## Chapter 11: Tree-based Classification and Regression
## Note
## Sec 11.1: The Uses of Tree-based Methods
## ss 11.1.1: Problems for which tree-based regression may be used
## When are tree-based methods appropriate?
## Sec 11.2: Detecting Email Spam~-- an Example
## Footnote Code
## Obtain 500-row sample; repeat the first plot (of crl.tot)
library(DAAG)
## Loading required package: lattice
spam.sample <- spam7[sample(seq(1,4601), 500, replace=FALSE), ]
boxplot(split(spam.sample$crl.tot, spam.sample$yesno))
![plot of chunk unnamed-chunk-1 plot of chunk 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CBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBtQjss5ad7ENgBoF3ZN//Ndl3hj7sSoAAAQIECBAgQIAAAQIECBDYWwSezYlekXxpbznhts9zQ9sd6o/AKgJV/PyJVbbxNQECBAgQIECAAAECBAgQIECAwOsCn87qf3j9rbVpBBRAp9GybRsCoys/fyed3dlGh/ogQIAAAQIECBAgQIAAAQIECAxUYGvO693JqJ4y0NPs9rQUQLv11fvyAlX8vGr5r31DgAABAgQIECBAgAABAgQIENjrBar4WdFmEHjzDPvalQABAgQIECBAgAABAgQIECBAgAABAutaQAF0XU+PgyNAgAABAgQIECBAgAABAgQIECBAYBYBBdBZ9OxLgAABAgQIECBAgAABAgQIECBAgMC6FlAAXdfT4+AIECBAgAABAgQIECBAgAABAgQIEJhFQAF0Fj37EiBAgAABAgQIECBAgAABAgQIECCwrgUUQNf19Dg4AgQIECBAgAABAgQIECBAgAABAgRmEVAAnUXPvgQIECBAgAABAgQIECBAgAABAgQIrGsBBdB1PT0OjgABAgQIECBAgAABAgQIECBAgACBWQQUQGfRsy8BAgQIECBAgAABAgQIECBAgAABAutaQAF0XU+PgyNAgAABAgQIECBAgAABAgQIECBAYBYBBdBZ9OxLgAABAgQIECBAgAABAgQIECBAgMC6Ftiwro/OwREgQIAAAQIECBAgQIAAge4EDknXxyeHJ19IPpPsSjQCBAgQGJCAK0AHNJlOhQABAgQIECBAgAABAgQmEnhvtro92ZHck/xu8kDyl8l1yTsTjQABAgQGIqAAOpCJdBoECBAgQIAAAQIECBAgsKrA/tni2uTjyfckryafat4/lOVByQeSKob+ZKIRIECAwAAEFEAHMIlOgQABAgQIECBAgAABAgRWFah//16f/MPk+eTfJEcm707+p+Sbknckv5Tsk/xC8rOJRoAAAQIECBCYSuBD2br+X9Yfn2ovGxMgQIAAAQIECBAgQGA2gYuze/1bpH7r86RVunp/vn8pqe2/b5VtfU2AAIEuBban8/pv0dYuBxl6364AHfoMOz8CBAgQIECAAAECBAgQ+JoQ/HTDULe4P7gKyY35vgqm1a7YvfBKgAABAosqoAC6qDPnuAkQIECAAAECBAgQIEBgUoG/mw3fmnws+S8T7nRVtvt8siX5lgn3sRkBAgQIrEMBBdB1OCkOiQABAgQIECBAgAABAgRaFXhP09tvTdFr3QJ/U7P9aP8pdrcpAQIECKwXAQXQ9TITjoMAAQIECBAgQIAAAQIEuhI4pun4M1MO8BfN9m+fcj+bEyBAgMA6ElAAXUeT4VAIECBAgAABAgQIECBAoBOBupqz2r67FxO/bmi2fHniPWxIgAABAutOQAF03U2JAyJAgAABAgQIECBAgACBlgU+1/S32tPf9xx2tP1o/z2/954AAQIEFkBAAXQBJskhEiBAgAABAgQIECBAgMBMAv+52fu8KXo5NNue02w/2n+K3W1KgAABAutFQAF0vcyE4yBAgAABAgQIECBAgACBrgRuTsdPJN+WbJtwkJ/Pdocl9dT4z064j80IECBAYB0KKICuw0lxSAQIECBAgAABAgQIECDQqsCX09tPNj3+cpbvX6X3i/P9v0h2JReusq2vCRAgQGCdCyiArvMJcngECBAgQIAAAQIECBAg0IrAb6SXDyUbk99OtiffkeyTVNsv+b7kE0ld/flK8k+S+xKNAAECBAgQIDCxQP0PjleTH594DxsSIECAAAECBAgQIECgPYF/na52JvXvkkpd5fmFpJ70Pvrs6ayfnWgECBDoW6D+z5r6b9PWvg9kkcd3Begiz55jJ0CAAAECBAgQIECAAIFpBT6YHU5Mavlwsm9yZFLt3qRuf/+G5KOJRoAAAQIDENgwgHNwCgQIECBAgAABAgQIECBAYBqBx7Nx/bZnpW59PzR5JvlKohEgQIDAwAQUQAc2oU6HAAECBAgQIECAAAECBKYSeDFb1y3vGgECBAgMVMAt8AOdWKdFgAABAgQIECBAgAABAgQIECBAgMCb3qQA6q+AAAECBAgQIECAAAECBAgQIECAAIHBCiiADnZqnRgBAgQIECBAgAABAgQIECBAgAABAgqg/gYIECBAgAABAgQIECBAgAABAgQIEBisgALoYKfWiREgQIAAAQIECBAgQIAAAQIECBAgoADqb4AAAQIECBAgQIAAAQIECBAgQIAAgcEKKIAOdmqdGAECBAgQIECAAAECBAgQIECAAAECCqD+BggQIECAAAECBAgQIECAAAECBAgQGKyAAuhgp9aJESBAgAABAgQIECBAgAABAgQIECCgAOpvgAABAgQIECBAgAABAgQIECBAgACBwQoogA52ap0YAQIECBAgQIAAAQIECBAgQIAAAQIKoP4GCBAgQIAAAQIECBAgQIAAAQIECBAYrIAC6GCn1okRIECAAAECBAgQIECAAAECBAgQIKAA6m+AAAECBAgQIECAAAECBAgQIECAAIHBCiiADnZqnRgBAgQIECBAgAABAgQIECBAgAABAgqg/gYIECBAgAABAgQIECBAgAABAgQIEBisgALoYKfWiREgQIAAAQIECBAgQIAAAQIECBAgoADqb4AAAQIECBAgQIAAAQIECBAgQIAAgcEKKIAOdmqdGAECBAgQIECAAAECBAgQIECAAAECCqD+BggQIECAAAECBAgQIECAAAECBAgQGKyAAuhgp9aJESBAgAABAgQIECBAgAABAgQIECCgAOpvgAABAgQIECBAgAABAgQIECBAgACBwQoogA52ap0YAQIECBAgQIAAAQIECBAgQIAAAQIbEPQucHSO4IjkwCYvZPls8lyyI6n3GgECBAgQIECAAAECBAgQIECAAAECaxBQAF0D2oy7HJz9z0/OS7Yk9X659nK+eDC5K7kluTV5NdEIECBAgAABAgQIECBAgAABAgQIEJhAwC3wEyC1tMlR6efq5PPJh5NTk5WKn/n6TVWgflfyz5IqgD6QnJ1oBAgQIECAAAECBAgQIECAAAECBAhMIOAK0AmQWtjk8PRxR3LSWF91JecTyWPJ08nOZFdSc7IxOSTZlGxO9k+q1RWjNyUXJlclGgECBAgQIECAAAECBAgQIECAAAECKwgogK6A09JXB6Wfjyaj4ucfZ/2DyceTKnyu1vbNBt+e1G3z25J6/6HkM0ndEq8RIECAAAECBAgQIECAAAECBAgQIECgN4EqWtbVnpXrkll+duB92f/Fpq+6HX6WvrJ7L62Kt2Xx472MblACBAgQIECAAAECBAgQIECAwOIIbM+hVh1l6+Ic8vo70kUsoK0/xZWP6LTm6ypY1lWcr6y8+Yrf1hWfFzVb1BWlx624tS8JECBAgAABAgQIECBAgAABAgQI7OUCCqDd/wGc3gxxc5YvtTDc9WN9nDi2bpUAAQIECBAgQIAAAQIECBAgQIAAgT0EFED3AOng7TFNn4+31PeO9DMqpB7QUp+6IUCAAAECBAgQIECAAAECBAgQIDBIAQXQ7qf14WaIU1saqm6prwchVbt398IrAQIECBAgQIAAAQIECBAgQIAAAQJLCSiALqXS7mf3NN2dm+WZM3Z9WPa/sunjmSwfmbE/uxMgQIAAAQIECBAgQIAAAQIECBAYtIACaPfTe3mGqFvWNyY3Jhck+yXTtpOzw+1JLatds3vhlQABAgQIECBAgAABAgQIECBAgACB5QQ2LPeFz1sTqFvgL06uSA5NqnBZ63cm9yV1FedTyc7khaTmpIqlhySbkuOTM5ItyahVIfTS0RtLAgQIECBAgAABAgQIECBAgAABAgSWFlAAXdql7U9/MR3Ww4uuTurBRQcn398ki6nax7L1eckrU+1lYwIECBAgQIAAAQIECBAgQIAAAQJ7oYBb4Oc36ddmqM3JZcmTUw67K9vX7fPnJGcl9fufGgECBAgQIECAAAECBAgQIECAAAECqwi4AnQVoJa/fjr9XdLk2CxPSU5I6nb3uj2+rgyt3wt9PnkuqdvnH0ruT+ozjQABAgQIECBAgAABAgQIECBAgACBKQQUQKfAannTR9NfRSNAgAABAgQIECBAgAABAgQIECBAoCMBt8B3BKtbAgQIECBAgAABAgQIECBAgAABAgT6F3AFaP9zcHQO4YjkwCb1JPhnk7oFvh6cVO81AgQIECBAgAABAgQIECBAgAABAgTWIKAAuga0GXep3/k8P6knuW9J6v1y7eV88WByV3JLcmvyaqIRIECAAAECBAgQIECAAAECBAgQIDCBgFvgJ0BqaZOj0s/VyeeTDyenJisVP/P1m6pA/a7knyVVAH0gOTvRCBAgQIAAAQIECBAgQIAAAQIECBCYQMAVoBMgtbDJ4enjjuSksb7qSs4nkseSejr8zmRXUnOyMaknw29KNif7J9XqitGbkguTqxKNAAECBAgQIECAAAECBAgQIECAAIEVBBRAV8Bp6auD0s9Hk1Hx84+z/sHk40kVPldr+2aDb0/qtvltSb3/UPKZpG6J1wgQIECAAAECBAgQIECAAAECBAgQINCbQBUt62rPynXJLD878L7s/2LTV90OP0tf2b2XVsXbsvjxXkY3KAECBAgQIECAAAECBAgQIEBgcQS251CrjrJ1cQ55/R3pIhbQ1p/iykd0WvN1FSzrKs5XVt58xW/ris+Lmi3qitLjVtzalwQIECBAgAABAgQIECBAgAABAgT2cgEF0O7/AE5vhrg5y5daGO76sT5OHFu3SoAAAQIECBAgQIAAAQIECBAgQIDAHgIKoHuAdPD2mKbPx1vqe0f6GRVSD2ipT90QIECAAAECBAgQIECAAAECBAgQGKSAAmj30/pwM8SpLQ1Vt9TXg5Cq3bt74ZUAAQIECBAgQIAAAQIECBAgQIAAgaUEFECXUmn3s3ua7s7N8swZuz4s+1/Z9PFMlo/M2J/dCRAgQIAAAQIECBAgQIAAAQIECAxaQAG0++m9PEPULesbkxuTC5L9kmnbydnh9qSW1a7ZvfBKgAABAgQIECBAgAABAgQIECBAgMByAhuW+8LnrQnULfAXJ1ckhyZVuKz1O5P7krqK86lkZ/JCUnNSxdJDkk3J8ckZyZZk1KoQeunojSUBAgQIECBAgAABAgQIECBAgAABAksLKIAu7dL2p7+YDuvhRVcn9eCig5Pvb5LFVO1j2fq85JWp9rIxAQIECBAgQIAAAQIECBAgQIAAgb1QwC3w85v0azPU5uSy5Mkph92V7ev2+XOSs5L6/U+NAAECBAgQIECAAAECBAgQIECAAIFVBFwBugpQy18/nf4uaXJslqckJyR1u3vdHl9XhtbvhT6fPJfU7fMPJfcn9Vlf7e9l4B9L9mnhAL656eO4FvrSBQECBAgQIECAAAECBAgQIECAAIEVBRRAV+Tp9MtH03tlEdqP5CDrytM226ltdqYvAgQIECBAgAABAgQIECBAgAABAksJKIAupeKzPQX+cT74laSNn0z4pfRzfPI/Eo0AAQIECBAgQIAAAQIECBAgQIBApwIKoJ3yTtT50dnqiOTAJvUk+GeTugW+HpxU7/tuX8wB1JPn22h1XhoBAgQIECBAgAABAgQIECBAgACBuQgogM6F+Q2D1O98np/Uk9y3JPV+ufZyvngwuSu5Jbk1eTXRCBAgQIAAAQIECBAgQIAAAQIECBAgsK4EjsrRXJ3UFZBVxFxLqhh6drLI7Z4cfJ37DYt8Eo6dAAECBAgQIECAAAECBAgQIDAHge0Zo+ooW+cw1mCHcAXofKb28AxzR3LS2HD1x/tE8lhST4ffmexKak42JvVk+E3J5mT/pFpdMXpTcmFyVaIRIECAAAECBAgQIECAAAECBAgQIECgV4GDMvonkyp4Vu5OPpAcmUzS9s1GpycfSV5MRv28L+uL2FwBuoiz5pgJECBAgAABAgQIECBAgACBPgRcAdqHujGnFtiWPUZFy+uyPsuT1KvoOSqCPjBjX9m9l6YA2gu7QQkQIECAAAECBAgQIECAAIEFFFAAbWHSZinGtTD8XtHFac1ZVsGyHn70ygxnXQ9BuqjZv26nP26GvuxKgAABAgQIECBAgAABAgQIECBAYPACCqDdT3Hdvl7t5uSl19Zme7l+bPcTx9atEiBAgAABAgQIECBAgAABAgQIECCwh4AC6B4gHbw9punz8Zb63pF+RoXUA1rqUzcECBAgQIAAAQIECBAgQIAAAQIEBimgANr9tD7cDHFqS0PVLfX1YKRq9+5eeCVAgAABAgQIECBAgAABAgQIECBAYCkBBdClVNr9rB76U+3c5MzX1tb+clh2vbLZ/ZksH1l7V/YkQIAAAQIECBAgQIAAAQIECBAgMHwBBdDu5/jyDFG3rG9MbkwuSPZLpm0nZ4fbk1pWu2b3wisBAgQIECBAgAABAgQIECBAgAABAssJbFjuC5+3JlC3wF+cXJEcmlThstbvTO5L6irOp5KdyQtJzUkVSw9JNiXHJ2ckW5JRq0LopaM3lgQIECBAgAABAgQIECBAgAABAgQIEOhbYFsO4MvJqzPmtux/RLKorX4SoAxuWNQTcNwECBAgQIAAAQIECBAgQIAAgTkJbM84VUfZOqfxBjmMW+DnN63XZqjNyWXJk1MOuyvb1+3z5yRnJfX7nxoBAgQIECBAgAABAgQIECBAgAABAqsIuAV+FaCWv346/V3S5NgsT0lOSOp297o9/uCkfi/0+eS5pG6ffyi5P6nPNAIECBAgQIAAAQIECBAgQIAAAQIEphBQAJ0Cq+VNH01/FY0AAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gm2h26PSxzuTWv5Z8qdJXR2qESBAgAABAgQIECBAgAABAgQIECAwoYAC6IRQLW1Wv7l6YvLuZL+kngJ/bzLejsmb+p3QH03eMvbFi1m/LvmXSd0erxEgQIAAAQIECBAgQIAAAQIECBAgQGDdCJycI6nf86wnd43n9rw/PKn29qR+93P8+z3XH83335osavMU+EWdOcdNgAABAgQIECBAgAABAgQIzFvAU+BbEHcFaAuIE3TxA9nmPyV11eee7XvywW3JacmvJ1+fVPv/kj9I/nvyDckZSd0Ovzn5zeSkZGeiESBAgAABAgQIECBAgAABAgQIECBAoDeBerL755PRlZx/lPW6xf0Xknq6++jz/3ds/ZezflAy3upJ8dcmo+1/fvzLBVp3BegCTZZDJUCAAAECBAgQIECAAAECBHoVcAVor/wGn1Tg/8qGo6LlT2V9n7Ed6wrcq8e+r+1+Z+z7PVdr399Laru/Tsb7ytuFaAqgCzFNDpIAAQIECBAgQIAAAQIECBBYBwIKoOtgEhzC6gL/OZtUwfKOZTat2+I/22xT241ugV9m89dula/tKu9YbqN1/LkC6DqeHIdGgAABAgQIECBAgAABAgQIrCsBBdAWpqOeSq51K/DOpvtblhmmnu7+e813O7Ks3/xcqdWT419pNhj1vdL2viNAgAABAgQIECBAgAABAgQIECCw1woogHY/9Yc2Qzy7wlDPN9/91QrbjH/1lebNW8c/tE6AAAECBAgQIECAAAECBAgQIECAwBsFFEDf6NHFuz9vOn33Cp1/S/Nd3f5+4Arb1VenJ/s223y6WVoQIECAAAECBAgQIECAAAECBAgQILCEgALoEigtfzQqUv6T9PuNS/T9/nz2Xc3nNR+13Urth5svX87yL1ba0HcECBAgQIAAAQIECBAgQIAAAQIECBDoWuDbMkDdsl4PLapb3P95UoXQ70h+LqnfAK3v/qRZfinLM5KlWm0/egDSzUttsACfeQjSAkySQyRAgAABAgQIECBAgAABAgTWhYCHIK2LaXAQkwj822w0KlwutayHHx2ZPNlsVw85+tXkR5Izk59I6inyo32rSHpssohNAXQRZ80xEyBAgAABAgQIECBAgAABAn0IKID2oW7MNQnsl71+ManC5qiIOVo+l89OS6pVwXOpbUbb1rKuJq2rSBe1KYAu6sw5bgIECBAgQIAAAQIECBAgQGDeAgqgLYhvaKEPXawuULe5X5Rcn3xfMnro0b1Z/+Wkrvysdl1yUFLF0kOTPduj+eAfJL+/5xfeEyBAgAABAgQIECBAgAABAgQIECDw1QIKoF9t0uUn/y2dV1Zqdev7byVbk/qt0Lclf5rcl3wieT7RCBAgQIAAAQIECBAgQIAAAQIECBCYQEABdAKkHjb5Ysb8cA/jGpIAAQIECBAgQIAAAQIECBAgQIDAoATePKizcTIECBAgQIAAAQIECBAgQIAAAQIECBAYE1AAHcOwSoAAAQIECBAgQIAAAQIECBAgQIDAsAQUQIc1n86GAAECBAgQIECAAAECBAgQIECAAIExAQXQMQyrBAgQIECAAAECBAgQIECAAAECBAgMS0ABdFjz6WwIECBAgAABAgQIECBAgAABAgQIEBgTUAAdw7BKgAABAgQIECBAgAABAgQIECBAgMCwBBRAhzWfzoYAAQIECBAgQIAAAQIECBAgQIAAgTEBBdAxDKsECBAgQIAAAQIECBAgQIAAAQIECAxLQAF0WPPpbAgQIECAAAECBAgQIECAAAECBAgQGBNQAB3DsEqAAAECBAgQIECAAAECBAgQIECAwLAEFECHNZ/OhgABAgQIECBAgAABAgQIECBAgACBMQEF0DEMqwQIECBAgAABAgQIECBAgAABAgQIDEtAAXRY8+lsCBAgQIAAAQIECBAgQIAAAQIECBAYE1AAHcOwSoAAAQIECBAgQIAAAQIECBAgQIDAsAQUQIc1n86GAAECBAgQIECAAAECBAgQIECAAIExAQXQMQyrBAgQIECAAAECBAgQIECAAAECBAgMS0ABdFjz6WwIECBAgAABAgQIECBAgAABAgQIEBgTUAAdw7BKgAABAgQIECBAgAABAgQIECBAgMCwBBRAhzWfzoYAAQIECBAgQIAAAQIECBAgQIAAgTEBBdAxDKsECBAgQIAAAQIECBAgQIAAAQIECAxLQAF0WPPpbAgQIECAAAECBAgQIECAAAECBAgQGBNQAB3DsEqAAAECBAgQIECAAAECBAgQIECAwLAEFECHNZ/OhgABAgQIECBAgAABAgQIECBAgACBMQEF0DEMqwQIECBAgAABAgQIECBAgAABAgQIDEtAAXRY8+lsCBAgQIAAAQIECBAgQIAAAQIECBAYE1AAHcOwSoAAAQIECBAgQIAAAQIECBAgQIDAsAQUQIc1n86GAAECBAgQIECAAAECBAgQIECAAIExAQXQMQyrBAgQIECAAAECBAgQIECAAAECBAgMS0ABdFjz6WwIECBAgAABAgQIECBAgAABAgQIEBgTUAAdw7BKgAABAgQIECBAgAABAgQIECBAgMCwBBRAhzWfzoYAAQIECBAgQIAAAQIECBAgQIAAgTEBBdAxDKsECBAgQIAAAQIECBAgQIAAAQIECAxLQAF0WPPpbAgQIECAAAECBAgQIECAAAECBAgQGBNQAB3DsEqAAAECBAgQIECAAAECBAgQIECAwLAEFECHNZ/OhgABAgQIECBAgAABAgQIECBAgACBMQEF0DEMqwQIECBAgAABAgQIECBAgAABAgQIDEtAAXRY8+lsCBAgQIAAAQIECBAgQIAAAQIECBAYE1AAHcOwSoAAAQIECBAgQIAAAQIECBAgQIDAsAQUQIc1n86GAAECBAgQIECAAAECBAgQIECAAIExAQXQMQyrBAgQIECAAAECBAgQIECAAAECBAgMS0ABdFjz6WwIECBAgAABAgQIECBAgAABAgQIEBgTUAAdw7BKgAABAgQIECBAgAABAgQIECBAgMCwBBRAhzWfzoYAAQIECBAgQIAAAQIECBAgQIAAgTEBBdAxDKsECBAgQIAAAQIECBAgQIAAAQIECAxLQAF0WPPpbAgQIECAAAECBAgQIECAAAECBAgQGBNQAB3DsEqAAAECBAgQIECAAAECBAgQIECAwLAEFECHNZ/OhgABAgQIECBAgAABAgQIECBAgACBMQEF0DEMqwQIECBAgAABAgQIECBAgAABAgQIDEtAAXRY8+lsCBAgQIAAAQIECBAgQIAAAQIECBAYE1AAHcOwSoAAAQIECBAgQIAAAQIECBAgQIDAsAQUQIc1n86GAAECBAgQIECAAAECBAgQIECAAIExAQXQMQyrBAgQIECAAAECBAgQIECAAAECBAgMS0ABdFjz6WwIECBAgAABAgQIECBAgAABAgQIEBgTUAAdw7BKgAABAgQIECBAgAABAgQIECBAgMCwBDYM63QW8myOzlEfkRzY5IUsn02eS3Yk9V4jQIAAAQIECBAgQIAAAQIECBAgQGANAgqga0CbcZeDs//5yXnJlqTeL9dezhcPJncltyS3Jq8mGgECBAgQIECAAAECBAgQIECAAAECBNaVwFE5mquTurKziphrSRVDz04Wud2Tg69zv2GRT8KxEyBAgAABAgQIECBAgAABAgTmILA9Y1QdZescxhrsEK4Anc/UHp5h7khOGhuu/nifSB5Lnk52JruSmpONySHJpmRzsn9Sra4YvSm5MLkq0QgQIECAAAECBAgQIECAAAECBAgQINCrwEEZ/ZNJFTwrdycfSI5MJmn7ZqPTk48kLyajft6X9UVsrgBdxFlzzAQIECBAgAABAgQIECBAgEAfAq4A7UPdmFMLbMseo6LldVl/89Q9vL5DFT1HRdAHZuzr9V7nu6YAOl9voxEgQIAAAQIECBAgQIAAAQKLK6AA2sLczVKMa2H4vaKL05qzrIJlPfzolRnOuh6CdFGzf91Of9wMfdmVAAECBAgQIECAAAECBAgQIECAwOAFFEC7n+K6fb3azclLr63N9nL92O4njq1bJUCAAAECBAgQIECAAAECBAgQIEBgDwEF0D1AOnh7TNPn4y31vSP9jAqpB7TUp24IECBAgAABAgQIECBAgAABAgQIDFJAAbT7aX24GeLUloaqW+rrwUjV7t298EqAAAECBAgQIECAAAECBAgQIECAwFICCqBLqbT7WT30p9q5yZmvra395bDsemWz+zNZPrL2ruxJgAABAgQIECBAgAABAgQIECBAYPgCCqDdz/HlGaJuWd+Y3JhckOyXTNtOzg63J7Wsds3uhVcCBAgQIECAAAECBAgQIECAAAECBJYT2LDcFz5vTaBugb84uSI5NKnCZa3fmdyX1FWcTyU7kxeSmpMqlh6SbEqOT85ItiSjVoXQS0dvLAkQIECAAAECBAgQIECAAAECBAgQINC3wLYcwJeTV2fMbdn/iGRRW/0kQBncsKgn4LgJECBAgAABAgQIECBAgAABAnMS2J5xqo6ydU7jDXIYt8DPb1qvzVCbk8uSJ6ccdle2r9vnz0nOSur3PzUCBAgQIECAAAECBAgQIECAAAECBFYRcAv8KkAtf/10+rukybFZnpKckNTt7nV7/MFJ/V7o88lzSd0+/1Byf1KfaQQIECBAgAABAgQIECBAgAABAgQITCGgADoFVsubPpr+KhoBAgQIECBAgAABAgQIECBAgAABAh0JKIB2BDtFt0dn2/pNzwOb1IOQnk3qCtAdSb3XCBAgQIAAAQIECBAgQIAAAQIECBBYg4AC6BrQZtylbnM/PzkvqSe71/vl2sv54sHkruSW5NakfvhWI0CAAAECBAgQIECAAAECBAgQIECAwLoSOCpHc3VSV3ZWEXMtqWLo2ckit3ty8HXungK/yLPo2AkQIECAAAECBAgQIECAAIF5CHgKfAvKrgBtAXGCLg7PNnckJ41tW0XAJ5LHkno40s6knvZec7IxqQcjbUo2J/sn1eqK0ZuSC5OrEo0AAQIECBAgQIAAAQIECBAgQIAAAQK9ChyU0T+ZjK74vDvrH0iOTCZp+2aj05OPJC8mo37el/VFbK4AXcRZc8wECBAgQIAAAQIECBAgQIBAHwKuAO1D3ZhTC2zLHqOi5XVZf/PUPby+QxU9R0XQB2bs6/Ve57umADpfb6MRIECAAAECBAgQIECAAAECiyugANrC3M1SjGth+L2ii9Oas6yCZT386JUZzroegnRRs3/dTn/cDH3ZlQABAgQIECBAgAABAgQIECBAgMDgBRRAu5/iun292s3JS6+tzfZy/djuJ46tWyVAgAABAgQIECBAgAABAgQIECBAYA8BBdA9QDp4e0zT5+Mt9b0j/YwKqQe01KduCBAgQIAAAQIECBAgQIAAAQIECAxSQAG0+2l9uBni1JaGqlvq68FI1e7dvfBKgAABAgQIECBAgAABAgQIECBAgMBSAgqgS6m0+1k99KfaucmZr62t/eWw7Hpls/szWT6y9q7sSYAAAQIECBAgQIAAAQIECBAgQGD4Agqg3c/x5RmiblnfmNyYXJDsl0zbTs4Otye1rHbN7oVXAgQIECBAgAABAgQIECBAgAABAgSWE9iw3Bc+b02gboG/OLkiOTSpwmWt35ncl9RVnE8lO5MXkpqTKpYekmxKjk/OSLYko1aF0EtHbywJECBAgAABAgQIECBAgAABAgQIECDQt8C2HMCXk1dnzG3Z/4hkUVv9JEAZ3LCoJ+C4CRAgQIAAAQIECBAgQIAAAQJzEtiecaqOsnVO4w1yGLfAz29ar81Qm5PLkienHHZXtq/b589Jzkrq9z81AgQIEGhXoK6+/xvJdyTHJW9JNAIECBAgQIAAAQIECBBYcAG3wM93Ap/OcJc0OTbLU5ITkrrdvW6PPzip3wt9PnkuqdvnH0ruT+qzvto+GfiopJazttET7Gftx/4ECBBoS6AKnj+VfG9ywFinO7L+20n9H1ePjH1ulQABAgQIECBAgAABAgQIEBiYwK/kfOpy6zbzhwMzcjoECCyeQP2fgB9ORv9t+0rW/zz5o+RzY5/XVfj/S6IRIECAAAECBAgQIEBg3gJugW9B3BWgLSDuBV18Juf4+aSNn0z4mvRTV4FWQUEjQIBAXwJ1Rft1yd9P6gF09XC6q5N6KN2onZiVujJ0W1Lf1ZX6lycaAQIECBAgQIAAAQIECBAgMIXA0dm2nvD+7cnfTuq2+G9M3p7U79ENrXkI0tBm1PkQWEyBC3PYdeVn/abyt61yCj+S7+vq0FeS96yyra8JECBAgAABAgQIECDQpoArQNvU1NfcBOp3Pv9F8smkfudzdOvlUsv6PdBPJf82OTupK5YWvSmALvoMOn4Ciy9weE7hi0n9d7ceLDdJ+5lsVNvXf8M0AgQIECBAgAABAgQIzEtAAXRe0sZpRaAeIlS3UK5W9FyqEDr67MHsX4XQRW4KoIs8e46dwDAE/lFOo/67+rtTnM7+2faJZr+/NcV+NiVAgAABAgQIECBAgMAsAgqgs+g1+/oN0BYQJ+iirja6IzlpbNv6x3f9Y/qx5OlkZ1K/i1lzUre+15PhNyWbk/qHd7W6Vf6mpG7dvCrRCBAgQGB6gfc2u/zHKXat/z7Xf3//aVL7359oBAgQIECAAAECBAgQILAAAgqg3U/SQRnio8mo+PnHWf9g8vGkCp+rtXpgUP0+6PlJPYij3n8oqQcT3ZpoBAgQIDCdQP2fS9X+bPdi4tc/b7Y8ZuI9bEiAAAECBAgQIECAAAECvQu8ufcjGP4B/HBO8dTmNH8zy3rIUS0nKX7WbvU7oH+YXJD8YPM+izf934n5KwmNAAEC0wnUA42qvWX3YuLX0X9z62FIGgECBAgQIECAAAECBAgsiMDoH3MLcrgLeZinNUf9QJZ1Fecs/3CuKz4vavqrK0qPa9YtCBAgQGBygceaTd85+S6vbflNzfaj/afc3eYECBAgQIAAAQIECBAg0IeAAmj36qc3Q9ycZV3NOWu7fqyDE8fWrRIgQIDAZAL1m8zVfnT3YqLXt2arc5otR/tPtKONCBAgQIAAAQIECBAgQKBfAQXQ7v1HvxX3eEtD7Ug/o0LqAS31qRsCBAjsTQI35mS/kNQV+h+Y8MT/z2z3tuQPkml/OzS7aAQIECBAgAABAgQIECDQl4ACaPfyDzdDjH4HdNYR6x/s9SCkavfuXnglQIAAgSkEns+2lzTb/1qWf2eVff+3fH9h8nKzXGVzXxMgQIAAAQIECBAgQIAAgb1L4Fdzuq8mO5MzZzz1w7J/FT2rv7oSdBHbPTnoOv4bFvHgHTMBAoMSuCZnU/89qsJmrY9+4zOrrz1k7juzvCWpber3m/9pohEgQIAAAQIECBAgQGCeAtszWP2bZOs8BzUWgWkFviE7vJjUH+sXk3qa+37JtO3k7HB3Uv1Ufj5ZxKYAuoiz5pgJDFNgn5zWpUn9rMjov61/lfX/nnxp7LNns/4/JxoBAgQIECBAgAABAgTmLaAA2oL4hhb60MXKAnUL/MXJFcmhSV1lVOt3JvcljyRPJXWF6AtJzcnG5JBkU3J8ckayJRm127NS/2jXCBAgQGDtAlX0/NnkN5OLkh9Ivjapq+2rfSb5reSDyaJedZ9D1wgQIECAAAECBAgQIECAwHwEtmWYLyejq4zWurwtfRwxn0PuZBRXgHbCqlMCBFoSODz9HJcc1FJ/uiFAgAABAgQIECBAgMAsAq4AnUWv2ddDkFpAnLCLa7Pd5uSy5MkJ9xlttisr9dTic5KzkmcSjQABAgTaF6hb4B9J6hZ4jQABAgQIECBAgAABAgQGIOAW+PlO4tMZrp48XDk2OSU5Ianb3ev2+IOT+i26ekLxc0ndPv9Qcn9Sn2kECBAgQIAAAQIECBAgQIAAAQIECEwhoAA6BVbLmz6a/ioaAQIECBAgQIAAAQIECBAgQIAAAQIdCbgFviNY3RIgQIAAAQIECBAgQIAAAQIECBAg0L+AK0D7n4OljuAt+fAbknoC/Oj36Kb93dCl+vUZAQIECBAgQIAAAQIECBAgQIAAgb1KQAF0vtP93gz3g8mByT9eYuiT8tlVyenJ/nt8f3fe/2rya8kre3znLQECBAgQIECAAAECBAgQIECAAAECBHoT2JiRfyV5tcl9SxzJz+azegDSaJvllv812xyzxP6L8tE9zTnesCgH7DgJECBAgAABAgQIECBAgAABAj0JbM+4VSPa2tP4gxjWFaDzmcZ/n2F+aGyoeur7eKurQX9m7IO/zHoVST+bHJ7Uk+JPTuo3W78z+WhyWvKlRCNAgAABAgQIECBAgAABAgQIECBAgEBvAt+dkUdXc34+61WxP2jsaI7P+vNJbfNyUleC1i3ye7YqgNbVn6O+fnHPDRbkvStAF2SiHCYBAgQIECBAgAABAgQIECDQu4ArQHufAgcwicD12aiKlnW15t9cYoefbr6vbf6PJb4f/6hupb83qW3r4UhLFUrz8bpuCqDrenocHAECBAgQIECAAAECBAgQILCOBBRAW5iMuqVa61ZgVPT81QzzZ0sM9e7ms7rt/eeW+H78oxfy5l82HxyW5TePf2mdAAECBAgQIECAAAECBAgQIECAAIE3CiiAvtGji3ebm07rys2l2nHNh3Vl5FeW2mCPz+pp8PWwpGqjvne/80qAAAECBAgQIECAAAECBAgQIECAwBsEFEDfwNHJm882vZ60TO9/sszny338Nfli3+bLLyy3kc8JECBAgAABAgQIECBAgAABAgQIENj9VHEO3QqMCpx/d5lhfr/5/FuyfMsy24x//P3Nm/od0E+Nf2GdAAECBAgQIECAAAECBAgQIECAAIE3CrgC9I0eXbyrW9ar1a3uP/Ha2htfPp63zyZHJj/1xq++6t078sm/aj6tK0trP40AAQIECBAgQIAAAQIECBAgQIAAAQK9CeyfkasIWldsVj6cvC0Zb9+ZN19OXkz+dbLUlaDfkc+fTEb9/FjWF7F5CvwizppjJkCAAAECBAgQIECAAAECBPoQ8BT4PtSNuSaBTdnr6WRUvPxi1usPeFvyrqSu7Dw3qYcb1Tb1tPhfS34m+Y3k4WS0by1/PVnUpgC6qDPnuAkQIECAAAECBAgQIECAAIF5CyiAzlvceDMJ1BWcn0nGC5lrWb8zfRw405H0u7MCaL/+RidAgAABAgQIECBAgAABAgQWR0ABtIW58hugLSBO2MVd2a6eBH9hcv+E+4xv9um8+efJ307qdnmNAAECBAgQIECAAAECBAgQIECAAIFVBDas8r2v2xXYle4+2OTELN+dbEm+PjkkeWuyX/Kl5K+T/5E8mFTxdC1F0+ymESBAgAABAgQIECBAgAABAgQIENh7BRRA+5v7uh2+ohEgQIAAAQIECBAgQIAAAQIECBAg0JGAW+A7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7grs9vjUAAEAASURBVNUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9CyiA9j8HjoAAAQIECBAgQIAAAQIECBAgQIAAgY4EFEA7gtUtAQIECBAgQIAAAQIECBAgQIAAAQL9C2zo/xD2+iM4OgJHJAc2eSHLZ5Pnkh1JvdcIECBAgAABAgQIECBAgAABAgQIEFiDgALoGtBm3OXg7H9+cl6yJan3y7WX88WDyV3JLcmtyauJRoAAAQIECBAgQIAAAQIECBAgQIAAgXUlcFSO5uqkruysIuZaUsXQs5NFbvfk4Ovcb1jkk3DsBAgQIECAAAECBAgQIECAAIE5CGzPGFVH2TqHsQY7hCtA5zO1h2eYO5KTxoarP94nkseSp5Odya6k5mRjckiyKdmc7J9UqytGb0ouTK5KNAIECBAgQIAAAQIECBAgQIAAAQIECPQqcFBG/2RSBc/K3ckHkiOTSdq+2ej05CPJi8mon/dlfRGbK0AXcdYcMwECBAgQIECAAAECBAgQINCHgCtA+1A35tQC27LHqGh5XdbfPHUPr+9QRc9REfSBGft6vdf5rimAztfbaAQIECBAgAABAgQIECBAgMDiCiiAtjB3sxTjWhh+r+jitOYsq2BZDz96ZYazrocgXdTsX7fTHzdDX3YlQIAAAQIECBAgQIAAAQIECBAgMHgBBdDup7huX692c/LSa2uzvVw/tvuJY+tWCRAgQIAAAQIECBAgQIAAAQIECBDYQ0ABdA+QDt4e0/T5eEt970g/o0LqAS31qRsCBAgQIECAAAECBAgQIECAAAECgxRQAO1+Wh9uhji1paHqlvp6MFK1e3cvvBIgQIAAAQIECBAgQIAAAQIECBAgsJSAAuhSKu1+Vg/9qXZucuZra2t/OSy7Xtns/kyWj6y9K3sSIECAAAECBAgQIECAAAECBAgQGL6AAmj3c3x5hqhb1jcmNyYXJPsl07aTs8PtSS2rXbN74ZUAAQIECBAgQIAAAQIECBAgQIAAgeUENiz3hc9bE6hb4C9OrkgOTapwWet3JvcldRXnU8nO5IWk5qSKpYckm5LjkzOSLcmoVSH00tEbSwIECBAgQIAAAQIECBAgQIAAAQIECPQtsC0H8OXk1RlzW/Y/IlnUVj8JUAY3LOoJOG4CBAgQIECAAAECBAgQIECAwJwEtmecqqNsndN4gxzGLfDzm9ZrM9Tm5LLkySmH3ZXt6/b5c5Kzkvr9T40AAQIECBAgQIAAAQIECBAgQIAAgVUE3AK/ClDLXz+d/i5pcmyWpyQnJHW7e90ef3BSvxf6fPJcUrfPP5Tcn9RnGgECBAgQIECAAAECBAgQIECAAAECUwgogE6B1fKmj6a/ikaAAAECBAgQIECAAAECBAgQIECAQEcCboHvCFa3BAgQIECAAAECBAgQIECAAAECBAj0L+AK0P7n4OgcQj3U6MAm9ST4Z5O6BX5HUu81AgQIECBAgAABAgQIECBAgAABAgTWIKAAuga0GXep3/k8Pzkv2ZLU++Xay/niweSu5Jbk1qSe/KURIECAAAECBAgQIECAAAECBAgQIEBgXQkclaO5OqkrO6uIuZZUMfTsZJHbPTn4OvcbFvkkHDsBAgQIECBAgAABAgQIECBAYA4C2zNG1VG2zmGswQ7hCtD5TO3hGeaO5KSx4eqP94nksaSeDr8z2ZXUnGxM6snwm5LNyf5Jtbpi9KbkwuSqRCNAgAABAgQIECBAgAABAgQIECBAgECvAgdl9E8mVfCs3J18IDkymaTtm41OTz6SvJiM+nlf1hexuQJ0EWfNMRMgQIAAAQIECBAgQIAAAQJ9CLgCtA91Y04tsC17jIqW12X9zVP38PoOVfQcFUEfmLGv13ud75oC6Hy9jUaAAAECBAgQIECAAAECBAgsroACaAtzN0sxroXh94ouTmvOsgqW9fCjV2Y463oI0kXN/nU7/XEz9GVXAgQIECBAgAABAgQIECBAgAABAoMXUADtforr9vVqNycvvbY228v1Y7ufOLZulQABAgQIECBAgAABAgQIECBAgACBPQQUQPcA6eDtMU2fj7fU9470MyqkHtBSn7ohQIAAAQIECBAgQIAAAQIECBAgMEgBBdDup/XhZohTWxqqbqmvByNVu3f3wisBAgQIECBAgAABAgQIECBAgAABAksJKIAupdLuZ/XQn2rnJme+trb2l8Oy65XN7s9k+cjau7InAQIECBAgQIAAAQIECBAgQIAAgeELKIB2P8eXZ4i6ZX1jcmNyQbJfMm07OTvcntSy2jW7F14JECBAgAABAgQIECBAgAABAgQIEFhOYMNyX/i8NYG6Bf7i5Irk0KQKl7V+Z3JfUldxPpXsTF5Iak6qWHpIsik5Pjkj2ZKMWhVCLx29sSRAgAABAgQIECBAgAABAgQIECBAgEDfAttyAF9OXp0xt2X/I5JFbfWTAGVww6KegOMmQIAAAQIECBAgQIAAAQIECMxJYHvGqTrK1jmNN8hh3AI/v2m9NkNtTi5Lnpxy2F3Zvm6fPyc5K6nf/9QIECBAgAABAgQIECBAgAABAgQIEFhFwC3wqwC1/PXT6e+SJsdmeUpyQlK3u9ft8Qcn9XuhzyfPJXX7/EPJ/Ul91lf7pgz8/mSfFg7ga5s+/O21gKkLAgQIECBAgAABAgQIECBAgACBlQUUoVb26fLbR9N5ZRHaL+Qgz275QN/ecn+6I0CAAAECBAgQIECAAAECBAgQIPBVAgqgX0XigyUEfiaffSpp4ycT/lH6+brk84lGgAABAgQIECBAgAABAgQIECBAoFMBBdBOeSfq/OhsVQ81OrBJPQn+2aRugd+R1Pu+Wz2tvtJGq98wrQLoy210pg8CBAgQIECAAAECBAgQIECAAAECKwkogK6k08139Tuf5yfnJVuSer9cqyLhg8ldyS3JrUk9+UsjQIAAAQIECBAgQIAAAQIECBAgQIDAuhI4KkdzdVJXdlYRcy2pYmjbv8WZLufa7slode43zHVUgxEgQIAAAQIECBAgQIAAAQIEFk9gew656ihbF+/Q188RuwJ0PnNxeIa5IzlpbLj6430ieSypp8PvTHYlNScbk3oy/KZkc7J/Uq2uGL0puTC5KtEIECBAgAABAgQIECBAgAABAgQIECDQq8BBGf2TSRU8K3cnH0iOTCZp+2aj05OPJC8mo37el/VFbK4AXcRZc8wECBAgQIAAAQIECBAgQIBAHwKuAO1D3ZhTC2zLHqOi5XVZn+VJ6lX0HBVBH5ixr+zeS1MA7YXdoAQIECBAgAABAgQIECBAgMACCiiAtjBpsxTjWhh+r+jitOYsq2BZDz96ZYazrocgXdTsX7fTHzdDX3YlQIAAAQIECBAgQIAAAQIECBAgMHgBBdDup7huX692c/LSa2uzvVw/tvuJY+tWCRAgQIAAAQIECBAgQIAAAQIECBDYQ0ABdA+QDt4e0/T5eEt970g/o0LqAS31qRsCBAgQIECAAAECBAgQIECAAAECgxRQAO1+Wh9uhji1paHqlvp6MFK1e3cvvBIgQIAAAQIECBAgQIAAAQIECBAgsJSAAuhSKu1+Vg/9qXZucuZra2t/OSy7Xtns/kyWj6y9K3sSIECAAAECBAgQIECAAAECBAgQGL6AAmj3c3x5hqhb1jcmNyYXJPsl07aTs8PtSS2rXbN74ZUAAQIECBAgQIAAAQIECBAgQIAAgeUENiz3hc9bE6hb4C9OrkgOTapwWet3JvcldRXnU8nO5IWk5qSKpYckm5LjkzOSLcmoVSH00tEbSwIECBAgQIAAAQIECBAgQIAAAQIECPQtsC0H8OXk1RlzW/Y/IlnUVj8JUAY3LOoJOG4CBAgQIECAAAECBAgQIECAwJwEtmecqqNsndN4gxzGLfDzm9ZrM9Tm5LLkySmH3ZXt6/b5c5Kzkvr9T40AAQIECBAgQIAAAQIECBAgQIAAgVUE3AK/ClDLXz+d/i5pcmyWpyQnJHW7e90ef3BSvxf6fPJcUrfPP5Tcn9RnGgECBAgQIECAAAECBAgQIECAAAECUwgogE6B1fKmj6a/ikaAAAECBAgQIECAAAECBAgQIECAQEcCboHvCFa3BAgQIECAAAECBAgQIECAAAECBAj0L+AK0P7nYLkjeEu++K7my89l+chyG/qcAAECBAgQIECAAAECBAgQIECAAIGlBVwBurTLevj0rTmITzT5sfVwQI6BAAECBAgQIECAAAECBAgQIECAwKIJKIAu2ow5XgIECBAgQIAAAQIECBAgQIAAAQIEJhZwC/zEVGve8PjsuRbneiL8qL0tK39z9GZs+Wdj61YJECBAgAABAgQIECBAYHKBt2fT70++MTk8+ULyqeTW5NlEI0CAAAECBCYUeCLbvdpRJjyEdbXZPY3FDevqqBwMAQIECBAgQIAAAQJ7i8DX5kR/PflKstS/1b6Uz38uOSDRCBAg0LfA9hxA/bdqa98Hssjjr+XKxEU+X8dOgAABAgQIECBAgAABAnuvwLty6rckRye7mvU/yPKZ5OuSv5O8J7kk+d6krhB9KtEIECBAYIEFFEC7n7yfzRBXJhubof46y7qloqr3K7X98uUPNRs8lOUDK23sOwIECBAgQIAAAQIECBBYUWBTvr0tOSr5RLIt+Vwy3n4hb749+ffJtyY3JWcmLyQaAQIECBAgsILAO/PdvUkVPSsfS+r/cVypHZovR9vX7RdDaW6BH8pMOg8CBAgQIECAAAECiyVwYw539O+x1S4G+pps+9lm+/99sU7T0RIgMDABt8APbEKHfjp1Ref/k4x+Z2ZH1n94hZNWAF0Bx1cECBAgQIAAAQIECBCYQuDkbFvFz+eSIyfc7/SxfQ6ccB+bESBAoG0BBdAWRN/cQh+6mEzgxWz2k8l3J48nRyT/IfmNpIqdGgECBAgQIECAAAECBAh0I/BDTbf/LsunJxziD7Pdf0sOTr5nwn1sRoAAAQLrUEABdP6T8nsZ8puT65qhz8vyweS9zXsLAgQIECBAgAABAgQIEGhX4G813X18ym5H24/2n3J3mxMgQIDAehBQAO1nFr6YYX802Zo8m9SPcf9u8sFk9LCkrGoECBAgQIAAAQIECBAg0ILA6Lb3aZ/o/oVm7NH+LRyKLggQIEBg3gIKoPMWf+N49WTBuhr095N9kn+V/EnyrkQjQIAAAQIECBAgQIAAgXYEnmm6eduU3Y22r2c4aAQIECCwoAIKoP1P3GM5hPckP528lHxTclfyU4lGgAABAgQIECBAgAABArML/GnTxZlTdnVGs/1o/yl3tzkBAgQIECCwp8C35INPJ/V0wvH83J4bLvD7e5pzu2GBz8GhEyBAgAABAgQIECCwWAKn5HDr31h/mUz6ENp6cvwryc6kHoSkESBAoA8BT4FvQd0VoC0gttjFp9JXFUGvbrFPXREgQIAAAQIECBAgQGBvF/ijAPyXpG5p/0hSP0G2Untrvqwnxtd2v5T8daIRIECAAAECLQuclf6uafIDLffdZ3euAO1T39gECBAgQIAAAQIE9l6Bv5FTrwfS1pWg/yk5IlmqHZ8P69kMtd1Dias/g6ARINCbgCtAW6Df0EIfuuhG4LZ0W9EIECBAgAABAgQIECBAYHaBP08XP5j8dvL3k+9JqtD5paT+bfyV5LCkbpffN/mL5OzE1Z9B0AgQILDIAgqgizx7jp0AAQIECBAgQIAAAQIEphH4vWz8vUldAfqO5LuTPVtd+VmF0Sp+fmHPL70nQIAAgcUTUABdvDlzxAQIECBAgAABAgQIECCwNoEt2e0/JlX8fDl5OHkheUtSV4DW7e5fn3xrUleKvj/5y0QjQIAAAQIECEws4DdAJ6ayIQECBAgQIECAAAECLQp8Xfr6fFJXeP5BckKyVPuufPhIMtpuv6U28hkBAgTmJOA3QFuA9hT4FhB1QYAAAQIECBAgQIAAAQLrXuDDOcKjk08k703qNz6Xav81H9bvgH4uOT25MNEIECBAYIEFFEAXePIcOgECBAgQIECAAAECBAhMJHBStvqhpB549KPJi8lK7al8+Q+aDf5NlhtX2th3BAgQILC+BRRA1/f8ODoCBAgQIECAAAECBAgQmF3g7zVd/Lssn5ywuzuz3d3JoUk9MV4jQIAAgQUVUABd0Ilz2AQIECBAgAABAgQIECAwscC7mi1/d+I9dm94R7P9yVPuZ3MCBAgQWEcCCqDraDIcCgECBAgQIECAAAECBAh0InBk0+ukV3+ODqJuha822n/3O68ECBAgsFACCqALNV0OlgABAgQIECBAgAABAgTWIPBMs88RU+472v6vptzP5gQIECCwjgQUQNfRZDgUAgQIECBAgAABAgQIEOhE4NNNr2dM2ft3Nds/NOV+NidAgACBdSSgALqOJsOhECBAgAABAgQIECBAgEAnAr/T9PoPszx4iREOXOKzLfnsPcmu5GNLfO8jAgQIEFgQAQXQBZkoh0mAAAECBAgQIECAAAECaxb4w+z5+/9/e3cCJk1d3wk8yCX3oYCAAgqiGFyMmggSrxiMKESNUcl6RFYNMRrW6G6MGjWX13rFZI0SYzBR1HigiFfwQDxwNYIIagwKgooIyH3f+/3x1t+nHWfe6Z7pme7q+fyf5ztVXee/PvU+XW/9u45kx+TNXfev0v1GUg2cVydXJTXNkcl2yTuSOmf+h+TyRCFAgAABAgQIDCVwSqa6NTl2qKlNRIAAAQIECBAgQIAAgfEI3CuLuSKp85Ebum71V6oBtPVXtxpFq3tmsm2iECBAYFIC78yK6/voKZOqwCysd6NZ2AjbQIAAAQIECBAgQIAAAQIEFhGo53h+JHlysnFSjZwnJKcmNyebJQ9M6rmfmyTV4PB3yWWJQoAAAQIECBAYWsAVoENTmZAAAQIECBAgQIAAgTEKPCHLqkbNuvrz3K6/Ps/NLRn2vW74Nen+cqIQIEBgUgKuAB2DfD3PRCFAgAABAgQIECBAgAABArMscPts3Ou7DfxWurt1/dUYelGXi9OtK0E3SPZMTkvqqtDXJQoBAgQI9FhAA2iPd56qEyBAgAABAgQIECBAgMBQAodkqrskVyb3SS5J/jDZOqkXI1XumOyQ/E1yU1LT1W3yj0zumigECBAg0FMBDaA93XGqTYAAAQIECBAgQIAAAQJDC1QjZpWtkvOSByRHJdXAOVguzYeXJjV9jds0qdLmX/fJXwIECBDolYAG0F7tLpUlQIAAAQIECBAgQIAAgSUI7N3NU8/7rGeB1jM+11c+k5EvGJhgj4F+vQQIECDQMwENoD3bYapLgAABAgQIECBAgAABAiML7NzN8cV0vzzk3G/NdHWrfJX2zNB1n/wlQIAAgV4JaADt1e5SWQIECBAgQIAAAQIECBBYgsAm3Tz/NcK89UKkH3XT163zCgECBAj0VEADaE93nGoTIECAAAECBAgQIECAwNAC9bb3Kvus6wz1d6NMVS9OqnLFuo6/BAgQINBHAQ2gfdxr6kyAAAECBAgQIECAAAECowj8uJv4gekeOOSMz85023XT/mDIeUxGgAABAlMooAF0CneKKhEgQIAAAQIECBAgQIDAWAXO7Ja2QbrvS9pLkRZaySMy4nUDI88Z6NdLgAABAj0T0ADasx2mugQIECBAgAABAgQIECAwssAnuzmuTHeX5CvJc5LNksFyh3x4VfKxpJ4b2m6db/NnkEKAAAECBAgQWL/AKRl9a3Ls+iczlgABAgQIECBAgAABAmMT2DRLOiepc5FTu271X518Pjku+WpyU1LDb0m+3vVXY6hCgACBSQm8Myuu76WnTKoC1kuAwOgCGkBHNzMHAQIECBAgQIAAAQLLF3h8FlGNCHVV5+uTk5Nq6KxhLden/yPJO7ph1UA6youTMrlCgACBsQpoAB0DZ73VTiFAgAABAgQIECBAgAABArMu8MFs4F8mL0+enxyfHJZcmtSt8NclOydHJocmNyZ1xdV/JgoBAgQIECBAYGgBV4AOTWVCAgQIECBAgAABAgRWQOAZWeblSbvqs7p15efg53rr+0MShQABApMWcAXoGPaAlyCNAdEiCBAgQIAAAQIECBAgQKA3Am9PTfdMXp7U80CvTeqFR1ckn0vq5Uh7JyclCgECBAjMgIBb4GdgJ9oEAgQIECBAgAABAgQIEBhJ4KeZ+q+61IzVANre+F6fFQIECBCYIQFXgM7QzrQpBAgQIECAAAECBAgQILAkAY2fS2IzEwECBPohoAG0H/tJLQkQIECAAAECBAgQIECAAAECBAgQWIKABtAloJmFAAECBAgQIECAAAECBAgQIECAAIF+CGgA7cd+UksCBAgQIECAAAECBAgQIECAAAECBJYg4CVIS0AzCwECBAjMnMA22aJHJvdMtksuTOqtsJ9NPBMsCAoBAgQIECBAgAABAgT6KqABtK97Tr0JECBAYBwC22YhL0+enWw6zwIvybBXJm9KbppnvEEECBAgQIAAAQIECBAgMOUCGkCnfAepHgECBAismMA9suSPJnsltySfSb6YXJrsnByU3Dd5XfLo5PFJjVMIECBAgAABAgQIECBAgAABAgsKnJIxtybHLjiFEQQIEFh5gR2zinOT+j76arJvMl+pRtAfJTXdiYkfDoOgECBAgAABAgQIECCwagLvzJrqfOQpq7bGGVyRlyDN4E61SQQIECCwqMDfZYrdkrri88HJN5P5yqcy8AHJeclDkz9JFAIECBAgQIAAAQIECBDokYAG0B7tLFUlQIAAgbEI3CtLeWJyTXJYcl2yvlKNn0/vJnhRuvM9K7QbrUOAAAECBAgQIECAAAEC0yagAXTa9oj6ECBAgMBKC9SzPDdI6laSatwcpnw6E9UjPOoN8Q8fZgbTECBAgAABAgQIECBAgMB0CGgAnY79oBYECBAgsHoC9+tWVbe3j1JO6CauFyMpBAgQIECAAAECBAgQINATAQ2gPdlRqkmAAAECYxOoFyBV+fG6ztB/z++mbPMPPaMJCRAgQIAAAQIECBAgQGByAhpAJ2dvzQQIECAwGYFLu9XW7eyjlDb9ZaPMZFoCBAgQIECAAAECBAgQmKyABtDJ+ls7AQIECKy+wHe6Vf76iKs+sJu+zT/i7CYnQIAAAQIECBAgQIAAgUkIaACdhLp1EiBAgMAkBY7rVn54ulsMWZF9Ml29/OjG5BNDzmMyAgQIECBAgAABAgQIEJgCAQ2gU7ATVIEAAQIEVlXg81nbl5M7JX87xJo3zTT/nGyYHJW0W+jTqxAgQIAAAQIECBAgQIAAAQIEfl7glHy8NTn25wf7RIAAgVUV2C9ruzqp76O3JZsn85WdM/BzSU13drJ9ohAgQIAAAQIECBAgQGC1BN6ZFdX5yFNWa4WzuJ6NZnGjbBMBAgQIEFhE4BsZ/8Tkfckzk0cndZXnF5O6wrMaPg9Kfj+p2+R/lBySXJIoBAgQIECAAAECBAgQIECAAIEFBVwBuiCNEQQITECgrgSt2+HrF9WF8oGMq9vlFQIECBAgQIAAAQIECKy2gCtAxyDuCtAxIFoEAQIECPRWoK4EPSB5aPKYpF52tG1yYXJq8sHkjEQhQIAAAQIECBAgQIAAgZ4KaACd/I7bJVWoZ8rV8+cq1yWXJ1ckF3ef01EIECBAYAUFPpdlVxQCBAgQIEBg7Qhsk019ZFI/gG6XtB9AP5v+6xOFAAECBGZEQAPo6u/IrbLKpyVPTvZN6vNC5aaMqCuPvpJ8NPl4UrdoKgQIECBAgAABAgQIECCwNIFq7Hx58uxkk3kWUc/8flXypuTGecYbRIAAAQIECCwgsFOGvzmpKzsXes7cYsOrMbRe1NHnckoqX9vpLfB93ovqToAAAQIECBAgQKCfAvdMtb+X1DlJXXDy6eTlyZFJNXq285Uaf2JSjaUKAQIEJingGaCT1LfukQTqoHl6UgfRllvSf15SL9/4SPJvyb8m706qcbAOxP+V1C3xbZ7q3pw8L+lraf+h0ADa1z2o3gQIECBAgAABAgT6KbBjqn1uUudVX01+OZmvHJSBP0pquhOTjROFAAECkxLQADopeesdSWCLTH1yUgfPdqA9LP07JMOUOtgemByV3JC05Twq/X0sGkD7uNfUmQABAgQIECBAgED/Bd6bTajzqS8ktx/YnNulf+uBz9W7a/LDpKb/34lCgACBSQloAJ2UvPWOJHB4pm6Nlu9Jfx1cl1qq0bM1gtYVpctZ1lLrsNz5NIAuV9D8BAgQIECAAAECBAiMKnCvzFB34V2dVOPmnZJXJN9M6jmfdc52bVIXrzw/2Tz5zaSGX5JsmigECBCYhIAG0EmoW+fIAm/LHHXQ/EYyjlsnjuyWV8vcM+lb0QDatz2mvgQIECBAgAABAgT6L/CybEKdQ701+aPkqu5zDavHjF0+8LmG/Tg5KPmPbnhdjKIQIEBgEgIaQMeg3scrCMew2au6iAO7tR2fbv2yuNzywYEF7D3Qr5cAAQIECBAgQIAAAQIE5he4bze4HkX25qQeVfaB5KFJ3Q6/TbJl8rik3tOwc/KJpJ4FWuV+6zr+EiBAgEAfBTSArvxeu3O3ih+OaVUXZzmtIXWzMS3TYggQIECAAAECBAgQIDDLAvUCpCq/k9RjxZ6UPCE5KWnnV3V7/IeTuojlr5MNk3blZzWcKgQIECDQUwENoCu/487qVnHAmFb1wCyn3Ur/9TEt02IIECBAgAABAgQIECAwywJ1i3srf5ye97UP83TrFvi6Zf5tySbd+Mu6rg4BAgQI9FBAA+jK77R65mWV+oXxIbf1Lf3Ptpn19d3s9SDu7y99UeYkQIAAAQIECBAgQIDAmhG4qdvSn6RbDZvDlBdmojZf3YmnECBAgEBPBTSArvyOe1VWUbdU1HNljkuOSNqviOkdutwnU56QVLdKPbxbIUCAAAECBAgQIECAAIHFBTboJtk83cowpd4U386ZNxpmBtMQIECAwHQK+BJf+f1St8C/OHltUg/WrobL6q9nzZyW1FWcFyTXJtcltU+qsXTr5C7JXsmDk32TVqoh9KXtgy4BAgQIECBAgAABAgQIrFegzrGq1HnWm5JnJnW+dUiyT7JdcmFyavKxpM7Pjk5aA2h7hmgGKQQIECBAgMBCAodnxDXJrcvMJzL/9klfSz0SoAyO7esGqDcBAgQIECBAgAABAr0T+HxqXOch7ZzszPTf3A2be45W05zbjftp131jugoBAgQmIfDOrLS+p54yiZXPyjrbr1mzsj3TvB1Hp3K7J69M6rkzo5TrM3HdPn9ocnBySaIQIECAAAECBAgQIECAwHAC53WT1YUYtyR3T+q2+G8nb0n+IvmX5IdJXS26W3JDclJSpc2/7pO/BAgQINArgbrdWlk9gYuyqpd02SPd/ZM68G6d1O3xWyX1vNCrkiuSs5I6IH8jqWEKAQIECBAgQIAAAQIECIwuUA2ZhyW/m9SFQJcndQ52ry7p/Fy5Mp/q/OzR3dDPdV0dAgQIEOihgAbQye20c7LqikKAAAECBAgQIECAAAECKyvwwSz+75NNk68kv54cmDwmqWeAbpvUBSunJh9Izk/+M9khqeGnJAoBAgQI9FRAA2hPd5xqEyBAgAABAgQIECBAgMDQAnfOlO38d4/075XUVaHtFvf0/lypR49Vo2iVLZPNkno2qEKAAAECPRTwDNDJ77RdUoV9k19LHprUbfH1C+SuSXtTYXoVAgQIECBAgAABAgQIEFiiwO908/0g3Z2S/5ccmWyRDJYd8+G1yfHJxkk9+7MaPx+RKAQIECBAgMCQAvUcmeckJyf1nM+5bxwc/FzPA61bMOqh3I9ONkj6XurWkdrGY/u+IepPgAABAgQIECBAgEBvBD6SmtZ5yBOT93T99fnapM7NPpbUuVd7M3y9KOllyV8nNV31KwQIEJiEgLfAT0LdOpcsUL8yvjlZrNGzDq4L5YyMq4bQPhcNoH3ee+pOgAABAgQIECBAoJ8C1chZ51kHdNV/VLqfT1qDZzsHqwbRuljjPkmV5yY1rp4fqhAgQGASAhpAx6DenoEyhkVZxHoEtsu4TyX3HpimDqL1YO26BeOipA601ye1T+rW962TuyS7J/Wg7ip1q3z9cvmC5G8ThQABAgQIECBAgAABAgQWF7ikm+SOXffj6Vbq895JewnSt9N/ddJKm/7iNkCXAAECBAgQ+EWBLTKo/dpYjZ5fTQ5L6m2Cw5R67ky9nfCo5IakllGpXyz7WFwB2se9ps4ECBAgQIAAAQIE+i3w6lS/zqNeN89mbJhhddHKfI8cOzHDa74nJAoBAgQmIeAK0EmoW+fIAodnjjpgVupZM7dLllqq0bM1gp6e/uUsa6l1WO58GkCXK2h+AgQIECBAgAABAgRGFXhAZqhzsp8m2yT1Mtp/Si5M6nmfNa5uhz8n+etky+RXkhp3TbJVohAgQGASAhpAJ6FunSMLvC1z1MH0G0ldzbnccmQWUMur7LnchU1gfg2gE0C3SgIEFhXYPVM8N6lnNR+TvDF5WrJ9ohAgQIAAAQKzIfDpbEadR30zuanrb+dWc7t1G/w53TSvSVchQIDApAQ0gE5K3npHEqhnyNTB9G9GmmvhiXftllfLPHjhyaZ2jAbQqd01KkZgTQrU1R/vStqVH3NPfur5zHXSs3miECBAgAABAv0WqGd91nsX2vG+7q47Lvn95NDkj5IvJoP/Lzg/n139GQSFAIGJCWgAHQN9vXBHWVmBO3eL/+GYVnNxlnNjUleTbjamZVoMAQIE1qLA/bPRxyd3Supk6LtJnQht0nXrGc51ovSnyUHJo5M6CVIIECBAgACBfgrUI8XqON9K/dD546SuBq3b3+v/Az/qPre793bM53slX0kUAgQIECBAYAGBr2d4/cL4jgXGjzr4NzJD+8XyrqPOPAXTuwJ0CnaCKhAg8Eu7x+CCpL5P61lg7Xt1brdOhi7rxn8tXT88BUEhQIAAAQI9FKhjeDV41rH+jORjXf/cY399rgtO/jmpi0/q89mJQoAAgUkJuAJ0UvLWO5LAP2XqOmjWwfYhI835ixNvm0GtQbUOxn0sGkD7uNfUmcDsCXw0m1TfzXXFZ3XrO/XvknrD628mT03qPxrtNrnW/YsMUwgQIECAAIH+CbwoVa5jfjVu1nlVlXsnf54ck1SD6DuSeufCXZIqD07a7fD/7bYh/hAgQGD1BTSArr65NS5BYM/M006w6yqiI5LB2y6GXeR9MuFXkzpoV16R9LFoAO3jXlNnArMlUG90re/RdkLz3vS3E6G5W1pX2g9+916Zz5vPnchnAgQIECBAYOoFTksN6/h/4og1/Uk339tGnM/kBAgQGJeABtAxSHoG6BgQF1nEWRn/4uS1yTbJW7v+k9Ktg/D3k7oNs64QvS6pfXL7ZOukfnncK6lfHvdNWjkhPS9tH3QJECBAYCSBx3dTb5Due5L/vp656zv6YckXk/ohasvkEcmHE4UAAQIECBDoj8CuXVU/PWKVT8/0ByX7jDifyQkQIECAwJoUODxbfU1SvzouJ5/I/NsnfS2uAO3rnlNvArMj8IVsSn0PX57Uj03DlLrtrV0x+sphZjANAQIECBAgMFUCddyv4/8fjlirD3Tz1aPIFAIECExCwBWgY1C/3RiWYRHDCRydyXZP6sS5bqMYpdSz545LDk0OTi5JFAIECBBYmsBdu9nqDfBXDLmIuvrjzG7auoVeIUCAAAECBPolUI+xqVJvdB+l1DlclbprTyFAgACBngq4BX51d9xFWd1LuuyR7v7J3ZO6Aqluj98qqYdyX5XUSXndPv/t5BtJDZtUOTIrrtTtosst7daT2l6FAAECkxBox76zR1z5+Zn+HslmI85ncgIECBAgQGDyAnVOVecidVFJndsMUzbORPfuJvzUMDOYhgABAgSmU6CdBE5n7Wa7Vudk8yp9KPXcu3qZ0ziLBoRxaloWAQKjCNzUTbzXKDNl2vYDTj3ORCFAgAABAgT6JfD6VPdRyR5JNYLWnSCLlXqPw6bJzclbFpvYeAIECBCYXgENoJPfN7ukCvVMz3qrcKVehHR5UleAXtx9Tmei5VlZ+18l43hkwnFZTr3QadTHAGQWhQABAmMRqKvrqzHzkGTb5LJksXLfTNAaTE9dbGLjCRAgQIAAgakT+Gxq9F9J3c3x/uT+yTeThcphGdGuFH1v+v0AupCU4QQIECBAYB6BrTLsOcnJSTVy1oO4F8qNGVcn2vVr46OTcdyCnsVMtJyStdf2HjvRWlg5AQJrWeAvs/Hte7debNC+W3dP/yOTOuF5eHLHpEp9b5+RtHl+uwYqBAgQIECAQO8E7poa1/sV6phe51r1f4I6zg+WO+VDvXCkvfzw/PS7e21QSD8BAqst4CVIqy1ufcsS2ClzvzlZrNGznWDP160T8GoI7XPRANrnvafuBGZDYL9sRn3HthObr6Z/sIGzff/WrfL1Y1W9/KgNqyv0nQQFQSFAgAABAj0VeGDqXVdztmN7He+/n5yWnJe0/x/U+Pq8c6IQIEBgkgIaQCepb90jCWyXqU9P2kG2unVgrQPql5OPJP+W/Gvy7qSujvx0Urdo1C3xg/PV82eel/S1aADt655TbwKzJfChbE59t9Z3avuOre/bbyQnJd9J6oSojWv9f55hCgECBAgQINBvgXoUzmeSwcbOdsyvbh33357UI8oUAgQITFpAA+ik94D1DyWwRaaqK4jaAbWuNDos2SEZpmyciQ5MjkpuSNpyHpX+PhYNoH3ca+pMYPYE9sgmtVvgBhtB23ds69YJUDs5qlvgNk0UAgQIECBAYDYEds9m/Gny/uSzyTHJM5LtE4UAAQLTIqABdFr2hHqsV+DwjG0n0u9J/3JeJFSNnq0RtK4oXc6yMvtEigbQibBbKQECcwRenc/13VzP/6pufbd+K/mPpG6B+1pyZtK+v1sj6e9mmEKAAAECBAgQIECAAIHVEtAAulrS1rMsgbdl7jqBrtsq62rO5ZYjs4B2Qr7nchc2gfk1gE4A3SoJEPg5gXqW17VJXdn5iKRucWu3uLfv19a9KuPqBQl/lNSw7yYbJAoBAgQIECBAgAABAgRWQ0AD6BiUNxrDMixi/QJ1+3qV45O60mi55YNZwJu6heyd7lnLXaD5CRAgsMYEHp/tvX1SzwE9octL0j0k2SfZNrkoOTX5RHJlUlfc/69kr2T/pJ7frBAgQIAAAQIECBAgQIBADwQ0gK78Trpzt4ofjmlVF2c51ZBaV5N6E/GYUC2GAIE1JfCgbms/PLDVP0n/Pw18nttbV4vWD1l1FX7NrwE0CAoBAgQIECBAgAABAgT6INDHZ0j2wXWwju0KzQMGBy6j/4GZt91K//VlLMesBAgQWKsCu3QbfvaIAG36Nv+Is5ucAAECBAgQIECAAAECBCYhoAF05dXrmZdVnpQ85La+pf+p2zJf381+SbrfX/qizEmAAIE1K3Bdt+V1G/wopU3f5h9lXtMSIECAAAECBAgQIECAwIQENICuPPyrsoq6Zb1OnI9Ljkg2SUYt98kM9ay66lZ567qOvwQIECAwokD78ehXRpyvTd/mH3F2kxMgQIAAAQIECBAgQIDAJAQ8A3Tl1esW+Bcnr022SarhsvpPSk5L6kT6gqTeSFxXFdU+qcbSrZO7JPXCjQcn+yatVEPoS9sHXQIECBAYSaBebPSs5GlJXVV/S7JY2SETPLqbqOZXCBAgQIAAAQIECBAgQIAAgTkCh+fzNcmty0ydeG+f9LXUIwHK4Ni+boB6EyDQe4G6Cr+e51nfRX8y5Na8q5u+ruRXCBAgQIAAAQIECBAgsFoC78yK6tzlKau1QushsFyBuoLoFcn5ySgNoXVl6IeTQ5K+Fw2gfd+D6k9gNgR+O5tRV37elDwz2Sp5blINnfVD09uTJyabJn+b1Hf2lcneiUKAAAECBAjMhsDdsxkvSP4l+Xjyj0ndJbJTohAgQGBaBDSATsueUI8lCeyRuQ5L6lb2uiW+DrbvSf41+Yfk1UkdfA9MtkxmpWgAnZU9aTsI9F/gRdmE9mNUNYa2/sFuG359xh/a/022BQQIECBAgEAEdkvqB8/BY/5gf/1A+pakfiBVCBAgMGkBDaCT3gPWT2AJAhpAl4BmFgIEVkTgvlnqtcngCU/1t0bPweE/yfA+P34k1VcIECBAgACBCByQXJUMHufr/wMXJjfMGX5uPt85UQgQIDBJAQ2gY9D3FvgxIFoEAQIECPROYNfU+EtJvXTuxuSTyZeTy5IqFyWfSmqaOkHaKTk92ShRCBAgQIAAgX4K3C3V/