{"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":58882,"title":"Neural 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":58912,"title":"Neural Net: Back Propagation of Dual Output with Bias","description":"This challenge is to return the WH_delta and WP_delta, given X, WH, WP, EPY using Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for XOR, AND, OR, and NAND.\r\n[dPY,dWP,dHY,dWH]=Neural_Back_Propagation(X,WH,WP,EPY)\r\n \r\n \r\nThe Matlab Latex function for Back Propagation chart is in the function 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: 1619px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 809.5px; transform-origin: 407px 809.5px; 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: 371.5px 8px; transform-origin: 371.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to return the WH_delta and WP_delta, given X, WH, WP, EPY using Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for XOR, AND, OR, and NAND.\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: 199px 8px; transform-origin: 199px 8px; unicode-bidi: normal; \"\u003e\u003cspan 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\" data-image-state=\"image-loaded\" width=\"1284\" height=\"760\"\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: 252.5px 8px; transform-origin: 252.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThe Matlab Latex function for Back Propagation chart is in the function 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 [dPY,dWP,dHY,dWH]=Neural_Back_Propagation(X,WH,WP,EPY)\r\n% X will be single case [x1 x2 1]\r\n%Removing the commnets below should make a working function\r\n  %n=1;\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  \r\n  %P=HY*WP;  %\r\n  %PY=exp(P)./sum(exp(P),2); %Softmax [PY1 PY2]\r\n  \r\n  %Back Propagation Calculations for a Single Case\r\n  %ErrPY=EPY-PY; \r\n  %dPY=PY.*(1-PY).*ErrPY;\r\n  %dWP=n*HY'.*dPY;\r\n  \r\n  %dHY=HY.*(1-HY).*sum(WP.*dPY,2)';\r\n  %dWH=n*X'.*dHY;\r\n  \r\nend % Neural_Back_Propagation\r\n\r\n\r\n%{\r\nBack Propagation chart\r\nbased upon #1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar\r\nI did not like his notation so I fixed it into standard matrix notation\r\nhttps://www.youtube.com/watch?v=tUoUdOdTkRw \r\n\r\nfunction Back_Propagation_Sig_Soft\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\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','Fontsize',16);\r\ntext(26,98,'based upon #1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar','Fontsize',12);\r\ntext(26,95,'https://www.youtube.com/watch?v=tUoUdOdTkRw ','Fontsize',12);\r\n\r\n%                                      Input     Expected Output\r\n%                                       Cases         0 1 Logic Values/Classes\r\n% WH [ 4.60  2.50 0  WP [ -3.50  3.70  X [0 0 1  EPY [1 0  Case 1\r\n%      4.80  2.60 0        4.10 -3.60     0 1 1       0 1  C2\r\n%     -1.60 -3.80 1]       1.50 -1.50]    1 0 1       0 1  C3\r\n%                                         1 1 1]      1 0] C4\r\nstr='$$ WH=\\left[\\matrix{ 4.60 \u0026 2.50 \u0026 0 \\cr 4.80 \u0026 2.60 \u0026 0 \\cr -1.60 \u0026 -3.80 \u0026 1 } \\right]  $$'; \r\ntext(1,89,str,'Interpreter','latex','Fontsize',12);\r\n\r\nstr='$$ WP=\\left[\\matrix{ -3.50 \u0026 3.70 \\cr 4.10 \u0026 -3.60 \\cr 1.50 \u0026 -1.50 } \\right]  $$'; \r\ntext(31,89,str,'Interpreter','latex','Fontsize',12);\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(58,88,str,'Interpreter','latex','Fontsize',12);\r\n\r\nstr='$$ EPY=\\left[\\matrix{ 1 \u0026 0 \\cr 0 \u0026 1 \\cr 0 \u0026 1 \\cr 1 \u0026 0 } \\right]  $$'; \r\ntext(78,88,str,'Interpreter','latex','Fontsize',12);\r\n\r\n% WH [WH11 WH12 0   WP [WP11 WP12\r\n%     WH21 WH22 0       WP21 WP22\r\n%     bH31 bH32 1]      bP31 bP32]\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\nstr='$$ WH=\\left[\\matrix{ WH_{11} \u0026 WH_{12} \u0026 0 \\cr WH_{21} \u0026 WH_{22} \u0026 0 \\cr bH_{31} \u0026 bH_{32} \u0026 1 } \\right]  $$'; \r\ntext(98,89,str,'Interpreter','latex','Fontsize',12);\r\n\r\nstr='$$ WP=\\left[\\matrix{ WP_{11} \u0026 WP_{12} \\cr WP_{21} \u0026 WP_{22} \\cr bP_{31} \u0026 bP_{32} } \\right]  $$'; \r\ntext(130,89,str,'Interpreter','latex','Fontsize',12);\r\n\r\n% All four cases. Rows represent case(C)\r\n% HY =sigmoid(X*WH)  PY = Softmax(HY*WP)   ErrPY = EPY-PY \r\n% [0.1680 0.0219 1   [0.876427 0.123573    [ 0.123573 -0.123573\r\n%  0.9608 0.2315 1    0.105680 0.894320     -0.105680  0.105680\r\n%  0.9526 0.2142 1    0.098904 0.901096     -0.098904  0.098904\r\n%  0.9996 0.7858 1]   0.864582 0.135418]     0.135418 -0.135418]\r\ntext(1,83,'All four cases. Rows represent case(C)','Fontsize',12);\r\ntext(1,80,'HY =sigmoid(X*WH)        PY = Softmax(HY*WP)      ErrPY = EPY-PY','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ .1680 \u0026 .0219 \u0026 1 \\cr .9608 \u0026 .2315 \u0026 1 \\cr .9526 \u0026 .2142 \u0026 1 \\cr .9996 \u0026 .7858 \u0026 1 } \\right]  $$'; \r\ntext(3,73,str,'Interpreter','latex','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ .876427 \u0026 .123573 \\cr .105680 \u0026 .894320 \\cr .098904 \u0026 .901096 \\cr .864582 \u0026 .135418 } \\right]  $$'; \r\ntext(28,73,str,'Interpreter','latex','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ .123573 \u0026 -.123573 \\cr -.105680  \u0026 .105680 \\cr -.098904 \u0026 .098904 \\cr .135418 \u0026 -.135418 } \\right]  $$'; \r\ntext(52,73,str,'Interpreter','latex','Fontsize',12);\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% [ 0.0134 -0.0134  % All four cases  \r\n%  -0.0100  0.0100\r\n%  -0.0088  0.0088\r\n%   0.0159 -0.0159]\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}]','Fontsize',14);\r\ntext(1,56,'\\deltaPY=[ PY_{C1}*(1-PY_{C1})*ErrPY_{C1}    PY_{C2}*(1-PY_{C2})*ErrPY_{C2} ]','Fontsize',14);\r\ntext(1,52,'dPY=PY.*(1-PY).*ErrPY  %Matlab per case [dPY1 dPY2]','Fontsize',14,'Color','b');\r\ntext(28,46,'% All four cases','Fontsize',14);\r\nstr='$$ \\left[\\matrix{ 0.0134 \u0026 -0.0134 \\cr -0.0100 \u0026 0.0100 \\cr -0.0088 \u0026 0.0088 \\cr 0.0159 \u0026 -0.0159 } \\right]  $$'; \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% dWP=[.0022 -.0022   [-.0096 .0096  [-.0084 .0084  [.0158 -.0158\r\n%      .0003 -.0003    -.0023 .0023   -.0019 .0019   .0125 -.0125\r\n%      .0134 -.0134] + -.0100 .0100]+ -.0088 .0088]+ .0159 -.0159]\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]=n*','Fontsize',14);\r\nstr='$$ \\left[\\matrix{ dPY1*HY1 \u0026 dPY2*HY1 \\cr dPY1*HY2 \u0026 dPY2*HY2 \\cr dPY1*1 \u0026 dPY2*1 } \\right]  $$'; \r\ntext(41,25,str,'Interpreter','latex','Fontsize',12);text(75,25,'=\\DeltaWP','Fontsize',14);\r\ntext(1,19,'The WP values affecting P1/PY1 adjusted by dPY1. \\DeltaW=dWP','Fontsize',14);\r\ntext(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\nstr='$$ \\left[\\matrix{ 0.0022 \u0026 -0.0022 \\cr 0.0003 \u0026 -0.0003 \\cr 0.0134 \u0026 -0.0134 } \\right]  $$'; \r\ntext(0,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ -0.0096 \u0026 0.0096 \\cr -0.0023 \u0026 0.0023 \\cr -0.0100 \u0026 0.0100 } \\right]  $$'; \r\ntext(20,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ -0.0084 \u0026 0.0084 \\cr -0.0019 \u0026 0.0019 \\cr -0.0088 \u0026 0.0088 } \\right]  $$'; \r\ntext(40,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ 0.0158 \u0026 -0.0158 \\cr 0.0125 \u0026 -0.0125 \\cr 0.0159 \u0026 -0.0159 } \\right]  $$'; \r\ntext(60,3,str,'Interpreter','latex','Fontsize',11);\r\ntext(19,3,'+','Fontsize',14);text(39,3,'+','Fontsize',14);text(59,3,'+','Fontsize',14);\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   \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 = [-0.0135  0.0022 0  (-3.5*.0134+3.7*-.0134)*.168*(1-.168)  =-.0135\r\n%                           (4.1*.0134+-3.6*-.0134)*.0219*(1-.0219)= .0022\r\n%         0.0027 -0.0137 0\r\n%         0.0029 -0.0114 0\r\n%        -0.0000  0.0205 0]\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(79,76,'next layer WP, dPY combined and scaled by Hidden layer Output function','Fontsize',12);\r\ntext(79,72,'\\deltaHY=HY(1-HY)*SumdW','Fontsize',14);\r\ntext(79,68,'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','Fontsize',12);\r\ntext(80,56,'SumdW_{C2} = WP_{21}*dPY1+WP_{22}*dPY2','Fontsize',12);\r\ntext(80,52,'SumdW_{C3} = WP_{31}*dPY1+WP_{32}*dPY2 since HY_{c3}=1 this term is unused','Fontsize',12);\r\ntext(76,49,'dHY = [-0.0135  0.0022 0  %(-3.5*.0134+3.7*-.0134)*.168*(1-.168)  =-.0135','Fontsize',12);\r\ntext(104,46,'%(4.1*.0134+-3.6*-.0134)*.0219*(1-.0219)= .0022','Fontsize',12);\r\ntext(85,46,'0.0027 -0.0137 0','Fontsize',12);\r\ntext(85,43,'0.0029 -0.0114 0','Fontsize',12);\r\ntext(85,40,'0.0000  0.0205 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% \r\n% dWH=[ 0    0     0  [0      0     0  [.0029 -.0114 0  [0 .0205 0\r\n%       0    0     0   .0027 -.0137 0   0      0     0   0 .0205 0\r\n%     -.0135 .0022 0]+ .0027 -.0137 0]+ .0029 -.0114 0]+ 0 .0205 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='$$ \\left[\\matrix{ 0 \u0026 0 \u0026 0 \\cr 0 \u0026 0 \u0026 0 \\cr -.0135 \u0026 .0022 \u0026 0 } \\right]  $$'; \r\ntext(82,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ 0 \u0026 0 \u0026 0 \\cr .0027 \u0026 -.0137 \u0026 0 \\cr .0027 \u0026 -.0137 \u0026 0 } \\right]  $$'; \r\ntext(103,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ .0029 \u0026 -.0114 \u0026 0 \\cr 0 \u0026 0 \u0026 0 \\cr .0029 \u0026 -.0114 \u0026 0 } \\right]  $$'; \r\ntext(124,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ 0 \u0026 .0205 \u0026 0 \\cr 0 \u0026 .0205 \u0026 0 \\cr 0 \u0026 .0205 \u0026 0 } \\right]  $$'; \r\ntext(145,3,str,'Interpreter','latex','Fontsize',11);\r\ntext(102,3,'+','Fontsize',14);text(123,3,'+','Fontsize',14);text(144,3,'+','Fontsize',14);\r\n\r\nend %Back_Propagation_Sig_Soft\r\n\r\n\r\n%}\r\n\r\n\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=[1 0; % 0 0 : 0 XOR\r\n     0 1; % 0 1 : 1\r\n     0 1; % 1 0 : 1\r\n     1 0];% 1 1 : 0\r\nWP=rand(3,2)\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  [dPYi,dWPi,dHYi,dWHi]=Neural_Back_Propagation(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  \r\n  P=HY*WP;  % .8014\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n\r\n%%\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 OR\r\n     0 1; % 0 1 : 1\r\n     0 1; % 1 0 : 1\r\n     0 1];% 1 1 : 1\r\nWP=rand(3,2)\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  [dPYi,dWPi,dHYi,dWHi]=Neural_Back_Propagation(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  \r\n  P=HY*WP;  % .8014\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n\r\n%%\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 AND\r\n     1 0; % 0 1 : 0\r\n     1 0; % 1 0 : 0\r\n     0 1];% 1 1 : 1\r\nWP=rand(3,2)\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  [dPYi,dWPi,dHYi,dWHi]=Neural_Back_Propagation(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  \r\n  P=HY*WP;  % .8014\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n\r\n%%\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 : 1 NAND\r\n     0 1; % 0 1 : 0\r\n     0 1; % 1 0 : 0\r\n     1 0];% 1 1 : 0\r\nWP=rand(3,2)\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  [dPYi,dWPi,dHYi,dWHi]=Neural_Back_Propagation(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  \r\n  P=HY*WP;  % .8014\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n","published":true,"deleted":false,"likes_count":0,"comments_count":0,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-25T00:50:35.000Z","deleted_by":null,"deleted_at":null,"solvers_count":4,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-24T23:08:39.000Z","updated_at":"2023-08-25T00:50:35.000Z","published_at":"2023-08-25T00:50:35.000Z","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 Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for XOR, AND, OR, and NAND.\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[dPY,dWP,dHY,dWH]=Neural_Back_Propagation(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=\\\"698\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"1167\\\"/\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:customXml w:element=\\\"image\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"height\\\" w:val=\\\"760\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"1284\\\"/\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=\\\"rId2\\\"/\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 function for Back Propagation chart is in the function 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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1FZL3M7qjSiTE07KqOnp4fwh9evX0cITZ06VT6bZj6Nw+HQ9xPoNaZBpRp4UV1hyMFFs6/iIb4YYHxRy5TMQ4y6LeQJizIymUzeiIYZZVRWrZYpIdBoVinMMwKoBRgYGB6YuBiazitCKDMzk0jBfabLly/jzenTp5uZmd27d4/I8NlnnyGETp48KV/LzZs3yR3KqVOn4vgnk8nc3NyI2adiYmKw/yXXmJ2d3fUHP/30U1pamrW1NULo7NmzCs/IwcHBxcWF2Dx9+jRCKC0tTSaT2djYODs7kzPHxcUhhCQSiUzNnivN6ff09CCEPvjgA2KXQCDw8PDAtchDLxXuIxLxhrKp0goeHh6mpqbkDF5eXmw2+/Hjx+np6eQzovRcEUICgYA46u2330YIVVdXEzI7ODj09PTgzYcPHzo7OyvruWpgR4UdjkmTJm3ZskWDMgcHB11cXNhs9ptvvqmsidLUS4HeXg4ODra2toRmOjo68Ium6vZZ6VsRxXYyVS1BpVQUcAMgz+X2ySefEPb18PAwNzfHfXSZTHb58mWEUGJionw5KutlbkfmRpRp12H95JNPzp07R2yGh4cjhE6dOkXJpplPUwm9xjSoVDMvqhMMObjgC40GZZcGxBdDiy+amVJliFG32CcvysjkAo1hRhmVVatlSgg0mlWqsUelQORneCLACAW+pgFGJCwWa+nSpcQmnoX7zp07CKH79+9LJJIFCxZYWVkRGfCTn2PHjskXZW9vb2dnd/HiRYRQe3t7dXU1McmZv79/bW1tW1sbQqiystLLy8vIyIh87KJFi8b/gaura3R0dFtbW2Jioo+Pj0KxIyMj6+rqamtr8WZGRoaxsTF+GbK5uRk/KSWwtLRECHV2dqqlGfrTNzIyMjIyyszMFAqF+J3MpUuXVlZWTps2TWFpGkul0gp9fX3nz5+nZDhy5EhDQ4PKReZYLFZYWBixiZeUw08Mqqqqbt++HR0dbWJigvcaGxurXJNCXTtSaG1tvXLlir+/vwZlslgsgUAglUoFAsGqVavUmmBPHhp71dfXNzY2Llu2jNCMqampZkvoqdWK6FuCZlIZGxvj2xUMfq36u+++QwhFRka2tbURr/6mp6ez2WzK+8YIIeb1MrGjbo2ojN7e3urqavICips3byZ+yWjj05ShUmMaV6rl1adzDCS4zJ07N1oO+qUlIb4gg4wvGpiSgsIQw7xYiDLDEmUQ40DD0JQQaLSpVPvLEBgl6GzFcgDQJyYmJizW/4/rkf/jyZlEIlF+fj7lKOwx5fHx8cETTZ06dQohRHya+Nprr+3atev06dMhISG1tbX4oQGZuLg4V1dXQoZnn33W19fX1NRUmdjR0dFbtmxJT093c3Pr7+8XiUQRERHYd7NYrObm5u+///7GjRv4VWHN5smjP302m52amhoVFfXmm2+yWCxPT8833niDx+OR+xNkNJZKpRUqKioQQlOmTCHvYhilaKzf3NyM/pingMDW1pa+QHXtSOHMmTMcDofck1CrzEmTJgUGBubl5X3++ecMa1QGjb3wJ9D48SYBZZMharUi+pagmVTTp08nG33ChAnGxsa4Xb355psxMTFCoZDL5eIeZGBgoLm5OaUE5vUytKMOjaiMxMREytoETk5OoaGhWVlZYrGY8kG1Bj5NKBQqmy+Dx+Mx0ZhmjlTLq0/nGEhwiYmJCQ4OpiTyeDzKnBdkIL4gg4wvGpiSgsIQo1axEGX0H2UQY4UwNyUEGs0qRbq4DIFRAoyMAE8mS5Ys8fDwoCTa2dkpzBwQEPDNN99cu3bt+PHjlpaW7u7uON3X15fNZhcWFpqYmEilUl9fX8qB8+bNU2tJMGtraz8/P5FI9OWXX+LwQIyFb9u2bcuWLSYmJv7+/q6urjExMU1NTQqnBGcCzenzeLzXXnvt+++/LyoqKiwsLC8v//jjj8+ePavwUYyWUtGIgSfQwl9oDzvq2pFCXl7e/PnztSkT98AYPlShgcZeWOHkrh5CSOXjU2Wo1YqQ8paAu9TqSvX0009TUogSOBxOeHi4SCQ6fPhwRUVFa2sr+bkfAXNtMLejroyokN7eXolEkpCQQEnfvHlzVlbWxo0bKR1WDXzau+++i6cYlIfH4zHRmGaOVMurT//oJ7hoAMQXZJDxRXsUhhh1gSijllTaRxmka4WQxYBAox+nCoxCYGQEeNKwt7dHCD3zzDP47UeCvr4+Zf0k/DJeTU1NWVkZ+QVFFovF5XIvX76Mp/6aMWOG9uJFRUWFh4cXFxdnZGQ4OjrOmjULIdTY2LhlyxYPD4+SkhIi4H388cfKCnn8+DF58+rVq8R/laff39//l7/8JTY2NjY2dmBg4NChQzExMZ9//jmesIqMulKRUSnGK6+8ghCSSCTvvvsusbeqqqqwsBB/H6sZuN66urqQkBAikbJeg84pKCj46quvhrQKJtDb64UXXkB/PMIiaGlpoSmQppkxb0X0LaGmpkZdqRBCFy5cIG92d3f39vYSj+x4PF5mZuaxY8dKSkosLS0VvnKsgTaGF/nneBhnZ+eQkJAffviB8jRPA59Gf/pMNKZPRzosGHhwQRBfnsT4ggwmxCCIMupEGQSBBgINMAKBeUaAJw0nJydbW9vs7Oz29nYiMT8//+mnn1bo8RFCpqamkydPzsjIaGlpoTy9DAgIqKurq66unjdvnk7E++c//2lmZvb111+XlpZGRkbixPr6eoRQUFAQ+TkAnnBO/u1iIyOj7u5u8qB7cXEx8Z/+9PPy8saNG4enLkMIsdnslStXstls+XXj1ZWKgkorWFlZOTk5FRUV4U+IMUlJSVu3biUeFyiUih53d3dHR8cjR44Q9fb29h48eFDdcphz4cKF7u7uuXPnDl0VDKG3l7u7u42NjUAgINuOaAny0DQzJq2I+E/fEtSVCvPgwQNytxXfMyxevBhv+vn52djYFBYWZmdnR0REUJ4+YTSrd7jo7e09f/48vsuVZ8uWLQihjRs3khM18Gkc5SBmGtOnIx0WDDy4IIgvT1x8QYYUYpCBRRn0hxENM8ogCDQQaIARCIyMAE8g+/fvb21t9fb2zsvLq6mpOXz4cEREhKWlJV56TSG+vr5nzpxhsVgUfzp37tyBgYHS0tLAwECdyMZisXg8XlZWFkKI6LlOmTLFyMgoKSmpsrKyv7+/srLSz88Pj5rL9968vb2lUumSJUtOnDiRn58/b948yoA6zekHBgba2dklJCQcOnSoqqpKLBYvXbp0YGAAr2hIQS2p5FFphc8///zu3bsBAQFFRUU1NTWbN2/OzMx85513rK2tca8rNTU1IyNDXQ0nJyf/8ssvM2fO/Oqrrw4dOuTh4YFnTxwiCgsLJ02ahFfTGF5U2mvXrl03btwICAgoLi6urKxctGgRnlRfITTNjL4VyduOviWoJRWGw+GEhIQIhcKampovvvgiISHBy8uLfIXiS6y7uxuvyacQDeodIoqKisaPH//OO+8oy5CcnNzT07NaCYcOHTI3N5dIJOQ7WDQEPo2JxvTmSIcLQw4uCOLLExdfkCGFGGQwUQbJBRrDjDKaVT1EQKABAEYM9+I4wCiFSQukWViRWPUNg2djIi+bl5ubS54Xbfr06VevXqWp6+TJkzib/C783fKvv/5KTsTT0StcqE8lly5dQgj5+/uTE3NycogXNdlsdlxcnEQiQX8sz05e3G5wcHDFihXEM4rFixcLBAL053VSaU7/5s2b5G9xzc3Nla02p1Iq+lUV6cXAZGVlTZw4kSg/Pj4er4TX0dExefJknP7o0SPKqooU6+PnCWRbnDlzBi/QyOFw4uLiUlJSlBlLAztSFsPz9PRct26dlmXiicHol7Vjsggfvb1kMllmZiZeRwAh5ObmtnfvXqRkPUX6ZkbTiii2w4n0LYFeKgpcLpfL5W7fvp349jg8PLyjo4Oc5+eff0YIkVcwVQh9verakYkRZYrsWFBQgBCKiIhQmP/x48eEkPR4enqSD1TXpzFBpaXUqlQbL6olhhxc8BqTZEdKgO/B6NeYhPhCMOzxRTNTqgwxmhX7JEUZmaJAY5hRhr5qDUwJgUbdSrX0qASEBtQ9HWBkAQYGhgf9uJhff/31zJkz//3vf4e0Fl0xODh4+fLlS5cu4d4bPY8ePTp79uzvv/9Ok4fm9B89enTmzJmGhgbdSqWuGJibN2+Wl5c/fvxYXkj5RJXIV7R//36E0KVLl9Qtiglnzpy5d+/eUJSsGSrtNTg4eOnSpZs3b8rv4nK5pqam5BT6ZkbTihTajqYl0EiljMePH589e7arq0t+F15CYu/evSoL0aDeUQ5oDDOygosM4svIjC8ywwsxMoOJMjJFRjTAKKNZ1aMcA9QYjIyMEp6SkYwNAHrjqaeewn+gBQK6ZezYsVwuNzc3l0h59dVXGxsbOzo6lH0MDGBmzpx5586dW7duDbcg2pKQkLB79+579+4pXEkRAABAMyC+aAlEGWCEArctowRYmwYAgCeKyMjItLS0sLCwgICAnp6e9PT02trapKQk6LbScPTo0fr6eolEonBGgBEEj8fr6OjIy8tbt24ddFgBANAtEF80BqIMAACGD7wzAgwPMPgKDB2ffvqpSCRqbGxksVjTp0+Pj48PCgoabqEMmvnz54vFYhcXl+PHj9vY2Ay3OJrj6ura2NgYGhqakpKibCFVAAAAjYH4ohkQZYARDdy2jBJgZAQYHsDFAAAAAAAAAABg4MBtyygBXv8DAAAAAAAAAAAAAGD0AiMjAAAAAAAAAAAAAACMXmBkBAAAAAAAAAAAAACA0QuMjAAAAAAAAAAAAAAAMHqBkREAAAAAAAAAAAAAAEYvMDICAAAAAAAAAAAAAMDoBUZGAAAAAAAAAAAAAAAYvcDICAAAAAAAAAAAAAAAoxcYGQEMl5qamtjY2DfeeMPPz2/hwoW7d+/u7OzUvth9+/b961//0r4cQ4N8XvTnKBaLFyxY4Ofnx+Px9CUdAADAcCIUCvm01NfX79u3LzY2VifVJScn8/n89vZ2cmJrayuu6+7du/LpR44cQQiVlZXx+fza2lr5Mo8cOcLn8xsbG3UiIYHBxkRKqNJt5Gpra8N/kpOTdWV0CmqZUiqVHjt2jM/n83i8hISEuro6yiFNTU1+fn4tLS0Mi929ezefzy8uLlYo286dO/l8fk1NDZOqtQFLS5ypDi8xRDKillJR0K2QNFUzMSVzOyJdm/Lo0aOVlZUKd2ns3zSA0JhmlerfowIjGxkADAf0LfDx48eRkZEIITab7e/vHxwc7OjoiBCytraWSCRaVs3lcs3NzbUsxAAhnxfNOd65c8fIyMjExCQoKOiTTz7Ro4AAAADDxqpVq+i7Q6dPn+ZyuRwORyfV7dq1CyGUnZ1NThQIBLiu1NRUcnpWVhZCKCUlRSaTpaamIoRycnLky4yIiEAIlZaW6kRCAsOMiZRQpcPIdf36dWdn59OnT+PN4OBgXRmdAnNT/ve//508eTJCaPLkyUFBQWZmZgihpKQk8iEpKSlWVlbMi62urmaxWNbW1l1dXZRsJ0+eRAh5eXkxrFobsLTEmerqEqMYUUupKOjQD9BXzcSUDO0o07Upu7q6zMzM3NzcFO7V2L9pAKExzSrVlUeFG+dRArwzAhgiPB4vPT09MjKyvb391KlTOTk5DQ0NOTk57e3tgYGBlAFjQC0uXrzY39+/b9++3NzcjRs3Drc4AAAA+iA5OZno+jx69AghFBwcTO4P+fn56bC6OXPmIITKy8vJiXl5eY6OjlZWVmKxmJxeVFSEEOJyuToUYKRDCVU6jFxVVVXXrl0jNj/88EORSKS1vFrx4Ycf/vjjj7m5uRcvXszNzb19+7aXl1dMTAxZzsLCwoCAAOZluru7r1+/vqWl5f333yend3d38/l8U1NTfNZMqtYhGzZs0Im2KUZ8gmFoR6RrUyYmJtrb29fW1hYWFsrvHRb/Bk4V0AMwMgIYHCUlJSKRKCAg4Ntvv+VwOER6cHDwli1b7t+/f+DAAbUKHBgY0GE2jFQqVSs/87qkUqnKw/v7+zWuGpdvYWEhn67NGTERm758mpNSeb40JWujKwAARi1SqZTerdE7NHd3dw6HU11dTS6woKDA19fXx8cnNzeXXLhEInFwcLCxsdFaatXo0CXq0PHK56eEKmWRi14MJhlmzJgRGBgon07fAFQ2D+ZIpdL09HR/f/+goCCcwuFwPvroI4RQXl4ekSc/P5/IwJBt27Y5OzunpKSUlZURifHx8Xfv3k1OTp44cSKTqmmgsbIy5cycOVOhtjWrRSFa9q+Yl6YW2rQWlXZEzFoRc7q7uy9evIjHXDZs2CCfQQ/+TV5jButUgScJGBkBDI6UlBSE0KZNm+R3xcTEpKamhoWF7dixw8LCoqqqirx33759FhYWN27cwJs1NTW+vr5jxowZO3bsX//61x07diisrq6uzs/PD2d77rnnNm/eTB8IKyoqvL29x44dS+THYXvNmjUWFha//PILOXNCQoKFhQXx9SNNXWFhYTwe76uvvho3btzTTz997Ngx+aqPHj36yiuvjBkzZty4cWPGjPHx8bly5QqNqPIsXLgQvz0YERFhYWGBo6yyMyIEe+mll8iFZGRkEMcyEZveEDQndf/+/bfeemvcuHHjxo0bO3asr68v5aNZGn2qPBYAAEAhxcXF2CmNHTvW29ub8hU685Axf/58iURCdNYrKyu7u7vnzZsXHBzc19dH3OR0dnbiMrWRWWUAYhg+6B0+RoeOV5lUlFDl7e34D+F7AAAgAElEQVQtH7lUGkJh6OHz+atXr8ZVvPjiiwghHo+H/+DTDwsLE4vFrq6u+EAfHx9KA8jPz3/55Zfx3oULFwqFQgsLC8rzarWQSqUikYhy/2lkZIQQIuZWKy4ulkql6jYSFoslEolYLNZbb73V19eHy0lNTV28ePGyZcsYVi0PfVvKy8sj9PPOO+88fPiQfGxYWBhZ2zSNjaYtyRsRqWoP9FIpJC8vz97efuzYsU8//XRsbGx3dzdCiEnnU74cdaumoNKOSFNTKiMxMfHDDz90dHQMDw//8ccfFb42opl/i42NVTbTE1Eyjcb06VSBUYrev98BAJmM9oM9MzMzY2Nj+sMbGhoQQjExMeREFxeXyZMn4/8SicTIyMjW1jY1NTU7Ozs0NBQhtGHDBtmfv6murq7mcDi2trYpKSk5OTnx8fEIoaCgIGX1njp1isVi2dnZpaSkZGdnR0dHI4TmzJkjk8nwC37bt28nMg8ODlpZWc2ePZtJXVwu18nJic1mh4SEeHh4XLp0iVJ1UlISQiggIEAkEmVnZ3/wwQdsNnvixImDg4NECSrnGTl58iT+2H7VqlWpqal37tyhOSNlReGPNvH3vSrFpjGEypPy9PQ0Nzffv39/bm7uwYMHLS0tzczMiE9t6fVJfywAAKMZhV/TyGQyLpfLZrONjY3fe+89kUi0fv16hJCdnR2RQa2QgV3lmTNn8OamTZtYLNajR49+++03shvMzs5GpM/gNfsqnj4A0Xta+thBdvgqNaCW46WRihKqMjMzKZFLpSGUhZ4zZ85ERUUhhOLj47/55hvZn+cZ4XK5dnZ2JiYm7733nkAgiImJQQg5ODgQxebk5CCEJk2aJBAIBAKBm5ubsbExQqigoED+BLWZ4OC9994jN574+HhPT0/NisXPmTZs2PDo0SM7OzsrK6vff/9dWb3yVVOgb0u5ubkIITc3N4FAkJmZ6eLigme7UDjPCH1jo2lL8kakbw8qpaKA/QCbzd60aVNOTs66desQQvhSUtn5pEBftVqmVNeOMlWmVEZPTw/hG69fv44Qmjp1qnw2zfwb+U1whTekTDSmVqUwzwigFmBgYHigcTHKvDAFDw8Pc3NzYlzg8uXLCKHExERir6mp6b1794j8Xl5ebDb78ePH5GA8ffp0MzMzcrbPPvsMIXTy5EmFldra2lpZWf32229EytatWxFCODY7ODi4uLgQu06fPo0QSktLY1IX/hiSMoMUGRsbG2dnZ3JKXFwcQoiYkpbhDKy4Y0cECfozUlgUZWSEXmwaQ9CfVE9PD0Logw8+IHYJBAIPDw/ifGn0qfJYAABGMzQjIwihzMxMIgXfkF++fBlvqhUybt68SR6tmDp1KjFQ7ubmRkxtGBMTgzv3eBM7WBqU9eNpAhB9+FBrZESHjpdeKkqoomyqNARN6ElPTyefEWVkBCEkEAiIo95++22EUHV1NSGzg4NDT08P3nz48KGzszOiHRnRwJSnTp1Cf9yKYyZNmrRlyxbNih0cHHRxcWGz2W+++SZN90ZZ1RTorebg4GBra0vop6OjA3/OoO7IiMq2RDEifXtQKRUF3AzIM4Z+8sknhJXpO58U6KtWy5Rq2VHGwJTK+OSTT86dO0dshoeHI4ROnTpFyaaZf1MJvcY0qFTjy5ACkZ/hiQAjFPiaBjBEzM3NVeaJjIxsa2sj3vFLT09ns9n4xcK+vr7z588vWLDAysqKyH/kyJGGhgY2m02k3L9/XyKRULLhZ0QKvwqpqqr65ZdfIiMjLS0ticR169axWKx///vfWKS6ujpibbCMjAxjY2MsEpO68KuSys63ubn5/Pnz5BQshjYrGas8IybQiK3SEDQnZWRkZGRklJmZKRQK8eujS5curaysnDZtGlKlT/pjAQAAlMFisZYuXUpsenp6IoTu3LmD1A8Z9vb2dnZ2Fy9eRAi1t7dXV1cTM2j6+/vX1tbiNUcrKyu9vLzwe+8Ec+fOjZbDwcGBRnKaAKSr8KFbx6uxVCoNwbAPoBAWixUWFkZszpw5EyGEn0hXVVXdvn07OjraxMQE7zU2Nla55pG6piwqKlqwYIGtrS1eXAMh1NraeuXKFX9/f82KZbFYAoFAKpUKBIJVq1bRTOMqX7U8NFarr69vbGxctmwZoR9TU9Ply5crK4oGtdoSfXvQTCpjY2M8KIbBH+989913iLbzSYFh1QxNydyOiJkpFdLb21tdXY2bPWbz5s3ELxlt/JsyVGpM40o18KjA6ERFhAAA/WNiYqJsBXUyb775ZkxMjFAo5HK5OFQEBgbiIZWKigqE0JQpU8j55T0gnsZJJBLl5+dTdmHfSqG5uVm+WBMTE1NTUzz1d3R09JYtW9LT093c3Pr7+0UiUUREBHbNTOoyMTGh6bSxWKzm5ubvv//+xo0b+F1i7SfSU3lGTKARW6UhaE6KzWanpqZGRUW9+eabLBbL09PzjTfe4PF4uOtDr0/6YwEAAJRhYmLCYv3/QyPyf3VDBkLIx8cHz2KIn98S372/9tpru3btOn36dEhISG1tLX4iTSYmJiY4OJiSyOPxKHNekKEJQLoKH7p1vBpLpdIQDPsACqFpADhiOjo6kvPb2trSF6iWKTMyMqKiouzt7cvKygi9nTlzhsPhkG9W1S120qRJgYGBeXl5n3/+uTI5FVYtD43V8EQb+CUaAsomQ9RqS/TtQTOppk+fTjb9hAkTjI2Nceui6XxSYFg1c1MysSNibEqFJCYmUhbBcXJyCg0NzcrKEovFlJk7NPBvQqFQ2cRMPB6PicY0c6oaeFRgdAIjI4DB4e3tXVhY2NraqtCh83g8Hx+f5cuXczic8PBwkUh0+PDhioqK1tZWYoAfT86Ev/5VyZIlSzw8PCiJdnZ2yvIrHAXANVpbW/v5+YlEoi+//BJ7f8rDAXXrIrNt27YtW7aYmJj4+/u7urrGxMQ0NTUpnDNcXWjOSEtUGoL+pHg83muvvfb9998XFRUVFhaWl5d//PHHZ8+eJZ4a0ehT5bEAAAAaoJYbDwgI+Oabb65du3b8+HFLS0t3d3ec7uvry2azCwsLTUxMpFKpr6+v9oLRBCDdhg9dOV4tpaIRQ60+gOGwdu3avXv3enl55ebmTpgwgUjPy8ubP3++loXj+3xlj+6VVS0PjdWw2skDCkhJB4MJ6gZxZe0BD9yoK9XTTz9NSSFKoOl8UtCtQshi0LyCwdyU8vT29kokkoSEB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\",\"relationship\":null}],\"relationships\":[{\"relationshipType\":\"http://schemas.mathworks.com/matlab/code/2013/relationships/document\",\"target\":\"/matlab/document.xml\",\"relationshipId\":\"rId1\"}]}"},{"id":58902,"title":"Neural Net: Calculate Bias Dual Output Perceptron (AND/NAND/OR/NOR/XOR/XNOR)","description":"This challenge is to calculate the Neural Net Bias Dual Output Perceptron vector,PY and Pclass, given X, WH, and WP using Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  XOR, XNOR, AND, NAND, OR, and NOR.\r\nX wll be a 4x3 matrix creating a Dual output  PY 4x2 matrix. PY(:,1) is Expectation of 0 and PY(:,2) is Expectation of 1 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=Logic0 and col2=Logic1.\r\n[PY,Pclass]=Calc_Dual_Bias_Perceptron(X,WH,WP)\r\n\r\nThe function template includes the code to create this figure using Matlab Latex\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: 809.5px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 404.75px; transform-origin: 407px 404.75px; 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: 372px 8px; transform-origin: 372px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to calculate the Neural Net Bias Dual Output Perceptron vector,PY and Pclass, given X, WH, and WP using Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  XOR, XNOR, AND, NAND, OR, and NOR.\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: 377px 8px; transform-origin: 377px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eX wll be a 4x3 matrix creating a Dual output  PY 4x2 matrix. PY(:,1) is Expectation of 0 and PY(:,2) is Expectation of 1 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=Logic0 and col2=Logic1.\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[PY,Pclass]=Calc_Dual_Bias_Perceptron(X,WH,WP)\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 575.5px; 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 287.75px; text-align: left; transform-origin: 384px 287.75px; 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: 963px;height: 570px\" 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tS+ZnJxcUVGxd+9e+4ccsq+zCmGdTYJ2ww03VFRUbNmyxXqhJQO1sOzWS5cuuVkTAAAAAHCNPAuRSKfT2QwdSkpKys7Ozs7OvuOOO4qKihYsWPDQQw91797dxUrefvvtpUuXbtq0qa6uzkWxoUOHvv7669OmTaurqzt48ODs2bNnz56t1+uzs7PvuecehzGEF86ePSsiaqoj77j5ctyUnJwsIgaDoba2tm3btq4LG41GtdErrrii9Zt2U25u7j//+U/rJTqdLiYmxmEgWFtbKyIbNmzYsGGDsxXajL+zn9j+q6++EpGf//znLdbN0805q/a1114rIocOHWpxi4pNnevr69WIOfuISlGDttQtFCyuu+46NzcHAAAAAF4jzwKaeeyxx4qKikRk5cqVzvKsixcvZmZmbt68Wf0ZFxfXv3//q6++etCgQUaj0f56q0mTJt1xxx3Lli1btWpVaWnpxYsXDQbDsmXLli1bNmXKFOuRYt4xGo1qRM+NN97oxdM9fTnuuOGGG9Qv69evz87Odl1448aNKjcZMmSIF9vyjl6vt759oWuqeqmpqSqnc6hNmza+qZnnm3M2KO+HH35w8SgAAAAAaBd5FtCMZZ6go0ePOivz+OOPq/TnySefvPfee9Xt25TVq1c7fEpsbOyECRMmTJggItu3by8tLZ07d25NTc3s2bPz8/NdDwRrUVlZmZqZyOFoL/tJqWymMfLi5bQoIyMjISHh9OnTr732Wot51ptvvikier3+5ptv9rTygREXF1dXV5eamvriiy96vZIrr7zy4MGD6spKe0aj0RI8ebq5ixcvWj/d4sCBAyJifSWjR9SwL6PReObMGYcF1JWMsbGx3q0fAAAAALzG9/ZAM9u3b1e/qGu1HFL5S05OzlNPPWWd/ojIsWPHrP9sbGwsLS198803rWc76tev35///Oeqqir1p811ap4yGo2FhYUiEhsb63As1enTp22WfP3119Z/uv9y3KfT6e677z4RWbt2rc184Ta2b9+upmDPy8tLSEjwtPKBMXDgQBGx3NHPRmlp6aJFiz766CPXK+nZs6eI7N+/3/6h6urqn/zkJ23atFEJlKebMxqNO3futC+5e/duy3a9k5KSIiJr1qxx+OiuXbtEpH///l6vHwAAAAC8w/gsoInBYPjTn/6kfh8+fLizYs4mezIajXPnzlW/q6mvdTrdLbfcYjAYnnvuuenTp1sXbt++vfqlNZeD1dfXT5o0qbq6WkT+8Ic/WM9UZZnbe+vWrePGjbN+ls1U9+6/HI88+uijb7/99pEjR/Ly8lasWOHwWsLq6upRo0aJSNu2bZ955hkvKh8YI0aMKC0traysXL9+vc0LOXLkiNrFU6dOtb8doc1KFi9eXFlZuX//fpuZqtQtCNu0aaOGB3qxublz5/br18+65MaNG9UHQ40K9M7o0aOrq6tLSkoOHjxoc/Hjzp07KyoqRCQrK8vr9QMAgABbvXq1wWCwX67X66Ojo/v169fizKfwIU93x8aNG8+dOyciqampNt9D2zh58qT6cvSqq67q06ePT2sNhAwTEEZa/GCrR7Oyst5vbtWqVc8991yXLl1UgdzcXMtT1q1bpxZWVFSoJSp06NSp05kzZyzFzp8/P2bMGEsFNmzYoJbn5+eLSFxc3ObNm61rUlBQICJ6vf748eMuXpGa42nw4ME2tS0qKpo6daolFBs8eLDNEy9fvqz6vy5duhw9elQt/O6773Jzcy2VbGho8PTlvP/++9bPda2qqio+Pl5EdDrdlClTPvvsM8tDhw8fLiwsVLPy63S6Dz74wLvKK+qSxu7du58/f77Fiqm3dPz48S3W36KhoaFTp04ikpiY+OGHH1qWHz9+vHfv3iISGxt7+PBhk9X7c+HCBZuVXL58WX3AOnXq9OWXX1qWr1q1St0B8LnnnvN0c5YPp4jMmjXLUnL37t3qEGfAgAHWdXD4Rrmo85kzZ9RNBjp06GC9+3bs2KHW37Fjxx9++MG6Jt99953NSlw8BAAAAqzF+UNTUlIWL14c7GpGCk93x4IFC9TyrKws12tW3zjqdLrKyko/vwgfs7z2YFcEGsCnBGGlxebPdYehDB482PrE3j7PUhPGi0i7du3Gjx9fUFAwduzYmJgYEVEX2YnI8uXLVeFvv/02KSlJLbzxxhvz8vJycnI6dOiglsyZM8f1K3JnzvK8vLzvv//e/rkvvfSSKqDX69PT09PT01VuMnPmTLVcJRoevRyP8iyTybR3715LSigicXFxCQkJ1i8qKSnJOrLxtPLKo48+av2GuK6bF3mWyWT69NNPLbeP7Nu3b15e3qhRo1SVRGTFihWqmItsyHolOp0uMzMzLy9P5VMikpmZ6cXmLB9ONXgqOTk5Ly8vIyNDDfrr2LHjt99+a71ah2+U6zpv3bpVvWM6nS49PT0vL2/AgAGqfGJi4t69e21qQp4FAEAos3Tr0XasDxKeeeaZYNc0InixOyxT0y5YsMDZat955x1VZsaMGQF5Hb5kedXBrgg0gE8JwkqLzZ84otPpYmJiOnXqlJOTYzNQyOQozzKZTG+99ZYlblB69+69bt06k8mkEor8/HxL4ePHj+fk5NhcV9itWzdLSOSCwzxLr9fHxsampqZOmTKlqqrKxdNnz55tXc/ExMR58+ZZ3gdL7uP+y/E0zzKZTJcuXXrppZesUy0lOTn5mWeecZiheFR5k8l05syZjIwMS0nrPeXsLfU0zzKZTN9+++1dd91lCZWUG2+80fpbL9fZkMlkOnz4sM2HIS4u7sknn7x8+bIXm7N8OL/44gvr8XQ6nW7y5Mn2+ZHDN6rFOn/55ZfZ2dnWddbr9QUFBdZhGXkWAACa4OJA6PLlywsXLrR892Y9NBt+4sXuOHXqlJpzNj4+3uabS0sBdYVE9+7d7Y8wQ5/lgDPYFYEGRJncG7ECaEJUVJT6JTAf7I8++ujUqVM6na5v377280/ZMBgMW7ZsuXjxok6nu/76611f8e5b27dvP3PmTNu2bW+44QYX03V59HK8UFNTs2vXrvr6+piYmJ49e9okaM64WXkRaWxs/Oijj3r16mXzjZZvGY3GTZs2qf3o9RtVX1+/adMmg8HQ4utyvbny8vJhw4aJyHfffZeQkHDs2LHdu3frdLohQ4a4eBO8e6MMBsP69esNBkNsbGz//v1tgjYAAKAJbdq0qaurGz9+vLM5SS1HF1OmTHn55ZcDW7uI493uWLJkSU5OjoiMHTt26dKlNk+59dZbi4uLo6Oj9+7da7l1u4YE+IQOmkaehbBC84eIYpNnBbs6AAAg1LUYoIjIr371qyNHjowYMWLVqlWBrFsE8np3qNBKRN577z3rQfqWqGv27NkPPPCAP+vuL5zQwX3e31gNAAAAABBm1LycjY2Nwa4IRJzsjrlz56prHQoKCs6ePasWnj59+v777xeR9PR0jYZZgEfIswAAAAAAIiJGo7GyslJE3LkrEfzN2e5ITEycM2eOiNTU1EyfPl0tfPDBB2tqauLj4y3zwQPhjQlQAAAApKysrL6+/sorr+zXr5+zMjU1NVu3bhWRvn37Wu5dC9/auHHjuXPnRCQ1NdX1XJMnT55Up3lXXXVVnz59AlQ/INy9+OKL9fX1IjJw4MBg1wWudse4ceOWLl26bNmyefPmFRQU1NXVLVy4UERee+219u3bB6GuQMCRZwGAVg0dOpSZBQBfufvuu0+cOJGdnb18+XJnZXbv3j169GgRWb58ueWO6fCto0ePjh8/XkSysrIsN2B16O677y4tLdXpdCpkBOA+g8FQV1dnveTgwYOHDh1atmyZykTat28/ceLEINUu4ni9O+bOnVtRUVFTUzN58mQVe+Xk5Nx+++2BqTYQdORZAAAACBV33nnne++9V1JSUlpa+q9//evOO+90WGz+/PmlpaUiUlhY6GJIHQCHioqKioqKnD0aHx9fXFzM9YYB4/XuSEhImDt37q233lpdXS0iSUlJr7zyih8rCoQY5s8CAABACPnnP/+p7tn6wAMPnDx50r5ATU3Ngw8+KCLdu3d/6qmnAlw9IFzpdLouXbo88sgj+/fv5xreoHNzd4wZM2bs2LHq97fffpsbXiOiMD4LAAAAISQxMfHVV1/Nyck5d+7c/fffv3TpUpsCBQUF586di46OXrx4sU7Ht7OAx3Jzc//5z39aL9HpdDExMfxDBUUrd8dNN920bNkyEUlLS/NH9YCQRYMFAACA0DJu3LgxY8aIyLJly4qLi60fWrJkiVrywgsvdO7cOTj1AzROr9fHNRcbG0uYFSzsDsA7/JMAAAAg5MydOzcxMVFECgoKzp49qxaePn36/vvvF5H09PQHHnggmPUDAABBRZ4FAACAkJOYmDhnzhwRqampmT59ulr44IMP1tTUxMfHv/POO0GtHQAACDLmzwIAADA7duzYokWLnD26b9++QFYG48aNW7p06bJly+bNm1dQUFBXV6duXf/aa6+1b98+2LUDAADBRJ4FAABgVlVVlZubG+xaoMncuXMrKipqamomT55cX18vIjk5Obfffnuw6wVELqPRaDQa9XpOJDWMnYjwwCcYAADALDo6uk2bNs4ebWhoqKurC2R9kJCQMHfu3FtvvbW6ulpEkpKSXnnllWBXCohoI0eObGhoKC8vD3ZF4D12IsID82cBAACYZWVlfefc8uXLg13BSDRmzJixY8eq399+++2EhITg1geIZNOmTSstLQ12LdAq7ESEDcZnAQAAIKTddNNNy5YtE5G0tLRg1wXQtgsXLnj3xNra2vz8/OLiYt/WJ8J5vTusTZo0adKkSe6UZCcizDA+CwCAsBIVFRXsKgAAwsqSJUs6d+5cXFw8fvz4YNcFXmInIvyQZwEA4EpNTU1JSUlJSYnBYHCnfFlZWUlJyfbt291Z54kTJ3xUTTMVZkVFRZFqAQB8paioKDY2dsWKFfPnzw92XeAldiLCD9cbAgDgyu7du0ePHi0iFy5ciIuLa7H83XfffeLEiezsbBdzLVnWuXz58uzsbF9V1SbDioqKMplMvlo5ACBiFRYW9ujRQ6djMISGsRMRfsizAAAIBw4HZKmFpFoAgNbo1atXsKuA1mInIvyQzgIAEA5MJpOz3IprDwPJaDS6eWkq/IodAQBAeCPPAgAgfBBpBd3IkSMzMzODXQuwIwAACHPkWQAAeOD06dOlpaVlZWU1NTXBrotjzgZqMUl8AEybNq20tDTYtQA7AgCA8Mf8WQAAuOXChQtTp0596623jEajWpKenj5nzpwuXboEt2IOmUwmZzNqMZ2WQ8ePH2+xzNChQ529e7W1tfn5+cXFxb6uF0REJk2aNGnSJHdKsiMAAIgQjM8CAMAtt9xyy7x58zp06DB27NisrCydTvfhhx/27t17z549wa6aYy6uPWSglm8tWbKkc+fOxcXF48ePD3ZdIho7AgCAyMH4LAAA3FJVVfXQQw89//zz6l7XBw4cGDJkyLFjx3Jycj777DObwseOHVu0aJGzVe3bt8+/df2RirQYqOVvRUVFsbGxK1asGDVq1IIFC4JdncjFjgAAIHKQZwEA4JbMzMwXX3zR8mfnzp2XLVuWmpr6+eefl5WV2cw8XVVVlZubG/A6Osa1h/5WWFjYo0cPFXQiiNgRAABEDvIsAADc8vDDD9ss6devX/fu3aurq999912bPCs6OrpNmzbOVtXQ0FBXV+eXWjrhbKCWWkKq1Uq9evUKdhUgwo4AACCSkGcBAOCWIUOG2C+87rrrqqurP/30U5vlWVlZy5cvd7aq8vLyYcOG+bh+bmCgFgCglegvwgA7EeGB8dgAALQsJibG4UVMahDWV199FfAaeYlJ4gEAABAGyLMAAGitn/zkJ8GuggdMJpOLVCvAlQEAAAC8QJ4FAEDLGhsbjUaj/fILFy6ISM+ePQNeo9Yi0gIAAIB2kWcBANAyo9G4c+dO++U7duwQkeTk5IDXyAecDdTi2kMAAACEOPIsAADc8sYbb9gsKS0tPXDggIjk5OQEo0a+wUAtAAAAaA55FgAAbpk3b94//vEPy5/bt2//7W9/KyLp6ekDBw707bacXd5ow2g0GgyG1m+OSeIBAACgLeRZAAC0TK/X9+7de8qUKdddd92dd96ZlpaWmppaU1OTnJy8cOFCX23l9OnTkyZN+vnPf/6zn/3soDnkxQAAIABJREFUZz/72ciRIz///HMX5UeOHJmZmemTTTNJPAAAADREH+wKAACgATqd7oMPPpg0aVJJScm+ffvUkvz8/Oeff/6KK67wySZqa2v79et38ODBsWPH3nzzzXv37p07d27v3r0rKyu7detmX37atGmlpaXp6ek+2bpiMpkcpldRUVHO0i7Y4I0KEewIAADCG4enCCuW0zA+2AD85NixY7t379bpdAMHDoyNjfXhmp944omZM2cWFhb+5S9/UUvKy8uHDRuWlZX1/vvvW5esra3Nz88vLi4WkfT09PLych9WQ3E2JovWFQAA+A8ndHAfeRbCCs0fAO1KS0vbvHnz+fPn4+LiLAt/8YtfGI3GH374wbJkyZIlU6ZMOXny5Pjx4xcsWOCnPEuItAAAQMBxQgf3cb0hELrcmbOGhh4IGxs3bmxsbIyOjrYsaWxsbGxsTEhIsC5WVFQUGxu7YsWKUaNGLViwwH/1cXHtodD4BBDzl4UT/nEQUWi+wgnNF0IQeRYQfM4HQbTmuXQ5gPZYh1l1dXX33XefwWCYMmWKdZnCwsIePXrodIG4o4tqSZhRKzDc7wuiotzqIBBqOLVHGHPYgtF8hQ2aL4Qm8iwgOKx7/db0686e23z9HDgAWrJ9+/ann356/fr1BoPh6aef/uMf/2j9aK9evQJcHyaJ9x9f9QUAEGA2/QItGIDAC8S3uwCUKCsmk1h+/MF6/dbb9cvGAPjUmTNnYmJihgwZIiKvvvqqmvc9uEwmk8PoiobFC4HsCwDAtxw2X7RgAIKCb1YRVkJz+kCrWgW3IiJWo4VD6i0C4ND+/fvT0tJqamp2796dkpJiXyAqKsp/88E7xDXOXvNhX8AFOxoVFcV/CrTKVy0YzZdGBbL5Cs0TOoQmxmcBfmTz/VUosBm0FezqAHCla9euM2bMEJE5c+YEuy5mzg4uaVJcCMG+AADcYT8aCwBCB3kW4Hs2fX9osrkUMdjVASBGo/HYsWM2C3/961+LSE1NTTBq5Jizaw+FW1k1p4m+AAAcIsYCEPqYDx7wpR9vYx/serjNUtUfa66dqgPhpbGx8ec//3lCQsKpU6esl587d05EfvnLXwapXk4xSbwLmusLAEAJqVkyAMA1xmcBvqH1L+G5CBEIrujo6MGDB9fU1MyfP9+ysL6+ftasWSLy29/+Nmg1c45J4u1pvS8AELEYkAVAcxifBbRWOH0Pr14FY7WAoPj73/+empo6efLkr776qk+fPmfOnHn++ef37dt31113paWlBbt2TjFQSwmnvgBApFFJFgBoS2QdayLsBfh2GOF99qLeS5oIIJCqq6vz8/Orq6vVn23btp0+ffqf/vQnZ+UDf39DFzVx9lDYNyOB7wu4QZhGcX9DhKAAt2A0XxrF/Q0RmsizEFYC2fxFyBdZHHwDgffNN9989tlnV155ZUpKik6npZkBnKVaYdyMBKUv4IRQo+hSEVKC8r0szZdGkWchNJFnIawEpvkL72FZ9hioBcB9kRNpBbEv4IRQo8izEDqC9b0szZdGkWchNDF/FuCZCBmWZc0yqRadCoAWqYbCPtUKs4n5IrAvABAeIu17WQBhjDwLcFeEd//q7ocSRqejAPwnjCeJj/C+AICmkcUDCCfkWYBb6P6FgVoAPOEi0hLNJuP0BQA0iiweQPjR0iyzQLBwAmPNMlALAFwzmUzOcistNiP0BQA0SjVftGAAwgx5FtACTmDsEWkBcF94RFr0BQA0iuYLQLjiekPAKQZmu8B0WgDcp+lJ4ukLAGgXYRaAMMb4LMAxBma3SL0/2hphASCItDhQi74AgHYRZgEIb+RZgAN0/+4j0gLgPheRVgi2JPQFALSLFgxA2CPPAmzR/XuKSAuA+7QySTx9AQDtogUDEAnIs4Bm6P69Q6QFwCMhHmnRFwDQLlowABGC+eCBJnT/raEirRCf1zlYPvroo6NHj+p0ulGjRjkssG3btlOnTolI796927dvb1/gyJEju3btEpHMzMyYmJiysrL6+vorr7yyX79+zjZaU1OzdetWEenbt29SUpJvXgngOyE7STx9AQDtogUDEDk4+URYsZwXefHBpvv3iaioUL9VWVC8/PLLU6dOFZFDhw517NjR5lGj0dimTZuLFy+KyJQpU15++WX7Ndx7771z586NjY39/vvvReSqq646ceJEdnb28uXLnW20vLx82LBhIrJ8+fLs7GwfvhzAt5yNyQpKY6KJviAqiinqNYkuEv4W+i0YzZdGBbL5as0JHSIN1xsCIlro/rWCCw8dSk9PV79UVlbaP7pp0yYVZolIaWmpwzVs2bJFREaOHOmfCgLBFDqTxNMXANAuWjAAkYY8C4CPEWnZ69atW2JiooiUl5fbP7p27VoRGTx4sIgcPHjwyJEjNgXq6ur27dtnKQOEn1CYJJ5TQQDaRQsGIAKRZwEcASAQhgwZIiI7duywf2jNmjUi8rvf/S45OVkcDdFSgZeIZGVl+beWQFB5GmkFfgAXAIQgDmUBRCbyLEQ6jgD8gSFa9lQUtX///vr6euvlJ0+e/Pjjj0UkPT09IyNDRMrKymyeu2HDBhFJTk7u0KFDgKoLBImzgVr20ZXlT5+0NvQFADSK5gtAxCLPQkTjCMB/iLRsqCm0jEajzSWHH374oYikpKQkJiaq6dvLysqMRqN1mW3btolIZmZm4KoLBFWLA7WcZVveoS8AoFE0XwAimT7YFQCChiMAf1ORFrcmUdq3b5+cnHzw4MHNmzePGDHCsnzlypXyY1Y1YsQInU5XX1+/fv36oUOHqgKNjY3V1dViNak8EAlMJpPDlMrnQTl9AeBXH3300dGjR3U63ahRoxwW2LZt26lTp0Skd+/e7du3ty9w5MiRXbt2iUhmZmZMTMzq1asNBoN9Mb1eHx0d3a9fv7Zt2/r0FQAAQhR5FgAEyODBgw8ePKgOyi0++OADEVEjs/R6/aBBgzZs2LBmzRpLnqWGa+n1eusUTDl27NiiRYucbU5NIQ9ol0rD3QywSM+B0LR169apU6eKyKFDhzp27GjzqNFoHDZsmLrJ75QpU15++WX7NTz77LNz586NjY39/vvvRSQ3N7eurs7FFlNSUgoLC8eNG+ez1xCqiOMBRDjyLEQojgACgyFa1jIzM19//fWKigqj0ajT6URk+/bttbW1MTExarZ4ERk+fPiGDRvWrl37/PPPqyVbt24VkQEDBuj1ti12VVVVbm5uAF8BEATOBmrZ86K1oS8A/M0yuLiystI+z9q0aZMKs0SktLTUYZ61ZcsWERk5cqT1Qp1OZ98tNjY2isiePXtycnIOHjz4xz/+0RevIETRfAEA82chEnEEEEhMpGWRkZGh0+kMBsPOnTvVEjX1e2Zmpoq3RGTw4MEismfPnhMnTqglKs9SU8XbiI6OTnAuLi4uAC8KCABnk8Tb86i1oS8AAqBbt26JiYkiYjN9pKJu4Kv6voMHDx45csSmQF1dnRpurMpY5OXlNdi5fPnywoUL1eZmzJjx+eef++c1AQBCAnkWAARIXFxc7969RWTHjh1qiTqOt86qevXqlZCQID/OE28wGCorK0XEcvmhtaysrO+cW758uf9fExA4/oi0AASAGoNs6fusrVmzRkR+97vfJScni0hpaalNAdVRyo+3CXZNp9Pdcccd7777rogYjcbXXnutdRUPXcTxACDkWYhAHAEEHkO0LNQxvbp0ora2VmVVNhO9q+hKHdOvXbvWaDTGx8f36tUrCNUFQon7zYg7JekLgIBRUdT+/fvr6+utl588efLjjz8WkfT0dPXVjhq2bG3Dhg0ikpyc3KFDBzc3N3ToUFX4q6++anXdQxHNFwAo5FmILBwBBAuRlqLyLHXNhUqsOnXq1LlzZ+sy6g5QmzZtEpFt27aJyE033RT4qgIhxdMGxHV5+gIgkNTXNkaj0eaSQzUSOSUlJTExUd0XRd0CxbqM6gfVXYDdp0Z7qem0AADhijwLAAJnyJAher3+3Llz33zzjbqGwj6rUsf9x44dq6mpqaqqEhH7OxsCAKAV7du3VwHT5s2brZevXLlSfsyqRowYodPp6uvr169fbynQ2NhYXV0tdgOZXTMajWr4c1jOI0kcDwAW5FmIIBwBBBdDtEREp9NZphFRR9v2eVa7du26d+8uIps3b1aH9R4dxwPhx7umw9mz6AuAwFOzue/atct64QcffCAiamSWXq8fNGiQ/DijlqKGa+n1eo++13nxxRfVhY0DBw70Rd0BACGKPAsAAsoyPdbnn3+u1+sdTnCrphEpKioyGAwpKSlJSUmBriUQSty/v6ENMnQgRKhBWBUVFZbLCbdv315bWxsTE6O+5hGR4cOHi9UE8PLjHX4HDBig1+ttVmgwGOqaq66uLikpufPOOx999FERad++/cSJE/3/ygKKOB4ArJFnIVJwBBAKGKIlIur754ULF4rIgAEDoqOj7cuoL6tLSkpEJC0tzX+VMRqNBoOh9WWAAPAu1bJpc+gLgKDIyMjQ6XQGg2Hnzp1qiZr6PTMzU6czn4+oMVx79uw5ceKEWqLyLOu7AFsUFRW1ae76668fPXq06l7j4+OLi4vD7HpDmi8AsEGeBQAB1adPn7i4OJUQOTxGlx+n2VJl1PfVfjJy5MgWJ9l1pwwQMKYfuf8UYnQg6OLi4nr37i0iO3bsUEvUOCzrfrBXr14JCQny4zzxBoNBXZivxjW7Q6fTdenS5ZFHHtm/f3+fPn18+goAACGHPAsRgW+0QgdDtETk5ptvVr84y4l0Op26DlGv1zvLvFpv2rRp6h6LrSwDBIVHqZZqdugLgCBS1xVu2bJFRGpra1VWZTNBpOWSfBFZu3at0WiMj4/v1auX/dpyc3MvNPf9999funTps88+e/7558PvOn2aLwCwZ3stOgDA3xYtWrRo0SLXZVasWOHi0ePHj7e4laFDhzo726+trc3Pzy8uLnbxdHfKAEFn+ZC3GJSTpAPBNWTIkFmzZpWXl8uPiVWnTp06d+5sXWbUqFGLFy/etGmTiGzbtk0c3TVF0ev1YXY5IQDAU4zPQvjjG61QwxCt4FqyZEnnzp2Li4vHjx/fmjJASHFnuBZ9ARBE6lL6c+fOffPNN+piQ/usSg3XOnbsWE1NTVVVlYh4dGdDAEBEIc8CgMhSVFQUGxu7YsWK+fPnt6YMEIK8mF0LQGDodDp1yeGOHTvUxYb2eVa7du26d+8uIps3b16/fr3YXZAYmfhqFgAc4npDhDmOAEKTGqLFOWdQFBYW9ujRw3I/Ka/LAKFMNS/WQ0Fpb4CgGzp06Nq1a0tLSz///HO9Xq9mirSRkZFRXV1dVFRkMBhSUlLCbyYsAICvcK4CAJGlV69eLQZV7pQBQh/DtYCQMmjQIBFZuHChiAwYMCA6Otq+zLBhw0SkpKRERNLS0vxRDaPRqO4g3MoygcFXswDgDKcrAIKDWbQABAZng0CI6NOnT1xcnMqJnN29V02zpcoMHz7cH9UYOXKks/sLe1QGABBc5FkIZ5zDAAAAhI6bb75Z/eIsLdLpdOo6RL1e7yzzao1p06apuyu2sgwAIOiYPwsAAABAICxatGjRokWuy6xYscLFoxcuXPBu07W1tfn5+cXFxa0sE0h8NQsALjA+C2GLI4DQxyWHAPyNvgCAiCxZsqRz587FxcXjx49vTRkAQOggzwIAAAAQzoqKimJjY1esWDF//vzWlAEAhA6uNwQAAAAQzgoLC3v06OH61r3ulAkkhpcCgGvkWQAAAADCWa9evXxSBgAQOkLl+wfAt/hGSyuYQguA/9AXAAAAhCvGZwFA5DK5ca7vThkAAOBDxPEA0CLGZwEAAAAAAEBLyLMAAAAAAACgJVxviPCkrRHaa9fKxYsiIkOHSlyc02J79shXX4mIDBkibdsGqG4BoKbQ4qI2AL7F1ToAAABhjPFZQPAdPiyjR8vo0TJ1qtMy33wjgwbJ6NGycGFYhVkAAAAAAHiKPAsIvkmTJDtbRGTePFm50kGBxkYZNUrOnZNOnWTevADXDgAAAIHD8FIAcAfXGwIh4Y03ZMcOOXFCJk2SvXulXbtmj95/v+zZIzqdvPsug7MAwC8++kiOHm3tSrp0kS5dfFEbAHAbzReAyMScNQgrUVFR6hctfq43bpTBg0VE0tOlvLxp+bvvSl6eiMhLL8m0acGpm79FRQltEQDf8nSAw8iRsnp1azc6caK88UZrV9KiqChNdnOgs4ObaL4QagLZfFmd0PFZQQu43hBhSKNNX1qaPPKIiMiHH8rLL5sXHjgg99wjIjJqVNiGWfLjlPDBrgWA8OHF1Tp/+EOzP1etkoYGxz/ffy8XLsjevfL++zJ7tqSmNj3r7FkfVB4APELzBSAyMT4LYUVlItr9UBuN0rOnVFdLdLR88okkJ8v118v+/dKhg+zeLVdcEez6+RPfWgPwIe9mn/njH2XWLPPvSUmyd68kJLj1xLVrJSdHzp2T7t3lk0883q6nWjPA4eRJWbdONm6U+nrR6eS//kv69JERI0RvNwVFTY1s3SoiMmCAu+9DELlf25MnpbJSRGTUKNEF9otdejq4yYsWjOarlQwGeftt2bJFDAZp00amT5drrvHBasMG47MQmsizEFa0nmeJyIEDcv31cvGidO8uQ4fKCy+ITidbt0q/fsGumZ9xlA9EsqgoHx+QeJdnGY3ym9/Ivn3mP8eOlaVL3X2uumY8JkZ++MHj7XrKuxPCs2dl2jRZsECMRtuHEhJkxgx58MFmC8vLZdgwEZGKChk40Nu6Bor7tS0tlZtvFhFpaJDo6EDUzYKeDm7yogWj+WqNxkZJSzMn3cr770tWluzcKZWVrV15eCDPQmjiekMgtHTuLC+9JCJSXS0vvCAi8txz4R9mAUCUlWDVQaeTpUubMo5ly2T+fHefm5YmeXlSXy+NjX6qXatcvChpafLOO2I0Srt2Mnas3HWX5OVJerro9XL6tEydKr/7XbBrCcBbNF+t8dZb5jDrxhvlvvtk4kTp31+eekr69pW9e33yIgD4BXkWEHLuuUdGjTL/PmiQPPxwUGsDAH5mH2AFMdvq0kWefbbpz9//Xo4ccfe5BQUiItXVvq9V6/31r7Jnj4jICy/It9/K0qXy9tvyr39JebkcPmy+G8nrr0tZWdNTrr1W3nlH3nlH/vu/g1Nnj2irtogEXrdj3g0vFZqvMtercUWFWZ07y5Yt8sor8sYb0ratVFX5ovYA/Ik8Cwg5RqOcPGn+ff/+pt8BIAIFPtt6+GEZNMj8e12d5Oa6+8T+/SUmRo4f91O9WkXdtiw318F3JElJsnKlJCaKiPztb82WT5ggEyZIu3aBqmUraKu2iDQBa8dovrxTXy8i0rWr92sAEBTkWUDImT5dduwwT1JbUyMTJgS7QgAQGgJ2TrhggcTHm3/fulX++ld3n5iWJrW1fqpUq5w4ISKSmen40bg4ue02EZGNG91d4VdfyerVUlbm7j3R6uqkrExWr5aDB20f2rJFVq+WbdtcPb2x0fz09evFYHC3ksqBA+aqhua1VIg0/m7HaL5stKb1cK2VzZpaw9q1snq1lJbK/v2+rBsQKUxAGPnxU63hn/ffN/9vFhbKlCnm3194IfgV8/cPzREAHx7MtL4vWLiwaf06neze7daznntOXnopMA2mZz9qVp3cXKcFDh+WNWvk0KGmJevWmV9+RUWzklu3SkpKszdn8mS5cMG8iXXrmj09Lk4uXZJHHml2A7JBg+Tbb8VkkuXLpX37puXt28uaNbYV+/JLyclpdiNCvV4mTzavwXVtN29uVtWYGHn66aZ+tqHB73vK0Y5DRGhNO0bzZfPjRfOlftxpPbKyHOyL9HTbJdHRYvJds2YyyapV0qOH7VaSkuTvf296USqX7NJFLl9u9twNG8zlp0zx+/5qvuMC/e8TsC1Cu/iUIKz82PZp9efoUfPNlbt2lYYG+f57SU42d6JuHoto9wcAfMLSHbS+XRo7tmm1XbrIDz8Ev6m0NJiePiU/3/xCpk6V48fdeorDhOj9980nhzExkp0tY8eaz9xSU82ndvZ5lhpV0a6dZGU1Xc6TmioLFoiIREdLZqakppqXx8Q0OyndulXathUR0elk0CDJyZEBA8wlExPliy9c1XbVKnNVY2NlzBgZO9Z8UZKlDkHJswB3tP7DFuHNl8nt1iMvT5KSJCZGRCQmRpKSJClJxoyxXdixo5h81KyZTOZbP4mYt5WTI5mZTenYrFnmYpZccsaMpueeOWNudXv0kEuXArzjAnpCF8gtQrv4lCCs+OogIFg/qqONjpZPPzUvqaoyH46H1LGIP34AwFdUd9D6dunMGUlKalrt/fcHv6m0NJiePuXwYXOaIyI6naSmyqOPyqpVrk6H7BOi774zjxe48UY5dcq88PJl80zSik2epcyc2TS+4JFHzAv1esnJkQsXzMs//NDc31nO3M6cMde5Y0f57LOmiu3YYZ4kKzm5abU2tT1zxlzV1NSmqjY0SE5OU63IsxCyWv9hi/Dmy6PWw2QytwzZ2c1WooZuTZzYtKT1zZrJJIcOmRdOnNisDsePm6Oxdu2aFublmV/13r3mJWPGiIi0betgPJr/d1xAT+gCuUVoF58ShBVfHQQE5efJJ81t96uvNls+c6Z5uXWHGn4/AOArqjvwSdO0Zk2zNX/4YfBbS5NXJ4Qmkxw+3DQ8wUKnkwEDZNasptDH8mOfZz39tIhI27by3Xe2hS1rts+zRo1qVvLCBfO5XIcOtqej6uxxzJhmm9Prm43DUj/qZmRi1WPa1PaZZ0REYmJsX9fly4zPggb45PMWyc2XR62HyfM8y+tmzWSS554TEYmPd/BFtRreJdK0kvPnpUMHEZGUFDGZ5K23zAUWLgzKjgvoCV0gtwjtYj54ICRs3GjuekeNknvvbfbQn/5kHrE8b56sXBmEugFAxMrIkPvvb/rzzjvdnf48BHXoIJs2SVWVPPSQdOtmXmg0yubN8vjj8l//Jc8+28Ia3ntPROS228yXxlt76CGnz7rrrmZ/xsWZr+IZOrTZ7DMicsUVItI0a7vaXHa2dO5su85+/cw3cXPWLZaViYjcckvTsA5Fp2u2QwMmKkoCdX9OwCySm6/WtB7u8LpZE5GHH5ZDh2TdOvNTrP3Hf5h/UfdbFJG2beXdd0VE9uyRBx+UBx4QEZk4Ue64w/vKA+GEPAsIvpoaGTdORCQpSd5800GBxYslLk5E5K675ORJxysxGn1805ZA4igfgE+oL+t8u87nn286IzpxQqqqfLv6QOvVS158UfbulfPn5b33ZOJE81QsjY1SWCh/+IPTJxqNsm+fiMjQoQ4ezchw+kTLrdYs1ECG3/zG8XKj0fyn2txNNzle7Q03iIhs2eL40R07RKRp/hpr113ntKr+4+tPJeCWiG2+WtN6uMPrZk0t6dhRevUy/9nYKNXVsmSJPPyw4xa4f395/HERkdmzpa5OunaVOXO8rzkQZvQtFwHgZ7m5UlMjIvKvfzn40ltEOnSQV16Ru+6Sc+ckJ8fxDYlHjpSGBikv92tN/cVkchxp+fy8FEAo8/ru9X5tK2JiZPFi6dlTjEZ59FFXwY22tG0rY8aYp2JZuVIKCuTECXnuOcnPly5dHJSvrzefktmPKRCR2FinG/qf/3G8/Be/cFU9y+YsAxZsqLP0ixcdPGQwmEdDqIlybHTv7mq7gUQfF8Y8bc2sPwxet4T2IrP5ak3r4SbvmjVrb78tS5fKpk1SV9dy4b/8Rd57Tw4cEBF5+WXHjTAQmRifBQTZn/8sH34oIvL44zJkiNNiEyaYb1VTUSF//avto9OmSWmp36oYPD48pAMQsqJ+5NGzrGdP8FPFLAwGiY2VnBz53//196b84qOPZOVKV4MRRo1q+jqkpKSFtVkPNHBHdLRn5f1NF6SDX8KriOJOuxSYRozmyx9a06xdvCgDB0p+vpSWSl2d+W6JBQVSVNR0Q0Mb27ebwywRefFF7zcNhB/GZwFB9sQT8sQTbpVcutTBwtpayc+X4mLfVio4TCaT/QltVFQU32ADUILSGhw7JiNGyPXXy7/+FfiN+8Yzz0hJiaSmyrZtTst07Srx8XLunBw86LhAbKzo9WIwyLFjDh49ccI3VbWIiRGdToxGOXPGcYG9e821sqfXS3S0NDY6rtXhw76rZevQwUWgAO/xyGy+WtN6BMDjj8vmzSIiTz4p997bbBjp6tUOytfVyZ13ioj06CEffyxlZfLKK/L73wekrkDIY3wWoGFLlkjnzlJcLOPHB7sqPuLwOI9RWkB4c32CF8hxWPbOnpWMDLniClmxwnaWX4feeEPeftvvtfLUtdeKiFRWNn3Db89oNM9AfPXVTsuo+4utXevgoQ8+aE0FHUtJERHbe7RZ7NolItK/v+NH1cxZDk+AP/7YB3UD3BesRiySm6/WtB7+pqbKzcmRp56yvSba4bcFU6bI119L27aycqVMnSoi8sgjrt4NIKKQZwEaVlQksbGyYoXMnx/sqvgOkRaA4GZYFo2NcsstUlMj5eXme1S16P33Q/EOYr/9rfkiO8t0jfaeesp8Qpid7Wo9IrJ6tezc2Wx5XZ3MmuWTmjYzerSISEmJgyFjO3dKRYWISFaW4+feequISHGxfPWV7UPBnUrZ5iNN7xbGvG7ETCZT6z8XEd58tab18Dc1YZb9TjEaZe5c8++XLpl/KSmRt94SEfnb36R9e3nmGenUSerrJSfH40u/gbBEngVoWGGhHDwoo0YFux6+RqQFRKAQybCs5eXJJ59Iaan5Flru2LHDg8IBk5xsvm3Wxx/LtdfKs8+ab/4lIkajlJfL6NEyc6aISG6udOvmdD0TJpgnU7/pJnnzTfPZ1PbtMmiQ06sUW+OBByQxUQwGGTJEPv+8afnOneaOr2NHmTzZ8XPvuUc6dhSjUYYPlyNHzAuNRvnWngHKAAAgAElEQVT976Wy0vdVBUJNhDdfrWk9LNQkWbt2SW2t+RYTPqFmo1+zpll6WFsrt90m1dXmP3fvFhE5eVImTRIRyciQu+8WEYmNNY+hq652d7oSILyRZwEa1qtX0Oa19TciLSCihE6GZTF9uhQXy3vvNd1VvUUHDsiJEw7u4x4Knn1WCgpERGpqpLBQrrtOfvIT+dnP5Cc/kWHDzJMoZ2TIG2+0sJ7Vq6VjRzl3TiZOlJ/+VH76U0lNlY8/bhrp4MPZ36+4QkpKJC5OjhyRa6+VoUPlzjtl4EDp21dOnpTERFm92ul9vqKjZdkyiY+XAwfkmmvkllvk9tvlV7+SV18N/pdADNGCv9F8tab1sFDBU3W1/PKX8rOf+SzSevppEZGvv5b/+R+ZMEHuvVduu03atZPiYrnvPnOZc+dERCZMkNOnpW1b8yWKysCB5nfjmWdczSkGRIgwPRUGoH1EWgCC5R//kBdekNdf9+z29upr8549/VOnVnvtNdmwQbKyzDPpGI1Np2fdusm8ebJmTcsTJLdvL3v2yIwZ0qWL6HSi10tGhmzYINOmmQtceaUv63zDDbJ7t/kaog8/lIULZfNm0euloED27nU1lExEevWSqirJzBSDQVaulMWL5cQJue++UJwhCPAhmi+lNa2H8thjzd7D7dt981puv13eeksSE+XkSVmwQObOlWXL5LrrZN06eeUV6d1bRGTlSvnHP8yTFb74ou24ueefl44dRUTuuMN89SIQsbivCsKKJeyIwM91VJSkpzfdsVhboqKcjs5wGGDRcAFoUVRUlHdNxerVMnKkzJghf/6zB886ckS6dJH6erl82ZuNeiQqqlXdnNEoe/bI0aNiMEhMjPTuLQkJra2SetNEpKHBl0O0LAwGWb9eDAaJjZX+/d2a3Nri5EnZtUt0Ounb192JhPzEurOz6d3o12CN5guhxsWxuh+2ZTmh47OCFnhyOAAAAWcymewjLe5xDsBPtm2T226Tu+7y7Gzw2DHJyJCLF30QDAWATifdu5tnwvLIX/4i+/bJ4MFyzz22D6kZbeLj/RJmiZgHgnmnXbugTfwMBFIkNF8AYI3rDQGEOi48BBAY33wj2dly440tTyOlGI2yaZNMny6dO5unHO7b168VDDKjURYvlsJC25ugnTghf/+7iMhttwWlXprELFrwLZovABGI8VkANIBRWgD8raZGBg+WmhrZtUt+9SunxYxGMRjk8mVpbJSLF20f/eUv/VrHIMvPl+efl9OnpWdP+f3v5f/9PzEapbpaXn1VamokMVGefDLYVdQyOjVYqMMe9z8ONF8AIhN5FgBtINIC4Fd/+IN8/bWIyLlz5ntLeSEx0Yc1CjkdOsiqVXLHHfL11/LII80eSkmR996znbQYrjns1wAv0HwBiEycCiKsWB8XRtpHW7vzwXs0wSTTwwNwn9dzKoe44E6orG4XWFZmvq9Whw5y000yZEjQ6qMh9v2dfadGjwaF5gshhfngEZrIsxBWyLPCPs8SIi0AbuOEECHFYX/HjQ7hEM0XQgp5FkIT1xsCYSJyGnwuPAQAhCu6MwAA3MT9DQFoD3c8BACEB9IrOGQymTiuAQDXyLMQnjgI0AqvRy8TaQFoEX0BtIi+DAAAd5BnAdAqIi0AQBhgiBYAAF4gzwKgYURaAIDwQ0cGYYQpALSEPAuAthFpAQC0jiFaAAB4ijwLYYsvtUKfr279S6QFwBn6AmiFTV9GLwYAgGvkWQDCAZEWAAAIMyTyAOACeRbCGQcBocxXg7MsiLQAOERfAK1giBYAAO4jzwIQPoi0AAAAACASkGcBCCtEWgAA7WKIFmwwwhQAnCHPQpjjICA0+fxiQ2tEWgBs0BcAAACEGfIsAGGISAsAoFEM0YINEnkAcIg8C+GPg4BQ49fBWRZEWgCs0RdAu+i8AACwR54FIGwRaQEAtCgA3/pAW0jkAcAeeRYiAgcBoSMwg7MsiLQAWNAXQLvouQAAsEGeBSDMEWkBADSHIVqwQSIPADbIsxApOAgIBQEenGVBpAVAoS+AdtFtAQBgjTwLQEQg0gIAaAtDtGCDRB4ArJFnIYJwEBBcwRqcZUGkBUDoC6Bl9FkAAFiQZwGIIERaAAANYYgWbJDIA4AFeRYiCwcBwRL0wVkWRFoA6AugXXRYAAAo5FmIOJzGBF7ohFkKkRYA+gJoRUh1oAgFNF8AoJBnAYhERFoAAK2w6bPorUCkBQBCnoXIxEFAIIXa4CwLIi0gwtEXAAAAaBd5FiIUpzGBEbJhlkKkBUQ4+gJoBUO0YIPmCwDIswBENCItAACgRURaACIceRYiFwcB/hbig7MsiLSASEZfAK1giBbs0YIBiGTkWYhoHAT4j1bCLIVIC4hk9AUAAACaQ56FSMdpjD9oK8xSiLSASEZfAE1giBbs0XwBiFjkWQDHAT6mxTBLIdICIhl9AbSITgpC8wUgUpFnAUATIi0AQCjT6DdG8DciLQARiDwLEOEgwHe0OzjLgkgLiFj0BdAieigotGAAIg15FmDGQUDrhUGYpRBpARGLvgChLzy6WvgDLRiAiEKeBTThIKA1wibMUoi0gEjG/zq0he4JFhzNAogc5FlAMxwEeCfMwiyFSAuIKFE/+vHP4FYHcCX8+lz4hKURowUDEAnIswBbRFqeCsswSyHSAiKBdYxlQV8AbaFvgs1ngE8EgLBHngU4oE5jOA5okXqXwjXMUoi0gPDm4t+ZvgChLLw7X3iKUB5ABCLPAhwzmUwcB7imkqxIOJ4m0gLCksNhWYrlv56+ABpCxxSxXDRlfCgAhDHyLMAVjgOcCfthWTaItIBw4iLJcoi+AKEpojpiOOO6NaP5AhDGyLOAFnAcYC/SwiyFSAsIDy3+2zr8Z6cvQGiy+bjSK0Uad/Y4l04DCFfkWUDLOA6wiIQJs1wg0gI0zdNhWTboCwBohc0RC5dOAwhL5FmAWzgOkEiaMMsFIi1Ai9xPslw3cfQFCEEM0YpYnu5rmi8AYYY8C/BAJB8HRPKwLBtEWoC2uP/v6WYrF8l9AYAQ4d2BB+NMAYQT8izAMxF4HBDh1xg6RKQFaEIrLzB0IQL7AoQyhmhFmlZeOk0oDyA86INdAUB71FGjOpII75BHHeuQZDlkMpnsjyajoqJ4u4BQ4MXJnqf/vJHTFwAIKd7d1MK+DM0XAK1jfBbgpf/P3v3HRVXn+wN/cXaakMg0l1yXJW5eLus1xN+KKYgKSAgIeZU0o8yfaUlqWWmlmdfUtNUybVPRSAUrBVlCJER+iaL5G8nl8nVV1ghZkkVycZo98/3j0DgOwzDA/Dgz83o+/MP5nDPnvGeAc+a85vP5HIf/douzZbWKvbSI5Mmaf4YOfy4ge8EuWk7CjD9Z7eGLvyxEZKfYP4uoQxzy2y12yzIde2k1V12Nb7/V5OW5NDZCEPCHP2DIEERGQtHshFNTg6NHASAwEN26Wb/StjG92upqHDsGANHREAx9bTRvHtzdsWZN08OsLDQ24ne/0wQEtHhJod370KHo0QMAqqqwYAGiozVTpvBC5K52X+l18G/WIc8FZO+c/GTkkCwRU7KrKRHZL+ZZRB3lSJ8DmGS1AyMtrZs3sWABvvgCoqj/hnTrhrffRkLCPY3nziE2FgDy8zVBQXIPZUyv9tSppjXv3IFSqb905Ups3oy9ezVA00ZeeAFVVYiJcUlNbX3vqamIiQGAHj3wyy+YNs1lwAD06tXeV+VYbBVm6W7EMc4FZKcMno/IYVj0h8sjGBHZI+ZZROah+zkA9vZRQPsByQkjGLNgpAXg9m0EB+P8eQDo3h2BgXjgAajV+PFH5OejthavvIKLF/HZZ7Yu1KYuXcKyZRg6FJMmmeGyZM0apKXh+edx/HjHN+YIDP4lWvkK367PBeR4nO1M5MDMfp9WI89lqkVE9oJ5FpE5aT9D2MtHAXbIMhdGWqtXN4VZ69Zh0aJ7FlVV4ZlncOQItm7FU08hPLyp/fHH8fnnGgB//KMddCgwS7UJCRBFrF17t3NWR/j4YPp0bN2KxES88ELHt+do9KIl46tZYtewn3MBOQx20XJIVv6ZMtUiInvhRNda5Ax0vhKXxS+2bL+iZ4csCzH4idNJ3uTf/x5VVZg8GXv2GFja0ICePVFTg7AwHDpk9eKsKzMT48YBzcYbFhVpAgNd+vXDmTP3rC+9dTExMDLeMCcHoaGAznhDSXk5/vhHeHnhyhXDc3U5oV+vwUwKs2CVv1CznwtcXGR3WiFTSDdasfxeDPRStPROyaLalGeZ98fNwxdJrHP4+nVf8rqgIzlj/ywiC9L7ih62DrYYY1maM/fSqqoCgPBwwz2P3N0xcSI2b0ZenqkbvHwZZWVQKDB0KLp2bX39hgYUFUGtRq9e8PG5Z1FRkaauzuXhhzVPPNHiJYFKhdxcqNVwc9MEBbk0n73eiPJylJdDocDo0QYmzNJavtwFwJw5bdhyq3x9MXIk8vORmIgZM8y5ZfvV/MCru0iv0Tp/m3I7F5BjYxctB2PbnyYPX0QkZ8yziKzBtp8GGGNZk9NGWkolVCpkZbnExxte4Y03MH48/vjHuy3aPkd6M6wXF2tefNFFGr0IQBAwfTo+/BDdukGlwrffIiTk7tPd3XHzJt58Exs2QK1uesrIkdi7F927Iy0NL72E69eljbt4eiIxEWFh9xR2+TKWLMFXX0EUpQYXhQLTpuG999C9eyvVFhVp5s27W6qrK958E4MGGXj5FRU4fBiCgEmTjLyL7REXh/x8bNlyN8/KzdXs2dP69c8rr8DPz8zFyId8wiyDe+SVIVmTM5yDHFVbwyzL/aANflWg0eh+yLTQnomIWsQ8i8iqWuo4YN4PAXoffvgp1sqcM9J65hns2IHkZHTvjsWL0aOH/gpeXvDyan07mZmIinIRRbi6IjwcCgWOHcPWrSgt1eZN+qKikJWF7t0xcCCuXEFZGfLzERuLuXM1zz7rolQiPBz//CeOHcP16xg/Hpcuwdu76bnFxZonn3Spr4cgYORI/O53+OEHFBZi61akpaGoCL6+LZaakYHx411EEW5uCA+HICA/H8uWoXdvAyvv2gUAw4eb1NesTSIjMXcuTp/GpUtNNzr8/nuX7dtbf+JTTzlsnmXzWeFbZZ1zATktuf3CU/vI81Cm+2FGtxgOJCQi62OeRWQbetFGS59OjH8yaOkjjWPnJnbBCSOtd99FRgZqarBhAz76CEOHIjAQgYFNmZSJamvxzDMQRQwfjtRUeHgAgChi3jx8+qnhpzQ0ICsL772HJUuaJpB67TWsW4djx3DypEtcHLZtg7s7AOTmakJDXRobsX07VqwAgJs3ERPjUl8Pb29kZTWFQQBOnNBER7tUV2PcOPz1r4bnpbp5E88+C1HEsGE4cKCpVJUK8fHYu9fA+llZADB4cIuv/fp1pKS0+OtRWtriBYyXF7p3R3U1Dh5segl//COefbbFHWn94Q+tr2OPTJw8SCZ/jGY5FxA1p3cacuwTkKPS+yHKIcwyruXPpdatg4icBvMsIllo6VOm8Q8u/GwqZ84WaXl54dQpPPMMCgshijh2DMeOYe1aCAKGD0dEBKZPbwp9jPjkE9TVoXNnHDiAbt2aGgUBW7bg4kUUFhp+VnQ03nrr7sNly/DhhxBF9OiBXbvupmmjR7uEhyMzExcvNrV8/DFqaqBQIDv7nn5YQ4a4pKVphg1zqajAn/+MF180sNMtW1BXB1fXu2EWAKUSe/bgwgWUld2zsiji5EkAGDy4xTsbnjyJyZPbeaEybBjS0lBS0vQwJKRpSKYTainMkvlFoJbp5wI7eUFE1CHazxIt5fJyO7gZrFOvSJmVTER2jHkWkaw5avbhJJww0ioowHffaZKTXbKzUVoKAKKIwkIUFmLZMixbhiVLjG1h3z4AmDjxbpiltXBhi3nWc8/d89DdHa6uuH0bISH6XcOksX4q1T27i4kxMKgwIMBFmmc9Pd1wniX1txo/Xj+kEwS89BLmzr2nsaysabDkb3/b4qd4pRIPPtjSQty5g4aGFpdKb9eFCy2u4CRMv62b3f0N2l3BJAfsouUYjNzjoqU15Ua2hRGRvWOeRURkQc4WaQEYNMhFmhC9vh45OcjMRFYWrl+HSoWlS/HPf2LNGsNPFMWmCCwkxEAnJr1J3HV16aK/vjRCsG9f/TWldu08XNLuxo41vNknnkB+PoqKDC+VOkMNG2ZgUZ8++vVcvqxdZHhrACIikJra4lLtbPQGSZvV7sU5OXCYRUTUnM07Z8mtaxgROSHmWUREluWEkZakc2c89RSeegoA0tMxZw6qqrB2LaZNuztTla7GxqakydXVwEdkN7cWd/Tf/234I/UDDxgrT7u7hx82vIKvrwZwuX3bwCK1uqmTV/fuBqK3fv30Wxobm1Yz+2Twkoce0gAujY1ND7Oy8Oc/t/6spUs1gwY5yNVIq2GWfY06JDIXdtFyGDx8ERE1xzyLiMjiHD7S+u47zQ8/uDz8sGbECMMfuKOj4eODxx8HgLQ0vPGGsa21dB/DliiVbVvf0gzOH2+FPWr3+//+H9LSWn/WzJkOcnXEnllE5GxkezRzpM82RCR/zLOIiKzBsSOt//1fl7Q0DBvmUlzc4jq9e6NLF9TVoaLC8ApublAooFbj+nUDS6uqzFOqlqsrBAGiiJ9+MrzChQsuaKFfmEIBpRIqFaqqDERC167pt7i5Na1265aBqcE67uZNFwCurk0PR43Cpk2tP0uKF+2d6WEWkXNiFy0HYErnLP5YicgJMc8iIrISB460Hn8caWk4dgzl5QbmVpeIIqQBcf/xHy1uJzAQR44gOxsvv6y/6OBB85Sqy98fZ8/i0CHMmGFg6alTADBihOHnDhuG/HwUF2PBAv1Fp0/rD0Ls2bPpP2fOWOTOg9JM8Nq99O6N3r3NvxcZYphFRE5Ie6Azfap4s+P4RyKSA6sPiiAicmKm3MfaHj3/fNNgt8mTUVNjeJ3ly5vyrJgYI9vRAMjIwIkT97xRDQ14/31zFXtXbCwApKUZ6DJ24oQmPx8AIiIMP3fCBADYv9/ALOybNun/QHv1anp//vEPi6QttbWA0cnmHRLDLCIT6f1pOMBJx6no/bwMHuh49CMi58Q8i4jIqhwy0vLxweuvA8Dp03j8caxa1XTrQACiiJwcxMbivfcAYPJk+Pm1uJ34eJd+/QBg7FiXxMSmibSOH9eMHNniKMWOePlleHhArcbo0bh06W77iROa6GgXAN7emDnT8HNnz4a3N0QRTz6JysqmRlHEvHk4dkx/ZUFouhNifr5FftCFhQAQGGiJbcsUwyyijrD3kw7JGX+7iMhqmGcREVmbQ0Zaq1ZhzhwAqKnB0qXo0we/+Q3uvx+/+Q1CQ5umJw8Lw7ZtrWwnIwPe3qirw/TpuO8+3Hcfhg1zOX36bj8ppdJssUXXrkhL07i7o7ISjz+OkBBMnYqgIAwd6lJdDQ8PZGTcnZRKj1KJr7/WdOmC8nL07Inx4/H003j0UWzejOhoA+uHhQHA8ePmqv2u8vKm/lljx5p/4/LEMIuorfg3YqdM6ZxFROS0mGcREdmAQ0ZaW7bgyBFNRAQUCgAQRahUTYv8/LB9Ow4dMjy9ui5PT5w/j7ffbhqjp1AgLAxHjmi001T97nfmfJeeeMLl3LmmIZCHD2P3bhQWQqHAnDm4cMFYVzIAgwa5nDyJ8HCo1UhPx969qKrC3LnYudPAylOmAMDZs+af2P6bbwBg6NC782c5NoZZRGZh72ccsiH+8hCRTDjCPMREWtrzK3+xyS4Y/EToAL+9oojz5/H3v0OthqsrBg82w039MjIQFQUAd+5Aqex4jfrUauTmQq2Gm5tmxAgXRVtul1JdjVOnIAgYOhRdu7a4WkgIDh/GunVYtKjj9d4VEICSEnz+uSY+3vEvMBhmtcknn3ySmZkJ4PXXXw8KCrJ1OY5G+/YuXbr0iSeesHU5JmFnH/si259Xq3mWfEole8QLOjId8yxyKDz8kd1x1EirfVauRGkpRo3C7Nn6i1avxptvoksX3Lxpi8rMoaBAM3Kki59f0+0IzaKsDI8/Di8vXLnSNOW8A7OXMKu4uPjGjRu6LYMHD/b09Dx79uyVK1d02318fPyMdwLsmHnz5o0cOTImJkahUAiGfj/kU6o86zFOrVaLorhlyxZvb+8YI/e5kBN7+SMiif3mWZBTtWR3eEFHpnP0D79ERPLmkAMP200UsXcvli7VD62qqrBhAwBMnGiTuswjKMglMBClpcjNNdvnM+lteecdhlkyolKp6urqJk+eHBsbe/r06YaGBqn99u3b9fX1S5cujY2NPXToUH19vdISXQ3vpVQqlUqlwTBLbqXKsJ6Kiorg4OC8vDyDSxUKhVKpVLSpM6etyfavhpqTbZhFRCQf7J9FDoVxPtkp9tKSVFaid280NOCxxzBvHv7rvyCKOHsWmzejpgYeHjhzBp6etq6yA86fR9++GDrUPBPDX72Knj3h54dz58ywNTmzozBLolarO3Xq1KtXrwvNOuP98Y9/vHz58p07d1rKmMxo3rx5oaGhxrsOyaRUWdVTXl6+fPnyGzduNDQ0lJSUfPvttyEhIS2t/Mknn3h6etpL/yzY4V+Tc7KLHxM/upCF8IKOTGdP3ykRETkqjUbT/HOhi4vTfeXg5YW//EUzZYrL3/6GV1+9Z5G/P/bts+8wC4C/PxYvxtq1SE83fBvENnnzTQDYvbvjdcmaXVzX6cnLy1Or1SNGjNBrr62tLS8vDw8Pt2ZCZJzcSpVDPT4+PklJSQqFIikpqaSkxNK7szKDpxuSOXke9Jr/LsmzTiJyYMyziIhkgZGWJDjY5do1pKcjKwvSYCMvL4wdqxk92kEuwN5/H/X1OHq0o3lWVRVEEdu3a/z8HOSdMcgewywAxcXFAEJDQ/XaDx8+DGD48OE2qKkFcitVDvUIgiCfwNES9E43TniikTkGjkREJmKeRUQkF4y0JAoFnnoKTz2l2+Y4H+4FAVu2mGE7PXogJQWO9M40Z6dhFoCCggIAo0aN0mvPyckBIKtbDcqtVLnVQ2Rz9nLcIyKyPkf+9omIyO5wengiif2GWaIo5ufn+/n5de3aVW/R0aNHlUpl88F0tiK3UuVWjwPT+2viWUY++LMgIjId+2cREckLe2kR2W+YhV9ngLp161ZsbKxuu1qtLisrM2UGqBUrVpw5c8aUfe3du7cjd/rreKnmJbd6iGzOjg59RETWxzyLiEh2GGmRM7PrMAtAUVERgA8//PCpewfNpqSkZGRkBAYGtrqFxYsXq9VqU/bVkTALbS+1vLx869atffv2nTp1akf2a5Z6ysrK9uzZU1tbe+XKlYkTJ77wwguWKMmBcRYtGWLnLCKiNmGeRUQkR4y0yDnZe5gF4OjRozA0A1R2djYAU0bMubq6WqKw5tpUanZ2dl1d3fnz5/v06WPzetRq9eeff75mzRoANTU1jz766MMPPxwTE2Ohwohswu6OfkREVsY8i4jk4rvvvvv73/8uCEJ0Czd+Ky4uvnHjBoDBgwd7eno2X6GysvLUqVMAwsPDXV1ds7KyGhsbf/e73wUEBLS005qaGukKaujQoT169DDPKzETRlrkbBwgzBJFMTc31+AMUIWFhbKaAaqtpYaFhQFITk6WQz15eXlr164dM2ZMWFiYh4dHWFjY7t27mWe1FbtoyQo7ZxERtRXzLCKSi6NHj77yyisArly54u3trbdUFMXQ0NDbt28DmD9//saNG5tvYdWqVZ9++qmbm9vPP/8M4IUXXqiqqoqJiUlNTW1pp+fOnZMmaklNTZXhtRAjLXIeDhBmASgoKFCr1c1Dq+rq6oqKioiICFNmgFq/fv25c+dM2V1iYqJC0c7PcmYp1YzaVE9QUNDSpUv79u0rPVSr1Q888ID1anVcPL/IB38QREStYp5FRHIxZswY6T/Hjh1rnmcVFBRIYRaAzMxMg3mWNPdKVFSUJcu0NkZaDi8tDbGxiItDSoqBpfPmYfNmbN2KGTOsXpkVOUaYBaCgoABAaGioXvuRI0cAmDJ5FoCoqChtUmOEq6tru8MsmKlUM2pTPUqlcuXKldL/q6urs7OzpdWorQyeYsj69H4KdnoAJCKyMuZZRCQXfn5+Hh4eNTU1OTk5Tz/9tN5Saf6UUaNGHTlypKKiorKy0svLS3eFhoaG0tJSGJp7xd4x0iLH5jBhFoDc3FwAI0eO1GuXjmADBgwwZSO+vr6+vr5mr02PWUqVQz0JCQmrV6+2xEDOW7duATBxbn6HwZMLERHZC972mIhkZPTo0QBKSkqaLzp06BCAWbNm+fj4AMjMzNRbQbrmARAREWHZKm3B4NUFv1QnB+AYYVZlZeX48eOHDBmSn58PYMKECRMnTgQgimJsbGxwcPCOHTsAvPbaa+PHj7dtPiK3UjtYz8qVK8PCwhYtWmTeqsaPHz9w4MD58+cDiIqKCg4OduD7J9rjX5yDYecsIqL2Yf8sIpKRiIiIvXv3lpWVNTY26t7hq7q6+vTp0wDGjBlTWFhYUVGRlZU1e/Zs3edKg018fHz0+m05DPbSIsfjGGEWAC8vrwMHDjRvFwTByPx9NiG3UjtSz65duwYMGCB9h1FQUBAUFGSuqgyW5Dx4ZiEiIrvA/llEJCPSFFqiKObk5Oi2Hz58GIC/v7+Hh4c0u0pWVpYoirrrFBcXAwgPD7deuVbHXlrkSBwmzCKbyMzMvHDhglKpzMnJyc7O1nbRpXbgn54NsXMWEVG7sX8WEcmIp6enj49PRUVFYWFhZGSktj09PR2/ZlWRkZGCIDQ2Nubm5oaEhEgrqFSqs2fPQmdSeUfFXlrkGBhm2Z2kpKTc3Ny8vLzy8vKioqKXXnrJ39/fVsVcunRpwoQJjY2Na9eulVqSk5NtVYxD4mmFzKKmpubo0aMAIiMjTbl/RUZGhsFhzgqFQoikeuYAACAASURBVKlUBgQEdO7c2fxVEpHdYp5FRPIyatSoioqKU6dO6TYePHgQv973SqFQjBw58siRI4cOHdLmWVJ3LYVCoZuCSa5fv55i8L5xAABpCnn7wkjLIaWm4re/NdB+65bVS7E8hln2KD4+Pj4+3tZVNOnVq9e//vUvW1fhUHijQ5tw+M5Z586di42NBXDr1i13d/dW1588eXJDQ4ORFfz9/ZcuXTpp0iSzlUhE9ox5FhHJS3h4+NatW/Pz80VRFAQBwPHjx+vr611dXaXZ4gE8+eSTR44cyc7O/uCDD6QW6du/wMDA5t/+nTx5cvLkyVZ8BdbASMvxiCLu3DHc7mAYZlnThg0b9u/fP3fu3ICAAFvX4miSkpJycnLKy8vfeOMNW9diETynWBoDxJYIgtD845xKpQJw/vz5uLi4ioqKJUuW2KI0IpIX5llEJC9hYWGCIKjV6hMnTkgXYFlZWQDCw8OleAvAqFGjAJw/f76qqqpHjx74Nc8KCwtrvkGlUvnggw+2tLs7d+4Y/yZQtpwh0jp+XFNejqlTXYSWJ3vMyMCuXZg7VxMUdM+7MW8e3N2xZk2HNm5e16+jsPCen05goIunZ9P/J0yAwX6E8+Zh8+Z7WqqqsGABoqM1U6bY37UQwyxrSkhIuHbtGoDHHnvM1rU4oICAgN///vcA+vbta+tazINdtGyLB0OtZ555JikpSa9RFMWUlJRXXnmlpqbm7bfffuqpp3r16mWT8ohIPphnEZG8uLu7Dx48uKSkpKSkRMqzpFl+dbOqQYMGdevWrba29vDhw1OnTlWr1ceOHQOgHX6oKyIiwshNsnJycqRhjPbIsSOt6mpER7vU1ODpp6FUtrja1q1IT8c779zzPqxcic2bsXevBjB8bWbixs3r5ElMnnxPPamp0OZZpuvRA7/8gmnTXAYMgH19mGeYZWW+vr6+vr62rsJhOeTbq3dacZgTigwxOmwrQRCmTJnyyCOPhIaGiqK4ZcuWjRs32rooIrIx3t+QiGRHGldYVFQEoL6+Xsqq9CZ6l6KrzMxMANnZ2aIodunSZdCgQTYo16Yc9Y6HN28iIgI1Na2sJorIzISXF3r3vtt46RKWLcPQoZg0yfD7YOLGza5/f2zdes+//v3buak1a6BW4/nnzVmepTHMIiJqiZMcD2trazMzM7Oysmraew4OCQnx8vICcPnyZbOWRkR2iXkWEcmOlGfl5OTg18Tqscce0/saPDo6GkBBQQGA4uJiAGPHjrV+qXLgeJFWZSWCgnD6dOtr5uZCrYZet7yEBIgi1q41fG1g+sbNztsbM2bc88/bu52b8vHB9OkoKUFiollLtBiGWUT2Qu9v067PJrLlhO/qrVu3ZsyY8cgjj4wbN+7JJ5985JFHQkJCLl261I5N+fj44NfptIjIyTHPIiLZGT16tEKhqKuru3r1qjTYsHlWJXXXun79ek1NzcmTJwE0v7Oh83CkSGvbNvj5wcTbTn7zDQBER99tKSrSZGejXz/oTafVjo1L8vI0Dz6Ilmdgs5lXXwWA5cvtYMJ4hllEREY4wyFx/Pjx27dv9/Ly+p//+Z+IiAhBEA4fPjx48ODz58+3aTuiKErd9k25WyIROTzmWUQkO4IgSF20SkpKpE8tzfOs7t279+vXD0BhYWFubi6aDUh0Ng4QaanV6NMHM2eivh4DBuCjj1p/Sk4OBAHh4Xdbli93ATBnjhk2/usTXRoaYMo9A9Rq5OZqMjKQm6tRq03dfrv5+mLkSFRWyr2LFsMsIrvDLloW5Zzv58mTJxcuXHj58uWvvvrqm2+++f777z09PRsaGuLi4tq0nfXr1zc2NgIICgqyTKVEZE+YZxGRHGmnx7p06ZJCoYiIiGi+jjRDfHJyslqt9vf3l2506MzsPdISRZSWwt0d77+Pkyfh5dXK+lVVKC3F8OFwdW1qqajA4cMQBEya1NGNt0lNDWbNQqdOGDPGJSoKY8a4dOqEWbNQW2vOvTQnXQVs2WLZvXQEwywiIuOc5KgYHh6+fv167Y2qfX19v/76awCXLl2SbmOtS61WN9zr7NmzaWlpU6dOXbx4MQBPT8/p06db+SUQkQwxzyIiORo5ciSA3bt3AwgMDFQaugWddF/CtLQ0AMHBwZYrRhRFtdH+Nmq12vgKVmPXkZYgYNkyXLuGN96AYMLZ6eBBAPdMnrVrFwAMH46uXTu6cdNdvdo00btajcBAxMUhLAyiiK1bMXAgqqpa30JMDDQapKQYXvrJJ9BoMGOGgUXSENvTp9GuGUgsjmEWkf1iFy0Lcdp3ctGiRXotAQEBUkf7PXv26C1KTk5+8F79+/ePjY2VPhZ26dJl//79HG9IRGCeRUTyNGTIEHd3dykkkvphNSdNsyWt8+STT1qumKioqHDdIW2/qq6unjFjRqdOne6777777ruvZ8+e69evt1wZJrLfSEuhwPLlBqKolmRnA0BY2N3XK33FO3iwGTZuIlFEZCSuX0ePHjhzBgUFSEnBoUP461/x2GO4ehUTJph5j7q8vNC9O/BrtCcrDLOIHIxdnEfsjvMcGKV5JPT06dMHwMWLF03ZgiAIvXr1evXVV8vKyoYMGWLm+ojIPilsXQARkWHjxo3bu3cvAINZEgBBECIiItLT0xUKRUuZV8ctWLAgMzOz+eRcNTU1/fv3r6qqioiIiIyMrK6uTk5OfvXVVy9evJho6wmNNBpN8wsPFxcXR/rcLIr45ht064aAABdty8mTADB4sAZo/3VXTg6Sku4+/OGHpv/Ex9+z2quvwt8fKSma0lIXAOnpmn797u7UxwcZGXj8cRw7hpwc/TswmtGwYUhLQ0mJpbbfPgyziByAwVMJdYTe++k8B0ZXV1fBUNfoBx98EMDly5f12idPnvzZZ5/ptgiC0NJGiMiZMc8iIplKSUlJaWkI1q8OHDhgZOkP2iiiZSEhIS19oKyvr582bdr+/fsNLl2xYkVVVdW77777zjvvSC2vvvrqsGHDduzYMWvWrICAgFZ3bVEOH2kVFWkaGlzGjbvbUlbWdKe/3/62Qxdgf/0rvvjCQLte49NPw98f+/a5AAgMxKBB+jvt3RtDh6KkBCkpFsyzunUDgAsXLLX9dmCYReSoHOkkQvLxm9/8Rq9FoVBwOCERmYJ5FhGRAV9++eX8+fOrq6ufffbZLwzFG/v27VMqlW+99Za2xd3dfcGCBdOnT8/KyrJ5ngVHj7RyclwAREff7Yql/X63T58Obfm//1szffrd9+369aZhjHozzz76KADk5gKAQoG0NAObkqZ9q6joUD3GSS+22XfbNsMwi8iRsIuWGTlt5ywAKpVKFMXmvatu3boFYODAgbYoiogcAfMsIiIDkpOT3dzcDhw4EB0dbTDP+vTTT2/fvq334UyhUABQqVRWqrI1DhxpSRnT2LF3X11jY1O21cFJskaPdtGd5SMnp2lf27YZWLm+HgCOHMGRIy1usLS0Q/UY99BDGsClsdGCuzAdwywih+cYZxCyMlEUT5w40fyrvpKSEgA+Pj62KIqIHAHzLCIiA5YuXTpgwAAjMzVER0c3b0xKSgIQFBRkwcrayCEjrfp6nDyJfv2aRtvZkDTCcdgwGPk0/uCDFixA+g2Vw4wiDLOIHBK7aJmFM3fOkmzbtk0vz8rMzCwvLwcQFxdno6KIyO4xzyIiMmDQoEFtfUpiYuLhw4f9/f1bmsDeVhwv0srM1AAueve0dHNreo23blkv53J3R0MDhg2Dre5sefOmCwBXV9vsXYthFpHzsOvTB9nK9u3b+/bt+/LLL0sPjx8//vzzzwMYM2aMGb8FVKlUCoWi1WnjRVEURVHqU09Edk0GX+kSEdm/9PT02bNnd+nSJTU11da1GGDw2sN+v3JPS3MBEBZ2z4vq2bPpP2fOWK8S6UP4sWOGl2ZmIiVF8913Frzwk2aC1752m2CYReTY+BfdQeycpVAoBg8ePH/+/D59+kydOjU4OHjYsGE1NTU+Pj67d+/u+PZra2tnzJjRqVOn+++///7774+Kirp06ZKR9aOiouT21SMRtQ/zLCKijtq2bdv48eMfeuihQ4cO9bRttNAyR4q0cnPh6oqgoHuK79WradjdP/5hzksFpVLTrVuLHb4iIwHg2DHk5urvtLIS48dj8mSX3bst+CbX1gIdngK/IxhmEYDGxsYPPvig49vZuXNnTU1Nx7dDlman5w6b4HsFQBCEgwcPxsTElJaW7t69Oz8/XxCE6dOnnzhxonv37h3ceH19fUBAwPbt2yMjI3fs2DF//vzc3NzBgweXtjB75YIFCzIzMzu4UyKSCXazJCLqkISEhI8++sjT0zMnJ6dXr162LscYxxh4ePYsamrwP/+jP2mUIGDYMBw9ivx8l6efNtvugoJc/vGPFpdOn44PPsDf/oann3ZJSdGMHt309lZVYcIEqNVwc8PChWYrprnCQgAIDLTgLoxgmGVERUXFxx9//Pe//10QhD59+ixcuPDHH388ceLElClTbF1aO1VWVhYWFlZVVd24cWPNmjXadlEUn3/++VWrVumtX1xcfOPGDd2WwYMHe3p6nj179sqVK7rtPj4+fn5+AMaPHz916tRdu3Z17eBtHUxQW1tbKP39/MrX17d3797ah2VlZdLkPpKYmBhLlyRnnEXLXJztIBkSEqJ9yampqdevXz937pwgCEFBQW5ubs3Xl+542Cbr1q2rqKhYunTpypUrpZYnn3wyNDT09ddf/+abb3TXrK+vnzZt2v79+9v+OohIptg/i4iondRqdVRU1EcffTR48OAzZ87IPMySOEAvrW+/BYCQEAOLwsIA4Phx6xWjVCIjAx4eqKnBmDEuAQGYOhXjx+PRR3HyJAAkJ8PLy1J7Ly9v6p81dqyldmEEwywjdu7c+fzzz8+cOXPfvn1fffVVUFDQs88+GxYW1rlzZ93VFi1a9MQTT9iqyOaM1/PLL7/885//fOONNyoqKnTb33zzzcjIyOZdU1UqVV1d3eTJk2NjY0+fPt3Q0CC13759u76+funSpbGxsYcOHaqvr1cqldKirl27vvvuu9KsOpamUqnq6+t37NgRGxs7Z86cqqoqbRmSurq6VatWxcXFZWRkNMrkHqI2pfcHbl8nDlvhu6TH09MzIiIiPDzcYJjVPgUFBYIgvPHGG9qWkJAQNze33Nxc3dW+/PJLX1/f/fv3P/vss+baNRHZnobIgfAXmywBwJgxY5q3R0REAIiMjPzXv/5l/ao6wi5OB6mpGkADaO7cuad91CgNoLl2zcBT/u//mp7yww/t3Hj7/Pij5rnnNApF0zalf8OHa44dE82w9ZZ9+KEG0AwdatGdGCb/3x8b+uabbx577LFbt27pNn700UeCIPzyyy+6jZ6enqNGjbJudca0Ws8vv/wiCMKGDRu0LRcvXuzXr5+R9RUKhZ+fX/NFvr6+CoXi3//+d/NFzzzzzL59+9pSePv99NNPCoXC1dVV70ej0Wju3LkzcuTICxcuWKcSu8C/+rZy+HdMJi/wzr3n8jt37igUiu7du+s2xsTEPPbYYwcOHNC0/LmOZMLmv1FkR9g/i4ioPVauXJmZmRkREfGXv/zF1ea3l2sjjT300oqJgUYDjQb39pnAK6/gwAHDnZ58fDBmDADs2dPOjbdP9+7YuRN37uDIEc033+DgQfz0E4qKEBBg2bd0714AmDvX2r2i2DPLuISEhEWLFrm7u+s2BgYGDhs2TO92WteuXdPrQWBbrdaTmZkpiuLw4cO1LStWrNDesKy5vLw8tVo9YsQIvfba2try8vKQkBCDtyF75ZVX3n333TbW3k5du3aNiIhobGz88ssv9RbNmDFj3bp10kBIkmjYRastnOH90buwtFUZup0rGxoaZsyYoVar58+fr7vO0qVLKyoqoqOjrV4dEVkQ588iImqz2tra9957T/rPuHHj9JaGhYUlJCTYoq420NjtXFrGP4u+847m8GGXnTuxaJG1CvqVICA42HpXL2VlKCmBlxemTrXqJRPDLOPOnz9fUVHRo0cPvXZBEHRjIG2jteoySav15Ofnu7q6Dho0SHpYU1OTmpq6c+fOltYvLi4GEBoaqtd++PBhAM3fEMmgQYNu375dXFxsncGY06ZNS09P/+KLL3SnNluyZMmUKVO0r5So43iotLTjx4+/++67ubm5arX63XffXbJkie5S/jkTOSR5fZAiIrILhYWFKpUKQElJSWYzFy5csHWBJrGLXlptFRTkEhiI0lIDNxx0MBs2AMA77+jPi29RDLNa9dNPPwHYvHmzKIq67d26dZs7d672YXV1dVZWlt46uq5fv56ZmXnz5k299uLiYu30VaIo5uXl5ebmarejVquzsrJOnDjR0mbLy8szMzMvX76s126kHmmbZWVlAAoLC6Vx1pKDBw8OGzbMSAfVgoICAKNGjdJrz8nJARAUFNTSE4cNG5aamtrSUvOKjo7u3LlzdnZ2dXW11JKYmOjt7R0eHm6dAuwLu2iZiO+M9f3000+urq6jR48GsHnzZs77TuQMmGcREbVCo9FIV19aMTExRgZyb9u2zValtpVDRlqbNgHAkiX2/SqMu3oV27fD3x8zZlhvpwyzTDFixIju3bsfPnzYx8fnxRdf3L9/f319PQBPT09vb29pnaKioo8//vjEiRODBw9uvoWGhob4+Pi3335bFMXXX3/9448/1uY+69evv3btWlxcXFJSUk5OzptvvllXV3fixAkfH5/q6urExMS1a9eq1ept27Y17zd6/Pjx4ODgv/zlLwBWrVoVHx+vXWSknp07d44YMeL27dtHjhxZuXLlqVOndEOo7OxsHx+flt4KURTz8/P9/Pya36zw6NGjSqWy+ThErZCQkJPSLRUsTxCEuLg4URR37doFICcn5+LFi7Nnz7bO3slJ8GhpBREREampqQcPHrxw4YIoihMmTDh//rytiyIiy7KDoSVEptNebvEXm8h0BgMsu/4jev11rF2LAwdaGZxov6ZMwd69OHcOVpvbh2GW6XJyciZOnFhXVyc9VCgUq1evXvTrCFhRFOfMmfPZZ5+lpaXFxsb+/PPPuvf5UqlUwcHBvXr1SkxMlB5269atZ8+e586dU6vVixYt2rhx48SJE0+ePLlo0SLtxFX33Xff6NGjExISpM5TZWVljz/++LFjxwICAqQV0tPTn3322fz8/H79+kkt//Vf/zVr1qzXXnvNSD0bN25cs2bNuXPnPDw8ADz//POff/75yZMntcN2Ro8ePXHixBdffNHg+5CbmztmzBhvb+/+/fvrtqvV6oyMjPDw8IMHD7b0HmZkZEyYMOHOnTstrbBixYozZ860tFTX3r17la3Nk1dUVBQYGOjn55ecnLxu3TojIyhJondA4NFADw+YNvfxxx/Pnz9/5syZn332WfOlLi4uY8aM0fuqkuSDF3RkOs6fRUTk7Ox3Lq2WvP8+6utx9Khj5llVVRBFbN+u8fOzUh80Xpu1SUhISE1NTUZGxrfffpuTk1NeXv7qq68OHz5cSpeysrIiIyMBZGRkeHt76920/u233z558uQ333wjPVQqlffff7/UJSojI0OaiOrUqVM+Pj7aMEulUqnV6t69e2tHAv7www8Abt++LT28fPlyXFzc22+/rQ2zAPj5+aWkpLz22mst1VNWVrZw4cKPPvpICrMAPPjgg25ubrpz0Jw6dWrWrFktvQ9FRUUAPvzww6eeekq3PSUlJSMjIzAw0Mh76OrqKr0uvRn0tRYvXqxWq41sQavVMAvAiBEjvL29S0tLly1btnv3blM2S7rs+nxhBXxzLEoUxaqqKk9PT93G//zP/wRQU1Njo6KIyEqYZxERkaNFWoKALVtsXYTF9OiBlBQADLPkS6FQxMTExMTEAFi9evWbb765b98+Kc8aNmxY165d1Wp1cnLy66+/rvushoaGDRs2TJgwQTtAr6ysrLa2dsyYMQBGjhzZtWvXqqqqv/3tb6tWrdI+S+piEBcXp235/vvvBUHQDgx86623mt/q6/r161evXjVSz4oVKwRBmD59uralqKhId/IsACqVysjkWUePHoWhybOys7MBGBlsCECKsYzML2b2u8oOHDjw6tWrmzZtsrv71dqEwVMGSdh5zZpUKlWnTp26det248YN3Xaph+xDDz1ko7qIyEo4fxYREQEOOpcWdRDDrDbZuHFj88bFixcLgtDQ0CA9lLKqPXv23L59+7nnntNdMzMzU6VS6WZG+fn5giCEhIRon5ifnw9At3NTUVGRq6urdmghgH379oWFhWkjoa+++iokJMTd3V27glqtPnPmzMiRI1uqR61W79u3b+TIkdpw5/bt22fPntWbwV0QhJYiJ1EUc3NzDU6eVVhYaHzyLKkAI0stobCw0NfXt/mNKclEPFmQTSiVylGjRtXU1CQlJWkbGxsb33//fQDPP/+8zSojIqtg/ywiImriYL20qIMYZrVVQUFBQkKCXqOU+IwdO1a3cefOnaNGjfL29q6pqXnwwQel2OjSpUsAdEcF5ubm9uvXTzeKysrK8vb21h1ZU1RUpHsnvqqqqsLCws2bNwO4evVq586d1Wp1z549dfe+f/9+tVodFRXVUj2lpaVqtXrIkCHaFaROVVIEdv36damAP/zhD9pRjc3fCrVa3Ty0qq6urqioiIiIEIzemFOlUgmCYGSo4Pr168+dO2dkC1qJiYktDVrUKi8vr6mp0et9Rsaxi5ZB7JxlfRs2bBg2bNjMmTMvX748ZMiQn3766YMPPigtLX3uueeCg4NtXR0RWRbzLCIiuouRFkkYZrXV2bNnKyoqmrcnJSV5e3tH68zlVllZeeTIkR07dgBYu3bte++9J7VLqVOvXr2kh42NjdnZ2S+88ILu1goKCnQ7SanV6qNHj65evVrbkpKSIgjCM888A+B///d/N23aJAiC3703Dvjwww8HDBig7bnQvJ6HH34YgO6zjhw50rlzZ39//xMnTlRUVEyZMgVA7969pQyuuYKCAgDShF+6jhw5gnv7lxlUX19vvKtUVFRU3759jW8EgKura6thFn6d6ks3FqR24JmCbMLPz6+wsHDatGnvvvuu1NK5c+f33nvvrbfesm1hRGQFzLOIiOgejLSIYVY7FBYWnj9/PiMjQ5peXVJRUbF8+XIpY9I2njx5EsCUKVMaGhoEQdCO6QsNDXVzczt9+nRAQIBarY6Li6uvr9edf6r55FnZ2dmiKA4fPlzbUlxcHB0d7e7uvn///ilTpiiVysjIyPz8fO1dCFevXv3jjz9Kk1u1VE/Pnj19fX2rqqqkFY4fP757926pp0NWVta8efOk9r59+168eNHgu5Gbm4tf+3Ppkvp5DRgwwPibWVZWZnxAoq+vr6+vr/GNmE6602KrKRvpYRctPeycZSv9+vU7c+bM1atXv//++9/97nf+/v7Ge4DyR0PkMJhnERGRPkZazoxhVvsUFBQkJydv377966+/joiIcHNzO3v27L59+1JSUp544gndNUeOHOnl5fX111/n5uauWbNG2969e/fU1NRly5b5+Pi4urr6+voKghAWFqZdoaSkRBAE3djlu+++69atm+7kWc8888zatWu3bdt27dq1FStWANi2bduECRNWrFjh5+eXnp7eqVOnM2fO6E5rZbCeL774YubMmV5eXuXl5ffff39aWtrMmTN37drV2NjYrVs3aZ2QkJBt27bpvrTKysqXXnqpqqpKysgmTJjg4eHx1VdfiaI4YcKEmzdvSvN/vfbaa5988sm+ffta6jxVUlIyceLENr3/7aBSqeLi4mpqaqR0b/LkyR4eHvv27bP0fh0YTxNkQ97e3t7e3raugoisimcdcijayzD+YhN1nMEv3vnH5dgYZrXb8ePHpVyptLT07NmzKpXqD3/4Q0hIiMFuAmq1uri4eMSIEUY6EUyYMOH69evHjx/XtoiiWFFRodsvqb6+/p///KeXl5fuEysrK3/++WftuEXJ1atXr169+sQTTxiMkAzWo1ari4qKBgwY0LlzZwA3b978v//7P91JtQD8x3/8R3p6ur+/f0uvoh1u377drVu3H374oflc8iRD7JQk4ftAZC68oCPTMc8ih8LDH5F5MdJyKgyzbEi6IaB0K0Pp4UMPPfTyyy/rji6UoT/96U/Xrl3705/+ZMZtfvzxx2VlZVu2bDHjNslyeNwA3wQis+IFHZnO2NBiIiJycgY/SXDCFIfE6zHbWrBgQWhoaGZmpvRw5cqVnTp1an63RLlJSEjIycm5fv26uTaoUqm2bdv2zjvvmGuDZGk8UDTH94SIyDqYZxERkTGMtJwBwyyb69q1a/fu3UVRzMjISEhIKCgoKC4u7t69u63raoUgCLt3754/f765Nvjmm28uXbrU+M0NSW70DhfOdoJwttdLRCQfHG9IDoXdU4kshAMPHRjDLJm4fv36uXPnAPTt29fT09PW5bRBdnZ2cXHx8uXLO7idPXv23Lx5U3v/RLIjzjx7lDO/diJL4AUdmY55FjkUHv6ILIeRlkNimEVmcfny5Z49e3ZwI5WVlXpz25Mdcc5Yh4dQIrPjBR2ZjnkWORQe/ogsipGWg+GVGBGZC/MsOM2rJrIoXtCR6Th/FhERmYpzaTkShllEZEZOOIuWM7xGIiI5Y55FRERtwEjLMTDMIiIyLx5FiYisjHkWERG1DSMte8cwi4gswam6aDn2qyMisgvMs4iIqM0YadkvhllEZDXOc17ggZSIyPqYZxERUXsw0rJHDLOIyKKc5JDCaeCJiOSAeRYREbUTIy37wjCLiKyPJwUiIrIQ5llERNR+jLTsBcMsIrIOhz+2sHMWEZFMMM8iIqIOYaQlfwyziMiGeEYgIiJLYJ5FREQdxUhLzhhmEZGVOfBBhp2ziIjkg3kWERGZASMteWKYRURywNMBERGZHfMsIiIyD0ZacsMwi4hsxSGPVsr2ggAAIABJREFUNuycRUQkK8yziIjIbBhpyQfDLCKSFXs/F9h7/UREjod5FhERmRMjLTlgmEVENufYhx3HfnVERHaBeRYREZkZIy3bYphFRDKhd/Cx3xOB/VZOROTAmGcREZH5MdKyFYZZBOCTTz4ZN27cuHHjCgoKbF2L/dG+e8XFxbauhWSKx1UiIjlw4eGYHIn2Qo6/2ERyYDDA4p+n5TDMspXa2trCwkLdFl9f3969e2sflpWVlZeXax/GxMRYtJ558+aNHDkyJiZGoVAIgiCHIuX2FhmhVqtFUdyyZYu3t7cNy3Ak9j6NOg+tRNbECzoyHftnERGRpbCXljXxisuGVCpVfX39jh07YmNj58yZU1VVpVQqdVeoq6tbtWpVXFxcRkZGY2OjFUpSKpVKpVIbZtm8SFm9RRUVFcHBwXl5eQaXKhQKpVKpUCgsWgPZLx5aiYhkgv2zyKEwzieSIfbSsgKGWXJw8+bNRx55RKFQ3Lp1Sy8NUalUYWFhmzZt8vPzs0Il8+bNCw0NNdi3yLZF2nbv5eXly5cvv3HjRkNDQ0lJybfffhsSEtLSyp988omnpyf7Z5mL/XbRMtfR9bvvvvv73/8uCEJ0dLTBFYqLi2/cuAFg8ODBnp6ezVeorKw8deoUgPDwcFdX14yMDLVa3Xw1KZANCAjo3LlzO+oksjle0JHp+NUTERFZlkajaX494OLCL1TMhmGWTHTt2jUiIiI9Pf3LL7+cMmWK7qIZM2asW7fOOmGWcbYt0rZ79/HxSUpKUigUSUlJJSUlltsRObB2H12PHj36yiuvALhy5Yq3t7feUlEUQ0NDb9++DWD+/PkbN25svoVVq1Z9+umnbm5uP//8M4DJkyc3NDQY2aO/v//SpUsnTZrUvoKJiOSP4w2JiMjiOPDQchhmycq0adMAfPHFF7qNS5YsmTJlyqBBg2xUlD7bFmnDvQuCwFGEtmKnNzo0Y7eyMWPGSP85duxY86UFBQVSmAUgMzPT4BaKiooAREVF6TYKgqBsRlp0/vz5uLi4VatWtbtmIiKZY55FRETWwEjLEhhmyU10dHTnzp2zs7Orq6ullsTERG9v7/DwcNsWpsu2RdrFW0RW4GzHfz8/Pw8PDwA5OTnNl2ZnZwMYNWoUgIqKisrKSr0VGhoaSktLtetoPfPMM3ea+fe//717925pd2+//falS5cs85qIiGyMeRYREVkJIy3zYpglQ4IgxMXFiaK4a9cuADk5ORcvXpw9e7at67qHbYu0i7eILMHuDlBmn/Nr9OjRAAyOdT106BCAWbNm+fj4wFAXLSnwAhAREdHqjgRBmDJlyp49ewBIN+vsWOFERDLFTtdERGQ9nEvLXBhmyVZ8fPzWrVt37tw5duzYXbt27dy50/Tnrlix4syZM6asuXfvXr37A7ZJR4rsONvuneTD2Q7+ERERe/fuLSsra2xsdHV11bZXV1efPn0awJgxYwoLCysqKrKysvRC3iNHjgDw8fHx8vIycXchISFeXl6VlZWXL18234sgIpIR5llERGRVjLQ6jmGWnI0YMcLb27u0tHTZsmW7d+9u03MXL15s8IZlzXUkzEJrRZaXl2/durVv375Tp07tyF7at/eysrI9e/bU1tZeuXJl4sSJL7zwgiVqIJswePyXJ0vckFGaQksUxZycnMjISG374cOHAfj7+3t4eISGhm7evDkrK0sURUG4O5KmuLgYQFuH5fr4+FRWVqpUqo4XT0QkQ8yziIjI2hhpdQTDLPkbOHDg1atXN23apNsFwxRtXb8jWioyOzu7rq7u/Pnzffr0sf7e1Wr1559/vmbNGgA1NTWPPvroww8/HBMTY7lKyLac6sjv6enp4+NTUVFRWFiom2elp6fj16wqMjJSEITGxsbc3NyQkBBpBZVKdfbsWehMKm8KURSluefd3d3N+CqIiOSD82cREZENcC6t9mGYZRcKCwt9fX179Ohh60KMaanIsLCwSZMmubm52WTveXl5a9eulaYK8vDwCAsLa2sfN5I5uzhkWaJzlkSazf3UqVO6jQcPHgQQGhoKQKFQjBw5Er/OqCWRumspFArdFKxV69evb2xsBBAUFGSO2omIZIf9s4iIyDbYS6utGGbZhfLy8pqaGlPmbG5u/fr1586dM2XNxMREhaL9n+I6UmTHGdl7UFDQ0qVL+/btKz1Uq9UPPPCAdasja3Oqw354ePjWrVvz8/O1wwmPHz9eX1/v6uoqzRYP4Mknnzxy5Eh2dvYHH3wgtRw9ehRAYGBg8796tVrd0NCg21JRUXHlypWvv/5ayoI9PT2nT59u6ddFRGQTzLOIiMhmGGmZjmGWvSgqKkLbp7mRREVFaaMcI1xdXTsSZqFjRXackb0rlcqVK1dK/6+urs7OzpamwSZHIvNZtCzXOQtAWFiYIAhqtfrEiRMBAQEAsrKyAISHh2tny5L6cJ0/f76qqkrqwyjlWWFhYc03mJycnJyc3NLuunTpsn//fo43JCJHxTyLiIhsiZGWKRhm2RFp6FBgYGA7nuvr6+vr62vuigzoSJFW23tCQsLq1atHjBhh9gJu3boFwMSp98kK5HPMt3TQ5u7uPnjw4JKSkpKSEinPkkbX6mZVgwYN6tatW21t7eHDh6dOnapWq6VpsLTTabVKEARfX9/IyMiFCxfKfOAzEVFHcP4sIvvwySefjBs3bty4cQUFBbauxQFp317p/kFkZZxLyziGWXZBpVLFxsaOGDHi66+/BjB58uQJEybYuih9ti2yTXtfuXJlWFjYokWLzFvD+PHjBw4cOH/+fABRUVHBwcG8f6JN2MtBzBJ1SuMKpV6K9fX1UlalN9G7FF1lZmYCyM7OFkWxS5cugwYNar61yZMn37rXzz///Msvv3z//fcffPABwywicmzsn0VkzIkTJ3744QfdFukuS42NjVL/cImrq6ulR22UlZU999xzMTExLY0xkU+p8qzHuNmzZ8+cOXPLli03btywdS1Oir20WsIwy14olcrU1FRbV9EK2xZp+t537do1YMAAaYKtgoICM85mfeDAAXNtijpI77AvhwO+db5HGT169Pvvv5+Tk4NfE6vHHntMr2NmdHT03r17pa8wpW/axo4da3BrCoWCwwmJyGmxfxaRMQ0NDZWVlS+99FJsbOyqVavq6+ul9lu3bh07diw2NnbhwoXfffeddcYsKJVKpVKpnV5BzqXKrZ6Kiorg4OC8vLyWVlAoFEqlsoPz0VAHsZdWcwyzyAllZmZeuHBBqVTm5ORkZ2dLo7GIrM9Cx9vRo0crFIq6urqrV69Kv97Nsyqpu9b169drampOnjwJoE13NiQichK8eCMyZvTo0aNHjxYE4aWXXho4cGB8fLzU7uHhMXDgwGeffXbbtm1KpdK2RUrkVqoc6ikvL1++fPmNGzcaGhpKSko4VYr8sZeWLoZZZBNJSUm5ubl5eXnl5eVFRUUvvfSSv7+/1fZ+6dKlCRMmNDY2rl27VmoxMtc12TtZddGy2tcngiCMHj06Ozu7pKREGmzYPM/q3r17v379zp49W1hYmJubi2YDEomICOyfRWSKadOmubm57dy5U3tH5OLi4uzs7KSkJJmEWVpyK9W29fj4+CQlJeXk5MydO9fS+yJzYS8tCcMsspX4+PidO3fevHnz4sWLn332mTXDLAC9evX617/+pdHx9NNPW7MAIolFD7na6bEuXbqkUCikobV6pBnik5OT1Wq1v78/Z8IiImqOeRZR69zc3OLj4xsbG7dv3w7g7Nmzmzdv3rZtm63rMkBupdq2HkEQOITQHjHSYphFHbdhw4b4+Pjjx4/buhD7k5SUFB8f/8UXX9i6EKegd3Cz1aHeyvsdOXIkgN27dwMIDAw0+A1faGgogLS0NADBwcFmr0GtVpvSb10URXZvJyLZYp5FZJKEhAQAmzdvrqioWL16tTzDLIncSpVbPWQXnDnSYphFHZeQkPDWW2/Fx8c/9thjtq7F/gQEBMTHx69cuXL48OG2roVsw9JH3SFDhri7u0s5kdQPqzlpmi1pnSeffNJcu66urp4xY0anTp3uu+++++67r2fPnuvXrzeyflRUlBzu20NEZBB7LhCZpFevXoGBgYWFhfPmzdu3b5+rq6utK2qR3EqVWz1kL5xzLi2GWWQWvr6+erdLI9Px3bMym8+ipXfgtc7ex40bt3fvXgAtpUWCIERERKSnpysUipYyr7aqqanp379/VVVVREREZGRkdXV1cnLyq6++evHixcTExObrL1iwIDMzk1N3EZFsMc8iMtWMGTMKCwu7du3apvsir1ix4syZM6asuXfvXnNNKdW+Ui1HbvWQvXC2SIthFhERHPo4r5WSkpKSkmJ8nQMHDhhZeuvWrbbudMWKFVVVVe++++4777wjtbz66qvDhg3bsWPHrFmzAgICtGvW19dPmzZt//79bd0FEZE1Mc8iMkljY2NmZqaHh8dXX321cePG7t27m/jExYsXmzjvgLnCLBNLLS8v37p1a9++fadOnWqW/ba7nrKysj179tTW1l65cmXixIkvvPCCResh++I8kRbDLCJyWgYP9dZhk85ZtrJv3z6lUvnWW29pW9zd3RcsWDB9+vSsrCxtnvXll1/Onz+/urr62Wef5URyRCRnnD+LqHWiKL7wwgvvvPPOnDlzRFH885//bPpzXV1d3U1jzVKzs7PPnj17/vx5URTNst9216NWqz///POVK1du2bIlKSlp3rx50tSnRFrOMJcWwywiIl0OdpCXiU8//fTzzz8XhHsuAKU756hUKm1LcnKym5vbgQMHkpKSrF0iEVFbMM8iat2sWbNeeeWV3r17z5w5UxCEzz77zNIxULuZWGpYWNikSZPc3NxsXk9eXt7atWuzs7MBeHh4hIWFSbf7IdLl2JEWwywiIpsc95yqcxaA6Ojop59+Wq9RCq2CgoK0LUuXLq2oqIiOjrZqcUREbcfxhkStePHFFydNmjRkyBAAXl5ekZGR6enpaWlpTz31lClPX79+/blz50xZMzExUfqKzFalmp0p9QQFBS1durRv377SQ7Va/cADD9ikWpI5Rx14yDCLiMggBzjCy19iYuLhw4f9/f11p6UfNGiQDUsiIjId8ywiY956663Q0FDd28osWLAgPT19w4YNJoZEUVFR2rDGCFdX1w6GWR0v1bxMrEepVK5cuVL6f3V1dXZ29pEjR6xdK9kJx4u0GGYREWlZeRYtZ+uc1Vx6evrs2bO7dOmSmppq61qIiNqDeRaRYfX19QsXLrx9+7Y2bZEEBwf36NGjsLDw0qVLvXr1anU7Vrjtt7lKtXk9CQkJq1evHjFihNlLku4BZOLE/CRnjhRpMcwiIjLOcod3hxmx3m7btm2bOXNmt27dMjMze/bsaetyiIjag/NnEenLy8sbPXp0t27dtm/fnpqaunHjRu2igoKCPn36VFVVAejfv39UVNTx48dtV6nsSu1IPStXrgwLC1u0aJF5Sxo/fvzAgQPnz58PICoqKjg4mPdPtHeOMZcWwywiouZsdSR0tiNwQkLCzJkzPT09i4qKpHkhiIjsEftnEekLDg4ODg42uCgoKOjChQvWLccYuZXa7np27do1YMCAiIgIAAUFBbqTknbQgQMHzLUpkg9776XFMIuIqCV6R3hLHNvt7isQM1Kr1bGxsRkZGYMHD/7mm288PDxsXRERUfuxfxYR2VhmZuaFCxeUSmVOTk52drZ0r0Mi4+y3lxbDLCIiWXGqg/D48eMzMjIiIyMLCgoYZhGRvWP/LCJnlJSUlJubm5eXV15eXlRU9NJLL/n7+9ukkkuXLk2YMKGxsXHt2rVSS3Jysk0qIbtjj720GGYREbXKol207OKbDwtZuXJlZmZmRETEX/7yF1vXQkRkBsyziJxRfHx8fHy8rasAgF69ev3rX/+ydRVkr+wr0mKYRUQkN85zHK6trX3vvfek/4wbN05vaVhYWEJCgi3qIiJqP+ZZRHZjw4YN+/fvnzt3bkBAgK1rcTRJSUk5OTnl5eVvvPGGrWuhtrGXSIthFhGR6SzURcuZO2cVFhaqVCoAJSUlzZf26NHD6hUREXWU7D7xE3WE9mOK4/1il5eXX7t2DUCfPn26d+9u63Icjfbt7du3L6eTsEcGL1HkcxxgmEVE1FZ6R05L5Fk8FBPJkANf0JHZMc8ih8LDH5HTkm2kxTCLiKh9zBs/8WhMZBd4QUem43hDIiJyBPIceMjLJydRW1tbWFio2+Lr69u7d2/tw7KysvLycu3DmJiYDu6xuLj4xo0b2oe///3vhwwZAiAtLU13tf79+3t7ewOoqKgoLS2VGgVBiI6O1l3t+PHjP/74Y/O9KJXK4OBgNze3DlZrIpmUQU6CR2MiInsn2LoAIiIi8zB4cWLD2VIYZjkPlUpVX1+/Y8eO2NjYOXPmVFVVKZVK3RXq6upWrVoVFxeXkZHR2NjY8T3+9NNPaWlpsbGxc+fOvXr1qlqtBiCKYkNDw0cffRQbG7tq1aq6urp///vf2vWPHj0aGxu7devW+vr65vXX1dXNnz8/Njb2+vXrjY2NjY2NdXV1X3/9ddeuXd95552OF2wKmZRB8qF3zOzI8ZwjDYmIHA/HG5JDYfdUIpLJwEOGWU7o5s2bjzzyiEKhuHXrlkJxTxd4lUoVFha2adMmPz8/c+3uxIkTQ4cOnTx58p49e3Tbk5KSnnvuuR07djz//PO67dXV1W+++WZiYmJLG+zUqVOvXr3OnDmj27hly5a5c+euW7du0aJF5qrcOJmUQTJhrmMp8ywie8ELOjId+2cREZFDkUMvLYZZzqlr164RERGNjY1ffvml3qIZM2asW7fOjGEWAGlrP//8s177zZs3AVRUVOi1r1u3bv369S1t7bvvvmtsbAwODtZrl4Yr5uXldbRc08ikDJIPTgNPREQtYZ5FRESOxraRFsMsZzZt2jQAX3zxhW7jkiVLpkyZMmjQIPPuy9XVFUBtba1uY0NDw+7duwHozq4F4Pz5848++mjXrl1b2trRo0cBjBo1Sq/9p59+AqDX3cxyZFIGyZkNR5ETEZGsMM8iIiIHZKtIi2GWk4uOju7cuXN2dnZ1dbXUkpiY6O3tHR4ebvpGvvvuu+XLl7e6miAICoXi4sWLuo0ffvjhnDlzADQ0NOi2b9q06eWXXzaytby8PEEQQkJC9NqldCwuLs602jtKJmWQrJj3toY8JhMROQzmWURE5JisH2kxzCJBEOLi4kRR3LVrF4CcnJyLFy/Onj27TRv54YcfTp06Zcqabm5uurPLX758WaFQjBs3DveOQ/zyyy8nTZpkZDuiKGZlZfXr10/vHoI5OTlZWVkLFy58+umn2/QS2kcmZZD8sYsWEREBYLdtIiJyWBqNpvllj4uLRe6FwjCLJPHx8Vu3bt25c+fYsWN37dq1c+dOE5+4bdu2a9euLV++vHPnztJYwvPnz7/99tupqamCYPgLyD59+kgD9CR/+tOfPvjgA2lQnjbnUqlUhYWFH3/8sZFdS7NW/f73vy8oKJBaGhoaDh8+nJmZmZycbDxFWrFihd7c7S3Zu3ev3m0fzVgGOTaDB3NTsHMWEZEDY55FRESOzDqRFsMs0hoxYoS3t3dpaemyZcukUXImGjJkyL59+5544onExMQHH3xw/fr1GzdufPnll1sKswBI82E1Nja6uroWFBQMHTpUCsIEQdBmTOvWrUtISDC+68LCQgCPPvpoeXm51OLq6jp58mQj88drLV68WK1Wm/ICjYdZHSyDnI0ph3F24yIicmzMs4iIyMFZOtJimEV6Bg4cePXq1U2bNknpkon8/f0PHjx46dKlRYsWFRQU9O/fXxo/aOQp0vavXLnSq1evxMREbV8wV1dXabxhVVWVSqXy8fExvuuioiIAS5Ys8fT0NL1g3RrMoiNlkMNrdxct3S2YqxgiIvr/7N1rWFNX2jfwmzxpJqVopbyUQUZpvbgY6iBaRzyDqEApIoK2IirWs9aqqLU+VVtPtZ4qtvXcimhRBI8gpSlSziAIakVE6sMw1kOVYoZKkdKYptnvh83EmIQQQg47yf93+UFW9t65dzZZyb6511pcgHwWAABYP+OltJDMAnVFRUWenp6urq4d3bGqqmrjxo2urq59+vRJTk4morfffltLSuu5554jojt37hQUFCxcuFDR3r1795s3bxLRjh07PvzwQ+1Pys5a5e7ubt4sEkfCAC5T6cm19+EozgIAsHrIZwEAgE0wRkoLySxQV1NTIxaLQ0NDO7rjhg0bPv3006+++qp3797r1q3btWvX9OnTt27deuvWrbZSWs7OzkT04MGDqqoq5VnnPT09a2trS0pKXnrppa5du2p/3vLycolE4u/v39GAWXFxcVevXtVly4SEBC25uU6GAaAdOmcAAOuDfBYAANgKw6a0kMwCjdhBcyEhIR3dccaMGXPmzHF1dc3MzPztt98cHR3Pnj1bWFioJQf0yiuvENHmzZuzsrKU29kxgDt37kxJSWn3edkZ5fUImDV27Ni+ffu2u5lQKNQ+drKTYYCN0LFEC8VZYDIpKUx0tOrvG49HLi4UEkLvv0+enmaJSzPLihagXchnAQCADTFUSgvJLGjLt99+S0R+fn4d3bFHjx7sfyQSSUtLC/t/7fVKbN7qzTffVBmj9+yzzxLR3LlzdXne7OxsIho2bFhHA2Z5enp6GuIGqJNhAGiB/hmMrUcP+uc/W/8vl5NMRmVldOgQnTxJpaXk7W3W4NRYVrQAWiCfBQAAtqXzKS0ks0CdVCqNiooSi8VsnVF0dLSzs/Pp06f1OFRISIiOGSIHBwdXV9f3339fpd3e3j48PHzUqFFa9m1ubp4yZYpYLC4tLSWimJgYJyen1NRUPQLuDI6EARak3RItFGeB6QUEUGLiUy1yOU2eTMeP03vv0bffmimsNlhWtABaGHjBcgDzUnyDMdQvdnl5+f3795VbIiIiiEgikWRmZioahUJh54dIlJSUPHjwQPFj9+7dBw4cSERpaWnKm7366qvu7u5EVFtbW1VVxTbyeLzw8HDtByQiX19fNze3ioqKW7duKbd7eHh4G/9vMVyLB2ycxhseXboOJLOAO+7du3fv3j32w0JZZWWlk5MTJlYHa6XSD2vPZ6GLBqNiR/DFxKhmiIhILKYXXyQej/74g3g8cwSnxiKiNfgNHVgxbryxALiqubn57t27CxcujIyM3LRpU1NTE9v+6NGj0tLSyMjIZcuWXbp0SSaTdf65fvnll7S0tMjIyAULFty+fZs9plwub25u3rlzJxtAY2Pjn3/+qdj+/PnzkZGRBw4cUASmTCqVNjY2RkdHR0ZGfv/9983NzWx7S0tLU1PT6tWrIyMjz50719TUJBAIOh9/u7gWD9g4/aZcQTILOMXNzU09mUVEPj4+SGaBFdOSwEJxFnCHszMJBK0D+rjPsqIFYKE+C6yKkdL5e/bsWbhw4fz58/ft26doPHHiREZGRnx8vAGTL+Xl5YMGDYqOjj527Jhye2Ji4ltvvXXo0KHp06crt9fX169cuTIhIaGtA8pksmeffdbLy+vatWsqD/3973+/efPm48ePeSb8EwzX4gHoUJUWklkAABzRVoeM4iwwMS0VTzU19Pe/k709/fabOSLTxCKiRX0W6A73jQDtmzFjhr29/eHDhxUlRSUlJVlZWYmJiYatJGIH2f2m9jHy8OFDIqqtrVVp3759e1xcnJYD5ufny2Sy4cOHq7Q3NDTU1NQEBgaaOHnEtXgAdK/SQjILAIA7dOm90UuDGVVXU3Q0EdHs2eYORQeWFS2AAm4dAdpnb28/bdo0iURy8OBBIqqoqNi7d298fLzBn4hdqaqhoUG5sbm5OSkpiYhUJp+qrKzs2bOno6OjlgOWlJQQUVBQkEp7Tk4OmWMZKa7FA0C63RQhmQUAwHEYaQhmdPw4/b//9+TfX/5C//gHff89eXvTRx+ZOzg1lhUtgBZY3xBAJ7Gxsfv379+7d++YMWO2bNly+PDhDu1+6dKljIyMdevWad+Mx+Px+fzr168rN+7YsWP+/PkXL15UVIexdu/e/eWXX2o/YGFhIRGNHDlSpZ1dFl37MvDGwLV4AFjaVzxEMgsAgIM0dt3Kj5oyGC3q6+m775j8fDuJhHg8+tvfaOBACgsjviHuw2QyOnyYiotJJqMuXei996hXLwMc1izeeYccHGjr1tYfMzI0T+TE55NAQIMHU9euT7XX1dHSpRQezkyebP7M5ksvUe/eFBBAb79NbY3lyMigo0dpwQLG39/MAesSLQA3IZ8FoBMvLy8/P7+ioqJ33nnn9OnTbCGV7u7fv3/58mVdtrS3t5dIJIofb968yefzx4wZQ0+PQzxx4sTEiRO1H0oulxcUFHh7e6vXcJ0/f14gEKiP+zMqrsUDoKytlJbGLU0SEQAAWLaHD2npUjpyhORy1U8TJyf68EOKje3U8aVSCgig0tInLWPHUq9eVF7OlJbadfLgJrZxI+3dS8ePM0Str1V0ND39l1xVPj60ejUzcWLr9q6u9McfNGOGXf/+5OVl7HhVRUVpmJFKuwMHKD2d1qyxI6LaWiop6cC3i6AgO1fXjj2dMj2iBeAm5LMAdDV79uyioiJHR0cHBwcdd4mPj79z5866deu6du3KpsAqKys//PDD1NTUtiaK6tOnz/nz5xU/fvrpp5988gmfzyciRZ5LKpUWFRXt2rVL+7Ozk1U9evQoMjJSuV0mk1VXV4eEhLQ7WdWGDRuuXLnS3lkSER0/frzdqcQ6Hw+AUWn/U79iG9MEAwAA7Wqr3+ZCX93SQgEBVFlJROTiQn5+9NxzJJPRzz9TQQE1NNCSJXT9OrVXaq/NoUOtyaxhw6hvX3r8mIYPp3XraP16u1mzDHMWpnHjBq1dS4MGkSI5pcDjaShkk0qJiCorKSrKrraWVq1qbd+6ldIgBRCLAAAgAElEQVTSaPp0unDB2CF3llxOIhH16EG9exMR3bpFb71lR0QuLvThh09t2dBA9fX0xx/08CFlZRG7pPnZsxQebvqoATgH+SwAnUgkEpFI5OzsfPLkyc8//9zFxUWXvQYOHHj69OmhQ4cmJCR06dIlLi7u888/X7RokZbEDVu7JJFIhEJhYWHhoEGD2EQYj8dTpJa2b98eq8Mf3YqLi4lox44d48ePV25PSUnJyMjw8/Nr9wgrVqyQ6bZmry7z4nc+HgBjs5TRKwAAwHFbtrQms7Zvp3fffeqhujqaMoXy8ujAARo/nkJC9HwKNpnl6UnFxU8aL17U82hmFBtLcjlt2/akOEthyhQNlURyOaWkMEuW2InF9OGHNH58a0GWhwfNmkUHDlBCAs2caZLQ9ZWbSzIZBQa2/hgYSG+9RV99RfX1xOfTvHma95JK6d13afduamzU8FoB2CBUQwC0Ty6Xz5w5c82aNfPnz5fL5V988YWOO/r4+Hz77beHDx9+7733Tp48KRAIbt68+d5772nZhc1e3bp1i4gSEhKmTp2qaGfHG9bV1UmlUg8Pj3afna3zUp+sKisri4h0GdwnFAoddNPuoQwSD4AJtJW0QjILAICD1DtnjnTX7LpB0dGqySwicnWl9HRydiYi+vRT/Z+CLdxnC3wsV3Exk5VF/fqR7tNI8Xg0ebLdsWNERHI57dv35KHly4mI1q0judzgkRrSN98Q0VM1Vrt3U48eRETLltHNm5r3Egho1y4aOZLKypDMAiBCPgtAF3Pnzl2yZEnv3r3nzJnD4/G+/PJLuc4fklVVVevWrXN1de3Tp09ycvK+ffu0Vzw999xzRHTnzp0vvvhi4cKFivbu3buz4w137NixbNmydp9XLpfn5uZqnKyqqKjILJNncSoegI7CylkAAByk49SHpldXR0QUEqI5uebgQG++SUSUn695d6mUMjMpI4NycxndauV11dzceuTaWtWHiouZjIz2J3JqbqasLMrIIJGIqqs7G8+6dXZENH9+h3cMDGxNAClnfzw9acQIunuXEhI6GxhLJqPcXMbgFyI7m3i8p0rzHBzo2DGGiFpaaNIkbfuuWEFPr4Vu9GgBOAvjDQHa8fbbb0+cOHHgwIFE1KNHj7CwsPT09LS0NJVBcxpt2LDh008//eqrr3r37r1u3bpdu3ZNnz5969att27d4rexqo2zszMRPXjwoKqqap5StbGnp2dtbW1JSclLL73UVWVBF00KCwtlMpl6kqi+vr62tjY0NFSXyari4uKuXr3a7mZElJCQ0NYZGTAeABPQciOkWPEQAABAO4GAzUnZTZumeYP336dx4+jvf1dtv3mTVq2ikycVFUZ2fD7NmEEffUSK6S7GjCGRqPX/aWnEfnCNHk05Oa2NBw/SwYMkENDjx5SdTUFB5OBADx/SypX02WdP1g0cMYKOHycXF0pLo4UL6d499hPQzs2NEhIoOFg1towMWruWvv/+qUZXV/rf/22d2/7uXfLxocZG8vKi69dJ+ctdfj4zcqQdES1eTJ9/3tpYW0s5OcTjUXurHGnm4UF377ZOp6UQFUUFBbRvH82e3dqSm8scO9Z+lnPJEvL2fvKjWEyrV9OhQySTtb4s7IXYvJmcnPSJVqGujqqqyM+PVNaXGj7cbvly2r6dLl6kDRtozRrNuwcG0pYtqo3GixaAy5DPAtDmgw8+CAoKClb6PF+6dGl6evpnn32mSz5rxowZc+bMcXV1zczM/O233xwdHc+ePVtYWKgl9fPKK68Q0ebNm9lReArsOMSdO3empKToEnlhYSERBQUFqbTn5eURkY6TVY0dO7Zv377tbiYUCrUnswwVD4CxtftXfaS0AAC4o61Omwt99ZQpdOgQJSeTiwutWEHqq9H16NFaXqSspIR5/XW7pibi8WjECPrrX+n+fSoqogMHKC2NiovJ05OIyNGRXF3p4UOSSEgoJLb2/fnnVRtVZjcdO5YyM8nFhf75T7p1i6qrqaCAIiNpwQImJsZOIKCQEPr1VyotpXv3aNw4unGD3N2f7P7pp8SOEHB1pSFD6Jln6NdfKTub6upoyRL6/Xd6/33q0YP27GGmTLG7cYPWraMNG1r3ffiQpk61I6L+/Sku7skxjx4lIho2jNTK99snl7fOIKYy70VYGC1YQN9/TzdutM6r9cMPdgcPtn/A8eOf5LNu36Zhw+jePSIiPz/q3p0ePqTsbDpwgLKyqLT0yQWdNMlOezmVum+/JaInk2cp27yZMjOpqorWr6fQUGbAAA2/4Xx+66+BglGjBeA0BsCKGPAX+9dff501a1Z0dLT6Q66urkT0ww8/6H601NTU4OBgXbZMSkoiorVr16q0T5kyhYhycnJ0fMYRI0YQ0X/+8x+V9hkzZhDRuXPndDyOoXAtHgB1Gj8i8dEJAMBZXL7HuXOHcXZmiBgihsdjhgxhVqxgvv6a+eOPNnf55ZfWXdzdGeWvmWVlchcXhojx8GD+/PNJe1QUQ8RERDx1kNBQhoiZNetJy3fftYZBxHz00ZMjLF/e2sjnM1FRzKNHre05OXIejyFiPvzwyUFu3WLYxlmznorh/n2md2+GiHFxedI4ZUrrWV+71toyfjxDxHTtyty69VS0gwYxRMyyZRpeDQcHhoiJiWnz5dq2rTX+zz5TfYh9uXbsePIKxMS0/+/q1dbt//yT8fZmiBhXV+bKlSeH/de/mJdfZoiYIUPajEoX7IUrLZVrfPTaNUYgaL3cv//e/tGMHa3pceddDNyH3xKwKgbp/vLy8kaOHMkWHAmFws+UPiQLCgq8//uHG6FQGBYWVlpaqssxf//99+vXr+uy5dmzZ11dXX9X+/iaM2dOeHh4u7vfuXMnPDzc19eXDXLEiBFvvPEGwzB//vlnREQEm1QiIh8fn/Dw8D+0fKUyEK7FA9AWLfdC3LxTAgCwcVqSWRzpqO/cYfz8nuSSFLktPz9m82bmwQPV7devb80u/d//qT5UWipnd9+790ljR/NZKl8kHz1qTVH16KGaZWMPMn78kxY2edStm4YMy5EjrbEpDvLrr0yPHgwR4+PDMAxz6FDrBklJT2Vw/vyzNYDkZA2ZHTafFR3NPHr01L8rV5jU1NaUGRHj5vYkE6cQEcEQMVFR6kfVSVJSa8AXL6oGdv166/N+952eB//zT8bBgXFy0raNIlW3cKGZozUL7ryFgfvwWwJWxQq6v59++qmsrEy9/erVqz/99JPp4wGwBe3eBXHzTgkAwJap98nc7KUvXpQvW9ZaQaP8TyBgPv74qS19fBgi5o03NB9nxAiGiAkJedLS0XzW6dOqx7S3Z4iYGTNU29lsUVjYk5Y//2Ru3dKQMWEY5ptvWo+vnFcqKmpNsixe3JqZUg6Jde2atmwLu5f2f926MWVlGkKaNYshYnr31nBYXbDVZH5+mh9la8rUT0dHBQVyXXJtikzo+fOay7gUjBqtWXDtLQxchvmzALjFzc3Nzc1Nvd3Hx8f0wQDYAvXpVxhNN0Ual9BS3xIAAExA48xZKn01R3rpAQPsBgwgImpqouxsEokoM5Pu3SOplFavpl9/pa1bW7esqiIieu01zccZOpQKCqi4WP9IunVjiJ563dj52tXnSmXblVfz5vHI3Z3c3Vt3l0qpuppqapiyMrunZ3xtNXy43cqVtHkz7dxJRNS7N+3erbqNYl3CPn06diI8Hnl6UlgYLVtGrq4afhPYAyqve9ghublERHw+paVpeJSdlUx9dUgdZWfbEVF4uOq1UJGURL17k4cH+fi0M7OnUaMF4DjkswAAwHbpksxStCOlBQDATRbRFXftSuPHE7ueUHo6zZ9PdXW0bRvNmEFeXiSRtOaPXnhB8+6engyRXUuL/gG88ormzMhzz+l6hMOHmZMn7QoLqbmZbdCWatm4kU6fppoaIqLPP1ddy4+IJJLWnI6WyeCjo+nLL59q4fFIKCTty2I//zxDZCeRtP6YmUlffKFte9bq1a3zrzc1ERHl5VFeXpsbs8lHPWRmEhG99lo7Wap//5txdLTLzFSd7V6dUaMF4DjkswAAwEbpnsxSPIqUFgCA2WlZi5YjJVqXLjH379u98AIzfLjmUMPDycOD/vEPIqK0NHr/fVNEpbLcYYe0tFBICBUVtZ6OgwMNH04vvUQjRjByOU2ZouE0L1xgampa2+PiNC/n1y4+v/2Ejjo226XIef3735prl1TMmdMaLZtYHDKEPDza3LhLlw5HRURNTXTxIvXrR05O2ja7cYNmzrRjF6PUKCWFmTTJ6NECcB/yWQAAYIs6msxSbIOUFgAAp2jvgc3SRX/8sV1aGg0ZYldS0uY2vXtTt27U2Ng6FoytOZLL6ZdfNG9/7ZodEdnbGyPe9q1cSUVFRERr19LbbyvnWewyMjRs39xMU6faEVH//vT995SZSXv20DvvPLWNvX3r5+mjR+3kdzrq4UM7oicVYSNHahjtqI5NLxKRgwM1N9OQIRQXZ8ioiEgkYojsXn9d2zZiMYWEUGIi07t3m3nbrVvtJk1q/b/xogXgPuSzAADA5uiXzFJsiZQWAIC5qPTAOs54aGL/+AelpVFpKdXUkKen5m3kcmIHxL30UmuLjw9VVNC5czR7tobtL18mIho+3Ajh6iAhgYgoKorWrVN96N49DdsvXkw//khdu1J6Om3fTp99RsuXU1DQU69Gr16t/7lyRc/qrbZcu/bU8Xv3pt69O7C7vz+JRFRaqvlRkYiamhgPD2IHJ3ZIWpodEQUHtzl5VnMzhYTQpk2Mv3+bB790iXnppSePGi9aAO7TOvIYAADA6nQmmaVle7PfPgGw9uzZM2bMmDFjxhQWFpo7FiNSnGaJlgIYACIyR/88fXrrYLfoaBKLNW+zbl1rPisiorUlMpKIKC1Nw+zd5eVMQQERUWioEcLVATthlvpEV3I57d/f+v8//mj9T1oaHTpERPTpp+TmRh9/TC+/TBIJRUU9Nce8l1frq/Sf/xj4D0INDUQdn2ZeISyMiKi0lHJzVQO7e5fGjaPoaLukJH1+qXJzSSiktnJVcjlNmEBvvkmTJ2s7+JEjdsoXwnjRAnAf6rMAAMCGdD6ZpdgLVVqg0YULF37++Wf1doFAEBAQYG/8wULV1dVvvfVWREQEn9/m1zyzB9n5AObNmzdnzpx9+/Y9ePDACAECR7VbnKVoN+/fGDw86H//lzZvpu+/p3/8g5YsofBw8vYmIpLLKTeX9uxpndEpOrq1nYgWLaLdu0ksplGjKCuLvLxa28vLmfBwOyJyd6c5c9p5anaSrMuXqamJhMJOzZmlzNOTamro3Dl6+PBJVqupiWbMoIqK1h+vXmUCAuzq61vry4KDaeZMIiJ7ezp8mBkxwq6igtasoY0bW7fn8WjIEDp/ngoKnoyeMwh2aKSfn567z5pFn3xCP/5IkybZpaQwo0a1/i7V1dGECSSTkb09LVvW4cNWVJBYTG+80eZk9nPnUo8e7UymlpZGO3fS5s1GjxbAIqA+CwAAbIWhklla9kWVFkil0sbGxsWLF0dGRt67d08ikUgkksbGxlOnTjk6Oq5Zs8YEMQgEAoFAwGt7ATCzB9n5APh8vkAg0JKzA1Bm+s550yaaP5+ISCym1aupTx/6n/+hv/yF/ud/KCioNZkVHEzx8U92cXSktDTGwYHu3qV//IMCA2nqVPL3p0GD7OrrydmZMjI0rBKogh3QV1FBzz9Pf/kLSaWGOZ316xki+vFHeuUVmjaN3n6b3nyTXFzozBlasKB1m8ZGOyKaNo0aGqhr19Yhiix/fzv21fj4YyopefLpGRxMRHThgmGCZNXUtNZnvfaankcQCCgjg5ydSSym0aPtBg+mqVNp3Djq2ZMuXiQiSk6mHj06fNjvviOiNkdWbthAWVk0aRJlZ6v+E4koI4P27aPXXmst4nvppSevoZGiBbAMDIAVwS82ALTFSJ+A+GwFjYRCYb9+/VQa9+7dS0Tbt2836lMvWLAgNTVVly3NGKShAti9e7eOJwtWoKM9LRd65rw8eWgow+czRE/98/ZmDh7UvMu//81ERDA83pON+Xxm/nzm559Vt4yKYoiYiIinGn/5hQkOfrJvQYH8u+9a//+f/6gewcGBIWIOHFBtj4lhiJjQ0KcaDx2SOzs/dRa+vsx33zEMw/j6MkTMjBnMzp2tD6kf89Ejxt2dIWLc3ZlHj1ob//Wv1u3v39ccW0yM5ldJix07GCJm0KAO76ji55+Zt95SvXbDhjGlpXL9DjhyJEPE3Lmj4aFz51R/Q7T/+/Zbo0drRvg2BbrDH7UAAMD6GbYyS+U4GHgIKi5duiSRSAICAlTa3d3diSg/P//dd981Q1hPM3uQZg8AbI1ZeuaAALuAAJLLqbKSfvqJZDISCsnXV9tyfr16UWoqyWSUm8sOFmOGD7fTWImYkkIpKaqNjo507hxJpXTpEjNggJ1AYEdEbZ33o0ea2xMTKTFRtXH6dLvp0+nSJebBAzsejwYNejLwsLz8yWaLFmk+poMD3bql2ujhQaNHU04OHTtGKu/4tmJr1/HjREQLFrQ557qOXFzo8GFKSKDCQqalRfmU9TzskiW0ZInmUqng4DavkY4MHi2ARUA+CwAArJzxklmKoyGlBcrOnz9PRCNHjlRp/+WXX4iII0PkzB6k2QMAy6LjzFkq23BkDDiPR/36Ub9+HdiFz28di6dfPkIgoKFDjXLuBl8mb80aJifH7vBh1XyWfqqrqayMevSgqVMNEyePRwEBhjlUeLhBDqONAaMFsAiYPwsAAKyZsZNZWo7JkfsoML38/HwejxeoNktKUlISEUVFRZkjKFVmD9LsAYAFMVR3im6Zg/z97fz8qKpKw/J8evjsMyKiNWvanHMdAKwJ3ugAAGC1TJPM0nJk3DvZILlcnpmZ2a9fP5VF+rKzszMzM5ctWzbJsOt46cXsQZo9ALBouvfkqJO1CLt3ExGtWtXZT8zbt+ngQfLxaV1gEQCsHmq5AQDAOpkymaU4PgYeAjstVPfu3QsLC9mW5ubmnJwckUiUnJysPU2zYcOGK1eu6PIsx48fFwgEZgnSIMweAFiQTv5hQKVnRp/MQT4+tGIFbdtG6emdGpS3ciURUVKSoeICAK5DPgsAAKyQ6ZNZimdBSsvGFRUVEVHPnj1ramrYFqFQGB0dHRcX1+6+K1askMlkujxLZ5JZugRZU1Nz4MCBvn37Tp06tTNPpHcA1dXVx44da2houHXr1ptvvjlz5kxjhAGWCN2pVdq8mZqa6Px5/fNZdXUkl9PBg4y3NyqjAWwF8lkAAGBtzJXMUjwXUlq2rLi4mIhWrVrl5ubW0X2FQqERItJAe5BZWVmNjY2VlZV9+vQxSwAymeyrr77aunUrEYnF4p49e77wwgsRERFGCga4zCCjtlGixX08Hu3b16kjuLqyqz0imQVgQzB/FgAAWBXzJrO0PCPm0rIF7LRQ7u7ueiSzTKbdIIODgydOnKgys5UpA8jPz9+2bVtWVhYROTs7BwcHJ2EEERARirMAAEAJ6rMAAMB6cCGZpXheVGnZoPLycolE4u/vr9/ucXFxV69e1WXLhIQEPl/Pb3GdDLLz2g3A399/9erVffv2ZX+UyWTPPfecqaIDDjHgnwFQogUAYH2QzwIAACvBnWSW4tmR0rI158+fJ6KQkBD9dh87dqwiiaOFUCjUO5lFnQ6y89oNQCAQbNy4kf1/fX19VlZWXl6eiYIDDkPnCQAAypDPAgAAa8C1ZJYiBqS0bEp2djYRDRs2TL/dPT09PT09DRqRBp0M0sQBxMbGbtmyZfjw4UYOCjjH4GO0UaIFAGBlkM8CAACLx81kFgspLVvQ3Nw8ZcoUsVhcWlpKRDExMU5OTqmpqeaO6ylmD1KPADZu3BgcHIzFDYGM06ujKwYAsGjIZwEAgGXjcjKLhZSW1XNwcDh79qy5o2iH2YPsaABHjx7t379/aGgoERUWFppxwi8wPZU+01C9pcbeGAAALBTWNwQAAAvG/WQWCyseAnSISCS6du2aQCDIzs7Oyspi1zoEMDj0wwAAlgv1WQAAYKksJZnFQpUWWIrExMTc3Nz8/Pyampri4uKFCxf6+PiYMoAbN25MmDBBIpFs27aNbUlOTjZlAGBeRirOUhwNOSwAAOuAfBYAAFgky0pmsZDSAoswbdq0adOmmTEALy+v33//3YwBgE1BJwwAYKEw3hAAACyPJSazWBh4CCbw2WefTZs27cKFC+YOxIgSExOnTZt25MgRcwcCBmbU4izjHRMAAEwPf44Aq6L4DoRfbAArZrnJLAWNCSyLOwvgppqamjt37hBRnz59XFxczB2OsShOs2/fvs7OzuYOBwzGBPks9Wcx3hMBQEfhhg50h3wWWBV0fwBWz2puQpDSAgBQYZpklumfCwB0hxs60B3GGwIAgMWwmmQWYeAhAMDTzNsBovsFALA4yGcBAIBlsKZkFgspLQCAthi7h7f0TxAAAEA+CwAALID1JbNYSGkBAJCZ+j2VHhh9LwCAZUE+CwAAuM5ak1kspLQAAFRYUycPAABGgnwWAABwmnUns1hIaQGALTNjd4cSLQAAy4V8FgAAcJctJLNYSGkBALCstZ8HAADDQj4LAAA4ynaSWSyktMCaSCSSTz75RO/dDx8+LBaLDRgPcJbZezmUaAEAWCg76743AFuj+AqCX2wAS2drySwFjbdSNnLu1qS2tnbXrl0//fQTj8fr06fPsmXLfv755/Ly8smTJ+t3wC+++KKuru73339fvny5s7OzYaM1OLlcPnny5E2bNvXq1UvloQsXLvz888/quwgEgoCAAHt7e/bHhw8fTp069ejRo46OjkYPt+PhNTQ0FBUVKW/g6enZu3dvxY/V1dU1NTWKHyMiIowTrzVQ6fTM0t1xIQYAYOGGDnSH+iwAAOAcm01mEaq0rMLhw4enT58+Z86c06dPnzx50t/fPyYmJjg4uGvXrvod8Isvvjh06NDEiRO/+uqrTZs2KT8klUoNEbKBrVy5MiwsTD2ZRURSqbSxsXHx4sWRkZH37t2TSCQSiaSxsfHUqVOOjo5r1qxhN3N0dFy/fv306dNNGrfO4Uml0qampkOHDkVGRs6fP7+urk4gECgfp7GxcdOmTVFRURkZGRKJxMRnYUE40rmhRAsAwBKhPgusCtL5AFbAlpNZCqjSslwikWjhwoWVlZUODg6Kxl27di1ZsuTx48d8Pl+PY/bs2XPq1KkBAQETJkxITU0NDAxk25uamlxdXQ8ePDhp0iTDRG8I1dXVU6ZMuXLlipZtnn32WS8vL5Vt9u3bt2DBgu3bt7/77rtsy9SpU8ePHz9+/HgjhtuJ8B4+fPjiiy/y+fxHjx6pXFmpVBocHLx7925vb2/TxW2BuFMYhY8eAI7ADR3oTp8vVQAAAEaCOwoWwzDqL4WdHf4KZQFiY2Pfffdd5WQWEfn5+Q0ZMkS/ZFZNTc3du3cHDhwYHBz86NEj5Yeys7NbWlr69evXqYgNbcOGDYsWLdKywaVLlyQSSUBAgEq7u7s7EeXn5ysSRkuWLJk1a5aJ81m6h+fo6BgaGpqenn7ixAmVkaSzZ8/evn07klnacSeZRW30ugZ06dIldgByeHi4xg1KSkoePHhARL6+vm5ubuob3L179/Lly0QUEhIiFAozMjJkMpn6Znw+XyAQDB48WO+CUAAAS4F8FgAAcAWSWcqQ0rJElZWVtbW1rq6uKu08Hm/YsGH6HfP7778nIl9fX/WH8vLyXFxcvLy89DuyMYjF4tTU1MOHD2vZ5vz580Q0cuRIlfZffvmFiJSzfgMGDGhpaSkpKRk6dKjhY+10eEQ0Y8aM9PT0I0eOKOezVq1aNXny5AEDBhg/WDAiw/a358+fX7JkCRHdunWLzY0qk8vlQUFBLS0tRLR48eLPP/9c/QibNm3av3+/vb39b7/9RkTR0dHNzc1antHHx2f16tUTJ0401CkAAHAN5s8CAABOQDJLHebSsjhsymPv3r1yuVy53cnJacGCBerb19TUiESimzdvajlmWVmZUCjUWK9RXFw8atQolcaSkpLa2lr2/3K5PD8/Pzc3VxGPTCbLzMwsLy9v6+nYDSorKzU+2tzcnJmZeffuXfbHGzduFBcXK2/w7bffDhkyRCgUajmj/Px8Ho+nGDWpkJSURERRUVHKjUOGDElNTdVyNIPrUHjh4eFdu3bNysqqr69nWxISEtzd3UNCQkwTreXiVHGWCWIYPXo0+5/S0lL1RwsLC9lkFhGJRCKNR2Dfa2PHjlVu5PF4AjXsQ5WVlVFRUSoz7gEAWBPkswAAwPyQzGoLUlqWZfjw4S4uLjk5OR4eHm+//faZM2eampqIyM3NTaUi48KFCwEBAV9//TURbdq0adq0aepH++STTyZNmnT8+HEnJ6dJkyZNmjSJXTIvPT190qRJY8eOraiouHPnzqRJk+bOncvuEhcXd+fOnaioqMTExOzs7JUrVzY2NpaXl3t4eNTX1yckJGzbtk0mk8XHx48ZM0b9GQ8fPjx8+PCWlpaCgoItW7b4+/tfuHBB8Wh6evpHH30kk8nmz5//xRdfxMXFFRQU5ObmDh48WLFNVlaWh4eHlpdILpdnZmb269dPsVYgKzs7OzMzc9myZSpzgQUGBl68eFHLAQ2ro+HxeLyoqCi5XH706FF2s+vXr8+bN89kAYNRGbCz9fb2Zlcmzc7OVn80KyuL/lsVWFtbq0gZKzQ3N1dVVZFa5eCUKVMeq/nzzz+TkpLYp/vwww9v3LhhqLMAAOAWBsCK4BcbwBLhs6ld+AS3IN999123bt0Ul4nP52/fvl1lm7Nnz3bt2vXKlSuKFg8Pj23btmk8YNeuXefPn6/efvr0aSL64YcfFC1//PHH4sWLGYZ544033N3dd+7cqXiIz+cHBwd/88037I/Xr18notLSUuUDfvbZZ4ThCZsAACAASURBVK6urg8ePGB/jImJIaKrV6+yP/7www9r165VxG9vb79jxw6GYVxcXOzt7RUHGTly5N69e9t8dRimrKyMiMLCwgr+65tvvlm2bJmXl1dycrL69l9//bVAINBywPXr10fo5vHjx1qOo194DMMUFRURkbe397Vr19566612nwIYtT7N3OE8xXixscV93t7e6g/179+fiJKTk9l08P79+1U2YN/vRHTnzh22hZ2kLyYmpq2n++6779hd2G4BwFJws2cAbsL8WQAAYE6ozNIFg7m0LEdgYKBYLM7IyPjuu++ys7NramqWL18+bNgwRRHTzZs3o6KiPvzwQ+V53L29vVNSUt577z2Voz18+LCpqWnEiBHqT5SXl+fk5KQ8eVZGRkZQUBARXb582cPDQzEpu1QqlclkvXv3Dg0NZVvu379PRIrxTURUXV29bNmynTt3sjUdRPT88887ODj4+PiwP+7atSsuLo79/4MHD1paWqZPn05E8fHxL774ouI4ly9fVhSLacRmf3r27MnWmhGRUCiMjo5WHFyFUChk429rNv0VK1ZonBVbnWIclgHDI6Lhw4e7u7tXVVWtXbuWHZMI1sSAPW1oaOjx48erq6slEonymNz6+np2mrzRo0cXFRXV1tZmZmaqVPnl5eURkYeHR48ePXR8usDAwB49ety9e1f7iGYAAMuFfBYAAJgNklm6Q0rLgvD5fLYgiIi2bNmycuXK06dPK/JZH3zwgUwmW7x4sfIu9+7du337tvqh2LnJNc74XlhYqDLH04gRIxwdHevq6n788UflSXPY8U3KEz/98MMPPB7P399f0bJhwwYejzdr1ixFS3FxsfIkUBs3blTcgWdnZ3t7ezs6OhJRWFiYcgxSqVT75FnsHECrVq3SOCOYOjaNpTIfmTLtT9dRHQ2P9c9//vP27du7d+82bDDWioMzZynT2NkaBDuFllwuz87OVn7j5OTkEJGPj4+zs3NQUNDevXszMzPlcjmP92RmmJKSEiLq6LxsHh4ed+/elUqlhjkBAACOwfxZAABgHkhmdZTG1wdzaXGHxiXJVqxYwePxFMuQyeXykydPBgYGsmOFWDKZ7MqVKxqLsKqqqvh8vqJISqGpqamyslJlJh02wVRQUEBEfn5+ivbi4mKhUKg8y9Xp06eDg4MVFU8ymez06dMjRoxQpGNaWloqKysDAgJUDs7Kz88fPny4xheBx+NpyT2xs1O5u7vrni3SsfbKIPQIj1VUVOTp6am+riWos8Quy1Axu7m5scMJ2TJAhfT0dPpvriosLIzH40kkktzcXMUGUqm0oqKClCaV14VcLmfnnlfubQAArAnqswAAwAyQzNIPqrS4rLCwMDY2VqWRTe689tpr7I+//vqrTCbr1auX8jZnzpyRyWQqy5axLl++7OPjo1ymwWJLrhQpsNu3byvmm1fPyKhUWtXV1RUVFe3du1exY0VFhUwmGzhwoGKbrKwsuVzOHv/evXvKR6upqamvr2cHNrInWF9fr0jl/O1vf1MexqiivLxcIpEo14W1SyqVsiu4tbVBXFzc1atXdTlUQkJCW4MW9Q6PiGpqasRisWIsJ3QIN/su45VojRw5sra29vLly8qN3377LRGx7yk+nz9ixIi8vLxz584pCjDZci0+n69SDqldXFycRCIhoo7+SgMAWArkswAAwNSQzOoMpLS4qaKiora2Vr09MTHR3d09PDyc/fG5557j8Xje3t7K2+zYsaN///7sdFQqLl++rLESKicnRzF5VkVFRVFRkWK2rMLCQuXbV5lMdv78+S1btihaUlJSeDzelClTiOjjjz/+8ssvX3jhBSJSjqqgoMDBwcHb27u8vLy2tnby5MlxcXFDhgwZOnQoO4+PojQsLS3NwcFBkc/q3bu3lsXU2OGTHRoz1dTUpL3uaezYsX379m33OEKhUHsyS7/w6L9DFDu6l22yoOIslZ7WUH1sSEjIgQMHCgoKFMMJL1y40NTUJBQKR40axW7z+uuv5+XlZWVlffLJJ2wL+5vp5+en/jssk8kU5Z+s2traW7dunTp1ip3Nzc3NTXkcMQCANUE+CwAATArJrM5DSouDioqKKisrMzIylAsoamtr161bx+aP2BaBQMCunff222+zLVu2bPn555/Z+1UVUqn0xx9/XLp0qfpDDQ0Nw4YNIyK5XL5jx47Dhw+z7eqTZ7GVVuzGrJKSkvDwcAcHhzNnzkyePJmIevXq5enpWVdXx25w4cKFI0eOsIMNMzMz33nnHZFItHz58gULFgwdOvTkyZN8Pp8dftjc3Jyenq54diLq27cvu3iiRmxZmXIw7aqurm5rbCPL09PT09NT9wNqoUd49N/iGuUBnqAjG+yygoODeTyeTCYrLy9nhwBnZmYSUUhIiKKXYJPFlZWVdXV1bDKX7R+Cg4PVD5icnJycnNzW03Xr1u3MmTMYbwgA1grzZwEAgOkgmWUomEuLawoLC5OTkw8ePDh9+vQTJ05kZGRs3LjxzTffTElJGTp0qPKW8fHx9+/f37Bhw5kzZ6ZPn3779u0rV65onLCpsLCQiDQWH82dO/fmzZtnzpyZO3fuRx99pLgTLisr4/F4yrmVS5cuOTk5KU+eNWXKlLq6uvj4+IqKCsUMWUeOHElMTDxx4sTGjRuLiorS0tJqa2uPHj0qkUicnJw8PT29vLx8fX2XLl26ZcuWqKiopUuXHjt2bMmSJYoSElZgYCA7ZY+y5ubmcePGDR06lL11j4mJiYyM1PGFLSsrU5n23uD0C08qlUZGRg4fPvzUqVNEFB0dPWHCBKPGaeksroNS6WYNEr+Dg4Ovry8RlZWVsS1ZWVn0dK5qwIABTk5O9N954mUyGfue0v2NwOPxvLy8li9fXl1drTyOGADAyuBvuWBVFF818IsNwEFIZhmcxvsrvKpmceHCBTZnVFVVVVFRIZVK//a3vwUGBqpPfcW6ffv27du3hw4dqmUQ3J49e1asWPHo0SONB3n48OEPP/wwePBg5Uflcnltba1yvVJTU9Ovv/7ao0cP5X3v3r3722+/qSybKJPJiouL+/fv37VrV/b4//rXvxQ3wzKZrKSkZPDgwexUVjU1NRKJRH2ieiJ66aWX0tPTNT7UUS0tLU5OTvfv31eejR4sFMeXNdTIGDGvWrVq8+bNb7zxxsmTJ5uamp5//nki+r//+z/lt+2kSZOOHz8eHR197NgxkUg0ZsyYbt26PXz4UPk4Xbp0aW5ujo6O/vLLL5XbeTyeUChsq+cB4D7c0IHukM8Cq4LuD4CzkMwyEqS0rE9NTU1eXt68efMmT55sb28fHx9v7og65tNPP71z586nn37a+UPt2rWrurp63759nT8UmJflfgQYPKWVnZ0dFBTE5qdSUlKio6NffvnlmzdvKm9z7NixKVOmuLm5/fTTTx988MHHH38cFRWVkpKivA2bz4qJiUlMTOxkSACcghs60B3mzwIAAKOz3DsZ7sNcWtYnKiqqsrIyJiYmPz8/NzfX3OF0WGxsbN++fVVWRdSDVCqNj49nxwCClbHlDmrUqFF8Pr+xsfH27dvsYEPF+qcKo0ePJqJ79+6JxeKLFy8SUYdWNgQAsBGoRAUAAONCMsvYMJeWlfH19Z0/f/7atWsXLlyoMiTQIvB4vKSkpMWLF3fyOCtXrly9erX2xQ3BIljiSEMFg8+ixePx2KUMy8rK2Imx1PNZLi4u/fr1I6KioiI2qc1muAAAQBnyWQAAYERIZpkGUlrW5Msvv4yKipoyZcqqVavMHYuefHx85s2bt27dOr2PcOzYsV69ek2cONFwQQEYRue7VnZmd5FIdOPGDT6fHxoaqr4NO0N8cnKyTCbz8fFBYhcAQB3GGwIAgLEgmWVKGHhoTfz9/c0dQmcFBwd7eHjovbufn5/KHPZgoSy6OIulsXftjBEjRhBRUlISEfn5+bFrLKgICgratm1bWloaESnWITUsuVwul8u1LEkhk8mISMsGAADmhfosAAAwCiSzTA9VWsApvXr10ntfJLOAyzrZrw4cONDBwYHNFrF1WOrYabbYbV5//fXOPF1bxo4dGxISot5eX18/e/bsZ5999plnnnnmmWd69eoVFxdnjAAAADoJ+SwAADA8JLPMBSktAOAOKyjOYhk88jFjxrD/0ZhRIiIej8eOQ+Tz+W3lvDpj6dKlIpFIvV0sFr/66qsHDx4cNWrU3r17165d+8wzzyxfvnzmzJkGjwEAoJMwDAGsCpZ3BeACJLPMTmMCC1cBAEzMavJZZEUfbU1NTTNmzDhz5gwRjR49Ojs7W/nRRYsW7d69e/369WvWrGFbmpubhwwZUlVVVVpaOnjwYDNEDDYGN3SgO9RnAQCAIVnNN36LhiotADA7a0pmkeXHzzpx4oSnp+eZM2diYmI0bnD69GmBQPDBBx8oWhwcHJYuXUpEmZmZJooSAEA3mN4PAAAMBsks7sD08AAARmWJPWpycrK9vf3Zs2fDw8OPHDmivsH+/ftbWlp4vKeKHtgp4aVSqYmiBADQDfJZAABgGEhmcQ1SWgBgLlZWnMUy+EKHprd69er+/furpKuUhYeHqzcmJiaSVay7CgBWBuMNAQDAAJDM4iYMPAQA07OdTsbiznTAgAFaklkaJSQk5OTk+Pj4tDV1PQCAuSCfBQAAnYVkFpchpQUA5mVNnwjWdC66SE9PnzdvXrdu3VJTU80dCwCAKuSzAACgU5DM4j6ktEC7PXv2jBkzZsyYMYWFheaOxVIpXsOSkhJzx2JmVt+3qPSoVny+8fHx48aNe/7558+dO9erVy9zhwMAoArzZwEAgP6QzLIUmEvLZC5cuPDzzz+rtwsEgoCAAHt7e/bHhoaGoqIi5Q08PT179+6t+LG6urqmpkbxY0REhHHibX2ut956KyIigp31WSNdzotTJ2XigOfNmzdnzpx9+/Y9ePDAANFbEXQyFio2Nnbnzp1ubm7Z2dleXl7mDgcAQAPUZwEAgJ6QzLIsqNIyDalU2tjYuHjx4sjIyHv37kkkEolE0tjYeOrUKUdHxzVr1ig2a2pqOnToUGRk5Pz58+vq6gQCgfJxGhsbN23aFBUVlZGRIZFIjB22QCAQCARaJtbR5bw4dVImDpjP5wsEAi0JQRthI12KdZdoyWSysWPH7ty509fX98qVK0hmAQBn4Q+zYFUU3yfwi22JLl269NNPP/F4PI1r6xBRSUkJ+3dvX19fNzc39Q3u3r17+fJlIgoJCREKhZmZmRKJ5K9//evgwYPbelKxWHz+/HkiGjRokKurq2HOxDYgmWWhNN534doZ3LPPPuvl5XXlyhXlxn379i1YsGD79u3vvvsu2/Lw4cMXX3yRz+c/evRIJRUilUqDg4N3797t7e1t7GjfeeedoKAgXaqldDkvjpyUWQLes2ePm5ubUevOOM4qlzXUyArO1M7ObvTo0dnZ2SrtY8aMEYlEYWFhJ0+eFAqFZokNbBlu6EB3qM8CAK44f/58ZGTkuHHjbt++rf6oXC4PCgqKjIyMjIzctm2bxiNs2rQpMjJyypQp7NevmTNnRkZGbt26VcuTXr16lT1mWVmZQc7CRiCZZblQpWUCly5dkkgkAQEBKu3u7u5ElJ+fr2hxdHQMDQ2VSCQnTpxQ2Xj27Nnbt283Wd5HFzqeF3dOyuICtnQ21ZNYa4nWxo0bRSJRaGjo119/jWQWAHAc8lkAwBWjR49m/1NaWqr+aGFhYUtLC/t/kUik8QjFxcVENHbsWOMECK2QzLJ0SGkZG1v1OXLkSJX2X375hYhUKoBmzJhBREeOHFFuXLVq1eTJkwcMGGDcQDtI9/PiyElZXMBWBh8NFqehoeGjjz5i/zNGzeeff27uAAEAnmLrg/wBgDu8vb2dnZ3FYnF2dvakSZNUHs3KyiKikSNH5uXl1dbW3r17t0ePHsobNDc3V1VVkaZbFzAgJLOsA6aHN6r8/HwejxcYGKjSnpSURERRUVHKjeHh4V27ds3Kyqqvr3dxcSGihIQEd3f3kJAQkwWsI93PiyMnZXEBWzQrGH/XUSodqRV0oUVFRVKplIg0Fq1jWgYA4BrUZwEAh4waNYra+BZ17tw5Ipo7d66HhwdpKtFiE15EFBoaatwobRiSWdYEVVpGIpfLMzMz+/Xrp1jKkJWdnZ2Zmbls2TKVfD2Px4uKipLL5UePHmU3u379+rx580watA46dF5cOCmLCxisgGV1oQzDqEyeFRERwbQtPj7eXKECAGiE+iwA4JDQ0NDjx49XV1dLJBLlWRvq6+u///57Iho9enRRUVFtbW1mZqbKnUZeXh4ReXh4qNRtgaEgmWV9UKVlDOycTd27dy8sLGRbmpubc3JyRCJRcnKyevEpEU2bNu3AgQOHDx9+7bXXjh49evjwYd2fbsOGDSqTnbfl+PHjKov3dUhHz6szJ2UQFhewRbPB4iyWxl4UAABMA/ksAOAQdgotuVyenZ0dFhamaM/JySEiHx8fZ2fnoKCgvXv3ZmZmyuVy5aXlS0pKiAhjQ4wEySxrhZSWwRUVFRFRz549a2pq2BahUBgdHR0XF9fWLsOHD3d3d6+qqlq7di07FE53K1askMlkumzZmWQWdfy82j2pmpqaAwcO9O3bd+rUqZ0JzDQBV1dXHzt2rKGh4datW2+++ebMmTONETNYAfSfAAAmg3wWAHCIm5ubh4dHbW1tUVGRcj4rPT2d/purCgsL4/F4EokkNzdXMSuKVCqtqKggpUnlwYCQzLJuSGkZFrswxapVq9zc3HTf65///Oft27d3797d0QXFTLYAmR7npeWksrKyGhsbKysr+/TpY+BA/8uAActksq+++opdLVcsFvfs2fOFF16IiIgweMwWymaLs1go0QIAMBfkswCAW0aOHFlbW3v58mXlxm+//ZaIgoKCiIjP548YMSIvL+/cuXOKfBZbrsXn85WzYKx79+6lpKS09XTsFPKgBZJZtgApLUNh52xyd3fvUDKLiIqKijw9PTk73bJ+56XlpIKDg4koOTnZYCE+zbAB5+fnb9u2bfTo0cHBwc7OzsHBwUlJSchnQVvQeQIAmAbyWQDALSEhIQcOHCgoKFAMJ7xw4UJTU5NQKGRniyei119/PS8vLysr65NPPmFb2EXZ/fz8lNdfZ128eDE6OtqEZ2BVkMyyHUhpGUR5eblEIvH39+/QXjU1NWKxWL+1LOLi4q5evarLlgkJCeo9pI70OK/OnFTnGTZgf3//1atX9+3bl/1RJpM999xzhgnU8tl4cRYLJVoAAGaBfBYAcEtwcDCPx5PJZOXl5YMHDyaizMxMIgoJCVHMljVy5EgiqqysrKurY/+Qzuaz2D/4qxAIBF26dGnr6R4/ftzc3GyE87AGSGbZGqS0Oo/tizo6kR87Mk6/6f/Gjh2ryLNoIRQK9U5mkV7n1ZmT6jzDBiwQCDZu3Mj+v76+Pisri12BBJDEaQt6TgAAE0A+CwC4xcHBwdfXt6ysrKysjM1nZWVl0dO5qgEDBjg5OTU0NOTk5EydOlUmk5WWlhKRYvihstDQ0NTU1LaeLjs7mx3GCCqQzLJNSGl1UnZ2NhENGzasQ3uxQ6r9/Pz0eEZPT09PT089duwQPc6rMyfVecYLODY2dsuWLcOHD+9MeNbKljsKlGgBAJger/1NAABMix1XyP6pvKmpic1VqUz0zqauRCIREWVlZcnl8m7dug0YMMAM4VojJLNsmcZrjfs07Zqbm8eNGzd06FC2njQmJiYyMrLdvaRSaWRk5PDhw0+dOkVE0dHREyZMMHqsHaHHeZn3pIwd8MaNG4ODg999913Dhm2h0C2oUOk88foAABgb6rMAgHNGjRq1efNm9q/rbMbq5ZdfVilACA8PP378eGFhIRGVlJQQ0WuvvWaOYK0QklmAKq2OcnBwOHv2bEf3EggEWqpHuUCP8zLvSRk14KNHj/bv35+dYKuwsLCjs6RZPfQPAABgYqjPAgDOGTVqFJ/Pb2xsvH37NjvYUD1XxZZr3bt3TywWX7x4kYjUVzYEPSCZBSxUaQEoE4lE165dEwgE2dnZWVlZ7GeTLUNvoBFKtAAATAn1WQDAOTweb9SoUVlZWWVlZexgQ/V8louLS79+/SoqKoqKinJzc0ltQCLoAcksUIYqLTCexMTE3Nzc/Pz8mpqa4uLihQsX+vj4mDuoNt24cWPChAkSiWTbtm1sS3JysnlD4hp0CwAAYHrIZwEAFwUGBmZlZYlEohs3bvD5fI0LqAcHB1dUVCQnJ8tkMh8fH3ahQ9AbklmgDiktMJJp06ZNmzbN3FHoysvL6/fffzd3FByCsiMtVLpNdJgAAMaD8YYAwEUjRowgoqSkJCLy8/MTCATq27DrEqalpRFRQECAkSKRyWQymazdzeRyuS6bcRaSWdAWDDy0EZ999tm0adMuXLhg7kAsVWJi4rRp044cOWLuQMwAnxcAAGAWqM8CAC4aOHCgg4NDc3MzEQUHB2vchp1mi80ivf7664YNoL6+fvXq1UlJSRKJhIhefvnld955R8uaVmPHjn38+DE7h73FQTILtEOVltWLjY29c+cOEb388svmjsVSDR48uHv37kTUt29fc8diXEhntwslWgAApoF8FgBw1JgxY44fP05EISEhGjfg8XihoaHp6el8Pr+tnJd+xGLxq6++WldXFxoaGhYWVl9fn5ycvHz58uvXryckJKhvv3TpUpFIZKETeCGZBbpASsu6eXp6qqwhCx1ls68hOgFdoLcEADAG9K1gVRS3W/jFhs5YtGjR7t27169fv2bNGralubl5yJAhVVVVpaWlgwcPVmzZ1NQ0Y8aMM2fOENHo0aMtrj4LySzoEI11GfidAbAdKp0A3v5a4LUC0A9u6EB3mD8LAEDV6dOnBQLBBx98oGhxcHBYunQpEWVmZioaT5w44enpeebMmZiYGDNE2WlIZkFHYS4tAAD9oKsEADA4jDcEAFC1f//+lpYWHu+pjD+fzyciqVSqaElOTra3tz979mx4eLjFzQGMZBboBwMPAWwWCo46RGNvCQAABoR8FgCAqvDwcPXGxMREIvL391e0rF69un///ippL4uAZBZ0BlJaAAB6QD8JAGBYlncbBgBgegkJCTk5OT4+PsqT0w8YMADJLLBNGHgIYGtQnKUHvEoAAEZleXdiAAAmlp6ePm/evG7duqWmppo7ls5CMgsMBSktAICOQicJAGBAyGcBAGgTHx8/bty4559//ty5c7169TJ3OJ2CZBYYFlJaADYCxVl6w2sFAGA8yGcBALQpNjZ2zpw5bm5uxcXFAwcONHc4nYJkFhgDUloAVg/vaMPC6wkAYCiYDx4AQAOZTBYZGZmRkeHr6/vNN984OzubO6JOQTILjAfTwwPYFLy1OwoLHQIAGAnqswAANBg3blxGRkZYWFhhYSGSWQDaoUoLwFrhjWwQKp0kXlUAAINAfRYAgKqNGzeKRKLQ0NCvv/7a3LF0FpJZYBqo0gKwBXhHW4GMjAyZTKbezufzBQLB4MGDu3btavqobFZHL0d+fn5jYyMRDRkyxMXFRcuR6+vrS0tLiah79+6WPmkGQFvwRROsiuJuCr/YoLeGhobu3btLpdJBgwY5OTmpPBocHBwbG6u+l52d3ejRo7Ozs00So66QzAIT01h0gN86AAuFDxHD4si0+l26dGlubtaygY+Pz+rVqydOnGiykGxZRy/H0aNHY2JiiCg0NPSbb77RsuOYMWNEIhGPxzt//vzgwYMNGLOx4YYOdIf6LACApxQVFUmlUiIqKytTf9TV1dXkEekJ9yFgeqjSArBieCNbEx6Px+er3gmy338qKyujoqJqa2tXrVpljtBske6XY+rUqadPn05LSxOJREePHp06darGAyYmJopEIiJavXq1ZSWzADoEXzHBqiCdD8BCMgvMCFVaAFYAnyPGwIUSLbYgKCYmJjExUeUhuVyekpKyZMkSsVjM4/GuX7/u5eVl+ghtih6XQywWv/LKKw0NDd26dbtx44b6qEOxWOzp6dnY2NivX7/Lly/zeBY2ZTZu6EB3FvbLDQAA7cJNCJgXpocHsD74HLEFPB5v8uTJx44dIyK5XL5v3z5zR2TT2roczs7Oe/fuJaLGxsaFCxeq7zh//vzGxkaBQHD8+HGLS2YBdAh+vwEArAqSWcAFSGkBWDS8W43EIhY6DAwM7NGjBxHdvHnT3LGA5ssxceLE8ePHE9GpU6fOnDmjvP2JEyfYlu3bt3t6epo2WABTQz4LAMB6IJkF3IGUFoDVwEeJ8XCzV/Tw8KD/zt8EZqfxcuzfv9/Z2ZmI5s+f//DhQ7axoaGBrdgaPXr0okWLTB4pgKlhPngAACuBZBZwjWVND5+ZmSmRSP76179qmTpXLBafP3+eiAYNGmRBq0NYFqxGb3ZcmOPJimnsGDlFLpez7ywHBwdzxwJtXg5nZ+fdu3dHRUWJxeL33nsvPj6eiGJjY8Vicbdu3b766ivzhAtgWqjPAgCwBkhmATdZUJXWzJkzIyMjt27dqmWbq1evRkZGRkZGalz/FAzip59+Yl/kmTNnat+SvWQTJkyQy+WmiQ3AGLjWJcbFxUkkEiLy9/c3dyyg7XJMnDjxjTfeIKKDBw9eunQpPz8/KSmJiPbt2+fm5mb6UAFMD/VZAAAWD8ks4DLLqtICs8Nq9OaF4iwT4EKJlkwma25uVm6pra29devWqVOn2JyIm5vbrFmzzBSdzdH7cuzfv7+goEAsFs+ZM4dNe0VFRU2aNMk0YQOYHb5NglXB8q5gg5DMAoug8eaNU7+r3bt3r6uri4iISE1NbWub7OzsoKAgIkpNTY2IiDBhdLbF6lej5zLks0zDjJ/dXbp0UUmdqOvWrdu5c+cwjNcEOn85zpw5M2HCBPb/rq6u165dc3JyMnCUpoUbOtAdPv4BACwYkllgKSxo4CGYHVajNxckzTFhhQAAIABJREFUs0yGm68tj8fz8vJavnx5dXU1kllmp+PlGD9+PDvqkIgOHz5s6cksgA7BeEMAAEuFZBZYFgw8BN1NnDjx+PHjZ86cYVejZ1emZ2E1erBKJu4Mo6Ojv/zyS+UWHo8nFAqRIDaLTl6O11577dSpU0QUEBBgjPAAOAsdFgCARUIyCywRqrRAd1iN3sRQnGVi5n2F+Xy+w9Ps7e2RzDIXXA4A/eBNAgBgeZDMAsuFlBboiF2NnojY1ejZRqxGbyR4D3IBrgIAQIdgvCEAgIVBMgssHZcHHt67dy8lJaWtR6uqqkwZDEycOPHkyZOnTp06ePDg/Pnzm5ubsRq9aXDhzWgLuLDQIQCA5UI+CwDAkiCZBdaBsymtixcvRkdHmzcGUIbV6E0AKRUzUukMudANAgBYCuSzAAAsBpJZYE24mdISCARdunRp69HHjx+3u7A6GJaTk9P+/fsnTJhQUVFBRK6urnv27DF3UFYOnyyghUwmIyI+H3eRFgwXEawG5s8CALAMSGaB9eHgXFqhoaH/aVtqaqoZY7NZWI3eqFCcZXYqPSE3r0h9ff3s2bOfffbZZ5555plnnunVq1dcXJy5g4KOwUUE64OkLACABUAyC6wVN6u0gGuwGr3J4K0H6sRi8auvvlpXVxcaGhoWFlZfX5+cnLx8+fLr168nJCSYOzrQCS4iWCXkswAAuA7JLLBuSGkBmAs3S4FskCln0Xr06FFHd9mwYUNdXd369evXrFnDtixfvnzIkCGHDh2aO3fu4MGDDR2jDdHjcqibPXv27NmztW+DiwhWCeMNAQA4DckssAUcHHgIYIPw+QIanT59WiAQfPDBB4oWBweHpUuXElFmZqb54oIOwEUEq4T6LAAA7kIyC2wHqrQATAwpY07h8kKH+/fvb2lp4fGeqoRgZxOXSqVmCgo6BhcRrBLyWQAAHIVkFtgapLQAzAhvNK7hTu8XHh6u3piYmEhE/v7+Jg8H9IGLCFYJ4w0BALgIySywTZY+8FAmk7HroIN54UK0S+VthY8YLrCgq5CQkJCTk+Pj4xMSEmLuWEBPuIhgBZDPAgDgHCSzwJZZYkoLi6BzBC4EWBludn3p6enz5s3r1q1bamqquWMBPeEignXAeEMAAG5BMgvAsgYeYhF0jsCF0B2KszhLY+/HKfHx8XPmzHFychKJRL169TJ3OKAPXESwGhz9agigH8U3APxig4VCMgtAQeNNHQffEYsWLdq9e7fyIujNzc1DhgypqqoqLS3FIugmgwuhO+SzuIzL3wRiY2N37tzp5uaWnZ3t5eVl7nBAH9y/iLihA91hvCEAAFdw+SssgOlZysBDLILOEbgQOkIyi+O4eUVkMtnYsWN37tzp6+t75coVbuZBQDtcRLA+GG8IAMAJSGYBqLOIgYdYBJ0jcCHAWnGh0xs3bpxIJAoLCzt58qRQKDRvMKAfXESwPshnAQCYH5JZAG3hfkoLi6BzBC6ELlCcZRG4NovWxo0bRSJRaGjo119/be5YQE+4iGCVOPR1EKDzMNwaLBGSWQDtspS5tFgJCQmzZs3y8fG5evWquWOxabgQKvBxY0G4c7EaGhq6d+8ulUoHDRrk5OSk8mhwcHBsbKxZAgPdWdZFxA0d6A71WQAA5sSdL6wAXMb9Ki0FLILOEbgQ7eLg2wcUuFOiVVRUxI7YLSsrU3/U1dXV5BFBh+EigrXi4hdBAL0hnQ+WBcksgA7hfpWW8iLoAwcONHc4tgsXQh0+cSwRxoeCDcINHegO6xsCAJgHbi0AOorjKx7GxsbOmTPHzc2tuLgYORQzwoXQBT5xAADA0mG8IQCAGSCZBaAfbg48lMlkkZGRGRkZvr6+33zzjbOzsxmDsWW4EG3hTtoXOkSlxzN7XwcAwCmozwIAMDUkswA6g4NVWuPGjcvIyAgLCyssLEQOxYxwIXSEDx0A+P/s3XtcVHX++PE304DEollEhnzNza+rfk1JS1My70pGhmZtZnZZS7OLZW22fU27oGXtaq2VlVtqV9LWEjNlUdFSvGRaohL5NX5kAbJEmItISOPw++OM4zgzjDPMzJlzeT0f/MGcc+acz3wYPu9z3udzPh/AAOifBQCqIpkFBE9TvbSYBF0j+EM0hc5ZuuZPFy36bQEwJ9o+GArDB0LjSGYBIaSF4eH1NQm6gfGH8IExxfXO61+QPyuMigs6+I/+WQCgEpJZQGhpoZcWk6BrBH+IptA5ywC8dtFiaC0AoOGDoZDOh2aRzALCxP9eWsqW/OvBVOjFYwxezyL448KQuKCD/xgPHgDCjmQWED7+DA8fFRVFLxWYEPkOw+BvBwCeyGcBQHiRzALCzXdKyzO3pUaZACCcaMoAgHwWAIQRySxAHQE9YMh1IMyAzlnG4Oxe6vkXdFtCywbAbBgPHtCKUJ2FcMKqHSSzADX5GB7e6ypt0ks50TxEAQTEtZ+p9lPzWisPQovmCxpEPguIGI8bp2HaLbEnMkhmAerzf8ZD7cwF1oxYEBUVspABNal5sc/JgAF4PiuttdQ8zZd5aOl7B5xCPgtQlWvgD1M4d9vt6UfkDEIlJLOASPGR0tLOdaAKsQCA3nm2WhppxFymn4tsQQCYHfksQA0RDPyuR2T6W3WQzAIiq6mUlucSlf83uQiEOuicZRiBJuLD16yRhQegQeSzgDDS2qWLsxgktsKHZBYQWQENmKVOSktrsQDGppEuPDCMk6PRR7ocAOCBfBYQFhqP/W6JLRIuoUIyC4gs5X/Q2bJF/MJe47EAZkAY0rtINWUk4gFoH/ksIMT0dfWilJOsVkiQzAI0xc8rwDB10dJXLIBhRDyHi3BQOaVF8wVAL8hnASGj3/BPVit4JLOAiNPIlbx+YwGMh0hkGP6ntILJ0dN8AdAX8llACBgj/JPVajaSWYAWNLsLQ6i6aBkjFkC/NJLSRZiEtZcWzRcAPSKfBQTFeOGfrFagSGYB2qH89zXjki/IlJbxYgEMgGBkPOFIadF8AdAv8llAMxk7/JPV8hPJLECD1BxrxtixADpC5yyTCG37FhUVRfMFQL8skS4AoEtK+Df8GYDyGTlFbgrJLECzGhsbA/1/bG6vLuPHAugR8cjAzvjH9ac1i4qKIpkFQO/onwUExoS34p0pLU6OXZHMArSv2Y8fnpEJYwG0jDtPZhNkLy0yWQCMgf5ZQABMeyuejlpuSGYBOuL/v2cg04eZMRZALwhJZtC8vzLdsgAYCf2zAL9wK17oqHUSySxAd/zvqOV7YHhiATTI7YtNSEJTyGQBMBj6ZwFnxq14JzpqkcwC9KsZg2q5IhYA0JSAGjSSWQCMh3wWcAaEf0+mTWmRzAIMoHlDKRMLoE10zjK5pv7irl8MnjEEYFTkswBfCP9NMWFKi2QWYBiBdtQiFgDQLN+tGR1LARgY+SygSVzA+GaqlBbJLMB4fGS13Lo28O8ObaJzFhQ+mjK+FAAMjHwW4B1nAP4wSUqLZBZgYP50bQAAjfNsymi+ABge8xsC7pi+KiCGn/SQZBZgeF5nPyQWQOPonAU3jY2Nrt8KvhEADI/+WcBpGGWgGQw86SHJLMA83B4/JBZAywwZcxE8ZyNG8wXADOifBZxCx+xgKCktI6V7SGb5adeuXWVlZRaLJSMjw+sG27Zt++mnn0Skd+/eycnJnhuUlpZ+9dVXIjJixIjY2Njc3Nz6+voLL7ywb9++TR20qqpq69atItKnT5+kpKTQfBLgZAcH/tehL4QnuOLrAMAkDHXxCTgTEM37YnMNE6SoKOOcUpPM8t9LL7300EMPicjBgwfbt2/vttZut7ds2bKurk5EHnzwwZdeeslzD/fee+/ChQvj4uKOHTsmIm3btq2oqBg9enR2dnZTB83Lyxs+fLiIZGdnjx49OoQfB9B+LIiK4npVl0IVJYlQaArNF8JEzZP8IC/oYCo8bwg4aP8MQPsM89QhlwoBGTp0qPLL9u3bPddu3rxZSWaJSE5Ojtc9bNmyRUSuu+668BQQCACxALpDhIKC5guA2ZDPAkQ4AwgdA6S0SGYFqlu3bomJiSKSl5fnuXbdunUiMnjwYBEpLi4uLS1126C2trawsNC5DRBBxAJon96DLMKE5guACZHPAjgDCDFdp7RIZjXPkCFDRGTHjh2eq9auXSsid999d8eOHcVbFy0l4SUi6enp4S0l4BOxAHpEkILQfAEwK/JZMDvOAMJBpyktklnNpqSiioqK6uvrXZdXVlZ+/fXXIjJ06NC0tDQRyc3NdXvvZ599JiIdO3Zs166dSsUFPBALoAt6jK0AAIQJ+SyYGhcw4aO7lBbJrGAoQ2jZ7Xa3Rw43bNggIikpKYmJicrw7bm5uXa73XWbbdu2iciIESPUKy5wOmIBdIo4BaEFA2Bi1kgXAAAij2RWkJKTkzt27FhcXJyfnz9y5Ejn8lWrVsnJXNXIkSMtFkt9ff3GjRuHDRumbNDQ0FBQUCAug8oDALxyC1V6iVO7du0qKyuzWCwZGRleN9i2bdtPP/0kIr17905OTvbcoLS09KuvvhKRESNGxMbGrl692mazeW5mtVpjYmL69u3bqlWrkH4CTSOZBcDMyGfBvDgDCDeli5b2T7hJZoXE4MGDi4uLlUsOp3/9618iovTMslqtAwcO/Oyzz9auXevMZyndtaxWq2sWTFFeXr5s2bKmDqcMIQ8Ej1gAhNXWrVsfeughETl48GD79u3d1trt9uHDhyvT4D744IMvvfSS5x7mzJmzcOHCuLi4Y8eOici4ceNqa2t9HDElJWXGjBk33XRTyD6DVtF8ATA58lkwKc4A1KH9lBbJrFAZMWLEm2++uWnTJrvdbrFYROSLL76oqamJjY1VRosXkWuuueazzz5bt27d3LlzlSVbt24Vkf79+1ut7vFo586d48aNU/ETwIyIBdALnXbOEpfut9u3b/fMZ23evFlJZolITk6O13zWli1bROS6665zXWixWDwDR0NDg4js3bt37NixxcXFjz/+eCg+gUbRfAEA42fBjDgDUJOWB9IimRVCaWlpFovFZrN9+eWXyhJl6PcRI0Yo6S0RGTx4sIjs3bu3oqJCWaLks5Sh4t3ExMQkNC0+Pl6FDwVjIxYAKujWrVtiYqKIuA2wqFCmuFWiQ3FxcWlpqdsGtbW1SodcZRun8ePHH/dw4sSJrKws5XBPPPHE/v37w/OZAACaQD4LgEmRzAqt+Pj43r17i8iOHTuUJcpVimuuqlevXgkJCXJynHibzbZ9+3YRcT5+6Co9Pf3npmVnZ4f/MwGAJui3c5ZC6aXrjA6u1q5dKyJ33313x44dRSQnJ8dtAyWUyMmJdH2zWCy33HLLBx98ICJ2u/31118PruDaRToeAIR8FkyIMwD1abCLFsmscFCuWJQHQ2pqapRcldtA70rqSrliWbdund1ub926da9evSJQXJgbsQBQjZKKKioqqq+vd11eWVn59ddfi8jQoUOVmx9Kx15Xn332mYh07NixXbt2fh5u2LBhysYlJSVBlx0AoF3ks2AuXMBEiqZSWiSzwkTJZylPlCgZq4svvrhTp06u2yjzW23evFlEtm3bJiJXX321+kWFyRELoCN675wlJ29s2O12t0cOlb66KSkpiYmJyswhyiQhrtsokUKZJ9d/Sm8vZTgt46EFAwAF+SwA5kIyK3yGDBlitVqPHDnyww8/KE+IeOaqlKua8vLyqqqqnTt3iojnzIYAACNJTk5WEkz5+fmuy1etWiUnc1UjR460WCz19fUbN250btDQ0FBQUCAeXX19s9vtSgdhQ460SDILAJzIZ8FEOAOILC100SKZFVYWi8U5SIpyLeGZz2rTpk2PHj1EJD8/X7loCegqBQgesQA6YoDOWQplNPevvvrKdeG//vUvEVF6Zlmt1oEDB8rJEbUUSnctq9Ua0J2PF154QXmwccCAAaEoOwBAo8hnATALklkqcA6PtX//fqvV6nX4XmWQlKVLl9pstpSUlKSkJLVLCQB6EPGbQCGkdMLatGmT83HCL774oqamJjY2VrkRIiLXXHONuAwALyfnwO3fv7/VanXboc1mqz1dQUHBypUrb7311r/85S8ikpycfNddd4X/k6mKdDwAuCKfBbPgDEALIthFi2SWOpS761lZWSLSv3//mJgYz22UW/ErV64UkUGDBoWpJDabzWazBb8NDIZYAP3SddhKS0uzWCw2m+3LL79UlihDv48YMcJicVyPKH249u7dW1FRoSxR8lmu8+Q6LV26tOXpevbsef311ysBqHXr1itWrDDk84YAACfyWQCMj2SWaq644or4+HglSeT1CkRODrOlbKPcjQ+hysrKiRMnnn322dHR0dHR0R06dHjhhReasQ0ARJaROmeJSHx8fO/evUVkx44dyhKlH5ZrpOjVq1dCQoKcHCfeZrMpj64rPX/9YbFYunTpMm3atKKioiuuuCKknyDySMcDgBvyWTAFzgC0Q/0uWiSzVHbttdcqvzQ1HZXFYlGeQ7RarU3lvJqnqqqqZ8+eixcvHjJkyGuvvfbUU09FR0dPmzbtzjvvDGgbGBWxAPplgMilPFe4ZcsWEampqVFyVW5DKDofWheRdevW2e321q1b9+rVy3Nv48aNO3q6Y8eO/fbbb99+++3cuXN5kh0AzCDKANERcHJmLty+2FzDaEpUlHrn5SSzTOWBBx5YsGBBZmbmk08+qSypra1NTU0tLCzcvn173759/dwGRmWYWBAVJcb4IGbjf/gzZPDKy8sbPnx469atf/nll2XLlo0bN+7iiy8uKSlx3eaDDz4YP358cnJyWVnZzJkzn3322bFjxy5btsx1m5YtW9bW1t52223vvvuuup8gkmi+EFkROXs3QLuHcKN/FozPMGcAhqFaFy1DXg/Ah48//jgmJmbmzJnOJfHx8Q8//LCcHKjFz21gSMQC6JcxgpfysPmRI0d++OEH5WFDzzlwle5a5eXlVVVVO3fuFJGAZjYEAJiK+1whAGAMJLNMaOHChXV1dc6hhRXKrFgNDQ3+bwMAEWSwkbOcLBbLkCFD1q1bt2PHDuVhQ898Vps2bXr06FFQUJCfn79x40bxeCDRnEjHA4BX5LNgcJwBaJPSRSt8CSaSWeaUkZHhuVB5IGXAgAH+bwPjIRZAv4wUv4YNG7Zu3bqcnJz9+/dbrVZlLEU3aWlpBQUFS5cutdlsKSkpjIQFAGgKzxsCMBqSWXBasmTJhg0bUlJSmhqc3s9tAEAdbiHMYPFr4MCBIpKVlSUi/fv3j4mJ8dxm+PDhIrJy5UoRGTRoUMjLYLPZlAl2g9xGNaTjAaAp5LMAGArJLDitWrVq8uTJrVu3zs7ODmYbAEBIXHHFFfHx8UqqqKn5bZVhtpRtrrnmmlAdurKycuLEiWeffXZ0dHR0dHSHDh1eeOGFZmwDANAO8lkwMu5oaVk4RoUnmQWnRYsWjRo16pxzzlm7dm2HDh2avQ0MgFgAvTB25yzFtddeq/zSVJdYi8WiPIdotVqbynkFqqqqqmfPnosXLx4yZMhrr7321FNPRUdHT5s27c477wxoGwCApoRx/BpAfW7Tu3INo3GhnfqXZBacpk6d+vLLLycnJ+fl5XXp0qXZ28AYjBcLmPBep84Y9cyQz4qIBx54YMGCBZmZmU8++aSypLa2NjU1tbCwcPv27X379vVzG/XRfEEjQnvSfqZjnXZBB/hA/ywARkAyCwqbzXbddde9/PLLvXv33r17t9dElT/bAIDKSGaFz8cffxwTEzNz5kznkvj4+IcfflhEcnNz/d8GAKApzG8IwzLeHS3jCdUshySz4DRq1KicnJyRI0cuX748Nja22dvAMIgFABYuXFhXV2exnHYj32q1ikhDQ4P/2wAANIV8FgB9I5kFp2eeeSYnJyc9Pf3TTz8NZhsAUBmds8IqIyPDc+G7774rIgMGDPB/G5WRjgcA3xg/C4bi+rg1JwG6EOTT+CSz4FRdXd22bduGhoY+ffokJCS4rU1LS5s6dao/26hVXqjEkLGAAWh0qqmQRyxT35IlS+66666UlJQ9e/YEs01Y0XxBOxg/C9pE/ywYkyHPAAwpmEcOuQCAq/z8fOWRkB07dniuTUpK8nMbGAmxAHpELAu3VatWTZ48uXXr1tnZ2cFsAwCILPpnwVBcExx8tfWieTd8SGYBOCOj5rPo4KBTXuMd4UxlixYtmjRpUkJCQk5OzhVXXNHsbcKN5guaQv8saBPzGwLQH87+AQCGRDgLq6lTp06aNCk5OXnLli1NJar82QYAoAU8bwhAZ0hmAQCMwTOiIUxsNtv111+/evXq3r17r1mzJjExsXnbAAC0g/5ZMCbyGzqiDKHl58YkswD4yahP68DAiGjhM2rUqNWrV48cOXLz5s1NJar82QYAoB30zwIib906qasTERk2TOLjm9xs714pKRERGTJEWrVSqWyaQjILAGAYdM5SzTPPPJOTk5Oenv7pp58Gsw0AQFMYDx6G4jJ8YGQLEphFi2TSJBGRu+6SRYu8b/PDD9Kjhxw5IjfeKMuXq1k6NfgzxiTJLAABMXD/LAZU1im3YOcW1whqYVJdXd22bduGhoY+ffokJCS4rU1LS5s6dao/26hVXhGaL2gP48FDm+ifBUTexImyZo2sXCmLF0tGhmRkuG/Q0CAZGXLkiFx8sSxeHIkiRhrJLACAkdA5SzX5+fkNDQ0ismPHDs+1SUlJfm4DANAa+mfBUHTaP0tEqqule3epqJDERNm3T9q0OW3t3XfLm2+KxSJbt0rfvhEqYjj5vudDMgtAMwTawWHXLikrC/agXbpIly7B7uSM6OCgU67Bjs5Z8IHmC1pD/yxoE/ksGIp+81ki8vnnMniwiMjQoZKXd2r5Bx/I+PEiIi++KA8/HJmyqaCpMEkyC0AzNONpneuuk9Wrgz2uj8fGQ4gLQp1yRjqSWfAt0BaM5gvhRj4L2sT8hjAgnTZ9gwbJtGkiIhs2yEsvORYeOCCTJ4uIZGQYOZnVFJJZAFTz2GOnvfz0Uzl+3PvPsWNy9Kjs2ydr1sjLL0tq6ql3/fKLyqUGAJovACZF/ywYipL+0O+X2m6Xyy+XggKJiZHdu6VjR+nZU4qKpF072bNHzj030uULJ8/bPiSzADRb80ZTfvxxee45x+9JSbJvn3gMDO3dunUydqwcOSI9esju3QEfN1DBdHCorJT16+Xzz6W+XiwW+a//kiuukJEjxeoxpGpVlWzdKiLSv7+/9RBB/pe2slK2bxcRycgQi7o3dpVIR+csnFEzWjCaryDZbPL227Jli9hs0rKlPPqodOgQgt0aBv2zoE3ks2Aoes9niciBA9Kzp9TVSY8eMmyYzJtn5GGzXPme9UkIaYChuf7Lh+SfvXn5LLtdLr1UCgsdLwOaT1Z5Zjw2Vn79NeDjBqp5F4S//CIPPyzvvSd2u/uqhAR54glxm8AtL0+GDxcR2bRJBgxoblnV4n9pc3Lk2mtFRI4fl5gYNcrmRD4LfmpGC0bzFYyGBhk0yJHpVqxZI+np8uWXsn17sDs3BvJZ0CaeNwS0pVMnefFFEZGCApk3T0Tkb38zfjLLDckswMyiXKh8aItFli8/leP46CN5911/3ztokIwfL/X10tAQptIFpa5OBg2Sd94Ru13atJEbb5Q77pDx42XoULFapbpaHnpI7r470qU0AZJZ5tHsdqx56Xiar2C89ZYjmdWvn9x3n9x1l1x1lTz9tPTpI/v2heRDAAgL8lmA5kyeLBkZjt8HDpRHHoloaVRHMgswGx/Xe+rntrp0kTlzTr28/34pLfX3vffcIyJSUBD6UgXv+edl714RkXnz5N//luXL5e235f33JS9PfvzRMRvJm29Kbu6pt1xyibzzjrzzjnTuHJkyB0RfpYWpqNaO0Xw1m5LM6tRJtmyRV1+VRYukVSvZuTMUpQcQTuSzAM2x26Wy0vF7UdGp382AZBaApqh2TfjIIzJwoOP32loZN87fN151lcTGyqFDYSpXUJRpy8aN83KPJClJVq2SxEQRkb///bTlt98ut98ubdqoVcog6Ku0CgKcCYW7HaP5ap76ehGRrl2bvwcAEUE+C9CcRx+VHTscg9RWVcntt0e6QGohmQWYU2NjY6D/7OG+JnzvPWnd2vH71q3y/PP+vnHQIKmpCUeJglVRISIyYoT3tfHx8sc/ioh8/rm/OywpkdWrJTfX3znRamslN1dWr5biYvdVW7bI6tWybZuvtzc0ON6+caPYbP4WUnHggKOokX2WSvXHZxFJ/jRNYWrHaL7cBNN6+BZks6bsYd06Wb1acnKkqCiUZQPMohEwkJPfah3/rFnj+N+cMUMefNDx+7x5kS9YuH8AIHiu4SDIRikr69RuLRbZs8evd/3tb/Lii2o0mIG+RRlVZ9y4Jjf48UdZu1YOHjy1ZP16x8fftOm0LbdulZSU0ypn0iQ5etRxiPXrT3t7fLz89ptMm3baBGQDB8q//y2NjZKdLcnJp5YnJ8vate4F+3//T8aOPW0iQqtVJk1y7MF3afPzTytqbKxkZp6Ks8ePh/0v5fZXA/wU5JeN5qvR79YjPd1L/Q8d6r4kJkYaQ9esNTbKp5/KZZe5HyUpSebPP/WhlLxkly5y4sRp7/3sM8f2Dz4Y9r/X6X84VS/o1Dwi9ItvCQwlJCcBEfwpK3NMrty1qxw/LseOSceOjiDq57mIfn8AICSc4SD4dunGG0/ttksX+fXXyDeVzgYz0LdMmOD4IA89JIcO+fUWrxmiNWscF4exsTJ6tNx4o+PKLTXVcWnnmc9SelW0aSPp6ace50lNlffeExGJiZERIyQ11bE8Nva0i9KtW6VVKxERi0UGDpSxY6V/f8eWiYnyf//nq7SffuooalycjBkjN97oeCjJWQY181lAQIL/ypm8+Wr0u/UYP16SkiQ2VkQkNlaSkiQpScaMcV/Yvr00hqhZa2yf7mJWAAAgAElEQVR0TP0k4jjW2LEyYsSp7Nhzzzk2c+Yln3ji1HsPH3a0upddJr/9pvIfTtULOjWPCP3iWwJDCdVJQKR+lEAbEyPffONYsnOn43RcU+ci4fgBgFBRwkHw7dLhw5KUdGq3U6ZEvql0NpiBvuXHHx3ZHBGxWCQ1Vf7yF/n0U1+XQ54Zop9/dvQX6NdPfvrJsfDECcdI0gq3fJZi9uxT/QumTXMstFpl7Fg5etSxfMMGR7xzXrkdPuwoc/v28u23pwq2Y4djkKyOHU/t1q20hw87ipqaeqqox4/L2LGnSqVy/6xGIh38FvyXzeTNV0CtR2Ojo2UYPfq0nShdt+6669SS4Ju1xkY5eNCx8K67TivDoUOO1FibNqcWjh/v+NT79jmWjBkjItKqlZf+aOH/w6l6QafmEaFffEtgKKE6CYjIz1NPOdru1147bfns2Y7lrgHVeD8AECpKOAhJ07R27Wl73rAh8q1lY7MuCBsb5ccfT3VPcLJYpH9/ee65U0kf549nPiszU0SkVSv5+Wf3jZ179sxnZWSctuXRo45ruXbt3C9HlavHMWNOO5zVelo/LOVHmYxMXCKmW2mffVZEJDbW/XOdOBGZ/lnOPxzgj5B838zcfAXUejQGns9qdrPW2Ch/+5uISOvWXm5UK927RE7t5D//kXbtRERSUqSxUd56y7FBVlZE/nCqXtCpeUToF+PBA5rw+eeO0JuRIffee9qqmTMdPZYXL5ZVqyJQNgDQkcbGUKYN0tJkypRTL2+91d/hzzWoXTvZvFl27pQ//1m6dXMstNslP1+mT5f/+i+ZM+cMe/j4YxGRP/7R8Wi8qz//ucl33XHHaS/j4x1P8QwbdtroMyJy7rkicmrUduVwo0dLp07u++zb1zGJW1NhMTdXRGTUqFPdOhQWy2l/UMDAzNx8BdN6+KPZzZqIPPKIHDwo69c73uLqvPMcvyjzLYpIq1bywQciInv3ytSp8sADIiJ33SW33NL8wgNGYj3zJgDCrKpKbrpJRCQpSZYs8bLBhx9K165SWyt33CH793uZjFyZrsWq83/o0F6FAtCjZs/zFb4GZO5cWbdODhwQEamokJ07JS0tTIdSQ69e0quXiEhNjeTlSU6O5OZKebk0NMiMGfKf/8hf/+r9jXa7FBaKiAwb5mWtjzpxTrXmpHRkuPRS78vtdsdL5XBXX+19t1deKZs2yZYt3tfu2CEip8avcdW9e5NFVQGRziSa0ZQ5vxshnO7QtM1XMK2HP5rdrClL2reX9u0dLxsapKhIDhyQHTtk3Tovx7rqKpk+XZ57Tl5+WUSka1dZsKD5JQcMhv5ZQOSNGydVVSIi77/v5aa3iLRrJ6++KiJy5MhpY39UVsrEiXL22RIdLdHR0qGDvPCCKiUGgNBp9qT1rh3Ow1Q2EYmNlQ8/dFyT/OUv+r4adNWqlYwZI4sWSVmZfPKJY6idv/1N9u/3vn19veOSzLNPgYjExTV5oP/5H+/Lf/c7X8VzHs7ZYcGN0u2irs7LKpvN0RvC8/aPiPTo4eu4QEj42SiFuxEzZ/MVTOvhp+Y1a67efluuvVZatpQWLaRnTxk7Vl580ZGG8/TMM6c6mr30kvdGGDAn8llAhM2aJRs2iIhMny5DhjS52e23O6aq2bRJnn9eRKSqSnr2lMWLZcgQee01eeopiY6WadPkzjtVKTcARII6OSw3NpvExcnYsU32XdK4Xbtk1SpfnREyMiQvz/H7ypVn2JtrRwN/xMQEtn24WTj5RUSp3IjRfIVDMM1aXZ0MGCATJkhOjtTWOmZLvOceWbr01ISGbr74wtHJToRb18BpdP54EqB/Tz4pTz7p15bLl5/2ctYsqaiQzMxTb582TVJT5a235O67pW/fEJcTACIlso9olZfLyJHSs6e8/34ESxGUZ5+VlSslNVW2bWtym65dpXVrOXJEiou9bxAXJ1ar2GxSXu5lbUVFaIrqFBsrFovY7XL4sPcN9u1zlMqT1SoxMdLQ4L1UP/4YulIC/olUI2bO5iuY1kMF06dLfr6IyFNPyb33ntaNdPVqL9vX1sqtt4qIXHaZfP215ObKq6/K/ferUlZA87hFBejVxx9LTIzMnHlqSXy8PPywyMlxcAFAF7xe6UWkH5anX36RtDQ591z55BO/xihctEjefjvspQrUJZeIiGzffuoOvye73TEC8e9/3+Q2yvxiXkd4+de/gimgdykpIuI+R5vTV1+JiFx1lfe1yshZXi+Av/46BGUDzqjZjVhjY2NIRtAyc/MVTOsRbspQuWPHytNPuz8T7fVuwYMPyvffS6tWsmqVPPSQiMi0ab5qAzAV8lmAXi1cKO+84/7chHK+4jqLCgDohUZyWE4NDTJqlFRVSV6eY46qM1qzRosziP3pT45g4Ryu0dPTTzsuCEeP9rUfEVm9Wr788rTltbXy3HMhKelprr9eRGTlSi9dxr78UjZtEhFJT/f+3htuEBFZsUJKStxXMZQyzMDkzVcwrUe41daKiJc/it0uCxc6fv/tN8cvK1fKW2+JiPz975KcLM8+KxdfLPX1MnZswI9+A4ZEPgvQq4wMuflm94XvvisiMmCA+sUBgObTTg7L1fjxsnu35ORIcrK/b9mxI4CNVdOxozz2mIjI11/LJZfInDmnRh222yUvT66/XmbPFhEZN066dWtyP7ff7hhM/eqrZckSx9XUF1/IwIFNPqUYjAcekMREsdlkyJDTRqn/8kvJyBARad9eJk3y/t7Jk6V9e7Hb5ZprpLTUsdBul/vvl+3bQ19UQGtM3nwF03o4KYNkffWV1NSE8laxMrL72rWnZQ9rauSPf5SCAsfLPXtETs77JCJpaY7hcePiHH3oCgr8Ha4EMDbyWYBxLFkiGzZISoqMGBHpogCAzj36qKxYIR9/7Jge3h8HDkhFhZd53LVgzhy55x4RkaoqmTFDuneXs86SFi3krLNk+HDHIMppabJo0Rn2s3q1tG8vR47IXXc5ptZNTZWvvz7V0yGEo7+fe66sXCnx8VJaKpdcIsOGya23yoAB0qePVFZKYqKsXt3kPF8xMfLRR9K6tRw4IB06yKhRcvPNctFF8tprjqtZwMBovoJpPZyUxFNBgZxzjrRoEbKUVmamiMj338v//I/cfrvce6/88Y/Spo2sWCH33efY5sgREZHbb5fqamnVyvGIomLAAEdtPPusrzHFAJMgnwUDCsmgA7qzapVMniytW0t2dqSLErioqAiP9wzAYIIcgOaVV2TePHnzzcCmt1dum19+efOPG1avvy6ffSbp6Y4n0+32U5dn3brJ4sWydu2ZB0hOTpa9e+WJJ6RLF7FYxGqVtDT57DPH6I0icuGFoSzzlVfKnj2OZ4g2bJCsLMnPF6tV7rlH9u3z1ZVMRHr1kp07ZcQIsdlk1Sr58EOpqJD77tPiCEFACNF8KYJpPRT/+7+n1eEXX4Tms9x8s7z1liQmSmWlvPeeLFwoH30k3bvL+vXy6qvSu7eIyKpV8sorjsEKX3jBvd/c3LnSvr2IyC23OJ5eBEwrimtIGEnUycsXs32vFy2SSZMkIUFycuSKKyJdmsCRzwIQclFRUc1rV1avluuukyeekFmzAnhXaal06SL19XLiRHMOGpCoqKDCnN0ue/dKWZnYbBIbK717S0JCsEVSKk1Ejh8PZRctJ5tNNm4Um03i4uSqq/wa3NqpslK++kosFunTx9+BhMKEYAc/0XxBa9Rsvlwu6Piu4AzIZ8FQzJnPmjpVXn5ZkpMlL0+6dIl0aZqFU3wAIde8C8Jt22ToUBk7NrBePOXlMmyY7N8vCQny888BHzRQkbogfOYZKSyUwYNl8mT3Vc8/L9OnS+vWWhxPWjsIdvATzRe0hnwWtInnDQEds9nkuuvk5Zeld2/ZvVuvySwA0IgffpDRo6VfvzMPI6Ww22XzZnn0UenUyTHkcJ8+YS1ghNnt8uGHMmOGe9KqokLmzxcR+eMfI1IuwGia8cQ0zRcAEwqkuzYAjRk1SnJyZORIWb78zKNaAgB8qKqSwYOlqkq++kouuqjJzex2sdnkxAlpaJC6Ove155wT1jJG2IQJMneuVFfL5ZfL/ffLH/4gdrsUFMhrr0lVlSQmylNPRbqIgCnRfAEwJ/JZMCYzdGZ+5hnJyZH0dPn000gXBQD077HH5PvvRUSOHHHMLdUMiYkhLJHmtGsnn34qt9wi338v06adtiolRT7+2H3QYgDqoPkCYE6MnwVDiXLpnG3sr3Z1tbRtKw0N0qePl3F809Jk6tRIFKtZGE8EQJg0e0xljYvsPRtlusDcXMe8Wu3aydVXy5AhESuPjhDv4D+aL2gK42dBm+ifBehSfr5jouIdO7ysTUpSuTgAALOwWmXMGBkzJtLlAAAA5kb/LBiKefpnGQn3qwGECR0coCnEOwTEkC0YzZdO0T8L2sT8hgAAAAAAANAT8lkwpmbMc4yI4GY1gPAhFgAAABgV+SwAAAAA0BYy8gDgG/ksAAAAAAAA6An5LBgWN7W0j4cNAYQbsQAAAMCQyGcBAAAAgOaQkQcAH8hnAQAAAAAAQE/IZ8HIuKmlZTxsCEAdxAIAAADjIZ8FAAAAAFpERh4AmkI+CwbHSYA20TkLgJqIBQAAAAZDPgsAAAAANIqMPAB4RT4LxsdJgNbQOQuA+ogFAAAARkI+CwAAAAAAAHpCPgsAAAAAtIsepgDgiXwWTIGTAO3gYUMAkUIsAAAAMAzyWTALLmO0gGQWgMgiFgDQKZovAHBDPgsAAAAAAAB6Qj4LJsJ9rciicxYALSAWANApmi8AcEU+CwAAAAB0gJQWADiRz4K5cBIQKXTOAqAdxAIAAAC9I58FAAAAAPpARh4AFOSzYDqcBKiPzlkAtIZYAEC/aMEAQMhnwZw4CVATySwA2kQsAAAA0C9rpAsAAACgqijyWAB0rrGxMSoqijuGAMyM/lkwKW7Lq4POWQA0JSoqyi2ZRSwAoFOczQIwOfJZMC9OAsKNZBYA7fDMZLmsUrksAAAACBb5LJgaKa3wIZkFQAuiTvKxDbEAgE7RfAEwM/JZMDvOA8KBZBaAiDtjGkuhNFbEAgA6RfMFwLTIZwEAAEPxM5MlQuYdgBGQ0gJgTuSzAE4CQozOWQAixf9Mlngks4gFAPSLFgyACZHPAkQ4CQgdklkA1OfPIFluvLZUxAIA+kULBsBsyGcBDpwEBI9kFgD1BZTGOiNiAQD9ogUDYCrks4BTOAkIBsksABHRjJbH91uIBQAAANpHPgs4DZcxzUMyC4Be+NNYEQsA6BTNFwDzIJ8FuOM8IFAkswBElv9NUEBbEgsA6JHSfNGCATA88lmAF1zG+I9kFgC9CLSxIhYA0KnGxkZaMACGRz4L8I6TAH+QzAKgBaEdEt4VsQCAftGCATA28llAk+it7YNSMySzAEScn8msZrdXxAIA+kVKC4CBWSNdAEDTlOufqKgo8jauyGQB0AL/u2UF2WQRCwDoV2NjI80XAEOifxZwZtzackUyC4AWqJbMct0PsQCAHtHPFIAh0T8L8Itya0tEzJzJUU6DSGYBiDivySxn6+S6NrRNFrEAgE7RzxSA8ZDPAvxl8vMAumUB0IKmumW5NlDO5jocBTB5LACgazx7CMBIyGcBgTHhzXm6ZQHQCH+SWb4XhooJYwEAY6D5AmAY5LOAgJnq5jzdsgBoREDJLBWYKhYAMBLXTqy0YAD0i3wW0EyGv7tFtywA2uF7wKwIMnwsAGBUJOUB6B35LKD5jHp3i0wWAO3QWrcsT0aNBQDMgKQ8AP0inwUEy0hXMmSyAGiK9pNZTkaKBQBMheYLgE6RzwJCQ++nAmSyAGiNZp8x9EHvsQCAadF8AdAd8llAKOnxVIBMFgCt0VG3LK/0GAsAQE5vvoQWDIC2kc8CQk8XpwLOq0W9XB8CMAm9J7OcdBELAMCTs70lLw9Ay8hnAeHidiog2jgbII0FQMv0+Iyhb9qMBQDgD/LyALSMfBYQdlq4mCGNBUDjDNMtqylaiAUA0AyezZecbMFczjDVLhUAkM8C1OP1bEDCcwbgdmFomAtCAIZk+GSWKzVjAQCEkGub7NaCRUXRiAFQG/ksIALcrtA8L+QCPSHwvBI05EUgAEMyVTLLVchjAQCoprGx0TOldfoGqpYHgAmRzwIiz/OaramrO//3AAC6YLwBs5otoFgQYJQAgLA7Y47+5HJVSgPABMhnAVpkzms5AKZi2m5Z/qMqAOhIVFSUa6tFCwYg3CyRLgAAADAdklkAoGuBPkwAACFH/ywADna73WazNbU2JiZGzcIATWloaGhqldVqtVi4T6MDPGMICGEX3hDjAMB/tIkAHHJzc1s04fe//32kSwc4tG3btqkv6saNGyNdOpxBVFQUySxAQdiFJ2IcAPiP/lkATmO1WmNjY90WtmzZMiKFATzFx8cfP37cbWF9fb2Pbg7QCJ4xBDwRduFK7zHObQgtAAgr8lkATjNy5Mjs7OxIlwJo0sGDBz0XXn/99StXrlS9LAgA3bIArwi7cKWXGMfgWQC0gHwWAAAII7plAQAAIOTIZwFojpKSki1btrgt7NSpU9++fUWkuLh427ZtTa0VkcLCwq+//tp17dChQ5OTk12XFBQU7N271/PQAwcObN++vd1uf//99z3Xnn/++enp6QF+mnChlgCSWUBIqBBQioqKdu3a1VQBLBbLeeedl5aWZrVq6PKBagEAM6PlBdAcP/300/bt2zdu3HjgwAERGTx4cOfOnbt06aKsLSsr2759e15eXnFxsXNtp06dnG8vKyvLy8tbvnx5fX19SkrKoEGDrr76ardDHD58ePfu3VVVVVlZWSLStWvXfv36XXTRRcrkPjabraysrLS0dO3atd9//73FYhk3blxCQoLnfiKIWvJTfX39888/n52d3bFjx/Ly8jZt2jzxxBO9evWKdLkQLJJZQKioEFB+/vnnffv2VVdXv/XWWyKSmpqanp5+7rnnisjBgwcrKipyc3N//fXX6dOnz5w5U51PfUZUiwYxhBYA9TQCBsIXOxhr1qwRkdGjR/v/lvfee09ELBaL17XKmV9MTExTb7/tttvuu+8+34fYs2eP8jf95ptvvG4wZswYEbnxxhv9L7bKqCXfjh8/3qdPny5duvz000/Kkvnz51sslk8++cT/nYwePVpE1q9fH54yojk46wB802bY/fHHH5X/1u+++85t1bFjx/r37y8iU6ZM8b/MKjB8tWgtxnGBibDiiwT/Wc6c8QKAJsTFxYmI3W73Ou2OsrahocHre2traw8dOvTKK6/4PsSmTZtEpHXr1l27dvW6QW5urogMGzYskIKrilrybcaMGTt27Pj73/+emJioLJk6dWpKSsr48eMrKysjWzY0T1RUFKO/A+GgQkDJz88XkeTk5I4dO3ruf8qUKSKyYMGC8vLywIsfLlQLAJgT+SwAzaecI4pIXV2d59qioiLll/r6es+1s2fPfvzxx5XH4nzYvHmziDT1fFxBQYFy6IEDB/pdarVRSz5UV1fPnz8/MTFxxIgRrsvvvvvu2traV199NVIFQ7PxjCEQPioElJycHBEZNGiQ17XOUaKc/YK1gGoBAHMinwWg+c477zzlF8+hUktLS5csWaL87jn5dElJyYEDB4YMGXLGQ6xbt05EBg8e7HWtcr80ISHBOViGBlFLPqxZs8Zms3km2i6//HIRWbp0aSQKheZrqlsWySwgJFQIKMoNkqb68zpzQ86SaAHVojVN3dgAgNAinwWg+bp166b84nnPc/r06W+//bbyu3PUCadHH3107ty5Z9x/YWFhTU2NiCgjU3j6/PPPRauP0TlRSz7k5eWJyPnnn++2vEePHiJSXFysfDRoH88YAioId0ApLS0tLS0VkauuusrrBko3pYsvvtg5RaAWUC0q892wcw8DgGrIZwFovtjYWOUXtzPIL774Ijk5+corr/S6dvPmzZ07d/YcgcKT0rHojMNCNdUvSSOoJR9++eUXEfEseUxMjPL0h+dU69AgnjEE1KFOQGnTpo3Xjbdt27Z9+3YReeONN5pV/HChWtTnNWlFJguAyqyRLgAAHbNYLFar1WazuY1Y8dRTTy1fvjw2NtZisdjt9traWte1Tz/99KpVq/zZ/8aNG0Vk2LBhXodx1fKwUK6oJR+UoUbOOeccz1UxMTH19fVeB0OBptAtC1BNuAOK0s/I6/N3Bw4cuOmmm+Lj45cuXaq1Dr9UCwCYE/ksAEGJi4urqalxnYduyZIlGRkZrVq1EpHY2Ni6ujrXO6L/+Mc/xo4dGx8f78/OlYfRcnNz27Zt67n26NGjotVhodxQS01R+md5pQyvSz5Ly+iWBagvrAFFGSUqMTFRiSwioqSBcnJysrKybrvttszMzKSkpFB+nhChWgDAhMhnAQhK586dd+7cWVxcrLysq6v74IMPnCd8CQkJdXV1u3fvVl7W1tZ++OGHSn+iMyosLDxy5IiIbN26NSUlxXODG264YcWKFU3dDj1w4MCGDRvuvffegFaFib5qqbKy8vXXXy8uLr7oootuueUW57gkEWG32yN4dPhAMguIiPAFFOcoUWVlZcuWLXMuv+CCC9LS0ubPn++W/fEdTFUOtdqvFk3FVgAwBvJZAILSpk0bEfn111+Vl3PmzHn88ceday+55JLS0tJjx44pL2fPnv3000/7uWdluIr4+HivaRo52f/fLVNTWlqalZVVVFT08ccf33DDDa4nlD5WhZuOaqmoqGjevHmzZ89OSkpasmRJ9+7dFyxYcP/99/tZnkD5mCJdeXzSOQk6NIVkFhAp4Q4oMTExy5cv99E4+w6mkQq1Gq8WlWMrAJgE48EDCIoyCKtyjlhSUvLtt9+6DjARFxcnJ0dgLSkpKSkpGTBggJ97Vm6cjhgxwuvaXbt2Kbt1m2woNjZ25MiRb7/99tlnn+1Z1KZWhZuOamnKlCmzZ89OTk62WCwTJ0687777pkyZUlhY6Gd5AtWhQwc5mbpyY7PZRMTPh0GgpqYGzCKZBaggfAHFOUqUj6yNnCmYRirUarxaVI6tAGAS5LMABOV3v/udnDxHfPzxx//617+6rlXO6pTzy0ceeWTevHn+71l5TGDQoEFe127dulW8DQuVmJjYrVs3ryedPlaFm45qadOmTZdeeqnz5fDhw0Vk5cqV/hcpIL///e9F5KuvvnJbbrPZlCcNzz///DAdGs0QFRXF6O9AZIUvoCijRPXr18/3Zr6DaaRCrcarReXYCgAmwXMcAILSsmVLESkuLt68eXO7du3cprJW7ohWVVV9/vnn3bt3b9++vZ+7LSoqUoaF6t+/v9cNlPNLvcwlpKNamjBhgufpePgGsbr00ktXrlzpOSp8SUmJiFgslr59+4bp0AgUzxgCWhCmgOIcJcr/jkuaovFqUTm2AoBJkM8CEJSePXuKyKFDh2bNmrVixQq3tZ07dxaRb7/9dtasWX7Oiq3YtGmT+BwWKjc3V/STz9JRLS1atMj15a5du0QkPT3d/z0EJC0tLTMzc9++fW7LCwoKRCQ1NTUi/engiW5ZgEaEKaAoo0RZrVa359P1QuPVonJsBQCT4DoBQFCUEStqamquv/56ZVZsV8r4rEeOHLn11lsDGgjJ97BQBQUFdXV14jEslGbptJZqamoWLlw4YcKEXr16NW8PZ3TllVdefPHFRUVFSocsJ+V648477wzTceE/njEENCVMAcXPUaI0S0fVokJsBQCT0GXEAqAdynlht27dvE7To/TwT0lJCSgxUVFRsW7dOhG55JJLPNfa7fb33ntPRKxWa6dOnZpXbJXptJbuueeefv36vfHGG817u58ee+wxEZkzZ45zSUVFxYcffnjZZZeRz4o4njEEtCYcAaWqqkq5QdKuXbsQFVNtOqoWdWIrAJgB+SwAQYmJiRGRl156yeta5X7pq6++6ufe2rZtGx0d3bZt25qaGhHJzMxUXiprX3nllRYtWpx11lkvvviiiNhstujo6BYtWvzzn/8M/oOElR5rac6cOXFxcZ988onVGt4n0ydPnjx9+vTFixfPmjWrsrJyy5Yt6enpXbt2Xb16dViPizNiHkNAg0IbUP7whz9ER0dfcMEFFRUVIrJ48eLo6OhzzjknRIVVj16qRbXYCgBmQEsKICjdu3d/7rnnXGfFdls7b948/593O3TokI+1DzzwwAMPPBBwETVAd7W0ZMmS+vp6ZbwPu91eVFTUrVu3IPfpw5w5c/70pz+tWbNmxowZv/vd72bPnp2enq7TZ16MgW5ZgGaFNqB89913oStaJOmiWlSOrQBgeOSzAAQlOTn5f//3f5ta265du0ceeUTN8miTvmopJyenurp61qxZysv9+/cXFhaG+5y7U6dOenl61PBIZgFapq+AohrtV0tEYisAGBv5LADAKdu2bZs6dWpaWtr9999vt9t/++234uLiJ598MtLlgkpIZgFAyBFbASAcyGcBMJTCwsLMzMzi4uLq6uqsrKyysrILLrhg2bJlvleZjY+qyMjIqK6uLi4udt1eL/NI6ktVVdXWrVtFZOTIkf4MpJKbm1tfX3/hhRf27dv3jPvs06dPUlJSoEViHkMAZ+Q7mJo21Pr+4KaNrYFGutWrV9tsNs/lVqs1Jiamb9++npNXAjAz8lkADKVbt27Lly8PdJXZ+KiKn3/+WeXCmNaePXuuv/56ETl69Kg/88ffeeedFRUVo0ePzs7OPuM+s7OzR48e7X9h6JYFwE++g6lpQ63vD27a2BpopBs3blxtba2PDVJSUmbMmHHTTTeFrIgA9IzRdgEAMDWSWQAA7bBYLDEelFV79+4dO3bsnDlzIltCABpBPgsAAPNq6hlDklkAgIgYP378cQ8nTpzIyspKTEwUkSeeeGL//v2RLiaAyCOfBQCAGUVFRTFgFgBAFywWyy233PLBBx+IiN1uf/3112SJFqkAACAASURBVCNdIgCRx/hZAABEXnV19Y4dOywWy+WXX67cfw4rnjEEAKgs+Eg3bNiwdu3alZaWlpSUhLx4AHSH/lkAAETS0aNHJ06ceMEFF1x77bXXXHPNBRdcMGzYsHA/SeGZt+IZQwBAmIQw0nXs2FFEGhoaQl1GAPpD/ywAACJp1KhRO3fubN++fe/evevq6nJzczds2NC7d++tW7empKSE77iNjY3OXlpksgAA4ROqSGe327dv3y4i/syWCMDwyGcBABBJO3fu/POf/zx37lyLxSIiBw4cGDJkSHl5+dixY7/99lu3jcvLy5ctW9bUrgoLCwM6tJLSIpkFAAirgCKdDy+88EJ9fb2IDBgwIFxlBaAf5LMAAIikESNGvPDCC86XnTp1+uijj1JTU/fv35+bmztixAjXjXfu3Dlu3LgQHp1kFgAg3AKKdDabrba21nVJcXHxwYMHP/roo6ysLBFJTk6+66671Ck5AC0jnwUTKSkp2bJli9vCTp069e3bV0SKi4u3bdvW1FoRKSws/Prrr13XDh06NDk52XVJQUHB3r17PQ89cODA9u3b2+32999/33Pt+eefn56eHuCniTAq0x/UEvzxyCOPuC3p27dvjx49CgoKPvjgA7ez/JiYmJYtWza1q+PHj7tdAwAaoUJ7WFRUtGvXrqYKYLFYzjvvvLS0NKtVl2e/VKBXVIteBBTpli5dunTp0qZ21bp16xUrVvC8IQAhnwVT+emnn7Zv375x48YDBw6IyODBgzt37tylSxdlbVlZ2fbt2/Py8oqLi51rO3Xq5Hx7WVlZXl7e8uXL6+vrU1JSBg0adPXVV7sd4vDhw7t3766qqlJuH3Xt2rVfv34XXXSR0rnaZrOVlZWVlpauXbv2+++/t1gs48aNS0hI8NyP9lGZ/qCW/FRfX//8889nZ2d37NixvLy8TZs2TzzxRK9evSJdLpUMGTLEc2H37t0LCgq++eYbt+Xp6enZ2dlN7SovL2/48OEhLh8QCiq0hz///PO+ffuqq6vfeustEUlNTU1PTz/33HNF5ODBgxUVFbm5ub/++uv06dNnzpypzqcOISrQK6pFLwKKdF5ZLJZOnTqNHDnyz3/+c1JSUqgLCECfGgED8eeL/d5774mIxWLxulY5WYmJiWnq7bfddtt9993nuxh79uxRivHNN9943WDMmDEicuONN/rej8rWrFkjIqNHj/b/LVSmP6gl344fP96nT58uXbr89NNPypL58+dbLJZPPvnE/52MHj1aRNavXx+eMobF+vXrRSQ2Ntbr2vvuu09EWrdu7VyinL77/g9V9iki2dnZIS4uEAoqtIc//vij8l/w3Xffua06duxY//79RWTKlCmBljwctBl2dVSBToavFs3GuDNeVwYa6ZReV+PGjTt6umPHjp04cSJcHwMaQ6YC/rMEmP4CdC8uLk5E7Ha7zWZram1TcwDX1tYeOnTolVde8X2ITZs2iUjr1q27du3qdYPc3FwRGTZsWCAF1yIq0x/Ukm8zZszYsWPH3//+98TERGXJ1KlTU1JSxo8fX1lZGdmyRdxZZ50V6SIAoaRCe5ifny8iycnJHTt29Nz/lClTRGTBggXl5eWBFz/yqECvqBZd84x0Vqs1/nRxcXFKx3MAcEW7ANNRTmtEpK6uznNtUVGR8osyeYqb2bNnP/7442cMqJs3bxaRph7pKigoUA49cOBAv0utUVSmP6glH6qrq+fPn5+YmOg2dsbdd99dW1v76quvRqpgqmloaLDb7Z7Ljx49KiKXX3656iUCwkiF9jAnJ0dEBg0a5HWtc5AjZ7dWfaECvaJaNI5IByBMyGfBdM477zzlF8/RPUtLS5csWaL8fvDgQbe1JSUlyuzCZzzEunXrRGTw4MFe1yq3+BISEpzjO+gXlekPasmHNWvW2Gw2z0SbcnbrYzhYw7Db7V9++aXn8h07doiIZ0cAQNdUaA+V/H5T3VGdqQ1nSfSFCvSKatE4Ih2AMCGfBdPp1q2b8ovnbbrp06e//fbbyu/OgRKcHn300blz555x/4WFhTU1NSKiDKbg6fPPPxetPvkVKCrTH9SSD3l5eSJy/vnnuy3v0aOHiBQXFysfzdgWLVrktiQnJ0cZ23js2LGRKBEQLuFuD0tLS0tLS0Xkqquu8rqB0svm4osvds5wpy9UoFdUi/YR6QCEA/ksmE5sbKzyi9tJzxdffJGcnHzllVd6Xbt58+bOnTv7cwdJ6QtzxpGMmupKoy9Upj+oJR9++eUXEfEseUxMjPL0h+dU68azePFi16Fbvvjiiz/96U8iMnTo0AEDBoT2WE099OHKZrN5HYMGCJ467WGbNm28brxt27bt27eLyBtvvNGs4kceFegV1aJ96kQ6YhxgNuSzYDoWi0UZ5sBtkIWnnnpqxowZsbGxylV0bW2t69qnn3768ccf92f/GzduFJFhw4Y1ePPll19qdiSjZqAy/UEt+aAMNXLOOed4roqJiZEmBkMxEqvV2rt37wcffLB79+633nrroEGDUlNTq6qqOnbsmJWVFaqjVFdXT5w48eyzz27RokWLFi2uu+66/fv3u21TWVmpbBMdHR0dHd2hQ4cXXnghVAUAFOFuD5VuMl4fHztw4MBNN90UHx//6aefarO/qj+oQK+oFo0Ld6QjxgGmZY10AYAIiIuLq6mpcZ06bcmSJRkZGa1atRKR2NjYuro615t4//jHP8aOHatMIXxGyvNTubm5bdu29VyrjHwZ0EhG//znP++66y4/N3bKysrKyMgI9F3NoK/KjBRqqSlK/yyvvF6cGI/FYvnXv/41ceLElStXFhYWKksmTJgwd+7cc889NySHqKmp6du3b3Fx8Y033njttdfu27dv4cKFvXv33r59u/Mhnaqqqp49e1ZUVKSnp48cObKysnLp0qXTpk375ptvnEPPACER1vZQGeQoMTFRaRhFxG6319bW5uTkZGVl3XbbbZmZmUlJSb53YuawG5IKjAiqRcvCGumIcYCZkc+CGXXu3Hnnzp3FxcXKy7q6ug8++MB5jpKQkFBXV7d7927lZW1t7Ycffqh0gTmjwsLCI0eOiMjWrVtTUlI8N7jhhhtWrFgR0B28MWPGXHjhhf5vr3D2rg83DVZmZWXl66+/XlxcfNFFF91yyy3OsxmnAwcObNiw4d577/X7UwZLX7V0xgpU0xkfHNCvYcOGNTY2Kr9nZ2eXl5fv2bPHYrEMGDDAOVeXq0OHDgW0T6d58+YVFxfPmDHjmWeeUZZcc801w4cPf+yxx9asWaMsmTVrVkVFRWZm5pNPPqksmTZtWmpq6ltvvXX33XczIgxCKHztoXOQo7KysmXLljmXX3DBBWlpafPnz/czeWHasOt/BfoTJlQOtdqvFk3FVtUEGumUm3ABIcYBptYIGIifX+yRI0eKyB133KG8nDFjxoYNG5xrR4wYISITJkxQXv7lL3/ZtGmTnwV47bXXRCQ+Pr6pDZQhHt58800/d6imTz/9VERGjRoV0Lu0VpnffPPNhAkTysrKTpw48eabb4rIggULlFU//vjjc889d9ttt8XFxd12221+f8QQ0FEt+VgVDsqd83feecdzlfK8YVZWlj/7GTVqlIisXbs21AU0goEDB1oslqNHj7oujIuLi42Ndb5MSkqKiYk5ceKE6zaLFy8WkaeeekqdcsIkwtceKg8ueX6TNUtrYdfPCvQdJiIVajVeLUHGVs3GOC1cVxLjjIdMBfzH+FkwI+UK/9ixYyJSUlLy7bffuo6JoNwvUjqll5SUlJSU+D9QpXKvTzlt8rRr1y5lt03NjxNZyu3HH374IaB3aa0yp0yZMnv27OTkZIvFMnHixPvuu2/KlClK5/bY2NiRI0e+/fbbZ599dkCfMXg6qiUfq8KhQ4cOItLQ0OC5Shmu1c/+FMr3try8PKSlM4jPP//8119/da1JZWw112HLFi5c+M477yhDzDgpj3x6/esAzRa+9tA5yJHbN1mztBZ2/axA32EiUqFW49USZGzVbIxzu7CMSBmIcYCZ6SPeA6H1u9/9Tk6e1jz++ON//etfXdcqZ2DKKdEjjzwyb948//es9GwfNGiQ17Vbt24VDY9k1L59exH5/e9/H9C7tFaZmzZtuvTSS50vhw8fLiIrV64UkcTExG7dukXkOkdHteRjVTgo37evvvrKbbnNZlOeNDz//PP930+7du1CWzzDUDq7KWpraydOnGiz2R588EHnwoyMjJtvvtntXe+++66IhHyORZhc+NpDZZCjfv36hbC0YaW1sOtnBfoOE5EKtRqvliBjKzHON2IcYFqMnwUzatmypYgUFxdv3ry5Xbt2brMvKzfxqqqqPv/88+7duyunm/4oKipSRjLq37+/1w2UU6JAp7/Ztm3byy+/HNBbROTBBx9UZywPrVXmhAkTPE+jIz4Gk45qSeUKvPTSS1euXOk5KnxJSYmIWCwWRrUIoS+++CIzM3Pjxo02my0zM9P3xF5LlizZsGFDSkpKU73/gOYJU3voHOQo+KtTc4Zd/yvQVHE2VNWizUozGGIcYELks2BGPXv2FJFDhw7NmjVrxYoVbms7d+4sIt9+++2sWbNWrVrl/243bdokIvHx8V6H5RaR3NxcCTyf1a5du/T09IDeIirexNNaZS5atMj15a5du0SkGRUYWjqqJZUrMC0tLTMzc9++fW7LCwoKRCQ1NVUvzw3pwuHDh2NjY4cMGbJu3brXXnutW7duY8aM8brlqlWrJk+e3Lp16+zsbJULCcMLU3uYn58vIlarNfgn+s0Zdv2vQFPF2VBVizYrzWCIcYAJkc+CGSmDLNTU1Fx//fXKcNSu2rRpIyJHjhy59dZb/Ry7R+F7JKOCgoK6ujoJfPCsdu3a3X777QG9RU1arsyampqFCxdOmDChV69e/h86HHRaSypU4JVXXnnxxRcXFRWVlJQoY2kplOuNO++8M0zHNaf09HTl8qmoqGjQoEE33HDDnj17PJOhixYtmjRpUkJCQk5OjusfBQiJMLWHIRw8y5xht3kVaPg4G45q0U6lGQwxDjAh7nvDjJRTmW7dut1///2ea5VO6SkpKQFdS1dUVKxbt05ELrnkEs+1drv9vffeExGr1dqpU6fmFVubtFyZ99xzT79+/d544w3/Dx0mOq0ldSrwscceE5E5c+Y4l1RUVHz44YeXXXYZ+aww6dq16xNPPCEiCxYscFs1derUSZMmJScnb9my5YorrohE6WBw4WgPq6qqlPy+GQYY0lQFGjvOhqlatFNpRkWMA8yDfBbMSBk28qWXXvK6VrnF9+qrr/q5t7Zt20ZHR7dt27ampkZEMjMzlZfK2ldeeaVFixZnnXXWiy++KCI2my06OrpFixb//Oc/g/8gWqDZypwzZ05cXNwnn3yizF8TWXqsJdUqcPLkydOnT1+8ePGsWbMqKyu3bNmSnp7etWvX1atXh/W45mG32z1nxfrv//5vEamqqnIusdls11133csvv9y7d+/du3drc9oKGEBo28M//OEP0dHRF1xwQUVFhYgsXrw4OjradV4z49FOBRo4zoavWjRVacZAjAPMjHwWzKh79+7PPfec60TObmvnzZvn/1OBhw4d+u2331ynK/7tt98OHTqkrH3ggQeOHz/uuvbEiRPHjx+/6aabQvNhIk2blblkyZL6+npluAq73e7/lNhhortaUrkC58yZ83//938tW7acMWPG8uXLZ8+evXv37qSkpLAe1CQaGhqio6OVkWVcKTMJuF6ejRo1avXq1SNHjty8eXNiYqKqpYSZhLY9/O677zzbw//85z+hK6/maKQCjR1nw1QtWqs0AyDGAWbXCBgIX+xgrFmzRkRGjx4d6YIEa82aNX/729+cL7/55pulS5e6bpCQkHDbbbepXi5t8VFLZ6xADRo9erSIrF+/PtIF0aKhQ4eKyDvvvONc8uuvv3br1k1EPvvsM2XJ7NmzRSQ9PT0yRQRMSb9h158wYcJQ67tagomtxDgfiHHGwwUd/EdPVwCGsm3btqlTp6alpd1///12u/23334rLi5+8sknI10ubfFRS1Sg8cyfPz81NXXSpEklJSVXXHHF4cOH586dW1hYeMcddwwaNEhEqqurlXP96urqa6+91u3taWlpU6dOVb/YALSJMOGV72qh0sKHGAeYGfksAIaSkZFRXV1dXFzsulB5xKCwsDAzM7O4uLi6ujorK6usrOyCCy5YtmxZhEoaST5qyccq6FS3bt3y8/MnTJiQmZmpLGnVqtXs2bNnzpypvMzPz29oaBCRHTt2eL6dBz8BuPIdJkwban1XC7E1fIhxgJmRzwJgKD///HNTq7p167Z8+XI1C6NZPmrJxyroV48ePXbv3v3DDz98++23F154YUpKiuvc88rjThEsHgAd8R0mTBtqfVcLsTWsiHGAaZHPAgDAFNq3b9++fftIlwIAgNAjxgEmxPyGAAAAAAAA0BPyWQAAAAAAANAT8lkAAAAAAADQE/JZAAAAAAAA0BPyWQAAAAAAANAT8lkAAAAAAADQE/JZAAAAAAAA0BNrpAsAwIA2btyYl5f373//u66ubsyYMTfddFNTWxYUFOzdu9dz+cCBA9u3b2+3299//33Pteeff356enooS6w6/6tITFxLAAB/BBRTioqKdu3a1dRai8Vy3nnnpaWlWa36u0zwvx4MXAkAYB600QBC79///vdPP/2UnZ195MiRm2++2ceWhw8f3r17d1VVVVZWloh07dq1X79+F110kcViERGbzVZWVlZaWrp27drvv//eYrGMGzcuISHh6quvVumThI3/VSRmqqXc3NyJEyeWlZVFuiAAoCcBxZSff/5537591dXVb731loikpqamp6efe+65InLw4MGKiorc3Nxff/11+vTpM2fOVKP0oeN/PTS7EsrLy59//vktW7a0bdt23759V1555X333TdgwAC3/f/www/PPvvsypUr//Of/yQmJqanpz/00ENdu3YN9ScGAHNrBAyEL3Yw1qxZIyKjR48O1Q6Tk5MtFsuxY8fOuOWePXuUP9w333zjdYMxY8aIyI033hiqsmmE/1XUaNxa2r179yeffDJv3rzU1FQRiYmJacZORo8eLSLr168PefEAIEwiGHYbGxt//PFHJaZ89913bquOHTvWv39/EZkyZUqoyqYm/+sh0ErYunVramrq1q1blZfHjx/PyMgQkQcffND1vfn5+V27dl27du2JEydOnDjxySefJCYmisj8+fOb94mIcTAVLujgP8bPAhAWFRUV5eXlPXr0iIuLO+PGmzZtEpHWrVs3desyNzdXRIYNGxbaQkZWQFUkxq2lTZs2ffTRRyIyf/78SJcFAPQq0JiSn58vIsnJyR07dnRbFRcXN2XKFBFZsGBBeXl5yIsaVgHVQ6CVcMcddyQkJLRr1055GRMT8//bu//Yqsr7D+APN01zRwgmViRVEDWEuaWgxqlk04EGG6ML6pgYnERRM4O/p9uMiWEi+oeKZkNTN9chwXTaVIkaaCaKohHwZ0BaGlIbJdKUOCQqa5Cf7fePM2/utz8u95Z72z7wev11Oef03uf5pOFz+r7nPOfxxx8PISxZsqSxsTHZ2NnZOW/evNWrV1dXV6dSqVQqNXPmzNdeey2EcPfdd2cOA+DIybOAkkjCl95X4Pfp3XffDSH0d3/cpk2b9uzZE0KYNm1a8QY49AoqUTh6q3TXXXctX7783nvvdSMGwIAV2lOSYGX69Ol97s2sG5W5NDgWBdWhoCLs2bOnra1t5cqV9913X+aYSZMmJS9eeeWV5MXzzz8fQvjkk0+y32rq1KnV1dUhhPvvvz//uQCQmzwLKInkHPGiiy7K5+DVq1fnODj5+rSiouKMM84o3gCHXkElCsdqlQDIR6E9JfmOpL9LeltaWpIXxx9/fDFGN3gKqkNBRUin00l6VVVVlTmmq6sreXHcccclLzZs2NDW1nbFFVf0WG8+uad+8+bN+/fvL2A+APTPevBASbz33nupVOrSSy897JHNzc27d+8OISQLVfS2du3aEOFtdIeVf4nCMVwlAPJRUE/Zvn379u3bQwgXXHBBnwckqdBpp502derUIg5yEORfh0KLkEqltmzZ0tramn018Ycffpi8uOKKK5IXya2LqVRq9OjR2e82bty45MXBgwfLy8sLnBYAfXB9FlB8O3bs+OKLL84999yWlparrrrqqquu+vnPf/7iiy/2eXByYdFhl4XK/zvnKBRUonCsVgmAfAysp4wdO7b3ulEhhPXr12/YsCGE8Oyzz5ZuzKUwgNOPgopQVlbWowvX19eHEH7zm99kQrEFCxbU19d/8MEHmVsRE01NTSGEdDqd5wJnAByW67OA4ktWr/jmm2+efPLJurq6kSNHbt68+cwzz+zq6rr22mt7HPzWW2+FEGbMmNHnFfjxLguVW0ElCsdqlQDIR6E9Jbny6OKLL+69q7W1dfbs2aNGjXrhhReiu+a3oDoceREaGxuXLFny29/+dunSpdnbZ8+e3fvgZNGAG2+8sfBpAdA3eRZQfMm1Queee+7y5cuTLVOmTJkyZcqf/vSn3ieUb775ZvIjJ510Uu+3+u9//xuOxmWhCipROFarBEA+Cu0pybpRY8aMSZpLCKGrq6uzs7OxsbGurm7u3LkLFy6srKwcrOEXTUF1GHAR3nzzzSeeeGLjxo3ffffdwoULH3jggcMObOXKlVu3bq2oqFiwYMGRTBCAbPIsoPjWrVuXSqVqa2uzN44bN27z5s1bt27Nzlyam5u//fbb5EemTJnS+61mzZq1YsWK3t+O7ty5c9myZdu2bUun09dcc815553X+2dbW1vXrFkzf/78Ikyp2PIvUShNlb766qtnnnmmra3tlFNOufbaa7NXtwUgLgX1lMy6Ue3t7dn34p144onV1dV/+ctfRo0alWw5bKsdbn02/zrkX4TeZsyYkTTc7du3X3311XV1dc8991yOhcb27Nlz5513ptPpl156aezYsUcyQQCyybOAIvvqq6/a2trOP//8dDqdvX3jxo0hhPb29uwTymT1ilGjRvUZ04QfbgfokdS0trY+9dRTDz74YEVFRWtr69lnn/373//+4YcfTvZu3769rq6upaXl5ZdfnjVr1vA5z84oqEShBFVqaWlZvHjxokWLKisrly5dOnny5Keffvq2224r6iwBGAwD6ynl5eUNDQ2pVL9r6eZoIsOzzw7g9OOwRcht/PjxDQ0Np5566kUXXfT666//8pe/7POw3/3udzt37ly1atX06dMH9kEA9Ml68ECRvf322+GH51JndHZ27tixI4QwefLk7O3JslD9PYfo448/3rt3b+j17KHFixcvXbo0ecNJkyZVV1c/8sgjyeP/QgjpdPpXv/rVsmXLfvSjHxVrUsVVUIlCCap0++23L1q06OSTT06lUjfffPOtt956++23Nzc3F2uCAAyaQntKZt2o3DlOjiYyPPtsQXXIswiHNX78+GnTpu3du/eGG27o84CHHnpo9erVb7/9dp8LdQFwJORZQJEl4UuPB+0ly6BWVlb2uNI+WbSiv28s161bF/paFurHP/5xeXl5Wdn/rjBNTkYzp6Rjxoypqqo6wjPUkiqoRKEEVXrnnXfOPPPMzJGXXHJJCOGVV145gjkBMDQK7SnJulG/+MUvcr9tjiYyPPtsQXXIswg9NDc3Hzx4sMfGU089NYTwxRdfJAPIVltb+/zzz3/00Uc/+9nPCvogAPIxvPoQcBTYuXNn6PXAoOSL0Llz52ZvbGlpSZaFuvDCC/t8q+R0s/eyUPfee+8333yTiW/WrVs3bdq0HEtdDDf5lyiUpkrz5s379a9/3eP4rq6uAc0GgKFUUE/JrBvV381xGdG12vzrkH8Rst13332TJ08+5ZRTOjs7s7dncr3MdeKJlStX/vWvf12/fv2ECRMyGxcsWKDbAhSLPAsosoMHD44cOTL7lHf//v0NDQ0jR468++67s49MnqudY1mo5EFFuZ8X/vDDD48dO7a+vr4IQx8s+ZcolKZKtbW1zz77bGbvxx9/HEK47LLLBjIZAIZUQT0lWTeqrKysxy3quUXRavOvw8CKkFzFvGPHjg8//DB7+/79+5MX48aNy2x89913H3vssbVr144ZMyb74Pr6+uF2XRtAvKwHDxTZ6aefnnn0dWLx4sW7d++uqanp8dzr3MtCbdq0ac+ePaHXslAZTz311CeffNLa2vroo4/G9cCg/EsUSl+l3bt3/+1vf5s3b567IQBiVFBPKXTdqIhabf51GNjiWeecc87nn39+9dVX97gE7IMPPgghnHXWWZk22tzcfMsttzz66KNbtmxJtiSZV3t7+6RJkwqeGAD96YajiF/sI7Fq1aoQwpVXXnmE75OcvW3cuDH555o1a8rKyu65554eh3V0dIwePTqE8Oc//7n3mxw6dOiee+4JIZSVlR06dCjHx33//fdnnHHGnDlzeu+qqKiYO3fuAKdRSnmWqHtQqjRnzpyZM2ceOHBgIDMpnn379tXU1IQQUqnUqlWrck+ntyuvvDKE8MYbb5RoeABFN8htt7u7+z//+U+S7Nx0000FfUR/TWRY9dk86zDgIjQ1NZ122mlbtmzJ3rhmzZoQwujRoz/99NNky5dffpkj+Cv0QxN6HMcUf9CRP78lHFX893ckinVi3d3dXVNTM3HixJqamj/84Q8TJkx47rnnsvdWVlZm1pdNlJWVVVZWJnuXLFlSXl6evTeVSpWXl9fX1/f3cYsWLQoh9PiU7mF2nt1D7hJ1D1aVHnnkkYGdWxdRTU1Nj7kkck+nB+f6QHQGre12d3dPnDixd08ZPXp0/h/RZxMZbn02dx2OvAgbNmyoqqq6/vrrX3jhhVWrVtXU1CRL4zc1NWWOmTNnTn9hVgjhn//85wDmpcdxTPEHHflz/zZQfPPnIUxgawAABjhJREFUz3///fcnTJgwa9asbdu29XiIdUdHR4+rgQ4cONDR0ZHsveOOO/bt25e999ChQ/v27Zs9e3bmHf74xz/+/e9/z/xz4sSJ4YdnGMUid4nCoFRp6dKle/fura2tDSF0dXU1NzeXbLq5zJ8/v8dcEj2mA0B/DttTPvvss9495bvvvsvxnjG22tx1GEARepg6dWpTU9MNN9zQ1ta2YsWKHTt2vPTSS01NTVVVVZlj/vWvf+X40+vGG28s1mQBsH4WUBIVFRUlWl9806ZNixcvTqfTt9xyS7IlWZaioqKiFB9XOqUrUcijSo2Njbt27XrooYeSf27durW5uTn7jByAiBS3p8TbakvaWxPTp0+fPn16ST8CgHzIs4DIVFVVVVZWLlu2LLPl3//+d3l5+fz584duUMNO7iqtX7/+rrvuqq6uvu2227q6ug4cONDW1rZgwYIhGy4Aw4lWC8DwJ88CIlNWVrZixYrHH3+8s7Pz+OOP37Jly+rVq1999dWf/vSnyQHNzc0LFy5sa2vbtWtXXV1de3v7iSee+OKLLw7tsAdZ7irNnDlz165dbW1t2T9S0GPLATiK5W4i+iwAw4E8C4jP1KlTGxoa1q5d297ePn78+I6OjuwFxauqqhoaGoZweMNEjip9/fXXQzs2AIa5HE1EnwVgOJBnAVFKpVIXX3zxUI9iuFMlAAZMEwFgOPN8QwAAAABi4vos4P/Ztm1bbW1tj43pdPq6664bkvFAD8uXL08es5Vt27ZtQzEWgCOl7ZJNjwPI34ju7u6hHgMUzYgRI5IXfrEHoLGx8fLLL+9zV2VlZUdHxyCPB/p0wgkn7Nq1q89db7zxxowZMwZ5PAADo+3Smx4H/qAjf67PAv5n8uTJ//jHP/rclU6nB3kw0J8nn3yy93fXiZ/85CeDPBiAAdN26U2PA8if67M4qojzAQAAIuUPOvJnPXgAAAAAYiLPAgAAACAm8iwAAAAAYiLPAgAAACAm8iwAAAAAYiLPAgAAACAm8iwAAAAAYiLPAgAAACAmZUM9ACiJESNGDPUQAAAAgJJwfRZHle7u7qEeAgAAAFBaI/z9DwAAAEBEXJ8FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEz+DybUtbYhIIW7AAAAAElFTkSuQmCC\" data-image-state=\"image-loaded\" width=\"963\" height=\"570\"\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\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 [PY,Pclass]=Calc_Dual_Bias_Perceptron(X,WH,WP)\r\n%Sigmoid applied to X*WH\r\n%The PY value in this case is two values for each case, [Prediction-0, Prediction-1]\r\n%Pclass is 1 or 2 based on determination col max per row. Prediction for each input case\r\n%X will be four rows and three columns\r\n%Softmax applied to produce the output PY\r\n\r\n  PY=zeros(4,2); % Four rows since four cases in X\r\n  Pclass=ones(4,1); % Values 1 or 2\r\nend\r\n\r\n%The figure was generated using Matlab and Latex\r\n%{\r\nfunction perceptron_bias_dual_Sig_Soft\r\n%Dual output classifier\r\n%Softmax y=exp(x)./sum(exp(x),2)\r\n\r\nfigure(1);clf;\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\nrxA=[0 2*r 2*r   0 0]';\r\nryA=[0   0 2*r 2*r 0]';\r\n\r\n\r\ntext(1,97,'Bias Dual 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\npatch(cxA+135,cyA+20,'y');text(135-6,34,'P_{2}','Fontsize',20);text(135-8,20,'\\Sigma','Fontsize',30);\r\n\r\npatch(rxA+80,ryA+70,'y');text(82,80,'Sigmoid','Fontsize',20);text(90,93,'Y_{1}','Fontsize',20);\r\npatch(rxA+80,ryA+10,'y');text(82,20,'Sigmoid','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\npatch(rxA+135,ryA+10,'y');text(137,20,'Softmax','Fontsize',20);text(147,34,'PY_{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\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_{32}','Fontsize',20);\r\n\r\ntext(30,85,'WH_{11}','Fontsize',20); %Thicker Bold\r\ntext(20,65,'WH_{12}','Fontsize',20);\r\ntext(40,25,'WH_{22}','Fontsize',20);\r\ntext(20,38,'WH_{21}','Fontsize',20);\r\n\r\ntext(111,84,'WP_{11}','Fontsize',20);\r\ntext(111,24,'WP_{22}','Fontsize',20);\r\ntext(123,42,'WP_{12}','Fontsize',20);\r\ntext(123,56,'WP_{21}','Fontsize',20);\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='$$ Sigmoid(H)=Y  $$'; \r\ntext(75,62,str,'Interpreter','latex','Fontsize',16);\r\ntext(40,70,'Sigmoid(H)=','Fontsize',20,'Color','b');\r\ntext(43,65,'1/(1+e^{-H})','Fontsize',20,'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='$$ P=\\left[\\matrix{ P_{1} \u0026 P_{2} } \\right]  $$'; \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\ntext(122,50,'Softmax(P)=e^{P}/\\Sigmae^{P}','Fontsize',20,'Color','b');\r\n\r\nstr='$$ PY=\\left[\\matrix{ PY_{1} \u0026 PY_{2}} \\right]  $$'; \r\ntext(75,39,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='$$ WP=\\left[\\matrix{ WP_{11} \u0026 WP_{12}\\cr WP_{21} \u0026 WP_{22} \\cr bP_{31} \u0026 bP{32} } \\right]  $$'; %valid\r\ntext(88,3,str,'Interpreter','latex','Fontsize',20);\r\n\r\n\r\nend %perceptron_bias_dual\r\n\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% This was delayed as had to solve AGI on the way.