7H4AAIeJJid/SHwQVaCMxjcyQ+iTEPos9BTdARGZeHINplwkRxcGH00X+Tm8Om7Z8MBNM8IF3eQyvm0oeVYVfDT9vnJzhkB4ByB7RggEAoHQdlRWIjUVly9j0SKsXo2YGOzdi/Hj8fhxY4fSUgDw8gKPh+PHsWgRbGyaXAKwbx98feHmhtWrwWYjNhY7d8LdHbm5End8KGZSZSXu38eFC9i8Gba2uHsX69bh3j3cuiVqsAAOB6Wl4HDEuDB5ckP+VxMT5OdjwwYMH468PGhpKTKYBIJibPOOCPd/Mm6OxfK9wzS0VKnGWxezN88MX+0R4pc+vTUqd6bFFWc/KlP49rkb7RJCnwUfTXecaCJIHhl+JjPocJr7gj6jvcwFPRXz7kVR9YmNid8cHfG2F+zQN+owZZn1b4tvHU/5RGEhb2SGtBIiE2/mt/3dF/SR0l9Jtl1xG+reU/AxL6N8+9zIiLNPbId381xi1Xp6CQSC8pA9I4S3g4qKiosXLy5evDgpKUl6Y+tJaDNrJfVsDWuVl0nf2VYabcJbR1YWDh/Gb7/Bywt79mDhQmRmIiFBtNuoUXBxAYDx4zF3rujV7dvRrx+uXsWMGZgyBdu344svkJ8vRo7yJuXnY+9efPcd3N2xdi1+/hnR0fjf/2SLFXGhuhrR0ViwAEuXYuJELF6M339H374kEQmhTUm68W+4/xN7N+PvTrgIFr0AnDxN52ywKy+pDdjTZCMTjyc+42A9lydFSx2nXi6rpEujWH92dAdt1V98ol4UVQPIz3z562c3Tft1Wr638WSEvN4JOPvzfa1OaqNm9JbL7PaJp69V9qOyf04/lt1VHAqMIY/Hl/4EeTy+pIkkHZmS5aXfUAMHDxMFtCjmgrGF7rcnRgCIC8mT3lP6KyNde8u+jDKFS1EnRRedAWzZZ00gyAvZM0J4OzA2NtbQ0CgpKZk6dar0xtaT0GbWSurZGtYqL5O+s6002oS3DiYTM2Y0fnR0xOHDKJZzg3Z2NqqqmrTo6wNocs6lpUxSV8fChY1XFy/GqlU4fx5Tpsinhc0Gm41Tp9C/P6ZMgbo6vLzg5aWIwQSCwgQeTAXgve7D5pcm+1rpdFG3de4GYNOMcFU208rBYPeyaBUW89vjLlTUICv5xd4VMUkR//J4fF199Ymf9/Ne/6HgJMs/px+f3XE/K7mMx+MzmQyb4d2W7nbsbau3wycy4uxTAOsm/6Otp/ZXdsO8ly5NhK7GWisPDN8y6/qPsyJ+CnZbOymUz+NvChgjnHmEpnci1HHqAw+mTvCxlDJuiWHPNs0IHzW99/J9TlK6tfi9zbmw66Hf5rtSpHUz6Wg7vNul/Y/GzP5AAflyjeHDW4VHvo9Lji4SPMHZaweqslUAUEdIJvj02bcyJiu5jJoP3xxxNjLXAbB3+e1//nz8R+KUbiYdBdKOfB93+VDqkfsf6xt1kCJZhE0zwjPvPfdLny5oCfXL2PdlzOb/jb3mlyEy8bZ5R9yPKhDMQOlapLtAE2MLXQDFuVVir0p6Zehol/76lJfUHPwm9rp/Zh2Hp8Ji2A43XLrbsZd1Zzo2C1TvWhKdl/FShcWY4GO58sDwUL+MQ9/FlRZUq2uyZn7b33u9nUwvAMQE5Rz8JjY3rZzJZDhONHH5xGz3suj1f422c+1BxxECoc0gkRHC20FJSQmbzVZTU5PZ2HoS6KOkLkk9W8Na5WXSd7aVRpvw1qGp2eTAi7yHXwR3ZWfj/HlkZODZM8THg8NpLZMcHJq0aGlBUxMvX8qthcXC4cOYNw+zZoHJxLBh+OgjeHvDwEBRuwkE+Ym/lsdWV7FyFDPtNLRUBdGBmkrOk6eV4f6ZwyaalhZU97TUAZCeULJyZJC2ntqK/U6dDDQe3izw23z3yf3SLZfGAbi4L2WXb7S9m7HX6oEsNjMttvjczgffuYeczfVy9TLn83D1ePpHiyx72TSszaRLE8toL/OYoJxw/yfLnS9nPyr7/tRIatkpr3cixATl1lZz7cYYSRm3Og6vovR1dWWdlD6tca8IF/el7F0RM35eH+lBlkFjexxbl1CcV9XVWO6jevTHMD702XfjrxqYaK3Y76Sjrx4bnOu3+e7DW4U7r3sAqKnk5KSWx1zO8VjUd9bqgSkxRQF7U74df/X04xkARnxidmF3cvifmYJksTweP/hYei/rzvpGHaRLFqGmkvOytFa4hRrwOk5984lXXVlXUfqajv0yXaDJoztFAHr27dT8kpRXhslkSNcu8/VZNzk0N6188S9Du5poleZXH9+QsGx44Lm8WcL7gCRRU8nJSim7cyV36nJr036dgo+lBx5MLXn2Ki2+ZPpXtjr66ud+fXB8Q6KVo4Gdaw/pXty6mL1ucmhv285r/xwF4K8d939eEMmpra/jNGwPUeB7gEBoJUhkhPB2wBZXxUFsY+tJaDNdknq2hrXKy6TvbCuNNuH9ZNMmbNgATU2MHQsbG/j64ulTrFnTKro0NFpMlLc3xozB+fMIDUVICG7exMaNiIiAvX2LqSAQpFNVzrEcrE+nZ25a+deHnYVXwrt8o1VYjP2xnp0NNAE4eZrq6GscXh0XF5Jn72bsvz3JtF+n7VfHU52dp/Ti1NZf2J2ckVAycJRRybNXV4+n2483FvyhWLo0SVZ9dcj54a3C1Nhi11nmzfdE0PdOmMR/ngGwc5UWGRnq3jOCv0heycrfK0zggUe7fKM9Flp+dchZek8z284AkqOLRs2QOzJCfwx/XRSlo6++P9ZTV18DgPOUXgY9tY5vSAw5ke42tw+AgqzKtX+OorLAjPYyr3tdH3Q4LT2hpM8gfRunbkbm2uH+jZGRe9fzy4pqFm61pyOZJmInHn37pbsgViOntr6mqiEEVphdmRZXcnRtPICJn/dt3lnKK2Np31W6dumvT201Nzm6aOaq/pOXWlPCO+iwA/am5DwqoyTLpCinSqDacaKJh86JmKBcv/RpVCzS0r7rPKu/bwVk27n2kO7FnmXRRubae2M81TVZAIZPMf3MLkA484ti3wMEQmtA9ikRCAQC4S0jMxMbNsDBAWVlCAjAgQOYMUOpPSPSSUxs8rG6GtXV0BHaTF3X9C/BKSkSRXE46NABS5fi8mXU1GDvXlRXY/v2FjWXQJCFNr26uUwmw21uYxXP8pKa1NjiYZNMqQUMxWRfKwDX/3oCwD/ba2/MJGEJOvrqAF5ViHk5ZUqTRFlxzauXHADp8SWcWq7C3glT8uyVuiZLpB5we+PyH6m/fXHL84t+MsMiAEz7dQKQGqtgHRk6Y5gWV1yUU+U2x4IKK1BM+7o/k8mIuZxLfWQyGSOFUrdQ+1DKimuoj+PmWGQll2UmNVSNCfV7zFZXcZ1tTkey8tDUIt2F5myY+o97x+PUz3yb8z8viKworfX93WGAS/fmnWW+MpK0y3x9VNlMVTYz9NTj8DOZ1Gsy2st87+1JNMMiIqo1tFQ1tFi9bTsLtmgZmWsDqHnFle5FWlxxcd4r9wWWVFgEAFudNemLfoKeCn8PEAitQbv+HUAgEAgEAq9ZRra0NACYOBHC+5ACAgC0SnykqAhRUXD+bzFy+DAAfPxxw0c2G1VVqKpqrC9z/bqoBMqFwEBMmoTdu7F0KQCwWFi8GCtWiHGQQGg91DVZKbcL6fRU02QJH/VPiy8BcN0/MyYoR6RnRWktACaTUZhdGXU+Ky/jZcmzqvT4EsGG+ebIlCYWHo//wydhtdXc0TN7h/s/2bcyZuWB4Yp5J8yrlxy2hpgEFu2Hmqq6nZ/fBJCbTusgn36PDhA3kg+iCvy3NyZB7+dg8Ola0XwiNMewMLsSgIVdF5F7NbVVBTsC1DRZwrV+ROr+uC+wPLEh8drJx+YDutRx6sP9M8d+aqHKVqEjWXloapHuQnOmLrMWnBdjMhkdO6sNHNW9g7b4PbMyXxlJ2mW+Pios5teHnbfPi9wy6zqTybAeZuD4kckY7w+EAxDSEVGtosqkJpUwfB5fuhfUIPewaJKWxcCkcR+TYt8DBEIrQSIjhHYJj8c/f54xcmRDTkUgMzMzOzubx+MlJCTo6uoOGjRIUqMk5JPQzIC2tFZSzxawlp6pcoml76xcz4tAABoCH4cPo7AQ3t6N7XZ2YLOxdy+cnTFoEBISsH49MjIAcWGUFuHjj7FzJ6ytERmJVaswfHhj+lVnZ1y8iE8+wdKl4PGwZw8KCsS7MHs2evXC99+DzcbAgaiowJEj4HIxfboYjQRCK2HrbBgXkveiqFrsGmmbd8QAl+7j50s8sDDiEzMrB9EMFN16dQTgtynx+IZEdU3WoLE9zGw6T/a1LnhacWRNvBRjpEgTy/6VMRl3n/v8OHjmdwNyUssDD6bajzcWFPFV2DtOrVLFO9qGWasHAPhzW9KVI2nSk8VKofx57f2oxqhHBx0xK3a5xpApLk0mn14NFz1DTTtXo3D/zCW/OYSfyazn8oUfjTKS6dPiWgaN6yFctVc6Crwywkh/fcZ6W9iN6RF1/ml86LO4kLwHNwtPbEz8LcKD/rYRmijpBeT/HiAQWgkSGSG0R/i3bzOmT8fOnVi5kmpxdHQsKSkBsHr16jVr1qSmplpYWIhtlCRTLgnNDWhLayX1VN5amqZK6qzkwMr1vAgEAO7u+PBDnD+P8+eb1I4xNMTZs/DxwbBhAMBi4YsvsHUrhgzBnTvwEJOhTym0tLBsGebNA5cLJhMzZ2LPnsary5cjIwOHDiEkBAA+/hi//45Zs8S7EBaG2bPx+ecNV/X08PvvTVwjEFobJ0/TuJC8q0fTBfkdBDy8VRh66nFl2WuxkZHuZtoAtHTYnkushNs5tVy2Ois/8+XxDYlWDga/3fAQlPY4sTGxuRw60sTeEh2YfWF3cv8RhpTl68+O9ul/4RefqL4PuwrW8Ip518lAIzulxTYjtAYaWqo+W+3rOPU3/n66b2WM/XhjfSPRP+AL87L0NQD1DqIj6Tyll/OUXtJ10RxD3a4aAPLSyoU71HN51RV1Yk+OiMVtXp/NM8PvXc8P9XtsbKFj49QNgAKS6+uaBMXpPM0WsV8Z5H1lhKHz+tRx6tU7sCYvtZ681Lqey7v8R+ou32j/7fd/uDCmzbwwNNMGkJ38QnjWFeU0lulR4HuAQGg9SJ4RQnuE4eSEJ0+EF+TFxcX8/6ivr6dW1GIbJSGXhOYGtKW1knoqby1NU+USS99ZuZ4X4Z3B1RV8Po4cafh45QoqK5t08PYGnw9394aPAQGNHbS1kZiI169RVwc2u8klT08UF+P+fdy7h9evsWsX7O3B52PLlgYtz5+3mEkA1q7Fq1eIiEBlJU6fRiehIgNMJg4cQE0NIiLw/Dn+/hteXuDz4eoqxgUzM9y+jdevER6O9HQ8f47ly+mOJIHQIrjNs+hq3OH0j/ceRBUIt5eX1OxYEAlg9hrR9TBFT0tdAxOtyAtZlWWvBY0xQTnjNI4d/OZOblo5AMeJJsJ1VW8FZAEQPiAg2NUlXVpz7cV5VT/NuaGtp7b+7GiqxdhCd/EvQ8tLarfMbDzApph3uvoatdXcOk573zmiylb59rhLTVXdT3NuSO/55H4pAOthYkoUy4TmGNo6G+rqq187mSE8blcOp/F4fGtxdW3E4jLNTEuXfflQ2v3IgnFzGv5XIK9kFlulpooryHsK4N71fJE+zbcTtoj9ykDzlRGLzNcnOjB7rNrR0JMZ1CUVFnPi4n4qLAavpTfdSPeizyB9Ywud4GPpAjtrq7mX9j+i7wiB0JaQyAihvWJm9jYZ8BZZ+3b5RSAAbDZY4v50xGTC1hYDBihY91cBM1xcoCnhjDZ1VU9P4lVhF9hsjBoFEhskvBFU2Sprz4xmMBkrRwZtmhF+/a8nUf/LOrExcb7N+byMl3M22PUbKnFZuHS3Y1lRzXLnwOjA7PSEkitH0rZ+GqGrrz7ta1sLO31VNjNgb0rK7aI6Tn3K7aKvXK/kZbzEf2cTWGwVAFcOp4b6ZciUJqKXx+Nv/CSsqpyz6tgI4SMenkus7N2M70X8e+7XB8p4N2hsDwCJYaLLaWHiQ5+5dzz+66IosVdjgnLcOx7fvTRagXtl3i6MjVM3j4WWd8PzrxxJk9Lt6YMXACTVT5EOzTFkMhmf/TwkL+Pl165X7gTnPnlQeu7XB3tX3O5pqTt5qZVMLRRMJmOct0XE2ScAxv4XGZFXcn9nQ2qG3AnOjQnKWTUuuLSgWnC1+cRTTEuLI/OVkY7018fBw8SwV8fD38df/iM1La44MezZFq/r9Vz+yOm9ZUpuWS+W7xtWlFPl63gp8MCjy3+k+jpcLHlWJSxB5vfAusmhVOVjAqG1IfuUCAQCgUAgEN4jbJy6/ZE4+cBXdyL/fkotSgH0tNT1/d1x1AxpC6dhE023XBq7Z9nttZNCqZa+Q7oKohXrz7ru8In0HXYJgAqL4fmF1cKtgxcPufjoTrGDh8kQd2OLD7tEns+KPJ81ckZvVbaKdGnC/PHNndTYYo+FlsIpRShW+7nMs/r7j1WxdmOMetvqKeadg0dPFRbjQWSBlAwR9VxeTVWdpIwk9Vx+TVXd6xoxtXJk3ivzdhG+2OkQE5S7b2XM4HE9uhqLL8obF5LXy7pTT0tdOgKbQ3MM3eb2UWWrHFwVu3pCCAAmk+E6y3zxr0PlOgfhNs/iwu5kO1cj4fNBckmestw6L6M86FBaXEgegBEf9/L93XHLrIadRCITr4nqlrBfYfQMNaW/MtJvl/76MJmMX8ImbJ0dQSXuBaCtp+b7u4P0F7w1vLBz7bEzfMKJjYm7l0Wz1Vnu8/uY9OsksEqmIwC4nHo+yVNOaBMYfH4L76oiEOjAYDTkuyYzkEB4NxC81ATCe4syv9EYDAY/YpHsbiMPRfBld6MJj8d/fPd5VflrU6vOeoZ0i1YAKC2ozk0tMx/YpWMnNRGBWckv+Dy+ma2e2CoedZx6JpOh0jTtpSRpSiKXd78tvhl7Ne+vbC+F1YWcSE+NLRapldNmtwtTWlA9rcefS3c7iuRuUACaY/jv04rnz171HdpV+EhFi0BfMrVhoZdNZx1xJYfFTjwFtLQ4Ml8ZmUh/feo49cm3Crv06CAouNsaSPGisuy1iGEBe5J3L7t9+N4U8wFNCgO10veAMCMZh2h+zYp8mZNly3sCiYwQ3gzkK4ZAIBAIBAFvJDJCEPDv04pPPzi77YqbvZuxArfXVNV95Xpl4dbBA0cZtf3tIpzYmHj1WNrpzBltv84nEERwVT081L3nlkvjBC0LB17Iz6wIejmXZiRo9YSrs9d8aNUSyV9IZIQgHZJnhPB2UFFRcfHixcWLFyclJbV/sW8RZAQIBAKBQOhupv3xCmualUGaU11ZN8HHUuG4hpK3C1NTVXdh18NFPw0hYRFCe2DcHIvowJxNM8JDTqRf3Jey2D4gM6l00U/29DfI3AnOKyuuaVUjCQQKkmeE8HZgbGysoaFRUlIyderU9i/2LYKMAIFAIBAIAOb+MOjzwQHRgdnNs5nIRM9Qc4KPpcKqlbxdmDM/JX04ymi0l3mLSCMQlOSbIyO6mXa87v/kVkAWg8noO6TrlktjFXjFCIQ2gERGCG8HJSUlbDZbTa2FTx62kti3CDICBAKBQCAA0NBSPZk67U1boSwLtgx+0yYQCE34dO2Hn6798E1bQSDIhpymIbwdsNnst0jsWwQZAQKBQCAQCAQCgfCeQyIjBAKBQCAQCAQCgUAgEN5fyGkaAoFAIBAIBIJ40hNKrp3MKMyufF1Tr9lR1drRwOOzvh20W3e/4cvSWrG1V6XzqoKz/8sYlipzyW8ObPUm/8Wt49Qf+OoOk8lY/OtQ4dKtUrw7u+N+bnq5q5e52MSoZ35Kys98OfHzfn0G6cvvn2ztb5YLux4WZlct+c2B/i2CR3ZxX0puWvmyPcNaybakG/+GnMgoK6rh8/gaWqo2Tt0mLLTU0FKVS4jYCXZqy93C7MrPdwwVWzX24a3CkBPpbnP72Dh1U9x6ydoV4+K+lMf3ngNgqTJFSj6X5L868NWdNadHSqpVLOCf048Tw/L5PL71sG7j5nwg8u5Iknb1WHry7ULq398cGdECzhAIbxqyZ4TQHuFxubdXrnyemipoyczMDAsL4/F4CQkJCQkJUnq2B7FyNdKX2RpiJY2A8tYqaSqBQCAQ3iz1XN5Pc298Pjgg8OAjLoen2VE151HZwVWxcyzPpcUVt5LS3LTyeVZ/Z957rsC9HbTZ+j20Ag+m7vKNFrm02zc6YG9K3yFdBes6md4NGNk95HjGj7MjaqrqRKTFheQdXh33LOOlwmGRNzK29EkIfRZ6KoNmZ5FHlhiWH3KC7r3ysntp9MqRQWF/PubW8VRYjLT44n1fxnxqcTYvo1wxa4Xh8/jBR9NvnHsq9kb/7UkhxzOMPtBW3HrlprdYEsPyQ45nvCioLv23Wri9tpq7aXpYxNknPJ60KrOvKji+jpe2fhqRGlv86iVnz7RXinsAACAASURBVLLo+TbnC3MqRbqJlVZZ9vpFQXVcyLPgo+kt5Q6B8GYhkRFCe+ThoUOOv/+evHq1oMXR0XHMmDFcLnf16tVDhgzJyMiQ1LM9iJWrkb7M1hAraQSUt1ZJUwkEAoHwZtnmHXHtZMa4ORaXy+b+fM19c8BYv/TpmwPGVpa9Xu0RUln2ujWUpsUVZz8qU/j2uRvtrBwMgo+mRwdmCxrDz2QGHU5zX9BHuGKLTO/6DNL3Wj2gtKD64Dd3hFXUVNXt8InqoK261n+0wna+kbFtJUQe2cxv+6/zH9UaihLDngXsTXGe0ivo5bxfwyZsuzL+bO6sDWdHlxZU//BJmGLWCuM2rw+TyRAbEiovqYkNzrN369HZQFNxB5Se3mJRYTG2XRm/5dI4QUtJ/qsvRwUlRxfJvHfPstspMUULt9mfTJ225dI4/2wvXj3/e48Q4T6SpE37ynbblfEfjureIl5IIYK/yMnTtLW1EAggkRFC+6T/F1/kRkS4XLwoaCkuLub/R319vYWFhaSe7UGsXI30ZbaGWEkjoLy1SppKIBAIhDdI0o1/w/2f2LsZf3fCRfiogpOn6ZwNduUltQF7koX7S/rTdD2XJ0VLHadeLqukS6NYf3Z0B23VX3yiXhRVA8jPfPnrZzdN+3VavrfxfAdN7+ZtGmTar1PgwdQHUQWCPvu/jHme/2r5Pid9ow5yGS+vdmF4PL5033k8vvTdAVJupDOq9Ok31MDBw0ReLXTsv/7XEwCLdw5V12w87uEyrffI6b2fPHjRfNuIvH51NdYaNLZHcnRR800TYaczeTz+pCVW8qqgaQOd8aEjB8D53x7O63cuL728t21nmbb9c+qxlYOB13cDqBY9Q02frfZZyWV3gnPllUYgvAOQyAihndLTxaXFe7axWPqNchnQSmKV7NwaI0AgEAiEN0XgwVQA3uvE1Nqc7Gv19WHnkTN6A9g0I3ybd0TggUdj1Y6M0zhKrV0BZCW/+Mr1ymiVw66qRyZ39Tu+PkF44ffP6cc+/c+PVjk8Vu3oaJXDK1wuP3lQCmCHT+TvS6IBrJv8zwzTM4L+0qWJ0NVYa+WB4eUltT/Oiqjj1K+dFMrn8TcFjBHOnkDTOyaTsdZ/FJPJ+GnuDU4tF8C96/lBh9NGfNxrzOwP5BnOJtDUTvHwVuFy58AxqkcEvgvCSZtmhG+aEZ4Y9my+zd+jVQ6PUT2ywuVyfuZLAHuX357U5aTICv/I93GTupwsyX8lU7Iwm2aEe/c5K9wS6pcxqctJKlrU/JFt844QfnaK2S8WNQ0WgOwU0T0Xi7bbb708TpAcRMpskTTBBHz0WV8AoSdFt40EH0vTM9Qc6t5TpgqK9ISSL0cFUR2mdDv159Z7krRLfwqS3i8pHFufYOfa41jyJ30GyzjqlRZXwuPxe/dvEvIYMNIQQOI/+fJKIxDeAUgGVgKBQCAQCARCE+Kv5bHVVawcDZpf0tBSneBjSf27ppLz5GlluH/msImmpQXVPS11AKQnlKwcGaStp7Ziv1MnA42HNwv8Nt99cr+U2vB/cV/KLt9oezdjr9UDWWxmWmzxuZ0PvnMPOZvr5eplzufh6vH0jxZZ9rJpWLBJlyaW0V7mMUE54f5Pljtfzn5U9v2pkcYWugp4B6C3rd7sNQP9Nt89teWe9/oPd/hEdTLQWHlwePMb6UNfe3zos+/GXzUw0Vqx30lHXz02ONdv892Htwp3XvcAUFPJyUktj7mc47Go76zVA1NiigL2pnw7/urpxzNGfGJ2YXdy+J+Zs74fSIni8fjBx9J7WXemtrpIlyxMTSXnZWmtcEsdh1dR+ppawDd/ZNWVdRWlr5W0X+y4TVhoeWn/o03Twz2/6Dd0Qk9rp25MJgNAN5OO3Uw6Un2kzxaxE0wYx4kmuvrq4f5PvNfbCRqfPCjNSi4TRLJkTsi0uOJlwwM7G2p++cfwjp3Vbpx7emRNfG01t7l2mU9B7PslnYPxk3ta6srsBkBNU6V5Y1UZB0DJsyp5pREI7wAkMkIgEAgEAoFAaEJVOceS3l+Jc9PKvz7sLLye3+UbrcJi7I/1pJIyOHma6uhrHF4dFxeSZ+9m7L89ybRfp+1Xx1Odnaf04tTWX9idnJFQMnCUUcmzV1ePp9uPN7Zz7UFHmiSrvjrk/PBWYWpssess8+b7O+h7B2DORrubAVn+25MKsysLsiq3Xx2vZGER+tp/XRSlo6++P9ZTV18DgPOUXgY9tY5vSKSKpAAoyKpc++coKn/KaC/zutf1QYfT0hNKbJy6GZlrh/s3RkbuXc8vK6pZuNWepmSaiH1kytsvNrVtb1u9Hy+P+3l+pP/P9/1/vq/CYvQf0d1+XI8x3h8I0n9Iny3SrQXAZDLGz+vj//P9zKTn5gO6UI1Xj6YDGDfXgo4KAHtXxLDVVQQdnKf0Kv33lf/2pLkb7US003kKzd8v6dAPZJjZ6rHVVZJuFPB4fCrGBODWxWwA9Vy+vNIIhHcAcpqGQCAQCAQCgSCKNr31P5PJcJvbmKOqvKQmNbZ42CRT4VyVk32t8F+eCP9sr70xk4Ql6OirA3hVwWkuXKY0SZQV17x6yQGQHl9CHYRRzDsATCZjzZ+j+DyE/Znp+UU/KeEY+tDRnhZXXJRT5TbHglo2U0z7uj+TyYi5nCuwTfjoDbUPpay4BsC4ORZZyWWZSQ1lUEL9HrPVVVxnm9OUrDxK2i+Woe49/342a3PA2HFzLLqZdrwbnn9wVeyMnmeuHkuHErNFmPEL+gC4dvIx9ZHH4//z5+OBI7t3N9Omo4JTy02JKRLpsOrYCL/06SLVc2k+BZH3qwVhMhmfrLTJTStf81HIkwellWWvL+5LOfvLfRUWozXUEQjtH7JnhEAgEAgEAoHQBHVNVsrtQjo91TRZwku+tPgSANf9M2OCckR6VpTWAmAyGYXZlVHns/IyXpY8q0qPL6njSEwaIlOaWHg8/g+fhNVWc0fP7B3u/2TfypiVB5qcf6HvHUVvWz0Hj57RgTmLtg+R3vNBVIH/9iTBx34OBp+uFc0nQlN7YXYlAAu7LiL3amqrCuqbqGmyBH/tByD8b/cFlic2JF47+dh8QJc6Tn24f+bYTy1U2So0JSuPkvZLQoXFdPI0pYqVlBZUh51+fHrrvZ8XRPa01K0sfw35Z4sIxha6Vg4G4f6ZS35zABATlFNR+tpjUV/qqswJ+fBWYXOvjczFnIKh+RRE3q+WxWerfVlxTfDR9DvBeQC09dTWnhm9dtI1NQ0xB20IhHceEhkhEAgEAoFAIDTB1tkwLiTvRVG12DKl27wjBrh0Hz9f4rGLEZ+YWTmI5tHo1qsjAL9Nicc3JKprsgaN7WFm03myr3XB04oja+KlGCNFmlj2r4zJuPvc58fBM78bkJNaHngw1X688bCJpsp4x2AyALDYMtao5c9r70c1Rj066LCb95FLO1PcqphPo1KJnqGmnasRtcIPP5NZz+WLeKSwZLloKS31XF74mUzdrhrCe3b0DDWnf9O/z2D9lSODLh9KdZlmBvlnS3Mm+Fj+vCAyMeyZnWuPq0fTtfXUKMkCpKjg8QBAON2vdNrmKUjhmyMjZqzq/ySplMVWGeJuzOfxObX1wttYCIT3BxIZIRAIBAKBQCA0wcnTNC4k7+rRdEGiCgEPbxWGnnpcWfZabGSEOnSgpcP2bFrilFPLZauz8jNfHt+QaOVg8NsND2r/AoATGxMlmSFdmthbogOzL+xO7j/CkLJ8/dnRPv0v/OIT1fdhV0EkQmHvZOI8pZfzlF7S+9DUrttVA0BeWpNitPVcXnVF3QCX7nSMcZvXZ/PM8HvX80P9Hhtb6Ng4daPa5ZVcX9dkU0/z6jBiUd5+YRhMxvZ5kX2HdG1+mqnf0K4AuJx6BWaLWFxnm+9eGv3P6UwLO/2YoNwpy6wFm1lkqqBKvaTGFlNlbijS4orjQvLGL2iSK6Rlx0cxnjwo5fP45gO6CFIUR/0vC4DtCMO2MYBAaFeQPCMEAoFAIBAIhCa4zbPoatzh9I/3qOKsAspLanYsiAQwe43oqp6ip6WugYlW5IWsyrLXgsaYoJxxGscOfnMnN60cgONEE0FYBMCtgCwAwmdqeDxa0pprL86r+mnODW09tfVnR1Mtxha6i38ZWl5Su2XmdeW9axFoard1NtTVV792MkO4jOuVw2k8Ht9aXF2b5rhMM9PSZV8+lHY/smDcnMZcFXJJZrFVaqq4NVV1gpZ71/Ob6+I1OxGlvP3CMJkMB4+eKTFFgQceiVw689N9ALbDDenPlubWCqPKVhnr/UHk308j/nrC4/GFYxwyVXQ20OxpqRsf+kw4u03A3pSTP9wVhFco7S07Porx05wbGz8JE24598sDbT01B4+ebWMAgdCuIJERAoFAIBAIBEITVNkqa8+MZjAZK0cGbZoRfv2vJ1H/yzqxMXG+zfm8jJdzNtj1Gypx8bZ0t2NZUc1y58DowOz0hJIrR9K2fhqhq68+7WtbCzt9VTYzYG9Kyu2iOk59yu2ir1yv5GW8xH8nCFhsFQBXDqeG+mXIlCail8fjb/wkrKqcs+rYCOGDKp5LrOzdjO9F/Hvu1wfKe6c8NLUzmYzPfh6Sl/Hya9crd4JznzwoPffrg70rbve01J281EqmFkrCOG+LiLNPAIwViozIJbm/syE1sHeCc2OCclaNCy4tqBbu0PyRKaCFDsv2DtPVV//ti1u+jpfO/frg+l9PAvYkr3C5fPKHRCsHA4/P+oLGbJFkrQjj5/WpreYe/j7OysFApD6LTBWLtts/z3+1yu1qfOiz9ISS4+sTQk899lhkqWeoKay9xceHDjFBOe4dj+9eGk199FxilZ9ZscMnMvtRWVpc8Yap/6TEFC3+Zahw4JJAeH8gp2kI7Q4eD7duyT5gaWXF0NMDAC4Xt2+L6d+1K8PMDOymJ3zv3OFzOGCzMXSotCxfVLfOnRnW1nLZ/oa5fZufkYG5c8W7lpOD9HSMHSvxdqpD9+5o7nVmJm7cwLRp0NZuOXMJBAKB0I6xcer2R+LkA1/difz7KbW6BtDTUtf3d8dRQvVEmjNsoumWS2P3LLu9dlIo1dJ3SFdBtGL9WdcdPpG+wy4BUGExPL+wWrh18OIhFx/dKXbwMBnibmzxYZfI81mR57NGzuitylaRLk2YP765kxpb7LHQUjilCMVqP5d5Vn//sSrWboxRb1s9ZbxrEWhqd5vbR5WtcnBV7OoJIQCYTIbrLPPFvw6lfzbEbZ7Fhd3Jdq5G+kYdmrTTljxluXVeRnnQobS4kDwAIz7u5fu745ZZjRtwRB6ZYlro0NVY68j9j4+uiQ89lZESU0Q1amipfrzCZv7mQdSODJmzpfkEE6vL0r5rL+tOWcllzQ9VyVQxbKLphrOj9315Z9W4YAAqLMa0L20+2zG0ufaWHR861HP5NVV1r2sa9rNM8LF8UVh98ofE4KPpAHT11VefdBnr3SqlcAiE9g+Dz2+7HD8EggAGo2H13nwGcjhQU5MtISAAnp4AUFWFjpLzapmYwNsb338PdXUA2LEDq1YBwLVrEmMEYWEYMwYALlzAlCmyLWkn5OXB2hqLFmHHDjFXa2thZ4fcXFRWirl64wZ/6VJGcnLDRyMj/PQTf/bsxghLVRXMzeHqitOnW8N2AoFAeN9hMBj8iEWyu408FMGX3a1l4fH4j+8+ryp/bWrVWc9QTNJQSZQWVOemlpkP7NKxU5Pf6zwePyv5BZ/HN7PVE1uOpI5Tz2QyREpySJKmJAp715ba/31a8fzZq75Du7b4H/NpSqY2+PSy6awjod6w2Ecmrxaa8Hj8gqcVhdmV+j20eljoiJ1C0meLdGtpInNC/vu0ovTf6n5Du4ooaq5d4fFZNzk0Njg39LUP/VtCTqSnxhYLV2uq5/JSbhd10GVTQUO52OYdEXrqcdt/KSnGSMYhml+zIssTKcsWwrsEiYwQ3gx0IiO6utCQnBv72DG4uQFCkRHDpumiOBxUVoLDAQAHB0RFgcUCAEdHxMTAxATJydDSEhVbXQ1LS+TlYdastywKMGECbt9GTo6YbR1cLqZORWAgtLTEREaiovijRzO4XLi5wdoamZm4eBEA9u/H4sWN3fbswbJluHIF7u6t6QaBQCC8l7TnyAiBQGifyBsZqamq+8r1ysKtgweOMmoRA0hkhPAuQfKMENovly7x//0Xkn6osIgwGRlNOjx/jpoa7NwJADEx2LWroZufH9TVkZODNWvEKP32W+TlwcgI+/e3pm8tTUgIgoPxzTdiwiKlpXBzQ2Cg+Bt5PMydy+By8fvvuHoVO3YgIABXrwLA11+jqKix55IlMDHB8uUy8pYRCAQCgUAgENqGei5/m3fEz/Mj6XSurqyb4GPZImGRy3+kbvOOeHirUHZXAuEtgURGCO8yTCZWrsT06QBw5kxDo7k5fvoJAHbvFk1ocusWf+9eAPDz479dCTVWrwabDV9f0fYjR9C3L8LDoa8v/sbgYGRloV8/LF/e2OjmhnnzUF2NP/5obGQysWQJMjObNBIIBAKBQCAQ3ggWdl3s3XpUlNZWlNbS6a9nqDnBx1J2PxrUVNVVlNaa9NUd6i5aR5lAeEshGVgJ7z7u7vyzZxmPhKq8LV+Ov/9GdDQWLmTcv9+QpZXDgbc3A8CXX2LUqMYzq1yujF0STGbDOR0B587xg4MZL19CTQ1DhsDbG3r/ndxMSOAnJTF69hST5YTKcmpmxhfWLkWUgKgoflISY+ZM0Q0jf/3FX7iQAcDXF5MmNSRPEYE6ONP8gIyHB44fR0AA1q9vbJw7F999h927m5yyIRAIBAKBQCC0PZ+u/fBNqZ72le20r0TrQxEIbzVkzwjh3YfDYQCiwQvqTE1aGrZubWhZtw5ZWbC0xI8/Nuk5ezbU1KT9zJ7d2LmgAHZ2mD6dcfIkLl7E2bP48kuYmyO0IX85amuxcCEmTQKXCxE2bcLChUhJYdAUJeDIEQaAjz8W47uHBx4+xJ49YLPFH4ykAkZ2dqJXhw0DgAcPmkSF9PUxfDjS0nDnDjlmSSAQCAQCgUAgEN4RyJ4RwrvPkSMARPdomJnhp5+wYgV+/BFeXuBw8MsvYDJx9mxDFRsBWlpitmmIdKCorYWLCzIyMGIEfvmFP2gQo6oKu3djzRp89BFiYzFgAJycGL16ISsL587xvbwa94ZUV8PfHywWvLzoiqLg8XDhAgCMHClq2IwZjBkzZAzOw4cAoKsrmtedOn3D46G2FppCyfKHDEFkJAICGEOHypBMIBAIhPeB8DOZd6/nizQamevYOHWzceqmjOTEsGcBe1JqXnG7dNdc7dfsl1yb8yCq4Jpfhtd3A+KvPXt87/nnO4YKFyV5UVR9dE08gLk/DBIukUu1Wzt2Gz+/T4uMlcAMI3Odi/tSFLDEyFz7ml/GZF8r8wFdRIRfPZaefLuQEt5cNXVVuEWzI9tmeDcnT1OxBWLk5eK+lNy08mV7hsns2Xqz7o3zsrSWKgBEfzQIBEKLQCIjhPbLhAkMSeV7PT0b4h1S4PFw6xb/118ZsbEAsGQJH2jya1twpmb5crx8CR4PP/wA22YbA48cka2LYudOZGTA1hZhYWCxGAC0tPD99wCwZg1WrMCNGwAwfz7WrYO/P4MKglCcOQMuF56eDVEYmqIA3L3Lr65maGmhUydaRopQWwsA6uqig8NkgskEj4e7d/lOTo2XhgwBgOhoRXQRCAQC4d0jObow+Gi62Esjp/de/9doxcSW5L9aPSFEhcW0czXqYSFmld725GW8DD6aPs7b4nU1N/ho+hD3ns5Tegmu3gv/lxqHfkMNhFM5PIgsCD6abjm4K1porARmGJnrKGYJJcHBw6R5ZCTpxr+hpx5Twpurpq6KNJ7//aGRufbuWxM7Gyhb8zgxLD8xLJ9OLKCVZt2bJTetfMPUf3x3Odi59oA8o0EgEFoEEhkhtF+qqlBVJfFSc6javU1pWNKvXt0kdYgAPz9YWSEkBAAGD26SU0MBzp4FgG++4VOxDAHLlmHdOkRGoqwMnTphzhysW4fgYJSWNu5G8fMDgIUL5RMFIDMTAJydFbSZOtTDFHeujsUCh9NQ9liAmRkAxMcrqI5AIBAI7yTbrrgNde8p+JiXUb59bmTE2Se2w7t5LrFSQGBGYkkdh7d8n1NLJYxsQQaM7A7g4c1C4XhEdGCOsYVO1UtOYli+sM3xoc8ADBHKUtmCY6WYJfHXnsmlRYRdkR/ZOhtS/35Vwfl758OTPyTuXxmz9kxbxyNafNa9WdLiirMflQk+zvy2v/uCPm/QHgLhfYPkGSG0X65dQ2Wl+J8TJ2TfzmLBxAQzZyIigi9IJiKCmRk2bAAAJhN//aWUtTwekpMB4NEjhp8fX/jnf//jUyd0YmIAwNgYI0eCx2vUmJODmzehr99Qipi+KAB5eQygyYEXuaDSr4hNMUs1iuRnsbQEAA5HTJ4UAoFAIBAojC10vz0xAkBcSJ7IpXqutKzmPF5DHis+DwB0uqg370BTgnSl0oVIF9hnkL6GlmpafLFwnztXcgeO6j7ApXv0pWzhW1Jji43Mtbsaa0ECUsZKuhktbokCdNBmz91oZ9qvU9SFrOZX6zj10m+n/xToIGUkm4+ezIkk0zYp3vF4fLHPi+btFP2GGjh4mDSXLNMwOtoJBEJzyJ4RQvtFXZ2vpSXHsdXKysaUH02RJoRa6rNYDbshmuPj01DARRLU0Z7q6oZQwrZtEjXW/ldSzceHHxHBOHUKS5YAwMmTAPDppw17N+QSlZ0NABoa0iyUgro6qqoaktQKw+M1xD4GDRI9ZSMwQMJoEwgEAoEAYwtdAMW5DZs8s5Jf7F0RkxTxL4/H19VXn/h5P+/1H6qwGn6pbJoRrspmWjkY7F4WrcJi9rLunJtWDmDrpxGqaszN/xtr62z48Fbhke/jkqOLBBJmrx2oylYRK+Hb4y63LmYDmODTZ9eS6LyMlyosxgQfy5UHhof6ZRz6Lq60oFpdkzXz2/7e6+0kuRAdmH3o27jctHIVFmP8vD5mNp0Fl4ZO6Bl14SmPx6fya6TcLqqpqhs8zphTWx9x9smDqIIBLt0BvKrgZCWXTfy8r1xjRd+MFrdEMTQ6qnbQYQs+/nP68dkd97OSyyirbIZ3W7rbsbdtY8629ISSP1bF3o8s4PH4nQw0pi6znvX9wOZiL+x66Lf57qjpvZfvc6JpichINp8Vo2b0ljKRNs0IBzDaq/du3+jivFeqbKbHor4LfhzcQZuudzFBOQe/ic1NK2cyGY4TTVw+Mdu9LHr9X6OpAzJSbt/hExlx9imAdZP/0dZT+yvba5t3xP2ogr+yG45ey5z/ACb49Nm3MiYruYyS/M0RZ7GnoggEglhIZIRAkEFVFUpLZXSAUMjA35+vri4+nEEl6QAwbRpj8WLExiIzE+bmOHUKAObNa7gqlyiq5LD0usJSGDgQN2+iulq0nXKZyZS4G0XsARwCgUAgECge3SkC0LNvJwDpCSUrRwZp66mt2O/UyUDj4c0Cv813n9wv3XJpHNW5ppLz5GlluH/msImmpQXVrrPMcx6VXdz/aJz3B+YDuxj21o4Pffbd+KsGJlor9jvp6KvHBuf6bb778FbhzuseYiX0tNSpqeRkpZTduZI7dbm1ab9OwcfSAw+mljx7lRZfMv0rWx199XO/Pji+IdHK0UCwahUmOjB77aRQ8wF6a/8cxePx/bcn3fj7qeCqnatRxNkn92/8O3CUEYCE0GdMJmOIu/GrlxwAiWH5VDwiMSwfwOBxxs3lSxorucxocUsUINQvIzW2eN4PDQGmi/tSdvlG27sZe60eyGIz02KLz+188J17yNlcLyp2kxZXvGx4YGdDzS//GN6xs9qNc0+PrImvreYu2DJYWOzFfSl7V8SMn9eHflgEzUay+ayQPpFqKjmZ919EXXg6f/NgM9vOj+8+P7Yu4fG953tuTaLj3a2L2esmh/a27bz2z1EA/tpx/+cFkZza+joOT+btrl7mfB6uHk//aJFlL5vOAKor6ypKX1M30pn/OanlMZdzPBb1nbV6YEpMUcDelG/HXz39WFYqfgKB8B8kMkIgyODECRkZWKnzJpqaYLHA5aJ7d9lZP1gszJ6N/ftx5gzc3fmZmYwBA2Bt3XBVLlE2NgBQU0PLl+aYm+PmTTx4AE/PJu1UjtXm+WhfvQIAJlO0gg+BQCAQ3mc4tfU1VXXUvwuzK9PiSo6ujQdAbVLY5RutwmLsj/WkknQ6eZrq6GscXh0XF5Jn79awVs9NK//6sLMgL8ati9kX9z+yG9PDydMUwNJhl3T01ffHeurqawBwntLLoKfW8Q2JISfS3eb2ESsBQFFO1do/R432MgfgONHEQ+dETFCuX/o0ameBpX3XeVZ/3wrIFhsZOfDVHQMTrT3Rk9Q1WdTt863/ripvSL41cFR3AI/uFFPxiLiQPJvh3VTZKrr6GuYD9O5cyaXW+UkR/1JxCvpjJZcZyliybnKo5Ocpje8mhKiqMQHw6vmvq7l1HN7UZdaCrTf+25NM+3XafnU89dF5Si9Obf2F3ckZCSWW9l0B7F0Rw1ZXEUwG5ym9Sv995b89ae7Gxs07gQce7fKN9lho+dUhaf8NojOSIrNihukZ6RPpef6rLw8O/+izvgCGuvdkq6kcXBUb9b8sKpOLdO/2LIs2MtfeG+NJPazhU0w/swsQTh0i5faBo4xKnr26ejzdfrxx8wn566IomfO/IKtSMNtHe5nXva4POpyWnlDSZ5C+rEdKIBAAkmeEQJCJujq0tKT9CGIErq4AEBAgussjLw8aGujfHwUFjY2ffsoHEBCAwEAGAG/vJrfQF9W5M/BfHlYFoAIiAQGi7cHBADBhgmg7ld9EX5/sGSEQCARCIxum/uPe8Tj1M9/m/M8LIitKa31/dxjg0r28pCY1tnjYJFPh2iWTfa0AXP/rQ2RV2QAAIABJREFUiaCFyWS4zbUQKzwtrrgop8ptjgW1LKSY9nV/JpMRczlXigQmkzFyRm/q3xpaqhparN62namwCAAjc20ANa/E5M3KTSvPz6wYM/sDaokLoIM2e/z8xphLdzNtw14dMxKfA6gse50WXyII8Qwe2yMzqfRlaS2AlNtFVJyC5ljJa4Yylnw42sh9QR+RH2pMpPPBQD3b4Ya2ww0HuHQf4NJdhcW4uD/l3K8PqKv+2V57YyYJ99fRVwfwqoIDgFPLTYkpEpkMq46N8EufLjhadfmP1N++uOX5RT/pYRGaIyk8K+hMJLa6yoSFjSM8cXE/AFHnn8r0Li2uuDjvlfsCS8HDYquzJn3RT7iz9MGRBP35L5jtAKwcDQCUFSv6pzMC4f2D7BkhEFqM5csREoLduzFuXEMuVQBcLj7/HLW1UFODoWFj56FDGf36ISkJXC6YTMyeraCo4cMB4NEj8HiKRCs8PGBsjKQk7NmDpUsbGm/c4B89ymCxGmvlCMjLAwAXF7kVEQgEAuEdZuoy617/5b9gMhkdO6sNHNWdys6QFl8C4Lp/ZkxQjshdFaW1gn+rabIEa2MRCrMrAVjYNSkxq67J0tRWFf6DfHMJapos6gQHhYoqU79HBxHhfHG5KvMyygGY9mtyvMW0n67wxwEu3cP9MwFQpV7sXI2odrsxRv4/30/8J3/4FNPMpNL5mweJCJcyVgqYobAlk32tqP04wmzzjsjPrGhuiTALtgwW1KYB8KqC871HyIGv71gO1rd1NmQyGYXZlVHns/IyXpY8q0qPLxGcJQHw8FYhmj1K4VwYNVV1Oz+/CSA3/aV0M0BvJIVnBZ2JZOVgIDxnNLRU1TVZ1NEkSosk7yjhIhWmDUyapGSTPjiSoD//hS0X/jeBQKADiYwQ2i8jRkj7Tvf0FLPT4c3i5oZly7B7N8aPx8SJcHFBWRnOnkVGBnR1cfq0aP/58/H110hOhocH9PUVFKWnhwEDkJSE27f5Tk5y/xZkMnHkCMaNw7JlCA3F5Mm4cwfHjzN4POzcCRPRnOiIiAD+29JCIBAIBALFoHE9hOunNmfEJ2ZWDgYijd16daSvgikubiI2rqE8VGUcRtO1pYgB9m49rh5Pz35Udutitq6+uuDMwsBRRiosRlxInpqmCo/Hp067CCNzrOQyQxlLWoQO2uwZq/o/uFkYciLD1tnQb1Pi8Q2J6pqsQWN7mNl0nuxrXfC04siaeKozlRaNrS5tATJr9QAAf25LunIkTXrNZvojKYz0iaSmodL8qgDp3slEmdvbcv4TCO8nJDJCILQku3bBxgabNiEwEIGBDY1jx2LfPpibi3b29saqVeDxGnOvKiZq+nQkJSE0lOEkR5KyRsaOxbVr8PFBUBCCggBATw+bN2PxYtGePB6uXgWLhcmTFVFEIBAIhPeQ7mbaALR02J5LrITbObVc6StkAbpdNQDkpZULN9ZzedUVdc1PoLQI1NaSZxlNNL4oaJKufLCbMYCMhJIHUQWCAywAmEzGUPeeT+6X6uqra+my+w0VjQe1rBltY4l0qNgNj8fPz3x5fEOilYPBbzc8BCd3TmxMFPTs3b8zgNTYYiqRB0VaXHFcSN74BZYANLRUfbba13Hqb/z9dN/KGPvxxvpGott8FIbOREpPfC58tbaaW1vNpSrvSPfO0EwbQHbyCyojCUVRTmO9IZmDo4zZBAJBeUiqAEK7g80Gny/7R7BhREuroUWxIrKenuDz8fp1i9nv44PcXKSn48oVXL2KykpcuyYmLIL/Urfq6YlmP5VX1IIFYLHE7EkRxtmZweejslL81bFjkZuLhw9x5Qpu3uQXF4sJiwC4fh0VFZg1C3p6Yq4SCAQCgdCcnpa6BiZakReyKssaf9fGBOWM0zh28Js7dCTYOhvq6qtfO5lRx6kXNF45nMbj8a0dW2W132eQflfjDmF/ZgprvHYyQ7hPB222xYddrvk9Li2oHtJ054K9m3FW8ou0+BIla8HQMaNtLJHO1aPpAAa4GFK1lh0nmggnNLkVkAWAOjbS2UCzp6VufOgzTm1jepeAvSknf7grfPpDla3y7XGXmqq6n+bcaEE76UyksqKaB1EFQldTATh/bAZAund9BukbW+gEH0sXzPPaau6l/Y8EPWUODkXzaoNtP///z96Zx9WY/XH88zzlSpIlWUrWJmlTk0gisqVMtrEkZF+jsa+Dn2HsDCNbxViTYSSEJlqoVCJJqkmhkiSiJrmu+/z+eK67dbvd226c9+v+ce95znOe7/c533PvPd/ne76HQPg2IZ4RAqFaMDCAoyMcHOT5a06eFASMyM8PUm5T2tqYOxcZGQgNrVRQpYkJHB1ha0uVJY+nJwCsWFGZixAIBALhm2P+Xpu3uR88+gREBDxNuZt3xTv514khTbTVxiwptQWaLGiamrWtR2bquyUDrtwJfP4kIf/szoR9P0W2NWwyYr5x+edXiFnbrDNT3y13uHr/ZvajyNx1o/5+8iBfqo6Fvc69G9k0TVkNlthMxKK/zmce8yAsp+dQpdd6VECMmpFEyMlN9zdPCmFfmybcnPDdmfC/MgyttAdNMjCw1K7HoS/se/QoMvcT9/OjyNzFA65kpr6D2LqPmVu7v87+d5nD1digrJS7eUfX3g068c/QmYZardXFr2Jq22roDMN7N7KveCdXleQKGtK6H//+++Q/afGvz+95eGhZtFnvVmwYSLnaeXj2yn1W5G5zMeBA0qVDj917+udliWJGyj1dlaMC4IrX46DjqRUQm0AgVBKymoZAqGmKi6Gujrt3mU2bKJqGu3sVtLliBby9sXkzVX25UVNT4e+PiRNhKG/NL4FAIBAI0vRybr/x4qDfF0SuGSbYKbZLjxbLjtiJb1AiH4fJnetxVA4ui17pdA0ATVMDXPXn7LRWcD1OBbAf1+kzj79/UdSi/lcA6JtrzdzSw3NRlHid7/vr+u1I6Gyl3ahpffFyPYMmrTs0ysko/L6/bg2IUTOSCIkNyhK+r8eh2xk1dVtnOXaJGU1TWq3V1/oN2D49zL3XRQAqqtTwucYzfrWa08M/6c6rnkPbAejl3H6dX3/PRXeWDQ5k64xZZDpru3XpC83d1TPq8nPPhVFWg9u00KtQYHApyjWkBhr1Ri4w2Tol9DOPoWnK3qXTgt97sYfK1c5yQJtdN5z+WB+3d0EER03VcWrndkZN2YSyipzew1HP4PvmYecyws5liO8yo4jYBAKh8lAMQzL3EGoBihLETH6DFjhuHPz8BO+XLMH27VXT7PbtWLYM0dFM9+7Vko180iRcuoSkJIkddggEAoFQJVAUxYTMLL9av8MhTPnV6iz5OcXPH7/Vt2guNYFXnBfp719n/dvFuoXUVrjVBJ/PpCfkq2ty2GwptUUdEUNB+HwmI/ENw2c6mmnJ2SHlRfr7/BfFRtYtytqTqFqRaUgrna4+CH8ZWDiFjekw7N5CuAWvEDnaFb79KGXYF35P3Lsg0uv+SH3z5uWezvKJ+5mmqbLuSQ3b/3+MftRhBb9mpaYn3/K05ZuCOBoJhJrGwAA0DQ4Hc+dWmVsEwNKluHQJ7u5UTEyVtSkkPh4nTuDUKaZ1a7IJHIFAIBAqiFZrdalFE8qi01GzJr0DNE0J57S1SB0RQ0FomupkVn5CshruSqWuXo+jUlZyUznajWhx3Nqx7caLg4UlgUdSGmjU6yhWv9ybI9/lUbs3jUD4b0M8IwRCTbNhAzZsqJaWw8OrpVkA5uZgGADELUIgEAgEAoEgg8FuBoE+KRvG3eju0KbkX971Y6lp8fke+3rJCZwhEAh1B+IZIRAIBAKBQCAQCN86na1aVCZzx1Jvu1btG930fXL7QgZFU116tNh4cVAv5/ZVJyCBQKhGiGeEQCAQCAQCgUAgfOtMXm9ZyRYmrvl+4prvq0QYAoFQw5BdewkEAoFAIBAIBAKBQCB8uxDPCIFAIBAIBAKBQCAQCIRvF7KahkAgEAgEAoFQQe7fzA4+nfbjT6YdTJpJHbp6JCUx8uX4Fea6+o0r0HJCeM7146lKnf4uv6SxlloFriXn0v6ej/65/3r2dmvxDVnf5Bb7rI4FMPl/3bR1G0qVm9i04qip3LuZLdWsrn5jU9tWpratKi+hgih1Dyuvta6+5vXjqSPcjUvvpFNJYyAQCITqhsSMEAgEAoFAIBAqyLPHBYE+KbnPi0ofig99EeiTkv+iuGItZ6a+U/z058kFU4z/TLv/umLXknPpj8W8QJ+U+yEvxCvcv/Ei0Ccl0Ccl5mqmeHlCWE6gTwrvEz8x4iVbQfzltTJmQe+ADeNuVImQyiqiVOWKac228PJp1RsDgUAgVDfEM0IgEAgEAoFA+LpJjnn1NOltdbRs3k8HwMNbL8ULIwKe6Rk0btqyQVywRGBIbFAWgB6OeuzHzVccQpiZwtfxlDHGPVuG+D3x93xUHaJWIZXRmkAgEL5GiGeEQCAQCAQCgVBzfObx5Rzl8xn5p3/ifq7Cy5V76c7dtBto1EuOfSVe7c6V5xb2OuZ9dSIuPhU/63H0K119zRZ6GjLb1zNosvwPOwAx1zJlVhBHvpp8PiPnRpV7D8utXIVaEwgEwlcByTNCIBAIBAKBQKhe2CUk/cd32use8Srz33oceujMLtM2WTXU5AjrRAQ8Pbw85nlygYoqNWRK546mEolL/j75j9/2BxmJb/l8hqYp096t5u+16WSmBWD79LAQv3QAP4/4W1Or/pmn4wFkJL7Z91NUfMgLPp9poq3mPNto0trvVVRlPxSUf2lrp7bh59PZ6wJ4FJn7oeiT1WA9bsnnEL8nCeE55n11APz7npuR+NZ5dhc590HPoAmAV7IWH5WrJnsPnaZ39lwYlZH4lj261LuPeOYO+YrUltYEAoFQ9yGeEQKBQCAQCARC9fKhkJv24E34+fSpv1h1NGv2z73XR36++8/917/fHsZWiAh4umZYkL651ppT9nw+47s1PvTPdOHp/p6P9rhHdHfQG7/SQpVDJ0e/OrsrYYXjNb/n42maGjBen+Hj6tGUH2YadjBtBiDlbt7Cfpc1ter/tN+2acsGD2/lHP/l3pMH+RsvDi4tm/xLA7AcoBvi9+RB6AsLe10Ad4OyaJrq4aj37zsugLjgbNZHwK4xsRosb1FJ0p1cAG27NJV5VL6aHwq5zx4XRF16NnRmF9eVFo+ici/se7R8yNWT/4xTUJHa0ppAIBDqPsQzQqhb8Pm4fZsB0KoVZWAguw6Xizt3GABdulDa2tJHeTwEBeH1a4bLpTQ0GDMzyshI3hUjI5nUVEyeTFWF+NLk5iIlhWneXJ4MaWkIDcWYMdDUrA4R6gppaUhPh5oaY2NDqZb9xSPsjopZQmIi3rxh2rShOnasBh0UoCbNSSnLef8e8fEMgD59ZMuWmYmMDAaAjg6lry9xqPqUqvIBEhnJ8Hj47juqdesqFBMAcnLwzz+M0BoVkVzmiVISVsnwT00VDARra9mD5eZNJj2dmj5dodby8vD4sShI3tSUaip7BlcREhLw6hWMjSHVQenpyMoSXVT+twTh6+V19r+LDvb+YVYXANaObTn1VQ4uiw7/K6PPyA4ADiy+07Kdxu8Rw9TUVQHYOLebavJnUQGXPdd3a3x7o6Zbrw5hP/YZ2YFb8vn83sTUu3mG3VtY2OvmZf179WhK9yF6lgPaANjjHqGiSu2PHt6spToA2+HtG2s38FoZE3Mts7uD9Bxe/qUBWNjrAEi684r1EcRcyzTt3aoeR6WJdgN9c607V55P22gFID7kBes7EJ7ILfn8oegT+/7l08LkmDyfNbEAyoqwkK8mgJyMwjWn7PuP1wfQf7z+p4+fL3slp9zN69xNWxFFakbrn0cEybwigUAg1GVInhFC3YKmcfw4ZWdHWVkhs4xFuB4esLOj5syhGjWSKM/NxZw5aNAATk5wc6NmzICLC2VsjK5dBXPs0mRmYsgQ6tGjapnHArh+nbGzo1avllenVSusWYO5c6tJhNpn507o6OC77zB4MOzsqAYNMHky8vJk1BTvjopZwvLlsLOjdu6sJlXKoYbNSSnLiYmBnR1lZydbtoQEWFrCzo6aP59qLLmdYrUqVeUDZPBgys6OunKlSqST4MoV2NlRGzcKPioiucwTpSSs/PA/fZrp0gVubpSbG9W5M7Zska7w9i2GDaOuXlW0wRs3GNZU2FdUlKCcy0X9+rJfc+aU3+zu3WjeHF27YuBA6OigSxcEBoqO7twJ8YuWlCgqLeHrgqOm4jTDUPjReY4RgPBz6QCeJxdkp70fOOE7dpYOoKEmZ8hUUWXfp+P3RQ0Tb62xthqAf9/LmPYX5H14HP2q17D2rFuEZYS7MYCbZ55IVS730gB0Omq27tAoNe41gMK3H5Nj84TuFatBbdLi89/llwB4FJnL+g6EJ64b9bdjo6Psa6rpuW3Twt7nl7j/1pONtihNuWrSNNVvXCfhUWOblgDevvqgoCI1o/X3/XUdp3WWeunq/6ef/xAIhK8f8lCGUOfYuxdhYUhLg4sLbt+WPnr6NHPwIKWujgsXoKYmKo+MZIYPp/LyoKoKZ2eYmkJXF9HRCA5GQgJ696Z8fZlx46Rnd7Nng6bx88/VrJJcNDSwejUWLMD48XB0rE1JqoNJk3DiBGgaY8eiXTvk5SEwEMeOITwc0dGQCvmR6o6KWUItUsPmVFWWk5CAAQOQlwcrK1y/DqkAgVofI//tAVJJ7fLyMG0aZWiI4GA0agRnZ6xcCQcHmJuL6mzfjuJibNqkXMvt2mHAAABo21ZQcvs2w+XKdpB9+lROa0uXYscOcDiYOBGmpoiJwblzcHKCjw+mTgWAXr2Yjx8pAD4+yslJqAuwSSgUwbhnS/HKDTTqqamrskszMlMLALQ3kvgCam/URPwqL58Whp/LyEx9l5dVlBKb94lbZl7V5Ng8ADd906IuP5M69D5f2vFW7qVZzPvq3PBNAxB7PQuA5QBdttxyoK7vtgdxf2f3Htk+LT5/6i/dxM8atcCkw5fkHTRNNWpW38JeRzy1ihTlqllfXVX8Hoq/V1CRGtB6hLux7fD2Uk1tnhSSnfZettoEAoFQByCeEUKdQ10df/4JS0tERGDjRqxZIzqUloZZsygABw4wBgZi/wYy4eREFRSgXz+cOiWK054zByUlmDwZfn5wdaXMzCAe+n7tGgIDsWlT7S9jmTcPO3fCwwMODqD/Q4FcwcE4cQLq6ggJYbp3F/TX27ewt0d8PNauxYEDosqlu6MCllCL1IA59e9PXbmCFi0YQKBy5S1H6Bbp2RNXrki7RerIGFFWzRoYRKX7QinEJaxMJ/71F0pKsHix4Etv1SqEhMDHB7//LqiQm4udO+HqCkPZj43LxMIC3t4SJU+fUgBcXXHkiHRl+WLfvcvs2EGpquLWLdH3QEAAhg3D/PkYMwYaGhg/nho/HiCeka+TevVVAHBLZGyk8vEDD0A7Y8E3S/0GKqXrsDB8AKAknSy0WLbU4xvijq6LU1NX7TaoTUfTZiPcTXLS33uvjpUjmN3ojsY9W0oVturQSKqk3EuzdHdoc/VoytOkt7f9nzbRVmNXrwCwsNdVUaVirmXWV1fh8xl2BYqQboPbWDu2hcJUQE1lFVGqcsW0JhAIhK+R/9AkjPAfwtxc8IRz3TrExAgWwpSUYNgwFBXBzQ2TJkn8lru7o6AAZmYIDJRevq6mhtOnYWQEPh9Ll0ocWrkSHA7c3atTE8Wgacybh7Q0HDpU26JUKezMysMDwukQgKZNsXUrAPzxh0Rlmd2hrCXUIjVgTrq6cHREt27iTwsrZTlCt0jv3ggKknaLoM6MEcXVNDUFgObNq12k0n2hIKUlrEwnRkcDgM6XKYmNDQC8eCGqsGULeDysX690y6UJDQWA3r3B4Ui/5OcEOXyYAjBzpsT3gLMzzMxQXIwgko7g66dRs/oAnsTnlz6UkfhWRZVq1LQ++zEl7rX40ZJiXkkxr2FjDgDtNg0BZKUWiFd4k1PMvslOe3d0XZxxz5YBb91+uTBo4YHe9uM6yYkZ0emoCUCjMWf4PGPxl+O0zqX9FPIvLcTKQQ9A6t28hPAc8UwlNE1ZO7Z98iD/4a2XGk04RtbSvhjFUVbNiimiVOUa0JpAIBDqCMQzQqijrFgBOzvw+XB1Faw5nzkTSUkwMsL+/RI109IQEAAAu3czMldV0DTWrWNatkTjxuB/+YMRHs7Ex2PUKOmH4deuwdsb4eGy85JUrKYUd+8y3t7w9sZ7sajSyZNB09i7V1TC44HLlffi8SSa5fNx+jQzaRJGjMC4cdi9W6J9YZ3jx0V1tm+XzveRlgZvb6SmAsCZM8yECRgxApMn49o1iWrh4Yy3N0JDZeh+547oUOvW0NcXzNbEYUtKSsrvDihjCTIR1+j4cWbcOIwYgYULkZwsqJCQgPnzMWIExo/H2bMyNMrPx5YtGDcOo0Zh+XI8e4bsbHh7S8zoKmlOClZjdQkOligsbTkKInSLDBqEoCBoaEhXqBmlSqPgAJEJmzvWykogvyJWypKXB09PsENj1CjMnClt81LI7AsA+fn49VeBtWzYgPxSU0VxCZXVriykQjaE3wyZmdi3DzNnokoSErODyNhY6Q6dOpXx8oKbm/SJrVoBQEmJ0g0S6hrdBrWpx6EvHX6cLzmvjrr87HlygdWgNsIVH29zPySE5wgrXPF6DKDPjx0BdO6m3UKvYfCptE9cUezJ9WOp7JvnyQUAbJzbiSezuH0hA4CU44D9WWlr2KRlO42w8xmFbz+KyzO4wZGDS+9IyS//0kIaanIMvm9+/fg/+TnFPSTdK90d9DIS3yTH5lVyfxbF1ZSJgoooVbkGtCYQCIQ6AllNQ6i7nDoFExOkpWHlSvTsyZw4QXE48PODurpEtYsXAUBLC/b2ZT6/HTOGGjNGosTbmwLw44/SNXfswI0bmDaN6tOnHPEUrynOzZuMkxNVUoJ9+yQmnNra6N0bYWG4c4extqYATJgAPz95TY0dizNnBO/T0uDkhNRU0R3w88PmzQgIELQGICkJw4YhLU2izoYNOHUKzs6CkshIZsYM6rffMHcubtwQ1Tx2DD/+iD//FHwsKKBmzIC+PvXPP9JSLVhAxcbi1CkA2L0bu3fLkJx9+KymJprRldUdLApagkxYjXbtwvTpuHVLpNHBgwgLY+7fp+bOFTlofH2psDB4eopODw7G6NEoEHuotm8fZs/Grl1wdMSgQeXIr6CRKFiN1WX4cEECCJbSlqMIQreIgwMuXgRH1pr3mlFKCsUHiEysrHDtmiBwTEErBXDmDDNtGlUs+azUywt2drh5U/ZSEZl9IWUtf/2F/fsFeTRkSqisdqWxsMDRoygqEny8d48BRDt2/fILAIllaBWGz0dcHGgaNjZUejru3mUAdOyoUNSMtTVlbQ2pZUe5ubh5EwC+/76uhH0RKoyauuq0jVYHl0VPNf1zyJTO31k0Lynm3b+ZHeKX3kCj3qzt1uKV1/3499xdPTuYNH0QlnNoWbRZ71bsxjQAZm2z/sXlxnKHqxPXWHDUVM/uTHjyQOBcNLDUrsehL+x71LVPa4NuzVPvvj6y9m5m6jsADF/gXFPlqAC44vX47cviQZMM5u+1WTMsyKNPwLRNVs11GqbF5x9ceqeJttqYJWalVZBzaXEs7HX8diTQNGU1uI1EeX+dzzzmQVjOqhP9KnMnFVFTPgoqolTl6taaQCAQ6ggkZoRQd9HVxaFDDIDffsPcuRQAT0+YmEhXi40FgH7K/C7z+Th/XvZZ9eqBw0G9euU3onhNIeHhzA8/UCUlOHgQ8+ZJH+3RAwAuXBDMEzQ0oKUl7yV8yF9cDHt7pKaiXz/cvw+GwcuXcHFBXh5GjhTEWeTmom9fpKWhf39Bnaws/PQTioowbBhu3pT4y7VpE+LisG8fXr5EVhbYDTjOnRPtJTF0KLS1kZYmWuHCkpaG2FhoamLMGHmznW3bAMDFRfBRTnewKGgJcti0CcnJ8PHBmzd49Ai9e6OkBOPGUbNnY8kS/PMPXr3CsmUAsH+/4Nk4gOxsjBiBggK4uSErC58/49Ytpn177Nol0XjlzakCtiSOlOWUi3i0yKVLst0itaKUUgNEJvPn49UrwXsFrTQxEa6uVHExduzAmzdgGLx7h127oKqKsDAZOTXKIjsbo0ahoADTpuHFC3z+jL//hpoaNm8uU0JltSvNkCEAsG0b2GF+8CDrVGUApKbCxwfu7tDVVapJ2SQng8eDtjZ++AGdOmHsWGrsWMrKirK0RFKSck3x+fD3h60teDzMnq10AhRC3WTs0q6LDvZuoFHPb0fCRtebO2aE3/B9YtKr5f7o4eI5Phto1Bu5wGTrlNAZFn/tX3THbnTHjRcHC4/aj+u06kS/jMQ3i/pfce918UX6+5lberCHtFqrr/UbwC3hufe6OKi+j4ddQAfjpnvCfgCQdEcwono46hl83zzsXMZmt9BP3M+9nNtvvDiouPDTmmFBs60u7JgRrte5ye7QH8R3q1Hk0uJ8318XQGcrbeH6IBY9gyatOzQSVqgwiqgpHwUVUapydWtNIBAIdQQSM0Ko04wZQ7FbmeTnw8UF06fLqFNYCACNpFOqyePePaa4mNLQkJFYQfG9LRWvyXL7NuPkRBUX49gxRmZ2DHZqFBEh+MguKFAET09kZsLEBEFBggX/LVvi9Gk8fIjERJw7x0yYQG3YgLw89Oghiv/X1cXu3WjQAJs3Y/586tEjUYN5ebh1i7G1FQi5cSMePkRAAM6eFWyfQdNwc8OOHThxgureXXQimzpk0iR5eQd+/RW3bkFdXfQoW053CFHEEuSQn4+wMKZPHwpA06bYuxcWFsjIgLu7IOkJgK1bERSE+HjcuyfI6vrrrygqwo8/ilKi2NpSoaEwNpZYhVR5c1LWlqSQshz5CN0iAB4/RmGh7Nte80opO0Dn3tFeAAAgAElEQVTKRUEr9fQEn49p07B4saCCpiYWLsTjx/Dywu3bihrbjh14/x5Dh4qG7YABuHULBgZQZA9aZbVj0dfHtm1YtgxNm4LDwfv3WLQIfftSADZsAIeDFSuUa7AsEhIYgMrNRWQkpkyBjQ3u3IG/P+7dQ69eiIiQSG4thwkT4OsriNJydxdliiX8B/hhVpcfZnV5k1uc8fBNPY5KF+sW4ktChExc8/24ZV0fReYadm8h3C9WyMAJ3/Ufr5+ekK+uyWFzhfy40JQ9ZDu8vY1zu4zENwyf6Wimxa7QCWFmCs9tqMk5FDfyE/czTVMqqjSAXs7tezm3z88pfv74rb5Fc6mJveKXFtLdQU/8iuKcTneRKvHwtPXwtJVzRZnIV3PzlSFS9QdNMhg0yUBZRZSqrJTWTtMNnabL9neuPN5v5XESXUIgEOouJGaEUNdp3FjwRjytYGnqy/vDI01aGgAoFeRfSSIjmSFDqKIinDole9YHCHIBxCqUgV6CCxcAwMND2h+xZw/j68uwweonTwLA2rXS565ZA1VVJCUhPl5UaGgIoVuExcEBAP79V1QyZQoA+PmJlqIIr1I6oYCYSIIIlKNHGWHuAwW7Q0FLkEm7dmDdIixmX4KpXVwkRGVzQBQXC2qyq5mWL5eoo62NuXMlGq95c5JCKcth3SJTpkBbG5mZmDxZdrUaVqqaBogiVrpqFS5dwrp10ueyzhQuV9FrsdYyf75EoZ4eRo1S6PQKD/+lSxERwUydivHjERbG7NwJAElJOHUKCxeiZUsAyMnB6dPMyZNMQoLS7bPcv0/RNMzMkJqKI0cwfTq8vZGSAnNzFBRIrxiSg74+XFwwdChUVbFvH0aPFi0FIvw3aNZS3XJAG7M+rWW6RVjqcVTM++qUdouw0DSlb96cnaWXPtTJTEvfvLmcfYLrcVRUJDdY0WqtbmGvK98tUu6laxJF1Cy3BcUVqSNaEwgEQq1DPCOEOk1AAPbuFSSkCAvD9u0y6rDugA8flGg2M5MCFMpSUSUkJWHwYKqoCIaG+PHHMv/osFHlpVOrlktcHPBlIieOvT01bhxlZIT37wXJLMVzIrCoq6NXLwBIThbN/0s//m3YkAEkBDMygpUV8vJEQSi3bzPPnsHEpMzUA2vX4qefAODgQYnlNop0hyKWIIeuXSU+CjNHSOU4UFEBviTwy8tDfj5oWoY63bpJfKxhcyqNUpaTl4cZM3DkiCB0IiBAIq+KkJpUqvoGiCJWqqeHoUOhpwcAubkIDMQffzCTJ2PDBgASLhU5cLnIyQGAvn2lDw0apFB2gAoPfwA2NpSnJw4cELn/Vq+GurogCiYoCPr6cHWlJk6kunaV3qJLQbZuxadPiIuDMIkJAC0tHD0KANHRiq6pWb8eJ0/i0iWkpEBPD+fOCb4TCAQCgUAgEGoX4hkh1F0yM+HmBgDr1gkCDVaskAhtYGEfiubmKtHy06cA0KBB5WVUiNRUlJRATw/JyfK2zxRO19nY++nT0by5vBcb5M9uYQPI236CTZfI7q9ZGna5hPizcQVzQ7AP5I8fF3z84w8KkB2DUFKCcePwyy9QVYWvLzNrlsTRcrtDQUuQQ1mNy0yuyfLgAVCGa0BqC6QaNqfSSFmOfBYswOHDAODoiNmzAWDRIpQOJahJpSo2QBREESu9e5dxckL9+mjVCk5OmDKFOnZMiUsAAreIqqqMIaapqdBT34ppJ5P4ePj7Y/lyaGmBx8PkyWjUCI8f4+NHuLhgxw5cvlyRZmlaxio5c3NBwqPEROW2mOnYUbDsSDyDLOG/TWerFlaD2pRfj0AgEAiE2oB4Rgh1FD5fsMtDz55YsQLr18PcXFAo9Tfa3p4BEBoq7+kuj4cWLTBunGCvVnb2ouDT4MqjpoaLF3H6NANg82bpfJClYedIRUXIz5f3Yu+DcEL18WOZDbZqRaFsfdlyOT6Cspg4Eaqq8PMTPOj+80/QNCZMkK6Wnw97e/j5QUsLISHMuHHSE0X53aG4JVQtLVoAZUxTpZ7q17A5yUGRTtyzR/R+924YGIDLxahR0jezJpWq2ABRkHKtNDAQVlZUYCB0deHqih07cOECCgtlLD2TA7uNjszbpew9rMBIlGLRIjRpgkWLACAgADk5gkSnHI4g2IpdT1RVKLWSURw2hI3Px+3bVSgOoe4yeb3l/84PrG0pCAQCgUCQDfGMEOooS5ciOhqamvD1BQCaFuzSmpYmHX3t7EypqqKkBCdPljmh8vFBXh7+/BNaWgBgagoouQCnMjg4wNERtrYU+4jezY2SmbyAzeJB04KQhD/+QGGhvBe7GoKmBbOy6GjpBuPj8fvvuH2bYdNn8Hh49kzGde/fBwANDaXXM2towMUFPB7OnmUuX8b793BwEITwCMnLg60toqLQoQPi4qTTl7DI7w7FLaFqMTGBqqrsm5aVJfGxhs2pNFKWozhqavDzA00jLQ0zJfPr1aRSFRsgClKulbIX/eknpKfj5EksXozhw6GhgfR0Ja7SuDFoGny+DGtRMJytwp0oRWQkExKCpUsFoRxsql0jI8F3o64uVFXx+LHSzc6bh0mTBNFnUrA5sJs0KfMLZN48jBghb7kNh6NcvAmBQCAQCARClUP2piHURYKCBBujHjjAtGsn+MNtYIBduzB7Nnx84OiIkSMFldXVMXcu9u7FmjXUkCESy+BZ8vLwv/8BgIuL4GizZsCXHJM1yfbtuHQJycn4+WfRlihCoqIAQFtb8NBY8QnSoEE4dw63bws2jhHi64tt2zB7NmVrCysrxMbi7FnpLAPx8cjMBE2jd++KaDRpEk6cwOXLgj6aNk3iKI8HJyckJ8PKCleuyOgaFjndoZQlVC00DQcHXL4MHx9BygkhUju51pY5CZGyHKUwN8cvv2D1avj6wsFBlP20VpRSaoAojhwrLS5GZiYALFkifVZ4uBKXoGnY2SEkRMYQYzc/LpfKdKI4S5ZQLVsKAkbwJWJFVVXCbVFcrHSzkZGIj0fbtpRUkp3gYHC50NCQkcNIyMOHuHULXbtKL5W6do2VTSI7MkER+lGHa1sEAoFA+PpgQmTvskQgsBDPCKHOkZsriHWfOBHjx0v8Y541C5cv4/JlTJuGHj2gqysoX78e588jMxM9euDgQQwaJDrl7l3G1ZXKyYG2NthdGwCBFyApCXy+9DwkOBgvXjD6+rCxEV36zBmGy4WBAaytKTk1ZVYTR0MDhw/DyQnbtmHYMEb8EoBghlY6g2O5eHgw585Re/bA2ZkRXjo5Gfv3A8C0aQxALVjATJxIbdgAOzume3dBnfx8uLoCwMSJgmgaZRkwAHp6gs1xtLQwfLjE0Y0bERsLXV15bhGU3R0VsISq5eefmcuXqc2bYWQkWATE48HDQzCJLVd+KGxOiludTEpbjuLnAli1CoGBiIjAnDmUtTUMDJRWSsEBUq5gyg4QBdWUY6WqqoJYj5AQZsIEUSO//y7YQPfTJzkNS7BkCUJCsHEjBg8WbX50+jRz44ZC0/4KD39xbt5koqKoXbtEflUtLQagMjIEH/PzweOJxFOcSZMQH489ezBmjOj07GzBrjTLl4uMpHSnTJqEW7ewcyfGjBFld87OFkTruLvL2+SbUBryz55AIBAIhOqArKYh1DnGjkVeHvT1BRN7KY4cgbY2CgoEU3qWpk1x8yZ0dZGRgcGD0bEjRo/G6NEwNYWVFZWaCi0tBAQwwhB6LS2Ym4PHQ2SkdBT3li1wc6OOHJGYzLi7U25u1IkTlPyaMqtJ4egokNzNjZLKYRESAsjaPqZcbG2pn35CcTF696YmTIC3N+bMgZUVioqwaJFgD44JEyhXVxQVoVcvasIEHDqE+fNhbIykJJiYYPdupS8qZNIkcLngcuHqKjGF5vEESQ2ys9GiBShKxotdNFFWd1TAEqqW7t2pzZvB48HFhfruOzg5QUsL+/cLdvMRKlt5c1Lc6mRS2nIUP5fF1xcaGiguxqhR5XSKTGkVHCCKCKbUAFFczbKslMPBxIkAMGsWtXw5zpxhdu+GrS0WLIC5OfAltaoiODpi2jS8fw8rK8yciQMHMGIEXF0pdi1buVR4+IuzeDGlqyuxc/DAgZSaGry98fYtAGzbBgBDhijd8sKF6NcPRUXo0QMzZ+LIEcyZAyMjZGbCwQGrVolqlu6U6dMxdCiKigR35o8/mPnzBef27InNmyuqLYFAIBAIBELVQTwjhLrF+vUICwNNw9eXYdfJS6GtLcivERaGjRtF5QYGePgQS5ZAWxsZGTh3DufOITERamqYPRuPHkk/VR47FgCCgmohinvPHmhrIy1NsM0KC5+Pq1ehqooRIyrS5u7d2L8f2to4dQozZuDgQdSvj127RGEyAE6exK5d0NLCqVOYPRv79uHdOyxahKgowfY0FYN9aIxSS2mCg5UI2i/dHRW2hKplxQpcuoR+/ZCVhaAgmJri0iXMnCnY60eO/DVGJS2HRU8Phw4xABITBVu9ovaUqo4BUpaVAjh4EG5uKCnBtm1wcaEWLcK7d7h4UWB+0dFK7Hvl7Y3Nm6GmBi8vzJ2LgADMni1jWVBpqqQT/f0RH4/VqyVCMJo2hacnkpOho4O2bbFtGxwdBdtaKcu1a1i2DDQNLy9Mm4aDB8Hn4+efcelS+SuALl7Ezz8DgJcXpkyh9u0Dj4clSxAaWtm8KgQCgUAgEAhVAsUwJPMZoRagKMF0qzos8NkzPH4MPh/NmzPdulEy/7Xn5UFHB3p6iuZZHDECxsblz8AVrFaa4GAMHAg3N8Fsv8IkJuL5c3mKC+toajI2NmXWqWGU7Y7a5fffsWABJk4U7QVbi+ZUluVU2BSFKKWU4permGDVpyZLUZFghxQLC+kswsrC5+P2baa4mOrRQ1GfY5UM/19/RXo6Dh+W4aeIj4eXF/79Fw4OMjaHkuLMGcbFhRo+XLD+SAo+H5GRzPv3lJwvkLI6hb0zRUWUhgZjayv7XPaXobAQMv2h/20oiiIrZQgEAqHWofodlpqeVOu0hVB3IKt7Cf9B2rVDu3bs2zLnANragrytoaFM377lTBWKihAaKuNpc8WqycTTEwBWrKjIueKYmMDEBHIUV7BODaNUd9QYo0fj/Xv88osoMwsLmznSwkJUUovmJNNyKmOKQhRXSvHLVViw6lOTRUMDDg5V0A4AmlY6pWiVDH/xJS1SmJsLLlH5UU/Twh2mZDclp1PE7kxdGeMEAoFAIBAILCRmhFA71AXna04O9PVha4vr18upOXgwPn5EaGjVVCtNaio6d5aIQfgGUbw7aoyFC/Hbb+jfH/7+oifYR45g2jRwOEhNFTrggFoyp7Isp8KmKIWCSil+uYoJVt1q1i51bfjLjxkpl0p2CokZqW0pCAQC4VuHxIx8sxDPCKF2qCNfMdu3Y9kyREdLBwVIkZgII6Py19IrWK00kybh0iUkJaF1a6XP/S+hYHfUGDk5sLRETg7U1TFgAGgaiYlISwNN49QpGasSat6cyrKcCptiaRRRSvHLVUywGlCzFqlrw5/1jNC0IF/JxYvKRdNUrFM8PHDwIABBAmDiGSEQCARCbUE8I98sxDNCqB3qzldMnz4oKUFMTK0JEB8PCwucOsVIbUz7bVLr3SFFfj5+/RUXLuDZM/D50NTEDz9g2bIy9z2tSflrzHJqt1P+2wOkDmoXHs5s3SoSZt26mvBUenoiMFD08fz5bzEzK/GMEAgEQl2AeEa+WYhnhFA7kK8YAoFAIBCEEM8IgUAg1AWIZ+Sb5SuPQiYQCAQCgUAgEAgEAoFAqATEM0IgEAgEAoFAIBAIBALh24V4RggEAoFAIBAIBAKBQCB8uxDPCIFAIBAIBAKBQCAQCIRvF9XaFoBAIBAIBAKBUHE8/R/d/+f19tnWTRvVFxbmvile7RML4H+Tu+lqN5QqtzFpNXVI59M30m7ey5ZqTV+3sa1pK1vTVv9hwcoiPCHn+PXUFePNr8dm1bDk6S/ez9x568Sqfq211BUX+P2/3EX7o+qp0rvn9VTjSPyr5376vPjAHZqmds6xVlVR+lHooUuPAyKfAnCx158w8DvxQx77Ig3bNpnjbFTrQsok8lHu2iN3/TcO0mhQD8CQ5VfnjzB2tG4rXkdmN4mzZGxXw7ZNlL20p/+j5OcFvy/oVeWVq08MAoEghHhGCAQCgUAgEL5iij/yfAJTHHu0Hdmng7Dwxv0XPoEpAKyNWk53MhSWhyXk+ASmWBm2ABCR+JKtU5qx/TqdWdv/vypYWaRmvvMJTJk02KDmJf87Ljsx441SbhEAmg05bbQ1/ncs7hOP773UTvyQ+94Ir8vJp9bYV8Dj8Fd4xtzfbm+b1UNVhXLbEkrT1Pj++uyhO0m5+y48Sj81rtaFLIu41LzYlFesW+TZy8JrMZkLfzSVqiOnm1jG2XeqgGckOC47OC5bQZeEUpWrTwwCgSCEeEYIBAKBQCAQvmL6mesAuPXwpfg0PiDimYFe43dF3OC4bPFpfFBsFgDHHnrCkiubHcSfqKdmFkzeGuYX8qS3Wat5w42/RsHe/8uNf5Jv3K6pVmO1r0XyazGZDt31ZB6Sz/rJlkF3s3wCU5xt2jn3as8Wnr6R5nU5eZpjZ6FHQyl8riY727RbPMYMQNSjV95XkoXtrPKOne3cpV2rRrUuZFlEPcq1t9Bl30cnv6Jpyv57Hak6nh62nh627Hvup8/1B/kMt21/4ZdBlbz0cpeu0xw7V0fl6hODQCAIIXlGCAQCgUAgEL5iunXW1mhQLzb5lbCEz2eu3Hlub6HT11znYsRTPp8RHop+/EpfV1OvhUZZrRnoNfljuR2AazGZX6lgMcmv7Dwu3Xr4UkE5xcWoFcn5fOZy1DNnm3aKiFpaWr+1/TUb1pu+Izz3TTGAtOx3s3beMmrfdJ9HBaMGopNeaWkKlhE1bcSJS81j39+8n30rIWfVeIu6IGRZxKW+Nm7flH0f/fiVQZvGlQ9IKa0OAO6nz1Il1kYth/aU0Ykyb4hSlcs9pEjLvM/8ckuElNZOKUnktFxu4wRCbUFiRggEAoFAIBC+bpys254PT+fzGZqmAEQ+yi368GmwlV4J97NfyJPwhJy+5joA3v/LTcx4O9u5i/zWDPSaAHj+qqj0ofl7Iz585Mk8S2qhRA0LVjECIp4uPxyT/LxAVYWaMqSzacdmtSL5zfvZfAYDLHVlHh234QaA6U6dF3pGJWa8pWmqt2kr76V99HUbsxX0WmgcWNjbdeNN100hgVschq0J4jPMhQ0DpZJ6KE5rLXXhtPcTj9+4IYd9v8or1n2EiXiOlWoVUiljG/Fz0K2EHAD57z/uOZ94MCAJQOGHTwCaDzt2fGU/qVQjijBuww1OPbqnccsFeyNUVeijy/uOs+908u9/tvs9SMx4y9pGb9NWe+fbmHXSAjBpc0j4g5ynZ8YrckOUqnw56tnSg9HJzwtomnK2aTe6b8cFeyPOrO0/wLJNabFltjxvT0Rq5jtVFWq6k+GBhb2PB6WuOByTk1+srqa63KXr2kmW7LlytFNEksSMNz/tiwqJf8HnM9pN1GY7G62d9L3QM5VX8GHpwWjfm2ncT3xVFaq3Weu9821MOjSTVoBAqCWIZ4TwH4fPx+3bDIBWrSgDA9l1uFzcucMA6NKF0taWPsrjISgIr18zXC6locGYmVFGkknH7txhuFxwOLC2puRIwlZr1owyMZEoT0jAq1cwNkbr1krqVueJjGRSUzF5svRtefYMKSnQ0YHUrZBJDfQggLQ0hIZizBhoaiqgWNmkpgoksbaWLe3Nm0x6OjV9ukKt8XiIjJT9TEZHh2rbFhxOBeV8/x7x8QyAPn3kGa24DNbWVFmXY227c2eqZcsy28nLw+PHIl1MTammTZWXWxaVGUE8Hm7fZrhcysYGGpKPe9PTkZUlEtjGhlIlP5iEOswAS12/kCehD16w6wiC7mbRNOXYQ+/dv1wAwXHZ7DQ+OC4bwGCrclZt3EnKBdClrYxR+se11KIPn2SeJdMzUmOCVYCAiKfD1gSZ62udWmPP5zNbfeP/DE2vFcmvxmT2NGqh2VD2l2zhB+7jZwWXop7NHNplpatF1KPcfRceDVl+9Z+TomQf4/vrX4565nvjSR+PS0lP355Y1Y/1xVSMPl1bB8dll3B5NEVFJb1ysm4LIPDO8wdP8i9ulL3kpDqEVMrY+pq31mmunv6i8FpM5oSB+qw/a79/0iCrNvq6mm1keXPKpfADN/1Joe+NNOde7XPyiw3bNvb0f+S+J8Khu97K8RYcVTo6+dWuswmOK6499xtP01Rh8af89x8VvCGKV/a//XTEz0FmnZqdWmMPYPuZB9O2hZVwP3M/yY7LkGr5UcbbK3eee4wyMWrf9EhgysGAx1l5/8Ym5y0ea6bdWG3n2YR1R+NsjFsOsGwjX7tyJbmbktdv4WUtzfr7f7Jt2bTBrYc5vxy/9+BJ/sWNg1lhRvwclPy8YMcc63YtNLLzi9cdvdt7QUDmWVc2KQyBUOuQP3qE/zg0jePHKR8faGoiMRF6sv66eHjg4EHKyAhxcRLlublYvx7e3uDxALATSAqAmRk8PRlbW8GU8tYtatkyALh+HYPKWKMaHIyBAykA58+L3AG7d2PTJuTnCz4aGmLnTjg6VkbdOkRmJoYMoWbOlCgMDWXmz6cSEwUfdXWxZQszYYK8yXkN9CCAVq2wZg1CQ3HypNKaCjl9mpk4keLzBc1u3owVKyQqvH2LYcOoQYOgoGekpAR2dvJuTocOmDcPixcrLWpMjMAgmfLCcoUyvH4NLS3ZdYYOpfLzcewYM2lSmdLeuMG4uIiOXrkCR0dwuWhUxlr1qVNx4EA5slVmBOXkYMEC/PUX2P6iaQwdisOHIXTu7NyJ/ftFAhcWSrtOCIQ6hb2FDoA7Sa/Yafy1mMzepq049VS0mzQw19e6cuf5xmlWAELiX7DTe/FzS7ifhfPPpy8LY5Lz1vjEApAZB1EYOKVuCgbgj2spvM8MgMfP3wL4Oy7r9bsS9pB4WhAhiw/caddSI+L3YepqqgCcbdqZTP2zoIhb85IHx2WPsO0g8xBLRk7hqTX2bD6O8f31P3767HU5+W5KXrfOoqcBhxf3uf3wZfTjV64DpHeTUZa1E78Pis1qP85XVYVuUF9lvZslgJXeMYvHmLVsVmaO2CoXUilj8xhlCmD3uYeRj14eWNgbQPqL9/v9k1ZPsOhjVvFHT8nPC7yW9BHaj/Pq60btm17dOoT9OLJPhxLu573nE++m5nU3bCF1riI3RJHKC36P0NfVjNo3nDXUkb3bW866kPT0rYIqPMstErbsbNOu8dA/Lkc9Tzk+hnVLdTdsYTzlzwu3nw6wbLPVN16+dvIlcd8ToapCRe8fzhrJcNv22o0brPSKYXPoFJfwIhJzl7l0nT9C8D+4cUPOvguPkp69LX3rCIRagXhGCP999u5FWBjS0uDigtu3pY+ePs0cPEipq+PCBaiJZWqLjGSGD6fy8qCqCmdnmJpCVxfR0QgORkICevemfH2ZceMoAEuX4sIFREVh5kwkJsqYPhUXY+pUAHB1xciRgsKlS7FjBzgcTJwIU1PExODcOTg5wcdHUPlrZ/Zs0DR+/llUEh7ODBxI8XhwcICJCdLS4O+PiROpwkLMmSOvqeruQQAaGli9GgsWYPz4Cjqn8vIwbRplaIjgYDRqBGdnrFwJBweYm4vqbN+O4mJs2qR0446O0uEhJSW4eRMZGViyBM+fY8+eishc87RrhwEDAKBtWwCCeA2ZNT/JfkwoojIjKDMTPXogJweGhnB2Bo+HP/9EQAAePMD9+2CDWXr1Yj5+pAD4+CinI4FQK3TU0ezQulFc6msAbws/xibnbZ7RnT00yKrNNt8H+e9KtBqrRT7KZaf34ueOWve3VGucevRv7j3ZmIivSLD5eyPFQwz2+ycJ35f2jCQ/L0jLfr96ggU7xwOg2ZAzdYjh/47F1bDkuW+KE568YSfzZUHT1Lh+nYQfbYxbel1OfvX2g3idV28/sPEssSl5JVxehZfSAGjZTP3xsTGXo57TFByt26qq0GdDnzx9WbhsXFcAR66mBMdlNW1Uf+GPpsLlHjUvpEwiE18K06/eTc2jacrWpFLbPNM0NdlBFAL61He8VBiLdmM1AO//5co8t9wbUm7lmORXma/+3Tyju9BQ1Tiqc4cZue+JUFwFYcsaDeppNFBt36qRMFpHX1cTwL8feOVqJ1+SvIIP0Y9fuQ02EPeduY8wXukVc+bmE4fuepx6NKcefSLon66dtEb2bq/GUR3fX79qk+8SCJWEeEYI/33U1fHnn7C0REQENm7EmjWiQ2lpmDWLAnDgAGNgIJqhZWbCyYkqKEC/fjh1ShSlP2cOSkoweTL8/ODqSpmZgV2Xcfw4TE3x7BlWr5YxR12+HJmZ0NXF/v2Ckrt3mR07KFVV3LrFdO8uuG5AAIYNw/z5GDPmq386fe0aAgOxaZNocQqfj8mTKR4Pv/0GDw9RtSFDsGQJRo6EnIUYNdCDAObNw86d8PCAgwNo5ZO1/fUXSkqweLHgWqtWISQEPj74/XdBhdxc7NwJV1cYynhyWQ7Hj8uI1+By4e4OLy/s3YsZMxRamlTrWFjA21v08elTCoCrK44cka4pvwsqOYJcXZGTAxcXnDwpuND//oeePZGYiJ07sXEjAIwfT40fDxDPCOHroa+5ju+NNADXY7MAUdKKgZa623wf/B2XPbJ3+/i0/F+mdpM6ccEoE9MvS/1pmmrWqL69hU5ZKztO30grK7fipEGyVzzWjGAA8i9OYt/cvP9iyPKrfuv6D/+yDUppUjMLABi1l1jeYtReYnFHzUh+4/4LjQb1bIzL/hUE1OursssZhG1KVeDzmdH/Cy4u4bn07+R748lCzyj5rpZyUVWhh9u2F378+cjdxWPMNBtydp97uMorZvEYswdP8q1mX4j3GiXcp0twdr0AACAASURBVKbKhVTK2Eq4PN5nJjY5b5RdB3Z6H3L/hWHbJsUfeQDUOCoVy8OqXl9V/ESapp6+LDwXnpGa+S4rryg2Ja+sJS1Q4IYoUvnpy0IABm0ai1du11KJv4lSLddToUuvLeIzDMrTTr4kscl5AHxvpl2OeibVeP77EgCqKrTXkj5Ttoa5brxJ01Qvk5Y/2LSbNPA7OVFIBEINQzwjhG8Cc3Ns2oSVK7FuHQYNEkylSkowbBiKiuDmBqlVAO7uKCiAmRkCAyXCEACoqeH0aTx8iKQkLF2KK1cAQF8fW7bgp5+wdy9Gj5ZYpnH7NrNvHwXg+HFGU1NQfvgwBWDmTAgndQCcnWFmhoQEBAWJQku+UlauBIcDd3dRSWAgMjJgZCRyiwBwcMCUKTh6FIcOYe1aeQ1Wdw8CoGnMm4dly3DoUDkxLDKJjgYAnS+PA21sAODFC1GFLVvA42H9eqVbLgsOB4cP49o1ZGbizBnBfP7rIjQUAHr3VjphSmVG0O3bzK1bVLt2OHJE5H/R0MDy5czEidSFC1/lnSQQADh0b3P0akrS07f+t59qN1ETRuzbW+iqqlDXYjLV66vw+Qy7SEScwd3aKJ6cctbOW2WlfijLM1IzggEQBm6oqlAAOKoqUqEc4rAZRmlK4rdDVdIpWzOSB0Q8c1I+OagUC/dH3Ut9vWm61QoX88fPCg4GPB7SXc+5bMeQUhy5mpL/rmTRaDMAW0/HLxxtyq4kajXyxKHLj3+d3r2ahFTK2IauvH7jXjaAXWcf7jr7UFjeyPEogAu/DBJ39FSYDcfj1h2NU1dTHdStjWnHZu4jTNJz3q/2jq18y3WByms32q5jz1I+vg5ffGeTBhkMtGxzLjw9KDbrWkzmrYSX6/+IC9k9lKymIdQRiGeE8K2wYgWuXUNYGFxdqYcPoaaGmTORlAQjI1EoB0taGgICAGD3bkZNTYaDn6axbh2zYAHVuDH4fMHkysMDf/6JiAjMmEE9eCCY6XG5ghn7okWwtxc1NXUq0707ZWbGfEl+IaBVKyQkoKREVM7jgS9v4zPQNNjEkGwO0T59YGCA48eZwEDq40e0b49ZswRBCgkJ8PJCVhYaNMDw4cyYMdKq5eXh7FlER6OwEDQNLS2MHAkHB8HRzExcvw4AgwdLJPt4+xbnz0uUh4cz8fGUi4tENlN/fwAyFqoMHYqjR3HhQjmeEVR/DwKYPBkrVmDv3op4RoQti8P7klM/MxP79mHmTHTsWMGWy8LCApmZeP5cuvzsWSYwkHr3DvXro0cPTJpUZpaQWiQ1FQCMjaUHQrkoPoJK4+dHAZg9W9plNnIk5ewMdfLsivDV4mClB+Bual54Qo5Dd9HXNE1TjtZtHzzJ126i1kSDY20kLzahXHLOT6ibgikL+9g8NatAvDDnTbH4x5qR/Mqd5wcW2lamhYCIp3vPJ9p1bb3K1QKA39r+Xaefn74j/GGXFpV/IM/nMxuOxS0fb67RoB730+fctx/MOgp+TqwMtVMy31WfkEoZ28Zp3ayNWmw6ef/ixkFslMcPq68vGm3az1wHgKVBc8WbKou07Hfrjsb1NG4Zunuo0Om2/o84+WdVko6tNQEkPn0zso8oE82z3CrbnklIudrJl6SjjiaAxhqcecONxZsVXzPF/fS5oZrq/BEm80eY8D7zD1167L4nYqvvg/P/G1jl6hAIFaCy+3sTCF8Rp06hSROkpWHlSpw9y5w4AQ4Hfn7Sc6GLFwFAS0vClyHFmDHUy5c4fVpiJnz8ONTUkJyMX38VlPz8MzIyYGgonVrC2pqaPl3icTeA3FzcvAkA338vKp8wAfXry3tN+PK3ITKSmTEDV66gTx+4uVF+fvD3x2+/wcICMTHMoUOwsMC+ffD3h68vxo6l5s2TEOnMGaZ9e7i748QJ+Pvjr7/g5YUhQ9C3r8A1o6uLw4cxYwZcXCROnD4dM2bgjz9E7hJvbwrAjz9KVEtKAgBLS+mEn716AUBCQjkOIJbq7kFtbfTujeRkwf4ySmFhAQBFX/6r3LvHsA2y/PILAIl1QFUCny9IOtu+vagwJweWlhg7ljp2DP7+8PPDokXQ10dQUBVfvZKwwtM0bGyo9HScPcucPcvcvavQnVd8BJWGje6xthZciMtFcTEAqKtDUxNkAxrC14tmQ873Bs2PX/8nJ7/YsYdEDIJDd73EjDexyXnlbqFSLhoN6pX1ql3BxGneWM3RWq9F0wZy6nTrrK3XouGp4DTup8/CwmPXU2tY8jtJuUUfPvX/XvZ+vYqQ+arIbUuolmZ9v7X92RIDvSY75ljnFZS4bLxZGdlYfr+QWML9PH+EMb4s8eCL5e6up9gSlYoJqZSxWRu1VFdT1W6i5tyrvaN127YtNfh8ZlSfDo7WbR2t21bJko3k5wUAnG3aicciXbidAUDOmppK0q2ztoFe4yOBKW8LBdvNFJfw9l9Mkn9WBShXO/mSGLZt0q6lxvmwDOFRAJejnjUYfGTpwTsAAiKe1h/kcyxIMMRUVeg5zkaqKhSfr/Q/LgKhmiCeEcI3hK4uDh1iAPz2G+bOpQB4esrIzhAbCwD9+indfseO2LIFADZtQmoqEhOxYwdoGn5+0k+npeDz4e8PW1vweJg9WyIPhYYGtLTkvaTyKWzahORk+PjgzRs8eoTevVFSgnHjqNmzsWQJ/vkHr16B3Uln/37BE3sAiYlwdaWKi7FjB968AcPg3Tvs2gVVVYSFCXJA0DROn4a6OiIiRJuGeHvjr7/QpAl8fUW6sCEkUjfw4UMAaNJEesrK+g74fJSUlH+Hq7sHAfToAQAXLigXwgBgyBAA2LZNoMjBgxSACRMYAKmp8PGBuzt0K/7XVwZ8PubNQ3Y2ALAZMQCUlKBvX9y7Bzs7xMYyDIPCQmzahIIC/PAD4uOrUoBKkpwMHg/a2vjhB3TqhLFjqbFjKSsrytJS4EdTHDkjqDQPHgCAtTX1118wNkb9+mjYEI0aYflyhYyQQKjL2Fvo3LiXTdPUYKs24uX9LXR4n5mwBzlDe1Z21cZXIZi5fvMrm4fIz9wBYNss69TMdw7Lr968nx35KHfUur8fPMmXqlPdkl+LyTLr1Ky1VgXn7Xw+M3p9cEER98gyO/HJ/7zhxg7d9ULuv9h5NqEy4nE/fd7q+2Clqzn72F9VhTZs2yQ0/gWAog+fbt5/Ydm5/FiM6hZSSFzq695ftqFJSH+jqkJV7TINSwNtTj1634VHkY9yuZ8+Rz7KHbD4SmrmO0h6i6ocT49ez3KLbNwvHghIOnTpcU93/6y8qo8ZUUQ7+ZLsnW+T+/ZDH4+AgIind1PyvK8kT/w1RLuJ2pIxZgCG9mzXoXWjVV6xhy49jkl+FRyXNX7jTd5nZqxY3lkCoXYhnhHCt8WYMZSbGwDk58PFRfbmqYWFAMrcTFQ+Hh7o1Qs8Hjw8MHMm+HysWwczM3mnTJiAevUwYgTS0uDuLr1Tqbc3Xr+W9xLPZ8nqde4cM3UqmjaFkRH27gWAjAy4u2PrVujrQ1sbW7cKNkxh4xoAeHqCz8e0aVi8WLAxh6YmFi7ElCkARNvB6OsL8okuW4bsbKSlCZKGHDsmChi5d48pLoaGhqAdIeycU01N+q8DTQuiNoTCyKe6e5D1jEQomvFdhL4+tm1DdDSaNkXjxjh1CosWoW9fCsCGDeBwpHfwVYqFCzF9uug1dSrGjUOrVjh4EAA2bxb5AnbtQmoqzMwQHIxu3SgAGhpYtQqbNoHLxU8/VVyGKichgQGQm4vISEyZAi8vTJsGLS3cu4devZRwjsgfQVLw+eByAcDTE6NGITcXzs7o2RNFRdi2DQMGEOcI4euGDT2w6qzdtFF98XIDvSYdWjcSViCCsYyz73RiVb/EjDf9F13p5X4x/cX7LTN7SNWpbsmD47IGdWtTfr0yWHroTvTjVzOGGpbO1nF8ZV/tJmrLDkUnlHL3KM6evxJVVSjhNqsAds6x9glMcVp51XLWXx1bN5rjbCTn9JoRUkjUo1wLfcFKn9D4F5YG2vKTnipLay11v7UDSri8Xu4X6w/ysfMIMO7QNGzPDwDuJL2qwgtJMcCyzY1dTtpN1BbsjVhy4E5fc51ts6yr/CqKaCdfEude7S9uHFRY/GnYmiCr2Rdm7AjvrNckdPcPrDuMpqngHU6mHZvN3nWrxxz/gUsCg+OyfnPvOc6eeEYIdQWKqU4fJ4FQFtSXnGc1b4EeHgJ/gZ2dIAGkFE5OCAzE7NnlTLHKIj0dxsaC+ZWVFWJiyqm/fj3S0vDuHa5dA4+HH3/E0aMV2Zvm+HHGzY1q1w5Pn4oK+XyoqABARARjYyP6fzB6NM6dE+1vmpmJBw/QtatEAhEA3t6C5TOnT4sKR4yAvz8cHZGXh9hYLFggsR3PmTOMiwvl6CjKbMrCdnhYGNOnj/TflPr1weXixg1GzuIXcaq1B+PjYWEBDgcfP5ZfuTSRkcypUxSfDxcXgaZJSTA2xsqVgjVWOTkICWH4fJiZUfJdZgCKiuT5d2gavXph1SpRLhgAXbsiIQEnTjATJkjczKIisElV3rxB06YIDsbAgQBQ7vgTyvD6dZmZSpo3R34+jh1jpPLgisMaxvDhuHBBULJ8OXbsgIkJgoNFy47y8zFgAOLj0aMH7twpRzYWpUYQl4v6X2Y3c+dizx7B8pmYGGboUCovD8uWYetWiVNY0y0s/Op3jCLUcSiKYkJm1rYU3yJ8PpOQnq+pzmETJdQwN+9nG7drWme35/grPEOnubpUIpXk5wWRj3LVOCrs3qu1JVtpguOyTDs0Y29mwpN8mqZMvuwQVIXw+Uxixhs+w5h11Kpaz0tZvC38KOWY+/1C4oK9kfe9RprrV0H+FHHka6egJDn5xY+fv7XQby5VmYX76fPtxJdtmjcU7hxc16D6HZaantTitIVQk9ShrzMCoQYICMDevVBTA5eLsDBs346lS6XrsDOlD7L3my+fjh2xbh1WrgRN48yZ8usLNytJT0ffvjh3Do0bS0eCKE7XrhIfhUk0pDIvsO4SYWoPPT2RTyQ3F3FxePWKCQ2l2KwNUhlAvL0RFYXAQAAwMcH27RJHMzMpQEYaS1XVMrPJsoUK5neo7h5kgy+4XPB4FUk5YWNDsbvSCDOArl4NdXUsXgwAQUEYMQLFxYJDS5ZI372y8PKChgYDgM/HrVvU4cNQU8Ovv0ps9MMeTUwEgKQk6vhx6R9vNTWquBhRUTLy4NYKW7di82bw+RL3WUsLR4/CwgLR0YL0uuVSsRHUowc8PUUfu3en9u5lXFyo/fuxeXNFtm0mEAhfKTRNVfn0UnHsLWonikdBxHNtCjFs28SwbV2c0w6wFEXfmHWqrqzjNE1VX+P/Z+/e42LO/j+Av2YaYyRdJKkkbJt0Qeuy5B4lsWj93MktrUuu67bL0mLXut+vJeSS60pI26YbSWEllWpDhFRSlLQZM78/PvOdpplpmu4T7+ejxz6a8zlzPu/POZ9pfc6ci1zNnX2cure6uG6QOMU7IFmjUQPxUrjVSPHVKRmJga66ggli3AZqKn7bky8W9YyQL0h6OpiJGKtXo7AQa9di+XLY24umlojp6wNAZmblT8Q8XXM4FduIpG1beHlh0CAcPozt20VfULu6inZ1KcuIEaUeAhuVsd5cuU96d+4IV69mBQeL5howD/bG8taV09XFihWYNw8AfvxRyOWW6nNhRqzIhsHjoaAAxcXS3z8IBKINXJipH4rVQguKK6qoqBrGCMTGws8Pv/4KXV3w+ZgyBU2a4O5dtG2LKVOweTP69sXQoeWX4+wMXV1R/Ywfj3HjhIMGsRYsQFJSqXExhYWibqb161HW5iwVnS0irpDMzDLHjHz6BKDCO+9CYi6VpE6doKGBggLExwstLCrwdZzcT5AUcS8MM1NM0ujRrAkTUFCAuDjpO4oQQgipK5MHmR0KSB675ppjt5bvi/hH/0qJTc3ZPb9n7YxYUc1ICKkJ1DNCvhQCAUaNQl4eevTA8uUQCHDpEmJjMWoU7t0r9RBlZyf09GSFhZXaz1UKnw9DQ9jZwcOjnOUeK2TgQFGoN26IpkgUFCBH4dzbgupYhCsgAEOGsAC0aQNbW9jY4KuvMHAgTp3CjBnSmXNzS0Y6rFrFGj681JIizOOx7NgQGxtcvy7aBEQSc3Vsdvm7pdZyC1bLqIFFi6CtjUWLAMDfHxkZWL1adLpNm+Dri+PHleoZkdKnD2vXLsyYgf37YWaGhQulY/b1lb9dMf63kIryxIsHP39e5ggO5iZUV6+2fxg1bFjJG1v2EySFzRZ1u+jLrMzI3IQFBciqwdnihBBCSMV4LenbukUT35BHF248YbNY37ZvfnGdg+yiLV9UJITUBOoZIV+KJUsQHQ1NTdEuKsyWMTY2SE3FggWlhl0MG8bicFBUhOPHy1w34dAhZGfj7FnRiqQVNWcOXr7Eb7+V+ajJ5QqZ7/yPHClnXkC1bDI6cyYALFiAbdtKpT9+LCfznDlIT4eDAzgcBARg1qxSk4asrQF5M1lMTXH9OuLiMGJEqXRmrdNyV9xAbbXg+/eiwhVvJ6SMmzeFoaGs334T9dpkZwOAhYWoZY2MwOHg4cNKFu7qikuX4O+P5csxeLCot0VdXTRrydAQffpUNX4Gmw0jI7x4gSdP5GdISRGN+qnQCCkAc+YgPx/z5gllhwsxa+jK7mQk+V4lP0Gy+vXD5cuiPX2kMANqWtXN3h2EEEKIfCsnfbNy0jd1HQWgSpEQUu1oLjX5IgQFYetWANi3T2hiIko0MxMlHjqEP/8syayujtmzAWDlShbzNCslOxu//goA48aVrBxZIQ8ewM8PZ85IpwcGAgCHA/EypTweNDQU/VT9Ab6wEOnpALB4sfShiAjplJMnhb6+0NSEtze8vKCtjdOncfJkyZIWTZsCQGqq9BuZDhHx6ptizHolQ4aUE2SttWBUFADo6VXDmJHFi1n6+qIBIyhZTqXU47rsIBrl7d8PDQ0UF4uW0WUwgyZkdx1OT0ejRujYERkZFT4RUyazD46s48cBQE9PzvbJit28iWPH4OcnHSozpUtDQ3ReuZT/BMmyswOAY8ek0yMihHw+9PWrcxQYIYQQQgipF6hnhHz+MjMxcSIATJqE8eNLPS/98INoLsP06aW+Q/bwgJER0tPx7bcICipV2p07wl69kJEBPT1s2VLJkFxcAGDLllJbk754IRq74e5ePSNBlMThiHoBQkNLrdm5a5doQMfHj6KU9HTMmcMCsG0bjIxgYCCaVjNnDktce717A0BiovSEmqFDYWyM2NhSYzTCwoSHDoHDKTVn59QpoY+P8NatkmBqswWZTqJ+/WSqqYJCQoRRUVi2rKTrSldXCJSMvMjJAZ+v1GCZshgYYONGAIiKKllthFmTdedOUR8Bg8/HzJkoKkLDhjAwqPCJ3N2FAGJjMWSIqH4YxcXYsgVr1wIQrTtTIcynYMcOxMWVJL54IeroWbasVOeU1F1RoU+Q1HtnzICuLqKjSy1/m5srureZPjVCCCGEEPJFoZ4R8vkbMwbZ2TA1xd69co56e0NPD3l5mDChJFFHByEhMDLCkycYNAht22LUKIwaBWtrdO3KSkmBri78/YWySxUoydUVQ4eioABdu8LNDUeOCOfOhYUF0tPRowezfGbt4XIxaRIA/PADa9kynDol3LYNvXph3jzROpTiUQaTJiEvDw4OJYMUXF0xYECp2tPVRadO4PNx82apfhY2WzThZd48fPcdvL3h5gZ7e5ZAgM2bIR4GAsDdnTV5MuvYsZIekNpswdBQAIpGKyjpxx9ZRkaYO7ckxd6exePBywu5uQBEnRqDB1fpLLNmoUcPAFi6VNQx5OiIefMgEGDwYAwfjm3bsGoVLC0REABtbdH4DkkslvyfOXNK8nTpwmLuyYAAtGoFS0sMGYLOndG4sWic0dChWLmywsEvXIj+/VFQgG+/hZsbvL0xa5boU+DoiJ9/LpVZ6q6o0CdI6r0aGjh5Elwuli5Fv37YsQOrVsHaGvHx6NFD+ryEEEIIIeRLQD0j5DPn4YHwcLDZ8PUVyt2rQk8PR44AQHg41q0rSTczw4MHWLwYenp48gTnzuHcOcTHg8fDzJlISED37lVab/LiRfzyCwB4emLqVNbu3eDzsXgxwsKqYYJMRe3fj8mTUVSEjRsxbhxr0SK8fYuLF0VVFx2NzExs2oTwcNE8GkmHD0NdHeHhJeMvxowBgKAg6fpxcMBff8HYGJcvY/p0eHpCSwt790pvPSulNltQIMDVq+Bw4OxcXpUp5OeH2FisWFFq5IKODvbsQVISDA3RqhU2boSTE1xdq3QiAN7e4HBQUCAaLgFgxw54esLYGP7+WLQIa9ciJQUODrh9G2ZmlTzL8uW4elW0emtiIgIC8M8/4PPRpg22b8elS5UsNjAQS5eCzYanJ6ZPx/79EAjwyy+4dKn82UxV+QQ5OCAyUvjNNwgPx4IFWLsWGRmYORNBQbU6XIsQQgghhKgIllAoLD8XIdWNxRI9lNaLO/DpUzx8CIEAzZoJu3RhVcuuJQyBADduCAsKWBoawl69qrPkSigowI0bAGBjI2fnDuVlZ8PQEMbG8hdwBRAfj2fPoKkptLWVf8nOzrC0LNXNUUVKtmBwMOztMXmyqKul0n7/HY8f4+BBOY/3sbHw9MT793B0FI4dW7O73KWkIDUVbDZ69aqGHYgZxcWIiEBxMdhsWFvDyEjZN546JRw3jjVihJy1ZgQC3LwpfPeOpeCWQBl3hZKfoLLuqPR0PHgANht2dmXuOsz8rcrPr7Y6JEQuFoslDHWr6ygIIeRLx+p/UOrxpH49tpBKo54RUjfoT8znbf587NyJ0FBhv34VfvgvKICxMY4dq8x2tlXk7Aw/Pzx8SGtwVj8FPSPKqMpdUcU7inpGSO2gnhFCCFEF1DPyxaLZNISQ6rd8OdTVsX59ZcZEjByJjh3roFskJQV+fpg0ibpFVFFV7oq6uqMIIYQQQkh9QT0jhJDqZ2AADw8EBSEmpsKd61u2ICSkJoIqx7p10NbGhg11cOovh78/GjZEw4alts5RRlXuisq9d/58UaiEEEIIIeSzRz0jhJAasWQJeveGu3uFh41YWZW/+ma1i43FsWPYs0dYiU1tiTIMDeHkBEdHDByIgQPRtGnFusyqcldU7r1mZqJQnZzg5EQrsxKVtscvwXVTeG7+f5KJmW8KXTeFu24Kf5H9Xjbd+2oygIi4DNdN4bGpr2XL9L6a7LopPPXF2884trIwp0598bZOgn/88t3AH69k5BRWKOZ374tdN4XP2na9qJgvdaj446e5OyPn777J/ySoUJmEEPJFoZ4RQkhNiYhATExdB6GcTp0gFGL8+JpdEvVL1qcP68oViH+6dVP1qp4zB5IB1/6OUYQor/A//qGA5NB7LyUTr917eSgg+VBA8tWYdMn08LiMQwHJH/kCACnpbw8FJKe9KpAtMyz25aGA5JcVfD6vX7GVhTn1y5zCOgn+77sv4p+8MdBVr1DMmo25LfU09vs/dN8RKXXIfWfk7gsJ37ZvzlGjf/YTQkiZ6E8kIYQQQkg91r+TIYDrD15JJvpHPjUz1tLXaRR894VketDt5wCcvjX+7GN79744Ii4j521RpUuok+ADY9Idu1WmEI8pnXtY6h8KSPaPTBMnnryW6nk5abpTu/EDTKsYGCGEfN6oZ4QQQgghpB7r0k5Po1GD20lZ4hSBQHjl1jM7G8N+nQwvRqYJBCXz16IfZpkaaRo3r6XNluowtpikrL7zL0n1ayggGQmj9oMXCISXo54OszVRJqdswKdXDdBs3MB1c0Tmm0IAqS/e/rDlukVrnd3ze1YlKkII+RLQzGlCCCGEkPptSPdW5yMeCwRCNpsF4GZCZsGHj4O6GhcVfzod+igiLqNfJ0MA794Xxz/JnTmsfVXONXdn5If/pBezYHgt6Vu3sVWOf2TasoMxSc/yOGqsqYPbWbdtWlfBh9x7IRBiYGcjuUfHrrkGwHVIu4V7ouKf5LLZrN7WLbyW9DE10mIyGDfX2Lew94R1IRN+Cw34w3H4yiCBUHhhjT2PS//gJ4SQctAfSkIIIYSQ+m1gZ6PToY/C7r+0szECEHTnOZvNcvrW+O37YgDBd18wD/DMBJBBXas04+NIYErBh49yD8ntGanN2CrBPzJt+MqgTqa6J1baCQTCDb6xZ8Me11XwV2PSe1g012zMlXs0/0Pxw6d5l6Keug1t/9MEm6iEzN0XEgYvu/rv8bHiPOMHmF6Oeup77VGf+ZcS03KP/dzfzFi7ilERQsiXgHpGCCGEEELqNzsbQwC3ErOYB/jAmPTe1i24DdT0tBt1MtW9cuvZuuldAYTGvmQe7CXf6/xLUIXOlR8wVWVjA3AkMJn/SQjg4bNcAH/fff76f0uNuA4xl83/475bJvoakbuGq/M4AIbZmlhNO5tXUFwnwQfffeHcq42CDE8y8k+stGMWDRk/wPS/j588LyfdSc7u0k5PnOfgj31uPHgV/TBrwkDTifZfVzQGQgj5MlHPCCGEEEJI/dbWULONQZO7Ka8B5Ob/dzspe/2Mbswhh64tN/rez3lbpKvFu5mQyTzYS753wDdGrVtIr44Rfj8j9cW7+hjb3J03JYe07PVLFP8u2zOS9Cwv9cW7FRNtmG4RAJqNudMGm/969G7tB5/5pjDu0Zt9C3uXdWkA2GzW2P5fiV/aWup7Xk7Kyv0gmScr9wMzpOV2cnZRMZ+m0hBCiDLobyUhhBBCSL3Xr5Oh77VUAH/dfg6UrFVh39loo+/9v++++L5369jUnLXTuki90d3ZckSv1lKJLutDy3qAP3ktlf9JIPeQi4NZ3cYGIOeiC/NLyL2Xg5ddPb16wIie0iWIpaTnAbBorSOZaNG61PSTWgv+2r2XGo0a2FrqlxUtAPWGHGbFE4bk7wyBQDjq1+DCKlMPJAAAIABJREFUIv64AV/5Xnu0cE+U4q4WQgghDOoZIYQQQgip9xy7tTx8NTkxLdfvRpqeNk88vcLOxoijxgqMSVdvqCYQCJnpIVXxw5brZa0zUlbPSK3FBkA8cIOjxgLA5ahJDeWQxOzuwmaV6l/gsEtt3VhrwftHPh3SvVUVC1m4N+qflNe/uXZdPq7Tw6d5+/0fDu5mPKzsviFCCCEM6hkhhBBCCKn3HLsaA7iTkh0Rl+HYrWTBCzab5dS91f1HOXraPG0NbncLRUMSlJFxfqLKxlZRLfUaA0h5nieZmPGmUPJlrQV/5dazfQt7VaUE/8i0nefj+3Y0+HmCDYDTqwZ0dD3vujniQfvm+k3VqxgeIYR83tjlZyGEEEIIIapNszH3G7NmPn/9m5FT6PRtqaEHjt2M45+8uZ2UXS07v2g0alDWT53HJqmZFs+pu3FznUYK8nRpp2fcvPGJ4NTij5/EiUf/Sqn94G8lZhZ8+DjgG/n79SojPatg8h9hupoNT68awKSYGWtvntU9O69o3LqQKoZHCCGfPRozQj5zAgFu3BACaNGCZSZ/kC+Ki3HrlhBA+/YsPT3po3w+goLw+rWwuJiloSHs0IFlYVEqw61bwuJicLno3l16uq9stqZNWVZWFYg/OxsPHwrFL62tWVpaqn5FcXHIyoKlJQwMyrm6mzeFKSmYMkX+WVJTERaG0aOhqSn9Lj4fX3/NKrd8SU+fIjkZDg4lKY8f4/nzkrq1tWVxqukvYkqKqP67d5ffRiEhwsePWa6uSpUmew/o6Ejnkb06ZSQm4vlzWFrCSLl/itdmHRJCKsHOxnDz6Tg2mzWoa0vJ9AE2hvxPwvD7Gcd+7v/lxNbJtNmV9YPLzbbxh+7j1l5zXHZ15SQbHpez5Uzc/Uc5UnlqIfjAmOcdvmpqoFvJkR0CgXCUR3BeQfHFdQ6Sw0PmjLC8HPUsMCZ9y5m4H0d3qGKQhBDyGaMxI+Qzx2bDx4fVty+ra1ekp8vPM38++vZlzZrFatKkVHpmJmbNQqNGGDIEkyezZszAuHEsS0t07Cjqm2Bcv87q25fVowcrqOzt+YKD0aMHq29fVkpKmXnkunZN2LcvS/wTFaXSV7RtG5o1Q8eOsLeHoSHat0dAQJklpKdj8GBWQkKZnS8tWmDlSsyeLZ0+aBCrb1/WlStlliyrqAhOThg5slTili2QrNuiogoUqMDJk8L27TF5MmvyZFa7dvjjD+kMubkYPpx19aqyBcreA1LkXp1i+/bB0BCWlhg0CC1bwtpaUUspOEsN1SEhpHKYEQdd2+npNGkomW5mrN3GoIk4Q51Q2djG2n117Of+8U/eDFh0paf7xccv3/3h9q1UnloIPvjuc4cuLcvPV4YlB25FP8yaMdRcdkkRn5/66Wnzlh6IjpPp8SGEECLGEgqF5ecipLqx/rfaWS3cgYWF6NgRqano2RM3bkgfPXlSOGECS10d9+5B8uv9mzeFI0awsrPB4cDJCdbWMDJCdDSCg/HiBQD4+grHjhVdha0toqJgYoL4eGhI79CHwkKYmyM9HRMm4PjxigV/6pRw3DiWiQkGDgSABQtgZaWiV7RkCTZvBpeLMWNgbY2YGJw7BwCHDmHaNDmXNmQIbt7E06fSQ0Ik7dqFefNw5QqcnEoSmzRBQQE8PaHkmAs+HyNHwt8fGhrIzy9VUSEhLCZCAPn5cq60orKz0aoV2rZFcDCaNMGwYQgNxb176NSpJM/PP2PDBiQkwFx6+0j55N4D5V6dAgsXYvt2ABgwAB07Ijsbp0+juBhbt2LhQvlvqc06JOTLxGKxhKFudR3Fl0sgEMY9ztFU57Y1LPv/STUp5N4LSxMdWg2EkDrH6n9Q6vGkNh9bSB2inhFSN2r5T0xsLDp3hkCAtWuxcmVJemoqbGxQUICjR4UuLiWDF9LT0aED8vLQvz9OnCg1K6SoCFOm4PRpsNl48ADMPJTUVFhbo6gI8+Zhxw7ps8+di927YWSExERFvQByMU/FI0bgwgWVvqI7d4Rdu7I4HERGCrt1E53X3x/Dh0NdHZmZ0g/MgYEYPBi//Yaff1Z0+QIB2rZFgwZIToZ4rwCmZ6SsDhcpOTkYMwbXrgEos++AuRmr5an+wAHMnFkSW3Aw7O3h7o5du0QZMjPRqhXGjIGPj7JllnUPQLmrkxISIhwwgAXgxAnh+PGilkpMRL9+yM7G/fvoIDPaupbrkJAvE/WMEEKIKqCekS8WzaYhX4ROnfDbbwCwejViYkR/1IqKMHw4CgoweTIkOxEAuLsjLw8dOiAgQHqxDB4PJ0/CwgICAZYsESWamoomTezcWWpaCoAbN4S7dwOAj4+wot0i9eiKDh5kAXBzg7hbBMCwYejQAYWFkJ2V89NP4HLh7l7OZbLZmDMHqak4cKAk0doaAJo1K+e9ALy80L49rl2D7GIrNSQ6GgAM/7d1o60tALx8WZLhjz/A58PDoxrOVbmr27WLBWDyZIi7RQBYWGD1alF41XIWQgghhBBC6hHqGSFfiuXL0bcvBAJMmCBaDcHNDYmJsLDA3r2lcqamwt8fALZtE/J4copis7F6tVBfH1paEAhEifPno2dPAJgxg1VcLEosLhb1UCxaBDu7kgdRPh/FxYp++Px6dkXTpgk9PTF5snRXeosWAFBUVCo9IkIYG4uRI6VH0AQGwssLERGlMk+ZAjYbO3eWpJiaAkDXrvKrRezUKeGMGcjOhrs7Tp4sJ3P1Ypf+yypuzfR07N4NNze0bVvVU1T66oKDAeD//k86nUk5f756zkIIIYQQQkg9Qj0j5Aty4gS0tZGaip9+wpkzwmPHwOXi9Gmol57Ve/EiAOjqlnrylzJ6NOvVK5w8WeoZ2McHPB6SkvD776KUX37BkycwNxeN7xCbOBENGyr6mTixnl1R9+4sV9dSA0YAZGYiJAQAvvmmVLqXFwvyHs43b8aMGfDxKZVZTw+9eyMpSbTbC4CuXaGnV/7GNwCGDsWDB9i1C1xuLY1+tLEBgIIC0ct//hECJaMt1q4FUGr2U1VU7uoKCwFAU1P6Lcx+N8XFokVnqngWQgghhBBC6hHqGSFfECMjHDggBLB9O2bPZgHYsweye+jevg0A/Su+AV/btqLJCL/9hpQUxMdj82aw2Th9GlIjNTQ0oKur6EfJxRpU54qkCATw80OvXuDzMXNmqaVGBQLRwATZeBo0AJeLBg2k07/9FgAuXBD1mMydi6ys8oMfO5Z16ZKc2qhRgwcDwMaNYEbx7N/PAjBxohBASgoOHYK7u7Jb5CpW6atjes0KCqT7yLKzRb88eFANZyGEEEIIIaQe4dR1AITUqtGjWQEBOHoUOTkYN07+5ibMApNS+90qaf58nD2LyEjMn4+3byEQ4Ndf5Sxp6eUFL6/KlC9LRa5I0sSJ8PUVzcqRXHyU8c8/wsJCloaGaJCCpLI2smV6RiIjKxN/LTM1xcaNWLoUOjrgcvHuHRYtQr9+LABr1oDLxfLldRyhnR38/aW3+wFw7JjoF/F0KkJILWP1P1jXIRBCCCFfKOoZIV8cLS3RL5LrYspq2LCS5fv4wNISgYEA0LUrVq2qZDnKU7UrMjXFuHF4+xaBgdi9G69e4fDhklEwqakA0KdPBQJgVuVgRr6oviVL0LOn8MQJlkCAceOEffqwACQm4sQJ/PQT9PUBICMDoaFCgQAdOrAUdzNVux9+gL8/9u6FjU1JP1pwMH77DRyOUgvcEEJqAm15QAghhNQhmk1Dviz+/ti5Ezwe2GyEh2PTJjl5OBwA+PChkqdo21a0zQebjVOnKhuo0lTwijw8cPw4Ll1CcjKMjXHuHBYsKDmans4CpFdCUYyZjKPkwrSqwNaWtWcP9u0D0y0CYMUKqKvjxx8BICgIpqaYMIE1aRKrY8eS/YBqh5MTZs4EgBkz0K4dRo1C9+6wt4edHezsAJnlYwkhhBBCCPns0T+ByRckPR2TJwPA6tVYsQIAli9HbKx0NuZb/czMyp+IeZLncMrcgsTVFc2aKfqROylGlupckVxt24omDR0+XLIoaVoaADRqVIFyxM/qzOId9U5sLPz8sGwZdHXB52PKFDRpgocP8d9/GDcOmzfj8uVajWffPmzfDn19pKTg3DmkpmLtWly8iIQEAGjZslaDIYQQQgghpM5Rzwj5UggEGDUKeXno0QPLl8PDA506iRLFD+0MOzshgLAwRQsu8Plo3hxjxyIpqTLBFBQgJ0fRj1RIqn9FZRk4UBTqjRuiFC5XlFIJ9XQ4w6JF0NbGokUA4O+PjAzRqrRcrmiMz/HjtR3S/Pl49Qr5+Xj1Cq9fY+VK8PnIyACbDQuL2g6GEEIIIYSQulU/nzMIqbglSxAdDU1N+PoCEG2woq6O1NRScz0ADBvG4nBQVITjx8uc9X3oELKzcfYsdHUrE8yRI8jPV/Rz5Eg9u6I5c+DsjMTEMjOI93y1tgYqOLXn/XsAYLPL2RBHNd28KQwNxZIlopVWmC1gLCxEtWFkBA4HDx/WakjieUkaGqLxRABCQiAQwMqqvnY/EUIIIYQQUmn0T2DyRQgKwtatALBvn9DERJRoZiZKPHQIf/5ZklldHbNnA8DKlSzxVqaSsrPx668AMG4c9PQqEw+PBw0NRT/ldgGo2hU9eAA/P5w5I53OrNvK4ZSsuNG0KfC/dViVFBUFAHp69fKhffFilr6+aMAI/jdYhsMptWluYWHtxePqioYNsW6ddPqBAwAwZkztRUIIIYQQQoiqEBJSF2rzDnz1SqinJwSEkybJOTp0qBAQamsLnz8vSXzzRmhkJASEbdoI//qrVP7btwVmZkJAqKcnfPVK/hkvXBACQi63GoL39RUAwhEjSiWq4BV5egoBoYaGMCGhJPH5c6GxsRAQLlhQkvj6tRAQcjjCT5+kC/n7b+HRo4LISIFU+v79QkA4ZkyZZy9XeLiACU8uQAgI8/MrX35Zrl0TAMKtW0tSTp8WAMLNm0Uvmdr4/ntFhci9ByQpvjpfX8HRo4KoKFGt/vWXEBAaGAizskryHD0qYG6A168reZaaq0NCvhB1+E9BQgghksr6+1wn/3cgtYZ27SWfvzFjkJ0NU1Ps3SvnqLc3LC2RnY0JExAWJkrU0UFICOzs8OQJBg1Cmzbo3BkAkpIQH88CoKsLf3+hvj5LTok1TwWvyNUVFy/i8mV07YoJE2BrK7x7l+Xjg3fv0KMH1q8vyamri06dEBuLmzeFvXqVOt0ff+DaNdb06bC1LVV4aCjwvyVL6pcff2QZGWHu3JIUe3sWjwcvL0ybBh0dbNwIAIMH12AM7u6snBzMno3u3QHAwQGOjggMhI0Npk2Dnh4CAxEQwOJw4ONTyblUhJBq4SYMresQCCHkS3eQ1b+uQyB1ox6OTSekIjw8EB4ONhu+vkJmoQcpenqiRT3Cw0tNMTAzw4MHWLwYenp48gTnzuHcOcTHg8fDzJlISED37nXTLaKyV3TxIn75BQA8PTF1Kmv3bvD5WLwYYWHSk4OYKRtBQUqdTiDA1avgcODsXJXo6oCfH2JjsWKFaNdkho4O9uxBUhIMDdGqFTZuhJOTslsRVZezZzFjBjIysHYt5s1DQAA6dUJkpNDRsVbDIIQQQgghREWwhDSAk9QFFkv0VFwv7sCnT/HwIQQCNGsm7NKFVZurXZw6JRw3jjViBC5cqM5ia+6KBALcuCEsKGBpaAh79ZJfcnY2DA1hbIzHj8svMDgY9vaYPFmpVWkrh7kZ8/Mht6ep0n7/HY8f4+BBOcujxMbC0xPv38PRUTh2bDk9RFW/B5ydYWkpvbZIUZFouyJraxgbV7JksRqqQ0K+HCwWi8aMEEJInTvI6i/1eFK/HltIpdFsGkLKZ2KC/61yWjfjRKpdzV0Rmy1ebLXMkvX0MHs2du5EWJiwX79yAtizBwCWL6/GGGvJzz+XeahTJ9F11cIdVVCAsDBMny6dzuOBBokQQgghhBACmk1DCKkTy5dDXR3r15fTL5CSAj8/TJoEc/PaieszNHIkOnbE0KF1HQchhBBCCCGqinpGCKkH/P3RsCEaNhRtgvsZMDCAhweCghATo2hc4rp10NbGhg01EsP8+aJarRcqfQ9s2YKQkJqJqb7VISGEEEIIIXLRbBpCVJqhIZycSl42bSr8bGb0LFmCS5fg7s6KiZGfITYWx47hxAmhgUGNXLKZWan9bjiq+uewiveAlVX1hyRWX+qQEFJRqSevvQj5RypRy9SoRS/rFr2s6ySkyknY45eX9KznrnnVXjJTRW3/r6+xYzepQyk+QRkR9223uzfQaFTt562o6qqBBzvOF6S96rFtjuJs2XeSU47+lZ/26tOH/xo0Ude3tWr/w1CuZuMqnp2A6paQGkYrsJK6QUsZEUIIIWKqtgLrjTk7Evf6yT301Zj+A06tquV4Ki3I+ZcXwXen5gdUe8lMFfH0tEclHG6kpy15KNx1U/KhAJfXfjxdrWo/b0VVVw1cHfJTVnTi5NcXy8og4H+KcN2UcvQvFkfNyO4bjnrD3MSnb1PS1Q10HfzWNe9G02Irj+q2NtEKrF8s+oKPEEIIIYTI4XhlfSun7uKXeSnp4VM2PDod2qJ3B8s5I+owMOV1XDau3XSn8vNVVlF23o3Z2+3PetTcKaqopmtALNRl/SPfa2aTB/XcPV88WCbN78a1cWsDh/40JtmnoU6TWgjjs0R1S0gtoHVGCCGEEEJI+bTNjPseWQYgPbDUNEihQCCbWSgQCPifFJSm4KjiN34q/qj8If3uFiZDe8jNLBQI5Eau+JAUDRP9J+fCH50JUyZzuWQvvNJ1KI5fQQ0oeLuCSpbrZVjsI99rxo7d+h1ZLjmHqPWIXp1XTy7KzovfVWrn+XJvD+WbQFa5JVf0XIoLLLeESt/qjGqv25oLuKw/BWWdq6K3GSE1isaMEEIIIYQQpWibGQMoeJYF4NrYNWxuA/0elpHzdrI5av0OL/tqrB2AVzcexPzslRkZLxQIeHraFjOH2aycqMZtwJSQfSc5eumBjPD7QoGgkb6O1byRNj9PYA69iX8StWD3y9BY8Ru/WeXC5qgxRz9k50Uv2Z/qGyIo/sjiqBn07mC7c25TqzaKD4W6rM+IuD8+7RRTyLWxawC0cx0StXBPbvwTFpvdord1H68lWqZGTIanl6Oil+zPS3rGYrNNhtm2HdUvct7OAadWtRzYWW6F9Ng6O8Jty43Z2wz7d5KaUyN2beya1/dSxyT7iFNSfIKiFu1x+HOtQZ8O4pAi5+x4m5LO4qiZuw7pvW9hik9QzPKDhRk5HHVex2XjOq9yEb9dQUXJNsqzgGjJGlDcBP8e//v+ptO58U+EAgFTObY75+p2+KrcG+Phfn8A3/ziInvI0t2Z10yrRZ8OzEsFt4fi1rk5f/e/J/7+/u6BJiYtxIXH/Oz18OCl/7vv1dhIT/H9I/d2Vdzc5RaoIFrF9ay45Jqo2xoNWLZu0/xuKDiXgg8sIXWIekYIIYQQQohSMm8lAtBp3wpAcf6H/MePUn2vtR7WszAjR8u8FYDnQbevDl6uYaLfa+8Cnp7Ws4Dof9b6vLrxYGjIVgBZMUn+veepGzTtfWBRw6ZNHp8Ju73Ci19Y1HXd9Ow7yZf7L2yoq9lr74JG+joZ1x/8s9Yn5/6jQRfXMacOcv4lL+lZ982zNEyaF77IubP6sH/veRPSzzTQaKTg0Mf8wv9y3onjL87/kPfw6dNLUe3dhtr8NCEzKiFh94Wrg5eN/fc4gDS/G0HOvzTt8JXdiZUA7m86FT5946eiYkHZ32zzmmn32rvw2phfI1w3i0OVUpz/oSjnrWSKoPjjfznvmC/Mi/M/5CY8eXblltX8kToWrZO9Ax7u93//PDv7dlKHH8fw9LTitpy5u/qwvq0l87iuuKJkG+Xj6VDJGlDQBAl7/CLddxg7drP5aTyby8mKTorbeibQafn4Z6dZ7HKGmaf/dVuNx9W3tZQ91ECjkbnrEOZ3xbeH4tZpO6pv/M7zqSeuiR/XhQJBsndAU6s2jY30yr1/ZGtGcXMrU6CCaKtyq9dE3dZowLJ1q/hcCj6wim8zQmoU9YwQQgghhBA5PhUVfyz4wPyen/YqOybp9spDANrPHMYk5iU96+O5WPxsBiDCbQtPT2tE9F5mAEWb7/totNK/u/pw8pHAdlMcoxbsVuNxR0TvVddvyhx9/zIndoNvZ48pke47WBw18aHWI3o10tOK+ckzPTDG2LEbv7AoMzK+49JxVnOdmRNxtRon7L6Qm/i0qVXrsg7JXZky/0mG3YmVpuMHADAdP+DTfx+TPC9n30nW69Iuct4uTVOjEVG7Oeo8AK2/732h8w+5iWmKa+mr0f0enw598mdE6slrTLEVVfA0UxySyTDbI1pDn12OGp3sw4zQad7N/Kzl1LQLN5ieEcUVJbdRJClogtgNvjoWrQdf3cDkbPN9n09FxfE7z2ffSSl3jc/ivAK9ruWvA6r49oDC1mnRy1rT1CjVt6Rn5EXIvQ+Zud1+n6FMtcjWzF/DVihobmUKVBBtpW/1mqvbGg1Y9q4r61w6FiYV+sASUmtonRFCCCGEECLH3yNXH27ixPycs54WPn1jUc67HtvdDft1YjKw2Gyz/z10AciKSSp4mmk22VFyXknHxaNZbPazS1H8ouLMqITWw3syz1eMvt5LxyT7/JebnxX9UOqQpbszgEenQgCwuQ3Y3Ab/HgtKPXmNX1QMwHT8gOE3dzfvZq7gkNyLYrHZX43tL37JfBX/ISs3KybpfXqW+XQn5jkZAIfHtZg9XJmK6rV/YUNdzRtzthdmvlEmv4KQGmg04mg0atrhK6ZbBICmqREA/vsPAD5k5ymuKMg0iiQFTcDmqI1P8x0etVsyP09PC0Dxu/fKXAVPV1NxBsW3hzh4ua3DvDSbPCg3/snr2FTm5b8+QWo8runEgcpUC0rXjOLmVr5AudFW5VaXq1rqtkYDlr3ryjpXRT+whNQaGjNCCCGEEELksJo3sqm1aPI/i81u2LSJoZ0NV7OxOANHvaHk4gj5aa8ANOtsJlkIR53XQFM9NzHt1Y0HskeZdQeeBdwCkOob8vRyFEorynkHgM1R6+O5OHzqhpAJ61hstn5PK5PvbL92sVfXb6rgkNyL4qg3lJwbIv6dCV7LrKVkZg0T/XJrCUAjPdGcmutuW8uaE6GAVEjsBmqNW+pJ5REKhACybydBYUVBplEkKWgCACw2Oz/t1ZNzEW9T0gueZ2ffTlYwjUjmEnivbiYozqP49hAHL7d1GObTne6uPvLv0b+adTL9VPwx1fea2SQHNW4DZaoFpWtGcXMrX6DcaKtyq8uqrrqt0YBl77qyzlXRDywhtYZ6RgghREXt2bMnICAAwLJly/r06VPX4ZCaIm7oFStW2Nra1nU4hJRoOaiL5K69SmJz5AxJFgqEEAgAcHjcst7YdlRf/R7Siyk0aSNabtPMxaGlfefH5yKeB91OD4x5dT3urseRoaHbmnczV3CoosFXmnhOTYpPUE2fS3FFKaKwCe6u8bm7+jBHndfSoUtT67ZW7s7vHmfcXuGlTEgGfTqkB8YUZr6R+3wb6rLesF8njkYjKLg9lKBuoGs0sHOq77Ue2+aknrwm5H9qN22w+Gjlq6UMNVTPFS25Nuq2WgMulyp8YAmRRT0jRHXFxMS8fPlSMmXEiBEAioqKAgMDxYk8Hs/RUf6o0djY2BMnTqSkpPD5fC0tLTc3t379+gFYtWrVmjVrcnJyrl+/LpnfzMzMwsJC/DIxMTElJUXq7FVx8+bNrKws8UtDQ8Nu3boB8PPzk8xmY2NjYmICIDU1NT4+nklks9nDhg1TXCCArl27GhkZxcbGpqWlSaabmppaWVlVMX7FVCqYqlCdC0lMTJw8efKIESM4HPl/q1Un1Dr0GVTCDz/8MGPGjH379kldCCH1TqPm2gDyktIlEwX8Tx/fFRr269S041cAsqIftv/hO/HRrJik9MAYgz4dAHC1NCznlPpfLb+oWPy09qn4I6cxz2qus9VcZwH/08MDlyLdd9zf4Gt//lcFh5QPXrOtAYA38Wltvi/piS54mql8Cb32L8y4Hndz/q4WvaylDgk+ltrrNDchTfliSwdpiPIqSgEFTWBkZ3N39WH9HpZDw7aJdzO563FEycBaj+iVHhiTfOiqeBEQsVc3Hvx7LOi/3PwOP45G2beHkidqN9Xx2ri1L0Lu/esTpGVmzFR1JapFcXPXXD0rc6tLqYW6rd6Ay1UtH1hCqh2tM0JUV0FBQXp6uru7u7Oz8++///7unWjMXn5+flRUlLOz86JFi+7cucPn82Xf+/jx48GDB0+dOrVHjx5nz569cuWKt7d3cHDwrl273NzcmP6O4uLid+/eHT582NnZeebMmRkZGVxuqT/xeXl5v//++5gxYy5fvlxUVFT1K3rz5o2fn5+zs/Ps2bOfPn3KRC4QCAoKCnbu3MlcZl5e3qdPn8T5IyMjnZ2dPT09xZcvqbi4OC8vb9y4cc7Ozv/8809BQQGTXlhY+O7duxUrVjg7O//111/v3r2TurSaoFLBVIVKXQiXy+VyuewyNgVQqVDrSr2ohNTU1H79+oWFhck9yuFwuFxuWf1fhNQjBn068PS0U47+9UliFkaS5xWhQKBva6Wu31TbvNXzoNvM4gKMhN0X/vn1qHY7Yw0T/Sfnw//LzRcfeno5yrvRoFtL9gNI84881NAh5ahoOAabo2YxaxiLoyYUCBQcqlDwel3aaZkZJ3sHiGPgFxYl7r2ofAmN9LR77p5fnFfwrPS8AzUuh1/wQbyWLYAXIfcqFJuYtnkrxRWlmIImePf4JQCTYbbibhEATy7cAKDMnBqzqY6NjZvf++14RkScZPqH7Lzw6ZsA2KyYqPj2KPcUjLaj+3G1NZIOXsoIv282eRCTWIlqUdzcNVfP5d7qsmqhbqs3YMWq6wNLSLUoJT5MAAAgAElEQVSjf4cR1WVnZ2dnZ8dms93d3Tt37uziItrIXU9Pr3PnzpMmTfLy8pL7qOPn5zdhwgQ3N7crV66IHyl5PN66detGjRp17ty5/fv3AzAwMHBxcfnuu++aN2/+9u3bGTNmSD2ZdOnSRV1d/e7du9X1PfPQoUObN29+9OjRfv36zZ8/n0lks9kTJ04UCAShoaGzZ8+eMmWKOH+3bt1MTExycnK8vb3lFtivXz8+nz9jxgwrK6s1a9aI021tbW1tbX/77TcOh7Nnz56ynqurl0oFUxX16ELqUag1R5UrISUlxcPDIysrq6CgIDo6Wm43LiGfExab/e3GH8KnbrgycHGn5eMat9R78ffdmJ+9tM1bWc51BtBtg1vQ8JVXHZfa/DyhYVPNp/43/z0W1H7mMHUDXdudc4OGr/TvM7/rb9MbGzbLiU29tWQ/T0+7w+LRAEyG9mjSxuD2z55qXI6uzdfF794ne10R8j99Naa/gkMVjb/nnvkB9osv2rpbzRvJYrMS9l4seJ5doRK+Gt3v8dmwJ+fCJRMN+nRM87sRPMrDcq6zUCBM2HWhMCOnorGJKa6ocpXVBC3tu7C5DRJ2XzDo07FZF7PXd1LurPJ+m5IO5aZjqHEbDDi58urgZZf7L2w7qm/rEb3YXM6buMeJ+/0/ZOZ2Xj1Zv7sFAMW3hzJYbLaZy6D4nedZbLbZZIeqVIvi5q6hei73Vq+ruq3GgBWrxg8sIdWLekaIqps6derSpUuPHDmyadMmDQ0NADdv3gwKCvLx8ZGb/88//xw5cuS8efO2bdsme3Ty5Mnnzp3r3bu3OEVHR8fJycnf3//MmTPjx4+XzOzq6rp58+bqHX7PlPb+vfQy77m5uQBSU1Ol0jdv3rxlyxYFBYaFhfH5/F69ekml5+TkpKSkODo61uYDoUoFUxX16ELqUag1R2UrwdTU1MfHh8Ph+Pj4REdH10kMhNSydlMc1bgNopfuDxzyEwAWm206YWD3LbOYgfeth/UccHr1rUV7AgYtBcDiqFkvGt190w/MIYeL627O2xU0fCVTVPNv2/f1XsqsrcBis4cEbw6d+Pv1mVuZow11NXtsd/9qrB0ABYcqpOXAzkOubb3rcSRy3k4Oj9tumpOOhYm4WCX12rsgI/x+UXaeOMVq/vd5KelJBy+nB8YAaPN/fW23u4dMqPBCrQzFFaXM2+U2AYvNHnh6Vbjrpos93Zl0y9kjuv4+w+/bWVm3Ek2G9ii35Ba9rJ3vHrj1477HZ8MfnQ5lErXNW9lKtIXi20NJZlMd43eeNxrYubFRyTq1lagWxc1dQ/VcuZJroW6rN2AFFH+WCalDLKFQqRWPCKleLBaL+UWZO3DWrFn79+/fvn37/PnzY2NjN2/efPz4cbk5k5KSbGxszMzM7t27J/dZqLCwsFWrVq9fv5ZMZGa4ODo6Xr16VZz4888/9+nTp6wVTCpNIBCoqan17Nnzxo0b4sSCggI7O7vbt2/PmDHj4MGD4vS4uLjw8PC5c+cqKHDNmjWrV68+f/78999/L5l+5syZMWPGrF27duXKldV7CfUlmKpQkQuZM2eOvb294gVuVCTUuqX6leDj4zN58uS///574MCBZeXZs2ePkZFR1dczIvUUi8VyE4bWdRTV6d3jl++fv27evb3k7AzJo4Uvc5p3t5DdRaUwIyf34bNmNqYNdZrIvvFT8cdXN+Ibt2wm3tRWmUNK+i83X+qk8bsu3Jy38/t7ns06mVauTMnwMm8mNLVuw9PVqmJRDMUVVS65TSAUCN7EPxEKhLod2rIq26csFAhe//Pvf3kFTS1bqxvolnV2BbdHVShfLUo2d03Uc6VLroW6rd6AFaj6B7aGHGT1l3o8qdBjC6m/aMwIqQfmz5+/f//+vXv3Dhky5I8//jhy5EhZOd3c3IqKinbs2FHWV8R8Pl/2yWTYsGGamppBQUGZmZn6+voAvL29TUxMKtQtcufOncuXL3t4eCjOxmazORxOQkKp3de2bt06c+bM27dvi5dIYOzevVuyo0SuiIgIAP37Sw9BDA4OBlDLG5qoVDBVUY8upB6FWnOoEghRQZptDZllLCt6VN1At6xHPgBq3AZGdjYVPaQkn+bOrZy6S267m+wd0ECjkW6HtlUplqHGbaD8OqPKUFxR5ZLbBCw2W7fDV1WLCyw2W69Lu0qcvVooXy1KNndN1HOlS66Fuq3egBWo+geWkOr1+Y+yJp8Bc3Pz3r17p6SkzJkzx8vLi8fjyc0WERFx/fp1KysrZgMaudTV1detkx6/ymazx4wZIxAImKEowcHBCQkJP/zwQ4WCfPny5d27d5XJqa6uLrme6+PHjzkczpAhQ1B6ls2ZM2dGjy5nAqdAIAgPD7eystLR0ZE6FBkZyeVyZecX1JxKBJOTk9OyZcvOnTvXVoxKUalaVawehVpzqBIIIdXFbPKgp/6R18auST4SmLDH70K3WTmxqd3+cKv06Amiyqi5CSGSaMwIqR9cXV2vX7+uo6PDLDUiF7PyyKhRoxSUw+FwTE3lDIh1cXHx9PQ8cuTIoEGDjh8/rmBYihQvL69nz555eHhoamoyXTZxcXG//PLLhQsXyhq3Ym1tHRkZKX65bdu2TZs2MYu/intMiouLr1+/vmvXLsVnZ5ZXyM/Pd3YutbwWn89PTExUZnmFNWvW3Lun1Ar5p0+fVry1RyWCefv2bWZm5vv37wUCgeosh6FStVrToX4GqBIIIdWlr9eSJq1bPPINeXLhBovNav5te4eL61oP61nXcZEaQc1NCJFEPSOkHigqKgoICNDT0zt79uyOHTuYCS+ybt++DaBLly6VOEWvXr1MTEzi4+NXr1594sQJ5d/YrVu38+fP29raent7N2nSZMuWLTt27Jg7d66ChzHmm+2ioiIejxcREfHtt98yXSpsNlv8OL1582bx5jUKMIuVbN26VWp5hVOnTl2+fFlyodmyLF26VMn9Msp9gK9EMG3btk1ISGjUqJFKPbuqVK0qVtFQU1JSPD09O3bsOHHixKqcV6VUqBISExNPnjyZk5OTlpY2atSoadOmAcjOzl61alXXrl3T0tLMzc2lVmImhHxRvlk56ZuVk+o6ClJLqLkJIWLUM0JUnUAgmDZt2qpVq8zMzNauXXvgwIFVq1bJzfn48WMAPXooWj49Pj6+rL1mOnfu/PTp0927d5c1W0euDh06XL16NSkp6ccff4yIiLCxsWFmxyh4C1M+8wzm7e0tHp/C4/GY2TQZGRnFxcVyx7ZIYcaeyC6vEBQUBECZSQQVutiaCMbMzKy6AqguKlWrilUo1KCgoLy8vLi4OGtr69oJr3YoXwl8Pv/o0aMbNmwAkJ2d3apVq6ZNm44YMcLNzW3MmDFjx44FYGlpaWVl1aFDh9q7AEIIIYQQUtdU6HtaQuRyc3NbsGCBhYXFjBkz2Gz2wYMHBQKB3JyNGzcW/1euW7du3blzp6yj169fNzMzMzAwqGiE8fHxHh4eBgYG1tbWvr6++/btUzxegInw2bNnBw4ccHd3F6cbGhoys2m2bt26aNGics8rEAhCQkLkLq9w/fr12l9kRHWCqYp6dCEVDdXBwWH06NHq6uq1GGONq1AlhIWFbdy4kekx0dPTc3BwOHHiRHZ2tr+////93/8xefr16+fp6Vlr8RNCCCGEEFVAY0aISps1a9bo0aO7desGwNjYeOjQof7+/n5+flLD5hm9e/c+d+7c48ePzc3N5Zbm5eW1d+9euYdSUlKys7OdnJwqGuGaNWu2bdt29OhRCwsLDw+PXbt2TZkyZcOGDWlpaWWNHNHT0wOQlZUVHx8vuc6rmZlZamrqzZs3W7durampWe6pIyIi+Hy+7IN6ZmZmamqqk5OTMlNUtmzZcv/+/XKzAfD29lYwFqZaglEFKlWrin02dV4VFaqEPn36rFixomPHjsxLPp/fuHHj6OhoHo8nboXOnTuXtSk4IYQQQgj5XFHPCFFdK1eutLe3d3BwEKcsXLjQ399/+/btcntGZs2ade7cOT8/v+XLl8se3bdv3/fff1/Wsg7MUgUV2qaXMXXq1BkzZhgYGAQGBr5//15HR+fixYsREREKHnfbt28PYP369cx312LMFIydO3eeOnVKmVMzO5Xa29tLpYeGhgJQZjkMAN999534QVEByUfH6g0mLi6Ox+OpzpwalapVxaol1OoSHx+vrq7etm3bCqVUXYUqgcvliremyszMDAoKCg0NffbsmeSfBQ6HExcXV40REkIIIYQQ1Uc9I0QVvXv3btGiRYWFhVI77Pbr18/AwOD69etJSUmyA0Ps7OymT5++fv16JycnqWUC/vjjD0NDQwVDQq5evYpKPUwaGxszvxQVFRUWFjK/9+nTR8FbmB6QUaNGGRkZSaY3atQIgJubm5KnDgkJAdC3b1+pdKbD5ZtvvlGmEDMzs2rplahcMCkpKR07djQwMHj58mXVY6gWKlWrilVLqNUiNTXV2tpaW1s7JyeHGaOhTEq1qHQlzJ8//48//ujVq9fx48fV1NQkD3369Km6whPLz88HoOS6vIQQQgghpJZRzwhRLWFhYWvWrLl+/Tqfz+fxeDt27BBv0RIRETFnzpyMjAwANjY2AwcOXLFiRffu3SXf7uXl1bp16549e06bNq1///4cDic5Ofnu3bsLFixgpuRIKS4uHjNmTHZ2NrOI47hx4/T09M6fP1+JyB0dHZV8GNbQ0DAwMJAd2KKurj5s2DA7OzvFb09PT3d3d8/IyGD24hk5ciSza49AIBg5cmRubm54eDiAJUuW7Nmz5/z581UZlVCuKgbTokULExOTnJycwsLCul3/QqVqtd6F2rx5c1NTUyMjI3GXhzIpVVHFSli3bp2DgwOzMY2GhsaHDx/Eh/h8fsuWLaseodjw4cOfP38eGxsL4LvvvuvZs2fbtm29vb2r8RSEEEIIIaSKWEKhsK5jIF8iFovF/FITd2BBQUFwcPCbN2+4XG6HDh1UbZuJFy9evHjxQranJi4uTldXV2ogyZfgyJEjY8eOrbX9XOqROXPm2NvbjxgxohrLdHZ2dnZ2dnFxqcYy65fjx483bdqUGUEWERFhaGjYrl27jx8/Ml02CxcufP78+dmzZ2s/sD179hgZGVVvc5N6hMViuQlD6zoKQgj50h1k9Zd6PKnRxxaiOmjMCPkMaWhoqPLThZGRkdzuD1Xrwak1Dx48mDJlSl1HQb4IAQEBDx48sLe3Dw4OFggEERER69atMzU1DQkJGThwIIDbt2/PnDmzrsMkhBBCCCG16vPfuYAQosqys7Nl91slNcHHx2fKlClhYWEbNmxwc3P7AtcZTUpKGjly5MaNG+3t7e3t7QcNGmRlZQVg27ZtHh4emZmZf/75p5aW1sSJE+s6UkJKJHtfDXfd9Db1hVT669jUcNdNN+bsKMp5W/tRPdhxPmrhnto/b0VlRMTJrT2xStfegx3nI+furGxctaQqzVRW1YVN+SM9MKbKoamK9y+yr41dI+CXWl4qcZ//vd9P1FVIjOfBd/8avvLKwB9DXdbLvqwi2du+Xjfri5B74a6bQib+9mDbuf9y88XpqtCOpH6hnhFCSF1as2bNggUL6jqKL4KLi8uRI0dyc3MTEhIOHjz4BY5RMjc3//Dhg1DC2LFjATg5OV24cOH27duGhoZXrlyp6zAJKeVlWGzyoYDClzmSia9jUy/3X5h6Iri1cy+erlbtR/U86E7KsaDy89W1tynpsrXHyEt6dtZy6ut7qZUr+XnQnZQjgVWLrsZVpZnkVt39TadfRca3dOhSHdHVPX5hUfCYNY9OhwoFAsl0k2E97v56NCOizr4/eP8iO3DITy+C73IaN9Iyayn1sioly73t63Wz3piz48qARVnRD//LeXdr8b5z1tMK0rOYQ3XejqTeoZ4RQkhd2rVrl4aGRl1Hobq2b9/u4uJy69atug7kM6enpzd06FCpFZ1rjY+Pj4uLy7Fjx+rk7KTeyb6TfLn/QiH/k9Nfm1oO7FzX4dRXWTFJuYlpdR1FfVKY+eaux5Gua6exqm9/sWpUmPmmQvnfv8i+bLcoMzJe9lBjIz2red/fmLWtmkKrsOy7KYLij7Y73AddXPfNyklSL6tSsuxtr+LNqtizgFuJe/2sF40e9cB78NUN//fg0Mf3RaGTfmeO1nk7knqn/n0GCCHkCzF//vyVK1e6uLi0adOmrmMhNah79+4uLi7r1q3r2bNnXcdCVF1WTNIV+8UAnP7aZNBHzsgvqXkBUqS+Gxcnyk1XpkBJn4o/Kpmz3JOWe95KXKaShAKB8pesTDAVKk1xHSooqkKVr6AcBVV3f+PphjoaX42V3kGvQqdWJpiK1n9WTFLIxN9OtByt/FsebDt3xmJqXnJ60w5fyc1g6T4iNzHt3+N/Ky5H8d2izH0ovwSBEACvmZb8l/9Tbs0rU5NlNasy5Vfo1BVtVmUk7LqgxuN2W+/KvNSxaG09f2RG+H1x74+S7UgIg1ZgJYQQFWVmZqbkVtCkXqOGJkrKikkKGLSEpcYeErylWSdTyUNv4p9ELdj9MjRWKBDw9LQtZg77ZpULm6PGHL02dg2b20C/h2XkvJ1sjlq/w8vS/G4AaOc6JGrhntz4Jyw2u0Vv6z5eS7RMjZQpUNKH7LzoJftTfUMExR9ZHDWD3h1sd85taiWnP/fa2DWKT1ruecuNKs0/MmbZwbykZyyOWrupg5tat5Vbk+Gumx6fDgXwt/MvDXU1x6edAvDqxoOYn70yI+PFhdusnKjGbaCgRdL8I6MW7Ml/kqHG45q7Dum2fkYDjUYVrcBy6zD7TnL00gMZ4feFAkEjfR2reSNtfp7AHPr3+N/3N53OjX8iFAiY+rTdOVe3jKd9xSEprrpPxR8f7vc3dx2iTMzXxq55fS91TLKPOHOKT1DUoj0Of65luvPEd0LknB1vU9JZHDVz1yG99y1M8QmKWX6wMCOHo87ruGxc51WKtlETCgTJ3lcT9vjlxKY21NW0XvB/THrk3J38D//JfUtfryXML3dWebd06Gq70/3O6iNv4h7J5mxi0qJF7w6Jey9+PdFeblEK7hbZj5vcfoeySghy/uVF8F0AoZN+ZzdsoGPROufev+KXDn+u1W7fSvEnrqyGlr3tZZsVVWjZamlWSeU25fPguyZDe0h+SPW6mQN4GRqrY9EaSrQjIZKoZ4QQQgghRNUx3SLsBpyhIVul+h2Y+TUNdTV77V3QSF8n4/qDf9b65Nx/NOjiOiZDcf6H/MePUn2vtR7WszAjR8u8VXH+h7yHT59eimrvNtTmpwmZUQkJuy9cHbxs7L/HlSlQUpDzL3lJz7pvnqVh0rzwRc6d1Yf9e8+bkH5G3Ecgpvik5Z633KjS/CODhq/U7WRqd2KlUCCI3eD7+GyY3Mo0HT8QAmHy4avmbt81tW4D4HnQ7auDl2uY6Pfau4Cnp/UsIPqftT6vbjwYGrK1rBbhFxX/PXK1zU8Tmn3z9avI+LjNp988ePxd2PaKVqDiOsyKSfLvPU/doGnvA4saNm3y+EzY7RVe/MKiruumJ+zxi3TfYezYzean8WwuJys6KW7rmUCn5eOfnZadGaE4pHKr7tnlKH5hkZF9Z2ViLs7/ILXGp6D4438578RjEIrzP+QmPHl25ZbV/JE6Fq2TvQMe7vd//zw7+3ZShx/H8PS04racubv6sL6tpdz5YvlPXyV5Xknc7/9fzju9ruZ9Dy392sVB3MWTciTwY8EHufUs7hlxvr1f27yV3DxiLR263PnFuyA9S8O4udQhxXeL7MdNtnAFJbT/4Tt1w2aJe/2+dhnUzMZUjcfNjEoUv9T8ykDxJ05BQ8ve9rLNWpWWrUSzfir+mBP7qNk3X0t1GjI9fYqbsvjdeyH/U0NdTcl0/R6WAF7f+1eZdiRECvWMEEIIIYSotOzbSf+sO1acV8BR57G50v94i3TfweKojYjeq67fFEDrEb0a6WnF/OSZHhhj7NiNyZOX9KyP52LJL4fzn2TYnVhpOn4AANPxAz799zHJ83L2nWS9Lu2UKZDBLyzKjIzvuHSc1VxnJoWr1Thh94XcxKfNu5nLXoiCk5Z7IeVGdevHfRom+sMjd3HUeQBMhtmetZpWnFcgG4aRnc3759nJh68aD+7GPKRFuG3h6WmNiN7bSE8bQJvv+2i00r+7+nDykcB2UxzlNoqQ/6n3/kXtf/iOCYar1fjOL97PAm61cuqufAWWW4dRC3ar8bjiotp83+f9y5zYDb6dPabEbvDVsWg9+OoG5l1tvu/zqag4fuf57DspspWvOKRyq+7533cBGP3vgbai7S6r4Gmm+E4wGWZ7RGvos8tRo5N9tM2MATTvZn7WcmrahRuyPSN/j/JI+/M6i6NmNnmQxezhUoOnAEzNDyj37OV2iwBo2qEtgMzIeA2ZER/l3i2yH7cKlfCpqDhxr19L+86tR/QC0ECjkfhluTWvuKGlbnupZkWVW1b5ZhXwP11325Jy9C+hQMDiqBk7drOaP7LlwM78ouLY3080796+lVN3xU2ZfScFgFpDrmQipzEPgKCYL05R0I6ESKF1RgghhBBCVNqtxfsaNFHvtXchv7Do75GrJef/f8jOy4p+2Hp4T+ZBiGHp7gzg0akQcQqLzTYr/YTPYrO/Gttf/FLf1hLAh6xcJQtksLkN2NwG/x4LSj15jV9UDMB0/IDhN3eX9RBV1knLvZByo8pLevYu9cXXE+2ZZ3sAXM3G5tMGyw1DSlZMUsHTTLPJjsxjKqPj4tEsNvvZpaiy3qXG45rPKHn0tZwzAsDjM2EVqkAorEN+UXFmVIJUUX29l45J9mFz1Man+Q6P2i1ZFE9PC0Dxu/dSp1AckjJV9/55Nkedx+Fxy425rOqSInknNNBoxNFo1LTDV8zzMwBNUyMA/Pdyxgs89b8pFAg6LRvXbb2rbLdINWKmY2RFP5RKV+Zukf24VbSEsiiu+Yree1LNWm755VK+WTNvJiQfvtpqaI+vJzlom7d6djkqwH6xV0OHw40H/7PWR3wrKqDk6khltSMhsmjMCCGEEEKIStM0NRoWsUPdQDcn7tHD/f7RSw7Y7nBnDmXfTgKQ6hvy9LL0M1VRzjvx7xz1hlLj1TnqDSXnXIh/V7JABpuj1sdzcfjUDSET1rHYbP2eVibf2X7tYi/5YKbMScs9b7lR5aWk439PQWL/z955hzV5fQ/8JIQYhgwRkCWKFJGNgCIqogIiIor+FESLaJ0VR7VqHXVX66p1UGtVRFx1K1WgEVkCMsSBgBBRkT0aGSLEEF5+f7zfpjHjTQIBgt7Pw9OHnPd9zz33nBvLPe+952p8+lEU74sqAaCvwyflfijKNEU1ZYLza3SGD+G1v5dmbwUaVRJT+SDwYWXyc0HDuGVZSGTy+6LKN9eS6hkljaU1NZkFmIiSmcQmSeI6dv0HBSWe+bOUcReEbySQFRVUDLX57mnD2gQfnBx/KOfI9Sc/nX+y54LZ3AkWS3zxBUdcCi/eF1Xs0yzIU0LzAAC3RzBkkowWwa+btBpEQex5acceX1jF6heL5GGlaqj4PjjSb5Q1LqxKzc0Pi2oq+4dMVRw8z0vfzQ7EhVK5nxCTcOUKPAvrRMURgRAEZUYQCJnBYrGOHj26du3ajigJDw+fNGmStjb//0gQCEkIDQ2NiooCgPXr17u6una3OYgeBnf8bNq0ycXFpbvNQfzH6BNrlPW0AGDEoWXlcU9yjlzXH28/wPe/w4xMZozBN9jz0ntgv3a3KLlCsyBPQw+H19eSSumZJTEZlQ+ys7aF+8Qfknz5gOTtEl3F2gCARCbxXiJTpFgcLfRmoZNzHIpSLz4J75xQqoiI8iFgGADwvtLnJWtHRNbWMxRlmqGnYx9rE6sQv4bXFZmbTokyWJRJ+NYDYte1stgS2ty+uEuOroulroul88GaFyfu5P0eWXA6SsvO1HLZVLNgLzwZ8WDxQVHFKaTKjBAj7WiRoQaxnpd87AmGVRL9MoGvTjAeVr57iEOpbmYIAC3vm3jljcVVAKAkcYYOgeAFZUYQ8ktaWlplZSWfkEwmW1hYmJpKvX4yNTW1urqaV0KhUHx8fHglVVVVDx9+kmVXVVV1d3fHf7916xavGb6+vrx3YhgWHBy8e/duse06OTkZGBg8ffq0qKiIV25qamplZTVlypQ5c+acP39eU1NTqg52EGntZDKZDx484JWbmZlZWFhwP+bl5TEYDO7HqVOndordnYBUrtDT05MrP+Tl5c2dO3fq1KkUish/3nt0B7uYL+17sXjx4oULFx4/fpyv14huh/v+mUKjjr+85abD4oS5P/9f9mlVIx01E30AoKqr4rs5uHBYbFEzamKkVdjKbqGo0KyW+1kt98M4rS9O/JUScvjZ3kse17fLsN26/GJiq/A3w3WMUt6rTRXvJGlaSUcDAOryS3iFGKe1paEJf3ctlKq0PN6PLY3NnCYWTUutHRER5cORv60EgOr0F3g1E5zqjPySmAyDcfZZW8/ojrD0STjEPZsja1u4UP3EJtU8KgBxrlPS1azNLZLEZjzuWMsnr/r5nu04KgbajjvmDd0S9DKCnnP0RtLCA+k//DH3n9sAMKfiukya+Mish3/rVvDSvtEiQw0Enpd27AmGlVg/dH5keSEOpQJVUVlPq+F1+Sf25LwBAJ3h/yVxRMURgRAE1RlByC9sNruurm7FihV+fn5lZWUsFquxsfHVq1eBgYG2trZpaWnt0DZr1iw/P7+MjIyGhgZMYIMim81ubGy8ceOGn5/fvn376urquNNLDodTV1e3e/fuGTNmxMfHs1gsvmc3bNjg4+NjYsJ/QCBvu48fP25s/F89s6ampoaGhk2bNvn5+f39998NDQ1UKhUANDU1t2/fHhwcLFXvOo60drLZ7IaGhjNnzvj5+S1ZsqSiogKXc8Hd5e/vf+fOHUF3yeV702EAACAASURBVDNSuUIO/UClUqlUKlngYAIuPb2DXcnn970oLCx0c3NLSEgQepVCoVCpVIK0GkIe6Gtn6rA9mF3XeH/WTgDQMO+vaqz75nrix9r33Hve3nkYpjQhbe3v7dAvlcKiyJTTvTwZZ+n4RzJFwWKpL4miQFACoH3tirVK23GwipFO4YVY3iIsjLN/i2kVwwBAz9WGpq3BOPs377P5J++2YZiui5WoR9l1jbzJkbzjkQAw8P/GSBsRAh8q6/bRMO9fSs/k8Lzbzz128/H2s/iE0NjXhffI0jc3kwFAcE8NsUmSuE5JW4PTxOLeQBx3BSqF09jM+7a/LO6JKDd2BDJFYfD8idOfnJyScszQ0wkXKqoqifqRSjnz2SsA6DeSfwC0b7TISgOx5yUde/9+PfnCKlZ/l0UWR2woTWa4VaXk4NvBcPJP3lWgUbmDAUTHEYEQBP31g5BfXF1dXV1dly5damdnt2zZMq78u+++c3NzGzt27LNnz8zMzAg08OLm5sbhcBYuXGhhYSG4sgPHyMhozpw5T548AYCNGzfyriihUCjBwcHKysqvX7/+4Ycf+B7My8uj0+l79+4laNfKymrHjh1cuYuLi4uLy08//UShUEJDQ3nnsY6Ojr17975x48a0adMk7F3HkdZOPT29oKCgyZMn6+jo1NfXL1y4kG825ejoqKysnJWVZWXVw/5vJK0repwfPvsOypDP5nvBYDC2bdtWXV3d2NiYnp7O4XDEP4OQY4Zu/rokJqMqJefRljOOO+a5HFlOn7I50nWl00/fqOj3ZT4tTFv7O01bw+b7me3TL7lCY58RvQfqZW48qUClaNl/xW74UHDqbhundZD/WKGaO9KuWKuc9y2+P2tntNd6+81fU2jU7INX8EmRUPBKBC9O3m2qrDUL8hy+b3HivL133b+3+2GWiqF22b2sjI2nNMz7W/57QocgiqpK96ZtcT6wVN3MsCLxWcbGk/1G2xj7jJDKgWJ9OGzvIvqUzdFe6+w3zu7VR+1tZOrLc/QhS3wNPRzJVMXcYzf1XG37Opr984jxaEtYPaMEROzIIDZJrOsMPR0LzkSXxWb193YWa7Oeq23RreTYGdssl/u1YW25R282VTDFBb9DCN2L0UHeZb8GAL4iJgBAIpPbMVpkpUHsN4440HzDni+sYvV3fWSJsV3nXxAWFe21ftRvq3qb6OUevVkSk+G4cz5vFkxUHBEIQVBmBCHXPHr0iMViubm58cktLS0TExNv3LghmKQgICEhgcPhiC2+kJKSQiaTvbyEFBVPSUmZN2+eoHzHjh3Lly8nbnfUqFF8ciaTyWAwvLy8BF/vr1q16ptvvunKzAi0y05NTU1vb+/IyMgrV64EBgbyXlqwYMGBAwd66GxZWlf0OD989h2UIZ/H98LU1DQiIoJCoURERKSnp3dx64jOYPylH69aBD/eGaE/zn6A70jP27tSVxylT9mMX9UZPmRM2DrJy2HyIblCEpk8KfZA/JzdD5b8gkt6aamN+DVkULsOyCRuV6xVgwLGYZzWh6t/uzt+NQBo2ZkO/3nRw9WhQtsy8h7ed6jZm2uJb64lDgoYOzjYS4GqmL7u95hJG/B+mc52dz64lGBHUj9X234jreLn7mnjtALAoFnjR//+nSQd4YPYhwN8R46/vDVtdWjUhHUAQKIoWK+e6bx/MYlMdr+8JXHB/tsjQ3C55bdTnXYvvDV8aXVaHp6gkdy3Yl3X32cEiaJQkZiNT6GJbbZaOa2OUZL/x52SmAwAGPh/Y1x+DYmbvUuUJ+WTkpgMTauBQs/3bcdokZUGsd844kDzDXu+sIrVL2+RVTHQnhi9Nz5oT/TE9QBAoijYb5ozdPPXvPcQxBGB4IPU1iZFrSAEQlaQSP8r9EU8Ag8fPrxq1arbt2/zFfUICAi4fPnymTNnpNp1smPHjq1bt16/fp0g48Bms5WUlEaMGJGcnCx41dXVNSkpiU9YU1NjaGhYX19PownfxCiq3StXrvj7++/cuXPz5s2CT3311Vdnz57tyiKI7bPz1q1bfn5+Xl5e0dHRXOHGjRtdXV2FZpd6BO1whZz4YdmyZR4eHmKrV/TcDnY9n9n3IiIiYu7cuffu3eNWUBIkNDTUwMBA3mqgfPaQSKRFbfEdVNJUwax9UdzX3rSXZm+ZWCW5wlZ2S2VyjophX+4JnZ3XLvHVNgxjZr+mqinjNRfEmk0ik3mPEWl4Xf6h9B8d5yG8u1QIwDitlcnPtR0HC92sIVVEiH3Y8Lq8qZyp42zBa20bhr3LedOGtWnZmJBEb6KU0CRi1z1YeqgkOj2w6E8JbW5lt1Sl5vaxHkjTUpfEMLmiqYJ5wXCmy5HlfAU7+JB2tMhQg9hvHEGgeYe90LAS65fDyNbmFTVV1uq52vAdCSRhHPn4gzSWb3oi4bQF0dNBa0YQck1CQgKZTOb7C57JZN6+fdvAwEAwwZGTk1NcXOzg4KCrqyuoDU9qjB1LtMQ3JiYGw7CRI0cKXmKxWELVRkdHjxgxQlRahKDd2NhYABC1hmXEiBE3b97sysxI++z09fVVU1Oj0+lVVVW4f8LCwoyNjXv0bLkdruhZfvjsOyhD0PcC0YNQ1tPCj7DpeoUKVEWDcfZd0y7xVRKZ3NdO0jLtgtNRNRN9SVIqXMgUBYKqmVJFhNiHQg0jkcl8Z3yIhcAkYtfZrvXHFwsYeQ2TxGYFqqKEFUnlkBcn/lI26Gu+cBLxbdKOFhlqEPuNIwg077AXGlZi/XIYWU2LAZrCjuiWMI4IBA6qwIqQXzAMi4mJcXJyUlZW5gpra2v9/f3Nzc1TUlLU1NS48sjISBcXl/j4eABYs2bNjRs3BLUlJiZaWFgQn/mCnysxevRowUt0Ol1wXw8uJzgrB2/XyspKsN2UlBQqlSq4Sh/H3d09MzOTwFTZ0m47yWSyv78/hmHnz58HgNjY2Nzc3MWLF3e6xZ1G+1zRg/zw2XdQhqDvBQKBQOComehbrfo/UcfffE60NDY/P3x9+M+L2r0SpAfxGYf1i4ojQiagNSMI+QUvMkKlUk+dOgUA9fX1T548+fjx4/z58/m27h8+fHjbtm3Z2dlGRkYAMG7cuNmzZ/OtKMGLBQhdDMILQZGRxMTEuXPnCsrLy8tnzJghSiHe7vv37/38PqmqxeFw8vLyhBYpwOnTpw/fEcKC7NixA68XK5bLly/znZEhKzsBICgo6OTJk+Hh4RMmTDh//nx4eLgkJskt7XZFB/0gw2gS010d7Img7wUCgUBwcdwefNNpSVFkygBfMX9N9Wie/nzRYNxQ08Dx3W1IF/G5hvVLiyOi46DMCEJ+wZdvrFq1Cj8jpqKi4vnz58+ePeNb1p6RkbFq1apff/0VT4sAwJUrV6ytrfm04XVDiJeys9ns9PT04cOHCz20Misr6+DBg0LlixYtEqUTb/eXX37hy9T8+eefd+7cEbo4BYdGo7HZbA6HQ3CC5rp16yQ8Y0LsRLrddgLAqFGjjI2Nc3Jytm7deuHCBUnskWfa7YoO+kGG0SSmkzrIYDBOnjxpa2s7Z86cjpgnV3TS9yIvL+/ixYtMJrOoqGjGjBnz58/H5TU1NVu2bHFycioqKjI3N+dLASMQCET3oqiqNPPF2e62otNx2vVNd5vQpXyuYf3S4ojoOCgzgpBfkpOT8eUb+DzQ2Ng4LCxMSUlp/fr1ERER3Nu2b98OAOrq6ufPn2cwGJWVlUOGDNm2bRuftpSUFBBWLIDD4SQnJ+PbZOh0OoZhQmc7bDZbX1/4RlA2m01QZERUu3Q6HQBELcUHADwhgv175rxQCNqVlnbbiePg4PD27dtjx47J0KTuoiOu6Igfusx1ndFBOp1eV1eXnZ0tmJTs0XTG94LD4Zw9exY/5LumpqZ///59+vTBy50uWrTI398/ICAAACwtLa2srGxsbGTaIQQCgUAgEAiEEFBmBCGn4EVGbGxseIuM4PLc3FxeCZ1OHz58uIWFhbm5ubKystAVFhiGxcXFCS0ycv78+QEDBuC/p6WlgYgiI1FRUaLeD5PJZFH5C7xdoUUKHjx4QFCkAAAkXD4gEzpiJ/c2MzMzPT29TrOxi+igK+TfD53UQU9PTwC4dOmSbK3tXjrpe5GQkLBv377x48d7enpqa2t7enpeuHBh6tSpNTU1kZGRV69exW9zc3M7efLk0aNHZdgjBAKBQCAQCIRQUGYEIadkZGSwWCy+iUdqaiqHwzE0NORK8P0mVlZWw4YNE9DxH0lJSaKKjFy9evXu3bv47+Xl5QAwfPhwwduOHz9+8eJFocoNDQ2bmpoI2hWcPlVVVRUWFnp7exMUKWCz2WQymXjfxMGDB589e0ZwA5ewsDCCXTkdsRMAGAxGTU2Nt7e3JJbIOR1xRQf9IKtoEtONHexxdNL3wtXVddOmTba2tvhHDoejoqICAOnp6TQajRtZBwcHvHorAoFAIBAIBKKzQZkRhJyCL2IfP/6Tskn4WS34LAIAysrKDAwM1NTUevXqxfd4ZGSkr68v9yN+7qZgkZHQ0FDu/AQALC0thRpz8eLFMWPGaGkJP/zMwsIiPz9f6CW8XQ8PDz45foYOcZGChoYGsUsPJk+ezGu/KHinWzK3EySr4dJT6IgrOugHWUWTmG7sYLvJyclRVlY2MTGRStJxOul7QaVSd+3ahf9eVVVFp9NxhQ0NDbyZUAqFkp2d3aEOIBAIBAKBQCAkA2VGEHJKbGwsAIwbN45XWFtbCzwFOLZv3/7HH38sWbIkKyuL97YTJ040NDTwSuLi4gBgzJgxXAmLxdq9e/fOnTsLCgq4wsDAwG3btl28eHHlypVcYWRkZGxsbFhYmChTbW1t+Tb4ELSLgxcpGDp0qCidAJCXlyd2rb6ZmZmZmRnxPZLQETsBIDo6GiSYKPYIOuKKDvpBVtEkphs72D4KCwutra01NDSYTCa+RkMSiUzogu/FypUrf/75Z/ybjmGYgoIC79XW1lbprRbD+/fvoWs36yEQCAQCgUDIPygzgpAvGhsbZ8+eXVNTgx9Y6+vra2hoyF1SHhQU9Pvvv79+/bqhoWHr1q2rVq0CgO3bt8+aNWvLli1Dhw599epVYWHhjBkz8JRKSUlJSEhIRUUFvthk/vz5+Kypvr7+wYMHHA5n+PDhvHNRPT2927dvBwcH19bWOjo6NjQ0XL58efjw4QRpEQBwd3fHzxXmwtfu9OnTtbW1r169imHY9OnTa2trExMTAWDt2rWhoaHXr18XugQgPT2d4DBgmdBBO9lstr+/f01NDb7AZ9asWdra2tevX+9UmzuJjriiR/ih53ZQR0fH1NTUwMCAm/KQRNIRuux7sWvXLk9PT+7BNKqqqs3NzdyrfDsHO86UKVNKS0ufPn0KAJMnTx45cqSJiQnxP24IBAKBQCAQXwiktra27rYB8SVCIpHwX6QdgY2NjVFRUU1NTWPHjjU2NubKS0pKXr586eLi0vEDPlgsVkxMTF1dnbKysre3t6qqqthHBgwYEBkZKcNTJJqamrS0tMrLywVLPyIQBCxbtszDwwM/6KTr8fPz8/PzCwoK6pbWexbnz5/v06cPXoUkKSnJ1dW1sLBw8ODBLS0teH7nu+++Ky0t5RZk7UpCQ0MNDAy6axR9sZBIpEVt8d1tBQKBQHzp/EEayzc9afe0BdGzQGtGED0MVVXVmTNnCsqNjIyMjIxk0gSNRpN2SrBy5cozZ84cOnRIJgYAwOnTp4ODg1FaBIH4LImKinr+/LmHh0dsbCyGYXhmxNTU1NTUNC4uzt3dHQAyMzOXLFnS3ZYiEAgEAoFAfBGgzAgCIQNWrlxpa2uLV4TtuDY2m33q1KmYmJiOq0IguoaIiIi4uLiEhAQGg5GcnBwSEiLDJVSfGfn5+dOnT2exWPv27cMl3NOODx06tG3bNmtr65SUFHV19Tlz5nSfmQi5IDf01j9PXjrvX9JLszdX2FT1LnPTaQBw3B6sYqDNJ+/nYjV4/sSKpGxGxN+WIX597Uz5dBaERVem5tj9EKhuKoP/YRGDmyG0rfZ1TYFGLYt7zKdK3dSg3yjrfqOsO60f0pEbeqsuv3jk0RVd01xpbFbu0ZucD83K+n3HRmwQKukILGY9TUtdFpaKgWC0dBLPD19vLKoccWhZ1zTXlfB2TbYDkjseunicIxBdgMwq1SEQXzJkMvnChQsrVsjmfw8bNmzYtGmT2INpEAj5ISgoKDw8vLa2Njc3948//kBpEQLMzc2bm5vbeAgICMAveXt737x5MzMzU19fn3uaOOJLhtP0seB0VHn8E15h+f0nBaejCk5HlURn8MorErMLTkdhLRwAqGeUFJyOaiyqFNRZnvC04HRUUzmzUy3Hwc0Q2lb7ulaZkoPfwPuTseFk5OgV9wN2dG5nJKYsNosR3kXvNj6U1cRM2lAWm0VRUVI3MxQqaTd1+cVXLef986RQRsaKgWC0dBKl9EeMc/Qua64r4e2arAYk33joynGOQHQNKDOCQMgGGxubxYsXb9u2rYN6Ll68aGJiInTHEAIhCb/++mtQUFBaWlp3G4JoD9ra2j4+Ps7Ozt3SekRERFBQ0Llz57qldYQg+mPtAKDywXNe4dvIFHUzIyVdzbLYT85lK6VnAoCR9/CutLDddKRrXnf3LGqL5/7MLIjQHWH56nJ8buitrjKfCNv1s8Zd+rFr2qrJYmDsFpfDIRNu7xq6+WuhknZTnZFfm1ckG0MR3YesBiTfeOjKcY5AdA1oNw0CITM8PT1NTfnXLUvL6NGjZVUwBfEFsnLlyuLiYgAYOHBgd9uC6Hk4Ozvr6+sDgK2tbXfbggAA0HYcrKiqVJ2Zz5W0YVjx3TTTOR7s2vdFt1PaMIz075FM1ekv1EwNVI10ZNJ0K7tFgapIcEMbhgEASdiBULxWiUKGXdMwMxoTvv7K4KCSmAzLZURlwoQahnFayRQFye8Xi66zheSqCFoX1NCGtfHfjLUBAK2vOpEEAMQFVHIzhEKsnGCogJROFjssCToi9llJlAiF+LsgJGqf3iDJmOxIv4QOSGIk8ZWocU7cXxA3HhCIbgRlRhAIWWJiYtJBDSgtgugIZmZmvAdRIxBSgcaPHNJ/kvPr60nc6VNVam5LY7PRBKdWFvvV5fiKpGx9NzsAYDd8qM15M2SJbwebe3n+3rP9l2tz3uAt9htt7XJkuZbNIPwqvmNl8IJJD78Lrc15g9/gemottzBEUWRKxvo/6vKLSRSFwfMm9rEm+n+iDLumYWYEAI3F1UKv3g/YQaYq6o6wTFlxhExRcDuzflDAuHc5bx6uOlYe/7QNw2jaGhZLfIduCeLO6N7eeZix/o/avCISRcF01viB00YnLtjveWOnnqsNrvCfJ4X+BRHcJhgR9IerQ/Eb4oP2VCQ9Cyz6U1TTAEDcOh+Vyc8zNp6qSsnh3my/eY4CVZHu9yO+uCb+693kXoqeN3Y+P3SVT6IxpH/62t8LL8Vh7BYSRUFvtI3LkeV9rP6XOicwI3HB/teX4wHgnt+PvbTU8O7wQTBaxA4VkGa0NNfUEfQCAGoeFaSvO1GR+KwNw5R0Na1WTLffOFuskXxIFRSxHRQVNe7jfAOj6FYyrjBl2eF6RgmJomC+YNLo498xIugZP/zRVMGkKNNs189y2BIkbb+4A7I0NkvopjNDd4fxf24h1ik4HnjHuST9JXYXAiEPoMwIAoFAIBAIhJxi4O7w6nJ8ecIzg3H2AFBKf0Qik428h7PrPwBAWWwWnj7A58NGE5w60lZu6K2UkMNGXsPsNwSSqZTq9PzsX67EeP8QWHwZT16w3zfXvXj79q+HQxb52G+YXfUwN/fYzeiJ6wNengeAosgU+pTNWnam4y5sbsOwp3svvb6a0DVdq0rLAwDNIf2FXmW/b37/+lXhpfsDfEc2VTDVzfvXPCq4M/a7Xlpqo35bpaSrWfHg+eOdEcxnrybc3sXtiO5IK8/buwBre7zzXCk98yOzoZXdwlXIYtbzNoGxW7g3tLxv+shsENU0ABC3zkcpPTN64g+qxrqjfltF01Yvjkp/vDOiMvm5T9wvQxZPVtbvm/fbra+CJvS1N1UbpCcoofv9WJdf7HxgqaqxTlMZ89HWM5GjV8wuuaKoqkRshmmgO2BtBWeizRdN7mMtZBEi8WghHiog5Wgh6AUAVGfkR45eoazXZ/SJ1b369H59JSFz0ylOE8tp1zdihzQXqYIC4r4LBFETNTDY75trc98U302zWjld02JAQVjUi98jP5TW1GTm26zxp2mrZx+8krX1jK6LpaG7g+T94h2Q6l8ZOG6fx5WTyOSiW8ml9Ex1MyOxARUcD7zjXJL+Eo8HBEIeQJkRBAKBQCAQCDlFf5w9AFSn5eHpg5KYjH6jrRWoikraGlp2psV305x2fQMA5fFP8bQC77N0P+mqADzde0nTYsDE6L34x4HTXFtZ7Jwj12seMXSGmePC928qxl3YbBo4HgBMA8e3fmzJP3mn5lGBtuPgtDXHVY11p6QcpSjTAMDY1+Wq1Xx2XaPMu9bKYrc0Nv/PnqLKmoz8zM2nAYBgXUldfrHrye/NF0zCP95y/pZEUZia/puybh8AGDB1lJK2esaGkyUxGUZew9LWHFcx0pkUe5BCowKAgbvDVat5ojSLha9pAEgJOUzQOt/jSYsO0rTVp6b/pqStAQADp7mq9tfN2nqmIDxmcLBXK4ud99stQw+HAVNHAYCKgTavhNPEqkrJsV03y2q5H66Nqq6Se+xmbd5bnWHmxGYYjLP/UFpTcCbaaOIwQ3cHwX6JHS0EQwUAJB8txL0AgIerjinQqNyODJzm+qGc+XTvJYdtwZIM6XYEBYegg8RREzUwGt9WcRUa+7qEq/sU33k4syACXxKlM8z8quW8opvJhu4OkveLl97G/Xi3m5XGZpXFZvX3GeG4Y57YgBKPB0n6SzweEAh5AG3xQiAQCAQCgZBT1Ez0ew/U+yeLAQAfa9/XZOZz52mGnk7Mp4X44oWq1Fw8rcD7rMH4oYO/8eb7URO9fD2w6NKUh8d4JTRtdQBgN3zgSkhk8qCAsdyPui6WANBcXVuXX9xQWPbVHA98ogsAVDUV8/kTO6Nr96ZvPdPbG/+5Zj0/8Zt9LGbDiF9D8DUmQiGRyWb/ztCaa+qq018MmDISnwPjWIb4AcCrP+PwjgzyH4unRQBAUVVp8Hxvgo4Qw9u02Nb5nq3OyG98W2U21wufcOLYfj+TRCYX//VQbNNkqiKZqvjyHL3w4n0Oiw0ApoHjp6Qe0xlmLpUZQhE7WkQNFQCQarQQ9AIAOCx21cNcvo6MCVvnXxBBpihIMqRByqBwEdVBCaPGNzD4FCqqKlFUlfrYDMLTIgCAf3M5H5pBsq8qMe9y3tybvlXLztT98hZc0m6dkvdX1HhAIOQEtGYEgUAgEAgEQn7Rd7MrvHQfAEr/zgQAg39f2Bp4ODzbd6nsXtaAaaOZTwsdd87ne9AyxA9fSsBLfNCehsIyoQ2RyOT3RZVvriXVM0oaS2tqMguwf/ePcKEo9+Jdrs/9vY5RAgCaFgN4b9b49KOsuma1Yjp3fweJTO7Vp7f+OHuqmgpBQxTlXtyCETWZ+QBQeCnu7R3+5AKL2YB3RMv2k3oNfazEdETCpsW2zid5X1QJAH0dPqn+Q1GmKaopS3JqDJmi4Hry+8R5e+Nm7yKRybojrYwnu3wV5KGs20cqM4QidrSIGiog5Wgh6AUAVCY/BwEXcatXSDKkQcqgiO2ghFHjGxiCCsmKCiqG2nyNtmFtkvdLFE0VzCjPtYoqNK+oPdzkVLt1St5fUeMBgZATUGYEgUAgEAgEQn4x9BpWcCa6Nq+o6FYyTVuDu/jcYJw9iaJQEpOhoNyrDcPwzSkdIWtHRNbWMxRlmqGnYx9rE6sQv4bXFZmbTkn08P8mbCReGZkiZvLTvq4ZTnDs793Rk61NZozRHWHJJ+w9sB/GaRW8WeazOFGtC71ZqBvxGbJYzII8DT0cXl9LKqVnlsRkVD7IztoW7hN/qB1m8NGVo0VUL3SGmQOGAQB3gU9HjOyINwTpSNTE0hHntzQ2R3v/0PK+afKDI7xrZDoU0E7uLwLRNaDMCAKBQMgXoaGhUVFRALB+/XpXV9fuNueLgOvzTZs2ubi4dLc5CMQnGHk5AUDNI0ZFUjZvyQMSmdzf25n57BVNW4OqodqOszl5qS8sy9p6RneEpU/CIe7Wlaxt4RI+jr/crmOU8gqbKt4RP9U1XeNDzUQfAKjqqnxH/HJYbAqNir/lfvf8De8l1j+f1FsFAKzlkwRKbW6RTFrnu1lJRwMA6vJLPmma09rS0ESwdYiXVnYLRYVmtdzParkfxml9ceKvlJDDz/ZecvrpG8nNEKSLR4uoXnhc397HdhAAVKe/GLJ4Mvf+6oz8kpgMg3H2EhopVVDE0vGoEdNB59+bvpX5tHBi9N6+dqYy0dnZ/UUgugyUGUHIL6mpqdXVn5zA5+TkZGBg8PTp06KiIl65qampnp7egwcPeIVmZmYWFv/9LZWXl8dgMLgfp0795H9+MrFQX19/2LBhAHDr1i3e2+zt7Y2NjQGgsLAwJycHF5LJZF/fT2rFpaWlVVZWCrZCpVLd3NyUlZU7brAkyIkZ3Ui3eyAvL2/u3LlTp06lUET+E93tRnYLndfrxYsXL1y48Pjx43z/5iAQ8gBVTaXvULOXEX83VTD7f1pj1chrWMqKI1R1lQ6eSgMAdfnFAGDs68Jb0ePNzWQAkGRRvbbjYBUjncILsXY/zOJqYJz9m/iprukaHxrm/VWNdd9cT3TaNb+XZm9c+PbOw78nb7T53t95/xI1U4NXl+MctgdzZ8UFYdG8GhSoFE5jc0tjM342CgCUxT2RVeu8N+u52tC0NRhn/7b5fibXq/kn77ZhmK6Lldi28PNfXI6swGuXkikKFkt9U1cda8MwKczAMEHNXTla5agmUwAAIABJREFUCHoBAMq6fTTM+5fSM3mzGLnHbhZeiO09QFdCI6UKilg6GDWxdMT5iQv2l9IzRx5byVdWVgqdAuOhs/uLQHQZaIsXQn5hs9l1dXWzZs3y8/N7/PhxY+P/KpY3NTU1NDRs2rTJz8/v77//bmhooFKpbDa7oaHhzJkzfn5+S5YsqaiooFI/SfPX1dXt3r3b39//zp07LBZLJha+e/fu1q1bfn5+33777du3bzkcDgBgGNbY2HjkyBE/P7/du3fX1dW1trZy709JSfHz8zt58mRDA//OVby/K1as8PPzKysrY7FYLBarrq7u2rVrmpqaW7ZskYnNYpETM7oRefAAlUqlUqlk0eu35cHIrqfzek2hUKhUKkEqCoHoXvTH2Zfdf0wikw0/TRPoj7dv47RWJD7r7zOig01oO5iRqYq5x25Wpea2sluqUnPvuq+pZ5SAxEvinfctrmeURHutL4t7UpWae2/6VuazV2Kf6oKuCeJyZHlzVW2k68qiyJSaRwX5p+7Gf72bpq1h8/1MABgVurLxbVWU59rS2KyqtLz7gbuqHubyPq7natuGYbEzthVHpb298zBqwrqmCqasWueFRCYP37e4nlFy1/374qg0Zvar7INXUlcd0zDvb/nvQS0EGPuM6D1QL3PjyRcn/qrOyC+NzYoL3NXGaR3kP1YSMxSoFAB4cfIuI4LOp7krRwtxLwBg2N5FH8r+ifZaV0rPrHlU8GjLmZfn6OaLfAw9HCU3UvKgiKWDURNLu53//PD1gtNRWnamVHUVRgSd96evvalYnaLGQ2f3F4HoMtBfgQj5xc3NjcPhLFy40MrKaseOHVy5i4uLi4vLTz/9RKFQQkNDubPHoKCgyZMn6+jo1NfXL1y4kG+S4+joqKysnJWVZWUlswS2j4+Pjo7O2bNn3dzcVq5ciQvJZPKcOXMwDIuPj//222+Dg4O59w8bNszY2JjJZIaFhQlqc3V1dXV1Xbp0qZ2d3bJly7jy4OBgJyenb7/9Vl1dfc2aNbIyXhRyYkY30iM80COMlDlfZq8RCAAwGD80+8BlbafB3BfaOBpmRr0H6r1/U2EwfmgHm1DW03K/vCVxwf7bI0MAgERRsPx2qtPuhbeGL61OyzOWID0xKGAcxml9uPq3u+NXA4CWnenwnxc9XB1K/FQXdE2QAb4jPW/vSl1xlD5lMy7RGT5kTNg6vOyCoafThL92P1h0MMrje7wjDlvnZm0/y33cauW0OkZJ/h93SmIyAGDg/41x+TUkbvYumbTOx+BgLwWqYvq632MmbQAAEplsOtvd+eBSSXZ5kMjkSbEH4ufsfrDkF1zSS0ttxK8hgwLGSWKGkffwvkPN3lxLfHMtcVDAWN7VBF05Woh7gXdk/OWtaatDoyasw42xXj3Tef9iEpksuZFSBUUsHYmaWNrtfPwcKObTwvivd/Nd+uYjXaxOvvHQZf1FILoMUlsbKo2D6AZIpP+V3SIegbGxsR4eHkuWLDl+/DivnMlk9u3b18vLKzo6mu+RKVOmREZGXrhwITAwkFceFBS0YsUKR0dHWZj/H01NTSoqKr6+vrdv3+aVHz58eNWqVZs2bdq165M/ldauXbtx40ZNTU2h2h49euTk5LRq1apDhw7xyqOioiZNmuTj4/PXX3/J1n55NqMb6V4PLFu2zMPDQ+yGry8zTJ3a69DQUAMDA5lstUMgpIVEIi1qi+9uK6ANw97lvGnD2rRsTNpXdrQNw5jZr6lqynjtBjmnqYJZ+6K4r70pX14Gh5n9iqJMUzc1yD91N2nhAe97Bwz/PT0HAPBX632sB9K01DujdT4aXpd/KP1Hx3kI39nMktDKbqlMzlEx7Ms9AlZyM1rZLSQyme8UFZwuHi3EvQCAhtflTeVMHWcLXmulNVKqoIilI1EjpuPOb59OgvEAndnfruQP0li+6YmE0xZETwetGUHINampqQDg4eHBJ79//z4AjBw5UvCRefPmRUZGnjt3jjczsnHjxsDAQJmnRQCARqMBAJP5yTLaxsbGCxcuAABfzYLs7Oz+/fuLSosAQEpKCgCMHTuWT/7u3TsA6LKl/nJiRjfSIzzQI4yUOV9mrxGILoNEJmvZDBJ/H6EG3sqOco6ynpaynpaoq8SuUKAqdrDAJHHrfKiZ6Lc72aRAVTQQfXQRsRkEU9wuHi3EvQARLpLWSKmCIpaORI2Yjju/fTqJUx6d118EogtAdUYQck1SUhIImwXFxsYCgNBjO3x9fdXU1Oh0elVVFS4JCwszNjb28vKSvN1Hjx5t27ZNkjvJZDKFQsnN/WQH8i+//LJkyRIA4NZGwTl27Njy5csJtCUkJJDJZHd3dz45nmfx9/eXxKSOIydmdCM9wgM9wkiZ82X2GoFAIBAIBALRqaDMCEJ+wTAsMTHRyspKcJFFSkoKlUodNWqU4FNkMtnf3x/DsPPnzwNAbGxsbm7u4sWLpWq6vLw8KytLwpuVlZV5S7q+fv2aQqFMmjQJAD58+MCVX7lyZeZMojpeGIbFxMTY2dnxHbERGxsbExOzevXqgIAAKfrQXiQ3g8lkGhoaOjg4CFPTg5GTQBDTI4yUOV9mrxEIRLej2l/HyNuZ1redu2YQCAQCIf+ghccI+SUhIYHD4bx//97P75PS1hwOJy8vz8vLS9TJHUFBQSdPngwPD58wYcL58+fDw8MlbPHUqVPFxcXbtm1TU1PDt8lkZ2f/+OOPN2/eJDglxNraGl/hj3Po0KH9+/fjq/q5GRM2m/3gwYOjR48StP7o0SMWi6Wvr4+vlAGAxsbG+/fvR0VFXbp0iWDKt2PHjidPJDov8PLly3xH9nTEjPr6+qqqqg8fPmAYRuCfHke7AwGyjkUnGdlz+TJ7jUAguh1DTydDTxkfHoxAIBAIuQJlRhDyS3JyMgD88ssv06ZN45X/+eefd+7cGT16tKgHR40aZWxsnJOTs3XrVnyNvYQMGzbs+vXrLi4uYWFhvXv3Pnjw4OHDh5cvX0487ceXtLBYLBqNlpSUNHz4cDyrQiaTuZPkAwcOcA+vEcWDBw8AoH///gwGA5fQaLRZs2YdPHiQ+MF169bhBwaLRZKpuORmmJiY5ObmKikpfU5pEehAIEDWseiIkQwG4+TJk7a2tnPmzOlIQ3KFJKER7HhNTc2WLVucnJyKiorMzc35ajMjEAgEAoFAIBAoM4KQX0SVWqTT6QAgdCsNFwcHh7dv3x47dgxPUkiIjY1NdHR0fn7+mjVrkpKS7O3t8a0xxE/hTeCTrrCwMO4SFRqNhu+mqaioYLPZpqZiaozhmaCNGzcaGBhIbjPXAFkhlRlmZmYybFpOaHcgQNaxIIDYSDqdXldXl52dbW1t3TX2dA1iQyO044sWLfL398dXlFhaWlpZWdnY2HSNwQgEAoFAIBCIHsFn9aYX8TmBYVhcXJzQIiMPHjwQVWSE9x4zMzM9PT1p283Jydm2bZuenp61tfWlS5eOHz8udgmAiooKABQXF584cSIkJIQr19fXx3fT/PLLL6tXryZWghdQMDY2bsdsXIbIiRndSI/wgFgjPT09Z86cyVeMo6cjSWgEO15TUxMZGfl///d/+Ec3N7eTJ092uq0IBAKBQCAQiB4FWjOCkFOSkpI4HI5g+qOqqqqwsNDb25tgBweDwaipqfH29pa20R07dhw6dOjs2bMWFhbbtm07evRocHDw3r17i4qKCFaOaGtrA0B1dXVOTg5vqVczM7PCwsLU1NQBAwaoqakRN52RkcFisYSetiOWgwcPPnv2TJI7w8LCiJfAdMSMz4MOekCGsSDgywxT+3qdnp5Oo9G4rnZwcMBrMyMQCAQCgUAgEFxQZgQhp+AVFj08PPjk8fHxAEBQZAT+XXIv1TG9OPPmzVu4cKGenl5MTMyHDx80NTVv376dlJREPIMdMmQIAOzZswff5sMF31hx5MiRP//8U2zT+NahdtgMAJMnT7a1tRV7G+/8UFZmZGdn02i0z2lPTUcCATKNBQEdNLKD5OTkKCsrm5iYSCXpOO3rdUNDA29JFwqFkp2dLUOrEAgEAoFAIBCfASgzgpBT4uLiAGDMmDF8cjz7MHToUIJno6OjQVz2RChGRkb4LywWq6mpCf9d7DtqPAMyY8YMvkX+SkpKALBo0SJJmo6NjQWAkSNHSmkyAICZmZmschNSmcFgMGxtbfX09MrLy2XSujzQkUCATGNBQAeN7AiFhYXW1tYaGhpMJhNftyWJRCa0r9cYhikoKPBKWltbZWUSAoFAIBAIBOLzAGVGEPJFSUlJSEhIRUVFZmYmAEyfPl1bW/vq1asYhk2fPr22tjYxMREA1q5dGxoaev36dd4X72w229/fv6amBn+3PGvWLG1t7evXr7fDDC8vL8nnt6qqqnp6ej/88AOfXFlZ2dfXd9y4cQTPNjY2zp49u6am5uHDhwDw9ddfa2lp3bx5sx02d4T2mdGvXz9jY2Mmk9nU1NTTS1rISSCIkQcjdXR0TE1NDQwMuCkPSSQdoYO9VlVVbW5u5n7kcDiGhoYdtwqBQCAQCAQC8TmBMiMI+cLIyOj27duCcjKZLHYuRKVSZTVLpNFoFhYWEt7s4OBw69YtwUNJQkJCtLS0iJ9VVVUV2t8upn1mqKmpFRUVhYeHfwan9spJIIiRByPV1NRevnwpraQjdLDXVlZWLBYLwzB8lD5//tzc3FxWtiEQCAQCgUAgPg9QZgSB6CgGBgZCD8v4Qk4Gff78eXBwcHdbgUAIx9TU1NTUNC4uzt3dHQAyMzOXLFnS3UYhEJKSG3rrnycvnfcv6aXZmytsqnqXuek0ADhuD1Yx0OaT93OxGjx/YkVSNiPib8sQv752/AfGF4RFV6bm2P0QqG4q/gQu3AAAICtSRh//jitPCP55UMA4I69hHeygJOB9ETSYz4aX5++VxWa1YW39Rlp9NXcChUblvbks7knhxdhWFlvbYbBZ8ARefwrShmGvrySUxmZhbI6KobZp4Pg+VgMl1JZ3PPJj7Xv7jbOl6mNl8vOG1xV8QsMJjsq6fQh0Nrwuf7Do4NhzG5X1xLyGaQcsZj1NS51XIpXDQUqf89H1IeheOm8wc/lQVpO25vjY85vIlP/tMOVzFP4vA/77mFNrZdMxBKJH0ePf9CIQiG6kpqZG8FhlRLcTERERHByckJCwd+/eRYsWfTk1R4V2/NChQ9u2bauqqrpx44a6uvqcOXO620wEQlI4TR8LTkeVxz/hFZbff1JwOqrgdFRJdAavvCIxu+B0FNbCAYB6RknB6ajGokpBneUJTwtORzWVMyUxoCw2i3EmpqniHe/9z/ZfrkzJMfR0bE+XpAfvC5/BvDawGz7cdgmJ/3p3dfoLdv2HlBVHr1nPf//2v74nLzt8d/zq6vQXH5kNad8fv2Y9v7GkWlRzH2vf33Raen/WTuaTQnb9h7zjt69Zz88NvSWhNmPfEVnbz1YkSfev7uOd5xLm7uH7qS8oJdZZdi/rXc4bmadF6vKLr1rO++dJIa9QKoeDlD7no1tC0I103mDmwmlixfrveHU5vg3DuEI+R32sfd9U8a40JqPgdJSsu4hA9AzQmhEEAtF+duzYsWfPnu62AsFPUFBQUFBQd1vRDQjtuLe3t5OTU3p6ur6+/t27d7vFMASifeiPtQOAygfPB077rxb428gUdTMjdn1jWWyW+YJJXHkpPRMAjLyHy9YGEkVh4t3//p1vqnqXtS18zOm1pO7bR8lnQ+qKo1UPc4ftWWj3QyAANFUwb49cHuOzccbzMAAojkrL++2W9eqZIw4uBYDavKLbI5fHf717csKvQpWnr//jn8cMz9u7BviOBICWxuZo7x9SQg7rj7XTtBggVpuKgbbVimnJSw/NyD0jeY/KE54aejrZb/okb9t36FfEOktiMjpj2U51Rn5tXhGvRCqHg8Q+Zzd8YD59pWlpzLc4pVtC0F106mDG+VBWc2/61ur0F3xyPkfZrJlps2ZmfNCel+fowtQgEJ8/aM0IAoFoP0ePHlVVVe1uKz5Dfv3116CgoLS0tO425DNBW1vbx8fH2dlZ1A0RERFBQUHnzp3rSqsQCLFoOw5WVFWqzsznStowrPhumv44e303u6LbKbxvgKvTX6iZGqga6XSqSc/2Xe6lqToogL+4OK8lvLSyWwi0tWGYqAdFyflswDitL8/d0x1hic8kAUBZT2vY7gW1OW+Ko9IAIPfoTQUaddieBfhVTYsB1iunVyQ+45v8cxtlnP3b0NMJn5MDgKKqkt0PswDgbWSqhNosQ6bW5hW9PH+PoOO8vH9bibFbjLyG6bna8P4oqioR6GzDsLd3Hhr7uvCqIvA2gT/F3iCVw0Fin1dn5P81ZmXlg+d8ZnR9CISCcYgOMhN0VxuGETwiKjSdN5hxnh+6dsViXl1BSR+bQYJXZeIoBOKzAa0ZQSAQCPli5cqVxcXFADBw4ECxNyNkgrOzs76+PgDY2tp2ty0IxCf0n+T8+npSG4bhr5SrUnNbGpuNJji1stivLsdXJGXru9kBALvhQ23OmyFLfKVSnrL8CKf5o9BLQgsNtLJbXvweybtQ5X7ADjJVUXeEZcqKI2SKgtuZ9fgc7+X5e8/2X67NeYNb3m+0tcuR5Vo2g/BHAGDwgkkPvwutzXmDX3U9tZZbRqQoMiVj/R91+cUkisLgeRP7WJsQ2FCTkd+GYX1sP5n16Y21A4Cye1n9vZ1LY7OMfUYoUBW5V7WHmQNAefxTTYsBfB1sw9rGX9pM66vBKyRTFQGA3dAEAJJo623cr99om7zfbn81x0Oob/n4J4sBAOqDiY7NEtRZFvcEsDYDdwcAaK6pS1/7e+GlOIzdQqIo6I22cTmynFuY4+2dhxnr/6jNKyJRFExnjR84bXTigv2eN3bqudqAQAR1R1jWZOYDwD2/H3tpqQUW/SmtwyX0kig6OwSlsVn4COTD0N1h/J9bAOBdzpuHq46Vxz9twzCatobFEt+hW4K4tTmEDvjK5OcZG09VpeRwH7HfPAe3kDg0nTqYcR5tCTP0dHI5EvJoa/i77Fd8V6UdqwjE5w3KjCAQCIR8YWZmJvmh0QiZgHyOkFsM3B1eXY4vT3hmMM4eAErpj0hkspH3cHb9BwAoi83CMyNlsVkAYDTBSSrljPCYlsZmoZeEZkaK7zzkNLEMPBy4Evb75vevXxVeuj/Ad2RTBVPdvD8A5IbeSgk5bOQ1zH5DIJlKqU7Pz/7lSoz3D4HFl0lkMvt9c92Lt2//ejhkkY/9htlVD3Nzj92Mnrg+4OV5ACiKTKFP2axlZzruwuY2DHu699LrqwkENigo9xK0k13bCACNpTXshg9tnNZeWmq8V3VHWAIAXlmWDzJFgXfjEk7J3TQAMHB3kFyboafjox/DGkuqJVnC88/jl/h/U1cee/+6opeWmtncCQ5b5/KuGRHUWRKdoTPCgqqmAgB0vx/r8oudDyxVNdZpKmM+2nomcvSK2SVXFFWVcH/qjrTyvL0LsLbHO8+V0jM/Mhu4Sxj4IjgoYFzvAf0KzkSbL5rcx3ogSOlwAJDW53x0dgjUvzJw3D6P+5FEJhfdSi6lZ6qbGQFAzaOCO2O/66WlNuq3VUq6mhUPnj/eGcF89mrC7V1C3aVu3r+Unhk98QdVY91Rv62iaasXR6U/3hlRmfzcJ+4X4tBI69v2OdYv83cN8/6irhI4CoH4AkGZEQQCgUAgEAg5RX+cPQBUp+XhmZGSmIx+o60VqIpK2hpadqbFd9Ocdn0DAOXxT/GMCe+zdL8fiZXPey9dqcXSe1kAgK9T4FKXX+x68nvehSRP917StBgwMXov/nHgNNdWFjvnyPWaRwydYeYA8P5NxbgLm00DxwOAaeD41o8t+Sfv1Dwq0HYcnLbmuKqx7pSUoxRlGgAY+7pctZrPrmsUZYOWjYkCjVqR8JS7rAYAim4lA0Abp7XmEQMAFHp9crQHRYUGABibI1GX6ZnPf72mN8bWYJx9WdwTCbX1sTEBgKqUHFWBbUeC1OYWAcCLP+6YBXnStNRfX0/MPnC5KiXHN/kIbzEXPp1lsVkD/UYBAKeJVZWSY7tultVyP/xOqrpK7rGbtXlvdYaZp605rmKkMyn2IH6+iYG7w1WreXwG8EVQgUYtOBNtNHGYobsDSOlwABDr84LwGPzO2hfFuH7WP/X4bbyjiItsQ9DbuJ/lsqn/KY/NKovN6u8zwnHHPABICTlMoihMTf8NPxVowNRRStrqGRtO8pZ04XPXxQEBNG31qem/KWlrAMDAaa6q/XWztp4pCI8ZNNONIDTS+rZ9g5k4LULgKATiCwTVGUEgEAgEAoGQU9RM9HsP1MM3XHysfV+Tmc+doRl6OjGfFrKY9QBQlZqLZ0x4nzUYP3TwN958P2oSHNYrig+lNRRlGt8ZoiQy2SzYi1cSWHRpysNjvBKatjoAsBs+cB8ZFDCWe1XXxRIAmqtr6/KLGwrLvprjgadFAICqpmI+fyKBDSQy2fq7GXX5xTGTNzGzX32sfZ8beuvZgcskigIQ1s4griKBU0rP/HvKZlVj3fGXt0ilDd/aIFjzUiiq/XXN5k6YkRPmtOsb6+/+b0ry0SFLfKse5uaG3hals6nq3bvsV4aeTgBApiqSqYovz9ELL97nsNgAYBo4fkrqMZ1h5rg/B/mP5bpLUVVp8HxvPgMEI8iLVA4HCbyUuvxI0sIDSQsPPP/lCgDk/XYL/5i08IDgI50agnc5b+5N36plZ+p+eQsANNfUVae/GDBlJJ4WwbEM8QOAV3/GcSW87qrOyG98W2U21wtPi+DYfj+TRCYX//WQIDT4nV05mEUh1VhFID5v0JoRBAKBQCAQCPlF382u8NJ9ACj9OxN43jAbeDg823ep7F7WgGmjmU8LHXfO53vQMsRvwNRRfML4oD0NhWX474UX74uaU5kFeQoK2fUfFJSofEKKci9uFQYcEpn8vqjyzbWkekZJY2lNTWYB9mn5SYpyL97VENzf6xgl8O9UjYvGpx8FbRi2e0FzdW3B6aiSqDQA6KWlNv7i5r+nbFZQ6qXcrw8I0Ia1AYACVczfwIwIeuK8vb1N9HyTDuNTZcm1qRhqAwCL2VCRlP107yWuXHeExdDNX/NpcDkcwidx3DHvxe+R5XGPuWsNeHUCQPn9J4qqSnhGiUxRcD35feK8vXGzd5HIZN2RVsaTXb4K8lDW7YP7U+vTuhV9rAbwNScYQV6kcjhI4KUg5v8yPuVxT6Inrh9/eeuAqSOFNi2TEIjqV1MFM8pzraIKzStqD56JwwusFF6Ke3vnId/NvHp43fW+qBIA+jp8shmTokxTVFOuzSsiCA1+Z5cNZgLEOgqB+HJAmREEAoFAIBAI+cXQa1jBmejavKKiW8k0bQ1tx8G43GCcPYmiUBKToaDcqw3D8H03UvFg8UFRdUaEZkZaWWxJ1GbtiMjaeoaiTDP0dOxjbWIV4tfwuiJz0ynxT2JtAEAik3hlZMonC5yF2jDm1FrbdQHMp68UqBQj7+FtWFsri62kraFuZggALe+beG9uLK4CACVdIfNMLg/XHH/+y5V+o20m3N7VS7M3LmyHNtY/dZVJz7gfqeoqBI1yUdLWIFMVCbz9NjKl/6T/DtsyC/I09HB4fS2plJ5ZEpNR+SA7a1u4T/whoc9Ke9yyVA4HCbzEXdmEL4VQoFL41jrhyCoEQsFPAm553zT5wRHlTx80mTEGL97BS++B/Qi08Q1RHDxnISo0+LKRrhnMCARCQlBmBIGQd1gs1tGjR9euFVIMTxLCw8MnTZqkra0tW6sQckVoaGhUVBQArF+/3tWVv3YdomfBjeamTZtcXFzE3o/47DHycgKAmkeMiqRs7lYaACCRyf29nZnPXtG0NagaqrrOFtJqnlNxXar7lXQ18aIYBNQXlmVtPaM7wtIn4RB3xpu1LVwS/fjr6zpGKa+wqeIdsQ3M7FdtWFtfO1MNMyNc8uZGEgDojbFRoCoq62k1vC7nvb825w0A6Aw3F2VG4oL9BaejBs0aPzZiA+9iCsm1fWTWAwBFhTZwmqtgPVFePpTVZGw4pe1kzrs8pKWxGWO3UD6twMrVCQDFd9NGHf+Oe6mV3UJRoVkt97Na7odxWl+c+Csl5PCzvZccd84DgHfP3/Dq4Rb1kBCpHA7SeIkAGYZAqP5707cynxZOjN7b186UK1Qz0QcAqroqbyESAOCw2Hw7yLgo6WgAQF1+Ca8Q47S2NDThpZFFhcbj+nboksEsFmJHIRBfFCgzgpB3CgsLjx49WlpaSiaTra2tV69eXVlZmZGRERgY2D6FJ06cqKioaG5u/v777+U/X4BhWHBw8O7duwUvpaWlVVZWCsqpVKqbm5uysjL+ccqUKXPmzDl//rympmbn2tou85hM5oMHD3hvMDMzs7D47+/7vLw8BoPB/Th16id/r3QGPdHyvLy8uXPnTp06lUIR+a+6JP2Sq051C/LgpcWLFy9cuPD48ePV1dXSWY/4TKGqqfQdavYy4u+mCmb/T2usGnkNS1lxhKquIu2pNDh8p5+IRUlbg9PEamW3CH3Jj1OXXwwAxr4uvPe8uZkMAHx7agTRdhysYqRTeCHW7odZ3McZZ/8mtiFh7s8tjc340TY42Qeu9NJS6+8zAgBMZrjlHLlexyjhTjXzT95VoFHxIh2CPNl9oeB01JAlvqN5Ug9cJNTGfPYKAPqNtCLuLwAo62m9uZ5UnvDUfOEk7vQ799hNADCe/ElilKuzKi2vpbHZYPxQXI6fPuNyZAWeWyFTFCyW+qauOtaGYZoWA9RMDV5djnPYHsxVXhAWLdYqAIB/q1pI63DJvUTrq27k7aykw//HSWeHIHHB/lJ65shjK3nzjACgYd5f1Vj3zfVEp13zuatU3t55+PfkjTbf+zvvXyKoSs/VhqatwTj7t833M7n+yT95tw3DdF2sCELTPt9KO5glQfLbUVl7AAAgAElEQVSxikB89qAKrAi5Jjw8PDg4eOHChdevX7969aqrq+vXX3/t6emppqYm/mFhnDhx4syZMzNnzjx79ixfuoHNlmiRcBezYcMGHx8fExMTwUtsNruurm7FihV+fn5lZWUsFovFYtXV1V27dk1TU3PLli34bZqamtu3bw8ODu5SuyU2j81mNzQ0nDlzxs/Pb8mSJRUVFVTqJ29m6urqdu/e7e/vf+fOHRaLhSwXBZVKpVKpZNHLpCXpl7x1quuRBy9RKBQqlUqQ5EJ8geiPsy+7/5hEJht+mgHRH2/fxmmtSHzGnZR2KoaejvDvCcGi0HYwI1MVc4/drErNbWW3VKXm3nVfU88ogX/3FxDjvG9xPaMk2mt9WdyTqtTce9O34jM3Ahssl01tKCxLXLC/Nq+oOiP/3vStVQ9znQ8sxWebtuv8FVWVor3Wl8Rk1DFKUpYfKYnJsN80h5sVenvn4Zne3inLjwBAU9W7rO1nAYDzgRUftIf3B08oiNWG8y77NQBw9z3xUUrPPNPbO2nRQQAgkcmOO+Z9KKmO8f6hPOFpXX7x413nMjac1Btjy7ehiauzNCajj80gZT0tXG7sM6L3QL3MjSdfnPirOiO/NDYrLnBXG6d1kP9YABgVurLxbVWU59rS2KyqtLz7gbuqHuYShwAvWvHi5F1GBL0dDpfcS33tTCfe3YNXS+HS2SF4fvh6wekoLTtTqroKI4LO+9OGYS5HljdX1Ua6riyKTKl5VJB/6m7817tp2ho2388U6isSmTx83+J6Rsld9++Lo9KY2a+yD15JXXVMw7y/5XI/4tC0w7dSDWYJIR6rCMQXBfrDCyG/REVF7dixIzs7W1VVFZe4ubk9f/48MjLSy0tkEXVifvrppzlz5pSWln748GHSpP8Oh2toaNDT0zt9+nRAQIAMTJcReXl5dDp97969Qq+6urq6urouXbrUzs5u2bJlXHlwcLCTk9O3336rrq6+Zs0aAHB0dOzdu/eNGzemTZvWRaZLbJ6enl5QUNDkyZN1dHTq6+sXLlzINyF0dHRUVlbOysqysuqiFxo913JiJOxXz+qUzEFeQsgnBuOHZh+4rO00mPsqG0fDzKj3QL33byq4Kwg6lf4+I0gUhYrE7P7ezqLuUdbTcr+8JXHB/tsjQwCARFGw/Haq0+6Ft4YvrU7LMxaXwRkUMA7jtD5c/dvd8asBQMvOdPjPix6uDiWwwXzBpKbKd1nbzxacjgIAmraG29kN3LSCioH2xOi98UF7oieux+2x3zSHtwxqG6e1pbGZ0/wRAMrvP8EXtrw8R+czjEylDJ4/Uaw2nJKYDE2rgaIOTMU4rS2NzdwaEzZrZpLI5Efbwu+M/Q4ASGTy4G+8XX7lL8vK1Vkam4XPqHFIZPKk2APxc3Y/WPILLumlpTbi15BBAeMAwNDTacJfux8sOhjl8T3uT4etc/HUgyiMvIf3HWr25lrim2uJgwLGSutwSXxOQGeHAD/mifm0MP5r/tW4gwLGDvAd6Xl7V+qKo/Qpm3GhzvAhY8LWKYsu5DE42EuBqpi+7veYSRsAgEQmm852dz64FF+kQxAa6OTBLCHEYxWB+KIgtbWJz98jEDKHRPpffTWCEfjVV1+tWrWKd3ICAE+fPg0JCUlOTm5HowwGY/DgwTdv3hRc3H7jxo3p06e/ePHC3Lz9ezVlTkBAgKen5/z5/McNcHn06JGTk9OqVasOHfqk0FpUVNSkSZN8fHz++usv7p3ffPPNs2fPhKnpLCQ3DwCmTJkSGRl54cIFvn1SQUFBK1ascHR0hC6kx1m+bNkyDw8Psbs2JO+XPHSqu5ATL4WGhhoYGHx++5UQoiCRSIva4rvbCn7ofj8WR6Uv+PjfHPXB0kMl0emBRX8SP9iGYe9y3rRhbVo2JtKW/MQfZ2a/pqop46Uf+BBqA8ZprUrNpWqoaNkMEnwEAGrzipoqa/VcbQTPYSkIj6lOfyF074YoCLQ1VTAvGM50ObKcr1wFMbjHPr5732+UNbHOsrgnmpbGgnP1VnZLZXKOimFf7lYLXpjZryjKNHVTg/xTd5MWHvC+d8Dw30OOhNLKbiGRybgl7XM4EHqp48g8BHwaal8U97U35ctFEtDwuvxD6T86zkME95oRhKZ7B7Ogo+KD9rw8R5fDf4u6kj9IY/mmJ5JMWxCfAWg3DUJOyc7OLiws1NPT45OTyeSRI4Wf7iaWx48fA4CTk5DdmPHx8bq6unKVFqmpqbl58yZxOZWUlBQAGDt2LJ/83bt3AMD7HtvR0bGpqSk1NbUTLJWBeQAwb948ADh37hyvcOPGjYGBgV0/D++5lhMjeb96UKdkDvISAkGA7Vr/DyU1JTEZxLeRyGQtm0F97UzbkRbBH+9rZyo0LSLKBjJFQc/VhmCWrmkxwGCcveBMsqWx+cXvkSYz3KSyUJQ2AHhx4i9lg77mCycJXiIA95i+m51YnQbj7IUuYVCgKhqMsxeaFgEALZtB6qYGktujQFXkWtI+hwOhlzqOzEPAi7KelsE4e8nTIgCgZqKv52ojtAQPQWi6dzB33FEIxOcEyowg5BR8EvLbb79h/9apwtHS0vr2228F72cwGFFRUa9fvybQmZ6eTqPRDAyE/GWQnJw8btw4PmFqamphYSH+O4ZhCQkJcXFxXHs4HE5MTExGhsi/DvEbsrOzhV5tbGyMiYkpKflfPfP8/Hy+hTDR0dEjRoyg0YiqhSckJJDJZHd3dz75hQsXAMDf359XOGLEiJs3bxJokzlSmefr66umpkan06uqqnBJWFiYsbFxu3dOdYSeazkxkverB3VK5iAvIRC8tHFa44P2JM7fh39UM9G3WvV/Ep4100nI1oaW903mCyYZSH/msXBtjc3PD18f/vMigiK18qBTKuQh6JLT7e6Sim4czHyOenHir/igPZXJz2ViCQLRE0GZEYScMmrUKF1d3fv375uami5duvTGjRsNDQ0AYGBgYGxszHtnWlqam5sbvr599+7dQUFBgtr2798fEBBw+fJlLS2tgICAgIAA/OSIyMjIgICAyZMnP336tLi4OCAgYNGiRfgjBw8eLC4u9vf3j4iIiI2N3bBhQ11dXUZGhqmpaVVVVVhY2L59+zgczqlTp3jrlXAJDw8fNWpUU1NTYmLizz//7OrqmpaWxr0aGRm5c+dODoezZMmSEydOHDx4MDExMS4uztn5v53bdDrd1NRUUDMXDMNiYmLs7Oy4p6XgxMbGxsTErF69mq9miru7e+b/s3fncVVUbRzAf3O57Aiyq6wiIgmIihqC+4KKu2bupuVSuWWZpVma+lZWZppauacmWm7hGoIKggiIAgICIjsiIIFs4uVy5/1j8HK5G1wWUXm+Hz/vh5k5c+Y5Z3qzOZzznIgIJRU2LVXD4/F4U6dOFYlER44c4YrFxcUtWrRIbuUFBQWWlpZubspmAr+ckbcgldr1qjSqyVEvESLJxM3BcmSfioLiioJi8cleX88VPClL8w1pwcCaMAad9saO85vsd+ZR3x21GNLTfsbQpqqwyevUszaz8nbXMjFQ6a6X4aXXU3O8gmbVUv8wS3VUZenTioLitm/YWCnOIkTI643yjJCWUZ8Fe/7+/lOmTCkqKuIO+Xz+d999x6UUFfP19Z09e3ZgYGD37t25M507d164cOGnn34qW6GBgcGMGTN+/fVXqfOySUaEQuEnn3yybdu2KVOmREREfPLJJ0uXLuUuqaurDxkyZPny5d7e3gDi4+OdnJxCQ0MlBzW2bdu2efPm6OhoblfgOXPmHD58ODo6ulu3bgASEhKOHTu2fv16Lv7p06dv2rRpxYoV7dq1KykpKSsr4yoZMmTIlClTPvjgA0X9Ex4e/uabb44ZM0bc2NLS0oCAgAsXLqxbt042ley5c+cmT5787JnCvFwbNmy4c+eOoquSjh8/LrUZR+PDAxAcHNy/f39nZ2cfH58ff/zx4MGDiipPSUnp0qWLnp5eQUGBkt1YGqZZI5fVJN1enzwjqrarMY16db08vUR5RlqblzPPCCGEtDaUZ6TVor1pyMtr2LBh+fn5586du3z5sr+/f1JS0sqVKz09PcVjECkpKVOnTv3yyy/FwyIAnJ2djx07JjsyUlhYWFxcPHDgQNkHXb161djYWDLJyLlz54YPHw4gMjLS3t5ePCwiEAiEQmHXrl25YREADx8+BFBeXi6+Nz4+/uOPP96+fTs3LALAwMBAT0+PGxYB8Msvv2zZsoX7OS8vr7y8nNtSd+/evWZmZuJ6IiMjxRNY5Lp+/ToAa2trbv4LAC0trenTp4srl6KlpcXFr2g30FWrVgmFQiVPFKtzWKQB4QHo16+fjY1NbGzsunXruJULitjZ2cXFxWlrazf5sAiaOXJZTdvtSqjarjoblZSUtGfPHldX11mzZjUmsJfKC+il/Pz8r776qnfv3mlpaY6OjspzCRFCCCGEkBeARkbIS43P50+YMIH7rel33323evXqkydPikdG1q5dKxQKly1bJnlLdnZ2enq6bFVcVkW5OVaDgoKkcgoMHDjQ0NAwJycnNTX1m29q9nXz9/dH7UQD9+7d4/F4AwYMEJ/ZsGEDj8d77733xGeCg4Ml8w5s2rRJnD3E39/f2dnZ0NAQwJgxYyRjEAgEypOMcHlJ1qxZIzdziixuQEQqb4sk5Y9Tlarhcdzc3NLT03fs2FFnMA4ODo2KT7HmjlxK03a7Eg1ol5JG+fn5FRUVxcTEuLi4NHGgLeoF9NLChQunTp3KTT9xcnJydnYWD5sSQgghhJAWQXlGyMto27ZtsidXrVrF4/FKS0u5Q5FI9Pfffw8bNkxPT09cRigU3rlzR+7EkNjYWD6fL/sFUlxcHBMTI7UPBTdUERgYCKB///7i88HBwVpaWpILZ06ePOnl5SWehSEUCk+ePDlw4EDxN1J5eXlMTMygQYOkKudcu3atX79+cjuBx+MpGcXgsiHY2NjU//utnhMTmkQDwuNcv37dwcFBdk+iF+bVjVy5hrVLSaO8vLzefvttqWQcr7oX0Ev5+fm+vr5vvfUWdzho0KA9e/Y0MmxCCCGEENJINGeEvIyCgoKWL18udZIbJhgxYgR3+OTJE6FQaGdnJ1nm1KlTQqFw7NixsnVGRkZ269ZNdvEFNw1EPJiSnp4uzvAq+40kNfsjJyfn+vXru3btEt8YFRUlFAr79OkjLuPn5ycSibj6s7OzJWtLSkrKzc3llu1wDczNzRV/X1laWkou0pESHh5eUVEhOVelTgKBgMfjKVmRsWXLlujo6PpUtX//fkVLchocHoCkpKT8/HzxSqUW8eIjb8JuV6IB7XoZXscL9gJ6idshS/we3dzcuOythBBCCCGkBdHICHnpREVFiffKlXTo0CEbG5tx48Zxh7q6ujwez9nZWbLMTz/91LNnTy5th5TIyEi5szMCAgLESUaioqKuX78uzioSFBQk+Y0kFApDQkK+++478Zljx47xeLyZM2cC+N///rd7924jIyMAklEFBgbq6ek5OzuHh4cnJyfPmDFjy5Ytffv29fDwuHr1KgDxdJUzZ87o6emJR0a6du2akJCgqJe4xUEqbQ5aXFysfEbD2LFjXV1d66xH8ruuCcPD84UM9bwrJiZGS0urydfUvIDIpTRhtyvRgHY1plGNFBsbq6OjIznuKXVGtkCTeAG9VFxcLDk6yefzFW3sTQghhBBCXhgaGSEvnevXr8fExJw7d04y70ZycvL69eu5kQjujIaGxpgxYwIDA8W7t3z33XePHj3ivm2kCASC1NTUFStWyF4qKCjw9PQEIBKJfvrpJ/HWErJJRrjZH1xhzo0bN8aNG6enp3fq1CkujaKdnZ2Dg0NOTg5X4ObNm4cPH+aW0ly6dGnx4sUXLlxYuXLlhx9+6OHh8ffff/P5fG5xTWlpqa+vr+TGFq6urnFxcYp6iZvqIhlMneLj4xWt3OE4ODg01UBDA8IDcPHiRdRevqRIUlKSq6tr+/btuQy4Tai5I5fVhN2uRAPa1ZhGNUZycrKLi0vbtm3FGw9JnZEt0FReQC+JRCI1NTXJM1VVVfV/HCGEEEIIaQ40MkJeOkFBQT4+Pvv27Ttx4oS3t7eOjk5UVNTJkyePHTvm4eEhWXLv3r2TJ0/esGGDs7Ozr6+vtrb2nTt3JLN4SNYJQO5v5hcuXLh8+fJTp05duHBh48aN4g+tsLAwHo8n+cFz69YtY2NjySQjM2fO/P777/fu3ZuRkbFhwwbu5OHDhxcsWGBlZZWUlKSpqXnmzJkFCxYcOXKkoqLC2NjYwcHB0dGxd+/eK1as+O67737++ecVK1b07t37ypUrP/zwg2Rgw4YN27t3r1S0paWlM2fOzM/PDw0NBTB79mxjY+PTp0/Xp2PDwsKmTJlSn5IN1rDwBALB1KlT8/PzuVGt6dOnm5qanjx5Uskt7dq1s7GxKSgoKC8vb5JUFy8s8hesAe1q8UaZmZnZ29tbWFiI/88odUa2QCO9yF7S09N7+vSp+FAoFFpaWja6BYQQQgghpFEY2paZtAglG4PfvHmTG32IjY2NiooSCASWlpbDhg1T9BWUnp6enp7u4eGhZK3Bzp07V61aVVJSIreSwsLCe/fuubu7S14ViUTJycmSv8wvLi5+8uSJlZWV5L2ZmZllZWVSW94IhcLg4OCePXvq6+tz9d+/f1+cfEQoFN64ccPd3Z2bVJ+UlFRRUSF3cwpbW1tfX98m2beivLzc2Nj44cOHckeOXlEHDx6cNm3aC9vb5WW2ePHi4cOHc7s4vUgTJ06cOHHinDlzXvBzXy2SvZScnNylS5fKykru3zYrVqzIysr6+++/Ze/auXOnhYXFi3+npKUwDLOQvdrSURBCSGu3mxks9Xmi5LOFvE5ozgh56YgnZTg7O0ulEZHLxsZGnDNVSlJS0tWrVxctWhQSEjJ9+nRFYyuGhoZSs1EA8Hg8qTUO+vr63EiHJKmBEg6fz5fajEYyJyufz5dMX6JkJcXy5csPHDiwdetWRQXqb9++fXPnzn2dhkUA3L17V25OGUJeWvb29vb29leuXOF2Co+IiHj//fdbOijy8orbeebxnfvuP7yvadhGfLI897+IL/YB6PX1XF0LU6nz7Tycu7w7KvloQPaV21K1GdhbtOvn0q6fyjttX5v7XadpQ6xG9qm7aKPlBMUkHfq3++czDOxrEpZLBcCKRCl/XcvyjxQJhLqWpvYzhho5d5Stqiw7/+Ynvw4+8gWPryZ7tf7ls6/cST7qX1UhMHXr4jB3hPhdxP/q+6ywpMeamaq28VHw3eKUHKmTliN66ZgbKamzOOXh9YVbBh9eo9PeWNUn1qmi4ImWsYHkGck+b6YOr38NTf4KCCFEFo2MkNfZ1KlTY2JiZs+efe3atStXrrR0OCpbvny5q6ur1I42DSAQCPbu3Xvp0qWmCuxlkJ+f/5oN9LxaDh06dOXKlWvXriUlJQUHBy9ZsqRJJje9ZuT20tatW9evX+/i4hISEmJgYDBr1qyWDpO8vITlzxL3XbD2frPjpJrx9IcBdxL3XQBg7t7Vcf5o8fmcwJjEfRfMejsCeBQSy5WR1Wnq4KHHvqp/DNE/HH8UEjtw/6oGtkFFT5IyE/ddcJgzQjwyIhXAs8KS88NWPr6dZNLTQdfSNP3sjahv//Tcsdxpca0JVsLyCv+pG3JDYgcdWg3U/aGuqHzw4m3xu84YOnfUszS9ufLXmC3Hx4fu1LMyA2Azrq+P3cx2/VzaD1Dt3363Nx7O8ouQOjk2cJuOuZGSOrMvR/4Xm9rkwyJFCRmXJ6/ru22J5TA38UnJPm+mDpf1Il8BIYTIopER8jrr3bu3h4fHunXrlixZIrXg5ZXA4/H+/PPPZcuWNTLLw+rVq7/44gvlG9O8cjZs2PDtt9+2dBSt15w5c2gRTZ3k9pK3t3fv3r3DwsI6dOhw/vz5FgmMvCo6DO4O4NH1u5IjI+m+IQYOVoInpdn+kZIjI9zHtpX3m+IzI89/a+1dkxurKCkzcO7mB8evtuvfTeqzVpHy3P8i1x8cuO9TpkmzHdefbABhn+1+fDvJ659NtuM8AVSWPr3o/XnIkm0dBnc37GrLlSnLzr88eV1e2L16PkVR+YwLN+N3nXH5+O2+Wz4AUBif9o/n0quzvxl77WcAuhamzssmBX+wdUrcAZUa9fBalKVX7x5f1BoVNenZWXmdmZfCm2PaTl54QmF8muQZqT5vqg4XFJcVRD0wdLKRmpyivIZmegWEECKrZf6eI+TF2L1799SpU2fOnLlmzZqWjqWBunXrtmjRovXr1ze4hqNHj9rZ2b399ttNF9RL4ZdfftHT02vpKF4iP//885w5c27evNnSgZC6mZqajhkzRjKds6RDhw7NmTPn8OHDLzgq8hIy7dVFXU87L6JmB3dWJMo4f7PDkB4dBnVP+yeEFYnEl/LC7unbW3C/S5errYPVwIOfAci8FF7PAKK/P65pqNdp2hCp85LPFasSVCqvjRWJ5N6oqELZAFiRKOmPfy29enNf6QDU9bS7fz4dQLrvDe7M3a0n/uo6rygx06hbJ+Xx1Fk+7pfTaloafb6dzx0adrV1WT45JzBaPJTgtGRCYXza/SOX6/MgTkn6I5Gg0mpkn/YDukn+UdfTVlInKxKlnwu1GVdr5a+SDlfUn/W5KtnnTdjheeEJZwcuf3T9ruylF/wKCCFELpozQl5zkhk9XlFeXl729vYNvr1///5yk6GQ18ny5cszMjIAdOwoZ+03ebW4u7t36NABCrbTIq2N9Wj3lJNBrEjE/QI/90ZcZelTqxG9qyoED45fzQmK6TCoOwBBcVlhbOob749TXltbBysApRl5AEKWbhc+fSa32MC9nwKoElTe+81XclpKwLQNPA11875OIcu28/hqgw581mnakPtHLkf/cLwwNpULsl1/F4/tS42ff+IGTNsAoMv80aErdhbGpnIFBuz9VLxYJs03JPyz3UUJGQxfrcu8UUYuduLHyQbAitihPmu1TNpKRsvTUAcgKC7nDm99td/Sq7fH9iW31h38L+ZBnT2spHyWf6TNmL5qGuriM6Z9HAE8vBrFTZdoY9OuXf9u8bv+6TxreJ0P4jyOTAJg0EXhplRy68y+cgci1mKYG4Cn+UVhn/6W7HNFJKhk+Grt+3fz2L5UnPgj/Vxo+Ge7C+PTGL6a/fShHSf1D5z/g9epje0HdJN9fVn+kSnHrwK4PPFLTWP9GWnHpPq8OTpcVtO+gowLN6/O+dZhtlffrYsbEAwhpNWikRFCXgF2dnZ1F1KAhkVaAwcHByWpfMmrhd4mkWQxzO3B8asPr0VbDOkBIMvvFsPjWXm/KXhSBiDbP5IbGcn2jwRgNaK38tpyb8YDMHzDGkDSwUuVpU/lFuNGRjLOhQrLKyyG16SfEJQ8LUl5kOwTYDvOszynwMDROm7nmZAl26xG9umxegZPg58XlhDz01+XvD+fkXGcG8oRlDwtupeefjb0jYVjeqyemRsaF7fj9MVRn027fwRAmm+I3/i1xt3th/y5lhWJojb7pPx9Tfw42QB4fDXJhUWczPM3uY7iDidG/NbW0brunn1OUXlBcRkrrNI0rpV53byvE4DHd+6Lz1h69br15f7SzDwls3UkPb59n/vfG8t3lKTkaBrrO7wzwm3dO+I5I3LrzLwYbta3q4a+LgC/iV8WJWS4//iBno1ZeXbBrXUHfPsvm5n5l7qeNtef5p7OXv9sgojlEpo8KyjmZpfIvj4tM0OI2MQDFx0XjjVy6QiZPm+ODpfVtK9AJBA+KygWlJQ3JiRCSCtEIyOEEEIIIS+pDkN6AMi7Gc+NjGReCm/X30VNQ13btK1xd/uM8zd7b3oPwMOrUdyIieS9VRUC8dhHSdqj/PCEiLX7AHBTS+aVyE/RKpZ1ORISH8CcooSMAXtWiucU/DvuC8OutqMubuYOO04aUFUhiN1+Mv9Wklmf6vReJak5Q/5caz9jKAD7GUOrnlUm7DmXfyvRtFeXm5/8qmdjPj7kF76OFgCbcR5/O78rKCpVEoB0kH4Rd38+0X6gK9c/AFT9SldUPv9WEgA1TQ3Jk3xdLQAigVB8xqibHYDckFg9mTVHchXGpQG4t/ucwxwvLWODlJOBMT8ezw2JHRe8XZxLRbbObP/IjhP7ARCWV+SGxLqumu68dCJ3ScNAN27H6cL4dLM+jjc/+VXXymy0/xa+lgYAi2FufzvPk3y61OsDUJaVn3jgotWoPlwG1jr7XNUOTzx4iRVWASi8l8HVX/H4CXdJHEbTvgLbCf1oA2xCSAPQyAghhBBCyEtK365Dm47tuSUYzwpL8iMS+ny7gLtk6dU7+nsfbr/V3Btx3IiJ5L2XJ6+Tqo2nod735yXcNJM6lWXl83W0uG9sMYbHc5g7Unw4I81HauKJlqkBAEFxmeQtnaYNFh+aezgl7Dn3NK+wKCGjODm7xxezuGERABr6uo7vjor8+g8lAUjK8ov4d/xaPRvzocdV2G2nnpQk4xAJq8Q/c2s68sLuyWZjkUvP2tzhnREe25dyE0BcVrx1/YOt937zjdv5j3iwQ6rO8tz//ot50P/XFQB4Guo8DfX7h/2MXTvZTurP19KwnzGUG3Xi+rPbyqniHlPX0+7yrnfkuprspFKvT5byPm9Ah99Yul3yn5D4XWfEP0sO0MjVTK+AEELkopERQgghhJCXV4dB3ZN9AgBk/RsBid/nWwx3i/7eJ/typO2k/gVRyb02vit1o/OyydwSCQAMj6dp1KbDkB7cBzmA5KMBkp+XkhzmeAEQPClT05b+QubraPL4NTuqMjxeSdqj1BNBT5IyS7Py8yMSRTJpQfk6mpJb24h/LkrKxPPPWrG2EodyAxBLOuQXOG9zG7v244K26ZgbKSrWYDrt5NTJilgAaho1//2sa2kKoKKgGEBOUEzUZh/xJfO+XaSPKIEAACAASURBVHuunS1Vg8e2JVJnem2Yd+8334dXbotHRiTrBPAw4I66nra5hxMAHl9twJ6VgfM2X5m5ieHxzD2dbcZ6dJ4zXMfciOtPY9daSUyNnG0lD6Venywlfd6wDp9T8E91K67cuTjqs6HH19lO8KznvQ14BYQQ0mA0MkIIIYQQ8vKyHNkn8cDFwvi0tDPBWqZtTXt14c5bDOnB8NUyL4Wr6WiyIlGH56sbam4c0Uty114p1xdtUZRnhBsZqaoQ1Blb5IZDkesO8HW0LL16GbnYOS+ZWJySE/HF3no1TMQCYHiM5Dkev2YMRUkAoZ/8evenv9r17zbin02ahm3q9TgVGThYAqisna6iNCMXgLaCcYGKx0WPgqLFhxoGuvV5kLZpW56GupLGpvuGWI+ueY8Oc7wsh7ulnAjK8ovIvBT+6HpM5PqDY65ulXuvqtstKwqjwR0unsfE8NUAqGnwpWY2KdGAV0AIIQ1GIyOEEEIIIS8vq5G9AeTfSsoJirEa2Ud8nuHxrL3dC6IfaJm21WirZ+7eVaVqZ+WcVF5A29yQS4qhyJPk7Mh1B8z7Oo25tlX8uRu5/mA9A+B+1V+UlCV5sjznvzoDCJz/Q+K+C52mDx18aLXyGRCNoaahrtPeuDjloeTJwthUAGZvOorPPCt4gufJLzpOGiCbr1RSWXZ++Oq9pr0dxdNDAFSWPhUJKvkSGVgl6wSQcf5mv19XiK9WCSr5ulrOSyc6L50oElbd+/1syJJt0Zt9em2cB+C/u6mSTxQn9agnuX3+YjpcVgNeASGENBiNjBBCXh9snB9zYo30WYYHXSPY94XnPJg0Kn9+03q1oiWEtBQNfV2Tng73D/1bnlNgXTvHqtXIPiHLtmsY6Na5K40syc1Q5NI2bSssr6gSVCr6JX9RQgYAm3EekgVSTwcDkF1TI8u0VxddK7PkP/27fz5dXEPSH/8qD+DON38m7rvwxvvj+ksMFjQTuymDYrefLErK5HY7BpCw57yaloalV01vF0Q/ANDO07k+Feq0N049GfTwWpTjgtHiXB5xO04DsBnrIbfO3JvxlaVPLYb25C5xu894bF/Gja3w+GpdPxh346MdrEhk2NVW397iwfErbl/PFVeeuP9ivZr6PKOHbJ83VYdrmRhYebtrmxmqdFeTvwJCCFFEtSl2hBDyCtA3R5dB1X8cBsK+L6oqEXUWu2chL7mlg5PxakVLCGkJHYb0yA64zfB4lrVHQDoM7cEKq3ICo63H9G3yh1p69cLz/YDlMnVz4Gmox+04nXsjrkpQmXsj7vywT54kZeJ5Mog6uX+/6ElS5sWRn2VfuZN7I+7y5HXcV66iAMpz/+PyswrLKq7O+VbyT32GANLPhR5o4x2ydHt9YgPgumqqup72xZGfZV4KL0rKDFm6PfNSeI8vZkkOKv0XkwJAvMRJVpZfxIE23kELtwBgeLxeG+aVZeZd8v784bWoooSM25sOh6/e036gK7eCSbbOrEvhRt066bQ35i7ZjOnbpmP7iDV77v1+Ni88Ics/8sqMTaywqtPUwQD67Vxemp57wevTLP/I3JvxATM25YbGKW8jl7Dj3p7zSYf8INPnjexwSSbd7Ued/5bLllJ/DXgFqr5lQgjh0JwRQshrx7YXJn5d6wwrwskvEHcZl7dh5i8tFJYCr1a0hJCWYDG0Z8yPx017d5FK8dDWwapNx/YlqTniOQVNyHpMX4avlhMYoyhZiU5742HHvwqc/8M/nksAMHw1pw8n9P5mwZk3P8i7GW9Tj8GaTtOGiIRVoR/vOj/0YwDG3e3f/G5h6Mc7FQXwMOAONxvl/mE/qap4Gvwu745S/jhWWFVZ+lT49FmdgXF0LUxHXdx8dc63F0d9xjWwxxezpJKqZl4KN3TuqGTnWpGwqrL0qTh/R7dP3mZ4vFvrD54bvAIAw+N1ec/b4+daaVkl68zyj+RGKzgMjzfa/8ers765/v5P3BlNY/2+Py/htmWx9Oo94uw31xduuTB8JQDj7vZu694R7/Ujl5X3myY9HVJPBKaeCOw0bbBUnzeywxuvAa9A1bdMCCEchmXrNahPSNNimOqMa/RPIGlC1etTuo2WHmsAUF6IH4aD4eHLm2Beiulyr1a0hJBmxTDMQvZqS0ch7foHWzMvhs1IO6akDCsS/RebyopY4252qub7FNdQEJOioa+jb9ehAQGoJPHgpbywe6ouDCmMTyt/VNh+QDepLBvlOQV/Wr7tsX2p0+IJKlXIddqz/0ra9XNRXmf2lTuGTjaye8FUCSofBcfqWpqIl5lIKoh5wNfRMrC3SNh7PmjBj96Xf7R8vqWRXFWCSobH4yJp8j5vEiq9goa9ZUI4u5nBUp8n9NnSStB/cBNCWgcdQ/DUwYogkr9L5cvl1YqWEPKacv10allmfualcCVlGB7PuFsnk+72DRsW4Wow6W4vOyxSzwDqr7L06b3ffO2mDFL1RsOuthZDesgmH733+1kdCxPHBaNVrZDrtA6DutdZp8WQHnK3yFXTULcY0kPusAgA426dDOwt6h+Pmoa6OJKm7fOmUv9X0OC3TAhp5WhkhBDSOjzOgKgS6lpQq+9+gS3p1YqWEPKa0rfr4PzRW/XfbuYlD6CypNxx/mgLme2NG1hb6dO7206++d3C+m9D2yJ1qqrFX3r9ye2upn3LhJDWg0ZGCCGtQH4KTq0BgB6qTXhuGa9WtISQ11qvr+cKnpSl+Ya8BgHotDd2nK/y/A5For47ajGkp/2MoU1VYXPUqWdtZuXtrmVioNJdLf7S60ludzXtWyaEtB6UZ4S0DFqwR5pDdeYOnjo0dWrOPiuHqBIAzDrh3f3Q1G2p8KS8WtESQprVy5lnhBBCWhvKM9Jq0d40pJUpLWBTw5jU2xAKwDDQN4dFVzj0B0965WpDiKoQfQ7pdyASQUMHnrNhqMIq35fLhe+hoY1hS6sPk4IgEskpxuOBpwErF+kP+NLHuLSFdRzEOI9o9lDrZNgBJh1h64bebylcnJIUhJiLbJ8pjHXT7++gmvpESwghhBBCCGk6NDJCWo2KYlz6CTEXGFbmC1/bAAPmw316o+qvqsTBhci6W3PGoT8MLdiH8UxGdGMrf8Gu70fEX+xb3zLiMyfWorJc2S3mndn+7zJOw6sP9UxQJWROr0e7LjCxbcZQ5XL2krPbi3KR/yApkBm4AAAKMtnsmPrfyti9CT0T1R4nqQHREkIIIYQQQpoOjYyQ1qGyAgcXIfc+AOgaw6Y71LUhEqE0H2m38fQJ/t2C/FSMXdPwR0T5Vg+LWLmiXRcIBbDpjsDfmWt7XrFsEY/TcPU3WDjXDHOIMTwwMpNruKUfufeZE6tRmIV+86rPD1uGxECcWY/5B5s34MZjRbgfDH1zmNoBwJMc5vQ6ANA1xsD5tUo+LUJpIaqEqHiCBzfxrAwApm1Bl4EvPGhCCCGEEEJI06CREdI6BB+sHhYZ/hE8ZtW6VPoYJ9ci7RZun8Ibg2Dv0cBHZN4FAGMbvLuv5mR2fANra0EXfwQrYr2WMbKXXEbJmd3Aiti4y8zFH1FeiCu/wnFw9SQRYyv0mIDbpxDli+7jmj3sxki9BbYKdn2qD+36wHUMos+hrAA8Htwmy7+rqhJ+PyP8OPusVE5fEUIIIYQQQl4RtDcNaR1unwEA5xHSwyIA9Eww/SfoGAJA6NGGP0L4DABMOja8hpcAmxmNlJsw76JCug2GxziPwOT/AQArQsSJmkt9ZwHA1d8hu4LppZJ0HUCteR/eq6BvDgD/bkVhtvy71NQx6lPY9mKy4po/REIIIYQQQkhzoZER0jqUPgbAdlYwH0RDB9zKkbRI+QWqKpF8A0lBbGoERFVNGZignKsZBZlSV9jMaCQFsVnR9ajhJpKCkBSC/JRGhsNc/Q0Aek9S+U67PtVDCUUPa06aWMPGDcW5iDrbyMCqiarY1IimfxGp4WB4taYLaeiwb30DAJUVOKF0jZXnHJQXvtBoCSGEEEIIIU2KVtOQ1oGnDlElc/8GuinY4r7fO3AYAFNr6fOF2QjYgfgAbtYDA4BRQ4/xGLwIesbVZY4ux/2Q6p8Tr+HrXgAwbDj8L1efvHMGd86Ap44vQ5ESjsMfQl0Hn1+F/07c/BPs829mGze89Q30jJFwDRe+Z0ryqp/YxgzjvoK9u3RsSUG4ths5CbVO6pnA853qhK/Fufh1GipKYGyLxX+BqRkJZdNvMwcXAkCfaRi1svpsQSZSI8DwIJthpD6MrFCcC6Gg1kmn4UiPRMTf6DG++tGpEczdf+uuzX0azOxrDssLEfAr7vzDsFWQfBFDF0PHoCHRipU+Rt4DWPcEX0PyNGPlir5zEHoID+MQtAcDFsi/3e5NBP8hfbL5oiWEEEIIIYQ0NRoZIa1Dt5GIOovYf6FrhH7vyNlJRN+8esqDBDYrmjmyDM/KwPBg4wY9I5QUIOM2bp9CwlXM2wcTawDQMoCeCSpKIHwGvia02gCAgb70SakdWH0+QnIodI3RwRFFOchPQXokjq9k+0xhTn0Fnjrs+6KiFFl3UZKH459gyd8w6FBz+80/8e9WANAzgaUL1Ph4VooH4Sh9jH+3oOoZPOdC35wd/Tlz8gsUpOHabgx+v/reimLm5FoAaO+IEStq6oy9AABW3aGlr3IPs6LqBLQa2rXOd+mPC98hJwGP07j8I8zjNNw5U3eFjoNrRkaePMS++SjJAwDrnmhjjKclSA3H7VN4EIr5B8QvlHHygpOXapEn3wCATr3lXBq2GA9CkPcA1/aw9p5Mh65yyvDUYGxT60yzRksIIYQQQghpajQyQlqHwe8jKRjlhQjzQfhxWDjBpiesXWHvCZ7MZiucimLGZyWelcGgPWb9It56ln0YzxxdgbICHF2OpSfB8DBpAwCcWI24y+jUF9N+rK7BeXX1dBKXURi3tlblleVIDsWQD9FvbvVUDr/tCD2ErLtMdjychmPcl9DQATfD4vBiCJ/htm/N0MaTh/DbBgA9JmDsmprJIKWPcehD5Kcg1AeecwEwziOQFIK7F3B9P5yGVY81/LMRJXnQ1MXU72s1/34oAFjI+/6vU+if1ZlWbGonKNE3h64xygqQHPI8M6uNwpk7tW40q/6BFeHoCpTkQc8EM7ehXZfq8wWZOLIERdk4/ineO9CQmDnJoQDYTu5ysqjy1DD5f/h9NkSVzIkv8OFxqXkl1SS3NGruaAkhRHUFMQ8S9118kpxdnJxt4GBp7NrJccHoNjbtpIpl+UfG/XJaWPZUp4PJ4EOrpQ4bGUNFwRMtY4WT5pRfbQ53t50sTs72/GWZogJxO88UJWQoKUAIIeR1QnlGSOugb45FR8BlFeVmN4T8AZ+PsakvDixEyEE5qSLCj6O8EIwaZu0UD4sAYDp0Zaf/CACFmbh1quEhOQxE/3drBjUGza/+uY0JJm3ihkUAMB17w74vAOQ9qLk3LgCsCFpt4L1Kco0M9EzY/nMBoKygJrHF6M+gbw5WhFNfAmCjzyLhKgB2zJpak1BYER7GA2CVjIyIhBCU1/rzKBEJ13DqK1zeBgBtzNBzvPRdli4AkBVbfWjXBxO/rvtPu87VccVd5trOTv+pZqABgLEVZmwFgKy7SAlXGLNyrAhJIdA2YCxc5Bcws8fQDwGgMLO6jcrra9ZoCSFEdTeW7zjpOj9ux2nBk1LDrjZlWfl3/nfkmP2su1tPSBYry86/NHp1tn8kX1fbwMFS6rAxARQlZPztNO/xneQGXG0+WX63kg5eUlIg2z9SeQFCCCGvE5ozQloNfXPM280+jGdi/fAgtHqggRUh4zYybuPK7xi8EP3m1ZSPvwIAbwyqXjIjgbFwgY0b0iORFIjebzUwnu61501o6ICvgcoK2PWRnsaiZQCgVgrPvjPhNJQtK2JkpjAwms9/5yZ8Vj28oqnLvvUNs/895N7HxR+ZO74A0GMC4zyi1p35KdW5VLTbKow59l/EKk4RotWGnfYj83xMp4ZOW6D2yI4qmDh/ALDuKWcxi6kdLJyRHYtYv5o9d1XBZkYxleVwUJpXxWM2Eq8j4zbCj7MuXoyla0tFSwghqrr+wdZ7v/laebv3/22FnlX1XLzC+DT/qRtCP94JHuOyvHpj8vzIJJGgst/O5Y7zRwNI8w2RPGyMvPCEwvi0hl1tQa6fTe/ynndLR0EIIeQFoZER0rowHbqiQ1fgIzwrQ0oY7t9A8g2U5EFUiYCdqCjFsKXVRbkveXsF29lYuSI9Eul1bRyjGKvVRmb5Bg8AzB1kgmYA1CRqBcDwYNCBEc/4qKpEfgpbkMFkx+FBqOyzGCtX9HsXwfsRfgwATO3gvUq6kHhvWrNOqrWE4cHIGg4D4DGDkU3gIq5Q0d63dUq7BQA8HhKuybmqpgEA/0nv7FNPzINwAKzjIDlLaSRN3ogdU2BkxZh1rqPG5oyWEEJUknsz/t5vvhZDe446/63kecOutuOCtp1weTds1e8dJ/WvHjERsQC0TJ4Pr0sdPlclqFTTUIcCImEVj69gjaqKWJGIFbEq1dbg2FiRCADDqzWT2txd/gzKxrSxCftHeXOk2tLknalqbE3YcEIIaSY0MkJaK01dvDEEbwwBgMRAnPsWpY8R8ge6j4WJLYQCbgJFdTpVGayJFQNAWNHg5zOmHRUEJjPnQgE2+iwT54+0O6gsB7cBihJD3se9ABSkA8DIlbL5MlihoLoGbcXpV51HYOwXtc4wPPA1aq3okY1TW48BqrOQAEi+UZ9VSOyAd6unXTwrA4C0W9WDDnLlNXQadnIoAMZOZt8fqWAKsxntNpi1HbIzYqQ0a7SEEKKK+F3/AOj9jZyttTQN2/T4Ynbwh1sTD1xy+2qO38Qvs/0jAVyd/Q1PU92wq23BnfviQ69TG9u+YR326W/JPldEgkqGr9a+fzeP7UuNnKv/IvsvNjX0ox0Pr0axIpGWaduu74/r+dUc7ks4cP4PKcevArg88UtNY/0Zacckw5B79VHw3fA1e3NDYsW19Vg7S8lX+v0jl6N/OF4Ym8qNCLTr7+Kxfalxt+pR/vxbiWGrfs8JjGZFIm1zQ+dlk3usmSm+N/vKndAVO/+LecDweOaezgP3rzKwt+AuXZ3zbU5QtDhgRW28sXzH/T8vT4r8XTJvS/iavfd2n30req+uhany/pGU5R8ZMG2DbAMth7kNPfZVnV0dMG0DT0PdvK9TyLLtPL7aoAOfdZo2RNXOfJpfpOhFB0zb8PhO8tTEQ+LCSYf8Qj/e6XVqY/sB3bjIu8wfHbJ425OkTIav5jh/dP9fVyQd8gv/fHd5TgFfR8v1s+luX81R9GhCCGlZNDJCXn/sw3imJJ/VactYKVgH0WUgjKyw620ASLwGk7kvIixeA38VAwCVFTiyjMm4XX2orgMbVxhYsB17gmWZk1/I3sFm32W4YREAoYcbuJqDx697aEAWN24iHj0pzEbitbpv6jmx+iduiMrSBUYyeyqLaeqqHBWAZ2V4GAfzLnXspPs4jTnzNWb9UrNPc21snB8j3mKm+aIlhBAVZV4K5+tomfVxlHvVdlK/4A+35oXGAXhj0VidDibxu850njPCpIe9mpZGbmi8+FC/U3u/iV8WJWS4//iBno1ZeXbBrXUHfPsvm5n5l7qedv6txHODV2ga6/fb9ZG2uWHO9bu3Nx4qiH4w4p9NAOxnDIOITTxw0XHhWCMX6V8JyF7N8ou4OOpzPRvzfrs+0jI1yLgQdnvjoUfBd8dc+UluK+J2nglZss1qZJ8eq2fwNPh5YQkxP/11yfvzGRnHGR4vLzzBt/8ynfZG/X//WNOoTcpf1yK+2Cssr+i96T0AwgrBpdGfd31/XI/VMwpiUqK+/fOC16fTU45yNVeWlD8rKOZ+VtJGuykDY7efTP4zQDzgwopEifsvGDl35IZFlPePJIPOFr2+rlnVy/B4aWeCs/wiDBys6gwDgKDkaUnKg2SfANtxnuU5BQaO1qp2JgAlL1pQ8rSi4IlkYZGg8llBcZWgknt6YVxqxvmbzssnG3a1Tdx/4d5vvmVZ+fkRCd0+maplahCz5a/IdQfMPZwsh7kpejohhLQgGhkhrz8maD8SrzGWLsr2BDG1g1YbVJSgIAtA9TwIVoSKEvl15j4AAL5WcwRcN/8d4IZFBi2A21viL3YGQFKQnPKCcubkVwDQ3hE5CUgORcTf6D1Fsgijrln907PyOkYKVMSUFwOomaVi6wbvz+q+zfz5f0Cr66CyHFau8PqoCaMCwCaHMAA6eyorVF6II0vZSV8zpnaKijDX/6jZfLfZoiWEEJWwIlFFfpHZm28oKqBjbsTw1XJvxgOwGtmnqkIQv+uM5XA32wn9AKjraYsPheUVuSGxrqumOy+tHrPWMNCN23G6MD7drI9jyJJtDF9tQtguHXMjALYT+mmbGoSv3pN5KdxqZB+LIT3KsvITD1y0GtVH9pNY9mrQwi1apgYTwnZpm7YF0HHSAD1r88h1BxIPXuoyd6RsK6I2+xh2tR11cTN32HHSgKoKQez2k/m3ksz6OIZ+tENNS0McW8dJA8oeFkRt9nFbPxcAK6wacOCzzrOGA+g0bYjgSVn8rjMFMQ/E803ElLdR394i2admZCT7yp2nuYV9nk/VUX6v5FPa2LRzWjxBfJjlH5ntH2k9pm+vDfPqWVVRQsaAPSvFqWGO2k5TqTOVv2jZ8lJK03OH/LnWfsZQADbjPA4ajMk4F/p24qG2DlYAzPo4/u00L+10MI2MEEJeTrQ3DWkFuDwXWXfxOENhGVYEoQAADJ8n7+AySiTfkF/+4T0AsFGWjLMZcVlUnYZj4CLpiQwl+XLKX/wBRdnQ1MW0LXhzOgD4/SzdG4bPtx54lNjE0XIZWwyr5yfD1A69p9T9R5xFxbYHAGQqSOmSFMLG+bEP4xsQF3PvKgDWXvFSGkE5jixlhy1hrHsqKsI+jEfb9jXHzRYtIYSoRCSsAqCpdCtcHl+NFbF1VsXTUOdpqN8/7Jd8NEBYIQBgP2Po+Bs7zPo4Ps0vygu7Zzvek/tW5zgtmQjgwbErqsacF55Qmp7r8M5I7kue47rybYbHyzgrJ4sWgBlpPuNDd0ie0TI1ACAoLhNWCHJD46RiG7h/1dTEQ9zyE4bH4z7jOe08nQGUZUn/NVpnGx3eGVEYm/o4qnql5P1DfmpaGvazhtXnXkX+i029PHmdcXf7Yce/qmcYXIscng95NKAzlbxoJaGKMTxep2mDuZ/V9bT5etpG3Tq1fT7hRd/eAoCw7Gl9qiKEkBeP5oyQVsB1DIIPgBXh1BrM+gU6hnLKXNtdnQijy4DqM10HITcR966hIBPGVpJl2YfxTHokANj3b97IFaksB57vWSOJFSHieQoPkbD6h4RriDoLACM/gb45hi5GYhCKsnFiNRYdrlnkYmLLTZNhnxbVkbJEVeVFAGBm38DbO/fH/RBk3WVTI5iOvWtdKs7FsY8ZtgpvTofsXjB1Sr0FviZj3V3+VVaE46vgNEx6E5/amOgL0JZIRtN80RJCiCrUNNQZvtp/d1MUFWBFoqoKgXilhhI8vtqAPSsD522+MnMTl4/DZqxH5znDdcyN8iMSACT7XEk/J/2xXfF8KUr9laQ9AmDiVisTOV9HS11fR9H+NQyPV5L2KPVE0JOkzNKs/PyIRJGgkrv0KPiubG3iNCIA+DqakplKGZ78v/3qbKPje96R6w7e/+Nfk+72VYLKZJ8Ah9leXC6PhvVPeU7BBa9P1XW1Rl74lq+jVc8wuBaJ05co78ycoJiozT7i8+Z9u/ZcO1vJi1YUau3Ka/UnT11N19JUqkx9RuIIIaRF0MgIaQWMreA5F8H7kZOAnW+j7ww49K/+UGdFSL2F8L+qM184j6j5gO8zFWF/obwQh97H7J0wseVOsw/jmaMrAMCgPdwmyDysNi6ZyMN7eFYGvgbUGpFbpFaLbFCQjgehqCiG1vOEqc/KcGY9cqtnfLC5yYxNT5QWwHcjANi5o/s4AFDXYieuYw4sRG4irv6OIR9U387wYOmCzGgm9XbN2pAmkXEHAKx7NPD2nuNx4zCKspkTa9i3vqkZbih9jOOrwFZBXQses1Su9lEiygvRdajC9LFnv4FBO3jOVVZJwjWEH8OwJc0eLSGEqK6dp/Oj63ef5hdJzhoQe3gtGoCpm8yGaPI4zPGyHO6WciIoyy8i81L4o+sxkesPjrm6lbtqN2WgeV8nqVvadGwnU0298Phy/rWs6Is6csOhyHUH+Dpall69jFzsnJdMLE7JifhiLwCIRAD4WtIZxxtGSRt12htbDHNL9gnou3Vx8tEAVljV5d1R9bxXVmXp04ven1eWlI+9vl12SELVrlbUmRWPix4F1Uxv1DCoToCl6EXXc9oIIYS8umhkhLQOQz/E02JEnkB5IQJ2ImAnGB4YNYgqa8rYuWPclzWHWvrs9B+ZQ0tRnItdb8PWDXqmePKoOu+pjiFmbJXd4UWaiQ0SgdxEfDcQANbKn7+qKnbwIubEGhRlY8cUdHKHujaeFiIpGMJn6P02Iv4CwDwtBoDT6/D0CTR1Mb6maYx1T7i9hcgTuL6PdfBgLJ+vCbJ3R2Y0su42SZDVHmfg6RMAsO/bwBrU1DFjKw4uQnkhc+gDWDjDyBrPynA/uHon48n/g765ytWmhANQmIk2aA8ehGL8uupikoSVQBWe5CHhGlJuAmDbdqj5PWMzRUsIIarrNHVITmB07LaTXMJRKXe3/g2g85x6DYVXCSr5ulrOSyc6L50oElbd+/1syJJt0Zt9ev/vPQAaBnqSCTIACCsEDRiS0DZrC6AoodbW5iJhVWVxeYdBcub3PUnOjlx3wLyv05hrW8X7rUSuP8j9YOTaCUBe2L03Fo0V35IXnpB5KdzxvVEylSmkb9cBdbWxy7yRAdM3Zl+5c/+Qn4GDVbt+LvW/V8rlyesKopJHXdxs0r3WXEtVq1LeTh4EWQAAIABJREFUmR0nDeg4aYDsXYpe9PCTXwMQVVZJFi6MS5PbBEIIeRVRnhHSaoz5nJ27G509wagBACuqGRYx64TxX2H2DqjXyqjKWLriAx90GQQAqRG4ewEZt8Gowe0tfHCsXstD+r0DiR1h2eymGXRgnLzYCeugY4iyAsScR+QJxAfAzB6zd8F7FTo4AUBiIML+4j7dMeJj6a9xr2UwaA+AObEWgvLqk04jASA3EaWPmyROAEi+DgAWzjV5RhrA1A4fHIPrGDBqyI7F3QtICgRbBStXdv4BdBnYkDrvhwBA537yYr6Jq7+jOBeHP5Tzx2c5fD7Ghe+q+xZgNPWaPVpCCFHdG4vGGHa1vfO/I7IpLSI3HMo4F2o1so/cEQcpab4h+zS9kv7w4w55fLWuH4xj+GqsSNTW0VrPxjz1ZOCzwpqE5ennQvdrj7j56W+1ahGJlD1DJALQfkA3LdO2SX/8WyWo+b1Fwp7zrEhk7uEse1NRQgYAm3EektvQpp4OBiASVOqYG7V1tM7yi+BSZnDidpy+/fUfkos+6lSfNtq9PUijrV7C7rM5gdEO74xQ6V5JgfN/yPKL8NyxXCo5awOqUrUzofRFA1DT4AtLn1aW1iQKyb5yR249hBDyKqI5I6QVYWx6wqYnWBFy76M4FyIR+Bro4KRsKxZDC0z7EaIqpERAVMVqajNWruCpySn51rd461vpk1r6mL0DVZVsTjzTvivDraZZd0v+s9bI21YGwMSvMfFr6ba4joXrWPZhPFNaCB4DS+eaZTUL/qgp9+bb8uvU0MFHZ6VPGluhY2+kRiDmkvSKD0Wx1Sn2MgC2z5TG5i7RM8aE9Rj/FZsRxTx7Km5yw6t1nw736fKnb9i7K3xH9dTk0RJCiOoYHm/Upc3/eC4NmL4x8cClzrOHq+tpl+f8l/THpbyweyY9HQYfWVOfemzG9G3TsX3Emj1qGnzjHp0FxWWJe8+zwqpOUwcD8Ni+1G/8Wt8By3v/7z3dDiYFUck3P/1Ny7Rtt5XVfwGpafAB3NtzvvxRoYPMFBWpq29+vyhw3ubzw1Z2/3y6rqVp9uXI8DV72zpaOz3fLUWSqZsDT0M9bsfp9gNcTXo5PL6VdOur/U+SMvF89U2fzQv9xq+9OHJVjzUzNY30031v3D/s98b743Tay9+FXZE628jweA5zRsRuP8nweA7veKl0r9jdbScT910w7m6vYaCbdMhP8lLnWcMYHq/+VXEhqdSZqOtFtx/gmnYm2H/KeqelE1kRG/fL6fKcApW6kRBCXmY0MkJaH4aHdl3QrosKt/DUYO8OblvcBlBTr1mx0qSYpk7kyQ5awKRGIPps0+TCyE9Bdiz0zRkXFeYtK8PwGBuF28So5gXM3WjCaAkhpEH0rMzeit57e9ORhL3ns/wiuJO6FiZuX8/r/vl0yakWSjA83mj/H6/O+ub6+z9xZzSN9fv+vKTTtCEAbMd5ev2z6cayX/zGr+Wumr35xsD9q8Q5Mqy83zTp6ZB6IjD1RGCnaYOlHip1tcvckWoa6mGrfrs0ejX3aPuZw9y3fCB3wYhOe+Nhx78KnP/DP55LADB8NacPJ/T+ZsGZNz/IuxlvM6av7TjPocfX3fx454URq7gCLh+/7f7DIlW7sc42AnCYNzJ2+0mLYW66Fqaq3st5HJkEoCAq+ersb6QudZo2WE2DV/+qOCp1Jup60c7LJxUlZSbsPpd5KRxAx7cGevy85MrMTUp7jhBCXhkMy1KOaNICGKZ6kIH+CXzpHFiIjNvsnF+lt1ZpgLPf4PYpjPsSPcY3RWSEEPLaYhhmIXu1WR9RlJRZmpFn+Ia11Kd7/VUJKh8Fx+pamrSVt6NNeU5B4b0Mkx72moZt5N7L8HjinVPqvFqc8rAs67GZ+xt1Dt+wItF/samsiDXuZqdomUxxysPyhwVm7l0VBVBPytvYfPc2sqr6dyZHyYuuElTm3ogzcumopXRDaEJeXbuZwVKfJ/TZ0krQyAhpGfSvmJfXo/v4fTosnDH/YKPqefIQ2ybArBPe96m7MCGEtG4vYGSEEEJInWhkpNWiDKyEkNradYbnO8iORWJgo+rx3wkAkzY2SVCEEEIIIYQQ0kwozwghRMbQxagoQ2ZMw5NxlD4GK2LHf8nUZwcfQgghhBBCCGk5tJqGtAyalkYIIYSI0WoaQgh5GdBqmlaLVtMQQgghhBBCCCGk9aKREUIIIYQQQgghhLReNDJCCCGEEEIIIYSQ1otGRgghhBBCCCGEENJ60cgIIYQQQgghhBBCWi8aGSGEEEIIIYQQQkjrRSMjhBBCCCGEEEIIab1oZIQQQgghhBBCCCGtF7+lAyCEEEIIIc3l4bWopIOXnuYWsiJWXU+7XT8XxwWj1fW0G1/z3W0nS9Me9d26uME1VBQ80TI2aHwkTShu55mihAzPX5bJvZoTFJN06N/un88wsLeQutT43nglyPaP+CUq7zpCCHnJ0ZwRQgghhJDXU8jS7ecGr7j/p7+oUsjw1fIiEkI/3nncYXZRUmbjK8/yu5V02K9h9xYlZPztNO/xneTGh9G0sv0jkw5eUnT1SVJm4r4L5Q8LZC81pjdeIZL9I/USlXcdIYS85GjOCCGEEELIayjLPzJux+mOkwYMPryar6PFnXzw17WAqV/7T/n6rei9LRhbXnhCYXxaCwagiOtn07u8593SUby8JPtH6iVS1xFCXmk0MkJeOvn5uHePFR+6uDCGhircnpOD+/fZdu0YBwcAiI/H48c1h1KCglgARkaMs7OcqzdusEIh3niDMTTEjRusbAEzM8bODhoa0udzc5GYyJqYMF27qhC5qiRb2iTNNDWFSITgYBZA9+6Mvr785968yQoE6NKFMTcH6tHYlBRkZdX0nocHw6d/8RBCSPN7cOwKAPefPhAPiwDo9PagtFNBD45fLUrKbOtgJVleJKzi8dUU1VYlqFTTUK/Pc5XXoxwrErEiVqXb6x9YfR5k7i7nLzNWJGJ4DZ9nrSRC2ZpZkQiAksep2r1KytfZ27KRy+2fOi81LLw6g2nkgxrzDyoh5PVDHyjkpRMQwE6fzogPz5+Htyq/gTh/HgsWMLNn49AhADh2DBs3Mp6eCA6WLpmQgIEDGQBt26KwUPpqeTk8PRkAd+9CW7u6pFw2NpgzB2vWQOv5f3n++y/7zjvMhAk4fVqFyFUl2dImaaapKYTC6sKXL2PYMPnPHTOGKSjAH3+wc+YwqEdjt2zBrl01vVdSAj29BjSXEEKIavjamgAK49La2LSTPN9n80L7WcM1Ddtwh/m3EsNW/Z4TGM2KRNrmhs7LJvdYM1Nc+P6Ry9E/HC+MTeW+4dv1d/HYvtS4WyfZx/0Xmxr60Y6HV6NYkUjLtG3X98f1/GqO3C/PwPk/pBy/CuDyxC81jfVnpB0D8Cj4bviavbkhseLbe6ydpeRLWFFgN5bvuP/n5UmRv0u2OnzN3nu7z74VvVfXwlT5g67O+TYnKJoLCUCab0j4Z7uLEjIYvlqXeaOMXOzq1fV1dV3AtA08DXXzvk4hy7bz+GqDDnzWadqQ9HOhYZ/+VpSQwfB4NuM87KYMClm2feixryyHuanUvVz9ADrNGBqyZHtZZh5PQ/2NhWN6/+89DX1droDyTniaXxT26W/JPldEgkqGr9a+fzeP7UuNnDtK9o/sS5TsujrfQv2boyQYrqWP7yRPTTwkLp90yC/0451epza2H9CN64cu80eHLN72JCmT4as5zh/d/9cVSYf8wj/fXZ5TwNfRcv1suttXc+r/WgkhrysaGSEvKRub6i9za+tG1TNkCLtxIxMWBpEIUr+AOX+++oeiIty8ybq71xr78PMDAFNTODujtLT6ZPv2tWoQCFBSgvR0bNwIf38EBaGlZkM0STObiacn++wZA2DfvuZ6BCGEEFmOC0bH7/onYOqGrh9OsB7t3q6fMzcToY1NO/H3al54gm//ZTrtjfr//rGmUZuUv65FfLFXWF7Re9N7AOJ2nglZss1qZJ8eq2fwNPh5YQkxP/11yfvzGRnHpSY15N9KPDd4haaxfr9dH2mbG+Zcv3t746GC6Acj/tkkG5j9jGEQsYkHLjouHGvk0hFAll/ExVGf69mY99v1kZapQcaFsNsbDz0Kvjvmyk9ym6YkMLspA2O3n0z+M0A8vsOKRIn7Lxg5d9S1MK3zQZUl5c8Kirmf03xD/MavNe5uP+TPtaxIFLXZJ+Xva/XsfOVdJyh5WpLyINknwHacZ3lOgYGjddqZYL+JXxp16zTkz7UAon84Fvje91UVApGgUtXuBSAoefpfdHLKyaDeG9816mb3+Pb9W1/uf3zn/vjgX+rT234TvyxKyHD/8QM9G7Py7IJb6w749l82M/MvdT1tcf/IvkTJrlP+FlRqjpJguJZWFDyRLC8SVD4rKK4SVHJXC+NSM87fdF4+2bCrbeL+C/d+8y3Lys+PSOj2yVQtU4OYLX9Frjtg7uHEDT8RQlozGhkhL6kePbC3KVZADxjA8PkQCnHtGjtkiJxBgUmTcOoULlxg3N1r3Xj9OgCMHFnrZFKS9HwHkQjbtuHjjxEaim3b8MknADB0KHP+PMzMWEDhTJOm1bTNVEmdjZ0xg5kxA6CREUIIebGMu3UacfZ/ge9+H/29T/T3PgxfrcNAV8sRfTrPGa5jbsSVCf1oh5qWxoSwXdyZjpMGlD0siNrs47Z+Lo+vFrXZx7Cr7aiLm7nCHScNqKoQxG4/mX8ryayPo+SzQpZsY/hq4npsJ/TTNjUIX70n81K41cg+UoFZDOlRlpWfeOCi1ag+3Bdp0MItWqYGE8J2aZu25R6kZ20eue5A4sFLXebK+StKSWDt+rno21sk+9R8k2dfufM0t7DPNwtUfdDNT37VszEfH/ILtxzJZpzH387vCopKUQ91dl1RQsaAPSsd54/mCvw77gt9e4sJoTu4Z9lO6n/abZE4i4dK3cspy37c/7eP31g0FoC1t7uapkbYqt9STwV1nDRAeScIyytyQ2JdV013XjqRq0rDQDdux+nC+HTJly77EiUpfwv1b049g1GiND13yJ9r7WcMBWAzzuOgwZiMc6FvJx7ilpKZ9XH822le2ulgGhkhhNDeNOQ1x+NVL8aJjKz13S4U4soVmJpi6VIWgL+/9I2hoQAwcqSc9CJS9a9YgalTAeDo0eqTFhbw9kavXi9oWATN30wlXnxjCSGE1JO1t/vMrL+9Tm90eGdEG9t22QG3w1b9dtR6WuL+iwCEFYLc0Djb8Z7igRIAA/evmpp4iFvXMCPNZ3zoDskKtUwNAAiKyyRPPs0vygu7J1WP05KJeJ7rRLm88ITS9FyHd0ZyH+oc15VvMzxextlQubcoD8zhnRGFsamPo6r3TLl/yE9NS8N+1jCVHlSUkFGcnN151nBxlhYNfV3Hd0fV2Zz6RAiA4fEcno/F5IUnlGXmOb7nLX4WX0uj64fjuZ8b1r1qWhqOC0aLD7t+MA5AyomgOjuBp6HO01C/f9gv+WiAsEIAwH7G0PE3dtRzJEJM0VtQqTmND4bh8TpNG8z9rK6nzdfTNurWSZxhR9/eAoCw7KlKTSOEvJZozgh5tRUU4PffERODykq4umLxYjllhgyBry9u3qx18tw5CIUYORIDBjBaWggLQ2EhxKlehUKEhQHAiBH1+uD39maPH2fi46sPk5Nx7RpsbRWm6miAOlv6ApopVxM2ViiESKSsAI/XYuuVCCHkFcXjq9lO6Gc7oR+A8pyC+0f873xzJPC979s6WleWVwAwcauVu9vA3kL8M8PjlaQ9Sj0R9CQpszQrPz8ikVvcISU/IgFAss+V9HPS4wsVz5dXKFGS9kg2DL6Olrq+jqL9a5QH5vied+S6g/f/+Neku32VoDLZJ8BhtpeahrpKD+I2Njbsait5sm3tQyXq7Dq+jqY4rQYXmIGDpWQBPRtz7oeGda95XyfJFU/qetp8HS3Bk7I6O4HHVxuwZ2XgvM1XZm5ieDxzT2ebsR6S84zqSdFbUKk5jQ+Gr6Mp2Q88dTVdS1OpMqyo4b8fIoS8Nugjg7zC/P0xZQqKiqoPT53Crl14913pYgMHAs8XlYhdvgwA3t4sj8d4e+PUKfz7LzttWvUAgZ8fRCJ07w5j43pFIhAwQM1H+40b7IIFzIQJTTYyUp+WvoBmytWEjZ01C8ePKyswdSqOHWvsUwghpDUQCauSjwZom7WVXJ6g097Y9dOppr27nBu84t7us9wSA76WzBZrz0VuOBS57gBfR8vSq5eRi53zkonFKTkRX8hf7Go3ZaB5Xyepk206tpNbWBaPL2cis6JPVuWB6bQ3thjmluwT0Hfr4uSjAaywqovEXI/6PkjEAmB4tX5zIPfeBkTYAKp2r5q2ppLalHeCwxwvy+FuKSeCsvwiMi+FP7oeE7n+4JirW1WaNqL8LdS/OU0SDCGE1IlGRsirKjsbkyejuBjvvYeNG2FujitXMH8+vv1WuiT35V9QgIQEOD7/a5QbQRg+nAHg5VWdg2PatOqr3A4v9f/U51KieHk1qkWK1LOlTdvMioqavLMvjJ5eHWM0tKkNIYTUE8NjAudtNvs/e+cdF8XRxvHfLiecSFMEREQsBFFRsWPDhoJorCl2jRqNCdaoiYmJJvqaqFGjscZOYktiVFRUBASkCEpsdM+KiogEFEQ8j7v3j8XjOI69PThafL4f/zhmn515nmefOW9mZ57p2rJkHgprt1YACqSyeu2aA3gSnchlo+B4EpOUeibGeeog2Utp7NI9Nt1aDwlZrzy1JHbZ3pJtmTVrCMDQ3KT1Z8NVy2X5Up5pFyW1rS0AZCelqhbKZQWvn+c17ONaUv6Z5KFWxVp85BU0ZvnD4Cs3fQPMnewb9Gyja0PcyoLslAeqhXlp/2o1R6CGqpg1swXwb9zdpiPdlYW599LfXC2Le5/GJhcTzsuX5eUbmtcR4oQC6WtRHbHLrBEus0bIZQWJ209E+Gy4turggCPfabVdFY1PQVdztCojf12gKp8Vf1cnJQmCIDgozwhRU/npJzx/jiFDsHMnbG3BsvDwwIULRUfnqsIN/mNiCl+GpKRAIkGHDoXj8P79AcDfv0g+MhIABgzQooNcjrAwxbBhhXtSPvusQlZjCrdUj2a++y5MTTX/y8zUs4FKdu7E06d8//SSlJcgCOJtgGHZxkO6pUfFJ2z1U7t07ccDAGx7tTW2qWfh3PhBwCUugwNH/Kaj/3y3j2HZ7KT7AByGdlc9OvfO0XAAahtDLJwbmzjY3DkS+iorR1l472TU7tqeFxdu49NSLgdg695WbGWRsu9sgUq1STtOKeRym+4aDk4TolizD/oYWpgk/XoiLfSa0yRPrlCnhqw6tahjby3ZH6gqnLLvLJ85umio1pa5k33ybn+lA2V5+QlbjnOfy+bel+lZaWHXlX8m7jgFoNl77lqdcNcvYpfRwJR9hWtQWZFBq5lDGZGBorT9rqXvg9X4FHQyR6syBoYiWe7L17lFiUIeBl8pTR+CIAgeaGaEqKlw2y5mzSpWaG+PUaM0CHMZRgMDC9fEnj0LAIPeLOp0dISjIzIzcfmyAoBMhogIiEQaFlOYmoJhiv4ZGKB3b8bPDwAWL4baoTD6Qril+jITgFgMExPN/wiCIIgaQY9Ns8VWFuGfrj/e3ef62j9uHQqO++XoiT5zY7/bZ9OtdcsZQwB0WTX9xcOnp70WPQi4lHE5+fK3e27+FuA8fYixraVVRyfWsFb8pqPpkfEF0tfpkfGnPD5/lpIKTXtPum+c9TI9y899zl2/iIzLyUk7T52fsFJsZdF2wQcadTMwFAFI3HEqxTeAYdmuq2c8S0k95bHgvv/FzOu3rq/9I3LuJgvnxq3fnEiiihDFGJZ1muh56/B5AE6TBioLdWrIbfWMZympp72+eBh8JT0y/tyopZnXbgnxvE6u4+ixeU7uvfTj3X0Stvolbj9xrJtP7oOMMruX49x7S2/+fu7pVcmNDUeiF21v0Ktt05HuWp3gMKSbaVPbS1/tSNx+4klM0oPA2OCxKxSyguYf9lWrX/UhalRA41PQyRytyti6t1PI5YHvL7vvf/HeySh/z0V5aRX2AocgiP80tJuGqJFIpUhLA4A+fdQvDRyo2L9ffYaC204S9SbVF3dEi4dH0UGzAwdCIkFgINOpE8LCFDIZM2QIWG0zhyIR7OzQvTumT1f06VMh0yI6WapHM0+cKHUzUf36FbhshCAIgtAXJvbW713beenrXSm/BaRHxXOFtUxqt5n7XqflU7i0lE2G9uh/eOnF+Zv9PRcBYEQGbeZ/4LZmBgBjW0uPw9+GTltzvIcPd6n1p8M7r/z4WNeZTy4mOAzpptpWk6E9Bh5fETn7l4BhS7gS664te+9eVFqmTHvvrvU7ON35K/TOX6HNR/dtMdnLwLBW9KJtZwYvBsCwrOM4D7e1MzVurxComNNHXnEbj9h5dKxjV5RxU6eGmo/uJ5cVRM3fcqr/fACWro5df5weNX+zVs/r5DqORh4dBweti122N2L2RpHYsMUU77qtHC58sq5s7gVQy6S2y+yRIR+tUsgKGJZtPqZfj19mC3ECw7KDA386P36lsnUjS7NuP/s0H91PrQm1h6hRDY1PQbg5WpVxmTMyOyU16deTqWdiADR9r3f3n32Cx60ozS0EQRClwSgUlI2ZqAIYpnCsXjICDx1SjBnDDB+Oo0dLvf3ePTRpApEIr0ssSj12DCNGYMIE+PoWK3/nHUgk+PdfmJqidm2IRHjxomhSgLvL2xunTuH777F0KX7+GXPmFF7NzYWpKQDk5AhaNOHrq5g0SYsJAtHV0vKYCUAqhZERAJw7p2VmZN8+xcSJjE7Gcs+cx4fTpuHYMb4ahg+nDTUEQfw3YRhmuuJ8BVWukMuf307LufvYpJGVuVMjRtOM+PPbj/IeZVq7tVIemKK899+4Owq5wrJtM403qpGXlpmVeL9+e0ejuqZahQukrxmWVW3x+e1HLx48tXZrqboPpTSjdFJMDZ0ayrx+29DMmEuQIRydNHyVlaPmsbhfjkbO3jjyyo76ro7KQoHuPT148eOwax/l+HMrVqy7OCvPA1aF3wkF0tePw+PqNKqvPONWIyUfonCERwu/MpyZ9do0FVual0ENglDlV6av2vCEZ9hC/JegNSNEjcTMDChlZ2tp211794ZEgtBQiMWQyTBqVLG1EtzSieBg4M2aC61JRioHXS2toWZy5OZqWY1S+UlhCYIg/gMwLGvuaKd6HG9JzJo11DjyZ1jWsm1z4W0Z21oa2wo98KzkgLw0NcqvWHkaUp2bEI5OGvpaj2js7eZ5vGixQ/Ju/1omtS3bNlMV08m9AAwMa2nMYsvB7wQDw1p2/doLaUK4PmoIN4dfGX4zCYIghEB5Rogaibk5WBZyOe7dU7+Unq75Fm9vAIiIKDyQpW/xVZ8iEXr1Qn4+rl9HYCDs7NCqld61Lgu6WlpDzeTYuxc5OXz/9u6tahUJgiAIogJwmuR5zy8iaPT3yXvPxG8+drTLzMyrki4/Ti/DchiCIAiiDNCaEaJGwrLo3Rvnz+OPP7BwYbFLR45ovmXgQLAs4uLw6hXwZgZBTSA0FHv2QCbT4bzeikZXS2uomRwazxUiCIIgiP88vXcuNG3S4NbB4DtHwxmWse7acuDxFU2G9ihbbdadWwg5L5kgCIJQQjMjRE1lwQKcP48VK+DpibZtCwsPHFAEBWnOhGpigo4dERICmQyOjrAvsU3Vw0Px9dcMdxDM0KEVp3gRhw4ppFI4OcHNjS97q06WVkMzK5PAQDx6pHB0RPfuDE+hRjGCIAiCqEI6LJnQYckEvVTVcdlkvdRDEATx9kAr9Iiairc3pk7F8+fo3BnTp2PrVowYgXHjGMfS9wL37Yv8fMhk8PLScLVLF8bSEmlpYFn1TSgVhI8PM2kS89tvWgbnulpa3cysTH78EZMmMbt3M/yFGsUIgiAIgiAIgng7oZkRogazcyd++AFiMXbswKefws8Pn3yCVatKle/fv/CDp6dmAW53SefOqFtX37qWD50srblmEgRBEARBEARBVD50ai9RNZTz1F5V5HKEhyvy8piuXWveUH/ECLRujRUrtEuihlsKAaf2EgRBvLVU6Km9BEEQhEDo1N63FsozQtR4WBbu7jVyW0RuLkJCMHWqUPmaaylBEARBEARBEES1hXbTEESVMWoU2rXDkCFVrQdBEARBEARBEMRbDM2MENUUPz8YGcHICGfOVLUqFcbatQgOrmolKp45cwofJUEQBEEQBEEQRDWEdtMQ1Y6GDeHtXfRnvXoK4L+5hcTFpao1qBScnApzvnKI6FuHIAiCIAiCIIjqBGVgJaoGSmVEEARBEEooAytBEER1gDKwvrXQbhqCIAiCIAiCIAiCIN5eaF07QRAEQRBEzUP6/EXU/C1sLVG39Z+JxIaqlwqkry9+vpVhWbe1M1mRQcl7HwTGxv9yVPbipXHD+n19F5dTk/zMZ2JL83JWokSPusVvPvb0yk23NZ8Y1TVVFual/3vp610AOn03uY6dlVp5g+4uBmLDh8H/qFVl7mjXoGebBj3bVFy7LaYMSgu7nuJ7trXPiPqujmp1Ju8+/TgyzvXLseaOdkLtLyucGjq1pd8YqBLKYLXw2/Xb4wiCqAhozQhBEARBEETNw9Csjkkjq8RtfhE+G9QuRfhsjN901LprS43TIi8eZpwZvPhhYKyoTm1zp0bl0SE76f6frT96ekVSnkoqSDcAsrxXybv8H52/olr4KOhK8i7/5F3+qadjVMvTQq8n7/KXv5Y9jojjBFT/xSze4ddrdtDo7yuuXQDPUlKTd/nn3n1css5HIVeTd/nnPcoUaHt54NQQ2JbeY6Cq0MlqnW7Xb1QTBFFB0JoRgiAIgiCIGknHZZMfBFxO3uXvMLR7k6E9uELJgaCkHSdbTPV2HNtf411abarAAAAgAElEQVQZsSly6euem+c4TxtcTgWexCRlJdwtZyWq6FE3AA37ugJ4fOFG05HuysJ7fhHmTvbSZ7kPA2NVW3kQcAmAvXfXzOu3AXid+qGxt5vyanZKaujkVbcOn2/Qq23rz4ZXRLvls7XK0HsM/PfQb1QTBFFB0JoRgiAIgiCIGoBCLlfI5WqF/Q9/W8usTti0n/LS/wXwTPLwwoy1dVs16bFpTqkVyRUAxPU17H0okL7m10EuKxCoKo9kSSu06la2Cq06tahlUvvJpSRVyfunLjbs175hH9e7xyNUb3wSnWjmaGdib62xKgsn+957vwCQeiZGo0AFtat3yvhc3qA1QgS2pWtVGoNfYEP8AkKsLuftPD2u7D1FmG78nuH3annaLUND5VSV53aB31oEQWtGCIIgCIIgqinc9o0W0wZHzducFXeHYdkGvdq471yozGVgYm/da+u84HErzo/7n5f/jwHDlijkigFHv1fLPKIkYMQ3DwNjAZyfsJI1qjXw7+W27m1v/n7u2prDWXF3FHI510T3jbMs2zZX3pVxOTl60fa00GsKuby2TV2X2aPafzUudNqa24fPAzg34hsjS7Oxdw8BeBx+I+arnekRcQq5XGxl0eqToe2XjDcwrMXZwhrWsunWOmL2RlZk0GfPF81H99OqW3kqBNB4sNvtI2GcXQDSI+Nf57609+xckC+9dfh8Wtj1hn1cAUifv8iKu9Pyk6E8z8LCyR5A7v0nQh6cHtvVStDo759ekXyY7KssSfENiJq/mXMg3kRR87H9I3w2vkh9whrWajl9SOf/TTU0q8PJ3/WLiPni1+yk+4zIoMVHg+q1aabWRGkRojEG/o27EzV306PzV5WPrMO3E5Ubu15mZEcv3CY5GCyXvmZEBra92nbfOKueS1ONdoE3+Pkb0iqg1epy3s6hMapRvp6CUrqk8ip/5TxejZyz6eb+cyNjt5s6NFDWFvPVzsRfT7x3bWcdOysen2hU+97JqOiF27KT7jMs6zC0e7P3+0TM3tj/0LeNPDpqdbLWAOD3g9bwIAg1aGaEIAiCIAiimiLNeZmdeO/eiaiW04e0XzwuPSo+ftPR04O+GH3zd6WM49j+905G3ToYdMJ9TlbC3b6/fcWN4TXScsa7xg3rJ2w59s5Ez/rtHc2a28ZvPhbhs8Heq0v7xWNZQ9GT6KTr6/444/3l2PuHuVH9k5gkv16zjW3r9do+36ie6e0/Qi59vVOWl+841gNyRfKe087T363XpimABwGXTg/60sTBpueWuWIr8/v+0f8s930cfmNI8DrOlpzbtyQHg5oM7ZGXlmnu3FirbuWsEICdR8dbh88/Crlm1689gAcBlxmWtffuKn32AsDDwFhuhoIbu9p7duZ5FukXEwDUbamhlQptVyvSnJf5mc9US+TS168ynysXZUhzXv57TXL7SFjn5VPqtW329J+bl7/Z/fTKzWHhvwC46xcRMGyJpatjv/1LFHL51VUHb/8ZolobT4SUjIGMy8kn+84zsjTruWVubZu6aRdu/LPcN/PaLc/jK7jaAkZ8k5103+2nmSYO1nkPMy8v3ePXa/a41D9qmdQuaRdP8GttiF9Aq9XlvF1JyahGuXtKaV2y84qpQirn8Wqz93vHbTwi2R+knF9QyOXJu/3ruTStY2fF75OSat89Fh4w4pt6bZv3278EwLU1h0Knri7Il8rfRKbWCvm//Xj8oDU8CKIkNDNCEARBEARRfcm5k9Zv/xIuaYjj2P4Fr14n7TiZcTnZqlMLpYz7r58/Dr/xJDrRcZzHO+MH8NRm79WlIF+asOVYowEdmwzvCeDqqoN1WzUZdHoVJ9B0pHtBvjRu45GMyynWXZwBRM3dZCA2HB69xdimHifw4lHm1VUHOy6b/OJBRvKe0/aDunBvgMOmrxVbmQ+P3lLbyoKTNGlsE7t0T/LeMy0mewHITrrvvmNBadkWSup2vMes8lQIoGG/9gCeXEzgZihSz8Q06NXGwLBWbSsLS1fH+6cucoPJR+evcjMXyhsL8qWvc18WPoK7jzNiki4t2QVA4PqOMrcLIGDEN0Ka0IkXD5/22ja/5Yx3ATT2djMwMoxetO3O32FNR7pf/HyriYPNsIhfRMZiAA5Du//pMkWanau8lydC7Pq1V4uBCJ8NjMhAGS1NhvesbWUes3hH6pkYe68usrz89Ii4dovGuMwawdVmaF4nftPRrIR7XLCpwRP8/A1p1USr1eW8XUnJqEa5ewpPl2RFBlor5/Fqg55tzBztJAeLZkYeBl95mZ7VZeXHWn1SUu2zQ782c7QbHrWJ81KTkb2OdpyhmpVGa4X83348ftBaM0GUhGZGiGrH8+e4elVRsrxDB8bEpGKbTk9HcrKifn2mVSs91CaTITJSgyHW1kyzZjDUvMy5upCQgKdPFQ0aME5OGq6GhSkA1KvHuLhouBoZqZDJ0LIlU7duhXhAL7pZWiI8XAHA1ZUxM9Pc0MWLCqkULVowNjaCFIuMVKSkYPJkRuNVubywxdI0ByCV4uJFBYCWLRkrK/WrMhkCAvD0qUIqZUxMFG3bqgcqp7ChIdzcNOugKlaaizRSbX2uR/WsrCqqzyofPT+tWzOWloCOXx3lfOiqQVvmL0CJBCEh+OADlPZYyyBJqMKwbPPRfZV/2nRvnbTj5MsnWaoyL59kcYsRMi4ly/KlpW2l0cjYuweVUwAcYitzANLnLwDI8qXpUfHvTBjIDTA4eu9exLCM2rr0JzFJuffS2y0aw43HONot+OCf7/bdPxHFDckYlnWa7CVQMb1UaNasoWlT26exKQBeZeVkXErq8sPH3KVGAztfW32QO242PTKem7lQ3nhu1FK1qljDWt1+9uHWemilzO0CsOvfwaRJA7UK00KvPZc8FNK0RgzEhs4fFw2zW80cGr1o2+2/wuq2avJc8rD91+O5sSsAQ7M6zlMGxX63TynMHyGqvMzIfhKd6DTJUzVaWvuMiFm849ahYHuvLqxhLdaw1s3fAizbNW8yspdIbOg4tn9pqYJRevBrbYhfwLRJA36ry3k7P+UMbP4uKbBynq8Up0mel7/Z/fSqhDs6+qZvgIHY0HG8h1afq6n9JCbpReqTLj98rPSSSGzY6tNhyrO0BFZYmqo8fniVlaO1ZoIoCc2MENWOmBgMGKD5J76JCaZNw/LlqKApkrNnFZMmMcOH4+hRPdSWn4/evUsdqzg4YOJEfPUVxGI9tKV3Dh3C8uVMjx4ID1e/lJRUaJeFBbKy1K/m5aFHDwbAjRuoXbtCPKAX3czNCyXPnYOHh+aGhgxhMjOxb59i4kS+MSdHaioGDWKmTy9VgGXh68vs2gUzM8TFwV7TUvc5c7BtG9OqFWJji5Wnp2PZMuzcCZkMAKcMA6BtW2zerOjZs1C9CxeYRYsA4OxZDByoWY3AwML+deQIhM+MVE+f61c9K6uK6rMyGV+1So4exfDhgI5fHeV56GpBW+YvwAYNsGQJQkLw++96kyRUERkbcbtaOFQ/cyjk8sD3v5Pl5Tcf0//WwaCoeZt7bZ0nvH6GZXPuPr7zV9izlNTcBxkZl5LlKqkxH4ffAFC/Y7F5R9V9/kpy7j4uKSkyFtcyM1a+JRYZGwnf56+vChv2cZUcDALw4OwlAHZvEhzYDeh4bfXBh+dim4zslXlV0mn5FNW7XGaP4raHAGBY1qieacN+7ZWJOYRQtnYBtPYZoVxcoOT8xB/KMzNi0621auTUMqktMhZLn73ITkkFULdVE1Vhi+J/8keIKhmXkgBIDgbfOxmldik/8zkAVmTgvmNB6EergsetYFjWpoeLw7vd35k4QHUEq0ppwa+1IX4BrVaX83Z+yhnY/F1SYOU8XynOU71jl+69ue9sfVfHAulrycEgpwkDDQxrafW5mtqcJmqnFJs4FL33EFhhaary+OG+/0WtNRNESWhmhKi+2NoWfpDLIZMhJwe5ufj5ZwQHIzq6mk4oaERpCIdUipwc3LuH5csRGIiwMIiqX0fs10+xfDkTHQ25HGo/wk+dKvyQnY2LFxVqb6oDAgDAygouLsh9s6pUvx7Qi25SqQ4tCuGTT8Cy+IZ3BfTGjQgNhUSCMWM0jOEPHFBs28YYG+Po0WLhHRmpGD6cyciASIShQ9GmDezsEB2NwEBcv45evZiDBxWjRzMAFi7E0aOIisL06YiL0zCBmJeHKVMAYNw4jBypg3XV0+f6VU+VCuqzFhaorb6PvoiS32lC1CjPQxcStEIwMcHXX2P2bIwdC29v/UgSOhE1b8vTf1I6/2+a65djshPvJW7zsx/URXmIr1Ziv/eNXbpHZCxuNLBTvTbNXHxGPL+ddunrnYWX5XIAwhehsCIN5x4q5NqXTVVchY28uiTvOZ2VcPfusXCxlYVyF5Jdv/aMyCD1TIyBsZFCLuf2vxTd5dlJ9dTeMlC2disIg9pGmi/IFQAYtth3o5rPtURICZq939umW2u1QtOmhatgnCYObDSg4+2/wh4EXEo9E/P4wvXYZXuHnF+vcTcNP/wN8QjIpTJos7r8t/NT9sAW0CXL02uMbS3tPDpKDgZ1W/+Z5ECQQlbQYsog5VWtPteVsleozQ96V5X4z1P9BmQE8YZHj9RLzpzB++/j+nWsXInvv68KncpESor6cEUux4YNmD8fUVHYsAGff15FmpWOuzsjEkEmQ0iIol8/DYPJkSPx99/w92fciv9uvHABALyKrwDVrwf0q5teOHMG/v743/+07BEwNsaff6JjR0REYMUKLFlSdEkiwYwZDICtWxVOTkVGpaZi8GAmOxt9+2L//qKh8syZyM/H5Mk4fBjjxjFt24LbAeHrizZtcO8evv4aGzaoK/DFF0hNhZ0dtmzRzcBq6PMKVa+C+uzx4wp3dx3WwghUo2wPvWTQ9u/PnDoFa2vFm3VJOvDZZ1i7FnPmwMtLfXKqzJKEQO76RcRtPGLbux2XF6D/4W+PtJsWNu0n6xstS3sPr8ozycPYpXtsurUeErJeuacjdtlepUC9ds0BPIlO5FJUcDyJSUo9E+M8dZBqVbWtLQBkJ6WqFsplBa+f5wncgaKGviq09+oMIONySlrYddWF9AzLNvZ2y7x2S2xlYWhhYuOmj520VdSu/HWxc0mz4u+qCTyNTVb9U5aXL8vLNzSvU6eRFYDslAeqV/PS/lV+1hohqpg1awjA0Nyk9WfDizWnssOrQPpaVEfsMmuEy6wRcllB4vYTET4brq06OODIdwKNFdIQv0DG5WR+q8t5Oz/lDGz+LqmXXtPiI6+gMcsfBl+56Rtg7mTfoGcbCHu4qpg1swXwb9zdpiPdlYW599JVBHSrUA0eP3Cn/5S5ZuKthX6VEDUJLy/MmwdAP7tdqhCWxbx5+PBDADhwoKq10QTLFr7RjY0tNkaSyRAcDCsrzJqlABAYqH5jVBQAeHlpeS9RHg9UtG5lYPFiGBrCx0e7pKsr/vc/AFi6FDExhZrk52PYMOTmYtIkqO0i8fFBdjbatoW/v/oKArEYBw6gVSvI5Vi4sLDQ0RE//ggAGzeq57YID1ds2gQAvr4KXbM8VEOfV7J61aTPalSjbA+9ZNDa2cHbG5066Twtwin22WeQSLB9u94kCSHkpj4JmfSjkaVZ/8PfciUWTvZuP83Mz8gOHiPoCIbspPsAHIZ2V011cedoOABux4SxTT0L58YPAi7J8ovWfcVvOvrPd/uKVrbL5QBs3duKrSxS9p0tUNlqkbTjlEIut+kuePOeCvqq0NCsTv0OTjd9z+alZTYunuvU3qvLv3F3Mi4llfN0mKpt18BQJMt9qZoK5GHwFTWZl+lZaWHXlX8m7jgFoNl77ladWtSxt5bsD1R1csq+s8rPWiOkELkcgIVzYxMHmztHQl9l5Siv3DsZtbu258WF2wDc9YvYZTQwZV8Ad4kVGbSaOZQRGSjkcp1M1toQv4BWq8t5Oz/lDGz+LqmXXtPsgz6GFiZJv55IC73mNMmTK9TqczWsOrUwd7JP3u2vlJfl5SdsOa4U0LVC4X6waGFfnpqJtxaaGSFqGC4uCgAZGerlGRnYvBkTJ2LECIwahenTceaMhtvlchw4oODERo/G+vV4rm2/4eXLip07sXOndkld8fZWAEhIKPxTIsHOnUhJwcOHmDYNo0Zh7Vrk5xdp7utbpPmaNepO4G4PD1fk52PtWowejVGjsHAhkpLKqF6/fgBw8WKxwpMnIZPBywvu7oxYjOjoYrkbZDJERwOAp6egwZWaB6qVbsIJC1NcvYpRo4QmlfzyS/TuDbkc48Yx3POdPh0JCWjVSv2tvkQCPz8AWL9eoXH7GMti6VKFjQ3MzaH8VTlnDnr0AICPP2aUG1ik0sI5l/nzobaqQiDVyudVpV6ZI1a/lFRD14euMWi575CS80dqnDmDnTsL89qqMnkyWBYbN2rXX7gkwY9CLg98f5k0O7f37kXFEg1+Ntzeq8uj81eur/1DayVWHZ1Yw1rxm46mR8YXSF+nR8af8vj8WUoqVNbed1k1/cXDp6e9Fj0IuJRxOfnyt3tu/hbgPH2Isa2lgaEIQOKOUym+AQzLdl0941lK6imPBff9L2Zev3V97R+RczdZODdu/eYgEp3QY4UN+7V/GPQPw7KNis9ENOzfXiErSAu91nhIN13Vu3cyao+pd8QsvlCuiHZLYuvejguG+/4X752M8vdclJeWWVLs3HtLb/5+7ulVyY0NR6IXbW/Qqy33Mt9t9YxnKamnvb54GHwlPTL+3KilmdduKe/SGiGqMQCg+8ZZL9Oz/Nzn3PWLyLicnLTz1PkJK8VWFm0XfADAYUg306a2l77akbj9xJOYpAeBscFjVyhkBc0/7FtSYX74G9IqwG91+W/nofyBzdMl9dJrGJZ1muh56/B5AE6TilJYafW5Gj02z8m9l368u0/CVr/E7SeOdfPJfVDsx6uuFQr3QzlrJt5OaDcNUcO4epUB1BMNHjqkmDqVycsrVrhjB3r3RnBw0YJtiQSDByMlpWiEcPgwfvgBfn7q2QeUBAcrBg9m8vOxaZP+D1OQShmgKGFBZKTi44+Zdeuwfj1SUwHg2DGMHg07OyQkYNgwSCTFNP/+e+zfj6FDi90+ZgyTmIirVwsPsJBKsW4dNm3CzJk6q9e7N/BmM4KSc+cAwNtbwbKMtzf+/htnzxYmueCE5XK4uoI7YkNXD1Qr3YSzcycD4L33dLhl/364uEAiweLF6NZN8dtvjKEhDh+GsXExsePHAcDSkm8u44MPmA9K/C/v64vWrZGUhJUrsWwZAHzzDe7cgbNz4YqVMlCtfF5V6pU5YvWLRjV0eugag5b7Dhk+vNT8uBw//YSgIEydyri7Fyu3skKvXggN1ZDPRQ3hkgQ/FxdufxKd6PzxkJIpRfr4Lv6z9UfRi7bbDeho2bY5TyXGtpYeh78NnbbmeA8fAIzIoPWnwzuv/PhY15lPLiY4DOkGoMnQHv0PL704f7O/5yJOps38D9zWzABg7921fgenO3+F3vkrtPnovi0mexkY1opetO3M4MUAGJZ1HOfhtnZmmVew66tCu/4drv902KpzC6O6pqrlFk72pk1tc+6k2fXvoKtuClnB69yXspevKrndkrjMGZmdkpr068nUMzEAmr7Xu/vPPsHjii0aqmVS22X2yJCPVilkBQzLNh/Tr8cvs7lLzUf3k8sKouZvOdV/PgBLV8euP06Pmr+Zu6o1QtRioMnQHgOPr4ic/UvAsMIto9ZdWyon7xiWHRz40/nxKy98so67amRp1u1nn+aj++lqNX9DWgX4rS7/7fyUM7B5umT5K+dw+sgrbuMRO4+OdeyKjsrT6nM1Gnl0HBy0LnbZ3ojZG0ViwxZTvOu2clA++jJUKNwP5ayZeDthFIqKXeRMEBphmMJfwyUjMDAQAwZwl4qV5+djxw7Mnw+xGLGxUB7PGReHdu0gl+OnnzBlCurWxfPn2LULixZBJsOOHZg2DQDy8uDsjNRU9O2Ldevg6or0dMybh4MHYWuL27chFsPXt9jRDGFhikGDmLw8bNuGGTN0tjE3F6amAJCTo/kwHTc3REdj5EgcOQKgsHVbW7x8ienTUacOMjLwyy9IT0ebNsjIQP/++OknuLri4UP89BN+/hkAgoIKEytwtwMwM8OePRg5EnI5tm7F7NmQy3H+vKJPH51HIPXrIzMTiYlwfpMW7Z13IJHg6VNYWmL7dnzyCSZMgK9v4dWvvsIPP2DBAqxZUxYPVKZuUimMjADgxAn06aO5iSZNoPWcFLkcpqbIy8O//6JuXR30/+MPxYcfMgAsLZGZWRSoqowejcOH8d57+PNPHWrm2LABc+dCJEJ8PKRStGsHAFeuoG1bnatSUk18XkHqocIiVml4aKigPCNlVkPgQy8taNW+AEtj0CAEB2PKFGzdqn7piy+wejUWLcKqVVpsFC759sAwzHTF+apqXSGX/xt3RyFXWLZtVvLsGyXPbz/Ke5Rp7dZK7dSMAulrhmVVC5/ffvTiwVNrt5Zq59GWGb1XqBeS9555Ep2o00lAFQe3oKNem6ZiS3O1S6cHL34cdu2jHH9OxrqLs/IgVSUKuTzz+m1DM2Mu+0PJq/wRUjIG8tIysxLv12/vqDYrpJR/HB5Xp1F9CydNR7XpAn9D/AL8Vuvldn7KGdildUm9VM6DVp9zvMrKUROI++Vo5OyNI6/s4I4E1rXC0uDxQxlq/pXpqzY84Rm2EP8lqvrNF0GUjlHxNOrcEnFHR+zfXyxF5ebNkMsxdWpRTkQzM8ybh8RE7NiB8PDCAefmzUhNhYsLAgIK37Xa2ODAAdy4gbg4/PWXYvz4YiOW8HDF4MFMXl4ZB2k8yOUID1esXctwK/k/+6xYvsO0tKLJDo7vv0dGBrp2LVrlbmeH9etRuzZ++AGzZjHx8cXq378fQ4YAb/bz5+Rg8WJ8+SWjttFACB4eOHwYMTEKZ2cGQEoKJBJ06FD4jr1/fwDw9y+Sj4wEUDixVWYPVLJu776rXqIT//yjyMtjTEx0mxYB8MEHjL8/9u1DZibGjNEwLQIgJwdA4SBZV+bMwZ9/IiICc+bg2TPI5fjuu3JNi6Da+Lyi1SuJXiIWwODBjFEpp0MMH46dpZ7zIFQNgQ+9zEHLcfp0qZe6dgWAiAjtlQiXJCoHhmX5l5ZwmDVrqHEEWHLcVZpkmdF7heXnde7LxG1+nVd+XNWKFGJgWEtrik0eGYZl1Qaralf5I6RkDBjbWhrblrokz8Cwlp2eDuXhb4hfgN9qvdzOTzkDm//2ius1Wn3O4Ws9orG3m+fxouVLybv9a5nUtmzbrGwVlgaPpeWsmXiroDwjRPVFKi32j0MiwTffMA8fFol99RVOnMDSpeq3d+lSWAkH9xZ0zhz1JegbNigOHlR06FBsgBEZqRg0iMnNxf79epgWMTUFwxT9MzBA794Mlz9i8WL1jRK2tuolv/8OAN9+q17tkiUQiZCQgKtXiwpdXAqnRZTMnQuWRXQ00tOhK1xmysDAQn3OngWAQW/OInB0hKMjMjNx+bICgEyGiAiIRBqW4uvkgUrWTSyGiYnmf0KQSABAbVuBQMzfvNUreQyTKqWNpbXi6wuxGGfOICoKnTtrCCFdqSY+r2j1UDERCyA3F5mZmv8pj7gupxpCHnp5gpafZs0A4NIlfUoSRLXldU6e87TB+hreE8R/D6dJnvf8IoJGf5+890z85mNHu8zMvCrp8uN0noVpBFGF0JoRovryqvjW3cxMBAUpvvuOCQhAt25ISCgcR9nbw/7NSsz0dMTG4skTRUgIExwMoCgtZWws8Ga6RJWSo4uEBHh6Mrm5cHbGe+/pfw+8SAQ7O3TvjunTNexw6Vosez2ePy/M/Fpy/GZsjB49EBqKpCSFq2thPZ1LJLkXi9GqFeLiEBWF4cPVr/IzYACDN+d34M3RHh4eRW+qBw6ERILAQKZTJ4SFKWQyZsgQ7Sdx8nugknU7caLUrArc7gx+UlMZQD0/iBD8/LBxI8RiSKUIDcWaNUXnyyjhZvFevix5tyCaNcPSpVi8GCyLQ4fKWIkq1cTnFa1eSfQSsQDOnkX37qU2oRc1hDz0MgetVrh9TFIpZDItFgmXJIhqi7GtpfO0wVWthSCsO7egw0qJyqf3zoWmTRrcOhh852g4wzLWXVsOPL6iZF4kgqgm0O8RovpiWPw/cVtbjB/PeHqiWTOkpmLr1qKR5OXLiqVLmcBA5QoRBiiaLgEgkxVeaqa+fE8DKSkQiWBvj6QkLFuGlSvLa0hpyQI0LshXWyBw+bICYAwN1b3BwS2GlxadVobatTWINW6MuDjk5+u8BcDODo6OkEiQlQVTU/j7QyyGaqKEAQOwZQsuXMCXXyI8nIGmGRzo6IFK1q2c3L0LlOJ2HlJTMWkSACxdirw8LF+OL7/EgAFwLb7G2cYGQFkW+yjhxp8ikaDI10o18XklqFcREQtALFaYmOhQQ9nU0PrQyxa0QlBOM+Xna1kBJFySIIjy03HZ5KpWgXhL6bBkQoclE6paC4IQBK1lImoYVlbw8gJUjuf090fnzoy/P+zsMG4cfvoJR48iJ6fYMnLlr/BXfCnkCxGLcfw4DhxQAPjhB8TEVGWypQYNGKisfFGDK9f60puz2tCwLIM67siP0FAEBkImw7BhxZrjXrlzy3O4d/VCsjboi+qgGzdjVdoD0ohcjvffR3Y2unXDl19i2TK4uhYWqm2p6NdPASAkhK9+mQzW1hg9uuzHM+tEdfB5zVWvmlCGoNUV4QulaUk1QRAEQRDVAfpJQtQ8DIqnnf7kEwCYOxe3b+P33/H55xg+HCYmuH27SIZlC8/c5TIXqnL1Kn75BeHhRdMfXl7w9kbPngxX86RJjOqijErG0REAZDLcu6fh6pUrAKD6FvrZMw1i3CCwYcOyTPF4ewNARATCwwGgb99iV0Ui9OqF/Hxcv47AQNjZoaHkS8kAACAASURBVFWrMjRSRqqDbm3aADpueFm4ENHRMDPDwYMAwLKF5/VKJJg7t5jk0KGMSIT8fPz+e6nPbtcuZGTgzz8r42RcVA+f11z1qgllCFqBvHgBACwLsfqpF2WXJAiCIAiCqARoZoSoYTx/XvjKt3VrAMjLQ2oqACxYoC4ZFlbsz4EDARSOl1Q5eBCzZ2P/fg3rKdasgZ0dkpLwzTd60LxsGBoWpg754w/1S1evIjUVLItevYoKAwPVXwWHhyvy8mBlBTe3sqwZGTgQLIu4uMKDPLiRp5oAgD17IJNV6taJaqJbvXrAm5SWQggIwLp1ALB1q8LBobDQyamwcNcu/P13kbCxMT79FACWLGEyMjTUlpGB774DgDFjYGVVFv11pTr4vOaqV03QNWiFw03CWllpXwkiXJIgCIIgCKISoJ8kRI1BJkNAAPr2RUYGjI0xYwYAiESFP6zPny/2Uv2XXwrPg3z9urBkzhwFgA0bcPFikWRSErZsAYCpUzW8kzcxwa+/AsDq1YiMrLI9NbNnKwB8/32xfT2ZmRg3DgAmTCi2WCA9HXPmQFXs448ZAD4+ZWzdxAQdOyIkBBcuwNGxWPYWDg8PBYDDhwFg6NAytlJzdeOmpRISBO1NSE/H+PEAMGECxo4tNlE1Y0bhoUJTp0L16KVly2Bnh9RUdO2KgIBitV2+rOjZE2lpsLLC2rVlN+HQIYWvr0K1X/BQJT4XrmHlq6eT96oJwoNWo3WBgfD1VWj8SuTmqfv00a6DcEmCIAiCIIhKgGZGiOqL6nGVDINateDpiX/+Acti1y6FnR0AGBpiwgQAmDGD+eILHDqkWL8ePXti9uzCZJZpaYW19ezJzJ2LvDz06sWMH4+dOzFzJjp3Rm4u5s9Hp06a11N4exdOQEyaxOTnV7zNmhg/nhk3Drm56NGDGT8e27dj1iy0bo2EBLi4YP36YsImJti0Cd27Y+1afPEF2rRBUlJhPosy07cv8vMhkxVmeFGjSxfG0hJpaWBZ9c0LlUCV62ZpCVdXyGSC5s4+/BAZGXB0LJyPU2P3blhZITu7MOQ46tZFcDDs7HDnDrj0w++/j/ffR5s26NyZSUmBpSX8/BRcrtay4ePDTJrE/Pab0CVFle9znTSsZPV00q13b0bta03134gRetBHCMKDVqN1P/6ISZOY3bs1mHz+PCAs7a5wSYIgCIIgiEqAZkaImgG3Hd3VFXPnIjERo0cX/Sjftg2TJiE/H6tXY8wYZv58PHuG48cRGgqWRXR00dEe69djyxZYWWH/fnz8MbZtg5ER1q3T8r59wwZYWUEiwddfV6SFvPz+O9atg6Ul9u/HJ59g0yY8e4b58xEVVXg8jZLBg/Hzz7h2DQsWYPVqZGRgwQIEBmo+2kYg/fsXfvD01CzADW86d1ZXphKoDrp9+CEABARoGRsvW1YYkwcPKjQexmFlhb17ASA0FCtWFJU7OeHGDSxYACsr3LmDv/7CX38hLg5iMT75BPHxZdwnVWaqg895qObqVRMEBq1OyOU4fRoikfYpHuGSBEEQBEEQlQOjUNSkNcDEfwaGKfxFrq8IzM0tzCHSvj20vj+Pi8P9+6hfX9GpE1OzdrlzmpuZKbp3V9fc11cxaRLz4Yc4dAgyGUJCAKBPH4jobO4KJiMDDRvC3r5Y0t8K4t49JCZCLtdz9I4Ygdati03HVDeqs4bVWbfSEB60wq0LDMSAAZg0qXCCTy+SbxUMw0xXnK9qLQiCIN52fmX6qg1P9D5sIaonNGYi/iOYmGhePK8RFxe4uACo1DftekGg5iIRLVOvPKys8Omn2LgRISGKPn0qNqgcHPAmb6veGsrNRUgIpk7VV336pzprWJ1140Fg0Opk3ebNAARt3BMuSRAEQRAEUTnUqNflBEEQ1ZIvv4SxMX74oebNtQEYNQrt2hXmf62eVGcNq7Nu/AgJWuHWpaTg2DFMmABnZ71JEqo8CrkaMvnH04O+8PdcdG7U0hvr/3qdq5+Dl29sOBI1b7NeqtI7aWHXQ6eteSZ5qF1UMDc2HImYtVGPFRL/efIzn1W1CkC5u4NwK/j7SPzmY8qrqt8equW6tkgQ1QRaM0IQQgkLU6xaJWjo268fPv+8otXRmeqsf3XWTQi2tli2DIsWISZG0aVLDZsfWbsWrVpVtRK8VGcNq7Nu/AgJWuHWrVgBCwusWqVPSUJJxKyN8ZuOMiKDhr3bsUaGTy4l3fk77NqaQ0NC1ls4lTiBSUceBFx+Ep3Qbf1nelFVvzxLSU3e5e800dPc0U5fdT4IuPw47FqPX2brq0LiP0x20v1zo5Z22+DTyKNjVetS9u6gqxX8feRhYOzDwFjuquq3h2p5tfIbQQiHZkYI4j9Co0bw9i48kYeofBYuxIkT8PFhYmKqWhUdcXGpag20UZ01rM66aUVr0Aq07upV/PYb9u9X2NpqmRYULkkoeRAYG7/paNOR7n1/WywyFnOFt/4ICfrwu8D3v3vv2s6qVY8g/sM8iUnKSrhb1VqUF/1a0e6LMS2mevOX/zf8RryF0MwIQQjF3Z1xd69qJUqnXz+mXz8+geqsf3XWTThhYVWtAUHoiF6C1tUVCgWE5L4RLkkouXUoGIDbupnKaREAzT/oc/fvsFuHz2enpKotG5HLCliRQWm1FUhfGxjWEtIufz1C5EurQSGXK+QKnsoVcjlPfmnhJvCrwTUEoLS2tDbEczt/zfxa6SSv1ZlClCmbkiUfU/mt5q+B53ad/KkxwPQYVyUpZyzp9Ox0MkSrcEkzbdw0ryQsrZwgahA0M0IQBEEQBFFNEdU2ApAVf9fUoYFqeZdV0x3HDzCqa8r9mXE5OXrR9rTQawq5vLZNXZfZo9p/NU4pfPP3c9fWHM6Ku8ONshr0atN94yzLts1LNvdv3J2ouZsenb+qkMvFVhatPhna4duJpY0Ag0Z/D6DFtMERn214lpLKiAycpw3utXVeim9AzJe/5qVliozF7b4Y0/HbiZz84/AbMV/tTI+IU1befsl41YHZXb+ImC9+zU66z4gMWnw0qF6bZspLLzOyoxdukxwMlktfMyID215tu2+cVc+laWl+43fIw+ArUfM2/3v9FsOyNj1ceu9epNyhwO8rpclR8zZnxd3hBNx3LlTefu9kVPTCbdlJ9xmWdRjavdn7fSJmb+x/6FtuW4FO7uW3gt+ZPHpGztl0c/+5kbHbVSMq5qudib+eeO/azjp2VvxKBo3+njWsZdOtdcTsjazIoM+eL5qP7lceq7W6lMcJuoZrSc15HnfotDW3D58HcG7EN0aWZmPvHtK1xXLGEk93KElpHUSjFUK+EO76RUTN3ZxzJ81AbOg8bXCXHz6uZVIbwPmJP6SFXePqUUVZXrLFKyv3X1/3xyD/VdZdivJL3dhw5J/lvsMiN5V/SyBB6AuaGSEIgiAIgqimOH88OGHL8aAPv2/16fDGg90a9HThXiCbOjRQjmyfxCT59ZptbFuv1/b5RvVMb/8RcunrnbK8/M4rpoLLjOizwd6rS/vFY1lD0ZPopOvr/jjj/eXY+4fV3kVnXE4+2XeekaVZzy1za9vUTbtw45/lvpnXbnke13xuszTnZVb8nfunLrrMGVW3VZPk3f6J2/xePMjIuJTU9vMPxVbm19f+Ebt0j0331o08Oj4IuHR60JcmDjY9t8wVW5nf94/+Z7nv4/AbQ4LXcbXd9YsIGLbE0tWx3/4lCrn86qqDt/8MUbYVMOKb7KT7bj/NNHGwznuYeXnpHr9es8el/sGN1tTgd4gsX3pm8JetPhnafvHYzOu3r/6w33/gwjG3DwjxlTTnZXbivXsnolpOH9J+8bj0qPj4TUdPD/pi9M3fAdw9Fh4w4pt6bZv3278EwLU1h0Knri7Il8qlr8vgXh4rtDqTR89m7/eO23hEsj9IOb+gkMuTd/vXc2lax85Kq5LSnJc5t29JDgY1GdojLy3T3LlxOa3mdymPE8oQrmqa8z9ux7EekCuS95x2nv5uvTZNdX2C5Y0l3u5QktI6SEkrhHwhyPKl50Ytbb94XP0O7zyOiLv+0+F/b9x+N+RnAK9z8l5lPi+pgLK8ZItN33O/9PXOm78FqM6MJO08ZerQgKZFiGoFzYwQBEEQBEFUUyzbNvc88b/QKauvrT54bfVBLg9rI88u70wcYGxTj5OJmrvJQGw4PHoLV9J0pPuLR5lXVx3suGwyKzK4uupg3VZNBp0uTHvbdKR7Qb40buORjMspqgMVABE+GxiRgbKeJsN71rYyj1m8I/VMjL1XF43q5d5L77d/iePY/gAchnbfaz7k/smoD5J9uQGPdRfnP1t/dPdoeCOPjmHT14qtzIdHb6ltZcGpYdLYJnbpnuS9Z1pM9gJw8fOtJg42wyJ+4fYNOQzt/qfLFGl2LgBZXn56RFy7RWNcZo3g2jU0rxO/6WhWwj01E7Q6BIBCVuC+54t3xg8A0Hx0P+mzFwlbjmVev2XZtrkQX+XcSVOa7Di2f8Gr10k7TmZcTrbq1CJi9i9mjnbDozZxJjQZ2etoxxnKhAu6upfHCq3O5NGzQc82Zo52koNFMyMPg6+8TM/qsvJjgUpmJ91337HAedpg7s+zQ78up9U8LuVxQhnCtaTmPI/brl/7Fw8ykvecth/UhVv8olOL5Ywlnu5QEp4OUtIKIYopZAW9ts1vOeNdzkxD8zqXv9l93/9iY283jQqoUrJFCyd7m26tJQeDum/w4SZfMq/fyoq70+1nH621EURlQqf2EgRBEARBVF8ae7uNe/DnwKPLnSZ5mjZp8DDon+hF2w40Hp28+zQAWb40PSq+ybAeyokSAL13L/ow2Zdb5D/27sFhUZtUKxRbmQOQPn+hWvgyI/tJdKJaPa19RuBNrhONMCzbfHRf7nMtk9oik9r12jZXvgc2c7QDIHvx8klMUu69dKdJXtxInqPdgg8Ylr1/IgpAdtL955KH74wfoEynYmhWx3nKIO4za1iLNax187cAyYEgWb4UgOPY/sMiN2mcFtHqEIZlubEoR4MeLgBePMgQ6CtVkwHYdG8N4OWTrCcxSS9SnzhP9VaaIBIbtvp0WNncy2PF039u8juTX08ATpM8s+LuPL0q4S7d9A0wEBs6jvcQqCTDsk5v5l/0YnVpqvI44VVWTtnCVak5BHcNnWzRqfLSDOfvDiXRqYMIUcxAbOj88eAiMz8bDuD2HyGlKaAVp0merzKfp54pTPedsi+AERm8M96jzBUSREVAa0YIgiAIgiCqNazIoMnwnk2G9wSQl5Z58/fAKyt/D5262sK58eu8fAD1Ozqpyque68mwbM7dx3f+CnuWkpr7ICPjUjK3zUGNjEtJACQHg++djFK7lK9p8TyHyNhIdUsOW8ugTiMrNRmFXJFz93FJJUXG4lpmxtziguyUVAB1WzVRFbB48ycrMnDfsSD0o1XB41ZwmUEc3u2uumpGlcfhN0q2peoQNZ0ZllH5rN1XJW4v/MzZaO7USFXYxMGG+6Cre3msyLicUvKSqjP59QTgPNU7dunem/vO1nd1LJC+lhwMcpow0MCwlkAlRcZGyswaerG6NFV5nHDf/6KQmtVQ1RyCu4ZOtuhUeWmG83eHkujUQYQoZt21papiRnVNDcSGPI7ViuM4j3CfDZIDQY293RRyuWT/OYch3cSW5mWukCAqApoZIQiCIAiCqI7IZQWSA0G1rS1U1+ob21q2W/ihVecWJ/vOS/z1BLf8QSQ2LK2S2O99Y5fuERmLGw3sVK9NMxefEc9vp136WvNxv83e723TrbVaoWnTBhqFdYUVaTx6QwEAcgWKT1KoyTtNHNhoQMfbf4U9CLiUeibm8YXrscv2Djm/XsNbcbkcvA7hQSdflQEd3KvNCj5nasPY1tLOo6PkYFC39Z9JDgQpZAUtVNYj6D0Gyl6hNieUU9UyPG7hLZYrlrR1h5II7yBCFOMSP6tShrONVKllUttxTH/JwSD3nQsfh994mZ6luiaFIKoJNDNCEARBEARRHWFYJvSjVdZdW5bMYmDt1gpAgVRWr11zAE+iE7mkABxPYpJSz8Q4Tx0keymNXbrHplvrISHrlQeXxC7bW7Its2YNARiam3Ar55XI8qVlm2VQpba1BYDspFTVQrms4PXzvIZ9XAFwK02yUx6oCuSl/av8XCB9Laojdpk1wmXWCLmsIHH7iQifDddWHRxw5Du1tvgdwqPkM8lDgb7SiFkzWwD/xt1tOrLoFPrce+lvrurmXh4r6rZyAK8zhdDiI6+gMcsfBl+56Rtg7mTfoGebMiipd6vV4HGCrXvb8tQM3R+3TraUM5a0doeSCOwgAhVLv5ig+ufr3JeyvHyxpZlA/TXyzsSBN38LuHUoOC3kqtjKorRcMARRhVCeEYIgCIIgiOoIw7KNh3RLj4pP2OqndunajwcA2PZqa2xTz8K58YOAS1x+AY74TUf/+W4fw7LZSfcBOAztrno47p2j4QDUltBbODc2cbC5cyT0VVaOsvDeyajdtT0vLtxWTkNs3duKrSxS9p0tUGk0accphVxu090FgFWnFnXsrSX7A1UFUvad5T7c9YvYZTQwZV8A9ycrMmg1cygjMlDI5SXb4ncIj5LCfaURq04tzJ3sk3f7Kx0oy8tP2HKc+6yre3mssOnWit+ZQmj2QR9DC5OkX0+khV5zmuRZNiX1brVwJ1i0sC9nuOrwuOVyXW0pfyzxdIeSCOogcrlwxaTZuaqTI9z3T9P3emvVvBjFu2cjj4517K0fnIm5cyTsnQkDy7kIhSAqAlozQhA1hoSEhKdPnzZo0MDJyank1bCwMAD16tVzcdHwwygyMlImk7Vs2dLKykoul4eHhwNwdXU1M9P8BuDixYtSqbRFixY2NjZ6NYIgagD66msymSwyMrKkjLW1dbNmzQwNy/senngb6LFpdnpUfPin62/+FtB0lHsdu/ovM57dORKaFnrNplvrljOGAOiyanrAsCWnvRa1/2qcUT2ze36RN38LaPnJUGNbS6uOTqxhrfhNR23d29Xv5PT0csrlb3c/S0mFpp0X3TfOChi2xM99Tuf/Ta3TsH7mVcnFhdvEVhZtF3xQTisYlu26ekboR6tOeSxw/XJMnUZWD8/Fxny108K5ces3p2m4rZ4RNGb5aa8v2i+ZIBIbXl/7R+a1W9wlhyHdTJvaXvpqh4GhyLL9O9LnL5J3nlLICpp/2FdjczwO4VFSJ19ppMfmOf4DFhzv7uMyexTDMvFbjuc+yFBe1dW9pVlRx85KqzO1wrCs00TPuI1HGJZ1mjSwzErq3WqBTjC2tSxnzUIet4GhCEDijlN5j7OcJg4U3mL5Y4mnO5SEv4OoWtFoQEchitUyqX1u5LduP800d2qUFnot5qsdDXq1dRjSTYjmJf2mLHeaOPDK/34H8M6EAQKrIojKhGZGCKLGcOjQoeXLl/fo0YOb11AlKSmpd+/eACwsLLKystSu5uXl9ejRA8CNGze40RonfO7cOQ8PzYnBhwwZkpmZuW/fvokTJ+rfEoKo3uirr+Xn53PCGnFwcJg4ceJXX30lFov1bQHx38HE3vq9azsvfb0r5beA9Kh4rrCWSe02c9/rtHwK9961ydAe/Q8vvTh/s7/nIgCMyKDN/A/c1swAYGxr6XH429Bpa4738OEutf50eOeVHx/rOvPJxQS1oU6ToT0GHl8ROfuXgGFLuBLrri17716kMY+jrrSY7GVgWCt60bYzgxeDOyBmnIfb2pnKnQjNR/eTywqi5m851X8+AEtXx64/To+av5kTHhz40/nxKy98so4TNrI06/azT/PR/TS2xeMQHnTylUYaeXQcHLQudtneiNkbRWLDFlO867ZyUOqsq3t5rNDqTCE4feQVt/GInUfHOnZFSXPLEAP6tVq4E8pZs5DHbe/dtX4Hpzt/hd75K7T56L7CWyx/LPF0h5LwdxBVK6a+ChCiWAP3dg16uJyf9INCVgCg+Zj+vbbNE+JVDjW/KdenOE32uvK/3+u6NK3v6ii8NoKoNBiFQtDMJUHoF4YpTCtFESickJCQvn37ikSiV69escVXIa5du3bBggXc56ioKDe3YgfOHzt2bMSIEVZWVk+ePAEglUqNjIzAOzNSv359mhkh3lr01ddyc3NNTU0B2NraqopJpdKcnBypVAqgW7duYWFhIhG9qHjbYRhmuuI8j4BCLn9+Oy3n7mOTRlbmTo00rkV/fvtR3qNMa7dWqgdwcPf+G3dHIVdYtm0mZBF7XlpmVuL9+u0djeqa6mqIVp7ffvTiwVNrt5aq6/lVVc28ftvQzJhL66BGgfT14/C4Oo3qKw8G1tqWRofwoKuvVHmVlaPmsbhfjkbO3jjyyg7VoaCu7uWxgt+Z5UG4khVktRo8TihPzUIed4H0NcOyqu0KbLE8saSsgac7aFS1tA6iaoVAxeSygsfhN6w6tahlUrsMypf0W869xwebjOm27rM2894rQ4WVxq9MX7XhCQ1b3hLopxhB1Bjc3d1FIpFMJgsJCenXr9iLsoCAAAAjR478+++//f391UZrFy5cAODl5VWZ2hJEzUXvfS0lJcXExES1RC6Xb9iwYf78+VFRURs2bPj8888rxBLiPwTDsuaOdqqnz5bErFlDjSMohmUt2zYX3paxrSX/xpPyUJqSHAzL8rxPNjCsZdevvb7aKk0BnXyliq/1iMbebp7HVyhLknf71zKpbdm2maqYru7lsaIMBgpEuJIVZLUaPJaWp2Yhj7vkrJPAFssTS8oadFpewdNBVK0QqBgrMhCe05e/RY7E7ScZkcE7E2krDVFNoeQ3BFFjYFnW29sbQGxsrGq5TCYLDg62srKaNWsWgMDAQLUbo6KiQDMjBCGYSuhrLMvOmzfvww8/BHDgwAF9aU4QRBXiNMnznl9E0Ojvk/eeid987GiXmZlXJV1+nP7fTjb5dlpN6MT5iT+cHbbk6g/728x9T2xpXtXqEIRmaM0IQdQk+vXr5+fnd/HiRdXCkydPymQyLy8vd3d3sVgcHR2dlZVVt25d7qpMJouOjgbg6elZBRoTRM2kcvqat7f34cOHExIStIsSBFHt6b1zoWmTBrcOBt85Gs6wjHXXlgOPr2gytEdV61WxvJ1WEzrx9MrN55KHTpM8Oy2fUtW6EESp0MwIQdQkuGyO3Hp+JefOnQPg7e3Nvej++++/z549O3r0aO5qQECAXC53dXW1tKyopdEE8d+jcvoal2qEkowQxH+GDksmdFgyoaq1qGzeTqsJ4bx/Y3dVq0AQ2qF1bgRRk+AGXbm5uUlJScpCbvA2YMAAAAMHDgTg7++vvModrqEx02p+fn5uKVS0IQRRzdFvXyuNnTt3KqsiCIIgCIIgqgqaGSGIGgY37oqJieH+TElJkUgkHTp04F5T9+/fH8VHa5GRkXgzllPj3XffNS2FzMzMSrCFIKozeuxrasjl8rCwsGHDhnG7bz777LMKUJ8gCIIgCIIQCs2MEEQNg0vuqEz9ePbsWQCDBg3i/nR0dHR0dMzMzLx8+TIAmUwWEREhEok0vscWi8UmpVBJxhBENUaPfc3U1JRRwcDAoHfv3n5+fgAWL16sdvwNQRAEQRAEUcnQzAhB1DC4N9LcERh4M2xTHYxxK/O58rCwMC5hJKspRfyJEydySoGSkhCEHvuaGiKRyMHBYcyYMefPn1+5cmVFKE8QBEEQBEEIh2ZGCKKGYWdn5+joKJFIsrKyZDKZv7+/WCx2d3dXCnDDuQsXLqBMiQ8IguDQY1/LyclRqPD69eu7d+8eOHCgT58+lWEJQRAEQRAEwQvlwyeImkfv3r0lEkloaKhYLJbJZKNGjVJ9TT1kyBCWZYODg/HmdbeQxAcEQZSE+hpBEARBEMTbAK0ZIYiah7e3N4CIiAjuNXXfvn1Vr4pEol69euXn51+/fj0wMNDOzq5Vq1ZVoyhB1HCorxEEQRAEQbwN0MwIQdQ8Bg4cyLJsXFwcdxYGN3hTEwCwZ88emUxGW2kIosxQXyMIgiAIgngboN00BFHzMDEx6dixY0hIiEwmc3R0tLe3VxPw8PD4+uuvDx8+DGDo0KFVoSNB/BegvkbUOEIm/9h8dD97ry4AFHL57T9CHgTGyqWyOo2sHMf2r+fSVE3e33NRx6WTbLq31lqz9PmLqPlb2Fqibus/E4kNVS8VSF9f/Hwrw7Jua2eyIoOErX6vsnLafzVOj3aVh/jNx7KT7vf4ZXblNMfj9uTdpx9Hxrl+Odbc0U71lqdXJfGbjhoYGXb6frLY0lytwofBVyQHAktrrrXPiPqujnq3QsmNDUeeSx7q0Xv5mc9K2ljR8FtRyRHCw83fzz0MjFXIFQ16uLwzyVOto+FNMBTkS606tnCa7GlU11RjPZIDQQ+D/1ErNHe0a9CzTYOebfSocFrY9RTfs8qQ1smTykioPv4n3nJozQhB1Ej69u2bn5/PnYVR8mqXLl0sLS3T0tJYllVb/08QhE5QXyNqENfWHH4cEddoYCcAr7JyjnaeGTRmeeYVifTZi4Stx/9qMyV+8zFOUiGXPw6/AeBx+I3Xefk59x7npj7hr9zQrI5JI6vEbX4RPhvULkX4bIzfdNS6a0tWZADAYWi32O/2pYVd17+FZeJhYGzK3jOV0xa/2x+FXE3e5Z/3KFP1lqdXJSf7zpPsD2wyoqfGKYPsxHvJu/xL+5d793GFWvQg4LK+vJeddP/P1h89vSLRS206wW9FZUZIaUifvzje3ef8hJVPohOlz15EzP7lrzZTcu4Ve7jhn2041X/+k+jEV5nPLy7Y+lebKaV128cRcSVDJWbxDr9es4NGf69HtZ+lpKqGtEBPqkVCdfA/QYDWjBBEDaV///6rV68G4OnpqVHAw+P/7J1nXFRH18DPXpaVJoL0jkgQARGCqICggqIiQdQYBSN2H31sMbHEWBN7iPGxobFLEhEjrw0RkSIoghRBQJoIuPzEpgAAIABJREFUSG8rfcFluft+uLpZt9xdlo7z//lhd2buzJk5Z3Dn3JkzUwIDA21tbZWVlXtWNARiQIHmGqK/wKh8l7z3ysSLWygYBgDPt52reZHreme/oYcDALQ1tTxw+zF23XHtyVbKZoblMWnBkzcNtRyOs9pTD/5dFpVivm62yHe2NnuXlIQl5VwMMfCwJ6oFgLxrEdnng0csdzP2diFS5HXULDbMebrm2LxXl7uzx+IyepvXiOW8R+G6CfJh5y9fnZRzf+pmNqvd7aGvlpMlSc3T7x/SdxvfTWL3DFUJ2bWZhb0thQB60kKE8WzDycq4V2MPrbT60RsAGOX0Ow7rQ91/mpd+iShQFBKf6Xd71Pff2B1dAwC1mYV3HNZHLTr41eP/CauTx2bqcoujlxx5Exil6WhpvtazO3oh5kjyWEJfGH8EAtCeEQSin+Lq6kpc/+nu7i6wwPXr19lsdnx8PH8WjUYjniUJi1BTU8Nms318fLpMYgSif9KZuaagoEA8q6Cg0M1iIhDw8tfAQcoKwxc4AwAbx3OvPtR1teX4L6QVZK1+9AKAt3efAYD2JKtvy25qT7LCmW0sRuusuNP2x9fxVMjGcTaO8yS6BO6WVpSPWfEbo/IdANTnlT75z1FlM0OHUxu5i5mv86zNLHz91yNymfnrBwCc1d7RR8jRGG9m4G7X+dbbmW3kDYkcdh6qErLvT90MACLdIh2CpAtsHCcfXpGPk4y/yPHpjFQdakukCfH0QpiFdFQqiZ/FWe2v/3ykYWdOuEUAQE5LZezBFbUZBUUhH/5zeXXylpQMbeyhFcRXZTPDURvnlke/FN/ZpGSiN/HKNgAoDk3gyeroXBBmBpKNJMkM7agqOUhsjYjPGbRnBIFAIBAIBKJ/085syzp713TFTOIrG2e7BOyUUVXiLoPRpAGA2cAgvjIbGbn+Dx1ObUz46UJ1Yo7GeDMAIHbaj1gxM27T6dqMAgqGaTqOcrqwhRMXQ0FP3fHMpsiF+6MWHpgecjhs1k42zp566xeegAiDDTQ1HS0z/e588a2Aq6wjFvyC0aQ17MxjN5zAqFKTLm8bvsD5XUZB3HenyqJS2Tguo6Zkttrjy90+xPEcgrfBcQnbztVmFlKoUsZeLsPmOEav8HX9v31aTpYRC36pScmbn+PPKZzrHxb3/WkiN8rnUHnMS+/C65K13lJd93zL2byASJzZRqFKaTla2p9Yzx+xRcxh51CVkB0ybQtFCpsZfrTzgUIIxQ33doldd6K5uAqjSY9c5W57YDlNUZ4oUPE0PeGnC5WxGZwOWu/8VoomzamhOinn+dY/yqNfsnFcVkPZYsNc7kgxpZEpcZtOv0t7Q8EwDQeLiZe2ckxCzPGJXuGbHxgFAI9m7xqkokioQ6RUPLz+69FL38DajAI2jhPGaX9ivYrlcHG6QNILHgsRZgzPNp56/fejOcl/DDbQ5NSZ8NOFrHP3vn55QV5HjeRZcvVVJ2SzcXzo6OHciVqTrQCg9FEyse+jJDzZwN2Oe3DUxpoCQFlUqsDtSAJRMtEDgKaiD2dwJJiJhXdjE7adq8suolClRiydMXSUEXf9PCMpUCP8lsDzFJAaBvnfKPFnKwLBD/KMIBAIBAKBQPRvioLjWIxWnak2xFeMKjVsjhNPmeL78QCgM+VDmaaiKsNZDuZrPamygxryy4hEZmNLXdbbt/fiRq5yt96+sDLu1atTtx7M2Lbg9V+ceoy9Xd4Gx70JiLjntLE2s3Dynz8Ryy0edF3HJO261FRcpaCnzpPFbGxpzH+TFxBh6OHAKKcPMdWvTsoJnrxpkIriBL/vZDWUy5+kv9jnT3/5Ztqd/cQjhXdjw2bt1HCwcL2zH3D2i31/loQlvqc3EG+GmY0trfR67iZwZhsnt62R8Z7eIHHrYbN31WUXjf9tjYKBOqOUnrTn8l3HDQuLb0gryPL0S5xhJyDcIpg01T3y9y5ZtjEbW969zMsPirHdt2yopVHNi9dJuy7VpLye9fQkAJSEJT6Y8aOCgcYEv+9k1IYUhTx/sc+/4mm6e+TvHHnuOm6Q0xrq+Mf3g4YOzr/xOHHHBRaj1Xb/cgBgtTJDZ/5ottrDers3PS0/9dDfIa5bvPKvEc+KOT7G3lMAZ+dcfmC66quho4aJIxUPr07fjl13XG/6WOvt3hiNWvU8O+33G6FuP3oXBVIwjLwL5L3gthASYzCaNzHjRFDe3xEchwsbx3MuhQy1GEa4RUSasTCk5AYJ0GltEwA0lVQDALOhmc1qH6SiyF1Aw84cAGpSXpNXzk1lfCYAKI/U/9BEB+cCMQ1VrIyd/97JxvHUIwH5/zzmrp97JIVphN8SeGYouWGQ/40Sf7YiEPwgzwgCgUAgEAhE/6bkUTLwLb8/KRCWmP6/m1oTR+s4WxMpulNsdKfYAMCIZTO4SzYWlDv/vZMIGmLs7dL+vi37fHB1Uo7amBGcMk7nfqh4ml71PMt44RSBu0IAYKilEQBUxmYoLHDmz63LLnI6v5mzyeX2+P9SqFKez/3kNIYCgKHnBFm1IQnbzxeHJhD37MT/cEZeT31m+FFic4rOFJt/LJaKPTySt67lZFkZmzF6q5fF+tlEYdoQ+VenbtVmvlUfayqyIf5hB4DqxOwX+/9k1jVR5WQwmrg/xRN3XEz//R+eRFWbEeOOrCI+N5fWOJ79fuR/vgIAfbfxUoNoz7eeLfi/mGFznGJWHZVRG+L53E9WTQkAhs1xUtDXSN5zOedK6Igl0wEg7rtTUjI0zggMm+PUXEZPPRJgs3cJALBZ7U6XtxGKHr7AmVnfnOl3m572RsVyOIvRKub46DhbN5dU51x+oDdjLGF4IqXiIfVIgLKZ4YwHR4ivw+Y4tbcyM04EVSflqo81JekCsd+BpBfcrcSuO05iiorGOnkB/3pGSiNTWiprxx5cKc6zJMpVsTSSkqGVP04l9sIQiYW3nxJiA0B1Ui4ASA36ZGcWVV4GAHAmS1i17a3MtqYW4nNjYUV1QnbizosAMHL1vzepdWgmxv9wRsFAY1bsSaqcDAAYeNj/Y7GMWdcksHUSjfBYAg8iDUPY3yhlM4POzFYEAsUZQSAQCAQCgejfNJdUU+Vk+O/4JCgJS3w4a6eCgYZL4G6RVVEwbPiCfy9aIi70bamq5S7TUlXLrG8GgOrEHFYrU2A9xA7/qudZwlox+bj6bamuq3qeZTjLgVhBEZivmw0Ab65HAkBddlFDXunw+ZM5HZRWkB2xTPKQjeK3jtGkMZr06z/D8q5FED019naZ9eyUmG4RgcMev/mM9GC5CX6bWIzWR3P3iBkQAZOmYoNovP+k/z2mISVDM105k/PVbI0HAOTfjKlKyG56W2myeDqxziQYvfkbCoYV3YsDAFYrszLuFc8ITLy0dX6OP+FToGAYJ7wuAGg6WABAc0k1AEg8PiKl4se7MGBW3CnuFBm1IQDAbGgW2QXyXnAQaYomi6fVZhTUpH64VOW1f5iUDM342yniPEsCBcNGbZpXl10U+tUOetqb97WNr07ffvlbIOWj8CThXUgicTyau+fyYDfi381Ry6KX/9pKb7D73zrtSVbcTYs5F4hp+MW3Uwm3CADQFOVNP/WrchBHIwIRxzCE/Y3qzGxFIADtGUEgEAgEAoHo7zDrm6VkBbtFcv3DopceGWyk5RFznHuVIgyq3CDOW2sA4P5MwMbx8Hk/sxitw71c3gRExG067XhmE3898rpqANDKtUmepxXOAqk6MRsA8gIi3wbzLomJx+tyiwFA5dMoDEMtDEX2RRjit45RpZzOb45eeiRy4X4iOIXBV/Zf+EwVOZIkw65orOMRc1xOS4We9ibr7N3nW/7gD3/Lj83exeR302jYmXMrS1pBlionw6xvbiysAABVGxPuwlQ5GWlFOSJ4J3F/M08BThgREGASFM5nicdHpFT8UDCssbCi4GZMfW5xU0l1dWIO/tGpJLIL5L3gINIUTZe7Je+58vrqQ1Ur43ZmW15AhMkiVyL+hchnyRl7cEVLVW3OxZDikHgAGKSi6HJt58NZO6VkBwGAnKaA8WTjbACQEr7tyGLDXOK4CgBQMGzQ0MHaztac0DME4s8FYhryxDRREhLiRByNCEQcwxD2N0pia0QgCJBnBIFAIBAIBKJ/0y5k40bcD2fSf7+h6Wg57c7+QcqDu6StuE1+NS9ybQ+ssPrRqy7rbdbZu3ozxnJuY5EYo3kTibgJ3AwepimwMAhy2XRT6yY+rrpTbfJvxpSEJRaHJlQ8SUvee8U96hjJi2jyYXf84wc5LRUAsDu2tiwyJeNEkLaLdecHkFhCCwOjChguYmkNOA4AwjYciUSC8RFLKj6Sf/FP3nOZKiej6zpm6Cgji3WzG/LLE3dc6HwXeCAxBjktFZ0pNnkBEXbH1uZdi2Cz2nkOo3XUjLmZeGHL6K0L6KlvpGhUPbdxbJzd3soktk4MMdEFgLbGT+L4NhVVAoCs8GW/7rQxEtz0LKwLxLEdHo+SQA0CdFYjHTIMbjpjjQgE8owgEAgEAoFA9G9kNZRrXxXyJEav8M25GDLcy2Wy/3aRt2OISeHd2IwTQVoTRxOhFlwCdweNXhGz4jf19JE8L2bf0+vhYygEchSNtAGANkTBfK0ndzqrlUmsrIhXze/SC7hzW2s+Dbna9smZAv7RkLj1dmYbVV7GYv1si/WzcVZ71h/3Ytcdf3kkYGrQzwIrFDnsnESqDM0lcPctm/88Xnz467SL/KFqO0RNcs4n8jNaWYxW2hB5WXUlAKjLLubOxVntbQ0M4lQFcSVK1fMsIkYJQVVCdnFogulywWcluOno+BCIlIqH+rzS5D2XNezM3R8f49zPkrz3CvGBvAtEeFRxEGkMADBi6fQIr32lkSmv/cOGmOhpThgl/rMk0NPesHG2qpUxJ55xwf/FAIDWREsAkKJJy2mpcCIlE9RmFACA+rguW/OTd6E6KQcA6nJLuLMY5e8EViWxUXXUMHiQzBoRCAIUZwSBQCAQCASifyOrpsRitHJHrEg5+HfOxZCRqz1cru3sKrdIU3HV48WHB6kocgJnKJnojf9tTWt1XaQX7+0b9Jdv4GM0B3KUTPUVDDQKgqLf1zZyEt8Gx12SnRa/5SwAKJsZKhrrvAmM5I5pknPpAeezFI3KamrhBJsEgNLIFDE7Rd564d3Yi4Ncc6+GEekYVcpsjQeFKiUs7kNHh13Vytjm5yXMuqYIr31iCiyMlsra8pg0ztes8/cBwOhrJy0nSxk1pdyrD7nNI/v8fTaOa9hbAICcxlAlU/2SsETu4X116taLn6+K3JjT0fEB+LCbQKRUPNRlFwGAgYc997W1BbeeAgDObOtMF7gRaYoAYPTNJJqSQva5e+XRL00WT+vQsyQ8Xnw4fN5e7pS0324MUlHUd7f70O68SZWxGcSRFoLs8/elZGi6rrbid5Ac8i6ojRkhr6ee93c4t8pyrz4UWJVYGhFkJB01DG4ksUYEggu0ZwQxYElISMjPz+dOMTQ0HD9+PADExMSUlX3idzczM7O0tCQ+X79+nTvr66+/plL/nSksFuvmzZs8bSkoKLi7uwNAeHh4TU0NT66bm5uioiIgRIFUhiDoJkvAcfzGjRvCGlVUVJwyZQqN1jWbsT8HkJr6FLquY3IuPygNTyY2zzMq3yX/fBUAWM2tUT6HuEtqT7IaISRoIjlsHA+ft5dZ1+R6Z/8nARrXehYFxxWHJqQdvWH5wzec9Hdp+QDAfaMNCfYn1ofN2nnXaaPtgeXy2qr01Lz4LWdl1JQsN3+ocMLpjSHTtoa4bvlyt4+0gmzGif+rjHvFeVzLaXTh7afh8/aar5/NxtmvTt5ilNPF7xpJ67JqSoOHaSX+dF6KRlWx/oLZ0Jxz4T6b1T58/mT+eiQb9i93LioOTaiMzUjafXnML0Iv3En77cab61H86erjRnLe8D/6eo/d7/9VthhWHv3y+dY/NB0tiVuEx/36n+ilR+5P2Wz1o5e8rlrpo+SEny4omeqbf7zCY+yRVWGzdj6YvtX6p4WDhiq+vfvs9Z9hI1d7EKd+SDBwtxN/fIiIGFnn7zMqak18XEVKxY2ajQlGk3516paW02jVMSY1SblJuy/V5xbDx0MWEneBB5GmSMEwE59pGSeCKBhmsti1Q89yUxKW+GjunuFeLk7nfgAA87WeMSt/i17ha/n9vLam1pdHAirjXk28vI3jCRq9dX7OpZAH07dN8PtusJHWq5O3ikMTxuxb1rX30ZJ3Yfyv/4nw2vdg+jbrnYuoMrS0ozcIB6hASDTCYwncT1EwrEOGwU2HrBGB4Ad5RhADloaGhszMTF9f39bWVisrq7lz5+rrf7i/ncFgJCYm/v777wDg6Oj41VdfcX6y4zheXl7u7++fmprq4OAwd+5c7NO3DXQ6vampqaio6MCBAziOu7q6enh4KCgoELkVFRXV1dUnT54sKCgwMTFZtGiRpqamnJxcD/a7H4NU1kkeP368f/9+VVVVAKiqqvrll18mTJjQ20JJQjdZAovFampqKikpOXDgAIvFWrly5dixH65RzM/PDw8PnzVr1o4dO/bu3dtzXe3PIDX1KfTd7ShUqfLoNMIzUhaRQgSnfP1nGE9JjEaVzDMSv+WPqudZpivd+SNiTPLf/o/50udb/9CZasO5A7U4NEHZYpiSqb44lRt6OLje2f9sw8mwWTuJFPVxIyde2spxwei62k67d/DJqqMhUzcDgIqVsc2exYQbAgAsNs6pyy3OPhdcHJoAAMO+nmj/v3WRC3m3sUjW+szw36K+Pfhk9e9E1iAVRbv/rRsu6CpiiYfdJWDXP2ZLXuzz13a2FnZkoCxK8C4YnNlGeEakFWQtNsx5vPQIm9VOwbDhXs4OJzcQZUYsmS5Fk36+9WzozO1A3NKycMr4o2s4pzwMPRxcAvfEf386ZNpWAKBQpUZ9/8143/8IE5gDBcPEHx89t3GqX5oU3IwuuBk9fMFkkVJxI6elMiVwd/QK3zsO6wgJzf/raXtw5e1xa6riMw3c7STuAg8iTREATJZOzzgRpDPFhuecjjjPcsBZ7W1NLZwIQaYrZjIq3iX/fDXnYggAyKgpTbq6ndtrIK+jNuPBkSifQw9mbCM6aL3j2y93LupoB8kh78LwBc44qz3ue7/7Lt8DgIqV8bjDq+K+Py2sKmEa4bEEngc7ZBjcdMgaEQh+KGy26GA2CESXQ6F8CODU3RY4Y8aM0NDQoKCgOXPm8GTJy8szGIyIiAhnZ96/mDdu3AgLC7tw4YKwaul0uqqqKpVKbWlp4X7bSTBhwoTY2Nhbt255enoKfBxBAlKZZISEhMycOTM6OtrJyQkAYmJiJk6ceP/+fTc3yS+27F26yRKYTKasrCyNRmtubuZZk2/cuPHEiRN79uxBq27xQWrqKigUyiq2gB0B4vNkzbHiB8+9C6+LLtr9MMrpf+t+Y39iPU/AAnEerM0qUrU2FhYvlp72hionM8RYJ/vC/ZiVv7k9+k13ig2R1c5sq3z2auioYTIqQyQWW1jr7cy2iqcZ8rqqnDAQfYoHM7dXxLxc2hhCDIL6WFPO1arcNOSXNZfUqI8fyX0mhacAo4yuPt6soyewxB+fdmYbBcO46xcpFQc2jr/LKGDjbBVLI2HHZCTuAg8iTbE7nsVZ7ZXPXtGU5DkeRn5qMwsZFbVaTpZddUpOICRdYOM4PS2fpihHxCURiTCN8FsC/4NiGgYPnZyt5yiTeZYnPbZsQfQuaM8IYoBDbLpmMBj8WYMHD2YwGK2trfxZgYGBAQEBJNVGREQAgKOjI/8am8VixcXFYRjGvxhAiANSmQQwGAwfHx93d3fCLQIATk5O06dPX7ZsWWFhoYyM6AiIfZBusoTQ0FAcx52dnTG+X9VTp049ceKEr6/vAFtydytITX2H0VvmE5sm9KaP7W1ZIOuPe3I6qqYrZ3b0QTktFfLjDyQrRimatDgxGiVrXYomreNs3ZnKewbyQVA00iZfzYosQNKumOPDv8oVv1EKhpEYQEdrI0ekKXbHsxhVSsvJkryMspmhspC7crsQki5QMEzVylj8qoRpRKS/owesEYHgBkVgRfQDHj9+PFgQhoaGIp+Vl5cHgOrqap70+Pj4yspKAOD/1f7XX3/Nnz+f/Bx7WFgYAHBWoTxZOI5bWFigQBWSgVQmAVevXqXT6V5eXtyJCxcurKys5InpAACGhoYCJ9Tjx4+7XLA+OHmjo6MBwMFBwAWZTCYThCzyEcL4TNTUk7NGYhSNtC2++5pzW0cv0tbUkn48aNzhVR1904tAIBAIRG+B9owg+gHEsXM9PT0TExPu9MGDRe9RJAJG5Obm8qT7+vq6u7sHBwfz/LxubW29c+fOP//8Q15tbGwsAAgM4vDs2TMQsgJHiANSmQRERkYCgJGREXeitrY2AISGhi5ZsoQ73draurGxkTslNze3uLiYxWJ1uWD9a/ISq3ELC9FXaSA4fCZq6slZ0xnG/Lzklu3qwrux/KFAepLUw9d0nL809nbp1lYU9NX13MbLqEp4cGaAoW47QpyrYREIBAIhDOQZQfQbvvrqq9OnBQd5IoF4Nd3S0sKdeOXKlcWLFxPv0ktKPrmY/fDhw7t27SKvk06nZ2dnU6lUgYcvnj59CgAuLt37i3AAg1QmAcnJyQDACXJJMGbMGACIj4/nKXzr1i2elLVr1/r5+XWfeH1n8jKZzMTERBqNxr/kbm1tJc53HDhwoKOifs58Jmrq+VkjGdIKst9kXe1tKcB2//IeaEXX1bYL7yvt79jsXdLbIiAQCET/Bp2mQQxwdHV1AaC5uZmTwmAwQkNDPTw8iFed3LdOlpaWVlZW8iwv+eFErOA/AM9isWJjY/t1xIpeB6lMAoqLiwGAJ54I8bW8vLx3ZOo03WEJJNErVq9eXV1dffbsWQ8Pjy7rw2cAUhMCgUAgEIgBANozghjgED/NuQ+6Hzx4cPfu3fDxVSf3Tu89e/bs27dPZJ3h4eEAkJycTJxW4IbJZLJYLEtLy/4bsaLXQSrrKDiOE1v6+ZeR8DEoQ3+kOyyBOIihoqJCmAQA4DheUFDg5+enrKyckpJiZdWp8I2fIUhNCAQCgUAgBgDIM4IY4PC8tHz79m19fb2ZmRl8fNXJ2QQeHx9vZGSkpaUlss4nT54AQFBQ0JQpU3iytm3b9uuvvwqLWJGRkSHO2Xgxiw1U+pfKcBwPDQ0FACcnJwUFBZ7cmJiYurq6cePGaWhoiBRSYvpapIOuojssgYheUV9fzzkcoaysbGpqGhISoqOjw1MYTVhx6F01dVJHPTNDEQgEAoFA9H2QZwQxwCF+tXMOuv/888++vr7cWZxXnUeOHAkMDBRZIXnECuIHPU/Eitzc3MzMzIiIiLNnz7a1tQmrWcxiA55+pLK0tLTz58+7uLiUlpauWLFi+/bt69evJ7KamppcXV23bt1qY2OzevXqefPmeXt7ixRVMjh3fOA4zr9tROBGkn5Bl1sCEb0Cw7CgoCCSi1HQhO0QvaKmzuuoJ2coAoFAIBCIvk9//cWMQIgJEYSS2M4dExNjYmKiovLhenbiDX9WVhYA+Pv7e3l5kd8iSUAesSIuLo4/YgWDwaDRaFOnTiV/ty9msQFPP1LZ4cOHjx8/7unpuXbt2lOnTm3YsIEI5goAO3bssLGx8fT01NPTO3Xq1NKlS7s13gexBOU5OEOsSIms/kiXWwIRvcLW1pa8MJqwHaJX1NR5HfXwDEUgEAgEAtHHQZ4RxACHWBayWCwcx48ePbp161ZOFhFXgk6nMxiMe/fuffPNN+JUSJx7F3iXZFhYGI7jFhYWPBErrKys3NzcqFQRW7TELDbg6S8qa2hoCAgIWLt2LfHV09MTAK5cuQIAOI5fuHCBsw9FR0fH1NT02rVr4kgrGePGjQOA7Oxs7sTU1FQAsLa27r52u5UutwQieoWdnR15MTRhO0SvqKmTOur5GYpAIBAIBKKPgzwjiAEOlUoldgocP3586dKl3LsGiPsRGAzGr7/+KvIWSQ7E4Qt7e3v+LGK/gLCIFQgx6S8qU1BQWL169YwZM7gTpaWlASA7O5vBYHB7WwwNDRMTEyVoRUwI90dubi53Yk1NDQCYm5t3X7vdSjdZwuTJk7tB2M+X/qimnp+hCAQCgUAg+jjIM4IY+BB3l4aFhRFv9TkQO71ZLFZ1dbXIWyQJ6HR6ZmYmlUrlD+QJH5fZPBEr+jhhYWGrVq3i2UbOnyiwWPfRL1SGYdiZM2c4V4dGRkYCwKJFi+BjNMqRI0dyCsvKyjY2NkrQipjMnTsXAKKiorgTHz16BAALFy7svna7my60BE70iv57PbOYs1VYYvfR79TU8zMUgUAgEAhEH+dz3waM+BzQ19fPzs7mBAXkgGEYlUql0Wh79+4VsyriogQ7Ozv+7dm1tbXEq87+te6aN29eQ0MDAJw7d44kUWCx7qPfqQzH8S1btnz//ffEzhQiqMHgwYN5ynSyFRLs7e0dHByuXbt28OBBZWVlAGhqarp27dr06dMFHiPqL3ShJdy4cYM4OcV/hVB/QczZKiyx++h3aur5GSoxr07frkl5Pd539SDlf6VlVL5L3HERAMb8vEReR40nXdPeYsSyGeUxabn+D83XzVa1MuapM+fSg4pnGVY/eg8x5r2PqWth43j+jccl4ck4kyWvq2bs7TLUYhh3gdLIlLxr4e2tTDWbESZLpnH3sT+SfjyoIa/U4eQGgbmvTt+uyy7izm2l18uoDOkp6ToMiXgiNctPyLStNnsWa9iT7WGsfPYqafcl19v7pRVkAeDBjG3m62fru40neaQ6KSf36sPGwor2lvfSg+U07C1G/sedpihP5KYfD2oqrLA7tpZcNgQCgSBAe0YQAx8jI6Ply5cLvLJRTk5u165dampq/FncsFgsQ0NDZWXllStXAsCTJ0+UlZVHjRpSXtWeAAAgAElEQVRF5K5atUpdXV1dXZ34Ya2lpaWpqZmUlNTV/egWvL295eTk5syZQ54osFj30e9UtmnTJmdn56NHjxJfCS9MRUUFp0B7e3t33xHzzz//aGpqLliwIC8vLzc3d/78+UZGRv7+/t3aaHfTeUsgKlFWVl68eDEAZGRkKCsrf/HFF10va/cj5mwVlth99Ds19coMlQwW433OxZCyqBTuxLKIlJyLITkXQ4ofJHCnl0en5VwMwdtYAFCfW5xzMaSpsAL4KHucmnMxhFFG71bJ39c23rJdE+G1j56Sx6xvzjxz5+aoZa9O3+YUeLr2+H2X76ueZ72nN8RvPnNz1LKm4qpuFam7KQlLyr0SKiy3NDyZk1uXXfSP+dKalLyeEq1jkIsnUrPcsHG84mk6AFQ8TW9jtDa+rSDRcnVyblViDuEWaXxbURyagFGlhBXGWe2Plxy+Zbs68+xdnMmSHixXm/n2+dazN0wXVyV8CLlVEpaU+2eY+B1HIBCfOWjPCGLgM3/+/JkzZwrM2r9/PyeCJglUKrWwsFBY7rlz53rmxWx3cObMmTNnzohMFFis++hfKjt27JiRkdHGjRs5KYaGhgBQWFhobPzhbW1rayvPC+ouR0tLKysrKzg4+K+//sIwbM2aNe7u7t3aYg/QeUuAj0cnBgBizlZhid1Hv1NTr8xQydCebAUAFU/Sh835NxzS27uxQ0z0mPVNpeHJpiv+HfmSsEQA0HMb1/Ny8vN827maF7mud/YbejgAQFtTywO3H2PXHdeebKVsZlgUEp/pd3vU99/YHV0DALWZhXcc1kctOvjV4//1tuDdxehtXiOWuxGfqxKyazMLe1UcMsjFI9csT+HymLTgyZuGWg7HWe2pB/8ui0oxXzdb2LaayrhXOs4fQoZXPc+mYJi285fCxIjyOfQmIMJk8TSHUxsJZwoAFN5+GuG1L9R9+/wc//6+BQmBQPQ8ffENCQLRtfj4+HBukeRh/fr1ffM94WdOP1LZ9evXVVRUOG6RH374AQDMzMzk5OSIAKgE6enpAt+ody0Yhnl4eOzdu3f37t0DwC0C/coSPmf6nZp6a4ZKgNqYEdIKslWJ/147xcbxovvx2s7W2pOsCu/EsrkOAVU9z1I01lHQU+8NST+BjeO5Vx/qutoSi2cAkFaQtfrRCwDe3n0GAK9O3pKSoY09tILIVTYzHLVxbnn0yy70F7Qz2yTI6mh5tpBDWDirnSdFY7yZgbuIi7EE1kYurTABxKdDoyFSszxoT7L6tuym9iQrnNnGYrTOijttf3ydsMprknOVzQ2Jz1XPs4aY6ArbM1L2OPVNQITe9LGTrvzIcYsAgKHnBJs9i1ur6zJO3iLpBXmXJbYcfqWL/ywCgegLoD0jCERvcvv27V27dgUHBxsYGPS2LAix4FZZZGTk7du3PT09r1+/DgDFxcW2trYAgGGYl5dXSEjIggULAODt27fFxcXe3t69LDqic6DZ2vcRU0f9a4bqzxyfHxTDxnEKhgFA5bNXbU0tetNs21uZbwKjymPStCdZAQCzobk2o2Dkag+JG7o/5YeW6vqvX14gvjIbmgOMvJXNDD1ijhMpdbnFd+zX2e5bbrbGI3b9CVbLe4H1TLywhY2zXQJ2yqgqcadjNGkAYDYwAKAkPNnA3U6KJs3JVRtrCgBlUan8+w46JNjrvx699A2szSggRkzTcZT9ifUqlsMBoKW67vmWs3kBkTizjUKV0nK0tD+xniRABklVEQt+wWjSGnbmsRtOYFSpSZe3DV/wIV5V4d3YuO9ONxaUS8nQTFfMHHtoJbF0j/I5VB7z0rvwevQK3/zAKAB4NHvXIBVF78LrAmsjaZ1fAMNZDiXhyTNCjqiPNeXIn3486MU+/1nPTimZ6InfO37xuJ8SqVl+mI2MXP+HDqc2Jvx0oToxR2O8GU+BsNm7yp+kAcB7ekPG8aDMs3cBoK2xBQCuqs6a7L+dP9RI1tm7APDlLh/+5szXzZZRHaLpJCDkM/mQkpgHueW8yyiI++5UWVQqG8dl1JTMVnt8uduH49PpqNUhEIheBHlGEIhu59mzZ35+fikpKQDg5ORkZGR06tQpIr5gTU1NUVFRdHS0j48PSTFEDyOOyubMmTNr1qympqbAwEDOgxEREcSHAwcOjBs3Ljg42M7Obt26dX5+fkZGRr3SF0RHEaZ97tlKUqyXpf886LyO+tEM1Zli8yYwquzxS+KgQUlYEgXD9NzGMeubAaA0PJnwjJSGJwOA3jRbiRvSsLd4sc+/LreYWEgXhzx/T2+ojM1gNjQTIS2L7z9/T2/QnTYGAHKvhLY1tQisZ+KFLRhVivv4D0Hx/XiiO8yGZjarfZCKIneuhp05ANSkvO6MYK9O345dd1xv+ljr7d4YjVr1PDvt9xuhbj96FwVSMCxs9q667KLxv61RMFBnlNKT9ly+67hhYfEN7k0HHMirYja2NOa/yQuIMPRwYJTTh5jqE0+xWpmP5u6x3r5Q9csvKmIz0n4LfJeeTxwRamtkvKc3AICx9xTA2TmXH5iu+mroqGEAwF8beev8jwxf4PwmMOr1n2HcnpHsC/cHG2gKdIuQ1M8vHjfkmuVvCACaiqoMZzmYr/Wkyg5qyC/jL6A1yUpOW7Uxv6w4NMH426lEBzP9buu62ioa68jrCohSVPwwUUqGJjCeq7SCLPcRM3G6TLRIYh4kWdVJOcGTNw1SUZzg952shnL5k/QX+/zpL99Mu7OfaLdDVodAIHoX5BlBILode3t74soSflasWLFs2bJr166RF0P0MOKoTEFBgeSaTw0Njfz8/NDQ0IiIiGPHjnHCGSD6PsK0zz1bSYoheoDO66gfzVBtZ2sAqIrPJDwjxaEJmo6jpGjSsmpKKlbGRffjbfcvB4CyqFTCY8L9bNjsXeI3pO9u92Kff1lEygcHRGiCorFOQ15paXgysRh+e+/ZUMvhikbaALC0MaRDvSgJS0z/302tiaN1nK1LI1MAQGoQjbsAVV4GAHAmqzOCpR4JUDYznPHgCPHgsDlO7a3MjBNB1Um5Qy0MK2MzRm/1slg/m8ilDZF/depWbeZbbm8CB5KqiPJ12UVO5zfzLMLZrHbHs9+P/M9XAGDoOYE2RD5p16WikHjuXQ86ztbNJdU5lx/ozRir+9GbwFPbQ48d5K3zP6JhZ54XEGF/fB2xzqenvanNKLD7n+CjKyS9EygeCdyaFVhAd4oNUc+IZTMEFhi1cS4ApB+7WfHsleOZTQDQkF+W6Xfbese3WoK2fgAAs65JzVaA1kggVyiL0SrMPMgtJ3bdcQpVyvO5n5zGUAAw9JwgqzYkYfv54tAEveljSaoVaHUIBKJ3QZ4RBKKXCQ8PHzNmTG9LgegAYqoMwzA3N7cekAfRY6DZ2vcRX0f9ZYYqGmkPHqZVk5wLAO9rG6sTs8ceWklk6bravvw1gLhdtfLZK8Jjwv2sjsuXCoaaPBWWR79syCvlb0h9rKmshnJpeLLZGg8AKAlLGrFsRvqxmyWPkofNcWpntpVHv7TaLsmZo5KwxIezdioYaLgE7gbS0BgCIzWIL5h3YQDPThYZtSEAwGxoxmjSGE369Z9hKqOHG85xpMrQjL1djL1dhElCUhXxlYJhJkum8zwlJUMzXfmvr8R8rWfSrkv5Nx6TXz3LX5vI1vkfMVk87cnq34tDE4i2cq+GUahSX3w7RbLeiQmPZjtDxbMMjm+lOimXgmGaE8hC/8h8uudIJORdJjEPnNUuLKuluq7qeZbJ4mmEW4TAfN3shO3n31yP1Js+tqNWh0AgehfkGUEgepOmpqaEhARXV9feFgQhLkhlny1I9X2fgaoj7UlWeQERAFDyMBG4ji3oTLV5+WtA6aNkwzmO9NS8MfuW8Txovm62oecEnsQon0MCPSMAYODh8PrPMDaO1+eWMMrp2s5f1mUVVcSkAUBRcBwbxw0+xt3MuxYhLN6kic8n45/rHxa99MhgIy2PmOPEAlJOcyj/U2ycDQBSNMG/S8UUjIJhjYUVBTdj6nOLm0qqqxNz8I9hLzGqlNP5zdFLj0Qu3E/BMA0HC4Ov7L/wmcq9puWGpCoCqtwg/vig6uNGUrhCDg9SHiwlQ2ulNwhsgqQ2ka3zP2K8cMrTdcfzrkXou41n43je348M3O1kVIZI1jtx4NesZLBamWxWe3Vi9rC5EwnnRVlUipKpPovxHgCkZGj840yVk6l49qpDrZB3mcQ8SLKqE7MBIC8g8m1wHE9zhNI7anUIBKJ3QZ4RBKI3aWlp2bx5c29LgegASGWfLUj1fZ+BqiPd6WNzLj+ozSwsvP1URk1JbcwIIl3H2ZpClSoOTZCSG8TGcW0hxxnEx9DTIft8cHlM2rv0AgpVSnvS6Pqc4oL/i2mprisKjpfTUuEcAXjyn6PC4oxwe0bifjiT/vsNTUfLaXf2c25RHWKiCwBtjZ8E7GwqqgQAWSErRjEFS/7FP3nPZaqcjK7rmKGjjCzWzW7IL0/ccYEjmO5Um/ybMSVhicWhCRVP0pL3XnGPOibwXAN5VcKgyg7iSaFIdDeTBK1LK8gae7nkBUQ4XdhS8TS9pbKWe/dK5+vnQaBmJeOh+/bSiBcAkP77jfTfb3DSLw92AwDXW/v4vXtaTpbFoQmMyncCXQxRPoe0J1nxHN4R2WUS8xCWRTxoNG8iESWHm8HDNEVWK9lwIRCI7gN5RhCI3kRNTUBoMURfBqnsswWpvu8zUHWkN90WAKqTcstj0vSmj+WkUzBM3208/eUbGTUlmpIC/60fHW9oLEaTLg1Prssq0nW1pWCY9mQrACiLePE2OG74/Mmckt+WB4msLXqFb87FkOFeLpP9t3O/9peiSctpqfAE46zNKAAA9XGCl4viCFafV5q857KGnbn742OcU0XJe69wKmlntlHlZSzWz7ZYPxtntWf9cS923fGXRwKmBv3M05zIqoRRGZ/J/bWtqYXFaO3ouQ+JW//Cx/X1n2FvrkeWP06VUVPiNpUuqZ+DMM1Kxpj9y9XHm6Uc+Mv1zn6itodf7Rj1/TxCxao2JvyPGHpOKA5NyLn4wPqnhTxZFU/TX/8Z9r62kdszIk6XScxDWJbtgeUAQBuiYL7Wk7sqViuTKkMTWW3nhg2BQHQ9kniyEQgEAoFAIBA9A01RXvVLk9f+DxnldP1PY6zqTR/7LqOgOjG7M7fScKBg2LDZE4ofJBSHJhBX3iiZ6stqKCf/fLW1us5glgOnpLSCrLB/RIGUg3/nXAwZudrD5dpO/sWz0bxJlbEZdbnFnJTs8/elZGi6roJ7IY5gddlFAGDgYc8dbKXg1lMAwJlthXdjLw5yzb0aRqRjVCmzNR4UqpTAoCfkVZEMILOuids5knnmLgAM+3qi4NJC4q1I3LruFBt5PfWS0ISCoJgvFrkK264ibv1CxCPXrARojDejysnIqCkZejjou41X0Ndg4/iwuU76buP13cYL3BVisnS6vJ56yoG/ymPSuNNbquuil/sCgPWOb7nTRXaZxDxIspRM9RUMNAqCot/X/huO/W1w3CXZafFbzpJX28lBQyAQ3QHaM4JAIBAIBALRp9F2tk77LZCCYbqfekC0XazZrPby6JeT//ypSxrSd7eLWnQQAIg39gCg62r7+s8wqpyMsMtH+GFUvkv++SoAsJpbo3wOfSLwJKsRy2aM3jo/51LIg+nbJvh9N9hI69XJW8WhCWP2LSO5ylSkYGo2JhhN+tWpW1pOo1XHmNQk5SbtvlSfWwwAbJxt4G43eJhW4k/npWhUFesvmA3NORfus1nt3BthOJBXRdJxaQXZR3N2j/9tzRAT3fLolwk/ndd0tDRwt+MpRoRTyTp/n1FRyxOWpTOtA4CJj2vKgb8A4ItFU4WVEVk/iXgiNUsunjBqknO1HD9cQ/MuLZ9ClSI/bCJFk3a5tvPBjG3BkzcZzZto6DkBo1HfpeVnnr3bUllrs2cxz/4pkV0mMQ9yy7E/sT5s1s67ThttDyyX11alp+bFbzkro6Zkufkb8molGygEAtGtIM8IAoFAIBAIRJ9Gx+XLtN8C1WxH8MR0UDLRGzxMq7GgXMflyy5pSH/meAqGURVkOdFM9N3Gvf4zzGCWg/ghM8oiUohX8a//DOPJwmjUEctmyOuozXhwJMrn0IMZ2wCAQpWy3vHtlzsXdUYwOS2VKYG7o1f43nFYR9Rp/l9P24Mrb49bUxWfaeBuNzP8t6hvDz5Z/Tvx+CAVRbv/rRu+wJm/LZFVCRNS02m0poNF1OJDbFY7AAz3cnE8u4m/mJ7bONUvTQpuRhfcjB6+gHeRLHHrAGCyZHrKgb+ULYapWgm9iFpk/Tzice+zEKlZEtlIqIx7ZfbfWR+aeJyqZmMi0tg0J4yanfxH/A9n8v+JfhMYRSQqmerbC9KpyC5TMIzEPEiyDD0cXO/sf7bhZNisnUSu+riREy9tJba6kFeLQCD6GhQ2W4T7GYHoDigUCvFBHAsMDw+fOnXqf//739OnT4vfREJCQn5+PneKoaHh+PHjASAmJqas7JMTzmZmZpaWH95XXL9+nTvr66+/plL/9SGyWKybN2/ytKWgoODu7k6IWlNTw5Pr5uamqNixY8afJ0hlvcXatWv9/PwePXo0ZYrgKx4lpk9NXhzHb9y4AUJQVFScMmUKjUYTX87PnM9cTV0+aygUyip2VJdU1Y+ozSxkVNRqOVl2ybkMAGDj+LuMAjbOVrE0Eri6bme2VTzNkNdVVTLR62RVwsBZ7RVP09XGjCDZAkNIQsEwYR2XrPXGtxUBhl52v68dtelr8pLiDBSJeF1LSXjy0FHDCG8CPe0NBcOGWgwT81k2jte8eP2+rmmouaGclgp5SZFDSmIe5JbDKKfXZhWpWhsLjEcrvtUh+gLnKJN5licdWrYg+i9ozwhiwNLQ0JCZmenr69va2mplZTV37lx9fX0ii8FgJCYm/v777wDg6Oj41VdfcX6y4zheXl7u7++fmprq4OAwd+5c7NP/Pul0elNTU1FR0YEDB3Acd3V19fDwUFBQIHIrKiqqq6tPnjxZUFBgYmKyaNEiTU1NOTm5Hux3PwaprJM8fvx4//79qqqqAFBVVfXLL79MmMAb0r9f0E2WwGKxmpqaSkpKDhw4wGKxVq5cOXbshwiF+fn54eHhs2bN2rFjx969e3uuq/0ZpCZE51E2M1Q2M+zCCikYpmI5nKSAFE1azGNBIqsSBkaVIoKhkMO9F6OrWs/6I5hClfrCR+hRGvHrJxeva9H9eBE1AHS01xQM42wjEllSZOUk5kFuOXJaKiR+GfGtDoFA9CJozwiid+iBPSMEM2bMCA0NDQoKmjNnDk+WvLw8g8GIiIhwdubd1njjxo2wsLALF4TeYEen01VVValUaktLC/fbToIJEybExsbeunXL09NT4OMIEpDKJCMkJGTmzJnR0dFOTk4AEBMTM3HixPv377u5uYl8tq/tGSHoJktgMpmysrI0Gq25uZlnTb5x48YTJ07s2bMHrbrF57NVE9ozguhTRPkcYtY3v70ba7l5/njf1b0tDgLRj0F7Rj5b0N00iAEOsemawWDwZw0ePBgAWltb+bMCAwP9/PxIqo2IiAAAR0dH/jU2i8WKi4vDMIx/MYAQB6QyCWAwGD4+Pu7u7oRbBACcnJymT5++bNkygcPVL+gmSwgNDcVx3NnZGePbTT116lQA8PX1lVjmzxCkJgSiL1CT8rokLNFk8bQx+5b1tiwIBALRL0GnaRADHHl5eQCorq7mSY+Pj6+srARBv9r/+uuv+fPnk59jDwsLAwDOKpQnC8dxS0vLzypQRReCVCYBV69epdPpXl5e3IkLFy4MDQ29fv36kiVLekmuTtFNlhAdHQ0ADg4O/FlMJhOELPIRwkBqQiD6AvPSL/W2CAgEAtG/QXtGEAMcImBEbm4uT7qvry8RgJPn53Vra+udO3e++eYb8mpjY2MBQGAQh2fPnoGQFThCHJDKJCAyMhIAjIyMuBO1tbUBIDQ0tHdk6jQ9bwnEatzCwqITUn92IDUhEAgEAoEYACDPCGKAY2hoCAAtLS3ciVeuXFm8eDGx07ukpIQ76/Dhw7t27SKvk06nZ2dnU6lUgYcvnj59CgAuLi6dE/zzBalMApKTkwGAE+SSYMyYMQAQHx/fOzJ1mu6wBCaTmZiYSKPR+Jfcra2tAQEBAHDgwIFOy/4ZgdSEQCAQCARiAIA8I4gBjq6uLgA0NzdzUhgMRmhoqIeHB/Gqk/vWydLS0srKSp7lJT+ciBX8B+BZLFZsbGy/jljR6yCVSUBxcTEAyMjIcCcSX8vLy3tHpk7THZZAEr1i9erV1dXVZ8+e9fDw6LI+fAYgNSEQCAQCgRgAoDgjiAEO8dOc+6D7wYMHd+/eDR9fdXLv9N6zZ8++fftE1hkeHg4AycnJxGkFbphMJovF6tcRK3odpLKOguM4i8UCAP5lJHwMytAf6Q5LIA5iqKioECYBADiOFxQU+Pn5KSsrp6SkWFmJvmsTwQ1SEwKBQCAQiAEA8owgBjg8Ly3fvn1bX19vZmYGH191cjaBx8fHGxkZaWlpiazzyZMnABAUFMR/WeO2bdt+/fVX/ogVOI4T4R6cnJwUFBTI68/IyPicj9D3L5WRF4uJiamrqxs3bpyGhoZIISWGcIsMPLrDEojoFfX19bdu3SJSlJWVTU1NQ0JCdHR0OMXQhBWf3lJTl+ioZ2YoAoFAIBCIvg86TYMY4BC/2jkH3X/++ee9e/dyZ3FedR45cmTz5s0iKySPWEH8oOeJWJGWlrZx40Ymk1lQUGBiYnLy5EmBNefm5t6+fXv9+vXW1tbidW5g0o9URlKsqanJ3t7+3bt31tbWq1evvnbtmkg5JYZzxweO4/y5AjeS9Au63BKI6BUYhgUFBZ3+yP79+7/99ltutwiasB2iV9TUeR315AxFIBAIBALR90F7RhADHCIIJbGdOyYmxsTEREVFhcgiXjNmZWUBgL+/v5eXF/ktkgTkESvi4uL4I1YcPnz4r7/+IspraWnNnTvX2tqaP7Igg8Gg0WhTp049deqURH0dIPQjlZEU27Fjh42NjaenJwCcOnXKyMho8uTJ4rwtlww5OTkGg8FkMrlDjRArUmJ12h/pcksgoleMGzeOvDCasB2iV9TUeR318AxFIBAIBALRx+mv7xIRCDEhloUsFgvH8aNHj27dupWTRcSVoNPpDAbj3r17Im+RJCDOvQu8SzIsLAzHcQsLC+6IFQ0NDQEBAWvXriW+Ej/Er1y5wv+4lZWVm5sblfq5+yv7i8pIiuE4fuHCBc4+FB0dHVNT0259KT1u3DgAyM7O5k5MTU0FgP67o6HLLYGIXmFnZ0dSBk3YjtLzauq8jnp+hiIQCAQCgejjIM8IYoBDpVKJ94rHjx9funQp964B4n4EBoPx66+/irxFkgNx+MLe3p4/i7j8lSdihYKCwurVq2fMmMGdKC0t3bFufE70F5WRFMvOzmYwGNzeFkNDw8TERDEFlgDC/ZGbm8udWFNTAwDm5ubd12630k2WMHnyZJIyaMJ2lJ5XU+d11PMzVGJenb4dvcL3fW0jdyKj8l30Ct/oFb7NpdX86TmXHgBAeUxa9ArfmtQ8/jpzLj2IXuFbn1fKn5V+PCh2/YnOi/36r0ePlxyO8jmU9cc9VqvgINDNpdURC37BWe3CKnl1+naXCNPzPF5yuDg0AcQbz5BpWyufvZKglcwzd1MO/i2yQmHqrknNi17h+3Tt8VZ6vQStd5L040Fxm053dysibQyBQCC4QZ4RxMCHOF8QFhZGvFrkQOz0ZrFY1dXVIm+RJKDT6ZmZmVQqlT+QJ3xcZvNErMAw7MyZM5wLJiMjIwFg0aJFkvSkGwgLC1u1ahXPxa78iQKLdR/9QmUkxYholCNHjuQUlpWVbWxshG5j7ty5ABAVFcWd+OjRIwBYuHBh97Xb3XShJXCiV5Bfz9yXJ6yYs1VYYvfRw2rqvI56foZKDIvxPudiSFlUCndiWURKzsWQnIshxQ8SuNPLo9NyLobgbSwAqM8tzrkY0lRYwV9n2ePUnIshjDI6f1ZJWFLuldDOCMxsaL5jvy5q0cGq51nM+ubYDSdvjlrW+JZXDBajNXz+L28Co9iCoiMRlIYnd1KYXuGlb2BFbIau6xggHU82jlc8TQeAiqfpbYzWxrcVTcVVHWrIwMMu+eer5TFp5BUKVHdNal7w5E15f4cbzp4gozKk473sLCVhSbl/hnVrE+LYGAKBQHDzuW8DRnwO6OvrZ2dn+/r68qRjGEalUmk0GideoEiIixLs7Oz4t2fX1tYSrzpJftDjOL5ly5bvv/9e4P6FXmHevHkNDQ0AcO7cOZJEgcW6j36nMp5ixGUxgwcP5ikjpswSYG9v7+DgcO3atYMHDyorKwNAU1PTtWvXpk+fLvAYUX+hCy3hxo0bxMkpkfeYcOhrE1bM2SossfvoRTVJpqOen6ESoz3ZCgAqnqQPm/Pv1ra3d2OHmOgx65tKw5NNV8zkpJeEJQKAntu4npeTw7MNJyvjXo09tNLqR28AYJTT7zisD3X/aV76JU6Z5tLqR3P3VD3PIq9q9DavEcvdulfcroZR+S5575WJF7dQRIW+Lo9JC568aajlcJzVnnrw77KoFPN1sx1ObhC/LXkdNYsNc56uOTbv1eUOVVidlHN/6mY2q93toa+Wk1guyz4Is6GZnvpG2dxAoGdHTBtDIBAIbtCeEcTAx8jIaPny5QKvbJSTk9u1a5eamhp5DSwWy9DQUFlZeeXKlQDw5MkTZWXlUaNGEbmrVq1SV1dXV1cnflhraWlpamomJSXx17Np0yZnZ+ejR492tktdh7e3t5yc3Jw5c8gTBRbrPvqdyniKEV6Yiop/X5O2t7d39x0x//zzj6am5oIFC/Ly8nJzc+fPn29kZOTv79+tjXY3nbcEohJlZeXFi9zD6yIAACAASURBVBcDQEZGhrKy8hdffCFO631twoo5W4Uldh+9qCbJdNQrM1Qy1MaMkFaQrUr8N4QQG8eL7sdrO1trT7IqvBPL/T686nmWorGOgp56lzTNxvGOvmzHWe2v/3ykYWdOuEUAQE5LZezBFbUZBUUh8URK+rGbN8yW1uUUD7UcTl6bxngzA3cB4WbamW0dEklgOhvHRR6ykGAEXv4aOEhZYfgCAd52ntq0J1l9W3ZTe5IVzmxjMVpnxZ22P76uQ20BgPk6z9rMwtd/PRK/wqqE7PtTNwMAiVuEZGQEDojIgRLzPEuHNFuVkH1v4saKJ+n8WeLbGAKBQHCD9owgBj7z58+fOXOmwKz9+/dzwviRQKVSCwsLheWeO3dOnBezx44dMzIy2rhxo8iSPcmZM2fOnDkjMlFgse6jf6mMv5ihoSEAFBYWGhsbEymtra08L6i7HC0traysrODgYOLOjjVr1ri7u3driz1A5y0BPh6d6Ch9cMKKOVuFJXYfvaUmiXXUKzNUYvRnjs8PimHjOLENofLZq7amFr1ptu2tzDeBUeUxadqTrACA2dBcm1EwcrVH51ssjUyJ23T6XdobCoZpOFhMvLR1iPGH+5Jj159gtbwX+NTEC1uqE7LZOD509CfLUa3JVgBQ+ihZ3208ACTtvqTramt/Yl3Snivv0t6QiBHlc6g85qV34XXia0t13fMtZ/MCInFmG4UqpeVoaX9i/VCLYQKfrU7Keb71j/Lol2wcl9VQttgw1/qnD+cKK56mJ/x0oTI2g43jMmpKZqs9rHd+K0X7EKcmYsEvADBixcy4TadrMwooGKbpOMrpwpYhxjrPNp56/fejOcl/DDbQ5DSU8NOFrHP3vn55QV5HrZ3ZlnX2LvcuHvLxZDYycv0fOpzamPDTherEHI3xZven/NBSXf/1ywvEg8yG5gAjb2UzQ4+Y40RKXW7xHft1tvuWm63xAIDBBpqajpaZfne++HaqwAp5JKlKyA6ZtoUihc0MP6pqZcyT+y6jIO67U2VRqZyR+XK3D0aVIoYFo0lr2JnHbjiBUaUmXd5WePupsIESp0JuOqRZcRDfxhAIBIIb5BlB9AOampoAoK6uTrLHfXx8hGWtX79eQpk6yPXr11VUVDiS/PDDD33nRXQfpB+pTGAxMzMzOTk5IgAqQXp6+ooVK7pbZgzDPDw8OPEXxIeYXMRE61r66eRFE7ZD9IqaOqOjLpmh3TdreNCZYvMmMKrs8UsdZ2sAKAlLomCYnts4Zn0zAJSGJxOekdLwZADQm2bbyeZYrczQmT+arfaw3u5NT8tPPfR3iOsWr/wPF/fkXglta2oR+ODEC1uk5AbxpzNrmwCgqeRDsNjZiWeVTPXFkaStkfGe3sD5GjZ7V1120fjf1igYqDNK6Ul7Lt913LCw+Ia0gizPg1UJ2XcdN8hpDXX84/tBQwfn33icuOMCi9Fqu395SVjigxk/KhhoTPD7TkZtSFHI8xf7/CueprtH/v5B2saWuqy3b+/FjVzlbr19YWXcq1enbj2YsW3B67+M5k3MOBGU93cEx8nCxvGcSyFDLYbJ66gBQFFwHIvRqjPVRszxbCqqMpzlYL7Wkyo7qCG/DAA07C1e7POvyy1WMtEDgOKQ5+/pDZWxGcyGZpqiPAAU33/+nt6gO20Mp35d1zFJuy41FVcp6KnzV8gzLCHTtmDSVPfI3/n9DtVJOcGTNw1SUZzg952shnL5k/QX+/zpL99Mu7OfGJbG/Dd5ARGGHg6McvoQU32SgRKnQm7E16yYiG9jCAQCwQ3yjCD6AcSBcyUlpd4WREIiIyNv377t6el5/fp1ACguLra1/fDj9fbt27t27QoODjYwMOhVGRGfIKbKhBXDMMzLyyskJGTBggUA8Pbt2+LiYm9v797rkAiIySV+AA7x6Y+TV5ha0WztO3RSR10yQ7tv1vCg7WwNAFXxmYRnpDg0QdNxlBRNWlZNScXKuOh+vO3+5QBQFpVKeEy4nw2bLe6VQBzYrHany9uIPQjDFzgz65sz/W7T096oWA4HgKWNISTPqlgaScnQyh+ncna4AACxuYD98TyFZEtWFqO1MjZj9FYvi/WziRTaEPlXp27VZr5VH2vKUzjuu1NSMjTP535yGkMBYNgcp+YyeuqRAJu9S2JWHZVRG+L53E9WTYnIUtDXSN5zOedK6Igl04nHGwvKnf/eaeztAgDG3i7t79uyzwdXJ+VoThilaKyTF/CvZ6Q0MqWlsnbswZXE15JHyQCgM+UTzwjJeOpOsdGdYgMAI5Z9uGhJ393uxT7/soiUD56R0ARFY52GvNLS8GQi0Mzbe8+GWg5XNNLm1D/U0ggAKmMzFBY481fIoTox+8X+P5l1TVQ5GYwm4Md/7LrjFKoUZ9AMPSfIqg1J2H6+ODRBb/pYAKjLLnI6v5l7R4ywgVIbM0KcCiXQLADkXAklbKk2q4gY89aaD3frcGRDbhEEAiEZyDOCQHQvTU1Ns2bNampqCgwM5CRGREQQH2pqaoqKiqKjo318fJ49e+bn55eSkgIATk5ORkZGp06d6oGf3QgexFTZnDlzSIodOHBg3LhxwcHBdnZ269at8/PzMzIy6sleICSDRPvcsxUA0ITtLbpER/1ohioaaQ8eplWTnAsA72sbqxOzxx76sBTXdbV9+WtAK71eRmVI5bNXhMeE+1kdly8VDDV5KiyPftkg6MpeAgqGEWtdAk0Hi0y/280l1SpihGygYNioTfNSD/0d+tWOsYdWKOip512LePlbIIXvAEVHwWjSGE369Z9hKqOHG85xpMrQjL1duOXkwGplVsa9+mKRK7EgJ5h4aSsFo9S8eN30tnL0Vi/CLUIwevM3L36+WnQvjuMZoWDY8AX/XhqtYW+efT64paoWAEwWT0vadakmNY84ivLaP0xKhmb87YeLz5pLqqlyMlQZGs+YiD+e6mNNZTWUS8OTicMyJWFJI5bNSD92s+RR8rA5Tu3MtvLol1bbP3HhKZsZAkDV8yyBwU04xG8+I6+nPvbgyqf/PfZo7p45yX9wm0pLdV3V8yyTxdO4B8183eyE7effXI8kHBkUDDP5OEQiB0qcCgnE1yzBs/UnuHctZfrd5nzmP8eEQCAQHQJ5RhCI7kVBQYHkMsgVK1YsW7bs2rVrAGBvb99HrsD4zBFTZeTFNDQ08vPzQ0NDIyIijh07xglngOjjkKiVe7YCmrC9R5foqH/NUO1JVnkBEQBQ8jARuHYl6Ey1eflrQOmjZMM5jvTUvDH7lvE8aL5utqEn7+1UUT6HSDwjVLlB3PeqUDAKd27etQhh0TRNfFwBYOzBFS1VtTkXQ4pD4gFgkIqiy7WdD2ftlJIVcNBGfDCqlNP5zdFLj0Qu3E9E6zD4yv4Ln6ncC28C4uZaVRsT7kQi+EV1Ui5/FlVORlpRrjazkCuFZwT+/Wy63C15z5XXVx+qWhm3M9vyAiJMFrlyXAzM+mYp2U/cIoJqowApBh4Or/8MY+N4fW4Jo5yu7fxlXVZRRUwaABQFx7Fx3MDDgbu8vK4aALRyHTsSiKKxjkfMcTktFXram6yzd59v+YM7Pmt1YjYA5AVEvg2O43mQUzNVbhBPiBCSgRKnQgLxNUvgQ79DfCiLTHkwY5tL4B5DTweBJREIBKKjIM8IAtHLhIeHjxkzRnQ5RJ9BTJVhGObm1s+unESQg2Zr30d8HfWjGao7fWzO5Qe1mYWFt5/KqCkRpxUAQMfZmkKVKg5NkJIbxMZx4txNt/LkP0eFxRkhPCMAMPHCltFbF9BT30jRqHpu49g4u72Vyb1NQzJMfFx1p9rk34wpCUssDk2oeJKWvPeKe9Qx3jMXOA4APBs3uMGoAi4hYuNscWSQ01LRmWKTFxBhd2xt3rUINqud+9xKeytTzL6QYOjpkH0+uDwm7V16AYUqpT1pdH1OccH/xbRU1xUFx8tpqQg8YyISxz9+kNNSAQC7Y2vLIlMyTgRpu1gbfupkMZo3UcPOnOfBwcN49xyJj5gViqtZAADg+KGIjUhSNCrPPikEAoGQGOQZQSB6k6ampoSEBFdX194WBCEuSGWfLUj1fZ+BqiO96bYAUJ2UWx6Txn0SgYJh+m7j6S/fyKgp0ZQU+O8i6XK+LQ8iL0BPe8PG2apWxkSkDAAo+L8YANCaKPiCWPFpZ7ZR5WUs1s+2WD8bZ7Vn/XEvdt3xl0cCpgb9zF2MuBmn6nnWyP98xUmsSsguDk1QNjMAgLrsYu7yOKu9rYFBRLEVhxFLp0d47SuNTHntHzbERE9zwihOlqyGcu2rQkn79wG96WMxmnRpeHJdVpGuqy0Fw7QnWwFAWcSLt8Fxw+dP5in/nl4PAFR5GfJqOds9qDI0l8Ddt2z+83jx4a/TLhJ3PBOBS2hDFMzXenI/xWplkviYSOhQhWJqFoFAILobAY5zBALRY7S0tGzevLm3pUB0AKSyzxak+r7PQNURTVFe9UuT1/4PGeV0/U9jrOpNH/suo6A6Mbvzt9KIg7SCrLB/RIHHiw+Hz9vL/UjabzcGqSjqu9t1pt3Cu7EXB7nmXg0jvmJUKbM1HhSqFBvHeUrKaQxVMtUvCUtkce3geHXq1oufr2rYmcmoKeVefdjObONkZZ+/z8ZxDXsLMSUx+mYSTUkh+9y98uiXJouncWfJqimxGK3clUsABcOGzZ5Q/CChODSB8NcomerLaign/3y1tbrOYBbvyRH6yzcAoOkgrvwAoGplbPPzEmZdU4TXPiJFyVRfwUCjICj6fe2/59TeBsddkp0Wv+WsBL0Qv0LxNcuDjOoQPbfxsurKEoiHQCAQAkGeEQSiN1FTU5OREfGqB9GnQCr7bEGq7/sMYB1pO/8/e3ceEFXV/w/8wziOgLggIKIISESEuGuyKCmCIRIiZgIqWpqZa2nar80l02/mYz254G6574+IiIS4oShrKiIgEqKgiIgg4ojTePn9cW2aZr2zsM779Zfce+bczzmfc2vumXvP7XPv9B9GPJ7tv2dAOg/rUyt+WXL+mo5TD/rSfWZwVf6981NXVWQXPkzNPTVmcenlG+7/+UTHRx7sAz3adLNJ+2pLzqbjD1NzixMyzoR/Xyt+KX8PBRG9tXLas3uPTvovLI5PK0u/mb7o11u74l2mBbbuYjXwx4+f5BWd8P38bmxyeeafmasPXvp0XXsXu+5/vxhFLSMezzninT8PnCUi50n/ujvJdnh/+vv1ybqwC/R49EeeWFjD3i1CRLbDB1Tm3uWbGneRe2DqcWYBEUkesOKo7zcTrb3cSpOy0hf9ym7xXDP7eWlFtPfcwuiksvSbuVtPnJ24wtiqfc/P39euFRwr1Ciz0ix7O4048X/WnrJP6wAAaA1P0wAAAAA0al2G9c38zwGrAW+0Mm8jvb29c9c23Wye3i7pMqxvQ8UmzWXqSOGDxxlLd9zcFktExlbth+z4UrIEidaMeLyRCf85O2HFhek/sVtaWbT1+O8shS9kcQjyGnZgcfK89bHvLCQiI36LHvPed1/1MRG9Mdm/haBlysKNcSO/ZKt1Gu/rvvoTjZ4Zcf7AP2vNkS6+/Vp3sZLebhfoYcRvUXI+0y7AXeuWEpHdSHcjHo9vZiKZ77ALGHhrV7z9KC/pVU5ZRXGp5m7dtHhP7bB93x5ynfzHsp2dffp0HtLbIchr+LHvL81ZGz/qG7ZAx4Fvvr19obKVUNXiWKFGmQUAqFNGtbWcFp0C0C8jo1fLs3MZgQkJCX5+fjNmzFi/fn0dxwVgiGbOnBkZGXnq1ClfX1/91oyTF5orvZ81RkZG02rP6qWqBseIX5ZeuiFo35rLu3418lL014OLWa1tLSXrmKhQVXBfeL+8o7srT+61wVUF958VP+ro/qZ+1++88MnPRSdTwgv367FOFYQl5Xts3/dcM1tmOQ8d66zIuWvZx0lmDq6uK9QoswB1arPRUJnLE40uW6Dpwj0jAAAAAKA3PH4LG29dl1xVqIWgpfwTJcq0dezMLgWq0S5d9FowLndzTFFcqvRCuXUnZ9Nx0y6WLh+N1GOdpjYW7Fts6rlCjTILAFAXsM4IAAAAAICu2jp2dvv0vYwlv9XDsf6qfn79lyMDf5iG19YCAOgFZkYAAJqJc+fO+fr6hoaGhoaG+vj4XLx4saEjAgAwLP2XThY9eVYYnVTXB7r6w94uPn2dwofV9YEAAAwEnqYBAGgOYmNjR44cef78eW9vbyJKTEwcPHjwiRMnAgICGjo0AABD0dLM5P2cHfVwoAHfT6mHowAAGA6swAoNQ6OljEpKSk6dOuXs7OzurtN67wDNlVAotLOz8/DwOH78uGTjiBEjrly5UlhYqPY9psnJyXl5eX5+fjY2NvoNDCcvNFd6P2ua0wqsAABNF1ZgNVi4ZwSagBs3bkyaNGnGjBm4uAJQaMeOHeXl5WFhYdIbx48fHxcXt3///smTJ6v++K5du9i3bOh9ZgQnLzRXdXHWbDYaqq+qAAAAQCOYGQEAaPLOnDlDRI6OjtIbO3fuTERxcXFqZ0YAoMHhp0gAAIAGhBVYAbRUVlYWGxvb0FHUiWbcNIlm1saMjAwi6tnzX6/J7N+/PxElJyc3TEyNUjPLOzXHFslo9g0EAACAxgAzIwBaGjJkyMiRIxctWtTQgehfM26aRDNrY1FRERHJrCfC/llSUtIwMTVKzSzv1BxbJKPZNxAAAAAaA8yMAGiJx+MREZ/fDB9Ja8ZNk2hObWQYRiwW09+NkiESieo9osarOeWd1fxaJKPZNxAAAAAaA3zVANBSYmLilStXfHx8GjoQ/WvGTZNoTm1kp0WAi+aUd1bza5GMZt9AAAAAaAxwzwiAlszNzZvrl/Vm3DSJ5tRGgUDA/oNhGPm9Cm8kMVjNKe+s5tciGc2+gQAAANAY4J4RAIAmz9TUVCgUikQi6aVGampq2F0NFxcAcGVkZNTQIQAAABFeFmaoMDMCANDkDRw48OzZs7m5ub1795ZsvHr1KhH16dOn4eICAA3UTsN3cQCABma0GfPUBgp3WQMANHns9EdeXp70xkePHhFR9+7dGyYmAAAAAIAmAjMjAFqKj4+fNm1as3wlajNumkQza+OYMWOI6OzZs9IbT506RUTjx49vmJgapWaWd2qOLZLR7BsIAAAAjQGepgHQ0tixY6uqqoho8+bNDR2LnjXjpkk0szZ6enp6eXnt3bt3xYoV5ubmRFRdXb13715/f/9BgwY1dHSNSDPLOzXHFslo9g1Ua/vN7ZceXPp/vf+fUzsn6e1XH11dd2Ndqxatvuv/nYWxRT1H9cv1XwqrC3/2+Lmej8tReU15/feJWvUcVUJxwtoba5+Jn3U27bxz6E7dK2ycvQoAoC+4ZwRAS+Hh4aampiEhIQ0diP4146ZJNL82Hjp0qFOnTqGhofn5+Xl5eePGjXN0dNy5Uw/fhpuT5pf35tciGc2+gWqdu39u281t94X3pTdefXR1aMzQPfl7RjuMbpCL1fji+F15u+r/uGrlVuZ2P9T9yqMrDR3Iv9R/VPee3RsZNzLhXkJrfmvnds461tY4exUAQL9wzwiAljZs2LBhw4aGjqJONOOmSTS/NtrY2OTk5MTExOzevZvH433yySeBgYENHVSj0/zy3vxaJKPZN1AL6WXpfif8xLXi3wN+97bxbuhwGpfUh6nZFdkNHYWs+o8qoyxDxIjWD1o/1WWq7rU1zl4FANAvzIxAE/D48WMiKi0tbehAABo1Ho8XFBQUFBSk6QfZk4s90fQLJy80V3V31qiW+jD1ndh3iOj3gN89rT3lC4gZMZ+n9NsdU8vwjGTvF2ZqGSKS386lQmmilyJBCwGXkmoLK4yTeyQKK2RqGe4fV30s1cHrEqcMrfuBIYaILI0tNQ1PoySqiUHz4PV4dAAATeFpGmgCOnToQETW1tYNHQhA88SeXOyJpl84eaG5qruzRgV2WqSFUYuzgWdlpkWyHmf5nvBtsaVFy60tO+7suCh9kZgRS/aGng6NOBuxIXtDq62tTLaZ7P9zf+jp0NDToQnFCT0O9WA/NeT4kPwn+RwrlFb2vGzyucmttrZqta1Vyy0tfWJ8sh5nKWvC7lu7ex3u1WJLi1bbWrXY0mLI8SGZ5Zkq4tQokqnnp85MmklEo0+NdtjrwG68+OCid7R3y60tJR8XvRQpCy+9LN0nxoc9VqddnVZcWcExeLY/owuj7fbYtdzastXWVrOTZleJqpRFFXo69I0Db0hXvjNvp+UOy8SSRN37YXT86IlnJxLRxLMTJXWq/riKpsnHr/fgNRpCAAB1BPeMAAAAADR27LRIS17LM4Fn3Dq4Se9KL0sfGjPUopVF5KBIaxPrCyUXlv2x7Fr5tWPvHGMLPBU9LXhasC9/X5BDUImwxKWdy1PR05zKnON3jk97c9qXfb68XHp53Y11I06OuBV6i0uF0kbHj86tzP2P+3/szezvCe8tTl88OHpw0fgis5ZmMiXX31g/K2mWf1f/L/t8KeAJUh6m/JT5U0BcwN3wu+zNBfJxahRJuFM4Q8yvN3+d5jKtR4ceRBRfHD/i5Ah7M/vIQZFWxlaxd2OX/bHs4oOLZwLPKOzhwdGDbUxtNg3e1KFVh4MFB79O+1ooFn4/4Hu1wT8VPb32+NqRgiPLBizr2aHnH4/++Db92yuPrlwcdVE+Kral5TXl0kcXMaLyF+XsrI2O/fDxmx93Nu0cmR0Z8XpEH8s+r7V9TfXHVTdNPn69B899CAEA1B3MjAAAAAA0amllad//8X2lqNKUbyrgyT5uMCtpFt+InxKcYm1qTUTBDsFWJlZfpn4ZVxTn39WfLZNbmbvFe4v0qhO3n97e47Mn3CmciMKdwl+8fLEld0t6WXp/q/5cKmQJxcKk0qSFvRbOdpvNbmknaLfuxrrsiuy3Or4lE+fKqytdzV1PjjjJ/hnSLaTmZc2arDXpZemSwjJxuke5c4yEiHy6+BQ/K/715q8juo7wtfUlommJ06yMrVKCU6xMrNgj2pnZLc5Y/NvN3ya/MVnm459e/tS4hbHkWCHdQu4/u7/y6sol/ZbweXy1wd97dm/j4I0fv/kxEQXYBbRq0WphysL/3f5fSLcQmai40KUf/Lv617ysicyO9LP1C3YIJqIxp8ao+Ljqpsn3qn6D12gIAQDUHTxNAwAAANCofZ78eZuWbSIHRQrFwjGnxkg/D1L2vCzlYcooh1HsZSdrVvdZRMQ+yMDiGfEmO0+WrpNnxAt9LVTyJ/t4zsPnDzlWyBLwBAKeYNetXXvz99aIa4go3Cn80qhLCq9pC8MLL4+6LL3FytiKiNinTuTj1CgSeakPU+9U35nkPImdFmF93utznhHv+N3jMoVrxDWXSy/LHGv729tvjrvJrouhNnjjFsYfuXwk2fuJ6ydEdLjgsNo4FdJjP6j9OJe81F3wGg0hAIC6g3tGAAAAABo1p7ZOiUGJNqY2meWZG3M2LkhZ8IvnL+yutLI0ItqXvy/mTozMp6QfeTDlm8qsfGnKN5VeIFPyb44Vsvg8/hbvLR+c/2D8mfE8I56Xtde79u9GvB4hfRksfYjCp4WHbx/Oe5JXXF2cVpYmYmSX/JCOU6NI5BU+LSSifpb9ZOpv27Kt/JtWLj64KF/YqZ0T9+A9rD2k+9OspZkp3/SJ6InaOBXSYz+o/TiXvNRd8BoNIQCAuoOZEQAAAIBGbdPgTTamNkT0s8fPZ+6fWZO1ZljnYUEO/7yIaqzjWA9rD5lPdWvTTesjcq8wwjnCz9bvcMHh+OL4uKK4Cw8uLMlYcjbwrPxv/t9lfLc4Y7Ep33S47fAeHXrMcptVUFXwddrX+opEIYVvQmFfx/OvLcQQkTHfWFk9aoM3aWHCMSTt6NgPKj6uXV40ojp47kMIAKDuYGYEAAAAoFGTXN4b840PDDvQ72i/SecmZb6X2dWsq2NbRyJqJ2g3s/tM6Y/UiGtUXOeroGmFopei1vzWs91mz3abLWbEm3I2zUqatfLayiN+R6SL5T/JX5yx2MPa41zgOcmbWZdkLNFjJDI6mnQkotzKXOmNYkZc9VfVkM5DZAr36tCLiFIeprALhbBSH6bGFcVNcZnyXPxcbfAZjzKk/xSKhUKxsJ2gnbLw/mL+kv7zRsUNZSV17AfVH9ciL3oPnuMQAgCoU1hnBAAAAKDJ6G3Ze2m/pZWiyrDTYUTk0t7F3sz+yO0jFS8qJGVi7sSYbDdZkLxAi/o1qjC6MLrVtlY78nawf/J5/E9cP+Eb8eVvymBnKILsgySX30R09PZRIlL27IbWTWNvAPG28bYyttqRt0N6WZYtuVuYWkbmncdEZG1q7dLeJb44nl3qgrXuxrqlfyzlGfG4BF/6vJR9be2rA+VsIaL3HN+TiYolaCGoFldX/1Ut2XLmnoLX5ejYD1w+zj0vkvj1Gzz3IQQAUKcwMwIAAADQlHzT9xsva6+k0qRF6YuIaI3nmtLnpd7R3tGF0ell6Vtzt048O9HK2Orznp9rVz/3CgPtA7u16fZV2lebcjalPkxNKE4IPxMurhWPe22cTMl+Vv0EPMG6G+sulV4SvRRdKr3ke8I370keKXq2RYtIWOzl/ZacLTvzdvKMeD8O/DHvSZ7vCd/Yu7GZ5ZmrM1d/eulTl/Yus7vPlv/syrdW3nt2z/+kf3xxfHpZ+qL0Rbtu7ZrmMs3G1IZj8O+dem/3rd1XH1395fovC1MWDu40OKRbiExUbElvG2+mlhmbMDb2bmzMnZh3Yt8pEZboJSOafpxL02Ti12/w3IcQAECdwtM0AAAAAE3MvmH7XA+5LvtjmU9nnyCHoGPDj825NGdU/Ch278COA7e/vV3rNSy5V8gz4iWMTJhwdsL0C9PZLRatLP7r8V/pt96wbExtDvgemHp+qtcxLyLiG/FndJ+xYsCKgVEDkx8mB9oH6hgJK6BrQF/LvodvHz58+3Doa6GT35gsaCFY9vCZzwAAIABJREFUmLJwZNxINtrxTuNXu69W+BBKkEPQgWEH5iXPeyf2HTbCeT3mrXJfxTF4s5Zmc9zmfHDuA3GtmGfEC3stbK3XWoVRCVoI5rrNzavM25y7Oa4ojoje6/befz3/O/7MeN0zosXH1TZNJn79Bs99CAEA1Cmj2traho4BDJGRkRH7Dy4jMCEhwc/Pb8aMGevXr1ddMjU1taCgQHqLg4ODu7s7ESUmJt6/f196l6ura8+ePdl/79//r/fevffee3z+P/OGYrH48GHZF++ZmZkFBgay4T169Ehmb0BAQNu2bdU2DZCyxmDmzJmRkZGnTp3y9fXVb80NfvIyDHPw4EFlB23btq2vr69AIFBWAKQhR9L0ftYYGRnVTtP1K1mJsCSnIqePZR/zVuZ6iYp7haKXoosPLtq2tnVu76yiGFPLZD3OYmqZnhY9pd/kosdI2GB4RjzptVcLqgqKnxW7d3SXfmZEmYKqgvvC++4d3WVWb1UR/MiTIxMfJD794Cl728VbHd8y5ZuqjYot3KNDDwtjC7VRsXRMsbKPc8mLTPx6D57jEAKoa0abZS+QNbpsgaYL94xAs1JVVZWdnb1q1aqamprevXuPGTPGzs6O3SUUCtPS0n766SciGjx48Lvvviv51s4wTElJyc6dO69everl5TVmzBge719fC8rLy6urq+/evbt8+XKGYYYPHx4UFGRmZsbuffDgQVlZ2dq1a2/fvu3s7Dxx4sROnTqZmsp+JQKFkDI9Onfu3Pfff29paUlEDx8+/O677wYNGtTQQXFVRyNBLBZXV1cXFxcvX75cLBZ/9NFHb7316mUHBQUFCQkJo0aN+vrrr5csWVJ/TW2ykKPGz8bUhn2FTf1XKGgh8Onio7YYz4jX06JnnUZCfz/9Ic2xrSO7FCgXygpzCV7QQiC/vKuyqFQUVkbHFCv7OMemyfyp3+A5DiEAgDqCe0agYdTRPSOsESNGxMXFHTlyJCQkRGZX69athULh6dOnfXxk/+978ODB+Pj4rVu3Kqu2vLzc0tKSz+c/f/5c+gdP1qBBg5KSko4ePRocHMwlSJCGlOkuNjZ25MiR58+f9/b2JqLExMS33377xIkTAQEBaj/bGO4ZYdXRSBCJRCYmJgKB4NmzZzKX5XPnzl2zZs3ixYtx4c0RcsRqnPeMQEOR3DPS0IEAgK5wz4jBwgqs0AR07959x44dEydO5Fieve9aKBTK72rTpg0R1dTUyO86cOBAZGSkimpPnz5NRIMHD5a/xhaLxZcvX+bxePLXA8AFUqYjoVAYERERGBjITosQkbe3t7+//4cffqiw62RMnDhxx44d3bt313tgjeTkjYuLYxjGx8dH5pKbiPz8/Iho1apVHCME5IhVd2cNNEUDOg4Ybju8oaMAAADtYWYEmoCcnJyPPvpo3759HMu3bt2aiMrKymS2Jycnl5aWkqIv7rt37x43bpzqR9nj4+OJSHLlKbOLYRg3NzeDXahCR0iZjnbs2FFeXh4WFia9cfz48aWlpTJLPCi0b9++jz76KCcnR++BNZKT9/z580Tk5eUlv0skEpGS63xQCDli1d1ZA03Rkn5LjvgdaegoAABAe5gZgSaAYRiRSCQWizmWZxeMyMvLk9m+atUqdgFOmW/YNTU1x44de//991VXm5SUREQKF264dOkSKbkCBy6QMh2dOXOGiBwd//VgfOfOnYkoLi5O7cfFYrFIJGIYpS/O1FrjP3nZC3I3NzeOEQJyxKq7swYAAADqH2ZGoBlycHAgoufPn0tv/O233yZNmsTe7F1cXCy964cffvj2229V11leXp6bm8vn8xU+fHHx4kUiGjZsmG6BGy6kTEcZGRlEJFnzktW/f38iSk5ObpiYtFIXI0EkEqWlpQkEAvmr7pqaGvZ+luXLl+scu6FAjupZbmXu1PNTd+bt1OhT5TXldRSPar9c/+Wzy5+pLpNelj47afa7ce/6nvAdHT961bVVVaKq+gmvSUgsSZx6fmr+k3xlBc7dPzf53OQRJ0e8E/vOmFNjfr7+c/Vf1fLFtB4D62+sn500m2PhX67/orZwQ43GBsfldOBOl25UO6gAgDAzAs2Sra0tET179kyyRSgUxsXFBQUFsb92Sr948t69e6WlpTKXlPIkK1bIPwMvFouTkpKazYoVDQIp01FRURERGRsbS29k/ywpKWmYmLRSFyNBxQIW06dPLysr27hxY1BQkN7a0NwhR/WsuLp4281tiSWJHMvnVuZ2P9T9yqMrdRqVMvHF8bvydinbK2bEk89NHnB0wMbsjSJG1KZlm+yK7IUpC10OuqQ+TK3POBuzvCd5225uuy+8r3Dv7KTZQ2OG7rm15y/mL74RP+1h2rzL85wPOOdV/nMbl45jIOFewm95v3EsHF8cr6Jww47GBqf6dOBO925UPagAgIW39kIzxH47l37WfcWKFYsWLaK/f+2Uvtl78eLFy5YtU1tnQkICEWVkZLBPKEhjHxbo2bOn/IoVycnJDx8+HDhwoLW1tfT2xMTEyspK+e3ysrKyGts95HWheaSMYRj20RVvb2/JG4I1qkE7DMOwj6vIX1XS32s0NBV1MRLYZzEsLCzYIUFEDMPcvn07MjLS3Nz8ypUrvXv31lfuDOGEbagckcpTTPcc1d0ZWs9SH6ZmV2Q3dBSKRZyN2PfnvknOk9Z5rTNr+SqDUYVRYafDAuMCb467ad7KvGEjbOQSihPW3VgX0i1k19BdpvxXb5o/+OfBcafHjU0Ye+29a+wWHcfAF72+mPLGFD2E27hHYxOCbgSoH7hnBJohmd8t79y58+TJE1dXV/r7107JfeDJycmOjo42NjZq67xw4QIRHTly5L6cKVOmkNyKFWVlZT4+Pvn5+WZmZnPnzo2Ojma3V1dXe3p6Pn78uE+fPtOnT9+7d6/Cw+Xl5UVFRc2ePbtPnz5a9UET0wxSlpmZOXfuXJFIdPv2bWdn57Vr10p2caxBa9xX8Wj86mIksAtYPHny5OjfEhMTW7duHRsbe+7cud69e+ueO4M6YRskR6T8FNM9R3V9htYdppZhajVY6ETMKP1vhcJ61NYveqnBxOu5++f2/bnPv6v/b0N+k0yLEFGwQ/DifovLasrWZq2V+QhTy+g9Zo0q1KiBasurjo1LKvf/uZ+IfnL/STItQkTvv/b+uNfGZT7OlL5thPsh5GN2t3YPtA9U+HHVQWo0IDXtW440HTAqystTHbNGVakuzL0q1SU1+u8DAOCeEWiG2C/ukmfdly5dKnndo8yvnStXrjxw4IDaClWvWMF+p5dZsSIsLMzd3X3ChAlE9Prrr7u6upaUlJiZmX399df9+vULDg4monXr1jk6Og4dOlT+ykEoFAoEAj8/v3Xr1mnQ8iarGaTshx9+2L17N3vXho2NzZgxY/r06cMumsCxBq1JXvnBMIz8bSMKbyRptPQ+EtgFLHg83pEjR5S9G0X33BnUCdsgOSLladI9R3V9hupX6OlQIpr6xtTPLn+WVZHFM+IN7jR4q/dWp3ZORDT1/NQDBQeIaPSp0RatLArDC4ko63HWp5c/PXv/LFPLWBlbTXedvqjvIj6Pz9Ym4Ak8rD3mJM3h8/i/Dvk1qjBKRf2s3bd2r7q2Kqsii6ll2AJrPNf0tFDzzNTGnI1E9G1fBYvOzOo+y9LY0rvTP7PVFx9c/Cr1q6TSJEnM3/T5RtBCoHXMGnXCsM7DFqQs2Je/T8SI+Eb8wTaD13iuceug9HYwFR2iOl+s6MLoL1K/yK3M5RvxP3jjgx4deig7kAnfhIhuVNywb2MvvX3lWysnOE1g77iRHwPyDQx9LVRFzBFnIxJLEtnBw4q5E7MgZUFuZS7PiBdkHzTWceycpDn7h+33tfVlC5y5d+azy59lPs7kGfG8rL22v73dqZ2TwtFY9ryMS9/6nvAte14muQumSlTluM/R1dw1MejVY2V5lXmexzyXDVj2iesnmuY39LVQFeXlqY5Zo6pUF04vS1+YsvB8yXmmlrE2sZ7jNuerPl9pelKzuA8qAJBoSt+YAThiF55k7+hOTEx0dna2sLBgd7E3YLPvWdy5c2dYWJjqF0myVK9YcfnyZZkVK/Lz80+fPs2GQURdu3YloqioKIZhtm7dKrkg79Kli4uLi8LfJ3v37h0QEMDnG8rcZVNPWVVV1b59+2bOnMn+yV5i/fbbb0TEPem6YK9IZR6cYS9Q2V1Nhd5HAruAxYABA5QV1kvuDOqErf8ckfI06Z6j+jlD9eip6Gnqw9RR8aN8bX33+OyZ4TrjfMn5ESdHsHvDncLHOo4lomku05b0W0JE6WXpHsc88p/kRw6KPDr86MTXJy77Y9mYU2MktaWVpc1JmhPkENTHso9LOxfV9RPR+hvrJ56d2Ll15z0+e474Hfm85+dJD5IC4gLU/jr9e9Hvxi2MPa095XeZtTSb6jLVub0z+2d8cfzbx98uflYcOSjyiN+RIPugZX8s8z/pr3XMmnbC6PjRMXdi/uP+n2PDj63xWpP1OGtw9GCFq5yq7RC1sUUXRo+KH2XcwniPz55fh/x6ufTyovRFyvrwI5ePeEa8cafHfZHyRWJJoqTP7dvYB9oHWplYkaIxIN9ANTH/9bT8xT+LfUYVRr37+7sCnmCPz55dQ3cVPi2ccn5K+YtyEfPq/zg14pqRcSN9uvjsG7bvi15fXHhwYXjscIWREBHHvvW09pS+Cya2KLb8RXlSaZJksd4TRSfKX5S/Y/uOFvlVXV6eipg1qkp14dSHqV7HvAqqCjYN3nTE78iQzkO+Tvv6m7RvND2pScNBBQASBvE1DgwNeykoFosZhlm9evXRo0clu9h1JcrLy4VC4fHjxw8dOsSlQvbRd4Wvk4yPj2cYRmbFCvZ9ltLX5K1atYqPj+/bt69QKJQu6eDgkJaWpmkDm5+mnjIzM7Pp06ePGDFCemPLli2JKDc3tx6SPnDgwLNnz+bm5rLPHbCuXr1KRE3r+Q69jwR2AQsPDw9lBRo8d01O/eeIlKdJ9xw1xSzffnp7j8+ecKdwIgp3Cn/x8sWW3C3pZen9rfr7dPEpflb8681fR3Qdwf6ePytpFt+InxKcYm1qTUTBDsFWJlZfpn4ZVxTn39WfiHIrc7d4b5nqMpVL/US08upKV3PXkyNOsoVDuoXUvKxZk7UmvSz9rY5vqQi7UlQ5wGoAlwZOS5xmZWyVEpzCXuqHdAuxM7NbnLH4t5u/TX5jshYxa9QJQrEwqTRpYa+Fs91evXKlnaDduhvrsiuyFTZQbYeojm1+8nx7M/ukUUnsAzJB9kFuh9wqRZUKe6anRc/j7xz/8PyHP1778cdrP/KN+G93fvsd23ciXo9gm0ZE8mNAvseCfg/insQ5SXOc2jpdDr7MRhjiENLvaD/pZS/EteJfvX+d8PoEIgp9LfSJ6ElkdmRmeaZ8JNz7NtAucNkfy07fP83Ol8UVxTm1dcqvyk+4lxDSLYSIjt853rNDT8e2jprml4jco9xVl5emOma1h5amuvCnlz81bmEs2RvSLeT+s/srr65c0m+Jpie1RoMKACRwzwg0Q3w+n73E/eWXXz744APpy132FQlCofDHH39U+yJJCfbhC09PBb90sS9/lVmxwtnZmYgY5p8f0F68ePHs2TP2yfw333xTst3ExOTp06dcG9Z8NfWU8Xi8DRs2SN6dcebMGSKaOHEi/b0cQ10nnZ3+YOd3JB49ekRE3bt31++x6lQdjYShQ4cqK9DguWty6j9HpDxNuueoKWaZZ8QLfS1U8id7F8bD5w/lS5Y9L0t5mDLKYZTkspmIZnWfRX+vWMHWNtl5Mvf6C8MLL4+6LF3eytiKiLi8edfC2EJtmdSHqXeq70xynsROi7A+7/U5z4h3/O5xLWLWtBMEPIGAJ9h1a9fe/L014hoiCncKvzTqkrJ5H7UdoiK23Mrc/Kr8Ca9PkKwb0lbQ9kOXD1X0T4BdQPH44qPDj05ynuTQxuH0vdMLUxba7bXbfnO7ik/J9Bj3JKY+TC16VjTFZYokQmO+8QzXGTKVs/M+LK9OXkRU/Oxfb+9mce/btzq+ZW1inXDv1ZLM8cXx414bZ8o3PVV8iohEL0XnS86/a/8uaZ5fLuU5xqxRVaoL14hrLpdeltm7/e3tN8fdlHkwR+1BtRhUAMDCPSPQPBkbGwuFwvj4+JMnT0pvZ2/2FovFZWVlal8kySovL8/Ozubz+b6+vvJ72ctsmRUrnJycPDw8JJepeXl5PB6PfR8KEbVp00a6sPTVeP2Lj48/fPjw0qVLpR+ql9+osJh+NZuUMQyzYMGCefPmsfMy9ZP0MWPG/PTTT2fPnn3//fclG0+dOkVE48eP1++x6poeR4JkAQuOr2dukNxxx/FsVbZRjxowR/TvNEVFRZFuOWpsWebClG/KM/pnQkr63zLSytKIaF/+vpg7MTK7ymvKJbXJXHqprp9nxCt8Wnj49uG8J3nF1cVpZWmSpyrUhn3pwSW1xQqfFhJRP8t+Mp9t27Kt5D4FjWLWtBP4PP4W7y0fnP9g/Jnx7KoZ79q/K31Thgy1HaIiNvZpEVdzV+nyru3/9ac8Po8f7BAc7BBMRCXCkt23dq+4smLK+Sku7V0UPqxEcj3GPYlsOpzbOUtvtDf71yon3AekRn0bZB+069YuppbJe5JXIizx6eyTU5mT+CCRiGLuxjC1TJB9EGmeXy7lOcasUVWqC198cJHkhr30YjQc6yFtBxUAEGZGoLmys7PLzc2VrAsowePx+Hy+QCBYsmQJx6rYe8U9PDzkH1CvqKhgf+2U/05/4MCB8ePH9+3bt3Pnzr///rudnV3r1q3ZGh48eODk9Or/di9fvmzYBTLHjh1bVVVFRJs3b1axUWEx/Wo2Kfvss898fHxWr17N/lk/Sff09PTy8tq7d++KFSvMzc2JqLq6eu/evf7+/gofKWrM9DgSDh48yDCMm5ub/It4FWqQ3HHH8WxVtlGPGjBH9O806Z6jxpblujDWcayHtezDSt3adNOutu8yvlucsdiUbzrcdniPDj1muc0qqCr4Ou1rtR/0tvGOK4orFZYqvAyOOBsxpPOQD9949cu2wgUsdXnRhkadEOEc4Wfrd7jgcHxxfFxR3IUHF5ZkLDkbeFbhbSNadwgRMcSQ3FSCssU7xYx4b/7ejiYdpR/TsDG1WdBrwQCrAUNjhm7O2axsZkSPMeuIe98GOwRvyd2SWJJ4/fF1vhF/SOchN5/c/N/t/5U9L4u5G2NjaiP9EU0HuV7GgxZVKSvMjgRjvrGygLnHr9GgAgBpOE+geXJ0dPTy8nJzU7CSvKmp6ZdffmllZSW/S5pYLHZycnry5EllZSURXbhwwdzc3NbW9vr160Q0bdq0qKioiooK9qdFGxubNm3axMTESC/hee7cucTExEePHs2fP/+7774bN26cg4MDERUWFkq+gtfU1Mj8VlnPwsPDd+7cGRISonqjwmL61TxS9vPPPzs6Os6dO1eypd6SfujQoSFDhoSGhq5fv55hmM8++8zR0XHnzp16P1Bd030ksJVUVFSwswNZWVnm5uaWlpa3bt1S8ZEGzB1HHM9WZRv1qKFyRHJp0j1HjS3L+sWuwtBO0G5m95nS22vENdyvwaTlP8lfnLHYw9rjXOA59k0xRLQkYwmXzwY7BMcVxW27ue2rPl/J7Lr44OKuW7sqXlR8+MaHHU06ElFuZa50ATEjrvqrakjnIVrErEUniF6KWvNbz3abPdtttpgRb8rZNCtp1sprK4/4HZEpqUuHEJFta1v6+0d+iRJhicLCPCPeB+c/GNhxoPwCFu4d3Ynze3A1ipntvazHWezqHqw71Xe4HEgh7n3r39VfwBMk3EvIqcwZbjucZ8Qb2nkoEZ2+fzrmTsy418ZJR8g9v3ocD8sHLOdelerjlgpLiSjlYcrHb34s2ZX6MDWuKG6KyxSN4tdoUAGAtGb1qwiAxLhx41auXKlw1/fff79w4UK1NfD5/MLCwoqKitq/VVRUsNfYRLR58+aHDx/+9ddf7K5nz549ePBAco1NRFlZWQUFBUOGDBkyZAj77f/99993dXU1NTVlV39gXb9+XeHVRb3ZsGHDs2fP/P39VW9UWEy/mkHK9u/fb2FhIblmmz9/PhHVW9JtbGxycnJmzpy5e/fu/fv3f/LJJ1euXOFygdrY6D4SiKigoKCiouLly5eSkaD6krthc8cRx7NV2UY9apAckaI06Z6jxpZlfWF/N3Zp72JvZn/k9pGKFxWSXTF3Yky2myxIXqBFteyERZB9kOSKmoiO3j5KRGqfqfnA+YOurbsuv7I8sSRRenvZ87Ip56cQ0dd9viYibxtvK2OrHXk7pK/zt+RuYWoZjjdEyNC0E6ILo1tta7Ujbwf7J5/H/8T1E74RX+EdK7p0CBH1t+rftXXXPfl7pBsrObQMnhEv0C7wcunlDdkbZHb9cO0HIhpsM1h6IzsGdIy5v1V/53bO229ul/SeUCyMzI5U2zSFkWjUtzwj3uhuo08WnYwrimMnxVzau1ibWC/NWFpWUzbKfhRbTNP86nE8aFSV6sLWptYu7V3ii+PZpUxY626sW/rHUsndHxxPao0GFQBIw8wINE8RERGSF0nKmD17dj3cKR0WFrZgwav/L65du3bKlCnOzs48Hi8sLCw2NpbdfufOnaKiovDwV+uWRUVF9ejR484d7X+KadKaesrOnDkTFRUlEAj279+/f//+VatWDRgwgIhU16BfPB4vKChoyZIlixYtCgwMrItD1IP6Hwla5A5na/2frQrTpPt/VOvzDK0f7OXulpwtO/N2EtEazzWlz0u9o72jC6PTy9K35m6deHailbHV5z0/16Lyflb9BDzBuhvrLpVeEr0UXSq95HvCN+9JHnF41EXQQrB32F6eEW9ozNDQ06H7/9z/v9v/W5KxpMfhHnlP8hb3W+xu7U5EPCPejwN/zHuS53vCN/ZubGZ55urM1Z9e+tSlvcvs7rO1iJk07IRA+8Bubbp9lfbVppxNqQ9TE4oTws+Ei2vFkpsU9NUhrB/df8x7kud/0v/MvTOXSi+NOTXmWvk1ZYXXea2zMraacXGG5zHP1Zmr9/+5f23W2iHHhyzNWOph7SG53UBmDOgY83qv9Xeq73ge89yQvWFTziaPKI/iagWrqyokE4lGfUtEgXaBfzz6QygWsneLENFw2+G5lbmmfFOfLv88EqvpINfjeNCoKtWFV7618t6ze/4n/eOL49PL0helL9p1a9c0l2k2pjaantQaDSoAkMDTNAB1IiwsjMfjJSYmpqWlpaSkHDny6jbR5cuXDxw4MCYmxsPDY9asWZGRkY6OjuyuR48e3b179/z58xEREZcuXYqMjLxy5QoReXt7Ozo6rlu3jvtz+KAFXVIWEhIyatSo6urqAwcOSCo8ffq02hqgwVVXV2uRO+mzlYhwwtY1FWnS/T+qzewMDega0Ney7+Hbhw/fPhz6WmiQQ9Cx4cfmXJozKv7Vb+wDOw7c/vZ2ZeuJqmZjanPA98DU81O9jnkREd+IP6P7jBUDVgyMGpj8MDnQXs2E7KBOgzJGZ8xPnn+o4NCBP1+l0qW9y389/yv99pbJb0wWtBAsTFk4Mm4kEfGMeOOdxq92X63dE0BEpFEn8Ix4CSMTJpydMP3CdHaLRSuL/3r8K0IJHTuEiEJfCxUz4nmX5w07MYyIelv0/mHgD/Muz1NYuKtZ12vvXfs67etdebsul756uYxZS7NPe3y6rP8yyc0FMmNAx5h9bX1Pjzy9JGPJnKQ5xnzjD9/40NXcVdI5qslEImgh4N63RDTSbiTPiGfGN2PfcExEAXYBu27tGmU/SnodDU0HuR7Hg0ZVqS4c5BB0YNiBecnz3ol9h4j4Rvx5Peatcl8l341qD6rRoAIACaPa2tqGjgEMkZGREfsPLiMwISHBz89vxowZ69evr+O49CkzMzM3N9fOzs7d3V16O8MwcXFx1dXVffv2lTzZLtm1d+/eCRMm1G+k8ErdpUxFDY3BzJkzIyMjT506pfBtPrpooievNGW5w9naeDTIGar3s8bIyKh2mt6+koleinhGPOllF0uEJTkVOX0s+5i3MtexcqaWyXqcxdQyPS16qngRieoa/nj0R+WLyu4dutuYKn2DUkFVQfGzYveO7tLPfehCo04QvRRdfHDRtrWtc3tn1SX10iGZ5ZltBW3ZVSS4lC+oKih8WmhrZuvczlnhQeXHgHYxV7yokOmutVlr51yacyXkSm/L3lyilY+Ee99qRNNBrsfxoFFVqgsXVBXcF9537+gukztNT2pNBxVIGG2WvUDW6LIFmi7cMwJQV3r27KnwvZU8Hi8gIEDhRxISEqRXvoB6VncpU1EDNHLKcoeztfHAGSpPfirBxtRGxRyERnhGvJ4WnN7KrKIGyV0AKji2ddTvRZ1GnSBoIZB+ZEMFvXQIx1kGSXmndk4K3+oqoXo6iXvMHXd2DLALOPbOMcmW7Te3m7U0495k+Ui4961GNB3kehwPGlWlurCyYa/pSa3poAIArDMC0FhUV1enpqa6uLg0dCDAFVJmsJD6JgFpAtDdJOdJ0XeiQ0+H/nbzt/U31r919K2r5Vd/eOsH7e6OAQBotHDPCEBj8fz5888/12ZJPGgoSJnBQuqbBKQJQHdb397q0MZh35/7jt4+yjPiDew48NjwY0EOQQ0dFwCAnmFmBKCxaIovWDVwSJnBQuqbBKQJQC++6fvNN32/aegoAADqFm6EAwAAAAAAAADDhZkRAAAAgMYuvSx9dtLsd+Pe9T3hOzp+9Kprq6pEVfo9RHlNudafXX9j/eyk2XoMRoXEksSp56fmP8mvn8PJSChOGPX7KN8TvhFnI+qifu6t++X6L/XW5/LqIeOTz02OK4rTV226DG/90m/XyQyYDdkbVlxZoa/KAQwKZkYAAAAAGi8xI558bvJZ3ct/AAAdmUlEQVSAowM2Zm8UMaI2LdtkV2QvTFnoctAl9WGqXg6RW5nb/VD3K4+uaF1Dwr2E3/J+00swauU9ydt2c9t94f36OZy0e8/ujYwbmXAvoTW/tXM7fb5xVoJ76+KL4+utz+XVdcZXXVuV9CBpuO1w3avSfXjrl367TmbABNkHLc1YmliSqK/6AQwH1hkBAAAAaLwizkbs+3PfJOdJ67zWmbU0YzdGFUaFnQ4LjAu8Oe6meStzHQ+R+jA1uyJblxq+6PXFlDem6BhG45dRliFiROsHrZ/qMrWhY2lgdZrxUmHpkowl297eppc34Og+vPWrTruuS+suc9zmfHLxkxtjb9TRIQCaK8yMgKHYv39/YWFhQUHB66+/vmDBAoVlxGLx4cOHZTaamZkFBgYSUUJCwqNHj2T2BgQEtG3bti4CBqQMWFxGAsMwBw8eVFZD27ZtfX19BQJBncVo6LjkiJAmrZy7f27fn/v8u/r/NuQ36e3BDsGL+y3+MvXLtVlrF/VbJL1LzIj5PFVf8Jhahog4XnOqro2pZdh63K3dtTiWRpFIjqVsL1PL6NJwtf1GRAwxRGRpbKnR0VVHzrGM6vC4BK/i0KQyCwoLaJFx7un+8dqP5q3MQ18L1bQSLsNAGWUpUNG3XDIrT2HXKaxKu0PP6j7rP5n/2X1r94TXJ2gaG4Ahw9M0YCiqq6uTkpK2bNly69YtZWXKy8urq6uzs7PHjx8fFhb266+/lpf/81TqgwcPSkpKvvrqq7CwsMWLF+fn51dXV5uamtZL+IYIKdPO1atX33zzTaFQ2NCB6A2XkSAWi6urq3NzcydOnBgWFnbmzJnqv2VmZi5ZsqR169ZLliypx6gNC5ccEdKklY05G4no277fyu+a1X3WFu8tkqvHrMdZvid8W2xp0XJry447Oy5KXyRmxJLCoadDQ0+HJhQn9DjUgy0z5PgQdm2CqeenzkyaSUSjT4122OvAsbaIsxEbsje02trKZJvJ/j/3R5yNkHxWxbEkYu7EvHnwTXbv6PjRe/P3Wu6wTChOUNgJ0YXRrwpvaTktcdpz8XPpvRcfXPSO9m65taUkVNFLEZeGc2mptNHxoyeenUhEE89OtNxhyT6woOLo8r2kRevUhhddGO24z7Hl1pYm20xmJ82u/qtauu1vHHhDuvDOvJ2SyLlkQUUBjTKuUbpFL0UbczaO6TZGuiFqR5SyRCgc3tKUpUl1z8fciel+qDubtYizEVGFUZKOVdvtMl0nf3TVh1Y9YIjIvo394E6DI7MjFXYvACiDe0bAUEydOtXU1DQmJsbf319ZGWtr66lTp5aXly9btozP5584cYLP/+ccmTBhAhEdOXLk9u3bK1euDA4Oro+4DRhSppHt27cnJydnZ2dfv369qqqKYZiGjkhvuIwEgUAwdepUkUi0bNkyY2PjjRs38nj/TP2vWLFi7ty5S5cuJSJceNcFLjkipEkrvxf9btzC2NPaU36XWUszyTMd6WXpQ2OGWrSyiBwUaW1ifaHkwrI/ll0rv3bsnWNsgaeipzmVOcfvHJ/25rQv+3x5ufTyuhvrRpwccSv0VrhTOEPMrzd/neYyrUeHHhxrK3hasC9/X5BDUImwxKWdy4G/DpS/KFd7LLZAVGHU6PjRPTv03OOzh4hWXVs15fyUmpc1IkZEcqILo0fFj+pt0XuPzx6mlll5deWhgkOSvfHF8SNOjrA3s48cFGllbBV7N3bZH8suPrh4JvAMl2DUtlTax29+3Nm0c2R2ZMTrEX0s+7zW9jXVR5fvJU1bpza8GnHNmFNjvuzzZV/LvkkPkv6T+Z/rj6+fe/ecpO0yy46KGFH5i3J2ykBtFlQXePrXU44Z1yjdRBRzN0YoFvp18ZNsUTuiVCRCfnjLUJgm1T3PZs3L2uvY8GMMMcv+WBZfHC/pWNXdLt91MkfncmhlA0ZiuO3wb9O/Laou6mrWVWEnA4A8zIyAAYmPjyeit99+W3Wx06dPE9HgwYOlr7FZYrH48uXLPB7Px8enjoIEaUgZd+3btw8ODv7pp5/GjRsXGxvb0OHoGceREBcXxzCMj4+P9PU2y8/Pb82aNatWrcIldx3hmCNCmjRUKaocYDVAbbFZSbP4RvyU4BRrU2siCnYItjKx+jL1y7iiOP+ur6arbj+9vcdnT7hTOBGFO4W/ePliS+6W9LJ0ny4+xc+Kf73564iuI3xtfTnWlluZu8V7i7LlNpQdq79VfyKakzTHqa3T5eDLpnxTIgpxCOl3tJ+ylSDmJ8+3N7NPGpXEFg6yD3I75FYpqmT3TkucZmVslRKcYmViRUQh3ULszOwWZyz+7eZvk9+YrDYYLi2V8O/qX/OyJjI70s/WL9ghmIi8jnmpPrrqXlLbOrXhiWvFGwdv/PjNj9m97QTtvk3/NvZubIBdgLIjSqjNgkZpUtHJGtVDRKeKTxGRbxdfjvWTumEgM7zlyadJdc/PT57ftXXXhJEJxnxjNlS3Q25qO1wZmaO7R7mrPrSKASPRs0NPIkoqTQo1U/BEEgAohKdpwIAkJia6urpaWFioLsZ+v/f29la4i2EYNzc3LFRRP5Ay7kJCQgICAszMzBo6kDrBcSScP3+eiLy8vOR3iUQiImpODxk1NhxzREiT5iyM1fRq2fOylIcpoxxGsZdSrFndZxGR9BMcPCOe9MIN7H0oD58/1Lq2yc6TlYWk4lipD1OLnhVNcZnCXtoRkTHfeIbrDIX15Fbm5lflT3h9gqR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Net: Calculate Bias Quad Output Perceptron (Counter, Mux, Subtraction)","description":"This challenge is to calculate the Neural Net Bias Quad Output Perceptron vector, PY,  and Pclass, given X, WH, and WP using ReLU on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  Counter, 2 bit Mux, and Subtraction 3-X_value.  With four output classes ReLU performed better than Sigmoid in back propagation in ability to solve from random and prediction deltas between classes.\r\nX wll be a 4x3 matrix creating a Quad output  PY 4x4 matrix. PY(:,N) is Expectation of class N for each case. PY values shall all be \u003c0.25 or \u003e.75 The Pclass must match the Logical Function expectation where Pclass is the column of PY with max value per row, col1=Class1,  col2=Class2, col3=Class3,  col2=Class4.\r\n[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP)\r\n \r\nThe function template includes the code to create this figure using Matlab Latex","description_html":"\u003cdiv style = \"text-align: start; line-height: 20.4333px; min-height: 0px; white-space: normal; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, monospace; font-style: normal; font-size: 14px; font-weight: 400; text-decoration: rgb(0, 0, 0); white-space: normal; \"\u003e\u003cdiv style=\"block-size: 754.5px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 377.25px; transform-origin: 407px 377.25px; vertical-align: baseline; \"\u003e\u003cdiv style=\"block-size: 84px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 42px; text-align: left; transform-origin: 384px 42px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 380px 8px; transform-origin: 380px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to calculate the Neural Net Bias Quad Output Perceptron vector, PY,  and Pclass, given X, WH, and WP using ReLU on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  Counter, 2 bit Mux, and Subtraction 3-X_value.  With four output classes ReLU performed better than Sigmoid in back propagation in ability to solve from random and prediction deltas between classes.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 63px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 31.5px; text-align: left; transform-origin: 384px 31.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 371.5px 8px; transform-origin: 371.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eX wll be a 4x3 matrix creating a Quad output  PY 4x4 matrix. PY(:,N) is Expectation of class N for each case. PY values shall all be \u0026lt;0.25 or \u0026gt;.75 The Pclass must match the Logical Function expectation where Pclass is the column of PY with max value per row, col1=Class1,  col2=Class2, col3=Class3,  col2=Class4.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 165.5px 8px; transform-origin: 165.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP)\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 529.5px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 264.75px; text-align: left; transform-origin: 384px 264.75px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cimg class=\"imageNode\" style=\"vertical-align: baseline;width: 875px;height: 524px\" 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\" data-image-state=\"image-loaded\" width=\"875\" height=\"524\"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 250px 8px; transform-origin: 250px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThe function template includes the code to create this figure using Matlab Latex\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e","function_template":"function[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP)\r\n%ReLU applied to X*WH\r\n%  X 4x3\r\n% WH 3x3\r\n% WP 3x4\r\n%The PY value is four values for each case, [Class-1,Class-2,Class-3,Class-4 ]\r\n%Pclass is 1, 2, 3 or 4 based on determination col max per row. Prediction for each input case\r\n%Softmax applied to produce the output PY\r\n\r\n  PY=zeros(4,4); % Four rows since four cases in X; four columns due to four output classes\r\n  Pclass=ones(4,1); % Values 1 to 4\r\nend\r\n\r\n%The figure was generated using Matlab and Latex\r\n%{\r\nfunction perceptron_bias_quad_ReLU_Soft\r\n%Quad output classifier\r\n%Softmax y=exp(x)./sum(exp(x),2)\r\n\r\nf=figure(1);clf;\r\nf.Position=[1935 122 1459 873]; % Dual Monitor setting\r\n\r\nplot([0;160;160;0;0],[-5;-5;100;100;-5],'k','linewidth',2);hold on\r\nxticks([]);yticks([]); %Ticks/Labels off\r\n\r\naxis equal;\r\naxis tight\r\n\r\nr = 10;\r\nphi = 0:0.01:2*pi;\r\ncxA = r*cos(phi);\r\ncyA = r*sin(phi);\r\n\r\nr5 = 5;\r\nphi = 0:0.01:2*pi;\r\ncx5 = r5*cos(phi);\r\ncy5 = r5*sin(phi);\r\n\r\nrxA=[0 2*r 2*r   0 0]';rx5=[0 2*r5 2*r5   0 0]';\r\nryA=[0   0 2*r 2*r 0]';ry5=[0   0 2*r5 2*r5 0]';\r\n\r\n\r\ntext(1,97,'Bias Quad Out Perceptron','Fontsize',20);\r\n\r\npatch(cxA+10,cyA+80,'y');text(10-2,80,'X_{1}','Fontsize',20);\r\npatch(cxA+10,cyA+20,'y');text(10-2,20,'X_{2}','Fontsize',20);\r\n\r\npatch(cxA+80,cyA+80,'y');text(80-8,93,'H_{1}','Fontsize',20);text(80-8,80,'\\Sigma','Fontsize',30);\r\npatch(cxA+80,cyA+20,'y');text(80-8,33,'H_{2}','Fontsize',20);text(80-8,20,'\\Sigma','Fontsize',30);\r\npatch(cxA+135,cyA+80,'y');text(135-6,94,'P_{1}','Fontsize',20);text(135-8,80,'\\Sigma','Fontsize',30);\r\n\r\npatch(cx5+135,cy5+55,'y');text(135-8,60,'P_{2}','Fontsize',16);text(135-4,55,'\\Sigma','Fontsize',20);\r\npatch(cx5+135,cy5+43,'y');text(135-8,48,'P_{3}','Fontsize',16);text(135-4,43,'\\Sigma','Fontsize',20);\r\n\r\npatch(cxA+135,cyA+20,'y');text(135-6,34,'P_{N}','Fontsize',20);text(135-8,20,'\\Sigma','Fontsize',30);\r\n\r\npatch(rxA+80,ryA+70,'y');text(82,80,'ReLU','Fontsize',20);text(90,93,'Y_{1}','Fontsize',20);\r\npatch(rxA+80,ryA+10,'y');text(82,20,'ReLU','Fontsize',20);text(90,33,'Y_{2}','Fontsize',20);\r\npatch(rxA+135,ryA+70,'y');text(137,80,'Softmax','Fontsize',20);text(147,94,'PY_{1}','Fontsize',20);\r\n\r\npatch(rx5+135,ry5+50,'y');text(135.5,55,'Softmax','Fontsize',12);text(147,60,'PY_{2}','Fontsize',16);\r\npatch(rx5+135,ry5+38,'y');text(135.5,43,'Softmax','Fontsize',12);text(147,48,'PY_{3}','Fontsize',16);\r\n\r\npatch(rxA+135,ryA+10,'y');text(137,20,'Softmax','Fontsize',20);text(147,34,'PY_{N}','Fontsize',20);\r\n\r\nquiver(20,20,55,0,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,80,55,0,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,20,58.5,58.5,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,80,58.5,-58.5,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(58,93,14,-10,'k','LineWidth',3.5,'MaxHeadSize',.7); text(58-8,92-1,'bH_{31}','Fontsize',20);\r\nquiver(60,5,13,10,'k','LineWidth',3.5,'MaxHeadSize',.7); text(60-6,4,'bH_{32}','Fontsize',20);\r\n\r\nquiver(100,80,27.5,0,'k','LineWidth',3.5,'MaxHeadSize',.3); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(100,20,27.5,0,'k','LineWidth',3.5,'MaxHeadSize',.3); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(100,80,31,-58.5,'k','LineWidth',3.5,'MaxHeadSize',.2); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(100,20,31,58.5,'k','LineWidth',3.5,'MaxHeadSize',.2); % line arrowhead x,y,dx,dy,  VectorLine draw\r\n\r\nquiver(133,63,0,8,'k','LineWidth',3.5,'MaxHeadSize',.9); text(135-1,63+1,'bP_{31}','Fontsize',20);\r\nquiver(133,3,0,8,'k','LineWidth',3.5,'MaxHeadSize',.9); text(135-1,3+1,'bP_{3N}','Fontsize',20);\r\n\r\ntext(30,85,'WH_{11}','Fontsize',20); %Thicker Bold\r\ntext(20,65,'WH_{12}','Fontsize',20);\r\ntext(40,24,'WH_{22}','Fontsize',20);\r\ntext(20,38,'WH_{21}','Fontsize',20);\r\n\r\ntext(107,84,'WP_{11}','Fontsize',18);\r\ntext(107,24,'WP_{2N}','Fontsize',18);\r\ntext(114,30,'WP_{1N}','Fontsize',18);\r\ntext(114,70,'WP_{21}','Fontsize',18);\r\n\r\n\r\nstr='$$ X=\\left[\\matrix{ X_{1} \u0026 X_{2} \u0026 1} \\right]  $$';\r\ntext(3,55,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ X*WH=H  $$'; %valid\r\ntext(3,50,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ H=\\left[\\matrix{ H_{1} \u0026 H_{2} \u0026 1} \\right]  $$'; \r\ntext(75,67,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ ReLU(H)=Y  $$'; \r\ntext(75,62,str,'Interpreter','latex','Fontsize',16);\r\n\r\ntext(34,77,'ReLU(H)=max(0,H)','Fontsize',18,'Color','b');\r\ntext(34,71,'Softmax(P)=e^{P}/\\Sigmae^{P}','Fontsize',18,'Color','b');\r\n\r\nstr='$$ Y=\\left[\\matrix{ Y_{1} \u0026 Y_{2} \u0026 1} \\right]  $$'; \r\ntext(75,57,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ Y*WP=P  $$'; %valid\r\ntext(75,52,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ P=\\left[\\matrix{ P_{1} \u0026 P_{2} \u0026 P_{3} \u0026 P_{N} } \\right]  $$'; \r\ntext(75,47,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ Softmax(P)=PY  $$'; \r\ntext(75,43,str,'Interpreter','latex','Fontsize',16);\r\n\r\n\r\nstr='$$ PY=\\left[\\matrix{ PY_{1} \u0026 PY_{2} \u0026 PY_{3} \u0026 PY_{N}} \\right]  $$'; \r\ntext(63,39,str,'Interpreter','latex','Fontsize',16);\r\n\r\n\r\nstr='$$ WH=\\left[\\matrix{ WH_{11} \u0026 WH_{12} \u0026 0 \\cr WH_{21} \u0026 WH_{22} \u0026 0 \\cr bH_{31} \u0026 bH_{32} \u0026 1 } \\right]  $$'; %valid\r\ntext(1,3,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ WP=\\left[\\matrix{ WP_{11} \u0026 WP_{12} \u0026 WP_{13} \u0026 WP_{1N} \\cr WP_{21} \u0026 WP_{22} \u0026 WP_{23} \u0026 WP_{2N} \\cr bP_{31} \u0026 bP_{32} \u0026 bP_{33} \u0026 bP_{3N} } \\right]  $$'; %valid\r\ntext(66,3,str,'Interpreter','latex','Fontsize',18);\r\n\r\n\r\nend %perceptron_bias_quad_ReLU_Soft\r\n\r\n%}\r\n\r\n","test_suite":"%%\r\n% All of the WH/WP arrays were created from a matlab centric back propagation algorithm.\r\n% The back propagation algorithm is for a near future fun challenge.\r\n%Counter\r\n\r\nX= [0 0 1; %[x1 x2 1] four cases\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [1.11   0 0; %wh11 wh12 0\r\n     0.00   1 0; %wh21 wh22 0\r\n    -0.11   0 1];%bh31 bh32 1\r\n\r\nWP=[ 6.02 -1.47 -1.68  6.69; %wp11 wp12 wp13 wp14\r\n     6.00 -1.33  6.92 -1.68; %wp21 wp22\r\n     1.16  7.99  3.99  4.17];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP);\r\n[PY Pclass Pclass-1]\r\n%Verify PY used softmax\r\nvalid=sum(abs(sum(PY,2)-1))\u003c1e-6;\r\nif ~isequal(ones(4,4), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([1;2;3;0],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%2 Bit Mux 00:0 01:1 10:2 11:3\r\n\r\nX= [0 0 1; %[x1 x2 1] four cases\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [0.00   1 0; %wh11 wh12 0\r\n     1.03   0 0; %wh21 wh22 0\r\n    -0.03   0 1];%bh31 bh32 1\r\n\r\nWP=[-1.67  6.60 -1.76  5.91; %wp11 wp12 wp13 wp14\r\n    -0.98 -1.38  7.20  6.33; %wp21 wp22\r\n     8.08  4.22  4.12  1.23];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP);\r\n[PY Pclass Pclass-1]\r\n%Verify PY used softmax\r\nvalid=sum(abs(sum(PY,2)-1))\u003c1e-6;\r\nif ~isequal(ones(4,4), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([0;1;2;3],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%Subtractor  3-X  00:3 01:2 10:1 11:0\r\n\r\nX= [0 0 1; %[x1 x2 1] four cases\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [0.00   1 0; %wh11 wh12 0\r\n     1.06   0 0; %wh21 wh22 0\r\n    -0.06   0 1];%bh31 bh32 1\r\n\r\nWP=[ 5.96 -1.71  6.66 -1.61; %wp11 wp12 wp13 wp14\r\n     6.02  6.90 -1.68 -1.29; %wp21 wp22\r\n     1.32  4.20  4.30  8.17];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP);\r\n[PY Pclass Pclass-1]\r\n%Verify PY used softmax\r\nvalid=sum(abs(sum(PY,2)-1))\u003c1e-6;\r\nif ~isequal(ones(4,4), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([3;2;1;0],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n","published":true,"deleted":false,"likes_count":0,"comments_count":0,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-23T19:37:45.000Z","deleted_by":null,"deleted_at":null,"solvers_count":4,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-23T18:47:21.000Z","updated_at":"2023-08-23T19:37:46.000Z","published_at":"2023-08-23T19:37:46.000Z","restored_at":null,"restored_by":null,"spam":null,"simulink":false,"admin_reviewed":false,"description_opc":"{\"parts\":[{\"partUri\":\"/matlab/document.xml\",\"contentType\":\"application/vnd.mathworks.matlab.code.document+xml\",\"content\":\"\u003c?xml version=\\\"1.0\\\" encoding=\\\"UTF-8\\\"?\u003e\u003cw:document xmlns:w=\\\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\\\"\u003e\u003cw:body\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThis challenge is to calculate the Neural Net Bias Quad Output Perceptron vector, PY,  and Pclass, given X, WH, and WP using ReLU on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  Counter, 2 bit Mux, and Subtraction 3-X_value.  With four output classes ReLU performed better than Sigmoid in back propagation in ability to solve from random and prediction deltas between classes.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eX wll be a 4x3 matrix creating a Quad output  PY 4x4 matrix. PY(:,N) is Expectation of class N for each case. PY values shall all be \u0026lt;0.25 or \u0026gt;.75 The Pclass must match the Logical Function expectation where Pclass is the column of PY with max value per row, col1=Class1,  col2=Class2, col3=Class3,  col2=Class4.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003e[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP)\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:customXml w:element=\\\"image\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"height\\\" w:val=\\\"524\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"875\\\"/\u003e\u003cw:attr w:name=\\\"verticalAlign\\\" w:val=\\\"baseline\\\"/\u003e\u003cw:attr w:name=\\\"altText\\\" w:val=\\\"\\\"/\u003e\u003cw:attr w:name=\\\"relationshipId\\\" w:val=\\\"rId1\\\"/\u003e\u003c/w:customXmlPr\u003e\u003c/w:customXml\u003e\u003cw:r\u003e\u003cw:t\u003e \u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThe function template includes the code to create this figure using Matlab 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Net: Calculate Perceptron","description":"This challenge is to calculate the Neural Net Perceptron value,P, given X, WH, and WP using ReLU on the hidden layer. This example is for two inputs, two hidden nodes, and a single output. No offset terms are applied.\r\n \r\nThe function template includes the code to create this figure using Matlab Latex","description_html":"\u003cdiv style = \"text-align: start; line-height: 20.4333px; min-height: 0px; white-space: normal; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, monospace; font-style: normal; font-size: 14px; font-weight: 400; text-decoration: rgb(0, 0, 0); white-space: normal; \"\u003e\u003cdiv style=\"block-size: 626.85px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 313.425px; transform-origin: 407px 313.425px; vertical-align: baseline; \"\u003e\u003cdiv style=\"block-size: 42px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 21px; text-align: left; transform-origin: 384px 21px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 375.5px 8px; transform-origin: 375.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to calculate the Neural Net Perceptron value,P, given X, WH, and WP using ReLU on the hidden layer. This example is for two inputs, two hidden nodes, and a single output. No offset terms are applied.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 545.85px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 272.925px; text-align: left; transform-origin: 384px 272.925px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cimg class=\"imageNode\" style=\"vertical-align: baseline\" 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\" data-image-state=\"image-loaded\"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 250px 8px; transform-origin: 250px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThe function template includes the code to create this figure using Matlab Latex\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e","function_template":"function P=Calc_Perceptron(X,WH,WP)\r\n%The P value in this case is a single value\r\n%No ReLU,Softmax, or Sigmoid applied to the output P\r\n  P=0;\r\nend\r\n\r\n%The figure was generated using Matlab and Latex\r\n%{\r\nfunction perceptron\r\n% put figure code into cody\r\nfigure(1);clf;\r\nplot([0;140;140;0;0],[-5;-5;100;100;-5],'k','linewidth',2);hold on\r\nxticks([]);yticks([]); %Tciks/Labels off\r\n\r\naxis equal;\r\naxis tight\r\n\r\n\r\nr = 10;\r\nphi = 0:0.01:2*pi;\r\ncxA = r*cos(phi);\r\ncyA = r*sin(phi);\r\n\r\nrxA=[0 2*r 2*r   0 0]';\r\nryA=[0   0 2*r 2*r 0]';\r\n\r\npatch(cxA+10,cyA+80,'y');text(10-2,80,'X_{1}','Fontsize',20);\r\npatch(cxA+10,cyA+20,'y');text(10-2,20,'X_{2}','Fontsize',20);\r\n\r\npatch(cxA+80,cyA+80,'y');text(80-6,94,'H_{1}','Fontsize',20);text(80-8,80,'\\Sigma','Fontsize',30);\r\npatch(cxA+80,cyA+20,'y');text(80-6,34,'H_{2}','Fontsize',20);text(80-8,20,'\\Sigma','Fontsize',30);\r\n\r\npatch(cxA+130,cyA+50,'y');text(130-2,50,'P','Fontsize',20);\r\n\r\npatch(rxA+80,ryA+70,'y');text(85,80,'ReLU','Fontsize',20);text(102,88,'Y_{1}','Fontsize',20);\r\npatch(rxA+80,ryA+10,'y');text(85,20,'ReLU','Fontsize',20);text(102,32,'Y_{2}','Fontsize',20);\r\n\r\nquiver(20,20,55,0,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,80,55,0,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,20,58.5,58.5,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,80,58.5,-58.5,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\n\r\nquiver(100,20,25,25,'k','LineWidth',3.5,'MaxHeadSize',.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(100,80,25,-25,'k','LineWidth',3.5,'MaxHeadSize',.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\n\r\ntext(40,85,'WH_{11}','Fontsize',20);\r\ntext(20,65,'WH_{12}','Fontsize',20);\r\ntext(40,25,'WH_{22}','Fontsize',20);\r\ntext(20,38,'WH_{21}','Fontsize',20);\r\n\r\ntext(115,68,'WP_{11}','Fontsize',20);\r\ntext(115,28,'WP_{21}','Fontsize',20);\r\n\r\nstr='$$ X=\\left[\\matrix{ X_{1} \u0026 X_{2}} \\right]  $$'; %valid\r\ntext(1,50,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ WH=\\left[\\matrix{ WH_{11} \u0026 WH_{12}\\cr WH_{21} \u0026 WH_{22} } \\right]  $$'; %valid\r\ntext(1,5,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ H=\\left[\\matrix{ H_{1} \u0026 H_{2}} \\right]  $$'; %valid\r\ntext(75,65,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ ReLU(H)=Y  $$'; %valid\r\ntext(75,58,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ Y=\\left[\\matrix{ Y_{1} \u0026 Y_{2}} \\right]  $$'; %valid\r\ntext(75,51,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ X*WH=H  $$'; %valid\r\ntext(60,5,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ Y*WP=P  $$'; %valid\r\ntext(60,0,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ WP=\\left[\\matrix{ WP_{11}\\cr WP_{21} } \\right]  $$'; %valid\r\ntext(100,5,str,'Interpreter','latex','Fontsize',20);\r\n\r\n\r\n\r\nend % Perceptron \r\n%}\r\n","test_suite":"%%\r\nX=[1 2]; WH=[1 2;3 4];WP=[.5; -1];\r\nP=Calc_Perceptron(X,WH,WP);\r\nPexp=-6.5;\r\nvalid=isequal(P,Pexp);\r\nassert(valid)\r\n%%\r\nX=[3 1.5]; WH=[1 -3;3 4];WP=[1; 2];\r\nP=Calc_Perceptron(X,WH,WP);\r\nPexp=7.5;\r\nvalid=isequal(P,Pexp);\r\nassert(valid)\r\n%%\r\nX=[-.5 .5]; WH=[4 2;1 4];WP=[.1; .4];\r\nP=Calc_Perceptron(X,WH,WP);\r\nPexp=0.4;\r\nvalid=isequal(P,Pexp);\r\nassert(valid)\r\n","published":true,"deleted":false,"likes_count":1,"comments_count":0,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-20T22:48:06.000Z","deleted_by":null,"deleted_at":null,"solvers_count":13,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-20T22:16:25.000Z","updated_at":"2026-03-30T12:52:26.000Z","published_at":"2023-08-20T22:48:07.000Z","restored_at":null,"restored_by":null,"spam":null,"simulink":false,"admin_reviewed":false,"description_opc":"{\"parts\":[{\"partUri\":\"/matlab/document.xml\",\"contentType\":\"application/vnd.mathworks.matlab.code.document+xml\",\"content\":\"\u003c?xml version=\\\"1.0\\\" encoding=\\\"UTF-8\\\"?\u003e\u003cw:document xmlns:w=\\\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\\\"\u003e\u003cw:body\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThis challenge is to calculate the Neural Net Perceptron value,P, given X, WH, and WP using ReLU on the hidden layer. This example is for two inputs, two hidden nodes, and a single output. No offset terms are applied.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:customXml w:element=\\\"image\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"height\\\" w:val=\\\"864\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"1228\\\"/\u003e\u003cw:attr w:name=\\\"verticalAlign\\\" w:val=\\\"baseline\\\"/\u003e\u003cw:attr w:name=\\\"altText\\\" w:val=\\\"\\\"/\u003e\u003cw:attr w:name=\\\"relationshipId\\\" w:val=\\\"rId1\\\"/\u003e\u003c/w:customXmlPr\u003e\u003c/w:customXml\u003e\u003cw:r\u003e\u003cw:t\u003e \u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThe function template includes the code to create this figure using Matlab 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\",\"relationship\":null}],\"relationships\":[{\"relationshipType\":\"http://schemas.mathworks.com/matlab/code/2013/relationships/document\",\"target\":\"/matlab/document.xml\",\"rela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Nets: Activation functions","description":"Return values of selected Activation function type for value,vector, and matrices.