myyRVLH93r0zX7JZsmOXfeh6X4xqVJXip6c1PQKAQIECBAgsASBeq7cUsodMlP9CtnXXyJdAbqUvW4eAgTGLfDtLLBOfOqKj73mLHyDOZ8fm883JzV9PaZEIUCAAAECBPopcEaqXcfz+vHz4EU2YfBROfVscIUAAQKTEnAF6KTkrXfJAr+bOT+RXJDULZb/mdTJ9IHJsOX4TFgH7UofiwbQPu41dSYwWwIPyebUd3DlkUNu2uszXX3v1jPB6qpRhQABAgQIEOiXwINS3XYeVe9aGKYck4na8X+W3sswzLabhgCB6RHQADo9+0JNFhGoWybqzYLtgDu3W1cWvSGpWy8WKxpAFxMyngABAusX+FhG1/fwWeuf7OfG1iNjrktqvuf/3BgfCBAgQIAAgT4IfDiVrOP4eSNUdqtM254L+twR5jMpAQIEximgAXQMmnVCp6y8wCuziqcNrObq9H8/qQNwldoPf5Kcltw1UQgQIEBg5QTqWV9VPrquM9Tfulq0ngFa5bfWdfwlQIAAAQIEeiRw366udUHJsOXKTPitbuLFbpkfdpmmI0CAAIEJCGgAXXn0+2QVz+lWU7e+PybZOrlbsl3yp8nlSZW9k88lGkGDoBAgQGCFBOpqjir1GJJRyg+6ieslCQoBAgQIECDQL4E6B6tyxrrO0H/rwpUqd1rX8ZcAAQIE+iigAXTl99qzs4oNk3puXF019JGkriSqUg2fr032Sb6RVNkt+UyyU31QCBAgQGDsAnUrW5Xt13WG/ttOnOoqfoUAAQIECBDol0Cdj1Vpx/N1nxb/294AX4/CUQgQIECgpwIaQFd+x1XjZpV3J62R87YBA3/OT/+Dk5O6YXUFaD2jrh1su8E6BAgQIDAGgR93y3j4iMu6dzf9qFeOjrgakxMgQIAAAQIrIFDnXFV+Y11n6L/t+P9fQ89hQgIECBCYOgENoCu/S+7RreKURVZ1RcYfnHy5m+5+6b4vqatHFQIECBAYn8C/dYuqt8EO+0PTAZm2XZn/pvFVxZIIECBAgACBVRL4ULeeh6Q77F0gB2banbv5juq6OgQIECBAgMA8ApdmWL3s6JnzjJtv0B0z8LtJzVP5h2Sw1EO727jB4X3pr4bgqv+xfamwehIgMHMCG2eLrk3qu6j96LS+jdwkIy/sph/lzfHrW6ZxBAgQIECAwOoKbJfVtTe6n5z+uhioLlapdzIcnVQDaTVyHpFUo+e2STv+n59+hQABApMS8Bb4Sclb70gCX83UdZL9hhHm2jPTtoNtzfv8gXk1gA5g6CVAgMASBZ6b+ep5zPUd+/lks2S+sksG/jCp6W5O7p8oBAgQIECAQD8FXpFq1zG9ctFAfxvWutVQWnfo1ef6/8KjEoUAAQKTEtAAOil56x1J4JhMXQfOC5Jhb7WoFeyfXJO0g+7TamCKBtB1Dv4SIEBguQJHZwH1HVupFxvUrfHPSJ6QVAPpp5Nq9Gzfw3VFiEKAAAECBAj0V2CDVL3dkdaO73V3x9HJa5L6v0Cdt7UfSWuauXfkZZBCgACBVRXQALqq3Fa2VIFHZ8Y6cFY+mbRnyKV30fK4TNFOvqv78qRejtSWl97elfYfDrfA927XqTCBmRR4YbbqxqR9r87XvTLjD57JrbdRBAgQIEBgbQnsmc29OJnveD93WGsErRfZDvvM8LWlaWsJEFgtAQ2gqyVtPcsW+FSW0A6ol6T/6KSuLhqm1BVH7eBby2gNotXfx6IBtI97TZ0JzKZAXQXy18lNSfuOru/bljasGkD/e6IQIECAAAEC/Rb491S/ju91MUa94Kju9mjPBW3H/asy7N3Jfsm3khpet84rBAgQmJSABtBJyVvvyAJ3yxynJ+2gWt1vjrCUp2fa+a5QGmERUzOpBtCp2RUqQmDNC7w9AvV9XN+vf5fsnbRSjaMPSOqFCO27+zltpC4BAgQIECDQO4FfTY3rmF4XpNQLkXZMvpTUY3Daj591sUn98PnBpP4vUM/+rnFXJ1smCgECBCYhoAF0EurWuWSB22fO/5vUL4p14D0hGaXsm4nrRR3tRLy6fSwaQPu419SZwOwJ/GE2qb5H6yTnYYts3rMzvk5+qqG0ns+sECBAgAABAv0TeGWqXMf+NyTvSurYPnhuNbe/GkOfl5zUTff4dBUCBAhMQkAD6CTUrXPZAhtlCXUC/YglLulpme/LyeVLnH/Ss2kAnfQesH4CBLYKQXvz6xOG5Hh1pqsTo7pSRCFAgAABAgT6J3B8qlzH8jOT1vhZ3dbfGkCr4bMNq+5Xkhr3F4lCgACBSQhoAJ2EunUSWKaABtBlApqdAIFlCzw1S6gTmS+MsKR6+UFrNN1nhPlMSoAAAQIECEyHwMmpRh3/52v0bI2fg93BRtAa/vfTsRlqQYDAGhTQADqGnX67MSzDIggQIECAQJ8EfrOr7HtGqHQ9++sj3fQHjTCfSQkQIECAAIHpEPhpV416tmellXoJUl0V+rXknKQaPqu0aVq3zb9urL8ECBAg0CsBDaC92l0qS4AAAQJjENitW8a3R1xWm77NP+LsJidAgAABAgQmKHDXOeuuZ3u/OKl3NdwjqZck1TSbJ0cnddXnYJn7eXCcfgIECBCYcgENoFO+g1SPAAECBMYu0K7kGPVEpk3f5h97xSyQAAECBAgQWDGBwR8w66rPeyWvStrxva34+vT8j+Rxc8Y9sk2gS4AAAQL9E6gX8igECBAgQGAtCfyw29h7pnvSCBte01dp86/75C8BAgQIECDQB4G6srOVr6fn+0k91/sxXXfbdOt536cmH07q/wiXJtsnVe62ruMvAQIECBAgQGBxAS9BWtzIFAQIrKzA07P4utrjsyOspm6P+0k3371HmM+kBAgQIECAwHQI3JJq1PG/3vJe3XZcr/65qdvjL+6Gt/muy2eFAAECkxDwEqQxqLsFfgyIFkGAAAECvRKoqzrqio6HJYcOWfM/y3Q7JfWChDOGnMdkBAgQIECAwPQJXJkqVaNmHder4XO+smEG1pWf1ehZ01Zx7rzOwV8CBAj0UsCXeC93m0oTIECAwDIELsu8f9nNX7+mHrDIsp6W8S9N6gToBYtMazQBAgQIECAw3QJbp3rtPHiDBarahtcdIG3auipUIUCAAIGeCrQv855WX7UJECBAgMCSBN6Uud6bbJOcmNRLEO6cDJZ986EaSP8lqePlC5PPJwoBAgQIECDQP4HWgNkaN2sL6grQuiL0h8m5yXnJtclgadPXLfMKAQIECBAgQGAoAc8AHYrJRAQIrIJA3d72hqSu7KwToOqendT31I+TGlapE6FnJQoBAgQIECDQX4HzU/V2bK/u1ckjFtic52Z4e1Zom+eDC0xrMAECBFZaoC7KqO+ip6z0imZ5+a4AneW9a9sIECBAYH0CdWLz/ORXk/cldSJ01+S+yc7JBclbkr2TtyUKAQIECBAg0F+BuspzsGyWD4cPDuj6t0r395N25Web5OTWo0uAAAEC/RPYqH9VVmMCBAgQIDBWgbri80nJryQPTKrx85zk0103HYUAAQIECBDouUAd31upK6mqgfOwpP4PUD+CXp9sntRzP+c2fmbQbT+QVlchQIAAgR4KaADt4U5TZQIECBAYm0DdBn9E8hfJDsnccmYG/Eny8bkjfCZAgAABAgR6JbBTV9vW+FndKtXYuWWX+lylTTPY/6DbxvhDgAABAr0UcAt8L3ebShMgQIDAGATukGXU1Z9vTuZr/KxV1O3vH0vqFvmNE4UAAQIECBDop0D96FmlXmbUGjjblZ71HPCbuuHp/OwK0JrumhqQUm+PVwgQIECgpwKuAO3pjlNtAgQIEFiWQD3362vJHt1Srk13k6SdHNXgeltsnfjU8Cck9UywgxOFAAECBAgsVWDbzLjbUmc231gELstS6ofN5yTtfLguDJp7cdDVGfa/k9cnVWr8f7utz5/VFKj/i303uW41V2pdBAgQIEBguQJ1tVUdxI5d7oLMT4AAgWUIvD/z1ndRXfFR3fVlcJr/mWkVAgQIECCwVIFzM+P6jjnG8fFv4Bf/DTh3XOo3jvlmReCd3bHDW+CXsUfbL17LWIRZCRAgQIBArwR2T20f39W43fq20AbUScjgNK/I5/+b1BvkFQIECBAgMKrARzPDr486k+nHIlCPtakXHFW5Ijmnerqya7r1aJwfJZd0w+qukL2STbvPF6d7Xtevs3oC9X+xE1dvddZEgAABAgTGI+AK0PE4WgoBAksXeGv2L77vAAAq+ElEQVRmrf9MD+aGfK7b4AeHXZXP1dDZhrUrQR+TYQoBAgQIECDQL4Fnp7rtmF7df0+q4bPKUUkN+4P6kHKf5D+TNn39H+AuiUKAAIFJCLgCdBLq1klgmQIaQJcJaHYCBJYtcHaW0E5oqtsaNqv/oqTe/H550qZpL0Von+v2eYUAAQIECBDon8CVqXI7nle3XnD07uQL3fB/S/cTyeD/DWq60xOFAAECkxLQADopeeslsAwBDaDLwDMrAQJjEZh7pWe97Ojvk3sMLL1ue98/+XAyeKJU/d9OFAIECBAgQKB/Ar+dKg82bg72Dx7vB4fXXSK79W9T1ZgAgRkS0AA6hp059013Y1ikRRAgQIAAgakW2HigdnWb+28lRyb1Zt7fT56X/F5yWfLYpN4SW6VOjKrsuK7jLwECBAgQINAzgY+kvi9O2jF98Dnfg5vShtddIIckPxgcqZ8AAQIECBAgsJiAK0AXEzKeAIGVFhh8rmc1dNab3X+cDF750fq/meH1wqTXDIyvFycoBAgQIECAQH8FDk3VL03a8X5ut64APTupFycpBAgQmLSAK0AnvQesn8ASBDSALgHNLAQIjFWgNYBW9+SknfR8L/3vSN6YvDe5MGnjPpT+djtcnTApBAgQIECAQP8FnpFNqP8LXJ3UMb/eAP/J5BGJQoAAgWkR0AA6LXtCPQiMIKABdAQskxIgsCICc19q9P2s5eB51rRhhj0rqSs+W0NodX+aKAQIECBAgMDsCMx9C/zsbJktIUBgFgQ0gI5hL3oG6BgQLYIAAQIEeiVQDaCtVINmXe25WdetFxydl5yWvDk5K/lqMljq2aAKAQIECBAgQIAAAQIECPREYKOe1FM1CRAgQIDAuAQuz4Lai4zqJQd/Ns+Cd8mw/ZIj5hn3nXmGGUSAAAECBAgQIECAAAECUyrgCtAp3TGqRYAAAQIrJnDxwJLrCtBRy49GncH0BAgQIECAwFQLXNfVrnWnurIqR4AAAQKjC7gCdHQzcxAgQIBAvwXqRQet1BWg1Qha3WGLk6NhpUxHgAABAgT6IfCaVPPM5P39qK5aEiBAgMCoAhpARxUzPQECBAj0XWDwGaC1LYONn/Vm+BuTTZKF7pIYnD6TKQQIECBAgEDPBX6c+tezvxUCBAgQmFEBDaAzumNtFgECBAgsKHD7eca0q0Drze+VVtrw9rm6twx+0E+AAAECBAgQIECAAAEC0y2w0NUt011rtSNAgAABAksXuOOcWeuqz4XKfI2deyw0seEECBAgQIAAAQIECBAgMH0CGkCnb5+oEQECBAisrMDW3eKrcbNud6tjYXsW6BXpvyS5KqlSV4Nen7w2aS9Mam+QzyCFAAECBAgQIECAAAECBKZdQAPotO8h9SNAgACBcQts2i2wjoHV2PmrSb30oF6OVI2j2ydbJhcmb03ukeyTtGd/7pp+hQABAgQIECBAgAABAgR6IuAZoD3ZUapJgAABAmMXqFvf/zypKzyflNSt8Q9M7px8L/lCUld9/lNySHJT4rgZBIUAAQIECBAgQIAAAQJ9EnAi16e9pa4ECBAgMA6BG7KQugr0guROyd8kL0y2SAbvjKjpqtFz86Ruja83w9dx89JEIUCAAAECBAgQIECAAIGeCAye6PWkyqpJgAABAgSWJXB2N/fO6X65698q3bnHxGrwrMbPugr0S0l7e/yJ6VcIECBAgAABAgQIECBAoCcCc0/2elJt1SRAgAABAksW+FA3Zz3T88CkvdyoLXDu5xp+cBuZ7gkD/XoJECBAgACB/gs8OpvwlaSe+60QIECAwAwKaACdwZ1qkwgQIEBgvQLvzdjBRs5qCP18cmiyf/Lwrvt76Z6VtJcfpfe2t8N/tnoUAgQIECBAYGYEfjtb8mvJg2dmi2wIAQIECPycgGeA/hyHDwQIECCwBgQuzjbWC5AGj4F1wvOgZLCx85Z8nvtD4bUZVs8GVQgQIECAAIHZExj8f8DsbZ0tIkCAwBoWmHtit4YpbDoBAgQIrBGBJ2Y7Bxs/22bPPelpx8jBq0V3yMT3azPoEiBAgAABAgQIECBAgMD0C7STu+mvqRoSIECAAIHxCNSt7VWuW9e57W81ctYb31tjZ/tcI1vDaF01WuV31nX8JUCAAAECBAgQIECAAIE+CGgA7cNeUkcCBAgQGKfAXt3C6q3ulyWXJNXIWVeFtsbO9jmDfum8pBpHN6wPKfWcUIUAAQIECBAgQIAAAQIEeiIw3y2APam6ahIgQIAAgSUJbDow1xbp3ziplx2dnmybbJlUw+gVycOSXZOrk3bMrHkUAgQIECBAgAABAgQIEOiJQDuZ60l1VZMAAQIECCxboF3JWS85qsbPLyb3TfZMBkvdBl9Xh56S1HM/63NdGdquEk2vQoAAAQIECBAgQIAAAQLTLqABdNr3kPoRIECAwLgFru8WWI+BuSr59QVWUA2dd+hyebrbdNPVPAoBAgQIECBAgAABAgQI9ETAM0B7sqNUkwABAgTGJnDDwJLqdvcq1ySvTR6a7Jc8MjkmqWd/VmmNn9V/af1RCBAgQIAAAQIECBAgQKAfAhpA+7Gf1JIAAQIEVk7ga1n005O7JUcln0xel1ybPC6p2+AHy2aDH/QTIECAAAECBAgQIECAwHQLuAV+uveP2hEgQIDA+AXaM0Dbkuv5nu9rH7ruzunumzyz+9ye/1kf/XjYoegQIECAAIEZEajjfJXWXffJXwIECBCYGQENoDOzK20IAQIECAwpsFU3XWvUHOalRjVNm77eFK8QIECAAAECsyNwbDblnsmJs7NJtoQAAQIEBgU0gA5q6CdAgACBtSCwSbeRwzR8Dnq06XcbHKifAAECBAgQ6L3ACdmCikKAAAECMyrgNr4Z3bE2iwABAgQWFFjuse/2Cy7ZCAIECBAgQIAAAQIECBCYOgFXgE7dLlEhAgQIEJiQwC1Z7/lJvfxo62SHpF31md6flRt/1qeHAAECBAgQIECAAAECBKZeQAPo1O8iFSRAgACBFRZoz/asK0N3GVhXa/xs4wdG6SVAgAABAgQIECBAgACBvggs9zbAvmynehIgQIAAgSbQGjbb57rys5Ua19KGVQPoYPHj4aCGfgIECBAgQIAAAQIECEy5gJO4Kd9BqkeAAAECYxeY2wC64SJrqB8LB68C3XKR6Y0mQIDANAjslEpsPg0VUQcCBAgQmEmBS7NVl83kltmomRTQADqTu9VGESBAgMCYBQYbTTce87ItjgABAuMWeHgW+Klk8Ltr3OuwPAIECBBY2wLXZPP3SuoZ+gqBqRfQADr1u0gFCRAgQIAAAQIECIwksGemrsbPK5OfjjSniQkQIECAwOICu2aSusugnp+vAXRxL1NMgYAG0CnYCapAgAABAr0SGHxmaK8qrrIECKw5gfdki49Yc1ttgwkQIEBgpQW+lhXcb6VXYvkExingJUjj1LQsAgQIEFgLAtethY20jQQIECBAgAABAgQIEJgVAQ2gs7InbQcBAgQIDCsw3xWcc9/03pY13/Br20hdAgQIECBAgAABAgQIEJh+AQ2g07+P1JAAAQIExisw30tB5htWa51vuMfHjHd/WBoBAgQIECBAgAABAgRWVEAD6IryWjgBAgQITKHAfI2ao1Rzi1EmNi0BAgQIECBAgAABAgQITFZAA+hk/a2dAAECBPon4ArQ/u0zNSZAgAABAgQIECBAYA0LaABdwzvfphMgQIDAegUGn/852L/cK0jXu1IjCRAgQIAAAQIECBAgQGC8AhpAx+tpaQQIECDQL4ErU92bF6hya+ist74vNM0CsxpMgAABAgQIECBAgAABAtMioAF0WvaEehAgQIDAJAS2ykovTz6VXJi0Kz3rTfFnJyckGyaDt723aTJYIUCAAAECBAgQIECAAIFpFxg8oZv2uqofAQIEZkng0GzMr87SBvV4W7ZP3Q9KrknOSTZLrk3uktwtmVuqcfSv5g70ecUFquH5+ORrK74mKyBAgAABAgQIECBAYKYENIDO1O60MQQI9EjgXanr1j2q71qo6ubZyLsOsaF17HzpENOZZPwCD8oif2P8i7VEAgQIECBAgAABAgRmWUAD6CzvXdtGgMA0CzwplXMF6GT20POz2m3nWXVdYdie+znP6J8NOiN97//ZJz2rJVD756OrtTLrIUCAAAECBAgQIEBgdgQ0gM7OvrQlBAj0S+CTqW5FWX2BHbLKP55ntcM0ftZsf5rYd/MAGkSAAAECBAgQIECAAIFpFPASpGncK+pEgAABAisp8LosvJ7juZRyRWaqFyYpBAgQIECAAAECBAgQINATAQ2gPdlRqkmAAAECYxP4QZb07iUu7YWZ7+Ylzms2AgQIECBAgAABAgQIEJiAgAbQCaBbJQECBAhMXOCI1OC7A7Wo50vOVwaHH5cJ3jrfRIYRIECAAAECBAgQIECAwPQKeAbo9O4bNSNAgACBlRO4Jos+MPl4cv9koed/tuHvyjTPSBQCBAj0SeCXU9nn9qnC6kqAAAECvRCoZ+orBHoloAG0V7tLZQkQIEBgjAIXZVkHJM9KXpbcKZlbvpUBL0qOnzvCZwIECPRAoH7oqSgECBAgQIAAgTUt4Bb4Nb37bTwBAgTWvMBNEXhLsnNy3+QzSZWjkj2TfRONn0FQCBAgQIAAAQIECBAg0FcBDaB93XPqTYAAAQLjFvh6FnhWt9BT0z173CuwPAIECBAgQIAAAQIECBBYfQENoKtvbo0ECBAgQIAAAQIECBAgQIAAAQIECKySgGeArhK01RCYkMAWWe+RyZYTWr/VEuibwN27Cj803d37Vnn1JTAhgR9lvfUoCYUAAQIECBAgQIDAVApoAJ3K3aJSBMYm8IQs6ZVjW5oFEVg7Ar+3djbVlhIYi8AXspRvjmVJFjJOgdonnxvnAi2LAAECBAhE4InJjiQI9ElAA2if9pa6EhhdYJNulv9I98Ojz24OAgQIECCwXoHnZOwuyabrncrISQmcnBX/8aRWbr0ECBAgMLMCB2TLNIDO7O6dzQ3TADr5/VonDdsnm3e5Lt3LkyuSi5P6rBBYrsBpWcD/We5CzE+AAAECBOYI/E4+1/9llOkU2DDV0jg9nftGrQgQINBnAe+T6fPeW6N11wC6+jt+q6zyacmTk32T+rxQuSkjzki+knw0+Xhya6IQGFXgWZmhohAgQIAAAQJrR+AZ2dSKQoAAAQIECBBY0wIaQFdv9++UVb0seWqyvkbPwRrV/vmVLn+Ybj3H6c+SjyUKAQIECBAgQIAAgfkETsnAixMvQZxPxzACvyhQ5111xfSNyS2/ONoQAgTmETgvw86eZ7hBBKZSQAPo6uyW7bKaTyX3HlhdXcl5fvKD5KLk2uT6pPbJ7ZOtk7sk9RbidutSXTH6keQFyd8mCgECBAgQIECAAIG5AtUAese5A30mQGBBgaMy5g+S5yb/uOBURhAgQIBAbwU0gK78rtsiq6grNlvjZ72M5g3JZ5Jq+FysbJwJfi2p2+YPT+rzG5Mzk7olXiFAgAABAgQIECBAgAABAgQIECBAYAEBD65dAGaMg5+YZdUb0qq8N9m/6w7T+Fnz1G0YX0qOSB7bfU7nl16d2H8loRAgQIAAAQIECBAgQIAAAQIECBBYQMAVoAvAjHHwA7tlnZ5uXcW5nGfK1BWf/yt5U1JXlN41OStZ6VLPj7pvssEYVuRZVGNAHGER9VgFhQABAgQIrLSA481KC1v+rAjUbdZ1QYQyXQLtnK3O1+yf6do39ei49yX/Pl3VUhsCBPomoAF05ffYgd0qjk+3ruZcbvlgFlANoFX2TlajAfSfs54n1ArHWHYd47IsamGBD2TUnRINzwsbTWrM87PizSe1cusl0FOBOua9p6d1n+Vq10sQ6kWNCgECiwu8JpNsu/hkppiQQJ27tfO3CVXBaucR2C3DNIDOA2MQAQLDC2gAHd5qqVPeuZvxh0tdwJz5Ls7nakitZ4FuNmfcSn38UBZcD9Ifxy33+2Q5Oyb1LFRl5QWuzirqP9rK9AlcmSq1qw2mr3Zrt0Z1UlpX1387cUXbdP07qCtAjknqhx2FAAECfRV4eCq+X18rP8P1rvOqOk85LVnOHXszTDSxTavj/4kTW7sVEyBAgMDQAl/PlPWl/Y6h51j/hL+R0bW8Sp2k963UC5yq7s/rW8XVlwABAgQIECBAgAABAgQIECCwygLvzPqqHeUpq7zemVrdOK7omymQFdiYU7plPindhyxz+XVl0uu7ZVyS7veXuTyzEyBAgAABAgQIECBAgAABAgQIEJhpAQ2gK797X5VV1C3rt0+OS+pt7psko5b7ZIYTkupWeeu6jr8ECBAgQIAAAQIECBAgQIAAAQIECCwk4BmgC8mMb3i9sOHFyWuTbZJquKz+k5LTkrqK84Lk2uS6pPZJNZZundwl2St5cLJv0ko1hL60fdAlQIAAAQIECBAgQIAAAQIECBAgQGB+AQ2g87uMe+jrssB6edGbk3rA9lbJIV3SGal8MlM/OfFw7pHYTEyAAAECBAgQIECAAAECBAgQILAWBdwCv3p7/eisavfklclPRlxtvYm4bp8/NDk4qed/KgQIECBAgAABAgQIECBAgAABAgQILCLgCtBFgMY8+qIs7yVd9kh3/+TuSd3uXrfH15Wh9bzQq5Irkrp9/tvJN5IaphAgQIAAAQIECBAgQIAAAQIECBAgMIKABtARsMY86TlZXkUhQIAAAQIECBAgQIAAAQIECBAgQGCFBNwCv0KwFkuAAAECBAgQIECAAAECBAgQIECAwOQFNIBOfh+oAQECBAgQIECAAAECBAgQIECAAAECKySgAXSFYC2WAAECBAgQIECAAAECBAgQIECAAIHJC2gAnfw+UAMCBAgQIECAAAECBAgQIECAAAECBFZIQAPoCsFaLAECBAgQIECAAAECBAgQIECAAAECkxfQADr5faAGBAgQIECAAAECBAgQIECAAAECBAiskIAG0BWCtVgCBAgQIECAAAECBAgQIECAAAECBCYvoAF08vtADQgQIECAAAECBAgQIECAAAECBAgQWCEBDaArBGuxBAgQIECAAAECBAgQIECAAAECBAhMXkAD6OT3gRoQIECAAAECBAgQIECAAAECBAgQILBCAhpAVwjWYgkQIECAAAECBAgQIECAAAECBAgQmLyABtDJ7wM1IECAAAECBAgQIECAAAECBAgQIEBghQQ2WqHlWiyBxQRelAmOWGwi4wkQILDKAnfI+io3Jbeu8rqtjgABAgQIEJiMQF0YtGHyo+SayVTBWgkQILCgwC4LjjFiaAENoENTmXBMAud0y9kx3YpCgACBaRTYZBorpU4ECBAgQIDAigrstqJLt3ACBAgsXaAuzjh36bObcwMEBCYgsGfWufEE1muVBAgQWEzgLzPBE5O/Tz6x2MTGEyBAgAABAjMh8MfZioOTlyfvm4ktshEECMyawFXZoLpKXVmigCtAlwhntmUJnLWsuc1MgACBlRO4rFv0N9PVALpyzpZMgAABAgSmSeCxXWV+ku53pqli6kKAAAEC4xHwEqTxOFoKAQIECBAgQIAAAQIECBAgQIAAAQJTKKABdAp3iioRIECAAAECBAgQIECAAAECBAgQIDAeAQ2g43G0FAIECBAgQIAAAQIECBAgQIAAAQIEplBAA+gU7hRVIkCAAAECBAgQIECAAAECBAgQIEBgPAIaQMfjaCkECBAgQIAAAQIECBAgQIAAAQIECEyhgAbQKdwpqkSAAAECBAgQIECAAAECBAgQIECAwHgENICOx9FSCBAgQIAAAQIECBAgQIAAAQIECBCYQgENoFO4U1SJAAECBAgQIECAAAECBAgQIECAAIHxCGgAHY+jpRAgQIAAAQIECBAgQIAAAQIECBAgMIUCGkCncKeoEgECBAgQIECAAAECBAgQIECAAAEC4xHQADoeR0shQIAAAQIECBAgQIAAAQIECBAgQGAKBTSATuFOUSUCBAgQIECAAAECBAgQIECAAAECBMYjoAF0PI6WQoAAAQIECBAgQIAAAQIECBAgQIDAFApoAJ3CnaJKBAgQIECAAAECBAgQIECAAAECBAiMR0AD6HgcLYUAAQIECBAgQIAAAQIECBAgQIAAgSkU0AA6hTtFlQgQIECAAAECBAgQIECAAAECBAgQGI+ABtDxOFoKAQIECMyGwBXdZlw+G5tjKwgQIECAAIEhBNrxv3WHmMUkBAgQIECAAAECBAgQ6KfAVqn2IcmG/ay+WhMgQIAAAQJLEHD8XwKaWQgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIHpFNhgOqulVgQIECBAYEUFDszSn9qt4aXpXpT8ZnJQckByz+Q7yanJu5KvJQoBAgQIECDQX4H9U/Wnd9X/j3Tf3vUv1NktI17cjfxiuvX/AYUAAQIECBAgQIAAAQK9EXhGanprl73SfcnA5za8dW/IuOclCgECBAgQINBfgR1T9RuTOr7XD58bJ+srL8vI9n+Bx6xvQuMIECBAgAABAgQIECAwjQKDDaDHpoJ1glMNnccnr0rqKo8fJ+3Ep7q/lSgECBAgQIBAfwU+nKq3Y/shi2zGd7tpL0x3scbSRRZlNAECBAgQIECAAAECBFZfYLABtE6EzkjuNacadbLzmaSdKFXjqEKAAAECBAj0V6Cu5GzH9feuZzMeODDdG9cznVEECBAgQIAAAQIECBCYWoHBBtCbU8v7L1DT7TL8+qROluoKUc/ODoJCgAABAgR6KlA/bl6Q1HH9mmSrZL7y1gxsDaX7zTeBYQQIECBAgAABAgQIEJh2gcEG0E8vUtmvZ3w7CdpmkWmNJkCAAAECBKZb4A2pXjuuP32eqm6aYZd005w2z3iDCBAgQKCHArfrYZ1VmQABAgQIjFPge4ssrE6CWtmk9egSIECAAAECvRQ4eqDWTxnob72HpqfuAKnyjtv++kOAAAECvRfQANr7XWgDCBAgQGCZAucuMn/d+t6K42aT0CVAgAABAv0UqOd+n9JV/WHp7jpnM57afa43xh8zZ5yPBAgQINBTASdyPd1xqk2AAAECYxO4YmxLsiACBAgQIECgDwLtKtA6H/69gQrvkP6Du88fT/eigXF6CRAgQKDHAhpAe7zzVJ0AAQIECBAgQIAAAQIERhZ4d+aolxxWGbwN/rB8rhclVfmXdR1/CRAgQGAWBDSAzsJetA0ECBAgQIAAAQIECBAgMKzApZnwuG7iesv73l1/NYBW+Wny0dv6/CFAgACBmRDQADoTu9FGECBAgAABAgQIECBAgMAIAu02+JrlsUnd/r5/fUipK0TrGaAKAQIECMyIwEYzsh02gwABAgQIECBAgAABAgQIDCvwqUx4XlIvQXpcUs/7bBcIvSP9CgECBAjMkED7gp+hTbIpBAgQIECAAAECBAgQIEBgvQI3Z+y/dlM8IN0/6PpPT/frXb8OAQIECMyIgAbQGdmRNoMAAQIECBAgQIAAAQIERhJ4Rzf1Bum229+9/GgkQhMTIECgHwIaQPuxn9SSAAECBAgQIECAAAECBMYrcGYW96WBRd6U/mMGPuslQIAAgRkR0AA6IzvSZhAgQIAAAQIECBAgQIDAyAKDL0P6ROa+YOQlmIEAAQIECBAgQIAAAQIECBAgQIAAAQJTKvDk1OvWLvUyJIUAAQIECBAgQIAAAQIECBAgQIAAAQIzI1Bvg68G0J8kG8/MVtkQAgQIECBAgAABAgQIECBAgAABAgTWvMC9InBLUg2gr17zGgAIECBAgAABAgQIECBAgAABAgQIEOi1wHap/e7JNslByblJNX5en+yaKAQIECBAgAABAgQIECBAgAABAgQIEOitwINS82rwnJvn93aLVJwAAQIECBAgQIAAAQIECBAgQIAAAQKdQF39Obfx8x/pECBAgMDsC2ww+5toCwkQIECAAAECBAgQIECAwC9tGIMXJfslZyefTD6f3JwoBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQILD2BP4/2dY7znLT1F4AAAAASUVORK5CYII=)
library(rpart)
spam.rpart <- rpart(formula = yesno ~ crl.tot + dollar + bang +
money + n000 + make, method="class", data=spam7)
plot(spam.rpart) # Draw tree
text(spam.rpart) # Add labeling
![plot of chunk unnamed-chunk-1 plot of chunk 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## ss 11.2.1: Choosing the number of splits
## Sec 11.3: Terminology and Methodology
## Footnote Code
## Code to plot tree
Criterion <- factor(paste("Leaf", 1:5))
Node <- c(1,2,3,4,5)
demo.df <- data.frame(Criterion = Criterion, Node = Node)
demo.rpart <- rpart(Node ~ Criterion, data = demo.df,
control = list(minsplit = 2, minbucket = 1))
plot(demo.rpart, uniform=TRUE)
text(demo.rpart)
![plot of chunk unnamed-chunk-1 plot of chunk 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IAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDYBIH/AX04YmoH1oZzAAAAAElFTkSuQmCC)
## ss 11.3.1: Choosing the split~-- regression trees
## ss 11.3.2: Within and between sums of squares
## ss 11.3.3: Choosing the split~-- classification trees
## ss 11.3.4: Tree-based regression versus loess regression smoothing
## loess fit to Mileage vs Weight: data frame car.test.frame (rpart)
with(car.test.frame, scatter.smooth(Mileage ~ Weight))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
par(xpd=TRUE)
car.tree <- rpart(Mileage ~ Weight, data=car.test.frame,
control = list(minsplit = 10, minbucket = 5,
cp = 0.0001), method="anova")
plot(car.tree, uniform = TRUE)
text(car.tree, digits = 3, use.n = TRUE)
![plot of chunk unnamed-chunk-1 plot of chunk 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CBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEFgngXOt08W4FgIECBAgQIAAAQKbQOC8ucZPJ3YfrvXa2Z487E/bHJKGf+kaX5n9h3avp+0elYZrDI23zvaD0zpuR/3dcszfDsc9Jtt/2I4x5h3yu+nw9KHTI7N90bwD5rTvmvbLJL44p98qNl8sk3pE4nqJKyfqOrYkjku8K/HsxE8S08q50/CsRG0XKa9Kp6NndDx/2g5L3CBx/cSVEl9IfCrx94m3J+aV3dLh4YkDE1dLXDzxmcQnEy9MzDp/mhUCBAgQIECAAAECBAgQIECAAIFVFXhbJvbTIe60wCSf1vWv4760wDEXTp/Th+O+le15FjhmW7ocOoxd81kkGbstY7e+R3TneFCr3M7tzXLcRxJ/sJ3Hb+RhD8nJT0m098ykbSUefy0xrVSCcdJx0+oeNm2g1O+deN+c8V6d9kpwTisHpeFziWnnr/p/TuyZUAgQIEBgkwss+tu7Tc7k8gkQIECAAAECBAislMDbu9lUYm5eueXQoZJCVfZKHLB1b/p/atz280I9SXfa9K5r33K7XGE9JTnPbBUhfi+TqidtLzJM7k3Z/lnisMQTE59IVLlq4o2J/evFhHKdCXXbU3WjHPTBRD35WWVL4umJwxPPTPwgUeW3E/V6UqkE6n8krjA0vj/b/5e4Z+LJiW8nqtS1P3/rnv8QIECAAAECBAgQIECAAAECBAjsVAL1leH25Fs9STer7JPG1reeqmv7lTCaVf4qja3v78/quJ1t++a4enq1or7+fE6UZT0Bemgm1yzO7pOk58R1Thvz8mn4zjD3+nr7HSZ0rD+pUInGdn0fyn7VjUslFlufW2T/0nPiAuMB8rq+9v7pRBvnjyf0uVrq6gnl1ueQCX0qidva66v7u4767JXXx3d97j5q95IAAQIECBAgQIAAAQIECBAgQGDFBerJzG8kKgl0amJSsinVW8t989+WLKrE6XeH18dsbZ3+n/8e+tWx7Um76b1Xs2VHJUAPzOW/NVFPita9WZVSf/e03fsnzZhUJRArkd761lOa4/KWVFR7vd92Gzcu+PoR6dfO8awZx9yj6zd+CrSSqJXMrXFOSJwvMancKpXtXK+Y1EEdAQIECGwegVX6cN486q6UAAECBAgQIECAwNkTOCOHHzMMUX+bc1LCqp2hEkFVKmH6gcSxiSo3Teyxde+s/7lgqq43VNffWayn6ZTpAvWPy/5G4rWJ8qqnay+W2OhyUDeB53f7493TU/HqrvK63X7bvfaw8/Fsf9Qqt3F76NC/vqJ+5IxjX5O2LYmPJMbJ/fpHuc6bqFJJ+kqGTirHprKuq0p7L5/5yn8JECBAYNMJ1GJJIUCAAAECBAgQIEBg5xM4KlO+0zDtSmYeM+ESar1/86H+bdn+NFFP8v1WopJI1VZ/S3FcbpyKlmSqJxunlepz70T9PcdKkO2bOC7x4UTNb9LYqd5a6hyHDvuvyvboYX+82T8VD0vU06v7JLYkKvH174ljE4ck7pqocmTiK1v3pv/n4DT9dqLmXF8Rr79H+Z5EudRTkH1pY1+lq6yvU19zeF1/u/LTie8lKhF3vsR+ifq6+OMSL0/Uk451jkXLRdOxnnLcnlKJxR92B56c/fcmaswTuvpJuyd1lZfr9mt3r8Qlh7pKom9PKcMDhgP/M9tvzBjk+2m7woz21nThtjNhe+7UnWuor/uiECBAgAABAgQIECBAgAABAgQI7GQC9XczfzpE/U3ESeXAVLY+hw0drtzVPXeoG28e3/W5w7hxeH31bCux18aftK2vHlfybVI5NJXtmIdO6pC6JyXO6Pq1/rWtp/v+JFHJ0VZ/1ez3pf8K/EPS8MTEtPFOS9ud+4OzX/NqY0/aHtT1v0T2/zSxZcIx70nd7yYWScTVvZx0rkXq7p9jt7c8LQe2c9xtNMitu7YHdG0Xyv4VE7t2ddN2fycNbfzDp3VaoL7OWQnSGuuUxMUTk0olxdv5XjupgzoCBAgQIECAAAECBAgQIECAAIHVF/h8plhJnm8l6om3cfmLVLQkUD3F18rx2an6z7eK0fYdeV3t9fceJz1ld1DqfzD0qX71r3BXcvE+ib9JfCpR9RWfT+yZGJdDU9H6TEqA1lOUrb2Snf+e+KPEoxPtadZq/3Ki9ZuVAK1kWfWrBOiHE09N1Fw/lmjH11Oct0y0ckh2npM4OtH6vGuoq/pKJo9L3YdKGNZTjjXvdlxtT0rUk6H9vcjLXygbkQDdIzOop0XbXC//CzM681+Nb203T9ujElsSLZn8w+zX07MPTpwrMan078XrDB0une3vJZ6X+EDi3xKPTFRyf1b56zS2+ZTXOMleX3n/ytCn7sHNEgoBAgQIECBAgAABAgQIECBAgMBOKPCCzLklgg6YMP8PDu3/N2qrJz/bcfUkZ1/Onxc/SlR7JfvG5Typ6JOGlZQcJ193S92LEu0cT8/+uByaitY+ToBeO20teViJy1uND87rwxKVeGtj1PZqib4ckRd9e411rb5D9ut6/jHR+lWyc1wOTUVr35Z/BX7fHFeJv5aMa2NUYvmViV9NjMvhqfjL7YwbjQdb8HWfUHzzhGNelbo29293+62u3x6T9n0njPGK7rh9sl9JyW91df0Y30t9JdOnlbpnL020Y76a/ZclnpJ4feK0RLX9OHFYQiFAgAABAgQIECBAgAABAgQIENhJBfqvFT9wdA31dF17Qq8SXH25Y1605NHD+4bsH9i1PWbUVi//oGt/4YT2vuo9Q996snKcnDx0aKt5jBOgr+naHpD9aaWepmzXUdvxOfoEaCXD6tomlV9KZftadfUbP8XYz3VbEqDtXOfLzt0T70j08639dyc2shyWk7c5VXJz7wmT+UzXp/p+MvHsxD0Sj0hUcrO916r9o4m65r68IS/aee6W/fYEcSUvK+la8bVE61PbJyRmlUqSnp7oj2n7lXS+xqyDtREgQIAAAQIECBAgQIAAAQIECKy+QP3DNC3xVE/A9eVeedGSQTfvG7J/4UQ9hVjtb0n05dF50Y6b9ERhJb9a+2X6Ayfs37nr+/hR+6FdW58A3T31LTn2heyfd3Rc/7Ku4xuJNp9ZCdBKsM0qH0pjG6fG7Us/1+1JgPZj/XJevDPRzvX1vnEH798252vvg5rPvSecf4/UtfdY9XlaYpwgrsN+NVFf8W/X9djs96W/5jpnJcUfldi161T7RybaE5zV75pde9u9aHZel+jndUpeH5dox9Y8vpEY/2IgVQoBAgQIECBAgAABAgQIECBAgMDOJPCRTLaSPZ8fTfpfhvp6srG+1j4u70pFHfedxLm7xrcN9d8c1VeXSlDVE5J13PGJeWWfdKi+FS8fdT60a+sToId09fVk4bxSic12jlkJ0CfNGaj+ZmcbZ/wUZD/X7U2A7pbxa5z/6c5T56unHjeiHJaTVhKyXfPjp0yi3jt1T45I3GtKn1Z9x+y08WrsC7WGbN/btVWfenJ0WnlCGto4bx912jOv6wnT1l7v4/5Jz5pvzbOSn63PI7OvECBAgMAmFqi/naIQIECAAAECBAgQILDzChyVqR+Q2DdxucQXE5XQ/M1ElWMTlbQcl7ek4maJPRL1VGIlleppyxsnqtS4Z2zd+/l/6hztq817Zb/OtWi58oIdL9v1+3y3P213kT51bCV0Z5XTusbyW1a5Qgb6/cS9ExfrBq3E9EsTf9fV1e5lEhcc1S36sr5OXgnteeXIdHhs1+lxo9dd09b3ztF9xYz916TtQ4nrJOq9tH/ifYkq9Xc9WzkuO3/bXkzY/mXqyuziiZsmdk3UV92rVOK0JTwrWX/LRP8+/XFevyTxX4n6x64qCVsJ1X9LfCahECBAgAABAgQIECBAgAABAgQI7GQCt8p825Nu9bcVq9RX11vdg7fWnPU/N+j63G9o/pWu7j5nPWRrUrWNu63bU0bjHdqd66Fd28O6+j/s6qftHtn1v9qo0xFd27wnNyt5165p39E4/VznjVOHVgL1txJvTFRyro1b288lKol3kcSk8qZU9v23Zf/+kwbs6s6T/X/sxq+k77xjusMX2n1RN375t9L7vrBVzthWcrNd+1W6fl8f6ishum9XP2n34UPfGudZkzqoI0CAAIHNIVAfgAoBAgQIECBAgAABAjuvwDsz9VMT7enNV2b/Ft3lvKXb73c/kBf1NeF6KrESn89P1BOhrby17XTbemqxlXqy76XtxQLbmuMi5ctdp3oacl651LwOO7D9EjlXJf0qqbhfoi+V0KunPd+Q6J9Y7Puck/v1d03rKcjfGE5S9/LuidcPr5e1OaEbqJ7gbOWLbSfbLd3+tN3PpuHXh8YrZfvpRPnW+7VKtdffiJ1V6s8jPH3ocM1ZHbURIECAwHoLSICu9/11dQQIECBAgAABAusvUIms/04cmLjBcLmHDNvPZ1uJo0mlknBHJeqp0UqAVrnJmZut/5hMn8gaqs8y1jnxVN1n2smy3bvbn7a7z7SGHVh/6ZzrKYm7JM7fnfd72X9Jopw+2dXP2q3+757VYUbb+6e0VSKy7vW1hvaTsr1topLg80r9zFiJx4ovJSppPqv0T2X2772PdgeNn9Ttmn62e9Gf7e2yyynDfkt+1ss+Ud51/YXd47tXq5Qo76ZllwABAgQIECBAgAABAgQIECBAYBGBx6RTfc23/vX0CyZ+OLx+brazyuFprOMqGVpfyf7K8PqZ2U4rlYxq56qnTmeVC6TxFomrJnYfdTw0r2uciod2bRfKfn29ueq3JGY9tFHJxkqEtXHGibUd9RX4g7o51FwqiVtf5d8zsdGl7usHE82oEpGLJJbbvJ/cHXtkq5yxrSeD27mu3vW7Vlf/ua5+2m4lZ9s4lWCuUu+FHyWqvv7W6a6JWWX/NLYx/mNWR20ECBAgsN4C517vy3N1BAgQIECAAAECBDaFwNuHq6wk42GJ3YbXbx620zZvHRrOle3vJi45vJ72tflqfu/Qp8714GF/2ub+aag5fCrx4sQipZ6afMXQcb9s7znsT9rU+It8TX7SsdtSd3rXeVrSrRJt5VZ/+7P+ZuXfJL6d2OjynEzgOsMk6gnRgxInDq8X2dRX91u5Q3bqvTKtHJyG9hTycdnvnwD9SF63p2CvkP0bJaaVa6ehokolVE/eurfLLqdl+/Fhf49sf2XYn7ape9HKh9qOLQECBAgQIECAAAECBAgQIECAwM4nUE/GVbKtknD19GFtT03U332cV+qJwP64H+d1PUU6rRyQhkpE1THfTfxyYlKppz6/nqh+FTdN9OXQvGht/ROg1efKiZp/tX8lcWBiXG6RilMSbYzaXm3U6Yiu/UGjtvHL13R99x013rFre+KorV7ulajrrScOK+l288QqlJpH86knZS+9HZPaLcf097H+AadJpZLnn0i0891+Qqff79orqTl2rkPqfO9KtHHuW5VdqfvY2k7M/uW7tn637kU9EV1964noqyUUAgQIECBAgAABAgQIECBAgACBnVjgdZl7SwzV9p0LXsvTRscds8Bx9RX5dq5KLv1RopKW9XTgRRKHJ/qvpv9rXo/LoaloY4wToNX3r7r2Soa+LFFPnD4s8apEfW2/jm+J0tqvJGRfjsiLdo6zkwC9STdOJX0rCfqHibrmvjwjL+p8lZjb6HK+TKCevG3XX09kvn7BGD/Ze+sc17zradhnJSrxWPe7Ep93S5yUaOd6Q/Ynler/jkTrV/O7f+KyifMnfjXxoURrr0To+FuLNcbbuj5bsn+/RLsX+2T/4Yl6kriNM+n9lWaFAAECBAgQIECAAAECBAgQIEBgZxJ4SCbbEj61fdSCk//N0XGPXOC4C6bP80bH1Tnr6dF+DrVfyapKbo3LoalofaclqCoRd2rXr/WvbT2FWonXN3Xtl8t+X5aVAK2v+38h0Z+/9h/Ynyz7q5QAvcWE+Y7nP+31C0bXVS//NNGe/G3HVfK77bdtJcfrieRp5QJpeHGi9W/bn4zq6ivz4/uZqq2lnrh9d6Id27Y/GtVVsrbmU0lThQABAgQIECBAgAABAgQIECBAYCcX2D/zb4mg2l5vweuprxy3rwpvy3E1/G8k/i8xTozVOJ9NHJ6Ylgw7NG3Vr2JaAjRNW/9l+npK9R2JbyU+lnhhop4WrHJUoo2zx9aan/9nWQnQGvEqifcn+kTd31VDV1YpAfqIzKu5bOv2Bd019bv15w+OnjBuJakrYXmvxKKl7s2nE+3J0jbHU1L31EQl2WeVSmrWk58nJdqxbVtj1r26UUIhQIAAAQJ+E+Y9QIAAAQIECBAgQIDA2RaoJGr9jcX6GvLXEscnvpioRNQ5XSrRdf1EPe133kQlwc7JUk+zVjL0G4mTE/01VgK0vqJf1753Yl1L/W3ZqyaumPhC4sOJehp0e8qeOei6ifoqfY1VCfVKyG9LqWPrFwCXTnwmUV+t/35CIUCAAAECBAgQIECAAAECBAgQILCSAvV16/p6+YFzZleJuHoqtJKen5jTd0c0r9IToDviep2DAAECBAjsFALTvo6yU0zeJAkQIECAAAECBAgQWEuB+nr7rYcru0G2/zvlKuur0vUEYZX6W6MKAQIECBAgQOAsAuN/Ue8sHVQQIECAAAECBAgQIEBgBwt8oDtf/f3Pa3ava7f+/uM9E/etFyn1NyhfXDsKAQIECBAgQIAAAQIECBAgQIAAAQIEVl2g/gGc+luQ7R+1qe2XE69I/Efic4m+7Q/zehWKr8Cvwl0wBwIECBAgQIAAAQIECBAgQIAAAQI7gcC+meN/JvpE53i//hGiO63QtUiArtDNMBUCBAgQINAE/A3QJmFLgAABAgQIECBAgMAqCdS/CH7bxAGJWyUqIVr/svp3E19KvCPx5sRpCYUAAQIECBAgMFVAAnQqjQYCBAgQIECAAAECBFZAoL4KX6EQIECAAAECBLZLwD+CtF1sDiJAgAABAgQIECBAgAABAgQIECBAYGcQ8AToznCXzJEAAQIECBCYJVC/0L34rA7aCBAgsIMEdh/OU/+/dMkddE6nIUCAwCyB76XxB7M6aCOwGQTOtRku0jUSIECAAAECay1QfwPwFmt9hS6OAAECBAgQILB9ApX8vEZiy/Yd7igC6yHgCdD1uI+uggABAgQIbGaB/YeL/3q2Z2xmCNdOgMCGC1woM7hA4vTENzZ8NiZAgMBmF7hoAOr/k/ZLSIAGQSFAgAABAgQIECCwswqckIn/NFH/OrRCgACBjRR4Rk5e/3904kZOwrkJECAwCBydbf1/0sFECGx2Af8I0mZ/B7h+AgQIECBAgAABAgQIECBAgAABAmssIAG6xjfXpREgQIAAAQIECBAgQIAAAQIECBDY7AISoJv9HeD6CRAgQIAAAQIECBAgQIAAAQIECKyxgAToGt9cl0aAAAECBAgQIECAAAECBAgQIEBgswtIgG72d4DrJ0CAAAECBAgQIECAAAECBAgQILDGAhKga3xzXRoBAgQIECBAgAABAgQIECBAgACBzS4gAbrZ3wGunwABAgQIECBAgAABAgQIECBAgMAaC0iArvHNdWkECBAgQIAAAQIECBAgQIAAAQIENruABOhmfwe4fgIECBAgQIAAAQIECBAgQIAAAQJrLCABusY316URIECAAAECBAgQIECAAAECBAgQ2OwCEqCb/R3g+gkQIECAAAECBAgQIECAAAECBAissYAE6BrfXJdGgAABAgQIECBAgAABAgQIECBAYLMLSIBu9neA6ydAgAABAgQIECBAgAABAgQIECCwxgLnWeNrc2kECBAgQIAAAQIECBDYkQKfzsmOSnx9R57UuQgQIECAAAECBAgQIECAAIH1Fjghl/fTxN7rfZmujgABAgQIECCwTQJHp3etkQ7epqN0JrCGAr4Cv4Y31SURIECAAAECBAgQIECAAAECBAgQIHCmgASodwIBAgQIECBAgAABAgQIECBAgAABAmsrIAG6trfWhREgQIAAAQIECBAgQIAAAQIECBAgIAHqPUCAAAECBAgQIECAAAECBAgQIECAwNoKSICu7a11YQQIECBAgAABAgQIECBAgAABAgQISIB6DxAgQIAAAQIECBAgQIAAAQIECBAgsLYCEqBre2tdGAECBAgQIECAAAECBAgQIECAAAECEqDeAwQIECBAgAABAgQIECBAgAABAgQIrK2ABOja3loXRoAAAQIECBAgQIAAAQIECBAgQICABKj3AAECBAgQIECAAAECBAgQIECAAAECaysgAbq2t9aFESBAgAABAgQIECBAgAABAgQIECAgAeo9QIAAAQIECBAgQIAAAQIECBAgQIDA2gpIgK7trXVhBAgQIECAAAECBAgQIECAAAECBAhIgHoPECBAgAABAgQIECBAgAABAgQIECCwtgISoGt7a10YAQIECBAgQIAAAQIECBAgQIAAAQISoN4DBAgQIECAAAECBAgQIECAAAECBAisrYAE6NreWhdGgAABAgQIECBAgAABAgQIECBAgIAEqPcAAQIECBAgQIAAAQIECBAgQIAAAQJrKyABura31oURIECAAAECBAgQIECAAAECBAgQICAB6j1AgAABAgQIECBAgAABAgQIECBAgMDaCkiAru2tdWEECBAgQIAAAQIECBAgQIAAAQIECEiAeg8QIECAAAECBAgQIECAAAECBAgQILC2AhKga3trXRgBAgQIECBAgAABAgQIECBAgAABAhKg3gMECBAgQIAAAQIECBAgQIAAAQIECKytgATo2t5aF0aAAAECBAgQIECAAAECBAgQIECAgASo9wABAgQIECBAgAABAgQIECBAgAABAmsrIAG6trfWhREgQIAAAQIECBAgQIAAAQIECBAgIAHqPUCAAAECBAgQIECAAAECBAgQIECAwNoKSICu7a11YQQIECBAgAABAgQIECBAgAABAgQISIB6DxAgQIAAAQIECBAgQIAAAQIECBAgsLYCEqBre2tdGAECBAgQIECAAAECBAgQIECAAAECEqDeAwQIECBAgAABAgQIECBAgAABAgQIrK2ABOja3loXRoAAAQIECBAgQIAAAQIECBAgQICABKj3AAECBAgQIECAAAECBAgQIECAAAECaysgAbq2t9aFESBAgAABAgQIECBAgAABAgQIECAgAeo9QIAAAQIECBAgQIAAAQIECBAgQIDA2gpIgK7trXVhBAgQIECAAAECBAgQIECAAAECBAhIgHoPECBAgAABAgQIECBAgAABAgQIECCwtgISoGt7a10YAQIECBAgQIAAAQIECBAgQIAAAQISoN4DBAgQIECAAAECBAgQIECAAAECBAisrYAE6NreWhdGgAABAgQIECBAgAABAgQIECBAgIAEqPcAAQIECBAgQIAAAQIECBAgQIAAAQJrKyABura31oURIECAAAECBAgQIECAAAECBAgQICAB6j1AgAABAgQIECBAgAABAgQIECBAgMDaCkiAru2tdWEECBAgQIAAAQIECBAgQIAAAQIECEiAeg8QIECAAAECBAgQIECAAAECBAgQILC2AhKga3trXRgBAgQIECBAgAABAgQIECBAgAABAhKg3gMECBAgQIAAAQIECBAgQIAAAQIECKytgATo2t5aF0aAAAECBAgQIECAAAECBAgQIECAgASo9wABAgQIECBAgAABAgQIECBAgAABAmsrIAG6trfWhREgQIAAAQIECBAgQIAAAQIECBAgIAHqPUCAAAECBAgQIECAAAECBAgQIECAwNoKSICu7a11YQQIECBAgAABAgQIECBAgAABAgQISIB6DxAgQIAAAQIECBAgQIAAAQIECBAgsLYCEqBre2tdGAECBAgQIECAAAECBAgQIECAAAECEqDeAwQIECBAgAABAgQIECBAgAABAgQIrK2ABOja3loXRoAAAQIECBAgQIAAAQIECBAgQICABKj3AAECBAgQIECAAAECBAgQIECAAAECaysgAbq2t9aFESBAgAABAgQIECBAgAABAgQIECAgAeo9QIAAAQIECBAgQIAAAQIECBAgQIDA2gpIgK7trXVhBAgQIECAAAECBAgQIECAAAECBAhIgHoPECBAgAABAgQIECBAgAABAgQIECCwtgISoGt7a10YAQIECBAgQIAAAQIECBAgQIAAAQISoN4DBAgQIECAAAECBAgQIECAAAECBAisrYAE6NreWhdGgAABAgQIECBAgAABAgQIECBAgIAEqPcAAQIECBAgQIAAAQIECBAgQIAAAQJrKyABura31oURIECAAAECBAgQIECAAAECBAgQICAB6j1AgAABAgQIECBAgAABAgQIECBAgMDaCkiAru2tdWEECBAgQIAAAQIECBAgQIAAAQIECEiAeg8QIECAAAECBAgQIECAAAECBAgQILC2AhKga3trXRgBAgQIECBAgAABAgQIECBAgAABAhKg3gMECBAgQIAAAQIECBAgQIAAAQIECKytgATo2t5aF0aAAAECBAgQIECAAAECBAgQIECAgASo9wABAgQIECBAgAABAgQIECBAgAABAmsrIAG6trfWhREgQIAAAQIECBAgQIAAAQIECBAgIAHqPUCAAAECBAgQIECAAAECBAgQIECAwNoKSICu7a11YQQIECBAgAABAgQIECBAgAABAgQISIB6DxAgQIAAAQIECBAgQIAAAQIECBAgsLYCEqBre2tdGAECBAgQIECAAAECBAgQIECAAAECEqDeAwQIECBAgAABAgQIECBAgAABAgQIrK2ABOja3loXRoAAAQIECBAgQIAAAQIECBAgQICABKj3AAECBAgQIECAAAECBAgQIECAAAECaysgAbq2t9aFESBAgAABAgQIECBAgAABAgQIECAgAeo9QIAAAQIECBAgQIAAAQIECBAgQIDA2gpIgK7trXVhBAgQIECAAAECBAgQIECAAAECBAhIgHoPECBAgAABAgQIECBAgAABAgQIECCwtgISoGt7a10YAQIECBAgQIAAAQIECBAgQIAAAQISoN4DBAgQIECAAAECBAgQIECAAAECBAisrYAE6NreWhdGgAABAgQIECBAgAABAgQIECBAgIAEqPcAAQIECBAgQIAAAQIECBAgQIAAAQJrKyABura31oURIECAwJIFHpbxTh7iqQuO/cbumDp27wWOu2V3zL8s0H9bu7x/GP+4bT1wwf6/O4xf13v4gsfM67bfvA4r3H6HzO01iU8mfpg4MfHmxD0TuyYWKdXviMRRiS8kTkm8JfHniesnFi27peMjE29KbEl8N/HBxMsShyQWLTdMx5ck6r30nURdU83n8Yk9EgoBAgQIbC4Ba6TF73d97tYa6eOLHzKz534zW1e78TaZXq1B3peotc1XEu9MPC9x7cQi5WLp9KREra0+l/hBomz/PfHwxPkSi5RlrZGWtWZbZM76ECBAgAABAgTOEYGbZtSfDvHRBc5w0fQ5rTumjr3vAsc9pTvmjxfov61dKvFVc6mF5jlRKlHXnB50Nk9wwRz/V4kvzxnnhLTXORdJMM8ZamnNl8pIxySaxaTt69K++5wzXjbt9X6bdHzVnZq4R2JeOSgd6geDaeNU/T8n9kxMK/VDxHMSpyemjfOltN0uoRAgQIDA5hGwRlr8XtcvDesz9GuLHzKx56JrpKOH8x08cZSNqbxCTvu2YV7T1hO1hv7bRF3ntPKQNNR6dtoYVf+pxK8lZpWD0nh210g1/rLWbLPmqo0AAQIECBAgcI4LnDdnqCfmajF1RuIiiVnlLmlsC7LqX/v12+h5pX4L3o47YF7n7WjfMoy/MyRAPzDM9etzrnPVEqD1Xnn3MPe6lzW/IxO/l/iTxIcT7R5Xv0qWTyoXTuVHEq3vh7L/+MT9Ey9L1FMO1VbvrwclppVKDPc/INR7rJLrlTitBPO3Eu0cr8z+tFJPPrd+P8r+3yUOS9QPIP0PMj/O60Wf3EhXhQABAgR2cgFrpMVv4LISoIuukVYtAVpPWv5foq0n6qnPpyfuk6j1xD8lTk209no9qdSaqvWpbX3rqr7lcmjiCYl6CrS113pp/8Sksqw10rLWbJPmqI4AAQIECBAgsMMFXp8ztsXUreec/YVD329ke8yw/+1s64eEaeVCaWhPjZ6U/XNN63g26m+VY++UuN3ZGGPWoUeksRnNSsrNGqO1bRnG+lqrmLJdtQRoLbybwduzX/e1L+fJi1rQtz71Va9JpU84VmJy/DWum6WuJS/rh4W9Jg2SuvrKezvXs7O/66hfHXd81+fuo/Z6eeNES+R/M/tXr8pR+dO8buepHzzOPWr3kgABAgTWV8AaabF7e2K61WflvLXNvNG2LDjOqiVAnzXMuwzenPilxLhcKxUnJ9qa4s6jDpfP6/oTPNX+k8QdEuNS6+1nJtoY9UvkSWvwZayR6tzLWrPVWAoBAgQIECBAYMMFHpYZtIXUk+bM5ktD39dkW7+RbscdNOO4W3T9XjKj3yo37cgEaCUFn5ho1vVb/I0ulbRuP9x8P/uXnTKhSoq2pzLryYTzj/rVDwTtieMvZH+c/Gzdfys77b312FbZbWvc+uGg+lSieNo4lRhv47wi++PyuFS09geMG4fXde3v7fpdbUo/1QQIECCwfgLWSIvd07ZGOKcToG2N9F+ZVn1+H7zY9M7RXvUL4O8laj71y9RLJaaV+kV9W3dUkrIv/bp61np81xzUf7PqRv0g2V/WGmlZa7bR9LxctoDfzC9b1HgECBAgsM4CR3UXV0/fTSsHpKE9jXdM9t/adbxltz/ePbCr6I/pqu12ApfM/qMSlxnqfqVr26jdG+bElxtOXk9dVHJ2UqkfAD48NOye7X7DftvcJTuVJK3y3EQlMSeV16fyuKHhftmed9TpGl3df2d/2jjHpu30RJXrnbn5hf9et3t1bLff79YPKnXNrUwap7XZEiBAgMB6CVgjrdb9bGuktjaqpyo3ulw/E7jgMInXZvuVGROq9U39IrlKvwap1wfVf4by/LYzYVvrmld39eNxlrVGWtaarZuq3XNCoDLwCgECBAgQILCYwMfS7eTEpRM3SFSyqb56PC59kvMtafx0on7Tf4nErRL1m+tJpS3oKpH0tkkdhrprZ3vnRG1rQfvjRCXTKl6QqDlOK/Wb8osl6qnDR0zpVL8Rv2fi7okrJuqpwfoN+nsSlYyrJxOfnrhA4v2JFyZmlXrq4LcTZXb5xAcTNVbZ1Ljj0saueVapRGCdt0pZVnuV+vMCVc515maXV2Vb9+jZiZcmvp9YpNR9bOdapH/fpxbX/VMc/5PX9f44IPHNxKxy4aFxPEZV37g78K3d/qTd+qHzqonLJMp6Wv92vnQ5S6lfijfHut+zyqxx6mmLVuaN0/rZEiBAgMDOL2CNtH1rpD1y6x+YqF+g1jrpO4laI1VU8q7WXH15el7U+qutW+atkdpDb8/IMUckNnKNVOuHWt/ulfhAYlY5I41fTdS68RKJWpvWerdKrXPfm6i/oV7fbplVTuoa2y+ou6qf7c5a28xbI50Ta7afTcwOAQIECBAgQGCjBP45J64EZcX4qzRtTvUUXLV/vlVk+7JEO64SVeNSTwHWwq76VCJzUqkF2J8lfpJoY423tVi8fWJa2ZKGOuaUKR2ukvrjhz7jset1/YBzhUQdX69fnuhLLa7bcQ/Jfn1FvRaxra7fnpb6SuSOSxu779v2j+k6V8Lu5olKdLb2tv1W6v4mceXEvFL3sR23rdt+YT3vPH37pfKi3cd39Q3D/qeyrblUcrQStLPKfdPY5j1OatcPRs2nXC8+ZaC7dmPUUxnj8vhUtHPUPZ1U6hfrH0m0fteZ1EkdAQIECKytgDXS7DVS3fgTE/U5Wb88rScQjxtet8/OfvvutF0w0ZdtXSPVU5b9mLW/6mukut49E239+Mmq2M7ytBzXrv9uozGWtUZa1pptND0vCRAgQIAAAQIbK3BYTt8WUn84YSq1mGqJzOd17ffqjju8q2+7B3ftT26Vo+0buj71BGc9efngxB8n/jVRT6O2uT08+5PKllRWn1pAj8u+qagEahvjc9l/RuKBiXoCs37jXm1fT7RrnJUAbYv0WsBWUvepiUpKVhK1naOSgLdM9KWebnhOop6CqH4/HF5X3aTrOmHoV4vcLw77bfw695sSt0lUAnlSuVEqW/9t3W5PAvQSOV89+dDO9YAJk6rkcLXXtc0rt0iHNtbzJ3T+6669LC466nO9vG4/IFXC9Waj9np5qUS7H3XPbl+VXamnPZ+daPN4a9dmlwABAgQ2h8Bhucz2OWCNdNZfEte7oCVA67P0+4NXJSRfnXhcotZV1dYcj85+/YKxlW1dI9XxNdaLEjvDGqldZ61tm8E/tcpt3O6R/m3tWmNdfsLxy1gjLXPNNmGKqggQIECAAAECGyOwd07bFmT/PmEKt+vaf7trr69Ft+Ne2dW33SO79nqqcVzunop2fCUTJz3ZeGDqWyLre9nfKzEuW1JR40xKgNb1tHPUQrySuX2pJNg7Eq1PbV/Rd8j+EaP2Os+1Rn1qIf+PXb9anE8qW1JZ56inJGaVlgCte7Nr4o6JSsCdkejnWgnd+oFsnACs4/5yO+NROW6RUvemntSspHj7gacS1pOSn/W0R5v3+7M/r1w3HVr/f5vQubxf2vWpJPfLEk9JvD7RFu6V1D4sMa3cJA3fSLRzvTP7ldB+QeKzXf17sz82TpVCgAABAmsuYI3088/I+qwcr5Hq9p+YaJ+jtX1+otYufTkgL2od1/rVGmJctqSi2uetkWqNVf0OTtR5VnGNlGn9QrlMXlVSuOZ9euKmie0pfXLzzVMGOLtrpGWv2aZMUzUBAgQIECBAYGMEjstpa1FWycZx+ftUVFslt/YcNX5kaPtmtuPFblugVnLs/KPjLpDXLclXT37W19Snld9MQ52/4qUTOm0Z2sYJ0EpStuPqXOM5tKEqsdUWpdV/vLg/InVtnEqoTVq0p3qXX0q0RGD1O1dVjkqb67zFfbOpH7z6UknipyX6pF3Nrc5bieodWb6ckzWXtp2WPK3EdetTScZ55erp0Pq/cUbn+6StfpBoffttvZevMePY1nTx7Pxvoj+2339m2s7dOtsSIECAwKYTsEb6+WfkeI1Ub4YTE+1zs34JOV4PVp8q9YvZ1u/Pttb84n+2DO3z1khtfVkJ0L6s0hqpn1etnesX/e3an943bsP+Yd0Y387+eI04Hmp710jn1JptPD+vCRAgQIAAAQIbIvDsnLUtzGoB2Zfj86La3tVXDvv9b6Jv3LXX14crsVnH1VeUx+VuqWjne964ccLrjw3968m+GrsvW/KixhonQB871Ffb/ROzyqPT2OYzXtz3CdBpv21vY3+oG+fCrbLbtrnOW9xPS4C2oXbLzh8kfpRo867XO6rU+c9InJT4TqLNobYfTVwz0Zer5kXr89a+Ycr+Fbr+x07oU0nr1yVqDm3cuv/1Q2q9R1pdJYofmJhWficNJyda/0qmfibx9a6u2t6WuGxCIUCAAIHNJ2CN9PPPyfEaqd4NfQL0V2a8PW6ftvZ5OykJuGVon7dGmpYAbafe6DVSm0dtd08cm2jXXeuUqtvWctsccGqijXPvGQOc3TXSstdsM6aq6ewK+A392RV0PAECBAhsRoGjuou+abd/lexffnj9lq6+7fZ1N2uV2d4g0RZ4kxJeNW4r/9V2ZmzfN7TVUwVtPjO6b206pOvwjm5/0m5//ZPaW90H2s6U7Re7+j27/WXu7p/Bnpr4i8T5u4FrUbyjSi3Ca4F9mURd59UTLdF9jey/M9EnQat/K/XVrHml71NJ3r7U+Wr8+mHgXIl3J+pcNZ9atF8wcWjim4l6Krd+cH1kYlzuk4qXJerPIFSy/mGJPRL1C4B6KvSKidcmqvx6os55uXqhECBAgMCmEujXCNZIs2/9B2Y0f7FrW+c1UrvMWku8PXHQUHFCtrdM/HB4vejmsHR8deI8wwFPyPYfh/3xZhlrpGWu2cbz85oAAQIECBAgsOECF8kMTktUEu0F3WweOtRVfSU1x6UScN9PVHstzlqphFPVVVTCblxekorW/tXs16J4VvRPGf7WaLAtw1injOo/N9TXeVoydtTlZy8v3fUdP91wRNc26R9A+Nkg2XlN13ffvmHYb3Od93RDLZJr3u3rTefN/l0Sxyaqvo8P5vVhiXrioZW6L1faztivDbId20ootrnV1+BauWR2Wv17WuWM7QFd/1eO+j2ua6vk+rlH7e1lJTC/m6jz1nu7Eput1Pv9W4lqq6dID0xMK3+fhjb3et8qBAgQILC5BKyRfv45OF4j1TvhxER9TtZn7qxyrTS2z9MXTei4ZWift0YaPwG6imukWoN9prve47O/6C/w0/Vn5cjsNbPaPvZnLZN3lrFGWuaabfIs1RIgQIAAAQIENljgf3L+Wlx9sptHPdVXdbUYnZZoesPQ50vZtvLm7NRxldScVCoJVu3bE5WU7cuWvKhxxgnQluCatyCvsepJwkqE1TjjxX2fAH1Q2meVZSdAr5+T1WL2y4neqn47X4nB/kmUvPxZuVH2+v7bsn/Sz0bZ9p164rIlxOuc9YRolUpAtzl8bGvN7P/crOv/D6Ou7evp9XX1fUdt45cPT0U777O6xj/o6vuEf9flZ7sXzF69t2ucSqReKqEQIECAwOYSsEY683NwvEaqd0FLgM5LXC47AVq/GF7FNVL9GYD65X5bf/xv9rd17XCeHPOP3Ri1/rh/Yl5ZxhppmWu2efPVfjYF6o2iECBAgAABAtsucFQOuWHiqon6OvEPEgclqrwtUQnCSaWewrt1Yq/EPolKet44UWXS19+rvpJkrTw2O99oLxbY/tcCfapLJQ33TFxoiO9lO61cIg2VBF2VUk9wVvnvRL+2qQX18xPPTfQJ57xciVJfO/9oohKwVa6UOCnxw0Tdj3qPtKdaszu19H1O7nrVfbrY8Pqz2X6ha5u0W4n4pw8N1+w6XL3bf3u3P2m33qvvTtw1sWti/8RXEgoBAgQIbB4Ba6TVudf1RG6Vlyfqc7mVVVgj3TGTeVmikohV3pio9UO/7q36WeXCafy3xG8MnerYuydeP7yetlnWGmlZa7Zp81S/RIH+h4QlDmsoAgQIECCw9gK1uP+zRCUCr5+opwzbAu4t2Z9W+rb6rfenErV4qzItAfrptP361h677PK+bN807C9z8+dGeJkAAEAASURBVJkM1hJdlVD75IzBK3G7CuUemcSjEpccJtPWNR/I62cmXpn48dA2a/PFND56VocZbeNFeiWRr5S4QuKdia8kZpW+vZ6ebOUT2akEaL03apE+60mRK6e9lfe3nWxb8rOqKqE6rxzfdbhUt7+scboh7RIgQIDAGgtYI238zW1rpKsNU2nJz41cI/Uq98+Lv0+0b0w9J/sPTpyeWLRcPB3rvVZPy1apXyLfNlHXOK8sc22zjDXbvPlqX4JA+0FhCUMZggABAgQIbCqB9+Rqf5jYPXGDRP+ZOi2RmW5bE54nZFtJxEqAtgXYGdmvRdykUgnQVq6bnTe1F1O210n9+RKfT9Rv+OtrRfPKcV2Hm2b/k93r8e5NxhUb9PqInLct7GsKr008OfHf9WIbSj0d+qRt6D+r6yPS+OdDhz/K9mmzOqftl7v2D3f7/5P9Xx9eH5jtq7u28e6vdhV1XCufzU4lgM+fuF6ifviZ9YPFFdPeSiXmW/l428n2hol3dK8n7U4bZ1JfdQQIECCwfgLWSBt/T8drpLdnSo9JbOQaqakclp1KeNZDBLVGrfVS+wZKdhcq9WRrrbdb8vNj2b914sTEImVZa6Q61zLWbIvMWR8CBAgQIECAwIYJ1MKrFm6vSVTysvb7JFZeTizPT231rR8Q/nnY75/cS9UvlBvlVfWvqGTdHolpZfc01NegW//9Rx23DG2njOorkXja0Pa5bPuEbt91t7yoObTxX9E3Zr8W3K3tQaO28ctya333HTfmdS1Oq/2bE9qq6phEXeu3EtVv78RGl0oe11wq6mndWaXuayW+q2+Z9uXaedHG+Y++YbS/T17/ZOg76T1UT0G0cWpus8r/S2Pre2TX8bZd/du6+km79cRq3ZMap5Kv500oBAgQILD5BKyRzvp30utdUAm6+oz8Wr2YUSqx1z6TXzSh36JrpOOHcQ6eMMZGVF0jJz11mNPp2d5rOyfx8mGMMqr1Vv1d9W0ty1gj1TmXtWbb1vnrT4AAAQIECBDYYQItYfTlnPF7iVqEPXmBs99p6PujbOtp0DruSYlZ5VVprH4V/5DYNTGp/F0qW79JyaotQ/s4AVpjvXhoq+NflKhkZ1/q74P286h+52QC9CMZv85RC+XxXFK19R81qiddm+EqJEArcfzFRM274iGJSeWiqaynbFu/enJ0XP43FdVeSdJ7jBvzupLd7QfM6nfnCX0qCd3OUT90XX5Cn6raP/GDRPX9YeJqiVbqvm9JtHGe2BpG23qS40VdvxeP2r0kQIAAgc0jYI101jVS3f1lJUAXXSMdnXPW5/eqJEDfOcyn5vTnie0pN89BbU1Sa/BLb88gOWYZa6R26mWs2dpYtgQIECBAgACBlROor6O3BVjbHrLALC+SPu1py3bcQXOOq+Re/b3J1v/d2f+1RD1xV8nQayb+JdHaq299NX9ctqSi+kxKgO6X+pOH9urzicRfJQ5PPCXRnjZov7mvPvUb+L4ckRdVX1ELy1ll3hOgfXLvqAz08MS9Jwx4QurqfKuQAK3p/Wqi3d+yempin0SVSyTumqgnPptTJaoreTgu9ScSKvlZ/U5PPCpx+UQ9VXmzxDsSbYz6Stu5E+NS49b4rd+W7N8vceVElZpXubYEfvV7aGJcDkxFzaGN8w/Z/43EBYa4SbbHJlr757Nf702FAAECBDangDXSWddI9U5YVgJ00TXS0TlnfTYfXCff4HKvnL+tE2pN8YbE6xeM9iejzpf+9Wd62jj1J5wWHePB6duXZa2RasxlrNn6udknQIAAAQIECKyUQCWcvp5oi7BKItXCbJHynnRqx303+5XUmlcOSYcvJNpxtT0jceqo7id5fcvEpLIllXXcpARo9b9cov0Wuz9P2/9Q2u+eaK9fkP2+LDMB2v9mvp3vq/3Jhv1VS4DWtB6YqPvQ5l3berKyf137lZy8dGJaqWRpn5ysY8bjfiZ1F582QOr3SlTCfHzuH43q6oeRZybqB4JJ5QGprMR6P07NpU+MVttnE9dPKAQIECCweQWskXbZZbxGqnfDshKgi66RVikBWr+s7dcQ27Jf69Mqt0hsy3F930n3Y1lrpJrbMtZsNY5CgAABAgQIEFhJgVdlVm1x9Z/bMMMjt/O4PXLccxPf7I5v5z8tdf+UaE/3ZfcsZUtqqv+0BGgdUF+trqcC6+nOSq59I/HmxKMS1XazRDvn07Lfl2UmQGvc+rp1/1Rqnbc9BVDtVVYxAVrzunqiEpzNqt9+MfX3TCxSrpFO70/U/e3HqL+x+YzE2CNVZymV1Lxf4qREP0btVxK9xq+/STqv7JcO9T4/NTEe57upe1Jit4RCgAABAgSskc76HlhWArRGXmSNtEoJ0G9nzuO1w6KvLzdQ1p8MWvSYcb8XDGOMN8taI9W4y1izjefnNQECBAgQIEBg0wvUb61/M3HHxLUSlRzdEeU2OUlbVP75jjhhzlEL30ooXnDC+VY1Adqmumd2bpy4R+LgxCUT21MukINukrh74oaJGnd7Sp3/1xI1zvUSk0xTPbPUk86/nLhzop423idRP0AoBAgQIEBgFQSskc68C6uUAF2F98W8OSxjjVTnWNaabd58tRMgQIAAAQIECGyjQP290Mck7pa41Jxjj0x7S4DedU7fHdG86gnQHWHgHAQIECBAgMA5I7Azr5EkQM+Z94RRCRAgQIAAAQIEdlKBWty3pGZ9xXlauVIafpCovvW3Hy+W2OgiAbrRd8D5CRAgQIDA+grszGskCdD1fV+6MgIECBAgQIAAge0QqK9B9/9Iz+F5Pf6K9WVS9+5ES5T+W/ZXoUiArsJdMAcCBAgQILCeAjvzGkkCdD3fk66KAAECBAgQIEDgbAjcK8e25GZt6x+6qYTnSxPHJuof3WntW7I/618eT/MOKxKgO4zaiQgQIECAwKYU2FnXSBKgm/Lt6qIJECBAgAABAgTmCTwwHcb/6npLetb2jMS/Ji6aWJUiAboqd8I8CBAgQIDA+grsjGskCdD1fT+6sm0U8K91biOY7gQIECBAYBMI7JZrvEti/8S+iQslTkp8NvGqxBcSq1QqAbp3Yp/Eias0MXMhQIAAAQIE1kpgZ1sjVQL04MQhiWPW6k64GAIECBAgQIAAAQKbTMAToJvshrtcAgQIECBAYCEBT4AuxKTTZhA492a4SNdIgAABAgQIECBAgAABAgQIECBAgMDmFPAV+M153101gXUU+J1c1G0S/n9tHe+uayIwW+D2aa5/ofU/Ej+Y3VUrAQJrKHBcrunxa3hdLokAgdkC1v+zfar15olLJY5KfDWhTBb4Xqofnfja5Ga16yAgUbAOd9E1ECBQAlsS+9WOQoAAAQIECGw6gb1yxfW3ihUCBDaPgPX/5rnXO+JK75OTvHBHnMg5NkbgPBtzWmclQIDA0gV2HUZ8SLbfXProBiRAYJUFLpnJ7ZH43CpP0twIEDhHBJ6ZUX8p4eeac4TXoARWWsD6f/7t2TNdLpf4+Pyum7bHEbnygxPt/bRpIVw4AQIECOwcAv4RlJ3jPpklAQIECBBYpoDP/2VqGovAziXgf/871/1a1dk+LxP7aeJ+qzpB81qOwLmXM4xRCBAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIwxAgQIAAAQIECBAgQIAAAQIECBAgsHoCEqCrd0/MiAABAgQIECBAgAABAgQIECBAgACBJQlIgC4J0jAECBAgQIAAAQIECBAgQIAAAQIECKyegATo6t0TMyJAgAABAgQIECBAgAABAgQIECBAYEkCEqBLgjQMAQIECBAgQIAAAQIECBAgQIAAAQKrJyABunr3xIwIECBAgAABAgQIECBAgAABAgQIEFiSgATokiANQ4AAAQIECBAgQIAAAQIECBAgQIDA6glIgK7ePTEjAgQIECBAgAABAgQIECBAgAABAgSWJCABuiRIw2wagYflSk8e4qkLXvUbu2Pq2L0XOO6W3TH/skD/be3y/mH847b1wAX7/+4wfl3v4QseM6/bfvM6rHD7HTK31yQ+mfhh4sTEmxP3TOyaWLRcLx0fn6j31FeGeEe2T0rsmVikXDKdnpZ4V+Jrie8kPpao9/NVE4uWG6bjSxL1Xqox6prekqj57ZFQCBAgsE4CPv8Xu5s+/3/R6TZ5+bLE+xKnJOqz+52J5yWunZhWqv0F2xFPmDbglPoLp/7DiVqvPXdKn3G1z/+xiNcECBAgQIAAgTUUuGmu6adDfHSB67to+pzWHVPH3neB457SHfPHC/Tf1i5bhvFrMX5OlCMyaHN60Nk8wQVz/F8lvjxnnBPSXudcJME8Z6ilNV8qIx2TaBaTtq9L++4LnPHB6fOTGWN9NW31g9asUu+9bycmzaPqvpe4RWJWOV8an5M4PTFtnC+l7XYJhQABAusi4PN/sTvp8/9Mpytk87bEtM/Jqq/14d8map0zLqemYtax09rqF63bUv4pndtYr5hzoM//OUCaN0RgFdf/GwLhpGdLoH7pVP9feL+zNYqDCRAgsGYC5831fDdR/wd5RuIiiVnlLmlsC8vqX/v/PuuAoa2eFGjHHbBA/23tsmUYf2dIgH5gmOvX51zkqi2A6r3y7mHudS9rfkcmfi/xJ4l64qLd4+pXyfJJ5VypfEmi9f1x9t+Q+P1EJcffk2ht9d6c9hRnJUfbe7D61w86D0jcO1EJzZZcrW09wTOt1JOi7Xw/yv7fJQ5LPCTR/7BX85z1dEuaFQIECOw0Aj7/F7tVy0yA7qyf/7uF6v8S7bOynvp8euI+ifqsrKRjn+Cs1+PSt7dxFtn+13igGa/vmrZ+zHkJUJ//MzA1bZjAqq3/NwzCic+WgATo2eJzMAEC6yzw+lxcWzDees6FvnDo+41sjxn26wm8+kFqWrlQGtpToydlvxJgyy63yoB3Stxu2QMP4y3zB6AtGbO8vzZnrqu2AHrCMO+a+9sTdV/7cp68qB96qr2iPngnlUpQtj7HZf+yo07nzuu/7vq8c9ReL38p8a1EjVNPbv5WYlyuk4rvJ6pP/eC1T2JcbpyKlkT9ZvavPu6Q13+aaPP9ePZrfgoBAgTWQcDn//y76PN/l12eFab2OVh/7qY+g8flWqk4OdH63XnU4VJ5vUjcNP1+MIxT68urJRYpl0un+hxv56/trASoz/9FVPXZCIETctJ6/+69ESd3zrURqJ/D6n3kCdC1uaUuhACBZQk8LAO1BeOT5gz6paHva7J9ZHfcQTOOq68gt/FfMqPfKjftyB+AXhmIJyaa9SosgCppfWKi7mMlFcdJy1RtLZUUradwq1/9AHP+RF/qdSV+2ziTkpLVf9fEcUO/SnBeItGXeuqkvaf+pm8Y7T+66/eYUVu9fFzX/oAJ7VVV1/7eRDvfoj+M1bEKAQIEVlnA5//8u7PZP//rl5vfS9RnYCUYK4k5rdQvodtn5ZumdZpRv1vaPjSMUb+crPEWKfU5fVSizv2dYVv7sxKgPv8DpKykgAToSt6WnW5SEqA73S3bvgl7Mmf73By1uQVq0djKzdrOhO0BqdtrqD8m27d2fW7Z7Y93D+wq+mO6arudwCWz/6jEZYa6X+naNmr3hjnx5YaTH51tJWcnlfoh6cNDw+7Z7jfst009YXzx4cXTs61F3qRSSc8XJz6T+J/EVRJ9qad9W3lp25mwfVdXt3+333av23ayPbbb73frh6i65lau13ZsCRAgsJML+PxfrRu4ip//1w9R+5uer83+V2aQvT5t9UvSKv3n65k18//7zHS59tDtqdm+bv4hW3s8PP+9eaKSpo/YWnPmf+rze1rp53fslE4+/6fAqCZAgACB1RCo31IqBAhsm8DH0v3kxKUTN0icN3FqYlz6JOdb0vjpRD3NV0/n3SrxyMSkctBQWQvJt03qMNTVovfOidrWV6l+nKhkWsULEjXHaeVJabhYop467Be/ff96+vCeibsnrpg4X+J9ifcknpv4bqKSchdIvD/xwsSscnAafztRZpdPfDBRY5VNjTsubeyaZ5V6WrLOW6Usq71K/XmBKuc6c7PLq7Kte/TsRCX7vp9YpNR9bOdapH/fpxKQdW9bqSRkvT8OSHyzVU7ZXnioH49R1Xfpjnlxtz9p9y9TWTGp3D6VV0tcI/HBSR2GujaXennSjH7V1Pcdd921q6j3jUKAAIF1EPD57/N//D4ef3bXZ2Ot3fZK1N8wnVUqAfnVRK2JLpGodVet5RYph6TTfYeOn8/2scP+vM0B6fAXQ6e/zvZd8w6Y0O7zfwKKKgIECBAgQIDAugr8cy6sEpQVN5pykfUUXLV/vmt/2VBX9Zfp6tvu7tmpxW+1VyJzUqknt/8s8ZNE9ZsUtaCupNe0siUNddwpUzpcJfXHD30mjV8/BF4hUcdX+8sTfTkiL9pxD8n+ExO10G91/fa01Fcid1za2H3ftn9M17kSnzdPVKKztbftt1L3N4krJ+aVuo/tuG3dzksWTjt3fTWu3cdJP4QcN8zpC9MGWHL9M4fz1fWX6bg8PhXNpu7ppHKeVH4k0fpdZ1IndQQIENhJBXz++/xvn2+13d7P/3r775loa6NPVsWCpX5h+4lEm8dtFjzu/On30eG4D2Vbv6C86vC6xnp5Ylrx+T9NRv1GC5yQCdT7d++Nnojz79QCz8vs6310v536KkyeAAEC55DAYRm3LTz/cMI56mnFlsis/0Nt5V7Zaccd3iq77cFd+5O7+n73DV2feoLzhYkHJ/448a+Jehq1naO+5jSpbEll9akk47jsm4pKoLYxPpf9ZyQemKgnMOvJ0mr7eqJd43jR3CdA6xzVvxb5ldR9aqKSkpVEbeeoJGD/xGxebn3C8znZfidR/X6YqNcVk66rLYCelvYv/n/2zgNckqrawuSc8yAwgCAZRAkSJEmW+AxgnCGLgGAmCgZAUXgYABEERHlgRBQcksQhSEbJ6ZJzzkN8a92pPZ4pqrur+/bt7ur77+9bfU6dXH9VV9h9qlqKtqPvcUrzTcJUUpGtrsS0TjPxx4oabJDm2R6eHRL97J4rb2e4Z5Y4/6wsz2NfW7ID/FzpCslOy+2lWuulrFLmbRY3YubnG6y8za+E2B7eZlvnCvhm6hgp1un8XD6LEIAABKpOYKxWII5xnP/f6zTj/F9+D/d1W+xLvylfbYpvJPX+3EQ9X8u5v9clPxFiK+sA5fw/kRefvUcgrv9xgPbetqnSiHCAVmlrMVYIQKDjBHySjYvWvxT0vlWS/z9J/gJJ+u+T9IgenOQXzcCzoyv6tTOxaGbjOkp/Iiv3ssIFpbwNKMHt2DmZN69P9OELaztzU/NF8KVSlHF4RlpA8fQGKPpZKVfGMwVPkqKdi3L5sTiQlUkfMY+8NEwvgKZWxraSHXDh1It+7ND1TeucUmrepoe3qAPShurEvW12kXySfUXymOywzjs/lTT4yHqM2ZzskLSjOdLy4T+Vt5BU1rwveubtvtINUrR3jeJF+4ySB21NfT4jRfnLFLdD269duCdJv1rxPGMlYRCAAAQqTYDz/3+P/z4PcP5vbXcepWrPS2b4trSWVMZmU6G03tJlKqnMRlJcD30tqVPWAeoqnP8TcER7hkB6/d8zg2IglSOAA7Rym4wBQwACnSZwpzr0haudjXk7VgnOs3Nr9lzmzVneswrtqEvtIi24np1j06cZis8kxUneMz/9mHot21gZbsf6bUGhgSwv7wC1kzLqua/8GKIpO7biAtzl690ATVC+HX9FNpcSwxHoclMWFIqxNuMATZuxk/hIKXXaeczudyupk/aoOgu+EdZynq6alPX+NC5b9j7lfehPWejlaMuM7NgsY7uqUNSL0Nt8VInK86jMdQX1o52fKW+qEu1QBAIQgEAVCXD+/+/5g/N/83uwrwtvkuKceVQTTXwzqVf0Q3pRU77WeiSr5+vM9FqrGQeo2+b8bwpYLxGIeyP/OIVBoFUCx6uij8m+P8IgAAEIQKCAwDFKi4tXO9lSu08Lzrs8TcziR2R5zl8jyZ9OcTs2nW5nV962U0L054N0I7tFBVz+LcltpzagBeflHaCHZOnO202qZwcq0+WsejdA59ZrRHk3Zm24Hc9syNuAEpzXqgM02ptBkT2l1yW3Z3m5U+b+35Eek16UYgwO/U6uFaTUNtBClAkn5w1KWzYtpPjykutH2fy2yBWftHiYYmbxkORxRX3vg4dL6Q2SFifZZxR7XIrynrlyt/R0kua8C6T3SRgEIACBfiPA+f+/54D8OWcnbew4P3D+f++eP6OSLkkY3am408qYr+XCkenz9oplKqnMnyRvE/9wvYiUWjMOUM7/KTnivUIAB2ivbIlqj8P31j5O7lrt1WD0jQgwQ6cRIfIhUJvAhUnWWkn8A4ovli2fl6RHNE1bOxIVesZfXAT70e28ud2wKyJSJ/SjzLappRjPYEKdDzvdwi6NSI0wXf8aRQaTr6+XqTy/bzLMsyKGw+w0/Il0mDR90oFPdJ2yN9WRZ86Okryey0jh6LYT8zIpdYJOp+Uwvy7ANz3rSrdFYhba0b2+5Bsbmx3l6wzG6n/YET+z5F/M7XjeWXIb3gf3lU6Q8uYyp0nzS3aU7iPNKi0peVbI+6WzJNuGktdpIS9gEIAABPqIQHr+4/xfe8Ny/p+cjc+T/5R8Lrc9KG0qveaFEvY5lYlX1Jyt+L9L1BmrMp/Iyu2l0H22Ypz/W6FGHQhAAAIQgAAEINAnBObQerwl2Yl2YrJOe2dpTrdTM292wL0iOf/PSeZ+WZrT87P8XOzUJP9JxR9uoHSW4RYqm9qAFtzPc2mi4vdm6c4LZ2yuyKTFBZKy9WaA+H2b9exMZbo/a3RBwYEsr9kZoNOq3qekS7L60YdDz6QcK80ghXm7LNGiFo1GWgjtUIyx+YYmbG1FIt2hb3zq2beUGeUPrFewTp4dsROSdtL91/u7HaTuwzNP6jlZj83Kuaz3WwwCEIBAPxHg/P/f8w3n/3J7tq8v7pbiPH2f4mV/nI4eLkrqbxOJdcLFlRfXgn+sUa7MDFDO/zXgkdwTBOzU9/fKP+hjEGiVwPGq6P1o11YboB4EIACBkUDgX1pJHyxvT1Z2XJZmh91USXoaPScr80iS6EfF3JYdm0V2pRKd34rslE1tQAtuJ+8ADQfXS2nhGvEplW5HmNupdwO0R436kdxuB+gqavi70qNSyupNLf9eWksqstWVmJZvJv5YUYMl0+ZSuXCIu0/PELWtJKVjaHRh5/WK8v/nBlq0w1Uv2vll0saeSXrq8E+KTIrOrJj3bbfzljS/hEEAAhDoJwKc/yce4zn/N96rP6Ii/uE6zq3XKd7seXFe1fH51G342s0/2tYzP/1zheTyT0t+QsOOzLz8Q2eMyz/KR/4siodx/g8ShL1IAAdoL26V6o0JB2j1tllLI56mpVpUggAEgsCFiqwm+Rd0P97sx4LXlWwXSHYQFpkfcd9c8qNMi0h2eq4h2Yoef3e6nWRhhyjyTCyUCH0RXMbsNJxd8oWv9bJUy3wxbidor1jcDFylAaXHNt90/EqyMy91OGuxJ+xZjcLv8LQD1raE9JjkfSLMztt0OdLT8J5kwW20apeq4r5Z5SWTRpZJ4n6Er555Xx0vfVryTdiy0hMSBgEIQKBfCHD+750t2cvn/22F6TRpxgzXPxT63Jhe02VZdQO34/OpzY7KCYOx2h/zKGvNLHtuhek1Qq1a/6MMy3aJtL4jMs7/EznwCQEIQAACFScwTcXHz/Ah0G0CvgHaX7Ij0DMP7aiKi9zzFK9laZ5nBtwh+T2MtloO0LuUt+FgiSmmuEbhuCzezuBuNRYXup5xeHudxu247QX7vAZxgDRfNpg4rl2v5Z9Jv5ca3Si46sPSgY60YPkbGTuRl5D8+Nll0hNSPUvzPXvSZge3HaGjpGklz96odwNjB3yYZ4eEeRbyopLH4nit/UtZg1Y0Fmf4BirMjvJGdl9SoNmZLklVohCAAAR6kgDn/+5vll48/6dUdtPCsZLPvbbjpL2kt73QpG2TlM/Puk2yhiXK+X9YsNIoBCAAAQh0mkA4CjrdL/1BoF8IXKkVeU2aUVpVSr9T9RxNdng+KNmJaAdoXFy+o7hvqorMDtCwDykyLhZqhCsrfTrpfsmzIP2IUyO7MymwluK3J8v56Jr5hC4t76R+l076PkvxH0lXJWllop4demiZgiXKfE1lvpOV+4bCIxvUWS7JvymJ/0vxuOlZQ/F6DtAlk3oDSXx6xW+THNoxakfxW1ItqzWWW5MKqynumaL1zA7bMO/vGAQgAIF+IsD5v/tbsxfP/0FlrCJ2ePoHcl9/+VrgKKkVcxvpNZevDRqZf5j9QaNCyvdM0S9l5Xyt8Jcsnl5HcP7PoBBAAAIQgAAEIACBkU7Ajk5f3J4p2XnpeOrE0mKh/UqpLuubqN9l8WsV1rLVleHylp11s0q1zA7Zx6Uo70eQUxvQgvPSmYLOtyPRzjHn3SulDl0tTrIZFPMYov0zJuVMjPimJPL2yOXlF80tyo7OZ2rZTj/n+1HxIrtYiV7X5yWX88zVbpudxx6L5dm69czb1Y5vlzXT1D6thWjnHMV9E1TLfNMSZTfLFbogyft4Li+/+I+k7C5J5pZJuturZ7Mp09vE4/Hs22klDAIQgEC/EeD8P7zvAK/i+d/7+PLSm5LPgZ7t+UVpKLaMKsf5/YGhNFRQd6mk7dML8p3E+b8GGJJ7goAnlPj70QvX/z0BhEG0ROB41fJ+tGtLtakEAQhAYAQR+JbW1QfMR6WXs/iPFDayT6iA670uxcn70AaV/pDVcb0TpKlrlP95Uq7IWTWQ5ecdoG7ulCzPfZws2dmZmt8Nmo7D5YbTAXqz2ncfvpnIj0VJg39qNJ3CYNgLF0B2HD8sedzWV6Qi82PrnmUb5TxzNDWv7/1S5B+eZibxLZIyvjnK7xdfSvIHFLeDssjScm5njqSQt7vrxlh+kOSlUTtpT07KnZJmEocABCDQRwQ4/3P+L9qdL1NinCvjaZCicmXTdkja84+h7bQyDlDO/+0kTlvtJtBL1//tXjfa6xwBHKCdY01PEIBAxQn4cfS40I1wgxLrZOdSzLaMeus2qGfnnh9rivLjFV9PskPLTq8VpP+TIt9lV5XyNqAElylygC6q9MezfJe5Tfqh5AvwH0sxIyNmN7hMftZAO2eAxgwb93Oh9FVpRylvvXYB9FENMLavWf1EWiQb9LwKPy09Inm9LDuq7TzM28ZKiHZc7lhpPclOVu8P+0tpvsvnze2Ok6KvWxXfRJpJcjveb06WIv9txdeV8raOEpwX5U5QfCPJ7VhrSpdIkX+/4rWcrcrCIAABCFSaAOd/zv/5HdizPeMc6PPlOdLZJRWvQ1LxyewILUWbZX5gn6xyg4UyDlA3wfm/AUiyu0ag167/uwaCjodEAAfokPBRGQIQGEkEptLKPi3FxalngU5XEsCVSb2XFJ+2RL0NVOaBpJ77fUdKHZJOe0PaVCqyASW6TJED1OUXkq6TXKZINyp9+yTvRMVTa6cD1I/Q58fwZNpZFu/FC6Ava2zeDun4X8stO8/OzwWkWra+MlKntOv40fK0Xd9o7SPVMr/nK2bTRj3XybfzgtJ2qNWI0neXXpGiDYdex9Qx6rR7pFUkDAIQgEC/EuD8P8UUnP8n37uv0mJ6fmwm7muvIjtVidHOF4oKDCGtrAPUXXD+HwJoqg4bgV68/h+2laXhYSOAA3TY0NIwBCDQjwT+oJWKi9O/N7GCB7dYb1bV+6X0bFI/+n9Lab+RlpRq2YAyXL6WA9T1ZpQ82/J06W7pGelc6QDJeWtL0eeRiqfWTgeo2/Xj1nkHYH6mRK9eAC2jsdvBGazS8GGll72ZGaWyf5VeLGjrcqV9TGpknu1pJ+nzUjoOx+3E/JP0PqmRLaoC3s/flPLt2JF/qDSDhEEAAhDodwKc/yffwiP9/O8fEfPnxbLLtRyg6TXEypPjHvJSMw5Qd7aoxPnfJLBeIdCr1/+9wodxlCOAA7QcJ0pBAAIQ6DqBBTUCP/a8rbSSZOdoJ8x/phMX9d/pRIfqwzcHdijOXNBfr18Aza4xryF9XvKMzvmkVmxKVfINix+h9wzfxaVmbSpVWELaUnI7y0llZh+r2GTmmc6u+0nJY1lE8vgwCEAAAhAYfgKc/ycy7vXz//DvCZ3vgfN/55lXrUdPVPAP4p48ca/0quRXMP1F8gQL70NlzD+o7yf5VU4Dkn9ov0E6TdpAauf3f2u1d5Lk9v20k8d9trSNxPWtIFTIfJ/lCTqeJPKU5Akkt0h+JZnvo/LWjAPUT/g9nsn3UxgEIAABCFSUwKoa90HSdtL8DdbhYOWHA9ROtG5bOy+Aur0u9A8BCEAAAhDoJAHO/52kTV8Q6G8CX9Hq+SmzuE8oCu9Q/npSPVtXmXZCFtWPtJez/IXrNdQgbw7l/y5rJ9rNhzcqfyh9NBgC2W0ksIvaqjcb3/vMJrn+yjpAl1W99HVmS+faYRECEIAABCpEwDdAccL3I061zL92+Zdcl31b8q+83TYcoN3eAvQPAQhAAAJVJcD5v6pbjnFDoLcIfE7DiXsJh/+QPINzjPR96VYp8n0vYYdSkdnZmDpRr9HyNyU/SfVDKf86p1adk34C6t9SjGmC4r+Rdpfc33lS5D2s+JIS1rsEPq6h+b8xYpudobi35Y7ScZJf+eU8h5+Vwso4QD1r2Y7waNshDtAgSAgBCECgggRm1pjTX7V20PLsufUYpeXxUhz8/d7IXjAcoL2wFRgDBCAAAQhUkQDn/ypuNcYMgd4isJiGE++qt4PJj47nzQ7Hn0lxH2GHktPyNk4JUeYYxafOFVhQy/clZfxYciu2vypFPw8ovmpBIzsr7a2s3MUF+ST1BoG5NIxwjHuCzhYFw/J7lF+RvM39XwZ+fZetjAP0CJWLfSVCHKCD+PiAAAQgUF0CX9TQ46AeJwc7PH8rXSJNkCJ/QPF5pF4wHKC9sBUYAwQgAAEIVJUA5/+qbjnGDYHeILCfhhH3CIfWGZKdmZ7RGWVXz5WdXst2oDrf1/e13he6WVbG5c6SmjVP6ogn2tzGWnUaOFZ5Md5P1ClHVvcI2FEd2+joOsM4MCl3UFaukQN0PZWzU9Xth5PfcRyggoBBAAIQqDoB/4r6uBQnkXz4jvL+KM0p9YrhAO2VLcE4IAABCECgqgQ4/1d1yzFuCHSfgP/wKO4ZRjcYzreTsn5EObUPayHa+X2akYvPqGXfk7jsQC6vzOJWWV3X/0ODCvMlZc9oUJbs7hBIZw17H6pl6yrD29w6PStUzwE6h8rEfab3cW//qF/0h0pZkwS9SGCaXhwUY4IABLpOwL9yniR9SlpWGi3NIj0m3SP5IsGPiWAQgAAEIAABCPQPAc7//bMtWRMIdJqAJ09cLXmChB1G9cz3FGELRaQgnK0gLZKmiojCosfok+zCqO9xwi6PSI3wSaU/KvnR+w2kKSU7wbDeIbC1hrK0tLx0Q51hpftUuh/WqnKcMvyO2WelHSX/uzxWUQI4QCu64Rg2BDpA4HX14cfeMQhAAAIQgAAERg4Bzv8jZ1uzphBoJ4GxTTS2UlL230nc0TulV6WZpI9Ift3W01Le/Ic3dkTabp0YNPWZzt5zn43sfhWwA3ReaQnpbgnrHQJ+bYL3pfz+lB/hRknCOUm8KOo/9do+y/BMZTvBsQoTSH81qfBqMHQIQAACEIAABCAAAQhAAAIQgAAEepzArBqfHUth10QkC19WeEwW9+PHnpCRf+2WH3H+eVbGgR9hbtaeSSqkswKT5MmiCyRLvfIfCMmQiJYgsJPK7JmVe0ThZXXq+AnI2A9PU/wPdcqSVRECzACtyIZimB0l4B8GVpD4fnQU+5A7i0dfvO38nh6sGgT8+NAdkn/pxyAAAQh0kwDn/27Sb71vzv+ts+tmTc7/3aTf3b79xzPzZ0M4T+FAwXD2V9oo6fPSppJnaF4geQbeMpLTppa8H3kW6LVSs3Z7UsH3D39KlvNRv290dJJoxyzW+wTstF5b8ozdT0srSzbvL9tIb3qhwHw9cKo0u/SQFE5TRTEIQAAC/UXgO1odn0wRDNgHOrMPnNtfhxDWBgIQqCgBzv+dOeZzboVz7AOc/yt6sBzCsMeqbmz/FxT3uxXr2c7KjH/fjnoRPqE8O0S9XO89osoutNWUmrY1V2GpiYkHJGVd57N1ypLVOwR21VBiG0f4oNLsXE/tl1pw/i5Z4rezZf/J1gZZWgSnZ3kun75GIfIJe5gAM9x6eOMwtK4ReF/Wsw+OT3VtFHTcLAH/wudfZwearUj5rhHw9lpWauWitWuDpmMIQKBvCXD+r+am5fxfve3G+b9626wdI95SjZyQNPRVxT27rsj8yPtvpC2keM/n84o/Kb1f8uxPP/HlJ4g8m6+VdzP60fsLpQ0lt+UZf5+X3E9qdoDtlyYo7v6x3iewqIY4QfI9vc/x3pfsdL9X+qnkmcZ2ZHr2r2eJ/lP6kPR9yeYyFw3G+IAABCDQpwSO13r5QOhfjDAIQGD4CCynpv1du2X4uqBlCEAAAqUJcP4vjYqCEBgSAc7/Q8JXycpjNWr/SY2v+6zvSbXMjx3/R4qylyu+fFJ4esW/KD0jRZm8gzIpXje6pHJfT9rxBJiDJT8evaN0suRZgC7zdyn6szMX630Cc2iI4ayeRfGdpOek2I4nKp6af5zxqxGcf6s0g5Q3ZoDmibAMAQhUmgA3QJXefAy+QgS4AarQxmKoEBgBBDj/j4CNzCr2BAHO/z2xGTo2iIPVUzicHB7SoOfvJuXPV3yqGuXfr/SXsrJvKbQzsxWzM/NpKR1jGvefMnmW6HeSMusojlWTgJ3pE6TYxqsmq/GLLN3O+pWT9DSKAzSlUbF4rYNJxVaD4UIAAhCAAAQgAAEIQAACEIAABCDQIwSm0ThOkg7JxuN3eX4pWc6S3xPskaV45qXfyeiwyPwY83eyDM/y27uoUIk0z+xcQfK/fD+VlLeD7FxpfcmPyi8qhb0QEcLKEfCTZ0clo/asUNtmUux7Ryo+IHkGaV7TKS1sNkUi3/s7BgEIQKByBJgBUrlNxoArSoAZIBXdcAwbAn1KgPN/n25YVqvnCHD+77lN0vYB2THk2Zsxy86zKLco0cu8SZ07S5RfJil/aYnyZYosrEIrSl6H1Px+SK+PZ5vOmmYQrxyBTTXi2De9XW3HSZHWSrjuYCt89DQBvNQ9vXkYHAQgAAEIQAACEIAABCAAAQhAoDIE5tFIPWNypWzEjyn0Y+bXZ8v1grmTzDJ/bHRfUn7+JD6U6EOqbKU2rRbsFLX9W/Kj91jvEPCTzYtKi0uO2/lez55IMmdO4kT7nAAO0D7fwKweBCAAAQhAAAIQgAAEIAABCECgAwT8OLCdT+H89OPGm0t5h6KSCu0epfr9jP6jow9LU0tvS7Xs/UnGHUm8TNRjtWN2Aek/kh93r2VbK8OOXdv4iQGfPUTA+8ttksPnpPkkz9StZZ6FHnZTFhmn0O+CbWT/owLLZoV+qTDqPNCoIvkQgAAEepEAj8D14lZhTP1IgEfg+nGrsk4QqC4Bzv/V3XaMvFoEOP9Xa3s1M9rTVTgeH75G8bmaqZyV9UzRaGOtBvW/lZQ9uEHZfPYsSrCz1X1dkc/MLds5GmNaPZfHYm8QuCDZRh9vMKR/JGX9ntlmLN3Hl2qmImUhAAEI9CIBboB6caswpn4kwA1QP25V1gkC1SXA+b+6246RV4sA5/9qba+yo/2YCoaT0I+ve2ZlK7aHKkU7njm6WI1GPAvv1azsawqXLii3iNJWyTS6ID/e6+k/Wlq/IN9JB0gxnr/VKENy9wn4D7ZiOw0onn+Ha4wwLedZm54J3IzhAG2GFmUhAIGeJ8ANUM9vIgbYJwS4AeqTDclqQKBPCHD+75MNyWr0PAHO/z2/iZoeoP8Z+w4pHFB3Kn52Se2lcqlNqYV0Np+dWbtKS2aF7NT8qvSyFP3tneXlg+OSMifkM7W8keRH7N3Ok9LnpJklr8+6Ulr/GS0XOVmVjPUAAe8346TYJ25VfBNpJsmvflxBOlmKfG93b+NmDQdos8QoDwEI9DQBboB6evMwuD4iwA1QH21MVgUCfUCA838fbERWoRIEOP9XYjM1NUg7msKx1Gx4YkFPCyrN79rMt/V6Ls1OrJ9Jdn4VWerALHKAus4hUtqPZ4NOyKU9q+WVJay3Cfg9rTdL6fb0PpLfni8obQepFcMB2gq1Hqnjf8jCIAABCEAAAhCAAAQgAAEIQAACEIBAKwTs1G6n+RH6j0q7SY8nDU+fxe3guk5aU/qK5OVW7RBV3Eq6O2vAzlTPALXZcXaMtKJ0o4T1NgH/IZH/PMszhO3ktNnnFdvzTcX/LPn1CSdLGAQgAIERT4AZICN+FwBAhwgwA6RDoOkGAhAoRYDzfylMFILAkAlw/h8ywhHXgP/Vez1pe8kOrpmldpsdZYtJm0rbSe5nVgmrJgFvzyWkLaVPSz7uTCthI5iA34WAQQACEIAABCAAAQhAAAIQgAAEIACBXiTg93Naw2l+9H0g03D2Q9udIeDteU+mzvRILz1PwF5xDAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAXxLAAdqXm5WVggAEIAABCEAAAhCAAAQgAAEIQAACEIAABEwAByj7AQQgAAEIQAACEIAABCAAAQhAAAIQgAAEINC3BHCA9u2mZcUgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABHKDsAxCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEDfEsAB2reblhWDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEcICyD0AAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJ9SwAHaN9uWlYMAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQwAHKPgABCEAAAhCAAAQgAAEIQAACEIAABCAAAQj0LQEcoH27aVkxCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAco+wAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDQtwRwgPbtpmXFIAABCEAAAhCAAAQgAAEIQAACEIAABCAAARyg7AMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBA3xLAAdq3m5YVgwAEIAABCEAAAhCAAAQgAAEIQKCAwNZKO0m6QXpFulc6W9pGmlLCIFCWwIdV8HvSP6QnMl2q8FBpdgmDAAQg0LMEjtfI3pV27dkRMjAI9AeB5bQa/q7d0h+rw1pAAAIVJ8D5v+IbkOFXhgDn/8psqr4c6Bxaq99JvgatpRuVt7CEQaARgb1U4A2p1r70pPI+3qgR8jtDYJrOdEMvEIAABCAAAQhAAAIQgAAEIAABCECgawSmVc+XSStkI7Dj6gzpamkWaUNpY+mD0lXS+tLdEgaBPAHPEv6N9IUsw/vShdLfpVmlbaU1pHkl72OrSHdKGAQgAIGeIsAMkJ7aHAymjwkwA6SPNy6rBoEKEuD8X8GNxpArSYDzfyU3W18Men+tRczUe0DxVQvWamelvZWVu7ggnyQImMCOUuxLdmy+z4mJ+XWTR0hRxo53DAIQgEDPEeAGqOc2CQPqUwLcAPXphmW1IFBRApz/K7rhGHblCHD+r9wm64sBj9JavCqFQ2qtOmt1bFLuE3XKkTUyCUyv1X5K8r7k98cuIhXZ1Eq0c9Tl3pY8GxTrIgF7pTEIQAACEIAABCAAAQhAAAIQgAAEINCvBDzbc8Zs5f6o8Io6K3pIkvepJE4UAiawuTRPhuIohQ9m8Xxgp+cpkl+j8C/pAxLWRQK8A7SL8OkaAhCAAAQgAAEIQAACEIAABCDQhwQ8wzLej3iQ4p4x53dsbiStIS0t3SH5X9h/J10nFdmcSvSMu1bsBVV6Lau4bNLA5Um8KOo/rnlUWlDaQPL7Hj2LD+sOgcPVrfcDOxFPlux83F5aU/K+5FcWeD+6UjpO8vs48+b3v86dTyy5bEem99+w1Cl+SiTWCD12C4MABCDQkwSO16h8gtu1J0fHoCDQPwSW06r4u8a/wPfPNmVNIFBlApz/q7z1GHuVCHD+r9LWan2sO6mqr/OsJaQDkuVIj9AOq32kIhunxCjXbLhb0uDJSTsbJ+m1op4hGv0tWasQ6R0h8FC2LX6rcFHprmw5tk8aXpOVUTCZra6ltFwz8ccma+m/j7X7PbJYhQgwA7RCG4uhQgACEIAABCAAAQhAAAIQgAAEKkbcZa+KAABAAElEQVTgCI3X/4r9pnSe5B+/F5Y8u3KU5Nl5/yvdLjl/OOyZpNHZknit6AJJhmcc+jFmrLsE7Ii2Y3pBydvjMsnbdW1pNcn+Lb/q4HRpDWk4zK9RsEPfdtPEYIqpFK4prZPJ/wJ/veQZqX+Q3pGwHiCAA7QHNgJDgAAEIAABCEAAAhCAAAQgAAEI9CkBOz/t9NxOui1ZRzs+z5XsCLXtKeUdoHYghaPJZZqxtJ6dq2ErKPKnWCgI7eQanaTPkcSJdo+AZ3Ha9pd+LPnR97BNFDlbso/rI9KHJTshwx5V5Iex0GT4clLe+4UdnrZnJO/Dp0p+JD81O0T3knaRxkgPSxgEIACBniNwvEbkKfE8At9zm4YB9RkBHoHrsw3K6kCg4gQ4/1d8AzL8yhDg/F+ZTTWkgaaPwPsdiqvUaM3vdpwg+f7rDcnv2xwO8wxB92E9Ic0l1bL84/qfrVWQ9I4QiEfgve3+VqdHO0VjG3sbDod5hmn0cazi47LlNxXeLNmx7tDLUe4pxdMZxVrEukEgPNfd6Js+IQABCEAAAhCAAAQgAAEIQAACEOhvAhdr9Wr9ydFzyotZoZ5NV+bx9FZo+d2QF2YV51PoWXtFMzs3UPp+WbkIpo4IYdcJ+HUKtWx8kjFPEm9ndNakMc/u3FS6UVop0yezcGWFt0g2j+XowRgfXSWAA7Sr+OkcAhCAAAQgAAEIQAACEIAABCDQ1wTuabB2zyb50yXxdke/rAY929T2cenf0sHSNtKO0smSnaR+jPpsKez5iBB2nUC9fakT+1G6f3o/eURaVwonfgCy83N9KfYdv/7B7wjFukjAGwyDAAQgAAEIQAACEIAABCAAAQhAAALDQaDRv2X70few/CStUcqYOTKbDJ9U+ReTOncr/inJjs65Jf8R0yFSaq9owQ5Rv8NxiyzjhSwk6C4BO6/9+oJaVm8/ml6VvL1bsbdU6f6s4su5Br6t5ZdyabH4tCKHSz/KEuwAvSyLE3SBAA7QLkCnSwhAAAIQgAAEIAABCEAAAhCAwAghkDohm13lk1TBjxm3Yl9SpeNzFf+u5RWkoyXP0JtXsr0rnSd9R7pWSt/7iQNUQHrA7Gj0dmrFPqhKV7dSUXUel+yIt+WdnY0cmldMrDb4uWwSJ9oFAjhAuwCdLiEAAQhAAAIQgAAEIAABCEAAAhDoCoHH1KsfSbZ5VuCc0v1S6qgdrWWb/8DpvsEYHxCY/N/c/UdHDzeAkj6yv0SDsmQPMwEcoMMMmOYhAAEIQAACEIAABCAAAQhAAAIQaInAqao1vqWaE2dyNqrqfxi3UvOfMa2YJfg9oflZf2lZ4tUgYEflgS0O1a9FCHtGETvQPSPU+8n7pdTJqcXJzM71MP/hF9ZFAjhAuwifriEAAQhAAAIQgAAEIAABCEAAAhCoSeD0mjnNZcyh4ltKC0j/kc6VatnWyvA/d9tadb5OrM1nrxDwnxUd2qbB/Evt+D2xtjWkeg7QJQdLTfwYSOJEu0Ag/4LhLgyBLiEAAQhAAAIQgAAEIAABCEAAAhCAwLAReEstnygdIR3UoJedk/zTkjhRCJhA6pTfXstT1sGyQ5J3VhIn2gUCOEC7AJ0uIQABCEAAAhCAAAQgAAEIQAACEOgYAf97d8zm9Kw9/wFSkR2gxE2yjL8r9Gw/DAIpgb9p4YEsYXOFh6WZSXwLxbfNlh9UeH6SR7QLBHCAdgE6XUIAAhCAAAQgAAEIQAACEIAABCDQUQI/VG/vSJ6x93vpc9LM0nTSutJx0g8k27PStwZjfEBgcgKva3FXyX+QZdtXOlZaT5pG8h9r7S/9VQrbRZEoH2mEHSbgjYNBAAIQgAAEIAABCEAAAhCAAAQgAIF+JnCBVu770sHSvNLvpHcl/5u3naBh/rOaDaU7IoEQAjkCns25keTH4eeXds/0hsJ0X7LD/esSsz8FodvGDNBubwH6hwAEIAABCEAAAhCAAAQgAAEIQKATBA5RJ1tJd2edeTZoOKwmKH6M5H+Av1HCIFCPwMXKXFnyuz1fygrGvuTF8dLG0tFewLpPgBmg3d8GjAACEIAABCAAAQhAAAIQgAAEINBPBH6tlbHK2GZlCrWxjN/teY40WlpKml3yP3nfJYUjS1GsRwj4kfIy5ve12qHdSXtMnfkf4d3vB6SVpBcl70v3SVgPEcAB2kMbg6FAAAIQgAAEIAABCEAAAhCAAAQgMOwE/GjyQKZh74wO+p6AX6VwZ6a+X9mqriCPwFd1yzFuCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCEBHKANEVEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQqCoBHKBV3XKMGwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEGhIAAdoQ0QUgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpKAAdoVbcc44YABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaEsAB2hARBSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGqEsABWtUtx7ghAAEIQAACEIAABCAAAQhAAAIQgAAEIACBhgRwgDZERAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgqgRwgFZ1yzFuCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCEBHKANEVEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQqCoBHKBV3XKMGwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEGhIAAdoQ0QUgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpKAAdoVbcc44YABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaEsAB2hARBSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGqEsABWtUtx7ghAAEIQAACEIAABCAAAQhAAAIQgAAEIACBhgRwgDZERAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgqgRwgFZ1yzFuCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCEBHKANEVEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQqCoBHKBV3XKMGwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEGhIAAdoQ0QUgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpKAAdoVbcc44YABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaEsAB2hARBSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGqEsABWtUtx7ghAAEIQAACEIAABCAAAQhAAAIQgAAEIACBhgRwgDZERAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgqgRwgFZ1yzFuCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCEBHKANEVEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQqCoBHKBV3XKMGwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEGhIAAdoQ0QUgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpKAAdoVbcc44YABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaEsAB2hARBSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGqEsABWtUtx7ghAAEIQAACEIAABCAAAQhAAAIQgAAEIACBhgRwgDZERAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgqgRwgFZ1yzFuCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCEBHKANEVEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQqCoBHKBV3XKMGwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEGhIAAdoQ0QUgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpKAAdoVbcc44YABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaEsAB2hARBSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGqEsABWtUtx7ghAAEIQAACEIAABCAAAQhAAAIQgAAEIACBhgRwgDZERAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgqgRwgFZ1yzFuCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCEBHKANEVEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQqCoBHKBV3XKMGwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEGhIAAdoQ0QUgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpKAAdoVbcc44YABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaEsAB2hARBSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGqEsABWtUtx7ghAAEIQAACEIAABCAAAQhAAAIQgAAEIACBhgRwgDZERAEIQAACEIAABCAAAQhAAAIQgAAEIAABCECgqgRwgFZ1yzFuCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCEBHKANEVEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQqCoBHKBV3XKMGwIQgAAEIAABCEAAAhCAAAQgAAEIQAACEGhIAAdoQ0QUgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpKAAdoVbcc44YABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQaEsAB2hARBSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGqEsABWtUtx7ghAAEIQAACEIAABCAAAQhAAAIQgAAEIACBhgRwgDZERAEIQKAPCUyrdRqQHs+0QIl13CAp73o/LVHHRS6Uop8PlaxTtth2Sdu7lK3UZLnPJn3s0GTdouJTK3Ghoowups2nvo+ULpeekl6UbpF+Ii0llbV2tfNxdXiadI30nPSEdJl0vPRBqay1q52y/VGudQL7qGocJ7zflbF/qFDUcbhwiUqbJnX+r0T5Zotcm7V/Z7MVmyh/Q9bHrU3UqVd00XqZXcpr13d3NY3/VMnbxce1h6TzpO9Js0plbAYV2k8aJ/m8+ZLkbeBjlM+LZW1uFTxUOle6V3pV8jb8i/RVaToJgwAEIAABCEAAAhCAAAQ6SMBOhnelXTvYJ111nsAF6tLb2fpEie7tIIvyDh8pUWc2lXk7q/e8wmlK1GmmyJisbY9n72YqNlF2p6SPPZqoV1R0bSXeLO2ZZS6n0GO3s7Fbtos6fkHyOIr0stI3kRpZO9pZXJ2k+2XReN5SGTvfZ64zoHa1U6cLstpMYC21F9v7PyXanlNlvC9EHYfeBxvZj1Ug6nyzUeEW8gey9u24Hy6zE8/r8NQQO/B36IfSo0k73T7/t+u7a2ficVKcf2Kbp6HPYVsl614UXVeJdlam9fLx3yl/9qLKSdpXFPc+ka+bLt+h/PUkbGQQWE6r6e3fzfP/yCDNWkIAAhCAAAQgAIE6BLp9A1RnaGS1kcC+aituvv63RLueqeLy7yT1VmxQb/Ok7F8alG0le0zS/t6tNFCiTrscoL7RDt694gD9uMaUbs8ztLy7tKNk58Ebksfs0DNha1k72vEsq39LwcizPo+Sdpa+Iv1GelOKfC8XWbvaKWqbtOEjMK2a9sw6b1/vk3NI9exTyox9IfbhMscYzyqOeivW66DFvIGsfTu7hsva5QC9XgM0i6eTgXbz/N/O765nEcd2fl3xn0tjJR9L0h9ZJmi51qzyhZWXOi2979hp/nnph5J/1Is+fq94LfucMqKcQ89c3k8aI31finOr8zwrdFkJ638COED7fxuzhhCAAAQgAAEIVIBAN2+AKoCnb4a4itYkbsp8Y1fPFlFmlP1zEv9WvUrK801i1PtSg7KtZI9WJc9etZZopYESddrlAB2jvoLFHlm/3bwBmktjiBt4z5LaIhtTGqyshVckj9vOR+8HeWtXO79Qw8HHj4i63bytpITHpSj3yXwBLbernYKmSRpmAmer/di2mzfo69dZ2WcUXpzFPZPZjtRaNosyYtboY4pPWavgENI3U10fj7YaQhuNqrbLATqgjsz7qaTDbp7/2/XdXUPrE07xZxVfJlm/iKY/ANoBOVVkJKEfeY/98RjFp07yHF1Quk+KMts7MWeLaflFyWX8Q9I2Ut68z/5MinZuVLzefpyvz3I1CXTz/F9NYowaAhCAAAQgAAEIDAOBbt4ADcPq0GQNAr7hs/PAN112bs0k1bJdlBE3Z6so/lK2fHGtCln6VVk51128Qdleze5lB+gcgvY16eoW4HlmZWzTo+vUPzApd1BBuXa0M43afTnrxw6L+Qv6iSQ7lmLcdlCk1q520jaJd47APuoqtu2hDbp9JCt7psL9knrr1qnnVzlE+6fWKdfrWb3sAF1b8M6Qmn2FTju/u99V/7Gdd6+xMe389nEzyi2dKze9lu2wdP6Dkh+pLzI7vKMNr3fe0n2z3j5t56p/iIy2Vs83xHLfEcAB2neblBWCAAQg0PsE7ADAIAABCIxEAp4hc3G24r75rHfD5Zs8mx2m10uXSLa1pFkHY+/9mFlJH86S71XomTJYewisqGZ+JdkJdKS0hNSseZZa2G8jUhBenqQtm8Qj2o527FT3/mI7S3piMFb8cbaSPSvV9qGJwaTPdrUzqUEiHSVwYdKbHWm1zPu/Z9/ZfAw7fzA28WPTJJ6PrpMkpHWSZKItEJhRdXaWbpJ8vNhOquUwVFahtfO7mx4XLinsbaKj8aIkL85VkbS8ItNmC/4h743IyIWXaNkz6G35Npy2rj8y+1VECkK38eckPV2HJJkoBCAAAQhAAAIQaJ2Ab/oxCEAAAiOVgB0O4cCyMzMcoikPHyc/liVcoPBd6TzJj0z7BtF5f5XytoYS4gaynrPBZXaUVpU+KI2W7pR8M+3xFbWt5EFzH2Oy+B8Upje0WfJgYMfdPpJvsheRBiTf1P5FukTaQPq0ZDtYqueAc5n1pf+RPGY/4niDdKVkLp7Fk1q0/YEk0Y9KriD5j1zKmrfDttKeUurIcf2n/dGkba3ynvXkG32Pv5bNlmQ8lsQj2o523If3rQWl66PhGuE7Sn9SMvd5Jc/UmiDZ2tXOxNb47DSBW9Th49ICkr9bPja8KeUtdXL6O3eX9JTk/cE/1uwnFdm6WeK7Cr2/1TIfhz4pOVxJ8v51U6YTFXqMtexQZcwt+V2OX6tRyPvsFyQfB94v2Vno44aPIb+UXpKOkmaSrpV+LdWzWZX5ZWk1ydxelNyWZaea20st2vY4bbNI7tfm41JZW1wFd5d2ktJjmfk+KzVjw/Xddbu1bOokw9ugltVrYypV8mxSW1Eb3leulsznQamepcfXheoVJA8CEIAABCAAAQhAAAIQaA+B49WMb2B2bU9ztNLDBJbQ2LytrfzjxDFsO9uizNgscckkLW6cs6xJwfeSMttMSp08sowWb0jKRT9peIby05vrtIUxSd2904wkboeEnWZpmxH3rJtvS/sk+Uspnppv7qP8VxT/gVSrvbeUZ8dJah5X1K8V2vFTy+ZXxkHSI1K+/kVK+5Q0rTRc9jM1HP1+bAidtKud2TWG4H/7EMbTrnaGMASqFhD4ndJif1u9IN9J3u9d5n4p7DRFot6oSEzCGRW3I9Nl7MwsMjuz9pfekKKtfGjn+9ZSLRtQhus8V6PAB5R+X1Ym37aXfSxYXHJ9L58u5e0hJTjPTl//gHFntlzU3njlxexqRQct2i4qH8eZWud/O/s2kf4u+fiZtuHx/Ejy+IfTZlfj9Y4B6bnHx+sim0aJN0sx/pVzhewUfiXLN695cvmx6B/Ooo2zIrHF8Mikre1abINq1SGwXLa9653/q7M2jBQCEIAABCAAAQhUlAAO0IpuuBaHfb/q+QbueckOgLwdpoS4wfMMvbC4ib8/EnLhpVp2Pc/gKppBs67SPUsq2r5Wcd+s7iwdLd0hRd79ivumN29jlBBl9s5natk345Hvm/W/SN+QDpQ8AyzyHk3i9RygvhF2Hd9824nyE8lj9Q1MtGXnyaZS2AaKHCddJEWZy7M0O3edVnQDtIbS7dQJp03U9Rjc59LScJudv+FoeFjxVh2t7WrH6/tNKVj8xgktWrvaabF7qtUgMFbpsX2/XlDGjqn4TvhcFfZFRaLeDpGYhOsn+T4uFNk5Sow2fGz6tbSX5H3lj5KPZZH/VcWLbECJLuPvad5GK8EO1GjjXsX/V/LsTf+Q9LjkvKelWMd6DlAfa17J6jyv0LM9vyu5TurE9bHHDr+woxTxMckzRd3fa9my067M0vIO0NmVvrd0V5Yf6+DwCunz0vRSJ6zRd3d+DSLWzRy2zg1qOi0fI8U6nJ/Lj8UjkjLjFJ8zMrLwwwqfkNyOzy9rS63arKoY29/tLdZqQ9SrDAEcoJXZVAwUAhCAAAQgAIF+JuCbSl+A52+A+nmdR/K6nZhtb2/zFQtA3JDl/zuX5xt217GWyeX5Rvj1LM/Ovrz5Zjx1GtopmXe+zqC0k6XowzfteRujhMj3zXlqH9SCb0qd/5y0mZS3sUrwzX+04TDvWLTzLs13WytJqXl9TpKinB0OeRujhMjfI8vM3wB5ne28uT4pG3WuVdqO0kzScNkCaviT0r5SbHf3f420oFTW2tVOvr9RSrCjx2Pytl1LasXa1U4rfVOnPoGFlR37/F8Kim6V5P9Pku99Lur9PkmP6MFJ/sciMQm3T/JvUnzJJC+i6ygSDq+XFS/6Tgwo3ePwcSJvXp8Yo52VduamZsfdpVKUcXhGWiCLP5Qr8ystT50rt6KWPcZoy2PP24ASnP9UkpE///sYdZyUtuU6djA63f100sp+d9fUoJ6RYv0vU/xoyee7e5L0qxXPOzaVNGg+rv9WijaeVNw/Sv1YOlt6S3LeBGmsNBRLna3nDqUh6laGgL9b3n9uqcyIGSgEIAABCEAAAhDoQwL5G6A+XEVWKSHwGcXjBu/LSbqjdiq8IznfN2ipbauFqJefDeWb7cg7KK2UxfdM8n9dkJ8mxYykN5SYd06OSdrZO62k+JlJ3u65vHTRM6ZirA7zfeyU5PtGt8iRoOQp5pJiNpbLTenExNKx7pGlpzdAyyvNM7/SscQstFWSdoYz6h890v4df1Aa1WSn7Won7XZ2LdgxFeM7Ks1sIt6udprokqJNErhT5b2d7WzM27FKcJ5nY3pbpnazFpz3rJR3CF6U5fk7mp+pOJPSvJ+7rr9zH5Bq2cbKcDnLzrG8DSjBec/lMlbK0p3nvvJjiOJ2xoWT32UbOUDtiMuva7R1uCJuw9o/EpNwIMt7Kkk7Pkvzdzji0YZD/xDm46lnLHbamv3uzqMBXiel40/jP1PeVCVWYmeV8Q8uad2Iex/1sXsoNlaVo70XFPePAFj/E0jP//2/tqwhBCAAAQhAAAIQ6FECcdPjGyCs/wnMp1UMJ6dnt6T2RS3EjdnH0gzFZ5PikdDzcnkHajnqrZ7L8+LtSf6ogvw06ZNJ2e+lGYqPSfL2TvJmVNyODI/hAWlaqZZ5PdKZQvUcoI1m5tyotmK93W5q6ViLHKDrqnDU9fY4TJojbaADcff5uvSQFPuEx2SWdqbknbpKKrR2tRONe3teIgWfOxV3WrPWrnaa7ZfyzRFIH0/Oz8S8T015P7i8oMl0Ft0aSf50isfxYFySHtHtFIl96/hIrBPekpX3DEC3ndqAFtzWc2mi4odI0cduubz8Ynr8bOQA/Ui+crK8teLR51FJekRjrLUcoBcn9e9QfO2o2IWw2e/uZzTGx6VYfzsw75byPzJdoLT3SUVmZ/TfpPRY6O3q44+3fbTt80f+x0MllbItVSrOo25vx1K1KNQPBHCA9sNWZB0gAAEIVIxAmV9+K7ZKDBcCEIBAUwSeVOn/ZDXWytXcNFu282B8Lu9FLV+dpdnZkB5P183SfbN4bRaPwLOVFs8WBhQ+Fhk1wmuS9LwzJMmaLOrxhIPsKsV9g1nLvB75MdYqe32tjCz94SR/9iTebNSORr//0I6g/DZptq1mytuBNLPkGUh24Hrmk2ejmeW+0glSGWtXO+7Ls7j+KcU+9aDi3i9fk5qxdrXTTJ+UbY3AhUm1dP//gNIXy/LOS8pENE1LnXWrqkAcD86PwknodsOuiEidMI5JPpbFeOoUH8zaIClwaRIviqbrX5SfptU7JrXreOT+lpJ+Le0jdfqHmWa/uz5unSbNL/nc5THPKvn84bbeL50l2TaULpMW8kJiPn473Q5KH4/HSytIdoqahY+TY6RnpbkkH6v3k5qxsSr8Z2marNL3FZ6UxQkgAAEIQAACEIAABCAAgQ4QOF59vCvt2oG+6KI3CBypYXibW3EjOJXiMVvmHMWL7EAlRj3fHNqmlV6WnP4HKW+LKyHqeLbhwyUU5f04Y2pjtBB5eycZX0jSf5ik14r+Mim/dK7QTkle0Z+ypMXPTMqOTjMUT8e6R5a3XFb+FoXmvZV0QZYW6+XwJmk3yTfdnTY/3jlBivHYmdSKtdLOEurobin69uy/sg6ndIztaidtk/jwEbCD7S3J2/3EpBt/x2NfKNoPp1f+K1kZO5bC7JiKestGYhKemuQ/qXijY5J/NIn2tkjacXQgy3sul35vlu564YzNFZm0uEBS9oxJqf+NPJTlv/TfpMLYSlk593lyQYkY61NJXnr+f5/SfyCZidsImbG3y4ek4bZmv7ved56XPFbP3FxHqmXHKiPWyftAat/VQuTZae7jc5HZmert4LLeZ+1kLWMHq1C07/CQMpUo01cE0vN/X60YKwMBCEAAAhCAAASqRCC9AarSuBlr6wQ2U9W4GfPjoLbVpUjbazDlvR92QkSZcJh/JEnb+b1Vptg4yY+6ZcO8U2FM0padI2H7KBJtNnJaus7BSfl6DtA9XLiOnam86Hd0rtyYJC/aqXUDtIzK+uY8HMnRpt8P93PJ+Z20w9VZjMHO4latmXa8H6WOFzu/PaOrWWtXO832S/mhEfiXqnufuz1pZlyW9pTCWg6pc7IyjyT1zs3SHk7S0uiVWX7s482E6XHHbQ5kbeWPVeGUa+S0dBuecWjnncdRzwFqDvVsJWXGupxcUDDGmrZTdP63Y3mM5O9gtBfh1Ur7ojSD1G5r5bu7pwYRY0ud50Vjm1mJ3k9c3s7L9PjydJb+tsLRUj37qjKjz1/UK6i8aaSTkvLudzcJG3kEltMqe7/xD6AYBCAAAQhAoCMEfCGCQQACEBjpBC4TgDclz95cQ/q9tIkUdl5EcuH1Wn5GmlvyzeqvpLWlsKLHTT17KOwaRX4bCyVCj7GMPZoUGpXEa0XTG99aZTqZbqfPl6X9pB2lPSTPNPJj6b7Bty6W7CT9q+Sb6OG0S9X4vlkHZWc4FY2nbDvbqvJp0oxZI/9Q+Gkp3XeyrLpBu9qp2wmZw0LgQrW6mrSUNKf0qrSuZLtAsoOwyHzM2VxaUFpEstPTxzRb0fHI6el+dYiWfUwra1eULOhj0uzSLJn840Ytm1cZdoL2ik3QQH6TaU2F/kHsE5LPF6tnOlKhHXu/lAakoVqr3930x6F/NhiEt/t4yceWqaVlpSck8/c5zXaP9MBgrPbHuco6KsteoXaxweP3n5S/UVbG/W8vnZ0tE0AAAhCAAAQgAIFhJYADdFjx0jgEIFARAr4Ru0paR1o1G/MGWXi/wruyeD6wE8KOiu2kj2SZvkG23Sk9OBib/CPfVqMZM5PXLrd0d1Js4SReK2pHSS/aCxrU/0o/lTaTviL55tnOkfUz2bFyjHSYVNamUsFFpcUlx8+X6pmdAmGeNRXWrnaiPYeeDXWs5LZtx0l2uHgmVjPWrnaa6ZOy7SPg48r+kvf1VST/+DGjZDtvYlD4meb5mHSH5B8ObLX2cx+TNhwsMcUU/lFmXBZvZ+Bj0jJZgz4m3V6n8V49HnnIV2ZaUOGXJH/P5pPmkb4lfUM6V/q2dIvUig3luxuOS/frY2Mjuy8pMH8Wb0cbSbODUfPxPu1ZubbHpC2l672AQQACEIAABCAAgU4QiBusTvRFHxCAAAR6mYBvzmwrS3Zyre4FWepQmJgy+WfkL63kOaS1suxazoanlO/HQW2eLeNZRPVsJmVuIi0lhQOkXnnn2dlg56xtNanej13TK78T77LzWFo1r8s5kjnYiWKH58uSzY6Irw3Gyn94nW+TLpDOkOrxUfYUy/kjs5siorBd7USTYxU5TvK52Y8Gfl36stSs83Os6rSjHTWDdYmAHW2vZX37R5l1knHUOra4iB2eD2Zl7QCN45G/Q3GMy7InBXdNipU7FvgY6ePj/JIdtGXszqRQjClJmiy65mRLvblg5+J3JDtzvyhdK9n83d1cWk9qxcaq0lC+u7cmnfrY38g8sz7M+47tHmnCYGyKKT6s0LND61lRG2l5nxe9z4bz045h7z84PwUBgwAEIAABCECgcwR8oYZBAAIQgMDEf9o2BzsZx0rxTjfP5qln4YywI+Cz0nxZ4XCMFtW9Okt0X3sVFUjSdlPcY/DN6SlSGbNz0I4926LSFxypYW5/VI28dianTrxGN9T1+rUjxY/Av0/aR7pbatZeU4XLs0pzKtykQQPermHpTXu72nHby0snSN6P7KwaK8VjpYqWtna1U7pDCg4LATugxmctpw7Qm5X2WIMe49jzEZULZ+MNij9do14cj5xth/usNco52cescZLrPC75B4kydpIKxTFgP8Vr/egwg/K+XabBNpSJ8QzlePSGxvFbyc7GNaT/k96UWrF2fHfTH2g2bjAIzwxeJyvj9Qjn6VtJ3PuC96N6tkWSeWMSj+hxithpbrOj2K9yeMgLGAQgAAEIQAACEIAABCDQXQLHq3vPvtq1u8Og9w4T8A35C5K3vZ1qDn0jG4+PKlrT/qOctN4ELc9cs/QUU6yoPN9kus5LUjrDUIuTbCnF7LRwOSucGYoO2hh9Rt7eWVoESyri8Tv/CSludBWdZHb8PSdFGw6XnpQ7MbJTkr9HLi+/eGZSdnQuc9sk7wdZntfbfXpGUKtmh+F6LVT+kurEeg8oXms7p+UeUDnPZkotzR9KO5ep0RjPd9IOmoy3q50mu6X4MBD4ltr0PuHZhv5Rw/EfSY3sEyrgsq9LD2bxQxXWsz8oM/a/ExSv5RT8eVLugoIGB7J8H1fydooSoo+TFZ8hV2AWLafjcNkzcmW8aOeZ857yQh1bSXlpf/midiY738fJGEs7zv8LqL2lpWatHd9dMxyQYr3jWJsfi4+bJyflTskV8LE+2jDvxXL5sbisIq9KLusfhPLr/bEsz/nej80Gg4AJtOP8D0kIQAACEIBAUwRq/QLfVCMUhgAEINAHBOyQvFTaUloiW5+rFL6YxesF5ytzeSnqXan4K3Uq/Ft5x0p7Sb5hvU46SDpL8uOHs0t2GNppMbdk+5N0xWCs3MfdKnak5NlU80n/lOxcuFqyc2NN6ZOSb4S97nE+8I3qcJidsGF7Z5HpImEIocd7SQv17ejYWtpUWlTytvaj9JdLng3lmW1eHivZ3pG+KD3vhcTa0Y7b/WjWpvtZXTo7W24UjFGBZ7JC7WqnUZ/kd4bAhVk3o5LuzkvitaL+rr8tTS8tnBXyMaqefV2ZH5dmknaWvP8fKN0g+VhmR9d+0mckm51e+w/Gyn8coqL+vs0vjZW8n/9NulNy+z7mvV/qxPFI3Qz+MOTQxz5/386RlpKGao+rAasZa9d3145yHxMulqaSDpDM28f+OH98UPHDpHUl2wPSVwZj//3w+WkbaUNpIeki6XDJ7frcsohkR/v3pRkl277SHYOxiR8+vh+TLL+k+InJcr2o9/Of1ytAHgQgAAEIQAACEIAABCAwdALHq4l3pV2H3hQtVIyAbwK97UO+eSxjG6tQ1HG4X4lKM6tM7Gtp3Qm5tpx3gWRnRt7GKCHqhlMxX8ZO1jeTclHeoR0N35DGJfm+2U1tJy1EHc8KqmdnKjPKjs4V9E2yb7QjPw1vyZXt1OI86ihmgcV47DjKb4MXlLZDnUENtZ2r1Hb032yYbq92tVNnVcnqIAE7sJ6WYp94WXE7lcrYlSoU9ex4mrZEpQ1UJv8dfUdp+eOHfyCwI7PIBpTofp8rylSa91f/4BNjy4c3Km/7JP9ExfP2kBJc76l8Rm55paycy56cy/Oij2f5/u3YdVqnz//t/u7urnWw4zpdP283H9/StHu0vIpUZAsqcbyUlnf89Vya2/yZNKWU2iZayNctu1y03dO2iVefwHLZ/nFL9VeFNYAABCAAgaoQ8K/eGASqTGBNDf5yyTdbdkKUtdVUcE/Js1yWkuzguE36l1TmRlHFapqdWlPXzK2d8ZiyDqqdTU4HCFyY6+Pc3HKtRT+6+JpkJ5/t/IlB3U/fnO4meWanZ2p6BpT3m9TBca+WD5V+K70ltWKeRXO99AnJN7p2CjwseV8/RfL3J3Vm+LswHGY+G0mnSR7DtFK3zc6lD0s+FhwizS7Z6RTbwI4fz1DbW3pEqmVDbcfbvh3WrnbaMRbaGDoBOx898+5TWVMXK7QTq4ydp0JrZAUvUeh9uZG5r+WlH0ufluaU7NSKa0U7uvz9/YF0t9SK+djzUelLks/DPibNJV0r+Vh0lOTvZNhwHY/cvmcnjpJ2ljxL0hbH8IlLnfts93f3OA19nOTjv4/v3obpMfdlLdtp+X3JDs0ie1SJ3la7SN+VFpBs008MBp2bPrf4+OnzSd7s4MKqSWBuDftrkr+LS0r+ngxId0r+nvq7U+9Y5PPoLySHtczHF5vb3kDy8Wco5v1yrLSq5OPKEpJ/0LlDOlb6p4RBAAIQgAAEIACByhLwxZMvxjyjwA6IMmbHhm8MfCNXayaCbwyct6vUiuVny9TqJ59+eyudUadvCMygNfGjiXZ2rCctItW7eVB228zOB++PdrLmZ/G0rZOkId+orCCtJ7nfW6Rum1n7hmlLyc4f37ynDgMtlrJ2tVOqMwpBYBgJLKi2N5a2lfyjxaxSJ+zj6iTOj9/pRIfqYyFpGenXkvtu9fyvqj1nvu7x8eyTkp2hPre0cpyfT/XWk7aX7BibWcL6j4CfhHlOiu9gUWin4npSLVtaGUX1aqXtU6uhkukLq9w1Dfr8s/J9nYVBAAIQgAAEIACByhGYTSNOL3bKOkB/onpxAfa64p4dMVbyBd8FUuQ5/J7UirXqAL2ilc6oA4EaBPZV+peldWrkR7K/S89L3udvi8QOhb4pd7+94ADt0CrTDQRGJAHPyjpI2k6avwGBg5Xv44LlHyM6acerM/fbTw7QTvKjr2oT+JyGH989h/+Q9pPGSJ4tfKsU+a8qXmvm8meSclG+XjgUB+jq6uuppL/7FD9SGiv9VHpFir5/pTgGAQhAAAIQgAAEKkVgDY3Wjpq4oHFYxgHqeu9k9Z5V6NkeebPTKNp9RHHP5mrWfHNXRmupnC8g3d8Lkn8xxyDQLgLnqKHYl1ep06hvCKKcbxY6aThAO0mbviDQPQJ2gMZx5u91huFZ2HFe9JMac9cpOxxZx6tRjxMH6HDQpc1eJrCYBvei5P3fj7dvI+XNT0X41QnxXb5R8aInJX6UlNlE8QUK5B9n3c4d0kxSK+anSe6SYjzfLGjE19a+no8yGxSUIQkCEIAABCAAAQj0HAE/bnW05JuiuJCJsIwD9LtJvd0VLzI/FvaEFO0Ol1PSj+H4wtH92Cm7lYRBoJ0EPIM59uNLFV8h17j39S8kZXzDs3KuzHAv4gAdbsK0D4HeIODz92tSHJN2UHz23NBGaXl8UuZPufxOLOIA7QRl+uhFAvtpUPH9PLTOAKdWXvoElmdg5u08JbgtPxHl690ia8f53+8pjTH/oqiTLO3zSTk7cDEIQAACEIAABCDQ0wR8geXHWuJCx05QX6A9lqWVcYB61knUL5r9qexBu0GfUc6PAw2HpbPujhiODmhzxBOww+HfUuzLDh+VzpD+Kt0rpXlf13KnrR03QJ0eM/1BAAKtEfiiqqXHHDtH7PD8rXSJNEGK/AHF55E6bThAO02c/nqFwLkaSHz/RjcY1LeTskUTCmIiwU112mnH+f/mbBzPK6w3W9zXQ76H8HhOlDAIQAACEIAABCDQ0wT87qG4MPOjLOtno30oS38qW64XpA7Qol+so27MzHR/nqXSbvPjN7EuA4q3+uhPu8dFe/1HYLRWKd3vY79Lw8dV5hNdWvV23AB1aeh0CwEItEDgy6rjY056DErjfiLij9KcUjcMB2g3qNNnLxA4RYO4SvIj6X5CpJ6lP2bkZ4suqIrxnf51nUaGev7/QNKPf0TBIAABCEAAAg0JTNOwBAUg0DsEntFQjpL8mMuLLQzLjs0tsnpbKvxXQRv+TiycpNf79TopVjo6rUqmj+nsqWW/7wyDwHAQeECNel9fUdpMGi15/35J8g8Jl0qe9eF/f8cgAAEIDDeBY9XBSdKnpGUlH5Nmkfw0xz3SHyQftzAIQKCzBMY20d1KSVk/aZLaB5OF65K4v+fzS/dLb0tDtQ8nDVyUxIlCAAIQgAAEIACByhPw+wt98ZS3ZmaA+sLLjlP/Mu33HW4tpTadFo6R4pfrW9PMNsW/kbT/5za1STMQqCqBoc4Aqep6M24IQKA3CTADtDe3C6PqHQKzaijpLO7FckPbX8txHf0xxQ+QBiTP7nb6a9I1kmeOevkWqRU7TJWin3h/+QJK86ur/D2+XvqTtJ+0hIRBAAIQgAAEIACByhNoxgHqlV1TekaKi6bLFD9a8juBPPsk0h3uI7XTZlNjz0tu279+Ly1hEBjJBHCAjuStz7pDoPcI4ADtvW3CiHqLwBEaTlwr+wmSvHkWd+S/kMQjLR/emW+g5PIZSduLKL62FNfY+T5eVt7OEgYBCEAAAiOcAI/Aj/AdYASu/pVa56UkX7T58ZmPZlIwyfxr9PJSux9N301tzp714l+l78jiBP1JYG6t1q+lbr3LrgpUZ8oGuahCP46P1SZwibIOrp1NDgQaEthOJb4kTdWw5MgtsGS26l9XOFx/gtgPdP0UjWfWXdcPK8M6lCYwViW/mZX2E1W7ZPE0iNmYTvMP/77W9SPqV0nzSatJn5amlGx2XvoJLO9TzZhnooatocjJ0ozSU9INks3X+fNIM0snSKOlgyQMAhCAAAQgAAEIVJJAszNAP6O1TB/d8UzMu6WnpfwvxjsorV3mizu/c9F9+DEgv5MR628CW2n18vsUyzBpdR/wY4MYBIZC4EJVbnX/ox7s8vvAj4ayM1K3cgS21IjflGI/2LFgDeyU9DVulDlS8XB0psU9+eCJpNwhaWbJuJ/gin48LjtQD5CmlsIcP1h6S3JZl1tBwiAAAQhAYIQSYAboCN3wI3S1/fjLryRfjHl25/7SCVlcwRSLS0dJ8W7QAxW/QHpYGqp9Tg0smDVytsL8S+OH2j71e49AzLIar6Ed0HvD65kR+Xvhx+Re6ZkR9dZA/OOJj0NFN5G9NVJG0+sE4pj0VQ00Zkj1+pg7PT47TEZL93W64wr15x+SmUlcoQ3WhqGOVRu+fo77xu8rfpKUtzeUsKG0mPSmdKpUZJcr0fvQX7LM/RX+RPKj6mXN58Ywj8uztn0Nn5onOXxXcr6v6R36tVcfkzAIQAACEIAABCBQOQIPacT+VdePvNSzOZQZ7wbyr9Pr1Cl8rPLcplXr4q1O9cKsi7L23OY2hSVI7DcC3s7e3mf224qxPh0lML168370ekd7pbN+JBDnofX7ceVYp44R8CPQPib9uGM90lE3CRyszr29Q4e0cTD+ISba9aPxzVg6o92P2U9dp7Jft+P7BPflc2m9ssrGIAABCECgXwnEbIB+XT/WCwJB4POKxPs3T1L8ssgoCH1x/2iW/lmF/vf4odi8qhwOVzthxw2lMepCAAIQgAAEIAABCEBgGAl4tqSvlw/J+vBsSs/ajOUseUjBzUntZh9Nfympe4XiHl8t81NfN2WZ/lHx/bUKkg4BCEAAAv1NAAdof29f1u6/BJb5b3SKfybxoqgfxR2fZfhX4mWLCjWRtq3Kxq/Nf1Z8QhN1KQoBCEAAAhCAAAQgAIFOEZhNHf1D2iHr0NfFfqrl+Gy5XcGDSUP+s6Jm7OGk8EASrxW9J8lYIokThQAEIACBEURgmhG0rqzqyCYwd7L6MbszSXpP9L4kZagzQH3RGHZGRAghAAEIQAACEIAABCDQQwTsiPTj5StlY3pM4ZbS9dlyvcD3lX7qyfIffz4j1bPRSeZdSbxM9D9JoaWTeK3onEnGc0mcKAQgAAEIjCACzAAdQRt7hK/qrcn6l3nPUPp4jN8t1KpNqYprJpX/lcSJQgACEIAABCAAAQhAoBcIzKFBnC+F8/MWxVeXyjg/VWyKQyVPMvCj7XtKjSx9wqrZa+30enqNRh0pf8mkTJkZo0lxohCAAAQg0C8EcID2y5ZkPRoRiHf/uNzGDQr70Z94Z+cbiqfO0wZV35PtX6Xj3aN+1Cd9Z9F7CpMAAQhAAAIQgAAEIACBLhA4Tn2unPV7rcJ1pYey5TLBBUkhP/3kSQC1zH/GtmqWeafCZmeA2sl6e1Z/cYV21NayDyrDsl0jPT4Y4wMCEIAABEYcARygI26Tj9gVvlhrfn+29hsq/EEWzwe+WPupNH+WcbrCN7N4BIsoskqm9PGdyE/DjyQL/iUdgwAEIAABCEAAAhCAQC8R+JgGs302ID/2vpX0bLZcNhivgvHYux2OX61RcT6lH5PkfVvx/J8Y+XH6uNZ2OG1SPqI/i4jCs6Sia/IZlP5zKe55T1QcgwAEIAABCEAAApUk4F+m35WeKjF6z+r0BZbLWydIG0kzZfKj6pdIkX+/4p4NmrfjlBBl3EY9O0KZUfZH9QqS13cEPPvB2/7MvlszVqiTBKZXZ96PXu9kp/TVlwQu0lp5X/LMKwwCrRL4pip6P/pxqw1Qr+cITKcR+RF0b1fLMzLPLqm9VC61zbXwjuR2fM39C2kxyRMM7PjcTrKDNfo6R/Ei80SEKOPwfQWF3OalSTmvw26Sy/rc+VHpRinauVzxcIQqikEAAhCAAAQgAIFqEWjGAeo12116RYqLIYd+zD11jDrN/xbpX5yLrBkH6KlqIPr6QlFjpPUtARygfbtpO7piOEA7iruvO8MB2tebt2MrhwO0Y6g71tEm6imuVZsNi2ZU7qv23sq1+Vpu2f14BqdnehZZGQeo63kSwylSfty+tk/T/Mj8QhIGAQhAAAIjmAC/go3gjT9CV93Oy+Uk/7LtizObH6uJ78LLih8mLS9dJw3VRiUN3JLEiUIAAhCAAAQgAAEIQKDbBHxd3E77oRr7kHRx0qgfRbf52vvf0hjpK9mygpbtVdUcK+0s3S3Z6WmLR+afV/xIyU95PSxhEIAABCAAAQhAYEQS8CM/vuj7pLSptIjkx2kwCLSDADNA20GRNpgByj7QLgLMAG0XyZHdDjNAR/b2b3bt/SqpVaXtJf9b+4zScJr/eHR9aTvpI5JniGIQgAAEIACBQQK1HjsADwRGAgE/HnNrppGwvqwjBCAAAQhAAAIQgAAEOkXgRXV0baZO9PmCOklnnnaiT/qAAAQgAIGKEIjHfisyXIYJAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKA8ARyg5VlREgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKgYARygFdtgDBcCEIAABCAAAQhAAAIQgAAEIAABCEAAAhAoTwAHaHlWlIQABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQqRgAHaMU2GMOFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEyhPAAVqeFSUhAAEIQAACEIAABCAAAQhAAAIQgAAEIACBihHAAVqxDcZwIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgfIEcICWZ0VJCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoGIEcIBWbIMxXAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKA8ARyg5VlREgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKgYARygFdtgDBcCEIAABCAAAQhAAAIQgAAEIAABCEAAAhAoTwAHaHlWlIQABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQqRgAHaMU2GMOFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEyhPAAVqeFSUhAAEIQAACEIAABCAAAQhAAAIQgAAEIACBihGYpmLjZbgQqAKBD2uQW0urSI7b7pDGS0dIL0gYBCAAAQhAAAIQgAAEINA8gdVUZU9pGWkpydfWt0n/kn4svSRhEIAABCAAAQhAAALDSGAvtf2G9G4NPan0j0tY/xPYRqvo/eDM/l9V1nAYCUyvtr0fvT6MfdD0yCBwkVbT+9L6I2N1WcthIvBNtev9yE4mDAKdJjCdOjxOelvyflikR5S+lYRBAAIQgAAEJiPADNDJcLAAgZYJTKmav5G+kLVgJ+iF0t+lWaVtpTWkeaUzJM8OvVPCIAABCEAAAhCAAAQgAIHGBA5TkS9lxSYoPEG6XppN2lLaUFpQ+qO0unSThEEAAhCAAAQgAAEItJHAjmorfoW2Y/N9ubb9vl0//h5lLsvls9h/BJgB2n/btBtrxAzQblDvzz6ZAdqf27XTa8UM0E4Tp78g4IkE70i+ln5W8uPvedtXCXGtfavi/N9FnhDLEIAABEYwAU4KI3jjs+ptI2AHxY+y1l5VuJHkx29S8wXbftJdWeJaCj0bFIMABCAAAQhAAAIQgAAE6hPYVNl+4sp2gHT7YGzyD1+P+z2gtmWlDwzG+IAABCAAAQiIAA5QdgMIDJ3A5mpinqyZoxQ+WKNJv6/oFOluyRdnXJQJAgYBCEAAAhCAAAQgAIEGBD6U5F+SxNOoZ396tntY/BlpLBNCAAIQgMAIJsA7QEfwxq/wqh+usc8p2Yl4smTn4/bSmpIfj3lLukG6UvKL0v0+zrxNq4S584kll+3IfCop+6kkfkoSL4p67BYGAQhAAAIQgAAEIACBXiTgJ5XivfYHKe7rXr9f0085+Vp7aekOydfbv5Ouk/LWzmvtfNuz5ROS5amT+HRJnCgEIAABCEAAAhCoHIGHNGL/wvtbaVHJj5XH+37y4TVZGQWTmV+Mni9bdvmxyVqa+GdGrvtALp3FkU2Ad4CO7O3frrWfXg35+MK/wLeL6Mhth3eAjtxt38415x2g7aTZu23tpKHFdfESivuR81jOh55osI+Ut3Zea7vt70nR9w/ynWXL0yi8OSm3co1yJEMAAhCAwAgk4JMEBoGqElhSA79CWlDyY+WXSc9Ia0urSd6/V5VOl/xr9XDYjGp0iazh+KdJv1piTWmdTP4XeP9DpWek/kHy+0AxCEAAAhCAAAQgAAEI9DqBIzTAbaU3pfOkW6SFpQ2kUZJnev6v5HdyOn+47Bg1bEerr6u/JV0rnSWFebanx7FilnCBwhuzOAEEIAABCEBg0EEEBghUlYB/WbbtL/1Y8qPvYZsocrZkJ+hHJL8DyE7IsEcV+WEsNBm+nJQfrbgdnrZnJF8Enir5kfzU7BDdS9pFGiM9LGEQgAAEIAABCEAAAhDoZQJ2ftrpuZ10WzJQX/OeK9kRattTSh2g7brWHmxcH09I/iOkv0tzSX+VLpf8GP4s0nrS+yWbX5Pl8WIQgAAEIAABCECg0gQe0ujjEZi/1VkTO0WjnB/dGQ7zDNPo41jFx2XL/pX8ZulPWejlKOf3KC0gYf1NYButnrf5mf29mqzdMBPgEfhhBjyCmucR+BG0sYdxVXkEfhjh9lDT6SPwfvf9KjXGNqfSJ0i+3nlDin9pV3TYbB617HeOxnV1PvyZ8mJywrANgoYhAAEIQKB6BDg5VG+bMeLJCfixnFo2PsnwxdJwmB/DCfPsTv8y7cdtVsr0ySxcWeEtks1jOXowxgcEIAABCEAAAhCAAAR6l8DFGpodjkX2nBJjVqhnhNb7c6Ki+s2mfUYVfD0d/+7u10rdI/kprDA/ceWZqO+LBEIIQAACEICACeAAZT+oOgFfVdgrYAAAO3ZJREFU9NSyZ5MMvxdoOCxt14/bPyKtK8XFYPTpi7X1peezBD+W43eEYhCAAAQgAAEIQAACEOhVAvWutT3mTlxvu5+dpdOk+aVXpX0kT0RYUvLkAj/+fpZk21C6TFrICxgEIAABCEDABOywwSBQVQJ+5MbvA6plfhQnLO/s92OlfoF7K/aWKt2fVXw518C3tfxSLi0Wn1bkcOlHWYIdoL44wyAAAQhAAAIQgAAEINCLBB5oMKha19vtutZ293NIP5H8iL0fed9Myl9D36e0bSS/kmp3aXHpMOmLEgYBCEAAAhDAAco+UGkCdjT6IqgV+6AqXd1KRdV5XBqV1c07O/MXY/kurkgSlk3iRCEAAQhAAAIQgAAEINBrBF5scUDtutZ295+XZs/GcZLCetfbfk/t1tKC0mclL9ebMKFsDAIQgAAERgKBqUbCSrKOEBhGAg8nbfuPjtLlJGtSNH2MaIlJqUQgAAEIQAACEIAABCAAgSICyySJ/0ziRdFXlDg+y5haIRMOiiiRBgEIQGAEEphmBK4zqwwBE7Cj8sAWUfjCKswvXX9M8ozQaSW/fyh1cmpxMvO/ZYb5xfEYBCAAAQhAAAIQgAAE+o1Au661zWXuBM6jSbxW1I/Dh/mdoRgEIAABCECAR+DZB0YsgUe05oe2ae3/pXb8ziHbGlI9B+iSg6UmfgwkcaIQgAAEIAABCEAAAhDoFwLtvNa+NYGymuKXJstFUU9ICLsjIoQQgAAEIDCyCfAI/Mje/qx9ewicnjSzveJ+QXst2yHJiH+qTJKIQgACEIAABCAAAQhAAAIJgZuS+MZJvCg6mxLXyTL8B02p87SoPGkQgAAEIDBCCOAAHSEbmtUcVgJ/U+sPZD1srtD/OFlkWyhx2yzjQYXnFxUiDQIQgAAEIAABCEAAAhCYROBixe7PljZU+IMsng88CeGnUjz27kkKfkc/BgEIQAACEJgCByg7AQSGTuB1NbGr9HbW1L4Kj5XWk6aRFpb2l/4qhe2iSJSPNEIIQAACEIAABCAAAQhAYHICL2txjPROlnyAwhOkjaSZMq2p0I7SsZLNkxO+MhjjAwIQgAAEICACds5gEIDA0Al4NqcvwvxLs3913j3TGwqnk8J84fZ1yeUxCEAAAhCAAAQgAAEIQKAxgctUZE/pJ5Kdnjtn8gxP/9t7OrHnXi37tVQvShgEIAABCEBgkEB6ogAJBCAwNAL+1Xllye/2fClrKnV+jlfaxtLRWR4BBCAAAQhAAAIQgAAEIFCOwHEqtpx0tvRWVmVahXFP65mih0nLS9dJGAQgAAEIQGASAWaATkJBpEIE/Eh5GfO/s/tdQJ20x9SZ/xHe/X5AWknyr893SfdJGAQgAAEIQAACEIAABHqZwK81OKuMbVamUBvL3K+2tpQ8yWBJaRnJjs/bpIekdyUMAhCAAAQg8B4COEDfg4QECLSFgC++7szUlgZpBAIQgAAEIAABCEAAAhAYJODXTPkf3vmXd3YICEAAAhAoRSAeFyhVmEIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpEAAdolbYWY4UABCAAAQhAAAIQgAAEIAABCEAAAhCAAASaIoADtClcFIYABCAAAQhAAAIQgAAEIAABCEAAAhCAAASqRAAHaJW2FmOFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEmiKAA7QpXBSGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEqkQAB2iVthZjhQAEIAABCEAAAhCAAAQgAAEIQAACEIAABJoigAO0KVwUhgAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpEAAdolbYWY4UABCAAAQhAAAIQgAAEIAABCEAAAhCAAASaIoADtClcFIYABCAAAQhAAAIQgAAEIAABCEAAAhCAAASqRAAHaJW2FmOFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEmiKAA7QpXBSGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEqkQAB2iVthZjhQAEIAABCEAAAhCAAAQgAAEIQAACEIAABJoigAO0KVwUhgAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpEAAdolbYWY4UABCAAAQhAAAIQgAAEIAABCEAAAhCAAASaIoADtClcFIYABCAAAQhAAAIQgAAEIAABCEAAAhCAAASqRAAHaJW2FmOFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEmiKAA7QpXBSGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEqkQAB2iVthZjhQAEIAABCEAAAhCAAAQgAAEIQAACEIAABJoigAO0KVwUhgAEIAABCEAAAhCAAAQgAAEIQAACEIAABKpEAAdolbYWY4UABCAAAQhAAAIQgAAEIAABCEAAAhCAAASaIoADtClcFIYABCAAAQhAAAIQgAAEIAABCEAAAhCAAASqRAAHaJW2FmOFAAQgAAEIQOD/27sXuOuu+U7gjSQSNUJd45qKS1BKUHciaN1Sl6lbjRJSE1P0E9oZWnVp1bXuRXoxpGZMWq3pTFviOm51rUskbgkVQQQlhIiIYH7/5Kxazuc5zzn7nP28z3Pe97s+n/+719577bXX+e6Vc3LWs/Y+BAgQIECAAAECBAgQIDBIwADoIC6FCRAgQIAAAQIECBAgQIAAAQIECBBYJwEDoOt0tbSVAAECBAgQIECAAAECBAgQIECAAIFBAgZAB3EpTIAAAQIECBAgQIAAAQIECBAgQIDAOgkYAF2nq6WtBAgQIECAAAECBAgQIECAAAECBAgMEjAAOohLYQIECBAgQIAAAQIECBAgQIAAAQIE1knAAOg6XS1tJUCAAAECBAgQIECAAAECBAgQIEBgkIAB0EFcChMgQIAAAQIECBAgQIAAAQIECBAgsE4CBkDX6WppKwECBAgQIECAAAECBAgQIECAAAECgwQMgA7iUpgAAQIECBAgQIAAAQIECBAgQIAAgXUSMAC6TldLWwkQIECAAAECBAgQIECAAAECBAgQGCRgAHQQl8IECBAgQIAAAQIECBAgQIAAAQIECKyTgAHQdbpa2kqAAAECBAgQIECAAAECBAgQIECAwCABA6CDuBQmQIAAAQIECBAgQIAAAQIECBAgQGCdBAyArtPV0lYCBAgQIECAAAECBAgQIECAAAECBAYJGAAdxKUwAQIECBAgQIAAAQIECBAgQIAAAQLrJGAAdJ2ulrYSIECAAAECBAgQIECAAAECBAgQIDBIwADoIC6FCRAgQIAAAQIECBAgQIAAAQIECBBYJwEDoOt0tbSVAAECBAgQIECAAAECBAgQIECAAIFBAgZAB3EpTIAAAQIECBAgQIAAAQIECBAgQIDAOgkYAF2nq6WtBAgQIECAAAECBAgQIECAAAECBAgMEjAAOohLYQIECBAgQIAAAQIECBAgQIAAAQIE1knAAOg6XS1tJUCAAAECBAgQIECAAAECBAgQIEBgkIAB0EFcChMgQIAAAQIECBAgQIAAAQIECBAgsE4CBkDX6WppKwECBAgQIECAAAECBAgQIECAAAECgwQMgA7iUpgAAQIECBAgQIAAAQIECBAgQIAAgXUSMAC6TldLWwkQIECAAAECBAgQIECAAAECBAgQGCRgAHQQl8IECBAgQIAAAQIECBAgQIAAAQIECKyTgAHQdbpa2kqAAAECBAgQIECAAAECBAgQIECAwCABA6CDuBQmQIAAAQIECBAgQIAAAQIECBAgQGCdBAyArtPV0lYCBAgQIECAAAECBAgQIECAAAECBAYJGAAdxKUwAQIECBAgQIAAAQIECBAgQIAAAQLrJGAAdJ2ulrYSIECAAAECBAgQIECAAAECBAgQIDBIwADoIC6FCRAgQIAAAQIECBAgQIAAAQIECBBYJwEDoOt0tbSVAAECBAgQIECAAAECBAgQIECAAIFBAgZAB3EpTIAAAQIECBAgQIAAAQIECBAgQIDAOgkYAF2nq6WtBAgQIECAAAECBAgQIECAAAECBAgMEjAAOohLYQIECBAgQIAAAQIECBAgQIAAAQIE1knAAOg6XS1tJUCAAAECBAgQIECAAAECBAgQIEBgkIAB0EFcChMgQIAAAQIECBAgQIAAAQIECBAgsE4CBkDX6WppKwECBAgQIECAAAECBAgQIECAAAECgwQMgA7iUpgAAQIECBAgQIAAAQIECBAgQIAAgXUSMAC6TldLWwkQIECAAAECBAgQIECAAAECBAgQGCRgAHQQl8IECBAgQIAAAQIECBAgQIAAAQIECKyTgAHQdbpa2kqAAAECBAgQIECAAAECBAgQIECAwCABA6CDuBQmQIAAAQIECBAgQIAAAQIECBAgQGCdBAyArtPV0lYCBAgQIECAAAECBAgQIECAAAECBAYJGAAdxKUwAQIECBAgQIAAAQIECBAgQIAAAQLrJGAAdJ2ulrYSIECAAAECBAgQIECAAAECBAgQIDBIwADoIC6FCRAgQIAAAQIECBAgQIAAAQIECBBYJwEDoOt0tbSVAAECBAgQIECAAAECBAgQIECAAIFBAgZAB3EpTIAAAQIECBAgQIAAAQIECBAgQIDAOgkYAF2nq6WtBAgQIECAAAECBAgQIECAAAECBAgMEjAAOohLYQIECBAgQIAAAQIECBAgQIAAAQIE1knAAOg6XS1tJUCAAAECBAgQIECAAAECBAgQIEBgkIAB0EFcChMgQIAAAQIECBAgQIAAAQIECBAgsE4C+6xTY7WVAAECIwlcLvU8PnGzxHUSV06cljgl8e7EyxLnJ+ala6XA7yWqnsp/KfHexHsS5ybGSPWHqpcmFv2D1WtT9v+NcWJ1bJnAPVPzgxPV9yqqr1Xf+1Ti2MSJiXlprD487zz27xqBMfrEFdPUJyRukbheYr/EFxJvTPxlYsw071zVn6VdLzBGP5rV6t/KjqckfnZWgZG2n5B67pZ4bKI++yQCBAgQIECAAAECBAgQWELgt3PMNxM/3iQ+nX13TGyWfjc7a+BqVj01mFX7/j6xSqqBjFnn2Gj7MauczLFbKnBwan9LYqPr1rZdkP0vTlwyUakGsWrfebUySWP14Vaf5fYJLNMnNmrtI7Px7ETrR9PLc7KvBtZr++GJVdIi57rrKidw7GCBsfrRrBPfIDu+l+j71Z/MKrzC9hpkbed4zAr1OJQAAQIECBAgQIAAAQJ7tMB/yqtvX65q+YZEzeB8WOLpiU8k2v5zk68vfRulh2djK1dfCo9LHJ3440QbZGj76xyrpF/Pwa2uRZYGQFfR3rpj90/VJ3XX8qvJvyDxm4ka0PyrxA8S7RrXeqXpAdCx+vBFtft3OwWW7RPTba5Zfz9KtL7z18n/l8QjEscm2h9qfph8lVllAHTRc9U5H5yQtl5grH40q6UXz46PJlr/asuxB0Crv7Q+WucwABoEiQABAgQIECBAgAABAkMFrpkDvp2oL1b15fw+iem0bza8JNG+4NWXvtrWpytkpQZHq8y3Eocl+lTlj0+0Ov6137lE/jldXTWr6sA5sdW3Jy7xEhwSgbqVs/WJuiX5shuo3DjbvtKVu1/y/QDoWH14g1PbtA0Cy/aJvqnVj+p9qPpWDR4dkZhOh2bDdxOt/z1wusCC60PPVQP611iwbsWWFxijH2129udmZ+s7/XKsAdBLpP46R81+7+s3ABoQiQABAgQIECBAgAABAkMFaqZn+3L1jE0O3jv7PtiVveVU2Tq21XP01L62erFkTp2Uq0GAS7UdSyzf1NVTM32k9ROo522fk6h+c1biSolZ6V7Z0frXCcn3A6Bj9eFZ57Z91wms0if6VtYM4tZfXtTvmMr/QVfulVP7Fl1d5lxPXrRy5ZYSGKsfzTr5HbOjzcr8dvKtr9VyjAHQO6Se9lnZ1115A6BBkAgQIECAAAECBAgQIDBUoGbdtS9YB805+Ald2bqVtE9nZqXqqS+DdWvgrPS87Gjne/SsQgts/+qknhMXKKvIzhS41eQaVn941Zwm1uB5Gyyta98PgI7Vh+c0we5dILBKn+ibV4Pk7X2mfoxtVjosO1q5t80qNGf7Muc6fk6ddq8mMFY/2qgVl8nGLySq39R7Tz1aofWhWq4yALpXjq8fG+wf3fCprL8k0c5hADQYEgECBAgQIDCeQH3RkggQILAnCNStxe9PnJKoL3WbpRrkbOlqLZPlzycOnKy/M8u6lX5WOqnbUc9tXCZdJQddcXLgh5epwDE7QuCAtOItiXrG7LzrWAMCX0tUqsct9IPsY/ThCyv2z7YLrNInalC8pXsnU49OqPeYj7SNGyzrfC19o2UGLpc5V/9eOvB0ii8gMFY/2uhUx2bj1RNnJR6RqIHJsVJ9//itRA2EVvrviRrA/1itTNKY52t1WhIgQIAAAQIECBAgQIBAJ/D85NsslAd22x/Uba8fTdos3Sc7Wx01W3SZdI8c1OroZ6L+h2y/VqJu15d2L4FL5+W0WVE1I6oGu6oPnJcYkmb14SF1KLszBKb7xDKt6mfWPX6ZCgYc05/rzgOOU3RrBYb0oxpQb589D5g06/huW+1bZQZofXZVHfWIl9smWjoqmXbeVe6caPVZEiBAgAABAgT+XcAM0H+nkCFAgMCFApfKv/Xlr6V6HmhL12mZLE/r8vOyVWfN5hyabtIdUM9Je1KizlsDqp9N1K3S1b7HJtpMmmSlNRb4z2l7u5Z93xvykjbrw0PqUXZnCKzaJ2pQqb+d+KQtfFn9uc7Ied61hedS9TCBRfvRQam2bk+v9JrEay/MjftP/ZHnVom7Jt4zbtVqI0CAAAECBAgQIECAAIFFBJ6bQm0GyhunDqgZL23fPaf2Ta/2M0DrmBtOF1hgvb54tvOd3eXbtn759uw/aIE6Fdm5AldO076VqOtaPzxSM6OWmQG6WR9OldIaCWzUJ+Y1/8AUuF/iiYm6Lb69T7T3kMOzbaw061wfzAmW+aPPWO1Sz08LLNqPamLEOxPVZ76QuEyipTFngLY6p5dmgE6LWCdAgAABAgQIECBAgMAWCByZOvvBgnr+WZ/+Iitt/536HRvk79WVrWNusUGZeZs+M1VH3RJdM3MekqjbWOtHKdrt0nWOkxP9MyOzKq2JQN2eemKi9a8XTNq972TbuZP1eYsjJ+Wrnhrwmu7D2SSticCsPjGv+TXTr/WjtqzBrDawddi8Cgbsn3WuGnCTdobAkH70hDS5+kx9rkx/xk0PgD57C16eAdAtQFUlAQIECBAgQIAAAQIEeoFfzcoPEm3A4BH9zkm+/wJ4mw3295vqS2fdtt7qu2O/c4F83cbcD24+P+vt1uj+8Ntn5cxEO8/T+p3yayFwibTyHYl2DU9Jvra1VI8+eFxb2WS5SB/e5HC7dpDAvD6xWVOfmZ3nJb6Y6N9DalvNCO37VlZXSrPOVQP2z0ps9J610gkdPEhgSD+6aWo+P1HvQy/c4Cz959/fZ/8vbFBm1U0GQFcVdDwBAgQIECBAgAABAgQ2ETgy+9oXv/ry90czyr4629sg1R1mlOk3/6+u/K36HQvk90uZmoFTXwgfOqf8fbO/tateR/1IkrQeApdPM9+baNfv9OSvuUTTj8wxi/ThJap2yC4WWLVP1G3Le0/aXO8F9R7yzUTrY6+Y7BtjsSvPNUZ796Q6hvSjGiitOwyqj3wisX9iOvUDoIdM7xxp3QDoSJCqIUCAAAECBAgQIECAwLTAU7OhDQzU8mnTBbr1lyffyv5Kt31W9n935a8/q9BI22tmV2vbMrfbj9QM1QwQuHbK9o85+FzWlxn8fGqOa9e+lk9LSOspMFafmH719Qzi7ydaP/ml6QIjru/Kc43Y7N2qqqH96KV59dU36o8oh86QMAA6A8ZmAgQIECBAgAABAgQI7GSBfdK4VybagMAFyR89p8H1zLNW/n5zytbut3blr7pA+VWKvKo7V82ikXa2QM0I/lqi9acPJX+lgU1epg8PPIXiu1BgjD6xWXOflZ2tv/3ZZgVH2LcrzzVCc3erKob2o7vn1bd+UdetZvVuFK/rytUAeitT70NjJTNAx5JUDwECBAgQIECAAAECBCJwQOLNifal75zkj0jMS49MgXbMIs9krGc5Vvl6tuhGtxRm82jpD1NTa1v9kIW0cwXqkQX1jMR2vV6f/CUHNnfZPjzwNIrvIoEx+sS8pt4tBVqfe9u8wivu35XnWrGpu9Xhy/SjYyPQ+sUyy8NGFDQAOiKmqggQIECAAAECBAgQ2LMF6rloJybaF70vJ3+zBUlu2x33sjnH1K93nzcpX7enD001q6Z+SfkXE5db4ODjUqa9pvoSLO1MgZpl/MNEu1b1WIW9BzZ1lT488FSK7wKBZfvExdK2gxN3SSzySI5DU671u/cnPyTtynMNaZeyPxFYth8ZAP2JoRwBAgQIECCwGwuMedvKbszkpREgsJsI1C17NfPzxpPX8/Es75H44mR93uJjKVDP0dsvMe9HkOo5nFWu0gcuWgz69xkp/d8mRzwty5rhuVm6Qbfz011educIHJmm1GDDXokaiPrdxAsSQ9KqfXjIuZTdeoEjc4pl+0S9v3wyUcv6kaMrJupRHrNS/6vd9UegIWlXnmtIu5S9SODILJbtRyfk2K9fVM2m//7H7G2fM/UIhXbM6ZseZScBAgQIECBAgAABAgQI7HKB43PGNgPqg8lfdokW/J+ujppRNSv9eXa0c91zVqFNttesrnb8R5OvQbNZ6fDsaGVr8HPojMJZ9do+nsANU1U9CqGuU80AfWhimTRGH17mvI4ZX2CMPvGWNKv9tz/vfeYNXdl6nMfQtCvPNbRte3L5MfrRIn79e88hixywRBm3wC+B5hACBAgQIECAAAECBAj0AnfOShsoqNveD+x3Dsgf0dVTg6g1I2863SMb6td063wnJzYavKwZ+Dfvom6Z71M9M/Tridbmx/c7u3zN+qpZYK3cvbt9sjtH4F3dNXrKks0aqw8veXqHjSwwRp94VNrU/ts/Lfl6NuxGqS9XM/Y2et+6Rra396SDNqikr2PVc21QvU1LCozRjxY59aIDoPP60WbnMgC6mY59BAgQIECAwEoCG30pX6lCBxMgQGAHClw8bTop0WatnJr8ZxZs55tS7k+nytYtg3ebbKtbSX8n8d5EPavz1xLPS9SA5o8S90rUj9xMpytlw1e6jVdL/oxuvbI1kPpPiXqvrrrqFsfnJz6fuELi8MSLEm0wt2Z4zZsFliLSLhZ4aM73V5Nz1nV8Y6IGrRZJD0uhbyTG7sOLnFuZrRMYo09U6+q9of67b+9H9ceQ+mPJuxP1R5jrT9aPzLJS9b87Jd5ZK1Op3l9qkLPSKxLTs0THPNeFJ/HPygJj9aNFGlIDoA+aFLxelqfMOGheP5px2IWbawC0+l6lxyTmPWv7woL+IUCAAAECBAgQIECAAIGLBO6aRQ04LRPty1hvWbfO18BoX1+b8dlvO6Y/aCpfA6B92atO7W+rT0zmgqmy35tar3pekvBc5yDswPS+tKm/1kPyV5u8nrH78A5k2qOaNEafaGCXT6aeT9z3q3rMwventp2d9YcnZqUauGp1/OWMQmOda0b1Ng8UGLMfzTv18SnQ+schmxRepB/NOtwM0FkythMgQIAAAQIrC1xs5RpUQIAAgZ0v0P/4xxitPSuV3D3xzETlK/W3sJ+c9ZqJWbMzV03PTgU3Tby9q2j/Sb4GRk9KPCzx24lal3aewA1GaNLYfXiEJqliBYEx+kQ7fT0q42aJxyVqkLNS/f9dzRqu9IPE6xJ1zlclVkm78lyrtHNPOXbMfrSnmHmdBAgQIECAwB4qULczSQQIECCwmsA1c/ihiZqZWbfXn5aoW03HTgekwpp5c63E6Ym6/b7OKREgQKAEauDz4ETd+n6JxCcS9Z5Ug6Bjp115rrHbrj4CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBJYSuE2O+mHi6wOO3jtlj0q8NXF64puJNyWekrh5QiJQAvsljk68InFi4pzEJxKvS9w5IRFYVOBmKfhHiTckvjqJd2b5jMSlExKBeQKXT4E/TlQf+nLirMS/JJ6buGpCIkCAAAECBAgQIECAAIHdVODn8rpOSfw4segAaH1RPHlyTB03HT/ItockpD1b4Op5+R9MTPePfr0GQvffs5m8+gUEHpsy5yf6vtPnv5Z991ygHkX2XIFfzUv/SqLvN33++9n3O3suj1dOgAABAgQIECBAgACB3VfggLy0foBqkQHQOuZjifbF8aPJ16ysmuX3msS5idr3o8SjE9KeKXDLvOx/S7R+8rnkn584MvHixHcTbd9fJC8R2Ehgr2x8daL1lRqken3iUYn/mnhvou37TvKHJCQC0wIPyobWT2pZn2E1E/QRiRclagC97X9O8hIBAgQIECBAgAABAgQI7CYCt87r+GSifemr5SIDoM/rjvmb5C+e6NPtsvKtRNVXM0GvkpD2LIG67f3UROtbNVA1na6XDWckWpk7TRewTiACNUDV+kjNVJ++Tfli2fbcrsy7kpcI9AJ1l0M/87P+ALNvXyD5+px6X6L1tTsmLxEgQIAAAQIECBAgQIDAGgtcMm2vGS/1zM/2Za8t5w2AXjbH1CyrKl/P/Zwe/MymC9MR+bfV+bSLNvl3DxJ4fF5ru/4v3eR112MSWrmXbFLOrj1ToAbS2yzimjF8jRkM9TziGhytvlTva1dISASaQH3etfeZN7eNGywPyrbvTcrWI14kAgQIECBAgAABAgQIEFhTgbotuW5Fbl8Ga7CgfkDkzMm2eQOgR3fH/l7ym6VPZ2edp35oYnq2zWbH2bf+AnV7aV37mgl8uU1eTg3GV388MVE/kiQR6AXum5X2XvX0fscG+Xo/qlnHdUv8bTfYb9OeK/CRvPTWj24wh+FlXdmapS4RIECAAAECBEYT2Ge0mlREgACBnSNQX8B/Y9KcJ2dZs5jukvjlxK0T9cWqBgjri9n/THwoMZ1q0HCzwaPp8v16DWzWOadTzcy85mRjDUzWDLy3Jx462VZfEjdL1faWNptJU2XemjgkceXE4Yl55VNEWkJgjL5Wp63bRGvG3TLp7BxUM6cqXTfxixfmfuZn/jHLb0zyGy1qVt/BG+2wbVsEnpWzVj/4QOJVifrF7Hp24m0S9d/+BYl6z6pBxmMT5yem01j9qOq9f1f5cV1+o2y1vULafoEx+tFYn3/1iIQ2kHlW8vXYl81S/TGmpfrMrs9piQABAgQIECBAgAABAgRmCByV7W3GybWTf1K33ra3ZQ0iHJOYTjVbs5UZujxzurLJes2iqlmev584YLKtFl9M1Dk2GjSt/S21WZ01wDpvVucjU6a1u26JlrZGYIy+Vi07IdGu19Dl0d1L+/Wunod322V3vkB7H/gfaerPJ05NzOoL9eNpVWY6jdWPqt5TEnX+02tFWhuBMfrRWJ9/B0Wt9eEauJ+XfjkFWvnXzCtsPwECBAgQIEBgiMA+QworS4AAgTUUqB/ouG/iB4k3JT6euHriTokrJ2og8YWJTyVq/1am16by+oXbc5Y8SQ3mVjojUa9ns/SFbmebgdNtkt0CgZ3Q127Uva42m+rAbLtz4g6JmydOS3w48beJzyaknSVwnTTnPYmrJD6TeFeiZvLeLnGLRP2/2y8ljk/cOrEV6RKptL3ftH5Us/luk6h+VHGpRPWjGtiq97YfJaSdI7AT+lHN+myp/6Nf2za9rPeqlmoGtESAAAECBAgQGE3AAOholCoiQGCHCtTgZw16PjDR3363b9bfmKiB0EqPSfQDoF/O+rNrxxJp1gDnKj/scMm0Y+9JW766QJv62aT140nS1gss29eqZTWA1Aaahra0P+7g7uA2aPZP2XbpbvtNk/+1RM2MPibxioS0cwRq9l2lmin+J4m69b2luyZT17P+/+1WiZslahCypbH6Uc3cqwHPStWP6v3y1YkHJfpUA6KPTTwy8bDElxLSzhBYpR+N9fn3nVBUn7ha4rqJ/RLfT8xK1+92XKbLyxIgQIAAAQIECBAgQIDABgJHZVu7ja5uF7/5BmVqUz0vr76MVdnzE3sltiO1Wxb7QcvpdlwlG9pretf0zg3W64tkK/+GDfbbNI7ATutrr++uew36nztZ/1qWNeBfUf2s9Y1aPj0hbb9Aex+oa/IPmzSnBkXb9atB7K1INcO0nePlyZ8wWa+Z5x9L/N1kWeutXPWrAxPS9grspH5UEvX50/rIZv21Bjz796ZT62CJAAECBAgQIECAAAECBGYL9INSb51d7MI9H82/7ctZP0tuzmGj7m5fWOvL36x0SHa0dr55VqFue80EbOXf0W2XHVdgp/W1Ghxv170Gp2pgvwYd9k60VPmnJmpmYZWtcjdKSNsr0N4H6prcbpOm3Dv72jV+4SblVtl1p+4c1T/qfB9J3CDRpxtmpWa2t/b8db9TflsEdlI/KoDbJ+rxCNVHvpc4IjGdLpkNf5to/aiW/zpdyDoBAgQIECBAYBWBi61ysGMJECCwBgKfndPG/hllF59Tdjt31yBES4s8vqQvc1470HJLBXZCX+v7cPWBJyaekaiZ0C1V/g8Tz5psqHIvmuQtdobAZn1pV7xnTfejM8JyWOKTUzwfz/rhiW9Nttes43o+qLQzBLa7H5XCuxPHVSZp/8Q/Jv4mcXTiXon6A039IfJ+ibclWl9qy2ySCBAgQIAAAQKrC/RfkFevTQ0ECBDYeQLzfsG4Zsi11P9RqJ5VdvW2Y+DygpT//MBj5hU/pytQXyLnpb7M2fMK2z+KwLJ9rU5+5UTNglom1e3t354c2PeTU7LtxZtUWAOgj0pcPnHbRM0M7QdKsyptg0A9lmOz5/zOes+qpm5FP6p6n5Co5zlulL6ejdWXnjPZWQOgNRNZ2l6BVfrR2J9/x4TiUoka5Kz0gElcuDL5px778OBEG/j0udXryBMgQIAAAQIrCxgAXZlQBQQI7HCBNjA0tJk3yQHvH3rQpPxXsqyBiDFTP/hwwAIV92WWNVjgNIp0Aqs4vzL13K2ra0i2BjH/fHJA30/ek22bDWiem/0nJu6SqAGPayVOTUjbK1DXsG4BXiZtRT+qdswb0Ky+1tL0bfJtu+WuFVilH439+VfvjfdPHJl4XKL6SPsOUp+Xf5Z4RuIq3XYDoMGQCBAgQIAAgfEE+tlO49WqJgIECBAYW6CenfblSaWLzEzty9QXTGnPEPhS9zJP6/Kzsv0tsteeVcj2PU6g70f1+I1+fSMM/WgjFdumBY7LhhsnajbooYmDEldN1CM56s6JWm/pMy1jSYAAAQIECBAYQ2CfMSpRBwECBHZDgfrC/wdLvq7vLnncvMPq+Xs1Q6Zmd14hsdmPJl0n+1v6l5ax3LECr07L/nnJ1vXX9+Sujut1+VnZn+t2fLPLy66nwFj96Bt5+Wcmaib7vomaHdwPcmb1p5J+9FMca7+y1Z9/9Vzqmn0+nW7ebVj2/bCrQpYAAQIECBAg8BOBfX6SlSNAgACBTuCM5OuWvJ2UPpDG3GXSoHrO3us2adztu311nLSzBY4fqXn9tb71AnX2A+WLzBhdoEpFtlFgrH5UL6H60n0mr6X60mYDoPrRBGo3WYz5+Xe7mNwocaXEMxPnJ2aloyY7fpzle2YVsp0AAQIECBAgsIyAW+CXUXMMAQIEtkfg77rT/kaXn85eIxsOm2z8UJZfnS5gfbcV+Fhe2acmr+7gLG+5ySut5/xVVPpgwqMSLqTwz0SgH0x9ULbttYnMw7t9/7fLyxK4ewhennhqon0ubaRyq2z8hcmON2ZZs5AlAgQIECBAgMBoAgZAR6NUEQECBLZcoG4Z/PDkLPfK8iEbnPES2faKxL6Tfc/ZoIxNu7fAS7qXV4NRB3XrLbt/Mn+aaP8fUH1GItAL/ENWTp9suEeWNXtvo3RENt53suMLWb55o0K27bECNZjZ0hOTae85bVst6492r+k2PLnLyxIgQIAAAQIECBAgQIDADIG6je7Hk3j0jDJt8wld2bpFbzvSF3PSau+/LXDymiXzo0n5H2b5pMQ1EzXgWbcavjPRXvv7kt/oy2Y2SyMJ7MS+tldeW98PPp31oxP1YyP7JerxCB9NtH7y7uT1kyBsc1r0faBm9bZrd+wWt/lXUv8F3flqJt8dE/UIpasnfj/R76/y0vYK7LR+VO8t70i0Pvva5K+TqPepGvg8MvG5RNv/suQlAgQIECBAgAABAgQIEFhA4KiUaV+mdrcB0Hr5D0ic073Geq31XLX2mmtZv6B7+YS0tQI7ta/9bF72cYm+T2zUT+qW+aslpO0X2GkDV03k8GTq8Qh9X/r+1Hr9MeaYhLT9AjuxH9WPaZ2Z6PvQeVPrte+ViRoYlQgQIECAAAECowuY8TE6qQoJECCw5QI1g6ZmgtbzPWvgoVLNAK1UA6EvStT+ryekPVPg3LzsIxO/majB8BpcqNT6ybeSf37iNokvJSQCswTenh2HJupxCt+ZFLr4ZFmLf07UzM9635EIbCRQg5/1Q0g1Y7l9ZtVs9JZOTub+ifYHpbbdkgABAgQIECAwmoC/so5GqSICBAhsi0DN9LtJom4lrNsIT0mcnZAI9AKXzspNE1dMnJ44KVGDpBKBIQL1/43XTdw48e3EqYl635EILCpwQAoekrhW4qxE/YHm84n2R5pkJQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAbiPw/wG0uMOtBSMugwAAAABJRU5ErkJggg==)
car.tree <- rpart(Mileage ~ Weight, data = car.test.frame)
plot(car.tree, uniform = FALSE)
text(car.tree, digits = 3, use.n = TRUE)
![plot of chunk unnamed-chunk-1 plot of chunk 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)
## Sec 11.4: Predictive Accuracy, and the Cost-complexity Tradeoff
## ss 11.4.1: Cross-validation
## ss 11.4.2: The cost-complexity parameter
## ss 11.4.3: Prediction error versus tree size
## Sec 11.5: Data for female heart attack patients
summary(mifem) # data frame mifem (DAAG)
## outcome age yronset premi smstat diabetes
## live:974 Min. :35.0 Min. :85.0 y :311 c :390 y :248
## dead:321 1st Qu.:57.0 1st Qu.:87.0 n :928 x :280 n :978
## Median :63.0 Median :89.0 nk: 56 n :522 nk: 69
## Mean :60.9 Mean :88.8 nk:103
## 3rd Qu.:66.0 3rd Qu.:91.0
## Max. :69.0 Max. :93.0
## highbp hichol angina stroke
## y :813 y :452 y :472 y : 153
## n :406 n :655 n :724 n :1063
## nk: 76 nk:188 nk: 99 nk: 79
##
##
##
mifem.rpart <- rpart(outcome ~ ., method="class",
data = mifem, cp = 0.0025)
plotcp(mifem.rpart) # Cross-validated error vs cp
![plot of chunk unnamed-chunk-1 plot of chunk 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)
printcp(mifem.rpart) # Tabular version of the same information
##
## Classification tree:
## rpart(formula = outcome ~ ., data = mifem, method = "class",
## cp = 0.0025)
##
## Variables actually used in tree construction:
## [1] age angina diabetes hichol premi smstat stroke yronset
##
## Root node error: 321/1295 = 0.25
##
## n= 1295
##
## CP nsplit rel error xerror xstd
## 1 0.2025 0 1.00 1.00 0.048
## 2 0.0056 1 0.80 0.80 0.045
## 3 0.0047 13 0.72 0.85 0.046
## 4 0.0031 17 0.70 0.84 0.046
## 5 0.0025 18 0.69 0.85 0.046
mifemb.rpart <- prune(mifem.rpart, cp=0.03)
plot(mifemb.rpart) # May be needed so that labels appear
text(mifemb.rpart, use.n=T, digits=3)
![plot of chunk unnamed-chunk-1 plot of chunk 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## ss 11.5.1: The one-standard-deviation rule
## ss 11.5.2: Printed Information on Each Split
print(mifemb.rpart)
## n= 1295
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 1295 321 live (0.7521 0.2479)
## 2) angina=y,n 1196 239 live (0.8002 0.1998) *
## 3) angina=nk 99 17 dead (0.1717 0.8283) *
## Sec 11.6: Detecting Email Spam~-- the Optimal Tree
spam7a.rpart <- rpart(formula = yesno ~ crl.tot + dollar +
bang + money + n000 + make,
method="class", data = spam7, cp = 0.001)
printcp(spam7a.rpart)
##
## Classification tree:
## rpart(formula = yesno ~ crl.tot + dollar + bang + money + n000 +
## make, data = spam7, method = "class", cp = 0.001)
##
## Variables actually used in tree construction:
## [1] bang crl.tot dollar money n000
##
## Root node error: 1813/4601 = 0.39
##
## n= 4601
##
## CP nsplit rel error xerror xstd
## 1 0.4766 0 1.00 1.00 0.018
## 2 0.0756 1 0.52 0.56 0.015
## 3 0.0116 3 0.37 0.39 0.013
## 4 0.0105 4 0.36 0.38 0.013
## 5 0.0063 5 0.35 0.37 0.013
## 6 0.0055 10 0.32 0.36 0.013
## 7 0.0044 11 0.31 0.35 0.013
## 8 0.0039 12 0.31 0.34 0.013
## 9 0.0028 16 0.29 0.34 0.013
## 10 0.0022 17 0.29 0.33 0.013
## 11 0.0019 18 0.29 0.33 0.013
## 12 0.0017 20 0.28 0.34 0.013
## 13 0.0010 25 0.27 0.33 0.013
## Footnote Code
## Use prune.rpart() with cp = 0.03 (0.00276 < 0.03 < 0.00386),
## to prune back to nsplit=16.
spam7b.rpart <- prune(spam7a.rpart, cp=0.003)
plot(spam7b.rpart, uniform=TRUE)
text(spam7b.rpart, cex=0.75)
![plot of chunk unnamed-chunk-1 plot of chunk 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par(xpd=FALSE)
## How does the one standard error rule affect accuracy estimates?
acctree.mat <- matrix(0, nrow=100, ncol=6)
for(i in 1:100)acctree.mat[i,] <- compareTreecalcs(data=spam7,
fun="rpart")
## Loading required package: randomForest
## randomForest 4.6-10
## Type rfNews() to see new features/changes/bug fixes.
## Minimum cv error was for largest tree
## Perhaps try a smaller value of cp
## How is the standard error calculated?
## When are tree-based methods appropriate?
## Sec 11.7: The {randomForest} Package
library(randomForest)
spam7.rf <- randomForest(yesno ~ ., data=spam7, importance=TRUE)
print(spam7.rf)
##
## Call:
## randomForest(formula = yesno ~ ., data = spam7, importance = TRUE)
## Type of random forest: classification
## Number of trees: 500
## No. of variables tried at each split: 2
##
## OOB estimate of error rate: 11.82%
## Confusion matrix:
## n y class.error
## n 2646 142 0.05093
## y 402 1411 0.22173
tuneRF(x=spam7[, -7], y=spam7$yesno, trace=FALSE)
## -0.1642 0.05
## -0.04104 0.05
![plot of chunk unnamed-chunk-1 plot of chunk 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AABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECAwG4FFs1nIMgTmIPDgLLtfsvwc1mFRAgQIECBAgAABAgQIECBAgMC4CFyfAz0ouWlcDrjt41yu7RVaH4FpBKr5+ffTzGMyAQIECBAgQIAAAQIECBAgQIDAnwR+ltHP/emjsZkIaIDORMu8bQg0V35+OSv7RhsrtA4CBAgQIECAAAECBAgQIECAwIgK7JXjemzS9FNG9DD7e1gaoP31nc3aV8lCj062SNZJfpFckFyY3JmMSlXz8wOjcjCOgwABAgQIECBAgAABAgQIECDQB4FqflbUHAQ0QOeA1+Oi22e+LTvzfjTDxZMst0K+P7CTibr6P8+0A5JjE0WAAAECBAgQIECAAAECBAgQIECAAIGBEDg0e3F3Jw+YZI82yvfndc3XzD/R8MTMN8yN60M6x/n6DBUBAgQIECBAgAABAgQIECBAgMDkAkdmUvWH6lZ4NUuBYW6kzfKQB26xRdmjw5PNu/bs7Iyfk1yaVHN0s+SvkqpdkoOT19UHRYAAAQIECBAgQIAAAQIECBAgQIDA5AIaoJPbzNeUeiv6dp2N/TbDVydf6nzuHjw1Hz6cPCp5bXJW8qlEESBAgAABAgQIECBAgAABAgQIECAwicAyk3zv6/kTeHFnU3U58wuSiZqfNcvXku2SapJWvfGegT8JECBAgAABAgQIECBAgAABAgQIEJhMQAN0Mpn5+X7ZbKbe9l51dHLGkrHJ/7gqk5pnZ26W8ZUnn9UUAgQIECBAgAABAgQIECBAgAABAgQ0QBf2Z2DjbH6lzi6c2eOu1JWgVfX4gq2WjPmDAAECBAgQIECAAAECBAgQIECAAIEJBTRAJ2SZty+vzJbq1vequrqzl7o6M93SmXGjXhYwDwECBAgQIECAAAECBAgQIECAAIFxFdAAXdgzf2M2f2lnF7bucVc2znzNVaMX97iM2QgQIECAAAECBAgQIECAAAECBAiMpYAG6Pye9r/I5prmZbPlj3VGts9wUfPlFMM3dU37ede4UQIECBAgQIAAAQIECBAgQIAAAQIElhKo50iq+RM4JZu6I/lpclbyw+R7yQ3Jpsm/Jd0Nznz8Y1Vz9A3Jvp1v6lmgtZwiQIAAAQIECBAgQIAAAQIECBAgQGASAQ3QSWBa/Lp5xmezyjKvK0ErezdfdoZvzPCc5Iiu79fJ+H7J7slfdr6/M8PmbfCdrwxaElg963l4slZSz2W9MLk1UQQIECBAgAABAgQIECBAgAABAkMooAHa/5NWzcsPJdW8rLe2N7lfxieq5Zf6coN8fmfXd9VQfXtybtd3RucuUI8geEvy1KT770U9p/WE5N3J+YkiQIAAAQIECBAgQIAAAQIECBAgQKAHgfUzzy7JgcnRyS+Su5JqxHXXA/Ohmp6Va5JaZpjrkOx8HcugXMG6Yvblk519qv26LanHE3wlqUcV1Dmp7+vRBW9OFAECBAgQIECAAAECBAgQIEBgvgSOzIaqL7HXfG3Qdgj0W2C1bKAact1VVyO+L3lasvQLlLrnG5bxQWqALhO0urqzfpH8IakG5xpJd22QD3UFbz12oOarK0EVAQIECBAgQIAAAQIECBAgQGA+BDRA50PZNgi0LDBIDdC6+raamvWszy2mOc7dM/32pObfaZp5TSZAgAABAgQIECBAgAABAgQItCGgAdqCYl0BpwiMo8C6Oei3dg58zwzPmwbh2EyvhmnVQfcM/EmAAAECBAgQIECAAAECBAgQIDDoAhqgg3uG6tmf2yZ1teEDBnc3h3bPnp09XzU5Jflqj0fxgcz3m2Tz5DE9LmM2AgQIECBAgAABAgQIECBAgACBBRTQAJ1//HrG5yOTtSfZdN2KXc+lvDz5ZnJyckVSjbc3JosSNXeBett71RfuGdzrz/ve65t7boE/rvN9s/wEs/mKAAECBAgQIECAAAECBAgQIEBgUAQ0QOfvTKyVTR2W/C65IKnnTp6R7Js0Vc3Pano+o/mia7h+xv89OS1xRWgXzCxH6+VGVRfeM/izP/fPpxuSvf/s23s+/KLz3YMmmOYrAgQIECBAgAABAgQIECBAgACBAROoN4yr/gusnE0cn2zTtallM/6kTurrQ5PPJGvWh9TipJ5LeWXy6OShSV39WW+DrwfgPj1RsxeoFxpVLX/P4M/+vDqf6vxUw/rapJ7/2VTzd+aO5gtDAgQIECBAgAABAgQIECBAgACBwRVwBWj/z0010j6XNM3P32f868lZSdOE+1DG35bUsyWrqhG6YfKEpN4+/vBk66SuHK2qJuiLl4z5Y7YCv+osWFfdLl3l/86kmp1HJc25y+gf3xbfLF/fKQIECBAgQIAAAQIECBAgQIAAAQJjK1CNyrs7+VSG9eKdpu6fkWqENtNreGIzcYJh3UZfzwKt+X49wfRh+OqQzv6/foF3do/Ofpw5xX7UFaBlfV1SV+Gukfwuqe8enigCBAgQIECAAAECBAgQIECAQD8F6i7g6kPs1c+NWDeBuQqckhXUD+qPk7qicOlaL1/clNQ8lU2TqeoFmdjMe7+pZhzQaYPSAK2XHF3esXz5JFZ1hfQXO/NUw7ka2GX/v4kiQIAAAQIECBAgQIAAAQIECPRbQAO038LW34rAZVlLNc0OmGJtzZWG9eKdRVPMV5OqYdo0QJ86zbyDOHlQGqBlU//3pCxvTnZPJqoV8+XXksb8loxvNdGMviNAgAABAgQIECBAgAABAgQItCygAdoCqGeAtoA4zSrW7Uyf6pb1H3bmaa4EnWqV9YKeasJVPeiegT9nKfDpLFcN2ZWSLyX1S+XxSdOEXiHj1WReNmmqHkFwUfPBkAABAgQIECBAgAABAgQIECBAYLAFNED7f37+r7OJh0+xqZ9n2hXJ/ZM1ppivJj04qYZd1cX3DPw5B4E3Ztk3JbcmdUXo95JqMF+VLE5OTrZNrk1+mzw0OSaZ6O3x+VoRIECAAAECBAgQIECAAAECBAgMkoAGaP/PxgWdTeyTYfcLkLq3/M18WD+p51Le2D1hgvHXdX13fte40dkLHJxFN0lqWE3lam7Wowaqzk4OTKrx+aTkyuTpyRFJc6VoRhUBAgQIECBAgAABAgQIECBAgACB8RR4Vg67eX5kvTxnLretV/Pz9s76Ts9wGKtuOS+PhX4L/FR2det7NUC7b31v5q/nf16f1DF8qPnSkAABAgQIECBAgAABAgQIECDQB4F6XF/1IOquVUVgoAW+lr2rH9ZKPefz+OSxSS9Vt8XXLdpnJs06bsv4o5JhrGFogE7nul1mqNvk63y8M1EECBAgQIAAAQIECBAgQIAAgX4IaID2Q9U6+yJQTcxvJU0Ds4Z1G3Uv9fzM1L1cXQH6ml4WHNB5RqEBWrTPSe5M6ty8IlEECBAgQIAAAQIECBAgQIAAgbYFNEBbEPUM0BYQe1hFPTey3ib+z8llnfnP7QynG/yya4bfZHz75MNd3xldGIFjstl9O5s+NMNnL8xu2CoBAgQIECBAgAABAgQIECBAgACBwRKoF+c8fga7tEbmfVeyTbLcDJYb1FlH5QrQxvctGamrQOuW+Kc0XxoSIECAAAECBAgQIECAAAECBFoQcAVoC4hWQWC+BUatAVp+/5FUE7RejlQvSVIECBAgQIAAAQIECBAgQIAAgTYENEBbUHQLfAuIVjH2AvtH4HPJ6snJyUMTRYAAAQIECBAgQIAAAQIECBAgMAACGqADcBLswtAL3JUjeElyevKA5LSkXnylCBAgQIAAAQIECBAgQIAAAQIEFlhAA3SBT4DNj4zAbTmSejP8D5OHJXUlaF0RqggQIECAAAECBAgQIECAAAECBBZQYBReqrOAfGOz6b1zpPXG83qB01zrIZ0VbDrXFQ3g8jdmn3ZOvp38ZXJsslNya6IIECBAgAABAgQIECBAgAABAgQIEBhQgc9kv+olP23mewN6rG3s1kZZyW86Xl/I0JXWbahaBwECBAgQIECAAAECBAgQGD8BL0Fq4Zy7ArQFxDFYRV0BelDSRiPv01lPXf15eTKq9asc2I7JGclzk/9K/jZRBAgQIECAAAECBAgQIECAAAEC8yygAdp/8KuziTZuHZ9oT9ed6Ms+fHdL1nl2S+td3NJ6Bn01P8kO7prUi5FelVyXHJgoAgQIECBAgAABAgQIECBAgACBeRTQAO0/9trZRBtXTvZ/T22hbYF6FugeyTHJW5O6Lf7DiSJAgAABAgQIECBAgAABAgQIEJgnAQ3Q/kNvm018Mtmka1O/zfidXZ+Njq7A8Tm0VyT1M/Ch5Jrkc4kiQIAAAQIECBAgQIAAAQIECBAgMDICa+VIvp80LxF6z8gc2cwP5KyOQ10VOU715hxsnf96I/zTxunAHSsBAgQIECBAgAABAgQIECAwawEvQZo1nQUXQmD1bPT8pJpgdfXn9sk41rg2QOtc/2tS5/8PyeMSRYAAAQIECBAgQIAAAQIECBCYSkADdCqdHqd5NmWPUC3MdkPWsU9yV1Lu9QNcTVE1PgL1HNA676smJyXdj0XIR0WAAAECBAgQIECAAAECBAgQINC2gAZo26JTr++7mfwfnVnWz3C/qWc3dcQE6urPvZNqfq6XnJrUz4EiQIAAAQIECBAgQIAAAQIECBAgMDICq+RIfplUM6xeiFNXA45TjfMt8M15vm9GvpPUz8C5yZqJIkCAAAECBAgQIECAAAECBAgsLeAW+KVFZvHZW+BngTbHRW7K8i9Mduus5yEZntcZNxgPgcU5zF2TM5ItknpT/A7JzYkiQIAAAQIECBAgQIAAAQIECBAgQGCIBVwB+qeTt0FGL03qStDjkmUTRYAAAQIECBAgQIAAAQIECBBoBFwB2kjMYegZoHPAsyiBOQr8OsvXlZ/XJnVF8McSRYAAAQIECBAgQIAAAQIECBAg0KKABmiLmFZFYBYCF2SZZyT1aISXJ/+aKAIECBAgQIAAAQIECBAgQIAAgZYENEBbgrQaAnMQ+H6WfW5ye3JA8uZEESBAgAABAgQIECBAgAABAgQItCCgAdoColUQaEHg1KzjZUk9D7SuAt0rUQQIECBAgAABAgQIECBAgAABAnMU0ACdI+A8L758tlcvzmkyz5u3uT4LfCbrf0OyKPlksnOiCBAgQIAAAQIECBAgQIAAAQIE5iCgAToHvAVYdMts87KuLMAu2GSfBT6Y9b87WS75QvKERBEgQIAAAQIECBAgQIAAAQIECMxSQAN0lnAWI9BHgX/Iuj+e3Dc5MdksUQQIECBAgAABAgQIECBAgAABArMQ0ACdBZpFCMyDwKuyjWOTtZN6PuiGiSJAgAABAgQIECBAgAABAgQIEJihgAboDMEWePZzsv0HdGWBd8fm+yhwZ9a9Z3JGUs98rSboOokiQIAAAQIECBAgQIAAAQIECBCYgYAG6AywBmDWO7IPV3ZlAHbJLvRR4Jase7fk3ORRSd0Ov0qiCBAgQIAAAQIECBAgQIAAAQIEehTQAO0RymwEFkjg+mx3p+SS5PFJvRhp+UQRIECAAAECBAgQIECAAAECBAj0IKAB2gOSWQgssMAV2f4OyVVJNUM/mSxKFAECBAgQIECAAAECBAgQIECAwDQCy00z3eT+C6yfTdSLbuqN35W67bmu+rshubbzOQM15gIX5fh3Tr6e/HVydfKGRBEgQIAAAQIECBAgQIAAAQIECBAYKIHVsjevSb6TVJPz7ilye6b9KDk0eUYyClf9nZXjqGM+JlEzF9g+i9yalOHbZ764JQgQIECAAAECBAgQIECAAIEhEjgy+1o9gL2GaJ/t6hgL3D/H/uFkuqbnVA3R87J8NUKHuTRA5372np9V1Fvi62dl77mvzhoIECBAgAABAgQIECBAgACBARXQAG3hxLgFvgXEHlaxVuY5Pdmia95qXtWzHS9N6nbmm5O6sq/OyUrJ6smGyUbJiknV5slxyZuSDyRqPAU+n8NeN/mv5KPJtcmxiSJAgAABAgQIECBAgAABAgQIECAw7wKrZIt1u3tzZeeZGd8zWS/ppeqN39skhyW3Jc16dsn4MJYrQNs7a3ULfP08VPN82/ZWa00ECBAgQIAAAQIECBAgQIDAgAi4AnRAToTdmFrg5ZncNC2PyvgyU88+5dRqejZN0HPnuK4pN9THiRqg7eLWVaD18/W7ZMt2V21tBAgQIECAAAECBAgQIECAwAILaIAu8Amw+d4EPpbZqkF1TlJXc861XpcVNA3Vh811ZQuwvAZou+jVUD86qZ+Jy5ONE0WAAAECBAgQIECAAAECBAiMhoAGaAvncS5XI7aw+bFYRd2+XnV8cvuSsbn98cWuxTfpGjc6ngJ35bDrTXBfTR6YnJb0+niFzKoIECBAgAABAgQIECBAgAABAqMtoAHa//O7QWcTl7W0qWuznqaRunJL67Sa4RaoxyI8K/lR8ojk5GS1RBEgQIAAAQIECBAgQIAAAQIExl5AA7T/PwIXdzaxdUubemLW09xKf3ZL67Sa4Rf4Qw5h5+Si5LHJl5IVEkWAAAECBAgQIECAAAECBAgQGGsBDdD+n/565mXVHslTlozN/o81s+i/dxa/LsNLZr8qS46gwFU5ph2SK5L/L/l04u94EBQBAgQIECBAgAABAgQIECBAgED/BOpFRc2b23+f8Vcls7kyb6ssd2bSvADpPRkfxqqGcB3DMcO480Oyz1tmP+tnrZw/PCT7bDcJECBAgAABAgQIECBAgACBewt4CdK9TWb8zXIzXsICMxWoW+APTA5K1kg+0hn/RoY/TuoqziuTm5NbkjonKyWrJxsmD0+enGyeNHVaRt7RfDAksJTAufm8W1I/J69O6mphPy9BUAQIECBAgAABAgQIECBAgAABAv0TeHlWvThpruCc7bBecLN2/3az72t2BWjfif+4gd0zdkdSP2t/+8dvjRAgQIAAAQIECBAgQIAAAQLDIuAK0GE5U/bzjwLrZaxuXa9nNM6kAVpXhn452TUZ9tIAnd8zuE82Vz9rdybPm99N2xoBAgQIECBAgAABAgQIECAwRwEN0DkC1uJugW8BcQaruDrzvq2TjTN8QvKIpG53r9vjV0tuT25MbkguTs5PzknqO0VgpgIfzwJ1xfD7k08ndTv8VxNFgAABAgQIECBAgAABAgQIECBAgEAfBFwB2gfUHlb5gcxTV4JWY/0xPcxvFgIECBAgQIAAAQIECBAgQGDhBVwB2sI5WKaFdVgFAQKDL/CG7OJnkrrKuJ4jWy/XUgQIECBAgAABAgQIECBAgACBkRfQAB35U+wACSwRqKs/X5acmtwvqTfEPyBRBAgQIECAAAECBAgQIECAAIGRFtAAHenT6+AI/JlAPV/2ucn3k4ck1QytZ88qAgQIECBAgAABAgQIECBAgMDICmiAjuypdWAEJhS4Kd8+I7kg2TI5LlkpUQQIECBAgAABAgQIECBAgACBkRTQAB3J0+qgCEwpcG2m7pD8OnlyclSybKIIECBAgAABAgQIECBAgAABAiMnoAE6cqfUARHoSeCyzLVjcl3yrOQjiSJAgAABAgQIECBAgAABAgQIjJyABujInVIHRKBngfMz567J4uRvkvcligABAgQIECBAgAABAgQIECAwUgIaoCN1Oh0MgRkLfDdLPD+5I3lzsn+iCBAgQIAAAQIECBAgQIAAAQIjI6ABOjKn0oEQmLXASVly7+Tu5JDkRYkiQIAAAQIECBAgQIAAAQIECIyEgAboSJxGB0FgzgJHZg1/lyxKDk/q+aCKAAECBAgQIECAAAECBAgQIDD0AhqgQ38KHQCB1gQOzpremyyffDH5f4kiQIAAAQIECBAgQIAAAQIECAy1gAboUJ8+O0+gdYG3ZY2HJ6skdWv8pokiQIAAAQIECBAgQIAAAQIECAytgAbo0J46O06gbwKvyJqPT9ZJTk02SBQBAgQIECBAgAABAgQIECBAYCgFNECH8rTZaQJ9Fag3wu+RfDt5cFJN0LUSRYAAAQIECBAgQIAAAQIECBAYOgEN0KE7ZXaYwLwI3Jyt7Jr8JNksOTG5b6IIECBAgAABAgQIECBAgAABAkMloAE6VKfLzhKYV4HfZ2v1NvhfJVsnn0+WSxQBAgQIECBAgAABAgQIECBAYGgENECH5lTZUQILInB5trpDck2yS/LxZFGiCBAgQIAAAQIECBAgQIAAAQJDIaABOhSnyU4SWFCBC7P1nZMbk5ckByWKAAECBAgQIECAAAECBAgQIDAUAhqgQ3Ga7CSBBRf4YfbgOcltyZuStyaKAAECBAgQIECAAAECBAgQIDDwAhqgA3+K7CCBgRE4PXtSV4Delbw3eWmiCBAgQIAAAQIECBAgQIAAAQIDLaABOtCnx84RGDiBz2WP9u/s1X9nWG+KVwQIECBAgAABAgQIECBAgACBgRXQAB3YU2PHCAyswH9mz96Z1Bvhj062SRQBAgQIECBAgAABAgQIECBAYCAFNEAH8rTYKQIDL/Cu7OFHk5WT45PNE0WAAAECBAgQIECAAAECBAgQGDgBDdCBOyV2iMDQCOybPT0mWSs5JdkoUQQIECBAgAABAgQIECBAgACBgRLQAB2o02FnCAyVQL0M6UXJ15MHJacm6yaKAAECBAgQIECAAAECBAgQIDAwAhqgA3Mq7AiBoRS4NXu9e/Lj5JHJScmqiSJAgAABAgQIECBAgAABAgQIDISABuhAnAY7QWCoBW7I3u+UXJz8VVK3xS+fKAIECBAgQIAAAQIECBAgQIDAggtogC74KbADBEZC4MocxY5JDZ+eHJEsShQBAgQIECBAgAABAgQIECBAYEEFNEAXlN/GCYyUQF0BWleC1hWheyYfTBQBAgQIECBAgAABAgQIECBAYEEFNEAXlN/GCYycQD0LtJ4JWs8GfW3yj4kiQIAAAQIECBAgQIAAAQIECCyYgAbogtHbMIGRFfh6jqzeDl9viX9n8opEESBAgAABAgQIECBAgAABAgQWREADdEHYbZTAyAvUi5D27RzloRk+e+SP2AESIECAAAECBAgQIECAAAECAymgATqQp8VOERgJgY/mKN6aLJsclTwlUQQIECBAgAABAgQIECBAgACBeRXQAJ1XbhsjMHYC/5oj/s9kxeS4ZKtEESBAgAABAgQIECBAgAABAgTmTUADdN6obYjA2Aq8Lkf+2WT15JTkoYkiQIAAAQIECBAgQIAAAQIECMyLgAbovDDbCIGxFrg7R//S5PTk/slpnWEGigABAgQIECBAgAABAgQIECDQXwEN0P76WjsBAvcI3JbBc5IfJA9L6krQuiJUESBAgAABAgQIECBAgAABAgT6KqAB2ldeKydAoEvgxozvklyY1LNAj03q2aCKAAECBAgQIECAAAECBAgQINA3AQ3QvtFaMQECEwhck+92SC5Ptks+k/g9FARFgAABAgQIECBAgAABAgQI9EdA46E/rtZKgMDkAr/KpB2T3yV1W/yhiSJAgAABAgQIECBAgAABAgQI9EVAA7QvrFZKgMA0Aj/J9N2Sm5NXJu9NFAECBAgQIECAAAECBAgQIECgdQEN0NZJrZAAgR4Fvp35XpDckbw12S9RBAgQIECAAAECBAgQIECAAIFWBTRAW+W0MgIEZihwQuZ/RWeZD2a4xwyXNzsBAgQIECBAgAABAgQIECBAYEoBDdApeUwkQGAeBA7PNg5I6vfREcnTEkWAAAECBAgQIECAAAECBAgQaEVAA7QVRishQGCOAu/P8pUVki8lj0sUAQIECBAgQIAAAQIECBAgQGDOAhqgcya0AgIEWhJ4S9ZzZLJqclKySaIIECBAgAABAgQIECBAgAABAnMS0ACdE5+FCRBoUeDurGvvpJqf6yWnJesnigABAgQIECBAgAABAgQIECAwawEN0FnTWZAAgT4I1Bvhn598N9koOTVZM1EECBAgQIAAAQIECBAgQIAAgVkJaIDOis1CBAj0UWBx1r1rcn6yeXJ8snKiCBAgQIAAAQIECBAgQIAAAQIzFtAAnTGZBQgQmAeB67KNHZNLkycln0uWTRQBAgQIECBAgAABAgQIECBAYEYCGqAz4jIzAQLzKPDrbKuaoNcmuyX/nSgCBAgQIECAAAECBAgQIECAwIwENEBnxGVmAgTmWeCCbG+X5KbkZcn7EkWAAAECBAgQIECAAAECBAgQ6FlAA7RnKjMSILBAAmdmu89Nbk/e3EkGigABAgQIECBAgAABAgQIECAwvYAG6PRG5iBAYOEF6m3wL0vuTv41eXGiCBAgQIAAAQIECBAgQIAAAQLTCmiATktkBgIEBkTgM9mPNySLkk8kOyeKAAECBAgQIECAAAECBAgQIDClgAbolDwmEiAwYAIfzP68O1ku+UKydaIIECBAgAABAgQIECBAgAABApMKaIBOSmMCAQIDKvAP2a+PJ/dNTkg2SxQBAgQIECBAgAABAgQIECBAYEIBDdAJWXxJgMCAC7wq+3dssnZSzwfdMFEECBAgQIAAAQIECBAgQIAAgXsJaIDei8QXBAgMgcCd2cc9k28mGySnJeskigABAgQIECBAgAABAgQIECDwZwIaoH/G4QMBAkMkcEv29ZnJucmmyYnJKokiQIAAAQIECBAgQIAAAQIECPxRQAP0jxRGCBAYQoHrs887JZckj0/qxUjLJ4oAAQIECBAgQIAAAQIECBAgsERAA9QPAgECwy5wRQ5gh+SqpJqhn0wWJYoAAQIECBAgQIAAAQIECBAgcB8NUD8EBAiMgsBFOYidkz8kf50cnCgCBAgQIECAAAECBAgQIECAgAaonwECBEZG4Ec5kmcltyWvT96eKAIECBAgQIAAAQIECBAgQGDMBVwBOuY/AA6fwIgJfDXHU1eA3pW8O9knUQQIECBAgAABAgQIECBAgMAYC2iAjvHJd+gERlSgXoS0X+fYDstw9xE9TodFgAABAgQIECBAgAABAgQI9CCgAdoDklkIEBg6gUOzx+9Ilk0+m2ybKAIECBAgQIAAAQIECBAgQGAMBZYbw2MetENePzu0dnLfTm7J8PrkhuTapD4rAgRmLvDPWaT+fu2bHJ88OTk3UQQIECBAgAABAgQIECBAgMAYCWiAzv/JXi2bfElSzyncPKnPk9UdmXBe8v3khOSk5O5EESDQm0DdCr9u8vzklGSb5JJEESBAgAABAgQIECBAgAABAgQItCxw/6zvw0ld2VlNzNmkmqHPSIa5zsrO17EfM8wHYd+HSmCF7O1Xkvq5uzC5X6IIECBAgAABAgQIECBAgMAwCByZnax/z+41DDs7qPvoCtD5OTNrZTOnJ1t0ba5+eK9ILk2uTm5Obk3qnKyUrJ5smGyUrJhU1RWjxyVvSj6QKAIEphe4LbM8O/l68pikrqR+avKHRBEgQIAAAQIECBAgQIAAAQIECMxRYJUs/52kGp6VM5M9k/WSXmr5zFS37dbbrKuR06xnl4wPY7kCdBjP2mjsc135WVeA1t+huiK0rgxVBAgQIECAAAECBAgQIEBgkAVcATrIZ8e+/VHg5RlrmpZHZXyZP06Z+Ug1PZsmaL3MZS7rmvnW21lCA7QdR2uZncBDstjlSf2dPDoZxr9D2W1FgAABAgQIECBAgAABAmMioAHawon2j/8WEKdZxRM706thWS8/umua+aeaXLfu/l1nhrqdvpo5igCB3gUuyaw7Jdcn9WKk/0wUAQIECBAgQIAAAQIECBAgMMICGqD9P7l1+3rV8cntS8bm9scXuxbfpGvcKAECvQnU/4zYLbkl2Tf5p0QRIECAAAECBAgQIECAAAECIyqgAdr/E7tBZxOXtbSpa7OeppG6ckvrtBoC4yZwRg64nsV7Z/KOpBqhigABAgQIECBAgAABAgQIEBhBAQ3Q/p/Uizub2LqlTdUt9fVipKqz7xn4kwCBWQgcm2Ve1VmuboV/3izWYRECBAgQIECAAAECBAgQIEBgwAU0QPt/gs7qbGKPDJ8yx82tmeX/vbOO6zKs5xkqAgRmL/DxLPrmpH4X/k+yfaIIECBAgAABAgQIECBAgAABAgRmIPCwzNu8uf33Ga8rzlaYwfLNrFtl5Myk3l5deU8yjFUN4dr/Y4Zx5+3zyAockiOrn8sbkseM7FE6MAIECBAgQIAAAQIECBAYNgFvgW/hjC3XwjqsYmqBugX+wOSgZI3kI53xb2T44+SS5Mrk5qReylLnZKVk9WTD5OHJk5PNk6ZOy8g7mg+GBAjMWeCNWcN6yV8nJyf18rKLEkWAAAECBAgQIECAAAECBAgQINCjwMsz3+KkrjKbS6o5s3YyrOUK0GE9c6O/3/Vs3fr7VX8/f5k8MFEECBAgQIAAAQIECBAgQGAhBVwB2oK+Z4C2gNjjKj6Z+TZK3pv8tsdlmtluzUi9sGW3ZOeknv+pCBBoV+D2rK5ehPT95CHJKUldta0IECBAgAABAgQIECBAgACBIRZwC/z8nryrs7m3dbJxhk9IHpHU7e7VaFktqSbMjUk9i7Bunz8/OSep7xQBAv0VuCmrf0byrWTL5Lhkx6QeT6EIECBAgAABAgQIECBAgACBIRTQAF24k/Z/2XRFESAwWALXZnd2SL6T1PN3P5s8N7kzUQQIECBAgAABAgQIECBAgMCQCbgFfshOmN0lQGBeBC7LVurKz3rcxO7JYYkiQIAAAQIECBAgQIAAAQIEhlBAA3RwT1q9gGXbZKfkAYO7m/aMwMgK1OMndk3q5WX7JO9LFAECBAgQIECAAAECBAgQIECAwDQCK2b6I5PJ3uS+RaadkCz9pvjf5Ls3JouSYa6zsvN1bMcM80HY97ES2CVHW8/mrZ/b/cfqyB0sAQIECBAgQIAAAQIECCy0gLfAL/QZsP0ZCayVues22rqarBopdyRnJPsmTVXz83fJ0s3P7s+nZ/owXxGqAdqcbcNhEnhxdvauTl40TDtuXwkQIECAAAECBAgQIEBgqAU0QIf69I3Xzq+cw623Snc3MrvHmyboeV3z1Nuov5ccm1yUVPOlWaaaoMNaGqDDeubsd12BXX8Hb0vq+aCKAAECBAgQIECAAAECBAj0W0ADtN/C1t+KwLJZy3FJ07ysKzy/lvwwqUZKfV+3176tM16f/ydZ+hb5x+e7n3XNU1ekDWNpgA7jWbPPjcB7M1J/R29M/l/zpSEBAgQIECBAgAABAgQIEOiTgAZon2Cttl2BalRWw6TyqWTVpKn7Z6RpCDbznNhMnGBYt9HXs0Br3l9PMH0YvmqO1zNAh+Fs2ceJBD6ZL+vv4DXJphPN4DsCBAgQIECAAAECBAgQINCSgAZoS5BW01+BU7L6apb8OFlugk2tl+/qdveapzJdQ+UFXfPeL+PDVhqgw3bG7O/SAvX3uLmq+1cZ32DpGXwmQIAAAQIECBAgQIAAAQItCWiAtgC5TAvrsIqpBR7dmXxUhvXio6Xr6nzx6c6Xf8jw50vPsNTnr3V9btbd9ZVRAgT6LFB/j/dIvp08ODk1WfqRFflKESBAgAABAgQIECBAgAABAoMgoAHa/7OwbmcTU92yXs8DrWquBL3n08R/VsP0ls6kB008i28JEOizwM1Z/67JT5LNkhOS+yaKAAECBAgQIECAAAECBAgQGDABDdD+n5D/62zi4VNsqq76vCKpZ4KuMcV8NamuOFupM8/FnaEBAQLzL/D7bLLeBl+3wW+dfD6p2+MVAQIECBAgQIAAAQIECBAgMEACGqD9PxkXdDaxT4bdL0Dq3vI382H9pK4gq7dLT1Wv65p4fte4UQIE5l/g8mxyh6SuzN4l+USyKFEECBAgQIAAAQIECBAgQIAAgbEReFaOtHnB0f9mfC63rVfz8/bO+k7PcBjLS5CG8azZ5+kEHpcZ6hm+9Xf936ab2XQCBAgQIECAAAECBAgQINCjgJcg9QhltoUXqBcXNU3Qes7n8clje9ytui3+TcmZSbOO2zL+qGQYSwN0GM+afe5F4GmZ6dak/p6+tZcFzEOAAAECBAgQIECAAAECBKYR0ACdBsjkwRGoJua3kqaBWcOn97h7z19quboC9DU9LjuIs2mADuJZsU9tCeyRFd2Z1N/xlyWKAAECBAgQIECAAAECBAjMRUADdC56lp13geWzxXcnlybVHKmmaC9VV4o2jdNfZ3zbXhYa4Hk0QAf45Ni1VgT2y1rq72z9z4p6U7wiQIAAAQIECBAgQIAAAQKzFdAAna2c5RZUoF6Q8vgZ7EG9Ff5dyTbJKLxhWgN0BiffrEMr8I/Z82qCLk7q764iQIAAAQIECBAgQIAAAQKzEdAAnY2aZQgssIAG6AKfAJufN4HDsqVqgl6XbD5vW7UhAgQIECBAgAABAgQIEBglAQ3QFs7mMi2swyoIECBA4N4C++arY5K1klOTjRJFgAABAgQIECBAgAABAgQIzLOABug8g9scAQJjI3BXjvRFydeT9ZPTknUTRYAAAQIECBAgQIAAAQIECMyjgAboPGLbFAECYydwa4549+THySbJScmqiSJAgAABAgQIECBAgAABAgTmSWAUXqozT1RjvZm35+jfmLTRMF+lI1m3BSsC4yBwQw5yp+TbyV8ldVt8vR3+tkQRIECAAAECBAgQIECAAAECfRbQAO0z8Iis/v45jrYblsuPiI3DINCLwJWZaYfkO8nTk08ldXt8vSRJESBAgAABAgQIECBAgAABAn0U0ADtI+4Irfq1OZa3JYtaOKZvZB1/kVzVwrqsgsAwCfwyO1tXgtbfgT2Ta5L6u6UIECBAgAABAgQIECBAgACBPgpogPYRt7PqqzNso3E40Z7O5wtV6jbeNurONlZiHQSGVKCeBVrPBD0l2S+pJui7EkWAAAECBAgQIECAAAECBAj0SUADtE+wXatdO+NtPDuza5VGCRAYYoGvZ99fmHw+eWdyRfLRRBEgQIAAAQIECBAgQIAAAQJ9ENAA7QPqUqvcNp8/mdQboJv6bUZcCdloGBIYP4Ev5ZBfnRyWHJrUlaD1ciRFgAABAgQIECBAgAABAgQIEBhKgXqB0PeTeuFJ5T3JuNZZOfAy0OwZ158Ax90t8NZ8qL8PtyTbJYoAAQIECBAgQIAAAQIECHQLHJkP9e/Gvbq/NE5gUAVWz46dn9QPbV39uX0yjqUBOo5n3TFPJfChTKzfC9cnW001o2kECBAgQIAAAQIECBAgMHYCGqAtnHLPpmwBscdV1EuE9knuSsq9foCrKaoIEBhvgf1z+J9N6vdBvRzpoYkiQIAAAQIECBAgQIAAAQIEWhLQAG0JssfVfDfz/Udn3vUzrLdAKwIExlugrv58SXJ6cv/ktM4wA0WAAAECBAgQIECAAAECBAgQGD6BVbLLv0yq6VEvPlk1GadyC/w4nW3HOhOB+l1wZlK/G85OXCEeBEWAAAECBAgQIECAAIExF3ALfAs/AN4C3wLiDFdxU+Z/YbJbZ7mHZHheZ9yAAIHxFbgxh75L8q2kngV6bLJTcmuiCBAgQIAAAQIECBAgQIAAAQIEhkTAFaBDcqLs5oIJbJQt/yapK0G/mHhUSRAUAQIECBAgQIAAAQIExlTAFaAtnHj/sG4B0SoIECDQosCvsq4dk98lz0kOTRQBAgQIECBAgAABAgQIECAwSwEN0FnCWYwAAQJ9FPhJ1l2Pybg5eWXynkQRIECAAAECBAgQIECAAAECsxDQAJ0FmkUIECAwDwLfzjZekNyRHJjslygCBAgQIECAAAECBAgQIEBghgIaoDMEMzsBAgTmUeCEbOsVne19MMM95nHbNkWAAAECBAgQIECAAAECBEZCQAN0uE7j8tndDboyXHtvbwkQmI3A4VnozUn9vj4ieXqiCBAgQIAAAQIECBAgQIAAgR4FNEB7hBqQ2bbMflzWlQHZLbtBgECfBQ7K+t+frJAckzwuUQQIECBAgAABAgQIECBAgEAPAhqgPSCZhQABAgMg8JbsQ10BumpyUrJJoggQIECAAAECBAgQIECAAIFpBDRApwEymQABAgMicHf2Y5+kmp/rJacl6yeKAAECBAgQIECAAAECBAgQmEJAA3QKnAGcdE726QFdGcBdtEsECPRRoN4I//zku8lGyanJmokiQIAAAQIECBAgQIAAAQIEJhHQAJ0EZkC/rubHlV0Z0N20WwQI9FFgcda9a3J+snlSb4pfOVEECBAgQIAAAQIECBAgQIDABAIaoBOg+IoAAQIDLnBd9m/H5NJkm+RzyXKJIkCAAAECBAgQIECAAAECBJYS0ABdCsRHAgQIDInAr7Of1QS9Ntkt+ViiCBAgQIAAAQIECBAgQIAAgaUEXDG0FMgCfKyXmKyd3LeTWzK8PrkhqcZGfVYECBCYSOCCfLlL8tXkZclVyQGJIkCAAAECBAgQIECAAAECBAgsmMBq2fJrku8k1eSsNztPltsz7UfJockzkkXJsNdZOYA63mOG/UDsP4EBEqgrQW9L6u/W3w/QftkVAgQIECBAgAABAgQIEJibwJFZvP6tt9fcVmNpAvMjcP9s5sPJdE3PyZqh9f15STVCh7k0QIf57Nn3QRZ4UXburk5ePMg7at8IECBAgAABAgQIECBAoGcBDdCeqSaf0S3wk9u0OWWtrOz0ZIuulVZD84qkXmJydXJzcmtS52SlZPVkw2SjZMWkqt74fFzypuQDiSJAgEAj8JmMrJfU74ZPJNcmJyWKAAECBAgQIECAAAECBAgQINBXgVWy9rrdvbmy88yM75lUo6KXWj4z1VueD0uaW1xrXfXcv2EsV4AO41mzz8Mk8O7sbP2OuCnZeph23L4SIECAAAECBAgQIECAwL0EXAF6LxJfDKLAy7NTTfPzqIwvM4edrKZn0wQ9d47rmsNuzGlRDdA58VmYQE8C9Ub4+r1TV4Fu1tMSZiJAgAABAgQIECBAgACBQRTQAJqPoeMAAEAASURBVB3Es2Kf7iXQNCLOyZS6mnOu9bqsoGmoPmyuK1uA5TVAFwDdJsdOYNkc8ZeS+l1xWVKP01AECBAgQIAAAQIECBAgMHwCGqAtnLO5XI3YwubHYhV1+3rV8cntS8bm9scXuxbfpGvcKAECBBqBOzPywuSbyQbJack6iSJAgAABAgQIECBAgAABAmMnoAHa/1NezYequgqrjapbWptG6sptrNA6CBAYSYFbclTPTOpxGZsmJyb1TGJFgAABAgQIECBAgAABAgTGSkADtP+n++LOJtp6GckTs77mVvqz+7/7tkCAwBALXJ993zG5JHl8UleQN78/MqoIECBAgAABAgQIECBAgMDoC2iA9v8c1zMvq/ZInrJkbPZ/rJlF/72z+HUZVlNDESBAYCqB32biDslVSTVDD08WJYoAAQIECBAgQIAAAQIECBAg0IrAw7KW5s3tv8/4q5IVZrHmrbLMmUm91KTynmQYqxrCtf/HDOPO22cCQyzwmOz7DUn9/fvAEB+HXSdAgAABAgQIECBAgMA4CXgJUgtne7kW1mEVUwvULfAHJgclayQf6Yx/I8MfJ5ckVyY3J/XMvjonKyWrJ/Xm5ocnT042T5qqF5q8o/lgSIAAgR4EfpR5npWclOyfXJP8c6IIECBAgAABAgQIECBAgAABAq0IvDxrWZzU1VdzyclZfu1kWMsVoMN65uz3qAg8LwdyZ1K/h/YZlYNyHAQIECBAgAABAgQIEBhRAVeAjuiJHeXDWi8HV7euX5HMpAlaV4Z+Odk1GfbSAB32M2j/R0Fg3xxE/Q66I9l9FA7IMRAgQIAAAQIECBAgQGBEBTRAWzixbd4Cv2z2p64qUpMLXJ1Jb+tk4wyfkDwiqdvd6/b41ZLbkxuTelbfxcn5yTlJfacIECDQhsChWck6ybuTzyb1kqQzEkWAAAECBAgQIECAAAECBAhMIlBvFK7nWR6f1O2V3jAcBDWhgCtAJ2TxJYEFEfhwtlpXgv4+2XJB9sBGCRAgQIAAAQIECBAgQGAqAVeATqUzz9PqJT3NLd0XzfO2bW64BDRAh+t82dvRFlgmh3d0Ur+/L08ekigCBAgQIECAAAECBAgQGBwBDdAWzkX947eNenTXSk7sGjdKgAABAoMrcFd2ba/kf5MHJqcl90sUAQIECBAgQIAAAQIECBAYGYG2GqD1nMqm6lmWigABAgSGQ+C27Oazk7o6++HJyUk9j1gRIECAAAECBAgQIECAAIGREGirAfqtaFzSEak3Cj94JHQcBAECBMZD4A85zF2SXySPSb6crJAoAgQIECBAgAABAgQIECAw9AJtNUDr7e/bJz9I1kzOS16f1FvO603DigABAgQGW+Cq7N6OyRVJ/T7/dNLWfyOyKkWAAAECBAgQIECAAAECBBZGYLmWNrt61vP25KfJI5P6fEjS1PUZubH5MMnw4HxfUQQIECCwMAJ1Jf9OyTeS5yfXJK9OFAECBAgQIECAAAECBAgQGFqBthqgK0dgnykU6rmg0z0b1DPnpgA0iQABAvMkcG6288ykXoi0b1JN0H9IFAECBAgQIECAAAECBAgQGEqBthqgd+fo6x/Jc6nFc1nYsgQIECDQmsAZWdOeyReTdyR1W/yhiSJAgAABAgQIECBAgAABAgQIEJhGoN40XQ3zY6aZz2QCBBZeYO/sQv19rec81y3xigABAgQIECBAgAABAgTmV+DIbK7+XbbX/G52tLbmBRejdT4dDQECBNoU+ERWdkBS/62olyJtnygCBAgQIECAAAECBAgQIDBUAhqgQ3W67CwBAgTmXeD92eIHkhWSLyePSRQBAgQIECBAgAABAgQIEBgagbaeATrRAa+ZLzdL6q3wmyYrJlcnVyb1huFfJIoAAQIEBl/gjdnF9ZK/Tk5OtkkuShQBAgQIECBAgAABAgQIEBhLgWp01kszbk7qGQWT5ZxMe0aixkvAM0DH63w72tERWD6HUs3P+p3+y+SBiSJAgAABAgQIECBAgACB/gp4Bmh/fWe19i2y1IXJZE3Pib7/l1ltyULDKqABOqxnzn4TuM99VgnC95L6XV7/E2uNRBEgQIAAAQIECBAgQIBA/wQ0QFuwbfMW+Lry86jkEZ39uj3DLyQ/Sy5Jbkk26mT3DB+cVL0lqXmOqA+KAAECBAZW4KbsWV25f0ayZXJcsmNSv98VAQIECBAgQIAAAQIECBAYeYH35QibKzyPz/jDpjjiapa+Nmluk78h46tOMb9JoyPgCtDROZeOZHwFNsyhX5bU7/x6MdKyiSJAgAABAgQIECBAgACB9gWOzCrr3157tb9qa5ypQF1JWlcA1Qn5QVJvC+6lXpmZmqbpK3pZwDxDL6ABOvSn0AEQWCJQL7m7Nqnf4f+95Bt/ECBAgAABAgQIECBAgEDbAhqgLYgu08I6ahWPTOqqzqq6svO2JWPT//HRzFINsaq6jVIRIECAwHAInJ/drNvhFyf7JHUXgCJAgAABAgQIECBAgAABAgMn0FYDtJ4FV3Vr8qMlY73/8Z3OrBv1vog5CRAgQGAABOqFSM9L7kjenOyfKAIECBAgQIAAAQIECBAgMFACbTVAmzcB15VAvV792UBc3xlp84VMzboNCRAgQKC/Aidn9XsndSv8IcmLEkWAAAECBAgQIECAAAECBAZGoK0G6AWdI1orw4fO8Oge25n/vBkuZ3YCBAgQGAyBeibN3yWLksMTjzQJgiJAgAABAgQIECBAgACBwRBoqwFaz4Jraia3QNat80/tLKgB2ggaEiBAYPgEDs4u/0uyfPLF5PGJIkCAAAECBAgQIECAAAECIyVQt0E2b3SvF2JMVw/ODBcmtcztyRaJGn2BeulVnfNjRv9QHSGBsRT4RI66/o5fk2w6lgIOmgABAgQIECBAgAABAu0JeAt8e5atrOmRWUs9/7NpgtbLMZ6bbJbcN6mrTTdMtk0+mNQLk5p5/ynjajwENEDH4zw7yvEVWDaHflxSv98vTTZIFAECBAgQIECAAAECBAjMTkADdHZufV3qb7P2W5Kmsdk9rKs8uz8342fm+7plUo2HgAboeJxnRzneAivn8M9I6vf8T5O1E0WAAAECBAgQIECAAAECMxfQAJ252b2WaOsZoM2KP5KReqnR2c0XXcOl3/J+Y6YdkDwpqeaoIkCAAIHRELg5h7Fb8pOk7gI4Iak7ARQBAgQIECBAgAABAgQIEJh3gaWbkm3sQF3tUy+/eHby6ORRnayZ4cXJL5J69uf/JJcnigABAgRGT+D3OaR6G/x3kq2Tzye7J3ckigABAgQIECBAgAABAgQIDKVAPfdNEZhOwC3w0wmZTmC0BDbJ4VyV1O3wRySLEkWAAAECBAgQIECAAAECvQm4Bb43pynnausW+PoHbTW2jk+el/gHbhAUAQIECCy54n+XONRjT16cHMSEAAECBAgQIECAAAECBAgMo8CTs9PNS40uGsYDsM/zJuAK0HmjtiECAyXwtOzNrUn9t+ItA7VndoYAAQIECBAgQIAAAQKDK+AK0BbOTVtXgNazPps6sRkxJECAAAECHYGvZPiS5K7kX5KXJYoAAQIECBAgQIAAAQIECPRdoK0G6Plde7pG17hRAgQIECDQCHwuI6/rfPhYhrs2EwwJECBAgAABAgQIECBAgEC/BNpqgH4rO3hJZyfrLb8P7tcOWy8BAgQIDLXAh7P370qWS45OtkkUAQIECBAgQIAAAQIECBDom0BbDdA7s4fbJz9I1kzOS16fPCFZJ1EECBAgQKAReGdGDktWTurleZsnigABAgQIECBAgAABAgQI9EWgrsBpo1bPSt6e/DR5ZFKfD0mauj4j9QbgqergTKwoAgQIEBh9gVfnENdLnpOcmjwx+VWiCBAgQIAAAQIECBAgQIBAqwJtNUDrKp59ptizei7odM8GXW2K5U0iQIAAgdESqJchvSg5JdkuOS2p2+GvSRQBAgQIECBAgAABAgQIEGhNoK0G6N3Zo7n+o3Vxa0dlRQQIECAwDAK3ZifrudFfT/4yOTl5ajLdHQOZRREgQIAAAQIECBAgQIAAgd4E2mqAXpXN1a2MigABAgQIzETghsy8c/Lt5HHJMUm9Hf62RBEgQIAAAQIECBAgQIAAgTkLtPUSpNqRZee8N1ZAgAABAuMocGUOeofkt8nTkyOSNv/7lNUpAgQIECBAgAABAgQIEBhXgbb+gbkogGcl9Tbf5yX1WREgQIAAgV4FfpkZ60rQuiJ0j+SDiSJAgAABAgQIECBAgAABAgMj8OTsST0HtHLRwOyVHRlEgWqU189J3eaqCBAgsLTAU/LFLUn9nvjHpSf6TIAAAQIECBAgQIAAgTETODLHW/8+2mvMjrvVw23rCtBHd+3ViV3jRgkQIECAwEwEvpGZX5jcmbwzeWWiCBAgQIAAAQIECBAgQIDArAXaaoCe37UHa3SNGyVAgAABAjMV+FIW2Lez0KEZPmemKzA/AQIECBAgQIAAAQIECBBoBNpqgH4rK7yks9LdM3xwswFDAgQIECAwC4GPZZkDk/rv1GeS7RJFgAABAgQIECBAgAABAgRmLNBWA7RuVdw++UGyZnJe8vrkCck6iSJAgAABAjMV+Jcs8B/JismxyVaJIkCAAAECBAgQIECAAAECMxJYbkZzTz7z6pn09uSnySOT+nxI0tT1Gbmx+TDJ8OB8X1EECBAgQKAR2D8j6yV7Jqck2yQXJ4oAAQIECBAgQIAAAQIECPQk0FYDdOVsbZ8ptrhGplWmqtWmmmgaAQIECIylQL3t8CVJ3U3w9OTUpJqgVyaKAAECBAgQIECAAAECBAhMK9BWA7T+gXrNtFubeobFU082lQABAgTGVOD2HHe9COmryV8ldSXoU5IbEkWAAAECBAgQIECAAAECBKYUaKsBelW2UrcoKgIECBAg0A+BeozKLsm3knoWaD0TdKfk1kQRIECAAAECBAgQIECAAIFJBdp6CdKkGzCBAAECBAi0JFB3GuyY/CbZLqm3w/vvWBAUAQIECBAgQIAAAQIECEwu4B+Ok9uYQoAAAQKDJ/Cr7FJd+fm7pG6LPzRRBAgQIECAAAECBAgQIEBgUoGZNkDrZUcP6GTFSdfa+4SNM+vhnTwrQ0WAAAECBKYT+Elm2C25OXll8p5EESBAgAABAgQIECBAgACBCQVm2gCtN/Fe0Um9jXeyelQmPKmTyeap7+utvi/t5C/qC0WAAAECBHoQ+HbmeUFyR3Jgsl+iCBAgQIAAAQIECBAgQIDAvQRm2gC91wom+eK9+f6MTiaZxdcECBAgQGBOAidk6b9J7k4+mOyRKAIECBAgQIAAAQIECBAg8GcC/WqA/tlGfCBAgAABAn0S+FTWe0BS/z07Ipnq7oRMVgQIECBAgAABAgQIECAwbgIaoON2xh0vAQIERk/goBzS+5MVkmOSxyWKAAECBAgQIECAAAECBAgsEdAA9YNAgAABAqMg8JYcRF0BumpycrJJoggQIECAAAECBAgQIECAwJJbBjEQIECAAIFhF6jngO6TnJism5yWrJ8oAgQIECBAgAABAgQIEBhzAVeAjvkPgMMnQIDACAnUG+HrzfDfTTZKTk3WShQBAgQIECBAgAABAgQIjLGABugYn3yHToAAgREUWJxjekby02Tz5Phk5UQRIECAAAECBAgQIECAwJgKaICO6Yl32AQIEBhhgd/l2HZMLk22SY5OlksUAQIECBAgQIAAAQIECIyhgAboGJ50h0yAAIExEPhNjrGaoNcmuyYfSxQBAgQIECBAgAABAgQIjKGABugYnnSHTIAAgTERuCDHuUtyU/Ky5H2JIkCAAAECBAgQIECAAIExE9AAHbMT7nAJECAwZgJn5nifm9yevDn5+0QRIECAAAECBAgQIECAwBgJaICO0cl2qAQIEBhTgXob/EuTu5O6CvTFiSJAgAABAgQIECBAgACBMRGYy0shXhGjp03itEXX9x/oGl969H5Lf+EzAQIECBDog8BRWWf9N6f+m/SJpJ4NelKiCBAgQIAAAQIECBAgQGDEBebSAH1mjzb79zif2QgQIECAQD8FPpiVr5u8Pfl8Uv8T77uJIkCAAAECBAgQIECAAIERFphLA3SEWRb00FbJ1h+d1FW06yS/SOpFHhcmdyaKAAECBGYv8I4s+oDkb5ITkm2T8xNFgAABAgQIECBAgAABAiMqMNMG6Pfj8JY+WXyrT+td6NVunx3YsrMTH81w8SQ7tEK+P7CT5SeY5+f57oDk2Amm+YoAAQIEehf428xaV4I+K6nng26TXJooAgQIECBAgAABAgQIECBAYBYCh2aZevFGpa46mqg2ypfnJc18Uw1PzHwzbVxPtM2F+u6sznEes1A7YLsECBCIwErJN5L6ffuzpK64VwQIECBAgAABAgQIEBg0gSOzQ/Xvlr0GbceGaX+8BX7hz9ai7MLhyeZdu3J257t/yvBTyQ+6pu2S8YO7PhslQIAAgZkL3JJF6lnW5ySbJvU/l+oRJIoAAQIECBAgQIAAAQIECBCYocB0V4C+Nutrrvi8IuPPnmT9T8339Zy6Zt6XTjLfoH/tCtBBP0P2j8B4CdSV+b9M6nfrKclEjyDJ14oAAQIECBAgQIAAAQILIuAK0BbYXQHaAuIcV/HizvL1j+8XJF+aZH1fy/fbJb/tTH9jZ2hAgAABArMXqN+pOyRXJTsmhyd1Zb4iQIAAAQIECBAgQIAAgRER0ABd2BO5bDZfb3uvOjo5Y8nY5H/UP9Bf35m8WYYrTz6rKQQIECDQo8BFmW/n5A/Ji5JDEkWAAAECBAgQIECAAAECIyKgAbqwJ3LjbL5exFF15j2Daf+sK0Gr6kVIWy0Z8wcBAgQIzFXgR1lBvRX+1mT/5G2JIkCAAAECBAgQIECAAIERENAAXdiTeGU2X7e+V9XVnb3U1ZmpXt5RtdE9A38SIECAQAsCX8066s2KdyX/nOyTKAIECBAgQIAAAQIECBAYcgEN0IU9gTdm85d2dmHrHndl48zXXDV6cY/LmI0AAQIEehP4QmZ7TWfWwzLcvbfFzEWAAAECBAgQIECAAAECgyqgATq/Z+Yvsrmmedls+WOdke0z7OXFG29qFszw513jRgkQIECgHYGPZDXvSOo5zZ9NnpwoAgQIECBAgAABAgQIEBhSAQ3Q+T1xp2Rz9ZKNHycfT/ZNvpfckGya/FsyWVVztN78XstU1bNAazlFgAABAu0L1C3w/5XU/7Q6LtkyUQQIECBAgAABAgQIECBAgMAEAvUP6HrOZ695yVLrWCef/zGpF3Q067gj48P6j/GzOsdxTIaKAAECgyxQ/5Pw6KR+916ePCRRBAgQIECAAAECBAgQmE+BI7Ox+jdJva9AERhYgfoHdF3d+cLkfcmpSfPyo6ah2T1c+qUbddt89/R6OcdbkmEtDdBhPXP2m8B4CqyQw/5KUr+Hf5HcL1EECBAgQIAAAQIECBCYLwEN0Bakl2thHb2sYuPMVC+S2CSp5t93ku8ndTv4qFc1LC/o5Kiug10/41t15S8z/rDkkqS7ut8Of20m1BWiJ3XPYJwAAQIE+iZwW9b87ORryWOTk5PtknH471cOUxEgQIAAAQIECBAgQIBA3Q74N8lbkycmyybdVc+trKseb026r2Ks8duTNyXqTwKrZXTFP31cMlZN6jJ8WlLPohv2cgXosJ9B+09gPAXWy2FfmNR/v/43qStDFQECBAgQIECAAAECBPot4ArQfgtPsf5qbB6W1LMouxubdYXi25Km6qU+3dMnGv9c5lm6cdosbzh6Ahqgo3dOHRGBcRHYOAd6eVL/Lft84kWCQVAECBAgQIAAAQIECPRVQAO0r7xTr/ygTJ6omdl8995M3yyp27+b736T8f9OPpNc1vV9TX9BosZDQAN0PM6zoyQwqgL1ArrfJfXfrnrJnSJAgAABAgQIECBAgEA/BTRA+6k7xbpfmWlNU7ManGcndaVnPd/yuqSm1ZWhZ3TG6/O+SV012lRdNfORpFnP95sJYzRc+lb3Xg99ncy4QSe9LjNI82mADtLZsC8ECMxGYNssdHNS/w37p9mswDIECBAgQIAAAQIECBDoUUADtEeotmf7dVbYNC73W2rlK+fzz7um13zdL/5Zavb7/LBr3ocuPXEEPz8vx1Qv0Lgyqebxz5Ijkm2SXuv4zNj497rMIM2nATpIZ8O+ECAwW4FnZsHmMTD1P/kUAQIECBAgQIAAAQIE+iGgAdoP1WnWWbe1N823UyaZt66Maeap4WMmma++fkPSzPuUKeYb9kmr5AA+1XWszTE3wzsz7eCkGsjTlQbodEKmEyBAYH4E9s5m6vd4/Q5//vxs0lYIECBAgAABAgQIEBgzAQ3QFk74MjNcx8Zd83+la7x7tG59v7bri590jS89WrfPN/WgZmQEh/VM1Jd0HddNGb8kqX84V9V5qGbwj5OHJIoAAQIEBl/gE9nFA5L6Hf7pZPtEESBAgAABAgQIECBAgMCACcy0AVrPn2zqimZkgmEzrZ6RdtsE05uvFjcjGa7fNT5Ko1vlYF7TOaD/n737AJOlLNMGLBzJQYKAGREwrGAOCAgoKFEEsxiANWdWd9e06qqr66pr1lVxxYzyCyJIFBUQUVRUUFRQRAEFJEjO4X9e7HLbYc45E3pmqqrv77oeurq7uvr77jpMT7/zVVUd+v7EZPXkXsmayb8mlyXV7p0cmyiCBkEjQIBABwTenT5+IFk+OThZ0lEPeVojQIAAAQIECBAgQIAAgfkWmG4BdOWhDg4XL4cevnWxCp/VlrROPV+HDTatDhPvY6tzwy1K6lxx2yeHJHX+z2pV+HxPcr/klKTaPZJvJevVHY0AAQIEWi/w6vTwi8lqyRHJxolGgAABAgQIECBAgAABAi0RmG4BdLjbS5rZ2RQ2m0O8h183bstV3Kz2paQpct76wNB/asbsVslxg8dqBuhhSV+LwoNhuiFAgEAvBOqzbu+kzo29bnJUcudEI0CAAAECBAgQIECAAIEWCMymALrMFPo/lXWmsJlOr3KfQe/r6udLapfnyR2T7w9WemhuD0hq9qhGgAABAu0WuCHde0pyUlJ/xKpi6B0SjQABAgQIECBAgAABAgQWWGA2BdAF7npn3r7OC1dtaacDqHXq1AG7Jr+tO2k7JR++dcl/CBAgQKDtAnWBu52TXyUPSA5NVkw0AgQIECBAgAABAgQIEFhAAQXQucf/zeAt/mGKb3VR1tshuXCw/ktyW+eX0wgQIECg/QIXp4t1vudzk0cnX07M5A+CRoAAAQIECBAgQIAAgYUSuP0s3njbvPaOi3n9OoPHV8jtXotZpx6+5xKe68tTVQB9ePKs5D+SS5KltTOzQs0E/XayUvLepAqjn0s0AgQIEGi3wDnp3uOTE5InJp9Inp9oBAgQIECAAAECBAgQINABgRelj3Wxh7nIWzow/pl0sQ6HbLzqnHDTubr77lm/LihVr6/bMqqLIzXby2LnWp0Ltfp/UOd6rsMECBCYnsBmWb0Oi6+fee+a3kutTYAAAQIECBAgQIAAgVsFPp//1neKZ/OYPwEF0JlZfzMva4qWNQN0v+TlU9xUmd+cNK9vCqJ1v4tNAbSLe02fCRCYqUBd3O6GpH5m7zPTjXgdAQIECBAgQIAAAQJjK6AAOoJdP91D4OvQ7Dqf2Vy0X8zFRluyzSpiHpxsmqyZ7JXUYfEfSZbW6tDJ65J9k9pfztsaBI0AAQIdETgi/dw7qVOYvC/5c/KlRCNAgAABAgQIECBAgAABAr0TWDEjqoLnlUnNBDo6mU7bJCsfnzQzQc0AnY6edQkQILCwAnUxu/q5fX2yw8J2xbsTIECAAAECBAgQINAhATNAO7SzdPX/BGoWZ50Xri6QMZP23Lzo+8llM3lxC17jEPgW7ARdIEBgQQTemXetImj9IeyRC9IDb0qAAAECBAgQIECAQNcEFEC7tsf0l0AEFED9MyBAYJwFPp3BVxH0ouS+4wxh7AQIECBAgAABAgQITElAAXRKTEteabrnAF3y1m53u1WywsbJXQap7f9xkDp/aFdnLabrGgECBAgQmLXAC7KFOyZPSOpUKJsn5yYaAQIECBAgQIAAAQIECLRYoIqcuyVfSa5KambLZKnznh2SPC2p82Fq4ylgBuh47nejJkDg/wRWyuJ3k/qsPC1ZK9EIECBAgAABAgQIECAwmYAZoJOpTPOx2c4ArQvz1JVtHzyF910u69SMl8rvkmcndS5LrRsC9QV9FFegn+2/uW5o6SUBAgQWL3BNnqrPwrqw3abJN5LtkqsTjQABAgQIECBAgAABAgRaJPDC9OXaZOJszwvz2M+So5JvJmclNyUT17sxj/1borVf4GPp4sT9N9v7J7R/2HpIgACBORWo08XUZ2T9PD0s8QeiIGgECBAgQIAAAQIECPydgBmgf8cxszsz/bK1Q97uf5JmRuDlWf5I8rXk5KS+zA235XPnXslzklcndQj8ouTtybnJZxKtvQLnpGtV2F5mBF1cI9uof3c3jGBbNkGAAIEuC/wpnd8+OSHZKakLJO2ZTPwMzUMaAQIECBAgQIAAAQIECMynQBUy/5LUF7TKwUnNYplqWz8rHpA0r69D/uoQQG08BJoC+UHjMVyjJECAwFIFHpY1rkjqc/G/l7q2FQgQIECAAAECBAgQGCcBM0BHsLdnMgP09XnfmsVX7dDkScnNdWeK7Q9Zry6EVEXQpyZ1MYh3Jk9I+thGNXNyMpu6krBGgAABAt0W+HG6v3tSh8HXURL1ufGuRCNAgAABAgQIECBAgACBBRCowudVSc1SqULmKslMW22rtlHbqvOB3jXpY5vs/KfN7NfZ3nbRywzQLu41fSZAYD4Enp43aT4z9pqPN/QeBAgQIECAAAECBAi0XsAM0BHsounOAK0vZysP3veDua1i6EzbpXlhzXT5arIoqfOD9nHGy6Mzrv2SeydNOz8L9SVXI0CAAAECjcBXslAz++uc2vsmFyd1pIVGgAABAgQIECBAgAABAvMo8IG8VzNrce0RvO96Q9v74gi219ZNrJmOnTQ01ne0taPz0C8zQOcB2VsQINBpgX9P7+uzts6RvUWiESBAgAABAgQIECAwvgJmgC7Avj8471lfympWyqhaXQW3tllXwe1zWz2D+2VSY63Zn49NxrEpgI7jXjdmAgSmK/DxvKA+L+qig5tM98XWJ0CAAAECBAgQIECgNwIKoCPYlctOcxt3Hqx/wTRft6TVzxg8WbNB+9wuz+Cel9QFo8q9/gFXUVQjQIAAAQITBV6aBw5M6nzZRyXrJxoBAgQIECBAgAABAgQIzEBgugXQOm9ntXsl0z1/6K0vnOQ/Gw0eq/Ni9r19PwP88GCQd8nty/s+YOMjQIAAgRkJ1B/LnpV8J6nPi6OTdRKNAAECBAgQIECAAAECBKYpMN0CaFOkXCHvc99pvtdkq6+bB5urv5812Qo9fOyNGVMz1roI1Ko9HKMhESBAgMDsBa7LJnZLfprUhfQOT3xmBEEjQIAAAQIECBAgQIDAdASmWwCtGYxN26ZZmMXtlkOv/fXQcp8Xr8rgnpnUhZDqHG8bJBoBAgQIEJhMoE6fsmNyZvKw5KBk+UQjQIAAAQIECBAgQIAAgTkSuEe2e8sgl+T2TrN4nzqv2R8G27oht3ebxba8tDsCLoLUnX2lpwQItEegTj1zXlKfwV9OpvsHzLxEI0CAAAECBAgQIECggwIugjSCnTbdL1Bn5z3rogzV1kw+euvSzP5Tsx+roFrta8m5ty75DwECBAgQIDBR4Hd5YIekZoQ+PflgohEgQIAAAQIECBAgQIDAHAnUeciuTZqZoIdmubmQ0VTess75uf/Q6+uQ8E2m8kLr9ELADNBe7EaDIEBggQS2zvs2n8FvXqA+eFsCBAgQIECAAAECBOZPwAzQ+bO+zTvtkUeaAmjd1pexOqflA5LVkoltUR7YMHldcmXSvPbmLD850cZHQAF0fPa1kRIgMDcCu2ezNyb1WfrCuXkLWyVAgAABAgQIECBAoCUCCqALvCNekPe/LGmKmcO3F+bxk5LDkl8mdSXb4edruc77uU+ijZeAAuh47W+jJUBgbgTqM7g+S29KnjQ3b2GrBAgQIECAAAECBAi0QEABtAU74U7pw+eSicXNpd0/Na95SAv637UuLJcO18WimnSt/9VfBdAu7jV9JkCgjQKvT6fq87aOwtgm0QgQIECAAAECBAgQ6J+AAmiL9umW6UvN9jwrqdkokxVAaxbo15O6eMPyiTZ9gYfmJcO209/Cwr9CAXTh94EeECDQH4EPZSj1uVBHZDyoP8MyEgIECBAgQIAAAQIEBgIKoCP4p3D7EWyjNnFCsvNgWyvmti6KdJ+kZoiel5ybnJ7UFzSNAAECBAgQGI3Aq7KZdZJnJEcmWyRnJhoBAgQIECBAgAABAgQIDARGVQAdBq1D8X4xyPDjlgkQIECAAIHRCtTsz+cmayWPT45ONk8uSDQCBAgQIECAAAECBAgQiMCyFDolcEp6W7Nqm3Sq8zpLgAABAnMiUBcVfHLyo+ReSc0EXT3RCBAgQIAAAQIECBAgQCACo54Bukq2uXFyl0Fq+38cpA7Jcwh8EGbRbsxrzeqZBaCXEiBAoKcCV2ZcOyUnJHUu0K8nOyR1/m2NAAECBAgQIECAAAECBGYpUEXO3ZKvJFclwxfpGV6+Ps8dkjwtqfOEauMp4CJI47nfjZoAgfkRWD9vc25Sn78HJosSjQABAgQIECBAgACB7gq4CFIL9t0m6cNPkuFC51SWazboo1rQ/zZ0oWbLluMjkm2SzZL7JXdN+lgoVgDNjtUIECAwhwL3z7YvSerz+BNz+D42TYAAAQIECBAgQIDA3AsogM698RLf4YV59tpkYsHzwjz2s+So5JvJWclNycT16nDuf0vGra2WAb8sOTG5PJnoMny/zutWBeb/SXZOlkm63hRAu74H9Z8AgS4I1IWQrk7qM+UdXeiwPhIgQIAAAQIECBAgMKmAAuikLPPzYJ1XbLioWef2rC9YD0smK9Itn8fvO1jnmtwOF/n2yv1xaOtlkB9Nllb0HLaZuPzzvL4KoV1uCqBd3nv6ToBAlwR2SWfrD2n1WfKKLnVcXwkQIECAAAECBAgQ+JuAAujfKOZ3oa4w+5ekKc4dnOU6jHuqbf2seEDSvL5mqGw61Rd3dL010+9Tk2bMdXtzUheI+n5S50atc6h+LvlSclByTHJ6MnGWbRWe90m62hRAu7rn9JsAgS4K7JlO1+dN5RldHIA+EyBAgAABAgQIEBhzAQXQBfoHsG/etynkVeFu2Rn2Y7gIeugMt9GFl62STtbh7o3ZD7NcX0LXSabSlstKWyR1Hre6kFSznbrabxebAmgX95o+EyDQZYF/Sefrs+O65HFdHoi+EyBAgAABAgQIEBhDAQXQBdjpa+Q9myu9/yHLVdybaatt1TbqS1mdD/SuSR/b3hlUU7TcP8szLRiXTRU9myJozSidzbZqewvRFEAXQt17EiAw7gLvDkB9Fl2RPHzcMYyfAAECBAgQIECAQIcEFEAXYGe9KO/ZFPNePYL3f/LQ9l43gu21cRPNjNlT0rmazTnb9spsoNkHG852YwvwegXQBUD3lgQIjL1AnZ/7s0l9flyY3DvRCBAgQIAAAQIECBBov4AC6Aj20XRnEN5v6D3ri9Rs2wlDG9h0aLlPi3X4erU6zP+GW5dm958Dh17uC+wQhkUCBAgQWKxAFT6flxyW3DE5OpnO+buzukaAAAECBAgQIECAAIFuCky3AHrPwTAvye3FIxjyBdnGeYPtrD+C7bVxE3cbdOqcEXWu3JtC6koj2qbNECBAgED/Bep0M09L6rzU9Zl7VFIX6dMIECBAgAABAgQIECDQa4HpFkDvPNCowuWo2hmDDa03qg22bDtnDvrzqBH1a/NspzmU/qcj2qbNECBAgMB4CFydYe6SnJZsktTRCf6YFgSNAAECBAgQIECAAIH+Cky3AHrpgOJeub39iFg2Gmzn/BFtr22bOXnQoafndutZdq4uHPXfg23ULNyzZrk9LydAgACB8RP4S4a8fXJ2UqdpOSAZ1Wd6NqURIECAAAECBAgQIECgXQLTLYA2RcoVMoz7jmAo62Ybdx1sp6/FvP/M+OqQ9RWTrycvSpZPptselBfUOdvqttrH/3rjvwQIECBAYNoCf8wrHp9clNSM0H0TjQABAgQIECBAgAABAr0UmO6Mj+9H4bkDiW1y+4vB8kxvthx64a+Hlvu0WIfAvyF5T3KHpAqXtXxc8rOkCr91SoFrkmuT2idVLF09uXtSM2S3SupQxaZVIfRNzR23BAgQIEBgBgKn5zU7J99O9krq6vD/mmgECBAgQIAAAQIECBAYa4F7ZPS3DFKHYN9pFhp1OPcfBtuqGZLNxYJmsclWv3Tv9K7Ovdb4zfT2iGxjrVaPdMmdq1MC1NgPWvJqniVAgACBeRKomaDXJ/Wz+V/m6T29DQECBAgQIECAAAECUxP4fFar39WfPbXVrTUqga9mQ03x7sBZbPTLQ9up84+NQ1sng3xHcl7SGE7ltmaGHpzUYYpdbwqgXd+D+k+AQB8FnplB3TzIc/o4QGMiQIAAAQIECBAg0FEBBdAF2nH3zvtWQa4p3NUVZOsw7am2Oufn/knz+quyPHx491S30/X17pkBPCOpQ9nrkPhPJuXyueRjybuSFyRbJKsmfWkKoH3Zk8ZBgEDfBF6ZAdVncx2VsVPfBmc8BAgQIECAAAECBDoqoAC6gDtuj7x3U8Cs2yqI1szGBySrJRPbojywYfK65MqkeW3NNnlyoo2PgALo+OxrIyVAoHsCb0+X6zO6/jj5qO51X48JECBAgAABAgQI9E5AAXSBd2nNTrwsaYqZw7d1IYWTksOSXybXJcPP13LNMNkn0cZLQAF0vPa30RIg0D2BfdPl+py+OPmH7nVfjwkQIECAAAECBAj0SkABtAW7807pQx2yPbG4ubT7p+Y1D2lB/3Vh/gUUQOff3DsSIEBgOgKLsvLXkvosPyepCyBqBAgQIECAAAECBAgsjIAC6MK4T/quW+bRmu15VnJTMlkBtGaBfj15erJ8oo2ngALoeO53oyZAoFsCK6a7xyX1ef6rZO1EI0CAAAECBAgQIEBg/gUUQEdgfvsRbKM2cUKy82Bb9aWpLop0n6RmiNYVz89NTk/qkHmNAAECBAgQaLdAndt716SKoA9MDk8em9S5QTUCBAgQIECAAAECBAgQIEBgCQJmgC4Bx1MECBBomUD9IfN3Sc0EPTJZLtEIECBAgAABAgQIEJg/ATNAR2C97Ai2YRMECBAgQIBAPwXOz7Aen/w52T75TLJMohEgQIAAAQIECBAgQKAzAgqgndlVOkqAAAECBBZE4Ld51x2SK5I9kvcnGgECBAgQIECAAAECBDojoADamV2lowQIECBAYMEEfpp3fmJSFzR8VfLGRCNAgAABAgQIECBAgEAnBBRAO7GbdJIAAQIECCy4wHfSg2cnNyf/kTwv0QgQIECAAAECBAgQINB6AQXQ1u8iHSRAgAABAq0R+Gp68rJBbz6R291a0zMdIUCAAAECBAgQIECAwGIEFEAXA+NhAgQIECBAYFKBj+fRNyeLkv2TrRKNAAECBAgQIECAAAECrRVQAG3trtExAgQIECDQWoG3p2cfS1ZMDkkekGgECBAgQIAAAQIECBBopYACaCt3i04RIECAAIHWC7wiPTwguUNyZLJBohEgQIAAAQIECBAgQKB1AgqgrdslOkSAAAECBDohUBdDek7yreTOydHJuolGgAABAgQIECBAgACBVgkogLZqd+gMAQIECBDolMD16e3uycnJRskRyWqJRoAAAQIECBAgQIAAgdYIKIC2ZlfoCAECBAgQ6KTAFen1jslvkockBycrJBoBAgQIECBAgAABAgRaIaAA2ordoBMECBAgQKDTAhem949Pzksem3wh8TtGEDQCBAgQIECAAAECBBZewJeThd8HekCAAAECBPog8PsMYvvk0uQpyUcSjQABAgQIECBAgAABAgsuoAC64LtABwgQIECAQG8Efp6R7Jpcm7wkeWuiESBAgAABAgQIECBAYEEFFEAXlN+bEyBAgACB3gl8NyN6enJT8ubkpYlGgAABAgQIECBAgACBBRNQAF0wem9MgAABAgR6K3BIRvbCweg+nNun9nakBkaAAAECBAgQIECAQOsFFEBbv4t0kAABAgQIdFLg0+n1a5P6XaMuirRtohEgQIAAAQIECBAgQGDeBRRA553cGxIgQIAAgbEReHdG+v5k+eRryUMTjQABAgQIECBAgAABAvMqoAA6r9zejAABAgQIjJ3AazLiLyarJYcnGycaAQIECBAgQIAAAQIE5k1AAXTeqL0RAQIECBAYS4FbMuq9kyOTdZOjkjsnGgECBAgQIECAAAECBOZFQAF0Xpi9CQECBAgQGGuBGzL6pyQnJRskVQy9Q6IRIECAAAECBAgQIEBgzgUUQOec2BsQIECAAAECEbgq2Tn5VfKA5NBkxUQjQIAAAQIECBAgQIDAnAoogM4pr40TIECAAAECQwIXZ3n75Nzk0cmXk0WJRoAAAQIECBAgQIAAgTkTUACdM1obJkCAAAECBCYROCePPT65JHli8olEI0CAAAECBAgQIECAwJwJKIDOGa0NEyBAgAABAosRqMPg63D4q5PnJe9KNAIECBAgQIAAAQIECMyJgALonLDaKAECBAgQILAUgR/k+bow0o3Ja5N9Eo0AAQIECBAgQIAAAQIjF1AAHTmpDRIgQIAAAQJTFDgi6+2d3JK8L3lWohEgQIAAAQIECBAgQGCkAgqgI+W0MQIECBAgQGCaAl/I+q9Jlkn2S3ZINAIECBAgQIAAAQIECIxMQAF0ZJQ2RIAAAQIECMxQ4P15XZ0HdLnkq8kjE40AAQIECBAgQIAAAQIjEVAAHQmjjRAgQIAAAQKzFHh9Xl8zQFdJDkvum2gECBAgQIAAAQIECBCYtYAC6KwJbYAAAQIECBAYkcALsp1DkrWTo5O7JRoBAgQIECBAgAABAgRmJaAAOis+LyZAgAABAgRGKHBTtvWM5ITk7slRyVqJRoAAAQIECBAgQIAAgRkLKIDOmM4LCRAgQIAAgTkQuCbbfELy8+QfkjocfuVEI0CAAAECBAgQIECAwIwEFEBnxOZFBAgQIECAwBwKXJpt19Xgf59sltSFkW6faAQIECBAgAABAgQIEJi2gALotMm8gAABAgQIEJgHgT/lPbZPLkx2TD6dLJNoBAgQIECAAAECBAgQmJaAAui0uKxMgAABAgQIzKPAGXmvnZIrk+ck7000AgQIECBAgAABAgQITEtAAXRaXFYmQIAAAQIE5lngx3m/3ZPrk1cnr0s0AgQIECBAgAABAgQITFlAAXTKVFYkQIAAAQIEFkjgmLxvzQC9OfnPZO9EI0CAAAECBAgQIECAwJQEFECnxGQlAgQIECBAYIEFDsj7v3LQh31zW1eK1wgQIECAAAECBAgQILBUAQXQpRJZgQABAgQIEGiJwEfTj7cmi5KvJFsmGgECBAgQIECAAAECBJYooAC6RB5PEiBAgAABAi0T+Pf05xPJSsmhySaJRoAAAQIECBAgQIAAgcUKKIAulsYTBAgQIECAQEsFXpp+HZiskRyVrJ9oBAgQIECAAAECBAgQmFRAAXRSFg8SIECAAAECLRaoiyE9K/lOcpfk6GSdRCNAgAABAgQIECBAgMBtBBRAb0PiAQIECBAgQKADAtelj7slP03unRyerJpoBAgQIECAAAECBAgQ+DsBBdC/43CHAAECBAgQ6JDA5enrjsmZycOSryXLJxoBAgQIECBAgAABAgT+JqAA+jcKCwQIECBAgEAHBS5Inx+fnJ9sl3wu8ftNEDQCBAgQIECAAAECBP4q4AuCfwkECBAgQIBA1wV+lwHskFyWPD35YKIRIECAAAECBAgQIEDgVgEFUP8QCBAgQIAAgT4InJJBPDG5Nnl58uZEI0CAAAECBAgQIECAgEPE/BsgQIAAAQIEeiNwXEayR3JT8tbkRYlGgAABAgQIECBAgMCYC5gBOub/AAyfAAECBAj0TKAuhPSSwZg+ltsn9Wx8hkOAAAECBAgQIECAwDQFFECnCWZ1AgQIECBAoPUC+6aHb0zq95wvJdskGgECBAgQIECAAAECYyqgADqmO96wCRAgQIBAzwXemfF9KFkh+Xry4EQjQIAAAQIECBAgQGAMBRRAx3CnGzIBAgQIEBgTgX0yzv2T1ZMjkg0TjQABAgQIECBAgACBMRNQAB2zHW64BAgQIEBgjARuyVj3TI5O1hvc3im3GgECBAgQIECAAAECYySgADpGO9tQCRAgQIDAGArckDHXhZB+lNwrqZmgNSNUI0CAAAECBAgQIEBgTAQUQMdkRxsmAQIECBAYY4GrMvadktOTByWHJHVuUI0AAQIECBAgQIAAgTEQUAAdg51siAQIECBAgMDtLorB45M/JlsndW7QRYlGgAABAgQIECAwXgIrZbgvSL6RnJlcnPw6+VKye7JMohEgQGBWAifn1XVOtoNmtRUvJkCAAAECMxO4f152SVKfRZ+c2Sa8igABAgQIECBAoKMCu6Tf5yb1u+Di8tM8t2nSlvb5dKT6+uy2dEg/CBBYuoAC6NKNrEGAAAECcyuweTZ/dVK/SL5jbt/K1gkQIECAAAECBFoi8JL046akfgf8YbJnsmGyVlJ/JN8n+X1Sz1+RbJO0oSmAtmEv6AOBaQoogE4TzOoECBAgMCcCO2erdYGk+gX3FXPyDjZKgAABAgQIECDQFoFt05Ebk5uTf00Wd5j7innus0n9jnhxsn6y0E0BdKH3gPcnMAMBBdAZoHkJAQIECMyJwJ7Zav0SXHnGnLyDjRIgQIAAAQIECCy0wKJ04FdJFTXfPIXOVHH04MH6dd74hW4KoAu9B7w/gRkIKIDOAM1LCBAgQGDOBP45W65fhq9PHjdn72LDBAgQIECAAAECCyVQR/7U73tnJLefYifumvXqlEn1h/I7T/E1c7WaAugIZF0FfgSINkGAAAECBAh0VuC96fl7kuWSukDfwxONAAECBAgQIECgPwJVAK32maQOg59K+2NWOjKp2aA7TeUF1mm3wFQr3+0eRbd7d5d0v064u/Ig1+b2suTypM43Ufc1AgQIECBAYO4EXptNr5vUIfGHJ1smpycaAQIECBAgQIBA9wU2HAzhx0NDqXrYZsn2yabJK5Ozk+H2o9zZPWleP/yc5Y4JKIDO/w5bLW/53ORZySZJ3V9cq79M/Dw5KflGUl/Katq2RoAAAQIECIxOoD5bn5+sneySHJ1sntRf/jUCBAgQIECAAIFuC6wy6P4aud07eWLy2GS4HvO/uT+xAHpVHqvWvP6v9/yXAIElCqyXZz+a1MzO+qI1k1QxtJm6ncVOtpPT6xp7HWaoESBAgACBNgmslM58L6nPqV8kayYaAQIECBAgQIBANwVWT7d3SOrcn5PVYM7K459Itk0ma/+dB+t1r5vsyXl8zDlAR4BtBugIEKewifoC9c1k06F163+i85L6C8OFyTXJdUntkxWT+h/17sn6yQpJtZoxekjymuQDiUaAAAECBAiMTqA+i2sG6HeT+yeHJo9L6nGNAAECBAgQIECg3QLLpntVd3n8II/J7aKkaVVzOSqpo33qKu9LOtqnzv3ZTEA7McsaAQJLEVglz9f/LFXwrPwweUayTjKVtlxW2iKpv0pcnzTb6epJeM0AzU7UCBAgQKDVAnXVzz8k9ZlbRVB/MA6CRoAAAQIECBBooUCdx/05Sc2S/EvS1Ezq9oakajAfGizXaQbrj9xTac/KSrWNmrQ2XESdymtHvU6Nrfry7FFv2PYIjFKgzi/R/A+4f5brLxIzbVX0bIqgp2Z5NtuaaR9m+zoF0NkKej0BAgQIzIfAffImFyb1Gf6ZpGYBaAQIECBAgAABAgsrsGrefrvk3clkh7afk8frfJ5PS2rdpn04C/V73a+TKpouqT04T16W1Pp7LmnFeXpOAXSeoL3N7AT2zcvrf5pTkprNOdtWVyar7VU2nO3GFuD1CqALgO4tCRAgQGBGAo/Iq65M6jO3fsnWCBAgQIAAAQIE5leg/ghdszb/KTkiaSaFNXWRS/PYYcmrkvWTxbWV88RPknpdzercNZnYqmbzsqT5/e8LE1dYoPsKoAsE722nJ/DLrF7/g/3H9F622LXrsLzmf/QdF7tWe59QAG3vvtEzAgQIELitQJ1DqvlF+59v+7RHCBAgQIAAAQIERiywVrZXpw7cL7koaWogdVuHsVch813JY5PpHBlbpyI8Pmm2V6c8+lLykeTA5OKkee7TWV4+aUNTAG3DXtCHpQpcnjXqf6AXLXXNqa1QF0hqvog9aWovadVaCqCt2h06Q4AAAQJTEHhm1rl5kOdOYX2rECBAgAABAgQITF1gpay6TfLO5LSkKUI2t+flsc8meyR3SGbT6tzuL02q+Nlsf/j2p3l8stmheXjBmgLogtF74+kI1P889T/TZ6bzoiWsW3/haP7n3GAJ67X1KQXQtu4Z/SJAgACBJQm8Mk/W52+dTH+nJa3oOQIECBAgQIAAgaUK1PnWX5HUBSfr6uxNnaNuayJZXa39NclGyVy1OtdnFVXrsPenJm09zaACaHaO1n6BT6WL9T/wNcnWs+zuGnl9U1CtqdldbAqgXdxr+kyAAAECJVCns6nP9KuSRyUaAQIECBAgQIDA1ATWy2pPSeo6KRck9TtVk5uyfGry3qROP1SzNLX/E1AA/T8LSy0WqL8gNIes18l561D4mZxH4kF53Q+T5gfEO7LcxaYA2sW9ps8ECBAg0Ag0Fze8JA/UCfk1AgQIECBAgACB2wqskIe2TN6W/CBpahnN7YV57IvJnslaibZ4AQXQxdtM+RlV9SlTzXjFM/PKNyTvSepcFR8fLB+X258lZyX114+aIXptUvukzvO5enL3ZKNkq2STpGlHZ+FNzR23BAgQIECAwLwJvDjvdMdkt6QOzdo8OTvRCBAgQIAAAQLjLlATwGoGZ2X7pM7t2bSrs1CF0KpnfD35daIRINBDgb0zpvofvvlrx0xvj8g2uvzXETNAe/iP25AIECAwZgL1h8pjk/os/1WydqIRIECAAAECBMZNoPmj8P9k4H9MhuscdQHJXyYfSOr86TM5EjYv0yJgBqh/Bp0TWCc9rkPXz0uGfzAsbblmhh6c7JJ0vSmAdn0P6j8BAgQIlEAd1VFHctRn+EnJKolGgAABAgQIEOizwHIZ3GbJm5MTkipyDtcz/pT7X0mel1T9QxuNgALoCBwdAj8CxGlsos5x8cZB7pnb+sGxcVKHu9cXqdWSurrslUld9awOn6+/mJyS1GMaAQIECBAg0A6By9KNHZLvJY9IDkyekNTnuEaAAAECBAgQ6IvA+hlIHdJe2TEZ/qNvTdb6UVKnBapD22tZI0CAAIEImAHqnwEBAgQI9EmgztV9QVKzH76YLJNoBAgQIECAAIGuCqyZjtfRpx9K/pAMz/Cs5TOSjyS7JnVaIG3uBcwAHYGxGaAjQLQJAgQIECBAYGwFfpuR10zQY5M9kjraY59EI0CAAAECBAh0QWBROvngpJnl+egsLzvU8frd5rtJzfA8JKlT+mkEOiegALpwu2yFvPV1M3j7utDCSoPXnTuD13sJAQIECBAgMFqBn2ZzuyV1ocJXJfVF4R2JRoAAAQIECBBoo8Bd06mm4FkXKKrT8jXt+izUkZvNYe0/yHLN/NQIECAwZYGnZM36clSHytXJguvKsZ9Ltkim2g7Nis0U9Km+pk3rOQS+TXtDXwgQIEBglAJPzsZuSuoLv0miAABAAElEQVRz+vmj3LBtESBAgAABAgRmIVAFzjpi5X1JXWukqSk0t7/LYx9PnpSsnGjtEnAIfLv2h94sQWCVPPfZpPnhMvG2vizVD6JmZmcWF9sUQBdL4wkCBAgQILDgAi9OD+pz/sakZoVqBAgQIECAAIH5FqhD2B+Y/GtyTFK/lwzXIS