\r\n% The back propagation algorithm is for a near future fun challenge.\r\n%XOR\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [3.14   5 0; %wh11 wh12 0\r\n     3.14   5 0; %wh21 wh22 0\r\n    -4.80  -2 1];%bh31 bh32 1\r\n\r\nWP=[ 5.25 -4.44; %wp11 wp12\r\n    -4.20  4.70; %wp21 wp22\r\n     1.96 -1.96];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([0;1;1;0],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n%%\r\n%XNOR\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [3.33   5.32 0; %wh11 wh12 0\r\n     3.33   5.29 0; %wh21 wh22 0\r\n    -5.11  -2.15 1];%bh31 bh32 1\r\n\r\nWP=[-4.56  5.49; %wp11 wp12\r\n     4.67 -4.53; %wp21 wp22\r\n    -2.05  2.05];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([1;0;0;1],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%AND\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [3.31   1.01 0; %wh11 wh12 0\r\n     3.24   1.24 0; %wh21 wh22 0\r\n    -4.84  -1.36 1];%bh31 bh32 1\r\n\r\nWP=[-4.32  5.35; %wp11 wp12\r\n    -0.31  1.84; %wp21 wp22\r\n     3.13 -3.13];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([0;0;0;1],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%NAND\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [0.42   3.39 0; %wh11 wh12 0\r\n     0.97   3.34 0; %wh21 wh22 0\r\n    -0.44  -4.96 1];%bh31 bh32 1\r\n\r\nWP=[ 0.52 -0.19; %wp11 wp12\r\n     5.32 -4.82; %wp21 wp22\r\n    -2.88  2.88];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([1;1;1;0],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%OR\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [3.60   2.35 0; %wh11 wh12 0\r\n     3.53   2.46 0; %wh21 wh22 0\r\n    -1.91  -1.35 1];%bh31 bh32 1\r\n\r\nWP=[-2.92  4.42; %wp11 wp12\r\n    -1.73  2.53; %wp21 wp22\r\n     2.64 -2.64];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([0;1;1;1],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%NOR\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [3.31   2.72 0; %wh11 wh12 0\r\n     3.31   2.72 0; %wh21 wh22 0\r\n    -1.79  -1.51 1];%bh31 bh32 1\r\n\r\nWP=[ 4.30 -2.38; %wp11 wp12\r\n     3.16 -1.90; %wp21 wp22\r\n    -2.67  2.67];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([1;0;0;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":"2023-08-22T17:50:14.000Z","deleted_by":null,"deleted_at":null,"solvers_count":4,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-21T13:35:11.000Z","updated_at":"2023-08-22T17:50:14.000Z","published_at":"2023-08-22T17:50:14.000Z","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 Dual Output Perceptron vector,PY and Pclass, given X, WH, and WP using Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  XOR, XNOR, AND, NAND, OR, and NOR.\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 Dual output  PY 4x2 matrix. PY(:,1) is Expectation of 0 and PY(:,2) is Expectation of 1 for each case. 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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":58912,"title":"Neural Net: Back Propagation of Dual Output with Bias","description":"This challenge is to return the WH_delta and WP_delta, given X, WH, WP, EPY using Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for XOR, AND, OR, and NAND.\r\n[dPY,dWP,dHY,dWH]=Neural_Back_Propagation(X,WH,WP,EPY)\r\n \r\n \r\nThe Matlab Latex function for Back Propagation chart is in the function 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: 1619px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 809.5px; transform-origin: 407px 809.5px; 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: 371.5px 8px; transform-origin: 371.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to return the WH_delta and WP_delta, given X, WH, WP, EPY using Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for XOR, AND, OR, and NAND.\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: 199px 8px; transform-origin: 199px 8px; unicode-bidi: normal; \"\u003e\u003cspan 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\" data-image-state=\"image-loaded\" width=\"1284\" height=\"760\"\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: 252.5px 8px; transform-origin: 252.5px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThe Matlab Latex function for Back Propagation chart is in the function 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 [dPY,dWP,dHY,dWH]=Neural_Back_Propagation(X,WH,WP,EPY)\r\n% X will be single case [x1 x2 1]\r\n%Removing the commnets below should make a working function\r\n  %n=1;\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  \r\n  %P=HY*WP;  %\r\n  %PY=exp(P)./sum(exp(P),2); %Softmax [PY1 PY2]\r\n  \r\n  %Back Propagation Calculations for a Single Case\r\n  %ErrPY=EPY-PY; \r\n  %dPY=PY.*(1-PY).*ErrPY;\r\n  %dWP=n*HY'.*dPY;\r\n  \r\n  %dHY=HY.*(1-HY).*sum(WP.*dPY,2)';\r\n  %dWH=n*X'.*dHY;\r\n  \r\nend % Neural_Back_Propagation\r\n\r\n\r\n%{\r\nBack Propagation chart\r\nbased upon #1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar\r\nI did not like his notation so I fixed it into standard matrix notation\r\nhttps://www.youtube.com/watch?v=tUoUdOdTkRw \r\n\r\nfunction Back_Propagation_Sig_Soft\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\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','Fontsize',16);\r\ntext(26,98,'based upon #1 Solved Example Back Propagation Algorithm Multi-Layer Perceptron Network by Dr. Mahesh Huddar','Fontsize',12);\r\ntext(26,95,'https://www.youtube.com/watch?v=tUoUdOdTkRw ','Fontsize',12);\r\n\r\n%                                      Input     Expected Output\r\n%                                       Cases         0 1 Logic Values/Classes\r\n% WH [ 4.60  2.50 0  WP [ -3.50  3.70  X [0 0 1  EPY [1 0  Case 1\r\n%      4.80  2.60 0        4.10 -3.60     0 1 1       0 1  C2\r\n%     -1.60 -3.80 1]       1.50 -1.50]    1 0 1       0 1  C3\r\n%                                         1 1 1]      1 0] C4\r\nstr='$$ WH=\\left[\\matrix{ 4.60 \u0026 2.50 \u0026 0 \\cr 4.80 \u0026 2.60 \u0026 0 \\cr -1.60 \u0026 -3.80 \u0026 1 } \\right]  $$'; \r\ntext(1,89,str,'Interpreter','latex','Fontsize',12);\r\n\r\nstr='$$ WP=\\left[\\matrix{ -3.50 \u0026 3.70 \\cr 4.10 \u0026 -3.60 \\cr 1.50 \u0026 -1.50 } \\right]  $$'; \r\ntext(31,89,str,'Interpreter','latex','Fontsize',12);\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(58,88,str,'Interpreter','latex','Fontsize',12);\r\n\r\nstr='$$ EPY=\\left[\\matrix{ 1 \u0026 0 \\cr 0 \u0026 1 \\cr 0 \u0026 1 \\cr 1 \u0026 0 } \\right]  $$'; \r\ntext(78,88,str,'Interpreter','latex','Fontsize',12);\r\n\r\n% WH [WH11 WH12 0   WP [WP11 WP12\r\n%     WH21 WH22 0       WP21 WP22\r\n%     bH31 bH32 1]      bP31 bP32]\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\nstr='$$ WH=\\left[\\matrix{ WH_{11} \u0026 WH_{12} \u0026 0 \\cr WH_{21} \u0026 WH_{22} \u0026 0 \\cr bH_{31} \u0026 bH_{32} \u0026 1 } \\right]  $$'; \r\ntext(98,89,str,'Interpreter','latex','Fontsize',12);\r\n\r\nstr='$$ WP=\\left[\\matrix{ WP_{11} \u0026 WP_{12} \\cr WP_{21} \u0026 WP_{22} \\cr bP_{31} \u0026 bP_{32} } \\right]  $$'; \r\ntext(130,89,str,'Interpreter','latex','Fontsize',12);\r\n\r\n% All four cases. Rows represent case(C)\r\n% HY =sigmoid(X*WH)  PY = Softmax(HY*WP)   ErrPY = EPY-PY \r\n% [0.1680 0.0219 1   [0.876427 0.123573    [ 0.123573 -0.123573\r\n%  0.9608 0.2315 1    0.105680 0.894320     -0.105680  0.105680\r\n%  0.9526 0.2142 1    0.098904 0.901096     -0.098904  0.098904\r\n%  0.9996 0.7858 1]   0.864582 0.135418]     0.135418 -0.135418]\r\ntext(1,83,'All four cases. Rows represent case(C)','Fontsize',12);\r\ntext(1,80,'HY =sigmoid(X*WH)        PY = Softmax(HY*WP)      ErrPY = EPY-PY','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ .1680 \u0026 .0219 \u0026 1 \\cr .9608 \u0026 .2315 \u0026 1 \\cr .9526 \u0026 .2142 \u0026 1 \\cr .9996 \u0026 .7858 \u0026 1 } \\right]  $$'; \r\ntext(3,73,str,'Interpreter','latex','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ .876427 \u0026 .123573 \\cr .105680 \u0026 .894320 \\cr .098904 \u0026 .901096 \\cr .864582 \u0026 .135418 } \\right]  $$'; \r\ntext(28,73,str,'Interpreter','latex','Fontsize',12);\r\nstr='$$ \\left[\\matrix{ .123573 \u0026 -.123573 \\cr -.105680  \u0026 .105680 \\cr -.098904 \u0026 .098904 \\cr .135418 \u0026 -.135418 } \\right]  $$'; \r\ntext(52,73,str,'Interpreter','latex','Fontsize',12);\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% [ 0.0134 -0.0134  % All four cases  \r\n%  -0.0100  0.0100\r\n%  -0.0088  0.0088\r\n%   0.0159 -0.0159]\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}]','Fontsize',14);\r\ntext(1,56,'\\deltaPY=[ PY_{C1}*(1-PY_{C1})*ErrPY_{C1}    PY_{C2}*(1-PY_{C2})*ErrPY_{C2} ]','Fontsize',14);\r\ntext(1,52,'dPY=PY.*(1-PY).*ErrPY  %Matlab per case [dPY1 dPY2]','Fontsize',14,'Color','b');\r\ntext(28,46,'% All four cases','Fontsize',14);\r\nstr='$$ \\left[\\matrix{ 0.0134 \u0026 -0.0134 \\cr -0.0100 \u0026 0.0100 \\cr -0.0088 \u0026 0.0088 \\cr 0.0159 \u0026 -0.0159 } \\right]  $$'; \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% dWP=[.0022 -.0022   [-.0096 .0096  [-.0084 .0084  [.0158 -.0158\r\n%      .0003 -.0003    -.0023 .0023   -.0019 .0019   .0125 -.0125\r\n%      .0134 -.0134] + -.0100 .0100]+ -.0088 .0088]+ .0159 -.0159]\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]=n*','Fontsize',14);\r\nstr='$$ \\left[\\matrix{ dPY1*HY1 \u0026 dPY2*HY1 \\cr dPY1*HY2 \u0026 dPY2*HY2 \\cr dPY1*1 \u0026 dPY2*1 } \\right]  $$'; \r\ntext(41,25,str,'Interpreter','latex','Fontsize',12);text(75,25,'=\\DeltaWP','Fontsize',14);\r\ntext(1,19,'The WP values affecting P1/PY1 adjusted by dPY1. \\DeltaW=dWP','Fontsize',14);\r\ntext(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\nstr='$$ \\left[\\matrix{ 0.0022 \u0026 -0.0022 \\cr 0.0003 \u0026 -0.0003 \\cr 0.0134 \u0026 -0.0134 } \\right]  $$'; \r\ntext(0,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ -0.0096 \u0026 0.0096 \\cr -0.0023 \u0026 0.0023 \\cr -0.0100 \u0026 0.0100 } \\right]  $$'; \r\ntext(20,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ -0.0084 \u0026 0.0084 \\cr -0.0019 \u0026 0.0019 \\cr -0.0088 \u0026 0.0088 } \\right]  $$'; \r\ntext(40,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ 0.0158 \u0026 -0.0158 \\cr 0.0125 \u0026 -0.0125 \\cr 0.0159 \u0026 -0.0159 } \\right]  $$'; \r\ntext(60,3,str,'Interpreter','latex','Fontsize',11);\r\ntext(19,3,'+','Fontsize',14);text(39,3,'+','Fontsize',14);text(59,3,'+','Fontsize',14);\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   \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 = [-0.0135  0.0022 0  (-3.5*.0134+3.7*-.0134)*.168*(1-.168)  =-.0135\r\n%                           (4.1*.0134+-3.6*-.0134)*.0219*(1-.0219)= .0022\r\n%         0.0027 -0.0137 0\r\n%         0.0029 -0.0114 0\r\n%        -0.0000  0.0205 0]\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(79,76,'next layer WP, dPY combined and scaled by Hidden layer Output function','Fontsize',12);\r\ntext(79,72,'\\deltaHY=HY(1-HY)*SumdW','Fontsize',14);\r\ntext(79,68,'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','Fontsize',12);\r\ntext(80,56,'SumdW_{C2} = WP_{21}*dPY1+WP_{22}*dPY2','Fontsize',12);\r\ntext(80,52,'SumdW_{C3} = WP_{31}*dPY1+WP_{32}*dPY2 since HY_{c3}=1 this term is unused','Fontsize',12);\r\ntext(76,49,'dHY = [-0.0135  0.0022 0  %(-3.5*.0134+3.7*-.0134)*.168*(1-.168)  =-.0135','Fontsize',12);\r\ntext(104,46,'%(4.1*.0134+-3.6*-.0134)*.0219*(1-.0219)= .0022','Fontsize',12);\r\ntext(85,46,'0.0027 -0.0137 0','Fontsize',12);\r\ntext(85,43,'0.0029 -0.0114 0','Fontsize',12);\r\ntext(85,40,'0.0000  0.0205 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% \r\n% dWH=[ 0    0     0  [0      0     0  [.0029 -.0114 0  [0 .0205 0\r\n%       0    0     0   .0027 -.0137 0   0      0     0   0 .0205 0\r\n%     -.0135 .0022 0]+ .0027 -.0137 0]+ .0029 -.0114 0]+ 0 .0205 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='$$ \\left[\\matrix{ 0 \u0026 0 \u0026 0 \\cr 0 \u0026 0 \u0026 0 \\cr -.0135 \u0026 .0022 \u0026 0 } \\right]  $$'; \r\ntext(82,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ 0 \u0026 0 \u0026 0 \\cr .0027 \u0026 -.0137 \u0026 0 \\cr .0027 \u0026 -.0137 \u0026 0 } \\right]  $$'; \r\ntext(103,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ .0029 \u0026 -.0114 \u0026 0 \\cr 0 \u0026 0 \u0026 0 \\cr .0029 \u0026 -.0114 \u0026 0 } \\right]  $$'; \r\ntext(124,3,str,'Interpreter','latex','Fontsize',11);\r\nstr='$$ \\left[\\matrix{ 0 \u0026 .0205 \u0026 0 \\cr 0 \u0026 .0205 \u0026 0 \\cr 0 \u0026 .0205 \u0026 0 } \\right]  $$'; \r\ntext(145,3,str,'Interpreter','latex','Fontsize',11);\r\ntext(102,3,'+','Fontsize',14);text(123,3,'+','Fontsize',14);text(144,3,'+','Fontsize',14);\r\n\r\nend %Back_Propagation_Sig_Soft\r\n\r\n\r\n%}\r\n\r\n\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=[1 0; % 0 0 : 0 XOR\r\n     0 1; % 0 1 : 1\r\n     0 1; % 1 0 : 1\r\n     1 0];% 1 1 : 0\r\nWP=rand(3,2)\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  [dPYi,dWPi,dHYi,dWHi]=Neural_Back_Propagation(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  \r\n  P=HY*WP;  % .8014\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n\r\n%%\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 OR\r\n     0 1; % 0 1 : 1\r\n     0 1; % 1 0 : 1\r\n     0 1];% 1 1 : 1\r\nWP=rand(3,2)\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  [dPYi,dWPi,dHYi,dWHi]=Neural_Back_Propagation(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  \r\n  P=HY*WP;  % .8014\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n\r\n%%\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 AND\r\n     1 0; % 0 1 : 0\r\n     1 0; % 1 0 : 0\r\n     0 1];% 1 1 : 1\r\nWP=rand(3,2)\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  [dPYi,dWPi,dHYi,dWHi]=Neural_Back_Propagation(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  \r\n  P=HY*WP;  % .8014\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n\r\n%%\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 : 1 NAND\r\n     0 1; % 0 1 : 0\r\n     0 1; % 1 0 : 0\r\n     1 0];% 1 1 : 0\r\nWP=rand(3,2)\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  [dPYi,dWPi,dHYi,dWHi]=Neural_Back_Propagation(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  \r\n  P=HY*WP;  % .8014\r\n  PY=exp(P)./sum(exp(P),2) %Softmax [PY1 PY2]\r\n\r\n  [~,Pexp]=max(EPY,[],2);\r\n  [~,Pclass]=max(PY,[],2);\r\n\r\nvalid=isequal(Pexp,Pclass);\r\nassert(valid)\r\n","published":true,"deleted":false,"likes_count":0,"comments_count":0,"created_by":3097,"edited_by":3097,"edited_at":"2023-08-25T00:50:35.000Z","deleted_by":null,"deleted_at":null,"solvers_count":4,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-24T23:08:39.000Z","updated_at":"2023-08-25T00:50:35.000Z","published_at":"2023-08-25T00:50:35.000Z","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 Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will accumulate dWP and dWH to solve neural nets for XOR, AND, OR, and NAND.\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[dPY,dWP,dHY,dWH]=Neural_Back_Propagation(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=\\\"698\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"1167\\\"/\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:customXml w:element=\\\"image\\\"\u003e\u003cw:customXmlPr\u003e\u003cw:attr w:name=\\\"height\\\" w:val=\\\"760\\\"/\u003e\u003cw:attr w:name=\\\"width\\\" w:val=\\\"1284\\\"/\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=\\\"rId2\\\"/\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 function for Back Propagation chart is in the function 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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\",\"relationship\":null}],\"relationships\":[{\"relationshipType\":\"http://schemas.mathworks.com/matlab/code/2013/relationships/document\",\"target\":\"/matlab/document.xml\",\"relationshipId\":\"rId1\"}]}"},{"id":58902,"title":"Neural Net: Calculate Bias Dual Output Perceptron (AND/NAND/OR/NOR/XOR/XNOR)","description":"This challenge is to calculate the Neural Net Bias Dual Output Perceptron vector,PY and Pclass, given X, WH, and WP using Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  XOR, XNOR, AND, NAND, OR, and NOR.\r\nX wll be a 4x3 matrix creating a Dual output  PY 4x2 matrix. PY(:,1) is Expectation of 0 and PY(:,2) is Expectation of 1 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=Logic0 and col2=Logic1.\r\n[PY,Pclass]=Calc_Dual_Bias_Perceptron(X,WH,WP)\r\n\r\nThe function template includes the code to create this figure using Matlab Latex\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: 809.5px; display: block; min-width: 0px; padding-block-start: 0px; padding-top: 0px; perspective-origin: 407px 404.75px; transform-origin: 407px 404.75px; 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: 372px 8px; transform-origin: 372px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eThis challenge is to calculate the Neural Net Bias Dual Output Perceptron vector,PY and Pclass, given X, WH, and WP using Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  XOR, XNOR, AND, NAND, OR, and NOR.\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: 377px 8px; transform-origin: 377px 8px; unicode-bidi: normal; \"\u003e\u003cspan style=\"\"\u003eX wll be a 4x3 matrix creating a Dual output  PY 4x2 matrix. PY(:,1) is Expectation of 0 and PY(:,2) is Expectation of 1 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=Logic0 and col2=Logic1.\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[PY,Pclass]=Calc_Dual_Bias_Perceptron(X,WH,WP)\u003c/span\u003e\u003c/span\u003e\u003c/div\u003e\u003cdiv style=\"block-size: 575.5px; 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 287.75px; text-align: left; transform-origin: 384px 287.75px; 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: 963px;height: 570px\" 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tS+ZnJxcUVGxd+9e+4ccsq+zCmGdTYJ2ww03VFRUbNmyxXqhJQO1sOzWS5cuuVkTAAAAAHCNPAuRSKfT2QwdSkpKys7Ozs7OvuOOO4qKihYsWPDQQw91797dxUrefvvtpUuXbtq0qa6uzkWxoUOHvv7669OmTaurqzt48ODs2bNnz56t1+uzs7PvuecehzGEF86ePSsiaqoj77j5ctyUnJwsIgaDoba2tm3btq4LG41GtdErrrii9Zt2U25u7j//+U/rJTqdLiYmxmEgWFtbKyIbNmzYsGGDsxXajL+zn9j+q6++EpGf//znLdbN0805q/a1114rIocOHWpxi4pNnevr69WIOfuISlGDttQtFCyuu+46NzcHAAAAAF4jzwKaeeyxx4qKikRk5cqVzvKsixcvZmZmbt68Wf0ZFxfXv3//q6++etCgQUaj0f56q0mTJt1xxx3Lli1btWpVaWnpxYsXDQbDsmXLli1bNmXKFOuRYt4xGo1qRM+NN97oxdM9fTnuuOGGG9Qv69evz87Odl1448aNKjcZMmSIF9vyjl6vt759oWuqeqmpqSqnc6hNmza+qZnnm3M2KO+HH35w8SgAAAAAaBd5FtCMZZ6go0ePOivz+OOPq/TnySefvPfee9Xt25TVq1c7fEpsbOyECRMmTJggItu3by8tLZ07d25NTc3s2bPz8/NdDwRrUVlZmZqZyOFoL/tJqWymMfLi5bQoIyMjISHh9OnTr732Wot51ptvvikier3+5ptv9rTygREXF1dXV5eamvriiy96vZIrr7zy4MGD6spKe0aj0RI8ebq5ixcvWj/d4sCBAyJifSWjR9SwL6PReObMGYcF1JWMsbGx3q0fAAAAALzG9/ZAM9u3b1e/qGu1HFL5S05OzlNPPWWd/ojIsWPHrP9sbGwsLS198803rWc76tev35///Oeqqir1p811ap4yGo2FhYUiEhsb63As1enTp22WfP3119Z/uv9y3KfT6e677z4RWbt2rc184Ta2b9+upmDPy8tLSEjwtPKBMXDgQBGx3NHPRmlp6aJFiz766CPXK+nZs6eI7N+/3/6h6urqn/zkJ23atFEJlKebMxqNO3futC+5e/duy3a9k5KSIiJr1qxx+OiuXbtEpH///l6vHwAAAAC8w/gsoInBYPjTn/6kfh8+fLizYs4mezIajXPnzlW/q6mvdTrdLbfcYjAYnnvuuenTp1sXbt++vfqlNZeD1dfXT5o0qbq6WkT+8Ic/WM9UZZnbe+vWrePGjbN+ls1U9+6/HI88+uijb7/99pEjR/Ly8lasWOHwWsLq6upRo0aJSNu2bZ955hkvKh8YI0aMKC0traysXL9+vc0LOXLkiNrFU6dOtb8doc1KFi9eXFlZuX//fpuZqtQtCNu0aaOGB3qxublz5/br18+65MaNG9UHQ40K9M7o0aOrq6tLSkoOHjxoc/Hjzp07KyoqRCQrK8vr9QMAgABbvXq1wWCwX67X66Ojo/v169fizKfwIU93x8aNG8+dOyciqampNt9D2zh58qT6cvSqq67q06ePT2sNhAwTEEZa/GCrR7Oyst5vbtWqVc8991yXLl1UgdzcXMtT1q1bpxZWVFSoJSp06NSp05kzZyzFzp8/P2bMGEsFNmzYoJbn5+eLSFxc3ObNm61rUlBQICJ6vf748eMuXpGa42nw4ME2tS0qKpo6daolFBs8eLDNEy9fvqz6vy5duhw9elQt/O6773Jzcy2VbGho8PTlvP/++9bPda2qqio+Pl5EdDrdlClTPvvsM8tDhw8fLiwsVLPy63S6Dz74wLvKK+qSxu7du58/f77Fiqm3dPz48S3W36KhoaFTp04ikpiY+OGHH1qWHz9+vHfv3iISGxt7+PBhk9X7c+HCBZuVXL58WX3AOnXq9OWXX1qWr1q1St0B8LnnnvN0c5YPp4jMmjXLUnL37t3qEGfAgAHWdXD4Rrmo85kzZ9RNBjp06GC9+3bs2KHW37Fjxx9++MG6Jt99953NSlw8BAAAAqzF+UNTUlIWL14c7GpGCk93x4IFC9TyrKws12tW3zjqdLrKyko/vwgfs7z2YFcEGsCnBGGlxebPdYehDB482PrE3j7PUhPGi0i7du3Gjx9fUFAwduzYmJgYEVEX2YnI8uXLVeFvv/02KSlJLbzxxhvz8vJycnI6dOiglsyZM8f1K3JnzvK8vLzvv//e/rkvvfSSKqDX69PT09PT01VuMnPmTLVcJRoevRyP8iyTybR3715LSigicXFxCQkJ1i8qKSnJOrLxtPLKo48+av2GuK6bF3mWyWT69NNPLbeP7Nu3b15e3qhRo1SVRGTFihWqmItsyHolOp0uMzMzLy9P5VMikpmZ6cXmLB9ONXgqOTk5Ly8vIyNDDfrr2LHjt99+a71ah2+U6zpv3bpVvWM6nS49PT0vL2/AgAGqfGJi4t69e21qQp4FAEAos3Tr0XasDxKeeeaZYNc0InixOyxT0y5YsMDZat955x1VZsaMGQF5Hb5kedXBrgg0gE8JwkqLzZ84otPpYmJiOnXqlJOTYzNQyOQozzKZTG+99ZYlblB69+69bt06k8mkEor8/HxL4ePHj+fk5NhcV9itWzdLSOSCwzxLr9fHxsampqZOmTKlqqrKxdNnz55tXc/ExMR58+ZZ3gdL7uP+y/E0zzKZTJcuXXrppZesUy0lOTn5mWeecZiheFR5k8l05syZjIwMS0nrPeXsLfU0zzKZTN9+++1dd91lCZWUG2+80fpbL9fZkMlkOnz4sM2HIS4u7sknn7x8+bIXm7N8OL/44gvr8XQ6nW7y5Mn2+ZHDN6rFOn/55ZfZ2dnWddbr9QUFBdZhGXkWAACa4OJA6PLlywsXLrR892Y9NBt+4sXuOHXqlJpzNj4+3uabS0sBdYVE9+7d7Y8wQ5/lgDPYFYEGRJncG7ECaEJUVJT6JTAf7I8++ujUqVM6na5v377280/ZMBgMW7ZsuXjxok6nu/76611f8e5b27dvP3PmTNu2bW+44QYX03V59HK8UFNTs2vXrvr6+piYmJ49e9okaM64WXkRaWxs/Oijj3r16mXzjZZvGY3GTZs2qf3o9RtVX1+/adMmg8HQ4utyvbny8vJhw4aJyHfffZeQkHDs2LHdu3frdLohQ4a4eBO8e6MMBsP69esNBkNsbGz//v1tgjYAAKAJbdq0qaurGz9+vLM5SS1HF1OmTHn55ZcDW7uI493uWLJkSU5OjoiMHTt26dKlNk+59dZbi4uLo6Oj9+7da7l1u4YE+IQOmkaehbBC84eIYpNnBbs6AAAg1LUYoIjIr371qyNHjowYMWLVqlWBrFsE8np3qNBKRN577z3rQfqWqGv27NkPPPCAP+vuL5zQwX3e31gNAAAAABBm1LycjY2Nwa4IRJzsjrlz56prHQoKCs6ePasWnj59+v777xeR9PR0jYZZgEfIswAAAAAAIiJGo7GyslJE3LkrEfzN2e5ITEycM2eOiNTU1EyfPl0tfPDBB2tqauLj4y3zwQPhjQlQAAAApKysrL6+/sorr+zXr5+zMjU1NVu3bhWRvn37Wu5dC9/auHHjuXPnRCQ1NdX1XJMnT55Up3lXXXVVnz59AlQ/INy9+OKL9fX1IjJw4MBg1wWudse4ceOWLl26bNmyefPmFRQU1NXVLVy4UERee+219u3bB6GuQMCRZwGAVg0dOpSZBQBfufvuu0+cOJGdnb18+XJnZXbv3j169GgRWb58ueWO6fCto0ePjh8/XkSysrIsN2B16O677y4tLdXpdCpkBOA+g8FQV1dnveTgwYOHDh1atmyZykTat28/ceLEINUu4ni9O+bOnVtRUVFTUzN58mQVe+Xk5Nx+++2BqTYQdORZAAAACBV33nnne++9V1JSUlpa+q9//evOO+90WGz+/PmlpaUiUlhY6GJIHQCHioqKioqKnD0aHx9fXFzM9YYB4/XuSEhImDt37q233lpdXS0iSUlJr7zyih8rCoQY5s8CAABACPnnP/+p7tn6wAMPnDx50r5ATU3Ngw8+KCLdu3d/6qmnAlw9IFzpdLouXbo88sgj+/fv5xreoHNzd4wZM2bs2LHq97fffpsbXiOiMD4LAAAAISQxMfHVV1/Nyck5d+7c/fffv3TpUpsCBQUF586di46OXrx4sU7Ht7OAx3Jzc//5z39aL9HpdDExMfxDBUUrd8dNN920bNkyEUlLS/NH9YCQRYMFAACA0DJu3LgxY8aIyLJly4qLi60fWrJkiVrywgsvdO7cOTj1AzROr9fHNRcbG0uYFSzsDsA7/JMAAAAg5MydOzcxMVFECgoKzp49qxaePn36/vvvF5H09PQHHnggmPUDAABBRZ4FAACAkJOYmDhnzhwRqampmT59ulr44IMP1tTUxMfHv/POO0GtHQAACDLmzwIAADA7duzYokWLnD26b9++QFYG48aNW7p06bJly+bNm1dQUFBXV6duXf/aa6+1b98+2LUDAADBRJ4FAABgVlVVlZubG+xaoMncuXMrKipqamomT55cX18vIjk5Obfffnuw6wVELqPRaDQa9XpOJDWMnYjwwCcYAADALDo6uk2bNs4ebWhoqKurC2R9kJCQMHfu3FtvvbW6ulpEkpKSXnnllWBXCohoI0eObGhoKC8vD3ZF4D12IsID82cBAACYZWVlfefc8uXLg13BSDRmzJixY8eq399+++2EhITg1geIZNOmTSstLQ12LdAq7ESEDcZnAQAAIKTddNNNy5YtE5G0tLRg1wXQtgsXLnj3xNra2vz8/OLiYt/WJ8J5vTusTZo0adKkSe6UZCcizDA+CwCAsBIVFRXsKgAAwsqSJUs6d+5cXFw8fvz4YNcFXmInIvyQZwEA4EpNTU1JSUlJSYnBYHCnfFlZWUlJyfbt291Z54kTJ3xUTTMVZkVFRZFqAQB8paioKDY2dsWKFfPnzw92XeAldiLCD9cbAgDgyu7du0ePHi0iFy5ciIuLa7H83XfffeLEiezsbBdzLVnWuXz58uzsbF9V1SbDioqKMplMvlo5ACBiFRYW9ujRQ6djMISGsRMRfsizAAAIBw4HZKmFpFoAgNbo1atXsKuA1mInIvyQzgIAEA5MJpOz3IprDwPJaDS6eWkq/IodAQBAeCPPAgAgfBBpBd3IkSMzMzODXQuwIwAACHPkWQAAeOD06dOlpaVlZWU1NTXBrotjzgZqMUl8AEybNq20tDTYtQA7AgCA8Mf8WQAAuOXChQtTp0596623jEajWpKenj5nzpwuXboEt2IOmUwmZzNqMZ2WQ8ePH2+xzNChQ529e7W1tfn5+cXFxb6uF0REJk2aNGnSJHdKsiMAAIgQjM8CAMAtt9xyy7x58zp06DB27NisrCydTvfhhx/27t17z549wa6aYy6uPWSglm8tWbKkc+fOxcXF48ePD3ZdIho7AgCAyMH4LAAA3FJVVfXQQw89//zz6l7XBw4cGDJkyLFjx3Jycj777DObwseOHVu0aJGzVe3bt8+/df2RirQYqOVvRUVFsbGxK1asGDVq1IIFC4JdncjFjgAAIHKQZwEA4JbMzMwXX3zR8mfnzp2XLVuWmpr6+eefl5WV2cw8XVVVlZubG/A6Osa1h/5WWFjYo0cPFXQiiNgRAABEDvIsAADc8vDDD9ss6devX/fu3aurq999912bPCs6OrpNmzbOVtXQ0FBXV+eXWjrhbKCWWkKq1Uq9evUKdhUgwo4AACCSkGcBAOCWIUOG2C+87rrrqqurP/30U5vlWVlZy5cvd7aq8vLyYcOG+bh+bmCgFgCglegvwgA7EeGB8dgAALQsJibG4UVMahDWV199FfAaeYlJ4gEAABAGyLMAAGitn/zkJ8GuggdMJpOLVCvAlQEAAAC8QJ4FAEDLGhsbjUaj/fILFy6ISM+ePQNeo9Yi0gIAAIB2kWcBANAyo9G4c+dO++U7duwQkeTk5IDXyAecDdTi2kMAAACEOPIsAADc8sYbb9gsKS0tPXDggIjk5OQEo0a+wUAtAAAAaA55FgAAbpk3b94//vEPy5/bt2//7W9/KyLp6ekDBw707bacXd5ow2g0GgyG1m+OSeIBAACgLeRZAAC0TK/X9+7de8qUKdddd92dd96ZlpaWmppaU1OTnJy8cOFCX23l9OnTkyZN+vnPf/6zn/3soDnkxQAAIABJREFUZz/72ciRIz///HMX5UeOHJmZmemTTTNJPAAAADREH+wKAACgATqd7oMPPpg0aVJJScm+ffvUkvz8/Oeff/6KK67wySZqa2v79et38ODBsWPH3nzzzXv37p07d27v3r0rKyu7detmX37atGmlpaXp6ek+2bpiMpkcpldRUVHO0i7Y4I0KEewIAADCG4enCCuW0zA+2AD85NixY7t379bpdAMHDoyNjfXhmp944omZM2cWFhb+5S9/UUvKy8uHDRuWlZX1/vvvW5esra3Nz88vLi4WkfT09PLych9WQ3E2JovWFQAA+A8ndHAfeRbCCs0fAO1KS0vbvHnz+fPn4+LiLAt/8YtfGI3GH374wbJkyZIlU6ZMOXny5Pjx4xcsWOCnPEuItAAAQMBxQgf3cb0hELrcmbOGhh4IGxs3bmxsbIyOjrYsaWxsbGxsTEhIsC5WVFQUGxu7YsWKUaNGLViwwH/1cXHtodD4BBDzl4UT/nEQUWi+wgnNF0IQeRYQfM4HQbTmuXQ5gPZYh1l1dXX33XefwWCYMmWKdZnCwsIePXrodIG4o4tqSZhRKzDc7wuiotzqIBBqOLVHGHPYgtF8hQ2aL4Qm8iwgOKx7/db0686e23z9HDgAWrJ9+/ann356/fr1BoPh6aef/uMf/2j9aK9evQJcHyaJ9x9f9QUAEGA2/QItGIDAC8S3uwCUKCsmk1h+/MF6/dbb9cvGAPjUmTNnYmJihgwZIiKvvvqqmvc9uEwmk8PoiobFC4HsCwDAtxw2X7RgAIKCb1YRVkJz+kCrWgW3IiJWo4VD6i0C4ND+/fvT0tJqamp2796dkpJiXyAqKsp/88E7xDXOXvNhX8AFOxoVFcV/CrTKVy0YzZdGBbL5Cs0TOoQmxmcBfmTz/VUosBm0FezqAHCla9euM2bMEJE5c+YEuy5mzg4uaVJcCMG+AADcYT8aCwBCB3kW4Hs2fX9osrkUMdjVASBGo/HYsWM2C3/961+LSE1NTTBq5Jizaw+FW1k1p4m+AAAcIsYCEPqYDx7wpR9vYx/serjNUtUfa66dqgPhpbGx8ec//3lCQsKpU6esl587d05EfvnLXwapXk4xSbwLmusLAEAJqVkyAMA1xmcBvqH1L+G5CBEIrujo6MGDB9fU1MyfP9+ysL6+ftasWSLy29/+Nmg1c45J4u1pvS8AELEYkAVAcxifBbRWOH0Pr14FY7WAoPj73/+empo6efLkr776qk+fPmfOnHn++ef37dt31113paWlBbt2TjFQSwmnvgBApFFJFgBoS2QdayLsBfh2GOF99qLeS5oIIJCqq6vz8/Orq6vVn23btp0+ffqf/vQnZ+UDf39DFzVx9lDYNyOB7wu4QZhGcX9DhKAAt2A0XxrF/Q0RmsizEFYC2fxFyBdZHHwDgffNN9989tlnV155ZUpKik6npZkBnKVaYdyMBKUv4IRQo+hSEVKC8r0szZdGkWchNJFnIawEpvkL72FZ9hioBcB9kRNpBbEv4IRQo8izEDqC9b0szZdGkWchNDF/FuCZCBmWZc0yqRadCoAWqYbCPtUKs4n5IrAvABAeIu17WQBhjDwLcFeEd//q7ocSRqejAPwnjCeJj/C+AICmkcUDCCfkWYBb6P6FgVoAPOEi0hLNJuP0BQA0iiweQPjR0iyzQLBwAmPNMlALAFwzmUzOcistNiP0BQA0SjVftGAAwgx5FtACTmDsEWkBcF94RFr0BQA0iuYLQLjiekPAKQZmu8B0WgDcp+lJ4ukLAGgXYRaAMMb4LMAxBma3SL0/2hphASCItDhQi74AgHYRZgEIb+RZgAN0/+4j0gLgPheRVgi2JPQFALSLFgxA2CPPAmzR/XuKSAuA+7QySTx9AQDtogUDEAnIs4Bm6P69Q6QFwCMhHmnRFwDQLlowABGC+eCBJnT/raEirRCf1zlYPvroo6NHj+p0ulGjRjkssG3btlOnTolI796927dvb1/gyJEju3btEpHMzMyYmJiysrL6+vorr7yyX79+zjZaU1OzdetWEenbt29SUpJvXgngOyE7STx9AQDtogUDEDk4+URYsZwXefHBpvv3iaioUL9VWVC8/PLLU6dOFZFDhw517NjR5lGj0dimTZuLFy+KyJQpU15++WX7Ndx7771z586NjY39/vvvReSqq646ceJEdnb28uXLnW20vLx82LBhIrJ8+fLs7GwfvhzAt5yNyQpKY6KJviAqiinqNYkuEv4W+i0YzZdGBbL5as0JHSIN1xsCIlro/rWCCw8dSk9PV79UVlbaP7pp0yYVZolIaWmpwzVs2bJFREaOHOmfCgLBFDqTxNMXANAuWjAAkYY8C4CPEWnZ69atW2JiooiUl5fbP7p27VoRGTx4sIgcPHjwyJEjNgXq6ur27dtnKQOEn1CYJJ5TQQDaRQsGIAKRZwEcASAQhgwZIiI7duywf2jNmjUi8rvf/S45OVkcDdFSgZeIZGVl+beWQFB5GmkFfgAXAIQgDmUBRCbyLEQ6jgD8gSFa9lQUtX///vr6euvlJ0+e/Pjjj0UkPT09IyNDRMrKymyeu2HDBhFJTk7u0KFDgKoLBImzgVr20ZXlT5+0NvQFADSK5gtAxCLPQkTjCMB/iLRsqCm0jEajzSWHH374oYikpKQkJiaq6dvLysqMRqN1mW3btolIZmZm4KoLBFWLA7WcZVveoS8AoFE0XwAimT7YFQCChiMAf1ORFrcmUdq3b5+cnHzw4MHNmzePGDHCsnzlypXyY1Y1YsQInU5XX1+/fv36oUOHqgKNjY3V1dViNak8EAlMJpPDlMrnQTl9AeBXH3300dGjR3U63ahRoxwW2LZt26lTp0Skd+/e7du3ty9w5MiRXbt2iUhmZmZMTMzq1asNBoN9Mb1eHx0d3a9fv7Zt2/r0FQAAQhR5FgAEyODBgw8ePKgOyi0++OADEVEjs/R6/aBBgzZs2LBmzRpLnqWGa+n1eusUTDl27NiiRYucbU5NIQ9ol0rD3QywSM+B0LR169apU6eKyKFDhzp27GjzqNFoHDZsmLrJ75QpU15++WX7NTz77LNz586NjY39/vvvRSQ3N7eurs7FFlNSUgoLC8eNG+ez1xCqiOMBRDjyLEQojgACgyFa1jIzM19//fWKigqj0ajT6URk+/bttbW1MTExarZ4ERk+fPiGDRvWrl37/PPPqyVbt24VkQEDBuj1ti12VVVVbm5uAF8BEATOBmrZ86K1oS8A/M0yuLiystI+z9q0aZMKs0SktLTUYZ61ZcsWERk5cqT1Qp1OZ98tNjY2isiePXtycnIOHjz4xz/+0RevIETRfAEA82chEnEEEEhMpGWRkZGh0+kMBsPOnTvVEjX1e2Zmpoq3RGTw4MEismfPnhMnTqglKs9SU8XbiI6OTnAuLi4uAC8KCABnk8Tb86i1oS8AAqBbt26JiYkiYjN9pKJu4Kv6voMHDx45csSmQF1dnRpurMpY5OXlNdi5fPnywoUL1eZmzJjx+eef++c1AQBCAnkWAARIXFxc7969RWTHjh1qiTqOt86qevXqlZCQID/OE28wGCorK0XEcvmhtaysrO+cW758uf9fExA4/oi0AASAGoNs6fusrVmzRkR+97vfJScni0hpaalNAdVRyo+3CXZNp9Pdcccd7777rogYjcbXXnutdRUPXcTxACDkWYhAHAEEHkO0LNQxvbp0ora2VmVVNhO9q+hKHdOvXbvWaDTGx8f36tUrCNUFQon7zYg7JekLgIBRUdT+/fvr6+utl588efLjjz8WkfT0dPXVjhq2bG3Dhg0ikpyc3KFDBzc3N3ToUFX4q6++anXdQxHNFwAo5FmILBwBBAuRlqLyLHXNhUqsOnXq1LlzZ+sy6g5QmzZtEpFt27aJyE033RT4qgIhxdMGxHV5+gIgkNTXNkaj0eaSQzUSOSUlJTExUd0XRd0CxbqM6gfVXYDdp0Z7qem0AADhijwLAAJnyJAher3+3Llz33zzjbqGwj6rUsf9x44dq6mpqaqqEhH7OxsCAKAV7du3VwHT5s2brZevXLlSfsyqRowYodPp6uvr169fbynQ2NhYXV0tdgOZXTMajWr4c1jOI0kcDwAW5FmIIBwBBBdDtEREp9NZphFRR9v2eVa7du26d+8uIps3b1aH9R4dxwPhx7umw9mz6AuAwFOzue/atct64QcffCAiamSWXq8fNGiQ/DijlqKGa+n1eo++13nxxRfVhY0DBw70Rd0BACGKPAsAAsoyPdbnn3+u1+sdTnCrphEpKioyGAwpKSlJSUmBriUQSty/v6ENMnQgRKhBWBUVFZbLCbdv315bWxsTE6O+5hGR4cOHi9UE8PLjHX4HDBig1+ttVmgwGOqaq66uLikpufPOOx999FERad++/cSJE/3/ygKKOB4ArJFnIVJwBBAKGKIlIur754ULF4rIgAEDoqOj7cuoL6tLSkpEJC0tzX+VMRqNBoOh9WWAAPAu1bJpc+gLgKDIyMjQ6XQGg2Hnzp1qiZr6PTMzU6czn4+oMVx79uw5ceKEWqLyLOu7AFsUFRW1ae76668fPXq06l7j4+OLi4vD7HpDmi8AsEGeBQAB1adPn7i4OJUQOTxGlx+n2VJl1PfVfjJy5MgWJ9l1pwwQMKYfuf8UYnQg6OLi4nr37i0iO3bsUEvUOCzrfrBXr14JCQny4zzxBoNBXZivxjW7Q6fTdenS5ZFHHtm/f3+fPn18+goAACGHPAsRgW+0QgdDtETk5ptvVr84y4l0Op26DlGv1zvLvFpv2rRp6h6LrSwDBIVHqZZqdugLgCBS1xVu2bJFRGpra1VWZTNBpOWSfBFZu3at0WiMj4/v1auX/dpyc3MvNPf9999funTps88+e/7558PvOn2aLwCwZ3stOgDA3xYtWrRo0SLXZVasWOHi0ePHj7e4laFDhzo726+trc3Pzy8uLnbxdHfKAEFn+ZC3GJSTpAPBNWTIkFmzZpWXl8uPiVWnTp06d+5sXWbUqFGLFy/etGmTiGzbtk0c3TVF0ev1YXY5IQDAU4zPQvjjG61QwxCt4FqyZEnnzp2Li4vHjx/fmjJASHFnuBZ9ARBE6lL6c+fOffPNN+piQ/usSg3XOnbsWE1NTVVVlYh4dGdDAEBEIc8CgMhSVFQUGxu7YsWK+fPnt6YMEIK8mF0LQGDodDp1yeGOHTvUxYb2eVa7du26d+8uIps3b16/fr3YXZAYmfhqFgAc4npDhDmOAEKTGqLFOWdQFBYW9ujRw3I/Ka/LAKFMNS/WQ0Fpb4CgGzp06Nq1a0tLSz///HO9Xq9mirSRkZFRXV1dVFRkMBhSUlLCbyYsAICvcK4CAJGlV69eLQZV7pQBQh/DtYCQMmjQIBFZuHChiAwYMCA6Otq+zLBhw0SkpKRERNLS0vxRDaPRqO4g3MoygcFXswDgDKcrAIKDWbQABAZng0CI6NOnT1xcnMqJnN29V02zpcoMHz7cH9UYOXKks/sLe1QGABBc5FkIZ5zDAAAAhI6bb75Z/eIsLdLpdOo6RL1e7yzzao1p06apuyu2sgwAIOiYPwsAAABAICxatGjRokWuy6xYscLFoxcuXPBu07W1tfn5+cXFxa0sE0h8NQsALjA+C2GLI4DQxyWHAPyNvgCAiCxZsqRz587FxcXjx49vTRkAQOggzwIAAAAQzoqKimJjY1esWDF//vzWlAEAhA6uNwQAAAAQzgoLC3v06OH61r3ulAkkhpcCgGvkWQAAAADCWa9evXxSBgAQOkLl+wfAt/hGSyuYQguA/9AXAAAAhCvGZwFA5DK5ca7vThkAAOBDxPEA0CLGZwEAAAAAAEBLyLMAAAAAAACgJVxviPCkrRHaa9fKxYsiIkOHSlyc02J79shXX4mIDBkibdsGqG4BoKbQ4qI2AL7F1ToAAABhjPFZQPAdPiyjR8vo0TJ1qtMy33wjgwbJ6NGycGFYhVkAAAAAAHiKPAsIvkmTJDtbRGTePFm50kGBxkYZNUrOnZNOnWTevADXDgAAAIHD8FIAcAfXGwIh4Y03ZMcOOXFCJk2SvXulXbtmj95/v+zZIzqdvPsug7MAwC8++kiOHm3tSrp0kS5dfFEbAHAbzReAyMScNQgrUVFR6hctfq43bpTBg0VE0tOlvLxp+bvvSl6eiMhLL8m0acGpm79FRQltEQDf8nSAw8iRsnp1azc6caK88UZrV9KiqChNdnOgs4ObaL4QagLZfFmd0PFZQQu43hBhSKNNX1qaPPKIiMiHH8rLL5sXHjgg99wjIjJqVNiGWfLjlPDBrgWA8OHF1Tp/+EOzP1etkoYGxz/ffy8XLsjevfL++zJ7tqSmNj3r7FkfVB4APELzBSAyMT4LYUVlItr9UBuN0rOnVFdLdLR88okkJ8v118v+/dKhg+zeLVdcEez6+RPfWgPwIe9mn/njH2XWLPPvSUmyd68kJLj1xLVrJSdHzp2T7t3lk0883q6nWjPA4eRJWbdONm6U+nrR6eS//kv69JERI0RvNwVFTY1s3SoiMmCAu+9DELlf25MnpbJSRGTUKNEF9otdejq4yYsWjOarlQwGeftt2bJFDAZp00amT5drrvHBasMG47MQmsizEFa0nmeJyIEDcv31cvGidO8uQ4fKCy+ITidbt0q/fsGumZ9xlA9EsqgoHx+QeJdnGY3ym9/Ivn3mP8eOlaVL3X2uumY8JkZ++MHj7XrKuxPCs2dl2jRZsECMRtuHEhJkxgx58MFmC8vLZdgwEZGKChk40Nu6Bor7tS0tlZtvFhFpaJDo6EDUzYKeDm7yogWj+WqNxkZJSzMn3cr770tWluzcKZWVrV15eCDPQmjiekMgtHTuLC+9JCJSXS0vvCAi8txz4R9mAUCUlWDVQaeTpUubMo5ly2T+fHefm5YmeXlSXy+NjX6qXatcvChpafLOO2I0Srt2Mnas3HWX5OVJerro9XL6tEydKr/7XbBrCcBbNF+t8dZb5jDrxhvlvvtk4kTp31+eekr69pW9e