\r\ny=Activation(x,id); where id is 1:4 for ReLU, sigmoid, hyperbolic_tan, Softmax\r\nReLU: Rectified Linear Unit, clips negatives  max(0,x)   Trains faster than sigmoid\r\nSigmoid: Exponential normalization [0:1]      \r\nHyperTan: Normalization[-1:1]   tanh(x)\r\nSoftmax: Normalizes output sum to 1, individual values [0:1]      Used on Output node\r\n\r\nWorking though a series of Neural Net challenges from Perceptron, Hidden Layers, Back Propogation, ..., to the Convolutional Neural Net/Training for Handwritten Digits from Mnist. \r\nMight take a day or two  to completely cover Neural Nets in a Matlab centric fashion. \r\nEssentially Out=Softmax(ReLU(X*W)*WP)","description_html":"\u003cdiv style = \"text-align: start; line-height: 20.4333px; min-height: 0px; white-space: normal; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, monospace; font-style: normal; font-size: 14px; font-weight: 400; text-decoration: rgb(0, 0, 0); white-space: normal; \"\u003e\u003cdiv style=\"block-size: 312px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 156px; transform-origin: 407px 156px; vertical-align: baseline; \"\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 252.5px 8px; transform-origin: 252.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eReturn values of selected Activation function type for value,vector, and matrices.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 240.5px 8px; transform-origin: 240.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003ey=Activation(x,id); where id is 1:4 for ReLU, sigmoid, hyperbolic_tan, Softmax\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 253.5px 8px; transform-origin: 253.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eReLU: Rectified Linear Unit, clips negatives  max(0,x)   Trains faster than sigmoid\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 137px 8px; transform-origin: 137px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eSigmoid: Exponential normalization [0:1]      \u003c/span\u003e\u003c/span\u003e\u003cspan style=\"vertical-align:-5px\"\u003e\u003cimg src=\"data:image/png;base64,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\" style=\"width: 72.5px; height: 19.5px;\" width=\"72.5\" height=\"19.5\"\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 120.5px 8px; transform-origin: 120.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eHyperTan: Normalization[-1:1]   tanh(x)\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 192px 8px; transform-origin: 192px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eSoftmax: Normalizes output sum to 1, individual values [0:1]   \u003c/span\u003e\u003c/span\u003e\u003cspan style=\"vertical-align:-5px\"\u003e\u003cimg src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAFYAAAAnCAYAAACVKL+TAAAEHElEQVRoQ+2ZN+sWQRDG//8PIJg+gaGwUjA1NgoGtFRQ0U4xFTaigtoIKga0NIA2oqi9iAEUTGBEKwtDaWVA/QD6PLAjy7Lxbufuinvh4Q23u7fzu9nZmX0nJ8aXCoFJlVHHQSdGsEpOMIIdwSoRUBp2yB67DDb/gd4r2a467JDBfoLlZ6BLqgSUBh8q2Pmw9x00E/quZLvqsEMFexxWz4Y2WdYT9pQWND50+ZCGCvYHIOyBblogCftQC7ALuozXNcHOwsRXQvuNt9HjfkHXodXQrsx4uRbtrkFzPR72Cr8tMnB/ms9fArBn4Pdt0ClzvQbYbBtrghX7DhhjCHI5dBX6DX2FQhBsNufNF3qs+yKsF+bB8dpnaKnnAdj9ZD41wGbbqAGWadITM4NcL5UJE9xHaCt0J+CJjLWPoGnm+j28rwm05c8c8xtUE2zSRg2wNOZvpje5PLhZHYPmREDxEtvdsNqcwOfDkT6M1YzPOSsmcev/l6M2aoFlDsoYW5ouEQCXdwySWOZuZptxwd7scgE1bRe1sRQsl9U8M5OngRkxpu0wYNfhPbSk3e7cGAi1ZMkS5EZroJK+IaBVbMwFy6W3z8zkvllWhLAesktOxr/L0FmIS1WWKHf6FOCdaLMdWlzgQoRwF7IzBV82kTNkVRtTYOlFt8zE7aVGY5hCEdw5iGnNc+gIdBBijU/wFMtSvlKlKVMpPpRUOxdS6Wbm9lexMQbWnrC7uzOB567M3x9AryH+thcSz+QyXQWdhE671jjfpYRlXG6ywdi7dEn4UbMxBNbOF+mxdmkpeSET9OkJYLmXfSVsbl+2E7Al6Z2qjSGwTNJ3G8vsDUHSHEJl8l/rSI87LMNIk11dvO4C+udkE/LAVG30gZVlyQmIt9IjaDjjKmPoFajWqVOshE15rRQUL9EwViS446jb6ANrP0nGTsZSZgKPIcbTWkBtz+FnXwkbAysZAeezJWNe3KT4YgxXt9EHVg46asbQEKCcEjbUl2GDaZab8oXaE+ZtiJuruo0+sCzV+KK3luSUMe8KXWPMpsGlmyD7sG9unJcHKO3VbfSBlVSKYBm3fEufuzjjbJPUyIZcUsJKPxYSF6HctIox/CjEVE6KB3UbUzHWTV+ksmqSyLte2+TUyT18KVkldmizY6yKjT6wDPKyaXHizAzeQiugJVDsSK/EUHoeD8VTJ1kyplthldyLbe3jRXUbYwXCBhPDpuL9DfQMStX7JcaWlrAMPwtLbuC0fYjvdgXIFaNmY+qsoIUd0a5yktW0hNWaV7Vx+wIr3leS1FczuouB+gLbpoTtgkvre/QBVg5MSv9daG1slwP0ATb2L2yXtqveqw+wTM5rpWyqcNoM3gdY5q+l/xK0sbGXvn2A7cXQrm86glUiPoJVAvsPgJgaNxW1h50AAAAASUVORK5CYII=\" style=\"width: 43px; height: 19.5px;\" width=\"43\" height=\"19.5\"\u003e\u003c/span\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 73.5px 8px; transform-origin: 73.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e   Used on Output node\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 42px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 21px; text-align: left; transform-origin: 384px 21px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 352.5px 8px; transform-origin: 352.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eWorking though a series of Neural Net challenges from Perceptron, Hidden Layers, Back Propogation, ..., to the Convolutional Neural Net/Training for Handwritten Digits from Mnist. \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 265px 8px; transform-origin: 265px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eMight take a day or two  to completely cover Neural Nets in a Matlab centric fashion. \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 130px 8px; transform-origin: 130px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eEssentially Out=Softmax(ReLU(X*W)*WP)\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e","function_template":"function y = Activation(x,id)\r\n%id/function 1/ReLU 2/Sigmoid 3/Hyperbolictan 4/Softmax\r\n%x may be a point, vector or matrix\r\n  y = x;\r\nend","test_suite":"%%\r\nvalid=1;\r\nx = 2;\r\ny = Activation(x,1);\r\nif y~=max(0,x),valid=0;end\r\ny = Activation(x,2);\r\nif y~=1./(1+exp(-x)),valid=0;end\r\ny = Activation(x,3);\r\nif y~=tanh(x),valid=0;end\r\ny = Activation(x,4);\r\nif y~=1,valid=0;end\r\nassert(valid)\r\n%%\r\nvalid=1;\r\nx = [-1 0 1 2];\r\ny = Activation(x,1);\r\nif y~=max(0,x),valid=0;end\r\ny = Activation(x,2);\r\nif y~=1./(1+exp(-x)),valid=0;end\r\ny = Activation(x,3);\r\nif y~=tanh(x),valid=0;end\r\ny = Activation(x,4);\r\nif y~=exp(x)./sum(exp(x)),valid=0;end\r\nassert(valid)\r\n%%\r\nvalid=1;\r\nx = [-1 0 1 2;.5 .25 -2 5];\r\ny = Activation(x,1);\r\nif y~=max(0,x),valid=0;end\r\ny = Activation(x,2);\r\nif y~=1./(1+exp(-x)),valid=0;end\r\ny = Activation(x,3);\r\nif y~=tanh(x),valid=0;end\r\ny = Activation(x,4);\r\nif y~=exp(x)./sum(sum(exp(x))),valid=0;end\r\nassert(valid)\r\n","published":true,"deleted":false,"likes_count":1,"comments_count":1,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-19T14:59:54.000Z","deleted_by":null,"deleted_at":null,"solvers_count":15,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-19T14:02:05.000Z","updated_at":"2026-03-04T20:22:48.000Z","published_at":"2023-08-19T14:59:56.000Z","restored_at":null,"restored_by":null,"spam":null,"simulink":false,"admin_reviewed":false,"description_opc":"{\"parts\":[{\"partUri\":\"/matlab/document.xml\",\"contentType\":\"application/vnd.mathworks.matlab.code.document+xml\",\"content\":\"\u003c?xml version=\\\"1.0\\\" encoding=\\\"UTF-8\\\"?\u003e\u003cw:document xmlns:w=\\\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\\\"\u003e\u003cw:body\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eReturn values of selected Activation function type for value,vector, and matrices.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003ey=Activation(x,id); where id is 1:4 for ReLU, sigmoid, hyperbolic_tan, Softmax\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eReLU: Rectified Linear Unit, clips negatives  max(0,x)   Trains faster than sigmoid\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eSigmoid: Exponential normalization [0:1]      \u003c/w:t\u003e\u003c/w:r\u003e\u003cw:customXml w:element=\\\"equation\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"displayStyle\\\" w:val=\\\"false\\\"/\u003e\u003c/w:customXmlPr\u003e\u003cw:r\u003e\u003cw:t\u003e1/(1+e^{-x})\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:customXml\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eHyperTan: Normalization[-1:1]   tanh(x)\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eSoftmax: Normalizes output sum to 1, individual values [0:1]   \u003c/w:t\u003e\u003c/w:r\u003e\u003cw:customXml w:element=\\\"equation\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"displayStyle\\\" w:val=\\\"false\\\"/\u003e\u003c/w:customXmlPr\u003e\u003cw:r\u003e\u003cw:t\u003ee^x/\\\\Sigma e^x\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:customXml\u003e\u003cw:r\u003e\u003cw:t\u003e   Used on Output node\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003e\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eWorking though a series of Neural Net challenges from Perceptron, Hidden Layers, Back Propogation, ..., to the Convolutional Neural Net/Training for Handwritten Digits from Mnist. \u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eMight take a day or two  to completely cover Neural Nets in a Matlab centric fashion. \u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eEssentially Out=Softmax(ReLU(X*W)*WP)\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003c/w:body\u003e\u003c/w:document\u003e\",\"relationship\":null}],\"relationships\":[{\"relationshipType\":\"http://schemas.mathworks.com/matlab/code/2013/relationships/document\",\"target\":\"/matlab/document.xml\",\"relationshipId\":\"rId1\"}]}"},{"id":58917,"title":"Neural Net: Back Propagation of Quad Output with Bias, ReLU","description":"This challenge is to return the WH_delta and WP_delta, given X, WH, WP, EPY using ReLU on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for Counter, Subtractor,Mux. Test Cases will have four output cases. ReLU performs well on multiple output cases.\r\n[dWP,dWH]=Neural_Back_Propagation_ReLU(X,WH,WP,EPY)\r\n \r\n \r\nThe matlab Latex code for making the Back Propagation chart included in template.\r\n","description_html":"\u003cdiv style = \"text-align: start; line-height: 20.4333px; min-height: 0px; white-space: normal; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, monospace; font-style: normal; font-size: 14px; font-weight: 400; text-decoration: rgb(0, 0, 0); white-space: normal; \"\u003e\u003cdiv style=\"block-size: 1230px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 615px; transform-origin: 407px 615px; vertical-align: baseline; \"\u003e\u003cdiv style=\"block-size: 63px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 31.5px; text-align: left; transform-origin: 384px 31.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 364px 8px; transform-origin: 364px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to return the WH_delta and WP_delta, given X, WH, WP, EPY using ReLU on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for Counter, Subtractor,Mux. Test Cases will have four output cases. ReLU performs well on multiple output cases.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 192.5px 8px; transform-origin: 192.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan 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\" data-image-state=\"image-loaded\" width=\"875\" height=\"524\"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 262px 8px; transform-origin: 262px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThe matlab Latex code for making the Back Propagation chart included in template.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e","function_template":"function [dWP,dWH]=Neural_Back_Propagation_ReLU(X,WH,WP,EPY)\r\n%Comments/structure credit Christian Schröder\r\n% X will be single case [x1 x2 1]\r\n\r\n%Removing the comments below should make a working function\r\n\r\n  % Learning rate\r\n  %LR=1;\r\n  \r\n  % Forward pass\r\n  %H=X*WH; \r\n  % %HY=1./(1+exp(-H)); %[HY1 HY2 1]  Sigmoid\r\n  % %HY(:,end)=1; %Sigmoid\r\n  %HY=max(0,H); \r\n  \r\n  % Output layer, softmax activation function\r\n  %P=HY*WP;  %\r\n  %PY=exp(P)./sum(exp(P),2); %Softmax [PY1 PY2]\r\n  \r\n  % Backward pass\r\n  % Error\r\n  %ErrPY=EPY-PY; \r\n  \r\n  % Approx. changes for output layer\r\n  %dPY=PY.*(1-PY).*ErrPY;\r\n  %dWP=LR*HY'.*dPY;\r\n  \r\n  % Approx. changes for hidden layer\r\n  %dHY=HY.*(1-HY).*sum(WP.*dPY,2)';\r\n  %dWH=LR*X'.*dHY;\r\n  \r\nend % Neural_Back_Propagation_ReLU\r\n\r\n%Code to make the Back Prop chart\r\n%{\r\nfunction Back_Propagation_ReLU_Soft\r\n%Quad output classifier\r\n%Softmax y=exp(x)./sum(exp(x),2)\r\n\r\n% Back Propagation ReLU\r\n% https://www.youtube.com/watch?v=tUoUdOdTkRw\r\n% #1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar\r\n% \r\n%                                                 Input     Expected Output\r\n%                                                 Cases         0 1 Logic Values/Classes\r\n% WH [0.2 -0.9 0  WP [ 9.5 -1.9 6.0 0.5  X [0 0 1  EPY [0 1 0 0  Case 1\r\n%     0.8 -0.1 0      -0.5  8.0 7.2 0.2     0 1 1       0 0 1 0  C2\r\n%     0.3  1.4 1]      3.5  6.4 3.6 9.6]    1 0 1       0 0 1 0  C3\r\n%                                           1 1 1]      1 0 0 0] C4\r\n% WH [WH11 WH12 0   WP [WP11 WP12 WP13 WP14\r\n%     WH21 WH22 0       WP21 WP22 WP23 WP24\r\n%     bH31 bH32 1]      bP31 bP32 bP33 bP34]\r\n% All four cases. Rows represent case(C)\r\n% HY =ReLU(X*WH)      PY = Softmax(HY*WP)                     ErrPY = EPY-PY \r\n% [0.3 1.4 1       [0.0000    0.8243    0.1750    0.0008    [-0.0000    0.1757   -0.1750   -0.0008\r\n%  1.1 1.3 1        0.0019    0.0078    0.9903    0.0001     -0.0019   -0.0078    0.0097   -0.0001\r\n%  0.5 0.5 1        0.0469    0.2000    0.4234    0.3297     -0.0469   -0.2000   -0.4234    0.6703\r\n%  1.3 0.4 1]       0.7942    0.0002    0.2018    0.0039]     0.2058   -0.0002   -0.2018   -0.0039]\r\n% \r\n% \r\n% d_j=o_j(1-o_j)(Truth_j-o_j) if j is an output layer\r\n% dPY=PY.*(1-PY).*ErrPY  thus dPY =[dPY_1 dPY_2]; C=case (rows 1 thru 4)\r\n% dPY=PY(1-PY)*ErrPY  [PY_C1*(1-PY_C1)*ErrPY_C1 PY_C2*(1-PY_C2)*ErrPY_C2]\r\n% dPY=PY.*(1-PY).*ErrPY   %Matlab per case [dPY1 dPY2]\r\n% -0.0000    0.0255   -0.0253   -0.0000  % All four cases \r\n% -0.0358   -0.5963    0.9413   -0.0001  1e-4 \r\n% -0.0021   -0.0320   -0.1034    0.1481\r\n%  0.0336   -0.0000   -0.0325   -0.0000\r\n%\r\n% gtw_ij=n*o_i*d_j, gtWP where o_i is Output(HY) and d_j is a delta(dPY)  \r\n% dWP=n*HY'.*dPY  %Matlab for a single case, n is learning rate set to 1 \r\n% n*[HY1;HY2;1].*[dPY1 dPY2]=n*[dPY1*HY1 dPY2*HY1  =gtWP \r\n%                               dPY1*HY2 dPY2*HY2  \r\n%                               dPY1*1   dPY2*1  ] \r\n% The WP values affecting P1/PY1 adjusted by dPY1. gtw=dWP\r\n% Cycle over all four cases\r\n% dWP=dWP+n*HY'.*dPY;  %Matlab combining single cases\r\n% [0 .0076 -.0076 0  [0 0 0 0   [-.0010 -.0160 -.0517 .0741  [.0437 0 -.0423 0\r\n%  0 .0356 -.0354 0   0 0 0 0    -.0010 -.0160 -.0517 .0741   .0135 0 -.0130 0\r\n%  0 .0255 -.0253 0]+ 0 0 0 0]+  -.0021 -.0320 -.1034 .1481]+ .0336 0 -.0325 0]\r\n% \r\n% d_j=o_j(1-o_j)Sigma_k(WP_jk*d_k) if j is a hidden layer, d_k is from next layer\r\n%   next layer WP and d terms combined and scaled by Hidden layer Output function\r\n%   Generate a dHY to apply against WH terms\r\n% dHY=HY.*(1-HY).*sum(WP.*dPY,2)'\r\n% dHY=HY(1-HY)*SumdW  \r\n% [HY_C1*(1-HY_C1)*SumdW_C1 HY_C2*(1-HY_C2)*SumdW_C2 HY_C3*(1-HY_C3)*SumdW_C3] where\r\n% SumdW_C1 = WP_11*dPY1+WP_12*dPY2   \r\n% SumdW_C2 = WP_21*dPY1+WP_22*dPY2   \r\n% SumdW_C3 = WP_31*dPY1+WP_32*dPY2 since HY_C3=1 this term is unused\r\n% dHY=HY.*(1-HY).*sum(WP.*dPY,2)'  % Matlab per case\r\n% dHY = [-.0420  -.0122 0  (9.5*0-1.9*.0255+6*-.0253+.5*0)=-.200 SumdW_11\r\n%                           (-.5*0+8*.0255+7.2*-.0253+.2*0)=.0218 SumdW_12\r\n%        -.0000 -0.0000 0\r\n%        -.1263 -0.2424 0\r\n%        -.0486  0.0602 0]\r\n%  -0.0420   -0.0122         0\r\n%  -0.7085   -0.7898         0  *1e-4\r\n%  -0.1263   -0.2424         0\r\n%  -0.0486   -0.0602         0\r\n% \r\n% \r\n% n*xc'.*dHy  % xc is a single row of x\r\n% dWH=n*XC'.*dHY   %Matlab single case\r\n% n*[XC1;XC2;1].*[dHY1 dHY2 dHY3]=\r\n% n*[dHY1*XC1 dHY2*XC1 dHY3*XC1  =gtWH \r\n%    dHY1*XC2 dHY2*XC2 dHY3*XC2\r\n%    dHY1*1   dHY2*1   dHY3*1 ]  since dHY3=0 end col is 0\r\n% dWH=dWH+n*XC'.*dHY; % matlab for accumulating cases\r\n% The WH values affecting H1/HY1 adjusted by dHY1. gtw=dWH\r\n% The WH values affecting H2/HY2 adjusted by dHY2\r\n% dWH=\r\n%  [ 0         0   0       [-.1263 -.2424 0  [-.0486   -.0602 0\r\n%    0         0   0           0       0  0   -.0486   -.0602 0\r\n%   -.042   -0.0122 0]+[0]+ -.1263 -.2424 0]+ -.0486   -.0602 0]\r\n\r\nf=figure(1);clf;\r\nf.Position=[1935 122 1459 873]; % Dual Monitor setting\r\n\r\nplot([0;160;160;0;0],[-5;-5;100;100;-5],'k','linewidth',2);hold on\r\nxticks([]);yticks([]); %Ticks/Labels off\r\n\r\naxis equal;\r\naxis tight\r\n\r\n% Back Propagation ReLU\r\n% https://www.youtube.com/watch?v=tUoUdOdTkRw\r\n% #1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar\r\n\r\ntext(1,98,'Back Propagation ReLU','Fontsize',16);\r\ntext(37,98,'based upon #1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar','Fontsize',12);\r\ntext(34,95,'https://www.youtube.com/watch?v=tUoUdOdTkRw ','Fontsize',12);\r\n\r\n% WH [0.2 -0.9 0  WP [ 9.5 -1.9 6.0 0.5  X [0 0 1  EPY [0 1 0 0  Case 1\r\n%     0.8 -0.1 0      -0.5  8.0 7.2 0.2     0 1 1       0 0 1 0  C2\r\n%     0.3  1.4 1]      3.5  6.4 3.6 9.6]    1 0 1       0 0 1 0  C3\r\n%                                           1 1 1]      1 0 0 0] C4\r\ntext(5,95,'WH','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ .2 \u0026 -.9 \u0026 0 \\cr .8 \u0026 -.1 \u0026 0 \\cr .3 \u0026 1.4 \u0026 1 } \\right]  $$'; \r\ntext(1,89,str,'Interpreter','latex','Fontsize',11);\r\n\r\ntext(21,95,'WP','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ 9.5 \u0026 -1.9 \u0026 6.0 \u0026 0.5 \\cr -.5 \u0026 8.0 \u0026 7.2 \u00260.2 \\cr 3.5 \u0026 6.4 \u0026 3.6 \u0026 9.6 } \\right]  $$'; \r\ntext(18,89,str,'Interpreter','latex','Fontsize',11);\r\n\r\nstr='$$ X=\\left[\\matrix{ 0 \u0026 0 \u0026 1 \\cr 0 \u0026 1 \u00261 \\cr 1 \u0026 0 \u0026 1 \\cr 1 \u0026 1 \u0026 1 } \\right]  $$'; \r\ntext(42,88,str,'Interpreter','latex','Fontsize',11);\r\n\r\nstr='$$ EPY=\\left[\\matrix{ 0\u00261\u00260\u00260 \\cr 0\u00260\u00261\u00260 \\cr 0\u00260\u00260\u00261 \\cr 1\u00260\u00260\u00260 } \\right]  $$'; \r\ntext(58,88,str,'Interpreter','latex','Fontsize',11);\r\n\r\n% WH [WH11 WH12 0   WP [WP11 WP12 WP13 WP14\r\n%     WH21 WH22 0       WP21 WP22 WP23 WP24\r\n%     bH31 bH32 1]      bP31 bP32 bP33 bP34]\r\n% str='$$ WH=\\left[\\matrix{ WH_{11} \u0026 WH_{12} \u0026 0 \\cr WH_{21} \u0026 WH_{22} \u0026 0 \\cr bH_{31} \u0026 bH_{32} \u0026 1 } \\right]  $$'; \r\n% text(1,80,str,'Interpreter','latex','Fontsize',12);\r\ntext(93,95,'WH','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ WH_{11} \u0026 WH_{12} \u0026 0 \\cr WH_{21} \u0026 WH_{22} \u0026 0 \\cr bH_{31} \u0026 bH_{32} \u0026 1 } \\right]  $$'; \r\ntext(83,89,str,'Interpreter','latex','Fontsize',12);\r\n\r\nstr='$$ WP=\\left[\\matrix{ WP_{11} \u0026 WP_{12} \u0026 WP_{13} \u0026 WP_{14} \\cr WP_{21} \u0026 WP_{22} \u0026 WP_{23} \u0026 WP_{24} \\cr bP_{31} \u0026 bP_{32} \u0026 bP_{33} \u0026 bP_{34} } \\right]  $$'; \r\ntext(107,89,str,'Interpreter','latex','Fontsize',12);\r\n\r\n% All four cases. Rows represent case(C)\r\n% HY =ReLU(X*WH)      PY = Softmax(HY*WP)                     ErrPY = EPY-PY \r\n% [0.3 1.4 1       [0.0000    0.8243    0.1750    0.0008    [-0.0000    0.1757   -0.1750   -0.0008\r\n%  1.1 1.3 1        0.0019    0.0078    0.9903    0.0001     -0.0019   -0.0078    0.0097   -0.0001\r\n%  0.5 0.5 1        0.0469    0.2000    0.4234    0.3297     -0.0469   -0.2000   -0.4234    0.6703\r\n%  1.3 0.4 1]       0.7942    0.0002    0.2018    0.0039]     0.2058   -0.0002   -0.2018   -0.0039]\r\ntext(1,83,'All four cases. Rows represent case(C)','Fontsize',12);\r\ntext(0.5,80,'HY =ReLU(X*WH)        PY = Softmax(HY*WP)                ErrPY = EPY-PY','Fontsize',10);\r\nstr='$$ \\left[\\matrix{ 0.3 \u0026 1.4 \u0026 1 \\cr 1.1 \u0026 1.3 \u0026 1 \\cr 0.5 \u0026 0.5 \u0026 1 \\cr 1.3 \u0026 0.4 \u0026 1 } \\right]  $$'; \r\ntext(0,73,str,'Interpreter','latex','Fontsize',10);\r\nstr='$$ \\left[\\matrix{ .0000 \u0026 .8243 \u0026 .1750 \u0026 .0008 \\cr .0019 \u0026 .0078 \u0026 .9903 \u0026 .0001 \\cr .0469 \u0026 .2000 \u0026 .4234 \u0026 .3297 \\cr .7942 \u0026 .0002 \u0026 .2018 \u0026 .0039 } \\right]  $$'; \r\ntext(14,73,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ -.0000 \u0026 .1757 \u0026 -.1750 \u0026 -.0008  \\cr -.0019  \u0026 -.0078 \u0026 .0097 \u0026 -.0001 \\cr -.0469 \u0026 -.2000 \u0026 -.4234 \u0026 0.6703 \\cr .2058 \u0026 -.0002 \u0026 -.2018 \u0026 -.0039 } \\right]  $$'; \r\ntext(43,73,str,'Interpreter','latex','Fontsize',11);\r\n\r\n% d_j=o_j(1-o_j)(Truth_j-o_j) if j is an output layer\r\n% dPY=PY.*(1-PY).*ErrPY  thus dPY =[dPY_1 dPY_2]; C=case (rows 1 thru 4)\r\n% dPY=PY(1-PY)*ErrPY  [PY_C1*(1-PY_C1)*ErrPY_C1 ...  PY_C4*(1-PY_C4)*ErrPY_C4]\r\n% dPY=PY.*(1-PY).*ErrPY   %Matlab per case [dPY1 dPY2]\r\n\r\n% -0.0000    0.0255   -0.0253   -0.0000  % All four cases \r\n% -0.0358   -0.5963    0.9413   -0.0001  1e-4 \r\n% -0.0021   -0.0320   -0.1034    0.1481\r\n%  0.0336   -0.0000   -0.0325   -0.0000\r\n\r\ntext(1,65,'\\delta_{j}=o_{j}(1-o_{j})(Truth_{j}-o_{j}) if j is an Output layer','Fontsize',14);\r\ntext(1,60,'\\deltaPY=PY*(1-PY)*ErrPY  thus \\deltaPY =[\\deltaPY_{1}   \\deltaPY_{2}   \\deltaPY_{3}   \\deltaPY_{4}]','Fontsize',14);\r\ntext(1,56,'\\deltaPY=[ PY_{C1}*(1-PY_{C1})*ErrPY_{C1} ... PY_{C4}*(1-PY_{C4})*ErrPY_{C4} ]','Fontsize',14);\r\ntext(1,52,'dPY=PY.*(1-PY).*ErrPY','Fontsize',14,'Color','b');\r\ntext(32,52,'%Matlab per case [dPY1 dPY2 dPY3 dPY4]','Fontsize',12,'Color','b');\r\ntext(43,49,'% All four cases','Fontsize',12);\r\ntext(43,45.7,' [-.0358 -.5963 .9413 -.0001]*1E-4','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ -.0000 \u0026 0.0255 \u0026 -.0253 \u0026 -.0000 \\cr -.0000 \u0026 -.0000 \u0026 0.0000 \u0026 -.0000 \\cr -.0021 \u0026 -.0320 \u0026 -.1034 \u0026 0.1481 \\cr 0.0336 \u0026 -.0000 \u0026 -.0325 \u0026 -.0000 } \\right]  $$'; \r\ntext(3,44,str,'Interpreter','latex','Fontsize',12);\r\n\r\n% gtw_ij=n*o_i*d_j, gtWP where o_i is Output(HY) and d_j is a delta(dPY)  \r\n% dWP=n*HY'.*dPY  %Matlab for a single case, n is learning rate set to 1 \r\n% n*[HY1;HY2;1].*[dPY1 dPY2]=n*[dPY1*HY1 dPY2*HY1  =gtWP \r\n%                               dPY1*HY2 dPY2*HY2  \r\n%                               dPY1*1   dPY2*1  ] \r\n% The WP values affecting P1/PY1 adjusted by dPY1. gtw=dWP\r\n% Cycle over all four cases\r\n% dWP=dWP+n*HY'.*dPY;  %Matlab combining single cases\r\n\r\n% [0 .0076 -.0076 0  [0 0 0 0   [-.0010 -.0160 -.0517 .0741  [.0437 0 -.0423 0\r\n%  0 .0356 -.0354 0   0 0 0 0    -.0010 -.0160 -.0517 .0741   .0135 0 -.0130 0\r\n%  0 .0255 -.0253 0]+ 0 0 0 0]+  -.0021 -.0320 -.1034 .1481]+ .0336 0 -.0325 0]\r\n%case1\r\n%    -.0000    .0076   -.0076   -.0000\r\n%    -.0000    .0356   -.0354   -.0000\r\n%    -.0000    .0255   -.0253   -.0000\r\n%\r\n%case2    1.0e-03 *\r\n%    -0.0039   -0.0656    0.1035   -0.0000\r\n%    -0.0046   -0.0775    0.1224   -0.0000\r\n%    -0.0036   -0.0596    0.0941   -0.0000\r\n%case3\r\n%    -.0010 -.0160 -.0517 .0741\r\n%    -.0010 -.0160 -.0517 .0741\r\n%    -.0021 -.0320 -.1034 .1481\r\n%case4\r\n%     .0437 -.0 -.0423 -.0\r\n%     .0135 -.0 -.0130 -.0\r\n%     .0336 -.0 -.0325 -.0\r\n\r\ntext(1,36,'\\DeltaW_{ij}=n*o_{i}*\\delta_{j}, \\DeltaWP where o_{i} is Output(HY) and \\delta_{j} is a delta(dPY) ','Fontsize',14);\r\ntext(1,32,'dWP=n*HY''.*dPY  %Matlab for a single case, n=1 learning rate','Fontsize',14,'Color','b');\r\ntext(1,28,'n*[HY1;HY2;1].*[dPY1 dPY2 dPY3 dPY4]=','Fontsize',14);\r\nstr='$$ n*\\left[\\matrix{ dPY1*HY1 \u0026 dPY2*HY1 \u0026 dPY3*HY1 \u0026 dPY4*HY1 \\cr dPY1*HY2 \u0026 dPY2*HY2 \u0026 dPY3*HY2 \u0026 dPY4*HY2 \\cr dPY1*1 \u0026 dPY2*1 \u0026 dPY3*1 \u0026 dPY4*1 } \\right]  $$'; \r\ntext(1,22,str,'Interpreter','latex','Fontsize',12);text(70,25,'=\\DeltaWP','Fontsize',14);\r\ntext(1,15,'The WP values affecting P1/PY1 adjusted by dPY1.  \\DeltaW=dWP','Fontsize',14);\r\n%text(1,15,'Cycle over all four cases','Fontsize',14);\r\ntext(1,11,'dWP=dWP+n*HY''.*dPY;  %Matlab combining single cases','Fontsize',14);\r\ntext(7,7,'Case1','Fontsize',13);text(36,7,'Case3','Fontsize',13);text(63,7,'Case4','Fontsize',13);\r\nstr='$$ \\left[\\matrix{ 0 \u0026 .0076 \u0026 -.0076 \u0026 0 \\cr 0 \u0026 .0356 \u0026 -.0354 \u0026 0 \\cr 0 \u0026 .0255 \u0026 -.0253 \u0026 0 } \\right]  $$'; \r\ntext(0,1,str,'Interpreter','latex','Fontsize',10);\r\nstr='$$ \\left[\\matrix{ 0 } \\right]  $$'; \r\ntext(22,1,str,'Interpreter','latex','Fontsize',10);\r\nstr='$$ \\left[\\matrix{ -.0010 \u0026 -.016 \u0026 -.0517 \u0026 .0741 \\cr -.0010 \u0026 -.016 \u0026 -.0157 \u0026 .0741 \\cr -.0021 \u0026 -.032 \u0026 -.1034 \u0026 .1481 } \\right]  $$'; \r\ntext(25,1,str,'Interpreter','latex','Fontsize',10);\r\nstr='$$ \\left[\\matrix{ .0437 \u0026 0 \u0026 -.0423 \u0026 0 \\cr .0135 \u0026 0 \u0026-.0130 \u0026 0 \\cr .0336 \u0026 0 \u0026 -.0325 \u0026 0 } \\right]  $$'; \r\ntext(56,1,str,'Interpreter','latex','Fontsize',10);\r\ntext(21,1,'+','Fontsize',13);text(24.5,1,'+','Fontsize',13);text(55,1,'+','Fontsize',13);\r\n\r\n\r\n% d_j=o_j(1-o_j)Sigma_k(WP_jk*d_k) if j is a hidden layer, d_k is from next layer\r\n%   next layer WP and d terms combined and scaled by Hidden layer Output function\r\n%   Generate a dHY to apply against WH terms\r\n% dHY=HY(1-HY)*SumdW  \r\n% dHY=HY.*(1-HY).*sum(WP.*dPY,2)' % Matlab per case\r\n% [HY_C1*(1-HY_C1)*SumdW_C1 HY_C2*(1-HY_C2)*SumdW_C2 HY_C3*(1-HY_C3)*SumdW_C3] where\r\n% SumdW_C1 = WP_11*dPY1+WP_12*dPY2+WP_13*dPY3+WP_14*dPY4   \r\n% SumdW_C2 = WP_21*dPY1+WP_22*dPY2   \r\n% SumdW_C3 = WP_31*dPY1+WP_32*dPY2 since HY_C3=1 this term is unused\r\n% dHY = [-.0420  -.0122 0  (9.5*0-1.9*.0255+6*-.0253+.5*0)=-.200 SumdW_11\r\n%                           (-.5*0+8*.0255+7.2*-.0253+.2*0)=.0218 SumdW_12\r\n%        -.0000 -0.0000 0\r\n%        -.1263 -0.2424 0\r\n%        -.0486  0.0602 0]\r\n%  -0.0420   -0.0122         0\r\n%  -0.7085   -0.7898         0  *1e-4\r\n%  -0.1263   -0.2424         0\r\n%  -0.0486   -0.0602         0\r\n\r\n%\r\ntext(82,80,'\\delta_{j}=o_{j}(1-o_{j})\\Sigma_{k}W_{jk}*\\delta_{k} if j is a hidden layer, d_k is from next layer','Fontsize',14);\r\ntext(81,76,'next layer WP, dPY combined and scaled by Hidden layer Output function','Fontsize',12);\r\ntext(82,72,'\\deltaHY=HY(1-HY)*SumdW','Fontsize',14);\r\ntext(82,68,'dHY=HY.*(1-HY).*sum(WP.*dPY,2)''     %Matlab per case','Fontsize',14,'Color','b');\r\ntext(61,64,'[HY_{C1}*(1-HY_{C1})*SumdW_{C1}   HY_{C2}*(1-HY_{C2})*SumdW_{C2}   HY_{C3}*(1-HY_{C3})*SumdW_{C3}] where','Fontsize',12);\r\ntext(80,60,'SumdW_{C1} = WP_{11}*dPY1+WP_{12}*dPY2+WP_{13}*dPY3+WP_{14}*dPY4','Fontsize',12);\r\ntext(80,56,'SumdW_{C2} = WP_{21}*dPY1+WP_{22}*dPY2+WP_{23}*dPY3+WP_{24}*dPY4','Fontsize',12);\r\ntext(80,52.5,'SumdW_{C3} = 0 since HY_{c3}=1','Fontsize',12);\r\ntext(77,49,'dHY = [-.0420  -.0122 0  %(9.5*0-1.9*.0255+6*-.0253+.5*0)= -.2   SumdW_{11}','Fontsize',12);\r\ntext(103,45.5,'%(-.5*0+8*.0255+7.2*-.0253+.2*0)=.0218 SumdW_{12}','Fontsize',12);\r\ntext(103,42.5,'%dHY_{11}=0.3*(.7)*(-.2)= -0.042','Fontsize',12);\r\ntext(103,39.5,'%dHY_{12}=1.4*(-.4)*(.0218)= -0.0122','Fontsize',12);\r\ntext(85,46,'-.0000 -.0000 0','Fontsize',12);\r\ntext(85,43,'-.1263 -.2424 0','Fontsize',12);\r\ntext(85,40,'-.0486 -.0602 0]','Fontsize',12);\r\n\r\n% n*xc'.*dHy  % xc is a single row of x\r\n% dWH=n*XC'.*dHY   %Matlab single case\r\n% n*[XC1;XC2;1].*[dHY1 dHY2 dHY3]=\r\n% n*[dHY1*XC1 dHY2*XC1 dHY3*XC1  =gtWH \r\n%    dHY1*XC2 dHY2*XC2 dHY3*XC2\r\n%    dHY1*1   dHY2*1   dHY3*1 ]  since dHY3=0 end col is 0\r\n% dWH=dWH+n*XC'.*dHY; % matlab for accumulating cases\r\n% The WH values affecting H1/HY1 adjusted by dHY1. gtw=dWH\r\n% The WH values affecting H2/HY2 adjusted by dHY2\r\n% dWH=\r\n%  [ 0         0   0       [-.1263 -.2424 0  [-.0486   -.0602 0\r\n%    0         0   0           0       0  0   -.0486   -.0602 0\r\n%   -.042   -0.0122 0]+[0]+ -.1263 -.2424 0]+ -.0486   -.0602 0]\r\n\r\ntext(85,36,'dWH=n*XC''.*dHY  %Matlab for a single case, n=1','Fontsize',14,'Color','b');\r\ntext(85,32,'n*[XC1;XC2;1].*[dHY1 dHY2 dHY3]=n*','Fontsize',14);\r\nstr='$$ \\left[\\matrix{ dHY1*XC1 \u0026 dHY2*XC1 \u0026 0 \\cr dHY1*XC2 \u0026 dHY2*XC2 \u0026 0 \\cr dHY1*1 \u0026 dHY2*1 \u0026 0 } \\right]  $$'; \r\ntext(91,25,str,'Interpreter','latex','Fontsize',12);text(145,25,'=\\DeltaWH','Fontsize',14);\r\ntext(81,19,'The WH values affecting H1/HY1 adjusted by dHY1. \\DeltaW=dWH','Fontsize',14);\r\ntext(81,15,'The WH values affecting H2/HY2 adjusted by dHY2. \\DeltaW=dWH','Fontsize',14);\r\n%text(71,15,'Cycle over all four cases','Fontsize',14);\r\ntext(81,11,'dWH=dWH+n*XC''.*dHY;  %Matlab combining cases','Fontsize',14);\r\nstr='$$ \\left[\\matrix{ 0 \u0026 0 \u0026 0 \\cr 0 \u0026 0 \u0026 0 \\cr -.042 \u0026 -.0122 \u0026 0 } \\right]  $$'; \r\ntext(82,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ 0 \u0026 0 \u0026 0 \\cr 0 \u0026 0 \u0026 0 \\cr 0 \u0026 0 \u0026 0 } \\right]  $$'; \r\ntext(103,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ -.1263 \u0026 -.2424 \u0026 0 \\cr 0 \u0026 0 \u0026 0 \\cr -.1263 \u0026 -.2424 \u0026 0 } \\right]  $$'; \r\ntext(114,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ -.0486 \u0026 -.0602 \u0026 0 \\cr -.0486 \u0026 -.0602 \u0026 0 \\cr -.0486 \u0026 -.0602 \u0026 0 } \\right]  $$'; \r\ntext(136,3,str,'Interpreter','latex','Fontsize',11);\r\ntext(102.25,3,'+','Fontsize',14);text(113.25,3,'+','Fontsize',14);text(135.5,3,'+','Fontsize',14);\r\n\r\n\r\nend %Back_Propagation_ReLU_Soft\r\n%}","test_suite":"%%\r\nX=[0 0 1; %[x1 x2 1]\r\n   0 1 1;\r\n   1 0 1;\r\n   1 1 1];\r\nEPY=[0 1 0 0; % 0 0 : 1 Counter\r\n     0 0 1 0; % 0 1 : 2\r\n     0 0 0 1; % 1 0 : 3\r\n     1 0 0 0] % 1 1 : 4\r\nfor attempt=1:5  % ReLU not always successful with rand WP WH, get 5 tries\r\n fprintf('Attempt:%i\\n',attempt);\r\nWP=rand(3,4)\r\nWH=[rand(3,2) [0 0 1]']\r\nztic=tic;\r\nfor epoch=1:1000\r\n dWP=WP*0;\r\n dWH=WH*0;\r\n for i=1:4\r\n  [dWPi,dWHi]=Neural_Back_Propagation_ReLU(X(i,:),WH,WP,EPY(i,:));\r\n  dWP=dWP+dWPi;\r\n  dWH=dWH+dWHi;\r\n end\r\n WP=WP+dWP;\r\n WH=WH+dWH;\r\nend % epoch\r\nfprintf('Processing Time: %.3f\\n',toc(ztic));\r\nWH\r\nWP\r\n\r\n  H=X*WH;\r\n  %HY=1./(1+exp(-H)); %[HY1 HY2 1]  .6803 .6637 1 Sigmoid\r\n  %HY(:,end)=1; %Sigmoid\r\n  HY=max(0,H); % ReLU\r\n  \r\n  P=HY*WP;  %\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2 PY3 PY4]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n if isequal(Pexp,Pclass),break;end\r\nend\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n\r\n%%\r\n%2 Bit Mux 00:0 01:1 10:2 11:3\r\nX=[0 0 1; %[x1 x2 1]\r\n   0 1 1;\r\n   1 0 1;\r\n   1 1 1];\r\nEPY=[1 0 0 0; % 0 0 : 1 2 Bit Mux\r\n     0 1 0 0; % 0 1 : 2\r\n     0 0 1 0; % 1 0 : 3\r\n     0 0 0 1] % 1 1 : 4\r\nfor attempt=1:5  % ReLU not always successful with rand WP WH, get 5 tries\r\n fprintf('Attempt:%i\\n',attempt);\r\nWP=rand(3,4)\r\nWH=[rand(3,2) [0 0 1]']\r\nztic=tic;\r\nfor epoch=1:1000\r\n dWP=WP*0;\r\n dWH=WH*0;\r\n for i=1:4\r\n  [dWPi,dWHi]=Neural_Back_Propagation_ReLU(X(i,:),WH,WP,EPY(i,:));\r\n  dWP=dWP+dWPi;\r\n  dWH=dWH+dWHi;\r\n end\r\n WP=WP+dWP;\r\n WH=WH+dWH;\r\nend % epoch\r\nfprintf('Processing Time: %.3f\\n',toc(ztic));\r\nWH\r\nWP\r\n\r\n  H=X*WH;\r\n  %HY=1./(1+exp(-H)); %[HY1 HY2 1]  .6803 .6637 1 Sigmoid\r\n  %HY(:,end)=1; %Sigmoid\r\n  HY=max(0,H); % ReLU\r\n  \r\n  P=HY*WP;  %\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2 PY3 PY4]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n if isequal(Pexp,Pclass),break;end\r\nend\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n%%\r\n%Subtractor  3-X  00:3 01:2 10:1 11:0\r\nX=[0 0 1; %[x1 x2 1]\r\n   0 1 1;\r\n   1 0 1;\r\n   1 1 1];\r\nEPY=[0 0 0 1; % 0 0 : 4 3-X, subtract\r\n     0 0 1 0; % 0 1 : 3\r\n     0 1 0 0; % 1 0 : 2\r\n     1 0 0 0] % 1 1 : 1\r\nfor attempt=1:5  % ReLU not always successful with rand WP WH, get 5 tries\r\n fprintf('Attempt:%i\\n',attempt);\r\nWP=rand(3,4)\r\nWH=[rand(3,2) [0 0 1]']\r\nztic=tic;\r\nfor epoch=1:1000\r\n dWP=WP*0;\r\n dWH=WH*0;\r\n for i=1:4\r\n  [dWPi,dWHi]=Neural_Back_Propagation_ReLU(X(i,:),WH,WP,EPY(i,:));\r\n  dWP=dWP+dWPi;\r\n  dWH=dWH+dWHi;\r\n end\r\n WP=WP+dWP;\r\n WH=WH+dWH;\r\nend % epoch\r\nfprintf('Processing Time: %.3f\\n',toc(ztic));\r\nWH\r\nWP\r\n\r\n  H=X*WH;\r\n  %HY=1./(1+exp(-H)); %[HY1 HY2 1]  .6803 .6637 1 Sigmoid\r\n  %HY(:,end)=1; %Sigmoid\r\n  HY=max(0,H); % ReLU\r\n  \r\n  P=HY*WP;  %\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2 PY3 PY4]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n if isequal(Pexp,Pclass),break;end\r\nend\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)","published":true,"deleted":false,"likes_count":0,"comments_count":0,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-27T02:57:17.000Z","deleted_by":null,"deleted_at":null,"solvers_count":9,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-27T02:09:44.000Z","updated_at":"2026-03-28T21:41:55.000Z","published_at":"2023-08-27T02:57:18.000Z","restored_at":null,"restored_by":null,"spam":null,"simulink":false,"admin_reviewed":false,"description_opc":"{\"parts\":[{\"partUri\":\"/matlab/document.xml\",\"contentType\":\"application/vnd.mathworks.matlab.code.document+xml\",\"content\":\"\u003c?xml version=\\\"1.0\\\" encoding=\\\"UTF-8\\\"?\u003e\u003cw:document xmlns:w=\\\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\\\"\u003e\u003cw:body\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThis challenge is to return the WH_delta and WP_delta, given X, WH, WP, EPY using ReLU on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for Counter, Subtractor,Mux. Test Cases will have four output cases. ReLU performs well on multiple output cases.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003e[dWP,dWH]=Neural_Back_Propagation_ReLU(X,WH,WP,EPY)\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:customXml w:element=\\\"image\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"height\\\" w:val=\\\"524\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"875\\\"/\u003e\u003cw:attr w:name=\\\"verticalAlign\\\" w:val=\\\"baseline\\\"/\u003e\u003cw:attr w:name=\\\"altText\\\" w:val=\\\"\\\"/\u003e\u003cw:attr w:name=\\\"relationshipId\\\" w:val=\\\"rId1\\\"/\u003e\u003c/w:customXmlPr\u003e\u003c/w:customXml\u003e\u003cw:r\u003e\u003cw:t\u003e 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eYGT/C0I21ugmxf0QaUkfG7DCHkhx9+cHZ25hbQ0KFD09LSsrOzhwwZwk7kidwkYZjPmDFjVq5cefv27R07dtA9kUez9rtu3bqxFYl7B66Nv3CDg4O7dOmSnJzcv3//ioqK8ePHE+N2JaK/khuQrPa+1qxEtI8S2kxehUJCQiZMmPDJJ5+sXLnSgLBHjBixbdu2kSNHqtXq/v37BwUFHT161NXVtVOnTr6+vgYELOS4RPScxH19fbWrh0D5+fl1dXX0zyTD8Ow+hp1W+EtB5zWJRsu1abG7PA1M+yysbzox24kVXlQYmwbaEtoaTZ8dJYSMGjUqISHBz88vJSUlNze3trb2zJkz/fv3Z+en/1kJGb112bJl+/fv9/PzS0tLE97kYQB61KbNFlw0yM6dO2tM0fjKnnua3HZ6iaM94i/tq4zVZDom3CKTUCqVixYtqqmpCQ8P53YkTv+64T4GzHXw4EGB6dN06PWTNjpdJpMZHP/Zs2fZz1evXhWLxf379z948CDtHX3WrFmhoaG2tra0oYcQcurUqejoaIlEolKp1q5de/bs2ZqamjNnztC/aCorK4P+JBKJduzY0b59e9pNDLer/MLCQp3BiEQi7vANGsMoHj9+nBuqRCLx9/d3dXVVq9XcxOn+KPBOgBCSmpr6j3/8Y968eQ8ePCgrKxOJROfPn3/w4IHw/c7V1TU9PZ121cFVXl7etWtXOoOQIMVicVRU1N69e3fu3Dl+/Hh6CWiSjG1SUVHRnDlzvvjii4ULF86dO5c+08RTDZpLZ9mxU3i2scmUGxoaLl26RFtCeQKmf0dz/wMcO3bsiBEj6Ofhw4c7ODh8880369aty87ONmwbWU0Wt87c4A9erVZzA2NPOgaUkfG7TEVFxd69e2NjY9dy7Nu3TyaTrV+/njsnT+TGh2FWb731louLS0pKyu7du7XvKvmPVPz8/f0T/zRv3jyeOZss3KioqD179uzYsSM0NJReXRizK/FoVrL69rUmE+E/SmgzRxX67rvvOnbsyH3CQvi2jxgxIi8vb/fu3cHBwSKRKCAgICsra8+ePfTNaAMCFnhc0nkSJ7qqh0Aff/yxra2twIZgnXh2H8NOKzyloO+axODgddK3y+s7C/OcnU14YgVrgJYRaEseP35MCKHjnhQWFh45csTDwyMrK2vs2LH9+/enbcbsM8+EENrxRFZWlsaLIbGxsX//+98vX77MTqFP023atEkikXz44YcaY9+aEL3y4J5ZKXpA574hkpWVxZ2BjuRHW0aEbHtQUJBYLD558qTGimjfeJSQdEy4RaayePFib2/v0tLSDz/8kJ3Yu3dvsVicnZ2tUdZ0AEvhp+2BAweKRKKsrCydw0zS55PZB0cNsH79enoJe+LEiSVLlsydO1csFtPmGNoJqFqtXrx4cW5uLv2zVy6XJyUlff7553S7tm3bRgjp1auXt7d3YGDg/Pnz6Zh5165di42NvXXrlkwm69u3b0BAwNSpU+kTRt99993Ro0d1BtOnT5/ExMTbt2/X1NQsXry4oKBAZ6inTp1asmTJ7NmzRSKRv79/v379Jk+eTC87Tp48GRcXN27cOO4Auk26dOkS+7y3RCKh1zTCyeXyhQsXfv/992PHjv3ll1+OHTuWlpY2fvz4nJwc+vCF8CBjYmIyMzPT09NpVziEEJNkLFVSUrJDC62iY8eO7d69+yeffPLZZ5+5ublFRkaq1WqeatBcOsuO/ZVnG7WTunPnDhv8c8qDqQAAIABJREFU5s2bfX197927R3c9noA9PDyUSuXHH39MG33S09N37tw5atQobsrR0dEBAQHvvfcez5CuQjRZ3Dpzgyf4Xr16hYaGjh8/fu/evVlZWVOnTmUPm/xlJBKJCgsLMzIyuH/gG7/LbN68Wa1Ws1WUEovF77333u7du7n3DzyRGxyGzo0yh9GjRy9ZssTNzU37AMt/pDIgVG6tpu7evdvkDvjee+/l5+f//PPP7JOJzdqVhGtWsvr2tSYT0blf8OShSQ7+Gug7Ndw/OfjD5obn4eHh7u6+evVq+tgUfdfmp59+YpsYDAu4yeOSzpM40VU9dOKeF1atWtW3b9/09PSkpCR97+9s3rw5KiqqySqtb/cx7LTCUwr6rkn4E2wufbu8vrMwz9nZhCdWsAot260JwP/hqYH6usm8deuWh4cH+XMMFNr2369fP+487H8gtF8uhmHoKYrbm+nDhw8VCgXbyb/GMCvx8fGEEKVSqS9ynlF7tWkkTtFnJrlDxjQ2Ng4aNIj8OZYwXcrPz487Ax2b5sKFC8K3fdKkSYQQ2i8XRfvQIn92cyUwHfp6EXfMYI3tErhFGvmgcyIXT2eoFy9epHd67DAZDMOMGzeOaPWhSwfo+fLLLxlhPbAyDEOHKIqMjNTouDcuLo4Qot2prXASiWT+/PmOjo5isVgkEk2bNo3tL3bixImEEJlMJpFIJk6cGB8fL5FIaG+dCQkJtra2IpFILBYrFAq2W7KHDx/SS0B6WRYcHMwO9FNWVkYLhY6XGRoaqrPXt7Nnz7Kd4ISEhCxbtozbMVtMTIzOUMvKykJDQ2ni9Ce2V1GNXg8nTJigb4RC2gVmUlKSzh7aGAE9sK5cuZIOQU25u7vv27eP/ZUnSI2u3by8vDw8PLgpG5+xDMPo+wMwMDAwLi5OLBaz3dcVFBSIRCI6lgRPNdDIW8IZery2tpb8Zw+sOsuOu+E828gVGBjIDV4qlQYEBHB3Op6AuasQi8XsjsndkBs3bkgkEm7PnZS+fgpZEomEmxv8dVJfTeYJvqqqasqUKfSnmJiY8PBw9qTAs9TBgwfpk0eHDh3ibqaRu4yXl9egQYO0M4G2R9P+INnC5Ymcf6fghsGNSt9GMQwTExPDdkwrvH5ycTtDpSN6sN1bcruQ5DlScWs1T6gaK9XeMen4UDyFSw0YMMDBwYHbzzfPrqSRqxr4K3mzktW3r/Ekom+/4Oah9rqMrMkMpwdWLprtbA3hCVsjPNqDzMWLF+mvSqVSIpFwS8ewOq/vuMTwnsQZXdVDe/O5tU4ul6tUKm7vudqFS/t917gaoQTuPsJPK9w9mqcU9F2T8KTGJWTUXp5dXt9ZmOfszJMD/DspF1tqQmaGtgsFDK2D5xBDb1+dnZ25Azr06tWL3gn369ePHs4aGxtpZ0uzZ88+dOjQoUOHFi1aJJPJaOdz+/fvp6n98ccfCoVCJBItWLBg//79KSkptEGdbSvRvj+nz6bqO1Ya3zJy/fp1Ozs7NqQ9e/b069ePEBIWFsZdihASEBCQmpq6Z88e2srAdqAtcNvLysroyLiBgYHTpk2jj5jS7kvo6UdgOrQrcjs7u0mTJtHLEY3tErhFJmwZYRhm/vz5tJ6ww2TcuXOH/hcUExOzb9++1NRUusmenp5sE4N21aK4Y8vRzSGEODk5TZgwYdq0aRMnTqStcnK5/OzZs02UelMaGxuvX7+ufaFTW1t7+vRpnb3iNzY23rhxg9vHPnepCxcu6LxsevLkic5FNNy4cYM7GDZFL3EaGxt/++03nYnX1tYWFBTw9OGvT3V1NTvs0dWrV3UObSjcgwcPjh49qm/sZ4ODZEyRsYbhqQYCNVl23HXp20bh+AOura29ePGiMZvTrEi0i5s/N3QGX1ZWlpOTw50YERHBfVOPf1fVl5/G1EaBmozcsDB4Nqol6TxSaTA+VP767OfnN3fuXJ1LGb8rGZmsvn1NZyI8+0WTedgCNZnRv+0GFLHJA9Z3EtdXPVqdwacVnlLQd01iQjy7vL6zsL7pxp9Y0TJiJVDA0DqabBnRIJVK/fz84uPjuQfoixcvcp/Dd3Z2TklJoYPFfvTRR+xsv/32W0BAADubQqHgPkKifX9+6dIlkUgkl8vZ8eG5jG8ZYRjm6tWrtLGDkslkcXFx7P8MdKkvv/ySvjdEN587UJzwbb9///6UKVNos4W3t/fOnTtp4uy/vgLTYZ8OnThxos7tErJFpm0Zqa6uZpt12Il37tyhT3xQIpFozJgx3D86tKsWJZfLuYnfuHEjIiKC208bHaz06tWr+qJ9wfD84woWDmXHZUBu0GEOVq9eTb9evHhRJpPFx8ebIToTa7uRW77GxsZDhw4RQl6MswCOEqb1glUP0MZz2wIvknYMp7ABWky7du3oB+NrYGFh4Z07d7p168a2I+hUWVl55syZzp07m6PnC8PQkOzs7Hr37s3tBSAqKmrLli2HDx8OCgrKz89//PjxwIEDdfamzr/t3G66WaNHj965c2dBQQH3ZVQheVhXV1dXVyeTyXhG49O3RS2spqaGdrDi6+srcGxgndRq9eXLl8vKymgfExYyiEPLsLGxWbVqlfb41mD5UHZchuXG//zP/3zyySfOzs4dO3bMz88PDw/fvn17mzgCtN3ILVldXR3tAXTGjBlr1qxp7XBMAEcJE3rxqgdoM+FtC1gytIxA68Ahhge3ZcSYdDp16tSxY0duL9xPnz51dXV99uxZVVVVK7ZcAAAAAAC0CbhtsRK4NQJ4YY0aNer27dvjx48/d+7c06dPMzIygoODy8vLFyxYgGYRAAAAAAAACg9YArywvvrqq7t376akpKSkpNApYrE4Li7us88+a93AAAAAAAAALAfepoHWgcfSAAAAAADAwuG2xUrgiXoAAAAAAAAAsF54mwZecJmZmTU1NaGhoeyUoqKi7Oxsd3d3f39/dmJWVtaDBw/efffdzMxMtVqtVCq5iRQXFx86dGjYsGFOTk4tF7olaW42ZmRk3Llzh50ukUhefvnlkJCQF6B/k02bNg0cOJA71DFXQ0MDOwwE97NJLF++fMiQIQMHDtT5tU0TklcbN2709fXVl/MWwlSF0mSG8NfDvLy8pKSkioqKrl27RkVFeXh4mCoYY46QBiyblZXV0NDAXaSmpubf//43nf7aa6+9++67PMONsYtnZ2cXFRXpnMff39/d3V1ffmZmZnI7sRaJRFKp1MvLy9vbm2dLLQROfwAAAM3QauMFg3VrsRr40UcfSaVS7pTJkycTQgYPHsyd6O3tHRkZyTCMSqUKCQnRSOTAgQOEkAMHDpg5WMvV3GwMCQmRSCT2f5LJZIQQZ2fnGzdutGTY5iCXyxMSEnT+lJycPG7cOO3PJtHY2CgWi//44w+dX9s0gXklkUj05byFMFWhCMkQnnq4YcMGQohSqZw9e/aAAQPEYrExxy6NYIw5QhqwbGRkJHeRo0ePOjg4SCQSlUoVGRlJhx6PiYlpbGzkX3zatGns4YgQwj06JScnM/rzU6VS2dvbB/4pICBAKpUSQubOncu/sZYApz8AAJPAjbOVaPP/3wLwCwgIqKmpOXfuHDvl119/DQ8PP378eE1NDZ3y/Pnz/Pz8sLCwVoqxDTAgG4OCgh786dmzZxcvXnz06NGsWbNaIfqWkpaW9uzZM+3PJpGVleXu7t6lSxedX9s0k+dVazFVoRiTIQ0NDbNmzYqJiTl06NCqVatOnjwZEhISGxvbKsGYVlFR0fDhw3v27FlSUpKamrpjx46CgoKUlJTk5OTp06fzL7t27Vr2cOTo6Dhy5Ej2a1RUFP+y/fr1y/xTVlbWs2fPYmJiVq5cmZeXZ7qNMwuc/gAAAIRDywi84IKCgsRi8enTp+nXwsLCoqKiZcuWiUSi9PR0OjEjI4MQEhAQ0GpRWjzjs9Hb23vEiBGZmZktE7C5FRUVbdq0afPmzTdv3qRTzp07V1JSUlpampaWdubMGfZzQ0MDISQjI6O0tDQ/P3/jxo3btm2rrKzkppaZmblx48bNmzfn5+ezE69cuZKWlsZ+PXDgQFBQkMbXjIyMK1eusBPT09M1vt67d6/JeXbs2NFkItxo8/Lyjh07xp2Sn59/6tQp+rmysnLXrl2JiYm7du2qq6vjpnP37l1uImfOnNHIt4aGBn2zcde1cePGrVu3auTh06dP2fXSPNeHnXPv3r3cOXVGTgvu2rVrdKWPHj3ixvD06VNuysILhX4uLi7esWNHYmKivopEw9MXMNFVD69cuTJkyBBuU8iYMWPu3btXV1d35swZ7k2yzuzVoB2MEPrqgEC3b9/evHnzpk2bbt++zZ3++eefd+zYMTU1lT73QY0dO/aLL75Yv349m8n6FheObi+bpRpEItGnn35KCLl8+bLwsm4VOP0BAAA0Q2s/tAJWqiVroFKppI8KMwyzbt06FxcXOnHSpEl04ty5c729velnPE6sT7OyMSQkRDsbIyIibG1tWypec5HL5cHBwTKZLCwszMXFRSwWHzlyhGGYJUuWODo6Ojg4hISExMXFsZ+rq6vZpRwcHMaNG+fl5aVQKK5evUoTDA4Otre3Dw8PDw4OJoTEx8fT6dOmTePuIF5eXgcPHtT4GhYWFhoaSqf89ttvhBCVSkW/Xr16lRBSUFDQ5DwBAQFNJsLNgdWrV4vF4ocPH3KD+eijjxiGOXz4sJ2dnbu7e0RERJcuXZydnX/77Tc6j0Qioa8tUOxrDtx8q66u1jcbTcHPz8/Ozi4iIsLFxYWbhxcuXHBwcHBzcwsPD3dycnJzc9P3SktOTo69vT2d08HBwcvL68mTJzyRy+Xy8PBwW1vbkJAQW1tbNze31atXKxSKkJAQsVjMVvjmFgrDMFu2bBGJRH5+fhEREW5ubiKRiJavRoboC1hfPdQ2ZswYJycnmrKdnR33xZMuXbp88cUXVVVVOi8PEhISNIJhBBwheeqAkKPrvn37JBKJj4+PSqWys7Pz8PCgi9A3lWbOnKm9gU+ePBGJRIsWLeJZnMvR0ZE9lLHYt2lKSkqcnZ0DAwOfPXumL+akpCQas8CybkU4/QEAGA83zlYCBQytoyUPMUuWLHFwcKCfw8LCpkyZwjBMfHy8s7MzndivXz/2glulUtHbHi4fHx9cGjYrGzVaRmpra5OSkkQi0YwZM1o0aDOQy+WOjo73799nGKa2ttbT0zM8PJz+FBkZyd4XcT+zS5WVlTEM09jYOHjw4AEDBjAMk5ubSwhhbx2XLVvG3rsWFBSwVa6kpEQsFrP3tOzXhIQEdnpCQoJEIpFKpfTr119/Te+CmpxHSCJcDx8+FIvF69evp18vXrxI7wBra2vt7e3Z27CqqiofH59evXrRrzxNHty84m8ZcXR0LCkpYRimurq6X79+NA8ZhnFxcQkNDaUxV1dXDxgwQKMnBZazs3NYWBids6ysTKFQLFq0iCdyuVzu5OREC47+996rVy96z7x//35CSE5OjgGFUl9fL5fL4+Li6LKNjY29evXSWXl0Bszw1kOumTNnso0mtFPk1NRU+tORI0cIIbdu3aqvrz+gy507dxitmsx/88xfB5q88a6vr7e3t6fHFprhIpGILkIbGlJSUnQWK20v41mci6dl5P79+25ubkqlkjYD0Zi9vb2TOWbMmCGTyWjda+6+0/Jw+gMAMB5aRqwE3qaBF19QUFBpaWlxcbFarU5LSxs2bBgh5L/+679u37595cqVurq6s2fPvv322+z8UqnU8T916tSp9cK3FM3NxrS0tHZ/at++/aRJk4KCgpYtW9Z6W2Ayo0aNcnBwIITQf6efP38uZKn3339foVAQQkQi0cyZM3Nzc0tLS+3s7Aghq1atog/hf/rpp48ePaIj+Hh6eoaEhNBlDx48GBwczI7sw3595513Ghoa6DtKBw8e/Oc//1lXV0dfbNm/f/8777xDCGlyHiGJcHXq1EmlUiUnJ9OvSUlJvXv39vT0TEtLq6ioWL58OZ0ul8s/++yzvLy8y5cvG5jRWqZMmeLo6EgIkUqlH330UW5ubnl5eXZ29u+//75o0SKaP1KpdP78+UePHtV43YYQcvLkydu3b3/88cd0ToVC8csvv0RFRfFHPnz4cFpwffv2JYS8//77tEfhoUOHEkIeP35sQKGIxeKLFy9++OGHdFm1Wm1vb6/94om+gOmvTdbDOXPmbNy48cCBAzRUJyenwMBAtuC2bt06ePBgZ2dnsVgcoosBY5EYWQfo4p988gn92rdvX3ZclT/++IMQQnNe26uvvtrQ0MCzuBBlZWX+/v6urq4HDhyg3axSV65cmT59+vTp02NiYiZOnHj+/PmlS5dmZ2cTATuX8LWbCU5/AAAAAmHUXnjx9e/fXyaT5eTkdO7cmRBC7zZ79eqlUCgOHz588+ZNkUjEHaewR48eiYmJ3BTS0tLoy9jWrLnZ2Lt370WLFtHPIpHIy8vL1dW1VSI3uR49erCfxWJxfX29kKW4w3y+/PLLhJALFy4EBwevXLny008/XbdunYODQ1hY2OzZs+mIG1wZGRncTkbYrwqFws/P78iRI0FBQenp6fPmzTt48GB2dra3t/fx48eXLl0qZB4hiWiIiYl5++23b9++7eTktH379oULFxJC6LMk3FJ+8803CSG3bt3y8vISkkVN4qZDG5UuXLhQVlZGCPHz82N/UqvVhJAzZ85wM438eXfdu3dvdgpt7Dh27Ji+yAkhffr04SbC3ihqjKrbrEIhhLz00kurVq0qKCg4f/783bt3JRIJbb8QEjDFXw/v3r377bffJiUlcffK6OjoiRMnPn36VCqVbt++/V//+hchpKamZsaMGURLVFQUd2xXIYysAw8fPiSEODs7s1NeffVV+qhLz549CSEPHjzQueCtW7f69OnDs7gQcXFxHTt2rK+vr6mpkcvl7HSlUkkfbKmpqXn//fdTU1OXLl0qkUiI4LJuRTj9AQAACISWEbAKwcHBmZmZnTp18vPzo1e0hBClUnnixInS0lKlUsn+Gw88mpWNr7zyikqlaqVILR3tzJL+Lz1nzpzp06enpaUdPnx43759W7ZsKSgo4N5bqtXqAwcOLF68WOfXESNGbNu2beTIkWq1un///kFBQUePHnV1de3UqZOvr6/AeYQkwhUcHNylS5fk5OT+/ftXVFSMHz+eECISidRqtVqtZqsB7a9UowWBamxsFJJRGrNxn6qgeSiTyWj6qampbJ2kNFo0NBbkalbkOjW3UB49etSzZ08HB4fo6OiYmBh/f/8pU6Y8efJEYMBCnD9/nhAyevRo7sR333136tSpKSkpHTp0EIvFY8eOpdMrKiq0U9DZeWr79u0vXLigMZEOdPK3v/2trKyMJyf5l2Vn4y7OVgCFQuHm5paamqo9zk5eXt7z58+HDh3Ks7gQoaGh69ev9/Dw+Pjjj9euXas9g1Qq3bRp07Vr10aOHJmfn0+bYJq777Q8nP4AAACEwOkQrIJSqbxw4cLx48e5f46Fhobm5uaePHlS449l0AfZaIzjx4+zn69evSqRSPz9/U+dOhUdHS2RSFQq1dq1a8+ePVtTU6MxXMiJEyfs7e09PDx0fh0xYkReXt7u3bvpqxwBAQFZWVl79uzhDsPZ5DxCEtEQFRW1Z8+eHTt2hIaG0scoXF1d1Wo1d9ianJwc8mcLhUgkKi0tZX8qLi7WmSz/bGfPnuXmoVgs7t+/P33EprKyMuhPIpFox44d7du310icPrbD/QN87NixI0aM4I9ciOYWysGDB+kAKLNmzQoNDbW1taXPpwgMWEhIgwYNOnr0KPetEEKIWCyOiorau3fvzp07x48fT++TpVJpqi4692gfH5/i4mKNcVvS0tIkEknv3r35c5J/WUKIu7s7IYS7eGFhIft55syZ2s8vNDQ0zJ4928HBYfTo0fyLN2n48OEODg7ffPPNunXr6Msy2kQi0datW2tqaiZNmkSnGLDvtDActwEAAARp7Y5OwEq1cA28fv26WCwWiUQXLlxgJ9JHr8Vi8aVLl9iJ6Jyfh/Bs1Dk2zYuBHcOCiomJCQwMpJ/HjBnj6el56NCh+vp67me6lFQqPXToEMMwubm5CoWCDuZy6dIlQsiiRYvYXhsJIXTIleTk5AkTJjAMs2jRInYgCe2vDMO4u7uLxeJvv/2WYZj6+nqxWCwWi/ft29eseZqcgcZDN4dhmOvXrxNC7O3tuftFv3793Nzcrl+/zjBMTk6OQqEYN24c/WnQoEHu7u63bt2qrq6Oi4uTy+VsDeHmFc9sEolEJpPRPDx+/Li9vT3NQ4ZhAgMDu3TpcvHiRYZhrl696uLiwhaKRthKpdLNzY12eXvw4EGRSEQ7fNUXuUZxE0K2b99OP9fW1rKHheYWCj2k0FU3NjbGxcURQnx8fLQzRF/APPWQys3NnTBhgvbYKBcuXBCJRCKRiO07lp9GTX7w4IG9vb2Li0tKSsqvv/56+PDhBQsWEEIWLFhA5+epA00uyzBMQECAh4fHjRs3GIb59ttvCSHcI4lKpZJIJHFxcQUFBQ8fPty3b5+Pj49YLD58+LCQxSn+sWloIs7OzlVVVYyeM8IXX3xBCElKSqJfheyArQinPwAAI+HG2UqggKF1tPwhxsHBQaFQaEzs3bu3xkRcGvITmI3W2TJy8OBB+if8oUOHuJ/pUjExMY6OjvQWZdq0aexAMwkJCba2tiKRSCwWKxQKdmQWdtReHx8fdjwR7a8Mw8ydO5cQQtsFGIZRKpUSiYQ7OKuQeZqcgcZTW1vLThkwYICDgwN3nrKyMtrnJbuZ7BgfZ8+edXFxoXt9SEjIsmXL2BrCzSue2SQSyfz583Xm4cOHD+mrW/R9iuDgYDqajHbY3DnFYvGSJUv4IxfYMmJAoUycOJEQIpPJJBLJxIkT4+PjJRIJXSk3Q/QF3GTLyPbt2wkhbJMBl5eXl4eHh/Z0nTRqMsMwBQUFAwYMYI/hcrmcjYonJ4UsSxenjzbQQZFDQ0M1jiTx8fG031kqICCAzWQhizMCWkZu3LghkUjoMC46zwiNjY2enp52dna0mgnZAVsXTn8AAMZAy4iVaMdwChugxbRr145+QA2EF4larW5oaKB3ktzPNjY2q1atio6OvnnzZteuXTV6xFCr1fRlCp2d1GZmZvr6+rKvRWh8bUX+/v4+Pj7ffPONxvS6urqioiL6R7rGTzdv3uzUqZP2aBfcvOKZjc5ZVFTUrVs3jTyk671y5Yqnp6f2T9pzXrt2zdPTUyNCnsj5GVYodXV1eXl5vXv31l6dRoboC7hlaATDhvS///u/nTt3dnNz016EPyf5lyWEVFZWPnjwgKfP5nv37hUXF/fq1UtnWTe5OAAAgHC4bbESaBmB1oFDDFgV2jKi3XlkG6VWqzMzM4cNG3b16lW2cw0AAACAFw9uW6wExqYBAIBmqKuro52bzpgxA80iAAAAAPACwDMj0DrQ+AoAAAAAABYOty1WAqP2AgAAAAAAAID1wts0AAAAADqsWLHiypUr7NchQ4ZER0e3YjxAvf/++zU1NezX6OjoIUOGtF44ZoQaCJbDevY7sFp4ZgQAAABAh8zMzNLSUps/WcKYUEAIseHIzc0tKipq7YjMBTUQLIf17HdgtfDMCFiumpqaGTNmsF87dOiwZs2aVoynZXz44YfV1dXs1++//94cV0LWmbdtWstUDBMqLy///PPPfXx8bt265eHhMXbs2JZPgRBSWFiYkJDQs2fP8ePHG7D4C8ASstFCKoNhJk2aNHr06BZbHQjBHSz8hS8d1ECwEFa134F1wjMjYLkaGhqSkpLa/0kikbR2RC1BIpGwm5yUlNTQ0GCOtVhn3rZpLVMxTOj9998fPHhwdHT0f//3fy9btiw/P7/lU8jIyMjLy8vPz1er1c1d9oVhCdloCZXBtOrq6qKjozt27Ojq6hodHa1Wq+/duxcVFWVjY9O9e3d2fO7ExMTXX3/9jTfe+O6777iLf/fdd8OGDbOxsRkxYsS8efMIIVu3bh07dqyNjY2vr29sbGxdXZ3lBNzy0bKOHTu2YsWKFStWnDp1ykyraKOMrIFr1qx5++23bWxsRo0aFRsbGxsb+84770ydOrWiosJy4myxINtKnG2l0AHaMAagNQipgVVVVRKJpMVCskASiaSqqsocKSNv2zTzVYzmqq6ujuGYMWMGnV5WViYSierr6+nXadOmsT8JZHwKLJVKlZycrDFxxowZ3Mirq6sNS9wS6CsFxvzZKIRZK4O5yzEwMHD79u36fnV2dp48eTJ3ikwmW716NXfKwoULHz58qL3sunXrpFIpd0pubi4hpKCgwLiQ+RgccKtEm5qaqlQq6WelUpmamqpztsjIyISEBPOF0brMVwM3bNigUabh4eGDBw82Klw9DI6zJYNk2kicFlLoL/Z+pw03zlYCb9NAm3flypVt27ZVVFTcunVr1KhRLdA5WXl5+fLly11dXUtLS/v27RsWFmZACq31ZLhAQrZx3rx5d+/etbe3V6vVDx48SElJMd+zJ00+zG98oRBCTp48uWnTpoEDB966dWvq1KkODg4aqzD3GwEtmaUmQR8+mjJlCv3KRnv69GmpVCoW/98ppk+fPlu3bm1WysanwE8ikbBPQKxfv/7bb781YeItTF8pEPNnoxBmrQytW47du3d//vw5+/XevXt1dXXc/jILCwv79+/fqVMn7WWzsrJCQkK4U3Jycuzs7Dw9PS0w4FaJdu7cuatXr6afp0+fPm/ePJVKZb7VtUXG1MCMjAyNMu3atevevXstKs6WDLKtxNlWCh2gLULLCLRtDQ0NycnJX331FSGkvLy8a9euL7/8srkvnkaMGLF48eLg4GBCSPfu3b28vFxdXZuVwvvvvx8ZGUnf0nzjjTe8vLy8vb3NEquhhGxjTU1NbW3tnTt3evbsuXz5cvPdw2dkZDx+/Dg/P79G6Cj4AAAgAElEQVRHjx7GBMwvPz//k08+yc7OFolEr7/+eteuXTVa2YwvtSZTaLEsNSGxWLx27VqNiZWVldzgxWJxc19/MD4Fftz3pRMTE02YcqvQWQrE/NkohFkrQ+uWo0wm4/b+s3Xr1qFDh3Kn7N2795NPPtG5bGZm5meffcadcuzYsWHDhpkpVMrggFs+2ps3b/7++++DBg2iXwcNGlRUVFRUVOTm5ma+lbY5xtTA7OzsBQsWcKecPXu2V69eFhVnSwbZVuJsK4UO0BahnxFo27Kzs+Pj4zMyMgghCoVCqVSmpKSYe42nT58eOnQo/dqzZ89NmzY1K4Xy8vKff/45IiKCfh0yZEhCQoJpgzSS8G1MTU3dv3//0qVLdf47YSpKpfLdd9+VyWT6ZjC+UAghU6ZMmTt3rkgkIoT88MMPI0aM4P5qfKkJTKFlstTc1Gr1X/7yF+6UxsbGFk4BiGVk4wtcGTp06MCOYZmXl9evXz+pVPrs2TM6JTMzU9/Da5cvX378+DF7208IUavV6enpAQEBFhhwq0R7+fJlQkjHjh3pV/rh2rVr5ltjW2RwDSwqKiotLeWW6S+//FJYWGimKyjD4mzhINtKnG2l0AHaIjwzAm2bv7//woULe/bsSb82NDS89NJLZl3j/fv3Ced5dZlMdunSpWalYAnPt/MTvo1qtTojI+Pll1/u27dvy8WnxfhCKS4uzs3NHTRo0K5duwghKpVK43mNFns9xEKy1EhyuZz7F1ZDQ8Nrr73WwikAsYxsfIErg0wmO3nyJP2clpb26aefrl+/vqqqihCiVqsvXboUFBSkc8Hjx49LJJLExET2OZfi4uK6ujo/Pz92nsrKyurqau47fdpTWiZgIdFqhFdZWZmdne3h4eHu7m5YqPR9AdpUTQihR07L73m6hRlcA0+ePCkSifLy8vLy8p48eVJSUiIWiwsKChQKheVUPJ4gianrm5ni1Mi6p0+fZmVlubu7e3h4tHCQzYqTunv3roODA3vRAmAN8MwItG0SiWTp0qX0aF5aWpqRkTFt2jSzrpG+Vs022FdVVTV3RHdLeL6dn/BtXLt2bc+ePUtKSt55552Wi0+L8YVy/vx5Qsi+fftUKtWgQYOGDBmi0Vt7i70eYiFZaiQvL6+amhq2A4hLly4190LQ+BSAWEY2vsCV4e9//zs9UOzatYu+JSeVSunBZ9OmTVFRUfoWpN12JHIolUputx07duwIDQ2lxyV9U1os4Caj1Qjv3r17//73v5VKZXx8vM6XvIRg20QotInoZHANTE9PDwoKogOUzJs375tvvvnqq68UCoVFVTx9QRIz1DdzxKmRdRUVFXFxcWFhYdu2bdMYNaYFghQeJ2vkyJHsZRWAlUDLCLw4Zs2atWLFCl9fX7OuxdvbW6VS0Q6rHj16lJeX19wzh8U+Gc4SuI3z5s378MMPHR0dVSrVkydPfvjhhxaP9P8YXyh0fnd3d4lE0qVLl27duq1YsYI7Q8u8EWA5WWokNzc3Nze3rKws+vXs2bPNbegxPgUglpGNL3BlcHBweP78eU1Nzb1792jHRl27di0pKXn06FF9fb29vb2+BTMzMzVOVdnZ2dxuO0aPHt2tWzfuDNpTWizgJqPVCO/w4cOnTp2SSqVxcXFLliwxLFS5XE4IYccDph+kUqlhqb2oDK6B2dnZ3LcqWBZV8fQFScxQ38wRp0bWVVRUPHr0iBDi6el54sSJFg5SeJzUTz/9ZMxTQgBtFB6RghfE0qVLlUqlYQPTbNy4Ud//IR988IF2L5u7d+9es2bNtm3bpFKpn5/fkydPmrU6i30ynEvINrJ/4RJCXnnllV9//fWDDz4wYF3NzX+DA+ZBr8LZF1hkMllmZqbGDC3wRoCpstQSrFq1avHixT169MjJyenYsaO+QYXMmsLmzZuzsrKys7MLCwtPnDgxY8YMS+vquAVYQjZaQmUwB5lM1tDQ8K9//Wvy5Ml0Srdu3Z4/f75p06ZZs2bpW+rKlSuPHz/mvopC36Fjx2GxqIANiFalUvXv358QUlpa6ujoaFioQ4YMIYScO3du4MCBhBD6hB39DCzDauDNmzfv3btn7r+RuAyIU3iQJqlvLRCnu7v7xo0b1Wp1WlraokWLWjLIZsVJCLl27ZqrqyveowErhEoPL4KtW7f27t2bDkV27Ngxf3//Zi0eHR3drCYVkUg0Z84c+nnLli1KpbJZq2OfDKdPC1vOk+FcTW7jyZMnBw0adPToUZrbjY2NGg9ECNfc/NfJyELp168f+c+GiQ4dOnBnML7UmkzBhFlqCUJCQnx8fE6fPv3qq68eOHCgVVKIioriebTYSlhCNlpCZTAH+giDjY0NbVolf960/L//9/80XgbhOnr0qFQq5XYkdPLkSe1uOywkYAOitbW1tbW1JYSsW7fO4LcbZDLZ4MGDc3JyaGvI8ePHBw8eTJMFlmE18MSJE2KxmLY9tQwD4hQepEnqWwvESQipq6tLT093d3c3ptGhBQo9Pz//3XffNThCgLYLb9NAm/TTTz+x57+0tLRLly5JJJLMzMyMjAw6To1Z1/jKK6/QFzcqKiouXLgwadKkZiVlsU+Gc+nbRjYfunfvPnnyZLYR6vz58/q6QzcTbonwBCyQQqEYNGhQdnY2/fro0SPa0MauxXxvBFhOlpqcQqEIDQ2l/+a1VgpALCMbX8jKYGdn5+3tHRsby06RyWSBgYH69twzZ85ER0d/+eWXYrE4Njb2ypUr5eXlsbGx9J/er7/++pdffrGcgI2MNjExccqUKcY85fH9998nJiZeuXKlsLBw27ZtP/74o8FJvaiaWwPz8vKio6M///xzkUgUGxubl5dngXEaFqTx9c3ccdL/RcLCwoYOHUovMFogSAPiTExMtLW1zczMLC8vz87OrqysNDhUgDYHz4xAm3T06NGzZ89Onz792rVr//jHP2pqauLj4+lP27dvN+saCSGDBw+WSqXnzp1bsmTJrl27DHjz2TKfDOfSt41sPnTq1GnIkCGJiYlDhw7duHHj6NGjx44da6ZgdD7Mzy0RnoCF+/HHHxcsWODq6pqXl9fQ0PDJJ5+Q/yx3M70R0CpZCgDGe+utt/bs2cOd4uPjk5ycrG/+vn37ao85xQ740gKaFbAx0aanp/v7+7u7u//8888Gt/B6eXmdP3+etibn5OTwDNxutZpbA3v16rVx40bzx6WpWXEaEKRJ6pu541yxYsWVK1e2bt0qk8nKy8tbJkgD4vT19S0rKyOEqNVqiUTC8xwKwIsHLSPQJq1atYp+8PDw4Pbd0AJrJITs3r07Ozu7rKxs9+7dGmO7CmSZT4Zz6dtGbj6MHTu2uLj44sWLH3zwgZOTk/mC0fkwPzcSnoCF8/T0TElJyc7OdnV13bdvn/ZazPRGQKtkKQAYTyKRuLm5caeYqs/Cbdu2nT9/XiKR2NnZ0b/BtacYoGUCJoT84x//6NChQ2Nj47Bhw4y5U5XL5W390TmzMnmBtpWKZ6b6Zto4NbJOpVLZ29uXl5dv2LBhzZo1FhKkdpweHh4eHh67du0qKSm5dOnSm2++yb62A/DCa8cwTGvHANaoXbt29ANPDXz69Km9vX1tbW1LBWVx2rdvX1FRYY5zEvK2TTNfxWiuF6MiWU5+GubFKAXjmaMc6SCXdGhMsEyjR4+mxdTagZgFauCLRK1WnzhxokePHp06dWrtWIz1Yu932oTctsALAM+MAAAAAAAAmJFIJGruEAEA0JLw8hgAAAAAAAAAWC+0jAAAAAAAAACA9cLbNAAAYHrl5eWff/65j4/PrVu3PDw8DBtnp7CwMCEhoWfPngaP32R8Cm2d8QVhCUVpkhgAAAAA9EHLCAAAmN77778fGRlJOw584403vLy8vL29m5VCRkbG48eP8/Pze/ToYVgMxqfwAjC+ICyhKI2PAQAAAIAH3qYBACCEkIaGhtYO4cVRXl7+888/R0RE0K9DhgxJSEhobiJKpfLdd9+VyWQGh2F8Cm2d8QVhCUVpkhhMq66uLjo6umPHjq6urtHR0Wq1+t69e1FRUTY2Nt27d2fHa0hMTHz99dffeOON7777jrv4d999N2zYMBsbmxEjRsybN48QsnXr1rFjx9rY2Pj6+sbGxtbV1VlOwC0fLevYsWMrVqxYsWLFqVOnTJuyMRmyZs2at99+28bGZtSoUbGxsbGxse+8887UqVMrKipMG6SZ4m/JTWgr+dwm4mwrhQ7QhjEArUFIDayqqpJIJE0mVVZWFh8fn5CQ8OWXX3777bemi5HP9evX58+fv2XLFsMWLysrmzJlyoYNGxYtWpSSkqJvNolEUlVVZWiMfATmrRBz586NjIycNm3alClTIiIiamtrjUxQSIEKzMBmCQkJUSqVERERkX8qKCjgzlBQULBw4cIpU6YEBwdv2LDBgFU0GbbAVZivYjSXvoq0f/9+mUzGft2wYUNAQIBhq1CpVMnJyQbGJywFy8lPw/DszsYXhCUUpcAYzFGOgYGB27dv1/ers7Pz5MmTuVNkMtnq1au5UxYuXPjw4UPtZdetWyeVSrlTcnNzCSEahx3TMjjgVok2NTVVqVTSz0qlMjU1VedskZGRCQkJhq3C4AzZsGGDRoaEh4cPHjzYsDB4mK8GttgmMG0hn6k2EaeFFLox+11bhBtnK4G3aaDN+/rrr7/66iv6ecWKFVlZWUOHDjXrGvFkOFdNTU1tbe2dO3d69uy5fPlyiURiZIJCCtQcGXj//v0333yTfqZ/xXh6erK/NjQ0JCcn08DKy8u7du368ssvq1SqZq2CP2yTrMJCVFZWcmuCWCzOz89vxXislvEFYQlFaQkx6NS9e/fnz5+zX+/du1dXV3flyhV2SmFhYf/+/Tt16qS9bFZWVkhICHdKTk6OnZ0d97BjOQG3SrRz585dvXo1/Tx9+vR58+aZ/HhocIZkZGRoZEjXrl337t1r2vCaZEwNbMlNaCv53CbibCuFDtAW4W0aaPP27t1bU1NDP3t6epaUlJh7jS/ek+FGSk1N3b9//9KlS3WeiZuryQI1RwbW1dX985//TPyTm5vbpk2buDNkZ2fHx8dnZGQQQhQKhVKpTElJadYqmgzb+FVYDrVa/Ze//IU7pbGxsbWCsWbGF4QlFKUlxKCTTCarrq5mv27dunXo0KHcKXv37g0NDdW5bGZm5sCBA7lTjh07NmzYMDOFShkccMtHe/Pmzd9//33QoEH066BBg4qKioqKiky7FoMzJDs729/fnzvl7NmzvXr1Mm14TTKmBrbkJrSVfG4TcbaVQgdoi9AyAm2eq6trv379Ll++rFar//3vf7/99tutHVETTp8+LZVKxeL/e2KrT58+BQUFrRuSkdRqdXp6+pkzZ0ySWpMFao4MlEgk9FEOQkhmZqa3t7eDgwN3Bn9//4ULF/bs2ZN+bWho+Otf/9qsVTQZtvGrsBxyuZx7odbQ0PDaa6+1YjxWy/iCsISitIQYdOrQoQPbjJuXl9evXz+pVPrs2TM6JTMzMywsTOeCly9ffvz4MXvbT/48igYEBFhgwK0S7eXLlwkhHTt2pF/ph2vXrpl2LYZlSFFRUWlpKTdDfvnll8LCwpZvyza4BrbwJrSVfG4TcbaVQgdoi/A2DbR5mzZteuedd3r27Dlo0KCUlBR7e/vWjqgJFvtkuMHWrl0bERFx+vTpd955Z9++fUam1mSBmjUDGxoaduzYkZiYqDFdIpEsXbqUfi4tLc3IyPj111+blXKTYRu/Csvh5eVVU1OjVqtFIhEh5NKlSx4eHq0dlDUyviAsoSgtIQadZDLZyZMn6ee0tLRPP/10/fr1VVVVhBC1Wn3p0qWgoCCdCx4/flwikdAn1OiU4uLiuro6Pz8/+rWysjI7O9vDw8Pd3Z1dqrKysrq6WqPRtgUCbjJa7YB1xt8s9H0BWuKEENqmbPJ+sg3LkJMnT4pEory8vLy8vCdPnpSUlIjF4oKCAoVCoTGnWq2OjY3lCXv06NEabze0QPw8m9C+ffuff/7ZQioeTz6bvL6ZI07tzHz69GlWVpa7u7sxR7CWKXRCyN27dx0cHNi/cwCsAao7tHmlpaWDBw8eNWrU4sWLhw4deuLECWPO3y3AYp8MN8y8efNcXV0JISqV6ttvv/3hhx8++OADYxJsskDNmoE//PCDxrOm2mbNmrVixQpfX99mpdyssA1bBVdmZiY7YIS/v79cLj958uTjx48JIZ07d+7bt6/BKQvh5ubm5uaWlZVFL9HO/n/23jygiavt/z6OMURMUYsUqUWUh4dSikC1FhUVVIrciBDUVooSF1wBK9q63e67da1VXAoiyOaOgCxCREBAEb0RUUFcHtxQNpVFBSSZ3x/n7bxzZ5lMkskCnM9fM2dOrvOd67oSmDNnKSxcsGCBWltUE+np6VKfauzs7Pr16wePya4GALBYrGHDhhkYGLx8+bK4uBgWfvXVV8SaMjdu3KitrRUzoiZUD4QuhFIXNEjl66+/PnXqFADg9OnTcNAZh8MpKioCAERERPD5fFkfhMt2kHtg9+zZc+PGDbhsx6tXr1JTU319fYOCgr777rvAwEAAwMmTJw8dOrRy5UpVHqSVE0ytVlLwpEmTJPUrCtEnAlHT3mHKOSQtLc3FxYXYCoQCDMPCw8MZlfxfKJ2BUm/h1atXSUlJupN4svysjnxjXKekM+vq6rZt27Znz55169YZGhouXrxYkyLp6yQueXt7Z2Zmcrlc5XQiEO0RNJsGodM4OTlRV3j79u2qVat27dq1bNmykpISY2PjFStWKNpKeHh4oAzUMZqD/shwubevCrKMK+oNkUhEHPft21fFYQ50AqrWofVHjhyBHT2y2LJli6urK9y6UiHoy5bbBJ3EaG1tjY6OnjBhwrt37zgcDgDgxYsXM2fO1NjUrX379m3YsKGqqur8+fM9e/acPn26ohZOnDgxc+bMrKysP/74Y968eUp8GVW30NraumPHjrVr1xIl7969W7FiBTnP29radu/evWHDBnja1NTk6em5bt06kUhUW1s7YcKEs2fPkh/zysvLFy9e/Pr1a7FnPzWheiB0IZSqa1AOZ2fn/v37y7pqbGz84cOH5ubmV69ewd+N/v37V1ZWvn379tOnTxQDGAUCgVi/Z1ZWFrFsR0ZGxvXr1zkczvr16zdv3gwLfXx8BgwYoOLtKCeYWq2kYKn6FQU+jxF9jvAA/pSJMWzYMOofbQqUc0hWVhZ5SoJaUVMGSr0FXUs8WX5WR74xrlNSVV1d3du3bwEA1tbWubm5GhZJXyfkwoUL1G8ZVfneIRC6i7Y3x0F0UuhkIJ2dZU+dOnXo0CHi9M2bN5aWlsxIlIfSO1A+fPgQwzChUAhPg4ODp0yZIrWm7u/am5eXBwDIzs6Gp3DLW1UM0gkofQcqyosXLwAA79+/l1UhKioqOTkZHhN3TROasuk0QTMxKioqAABJSUnwdOPGjc+ePVNIs1yoE6m6ujopKenatWvMNso41P60tbXdunUruSQhIYHwKsTBwWH79u3EKXx9V1RUhOP4mDFj3NzcyJXXrl1bXV3NjHQcx2l8nVUPhC6EUq4Gze/ae+7cOQDA3r17iXaPHz/OYrH27t1LfNMlgb2TBQUFRIlQKGSz2UeOHIGn9fX1Dx48wHEcLo5IVPPz8yN+HJRDCcFy1UoKlqVfIeC6CXl5efAUbhJcX18vWVOV3UOVcMjjx48BAJcvX6ZjXygUzpo1y082cgOqjgyUdQs6lXgUflZHvjGuU5YqoVDo5+dXXFysSZGK6iwtLS0uLubxeBS/qGjXXkSHBM2mQbRLLly48PLly8DAwAEDBqSlpS1cuBCWd+vWTdYES6ZaVN2Uzo4Mpw/hjW+++Wbu3LnE9JNbt24RK2UoB0VAiUbV58DCwkLwz4R2sUYBACkpKSUlJT/++KNAIBCJRDk5OXLn3ZCRJZvBJsQwMzNzc3M7cOCAh4fH/v37fXx8TE1NlbYmlba2NvKgITGMjIxkrZCvU4hEIllj9Zuamu7cuXPgwAF4Wl5ebmlpiWEY+V1Za2trYWHh3r17iRLYxQYXyePz+f7+/lVVVfD92759+2bOnCm5HoEqUEcBMBEIXQilXA0UcVQTcAjDZ599Rgw419fXb2tr+5//+R+KAUHZ2dkcDoc8oy0/P5+8bIeBgYGBgQEA4NChQyEhIdoVLFetpGBG9Ovr6zs5OeXl5cE9ca5everk5ATNMogSDsnNzWWxWM7OznTsq3s2jXIZKOsWdCrxKPysjnxjXKdUVa2trWlpaZaWlqos3qGBoN+5c+fnn39WWiEC0Y7RdtcMopNCJwMpXoQGBwc7OjrC482bN69du/bhw4cZGRnBwcG1tbXMy/3vFiMjI2fMmNGrVy9ra+u5c+cq0fefnJzs6Oj4+vXrc+fOubu7y6qms2NGyN6IiYkJDQ19/Pjx6tWrV61apbo2WQElN0rTgYoSFxcnlpNEo6WlpWIDuSne48lCqmwlmqCfGMnJyQCAtWvXkl/5MghTg4+0C4U/z507x2az4Yu4Fy9exMTE4Dj+5s0bcp2kpCQOh0N+WTdjxgwnJyd43NLSwmKxdu/ejeN4VFTU1atXGdffMaKgOpofM5KXl2dra0suSUpKGjdunKz6BQUFs2bNMjU15XK5/v7+9+7dq66u9vf3Hzx4MABg1qxZ5LFIoaGhYl9b1V/dKyRYIbWSgiX1K0pJSYmlpeW9e/cePHhgb28P32xLosq7a4UcUlRUNGvWLDMzMzabPWvWLDgoTN0wm4F0bkHriUfTz4znmzp0klUJhcJPnz7BVszMzDQjUgmdoaGhqampGRkZjo6OSUlJUgdq4WjMCKKD0gUnBRuB0BhdunSBBxQZ2NTUZGho2NLSItdaVVVVQUFB37591b2uJIPU1NQUFBT06dNn2LBhsuro6enV1dWpY/kr+r6lw/Pnz4uLi+3s7JgakkAnoHQcqCjNzc3/+c9/4CtKNcGIbIUSo3///m5ubn///besCq2trb/99pusQQffffcdxUKDzCaStqDw56JFi86cOTN58uSWlpbMzMzs7GzJJF+xYsWdO3fOnDkDACgrKztz5syHDx+2b99OGOTz+SUlJbt27WpqauLxeLJkKB2IjhEF1VHHDyZcsJDY0luM1tbWZ8+eWVhYECVVVVVtbW2qL6yblpZmbm5uaWmZmJhI7MHJ5/NV3MpEY4Kl6lcCuJcHAMDFxUVfX19qHR8fH5rroUqiPocwhYYzsL0knpryjVmdYqq2bdt2//796Ojo27dvOzo6EvvsalekpM6ysrLq6moAwMqVKzds2DBixAipP6qqfO/aI3QeWxAdADSbBtERMDY2VuVvoVbQhdHpTGFqasrsNA06AVWHAzkcjlq7RYDG456SkjJkyJAzZ84cPHiQvGcwGTabvWfPHlkWNLNKqM6Sk5MTEBCwbt06AMDMmTOl5nleXp6FhYVAIAAAsNns9evXiz3C8fn8H3/88eHDh8Q0MamgQLQ72Gw2+fkEAMDIzmj5+fmTJ0/u3r27UCgcP348/DGMjY29desWm83u1auX0j9TmhHcp08fSf3KweVy1frHXU0O0RjM6m8viae+fGNQp6QzeTyeoaFhTU3NsWPHiBma2hUpVaeVlZWVldXp06crKytLSkq+++47tD0NovOAekYQCASiY5KTk9PQ0BAZGWloaHj8+HGK3ZRldZp0cuAiI/v27YOnxH4oISEhxJJDbW1t165d27BhA8UKR62trRwOh85u1igQCADAiBEjJN8n+/r6+vr6akWPXCQFK/0+HKFF2kvitYt8kxRpbW1tZWWVm5u7adOm3r17a0uYGFKDDgD4+eef0VIjiE4I6hlBIBCIDsjt27dLS0vh0/icOXOOHDki68m8tbU1ICBAlh07O7tFixapS6Vuk56eTl6yDvZ9pKSkjBkzhlwHw7CxY8dS2MnNzXV1dZU76AMFAoFAIDowGIapsqo6AoFQN6hnBIFAIDoat2/fvnjx4po1a+Dp/Pnzjxw5cuPGDanrtrDZ7LCwMHXIKC8vDw0NtbOzI0ZbKERNTc26deuGDh1aUVFhZWWl3HtLVTRcuXLFycmJ3KNRVVV1+vTpiIgIoiQ3N3fUqFHUvR65ubleXl5ym1NTIFR3oy5YACqnEwKBQCAQCAQFqGcEgUAgOg4nT568cOHCuXPniMkdHz58+PPPPwEA/v7+Li4uxNwQdZOenv7u3bs7d+4MGjRIOQvz5s2bOnUqXHrw22+/tbGxsbW11YyGmzdvHjt2LD4+vnfv3nDijEgkqq2tvXjx4qlTp8h1kpKSunfvvnjx4v3790vaOXHiRE5OztWrV7t37967d+/Zs2crJIMRVHejLlhQPZ0QCAQCgUAgKEB70yC0A7N703RU2sveNAgNo77EUJTa2lpjY2OhUCirgre3t7e3N5/PV9RyTU1N37594Za3AIDAwEAMw5RbtU6uhq5du1ZVVfXp00cJ47oARRRUd6MuWCCgDqU64ki9MwhCF+jYe2SgDEToJh37eycJ2pumk4DGjCDaPeXl5efPn//yyy9zcnIGDRq0ePFiVUzRHK19/fr1yMjIw4cPa6AtrUDHq7/99tvLly8NDQ3h6/SYmBim1o/Mz8+PiIgYMWJERUXFwoULKdZdVz0QBHRumb4wqdTU1Gzbts3c3LyqquqHH36QuoS+ik1oGA6HAx93GaegoIBsfMiQIdHR0epoCADAYrE4HI6ajGsAiiio7kZdsEATHYljW1ubmr4U6qB9qUXQoV3EtF2IBEgnAtHJQN8iRLuHz+evWbPGw8ODx+P17Nnz66+/dnNzU8IO/dHara2tc+fOdXBwUEqvYm1pCzpebW5ubmlpefbsmZ2d3bZt25jqFrlz587KlSuzsrIwDPvf//3f/v37y5qDoHogyMi9ZfrCZDFx4sQNGzZAs62BEXcAACAASURBVN98842NjY25uTmzTXQYGhoayBnFYrHu3LmjRT3tFNXdqAsW2gtHjx79888/jY2Ns7KyyOX79+9PSUnJz893dna2tLTcs2dPdHR0SkpKUlKSnZ2dlZXVoUOHNL8tkSy1uia4rq4uPj6+87yaVgWKmB44cCAlJSU3N9fNza1nz54AgJqami+//HLLli2GhoZIZMfTqVMiEYj2AuoZQbR7uFzu06dP4QEA4M2bN8rZcXV1BQDExcXJrXn48OEhQ4Yo14qibWkLml6Nj49nvOkFCxYsX74cLml59OhRis4j1QNBRu4t0xcmlaysrIKCAmITEzs7u4iIiE2bNjHYREdCJBJ17dqVXEIxZwchC9XdqAsW2gvz58+/evWqWHcnAGDx4sVsNjsnJycpKQmWTJ8+3cLCIi4u7u+//7a2tta4UgBkqwU6Izg8PPzRo0fx8fFWVlaoZ4QOFDFdtGhRjx49srKyzpw5QxROnjx58uTJkk/+aqVdiATtX6dOiUQg2guoZwTR7hEIBMSBkZHR+PHj1dpcbm7ukCFDysvLO/YiHTS9KhKJ0tPTP//8c6mbnijB8+fPr1275ujoePr0aQAAj8eT9WaS8UBQ3zJ9YbJ4/fo1AID4lL6+fklJCbNNdCS4XO7Hjx+J07a2tq+++kqLetopqrtRFyy0I/Lz82fOnClZnpmZ6e7uTi7Jy8vr1auXtrpFILLUAt0QDEfM1dfXV1ZWaqzR9g5FTNPT08Vi2r9///Pnz2tC1n/TLkSC9q9Tp0QiEO0Cqo0GEYj2wqNHj3bt2rVnz57CwkK1jhJsbm4uLCwcOXKk+prQHeh4NSQkxM7OrrKyks6mpHS4desWACAhIYHH4zk6Ojo7O9fV1UlWU1MgKG6ZpjAK4BNFc3MzPG1sbHz06BGzTXQkbGxsmpubRSIRPC0pKbGystKupPaI6m7UBQvthVevXj1//nzs2LHEzRIIBIIRI0aQS3JyctTdj08NhVqgk4IRcqGOaVZW1ujRo8klhYWF9vb2mlL3/9EuRIIOoVN3RCIQ7QXUM4LoCFhYWCxbtiwwMNDPz0+tD5OHDx9euHCh+uzrFHK9+ttvvy1atMjExITH49XX1x89elT1RmHHgaWlJZvN7tev34ABA3bs2CFZTU2BoLhlmsIosLW15fF48HXN27dvb9++TfSSMNVER8LCwsLCwiIzMxOeFhYWMtX71qlQ3Y26YKG9kJ2dbW5uvmPHjtOnT3t5eb19+xaW37179927d46OjkRNkUiUlpY2ZswYLSkFQLZaoKuCEXKhiOmjR4+qqqrIMb148WJ5eXlMTAwS2SF16pRIBKK9gGbTIDoOnp6eq1atWrZsWXh4uDrs5+bmDh06VBf2PtAkFF4lv6Do27fvlStX5s+fr2JzcI0PYm6Ovr4+McmFQN2BkHrLdITJ5cyZMwcOHIiNjeVwOKNGjaqvrydfZaQJ3eHEiROZmZlZWVnl5eW5ublBQUG2trYKWdi3b9+GDRsGDRqUl5fXs2dPJXZxUl1DB0B1N+qChXYRyrS0tCFDhvz73/8GAGRmZoaEhKxZswYAcPXqVTabHRYWFhYWBms+f/68tbV11KhROqgW6KpghFwoYpqfn49h2O3bt2/fvg0nKLFYrHv37hkZGSGRHVKnTolEINoLqGcE0b65ffv21KlTz5w5A/9LHjBgwNWrV9XU1rNnz/Ly8uCyqQKBAMOwwMDA/fv3d7yd0uh4NT8/39HRMTs7G47VFAqFYossKgfcaIbc59K9e3exOuoIhNxbpiNMLhiGLVmyBB5HRUXBhXiZbUJ34PP5fD5fFQvu7u5Dhw4tKCj48ssvk5OTtaKhA6C6G3XBQrsIZV5eHrGDeGtra1lZGTyGa3YQvQwAgD179ty4cYO8ZkdTU1NmZqalpSUx1aihoeHjx4/q27dbllo6gqWqzcrKsrKysrS0VJNghFwoYpqWlubi4iK5kK1OJZ5CItWdb4zolCzRmE5ZImWpevnypbGxccf7hxaBUAg0mwbRLrlw4UJISAgAoLa2ViQSEQtVFhUViT1tMtiWr69vyD84ODg4OjqGhIR0yL8iFF4lvPHNN9/MnTuXmMJ669YtT09P1Zs2MjJydHQkFk5/+/YtsX6YWgMh65aJRimE0adv375wNk1dXV1RUdGsWbMYb6KDYWRk5OHhMWzYMG0Lad+o7kZdsKDjNDQ0VFRUODs7w9NHjx4Ru0UIBAKxRZGysrLIa3bU1dWtX7/e09MzNjZ2//79AICTJ096eHjAtYc0rFauYEm1r169Onv2rKur686dO+GvGULzUMc0KyuLPLEComuJR1OkBvKNEZ2SJZrUKVUkhSpvb2+xGb4IRCcE9Ywg2iXZ2dlwyICLi8u0adNu3rz58uXLHTt2WFlZbdmyRTmbJ06cmDlzZlZW1h9//DFv3rw7d+6ItQVpa2tbuHBhVlaWQCBQeqkLWW3pCBReJbzRu3dvZ2fnsLCwJ0+erFmzxsfHx9fXl5HW//7776NHj5aVlZ08ebKtrW3lypViTUMYCQSBrFsmNypLGH2cnJw4HM7Nmzdnz559+vRpOCGI2SYQCIRWyM/PHzJkCOyirampuXbtmo+PDwDg/v377969I89DgVt6kdfsqKurg6sDWFtb5+bmAgB8fHwGDBigebV0BEuqzcjIuH79OofDWb9+/ebNm9UnG0EBRUyfPHny6tUryTXLdSrx6IvUQL4xolOyRGM6ZYmUperChQvqGyWEQLQncARCG9DJwMbGRjabTcfas2fPEhISCgsLGVKnK7DZ7MbGRnVYpuNbOl599uxZUlLSs2fPGFWHNzY2JiUlFRQUMGtWLnJvWXVhV65cSU5ObmlpUaUJ9SWGotD/kuoyuuNP5egYUVAddcRx3LhxcXFxdGo+fPjQ1dUVHq9atSogIAAeHzp0iMPhkGvCmXr37t0TsyAUCv38/IqLi+Gpn59fcnKySuoVV0tfMFltfX39gwcPcByHO18wKzUgIIDH41FUmDp1amhoKLON6g6qZyCO45GRkSwWSygUSv2gjiQefZFqzTcGdcoq0YBOapFiqkpLS4uLi3k8nkK/nx37eycJenDuJHTAiQCIToipqampqam2VXQ06HhVTZ7ncrkeHh6Mm5WL3NtRXRgx6lV9TSAQCM1jYWFhamoaGxtbUVFRX18fEhJy48aNI0eOCAQCFos1Z86cpUuXGhkZrVq1qqioCACwe/fuSZMmEV/21tbWtLQ0S0tLzczQlFQLAKAvWEytgYGBgYEBAODQoUMMzm6IjY1NS0sTCASNjY3Tp08fPnx4YGAgU8Y7HlJjevv27b/++iszMxPDsDlz5vz6669im7bqQuIpKlJN+ca4Tqkl6tYpV6Skqjt37vz888/qkIdAtD+03TWD6KTQyUD0IlS7Y0YQOovujHHoGImkO/5Ujo4RBdXR7pgRyMOHD9+/f69oK0Kh8NOnTziO5+XlmZmZwUK1vrqHMKgWx/HQ0FDND/TDO/q7a7VmYLtIPC3mm4o6ZSlnHFV0hoaGpqamZmRkODo6JiUl1dfX07TTsb93kqAH504CWmcEgUAgEAgEggEsLCz09fUV/dSOHTtmzpwJANDX16+pqWFelgwYVJuWljZ69OgffvghMTGRWZEIhVAopu0i8bSYbyrq1Jh7VdE5cuRIfX19NpsNF6HHMPRgiOjUoNk0CAQCgUAgEFqDx+MZGhrW1NQcO3bswIEDAIDY2Nhbt26x2exevXqNGDFC2wL/C0m1+fn5kydP7t69u1AoHD9+PCP7lCE0QLtIvPaSb5I6JUt0ATFVVlZWVlZWp0+frqysLCkp+e6777hcrrY1IhBaowtOGiCEQGiMLl26wAOKDGxqaurZsyfxN6979+6xsbGaEKdVfH19P378CI8TExPr6+vV8Veqc/q2XaOZxFCUpqYmQ0PDlpYWqVfLy8tDQ0Pt7OymT5+unH3NWNDT06urq9MFfyoHdRSAym6sqalZt27d0KFDKyoqrKyslNiFSjMW1BFHFxeXOXPmENtSqA+RSJSbmzto0KDevXuruy3V0Sm1Pj4+MEzaFqIW1J2BOhVKWbQLkUCaTt1Uzoiqjv29k4TOYwuiA4DGjCB0Fy6XKxQKta1C02imh6Jz+rZd0+66rtLT09+9e3fnzp1Bgwa1XwsdANWdMG/evKlTp8Jns2+//dbGxsbW1rbdWdBxMAwbPXq0tlXQpX2pRVDQLkLZLkQCaTp1U7luqkIgdAE0nQyBQCAQzOPq6vrzzz8rsYqBTlnoAKjohJqamsTExClTpsBTZ2fn0NDQdmdBFX755Zcu/9B5XpDqOJ999hkRlFOnTmlbjnpBGYjQETrV9w7ROUFjRhAIBAKBQEinoKCAw+EQW04OGTIkOjq63VlQGoFAoJmGEArR2NiobQkaAmUgQnfoPN87RKcFjRlBIBAIBAIhnYaGBjabTZyyWKw7d+60OwsIBAKBQCAQ1KCeEQQCgUAgENIRiURdu3Yllyi6RJEuWEAgEAgEAoGgBvWMIBAIBAKBkA6XyyU2RQIAtLW1ffXVV+3OAgKBQCAQCAQ1qGcEgUAgEAiEdGxsbJqbm0UiETwtKSmxsrJqdxYQCAQCgUAgqEE9IwgEAoFAIKRjYWFhYWGRmZkJTwsLC728vNqdBQQCgUAgEAhq0N40CN1FIBBUVFTw+Xzy2nsAgPDw8NGjR1tYWBAHkp89evRoXl5ejx49Dh8+rCm92gd6jDjFMIzD4djY2Nja2mpPVPujra2N2AVDKyQmJr57947P5xMlTU1Np0+fzsnJaWtrs7CwmD59OpH2y5YtCwoKMjMz05JYmZw4cSIzMzMrK6u8vDw3NzcoKEjRPNQFCx0A1Z2wb9++DRs2DBo0KC8vr2fPntOnT1dUgy5YQCAQCAQCgaCgC47j2taA6Ix06dIFHsjKwLa2tt69e2MYtmfPnjlz5pAv6enphYaG8vl84kDssxEREbNmzXJ3dzc3Nz9w4IA69Osm3t7eV69etbe3h6cikejatWvNzc1Lly7ds2ePdrW1F06cOJGenq6xPUElqamp+fbbb4uKivr16wdL0tPT+Xz+x48fXVxcMAy7devW06dPQ0NDZ8+eDQWHhYXl5ORoRW1TU1PPnj09PT3haffu3WNjY7WiRFF8fX2JpSsSExPr6+u5XK52JSmNBqJQU1NTUFDQp0+fYcOG6ZSFjhRHBAKBQOgmch9bEB0DNGYEoaNER0e3tbVNmzbt8OHDYj0jcsnKyrKxsUlOTlaTNl3GwcGBfOMikWjevHl79+718/MjekwQFKSkpLS0tGhRwOrVq/38/Ihukfv373t5eXl4eERGRurr68PCefPm+fv7Dx482N7ens/nb9++PTY21tfXV/NqORxOTEwMcSo2vEuXmTJlSmtrKzyeOnUqh8PRrh5V0EAUjIyMPDw8dNBCR4ojAoFAIBAILYJ6RhA6yokTJzw8PPh8/rFjx27evPn999/T/GBmZuazZ8+6d++ekpJiZ2cHnzAbGhrS0tIaGhoMDAx4PB7x5JCWljZo0CDiKfT27dutra0//PBDWlrad999d+vWrerq6okTJxoaGoq10tTUlJKS0tDQ8Pnnn3t6ehKTL54/f56Xl9fU1MRms0eOHGlubk58RCAQPHv2jMVi2dvbk0ezE6YMDAwmTZpEnsch6yP0wTDs3//+97Fjx+7evQt7RqS6Ij09/auvvrK2tibc0r9/f/KpnZ2diYkJHUlSXSfrHtPT0+3s7Kqqqm7evMnhcDw8PAwMDGTZUcJR1O3W19fn5+djGEZE6ubNm5WVlW1tbSkpKa6urmJzajQQ9OfPnx87dqy0tJSouWrVKkNDw5iYGPLj7sGDB1NSUi5fvgxjumDBgu3bt2ulZ4TFYvn4+Gi+XdWZNGmStiUwRvuNgup0pDgiEAgEAoHQJjgCoQ2oM/Dx48cAgHPnzuE4PnDgwLlz55KvstnsyMhI8gGZadOm9evXz8jIyN3d/fLlyziOZ2Rk9OrVy9LScsqUKf369TMzM3v48KGYKcjUqVPd3d1huaenJ4ZhGIadOnVKrIm8vDxDQ0MLC4tJkyYZGxvb2NjU19fjOB4VFYVh2KhRo6ZMmWJhYYFhWGpqKvyIm5uboaHhpEmT3NzcAAA7d+6E5UVFRcbGxtCUqamphYXFixcvqD9CAY/Hg/rJHD9+HACQnJxM4QpPT08PDw9Y/+HDhwAAHo8HT+FT+r1792hKknQdxT1yuVw3NzdjY+Np06bZ2NgYGRmVlpZKtaOEo6jbnTp1qr6+vru7u6mpKZvNzs7OxnF88+bNJiYmxsbG7u7uHz9+1HzQt27damFhQTQqFAoxDAsKCqKO+7NnzwAA165do66GQCAQCAQCgVAU9ODcSUABRmgH6p+Y1atXGxoaCoVCHMc3btzIYrEaGxuJq9Q9IziO+/n5ER0ELS0thoaGU6dOhaeNjY1Dhw61t7cXMwUh94yYmJhUVla+f/8eyiBjZmbm6ekJy6urq42MjNauXfvp0ycul7t+/XpYRygU2tvbw/6Fa9euAQCI7pitW7f26tULfnzgwIEeHh7w+OPHj8OHD3dycqL+CAU8Hs/W1jaSRFBQkL6+/vDhw6ldERoaymKxoP3Q0FA2m83hcODp7t27Bw4cSF+SpOtk3SOO41wu18TEpLq6GnrMyckJSpW0o4SjqNs1MzOD7X78+NHKymrSpElEDhC9QhoOOo7j48aNmzZtGtFoSUkJACAmJoYq6jiO47iBgcHWrVvlVkMgEAgEAoFAKATqGekkoAAjtAP1T4ypqemvv/4Kj+FmK3v37iWuKtQzEh8fDwB4/PgxcTUhIQEAUFJSImmB3DMiNlCFIC8vDwCQl5dHlBQUFMAH4MePH9fW1sLCT58+jRs3DlqDwy4CAgLgyAuCK1euAAAKCgqIknPnzgEA6uvrZX2EGh6Px2KxuFwul8uFEzSGDx++d+/elpYWaldUV1cDAC5duoTj+KRJk1avXo1hGLxHJyen4OBgirsQQ8x1FPeI4zi5W4G49Pr1azE7SjhKbrsBAQHEpWnTphEJI7VnRDNBx3Gcw+GQOziuXr0KAIiLi8Pl4e7uTvR5IRAIBAKBQCCYAvWMdBIwhabeIBAaQCAQPH/+vKCgwNvb29vbOzg4mMPh/P3338pZe/PmDYvFIi/98N133wEAyLvbSuWHH36QWv7ixQsAwODBg8k14RaqPXr02Ldvn7e3d//+/fX09ODjNADAyspq79694eHh3377bd++fefNm3f//n3C1KhRo/T+YerUqQCAGzduyPqIXFxdXRv/wc/Pr6SkxM7ODi5RQeEKIyOjUaNGXb58WSQSpaWlubu729vbZ2VlNTU1Xb16dfLkyRR3Qe06inuEFcirb3z++ecAgKKiIjE7SjhKbrvw3iEYJueXUDNBBwA0Nzd/9dVXYp589eoVtTwAAIfDIXboQCAQCAQCgUAgEAqBVmBF6BxHjx41MzMbMmQIUTJ27NiUlJSsrCxnZ2dFrWEYJhKJRCIR8fT79u1bAIDY4poQoVBI02xbW5tYydu3b+3s7IyNjWfPnu3v7z969OgFCxbU19fDq0uWLAkMDExJScnIyEhISIiKirp37x7UEB8fL7aXBLx3qR8h92tQw+FwIiIiysrKvL2979y5Y2ZmRu2KiRMnxsbGent7i0SiYcOGubi4ZGdnm5ub9+7de+TIkRR3QS2J+h6lelVydwklHKVQuzTRQNBhjIhCNpttYWEhEAiWLFki1vSECRMGDBgQEhICT8lhRSAQCAQCgUAgEAqB/pNG6BZ1dXXnz5+fM2dOCImEhAR9ff0jR44oYdDc3FwkEuXk5BAl8K0+8SBaVVVFXHr+/Llcg3CMQ3p6OlHi6+s7ceLE1NTUqqqqlJSUxYsXwz1WiGEp169fnz17NpvN5vF4ISEhhYWFzc3NN27cgJu/NDQ0uPwDhmEnT57U09OT9RGF7h3DsOjo6Obm5lmzZsl1xcSJE2/fvn3mzBk3NzcMw8aMGZOZmXnu3DlPT0/qu6DWQHGPsAKcMAIpLS1ls9mjR4+mb0QJ3yrkQ4hmgg4AMDQ0JIbMQPz9/VNSUnJzc8mFN27cSElJMTIyIkpqamo+++wzJW4NgUAgEAgEAoFAoOlSCO0gKwP37t0LAKioqBArDwgIwDCMWIGC/jojOI47ODhYWFg8ePAAx/G8vDwjIyNikUtHR0dLS8uKioqPHz+uX7+ey+US64yEhobKEu/q6mphYQGXmUhNTcUwLDIyMjk5GQAA9QiFwvXr1wMAhg4div+zjubatWuJNU0BAHATlnHjxvXr16+4uBjH8dLS0oEDB44bN476I5GRkX5+fp8+fZIUJnVvmo0bNwIAjh8/Tu0KHMctLS1ZLNaff/6J4/inT59YLBaLxUpISIBXKSSRkXSdrHvEcZzL5XI4HLi+ybVr14yMjJYvXy7VjhKOom6XbJycML/88ou1tfWlS5fEPKyBoOM4PmXKFGItWEhLS8vQoUO5XO7OnTsfPHjw4sWLI0eOGBoaWllZEcsSC4VC6oxFIBAIBAKBQCgHenDuJKAAI7SDrJ8YGxsbR0dHyfqFhYUAgI0bN+KK94xUV1d7eHgAAFgsFoZhAQEBxIashYWFAwcOhErc3d23bt1Kp2fkzZs3PB4PGmSxWJs3b4blM2bMAADo6+uz2ewZM2bs3LmTzWbDtkJDQw0MDDAMY7FYRkZGhGyyKQCAm5sb3DCF4iMBAQEAALioqhhSe0aEQqG1tXWvXr2qq6spXIHj+NKlSwEA8Ikdx3FXV1c2m03efUaWJDKSrqO4Ry6X6+/vb2JiQughmhOzo4SjqNuV1TOSmpoK57nA/hqpAtQX9MjISGJXIILGxsaAgABi/heGYX5+fsRHcBy/cuUKhmGVlZWS4UAgEAgEAoFAqALqGekkdMFJwUYgNEaXLl3ggcYysLW19dGjR3BYhNilJ0+e9O7du3fv3ooaLCsrs7a2JhtsbW29ffv24MGDJVsRiURwqoXkwhytra3379+3trYWW3uC4iOqQOEKuSgtSeo9fvbZZ/v27Zs9e/aTJ0/69+8vdvs0jVCrkvURCkQiUVtbm9T66g56W1vbl19++ffff8OuEzFTjx49amhosLe3F2to8eLFlZWVZ86coXmDCAQCgUAgEAiaaP6xBaEVUM8IQjugnxgE+KdnZM6cOdoWokPs2rUrNTU1MzOTZv2GhgYTE5OCggIbGxu1CkMgEAgEAoHohKDHlk4CWoEVgUAgdIjffvvt1atXYkuuUrB3796ZM2eibhEEAoFAIBAIBEJpUM8IAoHQGo2NjWjAiBgYhpWWlhI7Jctlw4YNxN69CARCaV6+fLlp06Zdu3YlJiZ++PBBM43OnDkzLS1NUomPj4/kNuGqcPjw4W3btjFoEAAQEhIyZ84cuPs7QVVV1Zw5c+bMmfPy5UvJ8vDwcPr2x48fn5+fL/WS0sEKCQlZtGgRcSoQCLy8vFxcXPh8vmTl/fv3kytT2FETFALoyMjJyZkzZ86jR4+UuKoK+/fvl9xpXjdRzgmqRJ865do1dXV1si61o5RAdHJQzwgCgUAgEIhOjUgk+uuvv3x8fN6/f+/t7b1jxw4NNLpr1668vDxXV1dy4YcPH6ZOnXrq1CmRSMRgW56enhs3biTv2g4A+Pbbb/X09IYNG+ZDYvLkyUOGDNHT09PT0ysrK6Ow+eHDh2PHjl25coVcePny5WPHjh07diw1NZVcnp2dfezYsU+fPsmVKhKJ4KC53NzcDx8+PH369Pnz52IVlA6WQCCIiIiAxy9fvpwwYYJAIOjRo4elpaVk5fT0dKIyhR31QSGAjozy8vJjx45VVlYqcVUV0tPTo6KiGDerDpRzgtLRl5ty7ZSysrJvv/22qKhIVoV2lBKITo7C6y8iEAgEAoFAdCSqqqq6d+9uaWm5YcOGhQsXGhkZaaDFDRs2HDt2DMP+/3dUL1++nDx5ckFBAePN9evX79dff124cOG9e/eIwsOHDzs5OdXX10dERHA4HHL9srKysWPHPnnyxMrKSpbNMWPGAACuXr06adIkojAxMdHS0rK+vl4gEJCHBKanpwMA3N3d5UrNyckZM2aMra1tW1vbtm3brly5EhQUdODAAaKCKsFasWKFv78/PL5161Zraysc+SK18urVqxcuXCjXjhbRERmdDaXdLjfl2ik3bty4f/++tlUgEAyAxowgEAgEAoHo1BgZGR05cqSmpgYAYGxsTO6tUBS4uZXcajt37uzdu7ePjw9Rsm/fPmtr6wcPHtja2qqjxaCgoPv370dHRxMlo0eP/v3338vKypYtWyZW2crKaseOHbW1tRQGv//+ey6XW1hYSFaSnJw8duxYZ2fnhIQE8rCXgoICCwsLU1NTuTqdnZ0rKyudnZ1bW1s/fPhw7dq1/fv3kyuoEqxhw4bBreuhWgBAnz59ZFUeMWIEUZnCDkFrayt9JYrWF4lEksOIpMqgHm1EZywSdTpJVUITRV1EIFeSQtZUHJCldPRlpZykHjpfaskK9KfgyQ0is7P5ZKF0PgBKhcwOuEN0KlDPCAKBQCAQiE4Ni8Xy8PD45ZdfZFVYtGjRHBkQdXJzc0ePHt2tW7du3bp98cUX69atk/V/f2tr65EjRyZPnkwuXLdunYuLy927d4cOHUpTNv0WAQBmZmajRo06dOgQuXDr1q02NjYHDx6EYzrI+Pj4lJSUUAuYMGFCQUEB8RySn5/f1NQ0fvx4Ho/X3NxMTN5paGi4e/eui4sLzftqbGw8ceLEwYMHS0tLCwsLxfo+5AaLAj6fP2DAAACAt7e3n58fAMDPz69Pnz5i84wgPj4+sDKFHQBATU3NzJkz4fyjbt26jR079u7duxQaoqOj7ezsunbtqqen17VrV2dn5zt37lDUz8zMq6MAAwAAIABJREFUhPW7des2evRo8qIYZBkAgMTExG+++QbWnDdv3sePH8l2qK8CAGCMYAWYTsTDJ5xpJRAIBg0aBCs4OzvTX55D1i1v27atT58+N27cIFfev39/nz59ysvLqSVBVXw+//Dhw3p6et27dz958qRcJXKdQAfloi+ZclL1U3+piUB8/fXXsA4c1nTixIkvv/yyW7duPXr02LRpk1QBdIIoy+Hp6el9+vTx8vIiapaVlfXt23f8+PH+/v6BgYHwBmV9X8RQOh8oFAKl8gGBEAdHILQBykAEAoFA6A4ZGRkAgPXr10u9yuVyqf+PunTpEoZhAwcOPHLkyLlz5+Bg+zFjxki1du7cOQBAUlISubC0tBQewM+2tLRQC1aoRcjmzZsBAM+ePSMXlpSUYBhmYmJSW1srVr+wsJBaQ2hoKADg8uXL8HTt2rUYhrW0tFRXVwMAVq9eTb7f+Ph4amsEGRkZM2bMwHH82LFjhBGxChTBooDH43G5XBzHU1NTAwICAAABAQGhoaEvXryQrOzu7g4rU9jBcdzR0dHQ0PCvv/5KSEg4dOiQkZFRr169GhsbpX7w4MGDAAA3N7e4uLhz584tX76cxWL169dPKBRKFcBisTgcTnBwcFxc3KpVqwAAAwcOlCojISEBAGBvbx8TExMVFWVjY9OrVy8AQHZ2ttyrOI4XFhZyuVwzM7MjR47Ex8cvXboUAODp6UkoGThwoL6+fnBwcExMTFBQEADAwsJC6j26u7sbGhrSueUHDx4AAIKCgsgft7GxGTx4sFxJsCErKysWizVp0qThw4cXFRVJ1UMg1wk0US76kiknqV/ul9rd3d3MzIzL5a5evTomJmbcuHEAAA8PD2Nj4507dx4/fhxuVJeRkSEpQG4QqR0+Y8YMAEBkZCSO4y0tLTY2NgYGBhUVFZcvX541axYAYOnSpcePH5fqMXJKKJ0PchUqmg8KgR5bOgkowAjtgH5iEAgEAqELNDY2zpo1a+PGjVOmTMEwrKKiQgkjZmZmxsbG1dXVRMnGjRsBAFIfFRYsWAAA+Pjxo1RTNHtGFGoRAp8M4+LixMq3b98OAJgyZQp1i5I8fvwYALB161Z4OnToUCcnJ3hsb29vb28Pj4OCgmCPiaL2JVExWORn2vj4eOr+Gjo9I+/fvwcALF++nLgUExMzfPjwgoICqR80NTW1trYml/z6668AAKn14bIsUVFRRAl8tC4uLpa8HQsLCzMzs/fv38PT+vp6OHcJPvZTX8Vx3MHBoVevXq9fvybaglmRmppKKImJiSGuzp07FwAgte9MrGeE+paHDx9uaGhIdAwVFxcDAP7880+5kghVoaGhkhqkItcJNFE6+mIpJ6lf7pdaLBCNjY1wRNWDBw9gCVxIKCAgQLJ1uUGkdnhjY+PAgQNhBdglQZiKjIyU1R1DNE2khNL5IFehovmgEOixpZOAZtMgdIXExMSqqipySUpKyqtXrwAA6enpN2/elKz/5MkTmpYv/MPFixclTUly4cIFye3HKBRCmpqaMjMznz9/fuHCBXK11tbWCxcuEFsbnjhxAh7k5uY+ffqUqHbz5s3ExETitLm5+cKFC3CUMkXTIpHo4sWLcu9IdQgfJiYmpqWlNTQ0wHIVoyPGkydPoqOjw8PDL168KHemaENDQ3R0NOFPdcwshTGFx0qnKKEQ0A66LG9rLNzqg/x9hMjamJNAA7lHoUr11jXz3UEoh0gkcnd3Hzt27Lp16zZu3CgSic6fP6+okRs3bjx9+nTGjBnk1UB///13DMOSkpIk67948UJfX19s0VO1tgixtrYGAEiu8Lpy5UpHR8ezZ8/evn1bIRnm5uYDBw68desWAODt27eFhYVubm7wkqur6+3bt+Ff0vz8/FGjRrHZbIWMS8JIsJiFzWaz2eyoqKjY2Njm5mYAgK+vb35+/g8//CC1fkVFxbVr18glMILEz4IYGIb5+voSp46OjgCAFy9eiFUrKyt79OjR9OnT9fX1YYmBgcHs2bPpXAUA1NTUFBQUeHl5GRsbE4VwTAExJQHDMPKyOCNGjAAAwMFB1FDf8owZM+rq6oi9qyMjI1ks1vTp0+lIgqpmzpwpVwMdJyiBotGXhKyf5peaHAgul8vlcm1tbYmdbiwsLAAAsMtGanOygijX4VwuNzY29t27d15eXnv37p01axY5M+mjXD7QUQgUyQcEQipobxqErvDTTz/Fx8eTF67n8/lhYWE8Hu///u//fvrpp7KyMhMTE3gpIiJi+fLlpaWlNC0PGTIE/pKKRKLMzMyhQ4cKBAKKZdu8vb2zs7NHjx5NUyE8XbZs2cSJE3v37h0cHPyf//yHmOoZFBT08uVLHo/36NGj1tbWDRs22Nvbc7ncsLAwDMPCw8NhtYCAgKKioidPnsCXGGlpaUFBQdA4RdMYhsXGxhoYGIipZRxvb28HBwdDQ0MAwLNnz8rKyo4fPz59+nQVo0MmPDw8MDDQzc2tR48eRUVFq1atyszMpNh3YMGCBQ8ePPjhhx/4fP706dNnzpxJfx47TWBM4bESKZqSktLc3ExE3NzcnGbQZXlbY+FWHz/99JOdnR05rEOHDoX/n8lCA7lHoUr11jWgH6E08Ica/udtbW1tYmJC3r2FIDY2VtaCf3w+v6KiAgAwZMgQcrm+vr6BgYHULRvq6+u7d+9OX2ROTs4ff/xBnA4fPhw+CNFvEfLVV18BACT7/QEAU6dOHTt2rL29PX1VEGdn57i4OADApUuXAADEj/CPP/64c+fOjIyMSZMm3b59G07kURGawdIkLBYrNDR01qxZ06ZNwzDM0dFx4sSJfD6f/PBGBo5zOXv2bHl5+YsXLwoLC6kXodTX1yf/ryLr/xa4CgPs+SIgTqmvAgDgMrpxcXGSPe9EttBUIgn1LU+bNi0oKCg2Ntbd3V0kEsXExHh4eBgaGqakpMiVBFWxWLSeZeQ6QQkUjb4kZP00f0bEAtGtWzf4vSYj60URRRDp5MCwYcPWrl27efNmCwsLOClGCZTLB5oK6ecDAiEVlD2IdsD8+fPPnDkzb9482Gv+6tWrJUuWxMTEwN9KOqxZs4Z4oK2pqenfv//Zs2d//vlnBkXev3//+vXrhw8fBgCcPHnS0dHR3d192LBhsbGxKSkpcEDg69ev9+zZU1VVtX79etgFsHXrVvjxt2/flpSU8Hi8lJSU+fPnAwCuXr1K8zl/w4YNkydPlrtUnups2bKFkLRr165Fixb5+vqqHh2CJUuWJCQkuLq6wtMRI0bs3Llz165dsuqnp6dHRETAJeITEhIYf1FAjik1spzQ3Ny8detWIuLm5ub0gy7V2xiGaSzc6mPDhg10Nu8ko+7co1aleusa0I9QApFItG/fvpCQEKLE2tpa8jEDADB//vympiapRvh8PjyQ+h+51EcU+HqZPrW1teQlQnv27Al7Rui3SE1ubm5RURHRY0sQHR0NuyEocHNzO378+P379y9cuGBkZPT999/D8rFjx7JYrLS0NH19fZFINHbsWEVViUE/WBqGz+f/+OOPZ8+eTU9PT0tLu3r16oYNG65cuSJ14MCmTZvWr1+vr6/v6uo6aNCgoKCgJ0+erF69WkUNMOiSS9XSuUrw008/DR8+XKxw4MCBKmqjvmUul/vLL7/ExcWFhYXl5uZWVVXBKR6MS6LpBEVRKPp0YOpLrRxyHQ7/m33y5El5ebkSHalAtXygoxCBUAXUM4JoHxw/ftza2jo2NtbX13fBggU//fST2DPM/fv3yf8wAQC4XC75JRuBkZGRubk58Y/pkydPVqxYceXKFVtb23Xr1jk7Oyun8M8//yQ2KRg2bNjq1at9fX3Pnz+/cOHC5ORk+KgzcuTIXbt2LVmypLi42MXF5e3bt7/88ktTUxOXy7106ZKXl5eLi4tAIIAPyXl5ecuXL6fTtKWlZY8ePbKyspQWrwT/+te/li9f3tbWxmazGYmOSCT68OEDebj133//TQwwvnv37tq1a69evWpra7tmzZqxY8fy+fzGxsZt27Y9ffr07du3cGgGhmERERHOzs67du3icDi7du169uzZrl279PX1//jjD/hompmZuWfPnoKCgn79+v3yyy8rV64EACQmJp4/fz48PBzDsPT09JMnT4aFhZFjKhdZTiBHHAAwfvx4JYJO9rZWwq1umpqaAgICLC0tw8LCIiIivv/+e/KpWGWFcg8o8uNAB0VbV4cFBFPcuXOnoaHhxx9/JEquXbsWHBwsWZM8cVKSL774AgBQVlZGLmxra2toaJD6PTU2NlZosMOkSZMmTZpELsnKylKoRQh8s9qjRw9yYXl5+f79++G4DzJv374l9oOgAE6fuXnzZk5ODjGVBgCAYZi7u3txcTFck3LYsGFyTVFDP1gaprW1tUePHosWLVq0aFFbW9vRo0eDgoL++OMPuO4smUePHq1fv3748OFZWVnEH7sNGzaorgH2EInFi0ha6qsAAHNzcwBAz5494SYjBM3NzarM+QL0bpnP50dFRZ08eTIrK8vIyAhmEeOS5DpBOehHXy6K/owwCx2Hh4WFJSYmLl26NCoq6qeffiopKVE0FkrnA02FCISKoHVGEDrEpUuXwki0tLQQl0xNTXfv3r106dITJ04UFxfv3btXIcv/+c9/BAKBQCBIT09fsWLFs2fPnJycAABNTU0jRowYMWLEixcvli9f7u3tTTEOmZpTp06NGjWKON20adMXX3wxfPjwVatWjRw5kihfsWLFli1bVqxYAQDo3bu3ra0tXMbiwoULY8aM+de//pWQkAD3sb9169aYMWPoOAcA4OTkdOrUKeWUK0dkZGS/fv3gHzYVowPBMGzt2rXjxo2bOHHi/v37b968aWNjA6cz1NTUjBo1auzYsZWVlUuXLp04ceKNGzcOHTr02Wef/f777/7+/r///juHw1m5cuXgwYPj4uJyc3NzcnK8vb19fX0LCwtzcnImTpw4b948AMDz588nTJiwePHiysrKw4cPr127Fu4P5+HhUVxcvGnTppqamunTp8NpSmIxBUqlKDniQMGgS/U20Ea4mSU7O/skiadPn7a0tMTFxZWVle3du/frr78WOxX7OOO5J0uV1Gqqt64m/QglgF3kxND38vJyNpsttXOKKxsAwOjRo42MjCIjI8nDwkNDQ0UikdSZYkZGRh8+fKCeRkGNoi1C4PteuFYFpKam5rfffjt27Jjkm+qIiAgrKyu5SgwMDAYPHnzixIlXr16Juc7Nze3u3buFhYXjx4+neV8U0A+WJklMTNTT04MrUAIAWCzWwoULWSyW1Jf88KHX09OT/A4ArsqpSjIAAL7//ntTU9OYmBiyHUIV9VUAgJWVlZmZ2blz54gF0QAAFy9e7N69+7Jly1QRRueWXVxcTE1N09LSzp075+fnB4d1MC5JrhOUQKHoy0W5LzVTyHX4kydPlixZYm9vv2fPniNHjjx69GjJkiVkC3TuWul8oKMQgWAAbS8Bi+ikSGYgm80eM2aMHwk2my22aDzcnywvL0+htthsNpfLNTQ05HA4GIbNmjXr3r178FJUVNTQoUOJmjNmzAgODobyJNcqZ7PZycnJ5BJDQ0OoEK5fJbbrHtx9gLwMuCTBwcFwVXMjIyO4k6KlpeWVK1eSkpIcHBzITVM7JyYmxt3dXQGnKA4AALrR0NCQzWb369dPzEXKRUeMwsLCpUuXDh48GABgbW0Nl1s/ePAgsd8BjuNBQUFwQ0dDQ0MiIlwuNyMjo7GxEQBQX1+P4/jr16/BP/s71NbWstlsHMerq6sJ2bW1tWZmZoQbHzx4oK+v7+jo+Ouvv+LSYspUitIJOrW3NRBu9cFms4cPH84jceXKldraWiJwOI6LnWog96SqYqp1zXx3EEogFApNTEyIbR2Cg4N37txJXOXxeHK3rSU4fvw4AGDUqFHJycnFxcW7d+9ms9lWVlbEBjRka3CAhtgfFAKae9Mo1CIE7uNAbA/8/v17Dw+PyspKMctCoTAmJobL5RIKeTzetWvXZCn5/fffAQAYhr1584ZcDvfgBP+9uwpZGLVZSVXUwaJjivG9aYRC4cCBA7lc7pEjRwoKCjIyMqZOnQqkbQCE43hlZSX8BcjLy2tpacnLyxs3bhx83S22hbMsAWKZQ74deGnMmDGXL1/Oy8ubNGkSfPiEvzbUV/F/9i2ysbFJSEgoLCwMDQ3t1auXkZER3AdEUgnsDpCaw+SNSGjeMjGZgrzTKrUkqaqSkpK4XK7Ytq9i3qNwgqJZpFD0cWl704jpl/ullvyIoaEh+f8B+MLGz89PsnW5QaR2uIODA4vFIv5/njJlCvhnUxjo2ClTpsA9faU2DVNClXyQq5DiC6s66MG5k4ACjNAOUntGZPU7EMTFxZG3giNTWFjI+2+IPwyE5ZaWFh6PN3z4cOJvTHBwMIvFIr/9g4/cNHtGuFwuVJiRkQEfvAkSEhJ69eq1e/fuXr16wadfqSQlJY0ZM6aoqMjS0hKWBAUFrV27dtWqVatXr6bvnPj4+H79+slqhREAANu3b8/IyMjIyCD+NyWjXHTIkLshqqurf/nlF7jp49y5c8n1jx8/Drevl9UzAkvEjokA/fXXX6NGjeJyuYMHD+ZwOGQ3BgQEsFgs+M+9ZExVTFECOkGn9rYGwq0+JN2Ik7qupJ6qkns4vfSTqkrp1oOCguDviYmJier6EWolOzvbw8MjOTl57969CxYsIF9yd3eXtfumVGJiYvr16wf/tGEY5ufnR959k2ytsbGRxWKRN/skQ7NnRKEWIU5OTjY2NsSph4eHvr6+4X9jYGBAvKQl+lCoexBSU1MBAOTefAI4/1+s84UQRm1WEopg0TTFeM8IjuOPHz8mL3xgaGhIbDIqSXx8PLGQEIvF+vXXX+FWQeS/+BQCKHpGcByPiooilpG2t7eHY9CIf2aor+I4npCQYGZmRtyIg4MD8RisdM8IzVt++PAhfOIVM0UhSaoqGFN/f39JVXScoEQWKRp96p4RnMaXWn09I7hsh8PNgzdv3kzUrK2tNTIyMjIyqq2tra+vhy+0ZP1wkVNClXygUCjLn0wh+diC6JCgACO0g+RPjIqPnZWVlXH/DfFZsmW4H/vcuXPh6V9//eXm5kYYef/+PXw4B9J6RgYOHEjuDm9pacEwDFYrLS3FMIy49OzZs169eiUkJOA4DvtiZPnh06dPbDZ7586dxCuO+Ph4Nzc3Jyeny5cv03dOXFwceVSFOgCUm9XjykaH4NSpU2ZmZuSSjIwMDoeD4/jWrVsnTZpElG/cuHHq1Km4Uj0jp06d6tev37Vr12CgyW4sLS01MDBwd3eHvWNiMcWZ6xmhE3Rqb2sg3OpDuZ4RpXMPp5d+1D0jirZeWloK+0HgwBMV9SPUzadPn1JTUx8+fMiItcePH2dnZ8vt11iwYIHYL566W6ysrMQw7ODBg0o0oWgXhvrMygqWOhS6u7sbGBjQrNzS0nL58mWpXZ9iCIXC4uLioqIisXGmjCAUCouKih4/fqzEVUhlZeXly5fFhv+oror6luG2LHv37lVd0vHjx8V6zSTFyHKC0llEP/o0ofmlVhPK5UBLS8unT5/o1FQxH5RWqAqoZ6STgAKM0A6M94xQIGY5IyOD6Ph4+PAhi8WCgycbGxutra3hDzEA4PLlyy3/AH/rly9fbmVlBf8h+/jx44IFC0xNTeHPulAoZLFY8JJQKHRwcCA6X2pra42NjdevXy9LnpOT08CBA4lhhJ8+fTIwMOByuWLzOKids3nz5mnTpinqGYVQ99NdY2OjkZFRQEBAbW0tjuO1tbVTpkyBHSL37t1jsVglJSU4jldXVxNdVGI9I6mpqXJ7RjZu3Ej0KVy5coX4N0goFNra2m7fvv3NmzcmJibnzp0jxxTCYIrKDTq1tzUQbvXBZrMTEhJa/hu19oworYqp1lHPSDtF0TEjCll7/PgxhmFwLLqaEGtx/fr1pqamyj1rET+VjY2Nfn5+5FfHqghj0CyzCiHDhw83NTVV3Q5CLqtWrWKxWPCvvyo0NjY6ODiQXywphDqyCKEETOUDg6CekU4CWoEV0elwcXHx8/Pz9/dvbW21sLCIiory9PR0dnYeMGCAg4MDsaDUuHHj9P7By8sLALBx40ZHR8evv/5aT0+vR48e169fT0tLg6OOMQxzdXXNz88HACxbtqyxsfGvv/6CdgwNDaOjozdu3Hj9+nWpesaOHfv8+XNi8W0WizV06FAXFxexveWouXr1qtYXolMRLpebnp5eWFjYp08fPT29L774QiQShYWFAQCsra1DQ0PhIqzm5uZ8Pp/YJpPAy8trwoQJUVFR1K3MnTv31atXdnZ2I0aMOHDgwJgxY+CgzVWrVunp6a1cubJ3795///23v79/TU0NEVPGUTHo7T3cXl5eeiQ+++wzbSsCQFdVIbRISkoKXPJGHdbMzc2Dg4MZ2ZeETotNTU379+/fsWMHeeFDRfnw4YO7u3tFRYWKO8KIuYIpswyaio6OXrNmTUFBAXkBdYQ64PP5Xl5e27dvDw4OVn3D8sbGxjlz5qi4RTSDCYlQFGbzAYFQGG13zSA6KTqVgUKhsLGxkeabNFmVU1NTx40bpwZ18nn9+rWJiYk6xuVqhZaWlsbGRskxmdDzFLdJcxgnjuPv37+nE24txpSCDhZuBEJnAbIXSWXEWmNjo5WVFZx3qQ7ILa5evZo8J1EJUzExMWPGjBk3bhyxUJfqwhg0y6xCd3d3Nps9ePBgimXCEIxgY2PD4XBmzJihetRUh9ksQiiBTuUDGZ16bEGoD/FN2hCITgiGYXDnRVUqu7m5bdmypaysjM42h8xy4MCB1atXKzTGRJdhs9lS32rKDZPkrpOy0NfXp1NNizGloIOFG4HotHC53NLSUs20tWXLFhUtBAcH19TU/Pnnn3AjCaZg0CyDppKTk1W0gKBJSUmJtiX8F2rKcwRNdC0fEJ0N9L81AsEYERERly9f1nCjbW1t79+/DwwM1HC7nQStxJQCFG4EAqEVhgwZsnv37jVr1jx//lw3zapJIaJTgbIIgejMdMFJA4QQCI3RpUsXeIAyEIFAIBA6SJcuXZKTk5la04dZaxpusUuXLvHx8Tweb8SIEWw2OysrixFhDJplViGic4KyCCEL9NjSSUBjRhAIBAKBQCAQ8gkPD7927dqBAwd01qyaFCI6FSiLEIjOCeoZQSAQCAQCgUDIx8rKavXq1StXrnzy5IlumlWTQkSnAmURAtE5QbNpENoBDUtDIBAIhC6DZtOoCZ0VhkAgEFJBjy2dBDRmBIFAdGra2tq0LQGhUehHXGdzQ2eFdSSePn0KAOjVq5cOWtPNFmmis8IQCAQC0clBY0YQ2gF1vjJOTU3NunXrhg4dWlFRYWVl5evrS1FOv1AVPREREb17966tre3evfvixYth+f3792NjY+vq6ioqKn766afZs2eTP3X9+vXIyMjDhw8DAMrLy8+fP//ll1/m5OQMGjSIsKA05eXloaGhdnZ206dPJwonTJjQ1tZmYGDQtWtXWLJu3bpjx469fPnS0NBQJBLV1tbGxMSw2Wxm/QOYCI0sJ2sGRvQz61IxVIy41JrW1tbMilTiLujfAlC/k8VQPQG0m9WQxYsX//XXX8OHD8/Pz9c1a7rZIk10VhgCgUBQgB5bOgs4AqENUAYyDo/Hi4uLg8fW1tbFxcUU5fQLlWb58uXE8fbt2y9fvozj+KdPn4jy6upqDocTHx9PVGtpabGxsfH394enDg4OSUlJOI7X19cDAFJTU1XRc+nSpVOnTrm6ukZGRpLLBw8e7P8Ps2bNcnNzw3E8ICCAx+N5eHisXr36zZs3sCaz/pFlUKHQSHWyxlBdP+MuJaN6xKXW1DBS74L+LeBqdrIkqieAdrMa8unTp8bGRt20ppst0kRnhSEQCAQF6LGlk4DGjCC0A+p8pU9zc3NQUBBx2r17d8n10mtqavr27dvS0sJisQAAgYGBGIYdOHBAavm6detoFqqyMPv//u//lpSUcDgcAEBiYmJDQ8P06dMFAsGPP/546dIlV1dXAICXlxebzT5z5gz8yP79+4uKilgsVlhYGADAxcXF29s7MDBQJBJ17do1JiZG9dfd3t7e3t7efD4fnra2tp4/f97Hxweebtu2zd/f39jYODAwMCQkhPxBWR5WWgkjoZHqZADAokWLPn78SLR18OBBWAfQSyfN6GfcpVJROuKyajIrjybku6B/C0ANeUsN/aygSABZWQ0oExuBQCAQCDWBHls6CWidEYSuU1dXFxISEhsbm5KSInn16dOnERERhw8fTkxMVMJ4U1PTrl275Fbbt2+f+ozLpa2t7fjx43r/AEfIi1FQUMDhcOADBgBgyJAh9+7dk1VOv1AV2ebm5g4ODnfv3hWJRGfPnv3Xv/4FABg9evTq1avt7OyIW+vWrRs8zs3NHTJkSI8ePQgLAoEgMDAQHhgZGY0fP14VPVJhs9nEE6ZAILC1tSUefUUiUVpa2o0bN+Ap4/5hJDRSnQzvi0iY48ePk5eloJNOmtHPuEvpQD/iFDW1C/1bABp3MiMJICurAWViIxAIBAKBQKgCS9sCEAg5eHt7nzp1ysTEZNGiRWw228XFhbgkEommTZuWkpJiYGAwcuTI2tpasUUrqNm0aVNdXd2ZM2eWLVtGUS0xMXHXrl1LlixRSDZN4zRhsViSb4PJNDQ0kB9xWSzWnTt3ZJXTL1RFc0REhJeXl52dnaOjY0xMjKGhIQCAzWZv2bIFVqiqqkpPT79y5QoAoLm5ubCwcMmSJXFxcWQjjx49io+PFwgEhYWF0IKaaGtrO3nyJByrAgkJCZkyZUpBQYGXl1dCQgLj/mEkNFKdDADYs2cPUZ98U4QF6nTSjH7GXaoQciNOUVNHoHMLGnYyIwkgK6uBvMRGIBAIBAKBUBo0ZgShK4SEhARybLI3AAAgAElEQVT+Q2xsLCy8efMmi8UyMTEBAPz4449wYU4CkUjUo0eP169fAwCMjY1LS0sVanHdunWTJ0+mrlNTU/PmzRuFzFIb/+2334jbvH79uhKWpQLnm5BLhEKhrHL6hapIqqqqcnJy2rFjx61bt8aOHVtVVSVWYfHixTt27Bg5ciQA4PDhwwsXLpQ0YmFhsWzZssDAQD8/v7q6OlX0UHP06NHRo0cTp7/99tuiRYtMTEx4PF59ff3Ro0cZ9w8joZHrZPWhun7GXaoQciMuq6buQOcWNOxkRhJAi1mNQCAQCASi04LGjCB0hZSUFHd3988++wwAMGDAAFhYVlb2xRdfwOPPP/9cIBCQP8JisS5dugQAaGpqunv37h9//MG4qrNnz/r5+f373/9myuCQIUPgCHCBQFBeXj5s2DBGzHK5XPL0+7a2tq+++kpWOf1CpfW8fft21apVqampAIDJkyfz+fwVK1ZEREQQFbZs2eLq6grH+OTm5g4dOpRivQBPT89Vq1YtW7YsPDxcaUnUHDlyhNzvJhKJiOO+ffteuXLFx8eHQf8AJkIj18mKEh4efuvWLamX5s+fb2try6x+ZlNOUeRGfP78+VJrqohCTqaGzi0w4mT6mlVPAMazGoFAIBAIBIIOqGcEoUP4+PiIzZhobm4mhlt/8803zc3Nkp/Kyck5d+7c+vXrLSwsmNVz8eJFT09PZm0Sa4g2NjYyaNbGxqa5uVkkEmEYBgAoKSmxsrKSVU6/UGk9GRkZhOvMzc2TkpLIfUDR0dGDBw92d3cHAOTk5Lx48SIvLw/OoxEIBBiGBQYGzpo1a9q0aWfOnIHPXQMGDLh69arSeqh5+fLl3bt3Bw8eDE/z8/MdHR2zs7PhC3mhUNi1a1dm/QOYCA21k5Vg9uzZ9Oejqa6fcZfSh07EpdZUHYWcTAHNW2DEyfQ1q54AjGc1AoFAIBAIBB3QbBqEToNhGPEi9NWrV/AfaDFGjx69f//+mJgYRpY7JYBDuPv168egTca5cOECXDDCwsLCwsIiMzMTlhcWFnp5eckqp1+otJ4BAwYUFhYS5d26dSMWiElJSSkpKWGz2QKBID09PT093dfXN+QfHBwcHB0dQ0JC3r17JxKJiH6xoqIiuJ2NcnqogVKJlSC/+eabuXPnEvMUbt265enpyax/ABOhoXCy+qBOOYX0M+JSWfKooRNxqTU1A527oHkL6nAyhWDVE0ArWa00spaADQ8Pf/TokSaVCASCixcvkksePXoUFhaWk5NDLszMzDx9+jQAID09PYzEiRMnLl68SB52RJPMzMz09HR4TG3z4sWLYWFhkk1AnU+ePFG0aaUJDw8vLy+XeikiIkLWJeUg+4dx1GocokQmU6ii8Dwd4P8MYoXPnz8PCwt7/vw5PJUVQQpVzLpR8999gubm5ujo6NmzZ/P5/H//+9+3b99W6OOqL2hNYeHo0aN8Pl/qpGkGG2X8+4vojGh512BEZ0UyA93d3Wtra8WqxcfH83g8eHzp0iVra2vy1crKyqioKHh88OBBY2NjRWVkZ2ebmJhIvbR+/frg4ODg4OC5c+dyOJzg4OCPHz8yZRzH8YMHD0ZGRtKx09jYyGazpV4KDg52dHSEx8nJyY6Ojq9fvz537py7uztRR2o5/UKFIOvZvHnz2rVrHz58mJGRERwcDINbWloqNmsmLi4O1v/06dOCBQtMTU3/H3vnHhdVtf7/h904Ik0cjIhQOShfvhzih2AYkhEoQkgTIRE5pIEpUF7wfukYKZp3rbyLHkNFwkuGhoQoFxUUkUa/gjcSsZBQAUUOghdus35/LNxuZvbes+fCgLHeL/6YWXvtZ33Ws549zH5m7bVsbGwmTpyIEIqNjU1MTKyoqFixYoW3t/f9+/d10ZOQkDBu3DgzMzNHR8eoqKiioiK6Gp6uwjwxKSlp+/btN27ciImJmT9/Pi7Ur3+4DGo0NKxOVkIsFtfX19NvecJJ0y7orl93l/LI033EWWsaACG9EN4FvTuZX7DuASAkqpFKYBuehISEsWPHsh4Si8UCP971xbx584yNjZklUVFRADBs2DBmobOzs0wmQwhJpVKxWGz+FBMTEwCwsbG5ceOGRu3KZDJ64PhtpqWlAcDixYuZp7e2tjo5OTk4OGj671UXxGLx9u3bWQ9JJBKuQ9rB9I/e6VDjGC0imUcVj+eFEBQUpGoZx1VaWhp+yzWCPKr060bDX/uYnJwcS0tLsVgcFBQkk8kcHR0BICIiorW1VcjpPJ9mAuGxsHPnTgCQSqXR0dG6NKG2Ub1fv0zIjXM3gQwwoXMQmBmprq6mkwvbt2+fPHkyfn3q1Knbt28nJCTQ2ZD58+e7ublpKkM1eYEtM0syMzN5EhwaGWeil8yIEtXV1ampqfn5+ULKhRdqTWVlZUpKSkFBgdYWysvLU1JS5HK5XvRw8fjx47y8PNWmU1NTy8vLmYX69Q+XQY2GRq2T9ZsZUUJ3/Xp3qRCEjzhrza6A8C4ggztZ9wAQ8tHR6ZkRmUxGJ+6VMPzdEV6ZhflRaWdnFxwcTFEUnXR4+PAhACQlJSGEpFKp0t1gUVGRqalpQECARu0qZUb4bYaFhVEUdeXKFbrC4sWLKYpiZi0NAM/9+b179xobG/XYFsmMKFnr6MwI1wj+vTMj169fl0gkfn5+zG/RSUlJIpEI/86kFp5PM4HwWBg3bpyTk5MuxgU2qvfrlwnJjHQTyDojhC6NhYVFWFhYXFzc6NGjDxw4sHv3blw+ffr0KVOmhISElJaWnj171tTUNCsra8uWLRoZz8jI2Lx5c21t7ddffx0eHm5vb09bph+qLykp+eGHH2pra5cvXz5v3jzhk+pZjXc0FhYWAQEBAsuFF2qNpaWljgu1WFtbW1tb60sPF8bGxm+//baQpvXrHy6DGg2N7k7WBd31692lQhA+4qw1uwLCuwAGd7LuAdBBUZ2RkeHi4lJXV3fmzBmKot555x1bW1v6aENDw5EjRx48eGBqahocHIw/7a9evVpWVvbOO++YmpoCQFNTU1ZWVv/+/R89enT79u2WlpYjR474+fnx/Gv466+/8vLyGhoaxGIx3WJhYeGDBw+YWwtdvHjx0aNHeFEVViUAcPTo0TfeeOP8+fPV1dUffPABc1kuX19fkUhUUFDw5ptvAkBJSUlpaWlqaurhw4ePHj0aFBSEuw8A3t7erDqdnZ0/+OCD5ORktW68efNmTk6OQqHgMsVlc/369VlZWZ988klRUREAXL16dfHixbGxsVwLD9N+ePnllwMDA2k/PHjw4OjRo9g/QUFB9EOXeHxra2vPnDkjFovff//93r17X7x48dy5c/i3dIlEQhunywMDA/HgAsD58+dff/11fBFpES0a+Yc1MNS2K9B4VlZWeXm5SCQaNGgQ071cLuUSwzUiSr0WHhLA5nn+y0EjmCPIo4rnEFcf+ceFC8Nc/gsXLvzHP/5x6NAhPFELM2bMmLKyspiYmKlTp+IpJEePHh04cCD9kHhhYWFTU9OQIUPOnTvH/DQ7fvy4i4tLVVXVuXPnjI2NAwIC6AtEoAXm5XD8+PHy8vJevXodOXLExcXl0qVLrBbUelg1dFUbZY4+/6eEpuNI6EZ0dmqG0E1RjUDWOSOY4uLi9PR0rkxwQUFBdna2wBmDXYeOmDNCIKjSoXNGCITOQos5IxKJRCaTmZiYSKVSa2trsVick5ODD124cMHS0hLPs7C2trazs6uoqEAIlZeXSySSqKgoXG3atGlmZmbl5eVLliyxsrKytLSUSqWqT4LQvxsnJiZSFOXp6RkSEmJnZ0dRVHp6OkJow4YNIpGI+YSgk5PTvHnzeJRgs4GBgRRFURS1f/9+pUb9/PzwkzIIoS1btgwYMAAXjh8/HhfOmjXL2dkZv1ad34EQCgkJMTU15fdhSkqKWCx2c3MLCgoyMzNzcHDgmTOiahP/wr969WqEkKurq7u7O1dDeXl55ubm2A+WlpZOTk51dXUIoczMTDMzM3t7+5CQkL59+9rY2Fy/fh2fIpFIgoODTU1NpVKpqampnZ3dhg0bLCwspFKpSCSi+y4Wiz09Pc3MzEJCQgYMGGBhYVFcXExboCc1aBEt/P5hwhUY/O0KNO7v729ubh4cHOzv7097m8elPGKYMyC4ei1QFY/neS4HJho9TcOjiucQz8jyjItSH2mPGebyb21tFYlE06ZNUxVTV1dHUdSCBQtUtSHGZBmlTzOJROLv729paTl27FgnJyfmBSLQAlPD2LFj+/btiy/D7OxsLgv8HmYNXdVG6dHn/5QQMo6qkBvnbgIZYELnoFFm5G8JyYwQDAPJjBD+lmiXGbGxsamurkYIPX782MHBITg4GB8aMGBAQEAAzrA/fvx46NCh9AodCQkJAJCdnY03iT906BAuV/s0TXNzs0QiiY2NxYWtra2DBg3Cp9y/f18kEm3duhUfwnMo8GMmPErEYrGVldXt27cfPnyo+mPAkiVL6MdLAwMD8Sz61atX29jY4EJ3d3f69kkpi9HY2Lhz506KovgXAmhubjY3N6fn5xcUFFAUxZUZ4bI5btw4ExOTBQsWmJiY8CxrYmNjExgYiLtZXV1tYWGxYMGCxsZGc3NzOgFUX1/v5uY2aNAg/FYikVhbW+PxLSgoAIBBgwY9fPgQIZSamgoA+AE02o3Yw+7u7kOHDqUtMDMjmkYLv3+YbuQKDJ52BRrPz88HAPo+cNmyZWZmZlgqq0v5xTDvY1l7LVAVbY3V8zyXA5OgoCB8g83Ezc1NNTPCo4pfMM/VxxMPSn3EHjPY5V9cXAxPn5JTBeehlLRhmFkJ5qeZRCKxsrLCPW1tbR02bBh9gQi0oERYWBhdjT8zwuVh1tBVbRSPvtpPCSHjqArJjHQTyN40BAKBQCAQugXvv/++hYUFABgbGw8ePBjvBH/y5Mk///xzwYIFePszY2PjOXPm5OTkPHjwAADCw8NDQkIiIyPDw8OjoqLwkylCEIlERUVFU6dOxW8VCoW5uXlTUxMA9O7dOygoCOdcAGDnzp2urq6Ojo78SgAgICDAysrKxMREdac2X1/fqqqqv/76S6FQHDlyZOTIkQDw7rvv3rx58+rVq01NTXK5/L333qPrHzlyxOgpPXv2HD9+vK+v77Jly3h6dOTIkZqamn//+9/47ZAhQ5SehBJic9OmTebm5kuWLPn222+55rGfOXPm5s2bX375Je6mhYXFr7/+Gh4ejgUsX74cV5NIJF9//XVhYeHly5dxCT2+eH7+559/jp8vGDFiBAD897//xdUmTpxoZWWFPTxv3rz8/Py7d++qytA0WtT6B8MTGDztCjRuZmYGAGvXrr169SoAfPXVV7W1tRRFcblUrRgMV69//vlnIapoWD3PdTmonm5sbGzVnt69e6tW4/EVzyG1Vx/ruHBhsMu/oqICAJjP0TDp06ePFpvOfP7557inFEVNmzYtPz8fb9fY0bB6mCt0uYwI/5QQMo6E7gZZZ4RAIBAIBEK34I033qBf03cX+NbC09OTPoQ3l/3tt9/wnsH/+c9/Xn31VRMTkw0bNmjU3Isvvrh27dorV66cP3/+1q1bYrEY36IDQERExHvvvXfz5k1ra+u9e/fGxMQIUYJv+Fl56623TExM8vLyXnnlFQCQSqUAMGjQIAsLi8zMzD/++IOiKObe566urgsWLKBd4eTkpPZ5+/v37wOAjY0NXdKnT5/y8nKNbEokkg8++OCHH37g2cIT+8HV1ZUuwR3Pzc0ViURMm3hAy8rKnJycAGDw4MFMO/Rts9JCMLgyBqcSWDeG1zRa1PqHhicwuNoVaNzBweH777//6quvtmzZgtfrmTFjhqOjI5dL1Yrh7/X58+cFdhnD5XnWy0GVgQMH/vDDD8ySI0eOqO65y+MrnkNqrz7WceHBMJe/i4sLANy7d49VQ1lZmdJFIQTm2jQvv/wyAFy4cAE/nNWh8FxxrKHLCp6Sw/Mpoek4EroVJDNCIBAIBAKh+4Jvmw8dOkSv0oeh7yiSk5Mpinry5ElCQsIXX3wh0Gxtba2Li4ulpeWECRMiIiK8vLwmTpxYV1eHj/r7+/ft2zchIeGtt96qqan59NNPhSjhx9/fPysrq3fv3p6enrQFPz+/06dPV1VV+fn5MW8DXnvtNeHzXzBYnkKhoO20trYyK2hhkwfV37opilIoFEwBtbW1oJL4UAtzTgRuhesnd1V4xqiyshJ4/UNr5gkM/nbVGgeAmTNnTpky5ciRI5mZmSkpKYmJiVeuXGF2VgsxXL2+ceOGQFUYLs+zXg5aw+MrtYe0vvqUMNjlb2FhYWdnd+jQocjISKVDhYWFjx49Us1zYfhHigYPk7GxsdYWeBBuQfjMF319ShC6JyRVRiAQOh8tZnsSCB3KcxqTz6nszgXP23/w4IHvUyiK2rdvX8+ePQGgtLR05syZixcvjomJmTVrVmlpqUCz6enpVVVVR44cmT59Ot7foaysjFkhPDw8OTl53759AQEBeHYDvxK1+Pn5Xbhw4dSpU8zpDwEBAfn5+WfOnME/O+sC3mQtNzeXLikpKdHRJiv4J2vmXIAxY8Z88MEHtra2CoWCKSAvLw80v3eVy+X06+LiYpFIJHwbFJ4xEugftYHBikDjZ8+enTBhAt6LZ/PmzXK5/MmTJ7/99huXSwWK4er166+/LkQVDY/nVS8HreHxFc8hHa8+JQx5+U+bNk117kxLS8uMGTMsLS1DQ0NxCUVRzIdi/vrrLy6Dp06dol8XFxeLxWK8k45wC1xoYYErdLnq6+tTgtA9IfkzAuFvwt27dxcuXOjm5lZWVubg4DBmzBj+8pKSku3bt7u4uNA/zty9e3f58uW2trZVVVVDhgzRcddMjfSMGjWqpaXF1NT0hRdewNUWLlxoYWGxa9eu3r1737t3r1evXtOnT9dRD2vvWMtZRZaUlBw8eLBPnz65ubkDBw7UUQ9XK8ILMarjaDA0ksqqU78hp51grnIDxKRAhTyyVb3HKpv1if0OQtMuCI+WjsPZ2dnHx2fOnDmOjo7Ozs6///57ZGSkra2tiYmJQqEYM2bM66+//u9//1uhUCQnJ8tkMrlcjneIKCkpycjIGDFiBOuvkfhhgezs7PDwcIVC8c033+Tn5+MFIzGfffbZihUrbt26RW9Iz6NESEe8vb2jo6MVCsXWrVvpwpEjR37yySdVVVWbNm0S7pMdO3acPHmSFoYZMmSIt7f3pEmT0tLSbG1t169fn5OTgx/b0S8ODg5+fn5ffvmls7OznZ3d0aNH9+/fv3PnTi8vL3d396ioqLS0NHt7+zNnzsTGxo4dOxavGiCcrVu3jhw5Es+mWbJkyaxZs4T/nswzRgL9ozYwWBFoXCKR7Ny5s1+/fosWLaIoas+ePQAwaNAgLpcKFMPVay8vL41CgsfzqpeD1vD4iueQjlefEoa8/KdOnXr8+PEPPvhg/vz5o0ePtrKyOnXq1NKlSy9cuJCenk5P9xg8ePAPP/wwevRoS0vLlStXXrlyhd45mPlpBgBbt2597733/Pz8zp49u2TJkhkzZuD5FwIt8FxNPBa44Apdrkb19SlB6KZ09hKwhG6KagTy7E1TX19Pbzun6VF++M8tKyvbuXPnli1bUlJS9G5c73vTBAUF7d27F792dHQsKiriKT927Nj+/fv9/PyYGtzd3em9+hwcHHh2DRCCRnpcXV0jnjJ+/Hh/f3+EEHPTvhUrVmRnZ+uih6t3rOWsIt3d3VNTUxFCeEIsfZbWsLYivBBxjKMSHbc3jXCpXDr1G3LaCeYqN0BMClTIJZvVe6yyDYlGXdAoWpTQbm8aeucR1H7HhPv37+PHQPDXa39/f7x5QWxsrEgkorfJuHLlCr0LZnp6Op70fuzYMVVtWPy4ceMAwMTERCwWjxs3bvXq1WKxmLmr5dChQy0tLZk7TXApwWaZ+lmxtLS0sLBQKnR1dVUqZN1hl0lERATrV8Tq6mo8IQXvgxsQEMC/ay8rkydPVvspxPSDSCRasmQJLQAvmSkSiSiKmjx5Mu1PpfEFADq6Ghsb4ekOJmKxeM6cOVZWVrQF2v9Ke9NoGi38/mHCExg87Qo0vn37dlNTU4qiRCKRhYUFfR1xuZRHDHMnEa5eC1TF73mM6uXARKNde3lU8RziGVmecVHqI+0xA1/+q1evtrS0pL9de3t705+0GLlcPmDAAHxUKpUuW7aM7gLz00wikURERLAOk0ALSsKYvuKxIPCKY4auUqPM0Rf4KcE1jqqQG+duAhlgQucgPDOyePHiadOmWVlZsdrhP8oP/7mtra0eHh51dXUIIQ8Pj/j4eD0aR/rOjFRXV1MU1dzcjN9OnjwZb5TIVY7Bq6Pj1ydOnACAxsZG/FYmk+Fv/9qhkZ7Gxkb6+ytCaNmyZZWVlQghOzs7+p8Zflhaaz1cvWMt5xLv4+OzadMmhBB+MpZrkzyBsLYivJBpijmOqnRQZkQLqUo69Rty2gnmKjdATApUyCWb1Xtcsg2GRl3QKFpU0SIzopbGxsYLFy7QXlVLa2ur2sqNjY0FBQV0N5Xw9PScNWuW7ko6Ajc3N65DdXV1HZ3HxDQ2NhYVFal6r7Gx8cqVK1xeFUJra+u1a9d08TDPGAnxD39g8CDEeGtr640bN1irsbpUuBiuXgsPCR7Pc10OWsOjiueQHq8+w1/+t2/fLigo4Dn3xo0b9+/fVy2nP81w7qC1tfX69eusdtRaUAuXBX5YQ5enUd0/JZiQzEg3gawzQujqLFy48KOPPtLuqC6WFQrFiy++iBdUs7S0xDvG68u43ikoKDA2NqYnEw4ePBivuMZVrgruKb3ul4mJyaVLlwyjRywW08/BZmVlOTs74989bG1t3d3dL1++rFAofv75Z+Z+k5rC1TvWci7xWVlZU6ZMwS8sLCzwpphaw9qK8EJdmtYLukvVb8hpJ5ir3AAxKVAhl2xW73HJNhgadaELBrZYLB40aJDS8oc8UBSltrJYLB4yZIjq9HKFQpGRkXHq1KmoqCjdleidX375hbk/hRKmpqZqN7LRC2Kx2NnZWdV7YrHY0dFRlyUVKYqyt7fXxcM8YyTEP1yBoRYhximKsrW1Za3G6lLhYrh6LTwkWD3PfzloDY8qnkN6vPoMf/lbWVkNGTKE51xbW1vWZVyUPs0oirKzs2O1I9ACD1wW+GENXZ5Gdf+UIHRDSLgQCOyIRKJjx44BQENDw+XLl1etWtXZivh48OAB83+DSCS6ePEiT7kqeCWCJ0+e4EdS6+vrhS80qC89LS0t+/bto/fk27Vr16hRo1xcXDw8PJKSkszNzbXWw9U71nIekaWlpYcOHcrKypLL5broAQ5XCC/UpWm9oLtU/YacdoJ5yjEdF5MCFXLJ4/eekmyDoVEXumZgG4ampia8qmJ0dLSDg0Nny2HB09NTj7vMEAg8dP3LQb90t/4SCM8RZM4IgcBHbm5uTExMbGysnZ1dZ2vhQ6FQ0AsuYvATH1zlqjg7OwcFBR08eBAAamtrCwsLnzx5YmA927ZtY67FVVVVNWzYsJUrV54/f37EiBHM9cw1hat3rOU8Iu3s7ObOnTtlypSwsLCamhqt9QCHK4QX6tK0XtBdqn5DTi1dLSYFKuSSx+89JdkGQ6MudM3ANgz0E20bN27sbC3s6DfrRyDw0PUvB/3SxftbX1+vugEwgdBNIHNGCAQ+vLy8vLy83n///Vu3bs2dO7ez5XAikUgeP35Mv21paenXrx9POSsHDhzYuHHjnj17jI2NPT098TqjhtSzdevWuLg4/Lq2tnb+/Pnp6ekA8NFHH4WHh3/55Ze7du3SWhJX71TL1TotMDBw/vz5c+fO3bFjh9Z6WFsRXqh1uzzs2LHj/PnzrIe++OILpan1epGqe8gJ19wFY1IJTV3K4z2mbN3R0cl6+XQiEAgEAoFA6FBIZoRAYOfOnTvZ2dl4z0ipVLpkyZKunBlxcnLCkx3wzmqXLl3CUzS5ylmhKGrmzJn4dWJiIl683WB6bt26dfnyZVdXV/w2MzOT3sPV1tY2NTX1rbfe0loPcPdOtZxVZGFhoUwmO3DgAL4P7N+//6lTp3TRw9qK8EJdmuZiwoQJEyZM0Lt+HiO6h5xwzV0wJoUo5JHH5T0l2bqjo5P18ulEIBAIBAKB0KGQp2kIzyWnT5++c+dOh1rOzMycM2cOLrx169Y///nPjmhOR3755ZfNmzcDgJ2dnZ2d3fHjx3G5XC4fNWoUTzkrr732Gp6cX1NTc+HChfHjxxtSj1wuh6c71QFA//79cQmmR48evr6+Wuvh6Z1qOavIe/fuKRQKelmECxcuaHEbz9TD2orwQk2b1hf8Q6ypVN1DTkfBPOXQMTGpqUIeeVzeU5JtALTrQpcKbAKBQCAQCN2dTtkRh0BQjUCuXXuPHTsWGBhobGwcExNz7do1XOjq6oq30WU9KhB+y3V1dQsWLMjPz79y5Yqbm5tcLtfdOBO97No7Y8YMDw8P/DotLc3Dw6OysjI5OZm5PTtreUJCwrhx48zMzBwdHaOiovCm9yEhIWlpaXK5PDAwsKCgQKP+6qgHIbR3716lT6QlS5YsWLDg+vXrmZmZM2bMYA0P4Xq4esdazioyNjY2MTGxoqJixYoV3t7eWuw5x9TD1YrwQsQxjkrod9detUMsPN6QPkJOd8E85R0Rk1oo5JLH5T1V2R2N1l3QKFqU6IhdewkEAoFAUIXcOHcTjBBjsAkEg2FkZIRf0BEYGhq6efPmrrbq22+//dbQ0DB8+HA831uP/PDDDxKJhN5ik4eGhgZzc/PGxka1Ne/evVtQUPDKK68oTfLnKlfl5MmTjx498vX11ct+dRrpefLkyf/93/+9/fbbzJpVVVUFBQWvvfbakCFDdNfD1TvWclaRf/3114ULF/r06fPmm2/qroerFeGFQujZs2dNTY1EIsFvhYeTfsNepZ0AACAASURBVPVzod+QU0tXi0mBCrlks3qPVbYh0agL+gpsAoFAIBA6CNXbFsLfEpIZIXQOqh8x77///u7du7taZqTj2Lx580svvRQeHq625n//+18LC4vm5mYDqCL8/ejRo8fdu3fNzMzwWxJOhL8HSoFNIBAIBEIHQTIj3QSyzgiB0NURiUR6n7FC6D5QFMVccoKEE+HvgVJgEwgEAoFAIOgC+X5MIBAIBAKBQCAQCAQCoftCMiMEAoFAIBAIBAKBQCAQui8kM0IgEAgEAqG7c+vWrW+++WbNmjWHDx9+9OgRAOTm5kZGRhYWFqpW3rFjR2RkZGlp6Zo1ayIjI+m9h5VYuXJlZGTkuXPnhAjooOY+++yzo0ePqnY2NDS0paXFYJLi4uKWL1/OWmfkyJFnzpxRKjx58uRnn3323nvvjRw58qOPPlq7dm1DQwO/Wj2CO15aWgoAmzdvjoyMrK2tZVaoqqqKjIyMjIy8deuWavmOHTsMJpVAIBAI+oJkRggEAuF5Re2NDYHQuTwvIapQKDZs2BAaGvrw4cMPP/xw5cqVAFBSUhIfH19WVqZa/+TJk/Hx8bdv3/b29t65c+enn36qet9+9OjR+fPnl5SUCNzKqiOaW7NmTV5enp+fH7Pmo0ePZDLZ/v37FQqFwSQFBgYuXrw4NzeXPqpQKE6fPg0Ap0+ffvTo0c2bN//66y98aOrUqd7e3klJSc3NzSKRSC6Xz5o1y97evqSkhF+wvsAdv337NgA8evQoPj7+xIkTzArZ2dnx8fHx8fHp6enM8pycnPj4eLLENYFAIDyPkNXLCF2dmpqaffv29e7d28zMTCqVKh3dsWPHyy+/bGJi8ueff/r4+NjZ2enLso7GAaChoSEuLm7u3LkanaU1d+/eXbhwoZubW1lZmYODw5gxY5QqnD17NiEhIS4uDr89c+bMrl273n777bKyskmTJllaWt69e3f58uW2trZVVVVDhgwJDAzURc/Vq1f37NlTU1NTVlb28ccfT5gwgUen8ELdUfIDq86SkpKDBw/26dMnNzd34MCB06dP57GgNaytsOrhGppRo0a1tLSYmpq+8MILuGThwoWOjo46ChMI/wCpjTeefnUQXTYmhcD0pxZBCzrHrZC+q44yV4iyWlPbhY6jqqqqV69e9vb2ixYtmjRpkoWFhcAT33zzzfnz5y9btmzu3LlM3zY0NERGRpqamu7du1ePOjVqrqqqatGiRfHx8cxFl2/duvXRRx8VFBQYWFLfvn2nTZs2adKkK1eu4Aq5ubne3t7Ozs4tLS3Lly8/ceJEdHT0xo0bs7KyNm3aFBwcnJiYaGJigiv/9NNPMpns448/Lioq0pdygXh7ewPAqVOngoOD6cLDhw/b29vX1dVlZWVFRkbS5RkZGQDA+o2CQCAQCF0dRCB0BqoRGBsbW19fr1rT09Pz9u3bCKHo6OjMzEylo1FRUTY2Np6envv379dUA79lHY0vXrx42rRpVlZWXBXS0tKys7OFmKqvrxeLxWqrBQUF7d27F792dHQsKipiHm1sbHRycoqIiMBvi4qKPD09W1tbEUJ2dnbx8fEIIXd39/T0dFzBwcHhxo0bQuSx0tzcPG/ePPy6urra2Nj40KFDPDqFF+qIkh+4dLq7u6empiKE6urqAIB2i6oFXVBthUcP69C4urpGPGX8+PH+/v6qrYjFYuaVJTCchMAzQELijadfHUGXjUkhMP2pRdAifcSt2r6zjjJXiLJa4++CEkqBrSPNzc2WlpbV1dXMwu3btwMAHSdMwsLCACAnJwch1NraitOR+C0mKioKABITE4Vr0Htzs2bN6tu3L7Pk+++/NzU1NTMzc3Z2BoDGxkZDSsJzT5glt2/fnjZtGgC4u7vn5+fj4ImIiACAsrIypRZlMhkAXLt2jV+zKs3NzWpLMFgAetpxujsSicTDw4NZTSKRTJw4USaTGRsb02chhJycnOzs7DRVSCAQujjkxrmbQAaY0DmofsRs2rRJ9WuuXC739vbGr1NSUoKDg5UqbN++XTsBai3rYhyTk5PDkxk5ceJEfn6+EDt3796lKIq/TnV1NUVR9Le9yZMnR0dHMyusW7du3Lhx9H3R0KFD6S+72dnZ1dXVeKow/UVZJpMtWLBAiDxWMjMzAeDYsWP4bWBgYEhICJdO4YVa66FR8gOXTh8fn02bNiGEWltbASApKYnLgi6otsKqh2toGhsb6XtLhNCyZcsqKytVW6Eo6u7du/RbIeEkBP4BUhtvCCH9hpxaumxMCoHpTy2CFukct0L6rjrKXCHKZY2/C0ooBbbuRERE+Pj4MEsE5gUQQkVFRRRFDRgw4PHjxwih7OxsAMDjQhMdHR3BQUc019jYaGJiMm3aNGahRCIJDg6uqKjA2Qd9ZUYESkIIeXp6Dh06lH577do1MzOzTZs2mZqabtiwgXYUAKSlpSmdW1ZWlpqaij89ZDKZvb0982hCQoK5uTmtRyaTyWSyzMxMe3t7ABCJRBMnTsTVrKysAMDExGTx4sX06SkpKQ4ODrhmVFTUhg0bmL2TyWQikYjOgJw6dQq7BU+HOXHiBC7HGT3cEIFA+DtBMiPdBLLOCKGrcOTIkcbGRqXC33///dVXX8WvX3755aysLNUTT58+/dNPP/3xxx8aNSfEstbGhXDlyhWBj0wbGxuLRGoefCsoKGBWGzx4MD1jGQBOnz49ePDgF198Eb/966+/8vPzPTw8fvrpp59++umdd96xsLCorKwEALFYjOuYmJhcunRJ007ReHl5xcTEuLi44LctLS09evTg0im8UGs9GCU/8OjMysqaMmUKfmFhYTFy5EguC7qg2gqrHq6hEYvFoaGhtClnZ2f8iIoSIpHI2NiYfisknITAM0BC4g0A9BtyaumaMSkEJX9qGrSqFrRAbd9ZR5krRLms8XRBFaXA1p3Q0NDs7OxFixZpca6zs3NMTMyff/65dOnSpqamyMhIS0vLrVu3Muvs2rUrnoOOaO7XX3999OjRu+++yyyUy+XJycl9+/bVoo+6SwIAPz+//Px8ej2R8vLyUaNGTZkyZe3atVVVVbgwKiqKoiiZTPbll1/m5ubSi6HY2NgEBATgT4/6+vqamhqm5aamppqamqamJvy2vr7+7NmzH3744ccff5yUlDRs2LCtW7d+8MEH8+bNmzlz5s6dO21tbWNjY/G//sOHD48aNcrY2DgpKWnnzp35+fkLFy5kGvf19W1paTl58iR+m5GRQVGUVCr18fEBAPr7A37BH7cEAoFA6LKQzAihS/PkyRP6xun1119/8uSJUoXbt2//7//+7+jRo+fOnStw/X+BlnUxbngePHhAdwcARCLRxYsX8esnT57I5fJ33nmHPnr+/HkASElJCQoK8vDwGD58eE1NDZ4LTfuhvr4eL8uvHWKxeOnSpfguqKqqKiMjY/LkyVw6hRdqrQfY/MCjEwDwngvfffedXC43NzfnsqAjSq2w6lE7NC0tLfv27QsICNCjMLVwDZDAeAMA/YacWrpgTApB1Z8aBS2rBS1Q23euUcYohSiPNdYudDQNDQ0TJkw4c+ZMSEjIkiVLbt68yTz64YcfGqmQmJioZGTRokVOTk6rVq2aMGHCn3/+uWvXLiX9PM/+dERzeG6Rr68vsxBPi9AUfUkCAPwUT15eHn7r6+u7a9cuAJgwYcLSpUvpOqmpqS+++OLq1auHDRvWs2dPX1/fNWvW0KkTgdy8eXPbtm1Lly4dM2bML7/8QlHUr7/+mpubO3fu3M8++2z//v0AcOjQIQCYPXu2jY1NXl7emDFjPv3007y8vJdeeolpasSIEQBw9uxZ/Pbo0aOenp5isdjCwmLQoEFpaWm4/MSJEzhjopFOAoFAIHQRyAqshC4NRVH070V37txhLiOHoX/Y+fDDD1etWnXgwAF9WdbFuOFRKBT0AocYPB0dAOLi4iZNmsQ8hO9F7e3txWJx3759+/fvv3LlyjVr1gQFBR08eHDMmDG1tbWs2zRqx/Tp01euXIlvzFh1Ci/URYaqH3h0AoCdnd3cuXP/9a9/hYWFHTp0yNzcXK0FLVBthVUP/9Bs27bNy8tLv8LUwjVAwuPN2dm5g0JOLV0kJoXAH3Vqg1atBYGo7TvXKOOjSiHKY43niuggFAqFVCr9/PPPP/3006tXr/78888HDx6cOXMmXcHHx6d///5KZ+Xk5Cgl8iiKSkpKeuONN5KSkiZPnuzv76+dHn01V1FRYWJiopdpNXr0AM6HFhQU0JOJWJFKpRUVFb/++usvv/ySl5eXnZ2dnZ399ddfx8XF0Qsnq4WiKLoViUQikUj69++PH64BALyk+sOHD3///ffS0tKYmBh6tVdTU9MJEyYsXryYNmVraztgwACc/qutrZXL5StWrMCH/Pz8Vq9eXVNTY25ufubMGZwxEaiQQCAQCF0KkhkhdGlefvnlhw8f4te3b9+2tbVlHi0sLPz+++93794NACKRSKP9/Pgt62jc8EgkksePH9NvW1pa+vXrBwCnT592c3NT+nIskUgAYMiQIfitiYkJngN84MCBjRs37tmzx9jY2NPTEz8yrSNLly718/Ojv8uy6hReqLUMVj/w6KQJDAycP3/+3LlzJ0yYwG9BF+hWduzYwaqHf2i2bt2q+0Y5ALBjxw781V+VL774Av/YS8M6QBrFG+gj5DTSjOncmNRIMH/cqg3aHTt2qI18gajtO88og0qIqrWmekV0HN988w0AfPrppwDg6OhoZWWl9KBQdHR0UFCQ0lnh4eGqU5ycnZ0DAgIOHz68atUq1Yb27NnDtYdxeHi43purq6vr1asXa3Oq5ObmMo0MHTr066+/1rskAMADrfQgDCsikSgoKAi3e+fOnR9//HH58uUREREODg5vv/22kE6ZmJgwf/Po0aOH6gWrUCjwP3elLb1Ud/gaPnw4XlXk2LFjwJiM8+67765evTozMzM4OLiwsHDJkiVCtBEIBAKhC0IyI4QujYeHBz1RvLy8fPjw4fj16dOn/+d//ue///0v/Yvi1atXNZouzm/ZyspKF+OGx8nJ6cmTJwqFAn8RvHTpEp41XV5enpeXh7/PZWVlURQ1ZcoU/JWXnjIDAPgLNEVR9C+liYmJfn5+Oqr68ccfXV1d8dTi3NxcLy8vVp3CC7VWwuqH9evX45UOlHSamprKZLIDBw7g29T+/fufOnXK19eXx4IWFBYWqrbC5Teeobl169bly5ddXV219c0zJkyYIPz3WNYB0ijeQB8hp5Fm6AIxqZFgnrgVErT8FjSSrbbv7u7uwDHKqiHKao3niug4FArF2rVrN2/eTJc4OjrqkoTFPWKdNfDFF180NDSwnsXMjOirOdZHRLm4d+9ebm4u/fYf//iHdnr4JQmhpaVlz549r776KnPKiZWV1dy5c93c3Ly9vf/zn/8IzIwIBAet0rxR1QvE399/586dV69e/eWXXywsLN58801cPmLECJFIdPToURMTE4VCgZ+7IRAIBMLzCFlnhNClsbCwCAsLi4uLq6mpOXDgAP14y/Tp09PT04cPH96vX7/CwsLCwsKioiL8059eLAOALsYBICMj47vvvqutrf366687br7JL7/8gr/T29nZ2dnZHT9+HJfL5fJRo0YBwJgxYzY/xd3d3cPDY/PmzVZWVh4eHvRicrW1tfj+6rXXXjt48CAA1NTUXLhwYfz48VrrAYAjR45cunRJLBZnZWVlZGRkZGRw6RReqLUeVj/g776qOu/du6dQKOhv9hcuXPDz8+OxoJ1/WFvh8hvP0MjlcmD7Ht9B8IecRvHG3y+9C4auEZMaaeaKOoFBy2NBU0lcfaelWlhYcI2yaoiyWuPqQoeCl49hLlOan59P3/Tqlzt37tRz0BHNWVpaMifm8BMcHMzUs2fPno6QBE9ni/AsBkxR1Pjx41n/4b711lsAQK+x2tzczDyq9XLIOBGm9G/6zp07StVwpubcuXO5ubnMrA1eWKSoqOjUqVNmZmZYJIFAIBCeSwy5EQ6BQKMagVKp9N69e6yVi4uL09PTufYXLCgoELj9raaWdTTOz6ZNmxISEoTUrK+vF4vFrIdmzJjh4eGBX6elpXl4eFRWViYnJ0ulUma15ubmiRMnWltb29jY4A0Fr1y5EhgYWFxcvHfv3sDAQLx9ZkhISFpamlwuDwwMLCgo0KJTtJ7i4mKlCfz05p2sOoUXaqeHyw9cOmNjYxMTEysqKlasWOHt7X3//n0uC7roUW2FSw/P0ODpADyNisVi5tKPPOGkaRe4BkhgvPH3S190tZjUSDNGyZ+aBq2qBe1UsfadKZVrlFlDlNUaTxdUUQps7cjPz2dqw5vI0puzCt+zlgY//aF2N1xW9NsczjNyKdH7rr1CJCGE8GKliYmJPI0GBgYCwJYtW5TKY2Nj6fKgoCCKopgBgKcaZWZm4rdSqVQikTBPNzc3Z16zeC+8sLAwhJC1tbW9vT1Ts5ubm2rvXF1d8WY0zL2oEUJbtmwRiUTDhg2TyWQ8/SIQCM8v5Ma5m0AGmNA5aJQZ+Vuil8yIEtXV1ampqQJTOfX19ampqUq3oydOnEhLS9Pua71wWHUKLzQM5eXlKSkpcrm8i7TCNTSPHz/Oy8vjOVG/mRElhA8Qa7whQ4WcWp6LmFRLRwet2r6zjjJXiLJaE94FvWRGWltbraysrl27ht/OmDFj9erV9NHnOjOCE1JpaWmsbXVWZgQvXFpcXMzTaHl5Od6ad+jQod9+++3evXs3bNgwbNgwXILzVt9//z0A+Pv7p6Wlpaam+vn54VO0y4xgX3l7e2dnZ+fl5QUHB+O5S0q9mzNnDgBQFKWUs7t27Rr+PsOf8SEQCM8vJDPSTSDrjBAIfx8sLCyEb90qkUhUK9PrrXQorDqFFxoGa2tra2vrrtMK19AYGxvr96l7jRA+QKzxBoYKObU8FzGplo4OWrV9Zx1lrhBltWaY646Goqh9+/bNnj170qRJ165de/Lkydy5cw3WeocSEBAgEolycnK61CayR48edXJy4l+gx9rauqioKCYmJjExEU/qAQCJRDJjxowlS5bgBUGmT59eUlLyn//85+jRowAQEhKybt26sWPHaqcqNDS0paVl1qxZeErIoEGDVq5cOWvWLKVqPj4+3377rZubW+/evZnl9vb2AwYM+PPPP/HpBAKBQHhOMUKMNBiBYDCMjIzwCzoC33///d27dxtgj8YuwubNm1966SUhC+81NDSYm5vjH7gIBE3p2bNnTU0N3joESDgR/i4oBbYutLS0ZGVl4dVPdLfWdZg0aVJ6enpZWVlnC2njzp07/fr127Bhw5QpU4TUVygUf/zxR1lZWb9+/ezt7ZUWSQWApqamM2fODBw4UC/fHBQKxcWLF01NTVX3qiMQCN0c1dsWwt8SMmeEQCAQCARC90UkEjHX1PzbMHfuXDyroov0btu2bX379o2KihJYn6Io/nSVWCzW46QziqIGDRqkL2sEAoFAeO4ge9MQCAQCgUAg/N2wtbWdMWPGokWLOlsIAEBDQ8P69etXrlyp9Ya+BAKBQCB0KCQzQiAQCAQCgfA3ZPHixXV1dYcPH+5sIbBy5coRI0aMGTOms4UQCAQCgcAOeZqG8BzQ0NAQFxfHujDezZs3T5w48fjx4759++Kt/oRTU1Ozb9++3r17m5mZ8a9Rt3bt2pkzZ2ommlc2gUAgEAgdjUQiKS4u7mwVAABLly7tbAkEAoFAIPBBMiOErs4333xTU1Nz4MAB1RSDQqEYO3bskSNHTE1N33nnnXv37k2YMEG45Q8//HD//v1WVlZTp04Vi8W+vr6s1Q4fPrxmzRpNMyM8sjuIlpYWkYhc0QQCgUAgEAgEAoGgGeQ+itDVWbhwYW5u7oEDB1QPKRSKF198sbKy0tTU1NLSUqNfxs6dOycSiaysrADg3XffjYuLY82M3L179/79+/qV3UGMGjWqpaXF1NT0hRdeoDU4OjrevXt3+fLltra2VVVVQ4YMUZpZc/bs2YSEhLi4OAC4evXqnj17ampqysrKPv74Y43STKrcvXt34cKFbm5uZWVlDg4O9CRq1nLWQv3q4bLGpbOkpGT79u0uLi6ffvopXXPXrl29e/e+d+9er169pk+froserqZZC0tKSg4ePNinT5/c3NyBAwfSTfMPrn5hdSCX92bPnn3r1i1zc3OFQnHv3r2kpCSxWKx3B2pKV4tJIWjkdtWghQ6IW36EOxM4AtuQUU0gEAgEAoHQBiIQOgPVCJRKpffu3WOtnJOTY2VlxWOtvr7e3t7++vXrwgUkJibKZDL8+tSpU6ampqzVtmzZUl9fz986F/yyN23alJCQIMROfX29WCxWW83V1TXiKePHj/f398fl7u7u6enp+LWDg8ONGzfoUxobG52cnCIiIhBCzc3N8+bNw+XV1dXGxsaHDh0SIo+LoKCgvXv34teOjo5FRUU85aqF+tXDY41Vz7Fjx/bv3+/n58ccI9oCQmjFihXZ2dla6+FpmrXQ3d09NTUVIVRXVwcA9IDyDC6NWCyur6+n3woMJyW4HMg1ypMnTw4KCgoICIiJibl//z4u1LsDNaVLxaQQNHI7a9Aig7tdeFQjjsAWEtVIJbAJBAKBQOggyI1zN4EMMKFz0GNmJCcnZ9q0aUlJSRoJ2L59e1hYGH5979491nvF1NTUioqK5yIz0tjYSN94IISWLVtWWVmJEDpx4gQANDY24nKZTLZgwQK62rp168aNG4czI5mZmQBw7NgxfCgwMDAkJESIPFaqq6spimpubsZvJ0+eHB0dzVXOWqhfPVzWuHRigoKCmGNkZ2f3+PFj/DolJSUxMVFrPVxNc+nx8fHZtGkTQqi1tRUAcLTzDy6NXjIjrA7k8d7kyZNVjejXgZrS1WJSCJq6HakELTKs2zWKasQW2AKjGpHMCIFAIBAMBcmMdBPI3jSE5x4vL6/169cnJSWtWbNG+FkURSkUCvz6zp07FKV8LVRVVQFA37599aWzQxGLxaGhofh1VlaWs7OzpaUlAFRWVuKj+JCJicmlS5fw69OnTw8ePPjFF1/Eb728vGJiYlxcXPDblpaWHj16aK2noKDA2NiYXvdk8ODBV65c4SpnLdSvHi5rXDpZsbW1dXd3v3z5skKh+Pnnn9977z2t9XA1zaUnKytrypQp+IWFhcXIkSOBd3D1DqsD+b2nUCiOHj3622+/0SX6daCmdLWYFIIWblfFkG7XKKqBLbANGdUEAoFAIBAINCQzQniOuXPnzo8//ohfS6XS7777Tvi5L7/88sOHD/Hr27dv29raKlWIi4vLzs6eOXPmrFmzamtrZ86c+eTJE73I7lBaWlr27dsXEBCA3zo6OgIArby+vr60tBSXyOXyd955hz5RLBYvXboU51OqqqoyMjImT56stYwHDx7Q9zYAIBKJLl68yFXOWqhfPVzWuHSysmvXrp49e7q4uAwfPnzZsmXm5uZa6+FqmkdPaWnpmjVrvvvuO7lcjpvmGtyOgNWB/N7bvHmzi4vL7du3R40ahUv060BN6WoxKQQt3K6KId2uaVSDSmAbMqoJBAKBQCAQaEhmhPBccvr06Tt37mRmZs6ZMweX3Lp165///KdwCx4eHgUFBfh1eXn58OHDmZYBYNGiRWvXrl27du3o0aN79+69du1aY2NjffahY9i2bZuXlxf91tnZOSgo6ODBgwBQW1tbWFiIbzni4uImTZrEZWT69OkrV65k5k00RaFQ0AvBYvBsedZyrsp61MNlTW3TTKqqqoYNG7Zy5crz58+PGDECzyrSGk1dYWdnN3fu3ClTpoSFhdXU1AD34HY0tAN51M6ePXvq1KlWVlZBQUF1dXXbtm0DfTtQU7pyTApBiNtZMaTbtXCmUmB3VlQTCAQCgUDo5pC9aQhdiKampqamJgCgKIqeep2RkbF58+ba2tqvv/46PDzc3t4eAKZPnz5lypSQkJDS0tKzZ8+amppmZWVt2bJFeFsWFhZhYWFxcXGjR48+cODA7t27cTm2TG85UVJS8sMPP9TW1i5fvnzevHnCt8VllY37iF+0tLQIVyucrVu34o1maA4cOLBx48Y9e/YYGxt7enrW1dWdPn3azc2NK9GzdOlSPz8/HTfdkEgkjx8/pt+2tLT069ePq5yrsh71cFnjb5pJbW3t/Pnz09PTAeCjjz4KDw//8ssvd+3apbUSLVwBAIGBgfPnz587d+6OHTuAbXC11iMQpgN51NKPqgHAa6+9duLEidGjR+vXgZgdO3acP3+e9dAXX3zh7OxMv+0iMSlcMBOBbldFL3Gro5OFCGYGtuGjmkAgEAgEAoEsJEPoHFQjUCaTmT9lxowZwk0VFBRkZ2e3trZqIaO4uDg9PZ1e7c8A2NjY0N1krpnKg/AlMysqKgDg4cOHzEKmZ4KCgrZs2ZKUlDT5Kfb29g4ODpMnT8brIyYmJqalpeHKOTk5QnulwvXr1ymKopueMWMGXquStZyrsh71cFnjaRq1X8xy//79W7ZsoQ/dv3/f3t5eFzHCXXHhwgV7e3t6Ow+pVGpnZ4dfqw6uakN6WYEVo+RALu/l5eUBAD1eISEhMplM7w7UlK4Zk0IQ6HaM0gqsBna7Rs7kCmwhUY06cgXWnBxFRATCe53h1xcusFSLj0d0tdWrUUQEys5WsBpcsQJFRCC5nP2oatMd2pyfH8rLYz80bhx6uinQMyoqkEyGnq6fawjZW7agZcv4mqPh6YthwB7btAlFRKCne3C1UVmJIiJQRASqqGApj49HCKGkJAWuw/xbsQKdOqW+U2r7zgxjIQ1pHVStrWjvXkVEBAoLQ/Pno0uX2h1VGs3r11FEBNq0SW3/tGHrViSVIqkUJSYq65w2Dal+kCQktLmFdWPDuro2RxUUaBBj9EYC69Yh4d9k161DjHW0CV0RcuPcTSADTOgcyEeMcHhuZQ8dnr1BVwAAIABJREFUOrSJ8RXj0KFDwNjWAWNhYZGcnIwQunfvno2NDb1LBSYsLAzvTYMQSktLmzdvXmZmZmZm5rFjx2JiYjSVytRjb2+fmZmJX3t4eNA7YrCWsxbqVw+XNS6dqP1NZkFBwfjx4+lD9fX1rNuvCNfD1bRqYWZmpp2dXXFxMS60srKim+YfXIwumRG1DmTtwv3796OiomgjAwYMSEpK0osDtaCrxaSmmoW7HaOUGTGM29U6mbWQK7CFRDXqyMzI9u0IAOXkKOjXrLszh4U9qyaXKygKWVkhVUXp6QgAeXpq0HRHNNfa2nYbbGKCMjNRWRkqL29XYfVqZGeHlH5iePgQeXggAMT/84F+ZVdUILG47RRW1PbFMNAeW70aAaDk5HZHk5IUAAgAbd/ernz/fgUA2roVIYQmT0a4juqfTMbeqPC+M8NYSEPaxfD9+8jVFQEgV1cUGIjMzBBAu8SH0mjm5CgAUFAQu2ZdSE5GFIW+/RatW4coCiUlPYuf/HwFRaGyMuVTIiLanLBiBYtB7EAAtHevoMxIcTFydERPP+eQVIrMzYWKl0qRRCK0MqFTILct3QQywITOgXzECIfnVnbGjBkeHh70271796q6NCQkJC0tTS6XBwYGFhQU0OXNzc0TJ060tra2sbGZOHFicXGx0vM1Aqe0cOlJS0vz8PCorKxMTk6WSqV0HdZy1UL96uGxxqonISFh3LhxZmZmjo6OUVFR+GftJUuWLFiw4Pr165mZmTNmzODaZFqgf4S7AiEUGxubmJhYUVGxYsUKb2/v+09/neQaXCa6ZEbUOpBrlJOSkrZv337jxo2YmJj58+fjQt0dqAVdLSY10qyR21mDFhnE7WqdzOV51sAWEtWoi2VGEEIxMQgATZzYrk59PerbF5maKk8c4G+6I5o7cUIBgJydkViMvL0RQLvfqCsrkYmJ8h1gRQVyd2+7OdRLZkS47DlzkKMjZ3P8fTEMTI/J5QoA5QkCMhmyt0eWlso5Dnw3jtMZOGHxdEJYG9euoaFDlfMLNML7rpoZUduQFjEcFYUAUErKs8qenggAXbnyrA5zNC9cQB2UGZFKn5mVyZC397ND3t6INSGMx2LAADRoEMtRHx8kFmuQGUlIUACQzMjfFnLb0k0gA0zoHMhHjHDq6+spigp6yieffMJV8/Hjx3l5earlJ06cSEtLM+RDQ5jq6urU1NT8/Hwh5VyVDYDwpisrK1NSUnju1vTSNGtheXl5SkqKXC5XssA6uJ988gkdMBRFKWVGBIaTLl3AglNTU8vb/6CpdwdqyvMSk2rRSJuB3a6RM1kDm+sjiyewdYeeLqFdZqS1FTk6titBT+8bVef2c9Ghzd2+jaZNQwDI3R3l5yuY00NmzUJ9+7ar/P33yNQUmZkhZ2d9ZkYEyi4rU+M3nr4gpEatWlQfHVItUfKYRIIYSW/U2ookEjRxIpLJkLFxu5k4Tk7o6dOQ7AkLhNC1awgABQSwy+PvO2sYC2xI06BqbUViMfLza1eYlqY8C4M5mq2tiKLQ04mq+sTc/JnZiRORqWnb6+xshUjEntbBmZF58xCA8gM11dWIotAnn3BmRlRjTGBmhDU4mZkR/ifXlFBbmaeCkGfQ+e3zXGj816BGfewikNuWbgIZYELnQD5ihNPc3LyXQbLSnF0CQYXk5GRmzDQzvoaQcCI8v/AEti6kpCAHBwSARCIUFYU2bNAmM4IQKipCFIUGDED4AaDsbAUAYiwCg6Kjldd6oP8w+m1OiWvXkJkZ2rQJmZqiDRuelTc2IhMTNG1au8oSCQoORhUVbXeP+sqMCJft6YmGDtWsL9XVaNy4tt/5RSLk7f1szQs8g4NJQoLC3PyZMJkMyWQoMxPZ27edjqdOJCQorKwQADIxQYsXt52r6jGZDIlEz241T51SYIfs3asAQCdOtLVSV9duUgZXwgIhhCeGCO874g1j4Q1pFFTNzSg5Wfm5p8xMBICezhRsgzmadnYoIUH/q8M4OSH6wcGICGRt3fba3Z1zvQ8c23gaCz24mE2bkFjc9ugTMzOSmKhwdkYUhQAQRaFhwxCenBcRgSQSBIAkEmRjg5BKZoTrRAzOjKSkoAEDEAAyNkbR0SyPNWFwrKakIGtrBIDEYhQdjerq2tW5dAn5+LQ1Z2GBFix4loyQyVBYGNqyBYlEyNiYPe8jlyu8vdtOt7RUXveHpy881yC/qq4PuW3pJpABJnQO5COGQCAQCJ1OSgoCQIMGoaQkRWKiwsmpba0ELTIjCKEFCxAAiolBjY1owABkaYmYTy/heyfWP4x+m1MiMxONG4cQQvHxiLlCTnIyAkCpqe0qP13+Rf+ZEYGylyx59tSJwL54eCBzc7RhA0pJQVu2IAsLZGbWdnup+gM+1sz8hd/GBkkkKCYGJSUpfHzaJlNYWqLVq9HOnQonp2f1VT2GrdHLly5YgCgKNTai6uq2nmLwibSjuBIW+fkK4F5qhLXv/GGsUUMaBZUqM2a0cwWGOZoXLmhmUCCTJyN7e/T4MWpsRI6ObemntDRkbIwqK9lPwbFdX48GDVLOQ3l4oLFj0aFD7eaMbNqEAJC/P9q7V5GcjObNQyIR6tsXtbai7GzF+PEIAM2ahXbuVKD2IcdzIkYqRSIREonQggXo0CE0Zw4CQMOGscuWSlHfvkgkQitWoLS0Nt8ypyzJ5QqcoNm6FR06hGbNQgAoMPDZ6Q4OSCRCwcFo6FCWhZMLChRiMbKxQdu3o+RkJJO1i2H+vvBcg/yquj7ktqWbQAaY0DmQjxgCgUAgdDp2dsjGBtE7etXVtf0Sy8yM8Pwp3fO3tiInJyQSobFjEQDLVi/8GLg5zMSJCABxLHSrQWZEv7Lxrb7AJR4QQg8ftj0ZQZOUpBg6tG1jESGZEYBny3bW17f9sn3tWluFK1cQQNtyFaoeu3EDATz7ad3N7dlt7aBBz5axiI5uy5hgcMIiORnV17f9XbqE4uMRnqVCzzQRAn8Ya9SQLkF17Bj7Lb2mo6kFlZXIzg5ZWqK+fZGdXVs2xNkZ8SyTTWdG8Bq69FiXl7d1XCkzYm2tvPwNfqwJxxjP0zT8J6Kn4YfX5cXgfAfrNB/VykprALu7IzOzdvmgFSueDSU+XWlhYCZDhyJT03ane3oikahtfgdPX/ivQX5VXR9y29JNEAGBQCAQCARC9+P336G0FGJiwMSkrcTUFCZMgMWL21Xz8YH+/ZXPzcmB0lLlQoqCpCR44w1ISoLJk8HfXxtVBm6uogJMTKD9Ur/aoF/Zjo4AAAUFRqGhgloXi0EshsREcHFBwcFGxsYwZozRmDEAYCRQP0VBaGhbZYkEJBLo3x/s7duO2tkBADx8CMDmMVtbGDAAzp8HAKitBbkcVqxoO+TnB6tXQ00NmJvDmTPg6Qlicbt2P/qIpS/r1sHw4UKVCwxjgQ1pHVQZGTBqFNjYwP79yoc0HU0tsLSE4mL49VegKJBKQSSCn35CZWVG8+YBAOzYAVlZ0Ls3zJzZNpRMRo+GefNg3z5YuBAA4KefwMwM/Pzg8OF21crKoKGhXYmFBQDAgwdqRkrIicbGEBX1rMKUKbBgAfz0E0ilLAaVKk+aBPPmwc8/Q3Aw3L0LBQUwbhxYWj6rEB0N8+fDvn1to0lR8Nln7FKfPIH8fAgLa3f6jh1AUSASqekLzzUoRBWB0BUgmRECgUAgEAjdkZISAABHR8S8f1Z6CwDR0RAUpHxueDjLPT8AODtDQAAcPgyrVikf2rMHtbSwKwkPf9aivpoTSF0d9OoltHJuLlq16pnUoUPh66/bXutXdr9+AAA1NUKFiUSwfTsaP95o7FgjigIPD/jgAwgPb3cnxo+JCVDUs7c9erRpYKJQAHB4bPhw2LsXAODYMQRg5OvbFkXvvgurV0NmJgoONioshCVLlE+cNg0GDmx7TVHw8sswYgSYmgqVDYLDWHhDWgTV7t1o/HgjW1vIzWXxuaajqR0iUbsIXLDAaPZsMDWFtWvhq69g9mwoKgI3NygsBBubdifa2MDQoZCc3JYZ2bMHQkPbBQOGoqCsDH7+GUpKoKIC5HJoahIkTMiJ7u7tWuzdG4yNOT02dGi7yhIJmJhAXR0AgFwOALB3L/z6q/JZtDUTk7Y0hyqnTwMADB7crpCZS+LpC881KEQVgdAVIJkRAoFAIBAI3RF8o6t0CyQSCf2tngtsUGlqAAB88YWR0s+tNOHh+m9OIE+eaFD53j2j3Nxnb//xDy0bBZ1lqxIebvTuu/Dzz5CRAUePwqlTsGgRnDiBhgzRdUCVYPWYvz/audPo6lX45RcjCwt48822RkeMAJEIjh41MjEBhQJGjFBOWIwcyT4vQDgCw1ijhjQandmz4fvvjTw9ISUFevcW2kSHsmMH1NTArFkAAKtWwcyZsHQpAMBrr8G2bbB8uXL9jz+GWbOgpAQoCv7v/2DtWuVhAoBvvoHYWDAxAT8/GDgQoqPRH38YxcSoFyPkRNVcm2pqhqeyaneGDlUuHDBAvVQcSzwzyPj7wnUNYmdqrYpAMBgkM0IgEAgEAqE70q8fAjAqKWl3C3TnTkc113GWdcHSEq5cEVo5OBiCgztSzVPwL8kvvqjBKU1N8OKLMHUqTJ0KLS2wbRtER8OqVUbJyQAAzc3tKgvvsiqsHvP3NwKAc+dQbq4R8+kA/HBHURFYWICZGbz1lp7TNGDwMFYiMhLi4+GTT2D3bs6ZCFqMpi4oFPDNN/DllyCRQFMTVFWBs3PbzbmbG1y7xnJKaCjMmgUHD0JTE1hZgZeX8jCVlkJsLAwdCidP0gkjo0WL1IsReOLZs+3eNjTAo0dgbs5uEz+3RfPoETx61JamtLUFAPjHP2DKlHZ1njwR9MSciwsAQEEBfPHFs8LffkNHjxpFRMDjx2r6wnUNLlumkyoCwWBwJyQJBAKBQCAQ/r68+aaRtTUkJbWb3J6Q0FHN4dUrWP86EQsLePRI6HMBBqOoCADAwwOpq9jG4cPQs+ezsROJYNIkEInafgMXi6Ghod36CMePa6+N1WOmpuDqCrt3G925A1JpO9n+/nD5MsjlMHKk9o3yYOAwZrJ8OcTHw8SJsGcPZ1oENB9NHdm4EZ48galTAZ7OvMBhgOnRg+UUKyvw9IT9++HAAZDJWCr8/jsAQGBgu3k0hw4BQDu3MxvS6MT//hfOnn3mn7g4AICQENb+QVUV5OY+q7x9+7PKDg5gYwPJyVBb+6z+r79Cr14wdy67NSaWluDgABkZ7SZGbdpktHgxUJSavvBcgzqqIhAMBsmMEAgEAoFA6KasXo1KSsDfH44fR2fOoI8+aruL+xuQkQEvvQSff66mmp8fAoCsLENIEs7FiwDQ9kyKkI4EBMCAAfDVV7BtG/z2G8rKgjFjoKUFZDIEAF5eoFDAxx/DkSPw668wcqROUyq4PDZiBGRnA0XByJHtZhz4+EBLC+TkQECAxqkBgYNosDD+9Vd46aW2pENVVdsirw8fQnh4u78dO9qdxRzNjqapCVatgvnz2yYjiETg4AAnTxoBQEMDHD+uvIgGzSefQGEhXL4MY8eyDNPgwSAWw6ZNcOYMamqCM2eQr2/bCi909g0Atm+H3buRRidiJBIIDjbaswedO4e++w6++go8PSEggLObISFGP/6ICgth/XqYNw88PZ9N5tqwAaqqwMsLDh+Gc+fQDz9AWBhYWMCcOYIcuGoV3LoF/v6QkQHnzqGFCyExET7/HKys1PSF/xrUURWBYBhIZoRAIBAIBEI3JTTUKDERXb4MPj5GHh5Gf/wBK1d2tiY90dICDQ3qlxEJCDASiSAnxyCaBHP0KDg5gYMDgLCOUBRkZcHAgTBxIri7G737LmRlwbp1bdvNTJ8OEydCRga8/z588AGYmsK6ddrPX+DymI8PAICbm/JaG/b2bYsp+PhonBoQOIgGC2Os5/FjAIDsbIRnPSQmKv+dOdPuLOZodjTr14NI1Ja7wXz3HcTHw/vvw+DBYGsLkyaxnxgSAhQFdnbsGRwrK9i/H548AQ8Po549Ydgwo//3/yAnB8HTB2GkUiNXV/j5Zxg3zog5GUTtiRgvL4iOhnHjjNzcjObMgY8/ZlmslEYigWnTYPx4ozfegFmz4OOPISXl2dHAQEhJgfp6GDUK3NyMoqLgX/+CkyeFrkYcGAj796PSUhg5EtzcjFasgFmzYPNm9X3hvwZ1VEUgGAYjhAw0t41AYGJk1PaPh0QggUAgEDoXhQIuXgRT07an9LsbkyZBejqUlXW2jqfcuQP9+sGGDcqrEgihqQlOn0b9+hnRG+4yD505gwYONOJavkE4Xc1jGMOE8a5dqKDACD/uIQRdRlMLDh6EPn2Q0nouv/8OZ86AsXHbbrJao1DA5cugUICzM/sKqU1Nzza41ehETEsLnD6N3nzTiOcJu/ffh9xcqK9vi+chQ4zo3ZqVuHMHiovRG28Yabcs7h9/wO3b6K23jJS6I8QJXNeg7qo6C3Lb0k0gmRFC50A+YggEAoFA6Ar88Qf87/9CWhowlw7tRBYtgh07oLRUnzvX6Jeu5jGD0dAAvr6wfDkaMULo/JeuP5rPF3RmhGBIyG1LN4FkRgidg5CPmFu3bsXHx/fq1etf//qXr6+vCVdWXK989tlnoaGh/u2/7Ny6dWv27Nk//vijiGeFMQ2Ji4urra396quvuDTcv3//OO8acXPmzHHQdnJqTU2N+dNfzdavX19aWrpx40btTAmHp8uYzZs3//7770wlWVlZGzdufPjwYZ8+fXbv3s2szCNb1U7ncvHixfj4+NLS0tLSUnt7excXl6ioKBsbG03tMEdNd7isrV+/vqysbO3atfpqiEAgdH1mz4a8POUNMjqFhgawtobNm9GYMYZYlkJruo7HDMmdO5CWBpGRQus/L6P5HEEyI50CyYx0FxCB0BmojcDW1tZ58+Zdu3YtNjaWoqgFCxYYQNXq1avt7OxaW1uZhQ8fPvTw8ACAxsZGPbZVUVEhFotzcnK4NEyePJn/4s3MzNSi3eLiYkdHR+a5UqlUIpHo1BlhcHWZJigoiKkE1zcxMQkMDFyyZIlSZR7ZSnY6l2nTpgEARVEeHh5BQUGDBg0CAJFI9P333ws3ojpqusBvTSqVmpub66UhAoHwvFBfjxwcUEpKZ+tAKCYGBQd3tggBdB2PdWWel9F8joiNJS7tBMiNczeBDDChc1D7EXP79u3Y2Fj8urKyUilb0RFUVlaamJjs3buXWVhRUeHu7o6l6jczghCaM2eOo6OjWg0IocbGRgAICgrSvdGEhASlrIrBMiOIrctM8vPzU1NT6bcpKSkAsH37dtbKeXl5zMo8djqRiRMnAoBUKi0vL6cLr1y54uTkBADr1q0TaEd11HSB3xrJjBAIBAKBQCDQkMxIN4HsTUPoolhYWGzduvXu3bsAYGlpSfGsWKUOhULR0tKittrq1at79+4dGhpKl6xdu9bR0fHatWvOzs4d0WJ0dPTVq1d//PFHHg0aNarFWapGtLOjdZeZvPXWWwGMTeqwkldeeYW18ttvvx3AsaOdkh1ME3OxeAHw1xfiqLNnz27dutXHxyctLc3a2poud3R0zM3N7du377x58/766y+NVKkixO16QVMHMuERqZe4JRAIBAKBQCAQdIFkRghdFJFIFBAQ8Mknn3BVmDp1aiQHdJ3Tp097eXn16NGjR48er7766sKFC7nu7pqamrZu3frRRx8xCxcuXOjr63v58mU3NzeBsoW3CAA2Njaenp5btmzh0aCW0NDQ8PDwuLi4nj179urVa9++faGhof/617+YdXbv3v3KK6/k5uZGRkZOmTIFAD788MP+/fsz6xw/ftzFxeWFF17o0aOHl5dXaWmpAbqsRHh4OK3qww8/DAsLA4CwsDAsXrXjSl1gtXP37t3PPvusZ8+ePXv27NGjx4gRIy5fvszTnR9//BH7oWfPni+88MLw4cMvXrxItxgaGpr1/9k796gojm3hV3qNEzKZEFiTuWQkBOGwCOEiBzFIiKCCBDgjIiEYjIiIxAgG0eDjHEUOEs3LtwYIBhARgRAlirwFREA0SFwECCCIfiiPgIAeAioIQ39/1E3fvvNoepgnM/X7a7q6umrvXXt6pnZX7yotnTt3LjTUkiVLKAwF1fzqq69ET+nr60dGRj5//jwlJQW2LGnIAACiowYluXTp0ptvvjlr1qwXX3xx8+bNf/75JyGnVK1RQ2GQr7766rXXXrt58ya5/vHjx1977bW2tjYAwO+//+7q6gptBX2DCJGI+u2UkiAQCAQCgUAgEIpC1YtWEFoKHQ8sKSkBABDv1AjBlrynGaxQXFyMYZiJiUlCQkJ2dnZwcDAAwNnZWWxr2dnZAAChVzBaWlrgB3jtlG/TSNUjZN++fQAA+KqFWBkgFG/T8Pl8CwsLBoPh4+Pj4OBQV1cn+jZEYmIiAKCkpKSsrCwoKAgAEBERkZKSQrTAYDB0dHS2bt2amZm5a9cuAICJiQm1snJRWQhyfpDCwkKYaWXTpk2JiYldXV2iitPJM7Jw4UIOh3PixImcnJz4+Hgul6unpzc8PCz2wtjYWACAh4dHZmZmdnb2zp07GQyGoaEhfJmLz+ebmJiwWKytW7emp6eHhYUBAMzMzCRpyuVyWSyWpLO9vb2wL1zcCyzEkOE4LjpqfD7f0NCQwWB8/fXX+fn50KQLFy4kLCNVa0KQL6c2SGtrKwAgLCyMfLmVlZWtrS2O47W1tWw229jYOCEh4cKFCxEREQAALy8vohchv5VkKAQCgUAgEAgVgibOWgIaYIRqoL7FDA8PBwUFxcTE+Pr6YhjW0dExjS6MjY0NDAwePnxIlMTExAAAxM4GYT6IZ8+eiW2KZmREqh4hMJUGTCxCIQN1ZAT832Qc1BNjsXlGAABpaWlECQxJ1NfXU+sru8pCCGVOvXDhAgDgwoULYtuhExl58uQJAGDnzp3EqfT0dAcHh5qaGrEXGhkZCaVBgflTYX1oqPT0dOLshg0bAAC1tbWiTQkEAgCAvb292I4gDAZDT08Pn2rIcJFRg5IkJCQQ9Q8cOAAAyM7OnkZrQpAvpzYIjuMODg4cDodIA1RfXw/+yp9ib2+vp6fX29tLXPv1118DAAoLC3FxfotAIBAIBAKhhqDIiJaA3qZBqB2Tk5N8Pt/FxeXf//53TEzM5OTkzz//LG0jN2/evH//fmBgIJfLJQq3b9+OYVhubq5o/a6uLhaLpaOjM22xpe0RYmlpCQCoqamRRQYMw9atWzcdoUktrF69mjiEe/F0dXVRXyW7yoqGyWQymcy0tLSMjIzR0VEAwOrVq69fv75gwQKx9Ts6Om7cuEEugaoRL6pgGEbOAvPee+8BAB4+fCjaFHxthHqTXQaDMe0sGzo6OjAuAwkNDQUAnD9/fnqtSWJKgwQGBg4ODhYVFcHD1NRUBoOxZs2a/v7+mpqaFStWGBgYENfCVTbEizOy+y0CgUAgEAgEAiEXGKoWAIEQ5osvvgAArFmzBgBgaWnJ4/GamppEq2VkZEhK67h27dqOjg4AwPz588nlLBZLV1e3ublZ9JKhoaGXXnqJvpCVlZXffvstcejg4GBubi5Vj5A33ngDADA4ODgNGci9MBgyfZdZLBY5x63YfLeKUFnRMBiMxMTEoKAgf39/uG/u8uXL165dS56uk4ELlM6fP9/W1tbV1VVbWyuUM4WOoSBMJpPBYDQ2NkqqMDk5OTo6Cm04DRwcHMi9s9lsFos1NDQ0vdYkMaVB/P39w8LCMjIy+Hz+5ORkenq6p6cnh8MpKCgAAGRmZubl5Qm1SQy97H6LQCAQCAQCgUDIBfSvFKFeTE5OHj16NC4ujiixtLSEc2khNm7cODIyIraRtWvXwg9i511in9LDBQX0GRgYIOcEffXVV+EUl36PssugZBShshJYu3bt+++/f/78+cuXLxcVFVVVVe3du7e8vFzsspEvvvgiOjqaxWK5ubnNnTs3LCzs3r17kZGR0+t64cKFVVVV/f395DU1BFevXgUicSX6TC+IJi1TGoTNZn/88ceZmZlJSUnXrl3r6+sjr2RZuXKlg4ODUJsmJiZKkFy1nD59GsZtly1b1tTUNDk56ebmRq7Q2dlZXFzs7u5uZGSUl5fX29u7fv16oUBbe3v71atXXVxcTE1NpyfGlStXWlpaYMJdgkuXLv3nP/8hbpKQ0dHRXbt2HT16VFJTpaWlFFrU19crSIUdO3aEhYUZGxtTKzU6OpqRkVFZWTkxMTFnzpxVq1bBjbEVwZUrVyYmJtzc3EpLS0dHR8nbYEF9zc3NFy1aRK4/MDDw0UcfKUgeCPUAITejBrkZTZCbITebtptduXLl3r17AIAlS5aYmZlJe/np06ffe++9aT9MQiDoourXeRBaiiQPrKurAwCQcxOwWCyxSUmHJYPjeHl5OQDgyy+/JF8yPj6OYZjYbB2enp4UyTLp5BmRtkcIfGMlJCSEWgbqPCNC6Tb4fL6uri65ZOvWrYAyz4hQC5mZmQCA/Px8SWJDZFdZCLnnGcFxfGxsbGhoiJANphT18fERverOnTsAAAcHB/JAR0dHE+YS7REaU5Kh4N40kZGRYs/CvyDl5eX4VEOGi8szYmBgQK4PM6p8/PHH02hNCCLPyJQGgcBMySkpKfC9KphzpKWlBQCwadMmocaJNDoUw6cBsNlsExMTb2/vpqYmb29vPp8vVCE/P5/wHPg5JiaGXEEgEFhZWVlYWEhKfkRNT09PbW1tWlpaSEhIa2vr3bt3YfnDhw+5XK5oPmM/Pz8mk0nRILUWilABkpqa6uTkRK1UV1eXkZGRjo6Ol5eXj4+PhYUFAGDfvn3T7pQaPz8/aIqdO3fq6OiQT8Gw4OLFi8mF1tbWfn5+ChKGALkZcjPkZhDkZvRRppsdOnTI29sbAJCamjqNy9lstmoTk6GJs5aA8owg1Au4boJ42aF3jgXBAAAgAElEQVStrY3JZMJkjUKwJQMAWLRoEZfLTU1NJS/+T0xMnJychLkhhOByuU+fPqXYbnZKpO0RAjNWwrwesssAYTKZIyMj5AU1V65cEaojlzUdsqusaC5duvTiiy/CQAAAgMFghIaGSsrucfv2bQCAl5cXk8kkCmF0ZnqDsnHjRktLyy+//FJ0S9ovvvgiLy/Pw8NjyZIlgN6Qgf87an19feQlPDDHqq+v7/RaEwtNg7i6uhoZGRUVFWVnZwcEBMDnbBYWFsbGxtnZ2Y8fPyZq5uXlvfTSSzt27KDuVzP4xz/+ceHCBZhVhxo+nx8QEBATE0N+B23//v3Nzc1ZWVnTS37U2trq4+Ozc+fOwsLCefPmwegVACAyMjIgIMDQ0JCoOTg4uGzZsqysrGn0olAVIGvXru3v78/IyACSlYqKigIAPHjwICcnJzs7u6WlZfv27VFRUdT7c8uOs7Pz6Ojor7/+SpSUl5f7+PhUVVURCwCfPn3a0NDg5eWlUEnogNyMAuRm8gK5GQVa7mbbtm2D/x8QCLVG1aEZhJYiyQMFAgGPx2ttbYWHW7duPXDgAHHW29tb7D4gYklJSQEAODk55efn19fXHzp0iMlkkkP+5NaoV0nQ3JtGqh4hcLcOuD0whQxSrRk5cuQIAMDDwyM/Pz83N9fNzQ2+zQGf88NefH19ibA99ZoRapvLqLIQcl8zIhAITExM2Gx2QkJCTU1NSUmJn58fkLAzTk9PD5PJNDQ0rK6uHhsbq66uXrp0KfwbBFctSbtmBMfxBw8eGBkZAQDc3NzS0tIuXLgQHx9vb28PALC1tR0YGIDVqIcMFxk1GCvkcrlpaWl1dXXHjh1jMpnEwyhpWxM1LFwzMqVBCIj3a8ib78JNiKysrHJycmpraxMTE/X09LhcLlwRpvFrRoj1MlM+ZcVx/NGjRzwez9raGh42NTVhGCb00FJaHj58aG5ubm5u3tjYCEsePHiAYRhxd8VxvK6uTldX19bWNiYmRpanrApSAXLs2DErKytJSuE47uTkBFdLEYyPj1tZWRUXF+M4XlhYSH6qXFdXR+ysVFxc3Nvb29LSkpycnJaW9ujRIxzH6+vr4SF5b++Ojo7U1NSUlJSOjg7iKev4+DiDwYiNjYV14CbWLS0tDAaDuGvBm1hPT4/sdqAGuZmMIDejA3IzGUFuBsStGSkuLm5qaiIOCwsLhQ57enrgmpE7d+6kpKSkpqYSq2wgw8PDWVlZiYmJWVlZ4+Pj5Gt7e3vz8/NTUlKIf1ySKk8pOZo4awNogBGqgeIWU1FR4enpmZ+ff+TIEaF3Lvh8vqT9VsWSnp5OPE/AMCwgIIC8vyy5teHhYQaDQd7elQzNyIhUPUIWL15M/ExSyCBVZEQgEISEhBCvyPr6+qanpxMT46GhIVtbW3gKakQdGZnS5rKoLIQi3qa5e/cuOdUFh8OBe8qK5cKFC8RuMgwGIzw8HO6hA9+ImUZkBMfxR48eRURE6OrqEjIYGhrGxMSQ3Yl6yHCRUYOS7Nu3DyZ5wTDM398f/hOaRmuihiV27aU2CAF870Z0WHNycsjvVNvb2xN/d1BkRMhzYAkMBNva2lLv90yHkJCQ6OjorKwsOzs7WPLll1+amZmR69TW1iYnJ+M4npqaKuNcQhEqQB48eAAAuHHjhlilcBwPDg7W1dXNysoido8mw2QyyX/EiZkAjuNsNtvHx0dXVxe+gGZmZnbixAkul8vn8xkMBjEvysnJYTKZdnZ23t7eenp6FhYWRAtubm7E2vL4+HgTExNYGBQUBAsjIiKIdhQKcjMZQW5GB+RmMoLcTGxkxMvLy9PTE36GfyeIv7vwzdympiY2m+3h4cFisby8vExMTBgMRllZGaxTV1dnYGBgZmbm4+NjZGRkZmZGxI+YTKaXlxeGYRiGZWVlUVeeUnIUGdEG0AAjVAP1LWZ8fLywsPDOnTty6evu3bsVFRVTxjVCQkKMjY2V2WNPTw+GYUSQXr4yjI2NlZeXEzFy0bP0I+V0mLbK00Y0mwYFY2NjZWVl5OdLkhAIBPX19XV1dWL/l8hCa2trSUkJxW8w9ZDhpFEjwgrwkidPnsjSGjV0DAK3gjpy5IjYsz09PWVlZUTgRhsQiozAv6dk7OzsRGNqgYGBLBYrKiqKxWIJPRCbBgKBAA4Z4R5Lly719/cXW5nOXIKOFvJVgUBXVxfmMxJVCsfxhw8fQkngy/kHDhwgf9Op5xJGRkYwkgtDfjY2NrBluO94dXX1+Pg4h8MhYvQ1NTUYhhEt7Nu3j8j44+XlBasdOHCAuI3b29uHh4fLyw4UIDeTHeRmU4LcTHa03M3ERkYSExMZDAa0RmJiIpPJ1NHRgYeHDh2CMRo2m83j8eCa07GxMUtLSyJhnImJiaenJ6z/7NkzBwcHIj0Kk8nk8Xg9PT1PnjyBFSgqTyk5ioxoAyjPCEIdYTAYHh4eosmrly1bdvPmTWlbMzU1XbRoETlXgtjWduzY0dnZWVRUNA2Bp9fjyZMnDQ0NyXt5yFEGJpO5ZMkS4oG/6FmaG6bStPm0VZ42jx8/fvXVV2lWZjKZLi4udLKaYxhmbW1tY2NDsSPv9DA3N3d1dSW/FC0E9ZABcaMGL2GxWHJpTSx0DHLy5EkGgyG0QQABj8dzcXHR19efsi9NRUdHh/d/EWuN2NhYDoezb9++Q4cOTXv7AwL4lAwAQLhHdXU1nbwnkqCjhXxVIHB0dGxoaADilAIAcLncmzdvlpWVffrppx0dHTt37nzrrbdWrVpFZ7evZcuWwXfN4GZVn376KWzZxcUFAPCf//ynoKBgcHDwX//6F6y/YMEC8vYNrq6ufX19nZ2dk5OTBQUF7u7uAID333///v37zc3Nz58/r62t/cc//iEvO1CD3ExGkJvRAbmZjCA3E2XFihUTExOlpaUAgMLCwh07djx//vyXX34BAOTm5q5YsQJWW7lyJcxCCJe9PH36FABw9erV//f//l9UVBQ0po6Ozvbt2ysqKv788094laenJ4/HY7FYGIZNWRmBQLv2ImYSBQUFQtubybE1U1PTrVu37t2718PDQ15dUPQ4MjJy/PjxuLg4cjRBCTJIi4w2n1LlaXD27Nnbt2/X1NTApCEIFbJ27dqhoaFLly5t376dIgqj5cydOzcpKYlcUlBQcPnyZaFqbDZ7+fLlSUlJoaGhihBjdHRU7A7oQpw5cyYiIgJ+dnJyInLm0dFCQSro6Og8e/aMuo6LiwucAPT39588eTIqKsrU1PSrr76ivkpo22xidkQEDR89egQAIL8UNnv2bLgkHgDw7rvvslis6urq1157DQAAEwDZ2NhwudySkpJ79+5hGCa0OajiQG4mI8jN6IDcTEaQm4nC5XKdnJzKyspcXV2Lioq2bdtWWFh49epVa2vrqqqq/fv3w2pz584lLmEwGOPj4wAAuN2hk5MTcQpml79586arqyv4K04EmbIyAoEiIwjE/xITE2NnZ3fp0iUl5Hj/5ptvXFxcVq9erUIZlIwklaUlMzOztLTUxsbm22+/lYtgMw47OztZMuTLkbq6uvb29sDAwH379qlaFsQUYBhGZ1OqOXPmwL0VAQBvv/22goWixeTkpKQlSw0NDZGRkdHR0e+88w4s4XK5e/bsuXXrVnFxsehcQiAQSNU1nFSQBRBqwcPDo7S0VF9f38nJiYj5urm5Xbt2ra+vz83NTe6rz9Qc5GYAuZniQW4GNMvNli9fnpGR8cEHH0xOTr777ruurq4VFRWmpqb6+vqOjo4UF0KlLly4IPTITShONI3KCO0ERUYQiP+FzWbDbE9KgIiCq1AGJSNJZWmBqdG0mb1796pahP+hsbFR1SIg6MLhcOrq6tatW0ddbdGiRYsWLVKKRHTp7++XtJrd1NS0qKhozpw5xFyCuOTNN98EAGAY1tfXR5R3dnZKtbgJvoJXWVkJN9gGALS1tb388stEBTc3tx9++GHWrFnEBAwA4OnpuX379v7+fmIduPaA3AwgN1M8yM2AZrnZ8uXLd+7cee7cOQ8PDwzDnJ2djxw5oqurO+UzQvhS1Z9//rlq1SpYcuXKlYyMjPfee0/GygjtRLtizAgEAoFAzFB+++23M2fOnDp16tdffxU9O2V+osWLF8O1xKpFWi0mJydra2slTW/YbHZkZGRsbOzq1avz8vIqKysLCgrWrFlTXV29ceNGAMD8+fOTkpLu378/Ojq6d+/epqYmqaRdsGCBs7NzaGjovXv3AADHjx+vqKggV3B2dm5oaKitrSW/Aunu7t7d3V1dXf3+++/LbgElI0m85ubmixcvXrt2jfpyNXczSVpoj5vRHEdFI0m8hoaGixcvtrW1UV+u5m4mSQvtcTOa40hgYWFhbm5+4sQJGLWB77ZcvHiRHKMRi7W19dKlS7dv3w6zt9y+ffuTTz7p6OgQm39NqsoI7QRFRhAIBAKBUGtGRkZWrFjB5/OLiopKS0s9PDyEHpZ+8cUX69evp25k+fLlBQUFdJagK4jpaVFZWTkxMbFs2TJJze7du/fIkSOVlZXLly9fvHjxsmXLamtrc3Jy4J/7Y8eOjY+Pz5kz56WXXqqtrd21a5e0YmdlZb355pt/+9vfZs2aderUKXLOQgCAubk5h8PhcDg2NjZEob6+vq2trb6+vpWVlewWUBoU4m3evJnP558/f/6zzz5zdHSkyAepzm5GoYWWuBn9cVQcFOLt3r37ww8/vHjxooeHB3VaDXV2MwottMTN6I8jGU9Pz4mJCWdnZwAAg8FwcXHBMExIQrGcO3fOzs7u73//+6xZs95+++233norMzNTLpUR2oiK98ZBaCvT80AgsjOcjDLIsTX17FF2ZJR5JqqMQMgIeddeuRAYGOjk5ERs7tjb28vlchMTE3EcHxgYCAwMhDsaUjcyPj7O5XIvXLggR8GkYnpahIeH+/r60ml/YGCgoqIC7lspxN27d2XcN3poaEj2nTvlMo6KQ5J4dXV1TCaT2ALcysoKyiwWtXUzai20wc2kGkfFIUm8xsZGQryenh4Mw8QaGaK2bkathTa4GbUFgLhde+XC2NhYXV3d2NiY3CtD0MRZS0ADjFANKDIyU0CREQRCWuQbGent7cUwrKamhlxYXFwMS0JCQrZv356VlUVnRn3gwAFnZ2d5CSYV09NiaGiIxWI1NjYqVVbFIMdxVLJ4Dx48KCkpIQp9fHyioqIomlJPN6PQQkvcTNpxVLJ4AoGgqakJlgwMDAAAurq6KJpSTzej0EJL3Ix6HBUXGVE0KDKiJaABRqgGFBmZKaDICAIhLWw2G8MwJpNZVVUle2s5OTlMJlPSWYFAgON4fn4+nRm1QCCwsLCQi1TSMj0toqOj5bv6RoXIcRwVAbV4BHfu3GEymXV1dRR11NbNCIS00B43I6AzjopgSvHGx8cTEhKsra2njNqos5uJ1UKr3EzUAv7+/nBHGBQZQagzKM8IYsZw//59AICenp4atqaePcqOjDLPRJURCNkpLi4uLy8vKSkhv609bUZHR4W2GCQj1TaKGIYVFRXBnQuVzPS0sLGxOXz4sMKEUipyHEdFQC0epLu728XFJSoqitqx1dbNIKJaaI+bQWiOoyKYUrz+/v7R0dHZs2dfvnx5cHCQoqY6u5lYLbTKzUQtsGfPnpKSkoqKCnd3d2WJiUBIj6pDMwgtRVoPDA8PBwA4ODjIpXf5tqaePcqOjDLPRJURCDWkoqICw7Dx8XFyYW9vL7lEhWsNaKIZWsiCmltgSvFqamq4XO6hQ4dUIR1dNEMLWVBzC9D5FkCcnZ0jIyOVKJoUaIYWsqCFFkATZy0BDTBCNUh7ixkfHx8eHpZX7/JtTT17lB0ZZZ6JKiMQaohAIOBwOOnp6eTCkJAQPp9PHKp/TEEztJAFNbcAtXglJSV6enrZ2dkqkY0+mqGFLKi5BSjEa2lpOXHiBFEYEBAQGBiobPnooRlayIIWWgBFRrQENMAI1YBuMQgEAkGTY8eOcbnciooKeJicnAwAqK6uJirMiJiCZmghC2puAUni3b17l81m5+bmjv2F6JNh9UEztJAFNbeAJPEaGxsZDEZLSwuO4729vQYGBjk5OcoXjyaaoYUsaJsF0LRFS0ADjFAN6BaDQCAQ9Dl06BCHw2Gz2To6OkZGRrm5ueSzMyWmoBlayIKaW0CseBEREUIvYqt5IknN0EIW1NwCkr4F8fHxLBbLzc2NxWJ9+eWXKpGNPpqhhSxolQXQtEVLeAEnDTYCoTReeOEF+AF5IAKBQNDk6dOnAAAWi6VqQWRCM7SQBTW3gJqLRxPN0EIW1NwCYsWbnJzs7+/ncDgqSa06DTRDC1nQEgugaYuWgCIjCNWAbjEIBAKBQCAQCARCzUHTFi0B7dqLQCAQCAQCgUAgEAgEQntBkREEAoFAIBAIBAKBQCAQ2guKjCAQCAQCgUAgEAgEAoHQXjQkLw5CI+nu7k5OTn7ppZfeeustV1dXFouVkZFx5coVoWpmZmaOjo6Ojo4AgIMHD7a2tq5evdrFxUW0wW+++aa9vT0kJOSdd96Zsne59+Xu7h4dHf3ee+8J1Vy3bt2qVas8PDyEdN+2bdvZs2epk1fJUcjvv//+8ePHu3fvFqojJPaVK1cyMjIkyRMWFmZjY0MhsIKEp9Pd4OAgh8MBABw/fry9vf27776jKadcUK0zCxEXF1dXVwcAmDVr1vfff6+2ctIBCayRAp86der69evwc1JSkvy0QSAQCAQCgZCAKjfGQWgxU3qgQCDYuXNna2trdHQ0hmFRUVE4jm/atEmSJ/v5+eE4Xltbi2EYj8cbHh4WarCwsBAA4OTkRFNCefUlEAiqqqpwHGexWCUlJR0dHQ8ePCBqHjhwwMzMTCAQkC9/8uTJwoULAQBjY2PKERLH8a6uLiaTSWxNL0ns2NhYivvJhQsXaJpXvsJT09LSYmlpWVJSAg/5fD6bzaYvp+yo3JmF8Pb2xjCMz+d7eXmps5xTggTWVIEPHTrE5/MNDQ0B+peCQCAQCFVD/MypWhCEYkEDjFANU95ienp6oqOj4efe3l4YO4D/yPPz88k1W1tbHRwcAACxsbE4jkdGRgIAQkJCyHWGh4cNDQ11dXW7urpoSiivvsrLywEA1tbWTCbT2dkZABAWFkboxWKxMjMzyZd3dXXZ29tD49CMjMjLINu3b7e0tISfJYkNIyNCPU4PpY1mamoqAECFkRGVO7MQ3t7eTCZT/eWcEiSwZgscEBAgy9/QZ8+eJScnBwYG+vv7R0ZGNjY2TrspOpSVlRUXF+M4XlJSkpubSz51586dxMREIu5M1M/KylKoSGSklaq4uDiRRGpqam5urlAQX1rKysqge0g6Cw04Ze+5ubmJiYmiwkCN7t69S5Q8e/Zs69atNMVTuYmUaZ/e3t60tLQjR45kZWUNDQ3REU8L7XPs2LGysjKa4mmVfQiKi4uFFNRUUGRES0ADjFANU95ixsfHDQwMHj58SC4U+48cx/HW1lYAgKenJ47jAoHA0tISAEC+WW/YsAEAkJaWRl9COfbV09MTHh4OALC3t79x4wbxexMREWFoaEhu/MiRI7q6unp6etbW1tOOjExPSBzHOzo6yIVixZY2MiL640qUKG00KSIjAoFg2n9EphwdApU7sxCSIiPqJueUIIE1W2BZIiNdXV1GRkY6OjpeXl4+Pj4WFhYAgH379k2vNTr4+fnx+Xwcx3fu3Kmjo0M+BRVfvHgxudDa2housVEO0krF5/OZTCbnL1gsFgDA2NhYaF5Ek56entra2rS0tJCQkNbWVrGNEAacsvf8/HwAQExMDPlygUBgZWVlYWHx7Nkzcpti73ViUaGJlGyf4uJiFotlZWXl5+dnYmLC5XJra2unFFJ77FNVVcVms21sbHx9ffX09JYuXTo+Pj6lkNpjH6Lwxo0bAIDg4GBpBZ6JoMiIloAGGKEa6NxigoODly5dSi6R9I8cNmhtbQ0/19fXYxhmYmIC7+BlZWUAAF9fX3L9sLCwYAnIva/W1lY9Pb3Y2FhdXd0TJ07AwrGxMRaLFR4eTq7JZrN9fHy6urqCg4NliYxMQ0iIk5OTg4MDhdg0IyN+fn4BAQHx8fEMBkNHRyczM1O0RO7CiyU4OJjNZgMA2Gy2sbEx/ldkpKysDIafMAxzcnK6c+cOWXhzc3NyI6mpqRwOB87xHj58GBgYyGQyAQAMBsPZ2ZnOs2iFOrMQU/q2pMiIkuWUC0hgDRZYlshIUFCQkZEROaazfft2AIDiVo4QEw/4xhB5qmlmZubj44NhGDGpePLkCQAgPT1dQcKIIq1UfD6fmEdB6uvrdXV1YeRLWsrLy42MjHg8nrGxMYvFSkhIEK0jNHOj7j0gIADDsKamJqJCTEwMhmH19fXwcGBggM/nAwAk3evS0tLIb7biKjWRMu0jEAh4PJ6/vz8sHxsbs7e3t7W1FepOa+0D9SKilh0dHQwGQ7RHbbYPZHh42MTEhM1mo8gIQpNAA4xQDXRuMSUlJQAAYi03LvkfOYxbk5+/RUVFAQAiIyPHxsZMTEwMDAwGBgbIl8DZsljk3ldJSUlgYCCO48nJyZGRkbAwOzsbACC09rKlpQV+kDEyMg0hIfv27QMAwN97sWLTjIzw+XwLCwsGg+Hj4+Pg4FBXVydaInfhxVJWVhYUFAQAiIiISElJgbLB6MzWrVszMzN37doFADAxMSELz+FwyI0kJiaCv1adLFy4kMPhnDhxIicnJz4+nsvl6unpieZTEEKhzizElL5NERlRppxyAQmswQLLEhlxcnL6+OOPySXj4+NWVlbEevLCwkLySz11dXU1NTXwc3FxcW9vb0tLS3Jyclpa2qNHj3Acr6+vh4fkL3tHR0dqampKSkpHRwcx8RgfH2cwGMSydriUpqWlhcFgEJmYLly4AADo6emZnnbTQFqpROdOOI77+/sLPRWnz8OHD83Nzc3NzcnBKbEGpNP7o0ePeDweEYZramrCMIx4yl1XV6erq2traxsTEyPpXsdkMoUSY6nWREqzz507d/T09IgvAo7jKSkpol80rbXP2NhYcHAwcTfAcdzY2Fh08q+19iEICAjw9fVdunQpiowgNAk0wAjVQH2LGR4eDgoKiomJ8fX1xTCso6MDlsN/5NnZ2cN/0djYmJyczOPxAADl5eVEC3DhH4PB8Pf3BwAUFhZKK6Gi+woJCQEAkNclkpEqMiJHIXNycgAAQqlPyMDIiI2NzVIRdu7cSVSDD+sSExMpSpQ2mqJv04D/u6QfSkI8DKGIjMAHPmRN09PTHRwcyP+ihFAHZxZCbGREDeWkBgms8QLLEhkJDg7W1dXNysqS9Lock8lMTU0lDsnTBrh2T1dXl8/n6+rqmpmZnThxgsvlwqAqMVvIyclhMpl2dnbe3t56enoWFhZEC25ubkSEKD4+HgZe3dzcgoKCYGFERATRjiwMDw+LjYGS77QEUkkldu7k6+urq6s7PVFDQkKio6OzsrLs7OxgCYUB6fQO1/wfOHAAx3FbW1t7e3viVG1tbXJyMo7jqamp9CMjuEpNpEz7CLFp0yYulytUiOwDaWxsxDBMdHmXltsnKyuLx+MNDAygyAhCw0ADjFANFLcYgUDg5OQEJ65NTU0AgCNHjsBTkvZEYDKZx44dE2oHruUGAGzatGkaEiq6L09PTxaLJemsVJEROQp5584dAABFyjoYGbGzs+OLQKwrwXGcz+djGEZ+NVe0RGmjKRoZwTCMPF9KT08HpGfgFJGR8fFxJpPJ4/HS09MlRbXIqIkzCyEaGVFPOSlAAmuDwLJERh4+fGhnZwcAgKlGDhw40NraSq5AHRkh3sSpqakBANjY2Dx58gTH8dzcXABAdXX1+Pg4h8MhUszW1NTA/Z7g4b59+wwMDOBnLy8vWO3AgQPwhT4cx+3t7YVepZwe4+Pj+eIQWuc/DamE5k5jY2MpKSkYhhEZxKWFSOoELUltQJq9BwYGslisqKgoFoslNreCUGRkfHz8wl8wGIydO3fCz0TUT4UmUol9iJZhCh5kHzIVFRXw38KuXbtgCbIPpKenR09PD0a6UWQEoWGgAUaoBopbTHR0NHlPRx6PJ5T7Izw8nEipnZycfOHCBUmZ1b28vAAAYt90SE9PT5WA3PsSi5OTk9D0m4xoZAT+SBPA/zFyF/LZs2cAgICAAEkV6L9NI7T/i2iJoi1MMOXeNJmZmYBeZAS2Bmd6MEHJgQMHent7JXWtHGcWYkrfFo2MqEROWUACa4PAMu5Ng+N4WVlZeHg4zCgEAPDz8yMCmtSREfKuOgCA+Ph4+BmuGsvPz4fL64gZEY7jXl5eRAvwxaIHDx4IBAJiLX1dXR0AoKmpaWxsDMMwRS/5EUUqqeDaOiHc3Nxo7mMyJdQGpNn78PCwkZEReYCEEIqMTLnERn1MpBz71NbWcjgcDw8PZB/RLoqLi5OTk729vXV0dKCmyD4QZ2dn4g6JIiMIDYMh9kuOQKiKycnJo0ePxsXFESWWlpZvvPEGuY67u7vY27oocAYLk2UKsXHjxpGREbFXrV27Vr59iWV0dJRmTcjAwEBlZSVx+OqrrxKfFSekEphxwq9du/b9998/f/785cuXi4qKqqqq9u7dW15evmDBAqGaSnNmIWj6tsrlnDZIYIAEpoeLi4uLiwsAoL+//+TJk1FRUaampl999dWUF86fP598qK+vDz8wGP/zr+nRo0cAAGNjY6LO7NmzHzx4AD+/++67LBarurr6tddeAwBAQ9nY2HC53JKSknv37mEY5ubmJruCo6OjYWFhouVr165dtGiRUKG0Utna2sJMMQAADMOsrKxMTU1llxlCbUCavbPZ7OXLlyclJYWGhtLpFMbE4ecXX3wxKyvL29ubXEF9TKQE+xQVFa1cudLFxeXcuXNEfWQfAqjI+vXrP/nkk4CAgKGhIWQfAMDhw4c7O7lhB4UAACAASURBVDvz8vLkIicCoW6gyAhCvWhoaPjzzz/ff/99ouTGjRtbt26Ve0d//PGH3NuUCgMDA7hGnSY+Pj4+Pj6KkwcyODgIAHj55ZcV3ZGaMz4+Tj4kj9Tz589ffvnlzZs3b968eWJi4uTJk2FhYd9++y1MqUtGac4shLS+rSo5pw0SWNHMOIGFaGhoiIyMjI6Ofuedd2AJl8vds2fPrVu3iouLxUZGBAKBVF3AEMnk5CSM+4i24OHhUVpaqq+v7+TkRESF3Nzcrl271tfX5+bmRlwoI/CmLcTz58/FVpZKqtdff11o4idHpjSgQnunQE1MpGj7nDx5MiQkJCIi4vDhw1JdqA326e7u5vF4RMt8Pj85OfmPP/4wNDSc8lqNt8+VK1fa29uF/iUmJycPDw9TZH9HIGYK8vlhRiDkBVxJYWBgAA/b2tqYTCbNJ5NSwZaM3PsSC5fLffr0qaT/r6qivr4eALBw4UJVCyJ/JicnadZkMpkjIyPkZRdXrlyBHy5duvTiiy/C13MAAAwGIzQ0lMFgiG1cac4shLS+rSo5pw0SWNHMOIGFMDU1LSoqIr6nBP39/W+++Sb8jGFYX18fcaqzs1OqLszNzQEA5HV8bW1t5Apubm51dXVVVVXkR8Senp43bty4fv26q6urVN1JAq7zF0VS+8qRig5TGlBVqImJFGqf06dPh4SExMfHSxsWAVpgn8rKyjfeeKO0tJQouXv3LoZhXC6XzuUab5/o6GhySiMbGxs3N7f8/HwdHR25tI9AqBYUGUGoFwsWLODxeMQd/Pvvv9+9e7e8nq2pFfBXk/zrqw40NDQAAIgHrZI4dOjQWnGQl9+rD/C5TWJi4pkzZ+jUX7Ro0eTk5MqVKwsKCvLy8tzd3YlVGJ6eniYmJrt37z558uTNmzdLS0tXr149MTHh5+cn2s5McWbly3n27Nnjx49P+3JlCnz06NEPPvhg+fLlW7ZsIU+kpUKZAh8+fHjFihUrVqw4evTotBtRvkt0d3d/8MEHzc3NcmmNzWZHRkbGxsauXr06Ly+vsrKyoKBgzZo11dXVGzduhHXmz5+flJR0//790dHRvXv3SrWCDwCwYMECZ2fn0NDQe/fuAQCOHz9eUVFBruDs7NzQ0FBbW+vh4UEUuru7d3d3V1dXk9fjQH777bczZ86cOnXq119/Fe2uqKhIKvEkIa1UNBErHrXMUxpQ0QwODnp6eoqWK8JEQqZobm6+ePHitWvXKC5RnH06OztDQ0MXLlyor6//Iwmh+L4K7dPQ0HDx4kXqmbzi7LNo0SIbG5stW7bcv38fAHD58uWvvvoqJCRE6H1AFdoH8ssvv1CsD1WcfRYsWEDOecfhcIyMjPh8PvGmIQIxo0F+jFAvMAz78ccft23bFhoa2traOjo6umPHDlULpRA8PT0ZDAbMq6pqWf6XoqIiKysrCwsL6mrl5eViy58/f/7ZZ58pQC6Z4PP5tra258+fP3/+/KpVq6asv2XLlra2th9++AH+HfH19T127BjcdhTDsNLS0jVr1sBNlwEAHA7n2LFjYpudKc6sZDmLioqCgoICAwOn3YLSBF6zZs3Vq1ejoqL09fXj4+PnzZvX1NREpJxQQ4E//fTTgoKC/fv3MxiM3bt3NzY2njp1ahrtKN91/f39KyoqPv/8c3k1uHfv3ldfffXw4cMwvzIAwNzcPCcnh5iuHDt27KOPPpozZw4AgM/n79q1q7q6WqousrKy1qxZ87e//Y3BYFhaWnp6epLnlubm5hwOZ3Jy0sbGhijU19e3tbXt7Oy0srIiCkdGRvz9/Wtra5csWQIA2Llzp6en5+nTp4kKX3zxRUJCQk9Pj3QmEAd9qegjVjw6MlMbUNFIWkMndxMJmWLz5s25ubmOjo6NjY2vvPJKaWmppIftCrLPzz//PDo6Wl1dLeTwPj4+5Mm/quyze/fuc+fOLVy4MCIi4pNPPtm9e7ekCxXnPwUFBf7+/nPmzIELQsPDw0UX16jKPpDm5ubFixeLJjoho9rvFwIxU1FtAliE1kLtgePj44WFhXfu3FGyVEomJCSE2MtNHejp6cEwLDY2VtWCKISxsTHynsF06peXlw8MDEg6W1ZWJrQPqFjU0JlF96bBlSLn0NBQREQEg8EwNDSUPZu9ogWGyeoqKirg4djYmK6urqQtHuigaIF7e3sBAMTGBzk5ORiGTbnzNwVKc90DBw7Y2tqSrQ2RfW8aHMcHBgYqKirgFryi3L1799GjR7K0PzQ0JGk/VJoEBgY6OTnBvTZxHO/t7eVyuXC3i4GBgcDAQDabzePxZOlCQYgVT1qZZTeg2iJqirq6OiaTSfysWFlZEduaSEKr7NPY2EjYB/4hkfTNJVCcfR49elRTUyPV3wb5IumrNDY2Zm1tbWRkBPe+oUaD/UfJoImzlqB267oRCAAAg8Hw8PAwMzNTtSCKZceOHZ2dnfJaJi07J0+eNDQ03LBhg6oFUQhMJlOq1Z5MJnPJkiUcDkfSWRcXF/gqLzUzxZmVIGdBQUF1dfWtW7fs7Oxkb03RAsNdXR0dHYnD2bNny5K5WdECGxgY9PT0yGXHE4hyXPf3338/ePBgSkqKgtrncDiLFi2SlCPA1NR0GouAyOjq6sqynURfX19aWtqhQ4dYLBYsMTAwOHv2LNxpeM+ePVwuNzk5WRYJFYdY8aSVWUYDqjOipuBwOPn5+cTPirm5OXm7ELFolX0sLS3r6uqgfZhM5uTk5JS52BRnH319/QULFqjwJRFJX6Vdu3atWLFi7ty5dBrRYP9BIBQBepsGgVAZpqamW7du3bt3L/l9VFUxMjJy/PjxuLg4lW+Li1ACExMTa9euZTAY03vbYnr4+vrSeZtJTTAwMCBvcnz16tXbt2+rw1eVAh6PBwBobm7+5Zdf/v3vf+/atUvNv86jo6MffvjhiRMnhDZ9OHnyZHV1NXUiBs2gpqaGwWAI7flNhLfi4uIwDCsoKFCFaFMjVjw1l1mZiJrCyMjIyMgIfm5vb8/LyyN2TtVCRO2DYZilpeXExERycnJ8fHxUVBSd7WA0FbFfpatXr169evXWrVvLli1TlWAIhAaD1owgEKokJiZmaGjo0qVLqhYEfPPNNy4uLqtXr1a1IAiFM3/+fA8Pj8HBQbH7fSqOmZuhra2t7aOPPgoODn7vvfdULcvUpKSknDp1amJigthcRm3Ztm3b/PnzReNlIyMjg4ODb7/9tlqlYVIEo6OjFNErNUzYTEaseGouszKhMEV3d7eLi0tUVBQ5G4W2Ick+/f39o6Ojs2fPvnz5spJ/pNQKUfs8fvx448aNRO4kBAIhd2bq/1QEQjNgs9ktLS2qlgIAAPbv369qERBKYs+ePaoWYSZx/fp1b29vV1fXpKQkVctCi4MHDwIArl69unTpUgMDg48++kjVEomnqKgoJyensbFR9NS2bdu2bdumfJGUz+uvv/706dOJiQly3LCvr4/D4czcSCKCmps3b3p6ev7zn//UEieXFh6Pt2XLli1btri4uBw9ehT9OSHYsWPHvHnz2tvb29vb+/v7f/31V1NTU/jmHQKBkAsotI9AIBAIhHgyMjKcnZ0/+eSTjIwMVcsiHUuWLHFycsrLy1O1IBI5evQok8lcs2bNsmXL4L7X//rXv0T3gNBsHB0d9fX1f/rpJ3Lh3r17V6xYoSqREAqltLTU3d09ISEBhUVEuX379nfffUccvvHGG11dXSqUR914/fXXh4eH4+Li4uLiOjo6CgsLS0pKVC0UAqFRoCcSCAQCgUCIISMjw9/fPzk5ef369aqWZWouX7784Ycf3rt3j8g2Ojg4+N///d+qlYqCHTt2EFtRDg8Pl5WVubi42Nvbq1YqJYNhWFRU1NatW994441FixYBAE6dOpWQkCDtFsKIGcG9e/c++OCDzMxMNzc3mFsUwzC0OIhgYmIiIiLi/ffft7Cw6Ovru3z58g8//KBqodQI8vKZZcuWbdiwgWLXXgQCMQ3Q7RiBQCAQCGHu378fHBzs6+v7+uuvEznw5syZY2lpqVrBJLFkyZJXXnlly5Ytp0+fZjKZBw8ebG5uTk9PV7VcEnF1dSU+Dw4OhoWFubm5EZsBaQ9btmyZmJjw8fEZGxubmJjgcrm5ubkzIqMNQlri4uJGRkaWL19OlGzatCkuLk6FIqkVVlZWJ06cmD9/vqOj47Vr1yIjI728vFQtFAKB0CJewElbNCMQSuOFF16AH5AHIhDaxgcffMDhcNQ8bcf+/ftFt41Q82lMQ0PDypUrOzo6MAzjcDg//PDDTMlgOjg4+Nprr1VUVMB1E9rJ06dPAQDE9r0IhHYyOTnZ39+PUu0g1Ao0bdESUGQEoRrQLQaBQCAUwR9//PHkyRMzMzNVC4JAIBAIhCaApi1aAoqMIFQDusUgEAgEAoFAIBAINQdNW7QEtDcNAoFAIBAIBAKBQCAQCO0FRUYQCAQCgUAgEAgEAoFAaC8ouRFCfenu7k5OTn7ppZfeeustV1dXFouVkZFx5coVoWpmZmaOjo5wR4ODBw+2trauXr3axcVFtMFvvvmmvb09JCTknXfembL3uLi4uro6AMCsWbO+//57obNTSiJfYabE3d09OjpadDuDdevWrVq1ysPDg1zY3d29bdu2s2fPUqc3UxMdv//++8ePH+/evVuoXEjlK1euZGRkSGokLCzMxsaGZo9qorjcUebXZ0qQx2q8x546der69evws5pn20UgEAgEAoEAOAKhCqb0QIFAsHPnztbW1ujoaAzDoqKicBzftGmTJE/28/PDcby2thbDMB6PNzw8LNRgYWEhAMDJyYmmhN7e3hiG8fl8Ly8v0bNTSiJfYSQhEAiqqqpwHGexWCUlJR0dHQ8ePCDOHjhwwMzMTCAQkC958uTJwoULAQBjY2PUjauJjl1dXUwms6Kiglrl2NhYihvdhQsX6PeoJorLHWV+fSSBPFZ7PPbQoUN8Pt/Q0BCgfxoIBAKBmMkQv6qqFgShWNAAI1TDlLeYnp6e6Oho+Lm3txdOluAEID8/n1yztbXVwcEBABAbG4vjeGRkJAAgJCSEXGd4eNjQ0FBXV7erq4umhN7e3kwmU9JZOpLIURhJlJeXAwCsra2ZTKazszMAICwsDJ7q7e1lsViZmZnk+l1dXfb29tDyNOeZKtcRx/Ht27dbWlrCz5JUhvNMIWmnh/ooLl+U+fWRBPJYbfPYgIAAVf2VfPbsWXJycmBgoL+/f2RkZGNjo0K7KysrKy4uxnG8pKQkNzeXfOrOnTuJiYlEsIyon5WVpVCRyEgrVXFxcSKJ1NTU3NxcoailtJSVlRHeKPYsNOCUvefm5iYmJooKAzW6e/cuUfLs2bOtW7fSFE/lJlKmfXp7e9PS0o4cOZKVlTU0NERHPC20z7Fjx8rKymiKp1X2ISguLhZSUFNBkREtAQ0wQjVMeYsZHx83MDB4+PAhuVDsBADH8dbWVgCAp6cnjuMCgcDS0hIAQL5Zb9iwAQCQlpZGX8JpREaEJJGjMBT09PSEh4cDAOzt7W/cuEH8mEVERBgaGpJrHjlyRFdXV09Pz9raetrzTFwVOnZ0dJBbE6uytPNM0V99okR9FJcvyvz6UIA8Vqs8VlWRka6uLiMjIx0dHS8vLx8fHwsLCwDAvn37FNejn58fn8/HcXznzp06OjrkU9DIixcvJhdaW1sTK3qUgLRS8fl8JpPJ+QsWiwUAMDY2FpoX0aSnp6e2tjYtLS0kJKS1tVVsI4QBp+w9Pz8fABATE0O+XCAQWFlZWVhYPHv2jNwmxe+4ECo0kZLtU1xczGKxrKys/Pz8TExMuFxubW3tlEJqj32qqqrYbLaNjY2vr6+ent7SpUvHx8enFFJ77EMU3rhxAwAQHBwsrcAzERQZ0RLQACNUA51bTHBw8NKlS8klkiYAsEFra2v4ub6+HsMwExMTeAcvKysDAPj6+pLrh4WFBUsAVpheZERIEprCyEJra6uenl5sbKyuru6JEydg4djYGIvFCg8PJ9dks9k+Pj5dXV3BwcGyzDNxpeuI47iTk5ODgwP8LFZlmvNMPz+/gICA+Ph4BoOho6OTmZkpWqJWissROX59ZAF5LCzUEo9VVWQkKCjIyMiIHFvfvn07AEBxK0eIiQd8O4k81TQzM/Px8cEwjJhUPHnyBACQnp6uIGFEkVYqPp9PzKMg9fX1urq6RKBNKsrLy42MjHg8nrGxMYvFSkhIEK0jNHOj7j0gIADDsKamJqJCTEwMhmH19fXwcGBggM/nAwAk/Y6npaWRX+XDVWoiZdpHIBDweDx/f39YPjY2Zm9vb2trK9Sd1toH6kVELTs6OhgMhmiP2mwfyPDwsImJCZvNRpERhCaBBhihGujcYkpKSgAAxDs1uOSZD4xbk5+/RUVFAQAiIyPHxsZMTEwMDAwGBgbIl7DZbCABWGF6kRFRSegIIwslJSWBgYE4jicnJ0dGRsLC7OxsAIDQws6Wlhb4QcZ5pvJ1xHF83759AAD4R0SsyjTnmXw+38LCgsFg+Pj4ODg41NXViZaoleJyRI5fH1lAHgsraInHqioy4uTk9PHHH5NLxsfHraysiPXkhYWF5BeI6urqampq4Ofi4uLe3t6Wlpbk5OS0tLRHjx7hOF5fXw8PyYlaOjo6UlNTU1JSOjo6iInH+Pg4g8EglrXDlTstLS0MBoNIH3PhwgUAQE9Pj6L0F0FaqUTnTjiO+/v7Cz0Vp8/Dhw/Nzc3Nzc3JwSmxBqTT+6NHj3g8HhH1a2pqwjCMeMpdV1enq6tra2sbExMj6XecyWQKZfNRrYmUZp87d+7o6ekRXwQcx1NSUkS/pFprn7GxseDgYOJugOO4sbGx6ORfa+1DEBAQ4Ovru3TpUhQZQWgSaIARqoH6FjM8PBwUFBQTE+Pr64thWEdHByyHE4Ds7Ozhv2hsbExOTubxeACA8vJyogW48I/BYPj7+wMACgsLpZWQTmSEjiRyEUZaQkJCAADkRY9kpJpnqomOOTk5AAChJBRk4DzTxsZmqQg7d+4kqsGniImJiRQlaqW4HFHm10dakMdqqseqKjISHBysq6ublZUl6b19JpOZmppKHJKnDXCxkq6uLp/P19XVNTMzO3HiBJfL5fP5DAaDmC3k5OQwmUw7Oztvb289PT0LCwuiBTc3NyIgFR8fb2JiAguDgoJgYUREBHktz7QZHh4WG98nuweBVFKJnTv5+vrq6upOT9SQkJDo6OisrCw7OztYQmFAOr3DNf8HDhzAcdzW1tbe3p44VVtbm5ycjON4amoq/cgIrlITKdM+QmzatInL5QoVIvtAGhsbMQwTXd6l5fbJysri8XgDAwMoMoLQMNCuvQi1Y3Jyks/nf/rpp2vWrGlubj5//vzPP//8+eefExU+/PBDoUuYTOaxY8eWLFlClMBfsnnz5qWnp2/atEloE1B5QUcSpQlDpquri8Vi6ejoyN6UmugI8yPU1NSsWrWKotqsWbNefPFF0UIhUdetW0ddAtRGcbmjPl8fMshjhQqFRNVmj50eX3/9dUNDg5+fn46Ojpubm6Oj44oVK8zNzWleXltb297ezuVyb968aW9vf+rUqY6ODhaLlZeXt3z58uvXry9YsGD9+vXr16+He7rfvHnTwcHB1NQUXu7k5ETsPVRUVOTu7g4AcHV1jYuLg4XV1dVC4zI9dHR04ARGiLlz54oWyiLV8+fPMzIyfv75Z4qNkKiBvWAY5unpCQCYmJigMCCd3vl8fmBg4N69e4eHh2/fvt3Y2Eiceuedd8TuPz0xMZGXlwc/T05OwkVVAIB58+YZGxsDlZpImfYhc/PmzYSEhJiYGIDs83+prKz89ttvi4qK/vnPf65evRog+/zFH3/8sXHjxszMTA6HMw1REQi1RtWhGYSWQuGB0dHR5P0jeTweEZCGd+3w8HAipXZycvKFCxckZVb38vICAIjuUonjeHp6eqoEYAU6a0boS0ItjNxxcnLicDiSzoo+ga+oqOCTgHkK1UrHZ8+eAQACAgIkVaD/bgKbzaYuUSvF5Ygcvz5yB3msJGa6x6pwbxocx8vKysLDw2EGXwCAn58fsS6Jes0IeQcfAEB8fDz8DNME5OfnwzVBxHpGHMe9vLyIFuCU6cGDBwKBgFhLX1dXBwBoamoaGxvDMEz568ukkgouTRLCzc2N5j4mU0JtQJq9Dw8PGxkZkQdICKE1I1MusVEfEynHPrW1tRwOx8PDA9lHtIvi4uLk5GRvb28dHR2oKbIPxNnZmbhDojUjCA0DrRlBqBeTk5NHjx4l4usAAEtLyzfeeINcx93dXextXRQMwwAATCZT9NTGjRtHRkbEXrV27Vqa0tKXhFoYuTM6OipV/YGBgcrKSuLw1VdfJT6rrY6KRlMVl8vXR+4gj5UdrVWcAhcXFxcXFwBAf3//yZMno6KiTE1Nv/rqqykvnD9/PvlQX18ffmAw/udf06NHjwAA8EExZPbs2Q8ePICf3333XRaLVV1d/dprrwEA4LjY2NhwudySkpJ79+5hGObm5ia7gqOjo2FhYaLla9euXbRokVChtFLZ2trCrDQAAAzDrKysJD1zngbUBqTZO5vNXr58eVJSUmhoKJ1OYUgRfn7xxRezsrK8vb3JFdTHREqwT1FR0cqVK11cXM6dO0fUR/YhgIqsX7/+k08+CQgIGBoaQvYBABw+fLizs5NYO4NAaBgoMoJQLxoaGv7888/333+fKLlx48bWrVvl3tEff/wh9zbVBwMDg6amJvr1fXx8fHx8FCeP7AwODgIAXn75ZVULglAIyGMRcqShoSEyMjI6Opp4pYLL5e7Zs+fWrVvFxcViIyMCgUCqLmCIZHJyEsaYRFvw8PAoLS3V19d3cnIiIlBubm7Xrl3r6+tzc3MjLpQR6GlCPH/+XGxlqaR6/fXXhSZ+cmRKAyq0dwrUxESKts/JkydDQkIiIiIOHz4s1YXaYJ/u7m4ej0e0zOfzk5OT//jjD0NDwymv1Xj7XLlypb29XeinLTk5eXh4mGJnAwRipoAiIwj1Aj46NjAwgIdtbW1MJpP+g1D6aPYdnMvlPn369Pnz5xrzTLi+vh4AsHDhQlULglAIyGMRcsTU1LSoqGjOnDlCySb6+/vffPNN+BnDsL6+PuJUZ2enVO/Mw5QllZWVRNaAtrY28mzBzc3thx9+mDVrFnn64enpuX379v7+/hUrVkitlTjgOn/69ZUjFR2mNKCqUBMTKdQ+p0+fDgkJiY+Pp7nWhozG26eysnLx4sXFxcXE4o67d+9iGMblculcrvH2iY6O/uyzz4jDyMjI//qv/9qyZYtc0oQhECpHPo8sEAh5sWDBAh6P19bWBg+///773bt3y+vZmpqTlJTk7u6ur6//5ptvrl+//t69e6J1zp49e/z48Smbgr/opaWl8pdSBmRRsKGhAQAgNqkemUOHDq0VB/n9LJUgl8G9fPnyK6+88umnn4o9FFuiUOgo1d3d/cEHHzQ3N1M3NXM9VpKC2uCxNAdX+bDZ7MjIyNjY2NWrV+fl5VVWVhYUFKxZs6a6unrjxo2wzvz585OSku7fvz86Orp3716pliwBABYsWODs7BwaGgotc/z48YqKCnIFZ2fnhoaG2tpaco5bd3f37u7u6upq8rpIyG+//XbmzJlTp079+uuv5PLm5uaLFy9eu3ZNKvEkIa1UU0IhXlFREcWFUxpQ0QwODsJclULI10Ri7UNnTBVnn87OztDQ0IULF+rr6/9IYnJyklxNhfZpaGi4ePEi8T9QLIqzz6JFi2xsbLZs2XL//n0AwOXLl7/66quQkBChqL0K7QP55ZdfKNY+K84+CxYsICf54nA4RkZGcN8uubSPQKgW5McI9QLDsB9//HHbtm2hoaGtra2jo6M7duxQtVAKZ2JiwsPD49atW1u2bAkNDX369OmJEyfmz59fVVVlZWVFVCsqKgoKCgoMDJyyQU9PTwaDAbNUKlJwusiuYFFRkZWVlYWFBXVH5eXlYsufP39OfsqhTOQ4uBMTEyMjI0RKDqFDsSUKgqZSAAB/f/+Kigry3lJimaEeCyQrqPEeC2gPrkrYu3fvq6++evjw4czMTFhibm6ek5NDTFeOHTv20UcfzZkzBwDA5/N37dpVXV0tVRdZWVlr1qz529/+xmAwLC0tPT09yXNLc3NzDoczOTlpY2NDFOrr69va2nZ2dpItOTIy4u/vX1tbC5/u7ty509PT8/Tp0wCAzZs35+bmOjo6NjY2vvLKK6WlpTI+mKUvFR0oxPviiy8SEhJ6enooLqc2oKKRtG5UjiYSax/6Y6og+/z888+jo6PV1dVCDu/j40Oe/KvKPrt37z537tzChQsjIiI++eST3bt3S7pccf5TUFDg7+8/Z84cBoMxOTkZHh4u+s6RquwDTzU3Ny9evFg00QkZ1X6/EIiZimoTwCK0FmoPHB8fLywsvHPnjpKlIkO9N418iY6OZrPZZH3Hx8dtbGwcHBzg4dDQUEREBIPBMDQ0pJkGPCQkxNjYWBHSTgMZFezp6cEwLDY2VnkSyw9FDK7KmVIpyIEDB2xtbQEAFRUVU7Y5szwWIklBzfZYCM3BVe3eNDiODwwMVFRUPHz4UOzZu3fvPnr0SJb2h4aG7t69K0sLgYGBTk5OT548gYe9vb1cLjcxMbGuro7JZA4MDMByKysrYgsMdUCSeAMDA4GBgWw2m8fj0WlHdgOqJ2LtM40x1Sr7NDY2EoXwLirpm0ugOPs8evSopqZmfHxcEY1PCYWrjI2NWVtbGxkZwb1vqNFU/1E+aOKsJWjFSwqIGQeDwfDw8DAzM1O1IEoiNjY2JCSErC+DwUhJSdm+fTs8LCgoqK6uvnXrlp2dHc02d+zY0dnZSb2eWWnIqODJkycNDQ03bNigJHHliiIGV+VMqRQA4Pfffz948GBKSgrNNmeWxwJKBTXbY4H0c1qnhAAAIABJREFUg6tCOBzOokWLJOUIMDU1JfadmR66urqybCfR19eXlpZ26NAhFosFSwwMDM6ePWttbc3hcPLz84nsJ+bm5uStJVSOJPH27NnD5XKTk5NptiOjAdUWsfaZxphqlX0sLS3r6upgIZPJnJyclJRLmEBx9tHX11+wYIGqXhKhcJVdu3atWLFi7ty5dNrRVP9BIBSFqkMzCC1F/T3Q29sbw7CAgICgoCCFdtTS0gIAyMnJoahDPLXw9vamv6wgIiLC3t5eVvlkRkYFh4eH9fT00tPTFSiiwlDc4KoQOko9e/bM3Nw8MzNzYGAA0Fszgs8oj6VQUOM9lubgJiQkBAQEmJiYqPN9XuXk5OTQWZx4584dJpNZV1enBJGmAVk8gUCA43h+fj7NNSPagNjhU/MxVSZCphgfH09ISLC2to6KilKtYGoC2T7l5eW2trY4jvP5fDprRhDyQv2nLQi5gNaMIBDimT9/voeHx+DgoNg9EeUIfA5APDAUy/SeWsTExAwNDV26dGmakskJGRX85ptvXFxcVq9eLX/JFI/iBleF0FFq27Zt8+fPX7VqlVQtzyCPpVBQ4z2W5uCOjIwMDg6+/fbbapI7Rj0ZHR2dcj+m7u5uFxeXqKgocuYC9UFIPC3JmE4fscOn5mOqTERN0d/fPzo6Onv27MuXLyv6D5j6Q7bP48ePN27cSOROQiAQcmeG/SNHIJTGnj17lNPR7NmzAQBTLhmdBmw2Gz4BVi0yKrh//365iqNUFDe4KmRKpYqKinJychobG6VteaZ4LLWCmu2x9Ad327Zt27Ztk6dwmsjrr7/+9OnTiYkJcoS0r6+Pw+HAkps3b3p6ev7zn/9UT2OquXgqR6x9kNEIxJqCx+Nt2bJly5YtLi4uR48endF3VBkRss+OHTvmzZvX3t7e3t7e39//66+/mpqaWltbq1pMBEJzQKF9BELFWFpaMhgMuMcnmevXr4eGhj5+/FglUskRjVeQAo3UfUqljh49ymQy16xZs2zZMj8/PwDAv/71L9Hc/mqLxitIgTbrrhIcHR319fV/+ukncuHevXtXrFgBACgtLXV3d09ISFDPKbSai6dyxNoHGY1A1BS3b9/+7rvviApvvPFGV1eXiqRTPaL2ef3114eHh+Pi4uLi4jo6OgoLC0tKSlQrJAKhaaj6dR6EloI8kMyGDRtMTEyePXtGLvz4448NDQ3hO9sEMyUVhRAaryAFGqk7tVIlJSWpfxEbGwsAiIyMrKqqUpW000DjFaRAm3VXCceOHeNyuUS6Fpi7tLq6+u7du2w2Ozc3d+wvVLVNhlioxUN5RsTaR83HVJmINUVjYyODwWhpacFxvLe318DAgDrnkQYzpaugPCNKBk1btAQ0wAjVgG4xZLq6urhcroODQ3V1tUAg6OrqCg8PBwBkZWUJ1ZxBk2cyGq8gBRqpO32lpMrAqj5ovIIUaLPuquLQoUMcDofNZuvo6BgZGeXm5uI4HhERIfQoa9OmTaqW9H+hFg9FRsTaR83HVJlIMkV8fDyLxXJzc2OxWF9++aWqxVQZU7oKiowoGTRt0RLQACNUA7rFCHHnzp2lS5cSZjE2Nhadh+AzavIshMYrSIFG6k5TqZk7edZ4BSnQZt1VyJMnT548eaJqKRAIFSMQCHp7e7V2NQ1CPUHTFi3hBZw02AiE0njhhRfgB+SBZJ4/f97W1sblcg0MDFQti0LQeAUp0EjdNVIpMhqvIAXarDsCgUAgEARo2qIloMgIQjWgWwwCgUAgEAgEAoFQc9C0RUtAe9MgEAgEAoFAIBAIBAKB0F5QZASBQCAQCISmMTo6eurUqXXr1q1Zs2bPnj2///67Qru7cuXK5cuXAQClpaV5eXnkU+3t7UlJSZWVlUL1hTbrVQIjIyM//vjj0aNHL126NI3LT58+3dbWJnepyJSWlkIzkuns7ExKSurs7AQA5OXlJSUlTU5OCtWBRr53757cRRodHf3888/l3iwCgUAg1A0UGUEgEAgEAqFRdHd3m5ubf/bZZ48fP3727Fl2dvbcuXP379+vuB5/+OGH48ePAwBKSkpWrlxJPnXgwIENGzb8+9//Jhd+/vnnP//8s+LkEaWvr8/Kyio6Ovr69euBgYGLFi2amJiQqoXNmzcLxXfkTlxcHDQjmcbGxg0bNjQ2NgIAMAzbsGGD0FBOTk5+8MEHhw8fnj17ttxFWrduXXx8vNybRSAQCIS6gSIjCAQCgUAgNIqoqCgAwIMHD3JycrKzs1taWrZv3x4VFaXolSMAAGdn59HR0V9//ZUoKS8v9/HxqaqqGh0dhSVPnz5taGjw8vJStDBktm3b9uqrr9bX1587d665ubm5ufno0aNStdDR0bF27VoFiUcTPp8fEBAQExPT3NxMFO7fv7+5uTkrK0tHR0eOfQ0ODi5btiwrK0uObSIQCARCbUGREQQCgUAgEBpFe3u7o6Mjl8slSr7++msrK6uenh54WFRU1N3dTZz97bffbt68CT9fvny5r6/v9u3bp06dOnv27OPHjwEADQ0N8HBkZIS46v79+2fOnDl9+vT9+/eJQldXVwaDUVNTAw/b2tra29u//PJLDMOKioqILgAAzs7OitBdLBMTE5mZmZs3b4axAx6Pt3LlyrNnz0qqX1paeurUqTNnzjQ0NBCFt27d6uvrA3+ZqK2t7fTp02fOnBF6h2VkZOSnn35KSkr6+eefyctSiPKffvpJ2uUqZI4fP25gYPDxxx/Dw+bm5piYmOjoaGtr62m3Kcpvv/1mamra29sbExMjx2YRCAQCobagyAgCgUAgEAiNwtzcPD8//6effiISUjAYjMbGRjc3N3i4YsWKsrIyov4333xDTIA//PDDTZs22dvbZ2dnf/bZZwsWLPjuu+9cXV2zs7ODgoIWLlwIq126dMnc3Dw2NjYnJ8fGxqa+vp7oyMXFpaqqCh6WlZWZmJhYWFi4uLgQ2T2qqqqsra15PJ6Mao6MjLwgjqSkJKGav/zyy+Tk5Jw5c4gSBweHhoYG0YQdAIB//OMfq1atys/Pz8zM/Pvf/37w4EHCMsXFxfDDli1b5s2bd+7cuT179rz99tvEWzbXr1+fM2dOZGRkYWHhpk2b5s2b9+effwIAfvvtNzMzM1i+ffv2t99+mxyZkgp9ff2kpKSGhgYoWEBAgJ2dndDLSnSgtt7ExMTRo0dv3bpFNhoCgUAgNBiGqgVAIKamshI/c+aFf/0LmJmBjAz8ypUXhCqYmQFHR9zR8X/KDx4Era1g9WrcxUW4JgDgm29AezsICcHfeUfMWTKK7svdHURH4++9J3xq3TqwahXw8BCu390Ntm0DZ88ChuQvrhxlrq194fFjsPv/s/fuYU0d6+L/m/VN0zTNpqHsbA4iRdgcDuUgpV5Qi2gFd4oRKUVaRAS8oEW01I2X1ipFyrFaar206NYiKlJF9LEUFQRFFBEV0QeBUrz/KFKQi7SIShDC/P4YXC5zWVkJ4dIynyd/rMzMmnnfmVkrmXdm3vlMa1naFMnLQ/v3a63bxYvBxUV3nhid6hirrQkEwl+JdevWlZWVBQQECIVCmUw2fvz4d999197enuPtxcXFt27dkkqlly5dGjNmzK5du6qqqkQi0bFjx6ZNm3b+/HlXV9e5c+fOnTv3P//5DwBcunRp3Lhxtra2+HZ3d/eEhAR8nZ2d/c477wDA5MmTt27digMLCwvffvvtnqspFAozMzPVw4cPH64S0tzcDABjx46lQ0xMTADg8ePHYrGYmfLixYvZ2dk3b960s7MDgC+//PLLL79cunQpRVEqyaqqqqRSqUKhePPNN7ds2TJhwgQAmDlzppubW3p6OkVRjY2N//u//7thw4YvvvjCz89v9OjRGRkZFEUpFAoPD4+goKAzZ86oC19cXDx16lRmSGNjo0oauVweGhq6Zs2a1tbWa9euYRck+sJee6NGjRo1apQB2RIIBALhzwoiEPoDvXpgYiICQPn5XQihiAgEoPkTENCdvri4i6KQhQVqbVXN6vhxBIDc3TkJ2UtlKZWooKALISQSoZMnUVUVqq5+Fhsfj+zskFKpetejR8jNDQGg9vY+krmmBgkE3dWuEW2KJCRolQEApaezya+vOsZqawKB8Nfj1KlTkZGR9CaLgICAtrY2HCUQCJKTk+mUAQEBcrkcX4vF4vDwcDoKALZt24avHz16BACZmZkZGRkAUFVVRSfz8fGhc7hw4QIAVFdXK5VKPp+fnp6OECopKQGAioqK9vZ2iqKOHz/em6qrkp6eDgCtjBelegimsrISACIiIioqKlSixGJxYmIivoiIiKDDg4KCsO6FhYUAUFhYSEcVFRXdvHnz9OnTAFBUVESHHz58GABaWlpUivD19bWyspr3PHilT2ZmJjNla2urlZUVs3V6ieTkZIFA0KtFEAiEAQ4ZOA8SyJoRwp+SzEyQy599vXEDZs+GtDRwd4dFi2DUKN7KlbB2LSxfDv/5z7NkDx9CWBiYmEBqan+WdfYsmjSJ5+wMnZ3w5Zdw+jQsXgzffQcAUF8Pa9ZAUhKiqOfWOPz2G0yfDk/3rfeRzJaWEBkJCxfyKio0l8KiiLoMPYFVHaO1tUIB8fFw6xZ4e6MPPnhW/z/+CI2N8OGHz1JmZ0NNDTg6aljvg9ewz57Ntq4H09n5LM2uXTBhAtjZsaXftQvGjwfOc95/evbsQZ2dPACYOhVU9hzk5aHOTh7eFXHiBFRXP4sSCNCrr/LkcsDT28eOwb17MHcuPD/bDbduwZkz4OEBT+f4QaGAlSuBuz9KWgajCFBfDydPosZGnqUl8vLimZjoIYBRKgELcP8+b/hwzcuveiID91bAnDgBQiGaMIGHi7hzhwcAb7+t4wHRiIeHh4eHBwA0Njbu2LEjOjra1tb2yy+/1HnjyJEjmV9NTU3xBf/pQ4uXYFhbW9NphgwZUv20CsaOHSsSiQoLC//+978DgFwuBwAXFxepVHry5Mk7d+5QFEXv6+kJCoVi8eLF6uEhISF4BQcNlrytrY1eIYL30fDVXlUODg4bN2787LPPtm3bZm5u7uPjs2TJEkdHR5Vkb775Jn1NLyepqakBgBEjRtBRrq6uAHDx4kUAcHd3p8Nx6ZcuXZo8ebJKzsOHD1fZDZSVlaV+lK9YLJ42bdrOnTsXLlyoXgNc4F57BAKBQBgMEMsIYeDS1aX6T1ob9vawZw/8z/9AdjYsWgQA8MUXkJ4O27dDYGD3P2wAiIqC336DlBRkaWn43oqel/X227zaWli/HsrK4PFjuHABubp2p4mPB1NTmDHjuVs2bYI1a4CiwNkZGL7w+kLmxYthwwb44Qc0a5aGGmNRhDvqrayz3VXUMVZbf/IJVFTAggUoKor35Em3yk+ewOLFoPKffMMGOHUK3Nx45849F37uHJo/nwcAM2bA8+vTVdm7F504waO9Hy5cCImJyM6OTdSFC2Hr1kFkGfnoI55UCm+8AW+9pWoZ+f57Xmsr4HHlli2Qmwt/+1t3VFsb7/FjsLaGvDywtQWKgvnzobYWmC4IurrgvfegsxNmzXoWOHs2pKfrYRmhZei5ACdOwHvvga0t73//Fy5d4i1eDFlZuvd/GbESzp1DU6bw7Ox4dnawZg1v5EjIztZt2uMuA/dWAICLF9E77/DmzePhkWlJCe/cOfjpJ0hO1vGAMCkrK1u1alVMTAy9G0Iqla5evfrKlSs5OTkaLSNKpZJj5hhsUOjq6qKNAio5eHl55ebmmpqauru7CwQCHCiTyc6dO1dfXy+TySiOP2+6uH//vnrgkydPVELwTqLS0lLaElFXVycQCDQe5vLvf/970aJFWVlZJ0+ezMjISElJqaiosFWxYGlH3bsqrq709HS6KjAqFqi+h2PtEQgEAmEwQDywEgYiR47A66/D//t/8MILsGABtLXpvgWPGOlJS4qC1FSgKJg9m4fPSczLQ4mJ4O8P9CD/o48gLEzzx+hlqdDaCnv3QkICVFZCcTEP/0N+8gS2b4fp01UTf/45TJ4MP/8Mo0frrgfjymxtDe7usG2b1gGJRkW4MGMGhITAf/4DL74IL70EBw4g9RCO6hhQ/xrZvh0+/RQ++IC3fDkcOtR943ffgZsbODmpJrawgMJCUHEgmJbGMzPjVFZWFu/RI+6iDVKmTIH0dFCbq1Zl8mRoaur+PHoEpaXw++/w8ccAAHI5BAdDbCwwzveE//s/+OUXSEsDPCS8fx+mToWenMvZEwG6umD2bHjvPSgvhwMH4No1sLWFDz/U28LYExnmzOFNnQolJXDoEFy9Cvn5kJRkzHrg0gqYhw9h5kwe06q4dCmkp+stia2tbXZ2dnJyskp4Y2Pja6+9hq8pisLHrGDu3r2rVxHY0EC7HQWAGzduMBPIZLKSkpKCggLm2hBvb+8LFy6cP39efaGEYQiFwnRNqOdvb29vbm7OPEs4NzeXuYiD5uLFi3PnzhUIBL6+vlu3bi0uLlYoFPTBPezgjUvM9R0zZ86cNm0aXnLy4MGDyU+hKOrAgQMvvviiAVobC+61RyAQCITBAFkzQhhwHDkC774LLi6wbx/q6oKvvuIdOqT7rosXEQDv9defhTg7w6pVEBcH//d/8PnnEBbGMzeH7dufJdizBxjHLz6Hml//npalQnU1vPsuLFoEL70E9HGHx47B48fwr3+pJi4uBgcHNnm4YLDMMhlER8Pdu2BlxVURLrS2wp07kJoKPj5QVwcODjz1EO7q6Fv/6nR2wpMngAdNZmZIoeABwOPH8PXXoMlFIEyYAGfPwsGD8O9/d4d0dcGhQxAYCE8dL3Zz9y4UFqKHD3kCARo/nmdrC5cvo9paXmcnZGWBTKY6Oa+enklZGVy+DAIB8vHRuufixAl44w2or4fLl0EoRN7ez6V8+BCystCDBzwTE+Tnx8OlZ2fDm2/ClSvQ0ICmTdNg36HvevVV8PF5JjOLtLm5UF0NfD5yceExD9PUKIBOfv0V8vNRVxdMmqTDauDsDNOmweHD3V/xWobAQMAnh/zyC8TGQkwMYJGuXoWJE8HODmJjYe1a48iglwB37kBbG4SEdCcWCCA8HM2Zozn/3qiEJ09g4kRYsAAB8ADA2hosLaG4+LntYz2Xgb0SaCIiYORI+P139ox1IxaLV61aFRsbe//+/ZkzZ5qYmDx8+HD//v2FhYXHjx/HaUaOHLlz584PPvjA3Nx8/fr1FRUVem2gcHV1nTRp0sKFCzMzM21tbbds2ZKfny9n7PqbNGnS4sWLu7q6tjPeRO+8805gYGB9fX2CymsC4OrVq2VlZZ2dnc7OzkzHn2VlZXfu3HF0dOTuPlYb4eHhX3311YQJE956660DBw789NNPR48eVU8mFot37949dOjQNWvWUBS1f/9+AHDh5jfbwcFBJpN98sknzs7OdnZ22dnZaWlpu3fvdnZ29vT0XLZsmaOjo7Oz87Vr18LCwmxtbUUiUQ+V4o4Ra5JAIBAIf03629EJYZDC0gPt7JC1NXr0qPtrSwuyslL1wHr4MGpt7f6Ul6OkJGRhgQDQ6dPPuQtVKpGTE+LzUVAQAkD6Orzry7IQQuHhCAA99Q+ogXnzuHpgNaLMGRkIAKWmavXDqg72wOrigjw9VT8rVnSnkcsRAEpMfHaXeohe6vS8/qVSlJGBEEKrVnW7d42LQ3PmaEjp6YkCAtCSJWjcuGeBp051mZuj9HQE8MwdbEpKF0Uhd3fk74/s7BBFoePHUVwcsrBA5uZILu9uboEAJSd3aUuPEQiQuzuSSJC/P7KxQVIpqqzUrIhYjLy8kLk5CgpCTk7PpSwpQebmyM4O+fkhKytkZ4dqaroz9/FBFIUoCqWlqbZ1YWGXmVn3XebmyMkJYbeJLNJ6eSEzM+Tnh7y8EACKj9chgEYtaA+PGRlIIECjRyNfXySRIAcH9NTTJZLLn13T+PsjE5NnXzMzn8kwYgQaM+ZZVHFxV1ISQgglJ3ex+1jUJkMPBVAnIgJJpXoIYFwZyssRRaF9+zQ/7z2RQacAaWldFhaoqQl5eqJ5856LAuh+QPRi48aNlpaW9G+Nvb19Bn7CEUIIFRcX29jY4Ci5XL527VqmB9ZExpsIAFJTU/F1e3s7PHUF2tDQgNeD8Pl8Z2dnb29v+fNVYG5uLlVryxEjRqgEtra2+vj4WFhYBAYGBgYGmpmZhYaG4qiVK1fa2dmFhoba2NisXbtW3xpQQalUzpkzBwvM5/M3bNigLWViYqKJiQlFUXw+XyqV0q5qmR5YmVUUHBxM697c3Ozr60uXEhcXpx4OAF5eXg0NDepF+/r6ytV6Ej5BRsUDK0IoIiKCo2/UntQk8cBKIBDIwHmQQBqY0D9oe8VUViIAtGrVc4ExMbrPphEI0ObNGgoqLUUUhQAQw48+V/qyLISQtzcSidgScLeMGFHmmzcRAFqyhLMaTy0jo0d3D5aYH7pl5XJEUaij49ld6iH6qtPD+k9IQJaWKDQUSaWopAQ1NyOJBDGOnngGtowUFnYBPDtXaP58FBn5nGWkowOJxSgmpjuBUolcXJCvL0IIBQR0X2CwZYQlPU5jYYFqaxFCqK0NjRnznF2GiViMLCwQHnQolWjixGcpbWyQt3f3yUdtbWjcODRx4nOZP3qk4Vwka2vk49Md3tCApFIUHc2m3YULXQDo5s3uqLVrkUTSfbs2ATRqgduxowOZmSH6qJCioi6K0jogb29Hu3d3URRavPi53EJDkUiEoqORSIRu39ZQHLtlhEUGYwnAzPnpWJKTAMaSIT+/Cz+DK1fqXQkcZWARoLYWSSTdljVjWUYwTU1N+fn5GgfhCKHbt283NzcbljOmpaXlNkuLciA0NNTd3f3R09mAe/fuSaXSxMTE8vJygUDQ1NSEEKqtraUoSpsWetHW1lZQUNCh8qpVQ6lU3r5922DV2tvbS0tL1Utpb28vKSlpZ/8ZMza9VJMEAmHwQCwjgwSym4YwsMA7tR0du5d2Y1S+AkBkJAwf3n1NUfDqq+DhARo3Fzg7g7c3HDkCX32lGrV/P1LzE9dNSMiz4oxSFhdaWuCll/RIf/Ys+uqrZ3KOGwerVxtf5qFDAQA0eanTwZo1Os6mEYlUN5Koh2A4qtPD+l+0CEaORLduQVwcz8oKVq+GmTPB2hrOnkW7dvGGDoWlS+HpCRUAAG+9xbOygoMHYelS6OqCtDTIyUH37j1rET4fSkvhlVe6v3Z1gZkZsLj205k+PLzbF6lQCCtWwPTp0NgIUqmGrBYs6A6nKIiMhOnTob4eKivR//f/8Q4c6D75SCiEZctg+nR48AAAwNtb1dEp5vx59OuvvP37u++SSuHYMfTqqzwWaSUSHgBs2gSLFoGjI3z2GXz2GQDAmTNaBWA5jSUrC+7fh08/7f7q6srz9gbmk5uVBbznXg88mUx1a0xCAuTlQVwcbNumehIKF9hlMJYAly8juZwnkz17kDkKYBQZFAre9OkgEMCmTeDqCr6+xpeBRYCgIJgxA7y8VAvtOWZmZizbZLh7FdWGiYmJCZfDhLRQX1+fkpJy4cIFel+Jubn5Dz/8IJFIHB0dS0pKzMzMAEAgEHR1dRnFM6hQKBw/frzOZBRF9aRyBAKBs8peqafhHDfm9IQbN2588sknBQUFI0eOjI2NdXV17Y2aJBAIBMJfDGIZIQwsuroAQPVoEj5fdUP7O+/ocSIszu15j/gAAB9+yNPmZ4Te9m+ssriAvYdyp6mJx3D/92yMCn0oc9/AXZ0e6jJ2LG/sWACAxkb47jv45RcoK4MpU3hbtsCZMzB1Kpw//1z699+HQ4dg6VLIzgZTUxg7lvfTT88lePll2LQJKirgyhX47TcQCMDDg00A9vRMR7ASCQLglZSAxqM/mUOSV1/tTtnUBADg7v7sacKPG3at6OqqWaSaGgCAESOe3UWfQKRNWgcH2LgRPvsMtm0Dc3Pw8YElS8DRsTsrjQKweDxsbkYAPMbpqDBkyHMHxI4YAdHR3dcUBU5OGob9YjFMmwY7d4Jh53uyy2AUAbKz4f33eR4eoNGtUh9UAu5Ic+dCWBgEB0NLi+p7uOcyaBPgm2/g7l04dkyDVH95ioqK+Hy+6/OPH+201dHRsbOzMykpadu2bdHR0czNQQRtPH78ePz48Z988klqauqPP/44ZcqU3377jdQkgUAgEHRCLCOEgcXQoQiAd+PGc6aQurpeKauXsjUYc3OoqNAjvZ8f+Pn1mjRPwatFXn651wsaUKxfDwsWgKUlxMfDe+9BWBjMmgUvvQQ3bjx3bm5gINq4kffrr3DgAMycqZrJ77/DG2+AuTnMnQvz5sGECRAeDi0tWgvVmf7Jk2eLpzo7eQAgEqkup1IHpxQKEV6Pk56uajnicm6m+uoqdmn//W9YtAiysuDkScjIgJQUqKgAwwTAdzHPclY5X/W//kvDAgfjwi5DzwXYsQPCwyEqCr75xhABeijDb7+BhcWznOVySEqCujpQGTz2ngx5eXDrlupLJikJWlt1nH79F0ChUAhYTbmNjY0KhWLIkCEnTpz4+OOPzTgefzWIOXbsmKWl5dKlSwFg5syZQqGwra1NJBKRmiQQCAQCO+TUXsLAYtQonpUV7Nv33CYCtbMXjYNYrPXTL0il8Pgx226LfgGfJeHmxnaG7l+MujrYubN710BjY/epokIhUBRUVT2XctQono0N7NsHhw7BrFmq+Rw/jurrISsLPv4YvL3BxET1dn3TFxc/M4JUVgKfD2PHajaLFBQAM6VAABMm8BwdeQDw4AGaPBnwh6LQgQPAfm6mszMPABincMLMmTBtGpu0Fy+iuXNBIABfX9i6FYqLQaGAS5eQYQJgU9TZs8964POno/YFvSrDnj0oPBy2bdNqFulVAc6eRUOHQm7us5Dbt4GiNOzS6j0ZYmJQZibQHxcXkMkgM/O5A33/qvzXf/3X48ePO583PdbX19MhFhYe+msTAAAgAElEQVQWH3/88fHjx0Ui0aZNm/pDxj8ZDx48sLOzo7/6+flhIwipSQKBQCCwQywjhAFHfDy6cQO8vCAvD50/j6ZP7x6c/6k5cQL+9jdYsIAtjUyGAJ4bogwEysoAAEaN6h4e69SCZsMGCAnR8Nm6tTfFNQZffAEffQR4QtHODurrAQDq66GrC954QzXxjBkQFwd2duDoqBqF3W2cOoUAoKsL1qyBCxegsREAgKLgxg04ceK5tRgs6THbt3dbKM6dQ3FxEBWl2S0LM+XFiyguDpYsAYoCZ2fw9IRly3i4Ta9dg7AwXlUVsJ+b6eAAMhl88gncugUAkJ0NaWnw/vuIRVqxmLd7N3z+efdmmf37AQDw2b0GCODqyps0CRYu5OFjobdsgfx8tvS9Qe/JcPcuLFzIc3MDU1N04MCzD666PhBgwgSeiwt8/DH8+isAwIkT8OWXEB6uYUta78ng6sqTy4H+mJmBlRXI5Vq791+J8ePHm5qaHjx4kBm4Zs2ad99999q1a9999x0dOHTo0Bq8IY3AikAgeICdJwEAQF5e3tmzZ0lNEggEAkEnxDJCGHDMmMFLSUE//wyenjw3N96dO7B+fX/L1GM6O+HhQx2eRLy9eXx+P4z62MnOBicncHAA4KYFzenTkJKi4cNczjAAuXMHDhyAFSu6v374IRQVwaxZ4OUF4eFgbq6afsYMUCjg/fc1ZCWXQ2gohIbyXn4ZXnoJqqogPh5KS0GhgJAQuHUL3nkH8vI4pcdERMDs2fDCCzBxIi8gANat06pFUFB3Sjc33vvvP0t56BCMHg1vvAEvvACvvw7/8z+Qmqq7Tg4cACcn+O//hhdegGnTIDYWQkJ4LNI6OUFiImzZAi+8AC+8AF99BcnJCHchwwRIS4PXXoN//hNeeAF27QJvb923GJ1ekuHHH0GhgMJCCAzkMT/q25d6rxKyssDCAoYNgxdegClTYPZsYIwi+0iGQQtFUdHR0UuWLDn71GvUrl27tm/fvmrVqs7OzqioqGvXrgFAfX39iRMn/Ppg/+Sfn4kTJ545c+bnn38GgLt3706ZMuXx48ekJgkEAoGgm/4+HIcwSNHZA5VKVFLCdrzlX5LwcGRt3d9CMKitRRSFEhL6W44+pLy8+3xomqYmlJradeqUgYeGtrejoqIu9SMylUrNBzBrS0/fdf26jpObxWKUmIiUSnTzptYiSkp0ZKLxrtJS1WOVWaRVKtHt25ofYS4C0Kf20rS09P8Lod9l6D0BmpvZOl7fyKCNnpza+6dgw4YNZmZmYrFYKBRaWVkdPXoUh2/btk0kEslkMpFItHbt2v4V8k9EamqqmZmZp6enRCJJSkpCpCYJBELPIAPnQQIPoUHkPoAwcOA9Pd2R9EAmd+7Af/83ZGb2yumVBrBmDezaBbduDeiTawgq/O1vsGkThIX1txw9429/+3PsvSL0ATweJCcj5mHqf0keP34MAKLnd5d1dXU1NjaamZnxB8PmIuPR1dX1+PFjkUhEPfUYTGqSQCAYDBm2DBLIbhoCYQBhawtLlsCaNf0tBwAAPHwIW7bA+vWImEUI/cL27fDii3DuHPkXMniZNUuHg96/EiKRSKTmdIeiKHNzczKY1xeKosRiMcU4eprUJIFAIBDYIWtGCP0DMb5q4+FDGD0avvoKfHz6WZLVq6GyEg4f7mcxCAQCgUAgEAiE/oIMWwYJxDJC6B/IK4ZAIBAIBAKBQCAMcMiwZZBAVhUSCAQCgUAY6OTl5XV2dspkMgDIzc3t6urC1zR3797Nycl55513SktL7927N3fuXOZmCgC4devWmTNnPDw8bG1tDZNhz549nZ2dADB16lQLCwud6R8+fHjs2LG6urp//vOfPprWAZ44cUIoFE6YMIEOqa+vP3nyZGNjo6WlpZeXl4mJCffcDEBnngqFYuXKlZs2bWIGsgjJEqVXuRoliY+Pv3Xrlre39wcffECH//jjj42NjR9++KFK+iNHjvzxxx8hISEA0NjYmJOT09LS8vrrr3t4eLCUkpWVxfz6j3/8Y9SoUQCQl5dXWVm5aNGinmihsTKZsMipUQCOwrA0ijZ92aPYycrKun79ulQqnTJlipmZGXcVeq4Ri8z4lvv37w8fPpy9D7Crpi1/de20yb98+fLFixdbW1sbJgMLHJ8+FhQKxf79+8+ePdvZ2Tls2LAZM2Y4OTkZXU4a+q2em5urUCi8GQee4de1vb098/WYl5fX1NTEfPwJBCPTb75fCYMb0gMJBAKBwJ2AgAC5XI6vfX196WuazMxMAMjMzMQXsbGxzFilUunk5OTg4NDW1mawDGKx2MbGxtfXt6KiQmfie/fuWVtb29vb+/v7SyQSd3f3jufP/rlw4QIAzJs3jw7JyckRiUROTk4BAQE2NjZSqbS4uJhjbgbAJc+AgACBQMAMYRGSJUrfctWJjIz09PRMS0uztLRMSUnBge3t7RYWFuXl5SqJGxoapFJpTU0NQuj06dMmJiZ2dnYBAQEWFhYymUxbH2hoaFD5k+zr61tbW1tcXJySkhIeHn79+vXbT09mMkAL9cpkok1ObQIwYRGGpVE06qszioWWlhY3NzczMzN/f38HBweJRFJaWspRhZ5rxCJzQUGBWCx2cXHBuXl6ehrw+GjLX6N2LPInJye7u7vrW7pOOD59LNTU1FhZWQmFQh8fHz8/PwcHBwCIi4szuqg09Ft9xYoVQqGQGTV//nwAmDhxIjPQ2dk5ICCg9+RhgQxbBgmkgQn9A3nFEAgEAoE73C0jCKHg4GCKopj2i9jYWIqi8DjNYMRicYTKadLaCQoKcnZ2pge3ZmZm8fHxdGxra6uNjY1YLKYtI0ql0sLCIigoCH9tb28fM2bMiBEjuORmGOx5NjU1yeVyAGAO5lmEZJefe7naEAgEJ0+eRAht3rzZx8cHB27YsMHf31898fz586Oiomip6JFwc3OznZ3dihUrNBaRnp4OAO3Pnyh++vRpKysrCwsLa2trkUi0fft2A7TQWJlMWOTUJgATbcKwN4pGfXVGYVJSUqqrq1UCIyMjraysGhoaEEIdHR2jR4/GI1suKvRcIxaZsb0JX1dVVfH5fHUZNGrERFv+GrVj7x4ODg779u3TWQnc4f70sTBnzhy6+TDLli0DAHXLo7Gg3+rHjx8HAKYpx87Ozs/Pj6Io2o756NEjADBuvXGHDFsGCaSBCf0DecUQCAQCgZ2qqqrk5OTdu3dXVVXpZRlpbm62sLBwdnbGURUVFRRFqawiMQDulpGOjg6KohITE+mQ8PBwWh6EUHBwsL+/v6enJ20ZuXnzpkQiycnJodPs3r0b/0rqzM0A2PMsKSkxMTEZMWJEbGwsczDPIiRLFPdyWaQFgOvXryOEUlJSZDIZQujRo0fm5uaVlZUqiaurqymKwolPnToFAAUFBXTs5s2bJRKJxlLi4uLs7OzUwxsaGuzt7e3t7ekhol5aaKtMJuxyqgvAhEUY9kbRpi97FEYgEKSnpzNDlEoln89nilFaWpqWlsZFBaNopE3m9vb2efPmFRUV0SHW1tbMtVraNFKBpU5UtNPZPTZv3uzk5MRSlr5wfPrYcXd3DwwMZIZ0dHQ4OTnR2R4/fhyvw8KUlJTQtZqTk3Pv3r3KysqkpKSUlJTm5maEUGlpKf7a2tpK36Xxrd7R0cHn8xMSEnCa69evA0BlZSWfz6cbBVumamtr9VLKWJBhyyCBnNpLIBAIf30UCsUXX3wREhJy8OBBZviPP/64Y8cOLjnk5ubu3LnzyZMnzMBdu3bdunVL/VqFHTt2hISELFy40CDZCYOUI0eO2NvbJyQkZGRkuLi4lJaWcr/X1NR0586dZWVlX3/9NQAEBwePHj36888/15j44cOHPE3s3LnTYOEvXrzY1dU1bNgwOmTcuHFlZWVdXV0AcPDgwdzc3O3btzNvsbOz+/3335nOU4qLi6VSqc7cekPCzs7OTZs2XblyhZmAXUiWKO7laoPP50ul0mvXrgHAtWvXTE1NAWDjxo1yuRyv+WeSkpJia2trb28PAA8ePAAAFxcXOtbc3PyPP/54+PCheimlpaUjR47cv3//ggUL1qxZ8+uvv+Lwzz//PDAwMC4ubu7cuQZooa0ymbDLqS4AExZh2BtFm77sUdo4f/58Z2fntGnTbty48cMPPxw8eNDe3p52CcGuglE00iazQCDYuXOnq6sr/vrzzz/fvXvXAFcjLHWiop3O7uHn5/fzzz9fvHjRWC8fjk8fO/b29pmZmQcPHqTl5PP55eXldLbvvvsuNuFh1q9fHxsbi6+nT58eERExZsyYw4cPL1q0yNXV9bvvvps8efLhw4fnzJnj5uaGk2l7q/P5fA8Pj4KCAvz11KlTNjY2Dg4OHh4eR44cwYEFBQXOzs5cHDwRCIbT36YZwiCF9EACoS/Ra4u+Oh0dHWKx2MTEhDkJhhASCATJycnq10zwzJVcLl+8eHGP9SAMFjo6OszMzMLDw/HXoqIiiqKYa0akUqn8eUaPHg1P14xgQkNDRSJRdHS0SCRicW3Q0dGRqQn1pfXc14xkZGQAAHOmFE94tra21tbWSiSS48ePI4SYa0ZUwCrjTf4suXERRl8JmcmSk5NZXGMwheQYZbAuCQkJlpaWoaGhUqm0pKSkublZIpFUVVWpp/T09KS3FZSXl8PzK/CXLFkCAKdPn1a/ETvFHDduHPbUIBQK8Wy5UqlUKpUIoUePHvVEC5bKZJdTXQAm3IVRaRRt+mqL6ujoSH8Kn89fsWIFvsatcPjwYQCIj4/n8/ljxozh8/lWVlb0c8euglE0YlEHk5+fL5fLKYpauXIlDmHXSAWW/FW04yK/iYnJ2rVrub989ILlwWShoaEBv0Wxq5H4+Hi88IpG5VeeuY5PLBbTO3GKiooAwMXFBdfG0aNHAaCwsJD9rR4XF2dubo6vfXx8cLL4+Hhra2scOGbMmMjISP0qwniQYcsggTQwoX8grxgCoS/Ra4u+Ort37xYKhfPmzVPZt8zFMhIaGmrcZcOEwQAeWjDHJz4+PkzLiJWV1bznwRObTMtIa2urlZUVAGzbts0oUnG3jKgPhOiQSZMm0WMDbZaR4uJiMzMzLy8vnbkZrAvHPFkG8ypCcozqiS4XLlygnUGsWrUKt0V+fn5oaOiqVavwAn6EkFAoXLt2LX3XpEmTpFJpenp6Q0PDt99+KxKJAODUqVMqmSuVyoCAANr9RHt7u7u7u7m5OR7xGkULdjMTRzkNFkalUVj01RbV0tKicZIVW8xTU1MBwNHREQ+PGxoaHB0dx40bp1N+o2jEpflycnKSkpJ8fX2FQiHeo9Ha2sqiEROjdw+5XN5LzkRZnj4unDp1KjIy0tnZGVdFQEAA7emD3TJCv9YQQsy3LvYPkpmZyf5Wxx6pq6ur8bYs3EAlJSUAUFFR0d7eTlEUNij3C2TYMkggp/YSCJo5e/bs+fPnAeDtt98eO3as0cONKxXHZAcOHMjPz6coKigo6K233sKB586du3Xrlqurq1AovHr1Kp/Px8fLaQvvS4yiCAAcOXLk+vXrv//+++TJkw0+rs+4KvRlR+rs7Hzy5Mlrr70GAGZmZgqFAgAeP3789ddfnzlzhksOe/fu9fb2DgkJSUpKunz5MsezGwEgLy+vurr6pZdeysrKeuONNywtLR88eJCdnf3gwQMTExNfX1+BQIBTZmdnDx8+3NLSEn+9evXqkydP8Prn7OzsN99888qVKw0NDdOmTWMeA4l5+PBhVlbWgwcPXn31VR8fHz6/+6ft7t27hYWFDx8+FAgE48ePZ57VmpubW11dzefzXVxc6L+AzKxMTEz8/PzorFhuIfQGzc3NAMA82HLIkCHV1dX01+HDh6ssOM/Kyjpx4gQzRCwWT5s2befOnew7uRQKxeLFi9XDQ0JCmAdGqrB3796oqCh87e7ujkc+NLjntLW1icViHIIXqG/duvXu3bvHjh1jkSc7O/v999/38PA4dOgQe27M/mksCdnzZBGSS1QPyx07dix++zU2Nn733Xe//PJLWVnZlClTtmzZcubMmalTp+KXpEKhGDp0KH1XWlpaWFjYe++9BwCenp5bt26dM2fOG2+8oZI5RVEHDhygvwoEgiVLlkyfPv38+fPjx4/nrgV7tbPAUU51uFSpeqOw66sxqqysDD0dIr744otpaWm+vr50MnxIdlxcHN7EIZVKV65cGRwcrFAohEKhisw975wqGnFpPmw8nTt3blhYWHBwcEtLi1gsZtGIibG6B51GKBS2tbVxf/lw7FfsTx8XPDw88N+kxsbGHTt2REdH29rafvnllzpvHDlyJPMr3vIGDK3Z3+pjx44ViUSFhYV///vfAQB7LHZxcZFKpSdPnrxz5w5FUSontRMIRodYRggEDfz000//+c9/cnJyAOCdd95ZuHAh/rE0VrhxpeKY7IsvvvD19Z0xY8aNGzfGjx8fHR390UcfAcCdO3fmzJkDABRFzZs3LyEhAeejLbzPMJYia9asGT9+/PLlyxUKxfDhwxcsWLB8+fL+VaGPOxK9Rd/e3l7nFn117ty5c/r06cOHD0+YMMHGxub777/nbhnZtWvXjRs3njx5snXr1qVLl1ZWVr7//vv/+Mc/nJ2dL1y4sGLFitzcXDs7OwB49913ExMTQ0JC8I3r169vbW3FPjXfffddLy8vPJhMTU2lN65jzp8/7+PjY2pq6uzsXFhYGBMTU1hYaGJi8sMPP4SGhrq5uZmbm1+9evXOnTuZmZleXl4AMGXKlOLi4okTJz5+/Dg0NDQ+Ph53iatXr3p5ef3tb39zdnYuLi5etWrVmTNnsLFG2y2EXgL/me7q6sLDLQBQKpW9V9z9+/fVA1W86qgwbNgw+jF8/fXXVWKxk4vS0tLJkyfjkLq6OoFAcPbs2Vu3br388svMxElJSa2trXgQtWPHjvDw8KioqG+++UZnbuoDzp5LyJ4nRqOQOqN6Xi7N+vXrFyxYYGlpGR8f/95774WFhc2aNeull166ceOGvb09RVFMfx9SqTQjIwO3pkAg2L9/P5/Pp4dtTDo7O1XGrgCg0SMJixbs1c4Cdzm5C4O/amsUFn25VwWNRCIBANoWQIc0NjbipVtMetg5NWrEIvNvv/1mYWFBv0zkcnlSUlJdXR1ti+eCUboHnYZ+uXF8+XDpVzqfPhbKyspWrVoVExND/75LpdLVq1dfuXIlJydHo2VE33eyzre6l5dXbm6uqampu7s7PWsik8nOnTtXX18vk8noGwmE3qKf16wQBitG74Hr1q0LZpCUlNST3GxsbI4ePYqvMzIyaG/kxgo3rlRckrW0tNjZ2dE+/PFOYHw6YHJy8s2bN0+ePKm+iFpjeJ9hLEWsra29vb3xdUBAgIWFRf+qYMRwzPz585mdX+P+ee5b9NVZtWqVmZkZXjMcGxvL5/PpGuaymyY4OBgvl21vbzczM6PXD7e2to4ePdrFxUXj7cxlugKBwMLCora29tGjR+pLl62trX18fHB4Q0ODVCqNjo7GjlFiYmJwGqVS6eLi4uvri54u2b158yaOWrt2rUQiwbfb2Nh4e3vj67a2tnHjxuEjJ1luIfQSeKc6szNPnDiR+9k0NBERESz7F/RFr1N7zc3N161bR3/19fX19PQsKipiehNwcXGRyWSZmZn4JYad8mjc+6Mxt55pwylP9Q0gLEKyROlbLgu1tbUmJiZNTU0IocDAQHo7EkVR2O+DVCql/RF0dHT4+fkxz3zx8vJS7zwIofz8fADIyMigQ/DvC72VoOdasOym4S6nvsJoaxQWfblUhfpJLvh4EebZtBs3bhQKhYa9KvXVSKc6TJ8j8fHxFEWpnL/LfjaN0buHm5tbcHCwtuIMgOPTp43W1lY+n6/uDszNzQ3/dCKEhEIhs33HjBnD3E3D3IIEAKmpqfi6vb0dv5nZ3+oIoe3bt48YMWLMmDHMqktNTbW0tJw4ceLGjRsNU80okIHzIIE0MKF/MPorxtPTUyaTRTylJwee3759GwDoHctNTU14UGSscONKxV14Pp9P/9hgT2n46Pjk5GSNtg9t4X2DERUpKiqinYy6u7tz9KzRc/qsI0VFRdE9387OTn2DNIbjFn11rKys6GFGVVUVANB/UPSyjODVv0xHmHjXMW4ddsvI/PnzNcpWWFgIAIWFhXRIUVERrpzbt2/jsRNCqKOjw9PTE2dYWVkJABERERUVFcysTp8+DQDMkx1x72ppadF2C6FXmTRpkoODA+4wmzdvBoABbhlJTk4ODg7GNg6EUExMjEQiwZ0Tu2Cg7Zs0TD8j1dXVQqHQzc0t9XnwwJJLbjoxQEKVwTyLkOzyM+mhLuHh4atWrcLX0dHR2PB97949ALh37x5CyN/f38/Pj04/bty4cePGNTQ0KJXK+Ph45mOuUiGOjo50lzt+/LiJicmKFSu0iWGAFuqWEaYALHJqzIpLU7I3Cou+OquitbWVLp1mxYoVEokED30vXLhgZmbGUoFG14hFZhcXFwcHBzwZkJOTI5FI1B9kjRoxpTJi91AqlQKBQNuPNXdo8bg/fSzExMQAQGBg4NGjR/Pz8zMzM4OCggCA9u7h5uZmb29fVVXV1tYWExMjFov1sowg1rc6Quj69et8Pp+iqJKSEjoQ78HBp+RoFFuj8xGjeyQhlpFBAmlgQv/QG5YR+i3cQ/Bojf456ejowD9pxgo3rlTckzFnNtauXSsSieilFoWFhQkJCd9++y1zwkRbeN9gREVoioqKrKysampq+kSD/ulIAQEBOv9sNTQ0mJiY1NTUlJaWikSixMTEoKAgbX7yTp48CQBjxozxfYpQKHRwcMCxellGkpKS+Hw+MwpvMMa6sFtGtCmVlpYGABpn7e7du7dq1SrsqpOiKKFQSGeIZzIBwNzcfP78+djekZKSAgACBnjpL/Zcq/EWQq/S0NCAd5Xz+XxnZ2dvb+8BbhmJiIgAAHoiWqlU4v19fD6fz+dv2LBB/RamZQSPE9TBGXLJTScGSKgymGcRkl1+Jj3R5fbt2xKJpKWlBX+tqamRSqVBQUEuLi60A8jk5GTmUoXq6mpHR0eKoiiKkkqlhw8f1lYh1dXV7u7uWDCKoqKiolgkMUALdcsIUwAWOdXh2JTsjcKir15VwSQqKoqiKHzXvHnz1G0NvacRi8y1tbWTJk2io5YsWcLRZKDSQMbqHqdPn6Yoqra2lmPl6BSP+9PHzsaNG5k7jOzt7ZnLZIqLi21sbHCUXC5fu3atvpYRlrc6xtzcXCqVqkg1YsQI9UBMbGys+kJgjYE9hK4T42ZLGGiQBib0D0Z/xRjRMoKt+8wQAEhPTzdWuHGlMiBZW1ublZXVt99+i7+mpKTQCXx9femlmNrC+wYjKoIQqq6uXrdu3aRJk5i/8b1Nv3QkLpaRqKioZcuWIYQiIyPx2ZZtbW0AoHI+H8bf39/a2jqCAfaLhmcF9bKM7N69m6Io5v/R0tJSeDofpXK7v78/d8uI+lqh5uZmc3NzZ2fnzZs3Hz16tKWlJTAwkPkPrL29PT09PSIiwtLSUigU3r59G9dzZmbmyeehV9Oo38JSyQRj0dLSMnCqWq/dNJi2traCggLu48O+zK338uy9csvLy/Pz85khTU1NqampzDNcOjo68CEvzGRVVVVcTihHCDU3N+MTRrkkNnrtcZfTWMKw6KtXVdB0dHQUFBQYZc2pARqxq1NUVNTDxjJK94iMjOyz5asG0NTUlJ+fj88YUuf27dssi0y5YJS3elNTU2hoqFgsZhpBNAYaBWIZGSQQD6yEvz5Xr17FWwA04uPjo+LSSeVrZ2enccMNg2NuXJJFRkbOnTsXey0FgFmzZtFRAQEBixcv/vDDDymK0hZumPzGagUmHBUBACsrq08//fTTTz996623Tp06tWXLln5UoX87Ul1d3c6dO+/cuQMAjY2N+GBIoVBIUVRVVRX2G0dz//79H3/8MTY2dvXq1UwBXnnlle3bt7/99tt6FW1ra9vV1XX27Fn6RrwXBju0pyiqvr6eTnz37l31M2jUwWfEnDhxws/PD4fMnDmztbU1MDCwvr7+ypUr9PRXVVUV9mV48eLF77//fteuXXgJzOrVq4cMGXLp0iVHR0cAePDgwYwZM/AteXl5+/fvf+utt7TdwjzshtBLmJiYmJiY9LcUhiMUCtWPrhggufVenr1XrpOTk0qImZkZ/cxi+Hz+8uXLv/32W6anauaJGOyYmprSR57pxOi1x11OYwnDoq9eVUHD5/ONVScGaMSuDj7vrCf0vHs8ePBg586d2OnGwMTMzIzlWK6e//AZ5a2+evVqqVSalJS0ZMkS9kACgTvExy9hsKM+1Mee1WnH4PhCKBQaK9wwOTnmpjPZpk2bXF1d16xZQ4ccPHjw999/x9cikej+/fu//PILS3hvwL0VDFCEaUoICAj49ttvy8rK+lGF/u1IX3zxxUcffYSNDnZ2dtgYUV9f39XVpX485N69e7u6uoKDg5mBfD5/9uzZhw4dYhoyuDBhwoQxY8bMnz//xo0bAHD+/PmYmJigoCB8xOPIkSN37tz566+/KhSKNWvWVFRUcMnTwcFBJpN98sknt27dAoDs7Oy0tLT3338fn4lw6tQpAOjq6lqzZs2FCxcaGxsBQCwW7969+/PPP8enV+zfvx8A8EG8np6ey5Ytw93j2rVrYWFhVVVVIpFI2y16qU/4a7B9+/YXX3zx3Llz/S0IgY2lS5fW1dWRZiIMQDZu3Dh79mx1Gx9BL7Zu3fr1118zz0LSFkgg6EF/L1ohDFKM3gONuJvm0aNHwPDpiI+laGlpMVa4caXSK9m+ffvorctHjx5tamrC2xloh7XY5WRzc7O2cMOENwBjKVJUVERRVEJCAg5PTk4GNU8EfaxCr3Yk9t00XLboM3FycnJzc1MPLy4uBoDY2Fi9dtMghBoaGvjsN4oAACAASURBVLy9veHpPu2IiAjaRQjLBmZ2T3XNzc14Zhhv546Li8PhoaGhACASiQQCAT5nVyAQ4OISExNNTEzwZnipVEqLzcwKALy8vOjlxNpuIQwqCgsL8/Pz8/Pz+9E7NYEjVVVVFy5c6G8pCARV0tPTtZ1oQ9CXzMxM9Y0zGgN7CBk4DxLIbhoCoZuDBw8eO3Zsz549IpFo4sSJhYWFeMFkQUHBxIkT8cI/Y4UbAItUtOQURbEkO3HiRGFh4dSpU7Oysp48eXLw4EFvb29TU9P58+fPnDkTl1JQUCCXy01NTV955RWN4T2oYE5waQW9FKEoysrKCu/XAIDi4mKJROLh4dHb8rO3RX91JFtbW3pZDQBYWlo2NDSwpC8vL9cYPmrUKIQQAHz++ed0IPayps7evXvpa6lUevToUW154j0+6mjLGWNqaopPvVFhz549e/bsYYYsX74cX4SFhYWFhXHPiuUWwqDCgJ0FhP7C2tq6JztTCIRegrnJi0AgDCz62zRDGKQYvQf2fM0I9mWN3UOWl5fb29tXVFRcv37dxcWF9kxprHDD0JYbU3JtyW7evKmyvHD06NE4fUZGxoYNG0pKSvbt2zdp0iR6klxbeK+isxUMUGTjxo2bN28uLi4+fPiwg4ODive+3pNfmwpGDFeHiwdWAoFAIBAIhD87ZM0IwbjwEKOxCYQ+g8fj4Qtj9cDJkyeHhYWpuGHrCQ8fPszLy8M5Yy+Vxg03rlSGJaOpr68vKip69dVXVVyFaQvvM4yrCJ/Pl8lkeKNEn9HHHWnGjBn4WegFVQgEAoFAIBAGCllZWWFhYbW1tToDe4jRhy2EgQmxjBD6h4FvGSEQ/owQywiBQCAQCITBALGMEIwLOZuGQCAQCAQCgUAgEAh/JuRyuboFRGMggcAFYhkhEAgEAoFAIBAIBAKBMHghlhECgUAgEAgEAoFAIBAIgxdiGSEQCAQCgUAgEAgEAoEweOnTMxoIBAKBQCAQBgkPHz48duxYXV3dP//5Tx8fnx5GsdxiFKmMKy33cjmiUCji4+Nv3brl7e39wQcf0OE//vhjY2Pjhx9+qJL+yJEjf/zxR0hIiM6cs7KymF//8Y9/jBo1Cl/n5eVVVlYuWrSo51o8ePDgyJEjdXV11tbWfn5+zFPS1EthwlJifX39yZMnGxsbLS0tvby8TExMuCjFEqWRxsbGwsJC9XB3d3czMzP1cG1SsaupjtEVx3fdv39/+PDhHh4eHMXgqJ1GBbWpsHz58sWLF1tbWxsggGHVglEoFCtXrty0aRMzkKVnqty7f//+s2fPdnZ2Dhs2bMaMGU5OTgbIz5G8vLzOzk6ZTJabm6tQKLy9vemoW7dunTlzxt7efsKECcz0TU1NzDcDgWAI/XlkMGEQY/Qe6OnpmZqaaqzcCIQ/KQEBAYmJif0tBYFAQPfu3bO2tra3t/f395dIJO7u7h0dHQZHsdxiFKmMK61etcGRyMhIT0/PtLQ0S0vLlJQUHNje3m5hYVFeXq6SuKGhQSqV1tTU6My2oaFB5Y+xr68vQqi2tra4uDglJSU8PPz69eu3b9/uiRaVlZVSqdTOzs7f39/c3NzJyampqUlbKUxYSszJyRGJRE5OTgEBATY2NlKptLi4mF0p9ihtnDx5UuMIoqSkRD2xRql0qqmO0RUvKCgQi8UuLi44Q09PTwOeIG1F69tbkpOT3d3d9S3d4GqhCQgIEAgEzBBtPVOFmpoaKysroVDo4+Pj5+fn4OAAAHFxcQaowJGAgAC5XI4QWrFihVAoZEbNnz8fACZOnMgMdHZ2DggI6D15yMB5kEAamNA/DHzLSH5+/rp169atW3fhwoXeCO8DBqYKHHMbmMIbQB8rwsUysnv37sTExMTExNraWi4qtLa2pqambty4MSMjQyXq3r17KSkpmzdvPnXqFDM883mY/89aWlpSUlLi4+PT0tIMG9qx59/Q0JCSkpKQkKAiEn3jxo0bU1JSVP78aVOEHfayMDk5Ofn5+erhbW1tS5YsUQk0TAwVWNrLsCh1aU+dOoW70M2bN5mBCQkJOu9FCJ08eTJREwUFBTq101afA5CgoCBnZ+e2tjaEUG1trZmZWXx8vMFRLLcYRSrjSqtXbXBEIBCcPHkSIbR582YfHx8cuGHDBn9/f/XE8+fPj4qK4pJteno6ALS3t6uEnz592srKysLCwtraWiQSbd++naMWKSkp1dXVKoHe3t4uLi64lIaGBolEsmzZMm2lMNFWolKptLCwCAoKwsna29vHjBkzYsQIdqXYo9hVoGloaLC0tMTyq6BNKp1qqmN0xe3s7OiRc1VVFZ/PVxeDXXGWog3oLQ4ODvv27dNZD0apFoRQU1OTXC4HABXLiLaeqcKcOXOsrKwaGhrokGXLlgGAulHSWNCWkePHjwMA81fezs7Oz8+PoihcDwihR48eAYAB9ckdYhkZJJAGJvQPA9wykp6eLpPJ8LVMJktPTzdueB8wMFXgmNvAFN4A+l4RLpYRsVhsY2Pj6+tbUVGhUwWWGSptU3Ass3Ycp6fYYcn/9OnTJiYm+B+whYWFTCaj/zm1tLS4ubmZmZn5+/s7ODhIJJLS0lJ2RdhhKYvmwoULADBv3jz129Xn7owypdlLM/8q0m7YsMHX1xcAkpOTka55b3VNfX19BQKBmRorVqxg146lPgcaHR0dFEUxH8bw8HBnZ2fDolhuMYpUxpVWr9rgLjkAXL9+HSGUkpKC34ePHj0yNzevrKxUSVxdXU1RFE6sk7i4ODs7O41RDQ0N9vb29vb2ePjHUQuBQKD+ipZKpfPnz6e/ent7MxdxMEtR0VpbiTdv3pRIJDk5OXTU7t276f9ULEqxRLGrQCOXy52dnZVKpXoUi1QsaqpjdMXb29vnzZtXVFREh1hbW6u/SdgVZy9a396yefNmJycnlkpQx+BqKSkpMTExGTFiRGxsrMrbmKVnMnF3dw8MDFQRxsnJiS7x+PHjzCVaJSUldG3n5OTcu3evsrIyKSkpJSWlubkZIVRaWoq/tra20ndVVVUlJyfv3r27qqqKtox0dHTw+Xza7H79+nUAqKys5PP5zP9IAMBxsscwiGVkkEAamNA/DHDLiI2NzdGjR/F1RkYG/UNrrPA+YGCqwDG3gSm8AfS9IhwtIxERERxVYJn10jYFxzJrx3F6ih1t+eNJM9qg0NzcbGdnRw+2IyMj6Smvjo6O0aNH02txucwl6lUWprW11cbGRiwWq/z/1jZ3Z4AY6hh95l+btAgh2jKibUJY272+vr74L69eaKvPgUlBQQEA4DUOmOTkZABQKpUGROXn52u7xShSseRvmCLca4O78FKpFC9oWrVqFX5S4uLi5syZo55y7dq13N/2/v7+AQEB+/btmz9/fkxMTFVVFR0VHh4eExOTlpY2evRo7lpoHF2HhoY6ODi0tLQghGpqasRicWxsrMZSmOhVbxEREVKpVKdSLFHsKmDw61d9m4Y2aKlY1FSnNxRnUl5eTlGU+hIDdssIe9H69pbq6moAuHDhQmtrK2hC/afc4GopLi5OSkrC6VXexiw9k8m8efNMTEzS0tK0PbMCgQD/HGBouwZCSCwW+/n5mZiYyOVyPJ3w7bffSqVSuVzO5/Npa1FGRoZAIBg9erSvr69EInFwcKBzkMlk9I/jtm3bbGxscCD9+EdFRRlgKdYLYhkZJJAGJvQPA9kycvv2bQDAVm2EUFNTEwDcvHnTWOFGEfLPqALH3Aam8AbQL4oY1zLCMkPFMgXHMifJcXqKHW35nzp1CgCYOzI2b94skUgQQkqlks/nMxUpLS1NS0tjV4QFlrJogoOD/f39PT09mblpm7szTAwVjD7zzzLTiBiWEaRpQpjlXsMsIxrrc8CSkZEBAMzpUDykbG1tNSAqLS1N2y1GkYolf8MU4V4b3IVPSEiwtLQMDQ2VSqUlJSXNzc0SiUTj0NfT05PeVqAT7AVz3Lhx2DuDUCikp8GVSiUeBz569Ihdi46OjvSn8Pn8FStW4GtavObmZm9vb4lEIpfLBQLB4sWL6RGmSilMuNdbUVERRVG03wcWpbRF6VQBY29v7+fnx7FumVKxqKlObyiOyc/Pl8vlFEWtXLkSh3BUnF07dQW5qGBiYrJ27dqOjo5MTajv6zG4WmjULSMsPZNJQ0PD6NGjAQC7GomPj1dZk8VuGaGnJYqKigDAxcUF19LRo0cBoLCwsKOjw8zMLDw8nCk/nUNcXJy5uTm+9vHxwcni4+Otra1x4JgxYyIjI9XFNiLEMjJIIGfTEAiq/PzzzwDwyiuv4K/44tq1a11dXUYJt7OzG5wqaJNKJbeBKbwB/AUUuXjxYldX17Bhw+iQcePGbd++vaurSyAQ7Ny5kw7/+eef7969i739l5aWjhw5cv/+/WfOnBkyZMicOXNoD/xyubygoODBgwcmJia//fbbmTNnli9frq9U2vJ/8OABALi4uNApzc3N//jjj4cPH169erWzs3PatGk3bty4dOmSQCDw8fFxdnYGABZFWGApSywWA8DBgwdzc3PLy8sDAgKYN3Z2dm7atGnu3Ll79+5lhhsmhgos7WVYlDZp1fn8888DAwMdHR3nzp176dIlFk0NQ1t9DljwY2usKJZb9MKA/A2LMjglC4sWLRo5cuStW7fi4uKsrKxWr149c+ZMa2vrs2fP7tq1a+jQoUuXLjU1NQWAwsLC6OhojoKNHTt25cqV+GibJ0+eTJ48OSQkpLa2lqIoiqJwMpFIxK6FQqF477336K/x8fH4IjExMSwsDAB++OGH7OzsyMjIN954w9TUdO/evVOnTvXy8gIAlVJUxOOixeXLl+VyuUwmW716NbtSAKAtSqcKAPDTTz/duHED29H0lYpFTXWMrjhdukKhmD59ukAg2LRpk6urq6+vLxfFdRatriAXFcaPH19WVsbn8/HaOp0YVi3ssPRMJlKp9NKlS3l5eRkZGWfOnDly5MiKFSsCAgL27NkjFAp1ljJ16lSpVAoArq6uALBgwQJcS/g37o8//sjKyrp///6nn36K07u6unp7e3d2duKvkydPjo6Ovnv3rqWlZVZW1qFDhwDgX//614oVK3755Rc7O7vi4uI1a9ZwqRwCgR1iGSEQVHn8+DEwfuTwAWadnZ0KhcIo4YNWBW1S/SmEN4C/gCLNzc0AMHbsWDoEnwL4+PFjPP4HgLNnz3711VfZ2dmffPLJzJkzAaC4uPjXX3+trq5+7bXXcnNzv/rqq4yMDJlMBgCbNm0KCQmxtrZ+6623cnNzFyxYwOWvmwra8semoiNHjmAxAABPT12+fBkrsnfv3s8++2zkyJFXrlyxsLA4c+aMra0tna26IiywlPX222/X1dV9+OGHqamp6kdajho1iv2ATL3EUIGlvQyL0iktzdatWwGAoij6bEX2e8vLy9VHHQkJCRr/ZLPUZz+yd+/eqKgofO3u7o4nb2nwc9rW1kY/KXhUw+fzDYgSCATabjGKVCz5G6aIilTcU7IzduxY3FEbGxu/++67X375paysbMqUKVu2bDlz5szUqVPPnz8PAAqFYujQoVzqhKKoAwcO0F8FAsGSJUumT59+/vz58ePHc9cCn52BA1988cW0tDTsiAdz586dyMjIbdu2LVy4EABCQkI+/vjjWbNmNTQ00C92jXCpt+zs7Pfff9/DwwMPF3UqxRLFogImMTFxzJgxTIuwNtSlUoelXXpDcRyIf4nmzp0bFhYWHBzc0tIiFot1Km6AdlxUEAqFbW1tCoVi8eLF6jmEhIQwT6U1uFpY0Ldnenh4YFtGY2Pjjh07oqOjbW1tv/zyS50FjRw5kvkVWzCZkuOfIeYxxkOGDMEbjgBg7NixIpGosLDw73//OwBgQ5KLi4tUKj158uSdO3coisItSyD0EGIZIfz1uXr1alVVlbZYHx8flR8Ala/0ENRY4QbwF1CBe24DU3j4q7SCXnCZoVKZgvPx8WGZteM4PcUukrb8nZycJk2atGTJEpFI5ObmduDAge+//x7f8uTJEwDYs2dPbW2tVCptbGx8++23Z82ahcdRGhVh/3PMUhYABAUFzZgxQy+9DBNDvXKMG8UdvSaEAUChUNTV1XHMvCf12XsMGzaMbp3XX39dJdbe3h4ASktLJ0+ejEPq6uoEAoFQKDQgysnJSdstRpGKJX/DFOFeG1rrl5X169cvWLDA0tIyPj7+vffeCwsLmzVr1ksvvXTjxg17e3uKopi9mr1OOjs7VQarAPDw4UP1Qg3WoqysDACCgoLokHfeeefbb7+9fPkynkLXhs4Sd+zYER4eHhUV9c0333BUiru+KnR2dp44cYJeUsGCNqlUYGmX3lD8t99+s7CwoN9Ucrk8KSmprq7O0tJSp0YGaMelt3R1dWF57t+/r54D/tnSK0+OstFw7JllZWWrVq2KiYmhjd1SqXT16tVXrlzJycnRaBlRKpVcBKDBrUZXiHoOXl5eubm5pqam7u7u2JILADKZ7Ny5c/X19TKZjN3ISCBwhFhGCIMd9ZcpNsY/efIEv3zxj5NQKKS/9jB80KqgTao/hfA6+bO0ggoGz3vTadSn4LTN2g0ZMoTj9JTBc7xpaWlhYWF4abSnp+fWrVvnzJnzxhtvYLcgcXFxeEGvVCpduXJlcHCwQqGga1JdEfZ/WtrK+uabb+7evXvs2DFdda8ZdjH6cp2CvvP5ejF69OjMzEyNUSo6jh8/vif12XtMmDBBZUaXib29vbm5+eXLl+kxTG5urru7u2FRLLcYRSrjSqtXbRhAXV3dzp0779y5AwCNjY3YGCcUCimKqqqqsre3NzMzKykpmT17ts46OXv27MSJEzMyMnx8fHBIRUUFn89/++23jaiFRCIBgJ9//vmtt97CIdhdlI2NDfuN7CXu2bMnPDycfqNyUUovfVU4ceJEZ2fnv/71L/Zk2qRSh6VdeknxnJwcemXB7du3KYrCvwjc4a4dl97S2Nhoa2srFApV3uSG5cldNhqOPdPW1jY7O3vYsGEqywAbGxtfe+01fE1RVH19PR119+5dvZb4YaPP2bNn6a5448aNl19+mU4gk8m+//77F154gTlb4O3tvWzZssbGxnfffZd7WQQCG/3r5oQwaDF6DzSiB1Z8LnphYSH+is+JbGlpMVa4UYT8M6rAMbeBKbwB9Isi+npgzc/Pn/eUDRs2qKTEx+MxPeEnJCTQ/ttqamqYrtoOHz4MADU1NSoHvuIB8PHjx/GfP6bkOIrpdpSLVNryp0Pa29vxyTX79u3j8/lKpTInJwcAmK74sOM37OJOmyIa6k4N9bK07RhXcZKn7gmPixgGt5dhUSzSouc9sLKgfi+7B1YVHTnW50AgOTk5ODiY7p8xMTESiQQ/uampqQBAnzBlQBTLLUaRyrjSqmOw/OqEh4evWrUKX0dHR3t7eyOE7t27BwD37t1DCPn7+7N7CWXWiaOjo4ODAz5q+vjx4yYmJiynR3PRAjtkVQl0dnZ2cnLCTitLS0stLS1ZnE8zxdNWYnV1tVAodHNzS30e/A5hUYqLvhpViI+PV38JqEjLLpVOelVxFxcXBwcH7Fc1JydHIpGoeyJXV7wn2rH3FqVSKRAIdP5eG6VamFmpNCLHnhkTEwMAgYGBR48ezc/Pz8zMxCtN6F9eNzc3e3v7qqqqtra2mJgYsVjM9MDKVBMA6L/r7e3tAJCZmYkQmjRpEt12mzdvBgDmz8T169f5fD5FUSUlJXQg3oPD5/M1HgXN/FeAEKqoqEhPT2f6TdcLMnAeJJAGJvQPA9AykpaWFhwcjH9FJk6cSB9aGR8fT5/uaazwXmLgq6AtN6bkA1Z4LvS7IkY/tdfc3HzdunX0V19fX09PT4QQPuaTaWuIj4+nKAqvzsCHa9LhfD6/ra3t9OnTTBMPenriIHZZzxFcrsb8Ozo6/Pz8mP97vLy88F+rjo4OPp9P1yFCaOPGjUKhUKlUalNE46nDNCxlFRUVMc8XcHFxkclkmZmZ6n+4mf9QDRNDHW3tZXCURmkxvWQZUYFjfQ4EIiIigHGetFKpnDNnDjxdmMO0ZBkQxXKLUaQyrrTqGCy/Crdv35ZIJLSBtaamRiqVBgUFubi40AdbJCcn46ebS51UV1fjWXc87oqKimIp3WAtamtrJ02aBE+XYgUEBLCY6ZniaSsRDx3V0amUXvoyCQ0NtbKyYpeWXSqd9KrizCagKGrJkiVc7DU90Y69t5w+fZqiqNra2j6oFhr1tzH3nrlx40bmziN7e3vmD3FxcTG90kQul69du1Zfy0hDQwNe0cPn852dnb29vVV+JszNzelziGlGjBihHogQio2NtbCwoL8uXrzY2toan0/v5uaGj6jXC1pxfW8k/LkgDUzoH4z+ium5ZQS/RvEvZXl5ub29fUVFxfXr111cXOjDyYwV3ksMfBW05caUfMAKz4V+V6TnlhHu897apuBYZu30mjjVJhVL/uPGjRs3blxDQ4NSqcT74ekFKStWrJBIJKdPn0YIXbhwwczMTK+5RHUxWMpiou2UWfV/qNzF0CYS6rWZf6NbRlxcXFLVwK3Dzp/l1F5CL1FeXp6fn88MaWpqSk1NPXXqFB3S0dEhlUrT09O5Z9vc3IyPDuWSuK2traCgwADbXEtLS0FBgb7mToNLZFFKL337kd5QvKioqC8V16ZCZGSkv7+/cfM0GO49s6mpKT8/X9t8xu3bt5ubm3soCf5xN5impqbQ0FCxWExbRkpKSgQCQVNTE/7q5OTEZamOCsQyMkggDUzoHwagZUSF1tbWjIyMjIwMfOi60cP7gIGpAsfcBqbwBtDHivTcMsJ93lvbFBzHWTv26SkWqdinQx0dHfFxm1Kp9PDhw8xMoqKiKIrCd82bN4/+W8l9LlFFDJayaLhbRno+pYl6bebf6JYRjdObKgtVNEIsIwQuxMfHT5o0qb+lIBA009LSIhKJNO4BIfSQ8PDwZcuWpaWl0ZaR6upq5nZRPz+/6OhofbMllpFBwv/P3pmHRXGkj/+lM44TliW4ZJbfLGEnGB6W9SCzHigSENEgGZGAwUVF8AAVFY+QROOJyNfV4IVGFBePgCLRrCIIiIiooCBHvqh4oeiXiIIwqIugIMfU74/Stpmjp2cYwEh9Hh+f7uqqt963qrrpeqfrLQPE6GwCocswMDDAB/oagS4uLoGBgdpuckkgvGNMnDjx888/nz17NkueP/7xj/7+/nibVY40NTUVFRUNHz5cOSrn06dP79y5M2jQIIVLT58+vXnzpp2dnXKRZ8+eXb161c7Ojo4wrwMs8n/77bf6+nq83YYCra2tly5dkkgkdLRRjYaww1KXbuimhgIs/aXbJZUYGBjExsb6+/vrrCeB0EnI5fL+/fvHxMQob75LIHQ7a9askclkWv0VJnAEb3CTlpYWGBhYWVmpcLWsrKx///75+flcNp9movdpC+HthOxNQ3hHwL/cdrcWBEI3895773XGjSAQCNRNMPr06aNy48k+ffrQ4e4VMDY27vh0hUW+WCxWV4rH42lrCDssdemGbmoowNJful0iEH5fUBSVnp7OfWdoAqErkUgkb9s25O8MLK9ADx8+dHFxWbVqlbZuEULPgcwkCQQCoccRHR3du3fvCxcudLcihN8lU6dO7d27d3drQSCwIRaLhw8f3t1aEAgq8PT0pDeMJ3QNBQUF//jHPxYtWrRy5cru1oXw9kK+GSEQCISeRX19fXerQPh9c/DgwYMHD3a3FgQCgUAgaCYzM3PixIl79+6dMGFCd+tCeKshnhECgUAgEAgEAoFAILxr3Lt3z8vLKyEhwdXVtbm5GQBwLPbu1ovwNkJW0xAIBAKBQCAQCAQC4V0jKiqqoaFh/PjxvV+zaNGi7laK8JZCHGYEAoFAIBAIhLeapqamiIiIsrIyd3f3f/7zn3T6sWPHZDLZnDlz1BXMyspqbW11dXUFgMzMTLlcjo9pKioqTp06NXbsWAsLi5SUlEePHs2cOVMhjmNZWdm5c+dcXFz69u2rR6MaGhpSUlKqqqo++eQTDw8PlpzV1dWnT59+/PjxwIEDXVxcmJeysrJu3rw5f/58ZmJycvJ///tfha2jZDLZxYsXlYU7Ojpu2LAhODhYIaQ0d8ksOstkMnNzczc3N2NjY5z+3XffKdelG9wbkEvOjIwMgUDg5OSk0QTCW45UKqU3ptm8efPmzZu7Vx/C7wXiGSEQCAQCgUDoLJqampYtW7Z161ZmIvuMKy0trbS0VCgUfvHFF6ampswiKufGWqFxsqfb/FC5lALcJ7EqWbp06fXr12fPnh0SEtLc3Dx16lQAaG5uDg4OzsjIYCn473//u76+HntDoqKimpubFTwjJSUls2bNSk1NtbCwoChq1qxZlZWVq1evpjPI5XIvL6/W1lZcqb6orq4eNmxY7969bW1t165dO3DgwKysLJUf+V+4cOGLL76wsrKysrJas2bN4MGD09PTeTxeVVXVw4cPKysrr127dvv2bR6Phx03MpksMDCwuLhYQc6VK1e8vLyU5RcXFw8cONDPzy87OxunaCtZmYyMDC8vr759+/bv37+goCA4ODgtLW3IkCEAoFCXznBvQC45L126NHbs2ICAAHoMs5hAIBDeTRCB0B3ofQSOHj06ISFBX9IQQufPn1+/fv369evz8vK4pCckJAQFBc2bN+/ixYsKompra2NiYvSoG0fUqZqUlBQREbFs2bIzZ84w09WZoE5O16Cy9bQ1jSY8PLzjKnFvEPauV1AmLy9v/fr1oaGhZ8+e1UoOEx8fn24ZbAQCQR0+Pj58Pp+ZcurUKUNDwwEDBvj4+FhaWgqFwsLCQnyprq7OwcHB1NTU29vbxsbGxMTkypUrCKGcnBwjIyOJROLt7W1iYjJ69OiWlhYdlGGpGpOXlwcAAQEB3IuoLKXAo0ePxGKxtbU11t/R0VFb/fl8/unTSkv8PgAAIABJREFUpxFCkZGRHh4eOHHTpk3e3t7sBX18fKRSKT729PSkj2lSU1MBIDU1FZ/6+flRFHX9+nU6Q1hYGEVRuCP0iK+vr62tbWNjI0KosrLS1NQ0IiJCZU4rKysfHx98XF5ezuPxoqOjEUJnz561sLAQiURisdjQ0BAnIoRmzZoVEhKiUYGamhpzc/Nvv/0Wn9rY2MTHx+PjDkpua2sTiUS+vr749OXLl8OGDRs0aBCdgVmXznBvQI056+vrLS0tjYyM6DGs0QRCj4JMnHsIpIMJ3YPeHzFubm579uzRl7TExERXV1d87OrqmpiYyJ4eFhaG35nwr3zbt2/H6Xv37l22bJmNjY2np6e+dOOIOlVDQ0Pxy2VjY6OVlRX9cqDOBHVyugB1raetaTRJSUkK8xMd4NggGrteQZnExMRTp07h4+jo6B07dnCUo8A///nPyMhIjrYQCIROpba2ViqVAgDzZmefcS1cuNDCwqKmpgYh1NLSMnTo0JEjRyL1c2Ot0DjZ021+qFxKGe6TWJW0tLQAQGlpKULowIED+CH8/PlzMzOzmzdvKucvLy+PjY3dv39/eXm5tp6RJ0+eiEQiW1tbfHr9+nWKosLCwrhry9EiiqKYjuygoCC6UiYvX74MCAjIz8+nU8RiMd3UNTU11tbW1tbWJSUlOOX+/fsUReG2Ykcqldra2ra1teHTyMjIAQMG0Fc7IvnOnTsmJib0HzWE0P79+5mvfAp16QD3BuSS08/Pz9vbe/To0XTDajSB0KMgnpEeAulgQvfwln8zYmlpeeLECXyclJRkZWXFkl5XV2dlZUW/nEVERPB4POavYfPmzet6z4g6E8Risbu7Oz728fERiUSI1QR1croM5dbTyjSa2traCRMmdNwzolWDqOt6ZWUcHR2ZGWxsbLjIUYZ8M0IgvCUUFxcbGxsPGjQoLCyMebOzzLja2tp4PB7zFr5y5crhw4fZ58bc0TjZ021+qFxKAe6TWBaEQmFSUhJCaMWKFdhJFB4ePmPGDOWc2O88dOhQT09PExMTGxsbrTwjdAr23QwaNGjYsGFaqUqjbov0mJiYnJwcAMDefExsbCwA0H4KdZSUlFAURX9wERQUFBoaevjw4aFDh+KUdevWcflLnZiYCADMz3/u378PAPS3kDpLVsm8efOEQqFyXSxNxC6QewNqzHn48GGRSFRbW8syhpVNIPQoiGekh0DijBAIity7d+///u//HBwc8KmDg0NZWVlZWRlFUerSy8vLjx8//v333wPAJ5980traevny5W5cjKrOBCsrqyNHjhgaGuL0yspKnKe2tlalCX/605/UyekOswC0N40mKipqzpw5KSkpnVS7VnKUlamrq9u6devXX38NAE+fPu3GFiYQCHqhtbV169atM2fOjIuLY6ZbWVk9ffqUmVJYWCgUCgEgNze3tbV1/Pjxt2/fLigo4PP5Hh4etra2ALBnzx46/7Vr1yoqKnQINcJSNQAcOXIkMzOzpKTEx8eHYxF1pRS4dOmSXC7/+OOP6RR7e/vo6Gi5XK4Q6JSF0NDQefPmHTt2LC0tLSMj4+nTp5s3b758+bJCttbW1pkzZ86cOXPXrl0AUFBQYG9vzwybWlhYOG7cOGYRmUymIEQqlU6bNm3NmjX19fW3bt0qKSnhqKQCAoEAO1kUGDhwIA7VMXz4cDoRR2958eKFkZGRSmnZ2dk//PBDenr60qVLp0yZghOjoqIAgKIod3d3nJKVlTVs2DCNui1dunTChAnMFxULCwtjY+OsrCyslc6SlSkoKIiOjg4LC1Oua8iQIeqaiF3mkydPgFsDsuesqqqaM2dOQkICHdCHowkEAuHdg3hGCARFrl27BgAffPABPsUHt27dksvlKtPd3d3r6+sFAgFOv3XrlqGhoUQi6XrNadSZYGVlZWdnhxMLCgrKy8sTEhIAoG/fvipNSEtLUyenS+1hoK1pmOPHj3t7e9OByjujdu5CVCqzaNGigICAEydObNiwYf/+/dHR0R1UlUAgdC9Dhgzh4h9nzrhqamoAIC4ubvny5YMHD/71119FItG5c+foib3KubHOMKvWbX7IsRT3SSwL8+fPHzx4cFlZWXh4uIWFxcqVK6dMmSIWi7Ozs/ft2/fRRx998803ffr0SUtLe/z4MfbyA4CdnZ27u3traystRyAQiEQipmTmVZodO3ZkZWWFh4fv3LlT5/1oeDweXk6lzK+//qqttKampq+++orP52/dutXOzs7T0xMAaNcS/cPAxYsXV61axS7q+PHjt2/fPnz4sEL6Z599dvXqVXysm2RlioqKpFKpq6vrypUrletiaSJ28CtZx3P6+vpOmjTJzc2NJY86EwgEwjsG8YwQCIq8ePECGO8EOHp5a2trU1OTynQAoH0KTU1N0dHRGzZsUBkdvctQZwI+raioiI+Pz8jI2LFjh7m5OU5UaQK7nG5BB9MeP3788OFDT0/PjntGOt4g6pSZOXPm48ePlyxZMmzYsHXr1tHKEwiEdxiFGVdzczMA/PTTT5WVlUKhUCaTOTs7T506NTc3F+dXOTfWS9W6zQ+5lAJtJrHsDB8+HLtXZDLZjz/+eOPGjatXr37xxRfbtm07d+7cuHHjcnNzsReGuSPsX/7yF7x2AzNw4EDmBzgAgD9CUajLyMho/Pjxe/bsmTt3rs4KNzU1BQcHK6f7+/vjPx+NjY20bwi3EsvLA95SZ+bMmYGBgX5+fnV1dSq/uGlqavroo4/YFYuJiRk2bJjyTzgCgaCxsZHFHFpyXFxcSEgIPnZ0dMRrc5RJT0+fOHGii4vLL7/8orIuliZS2OdIocaAgADg1oAsTb158+aKigr2j0lZTCAQCO8YxDNCePe5fPlyeXm5uqseHh4K7xYKp/S8V106k4ULF86cOXPBggU6a6sSfZmAsbCw+P7777///vsRI0acOXNm27ZtzKtME7iYzBFtTVCHDqZFRUXp63eejjeIOmWSk5Pr6uqePHny9ddfr1ix4saNGwcPHtRdUQKB0MlwnBmyoDzjwk+Y8PBwvFxFKBQuW7bMz8+vqakJO681zo11m6/qNj/kUgqjgxeAnQ0bNsyePdvc3DwiIsLLyyswMHDq1Knvv/8+3l8Wy6dbpq2tTbda9MLjx4+VE5ubm62trQHgypUrY8aMwYlVVVV8Pp/+lYLJw4cPRSIRbZFUKt27d29VVZVKHzpFUeyuqNbW1oyMjIiICOVL7OubmJI//vhj2jH397//XWX+3bt3BwUFhYSEbN68maUudU2kkKJQI/cGZMmZlZVVVlb2hz/8gZl/79699fX1eKyym0AgEN4xiGeE0NNRfgnAfw6bm5v5fD68/vMsEAjoU4V0uiD+ES8wMLCrdH8FdxMAoLW1lX4Z9fHxWbx4cUBAAF7HDkomsMjpbBPUoa1pZWVlH3zwQVZWFgAUFRXJ5fLMzMy//vWv+FVJWzrYIMeOHVOpzAcffLBp06bs7GwA+Omnn6ZMmTJ+/PglS5bQ/UIgEN42uMwMWVA54zIxMYHXzxlmikwmoyiKy9xYt/mqbvNDjaVotPICaKSqqmrPnj337t0DAJlMhtd6CAQCHPML15Wdne3s7Izz3759W0HJLkMgELC4zMzMzIqKiug2yczMdHR0VM6WnZ09cuTIU6dOYb8YANy9e5eiKGa0FyampqbFxcXTp09XV29GRkZra+vnn3+ufEkmk7EsHWJKdnJyUvimQ4GffvopKCho586d6j66wXWxNxET5Ro5NqC1tbW6nKGhofPnz6dzrlix4s9//vOiRYvwyNRoAoFAeMcgnhHCu49EItEq6gd+nSoqKhoxYgQA4DW3I0aMwLNu5XRc6tChQ2KxeMKECQCQkpJib2/Pvu66W0zAsei2b9+OXwX69OkDAA8ePMAzcGUT1MnpAhP0Zdpf//rX5ubm2tpaeB1mr7a2Fk829Fg7x+LqlLl165aNjQ2dzdXV1cfHh+4XAoHwFqJxZsiCuhmXi4sLj8e7cuUKPQe+c+eOQCC4e/fuqFGjuMyNdZuv6jY/ZC/FhGVqqgNr165dsGAB/gtrZWWFQ5lWV1fL5fJPP/3UzMxs1KhRc+fOTU1N7du377Zt286fP69bJAuNpKenK68kUpmokqCgoB9++MHJyWnEiBE///zz8ePHT5w4gS/FxcVlZmbu27ePx+M5OTlJJJJFixalp6eLxeKMjIx//etfQUFB2EGvzMiRIx88eECfMkXhlOvXr/P5/AEDBigUlMvlhYWFLC4VBcnK0HVVVVXNnTvXwcGhT58+P//8M53hn//8J/buaayLCxwbkCUnHZ4Ms2XLFgsLCzxaKioq2E0gEAjvIN27NQ6hx6L3EdjxXXsPHz7s5+eHd3EbOXIk3q4PIRQRETFy5Eh8rC791KlT8+bNS01NTU1NTUxMnDx5MlNyl+3aq9GEwsJCsVhM78kXHBxsYmLS2NjIYoI6k7vABIxy62lrGk1iYmLHd+1V1yDKmqtUXqUy5eXlDg4OzKuTJ0+uq6vjIkcBsmsvgdBdxMbG+vn5Mbdsp9OZT5779+8LBAIHB4eE9uCnx5IlS0xMTM6ePYsQysvLMzU1XbJkCUJIIpHY2NiUl5cjhE6dOmViYjJv3jxttWKvmoa5dynHIgqllAkNDTUxMbl48SJCCIfHprc/14q7d++amJjQj8cHDx4IhUJfX1+JRBIUFIQTa2pqsAuJx+PZ2tq6u7tru2svZt68eSx/MsLCwhT2hleXqI62trYZM2ZgPXk83qZNm5hVA8DLly/xaWVl5ahRo3BOiqIWL17MsrlvbGysQCCgMyiIQghNmzbNwsJCueDZs2cpiqqsrOQoWRm6rsjISJWTDloNjXVxgXsDsuRkwhzDGk0g9CjIxLmHQDqY0D28hZ4R/EKD/+SXlJRYW1tfv369tLRUIpGUlpbiPCrT79y5o/Dl8NChQ3H++Ph4Pz8/kUhkZGTk6+u7Y8eOjlmpBxO2bNkSGRlZWFh49OhRGxub8+fPs5ugTk4XmKCu9bQyjWbx4sVDhw4FAB8fn/j4eJ01VFc7U3MW5dUpc+DAgYCAgLNnz54/fz40NPTkyZNc5ChDPCMEQnehPAXFKHhGNM64QkJCKIrCc+CAgADs1NBqbqxOK46TPd3mh+yeEY5TU42UlJQoPNtra2sTEhLOnDmjkLOuru7u3bu61cJObW3ttGnTjIyMmE4QlYlcaGxszMnJUXaoKfPkyZP8/HyNOVtaWoRCYWJiolZqIIQWLlzo7e3dGZJ1qIs73BuQe04CQQHiGekhGCBGZxMIXYaBgQE+0NcIHDNmTGBg4KRJk/QiDQAaGhpwPIgxY8bQW9axpL+FqFO1uro6Pz+fx+O5urpyCYD3FpqsL9P0W7u+xLq6uuoczGXSpEn4XtCXVgQCgUBgMnfuXCMjo6FDhy5evJjeZUxlYnexcePGkydP4j8oHHn27JlIJMrPz1deZdNByTrXRSC8Peh92kJ4OyGeEUL38PZ7RgiE3yPEM0IgEAidCt5UJS0tLTAwkHaCqEzsRg379+8fExPz2WefcSyyZs0amUwWFRWld8k610UgvD0Qz0gPgURgJRAIBAKBQCAQOKEyAOdbFZWToqj09PSqqiruRSQSCZfAsTpI1rkuAoFA6GKIZ4RAIBAIBAKBQHh3EIvFYrGYe356s2e9S+5IXQQCgdCVvEUebgKBQCAQCAQCgUAgEAiELoZ4RggEAoFAIBAIBAKBQCD0XIhnhEAgEAgEAoFAIBAIBELPhXhGCAQCgUAgEAhvNU1NTWvXrvX39z9y5Agz/dixY7t372YpmJWVlZGRgY8zMzPpY5qKioo9e/ZUVFQAQEpKyp49e+RyuUKesrKyPXv23Lt3j06RSqXKe9CoTNRIU1PT119/zTFzRkZGdnY2MyUrK0t5n5fk5OS4uDit1FCQ/N133/32228dqaihoeHnn3/eunVrcnKywqXq6uqDBw9u3br1yJEjz549Uy6rsk2ePXt28ODBjRs3HjlypLW1lUVVnWHRWaucKvVnsVpjgxAIhC6ARGAl9Cyys7Nzc3MBwNnZefjw4VrlSU5OLi0tffr06ZgxY1xcXDSmA8ChQ4fu3bvH4/H8/PzMzc07xST1qDNEX+ldgLZ98fPPP58/f56iKF9f3xEjRuDECxculJWV2dnZCQSCy5cv83g8Dw+Pbjfhd9QLBAJBNxoaGlJSUqqqqj755BN1j52MjAyBQODk5ESnPHv2LDk5uaqqSiwWT5gwgcd786qWlpZWWloqFAq/+OILU1NTvWulTj5Lkerq6tOnT8tkMnNzczc3N2NjY63qzcrKwu4GZ2dnKysrFrWXLl16/fr12bNnh4SENDc3T506FQCam5uDg4OVnR1M/v3vf9fX17u6ugJAVFRUc3MzPqYpKSmZNWtWamqqhYUFRVGzZs2qrKxcvXo1nUEul3t5ebW2tuJK9c706dMTExO3bt2qMeelS5fGjh0bEBCAB0xVVdXDhw8rKyuvXbt2+/ZtHo/Xt29fAJDJZIGBgcXFxdx1UJAMAAMHDvTz88O+Eh0qqq6uHjZsWO/evW1tbdeuXTtw4MCsrCw8mDMyMry8vPr27du/f/+CgoLg4OC0tLQhQ4awt8mtW7ecnJw++OADiUSyefPm8PDwc+fO4VHKVLUjsOisbU5l/Vms5tIgBAKhK0AEQneg9xE4evTohIQE9jyJiYmurq742NXVNTExkXue0NDQ06dPI4QaGxutrKwiIiLY0xFCEyZMOHDgAELo9OnTjo6OHbFOB9QZoq/0LkDbvggLC7ty5QpCCL/Zb9++HafHxsbiwYZfeV++fNntJnReL/j4+MTExOjbDgKBoDWPHj0Si8XW1tbe3t4mJiaOjo4tLS0KefLy8gAgICCATrl586ZQKLSysvL29jYzMxswYEBtbS1CqK6uzsHBwdTU1Nvb28bGxsTEBD/u9KUVi3wWQ06dOmVoaDhgwAAfHx9LS0uhUFhYWKhVvZs2bcI7lcTGxrJrzufz8ZM/MjLSw8MDJ27atMnb25u9oI+Pj1Qqxceenp70MU1qaioApKam4lM/Pz+Koq5fv05nCAsLoyhKtwZnp7a2ViqVAgCfz9eYub6+3tLS0sjIiB4wZ8+etbCwEIlEYrHY0NAwOjoap8+aNSskJIS7GsqSMTY2NvHx8bpV5Ovra2tr29jYiBCqrKw0NTXFf6zb2tpEIpGvry/O9vLly2HDhg0aNEhjm7i7u0skEvwXvKamxsTE5Ntvv1VWtSOo01mrnCr1Z7FaY4MQ3gbIxLmHQDqY0D10i2fE0tLyxIkT+DgpKcnKyop7HrFY7O7ujo99fHxEIhF7emRkpI+PD31MT2u7DHWG6Cu9C9CqL+rq6qysrG7evInTIyIieDwefvOOjY29c+fO6dOn6+vru0x5dhM6rxeIZ4RAeEvQOMtSOR1VN/1buHChhYVFTU0NQqilpWXo0KEjR47Uo1Ys8nWe4nJvDY2ekZaWFgAoLS1FCB04cAD/SX3+/LmZmRn92GdSXl4eGxu7f//+8vJybT0jT548EYlEtra2+PT69esURYWFhbGopxvFxcXGxsaDBg0KCwvj4hnx8/Pz9vYePXo0c8DU1NRYW1tbW1uXlJTglPv371MUhduKIyolI4QiIyMHDBigQ0UtLS0URTH/GAUFBeEmvXPnjomJyalTp+hL+/fvp98GWdpEKBTOmjWLPnV3d/f09FSpqm6w6Mw9pzr9WaxmbxDCWwLxjPQQSAcTuoeu94zcvXsXAJ48eYJPa2trAeDOnTsc8+Tn59NvA46OjvSPVOrSLSwsjh49qh/btEedIfpK70YTkJo2v3v3Lo/HW79+PU4/evQoAOBfL2NjY7veJ8JiQqf2AvGMEAhvA1xmWSqnoyqnf21tbTwejyntypUrhw8f1pdWLPJ1nuJyqZc+5fLNiFAoTEpKQgitWLEC//AQHh4+Y8YM5ZxJSUl8Pn/o0KGenp4mJiY2NjZaeUboFOy7GTRo0LBhw9h1U0d9fb3K77VxUxQWFu7duxchFBsbq9EzcvjwYZFIVFtbqzBggoKCQkNDDx8+PHToUJyybt06rX7DUCcZIXT//n0AyMvL07ainJwcAMDf+GDwx5ttbW3KmefNmycUCvExS5tMmzbNxsamrq4OIfTgwQMjIyOmu4pWlb3NWeCuM0tO7n3KtJr7JUJ3QTwjPQQSZ4TQU7h27RoAfPDBB/gUH9y6dYu5sJklj52dHU4sKCgoLy9PSEjApyrTr169WlFR0dDQEBUV9fjxY7lcvnLlSpVLVTsJdYbgqHIdT2dfDd6pJqjri759+9bX1wsEAnzp1q1bhoaGEokEn169erW4uFgul1tYWOAvt7uAd6AXCASCbly6dEkul3/88cd0ir29fXR0tFwupygKAI4cOZKZmVlSUuLj48MsKJVKc3Jynj17Zmxs/PDhw3Pnzn333Xe5ubmtra3jx4+/fft2QUEBn8/38PCwtbXVl1YXLlxQJ5/FECsrq6dPnzLlFxYWCoVCHVqDC6GhofPmzTt27FhaWlpGRsbTp083b958+fJlhWytra0zZ86cOXPmrl27AKCgoMDe3h4HxaCVHDduHLOITCZTECKVSqdNm7ZmzZr6+vpbt26VlJRwVFIBgUCAnSwKDBw4EACGDBnCMZZEVVXVnDlzEhISlIPL4JCoFEW5u7vjlKysrGHDhnHUkEUyAFhYWBgbG2dlZQ0fPlyrip48eQIAzJBYOADNixcvjIyMmDkLCgqio6PDwsLwKUubbN261d/fXywWjxgxIjMzc/bs2StXrlRWdciQISxtzgJ3nVlycuxTBas5XiIQCJ0N8YwQegovXrwAAPolDPspmLHNNeapqKiIj4/PyMjYsWMHM5yqcnp5eTkAFBYW/vjjjwCwYcOGmTNnahslviOoM6SpqUkv6d1oAj5V2Re0W6SpqSk6OnrDhg24FEVRNTU18+fPBwAvL6+qqqq5c+d2owm/o14gEAi6wT7LYpmOqpz+HT9+HADi4uKWL18+ePDgX3/9VSQSnTt3jjnh74hWDx48UCdf5yku99bgqPz8+fMHDx5cVlYWHh5uYWGxcuXKKVOmiMXi7Ozsffv2ffTRR998802fPn3S0tIeP378/fff41J2dnbu7u7MB6ZAIBCJREzJKh+nO3bsyMrKCg8P37lzp7btTMPj8XDIiQ7i6+s7adIkNzc35Uv0nwZDQ0N8cPHixVWrVnVcMuazzz67evWqthUpb+6jkqKiIqlU6urqyvRxqOPgwYPp6ekLFy789NNP+/TpExcXN27cOKbmWFWd25yjzlrlVAmL1Vo1CIFA0DvEM0LoKSj8MKXyTYg9j4WFxffff//999+PGDHizJkz27ZtY08fPXo0PpBIJMuWLVu/fr3O29NcvnwZe1tU4uHhoaC5OkP0la4D+jIBo67NMQsXLpw5c+aCBQvwKXM3AR8fn+Dg4Dlz5nD/oVLvJnRjLxAIhK6Bfe7EMh1VOf1rbm4GgJ9++qmyslIoFMpkMmdn56lTp+L9qjquFYt8vUxxOziTpBk+fDh2r8hksh9//PHGjRtXr1794osvtm3bdu7cuXHjxuXm5mIvjFgspkv95S9/wUstMAMHDtyzZw9TLP4IRaEuIyOj8ePH79mzpyOe9KampuDgYOV0f39/5m5E7GzevLmioiIlJYV7pR999BE+jouLCwkJwceOjo6JiYnaShYIBI2NjRorUgB78BsbG2nPFx4DzI9n09PTJ06c6OLi8ssvv2g06t69ewsXLty5cyfuDn9//0WLFk2dOrWmpob+E4lV5d7mCo0TEBCgUWfu1qmDxWqtGoRAIHQGWs8NCITfKfgPGH7/ow/orww05mFOR318fLZv345/RVGZ/uGHH9LSaAlXrlzpHMsUZ84shugrvRtNAPV9gdm6daudnd2aNWvolCNHjtCffBsaGj5+/PjGjRvdaMJb2wsEAoE7cXFxH77Gy8tL4So9d6JT6LkTno5u3rxZWSae/m3fvn3z5s3+/v4HDx6cPn361KlT8eMlPDwcr1URCoXLli3Ly8vDH5R1XCs+n69OPoshdEp6evqoUaMcHBySkpJUthUXIVqxYcOG2bNnm5ub792718vLKzAwcM+ePXl5eXhDWWjvi2lra9OtFr3wWBX085wLWVlZZWVlf/jDHwwMDAwMDM6cObN3714DA4OGhgaV+SmKos3/+OOPPV/z2Wef6SCZZcUTsyIFrK2tof1rT1VVFZ/Pp/9y7d69+4svvpg9ezYOCqOxEfBfeV9fXzpl7Nixjx8/LioqUlaVY5srNI5Gnblbpw4Wq7VtEAKB0BmQb0YIPQVnZ2cAKCoqGjFiBLz+K4uPNebBC5W3b9+OV2T06dMHAB48eNDU1KQy3c3Njcfj0RN4/Orwpz/9SWflJRIJHTKjI8biV8aOp3ejCer6Ai+JP3TokFgsnjBhAgCkpKTY29s/fPjQx8cnPj5+ypQp8NqrotvHO+9ALxAIBH2Bp1X4+O9//7vCVXruNGbMGJxCz53o6Sgz/969e+vr61VO/7Zv315dXQ0MbzsAmJiYAIBMJrOwsOi4VgrefKZ8FkPw6e7du4OCgkJCQlT6ejS2hroiLFRVVe3Zs+fevXtYQ7y4QyAQUBRVXl6O68rOzsZPYAC4ffu2Qmt3GQKBQOEzDR0IDQ3Ff+8wK1as+POf/7xo0SJ1rWdqalpcXDx9+nQAcHJyYvk4hYtkmUymbjERsyIFrK2tzczMioqK6B7PzMx0dHTExz/99FNQUBD9AQgX8IC8du0a/bcPByO3tLRUUJV7mys3DovO3K1TB4vVOjQIgUDoDMg3I4SegqGh4ciRIy9evIhPc3JyRo4ciZc6HzlyxN/fXy6Xq8tDUZSFhcXgwYNxemFhoYmJiYuLC0v6jBkzSktLcfqjR49drGjYAAAgAElEQVSsrKyYS6w7CY2G6Cu9G01Q1+YAkJGRcfHiRYFAkJaWdvz48UOHDpmamg4YMGDWrFnYLYLlSKVS7E/pVP1B/ZB7+3uBQCBoxMnJac9rvvnmG4Wr9NyJTqHnTqGhoakMJBKJq6tramqqQCCgp390KTz98/b25vF4zN+o79y5IxAIlJ28umnl4uKiTj6LIcCY0bG4RdhbQwfWrl27YMECHKLFysoKu42qq6vlcvmnn35qZ2c3atSouXPnYtfJtm3bzp8/r1tFGklPT2ee3rhx4/jx4xcuXOi45Li4OH9/f+zKt7OzkzIwNTW1sLCQSqXqvrgZOXIkDhzTcclyubywsFCdb0W5IqbwoKCgH374AS/4+vnnn48fP7548WIAqKiomDt3roODQ58+fX5mwL7kytnZ2dbWds6cObdv3waAq1evLl++3NPTk474y64qR9TprGAae06VsFitW4MQCIROobs3xyH0UPQ+AumgHhiFnecwJSUl1tbW169fLy0tlUgkpaWlOD0sLEwkEuGN2dTl2bJlS2RkZGFh4dGjR21sbM6fP8+eXlNT4+DgcPr06TNnzowcORJvH9vZcDFEX+ndaILKNr9z545CJD96Z8GkpKRNmzYVFxfHx8ePGjWqpqama/RnMUG/vaBgONm1l0DoFmJjY/38/FpaWvBpaGioiYnJxYsXEUJ4C60TJ04ol1LYKtXW1nbAgAH4Hr9y5Yq5ubmnpydCaMmSJSYmJmfPnkUI5eXlmZqaLlmyRI9aschXV+T+/fsCgcDBwSGhPSp3ZmVvDeCway/m7t27JiYmeOtWhNCDBw+EQqGvr69EIgkKCsKJNTU1rq6uAMDj8Wxtbd3d3bXdtRczb948lo1X8dOePg0ODhaLxb6+vra2tg4ODo2NjVzMwSjv8Dpv3jwAePnypXJm5b11laUJBAKVvaCt5LNnz1IUVVlZybEipvC2trYZM2bgXuDxeJs2bcJ5IiMjVc5HFFRSbpPKyspRo0bB60VYPj4+9DDQqCpH1OmMlNqNJadK/Vms5tgghO6FTJx7CKSDCd2D3h8xjY2N9QzUvZTU19cnJSUlJSU9f/5cnSh1eR49epSUlJSamkq/YrKnt7W1paamnjhxorv+vKkzRF/pXYC2faEOnD8nJ6dz1GSjC3qhvj0c24RAIOgXbedOGIXpKMv0LyQkhKIoHo9HUVRAQADHO527Vurkd3CKy6U1uHtGSkpK6F8gMLW1tQkJCWfOnFHIWVdXd/fuXS4ytaW2tnbatGlGRka0Z6S4uJjP59fW1uLTAQMGdKOHuqWlRSgUJiYmdlzUwoULvb29O1JRY2NjTk6OHv8q1dXV5eTkKI8xdlW1grvOereO8NZCPCM9BAPE6GwCocswMDDAB2QEEggEAuFdpampqaioaPjw4VpFG3327NnVq1ft7OwUYjG2trZeunRJIpFw3+xWK61Y5OtmCEchBgYGsbGx/v7+OkvuSubOnWtkZDR06NDFixdXVlYCQEVFRWlpKR114quvvurfv//atWu7S8ONGzeePHkyKyurI0KePXsmEony8/MHDBjQqRV1HC6qEggdgUxbegjEM0LoHsgjhkAgEAgEAvzePCN4D5S0tLTAwEDsGWFSVlbWv3///Px8rSJ26xe5XN6/f/+YmBjl/Wi4s2bNGplMFhUV1dkVdRwuqhIIHYFMW3oIJAIrgUAgEAgEAqEbmDp1au/evbtbC+1Qt4stADx8+NDFxWXVqlXd6BYBAIqi0tPTO/J1DwBIJBL2wLr6qqjjcFGVQCAQNEK+GSF0D8T5SiAQCAQC4XeK8jcjBQUF7u7uS5cuVd4ViEAg/K4h05YeQjd7eQkEAoFAIBAIhN81mZmZEydO3Lt374QJE7pbFwKBQCDoAvGMEAgEAoFAIBAIOnLv3j0vL6+EhARXV9fm5mYAwLv8dLdeBAKBQNACEmeEQCAQCAQCgUDQkaioqIaGhvHjx/d+zaJFi7pbKQKBQCBoB4kzQugeyII9AoFAIBAIBAKB8JZDpi09BPLNCIFAIBAIBAKBQCAQCISeC/GMEH4HHDx4MDc3V+WlqKiowMDAp0+fMhOrq6sDAwMDAwMfPnyonL5v375O1BVg7Nix6rTtuISHDx+uXbt248aNycnJL1686EgtmM5o20OHDgUqsWHDhgsXLnRc4W3bti1YsKDjcrqeqKioDmp+9erVRYsWjRs37m9/+9v48eNXrlz522+/6SDn8ePHHVFDo7Tp06enp6cDQHZ2dmBg4OXLl5VL7du3LzAwsKysDAA2btwYGBiYlZWlUv6GDRsCAwOLiop27dr1r3/9S4+aawTrj5VkQau7suPDQDc42oLZtm3b119/zUzRYczQw4BdGS6Pi7d2hBAIBAKBQHh3QARCd8B9BNbX15uYmEgkEpVXIyIiAODo0aPMxPj4eCw8JiaGmX748GEAiI6O7ojm6mhra8vJyUEIGRoanj59ury8/P79+/qV0NbWtmTJktLS0tDQUIqiVq1a1UGdO6lt582bp+6B4+Pj00GdpVKpkZFRB4V0C56enh3RfOHChQBAUZSDg4Onp6dEIgEAHo+3ZcsW7kJu3rzZr1+/06dP66yGRmkRERFWVlZtbW0IoZiYGABITExULuvn5wcA58+fRwgVFhZSFCUSierr6xWynTx5EgAcHR0RQg8ePODz+bhI14D1Z69R27uyg8NAZ7jYQiOVSk1NTfGxbmOGOQzYleHyuHhrRwiBQCAQegJk4txDIN+MEN52IiMj+/bte/nyZZU/P44aNQoAcnJymInJycnW1tZmZmaZmZnM9IyMDACQSqWdoWd2drajo+Onn37a2tr6r3/96+OPP8aeBT1KqK6ufv/9962trdesWVNZWblmzZoO6typbZuamsp81pSWltrb2x8+fDgqKqqDav9OWbp0aUJCgm5l586du337dqlUWl5efuHChcTExOLi4uvXr9vY2ISEhGzbto2jnIKCghs3buimAxdp1dXVa9asCQ8Ppygt/rgMGTJk2bJlVVVV3333HTO9oaEhMDDQ2NgYt5u5ufnChQvnzp2rF+X1hbZ3ZUeGQbegw5jRYRiwPy5+1yOEQCAQCATC7wLiGSG81TQ0NPz666/4rXfFihXKGYYMGWJkZFRYWEinyOXy1NRUFxcXZ2fnpKQkuVxOX8rPz7eysrKwsNCLbnK5nCnc2dm5srLS2dm5ubn5xYsXeXl5yvNVuVze2tqqTqBGCUKhMDo6WiaTAYCZmZlWk09lurhtra2tf/rpJwBQ94G9Dih0gQIsTa2uFEsRZQncM2OGDx/u7u6ukIj3d2Tn0qVL0dHRo0ePTk1NZbZwv379srOzzc3NlyxZUlFRoZUyymhrjkoiIiL69OkzadIkbQuuXbu2X79+0dHR2dnZdGJISMjDhw+joqLMzc1xSnBw8I0bNw4ePKhRoMaGZRk8LINKGW3vSp2HgW75udiic9erU0PdMODesMqPC72PEAKBQCAQCAQmxDNCeKuJjIxcunSptbX15MmT//d//1flpHrcuHH5+fn0O3dubm5DQ8PYsWM9PT2bmpro1+hnz55du3ZtzJgxLNUtWLBAecU7BmeYNGnSpEmTMjMzBw4c+N577/Xq1cvZ2Zleul9fXx8XF7djx46bN2/iz79pyRcuXHBycurVq1evXr3+/Oc/r169WuWkgkUCAPB4PHd398mTJ3NtPla6uG0BwNraGgDu37+vkD5mzJhPP/2UPn327NmHH37o5OREp9y+ffvDDz/ctWsXnZKVlfXpp5/iLnBycmJGT8Ca4Eu4qemJ36RJk/z9/Xft2tW7d+/333//559/1lhEGY5dqYy/v//HH3+Mj2Uy2fTp0/Hmjr169XJxcbl27Zq6gjt37gQAlQEU+vTps2LFiubm5v3792MD//a3vzEzxMXFffjhh7inAgMD58+fDwBeXl5YEzyek5OT//rXv/bq1at3794LFix49uwZ3VxaSWtubo6Ojv7qq6+4tIYCFEUlJCRQFDV9+vSmpiYAyMrKiomJ8fb2njp1Kp1NLBY7OjriBlHJwYMH8cDo3bv3e++95+zsfPXqVfoq+/0LAMnJyX//+9/xpdmzZzc2NmrUXNu7UudhoNE6BTTawmXYK/eyRjVUDgMdGlbhcaGvEdLZZGejwEAoK4OoKAgMhPZhmqC6GgIDITAQ2odpepWOQ2BhCaqC88C+fYCF65GxYyE399WH4s+eQWAgzJ0LTU2K2ZqbYcECWLQImGOkqAgtWADjx8OYMeDlBRs3wuuHBwBAWRkEBgL7N4LM2lVCtydwbpmNGyEwELKyVIvdsAECA6GoiNPuErt3w7hxMG4cHDyomH/RImD8RQIAiItDuHNVdhBu28BAKCjQYmMLOrzPtm3QPvIPG9u2gVaxjDIz4csvYcwY8PfXolQXEBWlnSEsaNWAPY2HD2HSJNDHjyMEwu+frl28QyC8gssIfP78uaenJz6+efMmAAwdOlQ5G16yfubMGXy6atUqiqJevnxZU1MDACtWrMDpR48eBTUhD2iMjIzY7xSpVGppaWloaLh48eL4+Pjg4GAAsLKywldPnz49bdo0hNDevXvpehFCp06doijK0tIyOjr66NGjAQEBADBq1ChlBdRJYGYAgNDQUBYruNCpbYsDByh8Ho8QysvLA1WhRlatWgUApaWl+BR/xkJRVF1dHU7ZsmULANy9exchJJVKeTyeQCBYvHhxQkLCsmXLAMDS0hLnLCwsNDIyEovF0dHRiYmJISEhAODh4YGvSqVSGxsbHo83YcIEe3v74uJijUUU4N6VyjADTDg4OJiamm7fvj0pKWnnzp1CodDExEQ5hgJGKBQaGhqqE/vo0SMAcHNzQ+3DQ2BwD+IgEWfOnJkxYwYAhISE7N+/H+c3Nzfn8Xjr169PTU0NDw8HAAcHB7q5tJKGh8GJEycU8muMM0KDR8KKFStevnxpaWlpZmZWW1urUBArqTKIz44dO3BTJCQkHD16dMmSJTwez9zcnI52wX7/JiUlAYBEIomPjz9w4MCAAQNMTEyUlVRGq7tS52Gg0TomGm3ReKfgrlfuZY1qKA8DdmW0elx0cIR0ATExCACdPy+PiEAAqH2YJhQfLwdAAKh9mCZ0+LAcAOEQWFiCyr9Ufn6vhHdcz7Y2lJMjRwgZGqLTp1F5OcINFhqKAFBAgGL+WbMQAIqPf1V1SwuaNg0BIB4PuboiT09kbY0AkEiE8vNf5Tl/Xg6AXv+d4VS7MnR7Is4tU1gopygkEiHlO+nkSQSAHB01tw9C6OhRRFFo0yYUGYko6o3tCKG8PDlFofLydvkDAhDu3PXr1RoCgBISOHXfzZuoXz9Eh/eRSlH7hzEbUiniHsvowQPE5yNDQ+ThgcLDuZbqGjw9tTCEHa0asEfx/DlycEAA6OXL7lbl7YZMnHsIpIMJ3QOXR0x4ePjFixfpU/yr7KlTpxSy3b17FwDWrVuHT4cOHTpy5Eh8LJFI6PCiwcHBeFbfEbVxHI34+Hg6ZdasWQBQWFjIUkosFpuZmdXU1NApYWFhAIBnGhypr6+fMWNGWFiYt7c3RVHlCi9lWtKpbYunOkePHq1/TUlJyd69e0UiEQCcPXtWoZb8/HwA2LlzJz6dNm2alZUVMIK/jho1ytbWFh/jLjhw4ABdHFd35coVhNCwYcNMTEwePXpEX12/fj0AnDx5ki6rEDuWvYgCHelKekr8/PlzAFiyZAl9KT4+3t7ePj8/X7lUW1sbAAwbNoxFMo/HMzExQZp8GQih2NhY5iluEGZMYmbYXW2lBQUFAUBjY6NCfhYUnA5tbW0DBgzg8Xi+vr7qugBPsxMSEpQvWVhY9OvXj5mCw9bSDct+/1pZWYnF4ufPn+NLdXV1eO0Si2dEh7tSt2HAxTomGm3ReKfQXa/QyxrVUB4G7Mpo9bjo4AjpAuiZfGGhHAAtXtzuqo8PsrZGZmZIwT+MJ9XYO9A1npGzZ+UAyNYW8flo1CgEgIKDX12yt0cAKCnpTWbs0GG6SyZPRgBo2rR23ofERCQQIKEQPXmCEELFxUidZ4SldgV08IwghFasQAAoKKhdnvp6ZG6OjI3RgwesTfMaqfSN8j4+iOkAHzUKzZunmB93oqUlUhnTfPRoxOdr4RmJjZUDdIVnJClJhavuLSEvT85wsXYI4hlRyYMHaNiwVz474hlhh3hGeghkNQ3hLeXFixeFhYUjRoygU1avXk3/z6Rv376Wlpa//vorADx9+rSwsNDNzQ1fcnV1vXz5Mt5vMjc319HRkc/nd1AxiqKY6+exhvgbCpUUFBT89ttv06ZNEwqFdOK3335LUdSJEyc4ViqXy6VSqYuLy+rVq8PCwuRy+bFjx3S1oIva9quvvvrjawYOHBgQEPD48ePIyEhnZ2eFWuzs7JghXTMyMnx8fPAGPQDQ3Nx8/vz58ePH0/kpipoyZQp96uDgAAAPHjyQyWT5+flffvmlmZkZfRV/F0AvnMFf49NXuRSh0UtXAgCfz+fz+QcOHDh06BBeFzBlypTc3Fw7OzvlzHiBg6mpKYtAHo+nVWgMJgKBAHsHMDh65X/+8x8dRD148MDQ0FAgECikjx49OkAJ7PxSgKKo+Ph4uVweHx8/b948erAx6devHwBgb5oC5eXl+EMDGtxTzxif+Ku7f2/dulVWVjZ16lRDQ0N8ydjYeObMmSz2dvCu1GoYcLQOo9EWrYa9tmooDAOODcvxcdHBEdJ5KN9/Q4YYGBkBI0wTyOWQmgouLuDsDElJ7Yrk54OVFegpBJZq9RQ0dHY2qKwEZ2doboYXLyAvD9FRrQ4fBmNjCAyE6moAgLIymDPHoF8/2LHjVYZz51BCAri5wU8/AfM7S09PCA0FmQx+/BEAwNYWKApUPrpYaqcV7ghr10K/fhAdDdnZb+YzISHw8CFERaHXQWk0kJ//Rvk+feDXX18dZ2WhnBxYvlx1qYkT4fJlxQU1MhmcPQssCw21DDSkRUGNSyRwU3/4oepLLMW59JFWdilnHj7cQCko06uqWWpnv6qAtktIWPKzGNvxbmJHK5Nptm6Ffv2gtBRsbTtUO4HwLkE8I4S3lMjISIVtCGxsbHx8fPLz8xV2RQEAZ2fntLQ0ADh16hQA0AEvPv/8cwA4ffp0c3Pz5cuXXV1d2Ss9dOhQnBroPIaGhszwHxoDLpaXlwPA4MGDmYmGhobGxsbcd3xYu3YtAODl9P369ROJRNevX+dYVpmuaduFCxfGvGbv3r2JiYkymWzRokUqVfLw8EhLS5PL5bdu3aqqqnJxcXFzc8PxLFJSUuRyuYeHB51ZXRfgYLEJCQkfMsDBER6/Xq5taGjI4/HoslyK0OilKwGAx+PFxMRUV1f7+vr+4Q9/cHJy2rhxYzWehSjB5/N5PF5JSYk6aXK5vKmpiY4BoS329vbMxjQyMjI0NKyrq9NBVF1d3fvvv6+cHhwcvEcJe3t7lUJsbW1xgNIffvhBZYaPPvoIVPUOAOCvNlavXj1p0qTPPvusd+/eePEFE3WD5/bt2/B6Uk2jcKpAB+9KrYYBR+s42qLVsNdWDYVhwLFhuT8uOjJCOoPkZPj73+G996BXL5g9G5gRVMaNg/z8NzOW3FzU0ABjx4KnJ2pqejNpf/YMrl0DTWGaFFmw4FXcCuV/mEmTYNIkyMyEgQNfqefs3G7GXl8PcXGwYwfcvAmFhQb0bWFhAbt2IZkMfH2huRm+/BLkckhMBNrnGR1tAACrVqmIlxEcDDExgH2PFAV9+4KTk+qwGupqZ2lP7lAUJCQARcH06QY4ZkpWFoqJAW9vmDrVgKMQkehN37W0wAcfvDpevtwgOBjUuVdwxKFDh9olHjkCPB54eio2xcGD6NNP4b33oHdveO89cHYGHLEnMBDmzzcAAC8vUPloV1eQSXIy9O0LvXrB++/DggXQ0KBCjpcX+PkBAPj5wYcfvhmTFy4gJyfo1Qt69YI//xlWr34zt580Cfz9Ydcu6N0b3n8ffv5ZRf9yUY9GJoPp06F3b+jdG3r1AhcXoKMt+fu/MV/jeAaAlJQ3g8fLCw4dQh9+CEovNQDw6o7DObGB7L6JoiLk4vIq///7f8CM+sViLItpuqnBhL1BND4fAGD1ahgzBq5dg6FDuVZKILzz8DRnIRC6nBcvXuTn5y9X+lFm9erVhw8fXrlypUKwTzc3t/3799+4ceP48eNCoXDIkCE43cXFhcfjpaenGxoayuVyFxcX9nrnzJnToPL1AcC/Y6HJmLNxGo6/88vl8q1btzI3u+3Xrx9++9eBLmvbsWPHct8g2dPTMyYmJjs7u6SkhMfjOTs7l5aWHjt2TCaTpaSkiEQidT+kKzNx4kTlWbelpaW+inSkK2n8/f0///zz//znPxkZGenp6Tk5OWvWrDl79qxKMx0cHHJycmQyGfNbFZpz586Bkr+GOyp9GbrRpBy2USewt0KHz7vWrl0bGhpqaGjo6uo6cODA4ODge/fuqdx3SRncg8oxj1nyd/yu1GoYcLeOoy063Clc1FAYBhyV0epxofMI0TvJyfDllyCRQHw8ksvhhx8MfvnlzdUxY+DwYTh3Drm4GABARoYBRYFUCnV1BgCQmWmAP4jBM7exY7Wr+qefVM91AWDPHgCA+nq4eRNOnIDZs2HZMpSXZ7BjB3zxBdy58yrb/fvw5Zcwfz68/z7cu9dOwpQpBikpkJAATk5w4wYcOICsrd84FE6dAoEARoxQ4WIwMmo39frlF7CwUO2JUFk7e3tqha0trFgB4eHwP/8Dq1dDYKCBmRlER2shwckJMjOhqQkoCvLyYNw4AIC0NLhyBZKS1JaysgKJBI4eBeYnmAkJMHEi8PntmiIqCoKDDdzcYNkyxOcb5OfDli0glcL9+zBlCpLLDfbvh9mzYeBABMC1IH2fNTXBV1/BsmUwaBBcvAibNkFJCZw7p6jtnDnwl7/Azp3g7w//+Ad88gkeqPDFFwZiMezcCUIhpKVBeDhcuABZWQAA9fVw7x4kJICHB1RVgY2NYv9yUY+JlxfcugWbNoFYDA8fQmgoODpCRQUYGUF9/ZsYtBrH8/Hj4OUFtrYQH48AYONGg4AAg6YmFd9rFBWhUaMMTE1h504wM4OcHAgPZ+vWggLk6GggEsHu3fCnP8GRI7BiBbx4Af/zPxqMZTFNBzUUYG8Qjc8HACgsBBsbTnURCD2I7l7OQ+ihsI/AdevW5eTkqLw0YcIEYCx6x+CfuGNjY0UikZ+fH/OSh4eHRCL59ttvcSAGdurVgzNIpVKj9ut38SJ85fCBNGfPngVGqA5MS0sLRVGeKldgK1FcXAwAzIgAhoaGJ3RdfdsFbasupCILbW1tfD5/xYoVEyZMkEql6HVc2ISEBKFQGMxYg67cBThia2pqKi4yT2n9Nx3yQLmsxiJMOtiVzNCbL1++pOPLtrS04KiWEyZMUFkQb7ShMiIvQgj/fo7DMUilUmNjY+bVxYsXA2ucETMzM2Z+HPxi8uTJOkhzd3dXiBSrbQRWjKenJwCoCwn04MEDAAhSCCGA0J07dwDA3t6eWTA0NFTBXnX3L/6MIiwsjHkV94tKJXW+K3UbBlyso9FoC5c7RWWcES5qKAwDjcro8LjQbYR0BlZWSCxGryOooLo6ZGHxJuDF3bsIANEPjKFD0eswTUgieRONIjgYUdSbRf50qE51/zjGGZFK28VMRa+jqBYWcipeX//KFl9fxUsASFXAbj3A3p7atkxbGxowAPF4yNcXASBVQWnYePQIWVkhMzNkbo6srBC+121tkZon8as4I/X1CAfffR1SHN2//6r2xMR2cUYsLFD7iD1o4UIE8CqELUucEfaC6HXXM+JHofBwBIBU3mRYK+ZDWixGZmaIEU0LhYUhALR/v5wWzhKXRKN6TJ4/RwCIEW0JxcfL7e1fZWZGYNU4ni0skJXVm8HT2Ij69XtjNbMBhw1DJiaI8fBG69ezjRB7e2Rs3C6/oyPi8VBLC5ux7KbpoIYCHbzBmeChS+KMsEMmzj0EspqG8Nbx4sWLvLy8zz77TOVV/Ba+cuVKZqKxsfGgQYPi4uKqqqoUfnh0c3O7du1aYWHhWA4/yRmpR2dznJychEJhbGwsc2/XmJgYuVzOjPTBAv4Nlo4IcPv2bT6fz/33VSbd2LbsUBTl5eV18uTJ9PR0HFnAxsbGzMwsLCxMJpN9+eWXXITY2NiIxeKjR48+ZWyVmZKS8v777yusHtKtSMe7EpOcnNy7d2884QQAHo83d+5cllghc+bM6dev37p165RjQKxduzYlJcXNzQ03Gp/Pb2hoYH73lIV/5msPs6Lq6mp692VsDgB4e3vrIE0oFL548YLjHsY6c+XKFXgdXIbJrVu3AMDDw4P5KUFiYiIAcFFpyJAhFhYW8fHxzMx0HynT8btSq2GglXUabdHhTsFacVFDYRho27AdR90I0Tu3bkFZGUydCq8jqICxMTAjqPTtC5aWr+JTPH0KhYVAx0VxdYXLl1/9Hp6bC46OoPAFzOjREBCg+E9VcB42KAomTXrzk/6IEQgAamo4LSepqQG8qK6wUMUmvqyBj3REY3tiuLcMRUF8PMjlEB8P8+aBqqA0bJiZwc2bEB0NO3fCzZtgZgZHjqDycliyBABg3z6YMgXmz1exR+8//wkAQD+tjxwBExNQXstbXg7tI/YA/ijw2TMNHcSloEAAjPhRMH/+K000UlCAfvsNpk0D5heK334LFAUnTryST1HAiNali3o0fD7w+XDgABw6hPAwmzLFIDcX7OxUZGYZzwUFqKICAgLeDB6BAObNU6GeTAb5+fDll8AIsgTBwQCMLmPS1AR5eYr59+2D0lLg8diMZTdNWzVU0pEbnEAgqISspiG8dURFRT1//nw+/kuuClNT0/z8/KysLOYKDhcXl02bNlEUpTBLHz16dGtr64v6wnMAACAASURBVPnz5w8cOMBM9/LyWrp06fDhw728vFasWEEvEtE7FEVFRETMmDFjzJgx33///UcffXT69Only5fb2NgsWLCAqYk6CXZ2diKR6Pbt29bW1gCwa9eu5cuX01+nM/VPSUmZPHny9OnTf8QR8JTomrbVDXd3d/wdwahRo3CKq6vrgQMHDA0NNS6Dotm+ffuXX37p5OS0bt26v/zlL5cvX/7uu++EQuG3337b8SIauxI49Ca21NLScvny5Xw+/x//+MezZ8/27NnT2trq4+OjMj9FUenp6Q4ODpMnT96/f7+fn5+RkVFVVVVsbGx+fv6gQYMOHjyIczo5OR0/fnzixIkLFiyQy+U//vhjVVUVUxSe0MbExDx69IheIObt7b1ly5YBAwacP39+yZIljo6O+OshbaW5urru378/MzNTN7cdR65evQoAyjfs4MGD+Xz+jh07nJychgwZUlRUtHr1ahzkguNap4iIiMmTJ7u5ua1cuVIgEGzevBnPsVXC/a5Uh1bDQFvrNNrCfdgze/nzzz/XqIbyMNCqYTuOuhGid27fBgDo16/dYgeFU2dnSEgAADh1CgEYjBnz6urnn0NEBJw+jSZMMLh8GcLDFYUHB4Onp2Kiv/+befihQ0hdSAJ//1cKGBq2W7+gKSjWG+RymDgRXryAyZMhIQG+/hp27Xpz1dAQcnO5iuIOl/YEDi3DxNYW3N0hORnUBKXRAI/Xrq5Vqwy++QaMjWHrVli+HL75Bq5cgaFD4fJlEIvfZBOLwd7+zYKaQ4dg0iQVjU9RUF4O//kP3L4NDx5AYSHXeKVcCg4b1q7GPn1AIAAusXfKywEABg9u1+yGhmBsDHQ0LUNDUL/QUDu7eDyIiUEzZhj4+hpQFDg4wPjx4O/fzl/AVEPdeMZqW1u3y8/sFBocFDkhAVJSFC+pbJ8LFwAAFJar0p44FmPZTdNWDZWwNAiX5wOBQFBBd3+0QuihqBuBLS0tKoMpKOPg4MAsePLkSVCzuSleOV9ZWclMlEqleNtaqVSqbptMZXRYTYOJj483fx2xjaIoPz8/eudXWhMWzp8/7+7unpqaumXLFoWvxJn64x9vA5ibKzLosrbV4fN4hNCTJ08oimIu38DLZPDKDqa96lbT4NOkpCQx44Vo2LBh169fV1dWYxFlWLoSsfYmcxnF3bt3mSEeTE1NIyMjWRoHIfTkyZOQkBBjY2O6lLm5eVhYGHNNQVtbW1BQED0/9/b2jo+PB8ZKh7q6ukGDBuGrL1++xA0SHh6O4z5QFOXr6/sEb7mpvbT6+noej8fchrYzVtOMHDlywIABKi8lJibSm/jweLyFCxfiDUrohUga798DBw7Q94hEItmyZYs6JRHnu1LZOt2GgUbrFNBoC/udQq+mUehljWooDwN2ZfS+moZlhOgXhcURmKNH2y3rOHxYDoCuX0c+PkgofJOtrQ3xeGjatFd7publvRHCcW9aIyO1i0owylu34gUaXFoarwhYtw61tSGJRHETXzc3BNBuFYCCknv3aq5CGY3tqdt+xp6e+lkpsHcvMjV9tUuxmRlatuxVOn1Mr6ZBCG3Z8mpBzZ07bxRTMBAvUTE0RJ6eKCgIJSTI161D9AoaltU07AVxZjc3Rf0NDZG7uwq7FFbT4BF79KhiNhMTZG39Sjj7lsAa1VOmshJt347c3RGP96qsytU0LONZpdonTqhYTZOa+mqN2I4div9U3hqnTikuTdLKWHWmaauGMuwNovH5wISspuEC/beyuxUhdC6kgwndQ898xNy9e/f8+fPqXujZaWlpOXny5J07d9iz7d+/v2sW2L/lVFZWnjlzhp7k671IR7qS5uXLl2fOnCml16Nzo7S09PTp0w8ePGARe/bs2draWpYMLS0tiOEpwEWe00u0dZKGEAoKChKLxZxN0ZrKykqKonbs2KEuQ1tb25UrV4qLi9va2nSroq2trbi4+O7du1wyc7wr2eE+DLS1jostHIc9s5c1qqFyGGjVsDqjcYTokcJCOQBqH0EF7djRbopeV4cAUGysXCRC7cM0IQ8PJJGgb79FCiGwOM7/6+vV/sPo7BnBzho6JEppKRIIkFD4xhUSHd0ufgqTnBw5gOoZuEY0tmc3ekba2pBYjCIiEELo5ct2Dg53d4RDAzE9I5WVCACtX4/CwpBI9EoI0zOCPSb29u0UCw3V7BnRWBBnVhhU9fUIAE2bpsI0Bc/I2bNy5c5taUEUhXA0LXbPCBf1FHj5Er2OtoRaWl71OG5S7p4RlsGj4Bm5eRMBIKUgS0hVbDGEEHr0CAGgGTPaJebny8PCXo12FmNZTNNWDWXYG0Tj84EJ8YxwoWdOW3ogJM4IoYcybty43NxcfFBQUNA1lfbt29fJyUlhSwVaE3Z4PJ6bm5uV0nJqpv4NDQ3R0dETJ07Ul8K/X0QikYuLS58+fTqpiMquBM69ieHz+S4uLtYKXwBrwtraesyYMebqNo0E4PP5zs7OpuojAeCdgJWLGNJLtHWV9t1331VUVKSnp2s2Qyd2795tbm4+i7mAvj0URdna2kokEo3babNIkEgkffv25ZKZy12pEe7DQFvruNjCcdgze1mjGiqHgVYNqzMaR4geGTLEwMIC4uPbLRZQiKBibAyDBkFcnEFVFUiliHnJzQ2uXYPCQq13pcEYGan91xEqKmDaNDA1hcOHX6VYW8OmTSCTvdqPFgBmzAALC1i37s0mrxiZDAICDABgxYp26Rzh0p7dxY8/QlMT4EWTeNQzF7H16qWYXyQCR0c4fBh++QVUrpK8dQsAwMOjXXyZxEQAaGe+8lI5jgX/+1+4dOlNL+DFUN7e6ux7g5OTgVAIsbHtpMXEgFwOXKJpcVSPJjkZevd+08s8HsydCzyeCsPZGTLEwNoa9u0DOnTSixewc6eKnDY2IBbD0aPACLIEKSnw/vugMsiSmRnY2EBGRrtoOzt2GISFwb17BqDeWHbTtFVDWzrp+UAgvPMQzwihh5KWllZTU4MPamtr3wZNdC5O619fXx8YGMg9KgdB73SwN3/v9O3bd/HixWvWrOkM4Q0NDdu2bduwYcPbsF0rO93+VOleOnUYsND1IyQiAt2+DW5ukJWFcnPRV1+BcgQVFxc4cwYoCsaObbe8f/RoaG2F8+fB3V0XP0JngMOL/Pe/sG9fu0AP8+eDmxucPQubNwMA8Plw6BCiKBg1ymDSJPj5Z3TsGKxZAwMHwu3bEBoKw4crBjLIyIA//hFmz9agAJf27Hqam+GHH2DZMhAIAAB4PLCxgXPnDACgoQGyshSDUGAmT4bLl+HaNfD1VdG/gwcDnw87dkBuLmpuhtxcNGbMq0greOaMh3BMDMTFIa0KYoyMYMIEg0OHUFER2rwZli8HR0dwd9dsLEW96oUxYyAtDa5ehc2bYfFisLGB19G02OCoHo27O1hawvLlsHs3FBSgzEyYMgVaW8HHR+ubIioKfvsNRoyAXbtg926wt4cHD1Tn3L4dqqvByQmSk6GoCO3ZA35+IBSCunBkP/wADx+CmxtkZEBREVq9Gg4cgNmz4fPP2YzVaBq7Gikp8Mc/cmpzAoGgR4hnhEB4dxCJRIGBgd2tBeF3w9ChQ12Vt0zoGGFhYXV1dcnJyfoVCwAbNmxwcXGZMmWK3iUT9E7nDQMWun6ETJpkcOAAunYNRo82cHAwuHcPNmxQzDN6NPx/9s41LIojffsP7ThhWSS4ZsISRZTlYpFFlih4QgSRRYIECZIXUIQoY1RETDDJajQaTVTiEQ0Y/CNGxYHoRhEjSHBEQEERjWhQgRBCxENQSBRQkeDU+6FxGHpOPQdmBnl+Fx/o6uquu+6u7q6q6aoCAFdXYHyXY2cHw4fTEQxlQsQPP4TSUpg3DwICmLv27wceDz76CK5eBQCYONHo0iXw84P//Q/CwoxmzIA1a2DgQMjIIDI7xDo6oLVVxho3DNj4qXu2bwcOp1sbdcsWSE2FadNg9GiwsYGFC2UcFRwMFAW2tuDiIuP6WlrCwYPQ1gZubkYvvQQeHkb/+hcUFhIAOH8eAMDPz2jUKPj2W4iMNJL82kLpgTSTJkFMDERGGrm6Gn3wAbz9toyZPuXxzjtGAgGprYVp0+Df/4aPPoKQECgq6uwYUgxLeWIoCoRCGDkSFiyAsWON/vMfEAohIaHbkiss8faGU6cIjwexsfDBB+DpCRs3yo4ZEABZWdDSAtOng6ur0bx58M9/QkGB7Glf6fgHD5KaGpg6FVxdjTZsgLg4SEpSklmlWVMsg75lnjxR1QYEQTTCiBBD+bEC6VMYGXW+G/RVAo2MjDIzMwMDA42MjLKzs3t0NQ2WStQ+XL/6EUk0vJrIiwHelX0KkQiuXgUzM+jhoUKGiEgEP/xAHjww+te/wNJSa+c0KD+PHIHXXiOMD2EqK6GkBIyNSVCQEZsuA5mIRFBRASIRODnJXjmovR0oSsZCMEoPpOnogLNniYuLkXpjKGpr4dYtMm6ckarfYLGUJ0l7O5w9S4YMMVJxdGkXf/zB7Hz88kuIjYXLl8HZWfYhd+/CjRvk9deNWI67ra2FO3fIuHFGkleEzUVUnDV5MvbuJaWlRpLLQiF6RO/NFkQ34Kq9CIIgCIIgakJRcpteLzwUJfubCA3PaVB+BgUBY+VgALC3B3t7GeEqQVHg5KQogrwuCaUH0nA44OmpvkIbG7CxUedwlvIk4XLBy0sjM199Ffz8ICurK2TPHjA1VaTE0hIsLVVIVKYhbC6i4qzJlNHaCsnJRuvXM1etRhCkR8GeEQRBEARBEARBeiuRkZCaCqGh4OtLHj0y2rcPysshMZHtRyuGRksL8Pma9hYhCKIq2DOCIAiCIAiCIEhvZfduGDYMMjIgM9OIomDsWMjKkjFjTm/B0hJw1jgE0T3YM4IgCIIgCIIgSC9m5UpYuVLfIhAE6c1gzwjSRzGcKZQMRwmiOXg1EQRBEARBEKTX0TuH3yGIlvj1118BwNzcXN9C1KS360eQFw+8KxEEQRAEQXod2DOC9F2WLFkybNiw8ePHT5gwQd9a1KG360eQFw+8KxEEQRAEQXojRvjtN6IXDGFh8I6Ojra2NlNTU30J0JDerh9BXjzwrkQQBEGQFwxDaLYgOgB7RhD9gI8YBEEQBEEQBEEMHGy29BFwNA2CIAiCIAiCIAiCIH0X7BlBEARBEARBEARBEKTvgj0jCIIgCIIgCIIgCIL0XbBnBOkFFBURPh9qaiApCfh8+OOPbnsbGoDPBz4fbt+WEb5nDwBAejqh40j+xcfD2bPaHy44dSqUlHSdlhZfXi4j5p49QOdr0ybg8yE/X7aY+Hjg8+HiRVJTA3w+JCWpkLo0YjOBnS0stSnS9Jxdu2DaNJg2DQ4cYMZfsgS++qpbyP79ndpoqQyamzvVXrigwhVsaur8Z/t2eP99tkdt3w6LF7NPBIRCmD4dvL0hIkKFo3RAUpJqGVGASgb2NW7fhtBQ6OiQG0G/7mmxGGgF8V35ojJ16tSSkhLJkKSkJD6fz+fzFy5c2NzcTP/T1tbGOLC9vX3x4sVLlizpkChMFy9eXLx48Ztvvunt7f3WW29t2rSpublZXtK3b98ODQ3tkFMWVU2aTeoikeibb77h8/kREREff/xxRUWFfGMUSd2zZw//OYoPZNgr6a3M+EVFRXw+v6amRvx/uazXMy2AjrZp0yY+n5+fny/zhPHx8Xw+/+LFiwqyw5Ie1ab2pdGNtr17977zzjvvvPPOrl27xAWSfTFQFem7EkEQBACAIIg+UKkEpqQQAFJYKNq4kQCQw4e77RUIRAAEgKSkdAs/eFAEQJKTCSEkOprQcaT/QkK0k6Nnz8iZMyJCiIkJOXmS1NWRmze7xGdmyjhk9uzOfJWViSiKWFqSlhZmnBMnCABxdyeEkMJCEQAJDFQhdWnEZhJ2trDUppTDhwlFkc2bSUICoSgiEIjEu86dE1EUqavrFj8qqlPJhg1ycwFAMjJEMnZLceMGcXAgJ092bvr5kUGDWMmmI5uaso186xbhcomJCQkIIJ99xvYo3RAYqEJGFKOSgX2KR4+ImxsBIE+fyo2jX/e0WAw0hHFXvmA8e/bszJkzhBATE5OTJ0/W1dXdfP5QDgwMpCjKz88vICCAELJ69WoAiIqKYpxh3rx5ACAQCOjNP//8MzIyEgA4HI6Pj09gYKCdnR0AWFpalpaWSgt49OiRm5sbADyVXxZZJs0y9d9//33UqFEAMGrUqICAAHNzcwBITExU6pW01M2bN/v5+Q0ePFheJUGevQxvpUlJSQGAwsJC8f+Zsl7Ps2fPFkcrKyujKMrS0rJF6i144sQJAHDv/hZk47yOtal9aXSg7eHDh2PHjgWAsWPHTpkyhaIoKyurW7duERbFQFUU3JUIohhsOPcR8AIj+kG9npGyMhEAee+9bntDQoidHbGwYPZx0E1r+q1HdwFkZ3eLUFVFxo8nAESV6oFcTp8WARAnJ8LlksmTCQCJiekSr7hnhBCyYgUBIAsWdIvQ0kIGDyZmZuTWLUIIuXyZyOsZkZe6NNI9I0ptYaNNKX5+XcpDQsjkyV27Jk8m0dHM+PTlGz6cODvLONuUKYTLVaFnZN8+EYAuekaysmR00hkI586JvvtOO6fCnhGZ3LpFxo7t7LMz2J4RLRYDDWHclS8Yp0+fBgAnJyculzt58mQAiHn+UA4MDORyuZKRx48fDwBZWVniEIFAwOizCAsLA4DIyEjJdmZmZqaxsTGPx/v9998lT3jr1i26tam0fc4maZap0/0p4lO1tLS4u7sDwLVr1xQIUCCVbmbLPEqevdLeMlCjhU8IWbFiBQAs6P4WbGlpGTx4sJmZ2S2JtyB753WpTb1Loxtt7733HgBkZGTQe8vKyjgcjr+/P+OcLHUqRsFdiSCKwZ6RPgKOpkEMF5GIGeLiYmRqCmVl3eJkZ4OXF3h6QlZWt0NKS8HWFqys5J7fzg727gUAyM1VRxtDnqen0Z074OkJ7e3w+DGcO0e2b1fhhGvXgoMDJCdDUVHX8zcuDm7fhqQkMngwAICTE1AUDBok43ClqUubKQ9pW9hoU0ppaZfygQPh0qXO//PzyZkz8PHHso96+20oL2cOqLl/H06fhhkz5KbV3s5KkhoHKv04mvb5lVdkhCs+ls0FUilf0pHHjTPy95edtILUFe9loOLH44riK8is5pdJASrlV5Jt28DBAaqqwMlJzaSVylaQcZmaZeZFjWKgqicyI6t6V2pyEfWCSCQSSeTc09Pzzp07np6e7e3tjx8/Pnfu3Hb5r4SDBw+amZnx+fyGhgYAqKmpmT9/voODQ2JiIh2hoKAgIyPD19d37969pqam4gMDAwNXr159//79L7/8Uhy4bds2BweHqqoqJxZlUWnSLFMXiUT79u3z8fEJCAig95qami5btgwAjh07Ji91laRKopK9ACBS765+ztq1ax0cHJKTk4uKisSBcXFxt2/fTkpKGvz8Lahednpam3qXRjfaAEAgELi6uoaGhtJ7XVxc/P39c9WolknBuCVB9WKDIEhfA3tGEEPk2DEYMQL69YP+/eHdd+HJk65d06ZBaWlXzbukhLS2wtSpEBhI2tq6mu7NzVBRAd7eShKyswMAuHkTAGDxYuaMG+I/mtBQCA0FoRBGjuzU5unZrdHe0gL790NiIty4AWVlRpQqtxdFQUYGUBS8844RPcY2P5+kpEBwMISHG4nj2NjApEmyZ9aQl7oCM9nYwlKbUiwtu67an3/Cyy93/v/xx0YxMSCveyUsDAAgPb1b4KFDwOFAYCDThwMHyL//Df36wUsvQb9+4OkJV68CAPD5sGiREQC89RYMGyYjFXkHSnLsGNjYQP/+8Je/wOLF0Noq4zxvvQWzZwMAzJ4Nr7zSWRrPniWTJkH//tC/P7z6Kqxa1a2JGBoKERHw1Vfw0kvwl7/AN9/IuLhs5Im5fx/eeQdeegleegn69wcvLxAPJ4+I6Mq+0sIMAMePd5Wct96C9HTyyisgFMpIlL7X6Jh0HhU3ay9eJF5enfH//ndYv55VZhVkTT0ZYpS6ofThAACrVoG3N1RUgKsrq0TZy1bgiXT5UZoXlYoB+zIgU4wC8fLuSrUvol4IDQ0NDQ0VCoUjR47s169f//79PT09a5472NLSsn///sTExBs3btAjC+Sdx8rK6quvvrp///6sWbPa29unT58uEonoLzLoCMnJyQDwySefSB8bExOTkpIiblgCwKpVq7y9vSsqKlylymJOTs4rr7zyvsQ8N0qTZpm6SCTKyMigvxEQw+VyAUA8F4l06gqkKoWlvceOHRsxYgR9dd59990nbF6BUlAUlZGRQVHUO++8Q8+CkZ+fn5KSEhwcHB4ernZ2dKONzaXRlzYAuHfvnmS/CQA0NDTQ8mSyePFivhxA2S0JqtyVCIL0RfT90QrSR1FQAunxCM7ORCAQpaWJHB2JuXnXABB6MMipU51jKD75hFAUefqU3LtHAMiKFZ0nOXy42xgWmcNGCCHnzonEc2qYmsqddIPGz48MH05MTMh77xGBQBQTQwCIrW3X2U6eJJGRhBCSmtqlhOVoGnF26Fw8fUqGDycWFqSxsdshly8zQxSnrthMNraw16aY6GhiZ0eePCFPnxIHh86xOdnZxNiY/PabjPj0aJqWFuLsTJycuu1ycyOzZpHMzG6jaRITCQDx9SUZGaLDh8lHHxEOhwweTJ49I6dOiebMIQAkLo58/bWIdB/OoOBAGj8/wuEQDod88gnJzCQffEAAiIeHDM0nTnRaGh1NUlLIrVvk++8JRZHhw0lyMjl8uDNTkiOJ/PyIvT3hcEhQEBk/nly+zDynUnkM3NzIoEFkxw6SlUV27iQ8HjE375wjRnKCCaWFmbbXyYkIBCKBQOTsTIyNu0qLpIFlZSJTU2JtTZKTSWYmiYsjAETOGH9CCCktFXG5xNqapKSQw4dJSEjXnas4swqypoYMSZS6ofThQAi5caPzH/oqsxxNo1S2Yk+ky4/SvLAvBorLgMx8McSodFeyccPQ8PPzGz58uImJyXvvvScQCGJiYgDA9rmDJ0+ejIyMJISkpqauED+U5Y/4oEes0GMx0tLSJHeZm5sbGxuzVHXjeVmMioqC7mM6MjMzQdbEIgqSVjV1SeiBEqdOnZKXugKpRNkwCpn2MrzNysoCAGdnZ4FAkJaW5ujoSE+xoeqoEBq6b2jFihVPnz4dPny4hYVFY/e3oOLsMNCxNgaMS2Mg2p48eULPfbNmzRrGOcWbkl8tSbdoFN+SRP5diSCKwYZzHwEvMKIfFDxibG2JtTV59Khz8+FDYmXV1Zj/+WcCQNat69zr6trVRnV27pqTIiams8eEhm6vHj5MWlo6/378kaSmEktLAkBOn2Y1V4WfHwHoNnXovHkEgJSVKTpcPFeovD/JnpFnz4ijI+FwyKxZBICcOMFGlyIUm6mSLRpq++03YmtLLCzI4MHE1razN8TJicirmYh7Ruhpd6uqOsNv3uxMndEzYmVFHBy6nSE2lgCQ0lIRUTjPiOIDyfPrTk/lS/PZZ3Lbh7QqcY3R2ppYWJB797oirFlDALqagvTJFcxLolSeJI8eEQDy0UddIQKBaPz4zsiMJrHiwmxlRWxtu0rOkyfEwUF2z8jYscTcvFv31oYNikrI+PHEzKxbfHd3wuGQP/9UlFnFWVNDhiTq3dryUKlnRKlsxQVAuvwozQv7YqC4DMjMF0OMSnclGzcMDT8/P+g+Uyk9oUNZWZmCo+T1jLS0tFhZWQHArFmzGLsAwNXVVVV5bNrnSpNWO/Xvv/8eADxk9iKzk6rGBBMMb21tba2trR89L8QPHz6ksynZwlcAo4X/7NkzR0dHDocza9YsADghv1yycV5f2giLS6MXbcHBwfQXHMHBwZLhKhUD9W5JBFEK9oz0EfArMsSwqKyEmhoIDwcTk84QMzOYO7crgo0NDB/eOUvFH39AWRn4+nbu8vGB8vLONSBLSsDdHRjfY86YAQMGdP6NHAlRUdDUBAkJ4OnJdkgIRUFoaFfkCRMIANy7p/zwKVMgKor5Z2sr4/wCAYhEIBBAdHRX1tRDqZk0LG3RUJuFBdy4AcnJsHMn3LgBFhZw6BCpq4OPPgIA2LMHZs6ERYtkrNH7//4fAMA333RuHjoE5ubg48OMVlcH5851C+HxAACam5VcHTYHGhvDvHldERYt6lSimAsXyK+/QmRk5wlpPvgAKAq++67r5BQF77yjkTwxXC5wuZCWBunphB73NHOmUUkJjBkjI7KCwnzhAqmvh6iorpJjbAzR0TLk3b8PpaUwfTpYWHQFxsQASFwySdra4Nw5Zvw9e6CqCjgcRZlVnDVVZajkRs/BRrbSAiBdflTKi7zI7MsA42ySYlQqvZpfRL1AUZTkSJYJEyYAwL1799Q41b179x4+fAgAZWVl0ivpDpI5xZSWUJy0Gqnn5eVNnz7d2tr64MGD2pGoOpWVlTU1NeHh4SbPC7GZmdlcqVfglClToqSwlX49A1AUJRAIRCKRQCCIjo721eANrUdtSi+NvrR5e3unpaXNmjXr22+/ffPNN9We4kSLtySCIH0Njr4FIEg3qqsBABwcCEBX1Zmx6ekJGRkAAN9/TwCMvL079/7nP7BxI5w8SYKCjMrL4bPPmCePjYWRIzv/pyj429/AywvMzDpD0tOJvAHtERGdqZuYgOSgVPYDVGNiIDBQ+rQyOgKcnMDfH44dgy++YHtyebAxE5TZokVtHE43Ez75xGjpUjAzg23b4OOPYelSuHIFXF2hvBysrbuiWVvD+PFw+DCsWgUAkJ4OoaEynKcoqKuDb7+F6mq4dQvKytjO+MjmwLFju6U4cCAYG3f2wSmgrg4AYPToboabmICZGVy/DpIhHPlPYpXyxeFASgqZM8do1iwjigI3N3jzTYiI6NbUlExXXmGmldPTzYiRX3/gxgAAIABJREFUvChi6OmQMzLg+HHmLpn+nD0LADB6dLdAcV1aQWYVZ01VGdIovrXZPBzUgI1spQVAuvyo9JiSF5l9GVAgRqXSq/lF1AsmJiaSUxWoPW2BSCR6++23Hz9+HBYWlpGR8f7773/11VeSqZSUlGiqVa2k1Uh9//79c+bMsbGxKSoqspD59NEJ1dXVAODg4CAZyNgEgJiYmECp13NERESN9OsZwMnJyd/f/9ixY19o9obWlzY2l0Zf2ubPnw8AM2fOHDp06IYNG3bt2rVw4ULpaOnp6R1yHscRERGgvVsSQZA+CPaMIIYF/SMB40XG4XRre/j6kq+/Nrp+HY4eNeLxwMWlc6+XF3A4kJtrZGICIhF4eTG7AKZOBT8/uUnPn28kc1pNAIiIUD0nGkBnX/4EZGxhYyYos6WHtO3ZA01NEBcHAPDFF/D++/D55wAAf/877NrVbUpOAHj7bYiLg+pqoCj44QfYto15ZQFg7VpYvRpMTMDHB0aOhJgYUltr1H3KOdmwOfAvf2Eexb6uJW04qLJUkKr5iogw+s9/4NtvIS8PcnPhzBn49FM4fZrI/GxEW7z9NowfzwwcPlxGTDrjEnM7dkNxZpVmjb0MVenRh4Ni2WoXbENADfE9dxENnPfff/+HH35Yt27dsmXLbty4kZyc/MYbb4gXE5k0aVJubm5DQ4PM1mxERISnp6f0r/paSVrV1JcuXbp161Z3d/esrKyBAweqJ0kr0B8dMBrGHAX90OygT6hgilA26EUby0ujd9/ef//9DRs2nDlzRmbPyPz581vlPI4jdFxXQxDkhQN7RhDDYsgQAmBUXd2tFXf3brc4vr5GAHDxIikqMpL8KpOiwM8PrlwBHg/MzWHcONWagoxUXgDYmKkXRCJYuxb++18wNYX2dmhoACenzs4OV1eoqmLGDw2FuDg4cgTa28HSEiZNYl7ZmhpYvRrGj4eCAnGvjdGnnypXwvLA8+e7bba2wuPHspdPluTVVwEAKiu7BXZ0QHMzeHoq18ZeniTt7fDXv8LixbB4MXR0wK5dEBMDX3xhdPgwqxRpbGwAACoqICioK/DXX+XGfPnlzhFGYtraZHd//PvfAAClpTB/flfghQskN9fIy4usXm2kILMKsqaqDFXpobtGqWy1C7a2tLEpA/JQVXxPX0RD5tixYzt27PDw8Pj4448B4ODBg//+97/5fP6PP/5Id0YEBgbm5uampqZ+LLXC+dmzZ9PS0v744w/1ekaUJq1S6nw+PzU1NSwsbP/+/Zq3pTVkyJAh8PwLCDF3DeEVqA9t7C+NLrU1NDQsWbLE3d19kcRtr/grDwO5ggiCvJDgN2aIYeHiYmRlBQJBt4+u9+3rFsfMDEaNgv37je7eBT8/IrnL1xcqKqCsDKZOVTlpU1O5f70UNmbqhS+/hLY2WLwY4PnHF5LfUPTvz4xvaQnu7nDwIPzvfxASIuOEdO9DQEC3j1kyMwGgW96lv9RgeeCDB3D+fFdJo780Dw6Wl79OJk0y4vFg375up0pJAZEIJkxQcqxK8sQcOwYvvdR1iTkcWLgQOBwVPlGhcXExsrODPXvgjz86Qx4/hp07ZcS0twdrazh8uCsmABw/Dn/5C3z4oYz4FhZgbw95eSA5lUFiotGaNVBbawTyM6s4a6rKUJUeejgola1qAdAi7MuAPFS9K3v6Ihos9fX1kZGRgwYNEs/7YGdnt3nz5vv379NLxgDAnDlzrKys1q1bx1jf9P79+/RknyvU+o6ITdLsU1+/fn1qauqCBQvS09P13i0CAC4uLlZWVgKBoF2iwO0zhFegzrWpdGl0qY3H4wmFwi1btkgOkKFneHV3d5d5iKl8ekIhgiB9CuwZQQyOjRtJdTX4+kJ+PikpITNmwJUrzDheXnDqFFAUTJ3a7fOBKVOgowMKC8HfnzCPebHIy4MBA+Ddd5VEY2Omjmlvhy++gOXLO38H5nDA3h4KCowAoLUV8vOZk1DQhIVBeTlUVMCsWTKu7OjRwOVCYiKUlJD2digpId7endOs0O0uum2WkgL79xOVDqQxNYWgIKP0dHLxItmyBT7+GNzdwd9fSU4pqtN/b2/IyYGrV2HLFnjvPbC37+wVUgpLeWL8/WH4cPj4Y9i1Cy5cIEIhzJwJHR0QEqLy7ZCUBL/+ChMmwFdfwa5dMH483LolO+aOHdDQAJMmwbFjcPEi2b0bZs8GHg8++EB2/C++gNu3wdcX8vLg4kWyahWkpcG778J//qMos0qzpljG8eMwYABb23WJYtmqFgDtwr4MyESNu1LVsvQCQM/x8eDBgz179kiOVVm0aJGvr+/p06e3bNkCAFwuNz09naKoyZMnh4aGfvPNN0eOHPn0009HjhxZXV29evXqcePGsUnu+PHjAwYMWLx4MfukWabe0NCwZs0aAHj06FFEd/bs2SOduqrk5eUNGDDgXaXvvO5s3Lixurra19c3Pz+/pKRkxowZV/T+CnyOzrSxuTT60kZR1Lp163755Zfp06cXFRVVVlZ+/vnny5cvd3V1nSc57TmCIIhu0PfiOEgfRXEJTEsT8Xidi9o6O5OtW5mr2544QQDI2LEyjh0+nACQO3e6BdLL08pbbJIlfn5dq13S0KtOKj4tvWqveBlXSWbPZuaLJjBQyaqfhJDsbAJAZs9WLluBmWrYwkabYjZuJFZW5NmzrpDsbEJRxM+P2NkRR0fS0kKIxKq9NPfuEYoitrZdRzFW7c3MJIMGdWaTwyGxsaS0VATQuSrww4dk1KjOvU+fdls2VfGBhBA/P+LnR9atIxxOZ7SwMPLwoezcMVbtJYQIBKLBgzsPpCgye3a3RXylC5X0CRXLY/Dzz2T8+K41oQcNIgkJnbsYy7UqLcynTono9XRNTUlsLElOlr1qLyEkK4tYW3clOnYsuXZNUaYOHuzyhMMhcXGd5UFxZhVkTakM+rpERcnWo96tLQ+VVu1VLJso80RaudK8qFQMFJQBmflinE2lu5KNG4aGn5+fafc80z+tZyssOpIry8bFxQHAvHnzpKPdu3ePx+NRFHXlyhU6pKqqyt/fX3Ksgb29fUZGhryEpNeOzczMBICoqChVk1aaukAgkFfPjHp+40mmrlQq6b5ca3Z2NgDMVvbOk14ROS0tjfd8eTBnZ+etW7dC99VnM2W9numkGavPipOQlsomO9LoRhubS6MvbTSJiYnixY8oioqMjPz9998Z55Snk4F6tySCKAUbzn0EIyJxsRFEZxgZdX7rIa8EikRw9SqYmXUOPkc0waDMPHIEXnuNMGaBqayEkhIwNiZBQUZqzykgEkFFBYhE4OQke4bU9nagKBkLwSg9kKajA86eJS4uRmp8tFtbC7dukXHjjNSYto+lPEna2+HsWTJkiBFjbRH2/PEHMGbo+/JLiI2Fy5fB2Vn2IXfvwo0b5PXXjVjOulhbC3fukHHjjCSvCJuLqDhr8mTs3UtKS426r7lhQChwT40CoBXUKAPSqHdXqlqWehdvvfVWTk7O06dP1TtcJBL98MMPDx48+Ne//mVpaanq4Xv37i0tLf1K3TtBl6lHRESkpaWpVE2V6a1IJLp69aqZmZmNIbwCu4PaJNN68ODBhAkTGLO0qlEMEETrKG22IC8G2DOC6Ad8xCCIIdO/P/j5QVZWV8jrr0NNDTx8qNPGubZobQVvb1i/nnh59eAaPS8YL1gZMBw07BnRhNbWVm9v7/Xr13t5eRl+6trqGUF6NdgzghgC2GzpI+h/iiwEQRDE0IiMhNRUCA0FX1/y6JHRvn1QXg6Jib21SdzSAnw+YLeISrxgZcCg6OjoiIiI4HA48iZ66CFaWlr4fL5eukVUSn3Xrl3FxcVnz55VIxV9eYtoHU2KAYIgiBpgzwiCIAjCZPduGDYMMjIgM9OIomDsWMjKgoAAfctSF0tL4PP1LaK38YKVAcNh9OjR7e3tTU1Nul/AxdLSkq+/O4F96q2trU1NTSNGjBgxYoRKSejRW0TrqF0MEARB1ANH0yD6AT9LQxAEQRAEQRDEwMFmSx8BP4pFEARBEARBEARBEKTvgj0jCIIgCIIgCIIgCIL0XbBnBEEQBEEQBEEQBEGQvgv2jCAIgiAIgiAIgiAI0nfBnhEEQRAEQRAEQRAEQfou2DOCIAiCIAiCIAiCIEjfBXtGEARBEARBEARBEATpu3D0LQBBEARBEARRk/j4+OvXr4s3PT09586dq0c9CKI27777bltbm3hz7ty5np6e+pODIEjfAntGkF7J1KlTV69ePWHCBHFIUlLS5cuXAaB///5fffVVUVHR/v37Y2JinJ2dGcfu2bOnpKRk2bJlmZmZVVVVM2fO9PLykk4iPj6+pqZmwYIFLi4ukuG3b99eunTpgQMHOBzZtw+bpG1tbTdt2sQydZFIdOjQIaFQ2N7ePmTIkJkzZzo6OrIwiSmVTp3etXv3bgUHMuxleCsvy3S+0tPT8/PzGRFsbW0nTpw4ceJEepN93uXlhSU9J0zti6KGMJXsEolE+/fvLygoAIDx48dHRkYaGxuroQoAtCtMki1btgDA0qVLQZViiSCITIRCYb9+/ejbFgDY3/IIYmgMGDCgf//+9P95eXmTJk3CnhEEQXQHQRB9oF4JfPbs2ZkzZwghJiYmJ0+erKuru3nzJr0rMDCQoig/P7+AgABCSEpKCgBkZmZKn2T27NkAUFhYWFZWRlGUpaVlS0sLI86JEycAwN3dnRH+6NEjNzc3AHj69Kk8kWySJoSwTP33338fNWoUAIwaNSogIMDc3BwAEhMTFfokW+rmzZv9/PwGDx4sz3Z59jK8lZdlOl/R0dHynjYhISF0fFWdZ2O7LoWpfVHUE8berocPH44dOxYAxo4dO2XKFIqirKysbt26pYYq7QqT5LvvvgOAKVOm0JtKiyWCIIqZMmVKRkYGy8jPnj179uxZj+rRFy0tLSdOnDhz5gydwd9///3PP//sueTQyZ4mJCQkJSVF9+kiiDTYcO4j4AVG9IN6j5jTp08DgJOTE5fLnTx5MgDExMTQuwIDA7lcrjgmy+6JFStWAMCCBQskI7S0tAwePNjMzIzRpLx16xbd7FTcRGeZNMvU582bBwBZWVnive7u7gBw7do1uTYplEprkHmUPHsZ3srLsmQ7Pzs7WzJCVVXV+PHjJbsP2DvP0nZdClPvomgijKVd7733HgCI20hlZWUcDsff318NVdoVJubevXs8Hk+yZ4RGQbFEEEQxLHtGqqqqgoODAaC0tFQcmJCQ4OPjY2pq6u/vHxcXRwhJS0sLCwszNTV1c3OLiooqLCykN+3s7KKjo8UHXrt2zdHRkcfjzZ49+7fffhOHNzY2at6aTUxMnDx5sqmpqaOjY2pqKiHkxo0brq6utM59+/Yx4l+5ciUgICA2NjYzMzMzMzMmJubatWtubm7ingutqBKjAyczMjIWLFgQHR1dXFysiVTDdLKwsHDDhg0bNmw4d+6cgmjYM4IYDtgz0kfAC4zoB5aPGOnfZO7cuRMbG0v/Kn7u3DnxXvV6Rp49e+bg4CDZGiTP271paWmSR23dutXMzMzc3NzJyUlbPSNKU3/27BmXy/Xx8ZE8SXZ2NgBs2LBBngDFUhU3QWXaK69nRGy+0nY+IaSqqgoAxK10ls6zt11nwtS7KBoKY2kXj8dzdXWVPElgYCCHw1FDlXaFifHz83NycjI3N8eeEQTRFuy/Gbly5YqxsTEjcOfOnYzAc+fOMbp6J0+e7OzszDgwMjJSsvczNTV1+fLl9vb2gYGBqmVAFk+fPjU1NaW7GGg++ugjmQ3phIQEe3v7n376STLQ2dmZfkprV5WYHnVyzZo1V65cIYRUVVXxeLwdO3ZoItXQnMzMzBS/QH18fGRWlmiwZwQxHLBnpI+Aa9MgBkdoaGhoaKhQKBw5cmS/fv369+/v6elZU1ND721padm/f39iYuKNGzfoj/k1SYuiqIyMDIqi3nnnHXrSr/z8/JSUlODg4PDwcMmYq1at8vb2rqiocHV1ZZwkJyfnlVdeef/997WeukgkysjIoH+WF8PlcgGgublZXuoKpCqFpb3Hjh0bMWIEfXXefffdJ0+eKD2znZ0dANy8eZNl3tXLiw6EsbkoWhfG0q579+4VFRVJnqShoYHWpi1V6gmj+fLLL4VC4f/+979+/fopOP/ixYv5cmAjD0EQeRQWFvr5+TEC8/PzGYHFxcXm5uZ0pydNeHh4eXl5RUWFOGTlypXr1q2jx8HRzJ07d/369TJnHVIDLpf77rvv7tmzp729HQC2b98+Y8aMcePGMaIlJSWtW7euoKBAPM2KWDA9BlO7qsT0nJPNzc1paWn0c9vOzu7DDz+Mi4vr6OhQW6qhORkXF7d48WL6/0WLFn344YcanhBBEERbYM8IYnC0tLRcuHBh+vTp3t7eAoEgOjq6sLDwjTfeoPfevHlz+vTpixYt2rZtW0NDg+bJOTk5rVix4pdffvn888/b29v5fL6FhUVycjIjWllZ2eHDhyVrgWLa29ubmppaWlq0njqHwwkKCpo0aZLkIfTnCd7e3vJSVyBVKWzsPXbs2PTp042NjQUCwddff33u3LlVq1YpPfP58+cBYMSIEeIQNs6rlBfdCGNzUXpCGMuCKp58sa2t7dNPPz137tx///tfLapSW1hlZeVHH30UHx9Pd6woYO/evalyYCMPQRBpRCIRABQUFIgnnBYjFAolpzMHgKKioqlTp0qGhIaGcjicffv20ZtJSUmBgYHqvWUAoLa2tra2Vmm0hQsXPnjw4Ouvv96zZ8/rr78+ZswYRoTq6urY2Nj169dbWFgwdvF4POmcaoWedrKxsbGuru7o0aP05j/+8Y+Ojo7y8nKZYnqdk7W1tb/88gvd1QIAbm5uNTU14p++EARB9Iy+P1pB+igKSiD9k4tAIBCH0B/nl5WVKTihzNE0CpD8+P/Zs2eOjo4cDmfWrFkAcOLECQUJRUVFAYvRNCyTVjX177//HgA8PDwUxFEsVY1hCwxvbW1tra2tHz16RG8+fPjQysoKuo8NOXz4cMtzfvzxx9TUVEtLSwA4ffq05JnZ512p7foSRlhcFG0JY68qODiY/t4nODhYPVXaFfbs2TMnJyexRYMGDcLRNAiiLRSPpjl16tScOXMyMjLWrFljYmLCeJP++OOPACA5toIeMJicnMw4z6xZsywtLQkhmZmZ0oPsxERHRysdbZGWliZztJ00kydPtrS0FE/qxCAyMtLCwkLmNKh1dXWS4WxUKUVnTj558kT8/7p160xMTORNgNrrnMzKygIA8Qn//PNPAPjuu+9kRsbRNIjhgA3nPgKu2osYIhRFhYaGijcnTJiQkpJy7949Vc8zZcqUYcOGMQILCwsZP1BQFCUQCF5//XX6ExVfX1+1VKuTtEqp5+XlTZ8+3dra+uDBg5orVI/KysqampoVK1aYmJjQIWZmZnPnzl2zZo1ktBkzZjAO5HK5CQkJjOX3tOi8voQpvShaFMZelbe391tvvZWTkyMQCN58882srCzGwCiWqrQlbPny5XV1dTk5OfIEIwjSE5SUlCxZsqSsrMzY2Pjo0aMikYixivaZM2e4XO7u3bvFa2bX19e3t7fTs0pLEh4eLhAI1q5d+9prr6k9tG3SpEkffPCBqakpRVHHjh3bunUrvcS4PN56663Y2Ni///3v0rtEIpFAIAgLC5M56tPa2lo9hfLQpZOSn/4lJyfHx8dLL1ffS518/PgxAIgTovOlyVghBEEQLYI9I4ghYmJiIvmGVnsykZiYmMDAQEZgRESEdPeEk5OTv7//sWPHvvjiC/XSUjtplqnv379/zpw5NjY2RUVF0t+76ozq6moAkBw1Lb0JALGxsSNHjqT/pyjqb3/7m5eXl5mZmfQJteW8XoSxuSjaFcbSrvnz5wPAzJkzhw4dumHDhl27di1cuFANVVoRVlBQsHHjxrS0NJbf3qenp8urKEdERLA5A4IgNFFRUbGxsXRLu76+Xt7UGOLGPABs2bLlwoUL0k8DHx8fLpd79+5dlsPuZJKTk5OQkHDp0iWKokaPHn38+HEFkUtKSuilx3fu3Ck9AKS+vr6jo0PrE4jIQy9OxsbGzp07VzwrhyS91ElGdQ77RBAEMSiwZwRBOqFf2Aqmq9Rj6kuXLt26dau7u3tWVtbAgQN1K60b9BBrRuVG+uesqVOnSlcc5aEV53UvjOVF0bowlex6//33N2zYcObMGUbPCEtVWhG2ZcsWDoeTkZGRkZFBh7S0tJSXl0+bNs3d3X3ZsmWM+PPnz29tbZWZBPaMIAh7zp8/X1lZKe6jLygoYEyQBABCoXDlypWSIQUFBYypMWju37/f3t4eEhKiiSSRSCR+7Cj+zeP69etFRUXLli1raWn55JNPNm3aRC/4LYZ+Xom/epPk7NmzHA5HepJRtdGLk9u2bRszZoy8z3N6qZOmpqYA0N7eTr8p6Elhxd/IIAiC6BecgRVBDB0+n79169awsLD8/Hz9dosAwJAhQ+D5Fwdi7t69qyc5XehYGPuLojNhDQ0NoaGhSUlJkoHyasy6tGv06NE+Pj7s49+9e7dFDj0hD0FeVOrq6szNzemJgQBAKBS6ublVVlaKI1y/fv3BgweSwz1EIlFeXt7kyZOlz1ZYWMjhcKR7BFTC19fX0dExMjIyMjLSwcFB3pDAX3/9NT09ne42pSeZkp6AefDgwRYWFjKfWkKhUIuNedCHk+np6dbW1nS3yPHjx5uamhgReqmT9DDMixcv0ptXr14FAMa0tQiCIPoCe0YQxKBZv359amrqggUL0tPTZf6kr2NcXFysrKwEAgH9Uw+NeJp9PaJLYSpdFJ0J4/F4QqFwy5Ytkt8n0/MBSw9016Vdn376aXZ3BgwY4OzsnJ2dLf3BCACYyqcn5CHIi8qQIUPE013l5OR0dHS4uLjQC2nRFBYWGhsbSw6vKCkpkTk1BgAIhUJvb2+1B7eKzx8QENDc3Nzc3BwQEHD27FnpODU1NfHx8Z9//jm9yePxwsLCdu7cKR1zxYoVycnJ9HrhYuLj4+lZ27WIjp3My8srLi42NjbOyck5evRoenr6oEGDGHF6qZMmJiYeHh7FxcX05pkzZzw8PGQOaEUQBNE9+m9oIUhv5/jx42FhYe+8886XX36p3TM3NDTQM2I+evSIMY7A09Nz7ty5Gqael5c3Y8aMsLCw//u//2N/1MaNG8PCwnx9fVeuXGlsbLxly5YrV66omnRPoBthbC6KXoRRFLVu3boFCxZMnz79v//976uvvvrtt99+8sknrq6uMmu3BnsdEQTRChMnTrSxsTlw4EBbW9srr7wybNiwQ4cO0R8+XLhwITk5WSgUcjgcPp8fFxfH4/GWL19++fJlANi8eXNQUJC/vz99niNHjhw/fjwzM3PgwIF8Pj85OVlmj3B6enpubq5QKGxpaQkPDx8/fvyiRYvkCZMZfuTIkUOHDh0+fNje3r6iosLR0REAdu3aVVZWVl9f/8YbbwQGBtKTKNEsXrz40aNHnp6ecXFxf/vb33777bfq6upFixZJzvrEXpWBOFlTUzNjxozW1lZxF4arq6sCYb3LSQBITEycMWPGtGnTOBxOenq6HmeURxAEYYA9IwiiKR0dHa2trU+ePNH6mU+dOkX/pJ+WlsbYxeVy6Ua4JqnTxzJ+JlJKaGhoR0dHXFzclClTAMDZ2Tk+Pj4uLk4NAdpFN8LYXBS9CAOA+fPnd3R0rF692sPDAwAoioqMjNy2bZvMZozBXkcEQbTF4cOHa2trhw4dyuFwAgIC6uvr6aVGxowZIz0Tp+TsoZIEBQUFBQXt2bNHcVozZ86cOXMmG1U2NjYKEmIEzp8/X7INz2DZsmUxMTFFRUWPHz/28PAIDw9XW5VidOakra0t+5GDvdFJR0fHS5cu5efnA0BxcbHM+U0QBEH0ghGRWKIZQXSGkZER/Y+2SiC9RunTp0+1cjZV2bt3b2lp6VdffWX4qUdERKSlpalku0xvRSLR1atXzczM5NXM9AUKoxN68ODBhAkTlE7UaiB2qVEsEQSh8fb25vP5kkvdI8gLQGhoKF229S0EQbTfbEEME/xmBEE0pbW1NTk5ef369X0qdYqinJ2ddZwoG1CYSgkZrF0IgiAIgiAIojOwZwR5cejo6IiIiOBwOEo/+tUuLS0tfD7fy8tLl4mqkfquXbuKi4tlztOmFH15i7zwaFIsEQRBEARBEEQrYM8I8oIwevTo9vb2pqYm3S/gYmlpqcevPdmn3tra2tTUNGLEiBEjRqiUhB69RV541C6WCIIgCIIgCKItcJ4RRD/ggD0EQRAE0RycZwR5IcF5RhDDAZstfQT8BRjpK8THx1+/fl28KW+BVQRBkBeSd999V3Ihqrlz53p6eupPDoIgCIIgiAFB6VsAgugIoVDY0NAw4DnGxsb6VoQgCKI7Bkhw7ty5mpoafStC9IBIJBKJRPpW0SO0trbm5uaePXuWzuAff/zR0dHRc8mhkwiCIC8Y2DOC9CHmzJmT9JyZM2cqiPkC13h0BnqoOeihVkAbabZs2SJ+AI4ePVor5zxw4EBJSYnMXUlJSXw+/48//pAMbGho4PP5fD7/9u3b0uH0BM/p6el8KeLj43GaXg2prq5+++23+/Xrd/HiRXHg9u3bp06dOmDAgDfffHPp0qUAcODAgZkzZw4YMGDixIl8Pr+oqIje/Oc//7lo0SLxgdevXx85cuSrr74aERHR0NAgDm9qatq9e7eGUpOSkry8vAYMGDBy5Ei6VFRWVo4ZM4bWuX//fkb8q1evTp8+fcWKFW1tbY2NjUuWLLl+/fqbb75JURQAfPPNNwsXLly0aJG8sqoqOnBSW5oN08mioqL4+Pj4+Pjz589rch5EL/TEY7+oqIjP55eXl0ufc8+ePXw+H7vyER1BEEQf6L4ETpkyJSMjQ2m0qqob3sVRAAAgAElEQVSq4OBgACgtLaVDduzY4evra2pqGhwcHBUVFRUVFRAQsGDBgsbGRkJIcXFxWFiYqampnZ1ddHS0+DzXrl1zdHTk8XizZ8/+7bffxOGNjY0pKSka5iUhIcHHx8fU1NTf3z8uLo4QkpaWRstwc3OLiooqLCzUvSox0h4ShTaq5GFGRsaCBQuio6OLi4s1EanUw6dPn6okrBd5mJWVtXHjxuXLl586dUoTkVr3kPS8jdq9nQkhn332mSYK9eVhSEiI5j63tLSYm5s7OzvL3Ltx40YAOHz4sGSgQCCgn/yM1A8ePAgAycnJhJDo6Gh5NZaQkBANNb+QsHy7EUKuXLlibGzMCNy5cycj8Ny5cwBw7do1ccjkyZOlL3RkZOStW7fEm6mpqcuXL7e3tw8MDFQtA7J4+vSpqakpfVPQfPTRR+fOnZOOmZCQYG9v/9NPP0kGOjs7+/j4EELWrFlz5coVQkhVVRWPx9uxY4fm2kgPO6ldzYbmZGZmJn1CQoiPj09mZqa8mFp5TCHapYce+ykpKQAgszDMnj0bAAoLC7WXCXXAhnMfAS8woh8MtmeEyKrxpKamMkKCgoI8PDzEm7qvNRpmXVaMzFqjYht1X19k4yEbYb3Lw9WrV588eZIQ8uTJE1tb240bN2oiUlseEh3aqJXbmSYrK4vL5WqoUC8eaqXJ8dlnn40aNQoATpw4Ib23rKwMAN577z1GunZ2dhYWFow+jqioKAC4efMmed4zkp2dLRmhqqpq/PjxAJCYmKih7BcP9m+3HTt2BAUFMQKDg4MZgZs3bzY3N5cMSU1NBYAff/xRHLJixQrpO4IQEh0dra1bOC4uztzc/OnTp4SQhIQEyW5iMYmJiTwej9FfSQjZvHnzmjVrHj58aGtre+PGDTpw48aNHA7nzz//1FxbzznZE5oNysnhw4d/99139P9ZWVm2trbyYmLPiAHSQ4997BlBDAQcTYMgTAoLC/38/CRD8vLyGCFDhw4tLCwUb4aHh5eXl1dUVIhDVq5cuW7dusGDB4tD5s6du379ei8vL62IzM/PZ0gqLi42Nzd3cHDQoyox0h6CMhuVqm1ubk5LS+NyuQBgZ2f34YcfxsXFaTL4mY2HbIT1Ig8BYO/evdu3bwcAY2Pj0aNHb9u2TROR2vIQdGijVm5nAGhqatq3b5/mCg3fQ5m0trZeunQpIyMDAFasWCEdwcXFxdTUlK4o04hEouzsbC8vL09Pz6ysLMkhTqWlpba2tlZWVvKSs7Oz27t3LwDk5uZqLxN9CNrtgoKCiRMnMnYJhcIJEyZIhhQVFU2dOlUyJDQ0lMPhiAt8UlJSYGAg445gT21tbW1trdJoCxcufPDgwddff71nz57XX399zJgxjAjV1dWxsbHr16+3sLBg7OLxeBMnTmxsbKyrqzt69Cgd+I9//KOjo0PmF/vs6WknVdLc65ysra395Zdf3Nzc6E03N7eamhocKNFb0PFjH0F0D/aMIEgX8mo8BQUFkyZNkgwpKytzdnYWb2qx1siyoqP7uixLFNQaFduoxfqiFj1kI0zr9JyHAHDo0KENGzbQ/9+5c0dcQ5WGjY0G6yH0/O2clJQ0f/58xRp6l4eLFy+WnuCDRjpyQkLCf//7Xzs7u7CwsB9++EFmh8W0adNKS0vFVeGSkpLW1tapU6cGBga2tbUVFRXR4c3NzRUVFd7e3orl2dnZAcDNmzc1ymTfIz8/f+7cuYcOHVq7dm1ubq67u7vk3oqKigcPHkg+B0QiUW5u7uTJkyWjmZiYhISE0F/FHz16dPjw4S4uLmpLKikpYTNRha2t7eTJk9esWfPKK68w7lma9evX83g8mcvMeXh4eHp62tjYtLS0LFu2jA6srKw0MTGRvNlVQjdOqqS51zlJ9+2+/PLL9Cb9T2VlparnQbSFgT/2EUTX6PujFaSPovsSqPh741OnTs2ZMycjI2PNmjUmJiZlZWXiXT/99BMASIZ89913PB6P8a37rFmzLC0tCSGZmZmM78AlUfqlcVpaWlpamuK8/PjjjwAgOU742bNnXC6XHq7ZE6rYoMBDws5GpWqfPHki/n/dunUmJiYyv+bVrodshJHe46GY0tJSKysrmd/D0yi1Uesekp63UVu3c2Zm5rVr106ePKl4NI3BeijzM3VTU1OWVYVHjx6Jk7hx4wYAuLq6SqdCfyAtns7mk08+oSjq6dOn9+7dA4AVK1bQ4YcPHwaJ76hljqYhzwcZ4VQj0ih4uxUXFzs6OtJPzszMTJlTY3C53CgJfHx8QGowFyHkxIkTALBmzRrFAxwUFz93d/esrKzMzMysrKysrCzJUWwy2bFjB3SfbknMs2fPOBzO7NmzFZ9BzJMnT6ysrNQeg6l7JxVr7qVO0p8bSIaAnDEUBEfT6AQDeezjaBrEQOCo0ouCIC8mJSUlS5YsKSsrMzY2Pnr0qEgkkvwNp6SkhKKo8vLy8vLyhw8f3rlzh8PhXLt2jcfjSZ4kPDxcIBCsXbv2tddek9nXrpRJkyZ98MEHpqamFEUdO3Zs69atBQUFMmOeOXOGy+Xu3r1bvARAfX19e3s74ycsrahiiWIPgZ2NStWK11pua2tLTk6Oj4/ncLo9xHrCQzbCtIJuPASA+vp6gUCQl5eXmJgo86MDljYaoIegk9u5qanp9u3bgYGBd+7ckSejN3rY0tLCMubWrVs//PBD+n97e/uwsLCMjIy8vDy6KSiGHtdz/vx5+h/6Z3Yul8vj8ZydnbOzsz///HMAOH36NEVRjCFFbW1tra2t9P91dXUXLlxYuXIlACxYsECjTPYxoqKiYmNj6SdnfX299AA9ejCX5GoyW7ZsuXDhAmMwFwD4+Phwudy7d++uWrVKbT05OTkJCQmXLl2iKGr06NHHjx9XEJm+W62srHbu3Ck9AKS+vr6jo4P92LHY2Ni5c+cuXrxYPeV6cVKB5l7qJL3GjRhcDFjvGNRj/6233tI8RwiiCdgzgiBKajy5ubne3t5K2yGa1xrZV3R0XJdlg9JaIxsbNa8v9oSHKgnTBJ15aGVltWzZsmXLlk2YMOHUqVP0tCOSsLTRAD0EndzOSUlJdCtdAb3aQ8U8fvy4rKxM0oFVq1ZlZGSsWrWKUUW2sbEZPnz4pUuXAOCPP/4oKysTj+Ty8fHZuHFjU1PToEGDSkpK6Kqz5LEzZsxgpMvlchMSEjw9PXsiU70aT0/PoUOHSoefP3++srIyMDCQ3pQeRwYAQqGQUZgLCgqkB3MBwP3799vb20NCQjSRKhKJxG1jRiOZwfXr14uKipYtW9bS0vLJJ59s2rSJ0X1Jd4ubmJhIH3v27FkOhzNu3DhxyLZt28aMGaN2f6JenFSsuZc6SX+h0N7eTt/v7e3tIPGbB4Nx48bZ2NiolxCiXXTz2J8yZcqwYcMYSRcWFuJMNIjOwHlGkL6O0hpPQUGBgrkYxGhea2Rf0REKhdJTJ/RcXVYpbGqNbGxUqb746aefSu/qCQ/ZC9MEnXko+RtdSEjIjh07rl69yojD0kZD8xB0cjsfOXLk5Zdfzs/PFwqFFy9eFIlEQqGwurqaEa03epienr5fDpLREhISxL8c0tjb24eEhJSWlgqFQsY5PT09c3JyAOD7778HAPGo8v/85z8AcPLkyfb29vLyckbdGgBiY2NTnpOampqZmXn//v0lS5ZoNccvCAUFBTKnX6mrqzM3N7e0tKQ3hUKhm5ub5JwO169ff/DggeQHSiKRKC8vjzE1Bk1hYSGHw5E5SwV7fH19HR0dIyMjIyMjHRwcfH19ZUb79ddf09PT6Vkt6AUs6CVdJBk8eLCFhcXdu3elDxcKhZKN+fT0dGtra7oxf/z48aamJlVl695JpZp7qZN0z+bFixfpTfrtw5hoScz58+fZTBmGaIJBPfZjYmJ2S0GvSoYgugF7RpC+juIaT21t7d27d6UnwpRG81ojy4qO7uuySlFaa2Rpo+b1xZ7wkKUwDdGNhxcuXHjppZeSkpLozYEDBwLArVu3GNHY2GiAHoJObuehQ4daWFg0NjY2Njbev38fABobG5ubmxnReqOH8+fPj5SDOM7jx49LS0ulPaQ/Y5H+lMbX17etre369etHjx7l8XjikU1eXl4cDic3Nzc3N1ckEkl/yT916lTxRIBz584NDAw0MzPTcoZfdIYMGSL+ATYnJ6ejo8PFxSU7O1scobCw0NjYWHJ4RUlJibzBXEKh0NvbW3GPs1JKSkoCAgKam5ubm5sDAgLOnj0rHaempiY+Pp7+5B4AeDxeWFjYzp07pWOuWLEiOTm5ra1NMjA+Pn7evHnizby8vOLiYmNj45ycnKNHj6anpw8aNEhV2Tp2ko3mXuqkiYmJh4dHcXExvXnmzBkPDw+8tfWIQT32EUTv4GgapK8js8azZcsWe3t7eP4pKZvvtzWvNdIzzO/fv5+iqPDw8ICAAJnRdF+XVYpiD4G1jSzri9OmTcvJyWlvbz906JC/v79khJ7wkI0wzdGNh/RQ89GjR9ObZWVl5ubm0rUTNjYaoIegk9vZxcVFXM8zNjZOTEwMDQ2VjtYbPZT5ozED6V8OaRwcHIKCgo4cOUKLFIfTXUIXL14sKiqS7B6iR5hfuXKFx+OZm5tL/i6NaIuJEyfa2NgcOHCgra3tlVdeGTZs2KFDh+h+wwsXLiQnJwuFQg6Hw+fz4+LieDze8uXLL1++DACbN28OCgoSP12PHDly/PjxzMzMgQMH8vn85ORkxgRPNOnp6bm5uUKhsKWlJTw8fPz48YsWLZInTGb4kSNHDh06dPjwYXt7+4qKCkdHRwDYtWtXWVlZfX39G2+8ERgYKLkg1OLFix89euTp6RkXF/e3v/3tt99+q66uXrRokXjp2ZqamhkzZrS2toq7A1xdXQ3cSZU09zonASAxMXHGjBnTpk3jcDjp6ekHDx5U7zyIVsDHPoJ0Q99TwCJ9FN2XQAWz9wcFBaWlpaWkpGRmZjo4OBw8eFAgEFy+fHnOnDnW1tZcLnfOnDmXL1+Wd+bDhw/PmTPH3Nx8+PDhUVFRMldLIYQIBILZs2dbWlqamprOmjUrMTFRZrSff/75559/lrmrtLR0zpw5VlZWpqamUVFR165du3fvXlRU1KhRowBgzpw53333XQ+pUopMDwkhLG1ko/ann35iTKIuc150oj0PWQrrRR4SQrZu3ZqQkFBWVkZXmhXM9y7Pxp7wkPSwjVq/nQkh7733Ht02oNfglBnHYD1Ub9GHR48e+fv7y9t75coVABg7diwjfNSoUVOmTAEAxhN4586dHA7Hw8ODsdyMvLVpEHkoXnnt559/pgvMs2fP6urqdKhLR7S0tGRnZ2dlZd28ebNHE0IntZgQvaTOo0ePFETDtWkMAd089nFtGsRAMCISFxtBdIaRkRH9j85KID3tosxfdwGgtrZ26NChHA5HJBLV19dbW1vrRtWLBHqoObrxsKGhobS0lMPh+Pj4yPztt7eDRVEpoaGhbGaiZbBp06YTJ06MGDFCXoSDBw82NTWdOnVK8kOkDz/8cPPmzRRFNTY20gO4aKqrq//5z38CQFpaWnh4uDh80aJFO3fuzM7Olp6EGJGJ4rcbgvRS1HtMIdpFN4/93bt3z5s3LzMzUzxNmJiIiIi0tLTCwsKeHo2rGN03WxC98ALWiRFEDcTzn1MUhe0o9UAPNUc3HlpYWMgbZ/RigEWxJ+jo6Ni0adP9+/dPnz6tOOaqVaskq8hTpkzZvHmzq6urZP0YAOzs7IYPH/7LL7/QPy0iCIIgBgU+9pG+BvaMIAiCIAiiBA6Hc+/ePTUO9PX1lfcjm8yFJ5KSksSTBCMIgiD6QmePfXqybZnxpRfKQZCeA9emQRAEQRAEQRAEQRCk74I9IwiCIAiCIAiCIAiC9F2wZwRBEARBEARBEARBkL4L9owgCIIgCIIg3RCJRCKRSN8qXgTQSQRBkF4B9owgiAywHqM56KHmoIdaAW1EEJWorq5+++23+/Xrd/HiRTpk+/btU6dOHTBgwJtvvrl06VIAOHDgwMyZMwcMGDBx4kQ+n9/e3l5SUkKH/POf/1y0aJH4bNevXx85cuSrr74aERHR0NAgDm9qatq9e7eGUrVykp5DB05+8803CxcuXLRoUUlJiSZSdelkUVFRfHx8fHz8+fPndZMigiAIKwiC6APdl8ApU6ZkZGQojVZVVRUcHAwApaWldMiOHTt8fX1NTU2Dg4OjoqKioqICAgIWLFjQ2NhICCkuLg4LCzM1NbWzs4uOjhaf59q1a46Ojjweb/bs2b/99ps4vLGxMSUlRcO8JCQk+Pj4mJqa+vv7x8XFEULS0tJoGW5ublFRUYWFhexVZWRkLFiwIDo6uri4WENhNNIeEoU2quShttQq9fDp06fshfUuD7OysjZu3Lh8+fJTp05pIlK7HhKd2Kjd25kQ8tlnn2miUF8ehoSEaP4gQgwElm83lbhy5YqxsbFkyM6dOxkh586dA4Br165JBk6ePNnZ2ZlxtsjIyFu3bok3U1NTly9fbm9vHxgYqLZCrZxEB/Sok2vWrLly5QohpKqqisfj7dixQw2FOnYyMzPTx8eH/t/HxyczM1NeTHxMIYYDNpz7CHiBEf1gsD0jRFY9JjU1lRESFBTk4eEh3tRZXVAMm6qVzupV0kh7SJTZqHu12qqe9i4PV69effLkSULIkydPbG1tN27cqIlIQ6viS9NDtzNNVlYWl8vVUKFePMQmx4tET/SM7NixIygoSDIkODiYEbJ582Zzc3PGgampqQDw448/ikNWrFghfe8QQqKjozV/G2rlJD1Kzzn58OFDW1vbGzdu0JsbN27kcDh//vmnejp15uTw4cO/++47+v+srCxbW1t5MfExhRgO2DPSR8DRNAjCpLCw0M/PTzIkLy+PETJ06NDCwkLxZnh4eHl5eUVFhThk5cqV69atGzx4sDhk7ty569ev9/Ly0orI/Px8hqTi4mJzc3MHBwf2qpqbm9PS0rhcLgDY2dl9+OGHcXFxHR0dmsuT9hCU2ah7tWw8VCqsd3kIAHv37t2+fTsAGBsbjx49etu2bZqI1IqHoFsbtXI7A0BTU9O+ffs0V2j4HiJ9CnroWUFBwcSJEyXDhULhhAkTJEOKioqmTp3KODw0NJTD4YhvjaSkpMDAQMa9w5La2tra2lo1DjQQetrJxsbGurq6o0eP0pv/+Mc/Ojo6ysvLpZUYjpO1tbW//PKLm5sbvenm5lZTU1NTU6NfVQiCIDTYM4IYIpKTAiieIEC773t59ZiCgoJJkyZJhpSVlTk7O4s3dV8XZFO10mK9ij3yPARlNuq+FqiV6mnv8hAADh06tGHDBvr/O3fuiGuo0rCxUfdVfPb09O2clJQ0f/58xRp6u4dInyI/P3/u3LmHDh1au3Ztbm6uu7u7eFdFRcWDBw8kHxcikSg3N3fy5MmMk5iYmISEhAgEAgA4evTo8OHDXVxc1NNTUlKi4dwZ+kI3TtrY2LS0tCxbtozerKysNDExkXyUiTEcJ+m+3ZdffpnepP+prKzUpyYEQZDncPQtAEG6IRKJ4uPjKysrg4OD7927BwA3btwYMGDAp59+KjM+/bK3sbHRMN38/PwDBw74+PhUV1fn5uYuX75cvKumpqahoUGyHnP8+PHq6uqCggJxiLgGs2nTJs3rgqAsR/KqVjt27JCMplQVXa8yNjamNxXUq9igwENgYaMW1WrRQ6XCepeHADBmzBj6nwsXLtTV1WVkZMgTo9RGbXkIOrRRW7fz0aNHg4OD79y5o1hJ7/UQ6WuUlJQsWbKkrKzM2Nj46NGjIpFIsoCdOXOGy+Xu3r1bPElnfX19e3u7ZJtfTHh4uEAgWLt27Wuvvcbn89UQM2nSpA8++MDU1JSiqGPHjm3dulXyDjVwdOmk+H5va2tLTk6Oj4/ncLpV7A3NycePHwMARXX+LkurxU/bEAQxELBnBDEsjh8/Hhoamp6evnTp0pKSEh6P19rayuPxpHtGtPi+V1yPKSkpoSiqvLy8vLz84cOHd+7c4XA4165d4/F4kifRZV2QfdVK83oVSxR7COxs1GUtUIvV097lIZ1TgUCQl5eXmJgo88smljbquIrPEh3czk1NTbdv3w4MDFTQM9KrPUT6IFFRUbGxsXQRqq+vZ4zwosd8Sa5dsmXLlgsXLjDGfNH4+Phwudy7d++uWrVKPTE5OTkJCQmXLl2iKGr06NHHjx9X7zx6QS9OxsbGzp07d/HixYxwQ3NS3CdCg30iCIIYFFhnQgwLExMTGxubS5cuxcXF0W2VoqKiIUOGSMfU4vtecT0mNzfX29tbaWeHLuuC7KtWmterWKLYQ2Bnoy5rgT1RPe0tHlpZWS1btmzZsmUTJkw4deoUPe2IJCxt1HEVnyU6uJ2TkpJWrlyp+Ay92kOkr3H+/PnKysrAwEB6U3rEmVAoZJT5goIC6TFfNPfv329vbw8JCVFbj0gkEjehGW1pA0cvTm7btm3MmDEyH2uG5qSpqSkAtLe30zMitbe3g0SXLoIgiH7R/1MSQSTx9vZmjLk9ffq0dBMRVH/fe3p6Dh06VDpcaT2moKBAwVwMYnRZFxQKhdJTJ8isWqlUr5I3ZEkpSj0EdjZqrrYnPGQprLd4KPkbXUhIyI4dO65evcqIw9JGrXsIPW+j5rfzkSNHXn755fz8fKFQePHiRZFIJBQKq6urGdEM3MNx48ZpPggReWGoq6szNze3tLSkN4VCoZubm3j2h+vXrz948EDyOyaRSJSXlyc9NQZNYWEhh8ORfoKxx9fX19HRMTIyMjIy0sHBwdfXV+1T6RjdO5menm5tbU13ixw/frypqUlyr6E56enpCQAXL16kN+m3D2OiJQRBEH2BPSOIwXHhwoW//vWv9vb29ObBgwdnzJhRX19PD08Vo+r7vqCg4ObNm9LhiusxtbW1d+/elZ4IUxqd1QVVqlppXq9ig2IPgbWNOqsFar162ls8vHDhwksvvZSUlERvDhw4EABu3brFiMbGRt1X8dmgg9t56NChFhYWjY2NjY2N9+/fB4DGxsbm5mZGNAP38Pz58wayVgViCAwZMmTYsGH0/zk5OR0dHS4uLtnZ2XRIYWGhsbGxeIoiACgpKZE35gsAhEKht7e3Jl8olJSUBAQENDc3Nzc3BwQEnD17Vu1T6RgdO5mXl1dcXGxsbJyTk3P06NH09PRBgwZJRjA0J01MTDw8PIqLi+nNM2fOeHh4mJmZ6VcVgiAIDfaMIAZHcXGxt7c3/f/Zs2cpipo0adKRI0dMTEwko2nrfa+4HnP27FkOh0P/yqEYndUFVapaaV6vYoNiD4G1jTqrBWq3etqLPKQoysrKavTo0fRmWVmZubm59ErSbGzUfRWfDTq4nV1cXEKf4+7uTlFUaGio9BStvddDpA/y/9k707Aoju3hV9phQDISDBBCDJfA5SFcLiBRjCJiCKCSkSCiXkEFNBC3ACoxi7jgEjWaqKhgMIhGcJjgDSJciMjmjhnAiAYXFH1I4oZLDLLIOv1+qH/67fTM9PRsDMv5feChq6vrnD7nTJ3u6u6qcePG2dnZHTp0aN++fR0dHW+88cbhw4etrKwqKio++OCDzZs383i8qKioq1evPnr0KCoqasmSJQihr7/+mvGZ2JEjRz744IP//ve/tbW1UVFRimaRyMzMDA8Pz8nJKSkpmTNnDjVWK6sVy9sEHBvpYXrSknV1ddOmTduzZ8/kyZMnT548depURcvf9ipLJiUl7du37+rVqzdu3MjMzPz22291Kg4AAEAFSADQBywRGBQUlJqaiv+vr6/39fU9cODA8ePH5bZz69atW7ducZHo6+srFovl7goODs7IyEhNTc3JyXFycsrKyhKJRBcvXpw3b56NjQ2fz583b97FixcVtZydnT1v3jxTU1NbW9vIyMjOzk651UQiUVhYmJWVlUAgmD17dlJSkqpnJJFI5s2bZ21tLRAIIiMjr1y58vDhw8jIyBEjRiCE5s2b97///U8lrW7evIk/+qUYNWqUotNkR64NSZLkaEbtaqstG3JRrG/ZkCTJ7du3JyYmVlZWZmdnOzo6njp1SpE+isyodRuSujej1n/OJEkuXbp01KhRCCG8ZIzcOr3WhjNnzqS6WaCvw5LdVOLWrVs4tLq7u+vr6zVvcMAClmSnqakpNzc3Nze3paWFpRp0U0DvAW6cBwgvkDRnA0CP8cILL+B/ZCPwyZMn9Oeczc3Nz58/Z6wcoQZ42sWQkBC5e2/fvv2Pf/yDx+NJpdLff//dxsZGQ3EDELCh5vSMDRsaGiQSCY/HmzhxYr9cuwRCUSkhISFcZqIF+gTs2Q0A+ijQTQG9B5bbFqA/0Q+viYG+DuP1b4FAwHgQqguoyQgJgoD7KPUAG2pOz9jQ0tIyMDBQR433BiAUAQAAAAAAAJWAeUYAAAAAAAAAAAAAABi4wMgIAAAAAAAAAAAAAAADFxgZAQAAAAAA6MOEhoa+8BcwLwPQdxkyZAgVyVlZWfpWBwCAgQXMMwIAAAAAANBXKSkp0bcKAKAdmpqa9K0CAAADF3hnBAAAAAAAAAAAAACAgQuMjACARkilUqlUqm8t+jZgQ80BG2oO2BAAAAAAAGDAAiMjAKAmN27cmDFjxqBBg6qqqnDJ7t2733vvvSFDhsyYMSMqKioqKmrKlCmLFi168uQJQqi8vHzWrFlDhgx58803P/roI6qdq1evuri4vPLKK+Hh4Q0NDbjwyZMn+/bt01xJbbWjI3Rqw++//37RokUfffRReXm5Jkr2ORsiVjOqZMO8vLyvvvoqPj6+rKxMEyUHsg0pvvjiC02U7OU2BAAAAAAA6NuQAKAPej4CfX19xWKxdtu8dOmSkZERvSQtLY1REhwc/M4771Cb7777rpubG6OdiIiIO3fuUC2sWLHC0dExKChIE9201Y6u0YUNSZJct0NcrtEAACAASURBVG7dpUuXSJKsra21sLDYtWuXGrr1XRuSyszIxYYJCQnFxcUkST5//tze3n7r1q1q6DbAbUiRm5vL5/PV000XNpw5c2Zqaqq2WusTiESiSFauXbuWmJgYHR2tFXFJSUmRkZF//PEHvfDBgwdYFiNIcHlaWhpJkqdOnYqMjLx48aJsm2lpaZGRkTdv3tSKhhSJiYlLly7Vbptaobi4ODAw0NfXNywsTHZTQx4/foz/SUpK0pbTGajnyjt37sycObOzs5NRfuvWLV9f33v37nFsduvWrZGRkaWlpXJ127x5c2RkZGVlJRfRmoC1pc5Uiz8xkuZEDbVioF0lWURzcaUafiS15MqMjIxz587J3aV2/6YGlMXUE6qtHhVunAcI4GBAP/SPkZFdu3YFBwfTS2bOnMkoWbp0Kf0009LSEEK//PILVbJy5UrZW6nFixdr5S5IW+3oDl3YsLGx0d7e/tq1a3hz69atPB5P7UuEvmhDUpkZucShjY1NQEAA1ZqVlZXaGg5YG2IeP34cHBys9sgIRrs2HIAjI4sXL2Z/UFRcXCwUCgUCgVbEbd26FSGUnZ1NLxSJRFgWw/h4DY6UlBSSJFNTUxFCOTk5sm2GhYUhhE6dOqUVDSmEQqGZmZl229ScO3fu8Pl8Y2PjwMDADRs2MDY1afnatWtOTk542JckyaCgIG05nYEarmxpafH09EQItbe3M3alpKRYWlpyb7ayspIgCCsrq6amJka1Y8eOIYS8vLw4itYErC11ptr6iTGcqKFWDLTYD7CL5uJKVf1IasmVTU1NpqamsqP/GLX7NzWgLKaeUG31qDAyMkCAr2kAQB3wfAQnT54cN24cvfzkyZPjx4+nl1RWVrq5uVGbISEhPB7v4MGDeDM5OTkoKGjYsGFq6HD79u3bt2+rcWAvQXc2fPz4cX19/dGjR/HmP//5z66ururqalkd+qsNkTIzconDw4cPb968Gf9/7949fKUlC9gQb7L8lpOTkxcsWMCuRl83Y+8nOTmZuvRpb29HCDFGmvz8/LQo7t1330UInTlzhl6Yl5fn4OBgaWnJWE2mqKgIISQUCrWoQF/nwoULHR0dO3fuzM3NXbVqFWNTk5YrKiquXr1KbX722WdisVhjfbXA3bt3fXx8zp07J3dvYWGhv78/99bc3d1XrFhx//79Tz75hF7e3NwcFRVlYmJCP2t20Vpk5cqVWrE2w4n9GJX8iLTnysTERDs7u+rq6sLCQtm9eunfoFMFegAYGQEA1SgrK/vggw8OHz68fv36wsJCLy8valddXV1DQwP9BjI/P//GjRvUkDZCyNjYeObMmbjk6NGjtra27u7u6mlSXl6u4Qwa+kLXNrSzs2tqavr888/x5vXr142NjeljKxT90oaIgxm5xOHbb7/t7OyMEKqoqKivr09MTJSrCdgQsf6Wjx49On36dIJQkm37rhn7K0pn5O3q6mLZ6+7uLhAIKisr6Q0WFBT4+Ph4e3vn5ubSG5dIJPb29tbW1hprrZyOjg5tNcViAVWlyNbH9jE3N5e7yVENLhXGjBkTEBAgW84eAFqfsHnHjh1OTk61tbWurq5yxeXn5wcGBqrU5vr1652cnFJSUk6fPk0VxsXF3b17Nzk5mRrGZRfNAouXFRln7Nixcq2tnhS5sLhbDZcpjS6OaBItHP2INHAlg+bm5gsXLuAxl5UrV8pW6IH+TdZivbZTBfoTMDICACpQXl6+ZMmSPXv2hISEuLq6SqVS+r1QeXk5QRDV1dX79u3btm3bxx9/fObMmStXrjg5OdEbmTNnzv3799evX//48WP1xrPHjx+fl5cnEAhMTEzy8vK8vb01PK+epGdsaGRkhP9pa2tLSUn58ssveTwevUI/tiHiZkYucfj7779/+eWXn3/+eVJSkuzbEGBDpTZ88uTJ3bt3GdHLoE+bsV9SVlY2fPjwQYMGGRgYjB8/vq6ujr63pqbGz88P733llVfWrFmj6N5p8uTJEomEulgvLy9vbm6eNGlSUFBQW1sbdZPz7Nkz3KYmOi9ZssTc3PzXX3+lF8bHx5ubm9+9exchdOjQIXxShoaGgwYN8vb2vnz5smw7ISEhb775Jr0kPT3d3NycfkvGYoFHjx7NnTvX0NDQ0NDQwMDAx8enpqaGRW1FWk2dOhW/6B4WFmZubj5+/Hj6JlZGqSOqqqp8fHxwhVdffXXTpk0IoaioKDxr8tSpU9944w2EUHh4OP4Hn35ISEhJSYmLiws+0NvbmxEA+fn5//rXv/DeqVOnZmZmmpubM55Xq8GaNWv8/PxqampGjRolu7esrEwqlaoaJARBiMVigiDmzp3b1taG20lNTZ0+ffqcOXM4ipaFPZby8vIo+8yfP//58+f0Y0NCQujWZgk2lliSdSJSFg/sWsklLy/Pzs7OwMBg8ODBMTExzc3NCKFNmzaZm5tXVFTQa+7cudPc3PzGjRuK2lFVNAOOfkSqu1IRiYmJn332mYODQ2ho6M8//yz3tRH1+reYmJgoBVAts1isJztVYIDS49/vAABJ9tl5RhwdHffs2YP/l52YIDQ0dOLEiUob6e7u5vP5CxcuZKnDPqdAU1PThg0bgoKCgoODN27cKPv1Kcd29EKP2RDz4YcfJiQkyJb3YxuS3MzI3YYkSXp4eMTGxjIKwYZKbbhu3bru7m6SJIuLixXNM8LRjDDPiBaR+zUNSZJCoZDH4xkZGS1dulQsFq9YsQIhZGtrS1WorKwUCAQ2NjYpKSk5OTlxcXEIocDAQLlS8Pft1NSJq1evJgiivb394cOHCKGVK1fi8uzsbET7DF69r+LxG+YbN26kSrq7uy0tLfGEwUlJSQghf39/sVicnZ396aef8ni8YcOG4eCkzzMiO+cI1oea0IHdAp6enmZmZrt27crNzd2zZ4+FhYWpqamikGbR6tixY3hemMWLF6empmZkZNA379y5o9QREomEz+fb2NikpqZmZ2fPnDkT27y0tHTevHkIobi4uAMHDpB/n2dEKBTa2toaGxsvXbpUJBJFR0cjhOzt7almc3JyEEKurq4ikUgkErm5ueFR+IKCAtkTVMmV1MRYkZGRSGaGiLi4OE9PTzWaJUly9erV+Nzb29ttbW0tLS0ZE5eyi2bAHku5ubkIITc3N5FIlJGR4ezsbGpqihTMM8IebCyxJOtE9nhQqhUD3A/weLzVq1fn5OQsX74cIYR/SrW1tQghxvyszs7OI0aMkNsUu2iVXKnUj6SKrlRES0sL1Tdeu3YNITRq1CjZaur1bwKBgP2GlIvFVBIK84wAKgEOBvRDXxwZOX/+PELo3r17eDM4ODgxMZFewcrKat26dUrbefDgAULoxIkTLHXY74IaGxs3btyIb6U2b97ch+5Ie9KGJElu375d0e1fP7Yhyc2MSm1In7MWf0qDl/uhABuy2zA7OzsxMbG4uLi4uHjz5s08Hq+4uLi2tpZRjaMZYWREi7CMjCCEMjIyqBJ8Q05F/ujRo01NTR88eEBVwHPxHDt2TFbKrVu36KMVo0aNohY2cnNzo6Y2jI6Oxhf3eBNfx7Og6Dre3t7e2dmZ2iwuLkYI4fUgrK2tnZyc6JVjY2MRQhKJhFRxZITFAi0tLQihTz/9lNolEok8PDywFFnYtcJjENT9DGNTqSM8PDxMTEzoFby8vPBU3HhuILkzsOIAEIlE1FEffvghQoha+8Pa2tre3r6lpQVvPn/+HL8RxjIyoqor5d7Turq6UkP8qjbb3d3t7OzM4/Fmz56tKFZZRDNg95q9vb2NjQ1ln8bGRvw5g6ojI0pjieFE9nhQqhUDHAb0GUM3bNhAednDw8PMzAyPBJEkeenSJYSQbAbBsItWyZXc/UhqNjKyYcMG+pI0oaGhCKHjx48zqqnXvymF3WJqCFW7R2VA1ed4IkAfBb6mAQCu1NfXm5qaWllZ4c2SkhJPT8/r16/jzdu3b9+/f192EkdZTp06xePxGDM7qoS/v7+zs3NERERERISTk5NKs7Lpl560YWZmpo2NDX5FMz8//8mTJ/S9/dWGiLMZ2W1YUVFhaGiYnJyMN4cOHYoQunPnDr0O2JDdhv/4xz/wY73Hjx8/evQIIfT48eNnz54xqvVdM/ZLCIKYNWsWtYknmsGR/+jRI4lEMmXKFEtLS6oCfq3g+++/l23Kzs7O1tb2woULCKGnT59WVlZSzp04cWJ1dTXulMrLy728vPh8Pv1YX19f2XWF7e3tWTSPiIioqamhpppOT083MjLCL9vX19fj0UAKCwsLhJBsNLLDbgE+n8/n8zMyMjIzM/E7/7NmzSovL3/77bfltqa2Vkod0dbWdv78eUaF/fv319bWMj6rlIUgiJCQEGpz7NixCCH8RLqiouL333+PjIw0NjbGe42MjJSueaSGKxk0NDRcvnx54sSJ6jVLEIRIJJJKpSKRaPHixRr2MCxeu379el1d3Zw5cyj7mJiYfPDBB2pIUSmW2ONBPa2MjIzwoBgGf7xz+PBhhFBERMSTJ0+oD0wOHjzI4/EYX7VgOIrm6Ert+lERra2tlZWVOOwxa9asof7S0aR/U4RSi6ktVPOfITBAUJIhAACgeP3116kvWn/88ceuri53d/dt27Y5OjoihM6ePcvj8bjMEVBSUuLn56d0RkYW8EyN6enpBEHMmTNH1VnZ9EiP2bCoqOjcuXOTJ0/+8ccfOzo6Dh8+zJj1rb/aEHE2I7sNCYKwtrYeOXIk3qysrDQ1NfXx8aHXARuy29Dd3Z2au8TIyCgpKYl+x0XRd83YLzE2NqY7lP4/nvlPLBbn5+czjmIMvFJ4e3vjWQyPHz+OEKK+e58wYcLWrVuLi4uDg4Orq6vxE2k60dHRQUFBjMLw8HDGnBd0IiMjExISDh486Obm1tHRIRaLw8LC8L0BQRD19fU//PDDjRs38Kco6s3Dym4BHo+Xmpo6b9682bNnEwTh6en5/vvvh4eH0+9X6aitlVJHnD17FiFEdV8YjndBLAFQX1+PEHJwcKDXt7GxYW9QDVcyKC0tFQgE9JtVVZt1dXUNCAjIy8vbsmULR6GKYPEanmiDMa0S+yxLilApltjjQT2tRo8eTXf90KFDjYyMcHTNnj07Ojo6MzNTKBTicYqAgAAzMzPZRjiK5u5KLfpREYmJiYxFcBwdHWfOnJmVlYXzHX2XGv1bZmamoomZwsPDuVhMvU5V858hMECAkREA4Mq4cePs7OwOHTrU1tZmbm7+xhtvHD582MrKqrq6eteuXWVlZQRBREVFxcbGyl0GBSF05MiR/Pz8nJycoUOHRkVFpaSkyD6/yszMLCwsLCkpaWpqmjNnjoeHB35YIVcfFm25t9OT9IwN6+rqpk2b1tzcvGfPHlyiaDay/mRDhBBHM3Kxobu7+5IlSyQSCY/H++2330pKSnJzc6l5bRn6sGg7kG1IsWzZsnPnznV0dISEhAQGBtJfSaCrpOjw3mnDAcuMGTM8PDwYhba2tnIr+/v7Hzhw4OrVq0ePHrWwsKBGynx8fHg8XmFhobGxsVQqZYw5qoeVlZWfn59YLN6xYwe+/aCeta5fvz4hIcHY2HjixIkuLi7R0dG3b9+Wu+QEF1gsEB4ePmHChB9++KGoqKiwsPDMmTNr1649ceKE3Ef9GmrFogaeoFFuf9UXycvLmzx5soaN4Pt8jo/uWWDxGjY7Y6RY6Us6ilAplpDieMADN6pqNXjwYEYJ1YJAIAgNDRWLxfv27Tt79mxDQwP97RI62jUIXQ3N/SiX1tZWiUQSHx/PKF+zZk1WVtaqVasYIyNq9G8LFizAc9nKEh4ezsViPdmpAgMQGBkBABXIzs6+ffv2P/7xDx6PFxgY+Pvvv+PnRfv37+dyeHBwcHBwMHvlWbNmyb1xksXOzk4r7fQwPWBDe3v7pqYmLq31Mxu6ublxMSMXGyKEli1b1tDQIJFIjIyMfvnlF0XXc2BDpezYsUNpHRYz9lobDjSwj1566SXGyFRbW5uim3D8pndVVdXp06fpb78TBCEUCi9duoTnlRwzZoxWNJw3b15oaGhZWVl6erqDgwMebqurq0tISPDw8Dh58iR1Q7V27VpFjXR2dtI3r1y5Qv2v1AIdHR0vvvhiTExMTExMV1fX3r17o6Ojt2zZgidEpKOqVnSUqjF8+HCEkEQiWbBgAbW3oqKisLAQz7+gHlhuTU1NcHAwVchYD0gXFBQUfPPNN7qWwgV2r73++uvorxclKO7fv8/SIEuwcY8l9nioqqpSVSuE0E8//UTfbG5ubm1tpV4MCQ8Pz8jI+P7770+ePGlhYaHowxY1DKJfZF8YwTg5OQUHBx85coTx2oga/Rv76XOxWA93qsBAA+YZAQDVsLOzw7eIBEEofY0WkAvYUHN6xoaWlpaBgYF4on4didAjEIeASjg6OtrY2GRnZz99+pQqzM/PHzx4sNzbCYSQiYnJiBEj0tPT79+/z1jX2d/fv6amprKyctKkSdrS8D//+Y+pqem333576tSpiIgIXIgn0AkMDKQ/Z8YTmsp+vcLn85ubm+kPdcvKyqj/2S2Ql5dnaGiIp8ZECPF4vEWLFvF4PGqJTToqacVAqSMsLS0dHR2LiorwFBWYpKSkdevWUY+j5WrFjru7u4ODw/79+ym5ra2t1JuJOuKnn35qbm729fXVqRSOsHvN3d3d2tpaJBLRPUjFgywswcYxlvAmezyoqhXmzz//pA+O4JGp6dOn400/Pz9ra+vCwsLs7OywsDCWDyrVEK0vWltbz58/r+jtxYSEBITQqlWr6IVq9G8CxSBuFuvhThUYaMDICAAAAAAAgHJ27drV0NAwfvz4vLy8qqqqffv2hYWFWVhY4HU95eLj41NaWkoQBONi3dfXt6ur69SpU4wpkDSBIIjw8PCsrCyEEDUyMnLkSD6fn5SUVF5e3tHRUV5e7ufnh5/Kyo4OjB8/XiqVzpgx48cff8zPz580aRLjgS2LBQICAmxtbePj4/fu3VtRUVFSUjJr1qyuri68Yi4DlbSSRakjtmzZcvfuXX9//6KioqqqqjVr1mRkZMyfP9/Kygrf1aempqanp6tq4eTk5F9//XXs2LHffPPN3r17PTw8GPNSa53CwkJXV1dqumj9otRrW7duvXHjhr+/f1lZWXl5+bRp0/DSLXJhCTalscRwIns8qKQVRiAQBAcHZ2ZmVlVVbdu2LT4+3svLi/5TxT+05uZmvPKrItQQrSOKioqGDBkyf/58RRWSk5NbWlo+UsDevXvNzMwkEgl9qBTpoH/jYrGe7FSBAYe+F8cBB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Net: Convolutional NN Matrices Determination for LED Digit images","description":"This challenge is to return final WH and WP matrices, given XImgset, WH, WP, K, EPY using convolution(Ximg,K), ReLU on the hidden layer and Softmax on the output layer. Training images are LED binary matrices of digits 1:9 and 0. A fun extension is to add LED variants and see if trained WH/WP give expected result.