7O/a8nL0vulmjtFlAAbff+0bshgQ9mefiHTV3Rvf7CUrNAhx8/Pfc3SJbUFECXpOM5AgQIECCw8AJvShfq8/2aZKuF744eECBAgAABAmMgsF7G+JykimV/SYZrDTfk/g+TtyePTobP8Zm7WssFFEBbvoN0768CD8pN89eW87O8a9L8sLlDlv8luTRpfjjVVdaWVARVAA2QRoAAAQIEWi5QV0etz/b6jK8ZGBoBAgQIECBAYJQCdaTpdsm7k5pM1dQUmtuz89inkqclqyVadwUUQLu778aq55/IaOsHUP3FZXFfgO6c5342WK/Wrdmh9debyZoC6GQqHiNAgAABAu0SqD92fiWpz/W6WuqS/riZpzUCBAgQIECAwBIFlsmz909enRyZ1MWKmmJn3dYfXQ9LXpXcM9H6I6AA2p992euRHJ/R1Q+jzy5llHVS4mOT5gfYj7Ncf9GZ2BRAJ4q4T4AAAQIE2imwfLp1TFKf7b9J1k00AgQIECBAgMBUBe6SFZ+Z7JdcmDT1grqtI01/krwreUyyKNH6KaAA2s/92rtR1RXf64fTK6cwsroI0omD9es19debiT/EFECDohEgQIAAgY4IrJp+1h8163P95MQhaEHQCBAgQIAAgUkFqiawTfLOpPn9oX6HaPKnLH8m2SOpU+pp4yGgADoe+7nzo/xLRlA/rJ4/xZHcMevVLJHmB9zHJrxOAXQCiLsECBAgQKDlAuukf2ck9dn+rWSFRCNAgAABAgQIlMB9kpow9Y3k2qSpBdTtFclRyWuSjRNtPAUUQMdzv3du1HWltfrB9b5p9HzDrPvnwevqtXWOj6YpgDYSbgkQIECAQHcE7pmu1qyN+lz/f0mdI1QjQIAAAQIExk+grvfx1GTfpC6UXL8bNLk5y6cm700el9w+0QgogPo30AmBL6aX9cOsDoVfaxo93izrXp3Ua+uH4HOTagqgf3XwXwIECBAg0DWBTdPh5siQ/+la5/WXAAECBAgQmJFAHfmxZfK25AdJU+xsbuvcnl9I6jv/dGoGWV0bEwEF0DHZ0V0f5s4ZQPODra7Utriru082zt3z4E2D19ftW5I6L2izvSx2rtX5z6r/B3Wu5zpMgAABAgRmL1BfgK5J6rPwrbPfnC0QIECAAAECLRSoozpfkhycNBObmu/xV+WxOiXOa5P7JRqBpQkogC5NyPOtEfhmetL8sLsky/slL59i716U9WoGaPP6piBa97vYFEC7uNf0mQABAgRGKbBrNlZXbq3P8peOcsO2RYAAAQIECCyIwNp515rAVEd4nJs039+b21/msQ8kOybLJxqB6QgogE5Hy7oLKnCvvHudx6P54Ve3v5hGj/bKujckw6+v5S42BdAu7jV9JkCAAIFRC/xjNlif5fWHzToPmEaAAAECBAh0R2C5dLVOW/fm5IRkeNJSfb6fl3w5qc/7dRONwGwEFEBno+e18y6wYt7xI8mVSf1APDqZTtskKx+f1GubTOf1bVlXAbQte0I/CBAgQGChBerQt/pMvy7ZdqE74/0JECBAgACBJQqsn2dfkHw1uSJpvpfXbZ3e5rjkjcnDE43AKAUUQEepaVvzJlBXcau/FD1+hu9YJ0b+fnLZDF+/0C9TAF3oPeD9CRAgQKBNAu9LZ+qL0+XJQ9vUMX0hQIAAAQJjLrBGxv+E5MPJ75Phgmctn5HUJKc6tU1NeNIIzJWAAuhcydougTkUUACdQ1ybJkCAAIHOCSyTHje/1P45yxt3bgQ6TIAAAQIE+iGwKMN4WPKG5Nhk+PobVfCsz+ma/fnC5M6JRmC+BJrfFZ89X2/Yx/ep2YgaAQIECBAgQIDAwgjUF6o6P1hdPKEujFCnyNk8qXOHaQQIECBAgMDcCtw1m6+jM7dP6nN49aRp12fhx0l9Nld+kNTntkaAQAcFFEA7uNN0mQABAgQIEOiVQF3o8CnJt5I6Tc6RydbJpYlGgAABAgQIjE5gtWxqy6SKnnV4+4bJcDsrd5qC51FZvmr4ScsECHRXQAG0u/tuPnu+Ut5s06QO05ttW2W2G/B6AgQIECDQQ4GrM6adkxOSBySHJPXl7NpEI0CAAAECBGYmsGxeVp+r9ZlaqT8wDtdBLsn9+uytYuehyTmJRoAAAQJjKrB/xl1T/UeZk8bU0rAJECBAgMCSBO6eJ89O6jP360mdj0wjQIAAAQIEpi6wXlZ9TlLnTawC5/D32Drqor6Lvj15dFIFUo1A2wXq33L9O3YO0FnsqeG/fMxiM17ac4EjMr71k1F8OGyU7dR5zn6aaAQIECBAgMDfC5yTu3UespqNsmvyyeR5iUaAAAECBAhMLlBHGW6eNIe132fCavXZ2hzWXt9tr5jwvLsECBAgQGDkAu/PFusvF/uMfMs2SIAAAQIE+iNQ5wKt847VZ+a7+jMsIyFAgAABArMWqFOzbZK8OqnzZl+f1OdlkzqH9mHJK5MNEo1A1wXMAB3BHjQDdASIS9nEhXl+FOfOnOxt7jjZgx4jQIAAAQIEOi9QV5qtCyPVYfCvTc5PPpBoBAgQIEBgHAXukkFvndQsz12S4e/CN+X+T5JmlufxWa7HNAIECPxNQAH0bxRztrBWtjyKQ8fnrIM2TIAAAQIECLRSoA7T+8fkc8n7kvqj6hcTjQABAgQI9F2gLsT7yKROC1NFz4ckw+283GkKnodnuWZ9agQIEFisgALoYmlG9kSdWHm/5N5DW6xZHP4iNQRikQABAgQIEJhU4At5dJ2kCqD1+8TFSR3upxEgQIAAgb4J3DcDqmJnZbtkhaRpV2bhxKS5WvtvmifcEiBAgEB7BNZMV+pKc805Sd7Rnq7Ne0+cA3Teyb0hAQIECPRA4D8zhvo9or4A1owYjQABAgQIdF1g3Qzgqcm+Sc3obL4v1+3NySnJe5LHJcslGoFxFXAO0HHd8x0d9+rp9y+T+mFesz8fm4xjUwAdx71uzAQIECAwCoFPZyP1e8RFyf1GsUHbIECAAAEC8yhQMzq3TN6eDE8Qagqf5+bxOvLhucnaiUaAwF8FFED9S+icwKPS4yp+1g/4PyZVFB23pgA6bnvceAkQIEBgVAKLsqG6KFL9HnF2crdEI0CAAAECbRbYKJ17aXJwclXSFDvr9urkW0ld7O9BiUaAwOQCCqCTu3i05QJ1Bdfmh/4bWt7XueieAuhcqNomAQIECIyLQF0U4rtJ/S5xWlIXW9QIECBAgEBbBGrm5u7J/yQ1o7P57tvc1mdXfSfcMRk+x2fuagQILEZAAXQxMB5ut8Aq6d7vkvoAqEPYVk3GqSmAjtPeNlYCBAgQmAuBNbLRU5P6XeL7ycqJRoAAAQIEFkKgzs25WfKW5HtJnbuzKXbWbZ3b88vJPyZ1zk+NAIHpCyiATt/sNq+4/W0e8cBcC9S0/2cmTxi80Qa5/flg2Q0BAgQIECBAYGkCl2aFHZL6ollfOr+a7JrcmGgECBAgQGCuBe6ZN2iu1r59locn9VyX+3V+z6OTumL7jxONAAECBAiMnYAZoGO3yw2YAAECBOZIYONs989JzbCpmQHLJBoBAgQIEBi1QB15UBN4Ppz8Phme4VnLZyT1XK1Tp2rRCBAYrYAZoCPwNAN0BIg2QYAAAQIECBBYAIHf5D3rHGrHJs9Oqhj6mkQjQIAAAQKzEViUFz84qVmeNcNzi6Qea9pFWTguqVme30j+lGgECBBotYACaKt3j84RIECAAAECBJYocHKerYtNHJa8Oqki6H8lGgECBAgQmI7A3bJyc1h7nWblDkMvviHLw4e113LN/NQIECDQGQEF0M7sKh0lQIAAAQIECEwqcEwefU6yf/KupIqg+yUaAQIECBBYnMBqeWLLpIqeuyQbJcPtrNypc3jWLM9KXctCI0CAQGcFFEA7u+t0nAABAgQIECDwN4EDsrRO8pFk36QOTzw00QgQIECAQAksmzwgaQ5r3yrLw/WAv+T+8UlzWPvZWdYIECDQG4HhH3i9GVSPB7Jcxrbe0PjOHVq2SIAAAQIECIy3wEcz/CqCviX5SlJfck9INAIECBAYT4H67ljn8KzPgx2TtZKm3ZiFHybNDM/vZfnm5km3BAgQ6JuAAmi39mj9xe7HQ112tdchDIsECBAgQIDA7f49BvWF98VJzQCtGT4/TzQCBAgQ6L/AKhni5klzWPt9Jwz5nNxvDmuv28snPO8uAQIEeiugANrbXWtgBAgQIECAwJgKvCzjrpmgT06OTOrqvb9PNAIECBDol0BNiLl/0hzWvk2Wl0+aVgXO7ybNYe2/a55wS4AAgXETUAAdtz1uvAQIECBAgEDfBeoQxmcldajjY5Ka5VMXurgw0QgQIECg2wJ3TvfrZ3sVPXdK6g9eTauf/z9JmsPaq/hZh7prBAgQGHsBBdBu/RM4Jd29U7e6rLcECBAgQIDAAghcl/fcLTk2eXByeFJfmK9MNAIECBDojsCK6eqjkip4Vh6SDLfzcqcKnvXHrpr1Xxcz0ggQIEBggoAC6ASQlt+tv95d0PI+6h4BAgQIECDQDoE69LEuenFC8rDka8nOyfWJRoAAAQLtFahzdzYFz22zXEXQptUfsuqCRc1h7Wc0T7glQIAAgcULKIAu3sYzBAgQIECAAIGuC9QfTusKwPVlebvkc8keSR0mqREgQIBAOwTWTTe2SaroWX+oGj7q75bcPzWpgmfl2OSGRCNAgACBaQgogE4Da45WvUu2W+foWnmQa3N7WVKzNi5O6r5GgAABAgQIEJipQF30YofkuOTpyUXJyxONAAECBBZGYPm87SOTZpbnw7O8zFBX/pjlY5M6rP2IpH5uawQIECAwCwEF0FngzfClq+V1z03q4gSbJHV/ca0Oef95clLyjaTO31V/AdQIECBAgAABAtMRqPOIPzGp88O9LPlz8rZEI0CAAIH5Edgob9MUPB+X5ZoA07RrsnBi0szy/FnzhFsCBAgQINA1gfXS4Y8mNbOzipgzSRVD65CILrf3p/M19n26PAh9J0CAAAECHRWoCyPVH1jrs/hFHR2DbhMgQKALAnWU3+7Jx5Nzkonf/07LY/XdqM7VvEKiESBAYHECn88T9TPk2YtbweNLFzADdOlGo1hjzWzkm8mmQxurf7x1xb6zkwuT+qtfXbG19kmd5Hr15O7J+knzgVgzRg9JXpN8INEIECBAgAABAtMRODgrvzjZN/lYUodVHphoBAgQIDA7geXy8rrgXDPLc7MsLzu0yTon87FJHdZeR/bVfY0AAQIECPRGYJWMpA5naP7i98MsPyNZJ5lKqw/SLZJPJNcnzXZ2ynIXmxmgXdxr+kyAAAECfRN4QwZUv1Ncmzymb4MzHgIECMyTwD3zPi9MvppMPNKvfr4em9TP2yqMagQIEJipgBmgM5XzunkV2Dvv1hQt98/y8F8Bp9uRKno2RdBTZ7mt6b73qNZXAB2VpO0QIECAAIHZCXwwL6/fUS5LHjy7TXk1AQIExkLgDhnlE5KPJGclzfe85vb0PPbhpNZZKdEIECAwCgEF0FEo2sacC9QhZvWBeEpSszln216ZDTQfsBvOdmML8HoF0AVA95YECBAgQGASgbri8JeS+r3i/KSLv1ek2xoBAgTmTGBRtlxXaH9jclzSnEO5+T5WpzKr2Z81C/SuiUaAAIG5EFAAHYGqc4COAHEpm6jD16sdmtxw69Ls/lPn6aoZG9XunZx565L/ECBAgAABAgSmJ1Bf4PdM1k4enxyd1O8tVQzVCBAgMK4Cd8vA62diZYekZn02rb7P/SCpn5eVk5L6WaoRIECAQMsFFEDnfgfVB2i1c/56M+v/Xpwt1AdvzSZ1WMWsOW2AAAECBAiMtUD9TvGk5NvJI5Ijkq2TOpedRoAAgXEQWC2D3DLZPtk52SgZbr/Lnabg+c0sXzn8pGUCBAgQ6IaAAujc76eaofmg5FFJXchotm3zbKA5lP6ns92Y1xMgQIAAAQJjL3BVBOpL/wlJ/c5ySFKFgOsSjQABAn0TqGsyPDBpZnluleXh78V/yf3jkyp6Hpb8IdEIECBAgACBpQh8Ks/XYRHXJDWjYjZtjby4ip61vZoJ2sX2/nS6+r9PFzuvzwQIECBAoMcC98jYzk3qc/qgpM59pxEgQKAPAnVU3nOTLyT1Pap+zjWpmfB1KPvbkpoJOpuL1ublGgECBEYu4BygIye1wbkQ2DAbvT6pD9hLkxclyyfTbTUj44dJ80H9juluoCXrK4C2ZEfoBgECBAgQmETg/nnskqR+3/jkJM97iAABAl0QWDmdfFzynuTUpPkO1dzWrM59k6cmqycaAQIE2iygADqCvTM81X8Em7OJSQTqEPg3JPXhe4fk44Pluorgz5KzkguSmiF6bVL7ZMWkPojvnmyU1GEZmyRNq8Mx3tTccUuAAAECBAgQGJHAadnOLskxyQuSPyf/lmgECBBos8Ay6Vx9X2oOa98my8OTTuq8xt9N6ntUHdZe39E0AgQIECBAYA4E9s42r06avzrO9LYuTrDWHPRvvjZpBuh8SXsfAgQIECAwc4E6J2gdFlq/r7xi5pvxSgIECMyZwJ2z5T2SzyQ1oWT4+9VNuX9y8s5km8TEnyBoBAh0VsAM0M7uuvHt+DoZeh26fl4y/AG9tOWaGXpwUjMyut4UQLu+B/WfAAECBMZFYM8M9OZBnjEugzZOAgRaK1BHyT0m+c/kJ8nE71B/yGP7Jc9M1kw0AgQI9EVAAXQEe9JfwkaAOI1NXJh13zjIPXO7WbJxUoe71+HxqyU12+LKpA7TqEMzfpmcktRjGgECBAgQIEBgvgQ+mzeqP97WaXw+l1yS1OGjGgECBOZL4L55o+2TOrT9sUkVQZt2VRZOSOrnUuUXiUaAAAECBCYVUACdlGVeHvx93qWiESBAgAABAgTaKvDedGzd5F+SA5MqQPwo0QgQIDAXAvVHl5rlWQXPnZI6zL1pNeOzLmh0VFIFz+OT6xONAAECBAgsVUABdKlEViBAgAABAgQIjLXAazP6KoLWIfGHJ1smpycaAQIEZitQFyp6ZFIFz5rp+bBkmaRpf8rCt5MqeNa1EC5KNAIECBAgMG0BBdBpk3kBAQIECBAgQGCsBGrW1fOTOyZ1caSafbVF8sdEI0CAwHQFNsoLmsPat83yKkMbuCbLJyZV8Kz8LNEIECBAgMCsBRRAZ01oAwQIECBAgACB3gvcmBE+NTkm2TypIuijk78kGgECBJYksFae3CapWZ51WPvdk+FW1zyoYmf9XPlOcl2iESBAgACBkQoogI6U08YIECBAgAABAr0VqJlZuyTfTe6ffCPZLqnHNQIECDQC9R3z4UkVPCt14ddlk6ZdkIUqdFbRsw5rPz/RCBAgQIDAnAoogM4pr40TIECAAAECBHolUDM+69DVOkS1ZoIekOye1AxRjQCB8RW4Z4beHNb+uCyvNkRRMzp/kFTBs3JyUqfW0AgQIECAwLwJKIDOG7U3IkCAAAECBAj0QqDO/Vmzuk5Iakbop5K9EwWNIGgExkTgDhnn1kn9LKjD2jdIhtsZuVPFzjqsvS5idHWiESBAgACBBRNQAF0wem9MgAABAgQIEOiswOnpeRU96jDWPZMLk39JNAIE+imwKMN6SFIFz0pdCK0ea9rFWaifB1X0PDxxkbQgaAQIECDQHgEF0PbsCz0hQIAAAQIECHRJ4Efp7JOSOhfoPyd1Xr/3JhoBAv0QuFuGUcXO5tD2NYaGdUOWhw9r/2Hu3zz0vEUCBAgQINAqAQXQVu0OnSFAgAABAgQIdEqgZnvVDNAvJu9O/px8LtEIEOiewKrp8lZJc1j7xhOG8Lvcbw5rPybLV0543l0CBAgQINBaAQXQ1u4aHSNAgAABAgQIdEJg//RyneSDyf8mdSjsYYlGgEC7BerK7A9MmsPaH53l5Ya6fGmWj02aw9r/MPScRQIECBAg0CkBBdBO7S6dJUCAAAECBAi0UuBD6dW6yRuTA5LHJScmGgEC7RKow9ofm9Rh7ZW1k6bdlIWTkip4Vr6f1GMaAQIECBDovIACaOd3oQEQIECAAAECBFoh8G/pRRVBX5DUeUFrNtlpiUaAwMIJrJy33jJpZnluOqErZ+d+U/Cs28smPO8uAQIECBDohYACaC92o0EQIECAAAECBFoh8JL04o7J7slRyeZJFVg0AgTmR2CZvM0mSVPw3DrLKwy99RVZPi6pYucRyW8TjQABAgQI9F5AAbT3u9gACRAgQIAAAQLzJlCHy+6RHJlU4aWKoDUT9KJEI0BgbgTulM02h7XvkOWaid20ujL7yUkVPCsnJDcmGgECBAgQGCsBBdCx2t0GS4AAAQIECBCYc4Fr8w5PTGqWWV1gpS6IVMWZqxKNAIHZC6yYTWyeNLM8Hzxhk+fk/reSKnjWHyEuSTQCBAgQIDDWAgqgY737DZ4AAQIECBAgMCcCdR7Bmon2veQRyYHJE5IbEo0AgekL3C8vaQqej8nySkObqD8u1MzOKnZW0dO5d4OgESBAgACBYQEF0GENywQIECBAgAABAqMSOD8bqoJNFUHratOfTZ6V3JJoBAgsWWCdPF2Fzvp/aMfkLknT6v+hU5IqdlaOT65PNAIECBAgQGAxAgqgi4HxMAECBAgQIECAwKwFzswWqnhzbPLM5MLkVYlGgMDfCyyfu5slVfCsPCxZJmnan7Lw7aQKnnWO3fp/SSNAgAABAgSmKKAAOkUoqxEgQIAAAQIECMxI4Kd51W5JXXH6lckFyTsTjcC4C2wcgKbguW2WVxkCuSbLJybNYe0141MjQIAAAQIEZiigADpDOC8jQIAAAQIECBCYssB3smYd/n5A8o7kz8mnEo3AOAmslcFuk1TRs2ZG3yMZbnXuzuaw9mOzXBcU0wgQIECAAIERCCiAjgDRJggQIECAAAECBJYqUBdCemny8UEuyu3BiUagrwL1XevhSZ0Dt4qej0yWTZpWfwhoDmuvGdJ13lyNAAECBAgQmAMBBdA5QLVJAgQIECBAgACBSQU+kUfXTd6W7J9UYagu4KIR6IvABhlIc1j7dllefWhg12X5B0lzWPtPsuyiYENAFgkQIECAwFwJKIDOlaztEiBAgAABAgQITCbw9jy4XvKy5JBk68T5DYOgdVLgDul1/RtuDmu/14RRnJ77zWHtNdvz6gnPu0uAAAECBAjMg4AC6DwgewsCBAgQIECAAIG/E6iLIa2TPC2pK1pvnpyVaATaLrAoHXxI0hzW/qgsD3+nujj3v5NU0bMOaz830QgQIECAAIEFFhj+sF7grnh7AgQIECBAgACBMRG4OeN8TlIXhdkuqWLRFkmdE1Ej0DaB9dOh+nfaHNq+xlAHb8jy95L6N1yHtv8oqX/fGgECBAgQINAiAQXQFu0MXSFAgAABAgQIjJHA9Rnr7smxyUOTmi23TXJFohFYSIFV8+ZbJU3B834TOnNm7lfBs/KtxL/ZIGgECBAgQKDNAgqgbd47+kaAAAECBAgQ6LfAlRnejknNoKvDiuuq8Dsl1yUagfkSWDZv9MCkOax9yywvN/Tml2b52KQKnlWo/32iESBAgAABAh0SUADt0M7SVQIECBAgQIBADwUuzJhqpl0VQR+bfCF5euIw4iBocyZw12x5u6SZ5XnHoXe6KcsnJVXwrMPa68rt9ZhGgAABAgQIdFRAAbSjO063CRAgQIAAAQI9Evh9xrJDcnzylOSjyUsSjcCoBFbOhmpmZ1Pw3HTChs/O/Sp2VtHzm8lliUaAAAECBAj0REABtCc70jAIECBAgAABAh0X+Hn6/4SkClAvTuqCSG9JNAIzEVgmL9okqYJnHdpe5/RcIWlanbfzuKQ5rP23zRNuCRAgQIAAgf4JKID2b58aEQECBAgQIECgqwInpOPPSA5K3pxckHws0QhMReBOWWnbpCl6rjf0ojqlwslJc1j7iVmuK7hrBAgQIECAwBgIKICOwU42RAIECBAgQIBAhwQOSV9fkHw6+XByUXJAohGYKFAzOrdImsPaHzxhhXNy/5ikip6VSxKNAAECBAgQGEMBBdAx3OmGTIAAAQIECBBoucB+6d+6ybuSzycXJ99KNAL3C0Ezw3ObLK80RHJ1lus8sk3B87Sh5ywSIECAAAECYyygADrGO9/QCRAgQIAAAQItFviv9K0OYf6n5GvJY5I6hFkbL4G6OvvwYe119fam3ZKFU5Km4FnFz+ubJ90SIECAAAECBBoBBdBGwi0BAgQIECBAgEDbBF6TDq2TPDs5IqnDnX+TaP0VWD5D2yxpDmt/WJbrgkZNOy8Lw4e118WyNAIECBAgQIDAEgUUQJfI40kCBAgQIECAAIEFFKgZfv+YrJ3smNRMv82TKoJp/RHYOENpDmuvmb6rDg3t2iyfkDSzPGvGp0aAAAECBAgQmJaAAui0uKxMgAABAgQIECAwzwI35P2ektQ5QGtm4FHJVsmlidZNgTXT7ccmVfTcIblHMtzq3J1NwfPYLFcRVCNAgAABAgQIzFhAAXTGdF5IgAABAgQIECAwTwJ1cZudk5oJuGlSV4qv4pnCWBA60Oo7xyOS5rD2R2Z52aF+X5jlKnBXcbtihm8QNAIECBAgQGB0Agqgo7O0JQIECBAgQIAAgbkTuCSb3j75XvLo5CvJk5KbEq19AhukS03Bc7ssrz7UxeuzfGLSzPL8SZbrdAcaAQIECBAgQGBOBBRA54TVRgkQIECAAAECBOZA4Jxss4qg3012TT6ZPC/RFl6gCpx1/s4qetY+2jAZbqfnTlPw/E6Wrxp+0jIBAgQIECBAYC4FFEDnUte2CRAgQIAAAQIERi3wq2xwl6QOma4LJNVVwF+faPMrsChv99CkmeX5qCwPf7e4JPe/ndQh7ZVzEo0AAQIECBAgsCACw7+kLEgHvCkBAgQIECBAgACBaQr8IOs/Oalzgb4uuSD5QKLNrUBdrOhxSRU967YuZtS0G7NwQtLM8vxRlm9unnRLgAABAgQIEFhIAQXQhdT33gQIECBAgAABAjMVODIv3Dv5fPK+pC6k88VEG53AqtnUVkkd0l5Fz/smw+3M3GkKnjUj94rhJy0TIECAAAECBNoioADalj2hHwQIECBAgAABAtMVqILnukkVQPdLLk6qMKrNTGCZvOzBSXNY+xZZXn5oU5dluc7f2RzWftbQcxYJECBAgAABAq0VUABt7a7RMQIECBAgQIAAgSkIvD/rVBG0DoX/arJtclKiTU3grlltu6Qpet5x6GU3ZblON9DM8qzlekwjQIAAAQIECHRKQAG0U7tLZwkQIECAAAECBCYReH0eqyJoXRTpsOTRSV0sSbutwEp5qHyaw9o3mbDK73P/m0kVPY9JLk00AgQIECBAgECnBRRAO737dJ4AAQIECBAgQGAg8MLc1uzFXZM6RHvz5Nxk3Fsd1r5p0szwrHN6rjCEUuftPC6pgme5nZFoBAgQIECAAIFeCSiA9mp3GgwBAgQIECBAYGwF6tDspydVyKsZjnW7ZXJJMm5tvQx4u6Qpet5pCKCuzP7jpHwqJyY3JBoBAgQIECBAoLcCCqC93bUGRoAAAQIECBAYO4FrM+KaAXp8UrMe63D4Oifo1UmfW83orAsWNYe1PzDLNfOzaTUTtjmsvW7rYlEaAQIECBAgQGBsBBRAx2ZXGygBAgQIECBAYCwE6pyVVQismY2bJXVhpCqK3pj0qf1DBtPM8Nw6yysPDa4KvlUErhmedVj7LxONAAECBAgQIDC2AgqgY7vrDZwAAQIECBAg0FuB8zKyKg5+L9kx2S95bnJL0tVW5zet2aw1rirw3jVpWo3rlKSKnVX0PCG5LtEIECBAgAABAgQioADqnwEBAgQIECBAgEAfBX6TQVXx8zvJs5MLk1cnXWnLpaOPSpqC50OyvOxQ58/PcnNYexU9/zz0nEUCBAgQIECAAIEhAQXQIQyLBAgQIECAAAECvRI4OaPZPTk8+afkguS/kra2e6djVfCsPCZZNWland+0ZnY2h7Wf2jzhlgABAgQIECBAYMkCCqBL9vEsAQIECBAgQIBAtwW+le4/J9k/eVdSMyXrkPg2tDXTiccmzSzP9Sd06rTcbw5rr3N6XjPheXcJECBAgAABAgSmIKAAOgUkqxAgQIAAAQIECHRa4ID0vs6h+dFk3+Si5NCkWh1q/ujkfkkVJKtA+pOkZo/WuTVH2ep370ckTcHz4VleNPQGdZj+MUnN8qz8KdEIECBAgAABAgQIEOiYwPvT3/oysU/H+q27BAgQIECAQPcF3poh1O8hdZX0mnn5xuSSpB6bmLPy2J7JMsls2r3y4hcnByV1hfrh96kLFX0neX3y0GS275VNaAQIECBAgEDPBD6f8dTvD3VOc22GAmaAzhDOywgQIECAAAECBDon8Jb0eN2kCpJ1aHnzu3CdT/O7yV+SOyfbJfdMPpPsmtQh9FU0nUpbPSs9JqlZnpWNkuF2eu7Ue9cMz2OTqxKNAAECBAgQIECAAIEeCZgB2qOdaSgECBAgQKCDAmukz5clNZPihuSpycRWMzH3SC5Oar2vJ4ubnblsnqvD2v8tqSJqbbNe06S2UYfgPz+5R6IRIECAAAECBKYjYAbodLSsS6AlAgqgLdkRukGAAAECBMZU4H8z7ipOXj64rRmZ6ySTtXvnwTpfaK3/kqEVqpBZBc0qbDZF0qbgWQXQKoS+KXlkUgVSjQABAgQIECAwUwEF0JnKeR2BBRRQAF1AfG9NgAABAgTGXGDDjP/G5LrkAclPkipc/ihZNZms7ZYHa51Lkg8nvxrcbwqedfvb5GPJE5M6BF4jQIAAAQIECIxKQAF0BJK3H8E2bIIAAQIECBAgQIBAFwSekk4uSr6Q1Hk/d0i+lzws+Vqyc3J9Uoe7PzhpzuN5c5brCvEvT6rVIfTfTuo8npXfJRoBAgQIECBAgEBLBRRAW7pjdIsAAQIECBAgQGDkAnVIerXD/3pzuz/ndvukiqDbJQcndaX2Wh4+LL4KoNWq6Pnm5KSkZpJqBAgQIECAAAECHRBQAO3ATtJFAgQIECBAgACBkQisN9jKuUNbq9mbNRP0uGTHocf/kOWa3VlXbK9D5/8rOS2pYqlGgAABAgQIECDQIQEF0A7tLF0lQIAAAQIECBCYlUBd+KjaxPN0npLHqghaFzqq84FW4fOMpGlvHCw0r28ed0uAAAECBAgQINABAQXQDuwkXSRAgAABAgQIEBiJwG+ylSp0bpYcOWGLP8j9ymSt1q9Wr9cIECBAgAABAgQ6JrBsx/qruwQIECBAgAABAgRmKnDo4IV75XaFKW5kg6xXF0O6KWnOHTrFl1qNAAECBAgQIECgDQIKoG3YC/pAgAABAgQIECAwHwLH5E1+lqyf/McU3rCuGP/JZPnkc8mFiUaAAAECBAgQINAxAQXQju0w3SVAgAABAgQIEJixwC155cuS65N/Tv4zWdwpoeo8oV9NtkvOT5rzgGZRI0CAAAECBAgQ6JKAAmiX9pa+EiBAgAABAgQIzFbgxGzgH5Mbktclv0j2SR6W1NXet0zemvw22S25JNk1OS/RCBAgQIAAAQIEOiiwuL94d3AoukyAAAECBAgQIEBgSgJfzFrnJHV4+32S9yeTtePy4POSMyd70mMECBAgQIAAAQLdEFAA7cZ+0ksCBAgQIECAAIHRChyfzW2S1CzPJyb3S9ZI6jyfP0n+X3JsohEgQIAAAQIECHRcQAG04ztQ9wkQIECAAAECBGYscGNeWef5rGgECBAgQIAAAQI9FXAO0J7uWMMiQIAAAQIECBAgQIAAAQIECBAgQOB2t1MA9a+AAAECBAgQIECAAAECBAgQIECAAIHeCiiA9nbXGhgBAgQIECBAgAABAgQIECBAgAABAgqg/g0QIECAAAECBAgQIECAAAECBAgQINBbAQXQ3u5aAyNAgAABAgQIECBAgAABAgQIECBAQAHUvwECBAgQIECAAAECBAgQIECAAAECBHoroADa211rYAQIECBAgAABAgQIECBAgAABAgQIKID6N0CAAAECBAgQIECAAAECBAgQIECAQG8FFEB7u2sNjAABAgQIECBAgAABAgQIECBAgAABBVD/BggQIECAAAECBAgQIECAAAECBAgQ6K2AAmhvd62BESBAgAABAgQIECBAgAABAgQIECCgAOrfAAECBAgQIECAAAECBAgQIECAAAECvRW4fW9HZmBtF3h9OviilnZy7fSrcmNyS0v7qFsECBAgQIDAaAVqYsCixOf/aF1tjQABAgQItFmgPv8rf0yubmlH79LSfnWqWwqgndpdvejs7wejWDe3lTa35dvcOX0jQIAAAQIE5kTA5/+csNooAQIECBBotcA9Wt27v07O+kPL+9jq7i3T6t7pXF8FNszAlmvx4N6avj0t+VByZIv7qWsECBAgQIDA6ARekU3tmPj8H52pLREgQIAAgbYLNJ//b0lHD2hxZ69M385tcf9a3zUzQFu/i3rZwTNbPqpLB/07LbdHtLyvukeAAAECBAiMRmC3wWZ8/o/G01YIECBAgEAXBJrP//PT2V93ocP6ODMBF0GamZtXESBAgAABAgQIECBAgAABAgQIECDQAQEF0A7sJF0kQIAAAQIECBAgQIAAAQIECBAgQGBmAgqgM3PzKgIECBAgQIAAAQIECBAgQIAAAQIEOiCgANqBnaSLBAgQIECAAAECBAgQIECAAAECBAjMTEABdGZuXkWAAAECBAgQIECAAAECBAgQIECAQAcEFEA7sJN0kQABAgQIECBAgAABAgQIECBAgACBmQkogM7MzasIECBAgAABAgQIECBAgAABAgQIEOiAgAJoB3aSLhIgQIAAAQIECBAgQIAAAQIECBAgMDMBBdCZuXkVAQIECBAgQIAAAQIECBAgQIAAAQIdEFAA7cBO0kUCBAgQIECAAAECBAgQIECAAAECBGYmoAA6MzevIkCAAAECBAgQIECAAAECBAgQIECgAwIKoB3YSbpIgAABAgQIECBAgAABAgQIECBAgMDMBBRAZ+bmVQQIECBAgAABAgQIECBAgAABAgQIdEBAAbQDO0kXCRAgQIAAAQIECBAgQIAAAQIECBCYmYAC6MzcvIoAAQIECBAgQIAAAQIECBAgQIAAgQ4IKIB2YCfpIgECBAgQIECAAAECBAgQIECAAAECMxNQAJ2Zm1f1W+DywfAu6/cwjY4AAQIECBAYEmg+/5vboacsEiBAgAABAj0VaD73m9ueDtOwCBAgcFuB1fLQLsmi2z7lEQIECBAgQKCnAj7/e7pjDYsAAQIECCxBwOf/EnA8RYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0AeBIzKIW5KX92EwxkCAAAECBAjcRmDtPPKO5MjkzOTq5LTkoOSfkuUTjQABAgQIEOi/wOoZ4s+S85OP93+4RkiAAIG/Crw0N1X8VAD1L4IAAQIECPRT4JUZ1l+S5vN+sttf5/ltEo0AAQIECBDot8BnM7zmd4Ev93uoRkeAAIG/CuyRm5uS5oefGaD+ZRAgQIAAgX4JPCvDaT7n6/bw5PXJnsnbk5oF2jxfs0L/IdEIECBAgACBfgo8LcNqPvfrVgG0n/vZqAgQGAislNt3Jzcmwz/8FEAHQG4IECBAgEAPBDbIGC5P6rP++mS3ZGJbLg98KGl+H/hplusxjQABAgQIEOiXwN0ynEuS5jO/bhVA+7WPjYYAgSGBrbJ8RjL8Q69ZVgAdgrJIgAABAgQ6LlAzPZvP+Dr/5+Laojzxw6RZ95GLW9HjBAgQIECAQCcFlkmvj0nqs77542gtK4AGoW9t2b4NyHgITFOgfuB9NDk22TipVuf7+vCtS/5DgAABAgQI9E1g66EBfXJoeeJinQ7nwKEHHzK0bJEAAQIECBDovkBd8HDb5Obk1UPDqSKo1jMBBdCe7VDDmbZA/T9QFzyqQmi1/00empxSdwbND79Gwi0BAgQIEOi+wPkZwg+S05OzlzKc84aer0PkNAIECBAgQKAfAg/IMN45GEqdCu+7/RiWUSxO4PaLe8LjBMZM4OiM923J98Zs3IZLgAABAgTGTWCvaQz4gUPrnjq0bJEAAQIECBDorsAK6foXk7r9WfKWpM4RrvVYQAG0xzvX0KYkUFPdN0tOmtLaViJAgAABAgTGRWC1DLSuFt+0Oh+oRoAAAQIECHRf4F0ZwibJdclzkroootZzAYfA93wHG95SBerwdsXPpTJZgQABAgQIjJ3AmzLi9QajPiq3Z42dgAETIECAAIH+CTwuQ3rVYFhvyO0v+jdEIyJAgMDUBZ6XVas4WnnZ1F9mTQIECBAgQKAHAntlDM3vAZdl+e49GJMhECBAgACBcRdYKwB/TOoz/ttJcy2QLN7uPknz2b9/PaD1S8AM0H7tT6MhQIAAAQIECBCYncAT8vJ9hzZRV4g9Z+i+RQIECBAgQKCbAp9Mt++S1B8390qq4KmNiYAC6JjsaMMkQIAAAQIECBBYqsBeWePApDlP/tuz/OlEI0CAAAECBLotsFe6/+TBEF6R27MHy24IECAw1gIOgR/r3W/wBAgQIDCGAm/JmJtD3+r238fQwJAJECBAgEAfBe6VQV2e1Of7/1vMAB0CvxiYvjzc/HW7L+MxDgIECBAgQIAAAQLTEajfh+uQuL0HL7opt3X+708M7rshQIAAAQIEuiuwKF3/fLJacnHyumSNZGJbfeiB5bPcrHNjlq8ces4iAQIEeiVgBmivdqfBECBAgACBSQXqy87RSTPzs77g7DLpmh4kQIAAAQIEuiiwXjrdfM7P5PY7XRy0Pt9WwAzQ25p4hAABAgQIECBAoP8Cd8wQj0keOBjqebl9QnLy4L4bAgQIECBAgACBnggogPZkRxoGAQIECBAgQIDAlAXqsLaa+dkUP3+R5Z2ScxKNAAECBAgQ6I/AVRnKf0xhOPWH0RcP1vtlbg8aLJ81uHVDgACBXgo4BL6Xu9WgCBAgQIDArQL757/NYXA/zPJaXAgQIECAAIGxFnARpJ7v/mV7Pj7DI0CAAAECBAgQIDAssG3uPGPwQB32vmtyyeC+GwIECBAgQIAAgR4KOAS+hzvVkAgQIECAAAECBCYVqKu6fnTomSuy/Kmh+0taPCpPfnhJK3iOAAECBAgQIECgnQIKoO3cL3pFgAABAgQIECAweoHHZJN1iFvT7p2FylTa+VNZyToECBAgQIAAAQLtE3AIfPv2iR4RIECAAAECBAjMjcD952aztkqAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwP9v715CrariOAB3U3pgGBYUZYSaRE0aBBFhZEoUIViDHmL2QCdRo2oYjaKaRTRoYg8rlAZhRIQ9JkoPiDBCqIQoKHxQlJEgkdrj94ezZd/DvZereM89Z99vwY+119p7373XdyaXxTpnESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoIMCYx0ckyERIECAAAECBAh0U2BFhnV/b2hPpv49uT25Jbk5uSDZlexMtieHkypnJnclq5NVybnJ3uTtZHPyX6IQIECAAAECBAgQIECAAAECBAgQIEBgVgU25ek1WVlZmrzQajf9Tb0j52ric36ydYrrPu5dl0ohQIAAAQIECBDoosC8Lg7KmAgQIECAAAECBDopcG1GtbY3sitTb0iOJ58n25KfkquS+h93eXJW8nByT7IvqVWhHyV1fnEylixL9idfJQoBAgQIECBAgAABAgQIECBAgAABAgRmTaC9ArRWeh5MLu97m5VpN6tAm7omR8/ru+6p1nUmP/twNAkQIECAAAECBAgQIECAAAECBAgQGLxAewL0aB6/YpJX+DT9zeRnre5cMMl1da6u+3OS87oJECBAgAABAgQ6IFC/i6QQIECAAAECBAgQGDWBT/LCn03y0t+1+t/I8ZFWu334fa+xMPWi9gnHBAgQIECAAAEC3REwAdqdz9JICBAgQIAAAQJzSWD3FIOt3eGb8kNzMEHdnhit3wtVCBAgQIAAAQIEOihgArSDH6ohESBAgAABAgTmgMChKcZYX2tvyoHmYIL63wn6mq6zc7CuaagJECBAgAABAgRGV8AE6Oh+dt6cAAECBAgQIDCXBdqrN6dy+Geqk5Ocuyj93yRPTHJeNwECBAgQIECAwAgJmAAdoQ/LqxIgQIAAAQIECJwQmGr15omLTvHgwtx3xSne6zYCBAgQIECAAIEhEzABOmQfiNchQIAAAQIECBAgQIAAAQIECBAgQOD0Ccw/fX/KXyJAgAABAgQIECAw8gIPZgRre6NYkvqVpDZSejap3wV9Kamvx29PnkmWJTt6dX3d/rHkcNJf7kvH6mRLUjvYKwQIECBAgAABAgQIECBAgAABAgQIEBgnsCmt2uCo8ui4M+Mbz/WuqetuG39qXOu91nUX9848n7p2ka97jyW/Ju8nVRYk1b8zqUnQOq7UhOeHveONqfvLWDp+TI4nl/Sf1CZAgAABAgQIEJhZAStAZ9bXXydAgAABAgQIEBgtgcfzupuTb5Ovk+uS/nJTOmoX+oeS/UltmlSTm7cmG5JXk3a5MY2lSa0UPdg+4ZgAAQIECBAgQGDmBUyAzryxJxAgQIAAAQIECHRLoFZ01g7xr7eGVV+P/yNZmVyW7Eua8kDvYEvToSZAgAABAgQIEBicgE2QBmftSQQIECBAgAABAt0R2NU3lL/T3pbU/9frW+fOyfHdSU2Ovtvqd0iAAAECBAgQIDAgAROgA4L2GAIECBAgQIAAgc4IHM1Ifp5gNK/1+mrDo6bckYPzk7eSmiRVCBAgQIAAAQIECBAgQIAAAQIECBAgMKsCV+fptbnRl31v0WyC9Ftff7u5J42695peZ22gVO3re20VAQIECBAgQIDAgAWsAB0wuMcRIECAAAECBAh0WqBZBXpvRrkoqY2R9iZfJAoBAgQIECBAgMAsCJgAnQV0jyRAgAABAgQIEBhqgVqxWaU2OzrZsjU3HEvuTNYktenolkQhQIAAAQIECBAgQIAAAQIECBAgQIDAUAgsyVvUJGj9zmd7EnQ6X4HPLWe8k9T9u5PjyaWJQoAAAQIECBAgQIAAAQIECBAgQIAAgaEQqJ3ba6OjmsSs3wF9Oaky3QnQtbm27q18kCgECBAgQIAAAQIECBAgQIAAAQIECBAYKoGNeZtDSU1i/pXUT0dNdwK0vvb+S1L3rksUAgQIECBAgAABAgQIECBAgAABAgQIDKXA4rxVTXyeTKnJ0v1JTaDWalKFAAECBAgQIECAAAECBAgQIECAAAECnRFYk5HU6s8XOzMiAyFAgAABAgQIECBAgAABAgQIECBAYE4L1ErRVcn65EBSO8EvTxQCBAgQIECAAAECBAgQIECAAAECBAiMvMANGUGt+mzyyMiPyAAIECBAgAABAh0RmNeRcRgGAQIECBAgQIAAgdkUOJKHL0z2JE8nbyYKAQIECBAgQIAAAQIECBAgQIAAAQIEA9tlyAAABHlJREFUCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAYXYH/AQk3Cjlc6PgwAAAAAElFTkSuQmCC)
## mtry OOBError
## 1.OOB 1 0.1356
## 2.OOB 2 0.1165
## 4.OOB 4 0.1213
importance(spam7.rf)
## n y MeanDecreaseAccuracy MeanDecreaseGini
## crl.tot 54.02 55.94 73.76 244.04
## dollar 56.67 54.88 74.41 422.63
## bang 103.14 100.62 122.83 596.54
## money 33.15 52.19 52.63 207.90
## n000 60.16 14.60 62.98 121.01
## make 13.40 20.67 24.67 41.81
## Comparison between {rpart()} and {randomForest()}
## Footnote Code
## Accuracy comparisons
acctree.mat <- matrix(0, nrow=100, ncol=8)
colnames(acctree.mat) <- c("rpSEcvI", "rpcvI", "rpSEtest", "rptest",
"n.SErule", "nre.min.12", "rfcvI", "rftest")
for(i in 1:100)acctree.mat[i,] <-
compareTreecalcs(data=spam7, fun=c("rpart", "randomForest"))
acctree.df <- data.frame(acctree.mat)
lims <- range(acctree.mat[, c(4,7,8)], na.rm=TRUE)
plot(rfcvI ~ rftest, data=acctree.df); abline(0,1) # Panel A
![plot of chunk unnamed-chunk-1 plot of chunk 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QIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgsBaB06xlItMQWIfA+TLtvZPd1zEPkxIgQIAAAQIECBAgQIAAAQIEtovA8VnRpyY/3y4rPO31PO20Z2h+BFYR6ODnQ1Zp424CBAgQIECAAAECBAgQIECAAIHfCXwpV1/5uz9dm0TAAOgkWtpOQ2DY8/N1mdn7pjFD8yBAgAABAgQIECBAgACBuRLYN725fXLhUa8+kcv/SE4a/e2CAIHxBQ5J0ysmw3jK+FNqSYDAzASekSX/T3L/mfXAggkQIECAAAECBAgQIEBgowRulRmfkPRz3/eSGySKAIG1C7w0k/b/UwdC1RoF7AG6RjiTESBAgAABAgQIECBAgAABAv8ncLZc+9fkFqNb3pHL2yU/Hv3tggABAjMT2HVmS7ZgAgQIECBAgAABAgQIECBAYCsIXCMr8fmkg5/d+/MOSff8NPgZBEWAwOwFDIDOfhvoAQECBAgQIECAAAECBAgQWESBM6TTL0g+kJwzeW9y6eRliSJAgMDcCBgAnZtNoSMECBAgQIAAAQIECBAgQGBhBK6Snn4muWfy6+Tvk+sm30kUAQIE5krAOUDnanPoDAECBAgQIECAAAECBAgQmGuBjiM8IHly0p2qOgjaX3z/QqIIECAwlwIGQOdys+gUAQIECBAgQIAAAQIECBCYO4GLp0cvT66Q/DZ5XnK/5KREESBAYG4FDIDO7abRMQIECBAgQIAAAQIECBAgMDcCd05POuB5uuRbSX/o6IOJIkCAwNwLGACd+02kgwQIECBAgAABAgQIECBAYGYC+2fJhyV/MurBq3J5l+TE0d8uCBAgMPcCBkDnfhPpIAECBAgQIECAAAECBAgQmInAjbPUHvJ+5uSHyT2S1yeKAAECCyVgAHShNpfOEiBAgAABAgQIECBAgACBDRfogGcPd7/taEnvz+Vtkh+M/nZBgACBhRLoL7YpAgQIECBAgAABAgQIECBAgEAFeqj755MOfv486V6f104MfgZBESCwmAL2AF3M7abXGydwpsz6Ism+SV/gv5L8OlEECBAgQIAAAQIECBDYygL9caNHJn83WskP57I/dPSN0d8uCBAgsLAC9gBd2E2n41MWuG7m947kuOSTybuSzyY/Sg5PLpkoAgQIECBAgAABAgQIbEWBK2SlPp108POk5CnJNRODn0FQBAgQIEBgUoFnZIL/Se4/6YQb1H7PzPfQpH1qfpMMA6BfyPXfjm4/OZcPTRQBAgQIECBAgAABAgS2ikB3irpP0kHPfh76YnL5RBEgMD8CL01X+v/zkPnpkp4QILCawDwNgPbF/k1Jn0h+lnSAc59kaZ0nfzw7OSVpu8cnigABAgQIECBAgAABAosucOGswEeSfs5pXpR0BxFFgMB8CRgAna/toTcExhKYpwHQR6THfaHvuT4PXKX3N8/9w7eiN1ylrbsJECBAgAABAgQIECAwzwL9gaMTk34e+k7SU4IpAgTmU8AA6HxuF70isFOBeRkAPVt62b0++4I/7ov9Q0btP5dLRYAAAQIECBAgQIAAgUUTOGc6PBwF189Cb0x2PApu0dZJfwlsdQEDoFPYwj0EWBHYjgK3zEqfMXlb8p4xAZ6Zdt9NLp30JOGKAAECBAgQIECAAAECiyJwcDr6+eQmyU+SP09ulhyfKAIECGxpAQOgW3rzWrmdCFxndN+rdtJmx7t6CPwbRjcO0+/Yxt8ECBAgQIAAAQIECBCYJ4G905lDk3clPRLunUl36viPRBEgQGBbCBgA3Rab2UouI9AfN2p95dSLsf/96qjl/mNPoSEBAgQIECBAgAABAgRmI3DNLPazyZ2TXyaPTK6ffC9RBAgQ2DYCp902a2pFCfy+wEmjP3f//ZtX/Wv4P3Pyqi01IECAAAECBAgQIECAwGwE9shi+xsGj09Ok3wyuX3y5UQRIEBg2wnYA3TbbXIrPBL49uhytV9/3xFsaD9Mv+P9/iZAgAABAgQIECBAgMAsBXp4+38lT0h+m/S3DK6SGPwMgiJAYHsKGADdntvdWu+yy9tHCP0WdNzqryPebNR4mH7cabUjQIAAAQIECBAgQIDARgp0T897Jt3b8zLJ15KrJw9IHMEWBEWAwPYVMAC6fbf9dl/zNwbgmORKyV3GxHhi2p056a/G982EIkCAAAECBAgQIECAwDwInC+dOCJ5QdLD31+RXDb5WKIIECBAgACBTRZ4Rpb3P8n9N3m5yy3ukFFfejLwmy/XYMltjxi1/VUuL7fkdlcJECBAgAABAgQIECAwS4FbZOHHJ/2c1Z08bpQoAgS2jsBLsyr9/90xDEWAwIIIzNMAaMmenvSJpOfG6ZPKlZMeOtLqN6c3TI5I2uaU5A6JIkCAAAECBAgQIECAwKwFzpoOvDrpZ5XmHUlvUwQIbC0BA6Bba3tam20iMG8DoGV/YNK9QIc3Dr/O9R8kPU/OcNsPc/0miSJAgAABAgQIECBAgMCsBbqXZ/f27OeV7v15x0QRILA1BQyAbs3taq22uMA8DoCW/LzJ05Ke27N7g/aNRAdAP5U8PDlToggQIECAAAECBAgQIDBLgdNn4U9Jhh013pvrPf+nIkBg6woYAN2629aabWGBeR0AXUreQ9/Pnuy29EbXCRAgQIAAAQIECBAgMEOBnq7rq0kHP3vU2uOS4fRduaoIENiiAgZAp7BhTzuFeZgFga0m8JusUA95VwQIECBAgAABAgQIEJi1QD+390dkn5x0J43PJrdPPp8oAgQIEBhDwADoGEiaECBAgAABAgQIECBAgACBGQgckGW+LPmjpHt+Pj+5X9KdNhQBAgQIjClgAHRMKM0IECBAgAABAgQIECBAgMAmCvSHjTrguVfy7eQOyQcSRYAAAQITChgAnRBMcwIECBAgQIAAAQIECBAgsIEC+2XehyXXGy3j1bm8S/Kz0d8uCBAgQGBCAQOgE4JpToAAAQIECBAgQIAAAQIENkjgRpnvy5N9kx8l90helygCBAgQWIfAruuY1qQECBAgQIAAAQIECBAgQIDA+gX2ySw68PmWpIOfb04unRj8DIIiQIDAegUMgK5X0PQECBAgQIAAAQIECBAgQGDtAtfNpP1F979Ifp48JLlp8v1EESBAgMAUBBwCPwVEsyBAgAABAgQIECBAgAABAhMK7Jn2j0z+LjlN8tHkkOTriSJAgACBKQoYAJ0iplkRIECAAAECBAgQIECAAIExBC6fNi9LLpmcnDw9eXjy20QRIECAwJQFDIBOGdTsCBAgQIAAAQIECBAgQIDACgI9Dd1fJx3w3D05Mrl98qlEESBAgMAGCRgA3SBYsyVAgAABAnMi0A9X5072To5NjksUAQIECBAgsPkCF8oiX5pcbbTow3J5r+RXo79dECBAgMAGCfgRpA2CNVsCBAgQIDBjgX64enXyk+TbSX9c4UfJ15InJmdJFAECBAgQILA5An+exXw26evzd5PrJXdJDH4GQREgQIAAga0m8Iys0P8k999qK2Z9CBAgMCcC/UGFFyV9rm16LrFhALSDocPtP871/sKsIkCAAAECBDZO4ByZ9RuS4fX3Tbl+5o1bnDkTILAFBbrneJ9D+iNpigCBBREwALogG0o3CRBYSIGe2ubtSd8gnZg8Ounh70P1F2avngxtTsn17pGiCBAgQIAAgekLXCez/EHS1+V+CXnbRBEgQGBSAQOgk4ppT2AOBAyAzsFG0AUCBLaswD9kzfoh63vJgaus5aNGbX+RywNWaetuAgQIECBAYHyBM6bp0qMx3pm/9x9/ci0JECDwewIGQH+Pwx8EFkPAAOhibCe9JEBg8QTOly73PGLdq/MqY3b/0LTrgGnPFaoIECBAgACB9Qv0SItvJH19/WXyyEQRIEBgPQIGQNejZ1oCMxIwADojeIslQGDLCzw8a9gPW6+YYE17XrIOmp6cnG2C6TQlQIAAAQIEfl9g9/z5iKRfRPb1+JPJxRNFgACB9QoYAF2vYKb3K/BTQDQLAgQIECAwBwJ/MurDv0/Ql56X7Ihkt+SgRBEgQIAAAQKTC1wqk/xX8sTRpM/O5ZWTI0d/uyBAgACBGQsYAJ3xBrB4AgQIECAwJYHzjubzpQnnN7Qfpp9wcs0JECBAgMC2FeiPC94j6d6el02+nvQQ+PslPbpCESBAgMCcCPTXYhUBAgQIECBAgAABAgQIECAwvkC/OHxJctBoksNz2cHQn4/+dkGAAAECcyRgAHSONoauECBAgACBdQh8J9NeNLlE8tUJ5tP2rU7fukjyZ0n3YDlX0l+J7x4tb05en/wmUQQIECBAYDsL3Dwr/+Jkn+T7yd2Svk4qAgQIECBAgMD/Cjwj//ak4PfnQYAAAQJTFVjvjyD1V+T/Jekhe32eXi7fzO03SxQBAgQIENiOAmfJSv9nMrxGvivX/YjgdnwkWGcCmyvw0iyuzzuHbO5iLY0AgfUIGABdj55pCRAgsLJABzD7i+6nJFdZudnv3XNo/uqbqTclnx1d7x6e/5bcMrlCco2kX1p9Jmnb3yYPSRQBAgQIENhOAjfIyn4v6WvhCcmdE0WAAIHNEDAAuhnKlkFgygIGQKcManYECBBYIvAPud4PZv2AduCS25e7+qjc2LY9xP1To+ufz+XFkuWqP5z4wGTYQ/Q2yzVyGwECBAgQ2GICe2V9npz0NbN5f3KBRBEgQGCzBAyAbpa05RCYooAB0ClimhUBAgR2EOi5vd+e9APaicmjk3MnQ/XXantuz6FN9xbt3p5t/81knMP4/mbUvuc8O2OiCBAgQIDAVhW4Ulbsy0lfJ3+dPD7pa6kiQIDAZgoYAN1MbcsiMCUBA6BTgjQbAgQIrCCwZ25/UdIPa00PWf920r07f5IMt/8412+a9L7e1uvj1gfSsNPce9wJtCNAgAABAgsksFv6+qBkOOrhc7l+mQXqv64SILC1BAyAbq3taW22iYAB0G2yoa0mAQIzF7haevDqpHuCDoOevfxa8sTkLMnlkt7WQdBJ6nZp3OneMclE2hIgQIAAgQUQ6KlgPp70da5fIj4/2SNRBAgQmJWAAdApyPdQOTVbgf2y+H4IPf0o/QGL45OeWPu4pH8rAgQIECAwqcCHM0Gze3LuZO+kh63/KBnq+qMrHxluGPPyQ6N2B4zZXjMCBAgQILAIAndIJ1+Q9LyfRyV3TN6XKAIECBBYcAEDoJu/AfsBtC+kt08unfTvlaqHXPRwi48lb0rekvSbSEWAAAECBMYVOCkN+yFuudpndONPl7tzJ7f1i7rWMP2pf/mXAAECBAgspkC/KDw06S+9t16b3DnpTimKAAECBLaAgAHQzduI58yiHp30W8WdDXou7VG3z+VH+atc9vxtf5u8OVEECGxNgTNmta6dnD/pc8DRSX9tdOlee/lTEZiKwA9Gc+nRCJPU0H6YfpJptSVAgAABAvMkcMN05uVJj8o7Lrln8ppEESBAgMAWEjAAujkbc98s5p3JgUsW1z05j0m6V84Pk18mv066TU6XnCk5b9JBkD2TVvcYfUPSE3I/M1EECGwdgf2zKo9Lunf48H9+WLuef6pffDwi6RchisC0BD45mlEH3fu46+vQOHWDUaNPjNNYGwIECBAgMIcCPYrhn5JDRn17ay7vmhw7+tsFAQIECBAgMIHAGdK252DrgGfTE2rfNjl7Mk713G1XT3oumt8kw3xunOuLWM9Ip7sO91/EzuszgQ0SODjz7S9y9/9GT33RPT7/OXlW0jfj/YKk93Vw6m6JIjBNgY9mZn189cu1capf0g2/HH/LcSbQhgABAgQIzJnAQelPd0Tp69/Pk4ckigABAvMq4EeQ5nXL6NfvCdwlf/WFtTk82TVZa3XQcxgE/Wyur2dea+3DeqczALpeQdNvNYErZ4X6Y2d9juge3hdMdqyz5obnJsNzSfcSVQSmJdAfQupjqwPtV11lpn3d6WGCbd+9R0+TKAIECBAgsCgCPdrhsUmPrulrWb8EvEiiCBAgMM8CBkDneevo2/8J/Guu9cX1M0n35lxv3Tcz6PyaC693ZjOY3gDoDNAtcm4F+ib8W0n/P3eAc7XBpHuP2v4il+dJFIFpCTwnM+rjsHvB9NxnuyU71vlzw/BjfCfk+iV3bOBvAgQIECAwxwKXTd96KqG+3p2U/GOy3OtdblYECBCYKwEDoHO1OXRmJYEv5o6+yD5hpQYT3r7/aH6d540mnHYemhsAnYetoA/zInCfdKT/lz+VjPsGvHuSd5rnJ4rAtAR6/umeaqWPrebbyfOS/vDe45IOfPYUDL3vB8k1EkWAAAECBBZBoEcv/E0yHEl3ZK7/0SJ0XB8JECAwEjAA6qGwEALdS6YfGP9ySr3tudeGF+9bTWmemzkbA6CbqW1Z8y7woXSwzw//3wQdvfhomv4q/LiDphPMXtNtLnDrrP9Xkj4ud0zPT3tY0i/iFAECBAgQWASBnlrog8nwmnZYru+VKAIECCySgAHQRdpa27ivn8669wX3sCkZXHc0v86zL+iLVgZAF22L6e9GCXRvhB5+dUpy+gkX8vW073PAJSacTnMC4wj0VAzdM+Z+yZOSRyV/kfRctIoAAQIECCyKwJ+loz9L+p7pu8n1EkWAAIFFFDAAuohbbRv2+YVZ577o9sclrr3O9T9zph8GVI9b57xmNbkB0FnJW+68CZw9HepzQw8nnrSOyASd9qBJJ9SeAAECBAgQILDFBfoe6/VJ3ys1b072TRQBAgQWVcAA6BS2XPdAUhsr0L1nupdXD13vC3EPhd8jmbQulwnekfSy5fx/pzr4l8CiCpw46vgZ17ACwzTDPNYwi5lN0i9yzjSzpVswAQIECBAgsJUFDsrKfT750+T45PbJTZKfJIoAAQIEtrFAf/RAbaxAD1V9RPLUZJ+kA5e9/r7kv5NvJt9Puofor5Jukw6WdoDgvMlFkmsll06G6kBoD0lUBAgsrkD/z38v2S/p/+++WR+nerj8pZLfJt8YZ4I5aNMPIXdNDk6GwdueH/mdSfeSf1uiCBAgQIAAAQJrFej7ix5pdvfRDN6TyzslR4/+dkGAAAECBAhsksBdspxfJMOhGGu9fGvmcZZN6vNGLMYh8Buhap6LKjD86vazJliBe6Ztnz8+OME0s2p6ziy4H0CWPt91D4zukbH0tj6vOb9kEBQBAgQIECAwscDVMkV3Oul7i+5Q8ndJz2etCBAgsFUEHAK/VbbkNlqPno/mickxydIP/6td7wv565KbJoteBkAXfQvq/zQFuidnf1n7N8lVx5jx+dKm5wztc8atxmg/yybnzsK/lbSvxyb3S86VDLV/rjwo+WHSNl9JzpYoAgQIECBAgMA4Arun0cOTU5K+l/hUcslEESBAYKsJGADdalt0m63PBbK+t016KHsPif+X5PDkJclzkycn90iungyHjObqwpcB0IXfhFZgygL9/9837T9KrrOTeV8893WQsG3fspN283BX97r4cNK+9rJf/qxUHSj9ZNK2716pkdsJECBAgAABAksEOtDZAc++f+gA6LOTDogqAgQIbEUBA6Bbcatapy0vYAB0y29iKzihwG5p/+qkb+B/m/xH0nNmXig5b3Jw8rzk10nbfCLZJ5nnOiSda1+PSsY5tL17hnYv0U5zy0QRIECAAAECBJYT6Jesd0t6hFzfN3w9uVqiCBAgsJUFDIBu5a1r3basgAHQLbtprdg6BHbNtI9Kdnae4O7d0D3F90rmvT6QDvZDyZ0m6Ohfj6Z52wTTaEqAAAECBAhsH4HzZFXfnfQ9RtOj586QKAIECGx1AQOgW30Lb/P162Gh10xumHTvqK1SBkC3ypa0HhshsF9m+rfJEck3ku5B2UPIe+7gSySLUHunkx2s7Z4Zk3wo2Tftez7U7unqELYgKAIECBAgQOD/BHp0zE+TDnx+P7lZoggQILBdBAyAbpctvcXWc8+szwHJSr/kfmDue1MyfLM5XH43tz0wWfRfNDQAmo2oCGxhgQ7U9nnri2tYx2+Ppu2PPSkCBAgQIECAQL8gfWUyfCbqHqA7O7c4MQIECGxFAQOgU9iqPexSbY5AX7xfkPwkOTL5QdLDRO+VDNXBz/cnNxluWHLZPcOelrwj2Up7hC5ZRVcJENgCAqcdrUP35py0hmmGeUw6vfYECBAgQIDA1hG4flbl88mfJScmd0sOTn6YKAIECBAgQGAOBfZKnz6YDN9c7ng5DIJ+bkmbn+f6R5PXJ19L+uMow3TvzPVFLXuALuqW028C4wl07/Y+V52QTHIoe58ne9h8n+t6XREgQIAAAQLbU6DvA56UDJ99utPIBbcnhbUmQIDA/wq8NP/2OfEQHgTmWWC3dO4NyfAC3j1Aj0j6S86/Gd1+Ui4fObredi9POoiwtK6cP76UDPO5w9I7F+i6AdAF2li6SmCNAp/JdH2uWm5v9pVm2b07Ok3PeaoIECBAgACB7SnwR1ntHi3X9wT9rPSExFGLQVAECGxrAQOg23rzL87Kd6ByGLR8ca6fcUnXz5nrn1xyf9u9ecn9O17tYfQ9F2jbHb3jnQvytwHQBdlQuklgHQIPzLR9nvp0sscY8+meHsMXPH81RntNCBAgQIAAga0l0J1GHpB0x5C+h+ih75dNFAECBAjssosBUI+ChRB4W3rZF/H/TpY7r11P4t3D3dumuXiysxr2kmrbc+ys4ZzeZwB0TjeMbhGYosDpMq/+in2fp16R7OxQ+LZ9zajtF3O53PNkblYECBAgQIDAFhW4aNbro0nfN/RUOP3dhP5wrCJAgACBUwUMgHokLITAd9LLvpg/bCe97Yt82/Sceav9ynsHTNu2uU6yaGUAdNG2mP4SWJtA99r4WdLnqo8nfb5a+vzWw9n64wafTtrmJ8lqXwCliSJAgAABAgS2kEDPZzfsDHJUrh+0hdbNqhAgQGBaAgZApyDpfCpTQFxlFmcb3b+zQ9Z7PtDW8OJ/6l/L/9tfPewPhbT2P/XCvwQIEJg7gZ4H9FpJP8xcKXlPckzy/uQDybHJ25PLJV9PrpH0nF+KAAECBAgQ2PoC58oqviXph/rTJ69LDkzemygCBAgQIDB1AQOgUyf9gxl+a3TLRf7gnt/d8OVc7cBAzwm6z+9uXvba+XJrDxltddBAESBAYF4FunfnJZO/S76R9DnumkkHO7s3+1eT7h1/6eQLiSJAgAABAgS2vkCPAOk5Pm+U/Di5TXLL5PhEESBAgAABAgsq8Nr0u4d3di+opT+AtNzqdGBzt+XuWHLb/8v1zq9ZbbB0yWRzc/UZo77ff256pCMECGyWwAWzoGEA9PybtVDLIUCAAAECBOZC4EzpxYuT4bNMfyvh3HPRM50gQIDAfAs4BH6+t4/ejQRukcvhRf7dub6ew9bvm+mHX0Z852j+i3ZhAHTRtpj+EiBAgAABAgQIEFifwLUz+beTfi76RfLQRBEgQIDAeAIGQMdz0moOBI5IH4ZB0J/n+huTK47Zrx4y+qCkPyIyzOM3uX6JZBHLAOgibjV9JkBgHgTOkE5cO7ld0kMFL5ss/WGp/KkIECBAgMBcCeyR3jwm+W3SzzL9THOxRBEgQIDA+AIGQMe30nLGAh3E/GAyDGD28npj9qnnxFk6XfcA/Zsxp53HZgZA53Gr6BMBAvMscNF07vDkl8nS14Ne/27y8GSvRBEgQIAAgXkSuEw687mkr1cnJz2V12qn+0oTRYAAAQI7CBgA3QHEn/MtsHu69/ik5wLtm4AOio5T3VN0+MDbX5Lv+fMWuQyALvLW03cCBDZb4M5Z4K+Tvg6cknw0eUXymuSbyfD6cGSud6BUESBAgACBWQv0h3b/Ohlev76c61eadacsnwABAgssYAB0gTfedu56D1e88gQA+6Tt3ydXT047wXTz2tQA6LxuGf0iQGDeBO6cDg0DnC/M9f2W6eBBue0zSdsdk5wnUQQIECBAYFYCF8iC358Mr18vznVHKQRBESBAYB0CBkDXgWdSArMSMAA6K3nLJUBgkQS6N+ew50z3otlZnT539ofx+mGzHzoVAQIECBCYhcCts9ATkr4efS+5QaIIECBAYP0CBkDXb2gOBDZdwADoppNbIAECCyjQw9z7AfJFY/b9zGl37Giam4w5jWYECBAgQGAaAmfLTF6bDHt9viXXzzKNGZsHAQIECPyvgAHQKTwQen4WRYAAAQIECMyPQPfo7K+89xdzHz1mt36adv1xidbtT73wLwECBAgQ2HCBfun2+eQWyfHJHZIbJz9OFAECBAgQmBuBrXBOybnB3MId2SPrdkAyjQHzfkOsCBAgQGBlgT/KXadLPp70V97Hrden4VOTa4w7gXYECBAgQGCNAmfIdI9LHjia/ohc3in5zuhvFwQIECBAgACBhRN4WXo8HNIyrct3L5yCDhMgQGBzBG6bxfS59vAJF9cvNbvX6ElJf3BPESBAgACBjRC4Smb6taSvVb9KerSC150gKAIECGyQgEPgpwBrD9ApIG6DWbwv63ipZBpvbPrDHj28sx/SFQECBAj8ocAvRzdN+qu53Wu0z9P9MNoPpYoAAQIECExToJ8dH5w8Idkt+UzS0658IVEECBAgQIAAAQJLBD6Z6/1g/polt7lKgAABAr8TuEyu9nny27+7aaxr1xxN99mxWmtEgAABAgTGF7hEmg7v40/J9ecku48/uZYECBAgsA4Be4CuA2+Y1B6gg8TGXf4ws57GnpPL9dD5NJdTcRsBAgQWW6ADmEcn50sOTsY9Zchd0rbVX99VBAgQIEBgWgJ3zYz+OemRBt9M7pB8KFEECBAgQIAAgf8T6Dek3ZNnI/J/C1mgK8M3x/YAXaCNpqsECGy6wMOyxL5ufC7pD02sVtdMg5OTXycXWq2x+wkQIECAwBgC+6fNO5Phc8wrc/2MY0ynCQECBAhMV8AeoFPwtAfoFBBXmUU/lB6aXGxJu2NzvQOjigABAgQILCfw7Nx4p+TSyRuSWyc/SZara+XGfqnU87E9KflGoggQIECAwHoEbpaJX5KcOekRbXdP+nqkCBAgQIAAAQIrCuybez6WDN+ePnHFllv/DnuAbv1tbA0JEJiOwEUym+8lfe34fvLQ5ICk51zbO+nAZ79gG440eFWu75ooAgQIECCwVoEOeB6eDJ9b3pPr51jrzExHgAABAlMRsAfoVBjNZLMEzpQFfTHpm4l+WL1ush3LAOh23OrWmQCBtQr08MMjkuGD6HKXPez98YnBzyAoAgQIEFizwJ9kyqOTvtb8LOlen4oAAQIEZi9gAHT220APJhS4atoPe+p8N9c7KLrdygDodtvi1pcAgWkI3DAzeVnyreQ3yQnJZ5Ie8n7BRBEgQIAAgbUK9MeNeoTa8CXbh3L9QmudmekIECBAYOoCBkCnTmqGmyHwzCxkeHPxiM1Y4JwtwwDonG0Q3SFAgAABAgQIENi2AlfImn8p6eeTfsHWgVBHFARBESBAYI4EDIDO0cbQlfEF+mu+/YGKvsn4UbLdfknRAGg2uiJAgAABAgQIECAwQ4Hdsuz7Jycl/VzyheTyiSJAgACB+RMwADqFbXLaKczDLCYT+Hma3y652WiyHrr4udF1FwQIENiKAt2T5GrJwcl5k37QOip5V/LR0d+5UAQIECBAgMAmCFw4y+hpVa6S9DX5hcm9k55TWhEgQIAAAQIECExBwB6gU0A0CwILJHDT9HU4tK4fsnZMvwC63gKtj64SIECAAIFFFrh9On9i0tfj7yTXTRQBAgQIzLeAPUDne/voHYFlBQyALsviRgJbUuDxWathwLOn/nhqcrekvyr79OTbSe//bbIdz4mc1VYECBAgQGBTBM6ZpbwpGV6XX5fr+2zKki2EAAECBNYrYAB0vYKmJzADAQOgM0C3SAIzEHhAltkPWT23WK8vd8qV3XP7w5OTk7a9Z6IIECBAgACB6Qr0SIsfJn2t/XHyZ4kiQIAAgcURMAC6ONtKTwn8n4AB0P+jcIXAlhW4cNasvyTbPTtvNcZaHpI2/VD2i+Q8Y7TXhAABAgQIEFhdYO80OTTpa2zz9mS/RBEgQIDAYgkYAF2s7aW3BP5XwACoBwKBrS/QH1PoB61/nWBVXzGa5lkTTKMpAQIECBAgsLzANXPzt5K+HvcLxocligABAgQWU8AA6GJuN71eh0APF+3eUUPWMauZTWoAdGb0FkxgUwR2y1KGw+wuNsESL5+2/ZD2nQmm0ZQAAQIECBD4fYE98uejkx6F0dfV/0oOSBQBAgQILK6AAdDF3XZ6vkaBK2a6vpEZssbZzHQyA6Az5bdwAhsucN4soc9RR69hST0vWac96xqmNQkBAgQIENjuAgcG4DNJX0tPTp6WLHcO7tysCBAgQGCBBAyATmFj7TqFeZgFAQIECBAYBM4+uvL94YYJLn8wanu2CabRlAABAgQIbHeB0wTgr5JPJJdJvppcPXlQ0oFQRYAAAQIEtr2AbwS3/UMAAAECBKYqcNxobmsZxBym6Z6gisBqAudOgwsmp0uOSb6c9JBPRYAAge0kcP6s7IuTa49WunsJdTC05/1UBAgQIECAAIGFFOiA9TmXZBFXwiHwi7jV9JnA+AJ9nvpp0sPvLpCMW5dKw05zbNI9WRSB5QR65Mpdkk8lfbwsTfcgfnbS10lFgACB7SDw/2Ulj0/6XNgvgm6UKAIECBDYegIOgd9629QabQMBA6DbYCNbxW0v8LII9MPYMyaQ+JfRNC+YYBpNt5fAubK6H06GQc9+6O/f706+seT2E3L9