33yIgD4BXkWEHLuuUdGjTL/PmiQPPxwUGsDAH5mH2AFMdvq0kWefbbpz9//Xo4ccfe5BQUiItXVvq9V6/31r7Jnj4jICy/It9/K0qXy9tvyr39JebkcPmy+G8nrr0tZWdNTrr1W3nlH3nlH/vu/g1Nnj2irtogEXrdj3g0vFZqvMtercUWFWZ07y5Yt8sor8sYb0ratVFX5ovYA/Ik8Cwg5RqOcPGn+ff/+pt8BIAIFPtt6+GEZNMj8e12d5Oa6+8T+/SUmRo4f91O9WkXdtiw318F3JElJsnKlJCaKiPztb82WT5ggEyZIu3aBqmUraKu2iDQBa8dovrxTXy8i0rWr92sAEBTkWUDImT5dduwwT1JbUyMTJgS7QgAQGgJ2TrhggcTHm3/fulX++ld3n5iWJrW1fqpUq5w4ISKSmen40bg4ue02EZGNG91d4VdfyerVUlbm7j3R6uqkrExWr5aDB20f2rJFVq+WbdtcPb2x0fz09evFYHC3ksqBA+aqhua1VIg0/m7HaL5stKb1cK2VzZpaw9q1snq1lJbK/v2+rBsQKUxAGPnxU63hn/ffN/9vFhbKlCnm3194IfgV8/cPzREAHx7MtL4vWLiwaf06neze7daznntOXnopMA2mZz9qVp3cXKcFDh+WNWvk0KGmJevWmV9+RUWzklu3SkpKszdn8mS5cMG8iXXrmj09Lk4uXZJHHml2A7JBg+Tbb8VkkuXLpX37puXt28uaNbYV+/JLyclpdiNCvV4mTzavwXVtN29uVtWYGHn66aZ+tqHB73vK0Y5DRGhNO0bzZfPjRfOlftxpPbKyHOyL9HTbJdHRYvJds2YyyapV0qOH7VaSkuTvf296USqX7NJFLl9u9twNG8zlp0zx+/5qvuMC/e8TsC1Cu/iUIKz82PZp9efoUfPNlbt2lYYG+f57SU42d6JuHoto9wcAfMLSHbS+XRo7tmm1XbrIDz8Ev6m0NJiePiU/3/xCpk6V48fdeorDhOj9980nhzExkp0tY8eaz9xSU82ndvZ5lhpV0a6dZGU1Xc6TmioLFoiIREdLZqakppqXx8Q0OyndulXathUR0elk0CDJyZEBA8wlExPliy9c1XbVKnNVY2NlzBgZO9Z8UZKlDkHJswB3tP7DFuHNl8nt1iMvT5KSJCZGRCQmRpKSJClJxoyxXdixo5h81KyZTOZbP4mYt5WTI5mZTenYrFnmYpZccsaMpueeOWNudXv0kEuXArzjAnpCF8gtQrv4lCCs+OogIFg/qqONjpZPPzUvqaoyH46H1LGIP34AwFdUd9D6dunMGUlKalrt/fcHv6m0NJiePuXwYXOaIyI6naSmyqOPyqpVrk6H7BOi774zjxe48UY5dcq88PJl80zSik2epcyc2TS+4JFHzAv1esnJkQsXzMs//NDc31nO3M6cMde5Y0f57LOmiu3YYZ4kKzm5abU2tT1zxlzV1NSmqjY0SE5OU63IsxCyWv9hi/Dmy6PWw2QytwzZ2c1WooZuTZzYtKT1zZrJJIcOmRdOnNisDsePm6Oxdu2aFublmV/13r3mJWPGiIi0betgPJr/d1xAT+gCuUVoF58ShBVfHQQE5efJJ81t96uvNls+c6Z5uXWHGn4/AOArqjvwSdO0Zk2zNX/4YfBbS5NXJ4Qmkxw+3DQ8wUKnkwEDZNasptDH8mOfZz39tIhI27by3Xe2hS1rts+zRo1qVvLCBfO5XIcOtqej6uxxzJhmm9Prm43DUj/qZmRi1WPa1PaZZ0REYmJsX9fly4zPggb45PMWyc2XR62HyfM8y+tmzWSS554TEYmPd/BFtRreJdK0kvPnpUMHEZGUFDGZ5K23zAUWLgzKjgvoCV0gtwjtYj54ICRs3GjuekeNknvvbfbQn/5kHrE8b56sXBmEugFAxMrIkPvvb/rzzjvdnf48BHXoIJs2SVWVPPSQdOtmXmg0yubN8vjj8l//Jc8+28Ia3ntPROS228yXxlt76CGnz7rrrmZ/xsWZr+IZOrTZ7DMicsUVItI0a7vaXHa2dO5su85+/cw3cXPWLZaViYjcckvTsA5Fp2u2QwMmKkoCdX9OwCySm6/WtB7u8LpZE5GHH5ZDh2TdOvNTrP3Hf5h/UfdbFJG2beXdd0VE9uyRBx+UBx4QEZk4Ue64w/vKA+GEPAsIvpoaGTdORCQpSd5800GBxYslLk5E5K675ORJxysxGn1805ZA4igfgE+oL+t8u87nn286IzpxQqqqfLv6QOvVS158UfbulfPn5b33ZOJE81QsjY1SWCh/+IPTJxqNsm+fiMjQoQ4ezchw+kTLrdYs1ECG3/zG8XKj0fyn2txNNzle7Q03iIhs2eL40R07RKRp/hpr113ntKr+4+tPJeCWiG2+WtN6uMPrZk0t6dhRevUy/9nYKNXVsmSJPPyw4xa4f395/HERkdmzpa5OunaVOXO8rzkQZvQtFwHgZ7m5UlMjIvKvfzn40ltEOnSQV16Ru+6Sc+ckJ8fxDYlHjpSGBikv92tN/cVkchxp+fy8FEAo8/ru9X5tK2JiZPFi6dlTjEZ59FFXwY22tG0rY8aYp2JZuVIKCuTECXnuOcnPly5dHJSvrzefktmPKRCR2FinG/qf/3G8/Be/cFU9y+YsAxZsqLP0ixcdPGQwmEdDqIlybHTv7mq7gUQfF8Y8bc2sPwxet4T2IrP5ak3r4SbvmjVrb78tS5fKpk1SV9dy4b/8Rd57Tw4cEBF5+WXHjTAQmRifBQTZn/8sH34oIvL44zJkiNNiEyaYb1VTUSF//avto9OmSWmp36oYPD48pAMQsqJ+5NGzrGdP8FPFLAwGiY2VnBz53//196b84qOPZOVKV4MRRo1q+jqkpKSFtVkPNHBHdLRn5f1NF6SDX8KriOJOuxSYRozmyx9a06xdvCgDB0p+vpSWSl2d+W6JBQVSVNR0Q0Mb27ebwywRefFF7zcNhB/GZwFB9sQT8sQTbpVcutTBwtpayc+X4mLfVio4TCaT/QltVFQU32ADUILSGhw7JiNGyPXXy7/+FfiN+8Yzz0hJiaSmyrZtTst07Srx8XLunBw86LhAbKzo9WIwyLFjDh49ccI3VbWIiRGdToxGOXPGcYG9e821sqfXS3S0NDY6rtXhw76rZevQwUWgAO/xyGy+WtN6BMDjj8vmzSIiTz4p997bbBjp6tUOytfVyZ13ioj06CEffyxlZfLKK/L73wekrkDIY3wWoGFLlkjnzlJcLOPHB7sqPuLwOI9RWkB4c32CF8hxWPbOnpWMDLniClmxwnaWX4feeEPeftvvtfLUtdeKiFRWNn3Db89oNM9AfPXVTsuo+4utXevgoQ8+aE0FHUtJERHbe7RZ7NolItK/v+NH1cxZDk+AP/7YB3UD3BesRiySm6/WtB7+pqbKzcmRp56yvSba4bcFU6bI119L27aycqVMnSoi8sgjrt4NIKKQZwEaVlQksbGyYoXMnx/sqvgOkRaA4GZYFo2NcsstUlMj5eXme1S16P33Q/EOYr/9rfkiO8t0jfaeesp8Qpid7Wo9IrJ6tezc2Wx5XZ3MmuWTmjYzerSISEmJgyFjO3dKRYWISFaW4+feequISHGxfPWV7UPBnUrZ5iNN7xbGvG7ETCZT6z8XEd58tab18Dc1YZb9TjEaZe5c8++XLpl/KSmRt94SEfnb36R9e3nmGenUSerrJSfH40u/gbBEngVoWGGhHDwoo0YFux6+RqQFRKAQybCs5eXJJ59Iaan5Flru2LHDg8IBk5xsvm3Wxx/LtdfKs8+ab/4lIkajlJfL6NEyc6aISG6udOvmdD0TJpgnU7/pJnnzTfPZ1PbtMmiQ06sUW+OBByQxUQwGGTJEPv+8afnOneaOr2NHmTzZ8XPvuUc6dhSjUYYPlyNHzAuNRvnWngHKAAAgAElEQVT976Wy0vdVBUJNhDdfrWk9LNQkWbt2SW2t+RYTPqFmo1+zpll6WFsrt90m1dXmP3fvFhE5eVImTRIRyciQu+8WEYmNNY+hq652d7oSILyRZwEa1qtX0Oa19TciLSCihE6GZTF9uhQXy3vvNd1VvUUHDsiJEw7u4x4Knn1WCgpERGpqpLBQrrtOfvIT+dnP5Cc/kWHDzJMoZ2TIG2+0sJ7Vq6VjRzl3TiZOlJ/+VH76U0lNlY8/bhrp4MPZ36+4QkpKJC5OjhyRa6+VoUPlzjtl4EDp21dOnpTERFm92ul9vqKjZdkyiY+XAwfkmmvkllvk9tvlV7+SV18N/pdADNGCv9F8tab1sFDBU3W1/PKX8rOf+SzSevppEZGvv5b/+R+ZMEHuvVduu03atZPiYrnvPnOZc+dERCZMkNOnpW1b8yWKysCB5nfjmWdczSkGRIgwPRUGoH1EWgCC5R//kBdekNdf9+z29upr8549/VOnVnvtNdmwQbKyzDPpGI1Np2fdusm8ebJmTcsTJLdvL3v2yIwZ0qWL6HSi10tGhmzYINOmmQtceaUv63zDDbJ7t/kaog8/lIULZfNm0euloED27nU1lExEevWSqirJzBSDQVaulMWL5cQJue++UJwhCPAhmi+lNa2H8thjzd7D7dt981puv13eeksSE+XkSVmwQObOlWXL5LrrZN06eeUV6d1bRGTlSvnHP8yTFb74ou24ueefl44dRUTuuMN89SIQsbivCsKKJeyIwM91VJSkpzfdsVhboqKcjs5wGGDRcAFoUVRUlHdNxerVMnKkzJghf/6zB886ckS6dJH6erl82ZuNeiQqqlXdnNEoe/bI0aNiMEhMjPTuLQkJra2SetNEpKHBl0O0LAwGWb9eDAaJjZX+/d2a3Nri5EnZtUt0Ounb192JhPzEurOz6d3o12CN5guhxsWxuh+2ZTmh47OCFnhyOAAAAWcymewjLe5xDsBPtm2T226Tu+7y7Gzw2DHJyJCLF30QDAWATifdu5tnwvLIX/4i+/bJ4MFyzz22D6kZbeLj/RJmiZgHgnmnXbugTfwMBFIkNF8AYI3rDQGEOi48BBAY33wj2dly440tTyOlGI2yaZNMny6dO5unHO7b168VDDKjURYvlsJC25ugnTghf/+7iMhttwWlXprELFrwLZovABGI8VkANIBRWgD8raZGBg+WmhrZtUt+9SunxYxGMRjk8mVpbJSLF20f/eUv/VrHIMvPl+efl9OnpWdP+f3v5f/9PzEapbpaXn1VamokMVGefDLYVdQyOjVYqMMe9z8ONF8AIhN5FgBtINIC4Fd/+IN8/bWIyLlz5ntLeSEx0Yc1CjkdOsiqVXLHHfL11/LII80eSkmR996znbQYrjns1wAv0HwBiEycCiKsWB8XRtpHW7vzwXs0wSTTwwNwn9dzKoe44E6orG4XWFZmvq9Whw5y000yZEjQ6qMh9v2dfadGjwaF5gshhfngEZrIsxBWyLPCPs8SIi0AbuOEECHFYX/HjQ7hEM0XQgp5FkIT1xsCYSJyGnwuPAQAhCu6MwAA3MT9DQFoD3c8BACEB9IrOGQymTiuAQDXyLMQnjgI0AqvRy8TaQFoEX0BtIi+DAAAd5BnAdAqIi0AQBhgiBYAAF4gzwKgYURaAIDwQ0cGYYQpALSEPAuAthFpAQC0jiFaAAB4ijwLYYsvtUKfr279S6QFwBn6AmiFTV9GLwYAgGvkWQDCAZEWAAAIMyTyAOACeRbCGQcBocxXg7MsiLQAOERfAK1giBYAAO4jzwIQPoi0AAAAACASkGcBCCtEWgAA7WKIFmwwwhQAnCHPQpjjICA0+fxiQ2tEWgBs0BcAAACEGfIsAGGISAsAoFEM0YINEnkAcIg8C+GPg4BQ49fBWRZEWgCs0RdAu+i8AACwR54FIGwRaQEAtCgA3/pAW0jkAcAeeRYiAgcBoSMwg7MsiLQAWNAXQLvouQAAsEGeBSDMEWkBADSHIVqwQSIPADbIsxApOAgIBQEenGVBpAVAoS+AdtFtAQBgjTwLQEQg0gIAaAtDtGCDRB4ArJFnIYJwEBBcwRqcZUGkBUDoC6Bl9FkAAFiQZwGIIERaAAANYYgWbJDIA4AFeRYiCwcBwRL0wVkWRFoA6AugXXRYAAAo5FmIOJzGBF7ohFkKkRYA+gJoRUh1oAgFNF8AoJBnAYhERFoAAK2w6bPorUCkBQBCnoXIxEFAIIXa4CwLIi0gwtEXAAAAaBd5FiIUpzGBEbJhlkKkBUQ4+gJoBUO0YIPmCwDIswBENCItAACgRURaACIceRYiFwcB/hbig7MsiLSASEZfAK1giBbs0YIBiGTkWYhoHAT4j1bCLIVIC4hk9AUAAACaQ56FSMdpjD9oK8xSiLSASEZfAE1giBbs0XwBiFjkWQDHAT6mxTBLIdICIhl9AbSITgpC8wUgUpFnAUATIi0AQCjT6DdG8DciLQARiDwLEOEgwHe0OzjLgkgLiFj0BdAieigotGAAIg15FmDGQUDrhUGYpRBpARGLvgChLzy6WvgDLRiAiEKeBTThIKA1wibMUoi0gEjG/zq0he4JFhzNAogc5FlAMxwEeCfMwiyFSAuIKFE/+vHP4FYHcCX8+lz4hKURowUDEAnIswBbRFqeCsswSyHSAiKBdYxlQV8AbaFvgs1ngE8EgLBHngU4oE5jOA5okXqXwjXMUoi0gPDm4t+ZvgChLLw7X3iKUB5ABCLPAhwzmUwcB7imkqxIOJ4m0gLCksNhWYrlv56+ABpCxxSxXDRlfCgAhDHyLMAVjgOcCfthWTaItIBw4iLJcoi+AKEpojpiOOO6NaP5AhDGyLOAFnAcYC/SwiyFSAsIDy3+2zr8Z6cvQGiy+bjSK0Uad/Y4l04DCFfkWUDLOA6wiIQJs1wg0gI0zdNhWTboCwBohc0RC5dOAwhL5FmAWzgOkEiaMMsFIi1Ai9xPslw3cfQFCEEM0YpYnu5rmi8AYYY8C/BAJB8HRPKwLBtEWoC2uP/v6WYrF8l9AYAQ4d2BB+NMAYQT8izAMxF4HBDh1xg6RKQFaEIrLzB0IQL7AoQyhmhFmlZeOk0oDyA86INdAUB71FGjOpII75BHHeuQZDlkMpnsjyajoqJ4u4BQ4MXJnqf/vJHTFwAIKd7d1MK+DM0XAK1jfBbgpf/P3v3HRVXn+wN/cXaakMg0l1yXJW5eLus1xN+KKYgKSAgIeZU0o8yfaUlqWWmlmdfUtNUybVPRSAUrBVlCJER+iaL5G8nl8nVV1ghZkkVycZo98/3j0DgOwzDA/Dgz83o+/MP5nDPnvGeAc+a85vP5HIf/douzZbWKvbSI5Mmaf4YOfy4ge8EuWk7CjD9Z7eGLvyxEZKfYP4uoQxzy2y12yzIde2k1V12Nb7/V5OW5NDZCEPCHP2DIEERGQtHshFNTg6NHASAwEN26Wb/StjG92upqHDsGANHREAx9bTRvHtzdsWZN08OsLDQ24ne/0wQEtHhJod370KHo0QMAqqqwYAGiozVTpvBC5K52X+l18G/WIc8FZO+c/GTkkCwRU7KrKRHZL+ZZRB3lSJ8DmGS1AyMtrZs3sWABvvgCoqj/hnTrhrffRkLCPY3nziE2FgDy8zVBQXIPZUyv9tSppjXv3IFSqb905Ups3oy9ezVA00ZeeAFVVYiJcUlNbX3vqamIiQGAHj3wyy+YNs1lwAD06tXeV+VYbBVm6W7EMc4FZKcMno/IYVj0h8sjGBHZI+ZZROah+zkA9vZRQPsByQkjGLNgpAXg9m0EB+P8eQDo3h2BgXjgAajV+PFH5OejthavvIKLF/HZZ7Yu1KYuXcKyZRg6FJMmmeGyZM0apKXh+edx/HjHN+YIDP4lWvkK367PBeR4nO1M5MDMfp9WI89lqkVE9oJ5FpE5aT9D2MtHAXbIMhdGWqtXN4VZ69Zh0aJ7FlVV4ZlncOQItm7FU08hPLyp/fHH8fnnGgB//KMddCgwS7UJCRBFrF17t3NWR/j4YPp0bN2KxES88ELHt+do9KIl46tZYtewn3MBOQx20XJIVv6ZMtUiInvhRNda5Ax0vhKXxS+2bL+iZ4csCzH4idNJ3uTf/x5VVZg8GXv2GFja0ICePVFTg7AwHDpk9eKsKzMT48YBzcYbFhVpAgNd+vXDmTP3rC+9dTExMDLeMCcHoaGAznhDSXk5/vhHeHnhyhXDc3U5oV+vwUwKs2CVv1CznwtcXGR3WiFTSDdasfxeDPRStPROyaLalGeZ98fNwxdJrHP4+nVf8rqgIzlj/ywiC9L7ih62DrYYY1maM/fSqqoCgPBwwz2P3N0xcSI2b0ZenqkbvHwZZWVQKDB0KLp2bX39hgYUFUGtRq9e8PG5Z1FRkaauzuXhhzVPPNHiJYFKhdxcqNVwc9MEBbk0n73eiPJylJdDocDo0QYmzNJavtwFwJw5bdhyq3x9MXIk8vORmIgZM8y5ZfvV/MCru0iv0Tp/m3I7F5BjYxctB2PbnyYPX0QkZ8yziKzBtp8GGGNZk9NGWkolVCpkZbnExxte4Y03MH48/vjHuy3aPkd6M6wXF2tefNFFGr0IQBAwfTo+/BDdukGlwrffIiTk7tPd3XHzJt58Exs2QK1uesrIkdi7F927Iy0NL72E69eljbt4eiIxEWFh9xR2+TKWLMFXX0EUpQYXhQLTpuG999C9eyvVFhVp5s27W6qrK958E4MGGXj5FRU4fBiCgEmTjLyL7REXh/x8bNlyN8/KzdXs2dP69c8rr8DPz8zFyId8wiyDe+SVIVmTM5yDHFVbwyzL/aANflWg0eh+yLTQnomIWsQ8i8iqWuo4YN4PAXoffvgp1sqcM9J65hns2IHkZHTvjsWL0aOH/gpeXvDyan07mZmIinIRRbi6IjwcCgWOHcPWrSgt1eZN+qKikJWF7t0xcCCuXEFZGfLzERuLuXM1zz7rolQiPBz//CeOHcP16xg/Hpcuwdu76bnFxZonn3Spr4cgYORI/O53+OEHFBZi61akpaGoCL6+LZaakYHx411EEW5uCA+HICA/H8uWoXdvAyvv2gUAw4eb1NesTSIjMXcuTp/GpUtNNzr8/nuX7dtbf+JTTzlsnmXzWeFbZZ1zATktuf3CU/vI81Cm+2FGtxgOJCQi62OeRWQbetFGS59OjH8yaOkjjWPnJnbBCSOtd99FRgZqarBhAz76CEOHIjAQgYFNmZSJamvxzDMQRQwfjtRUeHgAgChi3jx8+qnhpzQ0ICsL772HJUuaJpB67TWsW4djx3DypEtcHLZtg7s7AOTmakJDXRobsX07VqwAgJs3ERPjUl8Pb29kZTWFQQBOnNBER7tUV2PcOPz1r4bnpbp5E88+C1HEsGE4cKCpVJUK8fHYu9fA+llZADB4cIuv/fp1pKS0+OtRWtriBYyXF7p3R3U1Dh5segl//COefbbFHWn94Q+tr2OPTJw8SCZ/jGY5FxA1p3cacuwTkKPS+yHKIcwyruXPpdatg4icBvMsIllo6VOm8Q8u/GwqZ84WaXl54dQpPPMMCgshijh2DMeOYe1aCAKGD0dEBKZPbwp9jPjkE9TVoXNnHDiAbt2aGgUBW7bg4kUUFhp+VnQ03nrr7sNly/DhhxBF9OiBXbvupmmjR7uEhyMzExcvNrV8/DFqaqBQIDv7nn5YQ4a4pKVphg1zqajAn/+MF180sNMtW1BXB1fXu2EWAKUSe/bgwgWUld2zsiji5EkAGDy4xTsbnjyJyZPbeaEybBjS0lBS0vQwJKRpSKYTainMkvlFoJbp5wI7eUFE1CHazxIt5fJyO7gZrFOvSJmVTER2jHkWkaw5avbhJJww0ioowHffaZKTXbKzUVoKAKKIwkIUFmLZMixbhiVLjG1h3z4AmDjxbpiltXBhi3nWc8/d89DdHa6uuH0bISH6XcOksX4q1T27i4kxMKgwIMBFmmc9Pd1wniX1txo/Xj+kEwS89BLmzr2nsaysabDkb3/b4qd4pRIPPtjSQty5g4aGFpdKb9eFCy2u4CRMv62b3f0N2l3BJAfsouUYjNzjoqU15Ua2hRGRvWOeRURkQc4WaQEYNMhFmhC9vh45OcjMRFYWrl+HSoWlS/HPf2LNGsNPFMWmCCwkxEAnJr1J3HV16aK/vjRCsG9f/TWldu08XNLuxo41vNknnkB+PoqKDC+VOkMNG2ZgUZ8++vVcvqxdZHhrACIikJra4lLtbPQGSZvV7sU5OXCYRUTUnM07Z8mtaxgROSHmWUREluWEkZakc2c89RSeegoA0tMxZw6qqrB2LaZNuztTla7GxqakydXVwEdkN7cWd/Tf/234I/UDDxgrT7u7hx82vIKvrwZwuX3bwCK1uqmTV/fuBqK3fv30Wxobm1Yz+2Twkoce0gAujY1ND7Oy8Oc/t/6spUs1gwY5yNVIq2GWfY06JDIXdtFyGDx8ERE1xzyLiMjiHD7S+u47zQ8/uDz8sGbECMMfuKOj4eODxx8HgLQ0vPGGsa21dB/DliiVbVvf0gzOH2+FPWr3+//+H9LSWn/WzJkOcnXEnllE5GxkezRzpM82RCR/zLOIiKzBsSOt//1fl7Q0DBvmUlzc4jq9e6NLF9TVoaLC8ApublAooFbj+nUDS6uqzFOqlqsrBAGiiJ9+MrzChQsuaKFfmEIBpRIqFaqqDERC167pt7i5Na1265aBqcE67uZNFwCurk0PR43Cpk2tP0uKF+2d6WEWkXNiFy0HYErnLP5YicgJMc8iIrISB460Hn8caWk4dgzl5QbmVpeIIqQBcf/xHy1uJzAQR44gOxsvv6y/6OBB85Sqy98fZ8/i0CHMmGFg6alTADBihOHnDhuG/HwUF2PBAv1Fp0/rD0Ls2bPpP2fOWOTOg9JM8Nq99O6N3r3NvxcZYphFRE5Ie6Azfap4s+P4RyKSA6sPiiAicmKm3MfaHj3/fNNgt8mTUVNjeJ3ly5vyrJgYI9vRAMjIwIkT97xRDQ14/31zFXtXbCwApKUZ6DJ24oQmPx8AIiIMP3fCBADYv9/ALOybNun/QHv1anp//vEPi6QttbWA0cnmHRLDLCIT6f1pOMBJx6no/bwMHuh49CMi58Q8i4jIqhwy0vLxweuvA8Dp03j8caxa1XTrQACiiJwcxMbivfcAYPJk+Pm1uJ34eJd+/QBg7FiXxMSmibSOH9eMHNniKMWOePlleHhArcbo0bh06W77iROa6GgXAN7emDnT8HNnz4a3N0QRTz6JysqmRlHEvHk4dkx/ZUFouhNifr5FftCFhQAQGGiJbcsUwyyijrD3kw7JGX+7iMhqmGcREVmbQ0Zaq1ZhzhwAqKnB0qXo0we/+Q3uvx+/+Q1CQ5umJw8Lw7ZtrWwnIwPe3qirw/TpuO8+3Hcfhg1zOX36bj8ppdJssUXXrkhL07i7o7ISjz+OkBBMnYqgIAwd6lJdDQ8PZGTcnZRKj1KJr7/WdOmC8nL07Inx4/H003j0UWzejOhoA+uHhQHA8ePmqv2u8vKm/lljx5p/4/LEMIuorfg3YqdM6ZxFROS0mGcREdmAQ0ZaW7bgyBFNRAQUCgAQRahUTYv8/LB9Ow4dMjy9ui5PT5w/j7ffbhqjp1AgLAxHjmi001T97nfmfJeeeMLl3LmmIZCHD2P3bhQWQqHAnDm4cMFYVzIAgwa5nDyJ8HCo1UhPx969qKrC3LnYudPAylOmAMDZs+af2P6bbwBg6NC782c5NoZZRGZh72ccsiH+8hCRTDjCPMREWtrzK3+xyS4Y/EToAL+9oojz5/H3v0OthqsrBg82w039MjIQFQUAd+5Aqex4jfrUauTmQq2Gm5tmxAgXRVtul1JdjVOnIAgYOhRdu7a4WkgIDh/GunVYtKjj9d4VEICSEnz+uSY+3vEvMBhmtcknn3ySmZkJ4PXXXw8KCrJ1OY5G+/YuXbr0iSeesHU5JmFnH/si259Xq3mWfEole8QLOjId8yxyKDz8kd1x1EirfVauRGkpRo3C7Nn6i1avxptvoksX3Lxpi8rMoaBAM3Kki59f0+0IzaKsDI8/Di8vXLnSNOW8A7OXMKu4uPjGjRu6LYMHD/b09Dx79uyVK1d02318fPyMdwLsmHnz5o0cOTImJkahUAiGfj/kU6o86zFOrVaLorhlyxZvb+8YI/e5kBN7+SMiif3mWZBTtWR3eEFHpnP0D79ERPLmkAMP200UsXcvli7VD62qqrBhAwBMnGiTuswjKMglMBClpcjNNdvnM+lteecdhlkyolKp6urqJk+eHBsbe/r06YaGBqn99u3b9fX1S5cujY2NPXToUH19vdISXQ3vpVQqlUqlwTBLbqXKsJ6Kiorg4OC8vDyDSxUKhVKpVLSpM6etyfavhpqTbZhFRCQf7J9FDoVxPtkp9tKSVFaid280NOCxxzBvHv7rvyCKOHsWmzejpgYeHjhzBp6etq6yA86fR9++GDrUPBPDX72Knj3h54dz58ywNTmzozBLolarO3Xq1KtXrwvNOuP98Y9/vHz58p07d1rKmMxo3rx5oaGhxrsOyaRUWdVTXl6+fPnyGzduNDQ0lJSUfPvttyEhIS2t/Mknn3h6etpL/yzY4V+Tc7KLHxM/upCF8IKOTGdP3ykRETkqjUbT/HOhi4vTfeXg5YW//EUzZYrL3/6GV1+9Z5G/P/bts+8wC4C/PxYvxtq1SE83fBvENnnzTQDYvbvjdcmaXVzX6cnLy1Or1SNGjNBrr62tLS8vDw8Pt2ZCZJzcSpVDPT4+PklJSQqFIikpqaSkxNK7szKDpxuSOXke9Jr/LsmzTiJyYMyziIhkgZGWJDjY5do1pKcjKwvSYCMvL4wdqxk92kEuwN5/H/X1OHq0o3lWVRVEEdu3a/z8HOSdMcgewywAxcXFAEJDQ/XaDx8+DGD48OE2qKkFcitVDvUIgiCfwNES9E43TniikTkGjkREJmKeRUQkF4y0JAoFnnoKTz2l2+Y4H+4FAVu2mGE7PXogJQWO9M40Z6dhFoCCggIAo0aN0mvPyckBIKtbDcqtVLnVQ2Rz9nLcIyKyPkf+9omIyO5wengiif2GWaIo5ufn+/n5de3aVW/R0aNHlUpl88F0tiK3UuVWjwPT+2viWUY++LMgIjId+2cREckLe2kR2W+YhV9ngLp161ZsbKxuu1qtLisrM2UGqBUrVpw5c8aUfe3du7cjd/rreKnmJbd6iGzOjg59RETWxzyLiEh2GGmRM7PrMAtAUVERgA8//PCpewfNpqSkZGRkBAYGtrqFxYsXq9VqU/bVkTALbS+1vLx869atffv2nTp1akf2a5Z6ysrK9uzZU1tbe+XKlYkTJ77wwguWKMmBcRYtGWLnLCKiNmGeRUQkR4y0yDnZe5gF4OjRozA0A1R2djYAU0bMubq6WqKw5tpUanZ2dl1d3fnz5/v06WPzetRq9eeff75mzRoANTU1jz766MMPPxwTE2Ohwohswu6OfkREVsY8i4jk4rvvvvv73/8uCEJ0Czd+Ky4uvnHjBoDBgwd7eno2X6GysvLUqVMAwsPDXV1ds7KyGhsbf/e73wUEBLS005qaGukKaujQoT169DDPKzETRlrkbBwgzBJFMTc31+AMUIWFhbKaAaqtpYaFhQFITk6WQz15eXlr164dM2ZMWFiYh4dHWFjY7t27mWe1FbtoyQo7ZxERtRXzLCKSi6NHj77yyisArly54u3trbdUFMXQ0NDbt28DmD9//saNG5tvYdWqVZ9++qmbm9vPP/8M4IUXXqiqqoqJiUlNTW1pp+fOnZMmaklNTZXhtRAjLXIeDhBmASgoKFCr1c1Dq+rq6oqKioiICFNmgFq/fv25c+dM2V1iYqJC0c7PcmYp1YzaVE9QUNDSpUv79u0rPVSr1Q888ID1anVcPL/IB38QREStYp5FRHIxZswY6T/Hjh1rnmcVFBRIYRaAzMxMg3mWNPdKVFSUJcu0NkZaDi8tDbGxiItDSoqBpfPmYfNmbN2KGTOsXpkVOUaYBaCgoABAaGioXvuRI0cAmDJ5FoCoqChtUmOEq6tru8MsmKlUM2pTPUqlcuXKldL/q6urs7OzpdWorQyeYsj69H4KdnoAJCKyMuZZRCQXfn5+Hh4eNTU1OTk5Tz/9tN5Saf6UUaNGHTlypKKiorKy0svLS3eFhoaG0tJSGJp7xd4x0iLH5jBhFoDc3FwAI0eO1GuXjmADBgwwZSO+vr6+vr5mr02PWUqVQz0JCQmrV6+2xEDOW7duATBxbn6HwZMLERHZC972mIhkZPTo0QBKSkqaLzp06BCAWbNm+fj4AMjMzNRbQbrmARAREWHZKm3B4NUFv1QnB+AYYVZlZeX48eOHDBmSn58PYMKECRMnTgQgimJsbGxwcPCOHTsAvPbaa+PHj7dtPiK3UjtYz8qVK8PCwhYtWmTeqsaPHz9w4MD58+cDiIqKCg4OduD7J9rjX5yDYecsIqL2Yf8sIpKRiIiIvXv3lpWVNTY26t7hq7q6+vTp0wDGjBlTWFhYUVGRlZU1e/Zs3edKg018fHz0+m05DPbSIsfjGGEWAC8vrwMHDjRvFwTByPx9NiG3UjtSz65duwYMGCB9h1FQUBAUFGSuqgyW5Dx4ZiEiIrvA/llEJCPSFFqiKObk5Oi2Hz58GIC/v7+Hh4c0u0pWVpYoirrrFBcXAwgPD7deuVbHXlrkSBwmzCKbyMzMvHDhglKpzMnJyc7O1nbRpXbgn54NsXMWEVG7sX8WEcmIp6enj49PRUVFYWFhZGSktj09PR2/ZlWRkZGCIDQ2Nubm5oaEhEgrqFSqs2fPQmdSeUfFXlrkGBhm2Z2kpKTc3Ny8vLzy8vKioqKXXnrJ39/fVsVcunRpwoQJjY2Na9eulVqSk5NtVYxD4mmFzKKmpubo0aMAIiMjTbl/RUZGhsFhzgqFQoikeuYAACAASURBVKlUBgQEdO7c2fxVEpHdYp5FRPIyatSoioqKU6dO6TYePHgQv973SqFQjBw58siRI4cOHdLmWVJ3LYVCoZuCSa5fv55i8L5xAABpCnn7wkjLIaWm4re/NdB+65bVS7E8hln2KD4+Pj4+3tZVNOnVq9e//vUvW1fhUHijQ5tw+M5Z586di42NBXDr1i13d/dW1588eXJDQ4ORFfz9/ZcuXTpp0iSzlUhE9ox5FhHJS3h4+NatW/Pz80VRFAQBwPHjx+vr611dXaXZ4gE8+eSTR44cyc7O/uCDD6QW6du/wMDA5t/+nTx5cvLkyVZ8BdbASMvxiCLu3DHc7mAYZlnThg0b9u/fP3fu3ICAAFvX4miSkpJycnLKy8vfeOMNW9diETynWBoDxJYIgtD845xKpQJw/vz5uLi4ioqKJUuW2KI0IpIX5llEJC9hYWGCIKjV6hMnTkgXYFlZWQDCw8OleAvAqFGjAJw/f76qqqpHjx74Nc8KCwtrvkGlUvnggw+2tLs7d+4Y/yZQtpwh0jp+XFNejqlTXYSWJ3vMyMCuXZg7VxMUdM+7MW8e3N2xZk2HNm5e16+jsPCen05goIunZ9P/J0yAwX6E8+Zh8+Z7WqqqsGABoqM1U6bY37UQwyxrSkhIuHbtGoDHHnvM1rU4oICAgN///vcA+vbta+tazINdtGyLB0OtZ555JikpSa9RFMWUlJRXXnmlpqbm7bfffuqpp3r16mWT8ohIPphnEZG8uLu7Dx48uKSkpKSkRMqzpFl+dbOqQYMGdevWrba29vDhw1OnTlWr1ceOHQOgHX6oKyIiwshNsnJycqRhjPbIsSOt6mpER7vU1ODpp6FUtrja1q1IT8c779zzPqxcic2bsXevBjB8bWbixs3r5ElMnnxPPamp0OZZpuvRA7/8gmnTXAYMgH19mGeYZWW+vr6+vr62rsJhOeTbq3dacZgTigwxOmwrQRCmTJnyyCOPhIaGiqK4ZcuWjRs32rooIrIx3t+QiGRHGldYVFQEoL6+Xsqq9CZ6l6KrzMxMANnZ2aIodunSZdCgQTYo16Yc9Y6HN28iIgI1Na2sJorIzISXF3r3vtt46RKWLcPQoZg0yfD7YOLGza5/f2zdes+//v3buak1a6BW4/nnzVmepTHMIiJqiZMcD2trazMzM7Oysmraew4OCQnx8vICcPnyZbOWRkR2iXkWEcmOlGfl5OTg18Tqscce0/saPDo6GkBBQQGA4uJiAGPHjrV+qXLgeJFWZSWCgnD6dOtr5uZCrYZet7yEBIgi1q41fG1g+sbNztsbM2bc88/bu52b8vHB9OkoKUFiollLtBiGWUT2Qu9v067PJrLlhO/qrVu3ZsyY8cgjj4wbN+7JJ5985JFHQkJCLl261I5N+fj44NfptIjIyTHPIiLZGT16tEKhqKuru3r1qjTYsHlWJXXXun79ek1NzcmTJwE0v7Oh83CkSGvbNvj5wcTbTn7zDQBER99tKSrSZGejXz/oTafVjo1L8vI0Dz6Ilmdgs5lXXwWA5cvtYMJ4hllEREY4wyFx/Pjx27dv9/Ly+p//+Z+IiAhBEA4fPjx48ODz58+3aTuiKErd9k25WyIROTzmWUQkO4IgSF20SkpKpE8tzfOs7t279+vXD0BhYWFubi6aDUh0Ng4QaanV6NMHM2eivh4DBuCjj1p/Sk4OBAHh4Xdbli93ATBnjhk2/usTXRoaYMo9A9Rq5OZqMjKQm6tRq03dfrv5+mLkSFRWyr2LFsMsIrvDLloW5Zzv58mTJxcuXHj58uWvvvrqm2+++f777z09PRsaGuLi4tq0nfXr1zc2NgIICgqyTKVEZE+YZxGRHGmnx7p06ZJCoYiIiGi+jjRDfHJyslqt9vf3l2506MzsPdISRZSWwt0d77+Pkyfh5dXK+lVVKC3F8OFwdW1qqajA4cMQBEya1NGNt0lNDWbNQqdOGDPGJSoKY8a4dOqEWbNQW2vOvTQnXQVs2WLZvXQEwywiIuOc5KgYHh6+fv167Y2qfX19v/76awCXLl2SbmOtS61WN9zr7NmzaWlpU6dOXbx4MQBPT8/p06db+SUQkQwxzyIiORo5ciSA3bt3AwgMDFQaugWddF/CtLQ0AMHBwZYrRhRFtdH+Nmq12vgKVmPXkZYgYNkyXLuGN96AYMLZ6eBBAPdMnrVrFwAMH46uXTu6cdNdvdo00btajcBAxMUhLAyiiK1bMXAgqqpa30JMDDQapKQYXvrJJ9BoMGOGgUXSENvTp9GuGUgsjmEWkf1iFy0Lcdp3ctGiRXotAQEBUkf7PXv26C1KTk5+8F79+/ePjY2VPhZ26dJl//79HG9IRGCeRUTyNGTIEHd3dykkkvphNSdNsyWt8+STT1qumKioqHDdIW2/qq6unjFjRqdOne6777777ruvZ8+e69evt1wZJrLfSEuhwPLlBqKolmRnA0BY2N3XK33FO3iwGTZuIlFEZCSuX0ePHjhzBgUFSEnBoUP461/x2GO4ehUTJph5j7q8vNC9O/BrtCcrDLOIHIxdnEfsjvMcGKV5JPT06dMHwMWLF03ZgiAIvXr1evXVV8vKyoYMGWLm+ojIPilsXQARkWHjxo3bu3cvAINZEgBBECIiItLT0xUKRUuZV8ctWLAgMzOz+eRcNTU1/fv3r6qqioiIiIyMrK6uTk5OfvXVVy9evJho6wmNNBpN8wsPFxcXR/rcLIr45ht064aAABdty8mTADB4sAZo/3VXTg6Sku4+/OGHpv/Ex9+z2quvwt8fKSma0lIXAOnpmn797u7UxwcZGXj8cRw7hpwc/TswmtGwYUhLQ0mJpbbfPgyziByAwVMJdYTe++k8B0ZXV1fBUNfoBx98EMDly5f12idPnvzZZ5/ptgiC0NJGiMiZMc8iIplKSUlJaWkI1q8OHDhgZOkP2iiiZSEhIS19oKyvr582bdr+/fsNLl2xYkVVVdW77777zjvvSC2vvvrqsGHDduzYMWvWrICAgFZ3bVEOH2kVFWkaGlzGjbvbUlbWdKe/3/62Qxdgf/0rvvjCQLte49NPw98f+/a5AAgMxKBB+jvt3RtDh6KkBCkpFsyzunUDgAsXLLX9dmCYReSoHOkkQvLxm9/8Rq9FoVBwOCERmYJ5FhGRAV9++eX8+fOrq6ufffbZLwzFG/v27VMqlW+99Za2xd3dfcGCBdOnT8/KyrJ5ngVHj7RyclwAREff7Yql/X63T58Obfm//1szffrd9+369aZhjHozzz76KADk5gKAQoG0NAObkqZ9q6joUD3GSS+22XfbNsMwi8iRsIuWGTlt5ywAKpVKFMXmvatu3boFYODAgbYoiogcAfMsIiIDkpOT3dzcDhw4EB0dbTDP+vTTT2/fvq334UyhUABQqVRWqrI1DhxpSRnT2LF3X11jY1O21cFJskaPdtGd5SMnp2lf27YZWLm+HgCOHMGRIy1usLS0Q/UY99BDGsClsdGCuzAdwywih+cYZxCyMlEUT5w40fyrvpKSEgA+Pj62KIqIHAHzLCIiA5YuXTpgwAAjMzVER0c3b0xKSgIQFBRkwcrayCEjrfp6nDyJfv2aRtvZkDTCcdgwGPk0/uCDFixA+g2Vw4wiDLOIHBK7aJmFM3fOkmzbtk0vz8rMzCwvLwcQFxdno6KIyO4xzyIiMmDQoEFtfUpiYuLhw4f9/f1bmsDeVhwv0srM1AAueve0dHNreo23blkv53J3R0MDhg2Dre5sefOmCwBXV9vsXYthFpHzsOvTB9nK9u3b+/bt+/LLL0sPjx8//vzzzwMYM2aMGb8FVKlUCoWi1WnjRVEURVHqU09Edk0GX+kSEdm/9PT02bNnd+nSJTU11da1GGDw2sN+v3JPS3MBEBZ2z4vq2bPpP2fOWK8S6UP4sWOGl2ZmIiVF8913Frzwk2aC1752m2CYReTY+BfdQeycpVAoBg8ePH/+/D59+kydOjU4OHjYsGE1NTU+Pj67d+/u+PZra2tnzJjRqVOn+++///7774+Kirp06ZKR9aOiouT21SMRtQ/zLCKijtq2bdv48eMfeuihQ4cO9bRttNAyR4q0cnPh6oqgoHuK79WradjdP/5hzksFpVLTrVuLHb4iIwHg2DHk5urvtLIS48dj8mSX3bst+CbX1gIdngK/IxhmEYDGxsYPPvig49vZuXNnTU1Nx7dDlman5w6b4HsFQBCEgwcPxsTElJaW7t69Oz8/XxCE6dOnnzhxonv37h3ceH19fUBAwPbt2yMjI3fs2DF//vzc3NzBgweXtjB75YIFCzIzMzu4UyKSCXazJCLqkISEhI8++sjT0zMnJ6dXr162LscYxxh4ePYsamrwP/+jP2mUIGDYMBw9ivx8l6efNtvugoJc/vGPFpdOn44PPsDf/oann3ZJSdGMHt309lZVYcIEqNVwc8PChWYrprnCQgAIDLTgLoxgmGVERUXFxx9//Pe//10QhD59+ixcuPDHH388ceLElClTbF1aO1VWVhYWFlZVVd24cWPNmjXadlEUn3/++VWrVumtX1xcfOPGDd2WwYMHe3p6nj179sqVK7rtPj4+fn5+AMaPHz916tRdu3Z17eBtHUxQW1tbKP39/MrX17d3797ah2VlZdLkPpKYmBhLlyRnnEXLXJztIBkSEqJ9yampqdevXz937pwgCEFBQW5ubs3Xl+542Cbr1q2rqKhYunTpypUrpZYnn3wyNDT09ddf/+abb3TXrK+vnzZt2v79+9v+OohIptg/i4iondRqdVRU1EcffTR48OAzZ87IPMySOEAvrW+/BYCQEAOLwsIA4Phx6xWjVCIjAx4eqKnBmDEuAQGYOhXjx+PRR3HyJAAkJ8PLy1J7Ly9v6p81dqyldmEEwywjdu7c+fzzz8+cOXPfvn1fffVVUFDQs88+GxYW1rlzZ93VFi1a9MQTT9iqyOaM1/PLL7/885//fOONNyoqKnTb33zzzcjIyOZdU1UqVV1d3eTJk2NjY0+fPt3Q0CC13759u76+funSpbGxsYcOHaqvr1cqldKirl27vvvuu9KsOpamUqnq6+t37NgRGxs7Z86cqqoqbRmSurq6VatWxcXFZWRkNMrkHqI2pfcHbl8nDlvhu6TH09MzIiIiPDzcYJjVPgUFBYIgvPHGG9qWkJAQNze33Nxc3dW+/PJLX1/f/fv3P/vss+baNRHZnobIgfAXmywBwJgxY5q3R0REAIiMjPzXv/5l/ao6wi5OB6mpGkADaO7cuad91CgNoLl2zcBT/u//mp7yww/t3Hj7/Pij5rnnNApF0zalf8OHa44dE82w9ZZ9+KEG0AwdatGdGCb/3x8b+uabbx577LFbt27pNn700UeCIPzyyy+6jZ6enqNGjbJudca0Ws8vv/wiCMKGDRu0LRcvXuzXr5+R9RUKhZ+fX/NFvr6+CoXi3//+d/NFzzzzzL59+9pSePv99NNPCoXC1dVV70ej0Wju3LkzcuTICxcuWKcSu8C/+rZy+HdMJi/wzr3n8jt37igUiu7du+s2xsTEPPbYYwcOHNC0/LmOZMLmv1FkR9g/i4ioPVauXJmZmRkREfGXv/zF1ea3l2sjjT300oqJgUYDjQb39pnAK6/gwAHDnZ58fDBmDADs2dPOjbdP9+7YuRN37uDIEc033+DgQfz0E4qKEBBg2bd0714AmDvX2r2i2DPLuISEhEWLFrm7u+s2BgYGDhs2TO92WteuXdPrQWBbrdaTmZkpiuLw4cO1LStWrNDesKy5vLw8tVo9YsQIvfba2try8vKQkBCDtyF75ZVX3n333TbW3k5du3aNiIhobGz88ssv9RbNmDFj3bp10kBIkmjYRastnOH90buwtFUZup0rGxoaZsyYoVar58+fr7vO0qVLKyoqoqOjrV4dEVkQ588iImqz2tra9957T/rPuHHj9JaGhYUlJCTYoq420NjtXFrGP4u+847m8GGXnTuxaJG1CvqVICA42HpXL2VlKCmBlxemTrXqJRPDLOPOnz9fUVHRo0cPvXZBEHRjIG2jteoySav15Ofnu7q6Dho0SHpYU1OTmpq6c+fOltYvLi4GEBoaqtd++PBhAM3fEMmgQYNu375dXFxsncGY06ZNS09P/+KLL3SnNluyZMmUKVO0r5So43iotLTjx4+/++67ubm5arX63XffXbJkie5S/jkTOSR5fZAiIrILhYWFKpUKQElJSWYzFy5csHWBJrGLXlptFRTkEhiI0lIDNxx0MBs2AMA77+jPi29RDLNa9dNPPwHYvHmzKIq67d26dZs7d672YXV1dVZWlt46uq5fv56ZmXnz5k299uLiYu30VaIo5uXl5ebmarejVquzsrJOnDjR0mbLy8szMzMvX76s126kHmmbZWVlAAoLC6Vx1pKDBw8OGzbMSAfVgoICAKNGjdJrz8nJARAUFNTSE4cNG5aamtrSUvOKjo7u3LlzdnZ2dXW11JKYmOjt7R0eHm6dAuwLu2iZiO+M9f3000+urq6jR48GsHnzZs77TuQMmGcREbVCo9FIV19aMTExRgZyb9u2zValtpVDRlqbNgHAkiX2/SqMu3oV27fD3x8zZlhvpwyzTDFixIju3bsfPnzYx8fnxRdf3L9/f319PQBPT09vb29pnaKioo8//vjEiRODBw9uvoWGhob4+Pi3335bFMXXX3/9448/1uY+69evv3btWlxcXFJSUk5OzptvvllXV3fixAkfH5/q6urExMS1a9eq1ept27Y17zd6/Pjx4ODgv/zlLwBWrVoVHx+vXWSknp07d44YMeL27dtHjhxZuXLlqVOndEOo7OxsHx+flt4KURTz8/P9/Pya36zw6NGjSqWy+ThErZCQkJPSLRUsTxCEuLg4URR37doFICcn5+LFi7Nnz7bO3slJ8GhpBREREampqQcPHrxw4YIoihMmTDh//rytiyIiy7KDoSVEptNebvEXm8h0BgMsu/4jev11rF2LAwdaGZxov6ZMwd69OHcOVpvbh2GW6XJyciZOnFhXVyc9VCgUq1evXvTrCFhRFOfMmfPZZ5+lpaXFxsb+/PPPuvf5UqlUwcHBvXr1SkxMlB5269atZ8+e586dU6vVixYt2rhx48SJE0+ePLlo0SLtxFX33Xff6NGjExISpM5TZWVljz/++LFjxwICAqQV0tPTn3322fz8/H79+kkt//Vf/zVr1qzXXnvNSD0bN25cs2bNuXPnPDw8ADz//POff/75yZMntcN2Ro8ePXHixBdffNHg+5CbmztmzBhvb+/+/fvrtqvV6oyMjPDw8IMHD7b0HmZkZEyYMOHOnTstrbBixYozZ860tFTX3r17la3Nk1dUVBQYGOjn55ecnLxu3TojIyhJondA4NFADw+YNvfxxx/Pnz9/5syZn332WfOlLi4uY8aM0fuqkuSDF3RkOs6fRUTk7Ox3Lq2WvP8+6utx9Khj5llVVRBFbN+u8fOzUh80Xpu1SUhISE1NTUZGxrfffpuTk1NeXv7qq68OHz5cSpeysrIiIyMBZGRkeHt76920/u233z558uQ333wjPVQqlffff7/UJSojI0OaiOrUqVM+Pj7aMEulUqnV6t69e2tHAv7www8Abt++LT28fPlyXFzc22+/rQ2zAPj5+aWkpLz22mst1VNWVrZw4cKPPvpICrMAPPjgg25ubrpz0Jw6dWrWrFktvQ9FRUUAPvzww6eeekq3PSUlJSMjIzAw0Mh76OrqKr0uvRn0tRYvXqxWq41sQavVMAvAiBEjvL29S0tLly1btnv3blM2S7rs+nxhBXxzLEoUxaqqKk9PT93G//zP/wRQU1Njo6KIyEqYZxERkaNFWoKALVtsXYTF9OiBlBQADLPkS6FQxMTExMTEAFi9evWbb765b98+Kc8aNmxY165d1Wp1cnLy66+/rvushoaGDRs2TJgwQTtAr6ysrLa2dsyYMQBGjhzZtWvXqqqqv/3tb6tWrdI+S+piEBcXp235/vvvBUHQDgx86623mt/q6/r161evXjVSz4oVKwRBmD59uralqKhId/IsACqVysjkWUePHoWhybOys7MBGBlsCECKsYzML2b2u8oOHDjw6tWrmzZtsrv71dqEwVMGSdh5zZpUKlWnTp26det248YN3Xaph+xDDz1ko7qIyEo4fxYREQEOOpcWdRDDrDbZuHFj88bFixcLgtDQ0CA9lLKqPXv23L59+7nnntNdMzMzU6VS6WZG+fn5giCEhIRon5ifnw9At3NTUVGRq6urdmghgH379oWFhWkjoa+++iokJMTd3V27glqtPnPmzMiRI1uqR61W79u3b+TIkdpw5/bt22fPntWbwV0QhJYiJ1EUc3NzDU6eVVhYaHzyLKkAI0stobCw0NfXt/mNKclEPFmQTSiVylGjRtXU1CQlJWkbGxsb33//fQDPP/+8zSojIqtg/ywiImriYL20qIMYZrVVQUFBQkKCXqOU+IwdO1a3cefOnaNGjfL29q6pqXnwwQel2OjSpUsAdEcF5ubm9uvXTzeKysrK8vb21h1ZU1RUpHsnvqqqqsLCws2bNwO4evVq586d1Wp1z549dfe+f/9+tVodFRXVUj2lpaVqtXrIkCHaFaROVVIEdv36damAP/zhD9pRjc3fCrVa3Ty0qq6urqioiIiIEIzemFOlUgmCYGSo4Pr168+dO2dkC1qJiYktDVrUKi8vr6mp0et9Rsaxi5ZB7JxlfRs2bBg2bNjMmTMvX748ZMiQn3766YMPPigtLX3uueeCg4NtXR0RWRbzLCIiuouRFkkYZrXV2bNnKyoqmrcnJSV5e3tH68zlVllZeeTIkR07dgBYu3bte++9J7VLqVOvXr2kh42NjdnZ2S+88ILu1goKCnQ7SanV6qNHj65evVrbkpKSIgjCM888A+B///d/N23aJAiC3703Dvjwww8HDBig7bnQvJ6HH34YgO6zjhw50rlzZ39//xMnTlRUVEyZMgVA7969pQyuuYKCAgDShF+6jhw5gnv7lxlUX19vvKtUVFRU3759jW8EgKura6thFn6d6ks3FqR24JmCbMLPz6+wsHDatGnvvvuu1NK5c+f33nvvrbfesm1hRGQFzLOIiOgejLSIYVY7FBYWnj9/PiMjQ5peXVJRUbF8+XIpY9I2njx5EsCUKVMaGhoEQdCO6QsNDXVzczt9+nRAQIBarY6Li6uvr9edf6r55FnZ2dmiKA4fPlzbUlxcHB0d7e7uvn///ilTpiiVysjIyPz8fO1dCFevXv3jjz9Kk1u1VE/Pnj19fX2rqqqkFY4fP757926pp0NWVta8efOk9r59+168eNHgu5Gbm4tf+3Ppkvp5DRgwwPibWVZWZnxAoq+vr6+vr/GNmE6602KrKRvpYRctPeycZSv9+vU7c+bM1atXv//++9/97nf+/v7Ge4DyR0PkMJhnERGRPkZazoxhVvsUFBQkJydv377966+/joiIcHNzO3v27L59+1JSUp544gndNUeOHOnl5fX111/n5uauWbNG2969e/fU1NRly5b5+Pi4urr6+voKghAWFqZdoaSkRBAE3djlu+++69atm+7kWc8888zatWu3bdt27dq1FStWANi2bduECRNWrFjh5+eXnp7eqVOnM2fO6E5rZbCeL774YubMmV5eXuXl5ffff39aWtrMmTN37drV2NjYrVs3aZ2QkJBt27bpvrTKysqXXnqpqqpKysgmTJjg4eHx1VdfiaI4YcKEmzdvSvN/vfbaa5988sm+ffta6jxVUlIyceLENr3/7aBSqeLi4mpqaqR0b/LkyR4eHvv27bP0fh0YTxNkQ97e3t7e3raugoisimcdcijayzD+YhN1nMEv3vnH5dgYZrXb8ePHpVyptLT07NmzKpXqD3/4Q0hIiMFuAmq1uri4eMSIEUY6EUyYMOH69evHjx/XtoiiWFFRodsvqb6+/p///KeXl5fuEysrK3/++WftuEXJ1atXr169+sQTTxiMkAzWo1ari4qKBgwY0LlzZwA3b978v//7P91JtQD8x3/8R3p6ur+/f0uvoh1u377drVu3H374oflc8iRD7JQk4ftAZC68oCPTMc8ih8LDH5F5MdJyKgyzbEi6IaB0K0Pp4UMPPfTyyy/rji6UoT/96U/Xrl3705/+ZMZtfvzxx2VlZVu2bDHjNslyeNwA3wQis+IFHZnO2NBiIiJycgY/SXDCFIfE6zHbWrBgQWhoaGZmpvRw5cqVnTp1an63RLlJSEjIycm5fv26uTaoUqm2bdv2zjvvmGuDZGk8UDTH94SIyDqYZxERkTGMtJwBwyyb69q1a/fu3UVRzMjISEhIKCgoKC4u7t69u63raoUgCLt3754/f765Nvjmm28uXbrU+M0NSW70DhfOdoJwttdLRCQfHG9IDoXdU4kshAMPHRjDLJm4fv36uXPnAPTt29fT09PW5bRBdnZ2cXHx8uXLO7idPXv23Lx5U3v/RLIjzjx7lDO/diJL4AUdmY55FjkUHv6ILIeRlkNimEVmcfny5Z49e3ZwI5WVlXpz25Mdcc5Yh4dQIrPjBR2ZjnkWORQe/ogsipGWg+GVGBGZC/MsOM2rJrIoXtCR6Th/FhERmYpzaTkShllEZEZOOIuWM7xGIiI5Y55FRERtwEjLMTDMIiIyLx5FiYisjHkWERG1DSMte8cwi4gswam6aDn2qyMisgvMs4iIqM0YadkvhllEZDXOc17ggZSIyPqYZxERUXsw0rJHDLOIyKKc5JDCaeCJiOSAeRYREbUTIy37wjCLiKyPJwUiIrIQ5llERNR+jLTsBcMsIrIOhz+2sHMWEZFMMM8iIqIOYaQlfwyziMiGeEYgIiJLYJ5FREQdxUhLzhhmEZGVOfBBhp2ziIjkg3kWERGZASMteWKYRURywNMBERGZHfMsIiIyD0ZacsMwi4hsxSGPVsr2ggAAIABJREFUNuycRUQkK8yziIjIbBhpyQfDLCKSFXs/F9h7/UREjod5FhERmRMjLTlgmEVENufYhx3HfnVERHaBeRYREZkZIy3bYphFRDKhd/Cx3xOB/VZOROTAmGcREZH5MdKyFYZZBOCTTz4ZN27cuHHjCgoKbF2L/dG+e8XFxbauhWSKx1UiIjlw4eGYHIn2Qo6/2ERyYDDA4p+n5TDMspXa2trCwkLdFl9f3969e2sflpWVlZeXax/GxMRYtJ558+aNHDkyJiZGoVAIgiCHIuX2FhmhVqtFUdyyZYu3t7cNy3Ak9j6NOg+tRNbECzoyHftnERGRpbCXljXxisuGVCpVfX39jh07YmNj58yZU1VVpVQqdVeoq6tbtWpVXFxcRkZGY2OjFUpSKpVKpVIbZtm8SFm9RRUVFcHBwXl5eQaXKhQKpVKpUCgsWgPZLx5aiYhkgv2zyKEwzieSIfbSsgKGWXJw8+bNRx55RKFQ3Lp1Sy8NUalUYWFhmzZt8vPzs0Il8+bNCw0NNdi3yLZF2nbv5eXly5cvv3HjRkNDQ0lJybfffhsSEtLSyp988omnpyf7Z5mL/XbRMtfR9bvvvvv73/8uCEJ0dLTBFYqLi2/cuAFg8ODBnp6ezVeorKw8deoUgPDwcFdX14yMDLVa3Xw1KZANCAjo3LlzO+oksjle0JHp+NUTERFZlkajaX494OLCL1TMhmGWTHTt2jUiIiI9Pf3LL7+cMmWK7qIZM2asW7fOOmGWcbYt0rZ79/HxSUpKUigUSUlJJSUlltsRObB2H12PHj36yiuvALhy5Yq3t7feUlEUQ0NDb9++DWD+/PkbN25svoVVq1Z9+umnbm5uP//8M4DJkyc3NDQY2aO/v//SpUsnTZrUvoKJiOSP4w2JiMjiOPDQchhmycq0adMAfPHFF7qNS5YsmTJlyqBBg2xUlD7bFmnDvQuCwFGEtmKnNzo0Y7eyMWPGSP85duxY86UFBQVSmAUgMzPT4BaKiooAREVF6TYKgqBsRlp0/vz5uLi4VatWtbtmIiKZY55FRETWwEjLEhhmyU10dHTnzp2zs7Orq6ullsTERG9v7/DwcNsWpsu2RdrFW0RW4GzHfz8/Pw8PDwA5OTnNl2ZnZwMYNWoUgIqKisrKSr0VGhoaSktLtetoPfPMM3ea+fe//717925pd2+//falS5cs85qIiGyMeRYREVkJIy3zYpglQ4IgxMXFiaK4a9cuADk5ORcvXpw9e7at67qHbYu0i7eILMHuDlBmn/Nr9OjRAAyOdT106BCAWbNm+fj4wFAXLSnwAhAREdHqjgRBmDJlyp49ewBIN+vsWOFERDLFTtdERGQ9nEvLXBhmyVZ8fPzWrVt37tw5duzYXbt27dy50/Tnrlix4syZM6asuXfvXr37A7ZJR4rsONvuneTD2Q7+ERERe/fuLSsra2xsdHV11bZXV1efPn0awJgxYwoLCysqKrKysvRC3iNHjgDw8fHx8vIycXchISFeXl6VlZWXL18234sgIpIR5llERGRVjLQ6jmGWnI0YMcLb27u0tHTZsmW7d+9u03MXL15s8IZlzXUkzEJrRZaXl2/durVv375Tp07tyF7at/eysrI9e/bU1tZeuXJl4sSJL7zwgiVqIJswePyXJ0vckFGaQksUxZycnMjISG374cOHAfj7+3t4eISGhm7evDkrK0sURUG4O5KmuLgYQFuH5fr4+FRWVqpUqo4XT0QkQ8yziIjI2hhpdQTDLPkbOHDg1atXN23apNsFwxRtXb8jWioyOzu7rq7u/Pnzffr0sf7e1Wr1559/vmbNGgA1NTWPPvroww8/HBMTY7lKyLac6sjv6enp4+NTUVFRWFiom2elp6fj16wqMjJSEITGxsbc3NyQkBBpBZVKdfbsWehMKm8KURSluefd3d3N+CqIiOSD82cREZENcC6t9mGYZRcKCwt9fX179Ohh60KMaanIsLCwSZMmubm52WTveXl5a9eulaYK8vDwCAsLa2sfN5I5uzhkWaJzlkSazf3UqVO6jQcPHgQQGhoKQKFQjBw5Er/OqCWRumspFArdFKxV69evb2xsBBAUFGSO2omIZIf9s4iIyDbYS6utGGbZhfLy8pqaGlPmbG5u/fr1586dM2XNxMREhaL9n+I6UmTHGdl7UFDQ0qVL+/btKz1Uq9UPPPCAdasja3Oqw354ePjWrVvz8/O1wwmPHz9eX1/v6uoqzRYP4Mknnzxy5Eh2dvYHH3wgtRw9ehRAYGBg8796tVrd0NCg21JRUXHlypWvv/5ayoI9PT2nT59u6ddFRGQTzLOIiMhmGGmZjmGWvSgqKkLbp7mRREVFaaMcI1xdXTsSZqFjRXackb0rlcqVK1dK/6+urs7OzpamwSZHIvNZtCzXOQtAWFiYIAhqtfrEiRMBAQEAsrKyAISHh2tny5L6cJ0/f76qqkrqwyjlWWFhYc03mJycnJyc3NLuunTpsn//fo43JCJHxTyLiIhsiZGWKRhm2RFp6FBgYGA7nuvr6+vr62vuigzoSJFW23tCQsLq1atHjBhh9gJu3boFwMSp98kK5HPMt3TQ5u7uPnjw4JKSkpKSEinPkkbX6mZVgwYN6tatW21t7eHDh6dOnapWq6VpsLTTabVKEARfX9/IyMiFCxfKfOAzEVFHcP4sIvvwySefjBs3bty4cQUFBbauxQFp317p/kFkZZxLyziGWXZBpVLFxsaOGDHi66+/BjB58uQJEybYuih9ti2yTXtfuXJlWFjYokWLzFvD+PHjBw4cOH/+fABRUVHBwcG8f6JN2MtBzBJ1SuMKpV6K9fX1UlalN9G7FF1lZmYCyM7OFkWxS5cugwYNar61yZMn37rXzz///Msvv3z//fcffPABwywicmzsn0VkzIkTJ3744QfdFukuS42NjVL/cImrq6ulR22UlZU999xzMTExLY0xkU+p8qzHuNmzZ8+cOXPLli03btywdS1Oir20WsIwy14olcrU1FRbV9EK2xZp+t537do1YMAAaYKtgoICM85mfeDAAXNtijpI77AvhwO+db5HGT169Pvvv5+Tk4NfE6vHHntMr2NmdHT03r17pa8wpW/axo4da3BrCoWCwwmJyGmxfxaRMQ0NDZWVlS+99FJsbOyqVavq6+ul9lu3bh07diw2NnbhwoXfffeddcYsKJVKpVKpnV5BzqXKrZ6Kiorg4OC8vLyWVlAoFEqlsoPz0VAHsZdWcwyzyAllZmZeuHBBqVTm5ORkZ2dLo7GIrM9Cx9vRo0crFIq6urqrV69Kv97Nsyqpu9b169drampOnjwJoE13NiQichK8eCMyZvTo0aNHjxYE4aWXXho4cGB8fLzU7uHhMXDgwGeffXbbtm1KpdK2RUrkVqoc6ikvL1++fPmNGzcaGhpKSko4VYr8sZeWLoZZZBNJSUm5ubl5eXnl5eVFRUUvvfSSv7+/1fZ+6dKlCRMmNDY2rl27VmoxMtc12TtZddGy2tcngiCMHj06Ozu7pKREGmzYPM/q3r17v379zp49W1hYmJubi2YDEomICOyfRWSKadOmubm57dy5U3tH5OLi4uzs7KSkJJmEWVpyK9W29fj4+CQlJeXk5MydO9fS+yJzYS8tCcMsspX4+PidO3fevHnz4sWLn332mTXDLAC9evX617/+pdHx9NNPW7MAIolFD7na6bEuXbqkUCikobV6pBnik5OT1Wq1v78/Z8IiImqOeRZR69zc3OLj4xsbG7dv3w7g7Nmzmzdv3rZtm63rMkBupdq2HkEQOITQHjHSYphFHbdhw4b4+Pjjx4/buhD7k5SUFB8f/8UXX9i6EKegd3Cz1aHeyvsdOXIkgN27dwMIDAw0+A1faGgogLS0NADBwcFmr0GtVpvSb10URXZvJyLZYp5FZJKEhAQAmzdvrqioWL16tTzDLIncSpVbPWQXnDnSYphFHZeQkPDWW2/Fx8c/9thjtq7F/gQEBMTHx69cuXL48OG2roVsw9JH3SFDhri7u0s5kdQPqzlpmi1pnSeffNJcu66urp4xY0anTp3uu+++++67r2fPnuvXrzeyflRUlBzu20NEZBB7LhCZpFevXoGBgYWFhfPmzdu3b5+rq6utK2qR3EqVWz1kL5xzLi2GWWQWvr6+erdLI9Px3bMym8+ipXfgtc7ex40bt3fvXgAtpUWCIERERKSnpysUipYyr7aqqanp379/VVVVREREZGRkdXV1cnLyq6++evHixcTExObrL1iwIDMzk1N3EZFsMc8iMtWMGTMKCwu7du3apvsir1ix4syZM6asuXfvXnNNKdW+Ui1HbvWQvXC2SIthFhERHPo4r5WSkpKSkmJ8nQMHDhhZeuvWrbbudMWKFVVVVe++++4777wjtbz66qvDhg3bsWPHrFmzAgICtGvW19dPmzZt//79bd0FEZE1Mc8iMkljY2NmZqaHh8dXX321cePG7t27m/jExYsXmzjvgLnCLBNLLS8v37p1a9++fadOnWqW/ba7nrKysj179tTW1l65cmXixIkvvPCCResh++I8kRbDLCJyWgYP9dZhk85ZtrJv3z6lUvnWW29pW9zd3RcsWDB9+vSsrCxtnvXll1/Onz+/urr62Wef5URyRCRnnD+LqHWiKL7wwgvvvPPOnDlzRFH885//bPpzXV1d3U1jzVKzs7PPnj17/vx5URTNst9216NWqz///POVK1du2bIlKSlp3rx50tSnRFrOMJcWwywiIl0OdpCXiU8//fTzzz8XhHsuAKU756hUKm1LcnKym5vbgQMHkpKSrF0iEVFbMM8iat2sWbNeeeWV3r17z5w5UxCEzz77zNIxULuZWGpYWNikSZPc3NxsXk9eXt7atWuzs7MBeHh4hIWFSbf7IdLl2JEWwywiIpsc95yqcxaA6Ojop59+Wq9RCq2CgoK0LUuXLq2oqIiOjrZqcUREbcfxhkStePHFFydNmjRkyBAAXl5ekZGR6enpaWlpTz31lClPX79+/blz50xZMzExUfqKzFalmp0p9QQFBS1durRv377SQ7Va/cADD9ikWpI5Rx14yDCLiMggBzjCy19iYuLhw4f9/f11p6UfNGiQDUsiIjId8ywiY956663Q0FDd28osWLAgPT19w4YNJoZEUVFR2rDGCFdX1w6GWR0v1bxMrEepVK5cuVL6f3V1dXZ29pEjR6xdK9kJx4u0GGYREWlZeRYtZ+uc1Vx6evrs2bO7dOmSmppq61qIiNqDeRaRYfX19QsXLrx9+7Y2bZEEBwf36NGjsLDw0qVLvXr1anU7Vrjtt7lKtXk9CQkJq1evHjFihNlLku4BZOLE/CRnjhRpMcwiIjLOcod3hxmx3m7btm2bOXNmt27dMjMze/bsaetyiIjag/NnEenLy8sbPXp0t27dtm/fnpqaunHjRu2igoKCPn36VFVVAejfv39UVNTx48dtV6nsSu1IPStXrgwLC1u0aJF5Sxo/fvzAgQPnz58PICoqKjg4mPdPtHeOMZcWwywiouZsdSR0tiNwQkLCzJkzPT09i4qKpHkhiIjsEftnEekLDg4ODg42uCgoKOjChQvWLccYuZXa7np27do1YMCAiIgIAAUFBbqTknbQgQMHzLUpkg9776XFMIuIqCV6R3hLHNvt7isQM1Kr1bGxsRkZGYMHD/7mm288PDxsXRERUfuxfxYR2VhmZuaFCxeUSmVOTk52drZ0r0Mi4+y3lxbDLCIiWXGqg/D48eMzMjIiIyMLCgoYZhGRvWP/LCJnlJSUlJubm5eXV15eXlRU9NJLL/n7+9ukkkuXLk2YMKGxsXHt2rVSS3Jysk0qIbtjj720GGYREbXKol207OKbDwtZuXJlZmZmRETEX/7yF1vXQkRkBsyziJxRfHx8fHy8rasAgF69ev3rX/+ydRVkr+wr0mKYRUQkN85zHK6trX3vvfek/4wbN05vaVhYWEJCgi3qIiJqP+ZZRHZjw4YN+/fvnzt3bkBAgK1rcTRJSUk5OTnl5eVvvPGGrWuhtrGXSIthFhGR6SzURcuZO2cVFhaqVCoAJSUlzZf26NHD6hUREXWU7D7xE3WE9mOK4/1il5eXX7t2DUCfPn26d+9u63Icjfbt7du3L6eTsEcGL1HkcxxgmEVE1FZ6R05L5Fk8FBPJkANf0JHZMc8ih8LDH5HTkm2kxTCLiKh9zBs/8WhMZBd4QUem43hDIiJyBPIceMjLJydRW1tbWFio2+Lr69u7d2/tw7KysvLycu3DmJiYDu6xuLj4xo0b2oe///3vhwwZAiAtLU13tf79+3t7ewOoqKgoLS2VGgVBiI6O1l3t+PHjP/74Y/O9KJXK4OBgNze3DlZrIpmUQU6CR2MiInsn2LoAIiIi8zB4cWLD2VIYZjkPlUpVX1+/Y8eO2NjYOXPmVFVVKZVK3RXq6upWrVoVFxeXkZHR2NjY8T3+9NNPaWlpsbGxc+fOvXr1qlqtBiCKYkNDw0cffRQbG7tq1aq6urp///vf2vWPHj0aGxu7devW+vr65vXX1dXNnz8/Njb2+vXrjY2NjY2NdXV1X3/9ddeuXd95552OF2wKmZRB8qF3zOzI8ZwjDYmIHA/HG5JDYfdUIpLJwEOGWU7o5s2bjzzyiEKhuHXrlkJxTxd4lUoVFha2adMmPz8/c+3uxIkTQ4cOnTx58p49e3Tbk5KSnnvuuR07djz//PO67dXV1W+++WZiYmJLG+zUqVOvXr3OnDmj27hly5a5c+euW7du0aJF5qrcOJmUQTJhrmMp8ywie8ELOjId+2cREZFDkUMvLYZZzqlr164RERGNjY1ffvml3qIZM2asW7fOjGEWAGlrP//8s177zZs3AVRUVOi1r1u3bv369S1t7bvvvmtsbAwODtZrl4Yr5uXldbRc08ikDJIPTgNPREQtYZ5FRESOxraRFsMsZzZt2jQAX3zxhW7jkiVLpkyZMmjQIPPuy9XVFUBtba1uY0NDw+7duwHozq4F4Pz5848++mjXrl1b2trRo0cBjBo1Sq/9p59+AqDX3cxyZFIGyZkNR5ETEZGsMM8iIiIHZKtIi2GWk4uOju7cuXN2dnZ1dbXUkpiY6O3tHR4ebvpGvvvuu+XLl7e6miAICoXi4sWLuo0ffvjhnDlzADQ0NOi2b9q06eWXXzaytby8PEEQQkJC9NqldCwuLs602jtKJmWQrJj3toY8JhMROQzmWURE5JisH2kxzCJBEOLi4kRR3LVrF4CcnJyLFy/Onj27TRv54YcfTp06Zcqabm5uurPLX758WaFQjBs3DveOQ/zyyy8nTZpkZDuiKGZlZfXr10/vHoI5OTlZWVkLFy58+umn2/QS2kcmZZD8sYsWEREBYLdtIiJyWBqNpvllj4uLRe6FwjCLJPHx8Vu3bt25c+fYsWN37dq1c+dOE5+4bdu2a9euLV++vHPnztJYwvPnz7/99tupqamCYPgLyD59+kgD9CR/+tOfPvjgA2lQnjbnUqlUhYWFH3/8sZFdS7NW/f73vy8oKJBaGhoaDh8+nJmZmZycbDxFWrFihd7c7S3Zu3ev3m0fzVgGOTaDB3NTsHMWEZEDY55FRESOzDqRFsMs0hoxYoS3t3dpaemyZcukUXImGjJkyL59+5544onExMQHH3xw/fr1GzdufPnll1sKswBI82E1Nja6uroWFBQMHTpUCsIEQdBmTOvWrUtISDC+68LCQgCPPvpoeXm51OLq6jp58mQj88drLV68WK1Wm/ICjYdZHSyDnI0ph3F24yIicmzMs4iIyMFZOtJimEV6Bg4cePXq1U2bNknpkon8/f0PHjx46dKlRYsWFRQU9O/fXxo/aOQp0vavXLnSq1evxMREbV8wV1dXabxhVVWVSqXy8fExvuuioiIAS5Ys8fT0NL1g3RrMoiNlkMNrdxct3S2YqxgiIvr/7N1rWFNX2jfwmzxpJqVopbyUQUZpvbgY6iBaRzyDqEApIoK2IirWs9aqqLU+VVtPtZ4qtvXcimhRBI8gpSlSziAIakVE6sMw1kOVYoZKkdKYptnvh83EmIQQQg47yf93+UFW9t65dzZZyb6511pcgHwWAABYP+OltJDMAnVFRUWenp6urq4d3bGqqmrjxo2urq59+vRJTk4morfffltLSuu5554jojt37hQUFCxcuFDR3r1795s3bxLRjh07PvzwQ+1Pys5a5e7ubt4sEkfCAC5T6cm19+EozgIAsHrIZwEAgE0wRkoLySxQV1NTIxaLQ0NDO7rjhg0bPv3006+++qp3797r1q3btWvX9OnTt27deuvWrbZSWs7OzkT04MGDqqoq5VnnPT09a2trS0pKXnrppa5du2p/3vLycolE4u/v39GAWXFxcVevXtVly4SEBC25uU6GAaAdOmcAAOuDfBYAANgKw6a0kMwCjdhBcyEhIR3dccaMGXPmzHF1dc3MzPztt98cHR3Pnj1bWFioJQf0yiuvENHmzZuzsrKU29kxgDt37kxJSWn3edkZ5fUImDV27Ni+ffu2u5lQKNQ+drKTYYCN0LFEC8VZYDIpKUx0tOrvG49HLi4UEkLvv0+enmaJSzPLihagXchnAQCADTFUSgvJLGjLt99+S0R+fn4d3bFHjx7sfyQSSUtLC/t/7fVKbN7qzTffVBmj9+yzzxLR3LlzdXne7OxsIho2bFhHA2Z5enp6GuIGqJNhAGiB/hmMrUcP+uc/W/8vl5NMRmVldOgQnTxJpaXk7W3W4NRYVrQAWiCfBQAAtqXzKS0ks0CdVCqNiooSi8VsnVF0dLSzs/Pp06f1OFRISIiOGSIHBwdXV9f3339fpd3e3j48PHzUqFFa9m1ubp4yZYpYLC4tLSWimJgYJyen1NRUPQLuDI6EARak3RItFGeB6QUEUGLiUy1yOU2eTMeP03vv0bffmimsNlhWtABaGHjBcgDzUnyDMdQvdnl5+f3795VbIiIiiEgikWRmZioahUJh54dIlJSUPHjwQPFj9+7dBw4cSERpaWnKm7366qvu7u5EVFtbW1VVxTbyeLzw8HDtByQiX19fNze3ioqKW7duKbd7eHh4G/9vMVyLB2ycxhseXboOJLOAO+7du3fv3j32w0JZZWWlk5MTJlYHa6XSD2vPZ6GLBqNiR/DFxKhmiIhILKYXXyQej/74g3g8cwSnxiKiNfgNHVgxbryxALiqubn57t27CxcujIyM3LRpU1NTE9v+6NGj0tLSyMjIZcuWXbp0SSaTdf65fvnll7S0tMjIyAULFty+fZs9plwub25u3rlzJxtAY2Pjn3/+qdj+/PnzkZGRBw4cUASmTCqVNjY2RkdHR0ZGfv/9983NzWx7S0tLU1PT6tWrIyMjz50719TUJBAIOh9/u7gWD9g4/aZcQTILOMXNzU09mUVEPj4+SGaBFdOSwEJxFnCHszMJBK0D+rjPsqIFYKE+C6yKkdL5e/bsWbhw4fz58/ft26doPHHiREZGRnx8vAGTL+Xl5YMGDYqOjj527Jhye2Ji4ltvvXXo0KHp06crt9fX169cuTIhIaGtA8pksmeffdbLy+vatWsqD/3973+/efPm48ePeSb8EwzX4gHoUJUWklkAABzRVoeM4iwwMS0VTzU19Pe/k709/fabOSLTxCKiRX0W6A73jQDtmzFjhr29/eHDhxUlRSUlJVlZWYmJiYatJGIH2f2m9jHy8OFDIqqtrVVp3759e1xcnJYD5ufny2Sy4cOHq7Q3NDTU1NQEBgaaOHnEtXgAdK/SQjILAIA7dOm90UuDGVVXU3Q0EdHs2eYORQeWFS2AAm4dAdpnb28/bdo0iURy8OBBIqqoqNi7d298fLzBn4hdqaqhoUG5sbm5OSkpiYhUJp+qrKzs2bOno6OjlgOWlJQQUVBQkEp7Tk4OmWMZKa7FA0C63RQhmQUAwHEYaQhmdPw4/b//9+TfX/5C//gHff89eXvTRx+ZOzg1lhUtgBZY3xBAJ7Gxsfv379+7d++YMWO2bNly+PDhDu1+6dKljIyMdevWad+Mx+Px+fzr168rN+7YsWP+/PkXL15UVIexdu/e/eWXX2o/YGFhIRGNHDlSpZ1dFl37MvDGwLV4AFjaVzxEMgsAgIM0dt3Kj5oyGC3q6+m775j8fDuJhHg8+tvfaOBACgsjviHuw2QyOnyYiotJJqMuXei996hXLwMc1izeeYccHGjr1tYfMzI0T+TE55NAQIMHU9euT7XX1dHSpRQezkyebP7M5ksvUe/eFBBAb79NbY3lyMigo0dpwQLG39/MAesSLQA3IZ8FoBMvLy8/P7+ioqJ33nnn9OnTbCGV7u7fv3/58mVdtrS3t5dIJIofb968yefzx4wZQ0+PQzxx4sTEiRO1H0oulxcUFHh7e6vXcJ0/f14gEKiP+zMqrsUDoKytlJbGLU0SEQAAWLaHD2npUjpyhORy1U8TJyf68EOKje3U8aVSCgig0tInLWPHUq9eVF7OlJbadfLgJrZxI+3dS8ePM0Str1V0ND39l1xVPj60ejUzcWLr9q6u9McfNGOGXf/+5OVl7HhVRUVpmJFKuwMHKD2d1qyxI6LaWiop6cC3i6AgO1fXjj2dMj2iBeAm5LMAdDV79uyioiJHR0cHBwcdd4mPj79z5866deu6du3KpsAqKys//PDD1NTUtiaK6tOnz/nz5xU/fvrpp5988gmfzyciRZ5LKpUWFRXt2rVL+7Ozk1U9evQoMjJSuV0mk1VXV4eEhLQ7WdWGDRuuXLnS3lkSER0/frzdqcQ6Hw+AUWn/U79iG9MEAwAA7Wqr3+ZCX93SQgEBVFlJROTiQn5+9NxzJJPRzz9TQQE1NNCSJXT9OrVXaq/NoUOtyaxhw6hvX3r8mIYPp3XraP16u1mzDHMWpnHjBq1dS4MGkSI5pcDjaShkk0qJiCorKSrKrraWVq1qbd+6ldIgBRCLAAAgAElEQVTSaPp0unDB2CF3llxOIhH16EG9exMR3bpFb71lR0QuLvThh09t2dBA9fX0xx/08CFlZRG7pPnZsxQebvqoATgH+SwAnUgkEpFI5OzsfPLkyc8//9zFxUWXvQYOHHj69OmhQ4cmJCR06dIlLi7u888/X7RokZbEDVu7JJFIhEJhYWHhoEGD2EQYj8dTpJa2b98eq8Mf3YqLi4lox44d48ePV25PSUnJyMjw8/Nr9wgrVqyQ6bZmry7z4nc+HgBjs5TRKwAAwHFbtrQms7Zvp3fffeqhujqaMoXy8ujAARo/nkJC9HwKNpnl6UnFxU8aL17U82hmFBtLcjlt2/akOEthyhQNlURyOaWkMEuW2InF9OGHNH58a0GWhwfNmkUHDlBCAs2caZLQ9ZWbSzIZBQa2/hgYSG+9RV99RfX1xOfTvHma95JK6d13afduamzU8FoB2CBUQwC0Ty6Xz5w5c82aNfPnz5fL5V988YWOO/r4+Hz77beHDx9+7733Tp48KRAIbt68+d5772nZhc1e3bp1i4gSEhKmTp2qaGfHG9bV1UmlUg8Pj3afna3zUp+sKisri4h0GdwnFAoddNPuoQwSD4AJtJW0QjILAICD1DtnjnTX7LpB0dGqySwicnWl9HRydiYi+vRT/Z+CLdxnC3wsV3Exk5VF/fqR7tNI8Xg0ebLdsWNERHI57dv35KHly4mI1q0judzgkRrSN98Q0VM1Vrt3U48eRETLltHNm5r3Egho1y4aOZLKypDMAiBCPgtAF3Pnzl2yZEnv3r3nzJnD4/G+/PJLuc4fklVVVevWrXN1de3Tp09ycvK+ffu0Vzw999xzRHTnzp0vvvhi4cKFivbu3buz4w137NixbNmydp9XLpfn5uZqnKyqqKjILJNncSoegI7CylkAAByk49SHpldXR0QUEqI5uebgQG++SUSUn695d6mUMjMpI4NycxndauV11dzceuTaWtWHiouZjIz2J3JqbqasLMrIIJGIqqs7G8+6dXZENH9+h3cMDGxNAClnfzw9acQIunuXEhI6GxhLJqPcXMbgFyI7m3i8p0rzHBzo2DGGiFpaaNIkbfuuWEFPr4Vu9GgBOAvjDQHa8fbbb0+cOHHgwIFE1KNHj7CwsPT09LS0NJVBcxpt2LDh008//eqrr3r37r1u3bpdu3ZNnz5969att27d4rexqo2zszMRPXjwoKqqap5StbGnp2dtbW1JSclLL73UVWVBF00KCwtlMpl6kqi+vr62tjY0NFSXyari4uKuXr3a7mZElJCQ0NYZGTAeABPQciOkWPEQAABAO4GAzUnZTZumeYP336dx4+jvf1dtv3mTVq2ikycVFUZ2fD7NmEEffUSK6S7GjCGRqPX/aWnEfnCNHk05Oa2NBw/SwYMkENDjx5SdTUFB5OBADx/SypX02WdP1g0cMYKOHycXF0pLo4UL6d499hPQzs2NEhIoOFg1towMWruWvv/+qUZXV/rf/22d2/7uXfLxocZG8vKi69dJ+ctdfj4zcqQdES1eTJ9/3tpYW0s5OcTjUXurHGnm4UF377ZOp6UQFUUFBbRvH82e3dqSm8scO9Z+lnPJEvL2fvKjWEyrV9OhQySTtb4s7IXYvJmcnPSJVqGujqqqyM+PVNaXGj7cbvly2r6dLl6kDRtozRrNuwcG0pYtqo3GixaAy5DPAtDmgw8+CAoKClb6PF+6dGl6evpnn32mSz5rxowZc+bMcXV1zczM/O233xwdHc+ePVtYWKgl9fPKK68Q0ebNm9lReArsOMSdO3empKToEnlhYSERBQUFqbTn5eURkY6TVY0dO7Zv377tbiYUCrUnswwVD4CxtftXfaS0AAC4o61Omwt99ZQpdOgQJSeTiwutWEHqq9H16NFaXqSspIR5/XW7pibi8WjECPrrX+n+fSoqogMHKC2NiovJ05OIyNGRXF3p4UOSSEgoJLb2/fnnVRtVZjcdO5YyM8nFhf75T7p1i6qrqaCAIiNpwQImJsZOIKCQEPr1VyotpXv3aNw4unGD3N2f7P7pp8SOEHB1pSFD6Jln6NdfKTub6upoyRL6/Xd6/33q0YP27GGmTLG7cYPWraMNG1r3ffiQpk61I6L+/Sku7skxjx4lIho2jNTK99snl7fOIKYy70VYGC1YQN9/TzdutM6r9cMPdgcPtn/A8eOf5LNu36Zhw+jePSIiPz/q3p0ePqTsbDpwgLKyqLT0yQWdNMlOezmVum+/JaInk2cp27yZMjOpqorWr6fQUGbAAA2/4Xx+66+BglGjBeA0BsCKGPAX+9dff501a1Z0dLT6Q66urkT0ww8/6H601NTU4OBgXbZMSkoiorVr16q0T5kyhYhycnJ0fMYRI0YQ0X/+8x+V9hkzZhDRuXPndDyOoXAtHgB1Gj8i8dEJAMBZXL7HuXOHcXZmiBgihsdjhgxhVqxgvv6a+eOPNnf55ZfWXdzdGeWvmWVlchcXhojx8GD+/PNJe1QUQ8RERDx1kNBQhoiZNetJy3fftYZBxHz00ZMjLF/e2sjnM1FRzKNHre05OXIejyFiPvzwyUFu3WLYxlmznorh/n2md2+GiHFxedI4ZUrrWV+71toyfjxDxHTtyty69VS0gwYxRMyyZRpeDQcHhoiJiWnz5dq2rTX+zz5TfYh9uXbsePIKxMS0/+/q1dbt//yT8fZmiBhXV+bKlSeH/de/mJdfZoiYIUPajEoX7IUrLZVrfPTaNUYgaL3cv//e/tGMHa3pceddDNyH3xKwKgbp/vLy8kaOHMkWHAmFws+UPiQLCgq8//uHG6FQGBYWVlpaqssxf//99+vXr+uy5dmzZ11dXX9X+/iaM2dOeHh4u7vfuXMnPDzc19eXDXLEiBFvvPEGwzB//vlnREQEm1QiIh8fn/Dw8D+0fKUyEK7FA9AWLfdC3LxTAgCwcVqSWRzpqO/cYfz8nuSSFLktPz9m82bmwQPV7devb80u/d//qT5UWipnd9+790ljR/NZKl8kHz1qTVH16KGaZWMPMn78kxY2edStm4YMy5EjrbEpDvLrr0yPHgwR4+PDMAxz6FDrBklJT2Vw/vyzNYDkZA2ZHTafFR3NPHr01L8rV5jU1NaUGRHj5vYkE6cQEcEQMVFR6kfVSVJSa8AXL6oGdv166/N+952eB//zT8bBgXFy0raNIlW3cKGZozUL7ryFgfvwWwJWxQq6v59++qmsrEy9/erVqz/99JPp4wGwBe3eBXHzTgkAwJap98nc7KUvXpQvW9ZaQaP8TyBgPv74qS19fBgi5o03NB9nxAiGiAkJedLS0XzW6dOqx7S3Z4iYGTNU29lsUVjYk5Y//2Ru3dKQMWEY5ptvWo+vnFcqKmpNsixe3JqZUg6Jde2atmwLu5f2f926MWVlGkKaNYshYnr31nBYXbDVZH5+mh9la8rUT0dHBQVyXXJtikzo+fOay7gUjBqtWXDtLQxchvmzALjFzc3Nzc1Nvd3Hx8f0wQDYAvXpVxhNN0Ual9BS3xIAAExA48xZKn01R3rpAQPsBgwgImpqouxsEokoM5Pu3SOplFavpl9/pa1bW7esqiIieu01zccZOpQKCqi4WP9IunVjiJ563dj52tXnSmXblVfz5vHI3Z3c3Vt3l0qpuppqapiyMrunZ3xtNXy43cqVtHkz7dxJRNS7N+3erbqNYl3CPn06diI8Hnl6UlgYLVtGrq4afhPYAyqve9ghublERHw+paVpeJSdlUx9dUgdZWfbEVF4uOq1UJGURL17k4cH+fi0M7OnUaMF4DjkswAAwHbpksxStCOlBQDATRbRFXftSuPHE7ueUHo6zZ9PdXW0bRvNmEFeXiSRtOaPXnhB8+6engyRXUuL/gG88ormzMhzz+l6hMOHmZMn7QoLqbmZbdCWatm4kU6fppoaIqLPP1ddy4+IJJLWnI6WyeCjo+nLL59q4fFIKCTty2I//zxDZCeRtP6YmUlffKFte9bq1a3zrzc1ERHl5VFeXpsbs8lHPWRmEhG99lo7Wap//5txdLTLzFSd7V6dUaMF4DjkswAAwEbpnsxSPIqUFgCA2WlZi5YjJVqXLjH379u98AIzfLjmUMPDycOD/vEPIqK0NHr/fVNEpbLcYYe0tFBICBUVtZ6OgwMNH04vvUQjRjByOU2ZouE0L1xgampa2+PiNC/n1y4+v/2Ejjo226XIef3735prl1TMmdMaLZtYHDKEPDza3LhLlw5HRURNTXTxIvXrR05O2ja7cYNmzrRjF6PUKCWFmTTJ6NECcB/yWQAAYIs6msxSbIOUFgAAp2jvgc3SRX/8sV1aGg0ZYldS0uY2vXtTt27U2Ng6FoytOZLL6ZdfNG9/7ZodEdnbGyPe9q1cSUVFRERr19LbbyvnWewyMjRs39xMU6faEVH//vT995SZSXv20DvvPLWNvX3r5+mjR+3kdzrq4UM7oicVYSNHahjtqI5NLxKRgwM1N9OQIRQXZ8ioiEgkYojsXn9d2zZiMYWEUGIi07t3m3nbrVvtJk1q/b/xogXgPuSzAADA5uiXzFJsiZQWAIC5qPTAOs54aGL/+AelpVFpKdXUkKen5m3kcmIHxL30UmuLjw9VVNC5czR7tobtL18mIho+3Ajh6iAhgYgoKorWrVN96N49DdsvXkw//khdu1J6Om3fTp99RsuXU1DQU69Gr16t/7lyRc/qrbZcu/bU8Xv3pt69O7C7vz+JRFRaqvlRkYiamhgPD2IHJ3ZIWpodEQUHtzl5VnMzhYTQpk2Mv3+bB790iXnppSePGi9aAO7TOvIYAADA6nQmmaVle7PfPgGw9uzZM2bMmDFjxhQWFpo7FiNSnGaJlgIYACIyR/88fXrrYLfoaBKLNW+zbl1rPisiorUlMpKIKC1Nw+zd5eVMQQERUWioEcLVATthlvpEV3I57d/f+v8//mj9T1oaHTpERPTpp+TmRh9/TC+/TBIJRUU9Nce8l1frq/Sf/xj4D0INDUQdn2ZeISyMiKi0lHJzVQO7e5fGjaPoaLukJH1+qXJzSSiktnJVcjlNmEBvvkmTJ2s7+JEjdsoXwnjRAnAf6rMAAMCGdD6ZpdgLVVqg0YULF37++Wf1doFAEBAQYG/8wULV1dVvvfVWREQEn9/m1zyzB9n5AObNmzdnzpx9+/Y9ePDACAECR7VbnKVoN+/fGDw86H//lzZvpu+/p3/8g5YsofBw8vYmIpLLKTeX9uxpndEpOrq1nYgWLaLdu0ksplGjKCuLvLxa28vLmfBwOyJyd6c5c9p5anaSrMuXqamJhMJOzZmlzNOTamro3Dl6+PBJVqupiWbMoIqK1h+vXmUCAuzq61vry4KDaeZMIiJ7ezp8mBkxwq6igtasoY0bW7fn8WjIEDp/ngoKnoyeMwh2aKSfn567z5pFn3xCP/5IkybZpaQwo0a1/i7V1dGECSSTkb09LVvW4cNWVJBYTG+80eZk9nPnUo8e7UymlpZGO3fS5s1GjxbAIqA+CwAAbIWhklla9kWVFkil0sbGxsWLF0dGRt67d08ikUgkksbGxlOnTjk6Oq5Zs8YEMQgEAoFAwGt7ATCzB9n5APh8vkAg0JKzA1Bm+s550yaaP5+ISCym1aupTx/6n/+hv/yF/ud/KCioNZkVHEzx8U92cXSktDTGwYHu3qV//IMCA2nqVPL3p0GD7OrrydmZMjI0rBKogh3QV1FBzz9Pf/kLSaWGOZ316xki+vFHeuUVmjaN3n6b3nyTXFzozBlasKB1m8ZGOyKaNo0aGqhr19Yhiix/fzv21fj4YyopefLpGRxMRHThgmGCZNXUtNZnvfaankcQCCgjg5ydSSym0aPtBg+mqVNp3Djq2ZMuXiQiSk6mHj06fNjvviOiNkdWbthAWVk0aRJlZ6v+E4koI4P27aPXXmst4nvppSevoZGiBbAMDIAVwS82ALTFSJ+A+GwFjYRCYb9+/VQa9+7dS0Tbt2836lMvWLAgNTVVly3NGKShAti9e7eOJwtWoKM9LRd65rw8eWgow+czRE/98/ZmDh7UvMu//81ERDA83pON+Xxm/nzm559Vt4yKYoiYiIinGn/5hQkOfrJvQYH8u+9a//+f/6gewcGBIWIOHFBtj4lhiJjQ0KcaDx2SOzs/dRa+vsx33zEMw/j6MkTMjBnMzp2tD6kf89Ejxt2dIWLc3ZlHj1ob//Wv1u3v39ccW0yM5ldJix07GCJm0KAO76ji55+Zt95SvXbDhjGlpXL9DjhyJEPE3Lmj4aFz51R/Q7T/+/Zbo0drRvg2BbrDH7UAAMD6GbYyS+U4GHgIKi5duiSRSAICAlTa3d3diSg/P//dd981Q1hPM3uQZg8AbI1ZeuaAALuAAJLLqbKSfvqJZDISCsnXV9tyfr16UWoqyWSUm8sOFmOGD7fTWImYkkIpKaqNjo507hxJpXTpEjNggJ1AYEdEbZ33o0ea2xMTKTFRtXH6dLvp0+nSJebBAzsejwYNejLwsLz8yWaLFmk+poMD3bql2ujhQaNHU04OHTtGKu/4tmJr1/HjREQLFrQ557qOXFzo8GFKSKDCQqalRfmU9TzskiW0ZInmUqng4DavkY4MHi2ARUA+CwAArJzxklmKoyGlBcrOnz9PRCNHjlRp/+WXX4iII0PkzB6k2QMAy6LjzFkq23BkDDiPR/36Ub9+HdiFz28di6dfPkIgoKFDjXLuBl8mb80aJifH7vBh1XyWfqqrqayMevSgqVMNEyePRwEBhjlUeLhBDqONAaMFsAiYPwsAAKyZsZNZWo7JkfsoML38/HwejxeoNktKUlISEUVFRZkjKFVmD9LsAYAFMVR3im6Zg/z97fz8qKpKw/J8evjsMyKiNWvanHMdAKwJ3ugAAGC1TJPM0nJk3DvZILlcnpmZ2a9fP5VF+rKzszMzM5ctWzbJsOt46cXsQZo9ALBouvfkqJO1CLt3ExGtWtXZT8zbt+ngQfLxaV1gEQCsHmq5AQDAOpkymaU4PgYeAjstVPfu3QsLC9mW5ubmnJwckUiUnJysPU2zYcOGK1eu6PIsx48fFwgEZgnSIMweAFiQTv5hQKVnRp/MQT4+tGIFbdtG6emdGpS3ciURUVKSoeICAK5DPgsAAKyQ6ZNZimdBSsvGFRUVEVHPnj1ramrYFqFQGB0dHRcX1+6+K1askMlkujxLZ5JZugRZU1Nz4MCBvn37Tp06tTNPpHcA1dXVx44da2houHXr1ptvvjlz5kxjhAGWCN2pVdq8mZqa6Px5/fNZdXUkl9PBg4y3NyqjAWwF8lkAAGBtzJXMUjwXUlq2rLi4mIhWrVrl5ubW0X2FQqERItJAe5BZWVmNjY2VlZV9+vQxSwAymeyrr77aunUrEYnF4p49e77wwgsRERFGCga4zCCjtlGixX08Hu3b16kjuLqyqz0imQVgQzB/FgAAWBXzJrO0PCPm0rIF7LRQ7u7ueiSzTKbdIIODgydOnKgys5UpA8jPz9+2bVtWVhYROTs7BwcHJ2EEERARirMAAEAJ6rMAAMB6cCGZpXheVGnZoPLycolE4u/vr9/ucXFxV69e1WXLhIQEPl/Pb3GdDLLz2g3A399/9erVffv2ZX+UyWTPPfecqaIDDjHgnwFQogUAYH2QzwIAACvBnWSW4tmR0rI158+fJ6KQkBD9dh87dqwiiaOFUCjUO5lFnQ6y89oNQCAQbNy4kf1/fX19VlZWXl6eiYIDDkPnCQAAypDPAgAAa8C1ZJYiBqS0bEp2djYRDRs2TL/dPT09PT09DRqRBp0M0sQBxMbGbtmyZfjw4UYOCjjH4GO0UaIFAGBlkM8CAACLx81kFgspLVvQ3Nw8ZcoUsVhcWlpKRDExMU5OTqmpqeaO6ylmD1KPADZu3BgcHIzFDYGM06ujKwYAsGjIZwEAgGXjcjKLhZSW1XNwcDh79qy5o2iH2YPsaABHjx7t379/aGgoERUWFppxwi8wPZU+01C9pcbeGAAALBTWNwQAAAvG/WQWCyseAnSISCS6du2aQCDIzs7Oyspi1zoEMDj0wwAAlgv1WQAAYKksJZnFQpUWWIrExMTc3Nz8/Pyampri4uKFCxf6+PiYMoAbN25MmDBBIpFs27aNbUlOTjZlAGBeRirOUhwNOSwAAOuAfBYAAFgky0pmsZDSAoswbdq0adOmmTEALy+v33//3YwBgE1BJwwAYKEw3hAAACyPJSazWBh4CCbw2WefTZs27cKFC+YOxIgSExOnTZt25MgRcwcCBmbU4izjHRMAAEwPf44Aq6L4DoRfbAArZrnJLAWNCSyLOwvgppqamjt37hBRnz59XFxczB2OsShOs2/fvs7OzuYOBwzGBPks9Wcx3hMBQEfhhg50h3wWWBV0fwBWz2puQpDSAgBQYZpklumfCwB0hxs60B3GGwIAgMWwmmQWYeAhAMDTzNsBovsFALA4yGcBAIBlsKZkFgspLQCAthi7h7f0TxAAAEA+CwAALID1JbNYSGkBAJCZ+j2VHhh9LwCAZUE+CwAAuM5ak1kspLQAAFRYUycPAABGgnwWAABwmnUns1hIaQGALTNjd4cSLQAAy4V8FgAAcJctJLNYSGkBALCstZ8HAADDQj4LAAA4ynaSWSyktMCaSCSSTz75RO/dDx8+LBaLDRgPcJbZezmUaAEAWCg76743AFuj+AqCX2wAS2drySwFjbdSNnLu1qS2tnbXrl0//fQTj8fr06fPsmXLfv755/Ly8smTJ+t3wC+++KKuru73339fvny5s7OzYaM1OLlcPnny5E2bNvXq1UvloQsXLvz888/quwgEgoCAAHt7e/bHhw8fTp069ejRo46OjkYPt+PhNTQ0FBUVKW/g6enZu3dvxY/V1dU1NTWKHyMiIowTrzVQ6fTM0t1xIQYAYOGGDnSH+iwAAOAcm01mEaq0rMLhw4enT58+Z86c06dPnzx50t/fPyYmJjg4uGvXrvod8Isvvjh06NDEiRO/+uqrTZs2KT8klUoNEbKBrVy5MiwsTD2ZRURSqbSxsXHx4sWRkZH37t2TSCQSiaSxsfHUqVOOjo5r1qxhN3N0dFy/fv306dNNGrfO4Uml0qampkOHDkVGRs6fP7+urk4gECgfp7GxcdOmTVFRURkZGRKJxMRnYUE40rmhRAsAwBKhPgusCtL5AFbAlpNZCqjSslwikWjhwoWVlZUODg6Kxl27di1ZsuTx48d8Pl+PY/bs2XPq1KkBAQETJkxITU0NDAxk25uamlxdXQ8ePDhp0iTDRG8I1dXVU6ZMuXLlipZtnn32WS8vL5Vt9u3bt2DBgu3bt7/77rtsy9SpU8ePHz9+/HgjhtuJ8B4+fPjiiy/y+fxHjx6pXFmpVBocHLx7925vb2/TxW2BuFMYhY8eAI7ADR3oTp8vVQAAAEaCOwoWwzDqL4WdHf4KZQFiY2Pfffdd5WQWEfn5+Q0ZMkS/ZFZNTc3du3cHDhwYHBz86NEj5Yeys7NbWlr69evXqYgNbcOGDYsWLdKywaVLlyQSSUBAgEq7u7s7EeXn5ysSRkuWLJk1a5aJ81m6h+fo6BgaGpqenn7ixAmVkaSzZ8/evn07klnacSeZRW30ugZ06dIldgByeHi4xg1KSkoePHhARL6+vm5ubuob3L179/Lly0QUEhIiFAozMjJkMpn6Znw+XyAQDB48WO+CUAAAS4F8FgAAcAWSWcqQ0rJElZWVtbW1rq6uKu08Hm/YsGH6HfP7778nIl9fX/WH8vLyXFxcvLy89DuyMYjF4tTU1MOHD2vZ5vz580Q0cuRIlfZffvmFiJSzfgMGDGhpaSkpKRk6dKjhY+10eEQ0Y8aM9PT0I0eOKOezVq1aNXny5AEDBhg/WDAiw/a358+fX7JkCRHdunWLzY0qk8vlQUFBLS0tRLR48eLPP/9c/QibNm3av3+/vb39b7/9RkTR0dHNzc1antHHx2f16tUTJ0401CkAAHAN5s8CAABOQDJLHebSsjhsymPv3r1yuVy53cnJacGCBerb19TUiESimzdvajlmWVmZUCjUWK9RXFw8atQolcaSkpLa2lr2/3K5PD8/Pzc3VxGPTCbLzMwsLy9v6+nYDSorKzU+2tzcnJmZeffuXfbHGzduFBcXK2/w7bffDhkyRCgUajmj/Px8Ho+nGDWpkJSURERRUVHKjUOGDElNTdVyNIPrUHjh4eFdu3bNysqqr69nWxISEtzd3UNCQkwTreXiVHGWCWIYPXo0+5/S0lL1RwsLC9lkFhGJRCKNR2Dfa2PHjlVu5PF4AjXsQ5WVlVFRUSoz7gEAWBPkswAAwPyQzGoLUlqWZfjw4S4uLjk5OR4eHm+//faZM2eampqIyM3NTaUi48KFCwEBAV9//TURbdq0adq0aepH++STTyZNmnT8+HEnJ6dJkyZNmjSJXTIvPT190qRJY8eOraiouHPnzqRJk+bOncvuEhcXd+fOnaioqMTExOzs7JUrVzY2NpaXl3t4eNTX1yckJGzbtk0mk8XHx48ZM0b9GQ8fPjx8+PCWlpaCgoItW7b4+/tfuHBB8Wh6evpHH30kk8nmz5//xRdfxMXFFRQU5ObmDh48WLFNVlaWh4eHlpdILpdnZmb269dPsVYgKzs7OzMzc9myZSpzgQUGBl68eFHLAQ2ro+HxeLyoqCi5XH706FF2s+vXr8+bN89kAYNRGbCz9fb2Zlcmzc7OVn80KyuL/lsVWFtbq0gZKzQ3N1dVVZFa5eCUKVMeq/nzzz+TkpLYp/vwww9v3LhhqLMAAOAWBsCK4BcbwBLhs6ld+AS3IN999123bt0Ul4nP52/fvl1lm7Nnz3bt2vXKlSuKFg8Pj23btmk8YNeuXefPn6/efvr0aSL64YcfFC1//PHH4sWLGYZ544033N3dd+7cqXiIz+cHBwd/88037I/Xr18notLSUuUDfvbZZ4ThCZsAACAASURBVK6urg8ePGB/jImJIaKrV6+yP/7www9r165VxG9vb79jxw6GYVxcXOzt7RUHGTly5N69e9t8dRimrKyMiMLCwgr+65tvvlm2bJmXl1dycrL69l9//bVAINBywPXr10fo5vHjx1qOo194DMMUFRURkbe397Vr19566612nwIYtT7N3OE8xXixscV93t7e6g/179+fiJKTk9l08P79+1U2YN/vRHTnzh22hZ2kLyYmpq2n++6779hd2G4BwFJws2cAbsL8WQAAYE6ozNIFg7m0LEdgYKBYLM7IyPjuu++ys7NramqWL18+bNgwRRHTzZs3o6KiPvzwQ+V53L29vVNSUt577z2Voz18+LCpqWnEiBHqT5SXl+fk5KQ8eVZGRkZQUBARXb582cPDQzEpu1QqlclkvXv3Dg0NZVvu379PRIrxTURUXV29bNmynTt3sjUdRPT88887ODj4+PiwP+7atSsuLo79/4MHD1paWqZPn05E8fHxL774ouI4ly9fVhSLacRmf3r27MnWmhGRUCiMjo5WHFyFUChk429rNv0VK1ZonBVbnWIclgHDI6Lhw4e7u7tXVVWtXbuWHZMI1sSAPW1oaOjx48erq6slEonymNz6+np2mrzRo0cXFRXV1tZmZmaqVPnl5eURkYeHR48ePXR8usDAwB49ety9e1f7iGYAAMuFfBYAAJgNklm6Q0rLgvD5fLYgiIi2bNmycuXK06dPK/JZH3zwgUwmW7x4sfIu9+7du337tvqh2LnJNc74XlhYqDLH04gRIxwdHevq6n788UflSXPY8U3KEz/98MMPPB7P399f0bJhwwYejzdr1ixFS3FxsfIkUBs3blTcgWdnZ3t7ezs6OhJRWFiYcgxSqVT75FnsHECrVq3SOCOYOjaNpTIfmTLtT9dRHQ2P9c9//vP27du7d+82bDDWioMzZynT2NkaBDuFllwuz87OVn7j5OTkEJGPj4+zs3NQUNDevXszMzPlcjmP92RmmJKSEiLq6LxsHh4ed+/elUqlhjkBAACOwfxZAABgHkhmdZTG1wdzaXGHxiXJVqxYwePxFMuQyeXykydPBgYGsmOFWDKZ7MqVKxqLsKqqqvh8vqJISqGpqamyslJlJh02wVRQUEBEfn5+ivbi4mKhUKg8y9Xp06eDg4MVFU8ymez06dMjRoxQpGNaWloqKysDAgJUDs7Kz88fPny4xheBx+NpyT2xs1O5u7vrni3SsfbKIPQIj1VUVOTp6am+riWos8Quy1Axu7m5scMJ2TJAhfT0dPpvriosLIzH40kkktzcXMUGUqm0oqKClCaV14VcLmfnnlfubQAArAnqswAAwAyQzNIPqrS4rLCwMDY2VqWRTe689tpr7I+//vqrTCbr1auX8jZnzpyRyWQqy5axLl++7OPjo1ymwWJLrhQpsNu3byvmm1fPyKhUWtXV1RUVFe3du1exY0VFhUwmGzhwoGKbrKwsuVzOHv/evXvKR6upqamvr2cHNrInWF9fr0jl/O1vf1MexqiivLxcIpEo14W1SyqVsiu4tbVBXFzc1atXdTlUQkJCW4MW9Q6PiGpqasRisWIsJ3QIN/su45VojRw5sra29vLly8qN3377LRGx7yk+nz9ixIi8vLxz584pCjDZci0+n69SDqldXFycRCIhoo7+SgMAWArkswAAwNSQzOoMpLS4qaKiora2Vr09MTHR3d09PDyc/fG5557j8Xje3t7K2+zYsaN///7sdFQqLl++rLESKicnRzF5VkVFRVFRkWK2rMLCQuXbV5lMdv78+S1btihaUlJSeDzelClTiOjjjz/+8ssvX3jhBSJSjqqgoMDBwcHb27u8vLy2tnby5MlxcXFDhgwZOnQoO4+PojQsLS3NwcFBkc/q3bu3lsXU2OGTHRoz1dTUpL3uaezYsX379m33OEKhUHsyS7/w6L9DFDu6l22yoOIslZ7WUH1sSEjIgQMHCgoKFMMJL1y40NTUJBQKR40axW7z+uuv5+XlZWVlffLJJ2wL+5vp5+en/jssk8kU5Z+s2traW7dunTp1ip3Nzc3NTXkcMQCANUE+CwAATArJrM5DSouDioqKKisrMzIylAsoamtr161bx+aP2BaBQMCunff222+zLVu2bPn555/Z+1UVUqn0xx9/XLp0qfpDDQ0Nw4YNIyK5XL5jx47Dhw+z7eqTZ7GVVuzGrJKSkvDwcAcHhzNnzkyePJmIevXq5enpWVdXx25w4cKFI0eOsIMNMzMz33nnHZFItHz58gULFgwdOvTkyZN8Pp8dftjc3Jyenq54diLq27cvu3iiRmxZmXIw7aqurm5rbCPL09PT09NT9wNqoUd49N/iGuUBnqAjG+yygoODeTyeTCYrLy9nhwBnZmYSUUhIiKKXYJPFlZWVdXV1bDKX7R+Cg4PVD5icnJycnNzW03Xr1u3MmTMYbwgA1grzZwEAgOkgmWUomEuLawoLC5OTkw8ePDh9+vQTJ05kZGRs3LjxzTffTElJGTp0qPKW8fHx9+/f37Bhw5kzZ6ZPn3779u0rV65onLCpsLCQiDQWH82dO/fmzZtnzpyZO3fuRx99pLgTLisr4/F4yrmVS5cuOTk5KU+eNWXKlLq6uvj4+IqKCsUMWUeOHElMTDxx4sTGjRuLiorS0tJqa2uPHj0qkUicnJw8PT29vLx8fX2XLl26ZcuWqKiopUuXHjt2bMmSJYoSElZgYCA7ZY+y5ubmcePGDR06lL11j4mJiYyM1PGFLSsrU5n23uD0C08qlUZGRg4fPvzUqVNEFB0dPWHCBKPGaeksroNS6WYNEr+Dg4Ovry8RlZWVsS1ZWVn0dK5qwIABTk5O9N954mUyGfue0v2NwOPxvLy8li9fXl1drTyOGADAyuBvuWBVFF818IsNwEFIZhmcxvsrvKpmceHCBTZnVFVVVVFRIZVK//a3vwUGBqpPfcW6ffv27du3hw4dqmUQ3J49e1asWPHo0SONB3n48OEPP/wwePBg5Uflcnltba1yvVJTU9Ovv/7ao0cP5X3v3r3722+/qSybKJPJiouL+/fv37VrV/b4//rXvxQ3wzKZrKSkZPDgwexUVjU1NRKJRH2ieiJ66aWX0tPTNT7UUS0tLU5OTvfv31eejR4sFMeXNdTIGDGvWrVq8+bNb7zxxsmTJ5uamp5//nki+r//+z/lt+2kSZOOHz8eHR197NgxkUg0ZsyYbt26PXz4UPk4Xbp0aW5ujo6O/vLLL5XbeTyeUChsq+cB4D7c0IHukM8Cq4LuD4CzkMwyEqS0rE9NTU1eXt68efMmT55sb28fHx9v7og65tNPP71z586nn37a+UPt2rWrurp63759nT8UmJflfgQYPKWVnZ0dFBTE5qdSUlKio6NffvnlmzdvKm9z7NixKVOmuLm5/fTTTx988MHHH38cFRWVkpKivA2bz4qJiUlMTOxkSACcghs60B3mzwIAAKOz3DsZ7sNcWtYnKiqqsrIyJiYmPz8/NzfX3OF0WGxsbN++fVVWRdSDVCqNj49nxwCClbHlDmrUqFF8Pr+xsfH27dvsYEPF+qcKo0ePJqJ79+6JxeKLFy8SUYdWNgQAsBGoRAUAAONCMsvYMJeWlfH19Z0/f/7atWsXLlyoMiTQIvB4vKSkpMWLF3fyOCtXrly9erX2xQ3BIljiSEMFg8+ixePx2KUMy8rK2Imx1PNZLi4u/fr1I6KioiI2qc1muAAAQBnyWQAAYERIZpkGUlrW5Msvv4yKipoyZcqqVavMHYuefHx85s2bt27dOr2PcOzYsV69ek2cONFwQQEYRue7VnZmd5FIdOPGDT6fHxoaqr4NO0N8cnKyTCbz8fFBYhcAQB3GGwIAgLEgmWVKGHhoTfz9/c0dQmcFBwd7eHjovbufn5/KHPZgoSy6OIulsXftjBEjRhBRUlISEfn5+bFrLKgICgratm1bWloaESnWITUsuVwul8u1LEkhk8mISMsGAADmhfosAAAwCiSzTA9VWsApvXr10ntfJLOAyzrZrw4cONDBwYHNFrF1WOrYabbYbV5//fXOPF1bxo4dGxISot5eX18/e/bsZ5999plnnnnmmWd69eoVFxdnjAAAADoJ+SwAADA8JLPMBSktAOAOKyjOYhk88jFjxrD/0ZhRIiIej8eOQ+Tz+W3lvDpj6dKlIpFIvV0sFr/66qsHDx4cNWrU3r17165d+8wzzyxfvnzmzJkGjwEAoJMwDAGsCpZ3BeACJLPMTmMCC1cBAEzMavJZZEUfbU1NTTNmzDhz5gwRjR49Ojs7W/nRRYsW7d69e/369WvWrGFbmpubhwwZUlVVVVpaOnjwYDNEDDYGN3SgO9RnAQCAIVnNN36LhiotADA7a0pmkeXHzzpx4oSnp+eZM2diYmI0bnD69GmBQPDBBx8oWhwcHJYuXUpEmZmZJooSAEA3mN4PAAAMBsks7sD08AAARmWJPWpycrK9vf3Zs2fDw8OPHDmivsH+/ftbWlp4vKeKHtgp4aVSqYmiBADQDfJZAABgGEhmcQ1SWgBgLlZWnMUy+EKHprd69er+/furpKuUhYeHqzcmJiaSVay7CgBWBuMNAQDAAJDM4iYMPAQA07OdTsbiznTAgAFaklkaJSQk5OTk+Pj4tDV1PQCAuSCfBQAAnYVkFpchpQUA5mVNnwjWdC66SE9PnzdvXrdu3VJTU80dCwCAKuSzAACgU5DM4j6ktEC7PXv2jBkzZsyYMYWFheaOxVIpXsOSkhJzx2JmVt+3qPSoVny+8fHx48aNe/7558+dO9erVy9zhwMAoArzZwEAgP6QzLIUmEvLZC5cuPDzzz+rtwsEgoCAAHt7e/bHhoaGoqIi5Q08PT179+6t+LG6urqmpkbxY0REhHHibX2ut956KyIigp31WSNdzotTJ2XigOfNmzdnzpx9+/Y9ePDAANFbEXQyFio2Nnbnzp1ubm7Z2dleXl7mDgcAQAPUZwEAgJ6QzLIsqNIyDalU2tjYuHjx4sjIyHv37kkkEolE0tjYeOrUKUdHxzVr1ig2a2pqOnToUGRk5Pz58+vq6gQCgfJxGhsbN23aFBUVlZGRIZFIjB22QCAQCARaJtbR5bw4dVImDpjP5wsEAi0JQRthI12KdZdoyWSysWPH7ty509fX98qVK0hmAQBn4Q+zYFUU3yfwi22JLl269NNPP/F4PI1r6xBRSUkJ+3dvX19fNzc39Q3u3r17+fJlIgoJCREKhZmZmRKJ5K9//evgwYPbelKxWHz+/HkiGjRokKurq2HOxDYgmWWhNN534doZ3LPPPuvl5XXlyhXlxn379i1YsGD79u3vvvsu2/Lw4cMXX3yRz+c/evRIJRUilUqDg4N3797t7e1t7GjfeeedoKAgXaqldDkvjpyUWQLes2ePm5ubUevOOM4qlzXUyArO1M7ObvTo0dnZ2SrtY8aMEYlEYWFhJ0+eFAqFZokNbBlu6EB3qM8CAK44f/58ZGTkuHHjbt++rf6oXC4PCgqKjIyMjIzctm2bxiNs2rQpMjJyypQp7NevmTNnRkZGbt26VcuTXr16lT1mWVmZQc7CRiCZZblQpWUCly5dkkgkAQEBKu3u7u5ElJ+fr2hxdHQMDQ2VSCQnTpxQ2Xj27Nnbt283Wd5HFzqeF3dOyuICtnQ21ZNYa4nWxo0bRSJRaGjo119/jWQWAHAc8lkAwBWjR49m/1NaWqr+aGFhYUtLC/t/kUik8QjFxcVENHbsWOMECK2QzLJ0SGkZG1v1OXLkSJX2X375hYhUKoBmzJhBREeOHFFuXLVq1eTJkwcMGGDcQDtI9/PiyElZXMBWBh8NFqehoeGjjz5i/zNGzeeff27uAAEAnmLrg/wBgDu8vb2dnZ3FYnF2dvakSZNUHs3KyiKikSNH5uXl1dbW3r17t0ePHsobNDc3V1VVkaZbFzAgJLOsA6aHN6r8/HwejxcYGKjSnpSURERRUVHKjeHh4V27ds3Kyqqvr3dxcSGihIQEd3f3kJAQkwWsI93PiyMnZXEBWzQrGH/XUSodqRV0oUVFRVKplIg0Fq1jWgYA4BrUZwEAh4waNYra+BZ17tw5Ipo7d66HhwdpKtFiE15EFBoaatwobRiSWdYEVVpGIpfLMzMz+/Xrp1jKkJWdnZ2Zmbls2TKVfD2Px4uKipLL5UePHmU3u379+rx580watA46dF5cOCmLCxisgGV1oQzDqEyeFRERwbQtPj7eXKECAGiE+iwA4JDQ0NDjx49XV1dLJBLlWRvq6+u///57Iho9enRRUVFtbW1mZqbKnUZeXh4ReXh4qNRtgaEgmWV9UKVlDOycTd27dy8sLGRbmpubc3JyRCJRcnKyevEpEU2bNu3AgQOHDx9+7bXXjh49evjwYd2fbsOGDSqTnbfl+PHjKov3dUhHz6szJ2UQFhewRbPB4iyWxl4UAABMA/ksAOAQdgotuVyenZ0dFhamaM/JySEiHx8fZ2fnoKCgvXv3ZmZmyuVy5aXlS0pKiAhjQ4wEySxrhZSWwRUVFRFRz549a2pq2BahUBgdHR0XF9fWLsOHD3d3d6+qqlq7di07FE53K1askMlkumzZmWQWdfy82j2pmpqaAwcO9O3bd+rUqZ0JzDQBV1dXHzt2rKGh4datW2+++ebMmTONETNYAfSfAAAmg3wWAHCIm5ubh4dHbW1tUVGRcj4rPT2d/purCgsL4/F4EokkNzdXMSuKVCqtqKggpUnlwYCQzLJuSGkZFrswxapVq9zc3HTf65///Oft27d3797d0QXFTLYAmR7npeWksrKyGhsbKysr+/TpY+BA/8uAActksq+++opdLVcsFvfs2fOFF16IiIgweMwWymaLs1go0QIAMBfkswCAW0aOHFlbW3v58mXlxm+//ZaIgoKCiIjP548YMSIvL+/cuXOKfBZbrsXn85WzYKx79+6lpKS09XTsFPKgBZJZtgApLUNh52xyd3fvUDKLiIqKijw9PTk73bJ+56XlpIKDg4koOTnZYCE+zbAB5+fnb9u2bfTo0cHBwc7OzsHBwUlJSchnQVvQeQIAmAbyWQDALSEhIQcOHCgoKFAMJ7xw4UJTU5NQKGRniyei119/PS8vLysr65NPPmFb2EXZ/fz8lNdfZ128eDE6OtqEZ2BVkMyyHUhpGUR5eblEIvH39+/QXjU1NWKxWL+1LOLi4q5evarLlgkJCeo9pI70OK/OnFTnGTZgf3//1atX9+3bl/1RJpM999xzhgnU8tl4cRYLJVoAAGaBfBYAcEtwcDCPx5PJZOXl5YMHDyaizMxMIgoJCVHMljVy5EgiqqysrKurY/+Qzuaz2D/4qxAIBF26dGnr6R4/ftzc3GyE87AGSGbZGqS0Oo/tizo6kR87Mk6/6f/Gjh2ryLNoIRQK9U5mkV7n1ZmT6jzDBiwQCDZu3Mj+v76+Pisri12BBJDEaQt6TgAAE0A+CwC4xcHBwdfXt6ysrKysjM1nZWVl0dO5qgEDBjg5OTU0NOTk5EydOlUmk5WWlhKRYvihstDQ0NTU1LaeLjs7mx3GCCqQzLJNSGl1UnZ2NhENGzasQ3uxQ6r9/Pz0eEZPT09PT089duwQPc6rMyfVecYLODY2dsuWLcOHD+9MeNbKljsKlGgBAJger/1NAABMix1XyP6pvKmpic1VqUz0zqauRCIREWVlZcnl8m7dug0YMMAM4VojJLNsmcZrjfs07Zqbm8eNGzd06FC2njQmJiYyMrLdvaRSaWRk5PDhw0+dOkVE0dHREyZMMHqsHaHHeZn3pIwd8MaNG4ODg999913Dhm2h0C2oUOk88foAABgb6rMAgHNGjRq1efNm9q/rbMbq5ZdfVilACA8PP378eGFhIRGVlJQQ0WuvvWaOYK0QklmAKq2OcnBwOHv2bEf3EggEWqpHuUCP8zLvSRk14KNHj/bv35+dYKuwsLCjs6RZPfQPAABgYqjPAgDOGTVqFJ/Pb2xsvH37NjvYUD1XxZZr3bt3TywWX7x4kYjUVzYEPSCZBSxUaQEoE4lE165dEwgE2dnZWVlZ7GeTLUNvoBFKtAAATAn1WQDAOTweb9SoUVlZWWVlZexgQ/V8louLS79+/SoqKoqKinJzc0ltQCLoAcksUIYqLTCexMTE3Nzc/Pz8mpqa4uLihQsX+vj4mDuoNt24cWPChAkSiWTbtm1sS3JysnlD4hp0CwAAYHrIZwEAFwUGBmZlZYlEohs3bvD5fI0LqAcHB1dUVCQnJ8tkMh8fH3ahQ9AbklmgDiktMJJp06ZNmzbN3FHoysvL6/fffzd3FByCsiMtVLpNdJgAAMaD8YYAwEUjRowgoqSkJCLy8/MTCATq27DrEqalpRFRQECAkSKRyWQymazdzeRyuS6bcRaSWdAWDDy0EZ999tm0adMuXLhg7kAsVWJi4rRp044cOWLuQMwAnxcAAGAWqM8CAC4aOHCgg4NDc3MzEQUHB2vchp1mi80ivf7664YNoL6+fvXq1UlJSRKJhIhefvnld955R8uaVmPHjn38+DE7h73FQTILtEOVltWLjY29c+cOEb388svmjsVSDR48uHv37kTUt29fc8diXEhntwslWgAApoF8FgBw1JgxY44fP05EISEhGjfg8XihoaHp6el8Pr+tnJd+xGLxq6++WldXFxoaGhYWVl9fn5ycvHz58uvXryckJKhvv3TpUpFIZKETeCGZBbpASsu6eXp6qqwhCx1ls68hOgFdoLcEADAG9K1gVRS3W/jFhs5YtGjR7t27169fv2bNGralubl5yJAhVVVVpaWlgwcPVmzZ1NQ0Y8aMM2fOENHo0aMtrj4LySzoEI11GfidAbAdKp0A3v5a4LUC0A9u6EB3mD8LAEDV6dOnBQLBBx98oGhxcHBYunQpEWVmZioaT5w44enpeebMmZiYGDNE2WlIZkFHYS4tAAD9oKsEADA4jDcEAFC1f//+lpYWHu+pjD+fzyciqVSqaElOTra3tz979mx4eLjFzQGMZBboBwMPAWwWCo46RGNvCQAABoR8FgCAqvDwcPXGxMREIvL391e0rF69un///ippL4uAZBZ0BlJaAAB6QD8JAGBYlncbBgBgegkJCTk5OT4+PsqT0w8YMADJLLBNGHgIYGtQnKUHvEoAAEZleXdiAAAmlp6ePm/evG7duqWmppo7ls5CMgsMBSktAICOQicJAGBAyGcBAGgTHx8/bty4559//ty5c7169TJ3OJ2CZBYYFlJaADYCxVl6w2sFAGA8yGcBALQpNjZ2zpw5bm5uxcXFAwcONHc4nYJkFhgDUloAVg/vaMPC6wkAYCiYDx4AQAOZTBYZGZmRkeHr6/vNN984OzubO6JOQTILjAfTwwPYFLy1OwoLHQIAGAnqswAANBg3blxGRkZYWFhhYSGSWQDaoUoLwFrhjWwQKp0kXlUAAINAfRYAgKqNGzeKRKLQ0NCvv/7a3LF0FpJZYBqo0gKwBXhHW4GMjAyZTKbezufzBQLB4MGDu3btavqobFZHL0d+fn5jYyMRDRkyxMXFRcuR6+vrS0tLiah79+6WPmkGQFvwRROsiuJuCr/YoLeGhobu3btLpdJBgwY5OTmpPBocHBwbG6u+l52d3ejRo7Ozs00So66QzAIT01h0gN86AAuFDxHD4si0+l26dGlubtaygY+Pz+rVqydOnGiykGxZRy/H0aNHY2JiiCg0NPSbb77RsuOYMWNEIhGPxzt//vzgwYMNGLOx4YYOdIf6LACApxQVFUmlUiIqKytTf9TV1dXkEekJ9yFgeqjSArBieCNbEx6Px+er3gmy338qKyujoqJqa2tXrVpljtBske6XY+rUqadPn05LSxOJREePHp06darGAyYmJopEIiJavXq1ZSWzADoEXzHBqiCdD8BCMgvMCFVaAFYAnyPGwIUSLbYgKCYmJjExUeUhuVyekpKyZMkSsVjM4/GuX7/u5eVl+ghtih6XQywWv/LKKw0NDd26dbtx44b6qEOxWOzp6dnY2NivX7/Lly/zeBY2ZTZu6EB3FvbLDQAA7cJNCJgXpocHsD74HLEFPB5v8uTJx44dIyK5XL5v3z5zR2TT2roczs7Oe/fuJaLGxsaFCxeq7zh//vzGxkaBQHD8+HGLS2YBdAh+vwEArAqSWcAFSGkBWDS8W43EIhY6DAwM7NGjBxHdvHnT3LGA5ssxceLE8ePHE9GpU6fOnDmjvP2JEyfYlu3bt3t6epo2WABTQz4LAMB6IJkF3IGUFoDVwEeJ8XCzV/Tw8KD/zt8EZqfxcuzfv9/Z2ZmI5s+f//DhQ7axoaGBrdgaPXr0okWLTB4pgKlhPngAACuBZBZwjWVND5+ZmSmRSP76179qmTpXLBafP3+eiAYNGmRBq0NYFqxGb3ZcmOPJimnsGDlFLpez7ywHBwdzxwJtXg5nZ+fdu3dHRUWJxeL33nsvPj6eiGJjY8Vicbdu3b766ivzhAtgWqjPAgCwBkhmATdZUJXWzJkzIyMjt27dqmWbq1evRkZGRkZGalz/FAzip59+Yl/kmTNnat+SvWQTJkyQy+WmiQ3AGLjWJcbFxUkkEiLy9/c3dyyg7XJMnDjxjTfeIKKDBw9eunQpPz8/KSmJiPbt2+fm5mb6UAFMD/VZAAAWD8ks4DLLqtICs8Nq9OaF4iwT4EKJlkwma25uVm6pra29devWqVOn2JyIm5vbrFmzzBSdzdH7cuzfv7+goEAsFs+ZM4dNe0VFRU2aNMk0YQOYHb5NglXB8q5gg5DMAoug8eaNU7+r3bt3r6uri4iISE1NbWub7OzsoKAgIkpNTY2IiDBhdLbF6lej5zLks0zDjJ/dXbp0UUmdqOvWrdu5c+cwjNcEOn85zpw5M2HCBPb/rq6u165dc3JyMnCUpoUbOtAdPv4BACwYkllgKSxo4CGYHVajNxckzTFhhQAAIABJREFUs0yGm68tj8fz8vJavnx5dXU1kllmp+PlGD9+PDvqkIgOHz5s6cksgA7BeEMAAEuFZBZYFgw8BN1NnDjx+PHjZ86cYVejZ1emZ2E1erBKJu4Mo6Ojv/zyS+UWHo8nFAqRIDaLTl6O11577dSpU0QUEBBgjPAAOAsdFgCARUIyCywRqrRAd1iN3sRQnGVi5n2F+Xy+w9Ps7e2RzDIXXA4A/eBNAgBgeZDMAsuFlBboiF2NnojY1ejZRqxGbyR4D3IBrgIAQIdgvCEAgIVBMgssHZcHHt67dy8lJaWtR6uqqkwZDEycOPHkyZOnTp06ePDg/Pnzm5ubsRq9aXDhzWgLuLDQIQCA5UI+CwDAkiCZBdaBsymtixcvRkdHmzcGUIbV6E0AKRUzUukMudANAgBYCuSzAAAsBpJZYE24mdISCARdunRp69HHjx+3u7A6GJaTk9P+/fsnTJhQUVFBRK6urnv27DF3UFYOnyyghUwmIyI+H3eRFgwXEawG5s8CALAMSGaB9eHgXFqhoaH/aVtqaqoZY7NZWI3eqFCcZXYqPSE3r0h9ff3s2bOfffbZZ5555plnnunVq1dcXJy5g4KOwUUE64OkLACABUAyC6wVN6u0gGuwGr3J4K0H6sRi8auvvlpXVxcaGhoWFlZfX5+cnLx8+fLr168nJCSYOzrQCS4iWCXkswAAuA7JLLBuSGkBmAs3S4FskCln0Xr06FFHd9mwYUNdXd369evXrFnDtixfvnzIkCGHDh2aO3fu4MGDDR2jDdHjcqibPXv27NmztW+DiwhWCeMNAQA4DckssAUcHHgIYIPw+QIanT59WiAQfPDBB4oWBweHpUuXElFmZqb54oIOwEUEq4T6LAAA7kIyC2wHqrQATAwpY07h8kKH+/fvb2lp4fGeqoRgZxOXSqVmCgo6BhcRrBLyWQAAHIVkFtgapLQAzAhvNK7hTu8XHh6u3piYmEhE/v7+Jg8H9IGLCFYJ4w0BALgIySywTZY+8FAmk7HroIN54UK0S+VthY8YLrCgq5CQkJCTk+Pj4xMSEmLuWEBPuIhgBZDPAgDgHCSzwJZZYkoLi6BzBC4EWBludn3p6enz5s3r1q1bamqquWMBPeEignXAeEMAAG5BMgvAsgYeYhF0jsCF0B2KszhLY+/HKfHx8XPmzHFychKJRL169TJ3OKAPXESwGhz9agigH8U3APxig4VCMgtAQeNNHQffEYsWLdq9e7fyIujNzc1DhgypqqoqLS3FIugmgwuhO+SzuIzL3wRiY2N37tzp5uaWnZ3t5eVl7nBAH9y/iLihA91hvCEAAFdw+SssgOlZysBDLILOEbgQOkIyi+O4eUVkMtnYsWN37tzp6+t75coVbuZBQDtcRLA+GG8IAMAJSGYBqLOIgYdYBJ0jcCHAWnGh0xs3bpxIJAoLCzt58qRQKDRvMKAfXESwPshnAQCYH5JZAG3hfkoLi6BzBC6ELlCcZRG4NovWxo0bRSJRaGjo119/be5YQE+4iGCVOPR1EKDzMNwaLBGSWQDtspS5tFgJCQmzZs3y8fG5evWquWOxabgQKvBxY0G4c7EaGhq6d+8ulUoHDRrk5OSk8mhwcHBsbKxZAgPdWdZFxA0d6A71WQAA5sSdL6wAXMb9Ki0FLILOEbgQ7eLg2wcUuFOiVVRUxI7YLSsrU3/U1dXV5BFBh+EigrXi4hdBAL0hnQ+WBcksgA7hfpWW8iLoAwcONHc4tgsXQh0+cSwRxoeCDcINHegO6xsCAJgHbi0AOorjKx7GxsbOmTPHzc2tuLgYORQzwoXQBT5xAADA0mG8IQCAGSCZBaAfbg48lMlkkZGRGRkZvr6+33zzjbOzsxmDsWW4EG3hTtoXOkSlxzN7XwcAwCmozwIAMDUkswA6g4NVWuPGjcvIyAgLCyssLEQOxYxwIXSEDx0A+P/s3XtcVHX++PE304DEollEhnzNza+rfk1JS1My70pGhmZtZnZZS7OLZW22fU27oGXtaq2VlVtqV9LWEjNlUdFSvGRaohL5NX5kAbJEmItISOPw++OM4zgzjDPMzJlzeT0f/MGcc+acz3wYPu9z3udzPh/AAOifBQCqIpkFBE9TvbSYBF0j+EM0hc5ZuuZPFy36bQEwJ9o+GArDB0LjSGYBIaSF4eH1NQm6gfGH8IExxfXO61+QPyuMigs6+I/+WQCgEpJZQGhpoZcWk6BrBH+IptA5ywC8dtFiaC0AoOGDoZDOh2aRzALCxP9eWsqW/OvBVOjFYwxezyL448KQuKCD/xgPHgDCjmQWED7+DA8fFRVFLxWYEPkOw+BvBwCeyGcBQHiRzALCzXdKyzO3pUaZACCcaMoAgHwWAIQRySxAHQE9YMh1IMyAzlnG4Oxe6vkXdFtCywbAbBgPHtCKUJ2FcMKqHSSzADX5GB7e6ypt0ks50TxEAQTEtZ+p9lPzWisPQovmCxpEPguIGI8bp2HaLbEnMkhmAerzf8ZD7cwF1oxYEBUVspABNal5sc/JgAF4PiuttdQ8zZd5aOl7B5xCPgtQlWvgD1M4d9vt6UfkDEIlJLOASPGR0tLOdaAKsQCA3nm2WhppxFymn4tsQQCYHfksQA0RDPyuR2T6W3WQzAIiq6mUlucSlf83uQiEOuicZRiBJuLD16yRhQegQeSzgDDS2qWLsxgktsKHZBYQWQENmKVOSktrsQDGppEuPDCMk6PRR7ocAOCBfBYQFhqP/W6JLRIuoUIyC4gs5X/Q2bJF/MJe47EAZkAY0rtINWUk4gFoH/ksIMT0dfWilJOsVkiQzAI0xc8rwDB10dJXLIBhRDyHi3BQOaVF8wVAL8hnASGj3/BPVit4JLOAiNPIlbx+YwGMh0hkGP6ntILJ0dN8AdAX8llACBgj/JPVajaSWYAWNLsLQ6i6aBkjFkC/NJLSRZiEtZcWzRcAPSKfBQTFeOGfrFagSGYB2qH89zXjki/IlJbxYgEMgGBkPOFIadF8AdAv8llAMxk7/JPV8hPJLECD1BxrxtixADpC5yyTCG37FhUVRfMFQL8skS4AoEtK+Df8GYDyGTlFbgrJLECzGhsbA/1/bG6vLuPHAugR8cjAzvjH9ac1i4qKIpkFQO/onwUExoS34p0pLU6OXZHMArSv2Y8fnpEJYwG0jDtPZhNkLy0yWQCMgf5ZQABMeyuejlpuSGYBOuL/v2cg04eZMRZALwhJZtC8vzLdsgAYCf2zAL9wK17oqHUSySxAd/zvqOV7YHhiATTI7YtNSEJTyGQBMBj6ZwFnxq14JzpqkcwC9KsZg2q5IhYA0JSAGjSSWQCMh3wWcAaEf0+mTWmRzAIMoHlDKRMLoE10zjK5pv7irl8MnjEEYFTkswBfCP9NMWFKi2QWYBiBdtQiFgDQLN+tGR1LARgY+SygSVzA+GaqlBbJLMB4fGS13Lo28O8ObaJzFhQ+mjK+FAAMjHwW4B1nAP4wSUqLZBZgYP50bQAAjfNsymi+ABge8xsC7pi+KiCGn/SQZBZgeF5nPyQWQOPonAU3jY2Nrt8KvhEADI/+WcBpGGWgGQw86SHJLMA83B4/JBZAywwZcxE8ZyNG8wXADOifBZxCx+xgKCktI6V7SGb5adeuXWVlZRaLJSMjw+sG27Zt++mnn0Skd+/eycnJnhuUlpZ+9dVXIjJixIjY2Njc3Nz6+voLL7ywb9++TR20qqpq69atItKnT5+kpKTQfBLgZAcH/tehL4QnuOLrAMAkDHXxCTgTEM37YnMNE6SoKOOcUpPM8t9LL7300EMPicjBgwfbt2/vttZut7ds2bKurk5EHnzwwZdeeslzD/fee+/ChQvj4uKOHTsmIm3btq2oqBg9enR2dnZTB83Lyxs+fLiIZGdnjx49OoQfB9B+LIiK4npVl0IVJYlQaArNF8JEzZP8IC/oYCo8bwg4aP8MQPsM89QhlwoBGTp0qPLL9u3bPddu3rxZSWaJSE5Ojtc9bNmyRUSuu+668BQQCACxALpDhIKC5guA2ZDPAkQ4AwgdA6S0SGYFqlu3bomJiSKSl5fnuXbdunUiMnjwYBEpLi4uLS1126C2trawsNC5DRBBxAJon96DLMKE5guACZHPAjgDCDFdp7RIZjXPkCFDRGTHjh2eq9auXSsid999d8eOHcVbFy0l4SUi6enp4S0l4BOxAHpEkILQfAEwK/JZMDvOAMJBpyktklnNpqSiioqK6uvrXZdXVlZ+/fXXIjJ06NC0tDQRyc3NdXvvZ599JiIdO3Zs166dSsUFPBALoAt6jK0AAIQJ+SyYGhcw4aO7lBbJrGAoQ2jZ7Xa3Rw43bNggIikpKYmJicrw7bm5uXa73XWbbdu2iciIESPUKy5wOmIBdIo4BaEFA2Bi1kgXAAAij2RWkJKTkzt27FhcXJyfnz9y5Ejn8lWrVsnJXNXIkSMtFkt9ff3GjRuHDRumbNDQ0FBQUCAug8oDALxyC1V6iVO7du0qKyuzWCwZGRleN9i2bdtPP/0kIr17905OTvbcoLS09KuvvhKRESNGxMbGrl692mazeW5mtVpjYmL69u3bqlWrkH4CTSOZBcDMyGfBvDgDCDeli5b2T7hJZoXE4MGDi4uLlUsOp3/9618iovTMslqtAwcO/Oyzz9auXevMZyndtaxWq2sWTFFeXr5s2bKmDqcMIQ8Ej1gAhNXWrVsfeughETl48GD79u3d1trt9uHDhyvT4D744IMvvfSS5x7mzJmzcOHCuLi4Y8eOici4ceNqa2t9HDElJWXGjBk33XRTyD6DVtF8ATA58lkwKc4A1KH9lBbJrFAZMWLEm2++uWnTJrvdbrFYROSLL76oqamJjY1VRosXkWuuueazzz5bt27d3LlzlSVbt24Vkf79+1ut7vFo586d48aNU/ETwIyIBdALnXbOEpfut9u3b/fMZ23evFlJZolITk6O13zWli1bROS6665zXWixWDwDR0NDg4js3bt37NixxcXFjz/+eCg+gUbRfAEA42fBjDgDUJOWB9IimRVCaWlpFovFZrN9+eWXyhJl6PcRI0Yo6S0RGTx4sIjs3bu3oqJCWaLks5Sh4t3ExMQkNC0+Pl6FDwVjIxYAKujWrVtiYqKIuA2wqFCmuFWiQ3FxcWlpqdsGtbW1SodcZRun8ePHH/dw4sSJrKws5XBPPPHE/v37w/OZAACaQD4LgEmRzAqt+Pj43r17i8iOHTuUJcpVimuuqlevXgkJCXJynHibzbZ9+3YRcT5+6Co9Pf3npmVnZ4f/MwGAJui3c5ZC6aXrjA6u1q5dKyJ33313x44dRSQnJ8dtAyWUyMmJdH2zWCy33HLLBx98ICJ2u/31118PruDaRToeAIR8FkyIMwD1abCLFsmscFCuWJQHQ2pqapRcldtA70rqSrliWbdund1ub926da9evSJQXJgbsQBQjZKKKioqqq+vd11eWVn59ddfi8jQoUOVmx9Kx15Xn332mYh07NixXbt2fh5u2LBhysYlJSVBlx0AoF3ks2AuXMBEiqZSWiSzwkTJZylPlCgZq4svvrhTp06u2yjzW23evFlEtm3bJiJXX321+kWFyRELoCN675wlJ29s2O12t0cOlb66KSkpiYmJyswhyiQhrtsokUKZJ9d/Sm8vZTgt46EFAwAF+SwA5kIyK3yGDBlitVqPHDnyww8/KE+IeOaqlKua8vLyqqqqnTt3iojnzIYAACNJTk5WEkz5+fmuy1etWiUnc1UjR460WCz19fUbN250btDQ0FBQUCAeXX19s9vtSgdhQ460SDILAJzIZ8FEOAOILC100SKZFVYWi8U5SIpyLeGZz2rTpk2PHj1EJD8/X7loCegqBQgesQA6YoDOWQplNPevvvrKdeG//vUvEVF6Zlmt1oEDB8rJEbUUSnctq9Ua0J2PF154QXmwccCAAaEoOwBAo8hnATALklkqcA6PtX//fqvV6nX4XmWQlKVLl9pstpSUlKSkJLVLCQB6EPGbQCGkdMLatGmT83HCL774oqamJjY2VrkRIiLXXHONuAwALyfnwO3fv7/VanXboc1mqz1dQUHBypUrb7311r/85S8ikpycfNddd4X/k6mKdDwAuCKfBbPgDEALIthFi2SWOpS761lZWSLSv3//mJgYz22UW/ErV64UkUGDBoWpJDabzWazBb8NDIZYAP3SddhKS0uzWCw2m+3LL79UlihDv48YMcJicVyPKH249u7dW1FRoSxR8lmu8+Q6LV26tOXpevbsef311ysBqHXr1itWrDDk84YAACfyWQCMj2SWaq644or4+HglSeT1CkRODrOlbKPcjQ+hysrKiRMnnn322dHR0dHR0R06dHjhhReasQ0ARJaROmeJSHx8fO/evUVkx44dyhKlH5ZrpOjVq1dCQoKcHCfeZrMpj64rPX/9YbFYunTpMm3atKKioiuuuCKknyDySMcDgBvyWTAFzgC0Q/0uWiSzVHbttdcqvzQ1HZXFYlGeQ7RarU3lvJqnqqqqZ8+eixcvHjJkyGuvvfbUU09FR0dPmzbtzjvvDGgbGBWxAPplgMilPFe4ZcsWEampqVFyVW5DKDofWheRdevW2e321q1b9+rVy3Nv48aNO3q6Y8eO/fbbb99+++3cuXN5kh0AzCDKANERcHJmLty+2FzDaEpUlHrn5SSzTOWBBx5YsGBBZmbmk08+qSypra1NTU0tLCzcvn173759/dwGRmWYWBAVJcb4IGbjf/gzZPDKy8sbPnx469atf/nll2XLlo0bN+7iiy8uKSlx3eaDDz4YP358cnJyWVnZzJkzn3322bFjxy5btsx1m5YtW9bW1t52223vvvuuup8gkmi+EFkROXs3QLuHcKN/FozPMGcAhqFaFy1DXg/Ah48//jgmJmbmzJnOJfHx8Q8//LCcHKjFz21gSMQC6JcxgpfysPmRI0d++OEH5WFDzzlwle5a5eXlVVVVO3fuFJGAZjYEAJiK+1whAGAMJLNMaOHChXV1dc6hhRXKrFgNDQ3+bwMAEWSwkbOcLBbLkCFD1q1bt2PHDuVhQ898Vps2bXr06FFQUJCfn79x40bxeCDRnEjHA4BX5LNgcJwBaJPSRSt8CSaSWeaUkZHhuVB5IGXAgAH+bwPjIRZAv4wUv4YNG7Zu3bqcnJz9+/dbrVZlLEU3aWlpBQUFS5