\r\n[WP,WH]=ConvNN_Process(XImgset,K,WH,WP,EPY)\r\n \r\nThe matlab Latex code for making the CNN Processing chart included in template.\r\n","description_html":"\u003cdiv style = \"text-align: start; line-height: 20.4333px; min-height: 0px; white-space: normal; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, monospace; font-style: normal; font-size: 14px; font-weight: 400; text-decoration: rgb(0, 0, 0); white-space: normal; \"\u003e\u003cdiv style=\"block-size: 691.5px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 345.75px; transform-origin: 407px 345.75px; vertical-align: baseline; \"\u003e\u003cdiv style=\"block-size: 63px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 31.5px; text-align: left; transform-origin: 384px 31.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 384px 8px; transform-origin: 384px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to return final WH and WP matrices, given XImgset, WH, WP, K, EPY using convolution(Ximg,K), ReLU on the hidden layer and Softmax on the output layer. Training images are LED binary matrices of digits 1:9 and 0. A fun extension is to add LED variants and see if trained WH/WP give expected result.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 162.5px 8px; transform-origin: 162.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e[WP,WH]=ConvNN_Process(XImgset,K,WH,WP,EPY)\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 529.5px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 264.75px; text-align: left; transform-origin: 384px 264.75px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cimg class=\"imageNode\" style=\"vertical-align: baseline;width: 875px;height: 524px\" 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data-image-state=\"image-loaded\" width=\"875\" height=\"524\"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 257px 8px; transform-origin: 257px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThe matlab Latex code for making the CNN Processing chart included in template.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e","function_template":"function [WP,WH]=ConvNN_Process(XImg,K,WH,WP,EPY)\r\n %nX=size(XImg,3); %Number training images\r\n %nK=size(K,3); % Number kernels\r\n %XC=zeros(5,3,nK); %Pre-alloc for speed\r\n \r\n for epoch=1:1000 % Number of cycles to evolve WH and WP\r\n  dWH=0*WH;\r\n  dWP=0*WP;\r\n  for iCase=1:nX  %Cycle thru all Images while accumulating dWH and dWP\r\n %Forward Pass  X(7,5,nX)-Ximg,Conv-XC(5,3,nK),ReLU-XCY3(5,3,nK),XCY(1,nK*15+1)(1,91)\r\n % XCYV*WH-H(1,21), ReLU(H)-HY(1,21), HY*WP-P(1,10), Softmax(P)-PY\r\n   for k=1:nK\r\n    %XC(:,:,k)=(conv2(XImg(:,:,iCase),K(:,:,k),'valid')); %Use rot90 Kernel to make output align\r\n   end\r\n\r\n   %XCY3=max(0,XC); %ReLU  Not needed with all K coeff positive; safer to leave in for K offset case\r\n   %XCY=[XCY3(:)' 1]; % 1,nK*15+1  (1,91)  add a 1 for offset term\r\n \r\n   %[dWPi,dWHi]=Neural_ReLU_Back_Propagation(XCY,WH,WP,EPY(iCase,:));\r\n \r\n %Accumulate across all sample cases\r\n   %dWP=dWP+dWPi;\r\n   %dWH=dWH+dWHi;\r\n \r\n  end % iCase\r\n\r\n  %WP=WP+dWP/nX; % dWP/nX  Valid\r\n  %WH=WH+dWH/nX; % Usage /nX^2 requires 10K epochs for \u003e.8 PYs\r\n\r\n end % epoch\r\nend %ConvNN_Process\r\n\r\nfunction [dWP,dWH]=Neural_ReLU_Back_Propagation(X,WH,WP,EPY)\r\n% X will be single case [X1 X2 ... XN 1]\r\n  LR=1; % Learning Rate\r\n  \r\n  H=X*WH;\r\n  HY=max(0,H); % ReLU\r\n  \r\n  P=HY*WP ; %\r\n  PY=exp(P)./sum(exp(P),2); %Softmax [PY1 PY2 ... PYM]\r\n  \r\n  %Back Propagation Calculations\r\n  ErrPY=EPY-PY;\r\n  \r\n  dPY=PY.*(1-PY).*ErrPY;\r\n  dWP=LR*HY'.*dPY;\r\n  \r\n  dHY=HY.*(1-HY).*sum(WP.*dPY,2)';\r\n  dWH=LR*X'.*dHY;\r\nend % Neural_ReLU_Back_Propagation\r\n\r\n\r\n%{\r\nfunction NNConv_flow\r\n%Convolution neural net process flow\r\n\r\n%shape prep\r\nr = 10;r5=5;\r\nphi = 0:0.01:2*pi;\r\ncxA = r*cos(phi);\r\ncyA = r*sin(phi);\r\n\r\nrxA=[0 2*r 2*r   0 0]';rx5=[0 r r 0 0]';\r\nryA=[0   0 2*r 2*r 0]';ry5=[0 0 r r 0]';\r\n\r\n\r\nf=figure(1);clf;\r\nf.Position=[1935 122 1459 873]; % Dual Monitor setting\r\n\r\nplot([0;160;160;0;0],[-5;-5;100;100;-5],'k','linewidth',2);hold on\r\nxticks([]);yticks([]); %Ticks/Labels off\r\naxis equal;axis tight;\r\n\r\npatch(rxA*1.9+48,ryA+75,'y')\r\ntext(50,93,'Images','Fontsize',14);text(65,93,'Kernels','Fontsize',14);\r\nfor j=0:3\r\n plot(rx5+50+j,ry5+81-j,'k','linewidth',1);\r\n plot(rx5+65+j,ry5+81-j,'k','linewidth',1);\r\nend\r\ntext(79,90,'EPY','Fontsize',14);text(79,86,'WH','Fontsize',14);text(79,82,'WP','Fontsize',14);\r\ntext(49,76.5,'Initial Inputs','Fontsize',14);\r\nquiver(86,86,3,0,'k','LineWidth',3.5,'MaxHeadSize',1);\r\n\r\npatch(rxA*3.5+89,ryA*1.9+56,[1 .75 .4])\r\ntext(90,92.5,'Epoch:  Cycle over Training Images (1K to 10K)','Fontsize',14);\r\ntext(92,89,'Loop over Images to Update WP and WH','Fontsize',14);\r\ntext(92,86,'dWP=0;  dWH=0','Fontsize',14);\r\ntext(92,62,'WP = WP + dWP / nX   %nX = # Training images','Fontsize',14);\r\ntext(92,58,'WH = WH + dWH / nX','Fontsize',14);\r\n\r\npatch(rxA*3.3+91,ryA*0.95+65,[.75 1 .4])\r\ntext(92,82,'Cases:  Cycle thru Training Images','Fontsize',14);\r\ntext(94,79,'Loop over Convolutions per Training Image ','Fontsize',14);\r\ntext(94,75.5,'Create XC ( : , : , k ) - Convolution Planes Image_{i}','Fontsize',14);\r\ntext(96,73,'Create XCY - Convolution Set Vector [1,91]','Fontsize',14);\r\ntext(98,70,'Perform dWP dWH Back Propagation','Fontsize',14);\r\ntext(98,67,'Update dWP and dWH','Fontsize',14);\r\n\r\npatch(rxA*3.5+89,ryA*2.4+7,[.4 1 .75])\r\ntext(96,53,'Processing Numerical Convergence Concerns','Fontsize',14);\r\ntext(90,49,'Kernels need to be scaled(sum \u003c=1) or offset(sum~=0)','Fontsize',14);\r\ntext(90,45,'WH and WP require offset and scale normalization','Fontsize',14);\r\ntext(90,41,'WH=[(rand(90,20)-.5)/sqrt(90+20) zeros(90,1)]','Fontsize',14);\r\ntext(90,37,'WP=(rand(21,10)-.5)/sqrt(21+10);','Fontsize',14);\r\ntext(93,33,'Offset to achieve zero-sum','Fontsize',14);\r\ntext(93,29,'Scale to avoid large positive sum','Fontsize',14);\r\ntext(90,25,'nX factor for WP, WH updates needed for convergence','Fontsize',14);\r\ntext(90,21,'Scale mods change convergence rate and stability','Fontsize',14);\r\ntext(92,17,'(2*nX) requires 2K Epochs to achieve .90 Predictions','Fontsize',14);\r\ntext(90,13,'WH w=20 was arbitrary at 2 * # Classes','Fontsize',14);\r\ntext(90,9,'WH h=91 is conv(h*w)*Kernels +1 ','Fontsize',14);\r\n\r\npatch(rxA*3.5+89,ryA*.5-4,[1 .4 1])\r\ntext(90,4.5,'Kernels are to capture features','Fontsize',14);\r\ntext(90,1.5,'Internal Corners and Straights were selected','Fontsize',14);\r\ntext(90,-1.5,'Centering done for debugging (not required)','Fontsize',14);\r\n\r\ntext(1,97,'Convolution Neural Net: Forward Pass and Back Propagation WP \u0026 WH','Fontsize',20);\r\n\r\ntext(1,93.5,'\\color[rgb]{1 .5 .2}Ten Input Images(7x5) [Ringed by 0s]','Fontsize',12) %Valid\r\ntext(1,91,'\\bf 1  111 111 1 1 111 1   111 111 111 111','Fontsize',9,'Fontname','Courier')  %bf bold_font\r\ntext(1,91,'\\bf\\color{red}. .          .       ..','Fontsize',9,'Fontname','Courier')  %bold_font, color\r\ntext(1,89,'\\bf 1    1   1 1 1 1   1     1 1 1 1 1 1 1','Fontsize',9,'Fontname','Courier')\r\ntext(1,89,'\\bf\\color{red}. . ..  ..   .   ..  .. ..   .   .   . ','Fontsize',9,'Fontname','Courier')\r\ntext(1,87,'\\bf 1  111 111 111 111 111   1 111 111 1 1','Fontsize',9,'Fontname','Courier')\r\ntext(1,87,'\\bf\\color{red}. .                     ..           . ','Fontsize',9,'Fontname','Courier')\r\ntext(1,85,'\\bf 1  1     1   1   1 1 1   1 1 1   1 1 1','Fontsize',9,'Fontname','Courier')\r\ntext(1,85,'\\bf\\color{red}. .  .. ..  ..  ..   .  ..   .  ..   . ','Fontsize',9,'Fontname','Courier')\r\ntext(1,83,'\\bf 1  111 111   1 111 111   1 111   1 111','Fontsize',9,'Fontname','Courier')\r\ntext(1,83,'\\bf\\color{red}. .         ..          ..      ..','Fontsize',9,'Fontname','Courier')\r\n\r\ntext(1,80.5,'\\color[rgb]{1 .2 .5}Six Conv Kernels (3x3) TL TR LL LR V H','Fontsize',12) %Valid\r\ntext(1,78,'\\bf         1   1   1  ','Fontsize',9,'Fontname','Courier')  %bf bold_font\r\ntext(1,78,'\\bf\\color{red}... ... . . . . . . ...','Fontsize',9,'Fontname','Courier')  %bold_font, color\r\ntext(1,76,'\\bf 11 11   11 11   1  111','Fontsize',9,'Fontname','Courier')\r\ntext(1,76,'\\bf\\color{red}.     . .     . . .','Fontsize',9,'Fontname','Courier')\r\ntext(1,74,'\\bf.1. .1. ... ... .1. ...','Fontsize',9,'Fontname','Courier')\r\ntext(1,74,'\\bf\\color{red}. . . . ... ... . . ...','Fontsize',9,'Fontname','Courier')\r\n\r\ntext(1,71,'EPY=eye(10)','Fontsize',18,'Color','b');\r\ntext(1,66,'XC(:,:,k)=conv2(XImg(:,:,i),K(:,:,k),''valid'')  % [5,3]','Fontsize',18,'Color','b');\r\ntext(5,61,'XCY3=max(0,XC)  % ReLU [5,3,6]','Fontsize',18,'Color','b');\r\ntext(5,56,'XCY=[XCY3(:)'' 1]   % [1,91]','Fontsize',18,'Color','b');\r\n\r\nstr='$$ XCY*WH=H ; $$';\r\ntext(1,51,str,'Interpreter','latex','Fontsize',16);\r\nstr='$$ H=\\left[\\matrix{ H_{1} \u0026 ... \u0026 H_{20} \u0026 1} \\right]  $$'; \r\ntext(32,51,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ ReLU(H)=HY  $$'; \r\ntext(1,47,str,'Interpreter','latex','Fontsize',16);\r\nstr='$$ HY=\\left[\\matrix{ HY_{1} \u0026 ... \u0026 HY_{20} \u0026 1} \\right]  $$'; \r\ntext(32,47,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ HY*WP=P;  $$';\r\ntext(1,43,str,'Interpreter','latex','Fontsize',16);\r\nstr='$$ P=\\left[\\matrix{ P_{1} \u0026 ... \u0026 P_{10} } \\right]  $$'; \r\ntext(32,43,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ Softmax(P)=PY;  $$'; \r\ntext(1,39,str,'Interpreter','latex','Fontsize',16);\r\nstr='$$ PY=\\left[\\matrix{ PY_{1} \u0026 ... \u0026 PY_{10}} \\right]  $$'; \r\ntext(32,39,str,'Interpreter','latex','Fontsize',16);\r\n\r\ntext(5,34.5,'Softmax(P)=e^{P}/\\Sigmae^{P}','Fontsize',20,'Color',[1 .5 .2]);\r\n\r\ntext(1,28.5,'[ dWPi , dWHi ] = ...','Fontsize',18,'Color','b');\r\ntext(1,23.8,'Back\\_Prop\\_WP\\_WH ( XCY, WH, WP, EPY(i,:) )','Fontsize',18,'Color','b');\r\n\r\ntext(15,19,'WH','Fontsize',18);\r\nstr='$$ \\left[\\matrix{ WH_{1,1} \u0026 ... \u0026 WH_{1,20} \u0026 0 \\cr WH_{2,1} \u0026 ... \u0026 WH_{2,20} \u0026 0 \\cr : \u0026 : \u0026 : \u0026 0 \\cr WH_{90,1} \u0026 ... \u0026 WH_{90,20} \u0026 0 \\cr bH_{91,1} \u0026 ... \u0026 bH_{91,20} \u0026 1 } \\right]  $$'; %valid\r\ntext(1,6,str,'Interpreter','latex','Fontsize',18);\r\n\r\ntext(58,19,'WP','Fontsize',18);\r\nstr='$$ \\left[\\matrix{ WP_{1,1} \u0026 ... \u0026 WP_{1,10} \\cr WP_{2,1} \u0026 ... \u0026 WP_{2,10} \\cr : \u0026 : \u0026 :  \\cr WP_{20,1} \u0026 ... \u0026 WP_{20,10} \\cr bP_{21,1} \u0026 ... \u0026 bP_{21,10} } \\right]  $$'; %valid\r\ntext(48,6,str,'Interpreter','latex','Fontsize',18);\r\n\r\nend %NNConv_flow\r\n%}\r\n","test_suite":"%%\r\nImgsetstr= ... %5x3 digits 1:9 0\r\n ['010111111101111100111111111111';\r\n  '010001001101100100001101101101';\r\n  '010111111111111111001111111101';\r\n  '010100001001001101001101001101';\r\n  '010111111001111111001111001111'];\r\nImgsetv=Imgsetstr-'0';\r\n\r\nnX=size(Imgsetv,2)/3;\r\nXImgset=zeros(7,5,nX); % Images Zero Ring for conv2(I,K,'valid') where K is 3x3\r\n\r\nnClasses=10;\r\nEPY=eye(nClasses); % One case for each digit from 1 to 9 and then 0 which is class type 10\r\n%One input for each Class\r\n\r\nKsetstr= ... %3x3 kernel mask (will be scaled/offset)\r\n ['000000010010010000'; %Centered corners and vert/horiz\r\n  '011110011110010111'; %Kernels are identifying Features\r\n  '010010000000010000'];\r\n\r\nKsetv=Ksetstr-'0';\r\nKh=size(Ksetv,1);\r\nnK=size(Ksetv,2)/Kh; %Number of Kernels\r\nKset=reshape(Ksetv,Kh,Kh,nK);\r\n%Kernel needs normalization either scale or offset; Two large scale slows convergence or possible fail\r\nKsetr90=rot90(Kset(:,:,:),2)/3; % Rotate and normalize 3, each kernel sum is 3 Valid  2-Fails\r\n%Ksetr90=rot90(Kset(:,:,:),2)-.5; % Rotate and offset -0.5  Valid \r\nIh=size(Imgsetv,1);\r\nImgset53=reshape(Imgsetv,Ih,3,size(Imgsetv,2)/3);\r\nfor k=1:size(Imgset53,3)\r\n XImgset(2:end-1,2:end-1,k)=Imgset53(:,:,k);\r\nend\r\n\r\n%Stability sensitive to WP and WH values; rand start needs offset and normalization\r\n% X(7,5,nX) XC(5,3,nK) (XCY(1,91) WH(91,21) WP(21,10)\r\nztic=tic;\r\nfor ztry=1:5 %Allow five processing attempts to get a working solution\r\nWH=[(rand(90,20)-.5)/sqrt(90+20) zeros(90,1)]; % 90=nK*15, 20 is arbitrary at 2*nCases WH(91,21)  Valid\r\nWH=[WH; zeros(1,20) 1]; % offset row, Start with zero bias\r\n\r\nWP=(rand(21,10)-.5)/sqrt(21+10);  % 10 output states  Valid\r\n\r\n[WP,WH]=ConvNN_Process(XImgset,Ksetr90,WH,WP,EPY);\r\nfprintf('Process Time: %.3f sec\\n\\n',toc(ztic));\r\n\r\n  X=zeros(nX,91); %Forward process all images in one sequence\r\n  for iCase=1:nX\r\n   for k=1:nK\r\n    XC(:,:,k)=(conv2(XImgset(:,:,iCase),Ksetr90(:,:,k),'valid')); %Need to rot90 Kernel to make output align\r\n   end\r\n   XCY3=max(0,XC); %ReLU  Not needed with all K coeff positive\r\n   XCY=[XCY3(:)' 1]; % 1,nK*15  1,91  add a 1 for offset term\r\n   X(iCase,:)=XCY; \r\n  end\r\n\r\n  H=X*WH; % Process all 10 cases\r\n  HY=max(0,H);\r\n  P=HY*WP ; %\r\n  PY=exp(P)./sum(exp(P),2); %Softmax [PY1 PY2]\r\n  [~,pcase]=max(PY,[],2);\r\n  [~,pexp]=max(EPY,[],2);\r\n  \r\n  for i=1:nX\r\n   fprintf('Exp:%2i Pred:%2i   ',pexp(i),pcase(i));\r\n   fprintf('.%04i  ',round(10000*PY(i,:)));fprintf('\\n');\r\n  end\r\n  \r\n  if isequal(pcase,pexp),break;end\r\n  \r\nend % ztry  Allowed 5 trials as rand may not always converge\r\n  \r\nvalid=isequal(pcase,pexp);\r\nassert(valid)\r\n","published":true,"deleted":false,"likes_count":0,"comments_count":0,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-30T05:22:25.000Z","deleted_by":null,"deleted_at":null,"solvers_count":3,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-30T04:01:42.000Z","updated_at":"2023-08-30T05:22:28.000Z","published_at":"2023-08-30T05:22:28.000Z","restored_at":null,"restored_by":null,"spam":null,"simulink":false,"admin_reviewed":false,"description_opc":"{\"parts\":[{\"partUri\":\"/matlab/document.xml\",\"contentType\":\"application/vnd.mathworks.matlab.code.document+xml\",\"content\":\"\u003c?xml version=\\\"1.0\\\" encoding=\\\"UTF-8\\\"?\u003e\u003cw:document xmlns:w=\\\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\\\"\u003e\u003cw:body\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThis challenge is to return final WH and WP matrices, given XImgset, WH, WP, K, EPY using convolution(Ximg,K), ReLU on the hidden layer and Softmax on the output layer. Training images are LED binary matrices of digits 1:9 and 0. A fun extension is to add LED variants and see if trained WH/WP give expected result.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003e[WP,WH]=ConvNN_Process(XImgset,K,WH,WP,EPY)\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:customXml w:element=\\\"image\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"height\\\" w:val=\\\"524\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"875\\\"/\u003e\u003cw:attr w:name=\\\"verticalAlign\\\" w:val=\\\"baseline\\\"/\u003e\u003cw:attr w:name=\\\"altText\\\" w:val=\\\"\\\"/\u003e\u003cw:attr w:name=\\\"relationshipId\\\" w:val=\\\"rId1\\\"/\u003e\u003c/w:customXmlPr\u003e\u003c/w:customXml\u003e\u003cw:r\u003e\u003cw:t\u003e \u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThe matlab Latex code for making the CNN Processing chart included in template.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc 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Net: Calculate Bias Quad Output Perceptron (Counter, Mux, Subtraction)","description":"This challenge is to calculate the Neural Net Bias Quad Output Perceptron vector, PY,  and Pclass, given X, WH, and WP using ReLU on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  Counter, 2 bit Mux, and Subtraction 3-X_value.  With four output classes ReLU performed better than Sigmoid in back propagation in ability to solve from random and prediction deltas between classes.\r\nX wll be a 4x3 matrix creating a Quad output  PY 4x4 matrix. PY(:,N) is Expectation of class N for each case. PY values shall all be \u003c0.25 or \u003e.75 The Pclass must match the Logical Function expectation where Pclass is the column of PY with max value per row, col1=Class1,  col2=Class2, col3=Class3,  col2=Class4.\r\n[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP)\r\n \r\nThe function template includes the code to create this figure using Matlab Latex","description_html":"\u003cdiv style = \"text-align: start; line-height: 20.4333px; min-height: 0px; white-space: normal; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, monospace; font-style: normal; font-size: 14px; font-weight: 400; text-decoration: rgb(0, 0, 0); white-space: normal; \"\u003e\u003cdiv style=\"block-size: 754.5px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 377.25px; transform-origin: 407px 377.25px; vertical-align: baseline; \"\u003e\u003cdiv style=\"block-size: 84px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 42px; text-align: left; transform-origin: 384px 42px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 380px 8px; transform-origin: 380px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to calculate the Neural Net Bias Quad Output Perceptron vector, PY,  and Pclass, given X, WH, and WP using ReLU on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  Counter, 2 bit Mux, and Subtraction 3-X_value.  With four output classes ReLU performed better than Sigmoid in back propagation in ability to solve from random and prediction deltas between classes.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 63px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 31.5px; text-align: left; transform-origin: 384px 31.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 371.5px 8px; transform-origin: 371.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eX wll be a 4x3 matrix creating a Quad output  PY 4x4 matrix. PY(:,N) is Expectation of class N for each case. PY values shall all be \u0026lt;0.25 or \u0026gt;.75 The Pclass must match the Logical Function expectation where Pclass is the column of PY with max value per row, col1=Class1,  col2=Class2, col3=Class3,  col2=Class4.\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 165.5px 8px; transform-origin: 165.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP)\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 529.5px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 264.75px; text-align: left; transform-origin: 384px 264.75px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cimg class=\"imageNode\" style=\"vertical-align: baseline;width: 875px;height: 524px\" 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\" data-image-state=\"image-loaded\" width=\"875\" height=\"524\"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 0px 8px; transform-origin: 0px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003e \u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 21px; font-family: Helvetica, Arial, sans-serif; line-height: 21px; margin-block-end: 9px; margin-block-start: 2px; margin-bottom: 9px; margin-inline-end: 10px; margin-inline-start: 4px; margin-left: 4px; margin-right: 10px; margin-top: 2px; perspective-origin: 384px 10.5px; text-align: left; transform-origin: 384px 10.5px; white-space: pre-wrap; margin-left: 4px; margin-top: 2px; margin-bottom: 9px; margin-right: 10px; \"\u003e\u003cspan style=\"block-size: auto; display: inline; margin-block-end: 0px; margin-block-start: 0px; margin-bottom: 0px; margin-inline-end: 0px; margin-inline-start: 0px; margin-left: 0px; margin-right: 0px; margin-top: 0px; perspective-origin: 250px 8px; transform-origin: 250px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThe function template includes the code to create this figure using Matlab Latex\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003c/div\u003e\u003c/div\u003e","function_template":"function[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP)\r\n%ReLU applied to X*WH\r\n%  X 4x3\r\n% WH 3x3\r\n% WP 3x4\r\n%The PY value is four values for each case, [Class-1,Class-2,Class-3,Class-4 ]\r\n%Pclass is 1, 2, 3 or 4 based on determination col max per row. Prediction for each input case\r\n%Softmax applied to produce the output PY\r\n\r\n  PY=zeros(4,4); % Four rows since four cases in X; four columns due to four output classes\r\n  Pclass=ones(4,1); % Values 1 to 4\r\nend\r\n\r\n%The figure was generated using Matlab and Latex\r\n%{\r\nfunction perceptron_bias_quad_ReLU_Soft\r\n%Quad output classifier\r\n%Softmax y=exp(x)./sum(exp(x),2)\r\n\r\nf=figure(1);clf;\r\nf.Position=[1935 122 1459 873]; % Dual Monitor setting\r\n\r\nplot([0;160;160;0;0],[-5;-5;100;100;-5],'k','linewidth',2);hold on\r\nxticks([]);yticks([]); %Ticks/Labels off\r\n\r\naxis equal;\r\naxis tight\r\n\r\nr = 10;\r\nphi = 0:0.01:2*pi;\r\ncxA = r*cos(phi);\r\ncyA = r*sin(phi);\r\n\r\nr5 = 5;\r\nphi = 0:0.01:2*pi;\r\ncx5 = r5*cos(phi);\r\ncy5 = r5*sin(phi);\r\n\r\nrxA=[0 2*r 2*r   0 0]';rx5=[0 2*r5 2*r5   0 0]';\r\nryA=[0   0 2*r 2*r 0]';ry5=[0   0 2*r5 2*r5 0]';\r\n\r\n\r\ntext(1,97,'Bias Quad Out Perceptron','Fontsize',20);\r\n\r\npatch(cxA+10,cyA+80,'y');text(10-2,80,'X_{1}','Fontsize',20);\r\npatch(cxA+10,cyA+20,'y');text(10-2,20,'X_{2}','Fontsize',20);\r\n\r\npatch(cxA+80,cyA+80,'y');text(80-8,93,'H_{1}','Fontsize',20);text(80-8,80,'\\Sigma','Fontsize',30);\r\npatch(cxA+80,cyA+20,'y');text(80-8,33,'H_{2}','Fontsize',20);text(80-8,20,'\\Sigma','Fontsize',30);\r\npatch(cxA+135,cyA+80,'y');text(135-6,94,'P_{1}','Fontsize',20);text(135-8,80,'\\Sigma','Fontsize',30);\r\n\r\npatch(cx5+135,cy5+55,'y');text(135-8,60,'P_{2}','Fontsize',16);text(135-4,55,'\\Sigma','Fontsize',20);\r\npatch(cx5+135,cy5+43,'y');text(135-8,48,'P_{3}','Fontsize',16);text(135-4,43,'\\Sigma','Fontsize',20);\r\n\r\npatch(cxA+135,cyA+20,'y');text(135-6,34,'P_{N}','Fontsize',20);text(135-8,20,'\\Sigma','Fontsize',30);\r\n\r\npatch(rxA+80,ryA+70,'y');text(82,80,'ReLU','Fontsize',20);text(90,93,'Y_{1}','Fontsize',20);\r\npatch(rxA+80,ryA+10,'y');text(82,20,'ReLU','Fontsize',20);text(90,33,'Y_{2}','Fontsize',20);\r\npatch(rxA+135,ryA+70,'y');text(137,80,'Softmax','Fontsize',20);text(147,94,'PY_{1}','Fontsize',20);\r\n\r\npatch(rx5+135,ry5+50,'y');text(135.5,55,'Softmax','Fontsize',12);text(147,60,'PY_{2}','Fontsize',16);\r\npatch(rx5+135,ry5+38,'y');text(135.5,43,'Softmax','Fontsize',12);text(147,48,'PY_{3}','Fontsize',16);\r\n\r\npatch(rxA+135,ryA+10,'y');text(137,20,'Softmax','Fontsize',20);text(147,34,'PY_{N}','Fontsize',20);\r\n\r\nquiver(20,20,55,0,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,80,55,0,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,20,58.5,58.5,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(20,80,58.5,-58.5,'k','LineWidth',3.5); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(58,93,14,-10,'k','LineWidth',3.5,'MaxHeadSize',.7); text(58-8,92-1,'bH_{31}','Fontsize',20);\r\nquiver(60,5,13,10,'k','LineWidth',3.5,'MaxHeadSize',.7); text(60-6,4,'bH_{32}','Fontsize',20);\r\n\r\nquiver(100,80,27.5,0,'k','LineWidth',3.5,'MaxHeadSize',.3); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(100,20,27.5,0,'k','LineWidth',3.5,'MaxHeadSize',.3); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(100,80,31,-58.5,'k','LineWidth',3.5,'MaxHeadSize',.2); % line arrowhead x,y,dx,dy,  VectorLine draw\r\nquiver(100,20,31,58.5,'k','LineWidth',3.5,'MaxHeadSize',.2); % line arrowhead x,y,dx,dy,  VectorLine draw\r\n\r\nquiver(133,63,0,8,'k','LineWidth',3.5,'MaxHeadSize',.9); text(135-1,63+1,'bP_{31}','Fontsize',20);\r\nquiver(133,3,0,8,'k','LineWidth',3.5,'MaxHeadSize',.9); text(135-1,3+1,'bP_{3N}','Fontsize',20);\r\n\r\ntext(30,85,'WH_{11}','Fontsize',20); %Thicker Bold\r\ntext(20,65,'WH_{12}','Fontsize',20);\r\ntext(40,24,'WH_{22}','Fontsize',20);\r\ntext(20,38,'WH_{21}','Fontsize',20);\r\n\r\ntext(107,84,'WP_{11}','Fontsize',18);\r\ntext(107,24,'WP_{2N}','Fontsize',18);\r\ntext(114,30,'WP_{1N}','Fontsize',18);\r\ntext(114,70,'WP_{21}','Fontsize',18);\r\n\r\n\r\nstr='$$ X=\\left[\\matrix{ X_{1} \u0026 X_{2} \u0026 1} \\right]  $$';\r\ntext(3,55,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ X*WH=H  $$'; %valid\r\ntext(3,50,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ H=\\left[\\matrix{ H_{1} \u0026 H_{2} \u0026 1} \\right]  $$'; \r\ntext(75,67,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ ReLU(H)=Y  $$'; \r\ntext(75,62,str,'Interpreter','latex','Fontsize',16);\r\n\r\ntext(34,77,'ReLU(H)=max(0,H)','Fontsize',18,'Color','b');\r\ntext(34,71,'Softmax(P)=e^{P}/\\Sigmae^{P}','Fontsize',18,'Color','b');\r\n\r\nstr='$$ Y=\\left[\\matrix{ Y_{1} \u0026 Y_{2} \u0026 1} \\right]  $$'; \r\ntext(75,57,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ Y*WP=P  $$'; %valid\r\ntext(75,52,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ P=\\left[\\matrix{ P_{1} \u0026 P_{2} \u0026 P_{3} \u0026 P_{N} } \\right]  $$'; \r\ntext(75,47,str,'Interpreter','latex','Fontsize',16);\r\n\r\nstr='$$ Softmax(P)=PY  $$'; \r\ntext(75,43,str,'Interpreter','latex','Fontsize',16);\r\n\r\n\r\nstr='$$ PY=\\left[\\matrix{ PY_{1} \u0026 PY_{2} \u0026 PY_{3} \u0026 PY_{N}} \\right]  $$'; \r\ntext(63,39,str,'Interpreter','latex','Fontsize',16);\r\n\r\n\r\nstr='$$ WH=\\left[\\matrix{ WH_{11} \u0026 WH_{12} \u0026 0 \\cr WH_{21} \u0026 WH_{22} \u0026 0 \\cr bH_{31} \u0026 bH_{32} \u0026 1 } \\right]  $$'; %valid\r\ntext(1,3,str,'Interpreter','latex','Fontsize',20);\r\n\r\nstr='$$ WP=\\left[\\matrix{ WP_{11} \u0026 WP_{12} \u0026 WP_{13} \u0026 WP_{1N} \\cr WP_{21} \u0026 WP_{22} \u0026 WP_{23} \u0026 WP_{2N} \\cr bP_{31} \u0026 bP_{32} \u0026 bP_{33} \u0026 bP_{3N} } \\right]  $$'; %valid\r\ntext(66,3,str,'Interpreter','latex','Fontsize',18);\r\n\r\n\r\nend %perceptron_bias_quad_ReLU_Soft\r\n\r\n%}\r\n\r\n","test_suite":"%%\r\n% All of the WH/WP arrays were created from a matlab centric back propagation algorithm.\r\n% The back propagation algorithm is for a near future fun challenge.\r\n%Counter\r\n\r\nX= [0 0 1; %[x1 x2 1] four cases\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [1.11   0 0; %wh11 wh12 0\r\n     0.00   1 0; %wh21 wh22 0\r\n    -0.11   0 1];%bh31 bh32 1\r\n\r\nWP=[ 6.02 -1.47 -1.68  6.69; %wp11 wp12 wp13 wp14\r\n     6.00 -1.33  6.92 -1.68; %wp21 wp22\r\n     1.16  7.99  3.99  4.17];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP);\r\n[PY Pclass Pclass-1]\r\n%Verify PY used softmax\r\nvalid=sum(abs(sum(PY,2)-1))\u003c1e-6;\r\nif ~isequal(ones(4,4), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([1;2;3;0],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%2 Bit Mux 00:0 01:1 10:2 11:3\r\n\r\nX= [0 0 1; %[x1 x2 1] four cases\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [0.00   1 0; %wh11 wh12 0\r\n     1.03   0 0; %wh21 wh22 0\r\n    -0.03   0 1];%bh31 bh32 1\r\n\r\nWP=[-1.67  6.60 -1.76  5.91; %wp11 wp12 wp13 wp14\r\n    -0.98 -1.38  7.20  6.33; %wp21 wp22\r\n     8.08  4.22  4.12  1.23];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP);\r\n[PY Pclass Pclass-1]\r\n%Verify PY used softmax\r\nvalid=sum(abs(sum(PY,2)-1))\u003c1e-6;\r\nif ~isequal(ones(4,4), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([0;1;2;3],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%Subtractor  3-X  00:3 01:2 10:1 11:0\r\n\r\nX= [0 0 1; %[x1 x2 1] four cases\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [0.00   1 0; %wh11 wh12 0\r\n     1.06   0 0; %wh21 wh22 0\r\n    -0.06   0 1];%bh31 bh32 1\r\n\r\nWP=[ 5.96 -1.71  6.66 -1.61; %wp11 wp12 wp13 wp14\r\n     6.02  6.90 -1.68 -1.29; %wp21 wp22\r\n     1.32  4.20  4.30  8.17];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP);\r\n[PY Pclass Pclass-1]\r\n%Verify PY used softmax\r\nvalid=sum(abs(sum(PY,2)-1))\u003c1e-6;\r\nif ~isequal(ones(4,4), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([3;2;1;0],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n","published":true,"deleted":false,"likes_count":0,"comments_count":0,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-23T19:37:45.000Z","deleted_by":null,"deleted_at":null,"solvers_count":4,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-23T18:47:21.000Z","updated_at":"2023-08-23T19:37:46.000Z","published_at":"2023-08-23T19:37:46.000Z","restored_at":null,"restored_by":null,"spam":null,"simulink":false,"admin_reviewed":false,"description_opc":"{\"parts\":[{\"partUri\":\"/matlab/document.xml\",\"contentType\":\"application/vnd.mathworks.matlab.code.document+xml\",\"content\":\"\u003c?xml version=\\\"1.0\\\" encoding=\\\"UTF-8\\\"?\u003e\u003cw:document xmlns:w=\\\"http://schemas.openxmlformats.org/wordprocessingml/2006/main\\\"\u003e\u003cw:body\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThis challenge is to calculate the Neural Net Bias Quad Output Perceptron vector, PY,  and Pclass, given X, WH, and WP using ReLU on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  Counter, 2 bit Mux, and Subtraction 3-X_value.  With four output classes ReLU performed better than Sigmoid in back propagation in ability to solve from random and prediction deltas between classes.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eX wll be a 4x3 matrix creating a Quad output  PY 4x4 matrix. PY(:,N) is Expectation of class N for each case. PY values shall all be \u0026lt;0.25 or \u0026gt;.75 The Pclass must match the Logical Function expectation where Pclass is the column of PY with max value per row, col1=Class1,  col2=Class2, col3=Class3,  col2=Class4.\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003e[PY,Pclass]=Calc_Quad_Bias_Perceptron(X,WH,WP)\u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:customXml w:element=\\\"image\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"height\\\" w:val=\\\"524\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"875\\\"/\u003e\u003cw:attr w:name=\\\"verticalAlign\\\" w:val=\\\"baseline\\\"/\u003e\u003cw:attr w:name=\\\"altText\\\" w:val=\\\"\\\"/\u003e\u003cw:attr w:name=\\\"relationshipId\\\" w:val=\\\"rId1\\\"/\u003e\u003c/w:customXmlPr\u003e\u003c/w:customXml\u003e\u003cw:r\u003e\u003cw:t\u003e \u003c/w:t\u003e\u003c/w:r\u003e\u003c/w:p\u003e\u003cw:p\u003e\u003cw:pPr\u003e\u003cw:pStyle w:val=\\\"text\\\"/\u003e\u003cw:jc w:val=\\\"left\\\"/\u003e\u003c/w:pPr\u003e\u003cw:r\u003e\u003cw:t\u003eThe function template includes the code to create this figure using Matlab 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NmzZ5n9/k3LlzkhITE32J3DHQg/fgK1KlgzIm8bntttuMJgPOMTz88MO+7M4I0ve+Lf/2b/8mfw/ND3Pnzq1TXuvWrQcMGGBkJerVq2f0BzEK/+Mf/5DUuXNno1uKM6P3iqR58+a5rHLvsbV48WJJ7dq1c9/O448/Pn/+/E8++cTv3T322GPuhbt27SrJ2Gyl3AM2Iunfv797l5kOHToYG1+6dGml2/nTn/5kPHF8wAAAAIDagXFGELlGjBjx5ptvOv5rtVrPnDmzZcuW//3f/12xYsUrr7xy/PjxWbNmVfRyk8nUuHHjxo0bG/8tLS3ds2fPvn37tmzZ4hgZxOHBBx9cuHDhsWPHrrvuupSUlN69e/fq1SsjI6PSyTsk1a9fX5LHOVDcWSwW44kvW3ZXpYPasmWLpNTUVPftXHfddT7uztiLj+FdvHhR/h5aoJhMpqZNm/bp02fs2LHOA3msWbNGktlsNlIbLozsj/tsR1dffbXLEqMRh9FTxsU111xzzTXX+L07k8nUs2dP98IpKSm5ubk7d+50X+XOPWAj2VfRSDE33XRTbm7uhg0bXJY7Em0Ojrf10qVLvkQCAAAA1BRkRhC5TCaTS2uF5OTk/v379+/f/+677547d+7s2bPHjh3bqlUrLxv54IMPPv300/Xr1xcVFXkp1rNnz+nTp48ZM8aYDHjy5MmTJ082m839+/f/61//6vF+1cHIjBw4cMCXg3K0SfExN+GRLwdlsViMjIYxPIQL7yfNISUlxdjU+fPn69at672w1Wo14jFOSAhkZWW9++67zktMJlNcXJzzDCwO58+fl7R27dq1a9dWtEGXFkOS3IeSNVJgV1xxhffY/NhdRZFfe+218vkD5hJwSUmJ0YTHPdNhMBqSGEMaO6vO5xMAAACoWciMoEZ68skn586dK2np0qUV3eQXFxdnZGTk5eUZ/01ISOjUqdPVV1/dtWtXq9Xq3llg2LBhd99994IFC5YtW5adnV1cXGyxWBYsWLBgwYJRo0Y5t15xkZqaOnfu3NLS0s2bN3fo0MF75I6RHa6//nofD7Y6B1URj3fg7m666SbjiS8z6axbt864Ce/Ro4ePYVST2Wx2nnrGOyO21NRUI93jUZ06dQITmV+7q+hN+eWXX7ysBQAAAFBNZEZQIzlGTPjpp58qKjN+/Hgjg/Dss88++OCDzk0nli9f7vEl8fHx9957rzEp6ebNm7Ozs6dNm1ZYWDh58uQhQ4ZUlILp37//6NGjrVbrnDlz3DMjX375pfNIEzNmzJCUmJjYrVs3l5Luw3O4D+jg+0GZzebY2NjS0tJjx465x3zo0CGPx+IiPT09MTHx1KlT77zzTqWZkffee8/Y76233uqyypdDC7aEhISioqLU1NRXX321Otu58sor9+/fb/Qbcme1Wo0Uhh+7Ky4udrzc2b59+yQ5+ulUidEOxWq1nj592mMBo5NOfHy8HxsHAAAAagcyI6iRNm/ebDwxOhp4ZNyoZ2ZmPvfccy6rjhw54vzf0tLSnJycn3/+uUuXLo5f+Dt06NChQ4ehQ4caAzfs2rWrosxIo0aNMjMz586d+/bbbw8fPrxly5aOVXv37m3Xrl2LFi0mTJhw1113zZo166uvvpI0atQo9xvgU6dONWzY0HnJjz/+6PdBSUpNTc3Nzd20adOYMWNcVhlhVMpkMo0cOXLixImrVq1aunRpv379Kiq5efNmY9zTQYMGuQ9G68uhBVuXLl2ys7MdbXZcZGdnnz9/PiUlxX3AVBdt2rTZv3//nj173Fdt27atdevWCQkJW7du9WN3Vqv1iy++cE+ubd++3div98Aq0rJly23btq1cuXLYsGHua7du3SqpU6dO/m0cAICwWL58uWPsNmfGL0MdOnSotBcwfFfVs71u3bqzZ89KSk1N9dit2+H48ePGl6WrrrrqxhtvDGjUQBWFe3IcRCnvn0Bj1ciRIz2uvXTpUseOHY0yjolI3WftNf7rPuHu5cuXHTmO06dPGxs0Rpd86aWX3PdllJwzZ46Xw/n++++Nbh3JycnfffedY/nnn3/uGKqze/fuxoQyKSkpznPuOqZlnT9/vstmHUkWxzypvh+UzWabPHmyJJPJ9P3337uUdwzLWukMrBcuXGjUqJGkhISEzz//3GOZr7/+2pj+pm7duj/99JN/h+bHrL2DBw/2pbDh7bffNvbofhSHDh0yPgCjR482ljgmwXVM+uvgmB159+7dLqvGjx9vfAaqujvHp9cxl7ODY5gSxwfb5nXWXveAHbP2On8yDcYYvZImT57sEsnJkyddCntZBQBAiFXanbZly5buXz/gn6qebceXpd69e3vfsvGVxmQy5efnB/kg/Oc4zHAHguDiDUZ4eK9iHJXpZ+UtW7bspZdeatasmVEgKyvL8RL3zIjR46ZJkyaOTIHNZjt37tztt9/u2PvatWuN5UOGDJGUkJCQl5fnHMmIESOMu8qjR496P6Jly5YZ24yPj3/++eedy0+aNMmxx3r16rncUV++fNlItDdr1syRVjh58mRWVpbjVY70QZUO6uLFi8YsNk2bNj106JBjdyNHjnTfshcFBQX16tUzrlujRo365ptvHKsOHTo0YcIEY6Bck8n0z3/+0+9DM3rrtGrV6ty5c5VG5Udm5OLFi02aNJGUlJTknK04evRou3btjDfOcZa8JBouX75sfAKbNGninHJatmyZc36tSrtzfHolTZo0yVF4+/btxi8tnTt3do7B/Vx5Cfj06dNG3qpRo0bO792WLVuMjTdu3NiRqiMzAgCoEYxvAsZo/S7k5IUXXgh3pLWBH2fb0Qt79uzZFW32ww8/NMo8/fTTITkOPzkOMNyBILh4gxEe3qsY+aB79+7ON4HumRFjiFZJDRo0GDx48IgRIwYOHGi02nCkBhYtWmQU/vnnnx0zvHbs2HHQoEGZmZlGWwlJU6ZM8eWgPv/8c+MW1JCQkJCYmGjs0dm4ceNcbl9fe+01Y5XZbE5LS0tLSzPusSdOnGgsd2QKqnRQNqekhtls7tevX2ZmptGrxdEvxpfMiM1m27lzpyMh5Tg05x8QkpOTPbYo8f3QnnjiCeez5D0wPzIjNptt9+7djjeoffv2gwYN6tevn2My2iVLljhKekk0OG/HZDJlZGQMGjTISHZIysjI8GN3jk+v0ZkrJSVl0KBB6enpRperxo0b//zzz84BuJ8r7wFv3LjR8Z0mLS1t0KBBnTt3NsonJSXt3LnTPRIyIwCASOblm8Dly5fnzJnjuFI7/yoA//hxtk+cOGF0r65Xr57L1xhHAeM7aqtWrS5fvhzcA6gexzeucAeC4OINRnh4r2LkiTEha5MmTTIzM13aJtg8ZUZsNtv777/vnKqQ1K5du9WrV9tsNuNWdsiQIY7CR48ezczMdBn+o0WLFs6JhkpduHDh2WefdRlTw6j0p0yZMn36dGOoywYNGrj03Jk8ebJzqElJSTNnznScCuc0QZUOymazfffddxkZGc6nceTIkY7xOH3MjNhstkuXLr322mvO+RFDSkrKCy+84PGGvEqHdvr06fT0dEcx5/fRnX+ZEZvN9vPPP993332O9IShY8eOLm04vScabDbboUOHXD4tCQkJzz77rMul3cfdOT693377rXPzH5PJNHz4cPdMhPu5qjTg77//vn///s4Bm83mESNGuHxZITMCAKgRKv0m4LhsjRo1KpSB1Ur+ne358+cbCwcOHOj+EuMLT2xsrKNrfMRyfHcKdyAIrhibb7/PA4EVExNjPAnBJ/DLL788ceKEyWRq3759/fr1vRe2WCwbNmwoLi42mUytW7f2PmqUF4cPH965c2dpaWlcXFynTp0czSsOHjw4evToxYsXZ2Zmzps3z+VVmzdvPn36dN26dW+66Sbvs7RW6aAkHT9+fOvWrb6X96KwsHDr1q0lJSVxcXFt2rRxSdNUxMdDKy0tNWbzcWmfGVhWq3X9+vXGu1ydE1JSUrJ+/XqLxeL9uCrdXU5OTq9evSSdPHkyMTHxyJEj27dvN5lMPXr08HIe/DhXFotlzZo1FoslPj6+U6dOLikbAABqijp16hQVFQ0ePHjWrFkVlfnjH/94+PDhPn36OLo8wz9+n+077rhj4cKFkv7xj384//bzySefZGZmSpo8efIjjzwSzNgDIJS3LQgjMiMIjyivYvbs2RMXF+ffPKyofVwyI+EOB6jcihUrSkpKrrzySvfZlBwKCws3btwoqX379o7uiqgS5ncAKuLLvXqPHj3Wrl2bnp6+cuXKUMZW+/h9tgsLC6+99trCwsKkpKRvv/3W+HHo1KlTf/7znwsLC9PS0nJyckJxANUT5bct0cPbj9IAgqR58+akRQDUXA888MCAAQNefPFFL2W2b98+YMCAAQMGOGZBQlX99NNPxjl84IEHvJc03pE77rjDarWGJjYgwlmtViNdWOm8Kqi+is52UlLSlClTJBUWFj7++OPGwkcffbSwsLBevXqOEViBSEBmBAAAIBLdc889xvwO2dnZH330UUXFZs2alZ2dLWnChAleWvEAUeXVV18tKSmR1KVLl3DHUvt5Odt33nnnwIEDJc2cOfPLL79ct27dnDlzJL3zzjvuA/MBYUQncwAAgAj17rvv5uXlnTp16pFHHunVq5d7n5rCwsJHH31UUqtWrZ577rkwhAiEj8ViKSoqcl6yf//+AwcOLFiwwLj9btiw4dChQ8MUXW3j99meNm1abm5uYWHh8OHDjQRKZmbmXXfdFZqwAR+RGQGAMOvZsyc9VwF4lJSU9Pbbb2dmZp49e/bhhx/+9NNPXQqMGDHi7NmzsbGx8+fP9z50N1D7zJ07d+7cuRWtrVev3sKFC+lNEyh+n+3ExMRp06bdcccd27Ztk5ScnDx16tQgBgr4hSsoAABA5LrzzjuNOR0WLFhgzPLg8MknnxhLXnnllaZNm4YnPiDCmEymZs2ajRs3bs+ePQxIHGw+nu3bb7/d6FMj6YMPPmC8eUQg2owAAABEtGnTpuXl5RUWFo4YMaJ79+6O+R0efvhhSWlpaZE/7SUQDFlZWe+++67zEpPJFBcXR/upYKjm2b755psXLFggqVu3bsEID6gmag0AAICIxvwOgEdmszmhvPj4eNIiQcLZRu1GmxEAAOCPI0eOzJs3r6K1u3btCmUwtd6dd9756aefLliwYObMmSNGjCgqKmJ+BwAAAoXMCAAA8EdBQUFWVla4o4gizO8AAECQkBkBAAD+iI2NrVOnTkVrL1686DK/I6qJ+R0AAAgSOoYBAAB/9O7d+2TFFi1aFO4AayHmdwACxWq1WiyWcEcBb3iPEEpkRgAAAGqMm2++2XjC/A5AdfTt2zcjIyPcUcAb3iOEEpkRAAAAAFFkzJgx2dnZ4Y4C3vAeIcQYZwQAEGqFhYUbN26U1KdPH7O58ivRihUrSkpKrrzyyg4dOlS6zfbt2ycnJ1czwpiYGJvNVs2NAACC5MKFC/698Pz580OGDFm4cGFg46nd/D7bzoYNGzZs2DBfSvIeISxoMwIACLXt27cPGDBgwIABxvwalXrggQcGDBjw4osv+rLNLVu2VDO8mJgY41/jCQCgdvjkk0+aNm26cOHCwYMHhzsWeMZ7hHAhMwIAQBmXbAjJEQCoNebOnRsfH79kyZJZs2aFOxZ4xnuEcKE3DQAA3hjJETrXBIPVarVarb70qEJ1cJ4Bw4QJE2644QaTid+GIxfvEcKFzxwAAGUqyoDQeCQYmHcgNDjPgKFt27bcckc43iOECx87AECYnTp1Kjs7e8WKFYWFheGORSI5EirMOxAanGcAACpFu0oAQNhcuHBh9OjR77//vtVqNZakpaVNmTKlWbNm4Q3MSI64p0LoWWM4evRopWV69uxZ0Yli3oHqYH4HAAACjjYjAICwue2222bOnNmoUaOBAwf27t3bZDJ9/vnn7dq127FjR7hDk2g8EhzMOxAanGcAAHxHmxEAQNgUFBSMHTv25ZdfNjoV79u3r0ePHkeOHMnMzPzmm29cCh85cmTevHkVbWrXrl3BiJDGIwHnmHegX79+s2fPDnc4tRbnGQAA35EZAQCETUZGxquvvur4b9OmTRcsWJCamrp3794VK1a4jBlZUFCQlZUV8hglyWazeWwnEhMTQ3Kkqph3IDQ4zwAA+I7MCAAgbB577DGXJR06dGjVqtW2bds+/vhjl8xIbGxsnTp1KtrUxYsXi4qKghKlJJIjgdO2bdtwhxAVOM8AAPiOXxIAAGHTo0cP94XXXXedpN27d7ss792798mKLVq0KNjR2mw2j0mQmJgYRh4BAACouciMAADCIy4uzmNTf6NhyA8//BDyiHzCsKwAAAC1DL1pAACR6De/+U24Q6gQw7ICQE1HXR35eI8QSrQZAQCER2lpqdVqdV9+4cIFSW3atAl5RFVD4xEAAIDagcwIACA8rFbrF1984b58y5YtklJSUkIeUZWRHAEAAKgFyIwAAMJmxowZLkuys7P37dsnKTMzMxwRVRnDsgIAANR0ZEYAAGEzzmiIKQAAIABJREFUc+bMt956y/HfzZs333///ZLS0tK6dOkS2H1V1HnHhdVqtVgsVd04jUcAAABqLjIjAIDwMJvN7dq1GzVq1HXXXXfPPfd069YtNTW1sLAwJSVlzpw5gdrLqVOnhg0bdsUVV/z2t7/97W9/27dv371793op37dv34yMDD92ROMRAACAGoq5aQAA4WEymf75z38OGzZs8eLFu3btMpYMGTLk5Zdfrl+/fkB2cf78+Q4dOuzfv3/gwIG33nrrzp07p02b1q5du/z8/BYtWriXHzNmTHZ2dlpamt97tNlsHvMgMTExjLHvjnMSGpxnAAC844sawsNx58AnEMCRI0e2b99uMpm6dOkSHx8fwC0/88wzEydOnDBhwn//938bS3Jycnr16tW7d+/PPvvMueT58+eHDBmycOFCSWlpaTk5OdXZb0WNRKjxAACoWbhtiRJkRhAeNb2K8d42voYeFFD7dOvWLS8v79y5cwkJCY6Fv/vd76xW6y+//OJY8sknn4waNer48eODBw+ePXt29TMjBvIjoUFnpRqBjz1qIqqXGiHY1UtNv22Bj+hNA1TC40XRe8XI7RAQIdatW1daWhobG+tYUlpaWlpampiY6Fxs7ty58fHxS5Ys6dev3+zZswO1d3rWBFbFVatLsUqqaIQed5eIcL5UL9QtkYnqBYFCZgRw5XJ19OMqWNFLnLfMfREQGs5pkaKiopEjR1osllGjRjmXmTBhwg033GAyBX5UcuMv3f07t7GEeqBS5avNMAYCoLahegHgjMwIYOfUUi5Yuyj/ywNZEiB0Nm/e/Pzzz69Zs8ZisTz//PNPPfWU89q2bdsGde80HqkSblcABAnVC4CKMGsvol3Mr2w2GY/QcOzOZiuLIUT7BqLP6dOn4+LievToIentt982RloNpYoyIPzhO3OpjblvARAoVC8AvOPXKoRH2IcyCkELET8YQfFXCQTPnj17unXrVlhYuH379pYtW7oXiImJCdQIrB4xDpG7wFbIjAUQgWJiovoTjjAKYPVC3RKZQlC9hP22BaFBmxFEnbC0EPERTUiAYGvevPnTTz8tacqUKWEJgMYjziK5QgZQo1G9AKgSMiOIIs7XyEjm0ssm3OEANZjVaj1y5IjLwj/96U+SCgsLwxGRJNlsNo/5kaj6k68pFTKAGofqBYAfGIEVUeHXaSDCHUcVGQEzhwXgn9LS0iuuuCIxMfHEiRPOy8+ePSvp3//938MUl13UDstaQytkAJGP6gWA32gzglquFvxu4Gg/Eu5AgBomNja2e/fuhYWFs2bNciwsKSmZNGmSpPvvvz9skf0q2nrW1IIKGUBkonoBUE20GUFtZlwjawdHcqR2/5gMBNYbb7yRmpo6fPjwH3744cYbbzx9+vTLL7+8a9eu++67r1u3buGOTvr1L9o9FVLL/t75IRdAkFC9AAiIWt5kFxEr2IM81+LLJPPXAFWybdu2IUOGbNu2zfhv3bp1H3/88f/3//5fReWDPTeNl/16XF4L/thDnKRm/ogIxNw0CJJQVi/ULZGJuWkQKGRGEB5BrWJqU1ORivAtE6iSgwcPfvPNN1deeWXLli1NpsjtSVrL8iNhSVJz9xKBuGYh4EJfvVC3RCYyIwgUMiMIjyBVMbW4qYg7Go8AtVKtSY6EK0nN3UsEIjOCwApL9ULdEpnIjCBQGGcEtUc0NBVx5pi5hmoaqE1qwZw1UZWkBhBKVC8AgoTMCGqJaEuLOBgjs9aU+yUAvqjRw7JGbW0MINioXgAET+T2tQZ85JinLWoxpy9QK9XEOX2jvDYGEDxULwCCiswIajbmrjeQHAFqJZvN5jE/YmSEQx+Pd9y3AAgSqhcAwUZmBDUYl0lnRnIkAm+WAFRTjWg8QoUMIEioXgCEAJkR1FRcJt0ZzWci6mYJQEBEeHKEChlAkFC9AAgNRmBFjcRl0gvGZHX48ssvf/rpJ5PJ1K9fP48FNm3adOLECUnt2rVr2LChe4HDhw9v3bpVUkZGRlxc3IoVK0pKSq688soOHTpUtNPCwsKNGzdKat++fXJycmCOBIjgYVmpkAEECdULgJDh9gnhUZ2JwblM+iIEs7tHvjfffHP06NGSDhw40LhxY5e1Vqu1Tp06xcXFkkaNGvXmm2+6b+HBBx+cNm1afHz8v/71L0lXXXXVsWPH+vfvv2jRoop2mpOT06tXL0mLFi3q379/AA8HMFTUTiQsf/IRWCHHxDD4VMThkgQ/RFr1Qt0SmUJQvVTntgU1CL1pUMNE2mUyYtGtRlJaWprxJD8/333t+vXrjbSIpOzsbI9b2LBhg6S+ffsGJ0DAH5EzLCsVMoAgoXoBEGJkRlCTcJlElbRo0SIpKUlSTk6O+9pVq1ZJ6t69u6T9+/cfPnzYpUBRUdGuXbscZYCIEvaRR6iQAQQJ1QuA0CMzghqDy2RV0WxEUo8ePSRt2bLFfdXKlSsl/eUvf0lJSZGnZiNG6kRS7969gxsl4JcwJkeokAEECdULgLAgMwLUZiRHjKTGnj17SkpKnJcfP378q6++kpSWlpaeni5pxYoVLq9du3atpJSUlEaNGoUoXKCKqtqzJiA9brhvARAkVC8AwoXMCGoGrpR+i/LkiDHUiNVqdelQ8/nnn0tq2bJlUlKSMWDqihUrrFarc5lNmzZJysjICF24gF98aTzinBOpTp1AbQwgSKheAIQRs/aiBuBKWU3RPI9vw4YNU1JS9u/fn5eX16dPH8fypUuX6tesR58+fUwmU0lJyZo1a3r27GkUKC0t3bZtm5yGcQUimfc5fQE427Nnz8mTJ6+88sqmTZu6r12/fr2k3//+9y1atHBfu2nTJovF8uc//zkpKclisRg5dBf/5//8n2uuuSY2NjbgkQMAgoTMCCIdaZGAiObkSPfu3ffv379161bnhf/85z8lGa1FzGZz165d165du3LlSkdmxGhCYjabnfMphiNHjsybN6+i3RmDtgJhYbPZfEyF+FchUCGjdpg3b97EiRM7duxoTEDmbO/evV27dpVUr169M2fOuKwtLi7u2LGjpJ07dyYlJZWUlBiFPWrcuPG999771FNPxcXFBfoIaiGqFwDhRWYEEY3LJKovIyNj+vTpubm5VqvVZDJJ2rx58/nz5+Pi4ozxWSXdcssta9euXbVq1csvv2ws2bhxo6TOnTubza71ZEFBQVZWVgiPAKiC4CVHqJBRa/To0WPixIlbtmxxXBccPvvsM+PJ2bNnN2/e3KFDB+e1xsjcSUlJLs1JkpOTnf9bWlp64cKFgwcPTpw4MScnZ/369e6XEjijegEQdowzAkSLqB1wJD093WQyWSyWL774wlhiDLaakZHh+EJszMu7Y8eOY8eOGUuMzIgxOKuL2NjYxIolJCSE4KAALyoaltWd73UC9y2oTbp06WI2my0Wy7p161xWGbmP22+/XZ7mLMvLy5On8af27dt31MnJkyd/+eWX1157TVJ+fv6bb74ZnOOoJaheAEQCMiOIXFwpAy46kyMJCQnt2rWT09y9xhdf56xH27ZtExMT9evIrBaLJT8/X5Kjc42z3r17n6zYokWLgn9MQOUCnhwBag2TyWTMXObS0dJisaxZsyYpKemRRx6R5DJ0tyTj0uDLyNwmk2nMmDGZmZmSPv7440BFDgAIEjIjiFCkRRBARq8Zoz/5+fPnja+2LkOrGkkQ4xfCVatWWa3WevXqtW3bNgzhAqFVaXKEChm1j3Fd2Lx5s/PC5cuXWyyWjIyMLl26xMXFbdmyxXmoEYvFYmTYb775Zh/34pg5PmBx1zpULwAiBJkRILpEZ7MR4xuw8eufkfto0qSJy5QE/fr1069TEhhzDfj+3Reo6bxUC9y3oFYyRk41mhA6rF69WlLv3r2NRiVWq3XlypWOtUbSvFWrVkYbQ1+UlpZKYpCRilC9AIgcZEYQibhSIrB69OhhNpvPnj178OBB43uwe9bDaEJy5MiRwsLCgoICSe6z0gA1SBTmQAHfGQmOoqKivXv3OhYaFwhj2jKjx6XzUCNGw0OPvSwrMmPGDFUwZBUAIKKQGQGiThQ2GzGZTEazkS1bthhdadwzIw0aNGjVqpWkvLy8NWvWyK27DVC7eawWyFOjFjNyHI7Bufft27d///4bbrjBaBJiXAKcMyNGc0Ijb+Kd1Wpdv379bbfdZvS+eeihh4IQfo1H9QIgopAZQcThShkCUZgccQwjsnfvXrPZbPT9dmH8rDd37lyLxdKyZUuXWRiBWi/aqgVEOWMgVccwq0bHmVtuucX4b0pKSkpKyqlTp7788ktJFotl48aNZrPZY5uROnXqxDj5zW9+07Vr16VLl0oaP368Y4Z4AEDEIjMCICoYXcrnzJkjqXPnzrGxse5ljF8CFy9eLKlbt27BC8ZqtVosluqXAbyw/apKr3JOjpCnRu1m1PlGQ0L9miJxTnwY6XJj+fr1643BWR3TvXthNpsbN26clZW1du3av//978EIvqajegEQaciMILJwpQyZaGs2cuONNyYkJBi5hoq6fBvDkRhlHD8bBkPfvn0rnfTRlzKAL6qaH4mqmgHRrGHDhikpKfv37z9z5ozFYsnOzo6Li+vSpYujgJE6ycvLU2WDjFy4cMHm5NKlSwcOHPj444+DmmQHAAQQmREA0eLWW281nlSUcTAmI5BkNpuDN2DemDFjnDuu+10GqJIqNSExegSQp0atZzQnzM3NzcnJsVgst912m3OTkD59+phMJmPkKaNpiS+DjKBSVC8AIhCziCGCcKUMMaPZSFUb29dc8+bNmzdvnvcyS5Ys8bL26NGjle6lZ8+eFZ3S8+fPDxkyZOHChV5e7ksZoDqMzycNQwBJvXv3njlz5saNG3/7299K6t69u/Nas9ncuXPn3NzcHTt25OTkNGzYsHnz5mGKFAAQXLQZAYBQ+OSTT5o2bbpw4cLBgwdXpwwQEJU2IYmalCmiWnp6uslk2rVrlzHvjPvg3Eb7wffff99isVRpvl5UhJ/BAEQmMiOIFFwpUbvNnTs3Pj5+yZIls2bNqk4ZILD8GKUVqDUSEhLatGmzbt26vLy8lJSURo0auRQwsiHz58+X1K9fvzCECAAICTIjQFSLtnFYw2jChAn79+/3/sXalzJAMPg3kQ1QC3Tv3r2kpMSYd8Z97Y033piYmHjs2DGTyeTS16aajhw5ctddd3mZg6zSAjURP4MBiFhkRhARuFKi1mvbtm2lcz36UgYIKiM5QoWM6JGWlmY8ufnmmz0WMJqNtGvXrn79+oHaaXFxcWZm5vz5861Wq38FAACBxQisQLSLtnFYAQBwSE9P934F9DJ6d0JCgh9XzyNHjtxxxx1btmzxuwAAIOD4cRIAANjRgg8Iqtdff7158+bffvtty5Yt/StQc1G9AIhkZEYQflwpAQBANHjmmWd69uy5a9eudu3a+VcAABAM9KYBQIcaAABCoaCgoFmzZtUpAAAIBtqMAAAAiRZ8QPBVmvWorWkRqhcAEY7MCMKMKyUAAAAAIIzIjAAAAAAAgOhFZgSA9OtQI+GOAgAAAABCjRFYASDUfBnslgFxEWL0bQQQJFQvACIfmRGgEqtWqbhYknr2VEJChcV27NAPP0hSjx6qWzdEsQEAAAAAqoneNAizyP8N4dAhDRigAQM0enSFZQ4eVNeuGjBAc+aQFgEAAACAmoTMCFCJYcPUv78kzZyppUs9FCgtVb9+OntWTZpo5swQRxdIDDUCAAAAIArF0JUdYeG4A68RH8BTp3TddTp2TElJ2rlTDRqUW/uXv2j6dJlM2rhRHTqEKcQAiYlheAsgSlVpIIAvv9RPP1V3j82aqVmz6m7EXUxMzbiyRBUuLlGudlQv1C2RKQTVi9NtC5+A2ozMCMKjZmVGJK1bp+7dJSktTTk5Zcs//liDBknSa69pzJjwxBZAfHkFolNVx0fs21fLl1d3p0OHasaM6m7EHXcvEYiLSzSrNdULdUtkIjOCQKE3DeCTbt00bpwkff653nzTvnDfPv31r5LUr19tSIsAgI/+9rdy/122TBcven7861+6cEE7d+qzzzR5slJTy1515kyIowZQA1C9AAgL2owgPGpcmxFJVqvatNG2bYqN1ddfKyVFrVtrzx41aqTt21W/frjjCwR+1gOikx9zaj71lCZNsj9PTtbOnUpM9OmFq1YpM1Nnz6pVK339ddV26ouq/q6bna3SUs+rTCbFxqpdO18PzYvFiyXpmmvUsqWvIV11lW68scIyhYXauFGS2rdXcnJ1wws2Li7RrNZUL9VpM3L8uFav1rp1KimRyaT/+391443q00fmQEwTarHogw+0YYMsFtWpo8cf1zXXBGCzNQVtRhAoZEYQHkYVU+M+ffv2qXVrFRerVSv17KlXXqklw4s48OUVqEEC+F3Nj1sXq1XXX69du+z/HThQn37q62uN/olxcfrll6rt1BdVvXv5wx906lQlZVq00KRJ6tOnWlFJGjlSU6f6GlJmpubNq7BMTo569ZKkRYvsw4RHMi4u0azWVC/+ZUbOnNGYMZo9W1ar66rERD39tB59tFpRlZaqWzfl55ct+ewz9e6tL75Qfn51N14jkBlBoNCbBqiCpk312muStG2bXnlFkl56qfakRQDUUDFOQrZTk0mffqrYWPt/FyzQrFm+vrZbNw0apJKSChtrhF6DBkpLc320aGH/RXfXLvXtq48+CneUQFiFrJKpNdVLcbG6ddOHH8pqVYMGGjhQ992nQYOUliazWadOafRo/eUv1drF++/b0yIdO2rkSA0dqk6d9Nxzat9eO3cG5CCAaEFmBKiav/5V/frZn3ftqsceC2s0AFBeKLMkzZrp738v++9DD+nwYV9fO2KEJG3bFvio/NOtm3JyXB87d+riRU2frrg4SXrwQZ0/H+5AgXALTSVTO6qX//kf7dghSa+8op9/1qef6oMP9NFHysnRoUP2of2nT9eKFf7vwkiLNG2qDRs0dapmzFDduiooCET0QJQhMwJUjdWq48ftz/fsKXteO9hsCuVvzgD85sufaghuYB57TF272p8XFSkry9cXduqkuDgdPRqkuALGZNKwYXrpJUkqKlJ2drgDAiJJUCuZWlC9GPPjZGV5+CEtOVlLlyopSZJef93/XZSUSFLz5v5vAYCBzAhQNY8/ri1bZDJJUmGh7r033AEBiEpV7e0cvBuY2bNVr579+caN+p//8fWF3brVmCYY991nf7JmjYe1FovWrNHy5VqzRhZLKOMCIkgwKpmaXr0cOyZJGRme1yYk6D//U5LWrfNcoLRUK1YEpW4pKrJvef9+11UbNmj5cm3aVPkWVq3S8uXKztaePYGMDQgbGxAOv378atjjs8/sfzgTJmjUKPvzV14Jf2ABfACIKo46uTr1xpw5ZRs0mbR9u0+veuklvfZaUCqxKpU35rzIzPRWxvHj88MPl1t+4oSGDy83u4TZrOHDdfKk56p15MiAhbR6tX2bixYF/hwG401BdKpN1YsfB2IMlZKVVWGBQ4e0cqUOHHBd/v33ysy0/w5nMOqWn38uK9O7t4cTnpbmuiQ2VrZfa4yEBF26pHHjytVaXbvaN7tokRo2LFvesKFWrvQQ87JluuEG170kJ+uNN8oOyshnNWumy5fLvXbtWnv5UaMC+76E4rYlBDtCePEGIzx+rV9q0uOnn+zfVps318WL+te/lJJiv+T4eJ2uEQ8A0caok6tZdQwcWLbBZs30yy/hrMSqVN6XNMTEifZDc05DHDhQdhfRubMyM5Webr+TadxYR496qFrJjCA6VfPzEyHVix8HMmSIPezRo13rBC+PjRtVt64kmUzq2lWZmerc2b6dpCR9+6292KBBSk62j4IUF6fkZCUn6/bbXRc2biybU2bEaMDSoIF69y7rg5OaqtmzJSk2VhkZSk21L4+Lc83aGBMRSPZ9ZWYqI6MszzJpkr2YI5/19NNlrz192l5n3nCDLl0K7PsSituWEOwI4cUbjPAIyJUyxA/jshQbq9277UsKCuxfgsN7GxDYB4BoY9TJ1aw6Tp9WcnLZNl3aVoS4EqtSee9piIsX7RO0S2rcuOz3z8uX1aKFJCUn6+uvy8p/952aNJGk1FQPVSuZEUSnan5+IqR68eNADh2yjyQiyWRSaqqeeELLlnnLC5w+bX9J48b65puy5Vu2qEEDSUpJKdcQIzNTkvr3L7cRoznJ0KFlSxw1hqSJE8u2MG6cfaHZrMxMXbhgX/755/Z6zzm1ceCAfeHQoeViOHrUnmRp0KBs4aBB9qPeudO+5PbbJaluXQ9tZKr9voTitiUEO0J48QYjPAJypQzl49ln7XXi22+XW+74IdH58lNzHwCikFEnV78CWbmy3GY//zxs9ViVyhtpiORk9e5d7pGRocaNy1qzJyWVy4A4fhEtKHDd4O7d9lWrV7vWrtGZGQGq/ymKhOrFvwM5dKisxYeDyaTOnTVpkk6ccC3//POSZDaXtQ1xPIxpaFT+u2hVMyP9+pUreeGCvZZr1Mg1X2Ns5Pbby5YYY1HXq+fh50CjyYlUtpFz59SokSS1bCmbTe+/by8wZ04w3pdQ3LaEYEcIL95ghEegrpSheTh6RbpcToyHo83hkiXhD7WaDwDRxlEnB6QOefjhsi0nJ+v06fDUY1Uqb6QhvEhK0tixrjcwxo+fnTt73mb79lL52xIDmRFEm9pUvVTnQAoKNHasvaGZs9hYvfBCuZItW0rSwIGet2NM1pORUbakqpmRf/zDdZvx8ZI0ZIjrcqPRR58+ZUsuX9aBAx7SwTankfgcrU5sNuXl2ReOGqWEBNeQAvq+hOK2JQQ7Qng5Db8DwJPCQt15pyQlJ+u99zwUmD9fzZurqEj33ae9e+1tHV1YrbJay413FZlsNrmPKG+z8cUWiFB+zwERpL/rl1/WqlXat0+Sjh1TQYHS04Oxn8Br314jR9qfWyxatUqffiqrVf376733VL++a3ljkhqzWYsXe9iaMeyi+6QPAWS1BnHjgeV+ZeGyUkNVqcIJ+Ltcc6sXSW3bqm1bSTp/Xjk5ys7WihU6ckSlpZowQefO6cUX7SV37ZKkm2/2vJ2bblJurjZs8D8Sx1w/Dkabkeuv97zcuaoxmdS4sRo3tv+3tFR79mjfPm3ZolWrPOyrUyeNH69JkzR5siQ1b64pU/yPHAi2iL9RA8ItK0uFhZL00Ueef1ps1EhTp+q++3T2rDIzPU+91revLl5UTk5QIw2WmJgYvsUCkcaPnEgI/pDj4jR/vtq0kdWqJ56oSfctV19dbhb2Bx7Qww/rllu0eLG+/lr5+eWGOZDsE4KuXVvWqNCdcYfjt0uXvK11TOHpPHsFEF5BrWRqbvXirG5d3X67vdHZ0qUaMULHjumllzRkiJo1U0mJPRPx+997fnnTppJUXOx/AH/+s+flv/udr1v44AN9+qnWr1dRUeWF//u/9Y9/2PNZb75pHxoWiExkRgBv/uu/9PnnkjR+vHr0qLDYvfdq2TItWKDcXP3P/+jJJ8utHTNG2dke5lGLQDEx9q81LjddJEeAGir0f7kWi+LjdeutZT+B1lCdOmnuXPXtq4MHlZ6u/Hx7a3CDcfeSmmqfpMyjOnX83HWLFsrNVWmptzKOtUb7lJqFa0ptEsq3smZVL19+qaNH9fvfq1MnzwX69VNKiq69VpIWL3b99hgk1akxiouVkVHWRyYhQZ066eqr1bWrrFZ77xsXmzfb0yKSXn1VPXv6v3cg2MiMAN4884yeecankp9+6mHh+fMaMkQLFwY2qFCw2WwkR4BI5v5H6rwqxME4HDmiPn3UurU++ihcIQRSnz56+GFNmaJdu/Tww/rgg7JVCQkqKlJqql59NfD7NTrvbN/urczBg/Ynxm0VEEphqWRqXPXywgtavFipqdq0qcIyzZurXj2dPWvvfBcXJ5NJVqtOn/ZcfudOSfaRQUJv/Hh7WuTZZ/Xgg+X6jy9f7qF8UZHuuUeSbrhBX32lFSs0daoeeigksQJVRxNMIFg++URNm2rhQg0eHO5Q/OL+vcfvEQ0ABJvzEGLhiuHMGaWnq359LVni07BKM2aUyzVEphdftHeq//BD+9gihi5dJJVNFeEiO1vz5unLL/3caevWknT4cFn6w+MuJMXF2Wd/iHwun0wuKDVRGCuZmli9GFnL/PyyRhPurFaVlEjS1VfblxgjsLrMxeOwdaukChuhBJsx3F5mpp57znVYvSNHPJQfNUo//qi6dbV0qUaPlqRx47ydDSC8yIwAwTJ3ruLjtWSJZs0Kdyj+IjkCRLJIyIY4lJbqtttUWKicHA/jlXr02Wc6cybIYVVbfLzefdf+fNgw+z2MpD59JCk/v1y6xHD4sG67TVlZZTP7VlW/fvYnjkFhXaxfbx/vMCvLz10ANUgNrV7uv98+DJBjxDp3zz1nr1X697cvGTBAkhYv9jCE8xdfKDdXkn3qmdAzBhZxfwusVk2bZn/uGCBp8WL7TL2vv66GDfXCC2rSRCUlysysSQNII6qQGUE41e677AkTtH9/2RfcGorkCABfDBqkr79WdrYaNvT1JVu2VKFwGKWn2xMQP/6oZ5+1Lxw6VE2aSNJdd5VLjhw7pjvusI+GMHas66YOHFB2doUPh1at7LdJ2dnq0EHLl9tHFbFatWOHnntOvXpJUny8nnoqKIccJDQbgX9qaPWSkqK//U2SvvpK116rv/+9bFRmq1U5ORowQBMnSlJWVtmEvo88oqQkWSzq0UN795Zt7Ysv7F8pGzfW8OGV7NoYTGTrVp0/X8mIRVVijP+6cmW5rNP58/rP/9S2bfb/Gt0Ajx/XsGGSlJ6uBx6QpPh4eyuebdt87agOhFrA5wEGfOH0CYyKh6S0tPCH4Uuc3t8vqg6gVqpmbTxunEwmrVxZhZd8+62kqr2kKvVYFR7GpGOZmd7KnDxpL2Yyaft2+8Ldu5XpdWNGAAAgAElEQVSUZK8S27fXoEHq16+snf+SJa5R+fCVrOxx+rRuuKHcWpceBAkJQTl7QXo4rhpcSqJQrale/DuQESPKfeZNJtcxUNPT9a9/lXvJxo328Z5NJqWladAgde5sL5yUpJ07yxXOzJSk/v3LLXziiXK7uHhRq1fbn5886Rqhsa/p012XG53Be/cuWzJ3rn0jDRpo8GCNGKGBA+3TzTgauC1aJJvNPnNQ3br66SfPZ2PjxsC+L0H/DFNlRQPajAConM1GyxGgNrPZbH7/Tb/1ll55RdOnV20STePHwzZt/NxpiCUm6o03JMlqLRs6qnlz7dyp++6T2awtWzRnjpYulcWijh2Vn1/dBoP166ugQC+9VDb3jWOaXrNZQ4Zo+/YaOWupy9WES0k0iPLq5Z13tHateve2Jzet1rJGHC1aaOZMrVzpOqLqTTdp+3Z7w7HPP9ecOcrLk9msESO0c2dZ6xIvnnyy3BnbvDkwx3LXXXr/fSUl6fhxzZ6tadO0YIGuu06rV2vqVLVrJ0lLl+qtt+zd/V591bXlzssv20duuvtunyb9BUKJySYQHo4vQ1HyAYyJUVqacnLCHUdlHLP2VrDW9asNFQhQa8TExPjxB718ufr21dNP67/+qwqvOnxYzZqppESXL1d5j5WKiYmWK0sN4nxx4VIShWpH9ULdEpm8f3cN0C4cty18AmozZu0FYFfppcXGVL6SxaJNmzwf8lVXxfzxj66tZKvk/Hlt22aT1KWLt9/XHDF06BBT0e42b7aVluo//iPGZfR4SZs22fbt0/33x0iyWrVhg01Sq1Yxdev6uqn9+7Vune68UxW9pCZyPi3ODh7Ut9/qqqt8+plOfp3Smns+N23Sf/6n7ruvavctR44oPV3Fxfb+KYg27pcSwB3VC4BQC0MPHqBch72oeKgmjDPiY4UQ5dXIhQs2ydujSRPbK6/4ufHVq+0b8TGGkycrLJOYaJNsH35odVl+6JCtbl3buHH2/168aN/U6tVV2NSFC7YGDWyDBlUSZw3icloMa9daW7Qoe2cbNrTNnu16Pt35cUoj5HxWtUI+cEBJSUpL06VLPpW/fFm5uRo3rqzduHP39UBXZTwi6+FypYjy60gUqh3VC3VLZD5CUIFQU0UJ2owgzGiaWOPYaDkiSerd27V5SEmJ1qzRjz9q3DgdOqQ33wxTZF6NGCGTSU8/Xa2NJCRowgSNGqW77w7b3IGB5X5a1q+39eoVY7EoI0MtWmj/fi1erMGDYy5c0IMPBnjvNfF8Fhaqe3cVFmrrVv3xjxUWs1plsejyZZWWqrjYde2//3tQY0Tkcr+OAA5ULwDCgswIgCojOSJp1iwPjXVLS/Xww5o+XZMna/hwX/tfhMyKFcrO1gsvBKDXxkMP6dVX9eijysiQqYaP5e1+WqxW3X9/jMWiN97Qo4+WFbvlFo0bp9tvl3sfpWqKhPNp/F37+Hf8t7/pxx8l6exZnT3r5x4dE7sAUXgRiSpULwAiXw3/PgsgTNy/wvIDoKTYWL37rho1kqR588IdjZvx4xUbq4cfDsCmTCY99JD279f//m8AthZe7qclO1s//qjmzcvSIpIyMjRkiIqLg3LINe58vvdeAJpAR2a7KoQGeRBUhOoFQFiQGQEg+TWyN8mRirRuLUmHDrku/+QT2/33a8AA3XWXXn9dp06FNKr1623btumOOwI2zOf998tk0uTJZUssFpWWens4ph3dv18zZmjfPkmaNct2110aMEBjxmjvXnuBHTv0yCMaMEB3361PPvHwySws1NSpuvdeDRigO+7QX/6iFSvK1h4+rBkzNGOGDh8u96ozZ1yXezwtixdL8tCxpU8fSVq0qCqnyWfu5xOIKlxBAABhRG8ahFmVGljWXLX1AOlW485q1datknT11WULjx1Tnz766quyczV/vv7rvzR/vtLTQxTYjBkxkgYODNgGk5LUubNyc7V5s61DhxhJ99yj+fO9vSQz096UZtMm2/DhMa+9pmHDlJdXdlqmTVNuru3rr2NGjpTVal84d25Mbq6mTi3bzrx5tqFDY1w6lk+frq5dtWaNTCY1bKh331VBgTp21IYNZWWGDdPCherYUcOG2Zd4PC179khSmzY2qdzHu2NHSdqxQ1Zr4Pu8uJ9PoHZjtBEAQOSgzQiAaqHliDOrVQ89pCNHJOnuu+0LS0rUrZu++kpdu6qgwGaz6cIFvfCCzp5V377ati1Egf3jH5LUvbvnAiUlKiry/PCifXtJWrTI/o4nJCgx0dsjIaHcy194QXv3auZMnT6t3bvVubNKSnTXXTEjRmjcOH33nU6c0BNPSNLbb9sbmEjatUuDBsUUF+uVV3T6tGw2nTun116T2azcXL33niSZTPr4Y8XHa+NGvfOO/YUzZmjhQtWrp7lzKzktO3dKUr16rp9ko+O61aqSEm+nxe9T6nI+Q89ms0Xxny/CwOUKEs2Xj1qP6gVAhKPNCAB/utI4i86WI2PGlJubxmpVcbHWrFFhoSRNmqRmzeyrXntN+/apZUvl5MhsjpGUkKCnnpKkCRM0erTWrQt6tF99ZSsujklIUP36ngv07evPZo07+Y0b7f81Oqr47tQp5ebaunSJkVS/viZPVuvW+vFHPfywXnzRXubFF7VqlbZt01df2Zo2jZE0daqsVg0dqsces5epW1djxuibbzR9ujZssLcHSUnRW29p6FA98YT69dMvv9gHDfnwQ/tAMKr4tBiJj7g41zYjJpNMJlmt+uorW6dOlXzH9+OUupxPAAAAhAaZEYRflHSoqd2iMDkye7aHhSaTOnfWU08pI6NsodHB5PHHbUZaxGHUKD39tHJzdeZMhQmLQNm/X5K6dKmwQFyczBVcELy0cbjmGkkqKPAzqsaNZaRFDC1b2p9kZZVLSaSkaNs2FRfblzz1lG69Vddf77q1G2/U9OkqLS1b8sADWrZMixfrL39RYaGKizVqlPr1KytQ0WkxxkPx2F/GbLaPmVIpP05pNc8nUBO5XD5q/bUDABCZyIwACIxoS45Mn66EBJskq1V5eTHvvqu4OP397+VmMzHW7tolSXv2xMya5Xo24uJiiouVn+9hsM/AOnw4RlJ8fIUFli1Tz56eV/3hDxUOFmu0izGGVq0oC+CFS3bDkYm44YZyH6Tf/EZS2bAjjRqVNfo4flxbt+rECdu6dTFr1pQrZpgxQ/n5ys6WpBYt9PLL5dZWdFrMZlksrpsyGAt9OVg/Tmk1z2dAkKoGECRULwAiGZkRINpVsyuNs6hKjgwYoMRE+8Hefbeysmw33xwzerT27i0b2EJScbH9XnrSJLl0zXDwZdAKZ44MwvHjSkz0XObyZUll/X0OHJCkK66o2o58j6SkRAkJGjbMPqtLRfr3L9fdpqJ4Kh3c9Msvbc8+G5OT42i7ESOVpUucJSZqwgSNGiVJjz1mi40t9xZUdFri4lRUpNJS1/fLarU3J2nbNijd5V3OJxAlaDYCAAg7MiOICPyMUGtEVXLEWZcuMW+9peHDNW2amjbVmDH25Y573blzbXFxnm+njdElfBcXZ3/y009q3txzGaO/Rny8fY9GisRjI4iAMA6zqKiSqYi9j+fqo+xs3XprjKQmTXTTTWrdWn/6k3r21Lx5Gj7ctfCZM2XtRJ55Jua228p1XKrotLRurbw8ucx9I9mPzmTy1vomIAI+8Q0AAAC8IDMCIMCiNjkybJiWLdPSpXrySd1yi71nRHy8vWvGVVd5G+ajSoxZaY8c0Y8/ei6wb5+9aYMxboWk666TpF9+CUwADv/6lz0eI1nzwQeVjMAakB4iI0ZI0ujRev31cst/+MFD4Yce0uHDSk+X2azsbD34oH3aYENFpyUlRXl52rFD/fuXW26MjeoYDyXgXM5nuJCqRujRbCRKUL0AiFj8LIVIwXRuYRHArjTOonYq32nTlJCg0lI98EDZQmOwCfepWA8f1hVX6PrrdexYlXdkbHPaNM9rP/pIkpKS1KKFfcnvfy/9OuBoAOXn23dktHGIi1NCgrdH9W/4i4t1+LAkjRvnumr9etclH39smztXdevqvfc0Y4bq1dP8+fr447IPZ0WnxUiILFrkutwYr+TWW6txAF65nE8gmkXJVQMAECH48gUgKKIzOZKcrJdekqT8/LLRRowxWSdP1ooVZSUtFo0Y8f/Zu/O4qMr+f/wv5p57QiJvjR+ZkVF9+HKb4ZK4K4sISLiBfow0RXMvDbeyEsv1trLcKttEU3LDbtcUkRBZBEUzdzLi7qOSmXKTBkQ4jnN+f5xxHGaGcWC2MzOv52MePuSaM+e855yZ65zznmtBbS3uuw8tWzZ4Q1OmCABOnkS/fppMgUipxNKlWLgQgGZwDVFICAAUF1u5Q4246fBwa67TNLlckzU4eLDOB+yjjzQNOm7duhvb5MkeAJYvh58fWrbUdKuZPNnj8mXNMvXtlv790aoVTp7ERx/dLczJEdasgVxep8/Oli1Caqpw5Ih10ov235/1Yaqa7I+NRNwEqxcikiZmRojcl40ajGi5Z3LkpZfQvTsAzJoF8Q48JgZJSVCr8eyzGDQIy5fj7bfx9NNIT0ezZpr2HXo8PIw/Jk/WLNCpk8c77wBAejoeewxPP41+/RAcjPvv1zSm6N8fc+bcXaGPDzp0gEqFwkJrHvGDBwHUOwOLLSgUGDkSACZO9Hj9dWzZIixfjl69kJSEDh0A3G2AM3IkbtxAdPTd9jvjxqFPH9y4gRde0JTUt1tkMk23oKQkDBiAtWsxYQKiojzUanzwAfz97y45ZYrHqFEeX31lnQ+2/fcnkZS5wymDiIgkgpkRkhD+jOB63DM5snYt5HJUV2tGxACwciVWr0arVti9GzNmYOFClJQgOhrHjiEwsJFbeeMN7NunGb21uBjp6fj+e6hUeOIJrFiBb77RXz4hAQAyM622/9Vq7NsHuRzx8dZapVk++wyjRqG2FkuWYNgwjxkz8Mcf2LULubmQyVBUhKtX8f77yM3V9KPR9eWX8PJCbi6WLtWU1LdboqOxfz9atcKePRg7FqtX4x//wCef6M/KbEWO2p/1YYVM9sdmI26C1QsRSRAHuCLH0N4e630COS6X3di6wUjdbelfAbltzVNSgtJSyGTo1ctq07IqlcjLg1IJmQxt28LPz/hi5eV45BG0amV8pNJGyMpCVBRGjcK6ddZZYYNUV+PQIQB45hm0aNH49dxzt5w9i0uX0LSp0KOHh9HhP+Lj8fTTWLSo8TGIHLs/jXLSCtnDA84Ytmsz/4zD84WbcMbqhXWLNNnhgra+2xZyMcyMkGOYqGKc8WTpjOyZGQEvdqVh6lR8+CEOHhTCw63wa118PHbuxA8/aGbhcV6W7JbqarRqha++Qv/+loYhzf3pjBUy714kqEFnHL3zBU8WrsrpqhfWLdLEzAhZCzMj5BimqxinO1k6HTunRe5slMkRB7tyBQEB6NUL+/dbuqqSEvzznxg5Eqmp1ojMoSzZLX374uZN5ORYGoNk96cz1sa8e5EgSzIj4MnCRTld9cK6RZqYGSFr4TgjRGQn7jnmiKS0bIl585CZiaNHLT21L1qEZs3w3ntWicvBLNktS5ciO9sKMUh2f3I4ALI/3nu4CVYvRCQpbDNCjnHP5KvT/ZLgRBzSYERn6/wx0MFCQ1Fbi6NHG7+GkyfxzDPYuFEYPtx1rmot3y2NJvH96XS1MX/XlaCGnnd4pnATzlW9sG6RJrYZIWthZoQcg5kRR3FsWuRODLzkJXImzlUh8+5Fghpx6uFoI27CiaoX1i3SxMwIWQt705BEsY2lC2O3GiLnwgqZ7M9w6jpHRUI2xeqFiCSCmRGSLp4srU4KDUZETI4QEREREZFEMDNC5C6kkxYRMTlC5ESYqib7Y7MRN8HqhYikgJkRkjSeLF0bkyNEToQVMhHZCKsXInI4ZkZI6niytAqpNRjRYnKEiIjqw2YjRERkH8yMkBNgcsRCkk2LiJgcIXIWrI2JyEZYvRCRYzEzQuTiJJ4WETE5QuQsePdCdsZmI+6D1QsRORAzI+QceLJ0eUyOEDkLVsjkWDw7uDBWL0TkKMyMkNPgybIRnKLBiBaTI0TOghUy2ZMTncjIcqxeiMghmBkhZ8KTZYM4V1pExOQIkbNghUwOxFODa2P1QkT2x8wIORmeLM3kjGkREZMjRM6CFTLZjZOe0YiIyFkwM0LOh9fi9+S8aRERkyNE0ufh4cEvJjkQP36uTbzY40EmIruROzoAosYQBMHDw8OZ7/1tyNnTIiLxEOuWeHh4uMD7IgfatEnIzta/yg4IQK9eQq9eDr76lnJshgy+mwDAbyfZmuF5gVyY9lh7eLB6ISJ7YGaEnBWTI0a5RlpExOQIWVdBgceaNUaf8UhIwJYtdg6nDinHpsfw1lT8VrJCJvvjScFVGaZfeZyJyNbYm4acGLvV6HGltIiI3WrI6vbuhSDcffz4I7p3R1oaVq1ydGTSjg336j7DCpnswMXOcWSU0fQrqxcisjVmRsi58WQpEvviuuQlI5MjZFOBgVi3DgAyMhwciSHpxGbmkCKskMn+eEZwMfUdUFYvRGRrzIyQ0+MYXWJOxCXTIiImR8imAgMB4NIlR8dhjBRiM/110/t68u6FbM2FT3ZktLbRHnFWL0RkUxxnhFyBO/dyd9WmIno45gjZzpEjAuDx1FOOjsMYx8Z2zxSk0e8gB4EiW9M7I7jA6aC4uPi///3vww8/HChmQ+vKy8sD8OCDDwYFBRk+W1hYqFKpnnrqKV9fX5VKVVhYaLjMQw899OSTTyoUCqtHbkVmN0xj9UJENsHMCLkOdztf3pkPwl3eMJMjZBW1taiu1vz/wgUcPYo5czwATJokAA7+OVI6sVnYLEv7beUXlMgcW7ZsWbhwYc+ePQ8dOqT31Pnz58PCwgA0a9bs+vXres/W1NT07NkTwJkzZ3x9fWtra8WFjfL3909MTJw9e7anp6e134GlzK9zWL0QkY0wM0IuxX3Ol27SVEQPkyNkuSFD9EsUCqxYgfBwx7fSlkhsZt6imP7quXNTPrIDF2s2EhERsXDhwqKiIrVaLZPV6eq+d+9e8T83btw4cuRIt27ddJ/NzMwE4Ovrq9ecpGXLlrp/KpXKqqqqixcvLly4MCsrKy8vTy6X0C1AQ1OxrF6IyBYkVC0SWYXLny/dramIHkklR86fx8mTQk2Nh0wmNGvmERaG5s0tWuH16/j2W6Gy0sPTUwgJ8fD3t1KgNlZYKJSUYPRoDwAqFQoLjRyOhx7yePJJGDblLi1FTg6eew5Nm9ohUgBISkLbtpr/y2R48EFERBjfukqFdesQGCiEhtopMWF+bDZi9RF83CdbTWSJ0NBQuVyuUqlycnIiIiJ0nxJzH4MHD96+fXt6erpeZiQ/Px9ATEyM3gpLSkq8vb11S9Rq9cqVK2fMmHH48OGVK1fOnDnTJu+k4Ro0kpHeU6xeiMiKmBkh1+Sq50v3bCqiRwrJkcJC4aWXPE6fxp0+Dh4AZDLExeHDD+Hn15h1FhcjPBzl5ZoVbt4s+Pt7AFi+HK+8Ain9vFdHWRmefdZjwgTNn7W1CAur9zLX3x+JiZg9G9qm3A8/jDlzkJODDRtsHysAoG9fxMaatWRWFsaPx/r1CA1FYaFg5jCoISEejfsANCg2q2vcb7bmL+nC2WpyFFdqNiKTyWJjY3fv3n38+HHdzIhKpcrOzvb19X3llVe2b9+elZW1YMEC3RcePnwYxjIjRjcxffr0oqKitLS0TZs2SSQzYnnHPbB6ISIrkeq1NpHFtOdLuER+xM2biuhxbHIkJ0eIivJQqdCqFUJD8cADuH0bV68iPR3btyM/H8ePo1WrBq82ORnl5XjiCUyYgL/9De3aeQBo3x6nT2PyZOu/C2uZNAkyGd56S7+8blNuKJWoqsLFi1i4EFlZyMvT5Hq8vZGcjKQkDB/usKRAffbvB4CoKA8ABQUes2YBwNixqPuTLW7dwunTuHQJ6ekA8NVXwogRju+Y0yC2S4vovsRlamMiW4iIiNi9e/eRI0d0C/fs2aNSqWJiYkJDQz09PYuKiq5fv978TutElUpVVFQEoG/fvmZuJTY2Ni0trbi42LrBOxarFyKyCmZGyMW5wO8JzIkY5cDkyPjxHioVXngBqanQ7Q9+8SJ698b//R+mTMGuXQ1ebX4+AHz4Ifr3v1t4+rTF4dpSRgbS0/Gvfxnp8VFSgrpNuaFWY+VKzJiBw4exciW0P1hOnoylSzF1KmJiIJPSVPIZGWjXTpPiee017NqFggLk5mLFCv23Jjp9GpGROHPGmdIi9pwA28Wy1SQFrtRsRBw5Vew7o/Xtt98CiI2NFRuVbN++ff/+/c8//7z4bGZmplqt7tChg4+Pj5lbUSqVACQyyIgV6x9WL0RkOSldhBLZjCAIHh4QH05EDFgQBOe91LMpw91ih9u8774TSkshlyMlRf823t8fKSkCgD17UFPT4DXfvAkATZs607F+800oFJgyxayFZTJMn46EBADYtKlO+eTJKC3F55/bJMjGuXwZ588jOvpuyebN8PZGaSmmTTP+knbtsHAhLl+2T4BW0Ljvi4XVkVihOV1tTM7Cnsk+6xITHNXV1efPn9cWiomSqKgoANHR0QDSxcZpAABxIpvIyEjzt5KSkqJdlWOZOUdvg9bJ6oWILCGJnDGRHWjPr07xkwLbiZjJ/i1H/vtfzZAiRic9jIjwiI2FQoELF9Cmzd1ytRobNghZWR5VVbjvPgQHY/Ro+Ppqns3MxKVLUKkAYO9ej5ISBAQIMhlKSjRvbc0a/P3v6NcPLVtqhiwNDUVgIFJThfR0j5s38fjjmDgRrVsDwOnTWL0av/yCJk0QFyc895z+FWJ5ObZuRVERqqogk8HHB4MHQ9tLvaxM04ukb986fYKuX8e2bXXK8/KEkyc9hg1r2BChsbFCWpqHXlPu0aPxxhv48EO89JKmRKWCWm1qPTKZ/tgrW7cK6ekef/yB++5D165ITITZP6MasW8fAERF3S1p1QqrVgmjRnmsWYOBAzFwoJFXjR2LPXuMlFs3Nmsx/PrYc9NwktqYJM6BH2Ori4yMTEtLO3r0aOvWrQGUlJSUlpZ27NhRbBLSp08f1M2MFBYW4k7exDS1Wn3o0KGlS5eKvW8mO7qLpk0PGasXImokgcgRHP4JvLN1aT0cvluclD1rtqoqQSYTAOGtt8x9yblzQkCAANR5eHsLu3ZpFoiN1X925Ehh7Fj9wtxctSAI69erAWHZMiEkpM6znp5CUZH6s8804WkfL79cJ5jNm9VeXvprBoSwMOH2bUEQhNu3hc6dBUDo2bPOCwcP1i8cOVIAhG3b9PePuMKqKuN7Y/VqzdvXExYmAMLhw2rxz4QEI0HqPhIS7r7211+Fjh31F2jWTNi/34zDU4/BgwW5XLNPdMXFCYDg6yv89pvxF/buXedPW8RmXbrfGodcM+is3GoVqcMrcz70Hjatll3m4vbLL78EMHLkSPHPDz/8EEBycrJ2gYCAAADHjh0TBOHWrVtyuVwul9/Wqaeqqqru+S1+88037fy+9NwzQiseR+tWL6xbpPmww1fe2esWMhMPMDmGRKoYq1+RW1KtO3xvODV7Xhm/+qrm/jYgQEhOFr79Vrh1q96Ff/tN8PUVAKFPH+HECUEQhF9+EaZN06zhwAG1IAhnzgi5uWpPTwEQVqwQcnPVP/4o/PSTkJur1i6Wm6sWcw1iZsTHR/D1FdasEX7/XTh3TpMleeIJARBmzRJ++km4dk2YNUuzlR9/1ARz5owmb/LBB8LvvwuCIPzxh7BsmSCXC4CwerVmsZ9+EsTsySefaErEdEazZsKlS5qS27c1y4jr0bpnZqRrVwEQBg/WLxejnTVL8+fYsYKPj6nH2LGaJf/6SwgM1CR3jh1TizH8618CICgUmn3eUOK769/fyFP//a/mgMbEGH+t7ofBFrFZnfbLYoe7lHtGYpUKWQpVOh96D1t/fuz8WbWRX375BUBAQID458CBAwEcPHhQu8DLL78M4J133hEE4cCBAwD6162n6suMyOVyf3//YcOG6a7NIe5Zz9joOFqlemHdIs2HfU9P5Mp4gMkxpFbFWOuKvKFVudT2g1Oz6UWVnhkz6jQBkMmEnj2FuXPv5iC0Xn5ZAISuXfXL33xTAIQ2be6WeHvfbRiiJa7/5s27JWJmRG/JEyc0S06ZUmcrHToIgLB5s2bJSZME4G5OQWv8eAEQRo26W7JmjaZlxy+/3E2UaBu5CIJw7JjaaNOP+jIjt28LubnqgQPrpIR0bdtmpKGKOcREQ7t2+vkpsTwsrMErFARNTkqbGNKzd6/mXXz8sQNisxE736WYGYwFV8l8SOth68+PAz+u1iW2Cvn999/FJiGenp66TUJ27NgBIDY2VhCE+fPnA1ixYoXuy7WZkar6ktMOZU49Y+sjaFi9mF/hsG6R5sMO33dnr1jITByBlQjQqem0A7XaqA+s7vp1v4o22ZibMdyNtuvJvHQpfvoJb72Fjh0hk0GtRkEB5s/HP/+JoUNRUXF3yQ0bAODtt/XXMGcO5HIUF+PkycYE4O+P0NC7765dO81/hg2rsxMCAgCgpkaz5OzZ+OYbzJ2rv7YuXQBAqbxbMmYM4uJQXY0JEzB8OGpqkJRUZ2SN0lIACA2tN8IHHqjzaf/b3xAW5rF7NwC8+SYiIvQPzZNPAsCxY6betVFpaQDw2muC3rAjSUmQyZCbi+vXG7zOrCwPAL17G382NhaTJgHAq6/i55/tHZstGH5TDL9N9qym7FYhk8twmdOoOENNbm5uVlaWSqUaNGiQTGes7/79+8tksuzsbACHDx+GeYOMSIREhoMxrF60pBEgETkMR2AlqkP36sroWbxBV1+GK3CZqzdpEuw4IGtAABYswIIFqKlBZiYOHMDevfi//8O//42SEhw7BoUClZWorBI0UZ8AACAASURBVAQAw6kDvLzQsydyc3H+vNChQ4Mvx9q3r/On9sq5Y8c6q/rb3wDcHcq0Vau7g6pevYrjx3HtmpCT45GdXWcxUUoKDh+GONhfUBDef7/Os2VlHuK7MJNcDj8/9OiBCROE8HAj71ccPlaphEqlP7SqCWo1zp4FgOJij9RU/QPt6elRU4PDhxEba+4KRXv34oknNCEZtXw5srIQGKhJ6NgzNqszmhaRzj2M9v/G4rRvNORUnHQG39jY2DVr1hQUFNx3330AetdN0Mrl8pCQkNzc3NOnT2dlZfn5+bXRHeubGkL8eBhcM2iftX9ERORgzIwQ1cvoRVWDbhic8bLM2dkzOSLy8kJcHOLi8NFHWLdOGDvW4/RprFqF6dPx3XcC4KFQQKEw8sLmzYG6LTXM16SJ8XLZvRoCfvedMHeuR1aWdrseQJ05aLR8fJCcjKQkAJg5U1Ao6uzVCxdMhQGgqgre3kafMf4N0kZeWwtvb4wbh507TbwPxMUhJQU1NZqEzjvv1Lvm2lpT6zF0/Tq+/17TKqQ+R44IPj4eYpOQ+tgiNqszp7VIfYV21qBGYdJI7JBdSSejZ4no6GiZTHb27NmbN28CiDVInUZHR+fm5n755ZcqlapB8/U6nF4mQprHS1vP1Beb9EImIqthZoSoYaRwh0Cm2TQ5Mn06yssxbZrQqZOR66PRoz2KivDZZygsxPTpePhhDxi0xdASy++Zy7Ci9HT06+cB4Ikn0KMHnnkG//M/iIzEli0YP15/4evX77YTefttj0GDNKkckZjrMT2xbuOIO6S6uk6nJEPV1XcXBrB5s+DpafyKtWvXhgWwf78AePTtW+8CxcWYPt0jM9N46mfRIsyZY6vYrKu+tIheuWQrPckGRhLhjM1GvL29g4ODc3JyVCpVQEBAK4O8dWRkZHJyclpaGoCBRicPlzbxBG14mnZIosTEFp3uk0NElmNmhIhckO2SIwUFOHYMbdp4dOpkfIGgIABQqYA7w3yoVLh4Ef7++kueOAEA3t72uxYU20FMm4bly+uUGx0sY/JklJUhOhpyOdLT8dJL2LLl7rNt2wLAX39ZLbY//wQAmQyengCwbh1SUkwtL/a48fKCXA6VCo88YmrQkwbZudNDLq+3k8uVK0hIwI4d8PU1vkBGhiYzYovYrMjM1iJETkSazRAaqnfv3seOHQMQExNj+GyXLl18fHyuXLkik8l61zcYUkOo1eqtW7dmZWUplcpHH310+PDhQeJpzMDly5dnzpy5YcMGufk9Ho0xp0Guo6ojZ8ymEZG1cARWInJNNhqQVbxSXbEC5eXGF/j6awB46ikAUCjQuTMAbN2qv9jJkygrg0yGkBDLgzJLTQ3KygDg1Vf1n8rL0y/ZtEnYvBlNm2LtWqSkoFkzpKVh06a7u/TBB4E747BaxeHDAODrq2lq4ekJb29TDzGBgjtjuOzYoX9wy8rQpAnat8eVKw2LJDsbISHGO0BVV2PQIKxaJYg5L0OFhUKLFnf/tHps1mI6LaI7LDRvEsi56H1inTFR0qdPH/E/fetpuiZ2ouncuXNz3YZ8jXL9+vXOnTsPGzbsxIkTf/zxx6efftq2bdtVq1YZLllTU5OQkJCWlqa2RltBieRBiIh0MTNCRC7LFsmRqVPh64vycgQHY+tWQfcS8epVjBiB3Fx4eeGllzSFSUkCgAULcPTo3WAqKvDCCwAwciR8fExtTkwTXLpkYdQAIJdr1nbwYJ3d8tFHKCgAgFu3NCVlZZg82QPA8uXw80PLlppuNZMne1y+rFlGTOgUF1utQ42YtQkPb/ALp04FgA8/REbG3UKVCpMmobYW992Hli0bsLajR4XyckRHG3lKrcaQIZg9u86sQLqUSkyb5qF7q2Ld2KzF/LFFeLtCZH/R0dHit69///5GF9iyZYsgCEeOHDF8yvvOVOre9YzzpOf111///vvvd+3adfz48V27dpWVlYWEhEyZMqW4uFh3scuXL0dERBSIpwqLOWO6iojcATMjROTKrJ4c8fHBzp1Cs2YoK0NCgsf99yM8HP364amn8PDD2LgRcjk2b747pumIER4vvIDqavTs6TFiBD7/HK+8gqefRnExgoL0e7UYEqc+adsWXbogO9ui21SFAiNHAsDEiR6vv44tW4Tly9GrF5KS0KEDgLvtF0aOxI0biI7GmDGaknHj0KcPbtzQJHTE/dChA1QqFBZa5+b54EHA2CQ+9xQTg6QkqNV49lkMGoTly/H223j6aaSno1kzzazJ5svM9MCdlkF6EhPRvTsiI1FdXedRWYmcHCElBcHBOHZM08/IFrFZBTvRkMtzgWYj9qFWq9evXx8dHa0dr8Tb2/uNN94AsFucYh0AsHz58jZt2vz444/ttPPDW5UDO844ZLtEJF0CkSPwE0j2ZPWq79dfhZdfFpo2FYC7D5lMiIsTzp0zsvyyZUKLFneX9PQUZswQqqrqLOPtLQBCbq5at3D/fsHHR/Oq9evVgiCsX68GhIQEw/coAMLNm3UKExIEQFi9WvPnX38Jo0YJMtndSIKChF27hD/+EGQyQSYTfvtNWLJEAISmTYVffqmzqkuXBC8vARA++EBT8s47AiC89VadxaqqNGvWe3em3b4tNG0qyOXCf//bgFfpWr1aaNWqzuGIjhZ++qnB6wkLE3x9jZSLb9acx7ZttorNcrwGIDfBz7k5bt26tW3bttzcXN3Cb7/9FsCbb76pLfH29h48ePAvv/wyduxYADf1TjMNJJ1aiDdHZD5+NtwExxkix9Cdts2xkZCbsNFP5WVlOHcOajW8vYUePTxMD0t39iwuXULTpkKPHh7mT0mjVqOiAk2a1DcJboNVV+PQIQB45hnoDorRUOXleOQRtGplfADXBsnKQlQURo3CunUWraekBKWlkMnQq1cjd1dGBv6//8/4xEMWsjw2C7G1CLkVjmTRONOnT1+xYsWBAwciIiLEkvPnz7du3RrAuHHj1qxZc/PmTYXRcZjMI53jwolpyHy8bXETzIyQY7CKIfvjnaHVTZ2KDz/EwYNCeLhFqYT4eOzciR9+QOvW1gqN6uCHn9yNdO7AnUhmZmbfvn3DwsJycnIMn7U8MyKpioiZETIfb1vcBMcZISJ3YXg+YzdjC73xBry88M47Fu3GkhLs3ImRI5kWsRVJ3Y0Q2YfA0UYaKDMzc9CgQf7+/mlpafbZojTTIkTktpgZISI3wuSIdbVsiXnzkJlZZ+adhlq0CM2a4b33rBgX3cW0yD2tWrWqX79+/fr1yzOcv5ospt29hYWFjo2Etb0Jqampzz777KOPPnr48OEWlnSzrJ8T7X8nCpWIrMhkn3giIpcjCILeRY+HB/sVNt5rr+GbbzBlisfRo415+cmT+OorbNwotGzJK1Hrk3JapLCw8Nq1a7olnTt39vPzO3ny5IULF3TLAwICgoKCbBdJcXHxqFGj4uLi5PUMFCSdUKUZj2kTJ04cP378p59+qhezHRjW9mTUzJkzly1bFhISsmvXrua6E4/bknTqIiIiEduMEJHbYcsR68rLQ+PSIgA6dIAgYPhw7n/rk3JaBIBSqbxx48awYcPi4+O///776upqsbympqaysjI5OTk+Pn7//v2VlZWWDPdoJoVCoVAoZPUMjCypUCUYT2lpaXh4uNGRKQDI5XKFQlFf1snOWNUbGjdu3LJly4YNG5adnW27tAj3PBFJH38pJcfgUEbkcBK/bySyhFN8vFUqVZMmTVq3bn3mzBm9p/75z3/+/PPPN2/erC9bYUWTJ0+OioqKi4szsYxEQpVUPCUlJfPmzbt27Vp1dXVRUdG3334bGRlZ38KrVq3y8/MzvZNthEOxmrB48eLk5ORJkyZ9+umn91zYkhFYJXgU6kvWSCE2khretrgJSaTwiYjsj91qyFU5RVoEQE5Ojkql6tWrl155RUVFSUlJTEyMPXMNpkktVCnEExAQkJqaKpfLU1NTi4qKbL05a2E9r3X16tX58+cD+PPPPxMTE3WfCg8PHzNmjLU2JMG0CO6EIc3YiMghmBkhIvfF5Ai5HmdJiwAQh+SMiorSKz9w4ACAnj17OiCmekgtVCnEI5PJpJO6MoGjjdTnwIEDSqUSwFdffaX3lEKhsGJmhIjIKTjBKY2IyHY45gi5EidKiwAQ54Lp3bu3XnlWVhaA0NBQB8RUD6mFKrV4nAsredHw4cOFeqSkpBgun5KSIghCQ7vSsFEGETkLZkaIyN0xOUKuwbnSImq1Ojc3NygoyHDQx4KCAoVCYdhVxFGkFqrU4pE+KX8RiIhIItibhoiI3WrI6TlXWgR3RsqoqqqKj4/XLVepVMXFxeaMlLFgwYITJ06Ys620tDRLZmmxPFTrklo8zog1vH2wwQgRORFmRoioju++++6XX36RyWQDBw40ukBhYeG1a9cAdO7c2c/Pz3CBsrKy48ePA4iJifH09MzIyKitrX344Ye7detW30bLy8sLCgoAdO3atWXLltZ5Jw3E5Ag5L6dLiwA4dOgQgGXLlg0ePFi3fMuWLXv27AkJCbnnGmbNmqVSqczZloWT1zY01JKSktWrV7dv337EiBGWbNcq8RQXF2/atKmiouLChQtDhw5128EjONoIERGZxswIEdVRUFAwbdo0ABcuXPD399d7Vq1WR0VF1dTUAEhKSlq5cqXhGhYvXvzZZ595eXn9+eefAMaMGXPlypW4uLgdO3bUt9FTp06JP37u2LHDIdM6ipgcIWfkjGkRAGIy1HCkjMzMTADm9Afx9PS0RWCGGhRqZmbmjRs3Tp8+3bZtW4fHo1Kp1q9f/9577wEoLy9/7LHHHnzwQQfWsY6lV8Ozerc1NhghIufC9pZEVEefPn3E/xw+fNjw2by8PDEtAiA9Pd3oGsTfMwcMGGCbAG2LY46Qc3HStIharc7OzjY6UkZ+fr6kRspoaKjR0dHPPfecl5eXFOLJyclZsmSJmDHx9fWNjo7euHGjjQIj0sVTJxE5HbYZIaI6goKCfH19y8vLs7Kynn/+eb1nxSvs3r17Hzx4sLS0tKysrFWrVroLVFdXnz17FsZ+z3QWbDlCzsJJ0yIA8vLyVCqVYfrj6tWrpaWlsbGx5oyUsXTp0lOnTpmzubVr18rljbzgsUqoVtSgeEJDQ5OTk9u3by/+qVKp7r//fvvFKj1sNuIo3M9EJH3MjBCRvoiIiLS0tKKiIsOn9u/fD2DChAllZWWlpaXp6ekTJ07UXUBMnQCIjY21Q6g2wuQISZ/zpkVwZ9LZqKgovfKDBw8CMGeQEQADBgzQ3vOb4Onp2ei0CKwUqhU1KB6FQrFo0SLx/1evXs3MzBQXI7IpNhghImfEzAgR6YuNjU1LSysuLq6trdXtyX/16tXvv/8eQJ8+ffLz80tLSzMyMvQyI+Jld0BAgF5bEqfD5AhJmVOnRQBkZ2cDCAsL0ysXU6sdO3Y0ZyWBgYGBgYFWj02PVUKVQjxTp0599913bdFNqaqqCoCZo+E6HJuN2B/3MBE5BY4zQkT6xKFG1Gp1VlaWbvmBAwcAtGvXztfXV/zFMiMjQ61W6y5TWFgIICYmxn7h2gzHHCFpct60SFlZ2aBBg7p06ZKbmwtgyJAhQ4cOBaBWq+Pj48PDw7/88ksAr7322qBBgxx7py21UC2MZ9GiRdHR0TNnzrRuVIMGDQoODk5KSgIwYMCA8PBwt537hrR4oiQiJ8U2I0Skz8/PLyAgoLS0ND8/v3///try3bt3407Wo3///jKZrLa2Njs7OzIyUlxAqVSePHkSOsO4Oju2HCGpcd60CIBWrVrt2rXLsFwmk5mYu8ohpBaqJfFs2LChY8eOYg/HvLy80NBQa0VlNCTpY7MRe3LqfVteXi5OBdW/f39zOuXt2bPHaJ5ULpcrFIpu3bo1bdrU+lESkZUwM0JERvTu3bu0tPT48eO6hfv27cOd/u1yuTwsLOzgwYP79+/XZkbEJiRyuVw3nyK6fPnyli1b6tucOGirNDE5QtLh1GkRcoj09PQzZ85ERUVlZWWp1WrrZkZcBmt1a3GxBiOnTp2Kj48HUFVV5e3tfc/lhw0bVl1dbWKBdu3aJScnP/fcc1YLkYish5kRIjIiJiZm9erVubm5arVanOngyJEjlZWVnp6eERER4jLPPvvswYMHMzMz33//fbFE/GklJCTE8KeVY8eODRs2zI7vwJqYHCEpYFrEKaSmpmZnZ+fk5JSUlBw6dGjKlCnt2rVzVDDnz58fMmRIbW3tkiVLxJLNmzc7KhhJMazVyRbcs46SyWSGV0FKpRLA6dOnExISSktLZ8+e7YjQiMgUZkaIyIjo6GiZTKZSqY4ePdqtWzcAGRkZAGJiYrRTQorz8p4+ffrKlSstW7bEncxIdHS04QoVCsUDDzxQ3+Zu3rxp+mcWh2NyhByLaRFnkZiYmJiY6OgoNFq3bv3XX385OgrnwCrdckw2iV544YXU1FS9QrVavWXLlmnTppWXl7/11luDBw9u3bq1Q8IjovpwBFYiMsLb27tz584AtHP3ihMf6GY9OnXq5OPjgzsjs6pUqsOHDwPQdq7RFRsb+9/6SW2IAaM4ICs5CtMitrZixYrExMQjR444OhAXlJqampiY+NVXXzk6EH38Etka97AumUw2fPjwTZs2AVCr1Z9++qmjIyIifWwzQkTGRUREFBUVHTp0aOrUqZWVlWLWQ29o1cjIyLS0tPT09BEjRmRmZqrV6mbNmnXq1MlBIdscW46Q/TEtYmtTp069dOkSgCeeeMLRsbigbt26PfLIIwDat2/v6FjugfW5JfRqKpfckxUVFUVFRTKZLDg42NfXtxFriIyMbNWqVVlZ2c8//2z18IjIQmwzQkTGieOJiBP3pqenA3jiiScCAwN1lxk4cCCAvLw83Jmvt2/fvvYP1Z7YcoTsiWkROwgMDIyMjIyMjGzRooWjY3FB2t3buDtJm+K3icxUVVU1bty4hx56qF+/fs8+++xDDz0UGRl5/vz5RqwqICAAd4YdISJJYZsRIjIuIiJCLpffuHHj4sWLYlcaw6yH2ITk8uXL5eXlx44dA2A4K43rYcsRsg+mRYjsjJV547h8g5FBgwYdO3bM39+/c+fONTU1GRkZBw4c6Ny5c0FBQYOGWFar1WILXHNmuiEiO2ObESIyTiaTic1GioqKxBO5YWakRYsWHTp0AJCfn5+dnQ2D7jauii1HyNaYFiGyA36tyBzHjh2bMWPGzz///PXXX+/du/eHH37w8/Orrq5OSEho0HqWLl1aW1sLgJNnE0kQMyNEVC9xLNX09PTz58/L5fLY2FjDZcQxWTdv3qxSqdq1aydOUuMOmBwh22FahMhRWJM3lMs3GAEQExOzdOlS7dx8gYGB//73vwGcP39enLlPl0qlqq7r5MmTO3fuHDFixKxZswD4+fmNHTvWzm+BiO6JmREiqldYWBiAjRs3AggJCVEoFIbLREVFAdi5cyeA8PBw2wWjVqtVKpWJBVQqlekFrI7JEbIFpkWI7InfL7qnmTNn6pV069ZNbDMrTjeja/PmzQ/U9cwzz8THx4tXU82aNdu+fTt70xBJEDMjRFSvLl26eHt7i+kG3fl6dYnDkYjLPPvss7YLZsCAATExMYblV69eHTduXJMmTf7+97///e9/f/LJJ5cuXWq7MPQwOULWxbQIkf3pfctYjZvPHRqM4M6Y9Hratm0L4Ny5c+asQSaTtW7d+tVXXy0uLu7SpYuV4yMia2BmhIhM6devn/gfo1kJADKZTOxlI5fL68ueWG769Oni/Dh6ysvLn3nmmTVr1kRERHzyySdz5879+9///uqrr44ZM8ZGkRhicoSshWkRInIibnKy8/T01Paj0fXAAw8AMJx/d9iwYVV1/fnnn7du3frhhx/ef/999+l0TOR0ODcNEZmyZcuWLVu2mF5m165dJp799ddf77mVyMjI+u4AKysrX3zxxe3btxt9dsGCBVeuXJk/f/7bb78tlrz66qvdu3f/8ssvJ0yY0K1bt3tu2io4Ww1ZjmkRIgfSq8ZZhzeCe+6xv/3tb3olcrmcnWWInBHbjBCRdG3dujUwMHD79u0jR440usC2bdsUCsWcOXO0Jd7e3tOnTwdgOCiaTbHlCFmCaREici7uc45TKpVqtdqwvKqqCkBwcLDdIyIim2BmhIika/PmzV5eXrt27UpNTTW6wGeffbZ+/Xq9Zq5yuRyAUqm0R4g6mByhxmFahEgKONqIJVy41lKr1UePHjUsLyoqAhAQEGD3iIjIJtibhoikKzk5uWPHjkb794oGDhxoWCimUUJDQ20YWT3YrYYaimkRInI67pY2SklJ0eufm56eXlJSAiAhIcFBQRGRlbHNCBFJV6dOnUykRYxau3btgQMH2rVrV9+QsbbGliNkPqZFiCSFzUYax+UrrjVr1nz00UfaP48cOTJ69GgAffr0seLPMPV129GjVqvFCQGJyLqYGSEi17F79+6JEyc2a9Zsx44dDgyDyREyB9MizqW2tvb999+3cCXr1q0rLy+3SjxkH6y9DbnbPpHL5Z07d05KSmrbtu2IESPCw8O7d+9eXl4eEBCwceNGy9dfUVExbty4Jk2a3Hfffffdd9+AAQPOnz9vYvkBAwY46rcfItfG3jRE5CJSUlLGjx/v4+OTnp7+5JNPOjYYdqsh05gWOXLkyG+//aZXKJPJ2rRp04h++4WFhdeuXdMtkcvl/fv31y25evXq4cOHdUu8vb0jIyPF/+/cuVM3DL2eemq1evTo0YsXL77ndjt37uzn53fy5MkLFy7olgcEBAQFBQ0aNGjEiBEbNmxo3rx5g95gI1RUVOTn5+uWBAYGtmnTRvtncXGx2B1AFBcXZ+uQnIJh7U2muXzdJZPJ9u3bN27cuJ07d549e1YsefHFF99//33Lv8iVlZXdunUrLS393//93379+p05c+azzz7r3Lnz4cOHg4KCDJefPn16enp6nz59LNwuERlimxEicgVTp04dP368n5/foUOHunTp4uhwALYcofoxLQJAqVTeuHEjKSkpPj7+8uXLtbW11dXV//nPf4YPH96+ffsjR440Ym3Dhg2Lj48/evRoZWWlYaN0pVJZXV29ffv2+Pj4JUuW3LhxQxytGYBKpbpx48bixYuHDh168ODB2tpavde++eab/fv3N0y56m73+++/r66uFstramoqKyuTk5Pj4+P3799fWVmpUCgANG/efP78+WI7fFtTKpWVlZVffvllfHz8pEmTrly5IsagJb7lhISEPXv2GL5l0mLVrcut9kZkZKQgCDdv3vTx8dmxY8cvv/yyd+/effv2VVVVpaSkGKZFqqqqBEGob8x4oz744IPS0tLk5OSvv/569OjRS5cu3bVrV3V19euvv663ZGVl5ZAhQ1asWGHpuyKi+ghEjsBPIDUUgD59+hiW37p1S/xluHPnzteuXbN/YKax1iU9/Ejo8vT07NChg15hWFiYp6fnjz/+2KBV3bp1Sy6Xt2nTxvRiM2bMAPDNN98YPpWWlvbOO+8Ylp87d84wSL3tBgUFGT4VGBgol8tv376tV/7CCy9s27bNdJzW8vvvv8vlck9Pz1u3buk9dfPmzbCwsDNnztgnEufCL2l9XGzPOPzthIWFyWQyMaWi5eXl5enpqVuSlpbWokULACNHjqzvcohsx2U+8GQa24wQkXMbNGjQnj17+vfvn5eX5+vr6+hw9AlsOUI62FpE13fffVdbWxseHq5X/vTTT9fW1m7fvr1Ba8vJyVGpVPccDbGgoEAmkxntpV9QUGC0fMGCBa+88orp7fbq1UuvvKKioqSkJDIy0nAY6WnTps2fP990nNbSvHnz2NjY2trarVu36j01bty4Dz74wGiLfdLDeluktx9coPrSuy+yfwA5OTl//fWXt7e3tkSpVCqVyn/84x+6i23evNnLy2vXrl0NapBCRA3CzAgRObFFixalp6fHxsZ+8803np6ejg7HOCZHSMS0iJ6CggIAvXv31iuvqKgA8PDDDzdobYWFhQCioqJMLKNUKo8dO9a9e3dtPxpdJ06c6NChg15heXn5jh07hg8f3tDtHjhwAEDPnj0NX9KpU6eamhrxhXbw4osvAvjqq690C2fPnj18+PBOnTrZJwan4+bfTbIn3W5u1dXV48aNU6lUSUlJusskJyeXlpbqjX9ERNbFEViJyFlVVFQsXLhQ/E+/fv30no2Ojp46daoj4jJC4ICsbo9pEUM5OTkymUw7BqqooqJi165dfn5+gwcP1lv+7Nmzly5dCg4OFluV68nLy4OxPIuujIwMtVptNFtRW1trdLX79u3r3r27icRrfdvNysoCUF8blu7du+/YsaNHjx4morWWgQMHNm3aNDMz8+rVq+J7XLt2rb+/P6e3aBBW2q7XYERSjhw5Mn/+/OzsbJVKNX/+/NmzZ+s+yyQmkR2wzQgROav8/HylUgmgqKgo3cCZM2ccHWAdbDnizpgWMaRWqzMyMjp37uzl5aUtvH79ekJCQuvWrQsKCpo2baot3717d48ePQ4ePAhg5syZhh1t1Gp1bm5umzZtTE8VIc7VEhISYvhUZmamYb8esdzEXDnidoOCggy3W1BQoFAoDHvZiCIjI48dO2YiVCuSyWQJCQlqtXrDhg0AsrKyzp07N3HiRPts3XnxS0r29Pvvv3t6ekZERAD45JNPGtqdkIgsxzYjROQcDC9S4+LinOvKlS1H3BPTIkaJg4woFIqUlBQAf/zxx4kTJ27evDlmzBi9risrV66cN2/e6dOnW7VqBSAiIuKFF17Qa1EiDvZhtDGILhODjOTm5o4aNcqw/Ndffx06dGh9KxS3W1VVFR8fr1uuUqmKi4tjYmIMBxkRPfjgg3pTCBtasGDBiRMnTC8jSktL05t3Rk9iYuLq1avXrVvXt2/fDRs2rFu3zpzVkl6l7c41NhuM2Fps0zEjwQAAIABJREFUbGxsbCyA4uLi8PDwIUOGnDp1ql27do6Oi8iNMDNCRGQ/TI64G6ZF6iM235g2bZo4t9SVK1fOnDlz6tQpvW4pR48enTZt2ooVK8S0CICtW7e2bdtWb22HDh0CYLp7iFKpLCoq6tq1q9FBRo4fP7506VKj5RMmTKhvneJ2ly1bppep2bJly549e4w2ThF5enoqlUqVSmU0GNGsWbNUKlV9z+oynRYB0KtXL39//7Nnz86dO3fjxo3mrJOIHKJNmzZvvfVWUlLSxx9//MUXXzg6HCI3wswIEZFdMTniPpgWMeHQoUNi8w3xrt7f33/t2rVNmjR5/fXXdSdfEOdw+cc//rFhw4aSkpLffvvtqaeemjdvnt7a6hvMVaVSHTp0SOwmk5mZqVarjWYrlErlI488YjROpVJpYpCR+rabmZkJoL6uNADEhIhara5vAQDWHVU6ODj44sWLH3/8sWQHq5YmNhsBG4zYklqtvnLlip+fn27h//zP/wAoLy93UFBEboqZESIie2NyxB0wLWKCOMhIu3btdAcZEcvPnTunW5KZmdm1a9c2bdq0bt3ay8vLaAsLtVqdnZ1tdJCRDRs2PP744+L/jxw5gnoGGUlPT6+vfYdMJqsvfyFu1+ggI/n5+SYGGQFgZmMQK8rPzw8MDGzZsqWdt0vOjkNi2Y5SqWzSpImPj8+1a9d0y2/cuAFAb+JeIrI1ZkaIiByAyRHXxrSIaUePHq2trdVLHBQWFqpUqkcffVRbIvY3CQoK6tKli4m15eXl1TfIyNdff713717x/7/++iuArl27Gi726aefbtq0yejKH3300ZqaGhPbNUx/XL16tbS0NDY2tr5BRgAolUqZTGa6F8zSpUtPnTplYgGttWvXmuiVA6CkpKS8vFwcxYAais1GdLnze7c6hULRu3fvAwcOpKamJiYmioW1tbXvvPMOgNGjRzsyOCL3w8wIEZFjMDniqpgWuSexE0qfPn10C8W5Wu6//37xz8uXL/v5+TVt2vS+++7Te/nu3bsHDhyo/VOcN9dwkJFVq1a1b99e++fTTz9tNJhNmzaFhYX5+PgYfbZNmzbnz583+pS43aioKL1ycQ4dE4OMAKisrLxn840BAwboxl8fT09P02kRmDcOC5Eh+zcY2bJly7Bhw/QKZTJZixYtYmJi3njjjcDAQDuHZFMrVqzo3r37+PHjf/755y5duvz+++/vv//+2bNnR40aZXS2LIcw86BMnz59xYoV7dq1qy+lGxwc/P333y9ZsuS1116zedBEDcfMCBGRwzA54nqYFjFHVlYWAHF+Sq3r169DZwCO+fPnf/HFF5MmTTp+/LjuYp9//nllZaVuSXZ2NoCwsDBtSW1t7eLFixcuXPjjjz9qC4cPHz5v3rxNmzZNnTpVW7h79+6srKy1a9fWF2r79u31OviY2K5IHGSkY8eO9a0TQHFxsYm+NqLAwEBr3QTu27cP90rWkAlsNiKy27tu1apVcHCw+H+1Wq1SqYqKir788suvv/768OHDQUFB9gnDDoKCgvLz81988UVxTCUATZs2Xbhw4Zw5cxwbmKF7HpR33nlnz549p0+ffvfdd9944w29l7/77rvff/99SEgI0yIkWW5as5PDaa8w+Akk4r20y+ChNK26uvqFF14oLy8XJ6wNCwt79NFHN2zYID5bWlrao0ePwMDA9PT0uXPnjh8/vk2bNrW1tcOGDWvbtm3Hjh3/85//lJaWDh06VEyplJWVTZky5cqVK2Jjk4EDB4q9V/7444/8/HyVStW1a1dxbBGt7Ozs0aNHjxkzplOnTpWVlWlpaV27dp09e7aJmA8dOvT888//8ssv2hK97YaFhfn6+n799ddqtXrIkCHXr1/Pzc0F0K5du8cff3zbtm1GG3T07dt36NCh48aNs2yP3oNSqUxISCgvLxcb6YSEhPj6+m7bts2mG3VVbjgKqUMqNLF5wsiRI3VHYgagVquHDx+elpYWExMjZvpczMWLF3/44YeHH364Xbt2JjriOYT5B+XQoUMhISEKheLcuXMBAQHaJUtKStq2batQKIqLi7UTjTkR3ra4CWZGyDFYxRDp4h21C+BBtFx1dXV6enpNTU3v3r39/f215WVlZT/99FOPHj0sn1eltrY2IyPjxo0bXl5esbGx3t7e93zJ448/vnv37nbt2lm4aa2amhofH59ff/3VcOhWkjJ3S4445P3WdxMOoLy8/KGHHpLJZLdu3ZJa7sC1NeigzJw5c9myZT179hQ78Ym6desmNjBx0sFTeNviJtibhojI8ditxtkxLWIV3t7ezz33nGF5q1atrPUzo6enZ1xcXINeMnXq1C+//HL58uVWCQDAmjVrRo8ezbSIs3PtWlqCU9L4+voqFApxYGbToxeT3RgelH/961+7d+8uKChYtWrV5MmTASxfvryoqCguLs5J0yLkPphwJSKSBMMrbAlemJJRTIu4tqlTp2ZlZV2+fNkqa1MqlSkpKW+//bZV1kb25M7faym895KSEqVS6eXlxbSIdBgeFE9Pz40bNwJ44403rly5cvHixdmzZ/v6+qakpDg0UqJ7Y2aEiEgqmBxxRkyLuDyZTLZx48akpCSrrO3NN99MTk6+58Q05BRctYqW4PsqLi4Wp0ex9eg8ZL76DkqXLl1mzZpVXV39+uuvJyUl1dbWrl27tr75v4ikw5XbAZKUscMeUX14p+1EeLDcR2ZmZmFh4bx58yxZyaZNm65fvy62MCcn5Q6jjTjwPYpDWigUigceeEBbWFVVpVQqAQQFBRUUFDRt2tRu8RAadVCUSmX79u3FKc/Hjx//xRdf2Dlm6+Jti5vgOCNERNLCMUecBdMibiU6Olp3qoXGCQkJccZ5GcgE16ufJZj6efzxx9u0aRMeHv7SSy+xK41EmD4oCoVizZo1PXv29Pb2XrZsmUMiJGooZkaIiCSHyRHpY1rEDT355JMWroFpERdgWD+T1SUkJBhOg0KO1dCDIs7n9cADD5gzBRiRFHCcESIiKeKYI1LGtAgRablS5SzBBiNERPbBNiNERBLFliPSxLQIkZtjsxF34PKHmGcuIj3MjBARSReTI1LDtAgRwaBydo2a2UkbjCiVykOHDj3yyCOtW7e2cFW6e8Dw3Xt4GCl0UtJJ+1jx8BFZiL1piIgkjd1qpINpESIi6aiurh4xYkSTJk369Onz1FNPPfbYY9nZ2Y1blYeHh4eHhyBA+yBbs+LhI7IKZkaIiKSOyREpYFqEiHTp1QDOXi07Y4ORCRMmfPPNNzt27Lh9+/alS5cCAwMHDBhw8eJF89fgcQezIfZn+eEjsi5XaPtHzogTgxM1FO/MHYg7n4gMOWM2wShnrOKUSmWTJk0WLlw4e/ZssaS8vPyhhx5asmTJa6+9Zs4axISI+VysN41jD7Hlh8+eeNviJjjOCBGRc+CYI47ijPcMRGQHLjnaCJykivvzzz83btzYs2dPbUnz5s0BXL9+/Z6vFY+aM7xLl2XJ4SOyEWZGiIicBpMj9se0CBG5NiftB9S8efPnn39et2TVqlUAYmJiTL+woU1FyBYaffiIbIeX1OQYbJZG1Gi8V7cb7moiuidn71Pj7PGLjhw5EhUVFRkZuWPHjvqWsbCpCHvT2I45h8+BeNviJpgZIcdgFUNkCd6x2wF3MhGZw6nrCqcOXisvL2/AgAFPP/10Zmamt7e30WUsbyrCzIiNmHP4HIu3LW6Cc9MQETkfzlZja65xt0BEduBKlYMzvpfU1NSoqKgePXrYNC1CNmLO4SOyD2ZGiIicEpMjtsO0iJtYtWpVv379+vXrl5eX5+hYnI927xUWFjo6FslxltrYWeI0YcGCBaNGjRo1atS+ffuYFnE65hw+IrthbxpyDDZLI7IK3sNbHXep7VRUVOTn5+uWBAYGtmnTRvtncXFxSUmJ9s+4uDibxjN58uSwsLC4uDi5XC6TyaQQpNR2kQkqlUqtVn/66af+/v4ODEM6nHG0DmeMWdeqVaumTJnyr3/9SzvzqyErpkXYm8a6zDl8EsHbFjfBuWmIiJwYZ6uxLqZFbEqpVFZWVm7btm337t0tWrSYO3duUFCQ7gI3btxYvHjxqVOnRo4cGRkZaYeQFAqFQqGQTpCS2kWlpaXjxo2bN29eeHi44bNyuVz7LxmSflXs7GmRsrKyGTNmtG7d+tFHH01NTdWWBwQE9OjRQ/w/W4tIljmHj8jOeD4jInJuTI5YC9MittayZcvExMQBAwY89NBDf/zxx/jx4/Xuqzt16uTl5XX8+HG9dID7BCmFXVRSUjJv3rxr165VV1cXFRWpVCobbcjFGFbFZFMHDhxQKpXnz58fNWqUbvnYsWN5ay19PHwkQRxnhIjI6XHMEcsxLWI3zZs3j42Nra2t3bp1q95T48aN++CDDxyYFtFybJCO3XpAQEBqampWVtbLL79su624AynXw87eYATA6NGjBWNSUlLEBdhgRMruefiI7I+ZESIiV8DkiCWYFrGzF198EcBXX32lWzh79uzhw4d36tTJQUHpc2yQDty6TCZjH5nGYb0hHUyLEFFDMTNCROQimBxpHKZF7G/gwIFNmzbNzMy8evWqWLJ27Vp/f/+YmBjHBqbLsUE6xS6ie5JmJewCDUaIiKyOmREiItfB5EhDMS3iEDKZLCEhQa1Wb9iwAUBWVta5c+cmTpzo6LjqcGyQTrGLyBArEClggxEiagS2liQicikckNV8TIs4UGJi4urVq9etW9e3b98NGzasW7fO/NcuWLDgxIkT5iyZlpamN/VMg1gSpOUcu3VqNL1KWGo1sMs3GGFahIgah5kRIiJXw+SIOZgWcaxevXr5+/ufPXt27ty5GzdubNBrZ82aZeaEKZakRXCvIEtKSlavXt2+ffsRI0ZYspXGbb24uHjTpk0VFRUXLlwYOnTomDFjbBEDERGRm2BmhIjIBTE5YhrTIlIQHBx88eLFjz/+2NPTs0EvbOjylqgvyMzMzBs3bpw+fbpt27b237pKpVq/fv17770HoLy8/LHHHnvwwQfj4uJsFwk1iGSbjbDBCBFRfTjOCBGRa+KYI/VhWkQi8vPzAwMDW7Zs6ehATKkvyOjo6Oeee87Ly8shW8/JyVmyZElmZiYAX1/f6Ojohra7ITfEUwARkQlsM0JE5LLYcsQQ0yISUVJSUl5eHhsb24jXLl269NSpU+YsuXbtWksmoLUkSMuZ2HpoaGhycnL79u3FP1Uq1f3332/f6OgeJNtsREtq8RARORYzI0TWtGrVqvT0dACvv/56aGioo8NxNdrdm5yc3KNHD0eH4xyYHNHFtIh0HDp0CEDj5qAdMGCANilggqenpyVpEVgWpOVMbF2hUCxatEj8/9WrVzMzMw8ePGjX4MjZuEODEXalISJLMDNCruDo0aO//vqrbonY3bq2tjYjI0Nb6OnpaesL3OLi4lGjRsXFxdV3OS6dUKUZj2kTJ04cP378p59+eu3aNUfH4kyYHBExLSIp+/btAxASEtKI1wYGBgYGBlo7IiMsCdJuW586deq7777bq1cvqwdQVVUFwMzBbsmQlJuNSCcSIiKJ4Dgj5Aqqq6vLysqmTJkSHx+/ePHiyspKsbyqqurw4cPx8fEzZsz47rvv7HN5p1AoFAqFTGb8yyWpUKUWT2lpaXh4eE5OTn0LyOVyhUJh4Y/A7oljjjAtIhFKpTI+Pr5Xr17//ve/AQwbNmzIkCGODkqfY4Ns0NYXLVoUHR09c+ZM68YwaNCg4ODgpKQkAAMGDAgPD+fcN1bhqIrX3Sp8IqJG4A0GuYKIiIiIiAiZTDZlypTg4ODExESx3NfXNzg4eOTIkSkpKRbO3WgtUgtVCvGUlJTMmzfv2rVr1dXVRUVF/H3SRty55QjTItKhUCh27Njh6CjuwbFBmr/1DRs2dOzYURyIJC8vz4pdOHft2mWtVbk5w4pXClyyAqyvK01pKQoLG7CeqChIe1RoIrIVthkh1/Hiiy96eXmtW7euurpaLCksLMzMzExNTZVIWkRLaqE6Np6AgIDU1NSsrKyXX37Z1ttyc+7ZcoRpEXJJ6enpZ86cUSgUWVlZmZmZ4jw1JH32r3XdoZ434cIFjBqFUaMwaxaqquo8LlxAUREOHcI33+CVVzSLHTvm6IiJyEGYGSHX4eXllZiYWFtbu2bNGgAnT5785JNPUlJSHB2XEVIL1bHxyGQydpCxG3dLjjAtQjaSmpo6evTonJyc9957b8KECadPn7bn1s+fPz9kyJAlS5ZERUVFRUX17ds3KCjIngGQ+aRW50gtHluLjMSoUQBw9SrkckyefPfx9ttYtQpffIGvv0Z5OaZMAYAbNxwbLxE5DDMj5FKmTp0K4JNPPiktLX333XelmRYRSS1UqcVDtuM+yRGmRch2EhMT161bd/369XPnzn3xxRft2rWz59Zbt279119/CTqef/55ewZAlrBnlau3LfesAz/+GK1aAcCMGfj5Z+PLKBT46CP07o2iogasubYWa9di9GiMGIE5c3D2bANe+/nnSEzESy8BALsRE0kBMyPkUlq3bh0SElJSUjJ58uSUlBRPT09HR1QvqYUqtXjIptwhOcK0CJljxYoViYmJR44ccXQgzic1NTUxMfGrr75ydCBOgJWPY3l7Y9MmAKipgekU4qxZqKgwd7WXLyMwEJMn4/p1/PUXtm1D27a4M5v2Paxbh0mTUFEBuRypqRg92tyNEpHtsAU7uZpx48bl5+c3b97c29vb/FctWLDgxIkT5iyZlpZmraE3Gheq7UgtHrIp1x6QlWkRMsfUqVMvXboE4IknnnB0LM6nW7dujzzyCID27ds7OhbnY5/6lg1GtHr1wquv4oMPcOwYFizA228bXywyEu++a+4633oLAC5dgq+vpuS11/DWW4iLwz07t+XkICgIe/cCwPPP4+ZNczdKRLbDzAi5lNra2vT0dF9f36+//nrlypUtWrQw84WzZs0yc0oUa6VFzAy1pKRk9erV7du3HzFihFW22+h4iouLN23aVFFRceHChaFDh3IGRxfgqskRpkXITIGBgYGBgY6Owllx7zWINCepcSvvvIOMDJw9i/nzERuLTp2MLCOXw/wPdWkpevW6mxbRbuLXX+9mRiorkZGByko0bYq4OIiXkNnZuHQJTZogPR0Afv0VKhXS0xEdjexstG+P69dRWAiFAv36oXlznD6N776DQoG4OOj+dFVWhoICVFdDoUCvXnjySQAoLsaFC+jVC02bAoBSiawsPP442rRp2O4ickPsTUOuQ61Wjxkz5u233540aZJarf7888/Nf62np6e3eewZamZm5smTJ0+fPq1Wq62y3UbHo1Kp1q9fv2jRok8//TQ1NXXy5Mk7d+60aUhkH67XrYZpESJyCraubNlgRI9cjs2boVBArcawYaitNb7YF1+Yu8LAQOzdi61bob1Gk8tx5gyiozV/ZmXB3x9vvYX9+zFjBgIDUVoKAGvXoqQEFy5g1Sr8+98oLcXPP2PVKqhUGDIEL7+Mrl2xbRsmT0aXLvjoI0RGYts2vPgieva8u/UNG/D44/jkE+zfj4UL8f/+HzIyAOCBB5CQgFdf1Sz22mt44QU88ECDdhWRuxKIHMEWn8CxY8cWFRUJgnDp0iWZTObn53f79m0rrt8cL7/88o4dO+65WINCjYuLW79+vTWjbHg83377LYD9+/eLfw4cOPB///d/rR7G+vXrAXz77bemF/v444/N2clkPpc5NbjMGyEil2TPCsrdKkMAgnDvx5Ilmh0yZYpZy+s+9DZx7Ro6dwYAT08MHIglS/Djj3efvXkTPj5ISND8WVWFzp3RoYPmz5EjERur+X9CAuLiNP/39karVrh2DYKgGQu2Qwf8+ScEAd98AwAFBRAE3LoFb2/Mnat51e3b6NDh7krWrweAAwewfz8A7NhR33shc7nP98jNsTcNuYiXXnrpueee69KlC4BWrVr1799/9+7dO3fuHDx4sDkvX7p06alTp8xZcu3atRZOMWthqFZnTjyhoaHJycnazuQqler+++93SLRkC4JLdKthaxEikji9ytZ2NS0bjNTntdfwzTfIz8fHH2PYMPTo0fhV+fri6FFkZ2PXLuTkYPduzJqFhASsWwdPT6Sno6ICixdrFvb2xpw5GDQIZ8/eYxSSfv00PXS6dAGACRPg5QUAERHAnUmF5XKcOoV//EPzErUaPj5QKjV/Jibim28wbhxqajB+POLiGv8eidwKMyPkCubMmRMVFRWtbb8ITJ8+fffu3StWrDAz3TBgwABzxpDz9PS0MC1ieajWZWY8CoVi0Z3x1q9evZqZmXnw4EF7x0q25OzJEaZFiIhEzt4p0tY2bkSbNggIgFXm2o6I0OQsysvx+ed46y08+SQWL8bvv0Mu14z9IXrmGQC4cOEemZHg4Dp/Nm+u+Y/e5ef992P5cpw7h+PHcfkyFApNGKIvvsBDD8HLCx9+2Oh3RuR2mBkh51ZZWTljxoyamppFdedJCw8Pb9myZX5+/vnz51u3bn3P9dhhJDlrherweKZOnfruu+/26tXL6iFVVVUBMHMoXLI6502OMC1CRM7Cbs1GdLdo0/U7nf/8B82bIyMDlowdd/o0kpMxd+7dkVx9fTFnDo4fx/79WLwYMhnUaqjVkN0Z1PH6dcAgwdE416+jfXu0aIExYzB2LEJDMWkS/vjj7gLbtkEmQ20t1q/HxIlW2CKRO+AIrOSscnJyIiIifHx81qxZs2PHjpUrV2qfysvLa9u27ZUrVwA888wzAwYMOHLkiOMilVyolsSzaNGi6OjomTNnWjekQYMGBQcHJyUlARgwYEB4eDjnvnEIwwto6f/2yLQIEZGW9Cttxzp/HmPGICMD9c1euGWLWet58klkZGhG9NBVXo7HHtMsoFYjL+/uUwUFgEGTkMbZtw9XryI9HVOnon9/NG2KCxfuPltaiunTMX8+kpMxY4Zm2Fciuie2GSFnFR4eHh4ebvSp0NDQM2fO2DccU6QWaqPj2bBhQ8eOHWNjYwHk5eWFhoZaK6Rdu3ZZa1VkIedqOcK0CBE5HXs2G2GVqKu8HDExSE01NYXte+/h+efvvSpvbyQnY/58VFRg+HA0bYrqamzahIIC7NsHAKGh6NoV48dj714EBqKwEHPn4oUX6szyK5LJUFKCzMw63WFMa9YMAA4cQGIi1GosWIDDhzXDwarVGD4cTz2FN96AWo1t25CQgGPH7jZdIaL68FtCRGZJT08/c+aMQqHIysrKzMzMzMx0dERkK87ScoRpESIiXdKsqyWiuhoxMVi8GCZ+1vnuOzz+uLkrnDcPy/5/9u48rKkrjxv4j0yaiRSplAcpMor1YSj1RcS1roiKaFERtBVxwWVccKWuo7a2bqNWxX1rpRRRiztoFTFFRRAUxBERqW+G17pUkVKEYsQ0jcn7x7VpTCCErDc338/DH+Tk5uZ3b8KBfDn3nE2UlUVDh1KfPjR4MF27RidP0qBBrzb4/nvy9aX33qM33qDevenjjyk+vo79REdTaSkNHEgXLuj71KGhNH48jR9Pb75JTZrQvXu0fj3dvElSKa1cSTduUGIiERGPR8nJVFhIy5fru2cAe8be/wQCt6l+eXPsHThz5swBAwaEm2ge8KSkpAsXLpw8ebJFixY9e/acNWuWv0mmC2u8O3fudOjQQSqVqlqSk5NH6fNfFTPYuXOnp6enqU4y1IfluQPLywMA0M0cy8fY85I0Dg4OOg5XoaAPP6S+fWnxYl07iY2lZ88oIaG+pyDOnFEHB/t6exiJqx9bQAOupgFgr+jo6OjoaGtXQUTk6+v74sULa1cBFsXmy2oQiwAAxxjfwdr5gBHmd1Z9p3DqVGrZsoFYJDWVtm2jtWvNUR0A2AAkIwAmtmXLlhMnTsyYMaNbt27WroVrkpKSMjIyxGLxYt1/3YCJsDMcQSwCAByg3cGafP/m27ltWbmSRCJKSKCMDM27ZDJSKOjhQ0pNJeYqYf2vpgEAjrH+37hgn7g6LE0sFj948ICI2rVr517fvOdgKNXpbd++vZv2JGZgHqxKIlhVDDRWZWVldna2eouPj09btbkQS0pKxGKx6qbxF83l5ub+8ssvqpstWrTo2rUrEaWmpqpv1qFDBy8vLyIqLS0tLi5mGnk8XlhYmPpmV69effLkifazCASCoKAgR0dHI6vVE0vKAOOZsEND30j1XFAjEtHAgY3Yydmzf00UorV/XE1jp7j6sQU0YAZWAFPy8fEJDg4ODg5GLGIOqtOLWMSS2DMhK/70t3Uymaympubbb7+NiIiIiYkpKysTCATqG1RXV69ZsyYyMvL06dPqExsZ7OnTp6mpqRERETNmzLh//75cLicihUIhkUi2bdsWERGxZs2a6urqly9fqrbPycmJiIjYu3dvTU2Ndv3V1dVz5syJiIh49OiRVCqVSqXV1dXHjh1zcXH5/PPPjS9YHywpA4yHJWlMS6lUav92CgkhpbIRX/XFIgDAeRgzAtaB8BXAtlg9lbB6AWAqVVVVzZs35/P5z5494/Nfu6pXJpOFhITs2LHDz8/PVE+Xn5//wQcfREVFfffdd+rtSUlJ48eP//bbbydMmKDeXl5evmTJkoT65mAkatKkia+v740bN9Qbd+/ePWPGjI0bN86fP99UlevGkjLASCbp2ex54lUNuudhNXrnGDNip/CxxU5gzAgAADTMuiNHEItwiYuLS2hoqFQqPXLkiMZdkydP3rhxowljESJi9vb8+XON9qqqKiIqLS3VaN+4cWNcXFx9eysoKJBKpUFBQRrtzMU4mZmZxparH5aUAcZDVwYAwBJIRgAAQC/WCkcQi3DPxIkTiWj//v3qjUuXLh09enTnzp1N+1xCoZCIKisr1RslEsnBgweJSH0WEiIqKipq1aqVi4tLfXvLyckhor59+2q0P336lIjeHoJGAAAgAElEQVQ0hsCYD0vKAHNobL+KASPq6rygBgBAH0hGAABAX5YPRxCLcFJYWJizs7NIJCovL2daEhISvLy8BjXmEv+CgoLly5c3uBmPx+Pz+bdv31Zv3LRpU0xMDBFJJBL19h07dsyePVvH3jIzM3k8XnBwsEY7k7NERkbqV7uxWFIGmAT6NAAANkAyAgAAjWDJcASxCFfxeLzIyEiFQnHgwAEiysjIuH379rRp0xq1k8ePH1+/fl2fLR0dHdXnc7179y6fzx88eDC9fpXNkSNHRo4cqWM/CoUiPT09ICBAY/2XjIyM9PT0efPmjRo1qlGHYBiWlAHmo3+nigEj2jBsBAAMg/GWAADQOEqlUuPPcQcH08/njViE26Kjo/fu3ZuYmDhw4MADBw4kJibq+cD4+PgHDx4sX77c2dmZuVKmqKho2bJlKSkpPF7d/+9p164dc/kJY/PmzRs2bGAuOVElJjKZLDs7e/v27Tqempndo0WLFllZWUyLRCI5f/58WlpacnKy7jxi5cqVGrOl1ufw4cMaS/aYsAxgJ+1OFQAALAzJCAAANJq5wxHEIpzXq1cvLy+v4uLiL774grkGRE9du3Y9fvx4jx49EhISmjZtGhcXt3Xr1tmzZ9cXixARM2+IVCoVCoVZWVkffPABE6nweDxVWrFx48bY2FjdT52dnU1ErVq1EovFTItQKIyKitIxY6vKokWLmDWDG6Q7FjGyDGAtjU5Vnx4VA0bqw5xMnA8AaBQkIwAAYAjzhSOIRexEp06d7t+/v2PHDian0JO/v//Zs2fv3Lkzf/78rKysDh06MFfH6HgIs/979+75+vomJCSoxqcIhULmapqysjKZTObt7a37qS9fvkxES5cu9fT01L9g9RpMwpgygDMwxkQ3hCMA0FhIRgAAwEDmCEcQi9iP7OxsHx8fDw+Pxj6wuLh49erVHh4e7dq1S05OJqLp06frCEfefPNNInrw4MGlS5dmzZqlam/RosXdu3eJaNOmTcuWLdP9pMzsHl5eXtbNI1hSBpiDAcNG1B9rnqIAAOwFkhEAADCcacMRxCL2QywWV1RUhIaGNvaBK1eu3Lx58759+9q2bbt8+fLt27dPmDDhyy+/vHfvXn3hiJubGxH98ssvxcXF6vO8+vj4lJaW5ubmtm7d2tnZWffz5ufnS6XSwMDAxhbMiIuLu3nzpj5bJiQk6Eh5jCwDuAEDRvSBYSMA0ChIRgAAwCimCkcQi9gV5pKQRi3Ty5g4ceKUKVM8PDzS09OfP3/u4uJy8uTJrKwsHWnC+++/T0Rr164ViUTq7cwVLtu2bTt06FCDz8vM4WpAwYyhQ4e2b9++wc2EQqHuK4OMLANYzrBhI+gq64NwBAD0h2QEAACMZXw4gljE3pw9e5aIevfu3dgHtmzZkvlGKpXW1tYy3+seQ8EkIB9//LHGFShNmjQhoqlTp+rzvBkZGUTUs2fPxhbM8PHx8fHxMeyxJiwDOAADRhoF4QgA6AnJCHBBfn7+48eP1VvCw8OJSCqVpqenqxqFQqHx/2fLzc395ZdfVDdbtGjRtWtXIkpNTVXfrEOHDl5eXkRUWlpaXFzMNPJ4vLCwMN07JKIuXbp4enoWFhbeu3dPvd3b29vPz8/I+hvEtnrAVhgTjiAWsR8ymSwyMrKiooIZ+xAVFeXm5nb8+HEDdjVo0CA9swYnJycPD4/FixdrtDs6OoaFhfXr10/HYyUSyZgxYyoqKq5cuUJE48aNc3V1TUlJMaBgY7CkDLCAxg4bQW/ZIIQjAKAPJCPABRKJ5OHDh19++eWjR4+6dOmimmDv2bNnV65cWb9+/bvvvjt69Ohu3boZ/1xPnz5NTU3dt2+fh4fHv//97+bNmxORQqGQSCQJCQkXL17s0qXLjBkzXr58qdo+Jydn48aNoaGhUVFR2juUyWTV1dXTp0+XSqXLli1T/aFfW1tbU1Pz5ZdflpSUxMTEdO/evcGlHE2CbfWADTEsHEEsYlcEAoGpPs8LhcK2bdvqs2WnTp1SU1O1V4eZNWuWq6ur7sc6OTmdPHnSwBJNhyVlgFWod6QYMGIYhCMA0CDTrLAI0FiqX+0mfAfu3Llz1qxZMTExu3fvVjUeOXLk9OnT8fHxJvwYn5+f/8EHH0RFRX333Xfq7UlJSePHj//2228nTJig3l5eXr5kyZKEhIT6diiXy5s0aeLr63vr1i2Nu9577727d+/+/vvvPB7PVPU3iG31gG1pVNKBWAQAQJtG31hfMoIOs1GMDEccHIgz59vBAW+eRjDHxxZgIXy2Ae6YOHGio6NjYmKiRCJhWnJzc0UiUVJSkmlHNzCXkDx//lyjvaqqiohKS0s12jdu3BgXF6djh5mZmXK5vFevXhrtlZWVYrE4ODjYwjEE2+oB26L9d0N9/+RELAIAoA+mt8SAESMplUoHB8JZBIA64eMNcIejo2N0dLRUKv3mm2+IqLCwcNeuXfHx8SZ/ImZIdmVlpXqjRCI5ePAgEWlM0lFUVNSqVSsXFxcdO8zNzSWiAQMGaLSfP3+erDHTHtvqAZujTziCWAQAoD5YksZMlEolk48AAGhAMgKcEhsbS0S7du0qLS1dt25dY2ORgoKC5cuXN7gZj8fj8/m3b99Wb9y0aVNMTAwRqUasMHbs2DF79mzdO8zKyiKivn37arQzaxDoXnPBHNhWD9gi3eEIYhEAgEbBdTQmhMEjAKANyQhwiq+vb+/evcVi8cyZM+Pj47Xn29Pt8ePH169f12dLR0dHqVSqunn37l0+nz948GB6/SqbI0eOjBw5UveuFArFpUuX/Pz8tMeV5OTkCAQC7atazIpt9YDtqi8cQSwCANAgdIxmpRo8gnwEABhYmwa4ZvLkydnZ2S4uLk5OTno+JD4+/sGDB8uXL3d2dmbClKKiomXLlqWkpNQ3oUa7du2YJScZmzdv3rBhA5/PJyJVYiKTybKzs7dv36772ZlJPZ49exYREaHeLpfLS0pKBg0a1OCkHitXrrxx40ZDR0lEdPjw4QanXDG+HgCVOler0d7GghUBANg8dJumwpxJ5hcTTiqAnUMyApwilUrT0tLc3NyOHj26detWd3d3fR7VtWvX48eP9+jRIyEhoWnTpnFxcVu3bp09e7aOCIAZTyGVSoVCYVZW1gcffMBEKjweTxVSbNy4kbm6R7fLly8T0aZNm4YPH67efujQodOnT/fu3bvBPSxatEgulze4GRHpMxOt8fUAqNMORzTutWQxAAA2RHf/Caaino/82WK9agDASpCMAHcoFIpJkyZ9/vnnPj4+q1at+uqrrz7//HN9Hujv73/27Nk7d+7Mnz8/KyurQ4cOzNUxOh7C5CD37t3z9fVNSEhITExUtTNX05SVlclkMm9v7wafnRl7oj2ph0gkIiJ9Ll1p7EVD5q4HQEN9f9wjFgEAaCz0nGaifmLrGt5o2WoAwOIc0L2CVZhjYfDJkydPnTq1a9euDx8+bN26tYeHx4MHD/S89KO4uHj16tVOTk4lJSVEFBUVNX36dB3hyIQJE/bt23fu3LmffvqpU6dOnTt3Ztr/+c9/3r179+XLlwsXLly2bJmzs7Pu51UoFH//+999fX1v3bqlcdc///nPBw8evHjxwpJXr7CtHuAMJCMAAIbB3KtswL3BO3gj6c8cH1uAhTBmBDhi+vTpI0eO7Nq1KxG1bNlyyJAhp06dSk1N1bgkpE4rV67cvHnzvn372rZtu3z58u3bt0+YMOHLL7+8d+9efeGIm5sbEf3yyy/FxcXTpk1Ttfv4+JSWlubm5rZu3brBWISIsrKy5HK59kCM8vLy0tLS0NBQfWKIuLi4mzdvNrgZESUkJOgeC2OSegA01PcHpYMD0nkAAF3qXPIcPafl4ZwDcB6SEeCCzz77bMCAASEhIaqWuXPnnjp1asuWLfokIxMnTpwyZYqHh0d6evrz589dXFxOnjyZlZWlI0R4//33iWjt2rXMNSYqzIUt27ZtO3TokD6VM+vjDhgwQKP94sWLRKTnpB5Dhw5t3759g5sJhULdsYip6gFQp/v/bPgTHwCgPtwbpwAAwFpIRsC21dTUzJs3r7a2dvXq1ertQUFBHh4e2dnZd+7c8fX11b2Tli1bMt9IpdLa2lrm+8DAQB0PYRKQjz/+2NPTU729SZMmRDR16lQ9679w4QIR9enTR6OdCVw6duyoz058fHx8fHz0fEYL1AOgUudKNNqr1SAcAQDQH4e7zUOHDkVFRWk08ng8d3f3QYMGLV682FR/8ID+9HxR5s6du2XLFn9///oGMnfq1Om///3v+vXrFy5caPaiARqPsx0rsJzxF+xlZmauXLkyOztbLpcLhcJ169apFoLJysqaOXNmcXExEQmFwuDg4E8//bRbt24N7lMqld69e7dt27YNbnnq1KmYmJi7d+9qzH46derU8vLykydP6n74w4cPZ82aVVZWdu3aNSLq06cPs56OQqEYMWJEVVXVpUuXiMjf379169bHjx9vcKyHkdhWD3CDjgV6sXYvAIBuugeMcLXPZD6Et2zZslOnTkyLQqGQy+V5eXmVlZVOTk5Xrlzx8/OzbpH2Rs8XRSqVtmvXrrS0dO3atYsXL9bYybp165YsWdK7d29meLJtwTwjdgLJCFiHrXcxjx49evToETOtibqioiJXV1eNgSQAdqjB7APhCACADtoTr9rDVKzMh/Bx48YlJSWptysUitGjRx8+fHjQoEFnz561Vnn2Sf8X5fLly7179xYIBLdv31Zfn1EsFrdr104gEJSUlKhGatsQW//YAnrCZIoAhvD09NSORYjI398fsQiAPqmHdguuqAcAYKA/1MDj8bZv305EIpFIoVBYuxwgqutF6dWr17x582Qy2YQJE9S3jI6Olslk27dvt8VYBOwHkhEAADAl/QeDIBwBANAH01s2OPKO29zc3AQCAXMdh7VrgVe0X5T//Oc/3t7eOTk5O3fuZFo2b96cl5cXHh6uEZcAsA2SEQAAMJnGXiODcAQAQIP+3aBddZhisVgmkzk6OgoEAmvXAq9ovyhCofDgwYNEtHjx4rKysvv37y9dutTNzS0+Pt6qlQI0DMkIAACYhmFThyAcAavYuXPn4MGDBw8ebIvTAYKRVK9+bm6utWtpmHonabfTHJSUlDDLo0yePNnatcAr9b0oXbt2XbRokUQi+fe//z1nzhypVJqQkODq6mqlMgH0hRlYwTowlREAxxg5oyomZLU3V69effLkiXa7QCAICgpydHQ0dwEzZ87s06dPeHg4n8/n8er+R5HVi7R6AWyowRwFyOVyhUKxe/duLy+v8PBwo2s0JTufvpqZ7FMgEDRt2lTV+OzZM5lMRkR+fn45OTnOzs7WK9AeGfCiyGSy9u3b37lzh4imTJny9ddfW7hm08LHFjuBMSMAAGAs4/9Sx8gReyOTyaqrq+fMmRMREfHo0SOpVCqVSqurq48dO+bi4vL5559boAaBQCAQCOqLRdhQpNULYEMN5iiAz+cLBAKbWIFen+mrOa9169bh4eFbtmy5fv06YhGW0P2iCASCb775hoicnJw2bdpkjQIBGk8JYA14BwJwhgl/s+CXlL0RCoUBAQEajbt27SKijRs3mvWpZ8yYkZKSos+WViySJQWwoQZzFLBjxw493wMWo2cHyOGuMjk5mYjGjRtn7ULgL4a9KM+ePSMiDw8PM1VlSdz7QYM6YcwIAAAYzrTjurUfi5EjHFZQUCCVSoOCgjTavby8iCgzM9PyJWmzepFWL4ANNVi9ALYxppuFRnHgLmufWgDWsYFhhAAAwE7af1oZ//e6UqnU2K2DA6bE4qacnBwi6tu3r0b706dPiYglVzpYvUirF8CGGqxegGVodH2N6vfQT5qK1qugfhdx5hwjGAHQhjEjAABgCHPEIvXtB//d4qTMzEwejxccHKzRzqz4GBkZaY2iNFm9SKsXwIYarF4ACyEHUamqqsrIyKiqqjJmJ6qRFEolqX+BuZnk5QMwCSQjAADQaOaLRerbG8IRjlEoFOnp6QEBARpri2RkZKSnp8+bN2/UqFHWqk3F6kVavQA21GD1AizDmAEjde7BHkil0rFjx7799tsDBgx4++23R4wYYcAHbI1ABCzGJC8fgAlxZPwhAABYjLljEdU+cVkNhzEzR7Ro0SIrK4tpkUgk58+fT0tLS05O1v1Zd+XKlTdu3NDnWQ4fPiwQCKxSpElYvQA21KBnASKRSC6XCwQC1dCSysrKvLw85vvu3bu7uLiYu1QL0+4k7c38+fNTUlLOnj07aNCg3Nzc8PDwyZMnHz9+XM+HM2cPv1WsxciXD8DkkIwAAEAjWCYWUe0Z4QhXZWdnE1GrVq3EYjHTIhQKo6Ki4uLiGnzsokWL5HK5Ps9iTCyiT5FisXjv3r3t27cfO3asMU9kcAElJSXfffddZWXlvXv3Pv7440mTJlm4BrFYfOLECSa2aNeuXWxsrIULUJHL5Tt37kxLS/vxxx99fX2JSCaT/fTTT/Hx8cuWLfvb3/5m8sJMyOABIxqdJAd6yFGjRukZt8nl8q+//nrhwoWDBg0ioh49esyaNWvFihUKhULHUtwqzDgR0If+L4o6JycnHe9GI18+AHNAMgIAAPqyZCyi2j/CEU66fPkyES1dutTT07OxjxUKhWaoqA66ixSJRNXV1UVFRe3atbNKAXK5fN++fV9++SURVVRUtGrV6u233w4PD7dkDdHR0Z999tmQIUPCw8Pfeuut9957j/mcY7ECVEJDQwsKCn777betW7fu3r2biDw8PPr27evl5TVkyBDTlmRadj7uw2B8Pv/58+dSqVTVIpVK9cxECENFrM3glw/AfPD+AwAAvVg+FqnvWfBBwtYxM0d4eXkZEItYTINFhoSEjBw5UmPyC0sWkJmZuX79epFIRERubm4hISHMjKSWrMHJyen+/fvMN/TnYjGWLEBFIpG4u7vHxMQkJiZKJBKmMTs7OyQkxLQlmVtj+1WN7e2qexQIBM7OzgqFoqqqaufOndu3b1+yZInuT9eqKUXA6gx4+QDMCmNGAACgYdaKRVTPhZEjXJKfny+VSgMDAw17eFxc3M2bN/XZMiEhweAlXY0s0ngNFhAYGPjpp5+2b9+euSmXy998800L15CRkaH6xs3NbeDAgRYuQEUkEvXp08fHx2fx4sV79+6dO3cuEVVVVRl5RZW52VWQYSYikejDDz8korZt206YMEHHlriChoX0f/kAzA3JCAAANMC6sYjqGRGOcEZOTg4RGXzZxdChQ1VxgA5CodDgWISMLtJ4DRYgEAhWr17NfF9eXi4SiS5evGjhGoiotLQ0JSUlIyPj2rVrrq6uli+AUVhYOHz4cCKaPHnynj17mGSktrbWtPWYm2F9GvdmG2mULl26vHjx4s6dOzNmzOjUqdP169fbtGmjvRliEXbS8+UDsAAkIwAAoAsbYhHV8yIc4QZmoEHPnj0Ne7iPj4+Pj49JK6qDkUVauIDY2Nh169b16tXL8jV4e3svXLjwvffeGzduXEpKimnDEf1Pgmr2menTp69atSozM/Odd97p3LmzCYsxOQwYMQnmLRcQEHDy5Ml33nln+/btmzdv1tgGsQhr6fPyAVgGLuUCAIB6sScWqe/Z8dHChkgkkmHDhvXo0SM9PZ2Ixo0bFxERYe2iNFm9SAMKWL16dUhIyPz5861YQ1hYWGVl5cKFC61SQG1trSqRcXd3j4yM3LBhw6VLl1Qr+NoEY3pXO5xtpLKyMjU19dGjR6oWNzc3R0fHsrIyjS0Ri7CQ/i8fgMVgzAgAANSNbbGIqgaMHLFRTk5OJ0+etHYVDbB6kY0t4MCBAx07dgwNDSWirKwsk0yMomcNhYWFkZGRR48e9ff3J6LWrVszK+xarAAVZpIR1c1Zs2b17t3b09Nz2rRpJqnHHMwdXnC+Y5RIJBEREevXr1flcQ8fPpRIJN7e3uqbIRZhJz1fPgBLwpgRAACoAztjEQZGjgAw0tLSbt26JRAIMjIyRCIRs06Nxfz6668KhUI1xemNGzestRBMfn6+r6+v6maPHj38/f2bNGlilWIMY3wHy54u2jK8vLzCwsJWrlyZlpZGRCUlJWFhYW5ubrNnz1Ztg1iEtfR5+QAsDGNGAABAE5tjEQZGjoDVJSUlXbhwITMzUywWX758edasWczQCYu5c+fOiBEjpFLp+vXrmZbk5GRLFhAcHDxmzJiCgoKmTZvu37/f19dXNSOsxRQUFGzbtu3w4cNPnjzZsWOHahHlmTNnNm/e3MLF6M8yYS7ne8WDBw9OnTp18ODBzM2OHTtmZWW5u7szNxGLsJzulw/A8jjeYwJrqf4mwDsQgG3YH4uo2FCpwDYzZ84cMGBAeHi4tQuxeQ8fPrxx40aLFi1YPt2ptp07d3p6elrlPaDRd5mw4zLfnllLKpXm5ua2a9fOzc1N1WiOWMTBgThzOh0c2PLeqPPlYxt8bLETSEbAOtDFALCTzWUNNlcwsMTMmTNv377dqlWrGTNmdOvWzdrlgEUlJSVlZGSIxeLFixdbPhkxa3iBLpGBZEQ39iQjNgEfW+wEkhGwDnQxACxko39S22jZYF1isfjBgwdE1K5dO4zftjeqV799+/aW/0+1uYd12OGwEQ1muo4GyYjdwscWO4FkBKwDXQwA29h0vmDTxQOA/bBAbIH+EMlIg5CMNAo+ttgJrE0DAAA2/5c0VqsBAGDYVu9tcph4FQAMg2QEAMDe2XoswkA4AgAsZ7HrXDT2jM4QAKBBSEYAAOwaN2IRBsIRAAB7hgEjAGAwJCMAAPaLS7EIA+EIALCThSdGxbARAIBGQTICAGCnuBeLMBCOAADboBeyAAwYAQBjIBkBALBHXI1FGAhHwFZIpdINGzYY/PDExMSKigoT1gOWYZn+FsNGAAD0h1V7wTqw/BWAFXE7FlGxk8O0aaWlpdu3b//55595PF67du3mzZv35MmT/Pz80aNHG7bDr776qqys7MWLFwsWLHBzczNttSanUChGjx69Zs2aNm3aaNx19erVJ0+eaD9EIBAEBQU5OjoyN6uqqsaOHXvgwAEXFxezl9v48iorK7Ozs9U38PHxadu2repmSUmJWCxW3QwPDzdPvVZmxb7IwpfwWJe5x4xg1V67hY8tdgJjRgAA7Iv95AUYOcJyiYmJEyZMmDJlyvHjx48ePRoYGDhu3LiQkBBnZ2fDdvjVV199++23I0eO3Ldv35o1a9TvkslkpijZxJYsWTJkyBDtWISIZDJZdXX1nDlzIiIiHj16JJVKpVJpdXX1sWPHXFxcPv/8c2YzFxeXFStWTJgwwaJ1612eTCarqan59ttvIyIiYmJiysrKBAKB+n6qq6vXrFkTGRl5+vRpqVRq4aOwFkt2uRg2AgCgJ4wZAetA+ApgFfYTi6jY4SHbhLS0tFmzZhUVFTk5Oakat2/f/sknn/z+++98Pt+AfbZq1Wrs2LFBQUEjRoxISUkJDg5m2mtqajw8PL755ptRo0aZpnpTKCkpGTNmzI0bN3Rs06RJE19fX41tdu/ePWPGjI0bN86fP59pGTt27PDhw4cPH27Gco0or6qqqnnz5nw+/9mzZxqvrEwmCwkJ2bFjh5+fn+Xqtiyrd0F2MmykvgEjpaWUm9uI/QwYQB4e9T0FxozYKXxssRMYMwIAYC+s/ge6VWDkCDvFxsbOnz9fPRYhot69e3fv3t2wWEQsFj98+LBr164hISHPnj1TxSJElJGRUVtbGxAQYGzRJrVy5crZs2fr2KCgoEAqlQYFBWm0e3l5EVFmZqaq5ZNPPlmxYoXpS9RJ//JcXFxCQ0OlUumRI0c0Np48efLGjRs5HItos3yva+fDRu7do/Hjafx4WrSInj177evePcrLo8uX6fvvafbsV5tdu2btigHASgz54wMAAGyOfcYiDKVSqXH4Dg4YMmlNRUVFpaWlHlr/meXxeD179jRsn//973+JqEuXLtp3Xbx40d3d3dfX17A9m0NFRUVKSkpiYqKObXJycoiob9++Gu1Pnz4lIvX8qHPnzrW1tbm5uT169DB9rUaXR0QTJ048derU/v371WeQWbp06ejRozt37mz+Yq2GnTGEXXWAwcE0fjzt20fl5cTn07RpdW8mk9H8+bRjB1VXW7Y+AGANjBkBAOA+e45FGBg5wirMh+ddu3YpFAr1dldX1xkzZmhvLxaL09LS7t69q2OfeXl5QqHQ09NT+67Lly/369dPozE3N7e0tJT5XqFQZGZmXrhwQVWPXC5PT0/Pz8+v7+mYDYqKiuq8VyKRpKenP3z4kLl5586dy5cvq29w9uzZ7t27C4VCHUeUmZnJ4/HUB78wDh48SESRkZHqjd27d09JSdGxN5NrVHlhYWHOzs4ikai8vJxpSUhI8PLyGjRokGWqZQlrdbz21uFr2LGDWrYkIpo3j+rrRQQC2r6d+valvLxG7FkqpYQEmjCBxo6lzz6j4uJGPParryg6mqZPJyKSyxvxQAAwEyQjAAAch1iEgXCEPXr16uXu7n7+/Hlvb+/p06efOHGipqaGiDw9PZlrMVSuXr0aFBT0/fffE9GaNWuio6O197Zhw4ZRo0YdPnzY1dV11KhRo0aNYpY7OXXq1KhRo4YOHVpYWPjgwYNRo0ZNnTqVeUhcXNyDBw8iIyOTkpIyMjKWLFlSXV2dn5/v7e1dXl6ekJCwfv16uVweHx8/ePBg7WdMTEzs1atXbW3tpUuX1q1bFxgYePXqVdW9p06dWrVqlVwuj4mJ+eqrr+Li4i5dunThwoVu3bqpthGJRN7e3jpOkUKhSE9PDwgIUK3zwsjIyEhPT583b57GnCnBwcHXLHgZQGPL4/F4kZGRCoXiwIEDzGa3b9+eVt+/77mCzT0Mm2szOScn+u47IqLaWtI919CiRVRZqe9uHz0iHx+aOZOqqujFCzp+nNq1o4w06Q4AACAASURBVNWr9XpsYiLFxFBlJfH5lJREFp9DGQDqogSwBrwDASwD3b4GnBCW+OGHH5o1a6Z6Ffh8/saNGzW2OXnypLOz840bN1Qt3t7e69evr3OHzs7OMTEx2u3Hjx8noh9//FHV8scff8yZM0epVH700UdeXl7btm1T3cXn80NCQs6cOcPcvH37NhFduXJFfYdbtmzx8PD45ZdfmJvjxo0jops3bzI3f/zxxy+++EJVv6Oj46ZNm5RKpbu7u6Ojo2onffv23bVrV71nR6nMy8sjoiFDhlz605kzZ+bNm+fr65ucnKy9/ffffy8QCHTscMWKFeH6+f3333Xsx7DylEols3yvn5/frVu3xo8f3+BTcADbuhq21WNaRKRU6vpasODVga9YUe82f/xBffrUe6/GU0ycSC1b0i+/aD7FrVsNVKJU0vjx5Of36vvISAoPb/ghpv3i3hvArLj6UwMaMM8IAABnYbSINiXmHGGH4ODgioqK06dP//DDDxkZGWKxeMGCBT179lQNrLh7925kZOSyZcvUZ0718/M7dOjQwoULNfZWVVVVU1PTp08f7Se6ePGiq6ur+iQjp0+fHjBgABFdv37d29tbNQ2qTCaTy+Vt27YNDQ1lWh4/fkxEtbW1qseWlJTMmzdv27Ztbm5uTMtbb73l5OTk7+/P3Ny+fXtcXBzz/S+//FJbW8ssqRsfH9+8eXPVfq5fv64awFInJkdo1aoVM/6FiIRCYVRUlGrnGoRCIVN/ffPXLlq0SK7fkH2NhXVNUh4R9erVy8vLq7i4+IsvvmCuuOE29q8IY29d39q1lJ5OxcW0YgWFhlKd89vw+eTjo+8OS0upVy/6syf46ykePybVnMI1NZSeTjU15OxM4eHE/GxduEAPHlCTJpSWRkT0+DHJ5ZSWRiEhdOECtW9PVVWUm0sCAQ0eTC4uVFREBQUkEFB4OKlPWv3wIeXkkERCAgH16kXM8t8lJXTvHvXqRczq5zIZZWRQ69bUtm3jTheAPbJqLgP2C+9AAHNDh68DTg7brF27logWLFigaomKimLWeVXfrEuXLq6urtoPZy63UR9douLv7x8ZGane8vTpU6VSyaQe6gMczpw5Q6+PENm2bRuPx/vjjz9ULZGRkXw+/8WLF6qWgICAjz76SGPnqo39/PzqPF6hUJiSklLnXYzw8HAi+vnnn3Vso+7ixYtEpM9wD5NobHkMZl3hx48fm6kqVmFnD8POqkyCGhozolTSrVuvsglvb3rxwrBxFn99/etf5OxMhw/Ty5d1b//DD9SsGfn40EcfkacneXnR//5HSiWNGUOenuTmRqGhNHEieXiQuzuFhtKLF+TkRMOHk7MzhYaSszN5e9O2ba+25PPJ3/+vne/fTzwe9e5NH31E3t7E49HZs6RU0oMH5OREU6a82mzOHGrWjB48wJgRo3DyRwa04QUG60AXA2BW+OTfIJwia9myZYt248uXL3k8nupymJcvX/L5/EGDBqlv88cff/D5/OHDh2s/fO3atXw+/+XLlxrtv/32GxHt2bNH+yHJyckan+2XLFkiFArVt+nTp496DUwB/fv3V7U8f/6cx+Pt2LGjziN1d3ev8wIfpVLp6Oh4/PjxOu9SKpUvX74UCoVeXl71baDthx9+sFgyYkB5DDc3Nx8fHzNUxDqs7Vs43O/pk4wolbR+/asDnzXL2GTkl1+IWQtLKKSwMFq/nv7v//3r3t9/J1dXiox8dfPZM+rShQICXt0cN45CQ199r341jZPTX1foMHPBBgTQ8+ekVNL33xMR5eSQUkl//EFOTvTFF68e9fIlBQT8tZN9+4iIzp+nc+eIiFJScDWNsbj38wJ1wtU0AABcg4to9KHEZTVWkpWVFRsbq9HILAozcOBA5uZvv/0ml8vbMKPD/3TixAm5XD506FDtfV6/ft3f35/H05xXPiMjg4hUV9ncv39fNcNrenq6l5eX+lo2ly9fVl8qpaysLDs7e9euXaoHFhYWyuXyrl27qrYRiUQKhYLZ/6NHj9T3JhaLy8vLmct2mAMsLy9XLVT8j3/8Q/0iHQ35+flSqTQwMLC+DbTJZDIej6fjQpi4uLibN2/qs6uEhIT6LskxuDwiEovFFRUVqiuVwCq0+z17s3Ahff89ZWfTjh0UFUXGrHPt5kb5+XThAp08SZmZdOoULVpEkZGUmEhCIaWlUWUlrVnzamMnJ/rsMxo2jIqL/7rWpk6DB7+6QofpaaZOJWaaY2Z9LWZRYT6fbt6kt9569RCFglxdSSZ7dTM6mr7/niZPptpamjKFwsMNP0YAu4JkBACAUxCL6A/hiOUVFhaq1spVl5SU5OXlFRYWxtx88803eTye3+sfIDZt2tSxY8cJda3icP369V69emm3nz9/XjXJSGFhYXZ2tmpWkaysLPXP9nK5PCcnZ926daqWQ4cO8Xi8MWPGENF//vOfr7/++u233yYi9aouXbrk5OTk5+eXn59fWlo6evTouLi47t279+jRg7m8pW/fvsyWqampTk5OqmSkbdu2d+7cqe8s5eTkEFGjVrStqalR7bxOQ4cObd++fYP7EQqFumMRw8ojImbdYntYppflM4xo9Ht22OkdPEht25K3N/05O5BR+vV7lVlUVNBXX9GyZdSmDa1ZQ0+fEp9P6uluhw5ERPfuNZCMdOr02k0Xl1ffaPxcvvkmbd5Mt2/T9ev06BEJBKS+NPnXX1Pz5uToSNu2GXxkAHYHyQgAAHcgFmkshCMWlp2dXVRUdPr06SFDhqgaS0tLly9fziQRTItAIGDWPZk+fTrTsm7duidPnjCfyTXIZLKffvpp7ty52ndVVlb27NmTiBQKxaZNmxITE5n2srKyn376aY3q/7l/jv5gNmbk5uaGhYU5OTmdOHFi9OjRRNSmTRsfH5+ysjJmg6tXr+7fvz8oKIiI0tPTZ86cmZaWtmDBghkzZvTo0ePo0aN8Pt/FxYWIJBLJqVOnVM9ORO3bt2cWvqkTM9RFvZgGlZSU1JkNqfj4+PjoP7ekTgaUR0Rnz54lot69e5ukBgCD/b//Ry4ulJ7+2mymjVVURJ9+Sl988ddMrm5u9NlndP06nTtHa9YQj0cKBSkUpBrKVlVFpBVwGKaqitq3J3d3mjSJ/vUvCgykmBj67be/Njh+nHg8kkpp3z7i+urYACaDZAQAgCMQixgG4YglZWVlJScnf/PNN8eOHQsNDXV0dCwsLDx+/PihQ4d6vD6uPT4+fsSIEStXrvTz8zt16lSTJk1u3Ljhovr/6ev7JKI6B0RMnTo1Njb2xIkTaWlpq1atUiUveXl5PB5P/VN6QUGBq6uramUcIhozZsz69evj4+MfPHiwcuVKpnH//v1Tpkxp2bKlWCz++9//npqaOmXKlAMHDkilUldXVx8fH19f3y5dusydO3fdunVbtmyZO3duly5dLly4sGHDBvXCgoOD4+PjNaqVSCRjxoypqKi4cuUKEY0bN87V1TUlJUWfE5uXl/fxxx/rs6XBDCtPJpNFRkZWVFQwqVZUVJSbmxuzlDInsXzACMOeh43cuUOTJlF6Orm7173BoUM0alTD+2nThtLTqXVrzTVuKiqoVatXGygUlJVFQUGv7mJyXY0hIYY5e5bKy+n6dVJdwHfv3l+jS0pLae5cWrGCZDKaN4/69ydvbxM8KQDn2VFXCKyi+pWMdyCASSAWMRJOoGVcvXqVSR+Ki4sLCwtlMtk//vGP4OBg7SlCGPfv379//36PHj10XOKxc+fORYsWPXv2rM6dVFVV/fjjj926dVO/V6FQlJaWqo+hqKmp+e2331q2bKn+2IcPHz5//lx9xV8iksvlly9f7tixo7OzM7P///3vf6rJR+RyeW5ubrdu3ZgpP8RisVQq9a9r1H7r1q1PnTpV512NVVtb6+rq+vjx4zqTI7AYG+pGbCLBaRQHB4cGD6Kigrp0oaQk0jFJTocOdONGfU9B6k+xfDmtWEFRUTR6NDk7k0RC331HBw/S2bPEXDTWrRtVVtKZM+TjQ7m5FB5OISF04AARUXT0q7uIaPRounmTNm+mfv3IxYU2b6bJk/96xuTkV0mNTEZ//zudOUOhoZSWRoMH0759FB1NCgWtXEkrVlCXLpSfTwoFMQEv832HDsTn07VrpNE7Ojhw4UW3GHxssRNIRsA60MUAmJAN/TnOZjiNtkUsFl+8eHHatGmjR492dHTUHoLBcps3b37w4MHmzZuN39X27dtLSkp2795t/K7AGLYVN9hWtQ1qMBmRSKhPH5o/n0aPrnebggL6z3+ovoFQGskIEW3eTHFx9OjRq5s+PrRhA/05XRJVVNCkSXT6NPH5pFBQTAzFxZFQSPR6MpKeTsOGkUxG587RiBF6JSNENGEC7dtHjo4kl1NUFP2f/0OffUa//Ubr1tF//kM3b1LbtkREJSXUrh19+in9Oe5N/Vhs+xW3JHxssRNIRsA60MUAmAo+z5sQTqYN6dChQ1FR0bNnz7y9vS9cuKAxsoP9FApF+/bt09PT1Ve0MYBMJuvSpUt6erruGVjB3Gyu9+BYMkI6wxGFgj78kPr2pcWLde0hNpaePaOEhPr2r5mM2C4kI42Cjy12AskIWAe6GACTsLm/xdkPp9RWTJ069Y033nB0dHRxcVm6dKm1yzFEUVHRihUrjJx0Y/78+R988MHIkSNNVRUYxhaDBlusWQcdyQgzCkP3wLLUVIqIoLVr601PkIzYLXxssRNIRsA60MUAGA+f4c0EJ9ZWZGVlOTs7BwQEWLsQw4lEotzc3OXLlxv28O+++66qqmrmzJkmLQoazUY7DRstuz71JSMrV1J8fN0jQWQyUijo4UNKTSWRiIj+unqlrv0jGbFT+NhiJ5CMgHWgiwEwEsf+omUbnF6wmLt377Zp08awxz58+FBj1liwCtsdfGG7lWurMxkRiWjgwEbsRDV/al37RzJip/CxxU4gGQHrQBcDYAx8brcAnGQA0IdN9xU2Xbw2fVaoMWLnSEbsFD622Im6F8kDAADW4tgfsqylfVa1zzwAgAbb6pBtq1oAAPNBMgIAYEsQi1gSwhEA0I1LV6MwbLqXUyqVtlw+AFgTkhEAAJuBWMTyEI4AALfh9wgAACEZAQCwFYhFrAXhCADUiXsDRhg23cVh2AgAGAbJCACADUAsYl0IR7Tt3Llz8ODBgwcPzsrKsnYtAPpSvW9zc3OtXQuL4BcKAADWpgHrwCTPAPpDLMIS5nshrl69+uTJE+12gUAQFBTk6OjI3KysrMzOzlbfwMfHp23btqqbJSUlYrFYdTM8PNwk5dVp5syZffr0CQ8P5/P5PF7d/2jR57hYdVAomMxZMBve53K5XKFQ7N6928vLy8gj5diAEY79ojHHIjVYm8Zu4WOLncCYEQB4TUFBQWpq6qlTp+rbIDc3NzU1NTU19dGjR3Vu8PDhQ2YDqVRKROnp6ampqVevXtXxpBUVFcxDysrKjKyfezj216pNM9/IEZlMVl1dPWfOnIiIiEePHkmlUqlUWl1dfezYMRcXl88//1y1WU1NzbfffhsRERETE1NWViYQCNT3U11dvWbNmsjIyNOnTzM/gGYlEAgEAkF9sQjpd1ysOigUbNaC2fA+5/P5AoGAz+eb7Ki4Ar9ZAMDeKQGsAe9A1tqyZQvz0ty7d0/73pcvX6r+rTdnzpw69xATE0NEjo6OzE0PDw8iCg8P1/GkP/zwA7PPlJQU4w+BS9Bps5D5XhShUBgQEKDRuGvXLiLauHGjquXp06d8Pl8oFP7xxx8aG//+++99+vS5deuWqUrSYcaMGXr+wOpzXCw5KAYKNis2vM937Nhh5K8brvbMXDouIlIqTfll8h1a8cvWX1wL48ZPBDQIY0YA4DX9+/dnvrly5Yr2vVlZWbW1tcz3aWlpde7h8uXLRDR06FDzFGhHMFqEnbRfBZOMHCkoKJBKpUFBQRrtXl5eRJSZmalqcXFxCQ0NlUqlR44c0dh48uTJGzdu9PPzM74eU9HzuNhzUCjYrLj6PgcWUmIqVgBoDCQjAPAaPz8/Nzc3IsrIyNC+VyQSEVHfvn2JqLS09OHDhxobSCSS4uJi1TZgMMQibGaOcCQnJ4fq+sF5+vQpEWkM/p84cSIR7d+/X71x6dKlo0eP7ty5s5GVmJb+x8WSg0LBZsWN9znHZhhRp3Estj7VNMIRANAfkhEA0NSvXz8iysvL077r3LlzRDR16lRvb2+qa9gIE50QUWhoqHmr5DTEIuxn8nAkMzOTx+MFBwdrtB88eJCIIiMj1RvDwsKcnZ1FIlF5eTnTkpCQ4OXlNWjQIGNqMAf9j4slB4WCWVItsaNgbbYeFtgbhCMAoCckIwCgiQk1SkpKNGa2Ky8v/+9//0tE/fv3DwkJIaL09HSNx168eJGIvL29W7ZsaaFyOQexiK0wYTiiUCjS09MDAgJU8/gwMjIy0tPT582bN2rUKPV2Ho8XGRmpUCgOHDjAbHb79u1p06YZ9uzm06jjYsNBoWD2VMuGgvXBvf6ZY8NGAAD0hKm5AUATM9WIQqHIyMgYMmSIqv38+fNE5O/v7+bmNmDAgF27dqWnpysUCvWVKXJzc4mIhf+4thWIRWyLUqnUeMkcHBwMeMmYyRdatGiRlZXFtEgkkvPnz6elpSUnJ2t8XGRER0fv3bs3MTFx4MCBBw4cSExM1P/pVq5ceePGDX22PHz4sMayII3S2OMy5qBMAgWzqlp9ChaJRHK5XCAQqMahVFZWqsY8du/e3cXFxYSHgJjAFqk6avw6BQAdkIwAgCZPT09vb+/S0tLs7Gz1ZIRZypdJPYYMGcLj8aRS6YULF1R/j8pkssLCQlKbxhUaBbGILTJJOJKdnU1ErVq1EovFTItQKIyKioqLi6vvIb169fLy8iouLv7iiy+YKxH0t2jRIrlcrs+WxsQi1PjjavCgxGLx3r1727dvP3bsWGMKs0zBJSUl3333XWVl5b179z7++ONJkyaxvGCxWHzixAkmuWjXrl1sbKx1q22wYCKSy+U7d+5MS0v78ccffX19iUgmk/3000/x8fHLli3729/+ZtpD0MDVLlqjWzMs8GUVpn4HBwcbPw4AMCMkIwBQh759+5aWll6/fl298ezZs0Q0YMAAIuLz+X369Ll48eK5c+dUyQgzhITP56vnKYxHjx4dOnSovqdjJm21c4hFbJfx4QizotPSpUs9PT31f1SnTp3u37+/Y8cOoVCo/6OIqLHbG8yA49JxUCKRqLq6uqioqF27diYu9E8mLFgul+/bt+/LL78kooqKilatWr399tvh4eGsLZiIoqOjP/vssyFDhoSHh7/11lvvvfeeaQcAmuN9HhoaWlBQ8Ntvv23dunX37t1E5OHh0bdvXy8vL+3fREay5wEjHAhH6M++2vaPAwDMAskIANRh0KBBe/fuvXTpkupimatXr9bU1AiFQmZ+ViL68MMPL168KBKJNmzYwLQwiw707t1bY30BIrp27VpUVJQFj8DGIBaxdcaEI8zkC15eXo36uEhE2dnZPj4+Hh4ejXqUxRh2XDoOipneKDk52WQlvs60BWdmZq5fv56ZlcnNzS0kJOTgwYOmTUZMfoadnJzu37/PfEN/rhdjKmZ6n0skEnd395iYmClTpmzYsIGpPDs7m1nXxqy43Utr92ncgCtrAKA+SEYAoA4hISE8Hk8ul+fn53fr1o3+nGx10KBBqllFmGUXi4qKysrKmL9ZmWSE+fSiQSAQNG3atL6n+/333yUSiRmOwzYgFuEGg8OR/Px8qVQaGBjYqKcTi8UVFRWGLQIVFxd38+ZNfbZMSEjQDjr1ZMBxGXNQxjNtwYGBgZ9++mn79u2Zm3K5/M033zRNoX8y+RlWLdaekZHh5uY2cOBAE1T5JzO9z0UiUZ8+fXx8fBYvXrx37965c+cSUVVVlZEXgmnjZEzQKNwYNkK4sgYA6oFkBADq4OTk1KVLl7y8vLy8PCYZYZbjVU89Onfu7OrqWllZef78+bFjx8rl8itXrhCR9nKMRBQaGpqSklLf02VkZDAX6dghxCJcYlg4wkSKjb1sgbkwwbCLHYYOHar6xK6DUCg0OBYhg47LmIMynmkLFggEq1evZr4vLy8XiUTM0l0mZI4zXFpampKSkpGRce3aNVdXV+OLVDHT+7ywsHD48OFENHny5D179jDJSG1trVG16sEeOmquDhthYPAIAGhAMgIAdevXr19eXt7ly5djY2NramqY1ENjatXg4ODDhw+npaWNHTtWJBIpFIpmzZp17tzZSiXbHsQi3GNAOML8o75nz56NeiJm3p/evXs3vkby8fHx8fEx4IGNYsBxGXNQxjNfwbGxsevWrevVq5cx5WkzR8He3t4LFy587733xo0bl5KSYsJwxEzvc9XkI9OnT1+1alVmZuY777xj8l9DGj/UdttRc2bYCEM1eISQjwAAEa/hTQDALjHziTB/y6alpRHRu+++q/FpKiwsjIiY9ReZ9XpNO/qa2xCLcJX261jn/10lEsmwYcN69OjBXKo2bty4iIiIBncuk8kiIiJ69ep17NgxIoqKihoxYoQpqjYZA47Lugdl7oJXr14dEhIyf/58WymYiMLCwiorKxcuXGiVavUvuLa2VpXduLu7R0ZGbtiw4dKlS3UOXQQD2MNvJaVSqVQqHRyI+QIAu4UxIwBQt379+vH5/Orq6vv37zOX0minHswQkkePHlVUVFy7do2ITL4WAFchFuE2fUaOODk5nTx5srF7FggEOi5MYwMDjsu6B2XWgg8cONCxY0dmmoysrKzGzrJRJzMVXFhYGBkZefToUX9/fyJq3bo1s8iukcz6PmcmGVHdnDVrVu/evT09PadNm9bYZ9QBA0bUcWzYiIrqoLRebmtUAwDWgDEjAFA3Ho/HDBvJy8tjLqXRTkbc3d0DAgKIKDs7+8KFC6R1uQ3UCbGIPdBz5AhwWFpa2q1btwQCQUZGhkgkYiJm1vr1118VCoVq4tIbN27UOZ02q+Tn5/v6+qpu9ujRw9/fv0mTJlYsiXvs7deT8nWqsSRM/61+06a/AEAbxowAQL2Cg4NFIlFaWtqdO3f4fH6dqwOEhIQUFhYmJyfL5XJ/f3/WLiDKHohF7IcxS/mCtqSkpAsXLmRmZorF4suXL8+aNYsZ3cBOd+7cGTFihFQqXb9+PdNivvWGTSI4OHjMmDEFBQVNmzbdv3+/r6+vagZZFiooKNi2bdvhw4efPHmyY8cOR0dHpn3mzJnNmzc34RNhwIg2u+rH7OdIAQDJCADUixmlfPDgQSLq3bt3nYsgDhgwYP369ampqUQUFBRkpkrkcjkRNbhMhkKhUCgUxqymYW6IRewNwhETio6Ojo6OtnYV+vL19X3x4oW1q2ic5cuXP3z48Pr168HBwYsXL7Z2Obp07tw5KSkpKSlJo33y5MlWqYfbuL1IDQAAA1fTAEC9unbt6uTkxKQS9Q2rZqYjYbb58MMPTVtAeXn55MmTmzRp8sYbb7zxxhtt2rSJi4vTsf3QoUOttd6nPhCL2CcOX1azZcuW6Ojoq1evWrsQMJmWLVuGhYVxeImxpKSk6Ojo/fv367MxBoyoaBw7ZzoxAAAV9v5nFQDYYPDgwYcPHyai+hIHHo8XGhp66tQpPp9v2ovSKyoqOnToUFZWFhoaOmTIkPLy8uTk5AULFty+fTshIUF7+7lz56alpbF2ohPEIvaMkyNHYmNjHzx4QETvvvuutWsB0Fe3bt1atGhBRO3bt9e9JT78AwDYFZv/ywxslOoPDrwDoT6zZ8/esWPHihUrPv/8c6ZFIpF07969uLj4ypUr3bp1U21ZU1MzceLEEydOEFH//v2ZlYZZBbEIEN4GADYFA0a04ZyAfcLHFjuBq2kAgKWOHz8uEAg+++wzVYuTk9PcuXOJKD09XdV45MgRHx+fEydOjBs3zgpV6gGfh4HB4ctqADgGP5sAAPYGV9MAAEvt2bOntraWx3stwGVmV5XJZKqW5ORkR0fHkydPhoWF6XnpuCUhFgF1nLysBoDz8EPK0OjB0H0BAJcgGQEAlgoLC9NuZFYiCAwMVLV8+umnHTt21AhQWAKxCGhDOALAchgwAgBgh9j4WQIAoE4JCQnnz5/39/dXnw62c+fOiEXAtuCyGgAbgq5bHRapAQCuYuPHCQAAbadOnZo2bVqzZs1SUlKsXUvDEIuAbghHANgJP4mNhTMGANyAZAQAbEB8fPywYcPeeuutc+fOtWnTxtrlNACxCOgD4QgA+6H31oZzAgCchGQEANguNjZ2ypQpnp6ely9f7tq1q7XLaQBiEdAfwhEAVsEPoGFw3gCAAzADKwCwl1wuj4iIOH36dJcuXc6cOePm5mbtihqAWAQaCxOyArAWfhLro91xWd7p06flcrl2O5/PFwgE3bp1c3Z2tnxVXNXYs52ZmVldXU1E3bt3d3d317Hn8vLyK1euEFGLFi3Y/98v4DYkIwDAXsOGDUtLSxsyZMjRo0eFQqG1y2kAYhEwDMIRADbQ+DHEz2CjWL7XioqKkkgkOjbw9/f/9NNPR44cabGSOKyxZ/vnn38eN24cEYWGhp45c0bHAydNmpSWlsbj8XJyckxYMIABcDUNALDU6tWr09LSQkNDv//+e8QiwG24rAYAbAtLfsfxeDyBFuauoqKiyMjINWvWWLdCLtH/bI8dOzY8PJyI0tLSDhw4UN8Ok5KS0tLSiOjTTz/t1q2b+Y8AQBf8VwqsQ/VHP96BUKfKysoWLVrIZLIPPvjA1dVV496QkJDY2FjtRzk4OPTv3z8jI8MiNb72vBoteGODAfBGArAWDBgxgHW7rKZNm0okknHjxiUlJWncpVAoDh069Mknn1RUVPB4vNu3b/v6+lqsME4y4GxXVFS8//77lZWVzZo1u3PnjvY1NRUVFT4+PtXV1QEBAdevX+fx2PsPe3xssRO41M0SkAAAIABJREFUmgYA2Cg7O1smkxFRXl6e9r0eHh4Wr6he+DQLpoLLagDAhrBhtpE68Xi80aNHN2/efMCAAQqFYvfu3Vu3brV2UZxV39l2c3PbtWtXZGRkdXX1rFmzjh49qvHAmJiY6upqgUBw+PBhNsciYD/wLgQANgoPD1fWLz4+vs5HKZVKCw8YQSwCpoXLagAsDwNGTIVV/VVwcHDLli2J6O7du9auhfvqPNsjR44cPnw4ER07duzEiRPq2x85coRp2bhxo4+Pj2WLBagbxowAABgIsQiYg02MHElPT5dKpe+8846OK8MrKiqYGfU++OADVo3zsiFY3wFYjrXDRhje3t4PHz5khqCCudV5tvfs2ZOdnV1RURETE9O3b18XFxciqqysnDVrFhH1799/9uzZ1ikXQAvGjAAAGAKxCJgP+0eOTJo0KSIi4ssvv9Sxzc2bNyMiIiIiIuq8Jg708fPPPzPncNKkSbq3ZF6RESNGKBQKy9TGGRgwYiSNM8aezkqhUDBxoZOTk7Vr4b76zrabm9uOHTuIqKKiYuHChUxjbGxsRUVFs2bN9u3bZ/lSAeqDZAQAoNEQi4C5sT8cAQvA+g7mhh8rDouLi5NKpUQUGBho7Vq4T8fZHjly5EcffURE33zzTUFBQWZm5sGDB4lo9+7dnp6eli8VoD64mgYAoHEQi4Bl2MRlNWBuX3/9dXZ2dmVl5ezZswcMGFDn+g7MWl0BAQHLly+3Qokcgp8vw2h0VpbsqeRyuUQiUW8pLS29d+/esWPHmI/fnp6e//rXvyxTDOcZfLb37Nlz6dKlioqKKVOmMAFKZGTkqFGjLFM2gJ6QjAAANAJiEbAkhCOA9R3MBwNGOCA5OTk5Obm+e5s1a3bixAlcTWMqBp9tV1fXPXv2jBgxorCwkIg8PDx27txpxkIBDILfoAAA+kIsApaHy2oA6ztYBvpzY7BqthEej+fr67tgwYKSkhJMSGxuep7t4cOHM9fUEFFiYqKrq6ulCgTQF8aMAADoBbEIWAtGjgDWdzA5JIzcEBUV9fXXX6u38Hg8oVCI8VPmYOTZHjhw4LFjx4goKCjIHOUBGAm9BgBAwxCLgHVh5Iidw/oO5oYu3XhWGTbC5/OdXufo6IhYxExwtoHbMGYEAKABiEWADVg4cuTRo0eHDh2q797i4mJLFsN5I0eOPHr06LFjx7755puYmBiJRIL1HQyGYNEyrN5HAQDoD8kIAIAuiEWAPdgWjly7di0qKspaz26HsL6DmaBXNxXtPgoAwFYgGQEAqBdiEWAbVoUjAoGgadOm9d37+++/a6zvCEbC+g4mgY/uloRhIwBgK3BhGABA3RCLADuxZ86R0NDQX+uXkpJilaq4Des7mBw6dtPC+QQAG4VkBACgDohFgM3YE46A5Q0cOJD5Bus7GEDjJwUduwWwp3dKSkpycHBo0aJFZWWl9r3x8fEODg5JSUmWLwxU8BqBFSEZAQDQhFgE2A/hCACwE8t/Y5aVlWGVa5bDawRWgWQEAOA1iEXAViAcAWgUDBixFnN0Tc+ePVMqlYYNH0hOTk5NTTV5SRxmzNlWmTx5slKpVCqVAoGgwY3xGoHlIRkBAPgLYhGwLQhHAICF2Pyr08/Pj4imTp1a5/UawAZ4jcAqkIwAALyCWARsEcIRAH1gwIh1sadfCgwMjImJqaiowPUarIXXCKwCyQgAABFiEbBlNhqOyOVyuVxu7Sq4D+cZrILNv0M3bNjQsmXL5OTkEydOWLsWqBteI7A8JCMAAIhFwObZUDhSXl4+efLkJk2avPHGG2+88UabNm3i4uKsXRQH4Tyrw4ARq9A4z+zplJycnBISEogoJiYG12uwE14jsDwkIwBg7xCLADfYRDhSUVHRoUOHb775pl+/frt27friiy/eeOONBQsWTJo0ydqlcQrOszoW/iCA1QUHBzPXa8ycOdPatUDd8BqBhSEZAQC7hlgEuMRi4cjjx4+VSmVKSoqObYKDg5llCMLDw1WNK1euLCsrW7FixZkzZ6ZPn758+fLr16/7+fl9++23V69eNUep3KPP+g44zzqgk7ck1g4bIaINGzZ4eXkdPnwY12uwFl4jsCQkIwBgvxCLAPewfOTI8ePHBQLBZ599pmpxcnKaO3cuEaWnp1uvLq7BeVZh1fsfWAXXa7AfXiOwJL61CwAAsA7EIsBVSqVS4+3t4ODAkrf3nj17amtrebzX/jHD5/OJSCaTWakoDsJ5rg9LfhA0lJSU/Prrr++8846Pj4/2vVlZWUT09ttvM0uZasjNzZXL5e+//76bm5tcLs/NzdXepnnz5m3atNExyMisNHok9nRHRNSvX7+YmJg9e/bExMQMHDjQ2uVAHfAagcUgGQEAe4RYBLiNteFIWFiYdmNSUhIRBQYGWrwczsJ5ZtjKgJFDhw6tWrWqZ8+ely9f1rjrzp07ffr0IaJmzZpVVVVp3FtbW9uzZ08iunXrlpubm1QqZTauk5eXV3R09NKlS4VCoamPwIZt2LDh7Nmzx44dk0gk1q4F6obXCCwDV9MAgN1BLAL2gOWX1agkJCScP3/e399/0KBB1q6Fy3CeicVdfb9+/YgoLy9PoVBo3HXmzBnmm+rqau05YkQiERG5ublpDCfxeJ2rq6tAILh///6qVav69etn+VWc2TzbiJOT04EDB8j+LjSzIXiNwDKQjACAfUEsAvaD/eHIqVOnpk2b1qxZM92TuYKR7PM8s+3drkNgYCCfz5fL5ZmZmRp3MdnH8OHDiSgtLU3j3uzsbCLSTrvEYvFjNb/++uuLFy82bdpERFeuXNm6dat5jqMRWPXq9OrVa86cOdauAnTBawQWgGQEAOwIYhGwN2wOR+Lj44cNG/bWW2+dO3euTZs21i6Hs3CeGWzu7Xk8XmhoKBFdv35dvV0ul1+4cMHNzW327NlElJGRofHAK1euUF3JSJ1PMXfu3MjISCL67rvvTFW5/th8/olo7dq17777rrWrAF3wGoG5seKqY7BDqj/N8Q4Ei0EsAnaLhW/+2NjYbdu2eXp6ZmRk+Pr6WrcYDrPb88zC97xuW7du/eSTT4YPH378+HFVY2pqakRExLhx4xITE998802ZTPbrr7+6uLgw98rl8r///e8KheLXX391dXUlIolE0rRpUyJ69uyZk5OT9rMkJSWNHz9eKBS+ePHCIof1Gpt7UQAY+NhiJzBmBADsAv4gA3vGqpEjcrl86NCh27Zt69Kly40bN+zq47ol4TyrY3+Hz8ycylw7o/LDDz8QUWhoKDOoRKFQnDt3TnWvSCRSKBQBAQFMLKIPZmUiZpUiy2P/qwAA9gzJCABwH2IRAPaEI8OGDTt9+vSQIUOysrLc3NysUoM9sOfzrPHetokOnwk4JBLJnTt3VI1MUDJgwAAiCgkJodenGmEWsgkODtb/WeLj41W7YgP2XNwHAIBkBAA4DrEIAIMN4cjq1avT0tJCQ0O///57LB1qPjjPtojJOPLz85mbYrG4tLS0Y8eOzJCQ/v370+vJSG5uLv2Zm+imUCiysrKGDRuWl5dHRDNnzjRD+Xqp7/evgxoLlwQAwLDOaDoAAMtALAKgTqlUavxQODhYbsaxysrKVatWMd8MHjxY496QkJDY2FjLVMJtdn6ebXHACGPQoEGHDx/OyMiIjo4mIubCmQ8//JC519vb29vbu7S0tKCgoHPnznK5PCcnh8/n1zlmhJltpE5LlixhFglmCe0uyJKdEgCACpIRAOAsxCIA2vQMR5htTPsjk52dzUxzwPzjWoOHh4cJn8ue4TzbKGb0B7PcDP25Eo168BESElJaWpqRkdG5c+esrCy5XD5kyBAer+EB4Hw+39PTs0ePHlOnTg0KCjJL9XrT7oIAANgAyQgAcBNiEYD6NBiOqO417T9vw8PD8WNoAfZ8nm13wAgReXp6MqNCqqqqmjZtmpaWJhQKAwMDVRsM+P/s3XtcVHX+P/AX0zgRoasRGZJRPPyR6xppZWqmICIpIuJlJda0VclMTbuX+i1vZZpZ2Rqx6yUjb2SFV0JEUxTxVpIimcuahsqyRCoSIY7D74/POI5z48wwlzNzXs8HfzDnnDnn8zkz8/mc8z6fS9++aWlpu3fvfv31120PMmJtbhp5YqCEiOSAkREi8kEMixDZZiM4wrsUIk+JiooqLS3dtWuXv7+/VqsdOnSocZMQ0UJkx44duNa0RMogI3IjihrzGBZLHiLyLEZGiOwmsfLmrbinMCxCJIW14IjJcjn3+eetlBdxw7fIqxuMCPHx8cuWLSsoKLj55psB9O7d23itWq3u2bPnrl27jhw5kpeXFxoa2qFDBw+l1EHiMzIPjnhw/CNrWLx4EY9/W8g3MDJCZIvFelFi8WvlvSy7XYthESLppI85IoffkaVft8XNpJbS5DZuuMf0jfvYuLg4lUpVXFx8+fJlAPHx8eYb7Nq169NPP9VqtXbN1ysHNkIhHieleGHZIk8y+yqRF+OsvUSmjKeOa2iA+Z9EFt/LeelcimERInvJNg6CG0tjiwUykTUy+Q7bKzAw8KGHHtq5c+fu3bvbtWvXtm1bkw1ENCQzMxNAYmKiB5LoKLlV0CxeiMgEIyNEgPVoiNNZjJI4/zCKJLerLiJvYW1iGttLXMfavQqRNb5Uk/bu3buurk6r1fbr18987SOPPBIUFFReXq5SqUz62jTR2bNnn3jiCa1Wa7xw9erVqampOTk55ttnZGSkpqbW1NRI3L+UcsYNWLwQkTWMjJCiuScaYg1DJE7EsAiRY/xcMDuvwykxKZCJHCOH77PD+vTpI/55/PHHLW4gmo106dKlVatWzjpobW1tcnJyZmamTqczXl5QULBs2bJRo0ZVVlaavCU/P3/ZsmWi149Edn0uzr0oYvFCRI1iZIQUSlYVJEMkTcSwCFFTXCsPG/nVuK5oklWBTF7HxyrNuLg4MRByQkKCxQ3Wrl3b0NCwb98+81WBgYHivXZN2Xv27NmYmJiCggJrG1RWVk6YMEH6Dm1wf+3M4oWIJGJkhBTHuI6UG5MQiaeT4x0YFiFymN+NAyK6OThi8hSXyClYBdjlgw8+6NChw08//RQZGWltm7CwsC+//PKLL75wyhHd8wGxeCEiezEyQgriRXUk4yMSMSxC5ERuK3D4FJechbVkE7355puxsbHFxcVdunSxts37778fFBQ0YcIE8z41jnFpTc3ihYgcw8gIKYIXxUSMMT5iG8MiRO7XxOLIS0tj8hasBex18ODBr776KjQ01MY2t99+e1paWlVVVWpqqrOOK+WTsre0YfFCRE3ByAj5OB+oJhkfsYhhEaKmc/OvxttLY5IbVotN1759eymbDR8+fMiQIRs3bly9erWrk+QYFi9E1ESMjJDP8oGYiDFDfMTTCZEFhkWInEWM12jXWxwoiAwFMpHrsCJwqfT09KCgoIkTJ1ZUVDhlh876vFi8EJFTMDJCvsmXYiLG2HgEDIsQuYC98RHppZCPBalJPky+hKwIXC04ODgtLe3ChQvjxo1z1j6b+KmxeCEiJ2JkhHyNzz86UHjjEYZFiFzH6b8m3rQQ+RJDn5qMjAxn7dN2sWPjaofFCxE5FyMj5FOUU00qs/EIwyJEria98Uij5Y9vB6nJs9hgxFPS09ODg4OnTJnirD41cOjjY/FCRE7HyAj5DqVVk0prPMKwCJHbODD4iDGfb7tHpFjBwcGLFy++cOHC5s2bnbhb6QUOixcichFGRsgXKLmaVEhwhGERIvdr9FdmsfBRTts98hQ2GPGs4cOHDxs2zOm7lTiPL4sXInIRRkbI67Ga9PngCMMiRJ7SaOMRk5+nYoPURIqSlpYWHBzs9N1aLG0MhQyLFyJyKT/eYJBHGOq5pg9Lzq+wIM6o7/2iGRYhkglrEVjDT1ImBbKfn6Jj5fLk5+fMKVqNX7JG8D0W6305FC8sW+TJicWL9UM457aFZI5tRsiLyaGalA+fHHaEYREi+Wi08Qh/neRqPlbHkUXmRQ2LFyJyA0ZGyFuxmrTIl4IjDIsQyY21zjUskMkjWCkoBD9nInIDRkbIK/Eq3AbfCI4wLEIkW8bxEZm0cicl8IGqjSS6sZDxbFqISCkYGSHvw6vwRnl7cIRhESL5E7cuLJDJU1gvKAE/ZCJyG0ZGyMvwKlwi7w2OMCxC5C1YIJPbeGmNRg5j8UJEbsbICHkTVpN28cbgCMMiRN6CBTJ5EKsG38bihYjcj5ER8hqsJn0ewyJE3oIFMrmT10X5qSlYvBCRRzAyQt6B1aRjvKjZCMMiRN6CBTJ5FmsHH8bihYg8Re3pBBCRa4ngiMyvIxkWadShQ4fOnDmjUqkSExMtbrB3797//e9/ALp06RIaGmq+QVlZ2XfffQegX79+/v7+OTk5dXV1d955Z7du3awdtLKysqCgAEDXrl1DQkKckxPycrxvITfzlvg+NR2LFyLyILnfL5GvMlzoSPkGsqZsOj8/+cYaGBaRYtGiRc8//zyAU6dOhYWFmazV6XTNmzevra0FMHny5EWLFpnv4dlnn01PTw8ICPj9998BtGnTpry8PCkpKSsry9pB8/Ly+vbtCyArKyspKcmJ2SEv5RWlsZ8f57OQnabUQSZ1hFMqiJKSkl9//fXOO++MiIgwX5ufnw/gtttu69ixo/navXv3arXaP//5z8HBwVqtdu/evebb3HHHHeHh4RqNpulJVQ75Fy8sW+TJDZe4dt22kPdimxGSO/nXlF5Bti1HGBaRqE+fPuKfwsJC88hIfn6+CIsAyM7OthgZ2bNnD4CBAwe6MplERM7kirAIgLVr186ZM6dHjx6iYDR2/PjxqKgoAC1btjx//rzJ2tra2h49egA4evRocHBwXV2d2NiisLCwUaNGTZs2zd/f3ynJJiIi1+E4IyRrDIv4NoZFpOvYsWNwcDCAvLw887W5ubkAevfuDaC0tLSsrMxkg5qamuLiYsM2RA5ggUw+IyYmBsD+/ft1Op3Jqi1btoh/Lly4sG/fPpO1orANDg42aU4ScqOgoCCNRnP69Ok5c+bExMRotVpX5cRXsHghIo9jZIRIKeQ2GivDIvYyXMqbr9q6dSuAcePGtWvXDkB2drbJBuJqHkB8fLxrU0k+ivct5H4uajACoFevXmq1WqvV7ty502SVKC2HDBkCS2Xp7t27AfTr189k+YkTJ84Z+fXXX//444/3338fQGFhocV2fGTA4oWI5ICREZIv1pROJ5/gCMMiDhBBjZKSkrq6OuPlFRUV33//PYA+ffrExcUByMnJMXnvt99+C6Bdu3Zt27Z1U3KJiORKpVKJElWMS22g1Wp37NgRHBz83HPPwVIbvcLCQliKjFg8xAsvvJCcnAxg9erVzko5ERG5CCMjJFMMi/gwhkUcI4Ya0el0Jhfr27dvBxAZGRkcHCwGTM3JyTFpIi7GCJRyNU9kjgUyuZ/rGowIohWeSX+ZzZs3a7Xafv369erVy9/ff//+/cZDjWi1WtFq7/HHH5d4FENE22np9jksXohIJhgZIVIWjzcbYVjEYaGhoaKzjGjObbBx40Zci3okJCSoVKq6urodO3YYNqivry8qKoLRMK5E0vG+hXySGDnV0NNQ2LZtG4D4+HjRqESn04m+ikJubq5Op+vUqVNQUJDEo9TX1wNQqznjgWUsXohIPlhSkxyxpnQpD85Tw7BIE/Xu3bu0tNSk+fc333wDQLQWUavVUVFR33777datW2NjY8UGogmJWq1OSEgw2eHZs2fXrl1r7XBi0FYiIjdzdYMRACLAUVVVdfz48fbt24uFIlAiitO4uLivv/46Ozv7iSeeEGvFRDaGolWKpUuXil05N/FEROR0jIwQkZswLNJ0/fr1W7Jkya5du3Q6nUqlArBv377q6mp/f3/RMhxA//79v/3229zc3AULFoglBQUFAHr27Gn+3PLgwYMpKSluzAF5Gcapyf3c1rAxNjY2MzPzwIEDIjJy4sSJ0tLSBx98UDQJEY3sjAdhFd0SRdzENp1Ot2fPnoULF4reNxMnTnRRFrwaixcikhX2piHZYU3pBu7vU8OwiFPExcWpVCqtVnvgwAGxRAy22q9fPxEowbV5eY8cOVJeXi6WiMiIxYeWGo0myLrAwEA3ZIqIyAbXVRaiE6Jh5CbRcaZ///7iZbt27dq1a1dVVXXo0CEAWq22oKBArVZbbDPSvHlzPyM33XRTVFSU6Oo4depUQ+SaiIhki5ERInI5hkWcJTAwsEuXLjCau1e0/TaOejz88MPigacYmVWr1YrJFCxezcfHx/9qXVZWluvzRPLFODW5nzuj9qL1hyghcS1EYlxUiqJVLM/PzxeDsxrC0Dao1eqwsLCUlJRvv/127ty5rki8t2PxQkRyw8gIyQtrSrdxW7MRhkWcSzx7FN3dq6urxTW9ydCq4speNAIXQwa2bNny4Ycf9kByiYiawKX1hRjWurS09Pz581qtNjs729/fv1evXoYNROhEDHpte5CRS5cuNRi5cuXKqVOnVq9eHR0d7br0ExGREzEyQkQuxLCI04nIiHiGKWIf9957b0REhPE2iYmJAPLz83GtY7z0OSaJBMapyf3cP3WamKFm165deXl5Wq120KBBxk1CxGxfYqovEYaWMsgINYrFCxHJECMjJCOsKd3M1c1GGBZxhZiYGLVafeHChdOnT4uuNOZRD9GE5OzZs5WVlQcPHgRgPisNEZHMuaHKiI+PB1BQUCCahIhxmgzUanXPnj3r6uqOHDmSl5cXGhraoUMHVyeJiIg8gpERInIJhkVcRKVSiWYj+/fvF88wzSMjrVu37tSpE4Ddu3eLp50m3W2IbGOcmtzP/Q1GcG1Y6+LiYtG8TgRKTDYA8Omnn2q1Wrvm6yVrWLwQkTwxMkJywZrSlzAs4lKGYUSOHz+uVqvNL+Vx7Wp+zZo1Wq02MjIyJCTE3akkImoC99QagYGBDz300M6dO3fv3t2uXbu2bduabCDK28zMTFzrqEhERD6JkREiRXNFhxqGRVxNdIxftWoVgJ49e2o0GvNtRGf49evXA3DdEIBarVar1TZ9G5IVxqnJ/UwqDnfWGr17966rqxPzzpivfeSRR4KCgsrLy1UqlUlfG8fodLq1a9empqaOGjVq2rRpxcXFxmtXr16dmpoqpmM3kZGRkZqaWlNT0/Q0eBCLFyKSLUZGSBZYU/oMhkXc4JFHHgkMDBThBuP5eo2J4UjENv3793duAioqKlJTU2+55ZZmzZo1a9YsPDx84cKFDmxDRORxhs6G1kaqFs1GunTp0qpVqyYe6/z58126dElJSTl8+PDFixc/+eST+++//+OPPzZsUFBQsGzZslGjRlVWVpq8Nz8/f9myZZcvX25iGoiIyCJGRoiUzonNRhgWcZsBAwaIfyw+5ASgUqlELxu1Wm0teuKYysrKzp07L1u2LCYmJi0tbcaMGc2aNXv55ZfHjBlj1zZERIIHG4wAiIuLE1PtWhupeu3atQ0NDfv27TNfFRgYKN4bGBgo5Vivvfba999/v2HDhu+++27Dhg1lZWU9e/acNGlSSUmJ8WaVlZUTJkxwIC9EROS4BiJPMPkGAmho4J/H/pxSFLB4UYhJkyYBmDVrlmHJpUuXOnbsCKCwsFD6NiRPPlAa+0AWfO/Pdo2gkLrj6tWrGo3GEIgRtmzZAuCdd94RL0VAJCwsDEBmZqbxlmPHjgXw66+/ui/Fzubtv01vT7+v/rmh0PD50okEthkhz2NXGh/A1iLK8dVXX2k0mv/7v/8zLAkMDHzhhRcAGPrGS9mGiAiebjDiTjqdbs2aNdOnTzdeKAaKqq6uNl74/vvvBwUFTZgwwbxPDRERuYja0wkgIs9raBDxKQevRxkWUZT09PTa2lqV6obAulqtBlBfXy99GyIiRVGr1UOGDDFZKNqMmMwHfPvtt6elpSUnJ6empm7YsMF9SSQiUjBGRoioSRgWURqL81ZmZGQA6NWrl/RtSIbYgo/cTDkNRizKzc398MMPo6KiYmJiTFYNHz48MzPz66+/Xr169d/+9jePJM+5WLwQkcyxNw15GGtKr8awCAFYvnz59u3bIyMjrQ0HK3EbIiLlyM3NHTRoUFhYWGZmpsUN0tPTg4KCJk6cWFFR4ea0EREpECMjROQghkUIwMaNG5955pmWLVtmZWU1ZRsiUholNxjJyMjo37//XXfdVVhY2Lp1a4vbBAcHp6WlXbhwYdy4cW5OHhGRAjEyQkSA/XP3MixCAJYuXTpo0KA//elPW7duDQ8Pd3gbIlIaZ80W741eeumlp556qkePHgcOHAgJCbGx5fDhw4cMGbJx40bRG5GIiFyH44wQNSI3F7W1ABAbi8BAq5sdOYKTJwEgJgYtWrgpbZ7CsAgBmDJlykcffRQaGpqXl9e+fXuHtyGZYN9G8iDlVCKpqanLli1LSUnJyMgQ41Lblp6evnv37ilTpjz22GNuSJ6LsHghIvljmxHyMPnXlL/8gsGDMXgwnn/e6janTyMqCoMHY9UqhkXI92m12oEDB3700UddunQ5fPiwxZCHlG2ISJkU22Bk7ty5y5YtGz9+/OrVq6WERQAEBwcvXrz4woULmzdvdnXyiIiUjG1GiBqRmootW7B+PZYtQ2IizOfcqK9HYiIuXMC992LZMk8k0Y0YFiEAgwYNys7OTkhIWLdunb+/v8PbEBFBMfVIRUXFrFmzAPz++++jRo0yXhUdHT1mzBhrbxw+fPi6deu+/PJLlyeRiEjBGBkhatzSpdi/H+XlSE3F0aMwGStt0iQcOQKVCqtXe3eDETHUiI0rVIZFCMBbb72VnZ0dHx+/adOmpmxDXu3QIZw509SdtG8PtiVSIMU2GNm+fXt9fT2Azz//3GSVRqOxERkBkJaWtmvXrsrKShemTzZYvBCRR9i6CyJyHcOFkbd8AXfuRO/eANCnD/Lyri9fvRojRgDA++/SMC2xAAAgAElEQVTjhRc8kzYn8vOzGuxgWIQAVFVVtWnTpr6+vmvXrkFBQSZr4+LipkyZImUbd6WX7GDXQAADB6LpTfvHjsXSpU3diTk/P6+pWZTDuHJR8pQ0iuUbxQvLFnmyce3qvEMYblv4DfBlbDNCJEl0NF5+Ge+9h+3bsWgRxJ3diRN45hkASEz0hbCIDQyLkLB7927xzHP//v3ma8UkC1K2Ibmxd3zE11674dZl0ybExVneUquFTodTp/DLL/jPf7BmDQoL9avOn3c0ueS1FNtgRMlYvBCRV2CbEfIMr2szAkCnw0MPoagIGg0OH0a7dujcGSUlaNsWP/yAVq08nT5nsBh3Z1iEyOc5MHPEtGl45x39/yEhOHoUZi2ELMvNRXIyLlxAp044fNi+g0ph73Pd7GzU11tepVJBo0GXLlKzZsP69QAQHo7ISKlJatMGjzxidZvKShQUAEDXrpB/vNFQubDBiAL5TPHSlDYjFRXYtg07d6KuDioV7roLjzyChARIG4e3EVotVqzAnj3QatG8OV55BeHhTtitt2CbEXIWRkbIM7wxMgLgxAl07ozaWnTqhNhYvPceVCoUFKBbN0+nzEnMaxeGRYiUwIFbF50ODzyA4mL9y2HDsG6d1PeK/on+/vjjD/sOKoW9dy+3346qqka26dgR77yDhIQmpQrAhAn4+GOpSUpOxtq1VrfJy0PfvgCQlYWkJMcT5h6icmFYRJl8pnhxLDJy/jxeeAGffw6dznRVUBDeeANN7GBaX4/o6OuNZQBs2YL4eBw4gMLCpu7cKzAyQs7CWXvJk7yueImIwPvvA0BREd57DwDefdd3wiLmGBYhkjM/I+4/ukqFdeug0ehffvklMjKkvjc6GiNGoK7OamMN92vdGn36mP517Kh/oltcjIEDsXKlp1NJpAw+U7zU1iI6Gp99Bp0OrVtj2DA89RRGjECfPlCrUVWF55/HuHFNOsSnn+rDIj16YMIEjB2Lxx7DzJno2hVHjzolE0RKwcgIkX2eeeb6xL1RUXjpJY+mxpUYFiHyIh6JkrRvj7lzr7+cOBFlZVLfO348ABQVOT9VjomORl6e6d/Ro7h8GUuWQEw8/eyzqK72dEK9FhuM+AB3ljC+UbzMm4cjRwDgvffw3/9i3TqsWIGVK5GXh19+0Q/tv2QJcnIcP4QIi0REYM8efPwxli5FixY4eNAZqSdSGEZGiOyj06GiQv9/Scn1/30MwyJE3sudUZKXXkJUlP7/mhqkpEh942OPwd8f5865KF1Oo1IhNRXvvgsANTXIzvZ0gog8zW0ljA8UL2J+nJQUCw/SQkKwcSOCgwHggw8cP0RdHQB06OD4HohIYGSEyD6vvIL9+6FSAUBlJUaN8nSCnKqhwfITIYZFiORG4j2JG+5hPv8cLVvq/y8owLx5Ut8YHe01TTCeekr/z44dFtZqtdixA5s3Y8cOaLXuTJe3Yp3iM1xdwnh78VJeDgD9+lleGxiIv/4VAHbutLxBfT1yclxSttTU6PdcWmq6as8ebN6MvXsb30NuLjZvRnY2SkqcmTYiT2FkhMgO2dn6cUamTsXkyQCQm4uFCz2bKJfjJSyRDDnww3TRPUzbtjeMKjp9ur71eKNiYhof+lQmfv9d/8/NN9+wvLIS48bhllvQpw8GDkSfPrjlFowb5zX5InIiV5Qw3l68iKFSbHSWef11bN2KEydMl588iSeewC23oH//G8oW46bKAwbAzw+ZmQCwfj38/ODnh9hY+PnpW7ctWwY/P32plZcHPz80bw6tFq+8glat9Hv+f/8P0dH63a5fj7vuQs+eGDgQPXrgrruQm2shzZs346GH0Lw5Hn8cAwdiwAD85S9o0waLFuk3KCtDq1bw88Of/2w67uzOnfp0KmFoWPI+DUSecO3r501/Z87oJ43r0AGXL+P339GuHQBoNPjhB88nzyl/RKQ0hjK5iaXHsGHX99m+Pf74w5PlmF3bi4I9OdnWNnPm6LOWlXV94alTCA3VL+/ZE8nJiIvTtygMC8O5cxZK1wkTnJakbdssJEmef6RkvlS8OJCR0aP1yX7+edMywcZfQQFatAAAlQpRUUhORs+e+v0EB+Onn/SbjRiBkBD9KEj+/ggJQUgIhgwxXRgWhoZrJUZgoL4BS+vWiI+/3gene3d8/jkAaDTo1w/du+uX+/vj1Kkb0iYeEAL6YyUno1+/63MPv/OOfrNVq/RL3njj+nt/+01fZj74IK5cce7n4o7bFjcciDyLHzB5xrXyxZv+RLWk0eDYMf2Sgwf1F8GevQ1w4h8RKZAok5tYevz2G0JCru9z0iRPlmN2bW87DHH5sn6CdgBhYbh6Vb/86lV07AgAISE4fPj69v/+N+69FwC6d7dQujIyQsrUxK+QTIoXBzLyyy/6kUQAqFTo3h2vvopNm2zFBX77Tf+WsDD8+OP15fv3o3VrAGjX7npB1NCA5GQASEq6YSfx8QAwduz1JYYSA8CcOdf38PLL+oVqNZKTcemSfvn27fpyzzi0ceqUfuHYsTek4dw5fZCldevrC0eM0Of66FH9kiFDAKBFC9NoizM+F3fctrjhQORZ/IDJM5xSU7rzb8YMfZmYlnbDcsODROPqx6v/iEhpRJnc9NJj69Ybdrt9u8cKMbu2F2GIkBDEx9/w168fwsL0twEAgoNviIAYnogePGi6w2PH9Ku2bTMtWpUZGWlgzaJ4Tf8KyaF4cSwjv/xyvcWHgUqFnj3xzjv43/9Mt581CwDU6uttQwx/Yhoa3Hgtam9kJDHxhi0vXdKXcm3bmsZrxE6GDLm+RIxF3bKlhceBoskJcH0nFy+ibVsAiIxEQwM+/VS/wapVrvhc3HHb4oYDkWfxAybPcFZN6Z6/b7+1XJ2IP0Obww0bPJ/Upv8RkdKIMtkpBcikSdd3GxKC337zTCFm1/YiDGFDcDBefNH0BkY8/OzZ0/I+u3YFbrwtERgZIWVyyrfI48VLUzJy8CBefFHf0MyYRoO3375hy8hIABg2zPJ+xGQ9/fpdX2JvZOSrr0z3GRAAAKNHmy4XjT4SEq4vuXoVp05ZCAc3NGDLFv3+Da1OGhqwe7d+4eTJCAw0TZJTPxd33La44UDkWWoQkU2VlRg+HABCQrB8uYUNMjPRoQNqavDUUzh+XN/W0ZgYTlzNXxsRyU9DgzNvWxcsQG6ufjTB8nIcPIi4OCfu3oW6dsWECfr/tVrk5mLdOuh0SErC8uVo1cp0ezFJjVqN9est7E0Mu2g+6YMTmYxrSCRPDQ0NzhqQ1XuLFwAPP4yHHwaA6mrk5SE7Gzk5OHsW9fWYPh0XL2L+fP2WxcUA8Pjjlvfz6KPYtQt79jieEsNcPwaizcgDD1heblzUqFQIC0NYmP5lfT1KSnDiBPbvtzxW62OPYepUvPMOPvoIADp0wOLFjqecyNV4r0bUiJQUVFYCwMqVlh8tioHTn3oKFy4gOfn61GsVFZg+HatW6aeav/deTJxoYUJ7GXLunRIRuYjD9xuu+437+yMzEw89BJ0Or77qTfct99xzwyzsY8Zg0iT074/163H4MAoLbxjmANBPCPrtt9cbFZoTdzgOu3LF1lrDFJ4qL5lmkDWLD5Be5rji4/be4sVYixYYMkTf6GzjRowfj/JyvPsuRo9G+/aoq9NHIm67zfLbIyIAoLbW8QT8+c+Wl996q9Q9rFiBdeuQn4+amsY3fustfPWVPp61aJF+aFgieWJkhMiW2bOxfTsATJ2KmBirm40ahU2b8OWX2LUL8+bh9ddRWYnOnVFejvh4JCSgogJr1uDll3HsmOWGJ0REdrE3LOK2+1KtFgEBGDDg+iNQL/XYY1izBgMH4vRpxMWhsFDfGlwQdy/du+snKbOoeXMHD92xI3btQn29rW0Ma0X7FCKPc0Mh413Fy6FDOHcOt92Gxx6zvEFiItq1w1/+AgDr1+P1192RqqaUGLW16Nfveh+ZwEA89hjuuQdRUdDp9L1vTOzbd31O4oULERvr+NGJXI2RESJb3nwTb74pact16254OXs2yssxa9b1t7/8Mrp3x6efYtw4dOvm5HQ6i58fH+sReQcpbdTd/3M+exYJCejcGStXuvnILpGQgEmTsHgxiosxaRJWrLi+KjAQNTXo3h0LFzr/uKLzzg8/2Nrm9Gn9P+K2isgj3FnIeF3x8vbbWL8e3btj716r23TogJYtceGCvvOdvz9UKuh0+O03y9sfPQpAPzKI+02dqg+LzJiBZ5+9of/45s0Wtq+pwZNPAsCDD+L775GTg48/xsSJbkkrkf28pAkmkbf56itoNPi//7u+JDAQL7wAADk5nkoUEfk+47HE3Hzo8+cRF4dWrbBhg6SRlZYuvSHWIE/z5+s71X/2mX5sEaFXLwDXp4owkZ2NtWtx6JCDB+3cGQDKyq6HPyweAoC/v372ByK38Ugh443Fi4haFhZebzRhTqfT97m+5x79EjECq8lcPAbffQfAaiMUVxOtnpOTMXOm6bB6Z89a2H7yZPz8M1q0wMaNeP55AHj5ZVtng8izGBkhcon0dHz2mWn3b1GX224gTURkLw9GQwzq6zFoECorkZdnYbxSi7ZswfnzLk5WkwUE4F//0v+fmqq/hwGQkAAAhYU3hEuEsjIMGoSUlOsz+9orMVH/j2FQWBP5+frxDlNSHDwEkQM8Vch4afHy97/rrwMNI9aZmzlTX6okJemXDB4MAOvXWxjC+cAB7NoFQD/1jPuJgUXMPwKdDunp+v8NAyStX6+fqfeDDxAairffxr33oq4OyckcQJpkipER8iQnjVYuR4mJeOIJ04UZGcC1J41ERE3k8WiIsREjcPgwsrMRGir1Lfv327GxB8XF6QMQP/+MGTP0C8eOxb33AsATT9wQHCkvx9Ch+tEQXnzRdFenTiE72+qfQadO+tuk7Gx064bNm/UhdZ0OR45g5kz07QsAAQGYNs0lWSaSFS8tXtq1w2uvAcD33+Mvf8HcuddHZdbpkJeHwYMxZw4ApKRcn9D3uecQHAytFjExOH78+t4OHNDHTMPC8PTTjRxaDCby3XeornbmAzkx/uvWrTdEnaqr8de/oqhI/1J0A6yoQGoqAMTFYcwYAAgI0LfiKSqS2lGdyN2cOgcwkVRG30Cl/C1bBgCRkZ5PiY0/lglEytTE0vjll6FSYetWO97y008A7HuLPeWYHX9i0rHkZFvb/PqrfjOVCj/8oF947BiCg/V1WdeuGDECiYnX2/lv2GCaKgmXZNf/fvsNDz54w1qTHgSBgS45ey76Y+WiZD5TvDiWkfHjb/jlqlSmY6DGxeH33294S0GBfrxnlQp9+mDECPTsqd84OBhHj96wcXIyACQl3bDw1VdvOMTly9i2Tf//r7+aplAca8kS0+UjRwJAfPz1JWvW6HfSujVGjsT48Rg2TD/djKGBW1YWGhr0Mwe1aIEzZyyfjYIC534uLv8OXyulyZfxAybPsHgh6MN/oltsy5b4z388nxgbfyz0iZSpKaXxRx8BwLJl9r1r6lTL1+hOKsfs+JMSGWlowOef66st4wD3f/+Lp54yjVn06IHCQgupapTJW65exbvvWpj7Rq3G6NFyr00sfSikUD5TvDickW+/RXy8heFROna0mrX//AdJSTd0ylarMX48/vtf0y0tRkZ+++2GWY137XJOZKShAZ9+ej0iLHTpgm3b0NCALl0AYPRo/admcZ+XLulHbgoLw6VLTvxcXP4dvlZKky/za2iQRStcUhrDlApK+AIuXYqnn0ZQELKz8cgjnk6NTZybhkix/Pz8HPj1b96MgQPxxhuYPduOd5WVoX171NXh6lW7j9goPz9F1CzehZWLwvlG8cKyRZ7cULwY3bbwG+DLOM4IkWtNmYKnn0ZoKPbskXtYhIjILnv34q9/xVNP2XffcvYs4uJQWyt1JEUiUiAWL0TkZhKmvSIih2i1GDwYmzejSxds2WLa+FCG+EyPiKQ7fRpJSejRA0uXStpep8OePdi0CWlpqK0FgK5dXZpAIvJWLF6IyP0YGSFylUGDkJ2NhASsW6cfnoqIyDdUVqJ3b1RW4rvvcPfdVjfT6aDV4upV1Nfrb1eM/elPLk0jEXklFi9E5BGMjJCH+WqnzbfeQnY24uOxaZOnk0JE5GyvvYaffwaACxdw4YKDO5F/Szoicj8WL0TkERyBlTzDMJQRfHEQ1qoqtGmD+np07aqf9cBYXBymTPFEshrD3jRECufYKIly46sBd6/G+oV8oHhh2SJPHIGVnIVtRoicb/du1NcDwP79FtaGhLg5OZLwspWIiIiIiJSJbUbIM3y7zYg3YmSEiHzgoS74XFeWWMWQDxQvLFvkiW1GyFk4ay95WENDg1GQhIiIiIiIiMitGBkhIiIigKFqInIZFi9EJHOMjBAR2zkTEREREZFyMTJCnsfHCEREREREROQpjIwQERGRHkPVROQiLF6ISM4YGSFSOnalISIiIiIiJWNkhGSBjxGIiIiIiIjIIxgZIVI0NhghIhMMVRORi7B4ISLZYmSE5IKVJREREREREbkfIyNERER0A4aqichFWLwQkTwxMkIywsrSzdiVhoiIiIiIiJERIiIiMsVQNRG5CIsXIpIhRkZIXlhZug0bjBAREREREYGRESIiIrKIoWoichEWL0QkN4yMkOywsnQDNhghIiIiIiISGBkhUhyGRYhIIoaqichFWLwQkawwMkJyxMqSiIiIiIiI3IORESJlYYMRIrILQ9VE5CIsXohIPhgZIZliZUlEJBMskInIRVi8EJFMMDJC8sXK0unYYISIiIiIiMgEIyNESsGwCBE5xs/PDwBD1UTkCnwSRkRywMgIyRorSyIiT/G7xmiJB5NDRD6L13tE5HGMjJDcsbJ0CjYYISLpTAIiN65yc1qIiIiIXI6REfICDI40EcMiRCSRjZgIEZHr8GKPiDyLkREiH8ewCBFJISUm0tDQwLsXInIRFi9E5EGMjJB3YGXpGIZFiMg288FErDEUJiyQichFWLwQkacwMkJeg5UlEZET2dVxxiTGygKZiFyExQsReQQjI+RNWFnahQ1GiMgiewcTsViSsEAmIhdh8UJE7sfICHkZVpYSMSxCRK7GApmIXITFCxG5GSMj5H1YWTaKYREichbbhQkLZCJyERYvROROjIyQV2JlaQPDIkRkm/QiQsqWLJCJyEVYvBCR2zAyQt6KlaVFDIsQkbPYFUBhgUxErsDihYjcg5ER8mKsLI35+TEsQkSS2DVHr0QskInIRVi8EJEbMDJC3o2VpSBiIgyLEFGj7JqVxi4skInIRVi8EJGrMTJCXk9UlkquL9lUhIgkkhgWcbhI4d0LEbkIixcicilGRsgXiOYSyqwvGRYhIolcHRYxvF3h0WoichEWL0TkOmpPJ4DIaRoaGvz8/JQTJRBXBgyLEFGjrMVERAFivNYpRYphtyyfiMi5WLwQkYuwzQj5FOU8TODAIkQkke2wCOCqwkQ5BTIRuZliWwoTkeuwzQj5Gp9/mMCmIkQkncWwiMUCxEXBEfh0gUxEniJaCgNg8UJETsHICPkmX60vOaoIEUnUaFMRt/HVApmIPMu4PyCLFyJqIkZGyGf5WH3JpiJEJJ18wiLGx/WZApmI5INt04jIKRgZIR/nA5fjjIkQkV2k96BxM97AEJGLsG0aETURIyOkCF4aH2FMhIjsIremIhbxBoaIXMFLL/aISCYYGSEF8aIqkzERIrKXV4RFBJPZguWXQCLyVixeiMgxjIyQ4si5yjTc18jwToaI5MyLwiIGhrR5RcCaiLwIixcishcjI6RQsqoyGRAhoqaQ7cAiEsk5YE1EXo3FCxFJxMgIKZ1JlQk31poMiBBRE3ljUxFrTALW1xZ6KDVE5EPMixdD2WJ0MebuVBGRrDAyQgTceBfhuotyk1sYb7x1ISL58KWwiDH3FMhEpEAWI7DXlrCQIVI0RkaITFm7KDfaQNJ+zN/qlNsVnU6n1WqtrdVoNE0/BFHT1dfXW1ulVqtVKpU7E+OTvL0HjUTOKpCJiIyZNxmGhSdY7kwREXkYIyNEtli8zbD2nFbKe5suJydnwIABFleFhIScO3fOFQclslebNm2qqqosrtq2bVtsbKyb0+NLfLWpSKOkF8jSCmkiohuYFDIW25UQka9iZITIbnK4/VCr1f7+/iYLmzdv7pHEEJkLDAy8fPmyycK6ujobLZ5ICsWGRaxRbMaJqIkafdDF4oVIURgZIfJKCQkJWVlZnk4FkVWnTp0yXzh48OD169e7PS2+QyE9aIiIPMLPz48lKpFiMTJCREQkd2wqQkREROQ6jIwQ+bKTJ0/u2bPHZGFERES3bt0AlJaW7t2719paAMXFxd9//73x2j59+oSGhhovKSoqOnLkiPmho6KiwsLCdDrdypUrzdfefvvt8fHxdubGVXiWSOYYFiEiIiJyKUZGiHzZ//73v8LCwh07dpw4cQJA796977vvvvbt24u1Z86cKSwszMvLKy0tNayNiIgwvP3MmTN5eXnr1q2rq6uLjIyMjo5+/PHHTQ7x22+/HT58uLKyctWqVQA6dOjQo0ePu+++W0w+otVqz5w5U1ZWtnXr1p9//lmlUqWkpAQFBZnvx4N4liSqq6ubN29eVlZWu3btzp4927p16zfeeOPhhx/2dLp8HMMiJnbu3Dlw4EDz5UFBQRb7cBGR17nnnnssjuG9adOm6OhopxxC4mj6RKQc7E1HnmGokPgNtFd2dvaAAQOSkpKkjzOycuXKkSNHqlSqq1evmq9dsWLF6NGjNRqN+XiZwqhRo5o3b/7xxx/bOMSRI0ceeOABAMeOHevQoYP5BkOHDv3666+HDRu2bt06icl2M54l2+rr63v16nXx4sX8/Pzg4GAAixYtevHFF7OyshITEyXuRIwzwrlppOPAIuby8vL69u3btm1b4wAlgObNm3P0JSLfMHjw4EuXLhkvOXHiRFlZmROrDxuREYWXsWSOty0KwTYjRL4vICAAgE6n02q1arXpr16sra+vt/jempqac+fO5ebm2j7Erl27ALRs2dLiDT+AnJwcAHK+H+ZZsm369On79+//5ptvRFgEwJQpU1asWDFixIjS0tLWrVt7Nnm+h01FbBs4cKDtQCQReS/zKOfEiRPT0tI8khgiUghGRoh8n7irB1BbW9uiRQuTtSUlJeKfuro685mA58yZM23aNNHpw4b8/HwA1np/FBUV1dbWAoiKirIz7e7Ds2RDVVXVhx9+GBwc3K9fP+Pl48aNmzBhwscffzx79mxPpc0nMSziFAcOHDh58qTxknvuuUeMEJSfn3/u3DnjVR06dIiMjBT/r1271njVsGHDjKOlOp3uiy++sHbQFi1axMbGajSapqffYYrNOBScd8VmnIjIWRq5jiciH3DbbbeJfw4dOmSyqqysbPny5eJ/8y76J0+ePHHiRExMTKOHEM0levfubXHt7t27AQQFBRkG75AhniUbtmzZotVqzUM2Dz30EIA1a9Z4IlE+y1oPGoZF7FVdXV1SUjJ69OiUlJT58+eXlpbqdDqxqra29uDBgykpKSkpKWlpaWVlZYa7QZ1OV15ePn/+/JSUlMWLF5eXl5sEPbVabU1NzfHjx0eOHJmSkrJjx46aa44cOTJz5sxbb7115syZbs6sMcVmHArOu2Iz7hgOMkJEFjQQeQK/gQ7bsmULgKSkJOlv+f3338XZ3rJli8mqESNGbN++XazdunWrydohQ4b8+9//bnT/R48eFXs4duyYxQ2GDBkCIDk5WXqa3Y9nyYaRI0cCGD9+vMlyw6grFy9elLKfpKQkANu2bXNBGn0Ba2optm3bBmDChAkStxcNnb766ivzVaKl2Pbt281XZWZmjh071sZuL1++rFKp/P39r169arJq8uTJAGbMmCExhS6i2Iw3KDjvPpzxCRMmOLH64P0R2YVfDIVgmxEi32fo/VFXV2e8fN++faGhoY8++qjFtfn5+ffdd1+7du0a3b9o7NDo8BnW2krIBM+SDefPnwdgnnKNRiMeMJpPbEz2Yg8aFxFN/UVXNRPNmzeH2Y9ayMzMtD2oQU5Ojk6ni4mJMe9G17dvXwALFixwOM1OodiMQ8F5V2zGiYiajuOMEPk+lUqlVqu1Wq3J1dKMGTPWrVvn7++vUql0Ol1NTY3x2pkzZ27cuFHK/nfs2AEgNjbW4gClch4+wxjPkg0//PADgD/96U/mqzQaTV1dncULcZKOc9C4zq233gqgsrLSZPm+ffsqKipg6V5x5cqVycnJtkdPEAMq9+jRw3yV+I17/Eeh2IxDwXlXbMaJiJqOkREiRQgICKiurhYXRsLy5csTExPFUKP+/v61tbXGF0z//Oc/k5OTAwMDpew8Ly8PQE5OTps2bczXion35Dl8hgmeJWtEmxGLRH91XhY7jE1FXE10Ijhx4oTJ8gULFiQkJGzevNnk21tXV7dhw4ZGZ84uKCgA8Nhjj5mvEreRHTt2bEqym06xGYeC867YjNtLFLAMSRORMfamIVKE++67D0Bpaal4WVtbu3r16okTJ4qXQUFBAA4fPixe1tTUZGZmPvPMM1L2XFxcfOHCBQAFBQW/WpKQkADrM9GeOHHik08+sXeVi3jXWaqoqJg5c+aTTz45bdq04uJiezPrXIah/sguDIu4wT333APgjz/+MF64YsWKp556SvQvOHPmjPGqefPmvfHGG7b3WV9ff/DgQY1GY36vWFdXJ8Ykfvvtt5uc9iZRbMah4LwrNuOOMS9pWfYSKRkjI0SK0Lp1axhdLc2dO3fatGmGtX/5y18AGIYgnTNnjvSh5sXwGYGBgYYpAE1kZ2fD7J6/rKxs3rx5o0aN6ty5c2FhocRVruZFZ6mkpGTq1KlPP/10RkZGeHj4/fff//HHH0tMjANsTEgsmlIbz/JIEjEs4h533XUXjH65AGpra3NychITE6K7NawAACAASURBVMUDduO5Ts+ePVtRUWHtd2pgY9iF8ePHV1ZWpqenJyYmOi0PDlFsxqHgvCs240RETcdrWSJFEMOLiqulkydP/vjjj2+99ZZhrbhgEv1ETp48efLkyV69ekncsxg+Q4yHb+7QoUNitybPmvz9/RMSEl599VUREZC4ytW86CxNmjTp888/Dw0NBZCamnr48OFJkyZFRUW5qElzeHh4UVGRxRFStFotAIldisiArbjdxviXK8ydO/fNN9/EtQfsxv0LZsyYMWfOnEb3KXoQBAUFiV5yAHQ63c8//5yWltaqVavDhw936tTJmXlwiGIzDgXnXbEZJyJqOkZGiBRBjMomrpamTZs2f/5847W33HILrkUEXnrppQ8//FD6nsWlUnR0tMW1onOy+fAZwcHBwcHBFt9iY5WredFZ2rVr1wMPPPDrr7+Kl3379k1LS1u/fr2LIiP33HNPUVHRd999l5qaarxcq9WKfjS33367K47rk9hUxM1MHpWfPn364sWLYqIl8YDd0Exs37594eHhISEhje5T/GYvXryYlZUllrRq1ap9+/bZ2dkiXmlQXFxs7VdpY5VTeDbjsJRBnU4nJuHq1auXS8OpcvvQdTrdjh076urqevTo0apVqybmzga5ZVxYuXJlbm4ugPbt2xtaYup0ujFjxogaRK1WL1++3IH8EhE5ESMjRIogOhiXlpbm5+e3bdvWZJZZcS1VWVm5c+fO+++/PywsTOJuS0pKxPAZPXv2tLhBfn4+rA+fITdedJZGjx5t3rDZdYN9PPDAA+vXrzcfh1Vcf6tUqm7durno0D6GYRH3E79cw/AKs2bNMswwavKAff78+ZmZmY3uUAy7oFKpvvrqK2szepw4caKkpGT79u3p6elXrlyRuMq5PJJxWM/gkSNHlixZ0qdPn7Nnz6ampk6dOvW5555zNHONkNWHXlJSsnLlyujoaI1G06tXr7/+9a+iEYcryCrjBk8++eSQIUM6d+68atWqkSNHtm3bFoBKpVq+fPmAAQNeeOGFuLg4u7NKRORsHGeESBE6d+4M4Ny5c7NnzzYfbk2MPPrjjz/Onj371Vdflb5b0cjWxvAZ4vGgt0RGvOgsLV269F//+pfh5aFDhwDEx8dL34NdxGXr0aNHTZYXFRUB6N69u42BSMjAWg8ahkVc6uGHH8a1TgT5+fkRERFiNGVc6wX2448/AsjIyEhJSbE9d6kghl3o0qWLjY1ra2s1Gk3fvn1FdzOJq5zLIxmH9QzOmzdv0aJFSUlJEydOXLx48eTJk/fs2eNo5hohqw996tSpJ0+ejIuLi4uLe+2112bMmHHgwIEmZM4WWWXcWG5u7vz58zUazZIlSwwLVSpVZGQkwyJEJBO8liVSBDGCRnV19eDBg8UctMbEyKMXLlx48skn7WrhbHv4jKKiInF9ZnGqPxny0rNUXV2dnp4+evRocU3sCo8++ui9995bUlJiPHofgI0bNwIYM2aMi47rM/z8/DiwiKeIR+Wi59fChQuNw5riZ15VVVVbW7tp06bhw4dL2aGIdXbv3t3GNp06dYqPj7c4MrGNVc7lkYzDSgarq6vXrFljmOorKSkJwIoVK6Rnxy6y+tDDw8MNPR/F2pqaGjsyYw9ZZdxYQUFBYmLi3//+9/T0dEPzRq1We9NNN0lJBhGRGzAyQqQI4k6+Y8eOhgtTY+JaKjIy0q5b3PLyctFzWEzaYkKn033++ecA1Gp1RESEY8l2My89S+PHj+/Ro4dxExJXeO211wDMnTvXsKS8vDwzM/PBBx9kZMQ29qDxLLVaLdo0LVq0yKQbmmjGVVtb++677zY6d6mBGHahd+/eLkisM8kq44GBgePHj+/fv7/xwmbNmjmwKylklfcPPvjAMHZpQUFBRESEtTGnmk5WGTehUqmmTJlSWVmZkZEhluTl5T366KNN3zMRkVMwMkKkCKId7KJFiyyuFW0lpE/72qZNm2bNmrVp06a6uhrArFmzxEux9h//+MfNN9980003vf/++wC0Wm2zZs1uvvnmL774oukZcSlvPEtz584NCAjYsGGDqx9BP/PMM1OnTl22bNns2bMrKir27NkTHx/foUOHzZs3u/S43o49aORA/Hhzc3NFUwUDEQzVarWVlZWNzl0qGIZdiImJcUVSnUs+GVepVJ988olhblfRkm7kyJEO7Eoi+eRdKCkpWb58+bFjx/Ly8lza/VBuGRf7EQOct2/fvmfPnunp6WL5nj17rLWmJCJyP0ZGiBTh/vvvf+edd6xd3Nx///3vvfee9N4c586du3LlSoORK1eunDt3Tqx97rnnLl++bLz26tWrly9flth214O87iwtX768rq5u6dKlAHQ6XXFxsfT3OmDu3Lk//fRT8+bNp0+fvm7dujlz5hw+fFjK1AbKxB408nH33XcDMAxFaaBSqdRqdUBAwMyZMyXu6osvvtDpdB06dPCKmarlmXGdTvfKK6+8+OKLLm0vIKu819fXnzhxQqPR3HHHHadPn3ZsJxLJKuNCTk6Ooep8/vnn9+/fL8bGunLlihu6lRERScTyiEgRQkNDX3/9dWtr27Zt+9JLL7kzPfLkXWcpOzu7qqpq9uzZ4uXx48ddPQkogIiICG/pG+VZ7EEjK+Hh4T169LD46wgICJg6daqUmcLDw8PPnz8vmoAVFxe3atXq9ttv//e//+385DqPPDP+wgsvxMTELFy40OE9SCGrvGs0GtGCIyAgICoqavfu3a6LCskq48Lu3bvnz58v/k9KSgoNDU1PT09PT+cgI0QkK4yMEBF5n717906ZMiUuLm7ixIk6ne7KlSulpaWumwmS7MKwiNwkJycPGDDA4qq33nrL4rhC5kyGH/YKMsz4Bx98EB4ePmXKFCfu0yL55H3v3r2RkZGi2UV8fLwYG9V1kRH5ZNyYoQORSqVKTU19++23Y2NjOcgIEckKIyNE5AHFxcWzZs0qLS2tqqpatWrVmTNn7rjjjrVr19pepTQ2TkViYmJVVVVpaanx9t4yB5ArVFZWipECExISpDTPzsnJqauru/POO7t169boPrt27Sq90xB70MjQqFGjrK167rnn3JkSN5NbxteuXRsUFGRI1UsvveS6liMyyfvevXt79OgxduxY0e1RMEzO4goyybiBYZARg4kTJ86ZM+fVV1+Vf7TR3ppl8+bNFqcuVqvVGo2mW7du5tPeEZF8MDJCRB7QsWPHdevW2btKaWycCsMckCT88MMPgwcPBnDp0iUpXeLHjBlTXl6elJSUlZXV6D6zsrJMxjK0iE1FiGzYsWPH+vXrk5KSRHi3rKysS5cunk6Uy4WGhoaGhj7xxBPi5d69ewEMHTrUo4lyqy+++MJkRvng4OCUlJRTp07Jf5ARe2uWlJQU21MyR0ZGTp8+Xf7DrhEpk9yLJCIiIvljWISM7d27Ny0t7fDhwwB69eoVHh6+ePFicWdlY5VvsJhBAIMGDaqpqcnMzDRsuX37do+l0gUsZjwsLGz27Nl79uwR20ybNu2NN9548sknPZpSJ7P2lS4qKnrvvfeysrLat29fVlb27LPPGt4yYcKEDRs2eC7JriUGuzVZWF9fD+DIkSPJycmlpaXTpk3zRNKIyBZGRoiIiJqEPWjIxKOPPmptDAUbq3yDtQxeunTJ/YlxJ2sZHzNmTG1tbV5enk6ny8rKCg0NdX/aXMpaxjt16rRy5Uq73uIbRowYkZGRYbJQp9OtXbv2+eefr6ysfOONN4YMGdK+fXuPJI+IrOGsvURERA7i1LxE1KiAgIDExEQxLYun00KeoVKp/va3v61evRqATqf75JNPPJ0iIjLFNiNERORrqqqq9u/fr1KpHnroISlTVDqGPWiIiJSj6TVLbGxs27Zty8rK5D/6LJECsc0IERH5jkuXLqWmpt5xxx0DBgzo37//HXfcERsbe/z4cacfyFpTEYZFiIh8jBNrlnbt2uHasCNEJCtsM0JERL5j0KBBBw8eDAsL69KlS21tbU5Ozvbt27t06VJQUBAZGenEAzU0NJgERxgTISLySc6qWXQ6XWFhIQBfGnSZyGcwMkJERL7j4MGDL7744oIFC1QqFYATJ07ExMScPXs2OTn5xx9/NNn47NmzYgJRi4qLi20fyzg4wrAIEZGvsqtmsWHhwoV1dXUAevXq5aq0EpGjGBkhIiLf0a9fv4ULFxpeRkREfPnll927dz9+/HhOTk6/fv2MNz548GBKSkrTD8qwCBGRD7OrZtFqtTU1NcZLSktLT5069eWXX65atQpAaGjo2LFj3ZNyIpKOkRGSnZMnT+7Zs8dkYURERLdu3QCUlpbu3bvX2loAxcXF33//vfHaPn36mIwGX1RUdOTIEfNDR0VFhYWF6XQ6i/PM3X777fHx8XbmxsN4MqXgWfIlL730ksmSbt26derUqaioaPXq1SbXrxqNpnnz5tZ2dfnyZZOrW3OMiRAR+Ty7apY1a9asWbPG2q5atmz59ddfszcNkQwxMkKy87///a+wsHDHjh0nTpwA0Lt37/vuu88w6/uZM2cKCwvz8vJKS0sNayMiIgxvP3PmTF5e3rp16+rq6iIjI6Ojox9//HGTQ/z222+HDx+urKwUwfsOHTr06NHj7rvvFo0ktVrtmTNnysrKtm7d+vPPP6tUqpSUlKCgIPP9yB9PphQ8SxLV1dXNmzcvKyurXbt2Z8+ebd269RtvvPHwww97Ol03iImJMV94//33FxUVHTt2zGR5fHx8VlaWtV3l5eX17dvXyelzngMHDpjMbnDPPfeIgF1+fv65c+eMV3Xo0MHQGd6kA9GwYcPU6usXAzqd7osvvrB20BYtWsTGxmo0mqan3w0Ue4oUm3EoOO+Kzbh72FWzWKRSqSIiIhISEl588cWQkBBnJ5CInICREZKdbt26devWbeXKlSNHjlSpVDt27DBeGx0dHR0dvWLFitGjR2s0GpO1APr16yeC982bN//4448tHiImJiYmJubIkSPiNnXdunUdOnQwrNVoNNOmTQMwdOjQn3/+eciQIRaf53sFnkwpeJakqK+vj46OvnjxYn5+vpitcNGiRV27ds3KykpMTPR06vT8/f1FsMmEaBjiY7MkVldXl5SULFiwoK6urlOnTkOHDr377rvFqtra2oMHD77//vsAevbsOXDgQMNdkE6nKy8vz8jIKCoq6tGjx9ChQ03OmGgHfubMmbffflur1T799NOPPPKIWHXy5Mm8vLxBgwZNnz595syZ7suqoxR7ihSbcSg474rNuBvYW7OkpKT861//Ml6iUqms7YSIZKSByBMa/QZ+9dVXYoMrV66Yr83MzLTx9kuXLvXp0+fq1au20/DRRx8BaNmypbUNAgICAKSnp9vej5tt2bIFQFJSkvS38GRKwbNk28svvwzgm2++MV7YqVOnwMDA//73vxJ3kpSUBGDbtm1OT962bdsA+Pv7W1w7YcIEAEFBQYYl4pGd7d+R2CeArKwsJyfXeURU7quvvjJfJb5O27dvN1+VmZk5duxYG7u9fPmyuJQ3/1ZPnjwZwIwZM5qQ6iYRn8uECRMkbq/AUyQoNuMNCs67D2dcFONOrz5s3xbZW7OIPjIjR450biLJ43jjrBAMXpJMiSocQG1trfnakpIS8Y8Y4tvEnDlzpk2b1mhsPj8/H4C1DgtFRUXi0FFRUZJTLVM8mVLwLNlQVVX14YcfBgcHm/SmHjduXE1NjbWWMu5XX1+v0+nMl1+6dAnAQw895PYUuZxox27xSyueZ1r8xmZmZqalpdnYbU5Ojk6ni4mJMf9Wix5GCxYscDjNbqbYU6TYjEPBeVdsxl1KgTULkTIxMkIyddttt4l/Dh06ZLKqrKxs+fLl4v9Tp06ZrD158qSYTa3RQ+Tm5gLo3bu3xbW7d+8GEBQUZBhvwnvxZErBs2TDli1btFqtechGXBHaGGrOzXQ63YEDB8yX79+/H0C7du3cniKXu/XWWwFUVlaaLN+3b19FRQUs3QitXLkyOTnZ9tAAu3btAtCjRw/zVfX19bBy6yVPij1Fis04FJx3xWbcpRRYsxApEyMjJFMdO3YU/5jX4lOnTl2xYoX4/5dffjFZ+8orr0h5dlFcXFxdXQ2gZ8+eFjfYuXMngNjYWOlpli2eTCl4lmzIy8sDcPvtt5ss79SpE4DS0lKRNTlYunSpyZLs7Gwxtm5ycrInUuRaoq2TyKCxBQsWJCQkwOyOpa6ubsOGDcOHD7e924KCAgCPPfaY+Spxj2T4vcifYk+RYjMOBeddsRl3NaXVLETKxMgIyZS/v7/4x+Q2dd++faGhoY8++qjFtfn5+ffdd5+U+L14Pt+yZUvjgTCN5eTkwPrjfe/CkykFz5IN58+fB2Ceco1GIxpXm09s7CnLli37xz/+YXi5b9++v//97wD69OnTq1cv5x7LWhNrY1qtVqvVOve4xu655x4Af/zxh/HCFStWPPXUU6Lx/JkzZ4xXzZs374033rC9z/r6+oMHD2o0GvMbobq6OtFE6O23325y2t1EsadIsRmHgvOu2Iy7mntqFil1ChG5DiMjJFMqlUrMG2fyfGPGjBnTp083DPFdU1NjvHbmzJlijo9GiRlGYmNj6y05cOCAbEd8cABPphQ8Szb88MMPAP70pz+Zr7LRrd391Gp1ly5dJk+efP/99z/55JPR0dHdu3evrKxs166dmBXIKaqqqlJTU2+55Zabb7755ptvHjhw4PHjx022qaioENs0a9asWbNm4eHhCxcudFYCjN11110Afv/9d8OS2tranJycxMRE8fTYeN6Es2fPVlRUGKalsMbGmALjx4+vrKxMT0+Xz4REjVLsKVJsxqHgvCs24y7l6pql0TolIyPDz8+vTZs2VVVV5m9funSpn59fRkZG01NCpHCctZfkKyAgoLq6WvSMFZYvX56YmNiiRQsA/v7+tbW1xg/w//nPfyYnJ4uBwRslegfk5OS0adPGfK0YVcuuER+++OKLsWPHStzYYNWqVe65nvCuk+kpPEvWiDYjFlkMJ3mKSqX65ptvUlNT169fX1xcLJaMHj16wYIFrVq1csohqquru3XrVlpaOmzYsAEDBhw9ejQ9Pb1Lly6FhYWG9uSVlZWdO3cuLy+Pj49PSEioqKhYs2bNyy+/fOzYMcOANc4i7naMv5Zz58598803ce3psfFHM2PGjDlz5jS6T9E8PigoSHxpAeh0up9//jktLa1Vq1aHDx8Wvais+eCDD8QUWhK99957tnfYRDI8Re6h2IxDwXlXbMZdyqU1i5Q6RSgvL3/uuedWr17dxCMSkTWMjJB83XfffQcPHiwtLRUva2trV69ebaiYg4KCamtrDx8+LF7W1NRkZmaKx/KNKi4uvnDhAoCCggKLT0uGDh369ddf2zXiw5AhQ+68807p2wuGPhquJsOTWVFR8cknn5SWlt59991/+9vfzHspnzhxYvv27c8++6zkXDaVd52lRk+gO3m8AXBsbGzDtXn1srKyzp49+8MPP6hUql69ehlmHTJ27tw5u/Zp8N5775WWlk6fPv2tt94SS/r379+3b9/XXnvNEA6YPXt2eXn5rFmzxA0JgJdffrl79+6ffvrpuHHjunXr5lgeLTJ5Dnz69OmLFy+Kfk/i6bGhXf2+ffvCw8PFdMW2iTEFLl68mJWVJZa0atWqffv22dnZoaGhjb79ueeee/rpp6VnQWJs0WGeOkU6nU50kevVq5fFPBYXF7v0Z+vB74a1vDd6TpxFbh+6TqfbsWNHXV1djx49nBWltUhuGRdWrlwpBiBv3769oZWlTqcbM2aMqDvUarXTo8ZOYW/NIh5y2EVKnWKwZs2a4cOHJyUl2XsUIpLEw7MGk1JJ+QaK0cKeeuop8XL69Onbt283rBWzh44ePVq8fPXVV3ft2iXx6GJ2usDAQGsbiCEnlixZInGH7rRp0yYAgwYNsutdcjuZx44dGz169JkzZ65evbpkyRIAixcvFqt++eWXd955Z+TIkQEBASNHjpScRSfworNkY5UriFYzn332mfkq0Ztm1apVUvYzaNAgAFu3bnV2At0nKipKpVJdunTJeGFAQIC/v7/hZUhIiEajuXr1qvE2y5YtAzBjxgznpmf79u0AWrRoIV6OHj36119/Ff9nZmYCiI+PFy+TkpIuX77c6A4vX76sUqlUKpWUjT1i27ZtACZMmCBxe4+coh9++GHSpElZWVmLFy8OCQn56KOPDKt++umnrKysSZMmqdVqiVlwjKe+G9bybuOcOJ2sPvRjx45NnTp169atW7du7dix46xZs5qUN5tklXFjv//+e0REhEql+uWXXwwLr1692q9fP4k1woQJEwBs27ZNysbSefy2SEqd8tlnn+HaMLfBwcGGz1QQ1wAWK2hyFt44KwTbjJB8iXtF0V325MmTP/74oyGgjhubjJ48efLkyZPSB8ESz/nFja65Q4cOid1aHIbd48rKygCcPn3arnfJ7WROmjTp888/F4+bUlNTDx8+PGnSpKioqI4dO/r7+yckJLz66qvZ2dl25bHpvOgs2Vhld7YlCA8PLyoqErMzmhDDi0p8/Cu+t2fPnnVu8txp586d9fX1xjNcipFigoKCDEvS09Nra2tN+uSLbkcWz2FTPPzww7jWQj4/Pz8iIsKQEvGh/PjjjwAyMjJSUlJsT8wpiDEFunbtKmVjj6itrVWr1dKfzXrkFM2bN2/lypXiOxASEjJ06NDOnTuLH3htba1Go+nbt+/ixYslZsExnvpuWMu7jXPidLL60KdOnXrLLbfMnTsXwGuvvTZy5Mh+/fo98sgjTsinGVll3Hib3Nzc+fPnp6SkLFmyZPbs2WKhSqWKjIyMi4uTkrVLly6p1Wqn99xsMAuOuJmUOkXo1avXY489lp6ezj41RC7CEVhJvm699VZcuxGdNm3a/PnzjdfecsstuHYT+9JLL7333nvS9yz6R0RHR1tcKxqOynbEh7CwMFzrMCyd3E7mrl27HnjgAcPLvn37Ali/fj2A4ODgjh07mo/05gZedJZsrHIF8X377rvvTJZrtVrRFtp8Ql8b+2nbtq1zk+dmxpewNTU1qampWq128uTJhoWJiYlPPPGEybvE8HhOnx9HBOzEB7Fw4cJXX33VsEq09Kmqqqqtrd20aVOjE3MKYkyB7t27O5yk+vr6KnvYu/+AgACtVism2pC4Pdx7iqqrq9esWTNx4kTxUjR9N8z83alTp/j4eBEpcymPfDes5d32OXE6WX3o4eHhv/76q1guPneTkbydSFYZN1ZQUJCYmPj3v/89PT3d0PtSq9XedNNNErPWvHlzrVZrsQ+Lt2u0TjFYsGBB27Zt16xZ8/XXX7sxgURKwTYjJF/iwre0tDQ/P79t27YmE6OK2rGysnLnzp3333+/iBdIUVJSIkZ86Nmzp8UN8vPzAdg1yAiAvXv3fvTRR3a9BcDkyZPdM9SI3E7m6NGjzWMfHh+rwovOkptP4AMPPLB+/XrzcVhFb3aVSuXcsTO8wr59+2bNmrVjxw6tVjtr1izbUxQtX758+/btkZGR1toNOUytVqtUKp1Ot2jRIpNvhRjRpra29t133210Yk4DEadryuzRH3/8saxGYHX/KQoMDBw/fnz//v2NFzZr1syR1DeBR74b1vLu5nMiqw/9gw8+MN5PRESEtSh508kq4yZUKtWUKVPS09MzMjLElLd5eXluG21N/qTUKYGBgcuXL+/bt+/48eOjoqLM25UQUVMwMkLy1blzZwDnzp2bPXu2eXT8vvvuA/Djjz/Onj1748aN0ncrHoAEBgZam6lOjCJmb2Skbdu28fHxdr0Fbnx4LreTuXTpUuOXhw4dAuDACXQuLzpLbj6BcXFxs2bNOnr0qMnyoqIiAN27d/dIGx/P+u233/z9/WNiYnJzc9PS0jp27DhkyBCLW27cuPGZZ55p2bKlYfxC5xKzJuXm5n7zzTfGy0Xjea1WW1lZ2ejEnEJ9ff3BgwdVKlVMTIzD6XnhhRdeeOEFh9/uCm4+RSqV6pNPPjG8FJ3pRo4c6WDqm8D93w1reXf/OZHbh15SUrJv375jx47l5eW5tMCUW8bFfkSTzPbt2/fs2TM9PV1ERvbs2TNz5kzJOfNxEuuU2NjY8ePHp6enT5w4ce3a/9/evQdFdd6PH3+6pTuUOGkpwYTvxtoySglBik2wiReM1FirDmHQarQqXkfEKF6iqU68orWOxjg2ITuxWoNaBaLIWCmDSFUuDmMyokW0hCpRFG+kjRKCoMvvj+f33e/Owi67sLtn2ef9+ms553D2+XzOwu757HM+55Dnxwn4Mq0bnUBRjrwCzXeJ77C15L59++Ta3bt3O/XUEyZMEEJMmDChw7XmO49cvnzZqd16jPwyNiEhwanf8uZkfv3110FBQebOpmZBQUEe7sDaE7Nkf5UL/fSnPxVC/Pvf/7Zc+Lvf/c6phMiJ1i5voaetS5cuBQcHCyEuXLjQfq3sjRcUFFReXu6mAciLsP75z3+2X+Xn5xcQEHD37l0HdyVf5JGRkS4doIs524G1TdMUPXnyJDo6eunSpVbL5X9yB3fSZdq+NmzFbmu5a3nVQX/06FFOTs6+ffsmTZpUXFzs4H66xqsCl3Jzc83/9g8fPiyEOHfuXFtb24oVKxzcc5vbOrB6ofbvKbIDq/mf3sOHD+Ws1cOHD7fRgdUjOHFWhHLf8qEHkd9vREZGmq9ftSQvbYiKipo1a5bj+6yvr5e3jnvxxRfbrzWZTPJzgJ+fX1hYWNeG7Z28OZnJyclDhgz5+OOPHX9qN+mhWfJMAt955x0hhGwiKNXX12dmZv7iF79wKiG+JyIiQk5Nb99QMzU1de7cuQaDoaSkxE0NF4UQoaGhs2fP7rD5bkBAwOrVq+WH7E53EhgYmJSUJISorKwMDAzs37+/68eqEQ1TtGTJkri4uPfee68Lw+4+dwit3wAAGXtJREFUbV8btmL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