cutdlsKSkpjIQFAGgKzxsCMBqSWXBasmTJhg0bUlJSmhqc3s9tAEAdbiHMYPFr4MCBIpKVlSUi/fv3j4mJ8dxm+PDhIrJy5UoRGTRoUMjLYLPZlAl2g9xGNaTjAaAp5LMAGArJLDitWrVq8uTJrVu3zs7ODmYbAEBIXHHFFfHx8UqqqKn5bZVhtpRtrrnmmlAdurKycuLEiWeffXZ0dHR0dHSHDh1eeOGFZmwDANAO8lkwMu5oaVk4RoUnmQWnRYsWjRo16pxzzlm7dm2HDh2avQ0MgFgAvTB25yzFtddeq/zSVJdYi8WiPIdotVqbynkFqqqqqmfPnosXLx4yZMhrr7321FNPRUdHT5s27c477wxoGwCApoRx/BpAfW7Tu3INo3GhnfqXZBacpk6d+vLLLycnJ+fl5XXp0qXZ28AYjBcLmPBep84Y9cyQz4qIBx54YMGCBZmZmU8++aSypLa2NjU1tbCwcPv27X379vVzG/XRfEEjQnvSfqZjnXZBB/hA/ywARkAyCwqbzXbddde9/PLLvXv33r17t9dElT/bAIDKSGaFz8cffxwTEzNz5kznkvj4+IcfflhEcnNz/d8GAKApzG8IwzLeHS3jCdUshySz4DRq1KicnJyRI0cuX748Nja22dvAMIgFABYuXFhXV2exnHYj32q1ikhDQ4P/2wAANIV8FgB9I5kFp2eeeSYnJyc9Pf3TTz8NZhsAUBmds8IqIyPDc+G7774rIgMGDPB/G5WRjgcA3xg/C4bi+rg1JwG6EOTT+CSz4FRdXd22bduGhoY+ffokJCS4rU1LS5s6dao/26hVXqjEkLGAAWh0qqmQRyxT35IlS+66666UlJQ9e/YEs01Y0XxBOxg/C9pE/ywYkyHPAAwpmEcOuQCAq/z8fOWRkB07dniuTUpK8nMbGAmxAHpELAu3VatWTZ48uXXr1tnZ2cFsAwCILPpnwVBcExx8tfWieTd8SGYBOCOj5rPo4KBTXuMd4UxlixYtmjRpUkJCQk5OzhVXXNHsbcKN5guaQv8saBPzGwLQH87+AQCGRDgLq6lTp06aNCk5OXnLli1NJar82QYAoAU8bwhAZ0hmAQCMwTOiIUxsNtv111+/evXq3r17r1mzJjExsXnbAAC0g/5ZMCbyGzqiDKHl58YkswD4yahP68DAiGjhM2rUqNWrV48cOXLz5s1NJar82QYAoB30zwIib906qasTERk2TOLjm9xs714pKRERGTJEWrVSqWyaQjILAGAYdM5SzTPPPJOTk5Oenv7pp58Gsw0AQFMYDx6G4jJ8YGQLEphFi2TSJBGRu+6SRYu8b/PDD9Kjhxw5IjfeKMuXq1k6NfgzxiTJLAABMXD/LAZU1im3YOcW1whqYVJdXd22bduGhoY+ffokJCS4rU1LS5s6dao/26hVXhGaL2gP48FDm+ifBUTexImyZo2sXCmLF0tGhmRkuG/Q0CAZGXLkiFx8sSxeHIkiRhrJLACAkdA5SzX5+fkNDQ0ismPHDs+1SUlJfm4DANAa+mfBUHTaP0tEqqule3epqJDERNm3T9q0OW3t3XfLm2+KxSJbt0rfvhEqYjj5vudDMgtAMwTawWHXLikrC/agXbpIly7B7uSM6OCgU67Bjs5Z8IHmC1pD/yxoE/ksGIp+81ki8vnnMniwiMjQoZKXd2r5Bx/I+PEiIi++KA8/HJmyqaCpMEkyC0AzNONpneuuk9Wrgz2uj8fGQ4gLQp1yRjqSWfAt0BaM5gvhRj4L2sT8hjAgnTZ9gwbJtGkiIhs2yEsvORYeOCCTJ4uIZGQYOZnVFJJZAFTz2GOnvfz0Uzl+3PvPsWNy9Kjs2ydr1sjLL0tq6ql3/fKLyqUGAJovACZF/ywYipL+0O+X2m6Xyy+XggKJiZHdu6VjR+nZU4qKpF072bNHzj030uULJ8/bPiSzADRb80ZTfvxxee45x+9JSbJvn3gMDO3dunUydqwcOSI9esju3QEfN1DBdHCorJT16+Xzz6W+XiwW+a//kiuukJEjxeoxpGpVlWzdKiLSv7+/9RBB/pe2slK2bxcRycgQi7o3dpVIR+csnFEzWjCaryDZbPL227Jli9hs0rKlPPqodOgQgt0aBv2zoE3ks2Aoes9niciBA9Kzp9TVSY8eMmyYzJtn5GGzXPme9UkIaYChuf7Lh+SfvXn5LLtdLr1UCgsdLwOaT1Z5Zjw2Vn79NeDjBqp5F4S//CIPPyzvvSd2u/uqhAR54glxm8AtL0+GDxcR2bRJBgxoblnV4n9pc3Lk2mtFRI4fl5gYNcrmRD4LfmpGC0bzFYyGBhk0yJHpVqxZI+np8uWXsn17sDs3BvJZ0CaeNwS0pVMnefFFEZGCApk3T0Tkb38zfjLLDckswMyiXKh8aItFli8/leP46CN5911/3ztokIwfL/X10tAQptIFpa5OBg2Sd94Ru13atJEbb5Q77pDx42XoULFapbpaHnpI7r470qU0AZJZ5tHsdqx56Xiar2C89ZYjmdWvn9x3n9x1l1x1lTz9tPTpI/v2heRDAAgL8lmA5kyeLBkZjt8HDpRHHoloaVRHMgswGx/Xe+rntrp0kTlzTr28/34pLfX3vffcIyJSUBD6UgXv+edl714RkXnz5N//luXL5e235f33JS9PfvzRMRvJm29Kbu6pt1xyibzzjrzzjnTuHJkyB0RfpYWpqNaO0Xw1m5LM6tRJtmyRV1+VRYukVSvZuTMUpQcQTuSzAM2x26Wy0vF7UdGp382AZBaApqh2TfjIIzJwoOP32loZN87fN151lcTGyqFDYSpXUJRpy8aN83KPJClJVq2SxEQRkb///bTlt98ut98ubdqoVcog6Ku0CgKcCYW7HaP5ap76ehGRrl2bvwcAEUE+C9CcRx+VHTscg9RWVcntt0e6QGohmQWYU2NjY6D/7OG+JnzvPWnd2vH71q3y/PP+vnHQIKmpCUeJglVRISIyYoT3tfHx8sc/ioh8/rm/OywpkdWrJTfX3znRamslN1dWr5biYvdVW7bI6tWybZuvtzc0ON6+caPYbP4WUnHggKOokX2WSvXHZxFJ/jRNYWrHaL7cBNN6+BZks6bsYd06Wb1acnKkqCiUZQPMohEwkJPfah3/rFnj+N+cMUMefNDx+7x5kS9YuH8AIHiu4SDIRikr69RuLRbZs8evd/3tb/Lii2o0mIG+RRlVZ9y4Jjf48UdZu1YOHjy1ZP16x8fftOm0LbdulZSU0ypn0iQ5etRxiPXrT3t7fLz89ptMm3baBGQDB8q//y2NjZKdLcnJp5YnJ8vate4F+3//T8aOPW0iQqtVJk1y7MF3afPzTytqbKxkZp6Ks8ePh/0v5fZXA/wU5JeN5qvR79YjPd1L/Q8d6r4kJkYaQ9esNTbKp5/KZZe5HyUpSebPP/WhlLxkly5y4sRp7/3sM8f2Dz4Y9r/X6X84VS/o1Dwi9ItvCQwlJCcBEfwpK3NMrty1qxw/LseOSceOjiDq57mIfn8AICSc4SD4dunGG0/ttksX+fXXyDeVzgYz0LdMmOD4IA89JIcO+fUWrxmiNWscF4exsTJ6tNx4o+PKLTXVcWnnmc9SelW0aSPp6ace50lNlffeExGJiZERIyQ11bE8Nva0i9KtW6VVKxERi0UGDpSxY6V/f8eWiYnyf//nq7SffuooalycjBkjN97oeCjJWQY181lAQIL/ypm8+Wr0u/UYP16SkiQ2VkQkNlaSkiQpScaMcV/Yvr00hqhZa2yf7mJWAAAgAElEQVR0TP0k4jjW2LEyYsSp7Nhzzzk2c+Yln3ji1HsPH3a0upddJr/9pvIfTtULOjWPCP3iWwJDCdVJQKR+lEAbEyPffONYsnOn43RcU+ci4fgBgFBRwkHw7dLhw5KUdGq3U6ZEvql0NpiBvuXHHx3ZHBGxWCQ1Vf7yF/n0U1+XQ54Zop9/dvQX6NdPfvrJsfDECcdI0gq3fJZi9uxT/QumTXMstFpl7Fg5etSxfMMGR7xzXrkdPuwoc/v28u23pwq2Y4djkKyOHU/t1q20hw87ipqaeqqox4/L2LGnSqVy/6xGIh38FvyXzeTNV0CtR2Ojo2UYPfq0nShdt+6669SS4Ju1xkY5eNCx8K67TivDoUOO1FibNqcWjh/v+NT79jmWjBkjItKqlZf+aOH/w6l6QafmEaFffEtgKKE6CYjIz1NPOdru1147bfns2Y7lrgHVeD8AECpKOAhJ07R27Wl73rAh8q1lY7MuCBsb5ccfT3VPcLJYpH9/ee65U0kf549nPiszU0SkVSv5+Wf3jZ179sxnZWSctuXRo45ruXbt3C9HlavHMWNOO5zVelo/LOVHmYxMXCKmW2mffVZEJDbW/XOdOBGZ/lnOPxzgj5B838zcfAXUejQGns9qdrPW2Ch/+5uISOvWXm5UK927RE7t5D//kXbtRERSUqSxUd56y7FBVlZE/nCqXtCpeUToF+PBA5rw+eeO0JuRIffee9qqmTMdPZYXL5ZVqyJQNgDQkcbGUKYN0tJkypRTL2+91d/hzzWoXTvZvFl27pQ//1m6dXMstNslP1+mT5f/+i+ZM+cMe/j4YxGRP/7R8Wi8qz//ucl33XHHaS/j4x1P8QwbdtroMyJy7rkicmrUduVwo0dLp07u++zb1zGJW1NhMTdXRGTUqFPdOhQWy2l/UMDAzNx8BdN6+KPZzZqIPPKIHDwo69c73uLqvPMcvyjzLYpIq1bywQciInv3ytSp8sADIiJ33SW33NL8wgNGYj3zJgDCrKpKbrpJRCQpSZYs8bLBhx9K165SWyt33CH793uZjFyZrsWq83/o0F6FAtCjZs/zFb4GZO5cWbdODhwQEamokJ07JS0tTIdSQ69e0quXiEhNjeTlSU6O5OZKebk0NMiMGfKf/8hf/+r9jXa7FBaKiAwb5mWtjzpxTrXmpHRkuPRS78vtdsdL5XBXX+19t1deKZs2yZYt3tfu2CEip8avcdW9e5NFVQGRziSa0ZQ5vxshnO7QtM1XMK2HP5rdrClL2reX9u0dLxsapKhIDhyQHTtk3Tovx7rqKpk+XZ57Tl5+WUSka1dZsKD5JQcMhv5ZQOSNGydVVSIi77/v5aa3iLRrJ6++KiJy5MhpY39UVsrEiXL22RIdLdHR0qGDvPCCKiUGgNBp9qT1rh3Ow1Q2EYmNlQ8/dFyT/OUv+r4adNWqlYwZI4sWSVmZfPKJY6idv/1N9u/3vn19veOSzLNPgYjExTV5oP/5H+/Lf/c7X8VzHs7ZYcGN0u2irs7LKpvN0RvC8/aPiPTo4eu4QEj42SiFuxEzZ/MVTOvhp+Y1a67efluuvVZatpQWLaRnTxk7Vl580ZGG8/TMM6c6mr30kvdGGDAn8llAhM2aJRs2iIhMny5DhjS52e23O6aq2bRJnn9eRKSqSnr2lMWLZcgQee01eeopiY6WadPkzjtVKTcARII6OSw3NpvExcnYsU32XdK4Xbtk1SpfnREyMiQvz/H7ypVn2JtrRwN/xMQEtn24WTj5RUSp3IjRfIVDMM1aXZ0MGCATJkhOjtTWOmZLvOceWbr01ISGbr74wtHJToRb18BpdP54EqB/Tz4pTz7p15bLl5/2ctYsqaiQzMxTb582TVJT5a235O67pW/fEJcTACIlso9olZfLyJHSs6e8/34ESxGUZ5+VlSslNVW2bWtym65dpXVrOXJEiou9bxAXJ1ar2GxSXu5lbUVFaIrqFBsrFovY7XL4sPcN9u1zlMqT1SoxMdLQ4L1UP/4YulIC/olUI2bO5iuY1kMF06dLfr6IyFNPyb33ntaNdPVqL9vX1sqtt4qIXHaZfP215ObKq6/K/ferUlZA87hFBejVxx9LTIzMnHlqSXy8PPywyMlxcAFAF7xe6UWkH5anX36RtDQ591z55BO/xihctEjefjvspQrUJZeIiGzffuoOvye73TEC8e9/3+Q2yvxiXkd4+de/gimgdykpIuI+R5vTV1+JiFx1lfe1yshZXi+Av/46BGUDzqjZjVhjY2NIRtAyc/MVTOsRbspQuWPHytNPuz8T7fVuwYMPyvffS6tWsmqVPPSQiMi0ab5qAzAV8lmAXi1cKO+84/7chHK+4jqLCgDohUZyWE4NDTJqlFRVSV6eY46qM1qzRosziP3pT45g4Ryu0dPTTzsuCEeP9rUfEVm9Wr788rTltbXy3HMhKelprr9eRGTlSi9dxr78UjZtEhFJT/f+3htuEBFZsUJKStxXMZQyzMDkzVcwrUe41daKiJc/it0uCxc6fv/tN8cvK1fKW2+JiPz975KcLM8+KxdfLPX1MnZswI9+A4ZEPgvQq4wMuflm94XvvisiMmCA+sUBgObTTg7L1fjxsnu35ORIcrK/b9mxI4CNVdOxozz2mIjI11/LJZfInDmnRh222yUvT66/XmbPFhEZN066dWtyP7ff7hhM/eqrZckSx9XUF1/IwIFNPqUYjAcekMREsdlkyJDTRqn/8kvJyBARad9eJk3y/t7Jk6V9e7Hb5ZprpLTUsdBul/vvl+3bQ19UQGtM3nwF03o4KYNkffWV1NSE8laxMrL72rWnZQ9rauSPf5SCAsfLPXtETs77JCJpaY7hcePiHH3oCgr8Ha4EMDbyWYBxLFkiGzZISoqMGBHpogCAzj36qKxYIR9/7Jge3h8HDkhFhZd53LVgzhy55x4RkaoqmTFDuneXs86SFi3krLNk+HDHIMppabJo0Rn2s3q1tG8vR47IXXc5ptZNTZWvvz7V0yGEo7+fe66sXCnx8VJaKpdcIsOGya23yoAB0qePVFZKYqKsXt3kPF8xMfLRR9K6tRw4IB06yKhRcvPNctFF8tprjqtZwMBovoJpPZyUxFNBgZxzjrRoEbKUVmamiMj338v//I/cfrvce6/88Y/Spo2sWCH33efY5sgREZHbb5fqamnVyvGIomLAAEdtPPusrzHFAJMgnwUDCsmgA7qzapVMniytW0t2dqSLErioqAiP9wzAYIIcgOaVV2TePHnzzcCmt1dum19+efOPG1avvy6ffSbp6Y4n0+32U5dn3brJ4sWydu2ZB0hOTpa9e+WJJ6RLF7FYxGqVtDT57DPH6I0icuGFoSzzlVfKnj2OZ4g2bJCsLMnPF6tV7rlH9u3z1ZVMRHr1kp07ZcQIsdlk1Sr58EOpqJD77tPiCEFACNF8KYJpPRT/+7+n1eEXX4Tms9x8s7z1liQmSmWlvPeeLFwoH30k3bvL+vXy6qvSu7eIyKpV8sorjsEKX3jBvd/c3LnSvr2IyC23OJ5eBEwrimtIGEnUycsXs32vFy2SSZMkIUFycuSKKyJdmsCRzwIQclFRUc1rV1avluuukyeekFmzAnhXaal06SL19XLiRHMOGpCoqKDCnN0ue/dKWZnYbBIbK717S0JCsEVSKk1Ejh8PZRctJ5tNNm4Um03i4uSqq/wa3NqpslK++kosFunTx9+BhMKEYAc/0XxBa9Rsvlwu6Piu4AzIZ8FQzJnPmjpVXn5ZkpMlL0+6dIl0aZqFU3wAIde8C8Jt22ToUBk7NrBePOXlMmyY7N8vCQny888BHzRQkbogfOYZKSyUwYNl8mT3Vc8/L9OnS+vWWhxPWjsIdvATzRe0hnwWtInnDQEds9nkuuvk5Zeld2/ZvVuvySwA0IgffpDRo6VfvzMPI6Ww22XzZnn0UenUyTHkcJ8+YS1ghNnt8uGHMmOGe9KqokLmzxcR+eMfI1IuwGia8cQ0zRcAEwqkuzYAjRk1SnJyZORIWb78zKNaAgB8qKqSwYOlqkq++kouuqjJzex2sdnkxAlpaJC6Ove155wT1jJG2IQJMneuVFfL5ZfL/ffLH/4gdrsUFMhrr0lVlSQmylNPRbqIgCnRfAEwJ/JZMCYzdGZ+5hnJyZH0dPn000gXBQD077HH5PvvRUSOHHHMLdUMiYkhLJHmtGsnn34qt9wi338v06adtiolRT7+2H3QYgDqoPkCYE6MnwVDiXLpnG3sr3Z1tbRtKw0N0qePl3F809Jk6tRIFKtZGE8EQJg0e0xljYvsPRtlusDcXMe8Wu3aydVXy5AhESuPjhDv4D+aL2gK42dBm+ifBehSfr5jouIdO7ysTUpSuTgAALOwWmXMGBkzJtLlAAAA5kb/LBiKefpnGQn3qwGECR0coCnEOwTEkC0YzZdO0T8L2sT8hgAAAAAAANAT8lkwpmbMc4yI4GY1gPAhFgAAABgV+SwAAAAA0BYy8gDgG/ksAAAAAAAA6An5LBgWN7W0j4cNAYQbsQAAAMCQyGcBAAAAgOaQkQcAH8hnAQAAAAAAQE/IZ8HIuKmlZTxsCEAdxAIAAADjIZ8FAAAAAFpERh4AmkI+CwbHSYA20TkLgJqIBQAAAAZDPgsAAAAANIqMPAB4RT4LxsdJgNbQOQuA+ogFAAAARkI+CwAAAAAAAHpCPgsAAAAAtIsepgDgiXwWTIGTAO3gYUMAkUIsAAAAMAzyWTALLmO0gGQWgMgiFgDQKZovAHBDPgsAAAAAAAB6Qj4LJsJ9rciicxYALSAWANApmi8AcEU+CwAAAAB0gJQWADiRz4K5cBIQKXTOAqAdxAIAAAC9I58FAAAAAPpARh4AFOSzYDqcBKiPzlkAtIZYAEC/aMEAQMhnwZw4CVATySwA2kQsAAAA0C9rpAsAAACgqijyWAB0rrGxMSoqijuGAMyM/lkwKW7Lq4POWQA0JSoqyi2ZRSwAoFOczQIwOfJZMC9OAsKNZBYA7fDMZLmsUrksAAAACBb5LJgaKa3wIZkFQAuiTvKxDbEAgE7RfAEwM/JZMDvOA8KBZBaAiDtjGkuhNFbEAgA6RfMFwLTIZwEAAEPxM5MlQuYdgBGQ0gJgTuSzAE4CQozOWQAixf9Mlngks4gFAPSLFgyACZHPAkQ4CQgdklkA1OfPIFluvLZUxAIA+kULBsBsyGcBDpwEBI9kFgD1BZTGOiNiAQD9ogUDYCrks4BTOAkIBsksABHRjJbH91uIBQAAANpHPgs4DZcxzUMyC4Be+NNYEQsA6BTNFwDzIJ8FuOM8IFAkswBElv9NUEBbEgsA6JHSfNGCATA88lmAF1zG+I9kFgC9CLSxIhYA0KnGxkZaMACGRz4L8I6TAH+QzAKgBaEdEt4VsQCAftGCATA28llAk+it7YNSMySzAEScn8msZrdXxAIA+kVKC4CBWSNdAEDTlOufqKgo8jauyGQB0AL/u2UF2WQRCwDoV2NjI80XAEOifxZwZtzackUyC4AWqJbMct0PsQCAHtHPFIAh0T8L8Itya0tEzJzJUU6DSGYBiDivySxn6+S6NrRNFrEAgE7RzxSA8ZDPAvxl8vMAumUB0IKmumW5NlDO5jocBTB5LACgazx7CMBIyGcBgTHhzXm6ZQHQCH+SWb4XhooJYwEAY6D5AmAY5LOAgJnq5jzdsgBoREDJLBWYKhYAMBLXTqy0YAD0i3wW0EyGv7tFtywA2uF7wKwIMnwsAGBUJOUB6B35LKD5jHp3i0wWAO3QWrcsT0aNBQDMgKQ8AP0inwUEy0hXMmSyAGiK9pNZTkaKBQBMheYLgE6RzwJCQ++nAmSyAGiNZp8x9EHvsQCAadF8AdAd8llAKOnxVIBMFgCt0VG3LK/0GAsAQE5vvoQWDIC2kc8CQk8XpwLOq0W9XB8CMAm9J7OcdBELAMCTs70lLw9Ay8hnAeHidiog2jgbII0FQMv0+Iyhb9qMBQDgD/LyALSMfBYQdlq4mCGNBUDjDNMtqylaiAUA0AyezZecbMFczjDVLhUAkM8C1OP1bEDCcwbgdmFomAtCAIZk+GSWKzVjAQCEkGub7NaCRUXRiAFQG/ksIALcrtA8L+QCPSHwvBI05EUgAEMyVTLLVchjAQCoprGx0TOldfoGqpYHgAmRzwIiz/OaramrO//3AAC6YLwBs5otoFgQYJQAgLA7Y47+5HJVSgPABMhnAVpkzms5AKZi2m5Z/qMqAOhIVFSUa6tFCwYg3CyRLgAAADAdklkAoGuBPkwAACFH/ywADna73WazNbU2JiZGzcIATWloaGhqldVqtVi4T6MDPGMICGEX3hDjAMB/tIkAHHJzc1s04fe//32kSwc4tG3btqkv6saNGyNdOpxBVFQUySxAQdiFJ2IcAPiP/lkATmO1WmNjY90WtmzZMiKFATzFx8cfP37cbWF9fb2Pbg7QCJ4xBDwRduFK7zHObQgtAAgr8lkATjNy5Mjs7OxIlwJo0sGDBz0XXn/99StXrlS9LAgA3bIArwi7cKWXGMfgWQC0gHwWAAAII7plAQAAIOTIZwFojpKSki1btrgt7NSpU9++fUWkuLh427ZtTa0VkcLCwq+//tp17dChQ5OTk12XFBQU7N271/PQAwcObN++vd1uf//99z3Xnn/++enp6QF+mnChlgCSWUBIqBBQioqKdu3a1VQBLBbLeeedl5aWZrVq6PKBagEAM6PlBdAcP/300/bt2zdu3HjgwAERGTx4cOfOnbt06aKsLSsr2759e15eXnFxsXNtp06dnG8vKyvLy8tbvnx5fX19SkrKoEGDrr76ardDHD58ePfu3VVVVVlZWSLStWvXfv36XXTRRcrkPjabraysrLS0dO3atd9//73FYhk3blxCQoLnfiKIWvJTfX39888/n52d3bFjx/Ly8jZt2jzxxBO9evWKdLkQLJJZQKioEFB+/vnnffv2VVdXv/XWWyKSmpqanp5+7rnnisjBgwcrKipyc3N//fXX6dOnz5w5U51PfUZUiwYxhBYA9TQCBsIXOxhr1qwRkdGjR/v/lvfee09ELBaL17XKmV9MTExTb7/tttvuu+8+34fYs2eP8jf95ptvvG4wZswYEbnxxhv9L7bKqCXfjh8/3qdPny5duvz000/Kkvnz51sslk8++cT/nYwePVpE1q9fH54yojk46wB802bY/fHHH5X/1u+++85t1bFjx/r37y8iU6ZM8b/MKjB8tWgtxnGBibDiiwT/Wc6c8QKAJsTFxYmI3W73Ou2OsrahocHre2traw8dOvTKK6/4PsSmTZtEpHXr1l27dvW6QW5urogMGzYskIKrilrybcaMGTt27Pj73/+emJioLJk6dWpKSsr48eMrKysjWzY0T1RUFKO/A+GgQkDJz88XkeTk5I4dO3ruf8qUKSKyYMGC8vLywIsfLlQLAJgT+SwAzaecI4pIXV2d59qioiLll/r6es+1s2fPfvzxx5XH4nzYvHmziDT1fFxBQYFy6IEDB/pdarVRSz5UV1fPnz8/MTFxxIgRrsvvvvvu2traV199NVIFQ7PxjCEQPioElJycHBEZNGiQ17XOUaKc/YK1gGoBAHMinwWg+c477zzlF8+hUktLS5csWaL87jn5dElJyYEDB4YMGXLGQ6xbt05EBg8e7HWtcr80ISHBOViGBlFLPqxZs8Zms3km2i6//HIRWbp0aSQKheZrqlsWySwgJFQIKMoNkqb68zpzQ86SaAHVojVN3dgAgNAinwWg+bp166b84nnPc/r06W+//bbyu3PUCadHH3107ty5Z9x/YWFhTU2NiCgjU3j6/PPPRauP0TlRSz7k5eWJyPnnn++2vEePHiJSXFysfDRoH88YAioId0ApLS0tLS0VkauuusrrBko3pYsvvtg5RaAWUC0q892wcw8DgGrIZwFovtjYWOUXtzPIL774Ijk5+corr/S6dvPmzZ07d/YcgcKT0rHojMNCNdUvSSOoJR9++eUXEfEseUxMjPL0h+dU69AgnjEE1KFOQGnTpo3Xjbdt27Z9+3YReeONN5pV/HChWtTnNWlFJguAyqyRLgAAHbNYLFar1WazuY1Y8dRTTy1fvjw2NtZisdjt9traWte1Tz/99KpVq/zZ/8aNG0Vk2LBhXodx1fKwUK6oJR+UoUbOOeccz1UxMTH19fVeB0OBptAtC1BNuAOK0s/I6/N3Bw4cuOmmm+Lj45cuXaq1Dr9UCwCYE/ksAEGJi4urqalxnYduyZIlGRkZrVq1EpHY2Ni6ujrXO6L/+Mc/xo4dGx8f78/OlYfRcnNz27Zt67n26NGjotVhodxQS01R+md5pQyvSz5Ly+iWBagvrAFFGSUqMTFRiSwioqSBcnJysrKybrvttszMzKSkpFB+nhChWgDAhMhnAQhK586dd+7cWVxcrLysq6v74IMPnCd8CQkJdXV1u3fvVl7W1tZ++OGHSn+iMyosLDxy5IiIbN26NSUlxXODG264YcWKFU3dDj1w4MCGDRvuvffegFaFib5qqbKy8vXXXy8uLr7oootuueUW57gkEWG32yN4dPhAMguIiPAFFOcoUWVlZcuWLXMuv+CCC9LS0ubPn++W/fEdTFUOtdqvFk3FVgAwBvJZAILSpk0bEfn111+Vl3PmzHn88ceday+55JLS0tJjx44pL2fPnv3000/7uWdluIr4+HivaRo52f/fLVNTWlqalZVVVFT08ccf33DDDa4nlD5WhZuOaqmoqGjevHmzZ89OSkpasmRJ9+7dFyxYcP/99/tZnkD5mCJdeXzSOQk6NIVkFhAp4Q4oMTExy5cv99E4+w6mkQq1Gq8WlWMrAJgE48EDCIoyCKtyjlhSUvLtt9+6DjARFxcnJ0dgLSkpKSkpGTBggJ97Vm6cjhgxwuvaXbt2Kbt1m2woNjZ25MiRb7/99tlnn+1Z1KZWhZuOamnKlCmzZ89OTk62WCwTJ0687777pkyZUlhY6Gd5AtWhQwc5mbpyY7PZRMTPh0GgpqYGzCKZBaggfAHFOUqUj6yNnCmYRirUarxaVI6tAGAS5LMABOV3v/udnDxHfPzxx//617+6rlXO6pTzy0ceeWTevHn+71l5TGDQoEFe127dulW8DQuVmJjYrVs3ryedPlaFm45qadOmTZdeeqnz5fDhw0Vk5cqV/hcpIL///e9F5KuvvnJbbrPZlCcNzz///DAdGs0QFRXF6O9AZIUvoCijRPXr18/3Zr6DaaRCrcarReXYCgAmwXMcAILSsmVLESkuLt68eXO7du3cprJW7ohWVVV9/vnn3bt3b9++vZ+7LSoqUoaF6t+/v9cNlPNLvcwlpKNamjBhgufpePgGsbr00ktXrlzpOSp8SUmJiFgslr59+4bp0AgUzxgCWhCmgOIcJcr/jkuaovFqUTm2AoBJkM8CEJSePXuKyKFDh2bNmrVixQq3tZ07dxaRb7/9dtasWX7Oiq3YtGmT+BwWKjc3V/STz9JRLS1atMj15a5du0QkPT3d/z0EJC0tLTMzc9++fW7LCwoKRCQ1NTUi/engiW5ZgEaEKaAoo0RZrVa359P1QuPVonJsBQCT4DoBQFCUEStqamquv/56ZVZsV8r4rEeOHLn11lsDGgjJ97BQBQUFdXV14jEslGbptJZqamoWLlw4YcKEXr16NW8PZ3TllVdefPHFRUVFSocsJ+V648477wzTceE/njEENCVMAcXPUaI0S0fVokJsBQCT0GXEAqAdynlht27dvE7To/TwT0lJCSgxUVFRsW7dOhG55JJLPNfa7fb33ntPRKxWa6dOnZpXbJXptJbuueeefv36vfHGG817u58ee+wxEZkzZ45zSUVFxYcffnjZZZeRz4o4njEEtCYcAaWqqkq5QdKuXbsQFVNtOqoWdWIrAJgB+SwAQYmJiRGRl156yeta5X7pq6++6ufe2rZtGx0d3bZt25qaGhHJzMxUXiprX3nllRYtWpx11lkvvviiiNhstujo6BYtWvzzn/8M/oOElR5rac6cOXFxcZ988onVGt4n0ydPnjx9+vTFixfPmjWrsrJyy5Yt6enpXbt2Xb16dViPizNiHkNAg0IbUP7whz9ER0dfcMEFFRUVIrJ48eLo6OhzzjknRIVVj16qRbXYCgBmQEsKICjdu3d/7rnnXGfFdls7b948/593O3TokI+1DzzwwAMPPBBwETVAd7W0ZMmS+vp6ZbwPu91eVFTUrVu3IPfpw5w5c/70pz+tWbNmxowZv/vd72bPnp2enq7TZ16MgW5ZgGaFNqB89913oStaJOmiWlSOrQBgeOSzAAQlOTn5f//3f5ta265du0ceeUTN8miTvmopJyenurp61qxZysv9+/cXFhaG+5y7U6dOenl61PBIZgFapq+AohrtV0tEYisAGBv5LADAKdu2bZs6dWpaWtr9999vt9t/++234uLiJ598MtLlgkpIZgFAyBFbASAcyGcBMJTCwsLMzMzi4uLq6uqsrKyysrILLrhg2bJlvleZjY+qyMjIqK6uLi4udt1eL/NI6ktVVdXWrVtFZOTIkf4MpJKbm1tfX3/hhRf27dv3jPvs06dPUlJSoEViHkMAZ+Q7mJo21Pr+4KaNrYFGutWrV9tsNs/lVqs1Jiamb9++npNXAjAz8lkADKVbt27Lly8PdJXZ+KiKn3/+WeXCmNaePXuuv/56ETl69Kg/88ffeeedFRUVo0ePzs7OPuM+s7OzR48e7X9h6JYFwE++g6lpQ63vD27a2BpopBs3blxtba2PDVJSUmbMmHHTTTeFrIgA9IzRdgEAMDWSWQAA7bBYLDEelFV79+4dO3bsnDlzIltCABpBPgsAAPNq6hlDklkAgIgYP378cQ8nTpzIyspKTEwUkSeeeGL//v2RLiaAyCOfBQCAGUVFRTFgFgBAFywWyy233PLBBx+IiN1uf/3112SJFqkAACAASURBVCNdIgCRx/hZAABEXnV19Y4dOywWy+WXX67cfw4rnjEEAKgs+Eg3bNiwdu3alZaWlpSUhLx4AHSH/lkAAETS0aNHJ06ceMEFF1x77bXXXHPNBRdcMGzYsHA/SeGZt+IZQwBAmIQw0nXs2FFEGhoaQl1GAPpD/ywAACJp1KhRO3fubN++fe/evevq6nJzczds2NC7d++tW7empKSE77iNjY3OXlpksgAA4ROqSGe327dv3y4i/syWCMDwyGcBABBJO3fu/POf/zx37lyLxSIiBw4cGDJkSHl5+dixY7/99lu3jcvLy5ctW9bUrgoLCwM6tJLSIpkFAAirgCKdDy+88EJ9fb2IDBgwIFxlBaAf5LMAAIikESNGvPDCC86XnTp1+uijj1JTU/fv35+bmztixAjXjXfu3Dlu3LgQHp1kFgAg3AKKdDabrba21nVJcXHxwYMHP/roo6ysLBFJTk6+66671Ck5AC0jnwUTKSkp2bJli9vCTp069e3bV0SKi4u3bdvW1FoRKSws/Prrr13XDh06NDk52XVJQUHB3r17PQ89cODA9u3b2+32999/33Pt+eefn56eHuCniTAq0x/UEvzxyCOPuC3p27dvjx49CgoKPvjgA7ez/JiYmJYtWza1q+PHj7tdAwAaoUJ7WFRUtGvXrqYKYLFYzjvvvLS0NKtVl2e/VKBXVIteBBTpli5dunTp0qZ21bp16xUrVvC8IQAhnwVT+emnn7Zv375x48YDBw6IyODBgzt37tylSxdlbVlZ2fbt2/Py8oqLi51rO3Xq5Hx7WVlZXl7e8uXL6+vrU1JSBg0adPXVV7sd4vDhw7t3766qqlJuH3Xt2rVfv34XXXSR0rnaZrOVlZWVlpauXbv2+++/t1gs48aNS0hI8NyP9lGZ/qCW/FRfX//8889nZ2d37NixvLy8TZs2TzzxRK9evSJdLpUMGTLEc2H37t0LCgq++eYbt+Xp6enZ2dlN7SovL2/48OEhLh8QCiq0hz///PO+ffuqq6vfeustEUlNTU1PTz/33HNF5ODBgxUVFbm5ub/++uv06dNnzpypzqcOISrQK6pFLwKKdF5ZLJZOnTqNHDnyz3/+c1JSUqgLCECfGgED8eeL/d5774mIxWLxulY5WYmJiWnq7bfddtt9993nuxh79uxRivHNN9943WDMmDEicuONN/rej8rWrFkjIqNHj/b/LVSmP6gl344fP96nT58uXbr89NNPypL58+dbLJZPPvnE/52MHj1aRNavXx+eMobF+vXrRSQ2Ntbr2vvuu09EWrdu7VyinL77/g9V9iki2dnZIS4uEAoqtIc//vij8l/w3Xffua06duxY//79RWTKlCmBljwctBl2dVSBToavFs3GuDNeVwYa6ZReV+PGjTt6umPHjp04cSJcHwMaQ6YC/rMEmP4CdC8uLk5E7Ha7zWZram1TcwDX1tYeOnTolVde8X2ITZs2iUjr1q27du3qdYPc3FwRGTZsWCAF1yIq0x/Ukm8zZszYsWPH3//+98TERGXJ1KlTU1JSxo8fX1lZGdmyRdxZZ50V6SIAoaRCe5ifny8iycnJHTt29Nz/lClTRGTBggXl5eWBFz/yqECvqBZd84x0Vqs1/nRxcXFKx3MAcEW7ANNRTmtEpK6uznNtUVGR8osyeYqb2bNnP/7442cMqJs3bxaRph7pKigoUA49cOBAv0utUVSmP6glH6qrq+fPn5+YmOg2dsbdd99dW1v76quvRqpgqmloaLDb7Z7Ljx49KiKXX3656iUCwkiF9jAnJ0dEBg0a5HWtc5AjZ7dWfaECvaJaNI5IByBMyGfBdM477zzlF8/RPUtLS5csWaL8fvDgQbe1JSUlyuzCZzzEunXrRGTw4MFe1yq3+BISEpzjO+gXlekPasmHNWvW2Gw2z0SbcnbrYzhYw7Db7V9++aXn8h07doiIZ0cAQNdUaA+V/H5T3VGdqQ1nSfSFCvSKatE4Ih2AMCGfBdPp1q2b8ovnbbrp06e//fbbyu/OgRKcHn300blz555x/4WFhTU1NSKiDKbg6fPPPxetPvkVKCrTH9SSD3l5eSJy/vnnuy3v0aOHiBQXFysfzdgWLVrktiQnJ0cZ23js2LGRKBEQLuFuD0tLS0tLS0Xkqquu8rqB0svm4osvds5wpy9UoFdUi/YR6QCEA/ksmE5sbKzyi9tJzxdffJGcnHzllVd6Xbt58+bOnTv7cwdJ6QtzxpGMmupKoy9Upj+oJR9++eUXEfEseUxMjPL0h+dU68azePFi16Fbvvjiiz/96U8iMnTo0AEDBoT2WE099OHKZrN5HYMGCJ467WGbNm28brxt27bt27eLyBtvvNGs4kceFegV1aJ96kQ6YhxgNuSzYDoWi0UZ5sBtkIWnnnpqxowZsbGxylV0bW2t69qnn3768ccf92f/GzduFJFhw4Y1ePPll19qdiSjZqAy/UEt+aAMNXLOOed4roqJiZEmBkMxEqvV2rt37wcffLB79+633nrroEGDUlNTq6qqOnbsmJWVFaqjVFdXT5w48eyzz27RokWLFi2uu+66/fv3u21TWVmpbBMdHR0dHd2hQ4cXXnghVAUAFOFuD5VuMl4fHztw4MBNN90UHx//6aefarO/qj+oQK+oFo0Ld6QjxgGmZY10AYAIiIuLq6mpcZ06bcmSJRkZGa1atRKR2NjYuro615t4//jHP8aOHatMIXxGyvNTubm5bdu29VyrjHwZ0EhG//znP++66y4/N3bKysrKyMgI9F3NoK/KjBRqqSlK/yyvvF6cGI/FYvnXv/41ceLElStXFhYWKksmTJgwd+7cc889NySHqKmp6du3b3Fx8Y033njttdfu27dv4cKFvXv33r59u/Mhnaqqqp49e1ZUVKSnp48cObKysnLp0qXTpk375ptvnEPPACER1vZQGeQoMTFRaRhFxG6319bW5uTkZGVl3XbbbZmZmUlJSb53YuawG5IKjAiqRcvCGumIcYCZkc+CGXXu3Hnnzp3FxcXKy7q6ug8++MB5jpKQkFBXV7d7927lZW1t7Ycffqh0gTmjwsLCI0eOiMjWrVtTUlI8N7jhhhtWrFgR0B28MWPGXHjhhf5vr3D2rg83DVZmZWXl66+/XlxcfNFFF91yyy3OsxmnAwcObNiw4d577/X7UwZLX7V0xgpU0xkfHNCvYcOGNTY2Kr9nZ2eXl5fv2bPHYrEMGDDAOVeXq0OHDgW0T6d58+YVFxfPmDHjmWeeUZZcc801w4cPf+yxx9asWaMsmTVrVkVFRWZm5pNPPqksmTZtWmpq6ltvvXX33XczIgxCKHztoXOQo7KysmXLljmXX3DBBWlpafPnz/czeWHasOt/BfoTJlQOtdqvFk3FVtUEGumUm3ABIcYBptYIGIifX+yRI0eKyB133KG8nDFjxoYNG5xrR4wYISITJkxQXv7lL3/ZtGmTnwV47bXXRCQ+Pr6pDZQhHt58800/d6imTz/9VERGjRoV0Lu0VpnffPPNhAkTysrKTpw48eabb4rIggULlFU//vjjc889d9ttt8XFxd12221+f8QQ0FEt+VgVDsqd83feecdzlfK8YVZWlj/7GTVqlIisXbs21AU0goEDB1oslqNHj7oujIuLi42Ndb5MSkqKiYk5ceKE6zaLFy8WkaeeekqdcsIkwtceKg8ueX6TNUtrYdfPCvQdJiIVajVeLUHGVs3GOC1cVxLjjIdMBfzH+FkwI+UK/9ixYyJSUlLy7bffuo6JoNwvUjqll5SUlJSU+D9QpXKvTzlt8rRr1y5lt03NjxNZyu3HH374IaB3aa0yp0yZMnv27OTkZIvFMnHixPvuu2/KlClK5/bY2NiRI0e+/fbbZ599dkCfMXg6qiUfq8KhQ4cOItLQ0OC5Shmu1c/+FMr3try8PKSlM4jPP//8119/da1JZWw112HLFi5c+M477yhDzDgpj3x6/esAzRa+9tA5yJHbN1mztBZ2/axA32EiUqFW49USZGzVbIxzu7CMSBmIcYCZ6SPeA6H1u9/9Tk6e1jz++ON//etfXdcqZ2DKKdEjjzwyb948//es9GwfNGiQ17Vbt24VDY9k1L59exH5/e9/H9C7tFaZmzZtuvTSS50vhw8fLiIrV64UkcTExG7dukXkOkdHteRjVTgo37evvvrKbbnNZlOeNDz//PP930+7du1CWzzDUDq7KWpraydOnGiz2R588EHnwoyMjJtvvtntXe+++66IhHyORZhc+NpDZZCjfv36hbC0YaW1sOtnBfoOE5EKtRqvliBjKzHON2IcYFqMnwUzatmypYgUFxdv3ry5Xbt2brMvKzfxqqqqPv/88+7duyunm/4oKipSRjLq37+/1w2UU6JAp7/Ztm3byy+/HNBbROTBBx9UZywPrVXmhAkTPE+jIz4Gk45qSeUKvPTSS1euXOk5KnxJSYmIWCwWRrUIoS+++CIzM3Pjxo02my0zM9P3xF5LlizZsGFDSkpKU73/gOYJU3voHOQo+KtTc4Zd/yvQVHE2VNWizUozGGIcYELks2BGPXv2FJFDhw7NmjVrxYoVbms7d+4sIt9+++2sWbNWrVrl/243bdokIvHx8V6H5RaR3NxcCTyf1a5du/T09IDeIirexNNaZS5atMj15a5du0SkGRUYWjqqJZUrMC0tLTMzc9++fW7LCwoKRCQ1NVUvzw3pwuHDh2NjY4cMGbJu3brXXnutW7duY8aM8brlqlWrJk+e3Lp16+zsbJULCcMLU3uYn58vIlarNfgn+s0Zdv2vQFPF2VBVizYrzWCIcYAJkc+CGSmDLNTU1Fx//fXKcNSu2rRpIyJHjhy59dZb/Ry7R+F7JKOCgoK6ujoJfPCsdu3a3X777QG9RU1arsyampqFCxdOmDChV69e/h86HHRaSypU4JVXXnnxxRcXFRWVlJQoY2kplOuNO++8M0zHNaf09HTl8qmoqGjQoEE33HDDnj17PJOhixYtmjRpUkJCQk5OjusfBQiJMLWHIRw8y5xht3kVaPg4G45q0U6lGQwxDjAh7nvDjJRTmW7dut1///2ea5VO6SkpKQFdS1dUVKxbt05ELrnkEs+1drv9vffeExGr1dqpU6fmFVubtFyZ99xzT79+/d544w3/Dx0mOq0ldSrwscceE5E5c+Y4l1RUVHz44YeXXXYZ+aww6dq16xNPPCEiCxYscFs1derUSZMmJScnb9my5YorrohE6WBw4WgPq6qqlPy+GQYY0lQFGjvOhqlatFNpRkWMA8yDfBbMSBk28qWXXvK6VrnF9+qrr/q5t7Zt20ZHR7dt27ampkZEMjMzlZfK2ldeeaVFixZnnXXWiy++KCI2my06OrpFixb//Oc/g/8gWqDZypwzZ05cXNwnn3yizF8TWXqsJdUqcPLkydOnT1+8ePGsWbMqKyu3bNmSnp7etWvX1atXh/W45mG32z1nxfrv//5vEamqqnIusdls11133csvv9y7d+/du3drc9oKGEBo28M//OEP0dHRF1xwQUVFhYgsXrw4OjradV4z49FOBRo4zoavWjRVacZAjAPMjHwWzKh79+7PPfec60TObmvnzZvn/1OBhw4d+u2331ynK/7tt98OHTqkrH3ggQeOHz/uuvbEiRPHjx+/6aabQvNhIk2blblkyZL6+npluAq73e7/lNhhortaUrkC58yZ83//938tW7acMWPG8uXLZ8+evXv37qSkpLAe1CQaGhqio6OVkWVcKTMJuF6ejRo1avXq1SNHjty8eXNiYqKqpYSZhLY9/O677zzbw//85z+hK6/maKQCjR1nw1QtWqs0AyDGAWbXCBgIX+xgrFmzRkRGjx4d6YIEa82aNX/729+cL7/55pulS5e6bpCQkHDbbbepXi5t8VFLZ6xADRo9erSIrF+/PtIF0aKhQ4eKyDvvvONc8uuvv3br1k1EPvvsM2XJ7NmzRSQ9PT0yRQRMSb9h158wYcJQ67tagomtxDgfiHHGwwUd/EdPVwCGsm3btqlTp6alpd1///12u/23334rLi5+8sknI10ubfFRS1Sg8cyfPz81NXXSpEklJSVXXHHF4cOH586dW1hYeMcddwwaNEhEqqurlXP96urqa6+91u3taWlpU6dOVb/YALSJMOGV72qh0sKHGAeYGfksAIaSkZFRXV1dXFzsulB5xKCwsDAzM7O4uLi6ujorK6usrOyCCy5YtmxZhEoaST5qyccq6FS3bt3y8/MnTJiQmZmpLGnVqtXs2bNnzpypvMzPz29oaBCRHTt2eL6dBz8BuPIdJkwban1XC7E1fIhxgJmRzwJgKD///HNTq7p167Z8+XI1C6NZPmrJxyroV48ePXbv3v3DDz98++23F154YUpKiuvc88rjThEsHgAd8R0mTBtqfVcLsTWsiHGAaZHPAgDAFNq3b9++fftIlwIAgNAjxgEmxPyGAAAAAAAA0BPyWQAAAAAAANAT8lkAAAAAAADQE/JZAAAAAAAA0BPyWQAAAAAAANAT8lkAAAAAAADQE/JZAAAAAAAA0BNrpAsAwIA2btyYl5f373//u66ubsyYMTfddFNTWxYUFOzdu9dz+cCBA9u3b2+3299//33Pteeff356enooS6w6/6tITFxLAAB/BBRTioqKdu3a1dRai8Vy3nnnpaWlWa36u0zwvx4MXAkAYB600QBC79///vdPP/2UnZ195MiRm2++2ceWhw8f3r17d1VVVVZWloh07dq1X79+F110kcViERGbzVZWVlZaWrp27drvv//eYrGMGzcuISHh6quvVumThI3/VSRmqqXc3NyJEyeWlZVFuiAAoCcBxZSff/5537591dXVb731loikpqamp6efe+65InLw4MGKiorc3Nxff/11+vTpM2fOVKP0oeN/PTS7EsrLy59//vktW7a0bdt23759V1555X333TdgwAC3/f/www/PPvvsypUr//Of/yQmJqanpz/00ENdu3YN9ScGAHNrBAyEL3Yw1qxZIyKjR48O1Q6Tk5MtFsuxY8fOuOWePXuUP9w333zjdYMxY8aIyI033hiqsmmE/1XUaNxa2r179yeffDJv3rzU1FQRiYmJacZORo8eLSLr168PefEAIEwiGHYbGxt//PFHJaZ89913bquOHTvWv39/EZkyZUqoyqYm/+sh0ErYunVramrq1q1blZfHjx/PyMgQkQcffND1vfn5+V27dl27du2JEydOnDjxySefJCYmisj8+fOb94mIcTAVLujgP8bPAhAWFRUV5eXlPXr0iIuLO+PGmzZtEpHWrVs3desyNzdXRIYNGxbaQkZWQFUkxq2lTZs2ffTRRyIyf/78SJcFAPQq0JiSn58vIsnJyR07dnRbFRcXN2XKFBFZsGBBeXl5yIsaVgHVQ6CVcMcddyQkJLRr1055GRMT8//bu//Yqsr7D+APN01zRwgmViRVEDWEuaWgxqlk04EGG6ML6pgYnERRM4O/p9uMiWEi+oeKZkNTN9chwXTaVIkaaCaKohHwZ0BaGlIbJdKUOCQqa5Cf7fePM2/utz8u95Z72z7wev11Oef03uf5pOFz+r7nPOfxxx8PISxZsqSxsTHZ2NnZOW/evNWrV1dXV6dSqVQqNXPmzNdeey2EcPfdd2cOA+DIybOAkkjCl95X4Pfp3XffDSH0d3/cpk2b9uzZE0KYNm1a8QY49AoqUTh6q3TXXXctX7783nvvdSMGwIAV2lOSYGX69Ol97s2sG5W5NDgWBdWhoCLs2bOnra1t5cqV9913X+aYSZMmJS9eeeWV5MXzzz8fQvjkk0+y32rq1KnV1dUhhPvvvz//uQCQmzwLKInkHPGiiy7K5+DVq1fnODj5+rSiouKMM84o3gCHXkElCsdqlQDIR6E9JfmOpL9LeltaWpIXxx9/fDFGN3gKqkNBRUin00l6VVVVlTmmq6sreXHcccclLzZs2NDW1nbFFVf0WG8+uad+8+bN+/fvL2A+APTPevBASbz33nupVOrSSy897JHNzc27d+8OISQLVfS2du3aEOFtdIeVf4nCMVwlAPJRUE/Zvn379u3bQwgXXHBBnwckqdBpp502derUIg5yEORfh0KLkEqltmzZ0tramn018Ycffpi8uOKKK5IXya2LqVRq9OjR2e82bty45MXBgwfLy8sLnBYAfXB9FlB8O3bs+OKLL84999yWlparrrrqqquu+vnPf/7iiy/2eXByYdFhl4XK/zvnKBRUonCsVgmAfAysp4wdO7b3ulEhhPXr12/YsCGE8Oyzz5ZuzKUwgNOPgopQVlbWowvX19eHEH7zm99kQrEFCxbU19d/8MEHmVsRE01NTSGEdDqd5wJnAByW67OA4ktWr/jmm2+efPLJurq6kSNHbt68+cwzz+zq6rr22mt7HPzWW2+FEGbMmNHnFfjxLguVW0ElCsdqlQDIR6E9Jbny6OKLL+69q7W1dfbs2aNGjXrhhReiu+a3oDoceREaGxuXLFny29/+dunSpdnbZ8+e3fvgZNGAG2+8sfBpAdA3eRZQfMm1Queee+7y5cuTLVOmTJkyZcqf/vSn3ieUb775ZvIjJ510Uu+3+u9//xuOxmWhCipROFarBEA+Cu0pybpRY8aMSZpLCKGrq6uzs7OxsbGurm7u3LkLFy6srKwcrOEXTUF1GHAR3nzzzSeeeGLjxo3ffffdwoULH3jggcMObOXKlVu3bq2oqFiwYMGRTBCAbPIsoPjWrVuXSqVqa2uzN44bN27z5s1bt27Nzlyam5u//fbb5EemTJnS+61mzZq1YsWK3t+O7ty5c9myZdu2bUun09dcc815553X+2dbW1vXrFkzf/78Ikyp2PIvUShNlb766qtnnnmmra3tlFNOufbaa7NXtwUgLgX1lMy6Ue3t7dn34p144onV1dV/+ctfRo0alWw5bKsdbn02/zrkX4TeZsyYkTTc7du3X3311XV1dc8991yOhcb27Nlz5513ptPpl156aezYsUcyQQCyybOAIvvqq6/a2trOP//8dDqdvX3jxo0hhPb29uwTymT1ilGjRvUZ04QfbgfokdS0trY+9dRTDz74YEVFRWtr69lnn/373//+4YcfTvZu3769rq6upaXl5ZdfnjVr1vA5z84oqEShBFVqaWlZvHjxokWLKisrly5dOnny5Keffvq2224r6iwBGAwD6ynl5eUNDQ2pVL9r6eZoIsOzzw7g9OOwRcht/PjxDQ0Np5566kUXXfT666//8pe/7POw3/3udzt37ly1atX06dMH9kEA9Ml68ECRvf322+GH51JndHZ27tixI4QwefLk7O3JslD9PYfo448/3rt3b+j17KHFixcvXbo0ecNJkyZVV1c/8sgjyeP/QgjpdPpXv/rVsmXLfvSjHxVrUsVVUIlCCap0++23L1q06OSTT06lUjfffPOtt956++23Nzc3F2uCAAyaQntKZt2o3DlOjiYyPPtsQXXIswiHNX78+GnTpu3du/eGG27o84CHHnpo9erVb7/9dp8LdQFwJORZQJEl4UuPB+0ly6BWVlb2uNI+WbSiv28s161bF/paFurHP/5xeXl5Wdn/rjBNTkYzp6Rjxoypqqo6wjPUkiqoRKEEVXrnnXfOPPPMzJGXXHJJCOGVV145gjkBMDQK7SnJulG/+MUvcr9tjiYyPPtsQXXIswg9NDc3Hzx4sMfGU089NYTwxRdfJAPIVltb+/zzz3/00Uc/+9nPCvogAPIxvPoQcBTYuXNn6PXAoOSL0Llz52ZvbGlpSZaFuvDCC/t8q+R0s/eyUPfee+8333yTiW/WrVs3bdq0HEtdDDf5lyiUpkrz5s379a9/3eP4rq6uAc0GgKFUUE/JrBvV381xGdG12vzrkH8Rst13332TJ08+5ZRTOjs7s7dncr3MdeKJlStX/vWvf12/fv2ECRMyGxcsWKDbAhSLPAsosoMHD44cOTL7lHf//v0NDQ0jR468++67s49MnqudY1mo5EFFuZ8X/vDDD48dO7a+vr4IQx8s+ZcolKZKtbW1zz77bGbvxx9/HEK47LLLBjIZAIZUQT0lWTeqrKysxy3quUXRavOvw8CKkFzFvGPHjg8//DB7+/79+5MX48aNy2x89913H3vssbVr144ZMyb74Pr6+uF2XRtAvKwHDxTZ6aefnnn0dWLx4sW7d++uqanp8dzr3MtCbdq0ac+ePaHXslAZTz311CeffNLa2vroo4/G9cCg/EsUSl+l3bt3/+1vf5s3b567IQBiVFBPKXTdqIhabf51GNjiWeecc87nn39+9dVX97gE7IMPPgghnHXWWZk22tzcfMsttzz66KNbtmxJtiSZV3t7+6RJkwqeGAD96YajiF/sI7Fq1aoQwpVXXnmE75OcvW3cuDH555o1a8rKyu65554eh3V0dIwePTqE8Oc//7n3mxw6dOiee+4JIZSVlR06dCjHx33//fdnnHHGnDlzeu+qqKiYO3fuAKdRSnmWqHtQqjRnzpyZM2ceOHBgIDMpnn379tXU1IQQUqnUqlWrck+ntyuvvDKE8MYbb5RoeABFN8htt7u7+z//+U+S7Nx0000FfUR/TWRY9dk86zDgIjQ1NZ122mlbtmzJ3rhmzZoQwujRoz/99NNky5dffpkj+Cv0QxN6HMcUf9CRP78lHFX893ckinVi3d3dXVNTM3HixJqamj/84Q8TJkx47rnnsvdWVlZm1pdNlJWVVVZWJnuXLFlSXl6evTeVSpWXl9fX1/f3cYsWLQoh9PiU7mF2nt1D7hJ1D1aVHnnkkYGdWxdRTU1Nj7kkck+nB+f6QHQGre12d3dPnDixd08ZPXp0/h/RZxMZbn02dx2OvAgbNmyoqqq6/vrrX3jhhVWrVtXU1CRL4zc1NWWOmTNnTn9hVgjhn//85wDmpcdxTPEHHflz/zZQfPPnIUxgawAABjhJREFUz3///fcnTJgwa9asbdu29XiIdUdHR4+rgQ4cONDR0ZHsveOOO/bt25e999ChQ/v27Zs9e3bmHf74xz/+/e9/z/xz4sSJ4YdnGMUid4nCoFRp6dKle/fura2tDSF0dXU1NzeXbLq5zJ8/v8dcEj2mA0B/DttTPvvss9495bvvvsvxnjG22tx1GEARepg6dWpTU9MNN9zQ1ta2YsWKHTt2vPTSS01NTVVVVZlj/vWvf+X40+vGG28s1mQBsH4WUBIVFRUlWl9806ZNixcvTqfTt9xyS7IlWZaioqKiFB9XOqUrUcijSo2Njbt27XrooYeSf27durW5uTn7jByAiBS3p8TbakvaWxPTp0+fPn16ST8CgHzIs4DIVFVVVVZWLlu2LLPl3//+d3l5+fz584duUMNO7iqtX7/+rrvuqq6uvu2227q6ug4cONDW1rZgwYIhGy4Aw4lWC8DwJ88CIlNWVrZixYrHH3+8s7Pz+OOP37Jly+rVq1999dWf/vSnyQHNzc0LFy5sa2vbtWtXXV1de3v7iSee+OKLLw7tsAdZ7irNnDlz165dbW1t2T9S0GPLATiK5W4i+iwAw4E8C4jP1KlTGxoa1q5d297ePn78+I6OjuwFxauqqhoaGoZweMNEjip9/fXXQzs2AIa5HE1EnwVgOJBnAVFKpVIXX3zxUI9iuFMlAAZMEwFgOPN8QwAAAABi4vos4P/Ztm1bbW1tj43pdPq6664bkvFAD8uXL08es5Vt27ZtQzEWgCOl7ZJNjwPI34ju7u6hHgMUzYgRI5IXfrEHoLGx8fLLL+9zV2VlZUdHxyCPB/p0wgkn7Nq1q89db7zxxowZMwZ5PAADo+3Smx4H/qAjf67PAv5n8uTJ//jHP/rclU6nB3kw0J8nn3yy93fXiZ/85CeDPBiAAdN26U2PA8if67M4qojzAQAAIuUPOvJnPXgAAAAAYiLPAgAAACAm8iwAAAAAYiLPAgAAACAm8iwAAAAAYiLPAgAAACAm8iwAAAAAYiLPAgAAACAmZUM9ACiJESNGDPUQAAAAgJJwfRZHle7u7qEeAgAAAFBaI/z9DwAAAEBEXJ8FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEzkWQAAAADERJ4FAAAAQEz+DybUtbYhIIW7AAAAAElFTkSuQmCC\" data-image-state=\"image-loaded\" width=\"963\" height=\"570\"\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\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 [PY,Pclass]=Calc_Dual_Bias_Perceptron(X,WH,WP)\r\n%Sigmoid applied to X*WH\r\n%The PY value in this case is two values for each case, [Prediction-0, Prediction-1]\r\n%Pclass is 1 or 2 based on determination col max per row. Prediction for each input case\r\n%X will be four rows and three columns\r\n%Softmax applied to produce the output PY\r\n\r\n  PY=zeros(4,2); % Four rows since four cases in X\r\n  Pclass=ones(4,1); % Values 1 or 2\r\nend\r\n\r\n%The figure was generated using Matlab and Latex\r\n%{\r\nfunction perceptron_bias_dual_Sig_Soft\r\n%Dual output classifier\r\n%Softmax y=exp(x)./sum(exp(x),2)\r\n\r\nfigure(1);clf;\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\nrxA=[0 2*r 2*r   0 0]';\r\nryA=[0   0 2*r 2*r 0]';\r\n\r\n\r\ntext(1,97,'Bias Dual 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\npatch(cxA+135,cyA+20,'y');text(135-6,34,'P_{2}','Fontsize',20);text(135-8,20,'\\Sigma','Fontsize',30);\r\n\r\npatch(rxA+80,ryA+70,'y');text(82,80,'Sigmoid','Fontsize',20);text(90,93,'Y_{1}','Fontsize',20);\r\npatch(rxA+80,ryA+10,'y');text(82,20,'Sigmoid','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\npatch(rxA+135,ryA+10,'y');text(137,20,'Softmax','Fontsize',20);text(147,34,'PY_{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\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_{32}','Fontsize',20);\r\n\r\ntext(30,85,'WH_{11}','Fontsize',20); %Thicker Bold\r\ntext(20,65,'WH_{12}','Fontsize',20);\r\ntext(40,25,'WH_{22}','Fontsize',20);\r\ntext(20,38,'WH_{21}','Fontsize',20);\r\n\r\ntext(111,84,'WP_{11}','Fontsize',20);\r\ntext(111,24,'WP_{22}','Fontsize',20);\r\ntext(123,42,'WP_{12}','Fontsize',20);\r\ntext(123,56,'WP_{21}','Fontsize',20);\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='$$ Sigmoid(H)=Y  $$'; \r\ntext(75,62,str,'Interpreter','latex','Fontsize',16);\r\ntext(40,70,'Sigmoid(H)=','Fontsize',20,'Color','b');\r\ntext(43,65,'1/(1+e^{-H})','Fontsize',20,'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='$$ P=\\left[\\matrix{ P_{1} \u0026 P_{2} } \\right]  $$'; \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\ntext(122,50,'Softmax(P)=e^{P}/\\Sigmae^{P}','Fontsize',20,'Color','b');\r\n\r\nstr='$$ PY=\\left[\\matrix{ PY_{1} \u0026 PY_{2}} \\right]  $$'; \r\ntext(75,39,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='$$ WP=\\left[\\matrix{ WP_{11} \u0026 WP_{12}\\cr WP_{21} \u0026 WP_{22} \\cr bP_{31} \u0026 bP{32} } \\right]  $$'; %valid\r\ntext(88,3,str,'Interpreter','latex','Fontsize',20);\r\n\r\n\r\nend %perceptron_bias_dual\r\n\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% This was delayed as had to solve AGI on the way.\r\n% The back propagation algorithm is for a near future fun challenge.\r\n%XOR\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [3.14   5 0; %wh11 wh12 0\r\n     3.14   5 0; %wh21 wh22 0\r\n    -4.80  -2 1];%bh31 bh32 1\r\n\r\nWP=[ 5.25 -4.44; %wp11 wp12\r\n    -4.20  4.70; %wp21 wp22\r\n     1.96 -1.96];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([0;1;1;0],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n%%\r\n%XNOR\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [3.33   5.32 0; %wh11 wh12 0\r\n     3.33   5.29 0; %wh21 wh22 0\r\n    -5.11  -2.15 1];%bh31 bh32 1\r\n\r\nWP=[-4.56  5.49; %wp11 wp12\r\n     4.67 -4.53; %wp21 wp22\r\n    -2.05  2.05];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([1;0;0;1],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%AND\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [3.31   1.01 0; %wh11 wh12 0\r\n     3.24   1.24 0; %wh21 wh22 0\r\n    -4.84  -1.36 1];%bh31 bh32 1\r\n\r\nWP=[-4.32  5.35; %wp11 wp12\r\n    -0.31  1.84; %wp21 wp22\r\n     3.13 -3.13];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([0;0;0;1],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%NAND\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [0.42   3.39 0; %wh11 wh12 0\r\n     0.97   3.34 0; %wh21 wh22 0\r\n    -0.44  -4.96 1];%bh31 bh32 1\r\n\r\nWP=[ 0.52 -0.19; %wp11 wp12\r\n     5.32 -4.82; %wp21 wp22\r\n    -2.88  2.88];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([1;1;1;0],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%OR\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [3.60   2.35 0; %wh11 wh12 0\r\n     3.53   2.46 0; %wh21 wh22 0\r\n    -1.91  -1.35 1];%bh31 bh32 1\r\n\r\nWP=[-2.92  4.42; %wp11 wp12\r\n    -1.73  2.53; %wp21 wp22\r\n     2.64 -2.64];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([0;1;1;1],Pclass-1)\r\n valid=0;\r\nend\r\n\r\nassert(valid)\r\n\r\n%%\r\n%NOR\r\nvalid=1;\r\nX= [0 0 1; %[x1 x2 1] XOR four cases, Expected Truth output not shown\r\n    0 1 1;\r\n    1 0 1;\r\n    1 1 1];\r\n\r\nWH= [3.31   2.72 0; %wh11 wh12 0\r\n     3.31   2.72 0; %wh21 wh22 0\r\n    -1.79  -1.51 1];%bh31 bh32 1\r\n\r\nWP=[ 4.30 -2.38; %wp11 wp12\r\n     3.16 -1.90; %wp21 wp22\r\n    -2.67  2.67];%bp31 bp32\r\n\r\n[PY,Pclass]=Calc_Dual_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(4,2), PY\u003e.85 +PY\u003c.15) %Hi and Low Thresholds met\r\n valid=0;\r\nend\r\nif ~isequal([1;0;0;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":"2023-08-22T17:50:14.000Z","deleted_by":null,"deleted_at":null,"solvers_count":4,"test_suite_updated_at":null,"rescore_all_solutions":false,"group_id":1,"created_at":"2023-08-21T13:35:11.000Z","updated_at":"2023-08-22T17:50:14.000Z","published_at":"2023-08-22T17:50:14.000Z","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 Dual Output Perceptron vector,PY and Pclass, given X, WH, and WP using Sigmoid on the hidden layer and Softmax on the output layer. Test Cases will be all two input conditions for functions  XOR, XNOR, AND, NAND, OR, and NOR.\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 Dual output  PY 4x2 matrix. PY(:,1) is Expectation of 0 and PY(:,2) is Expectation of 1 for each case. 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