TxNFgACBrSrQc2W/OhmeD9+W686fvVW3tvUiQIDALrsYAPUoILCAAgZAF3Cj6TKBCQW6N+cpyUnJwWNMe9NR+9/k8sJjtNdk+wmcJav8taQf9r+d3DbpLx0vrQPzx+uTtunj75aJIkCAwFYT6F6e3duzz3X9IuiOiSJAgACBrS1gAHRrb99ts3b7ZU0vnfxxclByleQSyf5Jz2u21coA6FbbotaHwPICj8vN/XD28+SQ5Zv876Hud899v0ra9mErtHMzgWFg879CsdpeTo9Omz6eTkzOlygCBAhsBYHTZyX+X9Lnt+a9iee4ICgCBAhsAwEDoNtgI2/FVdw7K/U3SQ/b62F6w5uY5S6791TPc/a85CbJVjgvngHQbEhFYBsI9Pnq+cnw3Nb/+w9NemjyzZOHJ59JhvufnuuKwHIC18qNfZz03LL90nCcemUadZp/G6exNgQIEJhzgSunf19N+rz26+QxyVb4XJDVUAQIECAwhoAB0DGQNJkfgf4owz8nqw169o3NSvlc7utA6CKXAdBF3nr6TmBygTtnku8lKz2vHZX7bpcoAisJvDB39PHz2JUaLHP7BXLbb5PuBboVj6bIaikCBLaBQH9YsF8enpz0ebBfHPbIMUWAAAEC20vAAOgUtndfVNXGC+ybRbwzOXDJovompufv6Yf/Hya/TPqNbrdJP6ydKTlvcv5kz6TVNzxvSB6UPDNRBAgQmHeBw9LB7o13w+TgpM9rff7rc9+7krcnfe5TBFYSOGh0x6tWarDM7d/KbT2C4orJlZIPJIoAAQKLJHBAOvvypM9j/UKnO1I8MOn5shUBAgQIECBAYO4EzpAe9XD3fuBvPp70xxvOnoxTu6fR1ZMXJH3DM8znxrm+iGUP0EXcavpMgACB2Qn0C8K+9k26J+fho+luN7uuWzIBAgTWJHCXTPWLpM9930yumSgCBAgQ2L4C9gDdvtt+oda8b2CGQct+GNt1Hb3voOcwCPrZdc5rHd1Y16QGQNfFZ2ICBAhsO4GfZY37OnrGCdf8P0fT3XrC6TQnQIDArAR6nuN3JMNnh//I9b1n1RnLJUCAAIG5ETAAOoVNsZ7BuCksflvM4mqjteyA5R2THsKy1npLJnzwaOIeTn/Btc7IdAQIECAwE4G9stS7Jz2dyZeTY5Ke063nubx+ov5Q4Nujm/q6N0kN7YfpJ5lWWwIECGy2QM/z//nkesmPklsmf5b0SyBFgAABAgQIEJh7gS+mh/0W9wlT6un+o/l1njea0jw3czafHPX/NZu5UMsiQIDAHAjcIn34bjLs2bPcZc9VeeE56Os8deFpI7PnTtCpnvezvj3Hti97J4DTlACBTRc4c5bYc30OrwlvyvX+eKoiQIAAAQKDgD1ABwmXcy1wQnrXNzR/OaVe9hxow2Hwt5rSPDdzNgZAN1PbsggQmBeB+6cjPQKgrwcfS+6cHJCcK+kPXDwiOTbp/cclvU2dKnDxXPQXkPvad4VTb9rpvz139nDu7X/YaUt3EiBAYLYC183iv5P0uf/E5AGJIkCAAAECOwoYAN1RxN9zKfDp9Kpvag6bUu/6RqnzaxbxEHgDoFN6IJgNAQILI9DDGjv4eUqysw+3e+f+1yV9fu+eoudI1KkCz8pFXY5OLnvqTcv+2y8Je868tj0q2SdRBAgQmDeBPlf16LDhi7F+aXPheeuk/hAgQIDA3AgYAJ2bTaEjOxPoed36Qay/YnvtnTUc474eIjMMqHYPoUUsA6CLuNX0mQCBtQrskQm/kfR14CFjzOS0aXPEqP3zxmi/XZp0r853jVz6evqPSfcMHaqvj3dMvpLU+vjk8okiQIDAvAn0uWk4RdZJuf6kZLd566T+ECBAgMBcCRgAnavNoTMrCfTb3OGQ9Z/meg+F7wfiSetymeDjST/YNU9MFrEMgC7iVtNnAgTWKvDnmbDP2Z9Jxj0X5cXStod8/zo5U6JOFehr5/OTYY+puv4i+XEyvDb2sj8icolEESBAYJ4E+hpwv2T4XNBB0HFO6zFP66AvBAgQIDAbAQOgs3G31DUIPDjTLP1w1vOCvjF5fHLXpIdHXje5WnKt5PrJrZMHJP+cfC5ZOv3b8/e4H6TTdK7KAOhcbQ6dIUBggwVekvn3+fu+Ey7n3aPp+lqgfl+gAwYvSo5JhtfG7hX6zuTOyW6JIkCAwDwJXCid+VAyPGf1CLEeBq8IECBAgMA4AgZAx1HSZm4E7pKedE+V4Y3PWi/fmnmcZW7WavKOGACd3MwUBAgsrsCH0/U+3191wlXoIZGd7m8nnG67Nd8rK7zvdltp60uAwEIJ3C69PTHpc3rPY/wniSJAgAABApMIGACdRGuFtou6F+EKqzPXNx+a3p0/+Yfk2Al72sMgX5/cLLlR0sP9FAECBAjMv8AZR13sh99Jamg/TD/JtNupbff8/Ml2WmHrSoDAwgicIz3tEV+vSM6QvCG5dNLzGSsCBAgQIEBgkwX6Ywtq8wR+mEU9cpQL5PIqyUWTnuOtv1S7d9KTofeDbw+T/3rS8wP13HHDh+FcVQQIEJiZwJ5Z8sHJZZKzJsclPU1HD9n+VaJ+X6BfeB2YnC+p07jVL8xak35hdupU/iVAgACBWQp0L88OfJ496W8A3Cv590QRIECAAAECBAhsE4FPZj17CNBrtsn6Wk0CW0XgdFmRfoHTD3L9P7xjjs9tj0raTv1O4O9ztVbP+91Nq17rOSyPSjrdFVdtrQEBAgQIzItA99rvOYqH18iem3j/eemcfhAgQIDAwgo4BH5hN52Ob2cBA6Dbeetb90UVOFc6/vFk+EDX609JHjy6/NiS+/4r18+dqFMFLpWL/mp5D9U+/6k3rfrvPdKi1l9ZtaUGBAgQIDAvAtdIR76R9Pm7z/kPTxQBAgQIEJiGgAHQaSiaB4FNFjAAusngFkdgnQKnz/SfSvqB7mvJNZPl6uq58atJ23066fnO1KkCwxuWPv/1dCc7qz/OnT3lSR1vs7OG7iNAgACBuRDYPb3oERCnJH3u/kRy8UQRIECAAIFpCQyfJw6Z1gzNhwCBjRcwALrxxpZAYJoC/5iZ9QPdl5Oe83NndZbc+aWk7Z+2s4bb7L4zZ33rV5cjk+skO1Y/QN8n+XnSdi9MFAECBAjMt0D38v/vpM/bJydPT/zGQhAUAQIECExVwADoVDnNjMDmCBgA3RxnSyEwDYGzZSY9jK+HcF9+zBleNu26F0x/EKm/gKtOFThvLoY9aYeB0H/Lbc9I/iP5UdLbm+cnHRBVBAgQIDCfAqdJt/4y6Wtdn7d7BMRVEkWAAAECBDZCwADoRqiaJ4ENFjAAusHAZk9gigJ3ybz6we7NE87zjaPp7jbhdFu9eX8g6mHJD5JhsHPpZU8dcNNEESBAgMD8CpwvXTsiGZ6/X5brTvsyv9tLzwgQILAVBAyATmErOkRjCohmQYAAgS0qMPwC+TsmXL+3p30H8v4oedGE027l5t1TqD8e9dSkewodkPScoN9Pes647kGkCBAgQGB+BW6Vrh2anCnpc3e/6Jv0S8JMoggQIECAAIHNFjAAutnilkeAAIHFETjnqKvfm7DLQ3uHwC8P11MKfHiU5Vu4lQABAgTmSaDnuH5BcutRp/rF4O2Tnr5EESBAgAABAgsgYAB0ATaSLhIgQGBGAj8dLbd7KU5S/dGf1vGnXizMv31NPHeyb9LD1Lt3Tw9xVAQIECCwNQT6xV6/nDsh6Zd1JyWr1Q3ToOds7uvDz5L7JocligABAgQIEFgggV0XqK+6SoAAAQKbK3DkaHFXn3CxQ/th+gkn3/Tml80SX5F0T56jks8kxyRHJ89O9k8UAQIECCymQAc8e+qRbyfHJp9NvpX8OPnP5MrJcnX63Njp3pp08PP9yYHJYYkiQIAAAQIECBAgsFMBP4K0Ux53EpgrgYulN90Dsnu8jHs4+9nTtnvWdLqLJ/Nc/RLwH5P+an372wwDoEt/qOgXub0/CKUIECBAYLEEbpPuDq9JfY7vF13DAGhPRzI89z8v13dPhvrjXPly0vt/nTw26WuGIkCAAAECsxDwI0izULdMAusUMAC6TkCTE9hkgddkef0A+LrkNKssu/cP7V+/Stt5uPtl6cTw4bZ7+Zx/h051z9DDR23a7gE73O9PAmUMdlEAAEAASURBVAQIEJhfgbuma8MgZ1+TrrRDV7t3/+OSfsnV5/g3JB0EfUhyctLbOlh6mUQRIECAAIFZChgAnaW+ZRNYo4AB0DXCmYzAjAQukOV2j5l+EOyhgmdKlqve/sqk7Y5LLpTMc90nnWtfj0+GQ/ZX6u/wIbp7il5jpUZuJ0CAAIG5EbhcetI9N/s8f/9VenWF3D/s9f+d0TQdOH1uskeiCBAgQIDArAUMgM56C1g+gTUIGABdA5pJCMxYoIN+P0n6QfKHyZOTGyT90Hj95ElJb+/9bXetZJ5rn3Sug7Tt783H7OjjR+0/NmZ7zQgQIEBgdgJvz6L7HP+cMbvQ17G2b45K5v11LF1UBAgQILCNBAyAbqONbVW3joAB0K2zLa3J9hK4aFb3PcnwAXG5yyNy/wELwHKn0Xq8d4K+7pW2w6/CX3qC6TQlQIAAgc0VOE8W19eonr/6zKss+ty5/23J0te0h64yjbsJECBAgMBmCxgAnYL4rlOYh1kQIECAwNYX+GpW8bpJ9wZ9evLO5FOjy/59zeQ6yZeTea8/GXXw3yfo6C/TtueHax186oV/CRAgQGAOBYbn6A5s/nQn/btx7vt80iMaelRAX8tafT1TBAgQIECAwBYTOO0WWx+rQ4AAAQIbK/ChzL5Z5DrvqPNfmnAljhy1H6afcHLNCRAgQGATBIbn6OE5e8dF9jQo/5QcMrrjLbm8W3LO5IHJMH2uKgIECBAgQGCrCNgDdKtsSetBgAABAuMK9FDH1mq/an9qK/8SIECAwFYR6JEKn0s6+Nlff39QcpPk2GR4TRheI3KTIkCAAAECBLaKgD1At8qWtB4ECBDYHIFrZzG3TC6TnDXpYYP9MPna5L3JItR3Rp28RC7fO0GH2741TH/qX/4lQIAAgXkSGJ6jh+fs9m3P5O+SRyYd6PxY0kHQryVDDe2H6YfbXRIgQIAAAQIECBCYWMCPIE1MZgICcyFw8fTifcnSH4rY8foHcv/wAXIuOr1CJ+44Wo+uz7h1+jT8QdJ1vuS4E2lHgAABApsusH+W+NvkZ8m+yeWSnuuzz98nJU9Odkt2rNfnhra57453+JsAAQIECMxY4KVZfl+j+uWdIkBgQQQMgC7IhtJNAksErp3r/SGJvuh+P3lCcnDSvUB7+fikhw/2/uOTg5J5rjOlcz9K2t9bjdnRJ47af2TM9poRIECAwOwE3ppF9zn+/clvRtd7TtArJstVX8va/sTkHMs1cBsBAgQIEJihwEuz7L5OGQCd4UawaAKTChgAnVRMewKzFbhQFt/D3PuCe3iyd7JcnTE3vjxpux8nF07muf46nWtfT0iutUpH75H7uzfRycnVVmnrbgIECBCYvcCN0oVTkj7PNy9K9kqWqyvlxuFLsUcs18BtBAgQIEBgxgIGQGe8ASyewFoEDICuRc00BGYn8Losuh8eX5MMPxCxUm96/6uStn/jSo3m6PbD0pf2tXsHPSPpYO/S6p5C/5m0TXPfRBEgQIDAfAvcNt3r4e993u6XV718U3LVZOnr2Pny9z8kv0zapuey3jVRBAgQIEBg3gQMgM7bFtEfAmMIGAAdA0kTAnMicED60Q+F3Uvy7GP26Wxp18PgO928nw+0H3SflCzdS+h7+fsLybDXa9ejh0TeMVEECBAgML8CfZ0azuPZ5+5+EXeHZHhN6m0/Sfocf3TSv5sOkj4n8eOwQVAECBAgMJcCBkDncrPoFIGdCxgA3bmPewnMk8CD05l+OPy3CTv1r6PpHjbhdLNqfuks+CVJD90fPhD38qjk6cm5E0WAAAEC8ytws3St56juc3cHOf8iGapfzPWHj76eLH2O78BoT+3Svf0VAQIECBCYZwEDoPO8dfSNwAoCBkBXgHEzgTkUGAYy7z5h3+6S9v2QOenA6YSLmXrz7hG6X9Jfee8HZkWAAAEC8y3Q808/KxkGNt+V6+fZSZfPmvv6HN9fit9tJ+3cRYAAAQIE5knAAOgUtoZDPaaAaBYECBDYogL7jNare8lMUkP7YfpJpp1l2x4G2UPgG0WAAAEC8y1wtXSvHwgvlPwqeXzS05p0MHSl6ulNGkWAAAECBAhsMwEDoNtsg1tdAgQITCDwg1Hb7hU5SXXPmlYPR1QECBAgQGCaArtnZg9NHpd0z/1PJ7dPvpQoAgQIECBAgMCyAn3ToAgQIECAwHICnxjdeMPl7tzJbTcY3TdMv5Om7iJAgAABAmML9PD1jydPGE3xzFxeOTH4OQJxQYAAAQIECBAgMB8CzgE6H9tBLwiMI9Bzpf0y6aHh4/5IxOVH7TvduL8cn6aKAAECBAisKHCa3HPPpIe69xD3/qBRD4FXBAgQIEBgOwg4B+h22MrbcB3PkHX+4+RuSQ/vuWVyiWS3ZCuUAdCtsBWtw3YS6C/n9sPmV5LVfhioA6ZfHrV/ai4VAQIECBBYr8B5M4N3J8MPHb081/t+WREgQIAAge0iYAB0u2zpBV/P66b/9x/l9DtZlz1y32OT3yTDG7yll0fm9psni14GQBd9C+r/dhPYKyv8X0mfj76RHJQsV9fOjd0jp+36/3xnz3e5WxEgQIAAgVUFuiPAT5O+tvS80jdNFAECBAgQ2G4CBkC32xZf0PV9XvrdN23NuVZYh/Pn9s+N2gxtV7p8c9ot8o9XGQBd4UHgZgJzLHDO9O0jyfC89Klcf1ryt6PL4f917/9ostJzXe5SBAgQIEBgVYF90+KVyfC6845cd1qVVdk0IECAAIEtKmAAdItu2K22WqsNgPacRkckwxu8XnZw4dDk75PDkp7sfen9z87fi1rDQMlrFnUF9JvANhXYM+vdAc8fJ0ufj4brP8ntD0/aThEgQIAAgbUKXD8Tfjfp68sJyV0TRYAAAQIEtrOAAdDtvPUXaN1XGwC9T9ZlGEA4Jtd7qM9ydZ3c+MVkaHun5RotwG0GQBdgI+kigZ0I9HQdN0genDxpdNm/e7siQIAAAQJrFegpV56SDO91P5DrF1zrzExHgAABAgS2kIAB0C20Mbfyqqw2ADrs3dlfWb7mKhDnyP0dJO0bw8+s0nZe7zYAOq9bRr8IECBAgAABArMR+KMs9sik73F/nfQoqF0TRYAAAQIECOyyiwHQKTwKvLGYAuI6ZrFbpj1wNP1/5LLfdO+sfpA7+4NKrUsm/aZcEdgqAn0+6iD/6bfKClmPhRTYM73uOU8X+VzLCwmv0zMTOHOWfJaZLX31BXfv8v6f3H31plosoEDfC/eIgo8kBySfT/44eUzSnQMUAQIECBAgQGAqAgZAp8K45plcIFOebjT1x8ecyxGjdv1wfrkxp9GMwLwK9PF/v+TDyW+S7yc/T3rurxckHehXBDZa4HxZwDOS/sr9r5Jjk+6B9N/JI5N9EkVgKwncKCvz6qTnV+z5e49L+tz7hmSlU/Hkrk2r/bKkf0y+kvT/4vB/soNj3TNwngds0z01psBF066v/09NOhD6/KR7gi7qUU7puiJAgAABAgQIbF+BnR0Cf8aw9NvtHu5zyJhEp0m7X46mue2Y08xTM4fAz9PWmG1frprFH5X08d+ckgwDoMNtJ+e2fgjuByNFYCMEuudRBz2Hx9wwAHrSktt+lOs3SxSBRRfowOFbk+Hx3sthAHTpbe/L7edKZlH3ykI7GDv0ZxgA7Zdkw23t858lanEF7piuD9v527l+0OKuip4TIECAAIENF3hpltD3QeOOG214hyyAwHICOxsAbftvJX0g/3MyTl0wjYYPAFcaZ4I5a2MAdM42yIy6c/0sdxh0+kSud4+jvZb05dK5/uxk+MD7n7newX9FYJoCz8jM+nzaL6JekvQ5dXic9XDbPk7fk7RNB+j7gV0RWFSBs6bj3aOyj+cfJg9Kzp0M1VOQ3Dv5XtI2/YJq/2Qz63FZWJfdvDLpF2W7Jq0e+XKd5C3J0Oavc10tlkAH1pduw1fl7zMt1iroLQECBAgQ2HQBA6CbTm6BaxFYOgB6g8xgOOR9mFcPr+wb+S8lwwfv4b7lLv8pNw5v/BfxDaMB0OW26va67bxZ3e6908fxc5Kd7d15tdx/3Kht/68oAtMSuENm1MfgL5M/XWWmfztq2z3RLr9KW3cTmFeBd6Zjfcz3dXjpwOeO/e1A6QeTtv1YMgxA5uqGVr8I6zL7xddtV1lSB2r7xUWPErj6Km3dPT8CN0pXfpR0O/e1/daJIkCAAAECBFYXMAC6upEWcyCwdAC0b/hOSnpeuRcl90oOTo5Pet/TkpWqg6MPTLoXUtt2r6RFrH7wav9fs4id1+epCByWufQx8NpknEH//h9p+x4qt7MP7blbERhL4PRpNezldqexpjh1sL6Pw0V97h1zNTXbogI3z3r18fv9pHvgrVb7psG3kk4z7v+RNF1zdY/rbyRd3n3GnMsTR+0/PmZ7zWYn0C/sX5J0+zZvTbyeB0ERIECAAIExBQyAjgml2WwFnpvFD2/4xrm84w7d7Z4Yj0k+tWQ+3ePhMskilgHQRdxq0+tzPwR1L7p+EXD+CWbbQ+T6/+chE0yjKYGVBLp3WR9P3btt3Opjd9hzuT/coQgsksBwyHH3nBy3eo6p/j/58LgTrKPdjUfL+kIux93jdK+0PWY03RVyqeZT4Nrp1reTPpb6RWbPu6wIECBAgACByQQMgE7mpfWMBPpG/uLJ7ZKnJG9PugdG3wgul7vl9qV12fyxtN1v83cPx1zUMgC6qFtuOv3+08ymj+cjJpzdcGjkuyacTnMCywkcmhv7OLzvcnfu5LYXj6b7m520cReBeRPouTN/lfQIkn6pOm51gPEXSd937DPuRGts96xM1/+Tj5xw+uG0QA+fcDrNN15gzyzicUkfP922H0suligCBAgQIEBgcgEDoJOb/cEUfVOsNlagb/yOHOXwJYvaL9cvtySXz/ULJ99MltYPlvxxXK7fMemeHIrAIgqcf9Tpz0/Y+c+N2g/TTzi55gR+T+B8o78mfRwO7T0Of4/TH3MucK70r4NRRyd9HzFu9fy4X08unZw3OT7ZqBr+Tw3/x8ZdjteGcaU2t91lsriXJ33s9KilpyePSDoIrwgQIECAAAECMxEwADoT9v9daM8/1ywdzNw7f/fk/0urv9T6j8k7kw8m3YtDEVhUgeE5px+IJqmh/TD9JNNqS2BHgeFxNDyudrx/pb+H9sP0K7VzO4F5Ehger8Pjd5K+DdMM85hk2knaDvMfljfutMOA2jD9uNNptzECPerpr5OnJXskX0kOSf4rUQQIECBAgACBmQp4wzhT/j9Y+M/+4JZTvzl/2DK3u4nAIgocPer0pOdQHA6bG6ZfxHXfKn2+RFakpyQ4MOnhtN2jrHthvS75YrII9d1RJ/s4fP8EHR4eh8P0E0yq6QoC587tt0iuknRPxROTryZvSj6YzLr6PulPkhsmF0i6J2W/vHxf8obkp8m81zHpYI9G2T85Q9LzMI5TXfcLjRoePc4E62gzzL//x948wXyG15Jh+n6RfNPkOsl5kg6oHpX09EPNjl8y56aFqLOkl/0hq2sm+yXdO/ebSX9M6D3JMBCcqzOrC2TJL0nax9ahSU8X0r4qAgQIECBAgAABAttO4JNZ4/9JXrPt1twKV+AcST+o/SLpB7px61/SsI+bx407gXZTF+jgyX8m3Q4r5VW5r4MO8173SAe7Dh08GLf2SMMOfHY6P7gyrtrK7Xp+yaclPaphpcdTzxl4pWRW1R/m+XKyUv86+PnQZNdk3usD6WDX43YTdPRGo2mGw8wnmHTipn8+WtaHJpiy7t3DsOt17eTeyY9Gfy+3zb6V+26dLFLtls4+KukX5MutU2/7QnJwMsvq9jshaX/6BcENEkWAAAECBAhMT+ClmVVfZ3tkhSKwcALdi2Qt1T2uOsCwCIMMy62fAdDlVLbXbd27p0/ezxlztS+Vdt1r5+TkgDGn0Wy6ApfL7Pqhttute+j9a/IXyfWSDqh0gLq39/7ubTbvA4R9Hh0+rI87cNCBrq7fZxO1PoGzZ/JPJPXsFyL9QuxuyfWTWyVPSYbB5g6QdnBls+thWWD3mmwfj0w6CNU98LonaPdqe3fS+5o3Jmt9Tc+km1J3z1La1w7onn6MJXbA/1NJp3nwGO3X2+SMmcEweNk9gsepv0qj9u9ryb+PrvfvDyb3SzqAe7Pk4cnnkt7X/EOyCHWGdPKdydDvt+X6vZIbJDX6+6Tr3vv7/+g+yWbX2bLA1yZDH9+U62fZ7E5YHgECBAgQ2AYCBkC3wUbeaqt466zQW5PvJ/1g9aWkhwtdPRm3+kFreKM57jTz1M4A6Dxtjdn05TJZbAc0+zjuucJ2VufPncMHvOfurKH7Nkzg3JnzMBjVD+PnWmFJvf3tSbdrB0v3S+a5OijSvv4g6WNyZ9VD/k9K2r6DD2rtArtn0g8ktfxKctlkudorNz47abs+X1wz2ay6QxbU5fZLl4ckuyXLVb8A6OOnbftaPs912nRuGAR8fa7Xd6XqNnp50vX6ZnK6ZDPq3llIl9k9a/94lQV2sPxXSdsPX6p1ug5SL1enyY0dPBxee2YxWLhcv3Z226tzZ9evz6fXWqFht9Wjkr6nbP6/ZLPqplnQscmwzW6/WQu2HAIECBAgsA0FDIBuw42+qKvcb/FfnPRN4nLpN/dPT3b2gSR3/28ZAB0kXC6ywD3S+eH/wity/YAdVqb/Z7p3zw+Ttvt4slkfwrMotUTgZbnebfDupIMoO6ve30HStu92nefq4bPD8+mJuf63yZl36PB58/c/JR1Y6Do9LlHrE7hvJq/lt5NzjDGrp4zaH5nL1R5/Y8xu1Sbde+0nSft491Vb77LLpdLmhFH7G47RfpZNLpqF/3jU18/m8kbJ0sHdDhJeN+nzbde//y9WGqDOXRtSh2euXfYvk8ckZ02WVr+QeVrSwem2+/fRZduvNmiaJrvcJun/518k50nmtTqQ2fXr9rrIGJ0c/l91QH7vMdqvp0lfn5+ZtH/Ne5I+VyoCBAgQIEBg4wQMgG6crTlPWeBZmd/wRrGX/VDxjWT4UD3c9+XcdsFkZzV8YO80i1ifTKfb99csYuf1eaoCh2Ru/RA6PP6/nutHJJ9I+mF2uL2P+TMlavMFLpBF9nmq22PcD7j7p223a6e7UDLPtUc696JkeKx1L89PJ+9JvrTk9g62PDhR6xPooHP3Zqv3jcecVQc9O/jZaf58zGnW0+xRo2W9ZYKZ3H80zfsnmGZWTS+eBXfP2+Ex38POP5R8MPn+kts7QH35ZLOr2/s5ydC//t/7TNL/k19I+rzS+05JHpO8YfT3Y3M5bvXLmc6jA6nzWsN7pX5ZOG69Lw27Xg8cd4I1tLtqpvla0uV0D9xHJh04VwQIECBAgMDGChgA3Vhfc5+SwOUyn76B75vFY5M/TfohsLVP0sPrfpr0/qYfOi6YrFQGQFeScfsiCnRQ7QVJP4QP/wd62Q+3H0hukajZCQx7Fb18wi4ML9APmHC6WTU/KAt+ezIcHjs8FrtnX9e9g0Zq/QIdPKntVyec1X1G03XvwI2uYeBpklMdnD6d6qB/n7fOvtEdnML898w8HpQsHeQfHvMd3OqgVtdplnW1LPxNSQfZhr718ufJfySXSbonYu/ve6yzJePWldOw8/r6uBNscrvzjfrX94a7T7DsW42m24iB+PbjEcnwfrZfFHXvZ0WAAAECBAhsjsDw+eqQzVmcpRBYm0AHd/pGu3sWrXQo2blz33+P2rXtN5JzJsuVAdDlVNy26AK7ZQU6yHRQcsXkLImavcDw/PWXE3bl7mnf57IXTjjdrJvvnQ5cLrlO0g/3HShS0xO4W2bVx8WLJpxlXzs73WcnnG4tzX85WtY4p6RZOv8PjKa75tIbF+D6edLHDjZePTn/HPa3g5zd/v0/eWByumSo/t3HxeeGG8a8PE3aDdt56fzGnHzDm90wS+h6vW3CJXUQuNMdN+F0qzW/RBp8Mum8O8jfo5omGZhNc0WAAAECBAisU8AA6DoBO3kPNVIbK9A3jq0ectXDuJarY3LjtZI3JNdOugfom0fXu7eDIrDVBfqh6shRtvq6LtL6DQPRk36g/vFoJfddpJVNX3+W9MsotTECa308DY+/jX48ddCzA2IdHGsmqaGPwzpOMu0s2x6dhTfzWn0PtNJ7p8F6sB93HTqQ95OkXz73MdX3YPNUa12vPu923c6cdJC319dTnUe/zHp20v8X30zukHwoUQQIECBAgACBhRMwALrxm+yA0SI+ucqiTsj9N0renVw16V5wPczrT5MODikCBAhstsAPRws854QLHtr31AbrrX4hdMmkgwKd32eT7ybzUj1U+ErJ/kkPof9W8qmk5yqcdp0xM+yy9ks6QNcBieHogVyd+5qHx9POkGraAbfudbh30gHxcWt4zA/rOO502q1dYLAe7MedU484OGvSAcJJB0/HXcZ62q11vc6RhXbQcjilzHr60D2DD0sOHs3k8FzeMzlx9LcLAgQIECBAgAABAn8g0L0M+ia736KPUz2E6atJp2memyytN+aP4b6lty/K9Q4Et/+vWZQO6yeBbSzwl1n3/n997YQGrxpNd68Jp1va/Db5YxjcG57zetmBxY8kPUx0ltWB2R6K0nM/Lu1fr38/eXzSQbRp1MUyk1cmO54Pscv6XvLIpAOx816XTwfb5+8kHagZtx6ahp3u0HEnWEe77t3WZd1ignl0j7sOfje9rjZHYM8spoPUfU7ogN24dVAadht/YdwJNrndubK8rlMH4yf5f337tO96vSNZT908Ew/vXX+Q6/0iXhEgQIAAAQKzFejnjr7OHzLbblg6gZ0LfDx394H69J03+717L5y/+qaz0zUPTIYyADpIuCRAYKMF+kG8gzonJRcfc2EdrGv7Zr8xp1narHvf9QuS4fnvx7n+5uQlyduSDngM970w1/dINrtumwUOA5/dQ/9jycuT/0y+kgz9+2auXyZZT901E/866TxPTj6cvCx5dfL1ZFjWl3P9gGTea+jzX4zZ0R56e1TS9bzpmNOsp1lfb7usDoSOW49Nw07Tx6faXIF/z+Jq/8wJFvuW0TSPm2CazW76gVEfHzLmgndNu0+NpukXV2upng5g8KzpG5JzrGVGpiFAgAABAgSmLmAAdOqkZrgRAv1Q3DeS3SPoLBMs4CppO3zA7p4AdxxNawB0AkRNCRBYt8A/ZQ59DuuH6x6CvbPq4OWwl/fzdtZwhft6WpZ3JV3eccndkh1P1dIBsfsnPRSz7Q5PNrNuk4V1uU3fiJw32bH6/N1B0bbpAO5Fk7VUBz+HZf1LrvechTvWtXLDfydtd2yyXH9y89zUndKT9rWH6V5klV51L9EXJ23/iWSSvUbTfE3Vx/AxSZf5d2PM4ZppMwxQX3WM9ppMV+BSmd0pSb8cuNEYs7532nTb/jQ56xjtZ9XkT7Lg9rPvA680RieeNGr/rVzuOUb7HZtcLzccnXSZ/ZLpPokiQIAAAQIE5kfAAOj8bAs92YnATXJf31A23TtkknNV3TLt+8a+0/byMUn3hBrml6sLV8PgyGsWruc6TGB7CuyT1T4y6fNOB9ounSxXHYgY9kDq3ohnXq7RKrc9Kvd3OT2s+8KrtO3h1B3EaPt7rNJ2WnefJzP6edJlPmSVmXbP1J46oG3r0j20JqkOmg4Da3+1yoQ9TPYdSZf1gVXazvruDmK+Lmlf+8XgSoNWfa189ahdB2QOTDar2qfhtfdZub73MgvuetwlGR4P/2+ZNm7aHIEOVPfx1P8vHeDcLdmx9soN/5D0C+W2/fNk3qtfIrWvJyQr7THd5+d+OdJ2v0kOSiapfqH05KTTNx9MLpQoAgQIECBAYL4EDIDO1/bQm50IvDP3DW8uuzfQoUnfpI9Tf5lGwxv2zmP4UNbri1gGQBdxq+nzdhe4YAC+mAzPQW/N9YcmHQDq5VuS7oHV+ztYupYP0N1DvgNdnUf3ahyn/iyN2r4Dph1w3OgaBhpeOeaCujfhN5P28XZjTjM0O3w03QuHG1a57EDIMaNp+sXbPNcZ07k+ZurS9FQxj03umtwveXky7OHb18zrJptdd8gChwHoH+Z6t/3fJHdPOmA0fCnQ/r8g2TVRsxPoAPTwePp6rvfveyb3Sv45OTbp/X2e+utkEeq06eRLkmG9Pp/rT0z6GOx7yBcl/f/R+3+R3CaZpK6Yxl9KOn0HTx+feBwHQREgQIAAgTkUMAA6hxtFl5YXuFBu/mwyvIntZd/Ijlt3TsOeT2/p9L2+iGUAdBG3mj4T2GWXMwXhGckwKLTj81Fvf2bSgbi11J0zUef59gkn/sxouhtOON2kzXfPBD8ZLat7Z45bHYTper1p3AnSrgOnv0z6hdd+ybj1oDTssl4x7gQzbNeBlgckP0p2fCwNf7869/X1c1bVAaL3J0N/drz8Vu77i0TNh8At0o2vJDtup+HvDrRffT66OlEv+kXT0cmwHjteviv3XWaCOXYP2T5XDO8rv5Drl5tgek0JECBAgACBzRcwALr55pa4DoHTZdp/Sk5M+ub1Hckkdek03vGD2CTTz0tbA6DzsiX0g8DaBLqnZveOe2ryb6PLO+byrMl6qnsz9blx0r2zutdSp3tCspHVQ+67nC9OuJBzjqb76QTTdQ/YLutjE0zTphdJOt13+seCVA9NvlnSPdv6GOggevduu0AyL9XX3wcnfQ3/1+SxyXWS0yZqvgQ6sH6N5NFJ98x9bvKwpP9/F7n6Bcz1ksclfQw+J3lgcvFkkupzxEeSPk/8Nnl+smeiCBAgQIAAgfkWMAA639tH71YQ6AemqyTXX+H+1W7uQEPfvB6/WsM5vd8A6JxuGN0iMGOB4ZDoG03Yj+4d1Q/z/zbhdJM2v/FoOW+edMK07+Gp7ePpx5z2tqP2h4/ZfmjW15cOanTPrtMMN7okQIBABPrF1fAl/FG5fl0qBAgQIECAwMIIGACdwqay98IUECecRc8/9dEJp1na/CX5o1EECBDYSgI95LvVPQInqaH9MP0k007Sdpj/sLxxp901DfdIOjDZ0wSMU6stq/Ps/HasHmnQgc9fJR1wVQQ2UmClx+FGLtO8Jxc4ZybpF0T9Eqf12qRfHC3qF+ldB0WAAAECBAgQmFigb14VAQIECBCYtcA3Rh24woQdGdoP0084+djNvzlq2XPt7Tb2VKeem6/tj0pOGXO6YV2WHrZ700zbPUKPTn6T/Dz5fNJTEVwkaW2WxalL8+92E+gezPdN3pscl/QL3V6+L7lf0nPXqvkSuGG60+eJDn7+OPnz5FaJwc8gKAIECBAgQIAAAQIbKeAQ+I3UNW8Ciytw3XS9ey12oLF7TI5T/cGlfqjvdJcYZ4J1tun5P7usW04wn2ePpvnnCaZp0w6Ydlk9HP4Do+v9u+lA6nC9lx0QfVJy6Oj2J+dSEZimQAfQvpcsfdzt+Dg8Jvd3oF7NXmDvdOGwZNhe/XG5/RJFgAABAgQILKaAQ+CnsN0cAj8FxG0wi8tmHbvHwDTOKXfukZfH3jZ44FhFAhMIvDdtP5ccmPxd8uhkterej/sm706+tFrjKdzfHx7pj6p0ue9NfpLsrP4od/5l0oGiTjdJ/VMaPyXpm50+Xx6bdLmvT76V7JlcPrlz0sNZ/zYZBkP74y+KwLQE+vh6YdKjhj6SPD15b9K9P8+SXCd5QHK1pI/PPubbXs1G4FpZ7EuS8yc9ncZjkj53KAIECBAgQIAAAQIEVhF4U+4f9iKY1mX3BFUECBBYKnBQ/uhhtb9NHpysVP8/e2cBL09V/n9CuktUukUFUVAJCUVA0vxZhNiBjYqBElIGKCgiBiF2IIooIA2iKCoIUtLdnYL8/++33zmyXG/M3Lu7d+PzvF6fO7Mzz6n3mbs7+8w5Zw3EGBz0/cgfGDJo2g0zEHkuslwDQa6tN5a9iBMGLfX98lhO4xxfkHNlLU8DTcuO47sT58poPEeLxkKgXQTWJiNHGHsdf2qCTHep/PwRLoOhse4ScOT87qi8F/yZ/VVQLARCIARCIARCoP8JZARoG/owo/DaAHEIsnBkkV/2DTpM1d5NBs9AN0w1o6QPgRAYOAKn0aL3I6eLO2LpVehAdDoyCGjAcWP0EeTIdAMtOyBHjnbDDM6+Ap2FDAxdjAxuHo2uQAYgVkfWyVFzfsb+Fn0MNbX3kGAOZBsdZfcn5Mi7Y9BVaE70PGQ52yHfnw1SvQitgKxPLASmSsD/v9nQl9A+E2TmQ4mF0C7IdC9EXpOxzhPwIdD3kVsDoL5/GrD2PSsWAiEQAiEQAiEQAiEQAl0hcBul3N4hdaUBbS7kL+TnFyIDBrEQCIEQGI2AQcabkO8VY+kqzm2IpsMWo9Dj0Fh187iByy+gWVFTm5kE1yPzeS06udofqzxHiu6Bvl35GYiKhcBUCZQA5o1kNFfNzAzMl2vXhwSxzhLwvWIn9Ajy/eEyZL/FQiAEQiAEQiAEBotARoAOVn8ObGt8Ej/Wl9apHu9HaAmA9mOvpc4h0H0C81Dk+9Ep6BZkQNFAjCMq344cbTndthEV+A66Aj2E7kHnIwOQK6HJmqNI/Xy4uiWDTdl3Xb+rkAHPu9Hf0N5oWaS9GJmuWyNiLTM2uAR2o2leT45ybmL742y6PZskim9jAsuQ4nQka3UEmhvFQiAEQiAEQiAEBo9AAqBt6FOn58U6S2B9sj8crdxSjOvCGRiNhUAIhEAIjE7gAQ77o0OqV+00KqbabctVGZ7XkvGJ7KvxzICoVtLPeJW/ITA5AuU6ar0O6+SU67AOpan5vI7k30LzI+8p34p8OBQLgRAIgRAIgRAIgRAYg0ACoGOAaePhs8nLaWDHozIt6TD2P41iIRACIRACITCSgNOINUd6NrEyDda1Q2dGjgqLhcBkCUz2OizXbUk/2fKT7n8JLMKhb6JXV6d+w9Y1h++oXmcTAiEQAiEQAiEQAiEwBoEEQMcA0+bDd5HfJuiPaFX0CXQycmpnLARCIARCIARaCdxYvVi+9WCNff0NfJb1U2skaauLn29bIn+EySUMrIcPAX+HHkTDZAvSWFk8Hz0VuWTBJehYdC3qB5vKdWj7Svp+aGs/1HELKvkd9DR0L3ofcjpcLARCIARCIARCIARCIAR6jsA61Mip747KuQE5dWnYLGuADluPp70hEAJNCbiOnwFDPy+WbJDYX5v38+V7DdK0w/VZZHICsuzR5A8BfgjNggbd5qKB+yD7bzQWj3Pc/nkG6nV7FRW0Dec0rKhBb9P5A16xqRPwYcIBqFxPp7G/NIqFQAiEQAiEQAgMD4GsATo8fT1QLf0KrSk3sZ8aqJbVa0wCoPU4xSsEQmC4CXyf5vtZcXhNDAvhd0uVZvOaadrhtjWZ3F+V62wHf4n+3Wh7tCsyeFY+8xz9OMg/0rI47ftz1V4DnY58NSi9HXK03o+QP5YlD0fHroV62eyr25D13aZmRbeq/A16G7iLTY3A2iT/J7IPHkb+TznKOxYCIRACIRACITBcBBIAHa7+HpjW+oXgSuTNrF8Q5kXDZAmADlNvp60hEAKTJeA0cgMeflZ8YIJM/Fw5pfI9dQLfdp5+EZmVOh7BvkHY0WwLDpZA2k/YH8QAjutdlmDvZeyPFdxcknMnIvv1VrQM6mV7H5Wzrnei1Seo6GqcvwPp/8EJfHN6fAIuUfVJ9BiS53noOSgWAiEQAiEQAiEwnAQSAB3Ofh+IVvulca9KfmEYJksAdJh6O20NgRCYCgFHURr8UEegpdBIexkHLkT6uObiEqgbNiuFXIws96AaBa6CjyNE9X99Df9+c/lM1bbL2S46QeVl9+vK/7gJfKf7tMHqn1V1vY+tSxkY7G01Xxuk97z9ezQaxCA3zeqKPZNSzkWy/Dfy/2t2FAuBEAiBEAiBEBheAgmADm/fp+V9TCAB0D7uvFQ9BEKg6wQMgpZRlk6rNjDiKMpfIX9MxyCJ+gdaAXXL3khBlnspcrRaHXsLTqWudfz7xWcuKnpP1bYX16z0IvjdXaVZs2aa6XIz+HZ4VVf77350EvphtfW1x9WRaA4UmxyBt5GsrB97FfvrTy6bpAqBEAiBEAiBEBgwAgmADliHpjnDQSAB0OHo57QyBEKgfQT8dXdveh5AJdBUttdw7ONo5Kg8DnXUyqjA9zQoZVZ8nfZt3R0ROii2NQ2xTX9o2KAvV+n2aZhuutxfTsG/Rwbiy/Xn1tdnoy1QbHIEHLldlkaQqcHl+SaXVVKFQAiEQAiEQAgMIIEEQAewU9OkwSeQAOjg93FaGAIh0BkCjjR0hOH/IYNuz0HTZa5zaaCmaSDzp1W6101XxTtQ7q5Vm/ZumHcJnDodvp/s6VTWpRfegDZBvo5NnsA2JL0T+f/kWrmvRLEQCIEQCIEQCIEQaCWQAGgrjUnu1522NsnskywEQiAEQiAEQqBNBB4in7PalNdUs1m0ysARnU2s+Jf0TdL2qm9pS2lb3XoW/5K+brrp9ruJCqjY1AgsSPKvI5eT0H6N3o5u8UUsBEIgBEIgBEIgBEKgvQQSAG0vz+QWAiEQAiEQAnUIuAbkimgBZCDMHxR6BPWLOWLNX323Hf64UV0rwT7TD4qVtpS21W2X7LSSfsar/B0GAhvTyCPQksilLT6NDkSx3iSwFNVaFrke7o3oUuTSD7EQCIEQCIEQCIEQCIEOEZiNfL1ZLupQMR3NNlPgO4o3mYdACPQ4Aac9n4n8dWenvBbdx/73UdMp5SSZFjuGUq27I9bq2sw4Gjww3XRO369b37p+r67adEbdBJXf56t0X2iYLu79S8C1evdFZR1V105doX+bM9A19577vehCVN6ny/Zmju2Pmj70IEksBEIgBEIgBCZFIFPgJ4UtifqZwJpUvtx8ue1HSwC0H3stdQ6BEJgqgXnI4OeovIc7nf2P6ATkF+wSEHmU/Q+iXrc3U0Hbcj6apWZlXTPSNP+s6d8vbvato/jsQz+n69j8OLneozzWrZMgPn1P4Pm04CJkn/8L7YVmRbHeI7AMVfobsq/UHcgHHCehq1A57ujtTVEsBEIgBEIgBDpNIAHQThNO/j1HIAHQnuuSVCgEQiAEJiTgSCK/PPul2S/MO6G5Uas5xfIQVAKhn2w92YP7s1OnK5Ft+lyN+i2Nj2sb6r8jGjTbhwbZNoPZ803QOEfC/gjpf8oEvjnd/wQMcn4YGfS0zw2CGgyN9SaBp1Ot65F95Y+9+aNU9mGrPY8Xv0X6PIY2Q7EQCIEQCIEQ6CSBo8jcz53tOllI8g6BXiKQAGgv9UbqEgIhEAL1CDjF2RuWa5Hrfo5nr+ek0+MNhG4wnmMPnHspdXDEqm37MvJX6kczRzjadv1+g2ZBg2bz0qC/I9t4HhprKYOFOffTyu/ucfw4FRsAAivQBqe5e134P30ochp8rHcJnEbV7K/TkSO1xzIfZJRlLFwH+aljOeZ4CIRACIRACLSBQAKgbYCYLPqLwFOo7uIt6q/az6htpsD3Y6+lziEQApMl4MjOh5FBzbVqZrIbfn4Bd4p8r9u2VPARZH1vQF9EBnG3Qo50PR55ThlQWAANqi1Dwy5GttXA8E/Q29EWSE6HIIOennck8IYoNrgEHKFxP7K/r0Mbo1hvE/B9y/66GS1Ss6q/rtIcVNM/biEQAiEQAiEwGQIJgE6GWtKEwDQTSAB0mjsgxYdACHSVwEcpzS/UP2xQqiMpb6/Srdwg3XS5vpCCz6nqa1tHyiDQHsilAAbdDPAa6CwjY0ey8PVxaKKRwLjE+pSAIwGPRaXvf8H+gn3almGrtg8t7LePNGj4c6o0vmfP2iBdXEMgBEIgBEKgCYEEQJvQim8I9AiBBEB7pCNSjRAIga4QKKODXtuwtHKT886G6abT3anueyPXtzQA9E30FlR3JBWuA2NL0pL3ocOR18D30K5oNRQbXAKb0rRbkUE0R/k6GjrWPwRK3y3TsMqX4m+fr9EwXdxDIARCIARCoC6B8t0ga4DWJTaKn1OqYyEQAiEQAiEQAp0hsESV7eUNs/9n5V/SN0w+Le6udahiM35E5WsBMTQE5qOlByID/trvkPsuCxHrDwKzU83F0L/QNQ2r7Pv1ysj36/Mapo17CIRACIRACIRAlwgkANol0OMU8wzO+aMIc1dyrbh70L3oDuTrWAiEQAiEQH8SeLSqdtPp38W/pO/P1qfWITD4BF5MEx2VsSx6CO2OvoBi/UWg/PjcrFTbH2rzR6vqWt6v65KKXwiEQAiEQAhMI4EEQLsP31ECO6BtkesG+Xose4wTFyDXVnMKnb+e6xSbWAiEQAiEQH8QcCTRC9Bq6M8Nqrx65VtGIrnOpp8bBlt8cObDsauQnwtHottQP9pLqPQb0Nroaeg+5GhZp9AbVPJh4LCYP5j1ZrQpWgZ5j+YIwlORLC5Esd4h4IjBT6LPIgNmf0HboUtQrP8IGAC9Hi2NnoXq/r/NjK/381p5v57xKn9DIARCIARCIARCYEgJLE67D0Z+mft/k5TB0C1RP5tfEGz/0f3ciNQ9BEIgBGoSeDt+vucZxKprfl48iByBtAr6GRrvc8PPlQ+hfrIlqexJaLx2GdTdvp8aNcm6GjzbAzl6cCweBme+g+ZBseknYMDLqc7212PoSyiDCoDQ5+a6xfbp5xu0Y+MqzVUN0sQ1BEIgBEIgBJoS8GG4n1E+bI2FQE8TWIja/R15wRb5xdaRHX9Av0I/Rt9FP0AGB/1i6KLqD6OSxq1fgvrtiy5V/q8lAPpfFNkJgRAYAgL+KvjtyPfv19Vs7/cqf38t/PJq35GRfilfFzlScln0KuTnR/mM+Bb7/WCOrroZWW/ZOIJuLfRUtAJ6IzoVlXYZHBxUm5WGHYNsq/cF3gNsgZZGjvTdEH0VlXuBv7G/IIpND4GZKfa9qPTHP9lfe3qqklI7QGBN8vT/0AdQvk9NZHPhcD7y/3eXiZxzPgRCIARCIASmQCAB0CnAS9LuEXC0xtmofJH7E/tvQC60XsdcV2g9dCj6Fyr5+AWpHy0B0H7stdQ5BEJgKgTeRWLfu+9Hm4+TkSMBv4D0NeB5QbXv58YSaCzbhhP6m+7jYzn1yHEDwlcg63oC8gHhWPZWTpTPvW3Hcurz4wdQf1k42nWDcdqyMucuQfoeP45fTnWOgEHpU5F9oI5EGZELhAEzR1rbv1ehVcdp23yc8yGVvpchg6GxEAiBEAiBEOgUgQRAO0U2+baVwFvIzZsj9UPkF9zJmkHP8mXQEaVTyWuydZhqugRAp0ow6UMgBPqRwCFU2s8BR/EfgV6Eynv43Ow7mtNApz6+z3+z2ncE6HhBQk7/x/x8KCOXxguWVu7TttmPkm2jbZ2zRi3KEgK34GvAYZDMadReD48gr4eJbEkc5CC/107knPNtJSDve5DsHb3s/1tsMAn4vvR7ZF8/gPZGPoAotig770RXI318ePFMFAuBEAiBEAiBThJIALSTdJN32wh8i5y8QTofOZpzqvYBMjA/tcJUM5uG9AmATgP0FBkCIdATBD5BLR5G5T38UfbvRAYuy7Hr2d8QXVkd24ptXfsRjuazZ90EXfabnfLuRdbx+Q3KPqNK40jaQbJyf/DlBo0qAeGzG6SJ6+QJLELSn6Hy//kb9g2AxQabgEHQw1Hpd7cPoRIEL8fP5dhyKBYCIRACIRACnSaQAGinCSf/thC4iFy8UdqrLbnNmAZZbrw2b1Oe3cwmAdBu0k5ZIRACvUZgGSrktGdHdpbApyMADWi5vrPTKFdFvs/fiFxzsK5tjKPp/lo3QZf9XlbVz6BBE9sBZ9t1bJNEfeBr/9quZzeoq9eH6xM6ctTgXKxzBF5O1qWPDHy9uXNFJeceJfBC6nU4uhn5v6ruR059fwNq8v6MeywEQiAEQiAEJk0gAdBJo0vCbhIoo13aNXLFp9JlGvyru9mQNpWVAGibQCabEAiBvifwFFqwEBr5JXprjvlF+1eoic2Ps+kM1vSivZtKWT+XA2hiJSDsA8VBsblpiCycYtvUXD7AtC9omjD+tQjYN/sjGavT0TIoNtwEvP/2PTYWAiEQAiEQAtNBIAHQNlAv64+1IatkMQaBK6rj64xxvunhdUlQptL7a7CxEAiBEAiB/iTwGNW+CxlkabV5qxeONGpiBtPMyx9mGRlUbZJPp3xLu5oG/QqHkr5T9etmvuXHc5qysI4lTcmjm/Ue9LIc8Xce+gjyYfNu6CXoGhQbbgIuX+KghlgIhEAIhEAIhECfEnD0SayzBBzxuAZ6PTocOZJgsrYgCR2VoN2JrvrPXv6EQAiEQAgMEoGbqsYs07BRS+Nv4PMW9P8apu2Ge2mX9WxihYPTUKdis5J4ffQCtDgymHEpOgHdjbppd1CYAXCnsRvILEFN27oZkpH3aDegU9GFqFjhN1UeJb9sZ7D+KCD2Ql4nF6Btqy2bWAiEQAiEQAiEQAiEQAiEwEQEVsChTFn3C5ZT4WefKNEo5w2ilmlvfrH1Vyn70QwIW/+j+7HyqXMIhEAIdIGA0yxdF9QfSVqsQXnvw9f31582SNNN1+Wr+vkAb44GBe9bpTuwQZpWV4PCfvaW9Rxl1Co/ow9Gi6Ju2lkUZj1ei1ZDx1evW+tW9v3sfCkqywHczr6ButjUCaxCFuX+yrVVv4omc5829ZokhxAIgRAIgRAIgRAYncBRHPa+cLvRT+doCPQOAUcVlC8xbh11ciz6HHor2hL5xcbp7RugTZFfiD6M/FLmSITW9I5WmQX1oyUA2o+9ljqHQAh0m8AvKND3/bpBP9ctvLZK8xq2vWol0PTxmhV8Kn6uaSqLtWumaXVzdOUvUfkMdR3RA9DOaA/0O+RITM9fg1ZH3bKdKMhyr0b+wrT73h/8EH0a7YK+jRzp6bnHUbkf+Dr7sakT8B7sQVT6wXuwWAiEQAiEQAiEQAj0GoEEQHutR1KfcQm8hbPlJtsb7cnqt6RdeNySevtkAqC93T+pXQiEQG8QcESggTmDXm+coEquC3008nPlXOSIx161l1Ex6+kI140nqKTByzOQ/r+awHe003IogWRHTL56NCeOOQLwTGQ5N6ElUTdsDgopwU3LPhQtNErB+hkQdXRiYbfEKH45VJ/AM3BtHXH7Y17PXz95PEMgBEIgBEIgBEKgqwQSAO0q7hTWDgJOZXTqul+w/BJTVy68fgzaCvW7JQDa7z2Y+odACHSLwIcoyM8Jg6CfR6MFaByxWIJ3d7K/Eup1+yIVtF1OPf8EmhONtPU48HeknyNbXbOzqb2NBKa/A03ExSnPzq7Q/zeoGzYfhdhnlqmOQyuikea9g8HR4mdgfOWRTnldm8DWeHpNyPM2NFZgnFOxEAiBEAiBEAiBEOgJAgmA9kQ3pBKTJbAsCd+APoP8MvhN9EP0XeTUtv3QO5BfAudFg2J/oSF+6Th6UBqUdoRACIRABwk4VbuM/HuAfYNkX0XfQo72LEGx69h/HuoHm4VKGtAtdXeKuyM1D0KHoX+gcu4i9ldATc3RnwZOzed1NRMvgt9dVZq1a6aZipvBX+t3HnKEqvv29e+RAc+D0YnoEeS5h9HJ1b43wbFmBBbA/XtIlsr/paehWAiEQAiEQAiEQAj0OoEEQHu9h1K/EBiFQAKgo0DJoRAIgRAYh8BanDMQVgKhJYDj9l70JbQw6jd7KRU+G7W2p+wbEPwschr8ZGwdEpnX5Q0Tf6FKJ9NOW/k83JyCno4Mej6ICoOyfZRjBohXRUtX5+13R63G6hF4CW4lIH4/+46ujoVACIRACIRACIRAvxBIALRfeir1DIEWAuULX0aAtkDJbgiEQAjUIOA08Fej96G3IwOIgxAEM6jnKM33o7egF6NZ0VRMRgYQD2mYycZVutMapmvqbvsMaDudvbUP/TGrzdA70XvRK9DI4PYlHLNtz0ax8Qm4fuo+6HEksz+g0ZYZ4HAsBEIgBEIgBEIgBHqWQAKgbeiap7Qhj2QRAiEQAiEQAiHQeQK3UMQgPjxyZJ5qpz21yuzGhpkW/5K+YfLa7k63nwXdilwLtZgjQE8oL8bYWsdVkHV0uYDY6ATW4LBT3g0UG2h2dK+jig08x0IgBEIgBEIgBEIgBIaMQAKgQ9bhaW4IhEAIhEAI1CSwGH5OzTYodz1yDcp+sburii7YsMLlV9hL+obJn+TuOqTyM1Bpfjcgp7NrrnuquS6lfo5OrGulTSWPuumGxc/A8geQAc/ZkCNmt0POQImFQAiEQAiEQAiEQAiEQAiEQFcIZAp8VzCnkBAIgRCYFAEDcnuifyKDckUGP3+DNkX9YFtQSev+x4aV/ViV7rCG6Vrdl+CFP1TlSM3Cz63rdv4IPR9pVyGPu8ZrXbN/HDFqIHX+uomGyG952noWKty/xf5cQ9T+NDUEQiAEQiAEQmAwCWQK/GD2a1o14AQSAB3wDk7zQiAE+pbAy6j5bagEj+5k/3xkMNQpxOX4z9ifF/WyzUnl7kOu/Vg3wOhoQdtqO117czLmGqaOmC2sbmb/b+jqlmPW6QB0YHXscLZ17aM4mvfv6iYYIr9taat9Lh9HLG+CYiEQAiEQAiEQAiEwCAQSAB2EXkwbho5AAqBD1+VpcAiEQB8Q2Io6PooMHp2C1kdOJS7mmpU7o7uQPo6sNMjYy7Y3lbOuBnHr/Jr85yt/19X0R4qa2odIYHnqh2h11GpL8WJf5GhafX5V7bsmpSNWJzLXsnQUqWkNVsdmEHCJgV+iwv4Y9heacSp/QyAEQiAEQiAEQmAgCCQAOhDdmEYMG4EEQIetx9PeEAiBXidgYK4E1vZj3zUpx7IVOHEFMth06FhOPXJ8PupxEbKuf0C2czSbnYNfRPo5vfzFqKmtRwJHyTq6860TJF6b8yWQfCz7luuo0TehsWx9TjiaVN/vjuU0hMe3oc3+OJhcZPpGFAuBEAiBEAiBEAiBQSOQAOig9WjaMxQEEgAdim5OI0MgBPqIwOHU1QCSU9vr2LNwegT9GzkqsZfNgO2VyPYZZPwGeiVyWvzGaFdUztum8YKQnB7TDLBaxl5jejz5hCNu9Tdo961q39dnofcgg7AGSrdHraMbj+d1r4+8pYodN5dg+CqSmToJLYliIRACIRACIRACITCIBBIAHcReTZsGnkACoAPfxWlgCIRAHxGYm7oaGDSYuSyqa1/D0cCTIyd73Zy+/wPk6MwSMBu5dZr8umgyZkDY/G5D8qxrBu1M54jRt6EyknFk3Xz9ANoNzYqG3RxtewWSy0NoFzTeqGVOx0IgBEIgBEIgBEKgrwkkANrX3ZfKDyuBBECHtefT7hAIgV4k4A/FGEg6u2Hl1q/S/bVhuul0N1BpEPHX6M/IAOTX0eaodb1TXjay9+Mtw+80SjXTTO+o0hmc1RzVuD36HjoTOarUUbk7ocXRsNtsAPgs+jeSt/cTq6JYCIRACIRACIRACAw6gQRA29DDT2lDHskiBEIgBEIgBEKgPwksVVX74obVL/4lfcPk0+J+EaXu0YGSC4NLGuZd/MvU7ftJ782tij2ZwLN5aWB4DWQA9AD0CeQPd8VCIARCIARCIARCIARCYEICCYBOiCgOIRACIRACITCwBBxJpzWdQlz8S/oZuQzn38KgMBlOCp1ptUzfjb6M5kBXoO2Ro2NjIRACIRACIRACIRACIVCbQAKgtVHFMQRCIARCoA8ILEEdX4deitx3tNg16ET0E3Q3ij1B4Npq1+nhTaxMPb6uSaIB9S0MChOb+UL0WrQmeiryunPUrD9o9FvkeqSFeekDDsVaCCzF/pHoJdUxR8a+B7keajvN5Q82R69Az0QLoVuRyzu4BME5KBYCIRACIRACIRACIRACIRACjQhkDdBGuOIcAiFQk4AP9PZGDyFH5I2mOzn+PhR7gsBc7BpQMiC3/BOHJ9w7BA8Z7zeh5+A7rFKxuJ3tSui46vVo16DH/MFBnWJtAABAAElEQVSltdFpyNc7otiTCbyGlwaN5XML2gp1wl5EpuehsfrK479BBmNjIRACIRACIRACITBdBHwQ7H3JdtNVgZQbAiHQnEACoM2ZJUUIhMD4BAzilV/UNpD3U/R69Dy0FtoRlfPeOByGnFobm0HgW2zk4ujEOrY6Tv9CjyFHzMVmmuksIMjwvmpr8O6LaFP0HLQ++iS6EuknP7d3oAVQbAaBhdk4Uls26hdoMdQJc4Tuw8hyrkL2j/1kf22CvoDuQp6/Ga2BYiEQAiEQAiEQAiEwHQQSAJ0O6ikzBKZIIAHQKQJM8hAIgf8h4K9oG6S4ATmybix7FSfuRfrujmIzCLhUQAn0fJl9pwSPZY52vBrJ8GsoNoOAgU6D73K5CC2CRrPZOfhjpJ8yyBabQWAzNv4Py8X/0/egTpkPRspo8a+wb7+MZvbjb5F1ug65nEEsBEIgBEIgBEIgBLpNIAHQbhNPeSHQBgIJgLYBYrIIgRD4LwEDTwYn7kF1RiNujJ8jFx2B53Tl2AwCBp/KqMTfs78Jal0n/Gm8/hQqAeQz2Z8DxWYQ+Dobr8Oio9l/IWodabwCrw0wF876+pnY6sPLoTNHcH8JFXZeW8uiTpm8/4ws76s1CpkNn9Mr/0Nr+MclBEIgBEIgBEIgBNpN4Cgy9N5lu3ZnnPxCIAQ6RyAB0M6xTc4hMIwEfkejvRnYuUHjDWKY5uAGaYbBdQMaeROSjbofXYKuQ2V0o8e/jwxaxWYQWIiNQc1H0UfQfagwdGTtxcgp1OXYv9l35Oc11TGDzcNqL6DhXmOyeQTthsYbgczpKdtLycHyvK7nrJnbiviVPnZUaCwEQiAEQiAEQiAEukkgAdBu0k5ZIdAmAgmAtglksgmBEJhpfhgYdDIwsUADHs/FtwRAGiQbCtd5aeWn0AVIRkUPsO+oxg1R7MkE3sRLOR1fHV6cret/XoUKP7d3oCORa0xquyOPH4SGzWalwR9H/v/KwOvN/8tumFPeLXPPhoX9pkqXkRcNwcU9BEIgBEIgBEJgygQSAJ0ywmQQAt0nkABo95mnxBAYVAL+KImBjPMm0UADeqadexJphyWJAeZV0JKodTr8sLS/bjv3wNFrabdREizMMZdmcAmBkSMby/INJ4ySbpAPrUTjzkEyc2Sxa8l2czmFsqbn5pTbxHbF2Tp/rkmi+IZACIRACIRACIRAGwgkANoGiPlC0waIySIEQiAEQmBaCJRRn3dPonTXDDX4aR4PTiL9MCRxvU8VG5+AgWLNa2qk3ckBNZoV/3Idj+YzaMfeQoMMePq/dy16MzoNddPG66/x6jGM/TUej5wLgRAIgRAIgRAIgb4ikABoX3VXKhsCIRACIdBC4JZq3xGKTcxffF4MOfrstiYJ+9DXtq6PHHU3H3ItSkffXYbabY7i2xCtgOZBlnU2uhL1s7kswEZoWWQbb0BnVls2M93qH2yJGZvaf4t/uY5rJ+xDx6dT58PQy6u6/5Tt21EnAuwuQeB16PvCY+gadBoqAcz0FzBiIRACIRACIRACIRACIRACnSWQKfCd5ZvcQ2CYCPgQ7y7ktFSDbnXNqa+m8f1oUM1g517IoI9tHam/cWwL1A5biExc87L1x39ayzPgunE7CupyHgbtvokeRq3tcd/g+cnIH/F5GfLY31ETM2/TfaZJoj703Yo6345sq9vXoE7Y6mR6HPJHpiyrVf/i9XfR0uhT1blvs21iLrVhnps1SRTfEAiBEAiBEAiBEGgDgaPIw/uQ7dqQV7IIgRDoEoEEQLsEOsWEwJAQcFSZNwNu69jMODl6zzSfqJOgD31Wps6XItuo/ooOQV9AP0SOei3nvsr+rGiythoJr0bmZ1DwT+jryIDoT5DTv0tZ+7Ev/34wR80WTo4iPAPJ6kvoGFSCvZ7bGTmK03ZujerYUjg9hGS2ap0EfejjVHODjqX/XXvToHInzNGkBjktyyUtjkUHoAPRyaj82JLLZbwNGSQ1sL0MqmNb4mTeXhOOqo6FQAiEQAiEQAiEQDcJJADaTdopKwTaRCAB0DaBTDYhEAL/IbA8fx9BBie2/8+R8f98rvI1YDXv+K59edYf27keycPApyMUR9psHPggMgCnn4G9ydgyJLoVmccf0HPRSJuTAwaaS3Bqn5EOPfh6Der0ALJdBu1WRCNtPg58HhnA1O/H1dbrymtyPJuHk39EpvveeI59fG4j6u7Uc9soyw+jTtm2ZGw5ymt5YTTSlubAz5E+vl/Yr+4bsJ/ofWA5fG6u/P2/iYVACIRACIRACIRAtwkkANpt4ikvBNpAIAHQNkBMFiEQAk8i8C5eGcwwGLUXMsA00hblwGFIP0ftbYIG0X5No2zjqWiuCRq4HudLENQRbk3tdBJYltOOJxoVJ+8SBN2A/V61p1CxS5DtOhzNgsYzpyHp6wjD06p9g8KvRqPZmhwsU6mvYH+R0Zz6+Ngc1N3/Qf8X5XIOWgl1ypYkY0d8WtZONQr5SuV7PVv5m86lC0Z7UMDhmV6JDGrrdzyaFcVCIARCIARCIARCoNsEEgDtNvGUFwJtIJAAaBsgJosQCIH/IbAzR5zWaqDCadffQ59Fe6KjURnR5/a1aBBtHRpl++9Gi9VsoCPaTGNQroltirPpDA4tUDPhrlWaM2r6T4fbW6o6Xsx2oqBuqd8hVZqfsi0BaNkYSHVEomtOfhGdjUpg8CL2V0CDZI4AvgDZdgPC+6BOBwwL+x9SVh0zoO2oT+v4OfSPat9+cRSz/WR/2W8lEK7vb5CjfmMhEAIhEAIhEAIhMB0EEgCdDuopMwSmSCAB0CkCTPIQCIExCazLmbOQAYuRMsDxS/RMNKhWRrft26CBToe/DclrlQbpDqvSGCyqa3PjeB+yL5aom6jLfidQnize3KBc22KbDK7bxnehG9DIa9DX9yMDg4MUTDOoaCC9LEVh4PAFqNNmcLVcu6s2KGwbfO0LR6c6/X1vZL+M1l83cvw9yDbGQiAEQiAEQiAEQmC6CCQAOl3kU25bCTyD3J6DXog2Qmsjb+T9QuXaaYNmCYAOWo+mPSHQewRWpErvQHugz6Ad0NPRoFtZV3L9hg39Af4Gf97cIJ0jGE3jqL8mdizOpntVk0Rd9HX0rPVbtGGZrrdqOj/LNQNm9oOBQQNsH0Nbo7nQINmyNOZMZNvVt1G32rhyVeaVbJuY91aPIUeMG0TVrPNWyH6yvz6ENkDlPLuxEAiBEAiBEAiBEJg2AgmAtgH9U9qQR7JoRsBRH34Z3xYZ+BxvFIg36E4nOwc5rc4pWH7BiIVACIRACIxN4HJOqWGzp1UNvrZhw6+r/Ev6OskXr5xK2jpp9Cn+Tcqqm/dU/QyMLYAeRrc3zMx2PQ+Vdj3O/pmV2AykvZFWHYq8j3Gk5FvRCahbVliXa6puufavI0dNvxi6GT2EvM9SsRAIgRAIgRAIgRAIgQEk0DQAOjMMZu0QB78sqEE1vyx+Fm2Pxgt6trbf/vELlXo3uhB9Ah2HYiEQAiEQAiHQSsDp5Vrdz5gZ3k/8CnZJX46Pt9XXX9u2LNdcbTWPzYMMMjnKrtVK3ZqU1Zq+k/uPkPmjaA40W7XPppb1crtqNaCBk0HDb6JXVml+xda1U0deB9XpKW8MTC+E7kD/asmtXEOFfcupCXdLmpLHhAl6xMGRxfI3YHtvj9Qp1QiBEAiBEAiBEAiBgSTgulZlmlO7t7sNJLEZjfLG3V8ZbWVmsPcG9Afkl4cfo+8ipyIejU5ClyJHKrSm88ukU7P61f5CxW2PbYyFQAiEQAi0j4Dvq76/vq1hludW6TZpkM7PKMv6vyrNGmwPQ/4CevnMeoz936P3IYOK2mXI82v7ogftYupk/dZtUDeDpXdV6ZZqkK4fXbei0o6YlNHdyNksnTCXAfoSciR3uZ68b/oH2hMtghZEXmPeJ82L6tqzcDTPm+ommGY/H4a/A52GDNAXHgaEj0K9+r9E1WIhEAIhEAIhEAJtIuBnvvcA27Upv2RTg0ACoDUgjXBxFMzZqNyw/on9NyCf4Ncxv1ith5xm5siHks8W7PejJQDaj72WOodACPQDAacg+xnxxwaVXbNK42iyEqSsk9wHcZZ1MvoaMjhVPp/MyyCZwaly7Er231m9voWtI9l60b5IpazzkQ0qZxDQNOc1SNNvrt7LHIRKf9rvnQr27kTeD7aU5WjHG5EjdEv5Bl+9lzqtOmaaunYgjubzrboJptHv2ZRdgvLW+d/I/617UGHh9nA0J4qFQAiEQAiEQAgMJoEEQKehXxMAbQ7daWHlJvWH7E/lS59BzxIE/fsU8yL5tFgCoNOCPYWGQAgMAYG5aeMNyM8cR11OZP7wy7lI/30mch5x3tF3jkArn28Gqb6IVkHFrM9rkIFB/QzeuP0k6lVbhoo5otC6blqjkk/DpzDfoYZ/P7qsQ6XLSEzZ2H8uidQJ24tMyzXlPdOLUClrVvY3Qq7TWXy+Ue3fznY5NJHZFu+jDM4bXOxl8+GEDxNsq0HQN6HWka7L8/pz6H6kzxloDhQLgRAIgRAIgRAYPAIJgE5Dn3oT6g1oJ1RucKehWR0t0hEG3piejxzNOVX7ABmUG/8VpprZNKRPAHQaoKfIEAiBoSFgwNHPCAM84wVBF+X8yZXvP9nOj5paCUQ5+nO3cRIvyTlHrVmvR9EyqJft01TOuhp82nqciq7IOadk63sqmsoDTpL3nHnP8hnktWQb/4Y6GTR8dVWOAcrXofHsvZz0urNuZyLrdwV6DhrLNuZECdobrO9l88e4rkO2y0DweIHNZ3H+msr3ELaxEAiBEAiBEAiBwSNwFE3yvmC7wWtaWjRIBC6iMV6ojmpohy1BJuanNm9Hhl3OIwHQLgNPcSEQAkNH4BO0uHxO/JH9tyIDV0uj9dDeqKxZ6ejFZ6Km5mi7R5BBqFLW6ezvgFZFlrUB+gIqo9jKtOavc6yXzQeyh6HSLgO9BuRWQcuil6GDkaMh9fEB5yJokMw+LJ/XjoY9ALXjIe5YjGbnxJVInuMF7lvTl9Gi1tPr3LQGT7+NNkNeoyuhV6Gfo9KfP2N/VtTL5ohs6/t7VIf7avh5PdpX7sdCIARCIARCIAQGi0ACoIPVnwPbmvLF711tauGc5OMNvjfGjpboN/OLinX3xzpiIRACIRACnSHwWrK9EZWgz2jb33D+GZMsfo8q7yPZbo9urV6PVo7HfoGczvw4uh/5Wdbr9iEqOHKtxdb2GWwyUDpvrzekQf1mxtf7lYeQbb0CGTTvtG1JAZZ3Iao7ktZrqFzjTm3/GnoUtfZR6/4DnPs0so29bLa//D+9oEFFD8TX9rqNhUAIhEAIhEAIDBaBBEB7qD+dOvdO5JSd2JMJ/I2X3pAe8eTDk371UlKWG/rlJp3L9CVMAHT62KfkEAiB4SIwN819GzL4aGDpGvQndBCaalCrjLjbhLy0+dC70bHoImRZ+jhysDWIcw6v/QzbGPWDLUolDYQejy5BV6GzkCP0OjkdnOy7bktS4kmo3GN4o92t4K7XpOUaoGxiX8XZdK5Lqq2E9kBnIEeUXoZ+hz6Gno76wdakkrbp0oaV9f/MdF6nsRAIgRAIgRAIgcEikABoD/Xn4tTFm64H0feQX2xmRrEZU7Fk42iKDacIxB+dKAHVO6aY13QlTwB0usin3BAIgRBoH4Ey8q5pUOk7VMHPxLe2ryrJqQ0EnFFyF7JvbkHboG7aMRRm2a9oWKijVU33jYbpetndvrBNP29YybmqdN6Lx0IgBEIgBEIgBAaLQAKgbehPp9m007z52hY5guAq5FP45dEw2740/lHkVK1fIm/WZ0dNbQ0SnIjcaoN0sz+jRfkbAiEQAiHQLwSeUlX0sYYVdtq4VtLPeJW/00VgIQr+ETLY5kPWX6HVqi2brlm5HiZ7Pc3atZp2vqDSlvK/UrfE4l/S100XvxAIgRAIgRAIgRAYCgLlhnOqjXXUwK5oe7RKldkybD+LPoOcinQ4cuH5B9Aw2RU09lPIXxxdABm4dP90dB4yUOxoC0eIPozsE4OlLiuwFFoRbYCeg4oZCJVrLARCIARCoP8IrEOVt0Z+Xvq54GfAn9Ev0DWoH+x6KrkYWhnd1qDC+mumj00vAZcv8N5sCXQ/+gQ6GLXb5iHDLdHL0JLo/6HrkFPTXYfW+59yPXh9HIe056JXomejhdHt6Hx0NCrTw8v1dAPHBsVKW0rb6rbL6f9aST/jVf6GQAiEQAiEQAiEQAh0jMALyPkg5Bcib3JbdR+vv4NejIbN3kKDnZbUymMy+78lD78I9Kv9hYrbbr/AxEIgBEJgmAisTmPPRGO99ztbwIdkPgDrddufCtqOrzSoqNPlbeO/UD+0sUHT+srV2TpfRI8j+/As1KnZOu8gbwP8Y13zN3JuB/T6yudstsuhX1evR0tnvX+IvJ7+Wfn5oHhQbHYaci+y7SWoWadtu1dpvM+OhUAIhEAIhEAIDBaBo2iO9wbbDVazBqc1s9EUR7j8BPl0f+RN7GUcc2SkowGGxRwtsze6CY3kMd5rR4Yeg7ZC/W4JgPZ7D6b+IRACkyHg5+EDyPd6A0JfQq9GGyMDQD9ABgY9fxFyBkAvm6PzDET5+b5izYoegZ/t+3FN/7i1n4A/sHMxsh+83nZH7V4OiSz/k+dhbC1H/QF9GG2OtkAfReeicv5Q9suD8xL8u5tjX0OvQ/6fvAl9G5WHyXeyb/rL0axokEwets1R4XVsCZzkZZr16ySITwiEQAiEQAiEQF8RSAC0j7prAerqKACnwvuFqdzwuv03Oh6tjYbJlqWxb0CfQY7E+CZyRMN30dfRfkhm66F50aBYAqCD0pNpRwiEQF0Cz8exBG0M4Iz1nr4y55zi62fj35C/4t7LdgSVs64G1AzAjGe7cFJfA6YrjeeYcx0hYIDwY+hRZD9ciNZAnbJ9ydhynPljAHMsM/hf/jd+x75plMsELYJGM6+18n+i75tHc+rzY8+g/vcg27fPBG3x4Xq5t/JheSwEQiAEQiAEQmDwCCQA2qd96qiWD6Hfo9Zg6O68jg0+gXKTfvTgNzUtDIEQCIGZZoZBGen2jRo8fGBYRujtVsN/Ol3mofDzkEGam5EP7UYGbVfjmO/3+viZ/0YU6y4BR+g6ArP0gQ9Z5+hgFVYnbx9uO8J0wxrlvByfx5BprKN6GO2BFkWtZvDzAKR/8fUB8iDaljSqtPN49tca0UjXi98eXYdkcRlaCMVCIARCIARCIAQGj0ACoH3ap478+DjyZjwB0D7txClUOwHQKcBL0hAIgb4jsBk1NjhxLTJgUcfWwck0jgDrZKCqTl0m8jHgcgIqwShH8xnwdQTfNS3HHQnolP9YdwnsSHH3o3INvqQLxbucg+V9qUFZLotgmkfQodW+rw2KXoBOQz4YKPeNHjcQapDVIOHT0CCa7x93Ilmo65Gzqf6MSr96/Ez0VBQLgRAIgRAIgRAYTAIJgPZRv/rE/qOojBQpN3Jufcrvje8aaJhssl9qnRK2ZKV+5JUAaD/2WuocAiEwWQKHkNDPul0bZvCnKp1rJvaDvZZKnoVaR/HZ7lvQQWhQA1Q0rSdN3sehcr/1U/YdXdxpewoFlKnbSzco7EB8rasB9JnR2uhXyCUTShvcGvT7EXoO0n6BPP52Xwyoed/3RXQDamVhMPgc5CjQWVAsBEIgBEIgBEJgcAkkANrjfTs/9XsLOhmN/ELkDZyBsPehhdGwmF8Qf4v8QuiNq6MZXPNzPVTXjsWx3ADXTdNLfgmA9lJvpC4hEAKdJuBoLd+zN2hY0P5Vup0bpptudz/T10S21xkfCcwAocvmjwzdhrzu7kD/h7ply1KQ5V6NmtgPcS73Nq5pWcwlFVZDG6Jno5EPjz/CMdM5GnTQzcDwCmh9tBZaFMVCIARCIARCIASGg0ACoG3oZ5/Ut9NmIzNHq2yLtkEjp/vdzrHvo8PR+WhYbB4a+nW0w4gGP5PXSl6Ofvg0crRDLARCIARCYDAILFQ1w2msTczAldZvDwltZ9O2/qeh+TNlAvOTw0HozVVOLk3wVnRj9bobm3K9luu3bpnl/0R/8zCAqzki9IL/7I3+p5RTyh3dazCOGui9otJgtCitCIEQCIEQCIEQCIEuEmhXAHQu6rw/eh1aZET9Hf15PDLoeSxyvaZhM3/BszX4+QCvb0XLIp/oO0Lmw2hL9HJ0FYqFQAiEQAj0P4ESyFmcplzYoDllynhJ3yBpXMch4OhCR6jaH/cgfzjmIjSe+RltmmWRIxCdiuwSBX6W94o54va7aBnkg1SXXDgAddvK9Vqu37rll3T6t+5PlL6U0yTNWHmuzIlV0YLIezSXbboJdcIsZxXksgS3oL8iy+wVW5qKvBEtj/w/ORf9FBmEjYVACIRACIRACITAUBPwi4Q3Ra26hNe7oKejYTbXNnWBftncjLZBfpnSvPH9GLobFXbXsL8cGssMIhffsXx6+fhfqvof3cuVTN1CIARCoE0EDEL5nr1vw/z+UaXbqGG6uI9OYF0On4x8KFs+Q8v2co69C418KDwfxz6HDEwV37I1yPgDtCKaTpudwq1jaZeBWQNr02Xe3xReznCpa1/GUbb3101Q+Z1YpXMmzWTM+vqA+mJU+rZsH+fYmWhj1A6blUzeibzeShlla/+dgl6MptNeQ+E3Idte6la23sseh7x3jYVACIRACIRACHSXwFEU52fydt0tNqWNRqAEQO/l5LfQOqM5DemxQ2m3F+qj6LljMDBI7EiDcpN5JfsyHc0SAB2NSo6FQAiEQG8SWI9q+d7uEjAL1qzillUaR4YZNIlNnoCzLPZG5fPVwOVJ6Aj0C3QjKufOYv+pSFsdXYXKOR/q/gR583k2KgFH85ts8I2kUzLr+HdkHQ1O7YdGBnE51HUr9z2HNSj51/jaDu+VlqmZ7nn4GaizDxaqmabVzf/HE1DpYwO3v0RHII8bjC3nDmJ/KmwXI/0ZLfkZZPT6OwL9DjnVv5S1L/vlQTm7XbOfU1IJfLq9C12OrkPO3ir1k/f6KBYCIRACIRACIdA9AgmAdo/1hCU5SmIHNPeEnsPnUG54j5yg6fNz/jRUbjCdbjQPGmkJgI4kktchEAIh0NsEDLj53n4MmiiguSQ+JSj3AfZjUyPwJZLL3sDabsj7lVYzQPoqdA3Sz4CigcU7q9fnsH0RGmlLcOAIZBr1RtQtMzjmtfEIsmyn8b8Q9YotR0Wsm0G019eo1FvwsR32kVsDzHOi8czg5cVI/8+P5zjGuTk4/gdkeoOR9t/IoONcHPs4MuCn37fQZMx7ufOReVyLXo287lptXl58FpVA4wGtJ7uwbzDW+tlnf0WjjWz+KMcfRvrZV89GsRAIgRAIgRAIge4QSAC0O5wnVYo3jRuOkXI1jn8SNZkaNUZWfXH4FmrpzaJfViYyuXnjr79yqtHIL8sJgAIlFgIhEAJ9RGB56uoIUN/XT0BLo9HsJRy8Huln0HQqI85IPvS2OQRkaTDuZRPQcOTnhUj/26qtAevZ0Xj2YU6axhF8Y/XreOmbnluGBKcjy1TfQb348Pn9Vf0eY7sLmg2NNIOQBv3KaFrvk65CtutPaKz7xDU5V4Kf57E/2sNiDo9rJTB+JV4+dBjP1uHkA8h6vWE8xzHOHVqlvYjt4mP4lMMvZacEGbcsBzu8tU2PV/raBGU9nfN3I1k4YjYWAiEQAiEQAiHQHQIJgHaHc6NS/LLmTeW96I4xUu7IcW+clF/w/NIxyOYUItv69pqNXBS/f1ZpTPf1EekSAB0BJC9DIARCoA8IvJA63ox8X3dE2c/QzuhtaDfU+vDrVF47wi02NQIGx+T9kZrZrIRfGYV4Pft1A2vfx9dyDEZ20gxU3YMs60b0ctTLZnDTwJr1deTjgeg96L3IQNsNyHMGQD+KtFXQ5cjjBk99EPxx5P/Jp9DJqOT5N/aXQE3NNAYZLfd5NRO/FT/rdCWapWYa3bymbIcjO21bHfsgTpZ1QR3nNviUB/Xn1szLwLTsrGOdh/s1s41bCIRACIRACITAOAQSAB0HznSccgTCicgboiKDeSNtDw6U826vQ88a6TRAr/9EW2znAQ3atAK+t1bpTNv65S0B0AYg4xoCIRACPUTgGdTFm5cSwGn9LHTfkVWfQLOh2NQIPJvkMjXoPNEoztaSruaF6X7VenCC/eWrNAYnm5Q1Qbb/Pe291NGoXC/eByzy37O9vbMp1TOQV+o+cvtXzm2EWm0hXhggNWg40t/XD6J9Ud0ANa5PMoN25vPTJx0d/4VBzxKYXW981yed3ZVXlvWdJx0d/4X//wa4Tbf6+K5TPrsiOfh+pJZFde1UHK3fRXUTxC8EQiAEQiAEQmBKBBIAnRK+9icuN3neEDn68wC0wCjFeCO/LfIpvr7qLDSo9n0aZht9wr5wg0auja83+ab1xnQHpCUAOoND/oZACIRAvxIwEPpOtD/6NtobvRL5IDHWHgLvIhs/P49omN19VbrTGqYrQb61GqabyH0LHMrIYQPk20+UoAfPz0ydXog+hb6ODkYG+tdE45n3i29GX0D+n+yH3oBGu7fkcG37CZ5eG9vVTjHD8StVOqf017XjcbSsV9RNUPkZMDXdexuma+peBiXc3jCh/WD9Hm6YLu4hEAIhEAIhEAKTI5AA6OS4dSTVfOTqjbk3QxeipdBE5g3xXsg06nVoEG1LGlXa6I3wROs/tTJ4FS/+XaV3uxtyOljJj92+s79QY+t/dN/VPBUOgRAIgRDoFwK7U1E/a/zcrGtz4Fg+X72XaWKOGDXt1k0SjePr6MYDUanPqewvPY5/TtUn4EN3uTYZyWnuZWq6gdC6dj6OltV0JGcZVPC5ugVN0u/Iqn4XNUzvtWi7vDeNhUAIhEAIhEAIdJ5AAqBtYNxkHaPxivPGrjyRfwf7143nXJ3zxmk3VL5kbFwjTT+6GLA8qar4ZmwvRoej91XHxtv8gpM+/ZeVfbU7ejmKhUAIhEAIhEAIjE3AdVa1uWZsav19FK/HKs8Ha6V4wqmUU8p94kzzvbVJch76APIHnD6NXoquRRPZrBM55Px/ZteIYe6GLCbTx+V6KGnrFlnqVtLXTdfU74EqgcH/JrZI5ez9aSwEQiAEQiAEQiAE+oJAuwKgK1atdRToHxq03CfHJTi4aoN0/eb6Lirs9DjNta12RO9GdcxfD30rKl/K2tVndcqOTwiEQAiEQAj0I4Erq0o/v0HlH8f3rsrf+5m65ufyGpVzKbdu2la/p/DCYKcjFL2vcvTgWmgfNFagaU7O7YROQXci7xXuQWejj6PycJrdWEWg9FGTa8Okxb+krwO0+Ja0ddJMtqy6ebf6GWjXlpixqf33lZXn/bVTxDEEQiAEQiAEQiAEBoSAoxm9Ob9jEu3ZvUpbbsImkUVfJPFLyteQN4uyOhE1sefgfAYybVGT9L3imynwvdITqUcIhEAIDC6BBWmaIzr9IZ3lGjTzJnz9jC0PZ+skfUWV5pI6zmP4PJPj51b5+HD4y2h2NJ45c+Y6VO4J3BoAbX19O69fj2JPENiGXRk57bvuiNnF8XW0pOmWRHVtOxxN86e6CfBbBnndev0ujDpps5G515t19GF7XbsBR9O4tFMsBEIgBEIgBEKg8wSOogg/e723iE0zgXIzaYcs27Auv8TfdHboMJgjPJzetukkG7sD6Rxl6wiPfrQEQPux11LnEAiBEOg/At+hyt5f/BbVmT3xzsr/cbYGoF6EJjIDrZcjy3HJmqbmeuiW65R783DE4IvRRGZQ0wCZaf6MfL0o0hz16VqkJyHPqw+j2AwCBv3+ieTiKNk69iOc9P95HecWH6e+X49M++6W42Ptep3+Gul/BOqGnU4hlucD+jojhner/P0/WQ3FQiAEQiAEQiAEOk8gAdDOM65dwlJ4lifI36idaqaZnoVveaL+sQbp4tq/BBIA7d++S81DIARCoJ8IPIPK3ooM7njTOAcay3y4aNBT3xKAMu26aCxbnBM+kDSNn20+4GxiS+B8IjK9+j6aD01kz8XhIWSazyGDqGOZQVnvz9RkH7yOlXc/H9+CyhvAk4uMxjL79OtI1j54XhE1tdeRwPReXzuisczr80ik721oSdQNezqFlGvfa97rciz7LCfkZh1/NZZTjodACIRACIRACLSdQAKgbUc6tQydBuMNkTKY6RP28cw1Py9G+rvI/7NQbPAJJAA6+H2cFoZACIRArxBwNOW9yHuNK5HBruWRwabFkDNYfovK/cue7M+KDO547DF0GNoQOdrTEX2rIQNBdyF9rkJNg1WvIo1rdpreoNMrUV07BUfTHVIzwScrf++5bFtsBoGd2chRnYZegxZHs6Nl0NvRJcjzD6GXo8na7iQsZZ3A/ivQU5HXodfje9AVSJ/70Aaom7Y1hRkMtnyv+WOR7XVEqPX7BLoGPY70uRTFQiAEQiAEQiAEukcgAdDusa5V0lp4PYzKDd5V7HvT7ZPvtdHqaHP0DvRTVG6i9N8FxYaDQAKgw9HPaWUIhEAI9AoB19A+H5X7k9G2BjPf2lJhA4X7ojIybrQ0HjsOGUitawZRf4BKfgaaDITVNR8em/YONH/NRI5ivAyZbrOaaYbFzXtUA9ClP0bbGgR9QRuA7EgeJeg9Wjke+zsywD4dti6F3o3GqpvHvXd3hHQsBEIgBEIgBEKguwQSAO0u71ql7YiXT47Hu3kaec4vD7Og2HAQSAB0OPo5rQyBEAiBXiLgfYbBrp+ha5EPbA18nYU+jhZGo9kKHDQQ+jdkkPRB5PqR30YboSa2Mc7XIe+DXG/xfaipfYQEprf8JrYbzqb7SpNEQ+I7H+10jdTT0M3oEWQ//RJtjwwgt8sWIqOPoTOR15/Xodfjz9HrkdfpdJvXypXI4L8BT0eGOir1FPQ8FAuBEAiBEAiBEOg+gaMo0nu57bpfdEocj8DzOXkOsnPG09Wc98tIrPcJODXrQnRRG+SXR6+Lk1AsBEIgBEIgBAadwJw08PPIYJKff79HK6DJ2FdJZB5Ng6evqNIdM5lCkyYEQiAEQiAEQiAEQmBaCSQA2gb87XyqXarzV3ZehFZCW6GV0eLIdY58onx5pZPZ+uQ71vsE1qGKz25zNedpc37JLgRCIARCIAR6jYAPhb+HnLr+KHI06Z7IUXWTMYOpmqMUm1i53yrpm6SNbwiEQAiEQAiEQAiEQAj0PYGmAdAv0uKXoz+gd07QeqeIfXkCn5zuDwJvo5r7oPF+abZuS5x++Cx0U90E8QuBEAiBEAiBaSSwJmVvjpZFs6Mb0enIB7lOEx7NZuWg06r97PRHIS9GTlnyIfFUzLK15Wdsav8t/iV97YRxHJPA7Jx5KdoQ+cvpXgtXo+PRuSjWWwQWoDpbINdzdWDGPegy5Dq8V6BYCIRACIRACIRACDyJgGsUOfXKqdCttggvzqvkfuwJArexe3uH9EQp/bOXNUD7p69S0xAIgRAYZgJr0/g/Iu97RtMNHH8rGmlObz8bmcZp74egdo283LjK1/uwJg8lT6zS7cg2NnUCO5LF9Wi068Jjf0Lrotj0EzBQvTu6D43VX36/WQ7FQiAEQiAEQqBXCRxFxfwcyxqgXeyhsyrojt5rvfH2SWq5qXhaF+vTD0U5za2wafe2H9o/so4JgI4kktchEAIhEAK9RuDtVMgRfX5ue89zEHob2h7tjs5H5TP9SPZnRdoOyB848tx1aGPUTnsKmV2LzN+61LGNcNL/XrQwik2egP18OJKn+jvaA9kXb0NeJ46y9ZxLHrwTxaaPgIMyXHO39Ncp7H8cvQm5vv13UQmM3sH+BigWAiEQAiEQAr1I4Cgq5edZAqBd7J1fV9AF78iIYgmAFhL/u3UEwKWo3Hy59cvU9W0QWfSdJQDad12WCodACITAUBHYhtY6ctPP6y+gudFo9kYOluDJt9g/FpXPepd7WRB1wgy2WY6B1tZ7sdHKWoWDNyP9Pz2aQ441IuDSTrK037cdI+VcHN8P6ed19EoU6z4Bl544DdkPV6OxRuT6HeYXSL+70TNRLARCIARCIAR6jUACoNPQI3tRpjcIypEE3uAfjA5D5bj7X5uEXJdnUG0hGnYOKoz2HtSG1mhXAqA1IMUlBEIgBEJgWgjMR6m3Ij+vP1ajBgYg/UGi8vl+J/uvr5Fuqi7lvushMvokmndEhnPw2hFudyHrdgJy9GJs8gTWI6ksH0ZjBdNac9+58ncppPlbT2S/KwQ+RCn213Xo6ROU6Ky2HyL9z5zAN6dDIARCIARCYDoIJAA6DdSXpExHLnqD0G7tTp6DbN78umaX3P6NXDh/GC0B0GHs9bQ5BEIgBPqDgEFPP6dPr1Fdg6WHVP6mcb3vJVA3zGCm063LvZiB0NPQj9FJqIxM9bzHxhrFyqlYTQLH4yfPz9b01+1UZJpdfBHrGgGXiigPMl5es1QfIpTR0i+pmSZuIRACIRACIdAtAgmAdov0iHKexuszkDd07dTu5Dfotg4NNPgpN388YRhHBCQASsfHQiAEQiAEepLAH6iVn9HbTFC79Tl/VeX7INtHKznjo5u2IYWdgsq9hXUvcubJK1Bs6gQWIIt/VWqytMGWpLE//oRi3SOwEUXJ/cKGRbqeq+mcyRYLgRAIgRAIgV4ikABoG3rDJ6RNzaejGyADoYujOdEi6DikebN353/2mv1xZOmgm1+svoo+iJ6B3of2QbEQCIEQCIEQCIHpJ7B6VQWDiqPZ7BzcFX0azYJ8qOdi9IchH3I+C/mjK90yR6o6o2RRtBpaDHkPdjHyQWusPQTs19mQQWXXiaxrp1aO9k2sewSeWxVV+Nct2f/7z6LyPlA3XfxCIARCIARCIASGiICBUJ+YKgOjsbEJzMOpK5GsnC7nlJthsowAHabeTltDIARCoH8IzEVV/Wx2ROdo9hwOnof0eQx9HpUHycdUxzPiEhADaFvTJvv9V5NoW1mOYNju9yaBqm1JPkdO9tdnGua4apXOJatiIRACIRACIdBLBDICtA29UW7cp5rVI2Tw6yqTh6ea2YCnf4D2vRF5M60thy74z17+hEAIhEAIhEAITBeBhyhYGQidG5VA6Mzs74S+hPxxocvR9uiPqJgjMLXJzICZkXJ6/q5IsUshR7M6E+dSFPtfAndUh0o//6/H6EecJWXg0/vk+0d3ydEOEJhsf5X+Lek7ULVkGQIhEAIhEAIh0O8E/HLgqIhj0WuRr2MhMBqBv3DQp/JHj3Yyx0IgBEIgBEJgGgn8mbL9jNq8qsPSbE+tjnn8MORMjlbztYFT1+EsAZTW8722b3D3U6jMRrFdRdexvyeaH8WeILAwu4769SH/fE8cnnBvMzxk671PrHsEXkZRcve7SRNzxKjpDmmSKL4hEAIhEAIh0AUCGQHaBch1i9gAx3Lz7MiIWAiMRSAB0LHI5HgIhEAIhMB0EzAw6P3Miej16J7q9U1st0Cj2Uc5aJrTRjvZY8dWoz6tgc8beX0KOgkZ/Cz3cq4f+kIUe4LAyezKZ5cnDk2499sqza4TesahnQRcr9XR2PbXS2pm7MhvR0GbZtOaaeIWAiEQAiEQAt0ikABot0jXKOc9+JSb5gNr+MdleAkkADq8fZ+Wh0AIhECvE1iQCpbASbmv+TXHxhrZ6Y+t3I/0ddRZL9uqVO5uZF3PRQaGRs7YWZdjZyF9XAJgLRSbQUBecnEpo+fNODTu33dxVv+70ELjeuZkJwgYqJb/FWiRGgV8p/L/E9uR/xc1ksclBEIgBEIgBDpKIAHQjuJtlvmGuHuToY5AsRAYi0ACoGORyfEQCIEQCIHpJuDUdwNW3s88jn6OHE02mm3FwRIs/fZoDj10zDZcjGzXz5BrmY5lT+HE4Ujfa5FT5mMzCHyTjVy8RraZceh//sr60+jfSN83oVj3CXiNu06vfXAJWh2NZj70KF8qfZjhQ41YCIRACIRACPQagfJZtV2vVWwY6zMrjS5TqrwpXHoYIaTNtQgkAFoLU5xCIARCIAS6SMAg31eQwRJ1OSoBLO9v9kavQ69EO6MySlJfg6Szo162d1M563oR8od5JjKDoI6EM80nJnIeovMGN3+K5KLORh9FXhdeH3shRxx6zuvnIyg2fQSeRtF/RaU/jmHf/4WtkV8gD0Z3IM/fizZDsRAIgRAIgRDoRQIJgPZYryxLfcrNsmtmfQitjepMO8EtVoOAN95LtqhGkp5zSQC057okFQqBEAiBoSbwIlp/GTII4q91O3rPX0XfGF2IPD6aDJx8EPXDdFkDdbbBIF1dcx1E0xg0jT1BwP5+P7odjXZdeOwfaBMUm34CPtzYHz2Mxuqv33HOJSJiIRACIRACIdCrBBIAbUPPtOumfX7qcgByJOirka9bzYCo00rGM9Or2NgE1uSU63YVa1f/lfy6sTUA+nz0C+S1EguBEAiBEAiB6SDgKMePI3/13PuXvyNHhV2AihkI3RC9HC2LHOl5Izod/QZNdG+Dy7SbU4EfRI8h16J0v47JxCDfguip6DYUe4LAvOy6ZMJG6BnoX+hqdDw6AzkCNNY7BBanKq9AL0Du34suRcei81AsBEIgBEIgBHqZgAFQ71O3R9/r5YoOQ928kRjrqWrd47sNA6gpttEAaCvPKWY3LckNgNqGo6el9BQaAiEQAiEQAjPNtAoQ/oz8PDJQdSAyuDmItiyNsp1XTaJxf6vSrjGJtEkSAiEQAiEQAiEQAiHQHgIGQL2fMwgamyQBRz+0w+wIRwlMxeqOSJhKGUkbAiEQAiEQAiEw3ATeQfMNeM6FrkE7IEfsDao9WjXMZXSaWklT8miaPv4hEAIhEAIhEAIhEAIhEAIh0JiAAWtH2xY1zqAHEmQEaA90QqoQAiEQAm0m4NTqD6OTkCMNb0Xno0PQBqgXzGnKJyAf2qofoJFL9nBo4Mx7h4eQI10XbdA6104s6abC6Znksw86B7l8wA3oD2hPtCIaJpuHxvojPL9BlyOXFXCd2SPQFigWAiEQAiEQAiEQAqMRyAjQ0ajkWAj0OIEEQHu8g1K9EAiBEGhI4J3434VKYHG0resiPr1hvu10d+2/O5B1M+j0KjRM9msaa9s/2KDRb67SnNUgTaura4/6K9uPodGuCY+5bqbrv5eRpuwOrL2Glt2ExmLhcQPDK6FYCIRACIRACIRACLQSSAC0lUb2Q6BPCCQA2icdlWqGQAiEQA0CBq9KQMcg52vRsmgxtBbaA92J9LkedTu4swBlfq8q3zoch5xFMWy2JQ22/QZ/l6jR+EXxuQ6ZZtsa/iNd5uHA2cj0Bjm/gV6CDII7Evdl6DvIqfX6nILmRINqH6VhtlP9HvkDBisgOT8X7YIcHet5/19eiGIhEAIhEAIhEAIhUAgkAFpIZBsCfUQgAdA+6qxUNQRCIATGIfAuzhmwcZr0G8bxM8hzKtL3YmRwrBv2Ugq5Flnu/ej9aJjNadey8NfulxoHxFM590ekr8G6mVFT+wkJTH8VWm2cxP64o4FxfQ8fx6+fT21D5R9HjoQd7xr0/+JnSBYGQ4cxUE+zYyEQAiEQAiEQAqMQSAB0FCg51H8EHAnxHOTT/o3Q2mhV5AiNQRwNkQAoHRsLgRAIgT4nsDD1vwsZrHl9jba4nqRrgur/2Rr+U3Hxs3M/ZNDJ8pxWvCIadlsIAP9AMrHvPoWWQ8UMiu6MbkX6XImehpraJiQoZdTh/mz8DVCbZj00SDYHjbka2baPoIlsVhxcR1f/QydyzvkQCIEQCIEQCIGhIZAA6NB09WA1dD6asxNyati9yJvcseTUsL+iQ9CWaDKjMEjWU5YAaE91RyoTAiEQApMiYKDMz67fNkhtcMs0tyEDPZ2w55FpCfL5Gfo51KmyOlH/TufpkgDHoNb7jgd5/cCIYyfyejE0GSsjTb1G6ppBcev007oJ+sTPkdG26zxU9x7OoLHX7r+Q/RULgRAIgRAIgRAIgQRAcw30FQGnMh2MJgp6tn4pGbl/AekNhPazJQDaz72XuodACITADAKnsPEz6tUNgVxcpVu3YbqJ3GfBwYCbQSPrZTlrotjoBF7C4R8gg9HlXsO1Jw1Abo4ma46+fRg53XuRBpksga8jdu9DgxSwLl9W3t+Aha5lFOj/NUwX9xAIgRAIgRAIgcEkUO4pthvM5nWnVU/pTjFDX4rTzn6HVmsh4ReOm5Drk/kF5CH0CLJP/AIxP3I62jLIKVSaU+V/hfyS9xUUC4EQCIEQCIHpILBCVei5DQv/M/7PRKZ3JkQ7bHky+S5aD/nZ6tThDyM/V2OjEziVw0qbCzk60ZGgUzXvW7xn+Se6o0FmN+DrPdEz0OLINTAHwabyf7IxAEr6QWCRNoRACIRACIRACITAtBJIALTz+OehiONQCX765e8AdDIy8DmRzYaD64PugN6CfP1ldBlymlksBEIgBEIgBLpNYN6qQNdubGLFv6RvknY03+05+HVkfgbR/Jz0gWOsPoF2Boq959EemLFp9LekKXk0StyjzuU6L9d93WoWFiV93XTxC4EQCIEQCIEQCIEQGINAAqBjgGnj4deR1zpVfj9iuy1ymlddexTH31f6JVvX7jIIuh86HjXJC/dYCIRACIRACEyZgKP1FkbOUnDqdF3TXzP9VOypJP4W2qbK5Bds34buql5nMz0Ebq6KdSSoo0r/X81qeD/q6E+t5GEgdDP0bOS1dhs6H/kA2Wn2Y5kPnF+KlkBOxXemzYnoStRt8zq3Pl73FzQofOnKd6r/Jw2KjGsIhEAIhEAIhEAIhEAITI2AX9D8AuBNu4HLqdoHyMD8VD9OjfpLVfej2cZCIARCIAT6k0D5bPtMg+o7ms2RbT64e1qDdCNdDXqWXyo34PnGkQ55Pa0EDDR6j7Jug1psUqUxSOh1si/yWin3O63buzn+STQHajWDnn9Frb6t+7/j3HNbE3Rhf3fKsA7faFDWrPheV6V7foN0cQ2BEAiBEAiBEBhcAkfRNO8psgbo4PbxQLTsoupC3atNrXFEQ7mhn8oPFbSpOo2zSQC0MbIkCIEQCIGeI2Cwyc+i25Gj8+rYnjiZ5pQ6zqP4GBhzunv5DDSgteQofjk0vQT2pnj7yFGXdcyRomci03wRXVjtGyg/A30OfQgZFP0TKv3vGrKLIW1XpL/nHEFqgP5jyEDp95FBU885ctRlE7plq1LQv5HlLlez0HfhZ10vqekftxAIgRAIgRAIgcEnkADo4PfxQLTwXlrhjaw3tO2wOcnkX8g8X92ODLucRwKgXQae4kIgBEKgQwROIl8/i9z6Qzrj2dacfAwZpCrLwoznP/Lcehy4Elmea1Ya3DJwFus9AgtRpTuRfWXQeyL7Eg763oIurfYdCbomGs025OBVyDR/RDtX+15fn0YjR4ZyaKYF0cHINAYkt0LdsiMpyHL/hmQznq3NyQeQ/q8ZzzHnQiAEQiAEQiAEhopAAqBD1d3921hveL2RPaJNTSijbsyz7miCNhXdlmwSAG0LxmQSAiEQAtNOYAlq4K91+3nke/uL0EhzHcc9kMEp/T6LmthsOJveoFUpx1F1sd4msDnVK332A/a9VkbaMhz4ObJffbB7bLXvNPb50HjmGrBXINNajoH1/0MT2adwMI0jl+efyLlN5xcgH0dzWu4/0SZopM3OgQ8jg/v6HYpiIRACIRACIRACIVAIJABaSGTb0wS+Te28mfWmdsMp1tQRDCWgescU85qu5H5JlsfR01WBlBsCIRACIdA2As8kp8uQ7+vqAnQ4+hoyoOWvX3vcAFXT4Kc/flM+8wygfgEZEI31B4FXUc3S/4+yfxr6BjK4dyYqQfF72N+xem0gdCVUxxwtWa6779RJUPmcUqXbtUGaqboaAD63Ktc6Gwj9Lvoq8n7oLlTa4kjV/EgpEGIhEAIhEAIhEAL/JZAA6H9RZKeXCaxA5byh98bWNaicCu+T/qa2Bgla177au2kGPeKfAGiPdESqEQIhEAJtIuBoPac634lKEKdsDXyeitZFdW1mHHdCDyPzuRxNZto8yWLTTMCZKt9Hj6ByTZStD4aPQEuhDyGPO1q0rs2Go4FV072vbiL8NqnSnNcgTTtcnZq/M7oJFQat2z9z3JGzsRAIgRAIgRAIgRAYSSAB0JFEJvE6T5gnAa1hEqdofQp9ETkNytEP7p+OvPm+CrnulV8E/LJnn7jOp1Oz/FKwItoAPQcVO5Gdz5QX2YZACIRACITANBK4j7Id3WkQ1EClD/7mQQZ6XKPxRlTX/Nw7Er2kSuD+Tsh1EWP9R8B7nG3Ru9H6yP416HctOgs5QlQrv3bu/U1d8/7IeyZt6RmbWn9Pw8vA6eqoBFHZ7bgZBN4ffRm9AK2MvC/0HtDRobKKhUAIhEAIhEAIhEAIhEDfE3gLLXgQeeM/Ff2W9HV/cRfXnrOMAO25LkmFQiAEQqAnCLyOWtyN/Iy8GW2FYsNB4Hiaab9v1qC5G1ZpTHdEg3S6GpQ33dN9EQuBEAiBEAiBEAiBHieQEaBt6KBZ2pBHsqhH4HDclkH7IL/YNTFHDfwSbY2cHuU0w1gIhEAIhEAIDAIBH+r9BP0YOSLuGOSsh1+j2HAQMPCtLTRjU+tvSaNz636dxAtWTk3T1cm7js/sOC2PnoeWQDOjWAiEQAiEQAiEQAiEQAcJlKlDHSwiWbcQuI39T1dalu3aaCXkdHe/9LmOmtOynBJ2L7oCXYTOR2WaGLuxEAiBEAiBEBgIAo748wGhI/GcSv8xdCiKDReBS6rmrsf2RzWbfiV+jyMf5l9TM41uTrefCzkN3+WHumnrUJjXuNf93C0FOyL1p+jzyKUjYiEQAiEQAiEQAiEQAiEQAn1OIFPg+7wDU/0QCIEQaAMBgz8HIKchqzPQsig2nAQcCel14AyXMjpzIhKu+/lvZDpn19S1w3A0zUF1E7TBz7VGv4EsVxm49SH3X5GzgspxH3a/CcVCIARCIARCIARCoJVApsC30sh+CPQJgQRA+6SjUs0QCIEQ6BABfwDmUmTQ5xG0K3IUX2y4CfgDSF4TP6yBwRlMJ1X+pnH08GpoItsCB4OmXnfLTeTcpvNe28ci6/kA2h09DbXaGrxwBKg+6l0oFgIhEAIhEAIhEAKFQAKghUS2IdBHBBIA7aPOSlVDIARCoI0EDFp9ErnUi0GeC9BzUSwEJLAKck1Or43vofnQaLYIB3+D9HPquAFT929FL0FjmSMrDUDq+4mxnDpw/DNVmdbPka7j2Xs5af38H1lzPMecC4EQCIEQCIEQGCoCCYAOVXensYNCIAHQQenJtCMEQiAE6hNYGddzkMEdp/86/XgOFAuBVgIb8+Ie5HVyC9oXbY4cNbwV+jIqQVLPGyT0OvIHs0yj3N8RrYs2QAYVf4/K+YPZ75YtTkFOa7fsjVAdK0tDnFLHOT4hEAIhEAIhEAJDQSAB0KHo5jRy0AgkADpoPZr2hEAIhMD4BN7O6TLyzh+r2Wh895wdcgKr0v7TUQlYjrY1yLl0CyenmX8a3YdG8/eYAdO3om7aByjMso9pUOj8+JYg77IN0sU1BEIgBEIgBEJgcAkkADq4fZuWDTCBBEAHuHPTtBAIgRBoIfB09n+LSkDKqcoGd2IhUIfAi3HaHx2P/oSOQ/7Y0XhTwxfj/LvRj5GjPg2k+oVhOzQv6rb9kgK9/pv+sNGPqnRv63aFU14IhEAIhEAIhEBPEkgAtCe7JZUKgfEJJAA6Pp+cDYEQCIFBILANjbgdGfxx+xoUC4FhI/BXGuz/wPMbNnz3Kt1uDdPFPQRCIARCIARCYDAJJADahn51ylAsBEIgBEIgBEIgBNpBYAEy+S5y5NsiyBGgz0E/R7EQGDYCrnerzTxjU/tv8Td4GguBEAiBEAiBEAiBEGgDgQRA2wAxWYRACIRACIRACMy0EQz+jrZHD6IPaNrPJgAAQABJREFUoi3QzWgsW50Te6GT0IXoD8gn3K9Hs6NYCPQqgfWomL9GfyvyevfHjq5Dh6MlkOZr7VkzNrX/Fv+SvnbCOIZADQKL4rMTcm1aRyn/DR2LPoRcuiQWAiEQAiEQAiEQAiHQBgKZAt8GiMkiBEIgBHqIgL/CvS9ytJsj1v6IVkLjmaNDXeewpDHdSF3JMQOosRDoJQLzURnvZca7dv/N+SPRe5HXtYHSurYQjvch0y1VN1H8QqAGAUcWfwzdi0a+35bX/mDd7mhWFAuBEAiBEOgdAkdRFd+rXdc8FgIh0CcEEgDtk45KNUMgBEKgBoHn4nMB8obsUeRozom+OC+LzxXINH7Z/iraHD0brY0+gBxJ6nkDSb6OhUAvEHBkZwkeGQD1Ot4PvQZtjw5DdyGvXfUPVPw3Y7+OHYyTaf3xp1gItIuA78v+OFi5No9jf1v0PLQGctT90agE9g3aZxQ+EGIhEAIh0CMEEgDtkY5INUKgCYEEQJvQim8IhEAI9CYBl9D5MHoE+YX6ErQWmsjmxqEEN89hf8kxEpj/LsgAqF/It0axEJhuAi7n4PX+L/R/41TmIM6VQJJBUNPcidZB49nHOanvw2j18RxzLgQaEvgS/uU6fPk4adfn3C2V77fH8cupEAiBEAiB7hJIALS7vFNaCLSFQAKgbcGYTEIgBEJg2ggsR8lnIr9Mq0PRXKiO7YqTaQwKzVcjwUcr/2vZzlnDPy4h0CkCJYBkUH7dGoXsiY9BUPU75HXvA4MvouVRMYP9L0b+YJg++u+AYiHQLgIG071uvf7qXLv6u6at16PXZiwEQiAEQmD6CSQAOv19kBqEQGMCCYA2RpYEIRACIdAzBLajJmVK7w3sb9qgZk/B9w7U5Eu1a9adW6XZkW0sBKaLQFmX84gGFbgKX6/3P6L9kUEoXytHk16Kyv+Tx5w+/0oUC4F2EnA9Wq8vr8G69hkcTfPLugniFwIhEAIh0FECCYB2FG8yD4HOEEgAtDNck2sIhEAIdJLAYmTuLwb7hVj9Ai2MmtiGOJvWNUOb2NtxNt3RTRLFNwTaSGA18iqjOedrkO978PXadUq75pq5foG5E3m86J/s742a/k+RJBYC4xLwIdIdyGttxXE9n3zyqbw0YP8gyuj7J7PJqxAIgRCYDgIJgE4H9ZQZAlMkkADoFAEmeQiEQAh0mcDWlFfWhHOEmj+cMRl7J4n8Eu6U+SbmjyOZ7sImieIbAm0ksBN5eQ3e3TBPl4YogVMDUcWc9r44WhktUA5mGwIdIODDK6/dWyeR92VV2pUmkTZJQiAEQiAE2ksgAdA28HQ6WiwEQiAEQiAEQiAERhKYlwOfR++tTpzCdkd0XfW66Wb+KoFTfpvYPZVzAkVNqMW3nQQcDaeVkZwzXk3896HKxeDnoui26rVBUR8qqFgIdJJAed8s76NNyippSh5N0sY3BEIgBEIgBHqOQAKgPdclqVAIhEAIhEAITDsBfyjju2gFZNBnN+SPtziSaLJWRiAt0TCDJSv/6QoWOeX5JWhZNAdy7dMz0PWon83p1rZraWSAzvachko/sRurCFxRbb0WmthSOMvW/5sS/GySfqq+s5PBhsgRfNbddUfPQZeg2HAQKO+bT6e5jjw2+F7Xynt1yaNuuviFQAiEQAiEQAiEQAhA4C/ILwJZyy2XQwiEQAj0HoHZqNJu6DHke/Vf0bNQO2xVMjFPv0w3eQBrfUx3COqmPYPCvo0MAFv+SJ3KsRehfrMVqfBPUOnj1na55t+vULv6nKwGwhahFQaO1GoNWvQVfOXrmp/dNEdb74Mcbd3av2X/fI5vhWLDQcCAt32/YYPmPrdKcyNbg/ixEAiBEAiB6SWQKfDTyz+lh8CkCCQAOilsSRQCIRACHSdg0MuAp1+UDYQ54tOAaDvNH0Ay//fUzNSpl46cM42jFbtlBgpKuQYKT0MHoi+go1EJLMlpZ9Qv9ioqej+S5yPoeHQA2h/9Gjll23MGfbdHsScIXMuubM574tC4e/7vPIBM84NxPdt78plkV9ZutOxz0cFoP/R9dCvyuPJ4k4cRuMf6kMCe1Nn+PrFB3X9SpTmoQZq4hkAIhEAIdI5AAqCdY5ucQ6BjBBIA7RjaZBwCIRACkyLg6J73ohL8uoL99SaV08SJXomLX8QNwq01gbsBpOOQ/qdM4NvO088jsxK4svzlR8l8Po7tixwRaP3eh3rdNqGCZdTn99h3SuxIW5QD/kiVbbJtr0GxGQS2YSMTZSB8IvsbDnL8F/J66YbZp9cjyzXwuSYaaf5fvR+V/3eDoLHBJrAQzbsTeV18skZTfUClr++DjoSPhUAIhEAITD+BBECnvw9SgxBoTCAB0MbIkiAEQiAEOkZgSXI+CfllVx2J5kWdtG+TuWUZBH07cl26keZ0+TORfo5YWwZ1wxwNdymy3O+g0erG4f/am9gzIPYocuRdr9r8VEyOtmuvGpX8aOXrSNfyA0A1kg28y68qLva5/zcGlkaaAfRrkKz1eyfqlhmwt9xT0FwTFLou50sQdKsJfHO6/wlsTRMcse714UOOhdFI833iAKSP2hbFQiAEQiAEeoNAAqC90Q+pRQg0IpAAaCNccQ6BEAiBjhF4LTnfhfyiewvyC3I3zBFoh6HyJfta9r+JPoM+j05DjyHPe24N1C17KwVZ7kXIetaxr+Nkmh/VcZ4mH9lax9OQI37r2C9xMs3+dZyHyMfAp4FN2RhQugIZcDwL3YzKObdy75YZ0LROdyNH8taxD+BkmrrT+uvkGZ/eJWBAswS9fQD1c/Q5tAf6MboHeT34QOfdKBYCIRACIdA7BBIA7Z2+SE1CoDaBBEBro4pjCIRACHSEgKPWDNb5RVcZ6FoMddteR4GXoVKP1q1rUH4V1Q3k4NoWO4FcrMcODXJ7Br4GwpwuOtGouwbZttX1QnKzXRs3yNXp06a5rkGaYXE1cHgfar1my76BT0eAboi6aQdSmHXYp0GhBvnLyOBnNkgX1/4l8Byq7kjhEqgv123Znsy50ZZO6N8Wp+YhEAIhMBgEEgAdjH5MK4aMQAKgQ9bhaW4IhEBPEdiE2lyP/LJrAKcXRvn4ZXsntCf6OHoVmg9Nh91DobJpGnj9a5XuRdNR6QnKdEkD22SAdtYJfEeevpkDpl1y5Im8/g+BTfl7JDoVGTz/GpquQOIfKdu+ejFqYt/H2XRvbpIovn1PYImqz3dl+1n0FrQMioVACIRACPQmgQRAe7NfUqsQGJdAAqDj4snJEAiBEOgIAUcm7o/KqB+n6y7XkZL6N9M5qbqBIKeINjVH0Zp2m6YJu+C/QlW3yydR1rlV2owImwS8Lie5uuqrpkGs/ap0u3S5vikuBEIgBEIgBEKgPoEEQOuzGtNzljHP5EQIhEAIhEAIhMAgEFiLRjhC8SPoMbQb2gBdhfrd/j979wEuR1WwcTwQkgAhAUKvCQQB6dKroSNNEQFpgQSkiSLSm4IYiqCASJGidFGaSAkgHQQ+Qu8CQkIPJZRQQ/N7XzJHluXevTO7s7NT/ud53mw7M3PmN5O9u2fPzMygFZhDSTqysav1nqQnfe67fkrc83+G+YQRqx5Vm7cS2hTaWNu+KfTAo119CgTfry9hmjCP+td5PPlCWbMLYsYOY4RtFLZZ3OYMjCqG6eNORz0EEEAAAQQQQAABBBBoIHCfXvMomcsa1OElBBBAAIHWBdwpeIDiTj2/7z6qZHlBIS2uLWVFzdWH7b6peL0cd+zeruyqJO281CT/K774kee3yv+e6fmOl+cLz3i6eXqunnkNd2yGi10NiZa+sW49atWHxQdDj3wdrWyueJqZFLv6fKx5PbepmtaR4v9bI5SblI+VYOhTKFykrK5kXfy5yu3YMeGCw+eydRJOR3UEEEAAAQQQyE7gPC3Kf+e3zW6RLAkBBFoVCB+06QBtVZLpEUAAge4FvqGXwjkBfdj7HxSPbCxy8SHqZymhs8m37th7WXFHXXjeF1ZaQmmmHKOJPJ9zE0zsD6KeJs9X0r4gauMJur0+uu82e994XfGFcHw/GN6h+6Oix1frlvKlwIK6+7ASrHwBrPFKbYe8X7tY8flXsyo7aEFe7t0JFujR4Z7GHbd9E0xHVQQQQAABBBDIVoAO0Gy9WVpGAv21nOUV/4IfLgbxTd3vrZSh0AFahq3IOiCAQJ4F3BHynuKOjeeVNZSiF3fe3qZ4nbxuhyvzKaH4b+cPFY9ydR0fzuu/pUnLYE3gEY/u1FovxsQ+/P4lxcscHqN+p6osowW7g9Pr5ba+qvxMmVUJxSM+PYI2XCQr1F0zVOC216IyCB2dT+u+t/nAGpe5df8gJYwI9mce75tZFI/SDdtujxgLdP3wmeyIGPWpggACCCCAAAKdE6ADtHP2LDmBgL847Bll2gbT+Zf3w5TaQ6n8JSXk37r/PaXoJXzYvqzoK0L7EUAAgZwJzK72eLRe+LvxV92fPmdtbLY5p0Tr9ZxuF2kwE/8tPT+q+7JumzkvozuwbOhO1EZ/dxfU649HdW/U7ZRKnssLapzXy58zvtugoe4wdyew676h5H291MRMij/DPaPY5XKl0We6+fX6k1Hdv+g2q7KpFuSObo+IbtQJOotev1nxujylDFQoCCCAAAIIIJBfATpA87ttaFmNwKm67w+Yjr+cdlUG68lHlFCv0a2/3E7V1UwK8hwdoAXZUDQTAQQKJeCOD3dW+e/HBGVzpSxlMa2IRyP6IkWLx1gp/428TbHFMTHqd1XlzGh6z2O04tGlPhrDHVvrKP7b7vb49QeVQUqey/fVOLf1w+jWnWQXKZso7shdQNlIOVdx55nrfhDdjtQtZfLITrvcr/h0DD2VoargTnRPs1JPlVN8fT/NK5zO4G7d/5Hi/zdDlNWUo5S3FbfrRWUhhYIAAggggAAC+RagAzTf24fWRQI9dYBOoXo3K/4gGuIP12cpv1LOVsYo4TXfnqgUtdABWtQtR7sRQCCPAh65dYYS/kZcq/tz5LGhLbTp+Gj9kvzt+1Y0jTuFeze57D00XegoCr61t+6UdUdpVoc4N7kaX0x2jf5123dX/NkidG7Wrk+4747dY5Xhip+7S6H06jVWCPZYMwHG4dE0ZyWYJo2q/kHEnZtub3fxD+ple6/QKlEQQAABBBAopQAdoKXcrOVbqZ46QH+qVQ4fTl/RfY/S6KqsoScfV0Ld7buqVIDn6AAtwEaiiQggUAiBYWrlOMV/F95X9lTKWB7TSnkdV0i4cuFv5vIJp6ut7vNiuiN0tOL5PaPcpoxSPCK0CGUqNdKdmh7ZGUaqzqX7+yk3KE8qPp/lTcrByhDFxeeI/EDxaMKynEpBq9JU8ShZ74M+3+sUCebg0ZVhugSTpVLV22+kcpnysDJW+T/lBGUlhYIAAggggAACxRGgA7Q426rSLe2pAzSM7vQXDB+a1KjMqhfdSeoP0w81qpjj1+gAzfHGoWkIIFAIgX5q5ZGKRyD674H/jriDpqwlXNAp6UhLH+JtnzKdDqCZbTx35PBCExOH0/P4NARVLmtr5b0vXZ8QwZ2lPueqP+P1STgt1RFAAAEEEEAAgSBAB2iQaOF2yhamZdLWBXprFotHs/EXtdt7mOVrej2M8FlE9/3rPgUBBBBAoDoCS2hV71EOVNyp4o7QlRVfyKSsxX8rXdzhm6SE+mH6JNOWqW5Y/+CRZN3CNGEeSaYtU12PonXxKNokxZ2mNnRHaNUNk7hRFwEEEEAAAQQQSF0gfKBLfcbMMJbAENUKJ9IfE2uKyecLdVVvu6WUu/yAggACCCBQagH/YOlDsX+j9FXc4Tlcifu3Q1ULW15UyxdQPMrVh/LGLWFUrKevchmvlXcn3JyKR9H6dAlxij9nzBdV9KHfWRefx3UTZVHFh+77fK4PKn9XnlCyLGEfCvtU3GXPq4r+nOe2fxR3IuohgAACCCCAAAIIIFBEgUaHwE+nFfIIHo8Q2DbmynkUwYfRNFvGnCZP1TgEPk9bg7YggEARBIaokbcq/lvhnKFMq1SlnK4V9Xr/OsEKD1Vd/331Vbh9yoCqF5+31IbbJIDYMJomSadzgtl3W3V+vTI6WnbY52tvvV3/psyuZFX8A4Q7kt2OpRMsdO9omosSTENVBBBAAAEEEECgXuA8PeHPIXH7jeqn5zECmQg06gB1A8Yp3pFPVuIUj8YIXwSWizNBzurQAZqzDUJzEEAg1wLusJqo+H3/ZeU7StXKylphr78d5om58r7wi6dxZzGlV68dhGCPpxWPAu2puNPYoy09zV49VU7x9VU0rwmKl/uWcqKymbKG4h99vT09gtWve1RmlucmPTZa7g26dYdoT2UWVXhNcVs36KkyryOAAAIIIIAAAg0E6ABtgMNL+RGo7QBdT83yoVC15WA98IfjJxSP7uypnKQKru8M7KlyDl+nAzSHG4UmIYBA7gRmVotCJ57f7y9XfEXyqpZLtOJ2cKfcbD0gHBHVdYfpXD3UrcrLvbWivniiDa9SGo0g7qvX/xrVfUa39Z9b9FRbikd+hs5P7/uDulmKD+W/WfG6PKe4ozGL4va8rni5/izWqBN0Rr1+R1TXHaYUBBBAAAEEEECgFQE6QFvRY9rMBGo7QP2h+RPFX+D+pOymrKW8o/i13yndFXeO7qX4PF6ue5NSxEIHaBG3Gm1GAIEsBXzo8XjF7/VvK8OVqpcZBOAfCm3i81GOUOovBOijIq5VXOdTZSOF8qXAUN19Q7HPY8rGis/zGYo79NZVwt9pdyAvHl7M4PZKLcNt8zk+e/pB2J20t0f1PSo0qzJMC5qkuJ23KqsotW31yFmPVB2ruM5zSk8d9qpCQQABBBBAAAEEGgqcp1f92YJD4Bsy8WKnBU5RA7yjxs12dQ32iJ9Dlftr5uEvdksoRSzhi5VHd1AQQAABBL4U8KHJf1DC34ubdX/eL1+u/D2Pir1FCT7v677/pvxLcadoeP5N3fcRF5SvCyyop0JHsr18mPndyl1K6Bz182OVLD9nuKPVy/UPwt7OcYo7dD9W/Jkoy/OBrqblvaq4vY5/rPBoz3uUd5Xw/BjdZwSyECgIIIAAAggg0LIAHaAtEzKDLAQ8omJhZSvlN8p1Su0H5/BBOdzuqNdry5J6EF7zrU/+f0BthYLdpwO0YBuM5iKAQCYCK2opTyt+n/9I2V+pHVmmhxQJ2GRrxR12/ntY+/fR54Q8RvEPh5TuBTx68mfKI0qtn+//W/G+N42SZfmFFubl+0fjJMWjRT3dTkkmSqHu9JrHr5Wxipdfm3v1eAelt0JBAAEEEEAAAQTSEKADNA1F5tExAZ/DyifFP0i5SPEXX3+ZW1OpLXPoQfhg7dEZnqbIhQ7QIm892o4AAmkL9NEMf6l4FJvf632KlMUUSs8CPifj0ooPQ55PocNYCAmLP2Msr7gDvpOjFS/U8r3/+8fiJOXnquzpjk8yUcp1B2t+KyvLKlmdjzTlVWB2CCCAAAIIIJBzATpAU9hAted+SmF2zCKBwMuq64yumWaA7n9c89h3fcJ9j2i5XvFhfh4ZREEAAQQQKL6Ajw44X1lG8Q9gxykHKvV/B/QUpQsBH+ruUJoXeEWTOp0uvmiQS9LtGeqH6SfPJdt/n9PiHAoCCCCAAAIIIIBAjgXoAM3XxvG5o+qLRwX5cDQKAggggEA5BDxScVfld4oPNR6rbKf4Ry4KAlUU8I+9LrNPvon9b6gfpo89YUoVp9N8VlA8etY/XIxTfC5QX7CyyMUdyh4ZbN8PlGeUBxSPtu2u+H1tKWUBpb/ijvUxylsKBQEEEEAAAQQQQACByglwCHzlNjkrjAACNQLuKPGIfnckOOcqHv1PQaDKAntr5cP/hyQO4f/SNkkmSqGuO/kuVHxUTvi/HG59uqIjFZ8ntGhlSTX4SuUTJaxPuPVRSwco9eeHnVrP7afUXogsTOP5XKW4Y5SCAAIIIIAAAs0LcAh883ZMiUDHBOgA7Rg9C0YAgQ4L/EDL9yG77hx4TfmeQkEAgV695heCR026Q3GIEqf4/K8+dYRHKM4QZ4KU6riz9UPF/499lI6vAH+O4g7Rx5XQ+fec7hep48/nUw3nIvZo1puVs5WLlGeVsF6P6r63l8t8yiNKeM31XP8sxdNPUvyat607uSkIIIAAAggg0JwAHaDNuTEVAh0VoAO0o/wsHAEEOiDgzpm/KKGT4Ardn7UD7WCRCORZ4Gw1zv9H7lLqRxnqqa8UH6L9hOL6R3/llfY+2DJappd7ljJnF4vzxZDuVFzHh38vpOS97KUGur3uUD5OGaTUlzX0hDs/Xe8FxRdrez56/Jhu11Tqi7fTbxXP19Ptq1AQQAABBBBAILkAHaDJzZgCgY4L0AHa8U1AAxBAIEOBtbUsdxb4y/+7ym4KBQEEvi4ws54KIw19Hs1vfr3KF88sp3//rfj/1APKtEoWZR4txKNNvVx3GDYqffTipYrrPqhMqeS1LK2GeeSnOyndwduo+JyntypeL49i9+3tygClUdlCL3oUqOMOYgoCCCCAAAIIJBOgAzSZF7URyIUAHaC52Aw0AgEE2izg8+LVjnzyYbJD27xMZo9A0QUW1Ao8rbhjzZ1yo5UDlJ2UQ5SblTCa8H7d72oEpp5uSzlDc3W7fKh7nOKO2WcUT+PD5vNabOw2+v0qTnFH9UTF0/hHnVmVOOU3quRprotTmToIIIAAAggg8BUBOkC/wsEDBIohQAdoMbYTrUQAgeYFPKLqccVf9n0uvUOV3goFAQR6FvBh0ycq/r/j/0P1eV/PHaFkNfJTi+rlEZ1vK26LL4AUt/xIFT3N1XEnyLieOzPd0fyR4lN1xC1jVNHr5c90ccv0quhzp3oUaNxO07jzph4CCCCAAAJlF6ADNIUtPFUK82AWjQVe18tTNK7S9Kv+4EpBAAEEEMiHgDs5faGPUYo7TNwJuq3iw3QpCCAQT8DnzdxD+ZWygbKoMkh5Q/Hh5NcqHoGYZVlMC3MHnv9P/yfBgq9QXY8cXSXBNFlWXVEL8/vWTYo7eOMWd1K7hNvJjxr/+45e9uHz6ykrKf9QKAgggAACCCCAQGYCdIC2n9of2vN87qf2C7AEBBBAoPwCQ7WK/mXWX+w9MupkZR/FI6soCCCQXGCCJvH/qTyUOaJGjEvYmNdU/wPFnaceser7eSrNrpc/27qE28mPev53bFQlLLfnKaiBAAIIIIAAAgikJEAHaEqQDWazml47S/F5rUIZrzs+BIiCAAIIIFB8gZFahT8o/ZUXlRHKjQoFAQSKJ+DPxj4svLb40G2Xnq5OP7nWl//6B/B+is9bOunLp/93r6tl/e/FDO40u15hunBb39Tu1sudwC556wie3Cr+LZNAb61MOF9wmdaLdUEAAQQQQCD3Aj5E6G7Fo4Icn7uqqoVzgFZ1y7PeCJRPYDat0lVKeG+/SPeTnEevfCKsEQLFE5hJTT5E8ZXn31P8//lNxT9i7Kq4A3Ow4uc9KtUdK3HL0qro6Z6NJvB7hg/t9wWcfC7TMM/rdH9HxafOyLKsrIW5DT60P0l5WJU93WPRREN0e0z02J2i7nh6Tblc+aESjoR6RPc93aoKBYG0BdbSDM9T/EOkf8TweYT9f+9Uxf8XKQgggECRBfz+5r+h2xZ5JWh7dQQGalX9AdM7rUd/rqlUsdABWsWtzjojUD6BTbRKPsez39PdWeIv+RQEECiWgEdv+9yX/n8c8knNfT83TllNcWefH/9AiVtOUkVP49vdlXejx90t62m9vpySVemtBfncqm6Pzwcatzyqip7Gn2sPVTy6NayTb+sNfR5ku/k1v196hCgFgbQEZtaMRiu1+6A7QMMIUD/v+39SplYoCCCAQBEF6AAt4lareJtX0vq789N/iF9S3ClatUIHaNW2OOuLQLkEBmh1TlfCFy2P3JqzXKvI2iBQCYFfai3D/+OrdP87ynTRmrtDZSvFHXeu45Fkp0T3PaIszrkvV4imc0eMO17Csi7V/bWVcDj4rLq/nRI6FT/U/XWUrIpHpLpt/nwWp3No46i+O5TCOvmz7VnKqornMYUyt7KrMlZxvdApOkr3KQikJTCHZuT/k97HJigHKd9Q3LnvEdVLKscqHyiuc5cS/u/pLgUBBBAojAAdoIXZVDS0VuAEPfAfYMd/pKtW/AHb635Z1Vac9UUAgcILrKY1GKv4Pcxfpn6u+Is+BQEEiiXwfTXX/4/dKbd9g6b70G13nrjue8pD0f0xunXHS3dlZb3gQ8A93TXRrS+ItrnSXfGoyFMVT/OWMkTJogzQQjzy1Mu9Vple6a5sqBfCKNbQYeuO0IO7m0DPz6a8onj+9p5XoSCQhoD/f7pD0/uWTzU2u9Jd+aZeCB2l53dXiecRQACBHAvQAZrjjUPTuhfor5fCH2AfdhRGG3Q/RbleoQO0XNuTtUGgCgJ9tZIetRRG8N+j+wtXYcVZRwRKKNBP6zROcafJT5U45WxVcv3rlWei+z503qMnPcLMn+08KnR15c+KR326/tXK+Oj+CN3GKZeqkqf9S5zKKdVx59Cripfr9u6n+DmPlPNo2O8oFyt+3blAeV/5PHrs59zu9RXX93Sefl8lrL9H0bresQoFgTQERmgm3qfGKTMpPZWFVCF04K/SU2VeRwABBHImQAdozjYIzYkvsIKq+su0s3j8yUpR8z6thT+sMAK0FJuTlUCg9AJ+jw6jvtypcaQyVenXmhVEoLwCm2rV/DnE/6/jjuB258rEaDp3eP4juu/5dBV39h2ljIxev0O3cctcqujRon6/cWdiVmVeLeg2pav1Cc+9p9f3UXwEk59zp+heip8Pdbq6vV2vuxPVr7nj2IcmUxBoVeAezcD71NYJZnRYNI078SkIIIBAkQToAC3S1qKtCEQCdICyKyCAQBEEfGjdzxR3RPgL1lOKf7yiIIBAsQXOUPP9f3rvhKtxYTTdrtF0PiXG6cqTijsAJyj3K/6RZH7F5a+Kl7WzHyQoV6lu0o6dBLNvWNWjOM9VPNLVozxfV/5P+YUSDvt3h6bbt6Hi4kOPD1HuUnzov6fz9P6ytoESygO64+mGhSe4RaBJgVk0nfclj+jsl2AeQ1TX072ZYBqqIoAAAnkQoAM0D1uBNiCQUIAO0IRgVEcAgcwFBmuJtyj+kuScqfRXKAggUHwBH8bu/9drJ1yV/aPpjk4w3d3RNMsnmMZVfYSQ23iwH+SwvKg2uX0erZqknKXKnm5Ekomoi0AXAsvpOe9LY7p4raenPArZ007fU0VeRwABBHIkQAdoChuDw/hSQGQWCCCAAAKlEdhKa/JHZaAyXtlRGa1QEECgHAJTR6vh0d1JSqgfpo8zbRiZNilO5Zo6oX6YvualXNwN7QrtjNuoUD9MH3c66iFQLxD2obBP1b/e6HGYJsyjUV1eQwABBBAokQAdoCXamKwKAggggEDTAj7H32nKD6I5+DzFPmzVh7VSEECgPAIvR6syVLf/iu4P0e13FV+4ZwbFh33fr1yphPcA13d5afJNrH+9LJ8z1IfE+5yjcUtYVmjrNJpwHcWH3c+pfKiMVa5R3M6si9s1s+L18gU945b69Yo7HfW6F5hVL22sLKV4m7ylPKZcobygdFWm1JOrKOsq8yh+7Lo3KrcpPv9s3kv4v+F9MEkZqMp2+kRJsu8mWUaR6/pol/UU7x9zKOF0Flfr/iMKBQEEEEAAAQQSCHAIfAIsqiKAQCYCPufdK4oPiXtH2VGhIIBAOQV212r5//rfFR/CfaFSezVzvxbijsZjlQHK2Oj5FXQbtxygip7XuXEnUD2PSntV8XSLKD9WXoseh3bV3t6h15ZVsix/0MLchqMSLHSQ6noUrTvXZkowHVW7FnBH3u8Vj2as3R/C/c/0/DnKbEpt8d+7x5VQr/72Gb22ae0EOb7vTlu3P8kpJraNprkpx+vViaa5E9wXNHtTqd8nwmObLaFQEECgMwLnabH+/+j3MQoCCLRRoI/mvbDyzRTiX6X9H/cyhYIAAgh0UmBaLfxEJXy4v0X3BysUBBAor8DsWrUPFHd6egSY///78QXKbsqWys+V0Yo7kfz689GtL4YW98rxqtprPuVjxaPNFlfilP1Vyct8QLk4uu/H9yiHKFsr/pHmJCV0lLoTbLiSVXEnsNs0UXEncpwS3ms9qpbSmsBgTR4+T7tD+QrlZ4r3XXeY/1VxZ7O3kTsJl1RcfqGEzv5ndf83yvaK950jlCcVT+O44z/v5Wg10G29Xonz/3Ia1QvruIPuUyYL+LOQR3iGbX+n7h+obKX8SPmjUvteuakeUxBAIHsBOkCzN2eJFRXwyIXwRzGt27sqaslqI4BAPgT8Bd6dGX5P8xdFf9j3CAgKAgiUXyCMYPT//1uV7jrxfFjxc0r47OMOpqQldPz9RxPO3cPEG+p1d5Z6eddGt2/pdhOlq9JfT56guL47wnxIc1blUi3Iy3XH7KAeFurOJtf1ujGCrAesHl72aORHFXv6tAqLKl2VwXryFsX1XlJCx7r3k32Vrk6D5r+B7kCdpHi6A5Q8lxnVuNAxd6zuN+oE7avXL1G8XvbrrVAmm10sCLu8pnynG5SBev50xfW8f6yiUBBAIFsBOkCz9WZpFRbwiAh/WHg8hXiUhf943qBQEEAAgawF/KXPo2D8JdDvRf4CGXdklqpSEECgBAIe3en//447UHZS3EFSW6bXg18pHsEZ6vpx0jK1JhijeB7jle2UPkpt8SHhHo0X3pd8WL7rv6eE0Xu62205VK+4/ouKR7llUdzp+bTi5T6juJO2/kekufRc6DRxPXeuUVoT+K0mt+XDijtDGxXvZzcqrh/2ra0bTRC9tqFuP1PcYb1Q9Fxeb9aK2ul19CjGRbpoqDvr7lZc521lYYUyWWAL3djFP7QsOPmphv+G/e8p1ap/H2s4IS8igEDLAnSAtkzIDBDIXuA+LdJ/aDkEPnt7lohA1QX8Re4exe9B/nJ3nFLf6aGnKAggUGKBpbVuoSPkqui+H09U/OOsR0P9S6nt+DxHj13HHZL9laRlBk1wneJ5OO5suF7xiDQfEeOOJj/vw5MPUe6MHv9Mt3GKR76FTtbd40yQUp05a5br9r+qeOTqpcq9it9n/bwtd1YorQl4xONHil3jjqSdQ3XDvpzk9AMnazpvu7OVvJd11UD/n3J7HQ/YuFzx+o5VwvPjdH9JhfKlgAe42MejtOMUj5x9TPE0w+NMQB0EEEhNgA7Q1CiZUTsFXtfM32hT2tnuds2bDtB2yTJfBBBoJLCLXgwj0P2F6NuNKvMaAgiUVmCU1sxf3k+I1vAHunVnnZ+rjTsl3Zm3ouLiTlG//n0/aKK4k3Ib5UGldjm+70NKr1DcOetORXeEurPVo0fjli1V0fO6Me4EKdWbSvPZTXlSqV8vv+deqCyoUFoX2FazsLE705OUd1XZ0/0hwUTzR9O8qVtv47yX2dRAr5/bW78fvqTnDlOmUyhfCvj/pa38XdUdm3HLTqro6f4edwLqIYBAKgJ0gKbCyEzaLRB+/a7/Y5zG43a3vR3zpwO0HarMEwEEuhNwZ4K/LIb3XH94GNBdZZ5HAIHSC7ij0e8H36tb07n0eC1lM8U/kHi0XW05XA883aG1TzZ5f15Nt47iztfVlIFKKB7N5uVcH56IeTtrNJ07MzpVFtCC11M2VVZWplUo6Qkco1l53/D5POMWjz72NI47o5OUcars6YYoRSnurF1W8f/vjZTFFf/4QPm6gN/rvH0v/fpLDZ/x/3NP90zDWryIAAJpC9ABmoKo/0hQ2ivgD7ZnKbW/fvscUO4YpSCAAAIItE/AX8LPUAYpHom/s8KIBSFQEKiwwMzRur9WZ+BRYk53JdQP03dXL87zz6uS01UJ8w/L66pOV8/5Pc6dEn6/c4eP72dd/qMFOpT2CMwUzTZJJ3fYnzxp7f04LfRyBkfTjYszQQ7qfKo23BslB83JdRPC/pD0vSbUD9PneiVpHAIIIFArQAdorUZ77t+p2frwKR9GtXy0iD/r9uDoPjcIIIAAAukKeMTLSco20Wx9YYQdFZ+fjoIAAtUWmBCtftIv77NE04Xp26UY5p+0fe4cc8dnOAS4Xe1jvp0T8LZ1SbJvhP3J09Xe9+OeSlhO0ul6mi+v50MgbNfw3ha3VewXcaWohwACuROYMnctKmeD3tJq+VCnJ6LVO0C3a0b3uUEAAQQQSE/A760PK+78fF/5ibKRQuenECgIINDr0chg9YQWof4jCadLWv2xaIKVdNsvwcSrR3Xb3b4ETaJqygJh266eYL7+DuK/hS4eJRy3eOTnEOUd5QWFUj6B8F7ooxWT9AmsHlGE6csnwxohgAACCKQi4A+zPvTdhyX5MKvacz7pYSXKfVpLr/9llVhbVhIBBLIS8MVCjlV88RC/x9yl+DxVFAQQQKBWwEfj+D3Co+k8WjxOWUaV/N7ii/pMF2eCFuuM0fRu448TzOeOaJo9EkxD1WIJzKTm+oruPsx7kZhN97lhJyneny6POY2rnaB4mvP9gFJaAQ/O8XYeHnMN3VH6UDTNyJjTUA0BBNIR4Byg6Tgyl4wFwgcK/7E5KONl52FxdIDmYSvQBgTKJfAtrY5HTfl91V8OD1N6KxQEEECgK4F/6km/X1yq+LDxRsU/Vnukk+sf2ahiiq99N1qeR999M8Z8fVEct+8VpX+M+lQprsDv1XRva3+enraH1fDfwdGK67vT1J34Pjd2T8VHrbm+s2hPlXm90AI+Wsb7h8/3Ol+MNRkV1X9Wt31j1KcKAgikJ0AHaHqWzClDAX8w9R8N/7HxoShZjCTQYnJT6ADNzaagIQgUXsBf7vZV3Onp99THFY/UoiCAAAKNBDw63CNA/b7hUXGzKF2VhfVkGO3kU2tk+ZntL1pe6JhYr6vG6TmPfD8qqucjjDZSKOUWmEGr96TifeMexftyV2UOPenrD7ieTwFzWHTffy93V7o65Nk/BoxQPNLZ0x2mUMot4G1+heLt7aMThyldFXe2h873T3R/ja4q8RwCCLRVgA7QtvIy83YKrKCZj4qyeDsXlMN50wGaw41CkxAooMD8anM45NOjWk5RpingetBkBBDojMAqWqx/iPYX/4nKGcr2ikdf7qJcongEnF/3jyvzKlkWd25eqXj5zm3KXsr3la2UY5QXFL/mDomdFEo1BNzp+bTibe8Ozb8p3v7ed0cqZyk+76dfH68sq7h4BLOfc7xPH6psrmymHKyEzn6/frLizjFK+QUGaBVvUMK+caPu/0zZRNlaOU7x6HK//pHi5ygIIJC9AB2g2ZuzRARaFqADtGVCZoBA5QVGSOBdxR/GX1TWVigIIIBAUoH5NIFHgIYv/vW37lw6SRmodKJ4lN4+ii9kU9+28Nifq1ZVKNUSGKTVPV0JnfRhf6i9vUivz13HsqkeP6PU1qu97071beum4WH5BabSKh6i+Meg2v2h9v5dem05hYIAAp0RoAM0BXd+2UsBkVkkEvAH9aWVvyv+EEZBAAEE4grMqopnKhtHE3iE1s6KOwcoCCCAQLMCPs/m9xQf8j6j8ppyv/IP5WWl02WAGrChspriQ5s9CmusMlq5U3EnBaWaAvNotb3vLqXMorypeHSnO/Y9SrSr0kdPrqmso3hks78P+sdEj/y7XpmkUKopMINW26fSWFnxe80HijvMr1buVigIINA5AXeA+geq4cr5nWsGS0YAgSQC7gD1B/XLkkxEXQQQqLyAv+C5U8LvH/6C50NAKQgggAACCCCAAAIIIIBA2QUYAZrCFvahNRQEEEAAAQTyKuCRT6cpHs3i0S03KEsoFyoUBBBAAAEEEEAAAQQQQAABBHoUoAO0RyIqIIAAAgh0SGBVLdcXZfBh7j7kc29lXcWH6lEQQAABBLoXmF4v7aH4kOZxygTlMeXPit9HKQgggAACCCCAAAII5FbA5+yZuya5bWiDhnEIfAMcXkIAgS8E+urfXyufKT7k3e8bPkcfBQEEEECgZ4HtVCVc4d7voV3lNj0/RKEggAACCCCAQP4FOAQ+/9uIFqYssIzmV/shNuXZZzI7OkAzYWYhCBRWYFG1/AHF73WfKkcr/vGHggACCCDQs8DhqhI+K/qiNlsog5VBii+Uc5DyquI6Pq+yTylCQQABBBBAAIF8C9ABmu/tQ+vaIEAHaBtQmSUCCORCwFeh9eGaPtTdX8z/o6ykUBBAAAEE4glso2p+/5ykjFC6KwP1gq/q7LrjlBkVCgIIIIAAAgjkV4AO0PxuG1rWJgE6QNsEy2wRQKCjAvNq6Tcp/jLu/Enpr1AQQAABBOIJTKdqYWTnjjEm8alG7lT8nvvbGPWpggACCCCAAAKdE6ADtHP2LLlDAlNpubPVpEPNaGmxHALfEh8TI1A6gS21Rm8r/hI+XtlQoSCAAAIIJBPYWdX9Pnp7gsl8+PvnynvK1AmmoyoCCCCAAAIIZCtAB2gK3lwFPgXEDGfh8+H51/2QDBfNohBAAIFUBXw+uouUCxVfrfjvymKKD8ukIIAAAggkEwg/Hp2ZYLKHVfcexSPuV1coCCCAAAIIIIBAaQXoAC3tpmXFEEAAgdwKfEcte1TZXHlX2UnZVPFViykIIIAAAskFhkaT3JtwUneAuoTpJz/iXwQQQAABBBBAoGQCPqSa0lmBObV4j4SaNoovAPKOMlGZoPgxBQEEECiDgN/njlJ8sSMXH6q5nTJOoSCAAAIINC/gUZwu70++if1vqB+mjz0hFRFAAAEEEEAAgSIJ0AGa/dYaoEX6C7+v1OnDPf24u+JD3h9R7lauUkYrPr8TBQEEECiawHJq8PnKgsrHyq+UoxWff46CAAIIINCagM+hPEQZrIxT4hbXd3ll8k3T/86uKddXPJLUnameny+y5KT9Pj+X5ullzadMo3hZ/kHNn5f5nCwECgIIIIAAAggg0EkBX7zoZMUjO/3hrJm4M3RDpciFiyAVeevRdgSSC/iHtkOUTxS/7z2s+MIbFAQQQACB9AR+p1n5PfbYBLPsp7oToukWSDBdbdV59eAvijs5u/ps+5yeH66kUdzGS5XulvUfvbZ5GgtiHggggAACCORM4Dy1x39nt81Zu2gOAl8TmFHP+Et/7QdDf3h7SblLuUL5m3Ku4g+Rlyk3KE8qPgS+drrP9HhPpaiFDtCibjnajUBygQU1SRiR4/eu4xV/4aYggAACCKQrsKxm58+LPq/yHDFnvV80zT0x69dXG6YnfO5mL/dDxRezO1jx51S/3z+lhM+w/ozbR2m2+NzRPkWU5+fD9i9WDlJ+rpyoPKuEZZ2q+70VCgIIIIAAAmURoAO0LFuy5OvRX+vnw3/Ch7Ixur+lMosSp/jD4irKaYoPGw3z2UD3i1joAC3iVqPNCCQX2FmT+Euq37PGKcMUCgIIIIBA+wT8A7rfc/3j+oAeFrO2Xp+kuP46PdTt6uXF9aQ7Wz39PxQfll5fptATHv05UXG9M5VmyvKayB2snsdfFR9VVV98YVf/3flAcb3jFAoCCCCAAAJlEaADtCxbsuTrMVLr5w9izoWKP6A1W9zpGTpBPaK0lXk124ZWp6MDtFVBpkcg3wIeeXSNEt73LtD9gfluMq1DAAEESiEws9ZirOL338eU1ZX64nNmepRm+Dx5TH2FGI/dsfmA4uWco/hxo7K0XnxPcf2NG1Xs4jWfRuVJxdOe3MXr9U+tqifC0VPD6l/kMQIIIIAAAgUVoAO0oBuuas0+QyvsD20PKa0c+hPc9ojm53kODU8W6JYO0AJtLJqKQEKBzVR/guL3Jx8W+QOFggACCCCQncAQLco/kvt92HHn4bmKOw+vUMKoTb/mC9E182P69zWdpx+nTK3EKT9RJU/jz4FJyvaq7OkeV9wZGqf40HhPc0ucytRBAAEEEECgAAJ0gBZgI9HEyR/Y/CFsVEoYPsTI83PWT2meWc6GDtAstVkWAtkITK/FnKWE96bRuu8rAlMQQAABBLIX8CjPA5VXlfC+XHt7u54fpjRb/qIJPb8k56T3IIA3o+nm123ccpUqelk7xJ1A9Xz6KR8K73NPd3W4vJ6mIIAAAgggUCgBOkALtbmq29iJWnV/cNslJQL/0h4OW9o0pXlmORs6QLPUZlkItF9gDS3iOcXvcz7np0f5UBBAAAEEOi/g0Z0rKj4P548Vf26cW2m1/Fsz8Hv+IglndFk0nY8WiFteVkUva564E0T1fDFRT7dewumojgACCCCAQB4F6ABNYavEPZQkhUVVdhbPaM2XUlZSTktBYWXNIxxK7/MvURBAAIFOCPTTQg9X9lV8/re7FX/JflqhIIAAAgh0XuBzNeH/oqTZmlmjmb2ScKahfpg+zuSztLisMH2cZVEHAQQQQAABBEos4F+GKe0VCOc6+qEWM6zFRc2g6X8XzcOHEY1tcX5MjgACCDQj4B917lX2Uz5T3BG6ikLnpxAoCCCAQMkF3o7Wb8aE6xnqh+njTB7qzhCnck2dUD9MX/MSdxFAAAEEEEAAAQTaITBUMw2HrPtD2C5K3yYWtJSmGaP4cB7nCKWIhUPgi7jVaDMCkwX8o9k+yiTF70M+DHJZhYIAAgggUB2Bq7Wq/huwXcJVDqdL+VaC6Xy+Ui9rkwTT9FZdX4jP0y2QYDqqIoAAAgggkFcBDoHP65ahXV8TcIeBP4SF+LygVyq/VnZQNlTWVHx4+7eVdRWfH+nnysnKI0qY1rfXKe6IKGKhA7SIW402I9Cr13xCCF9EfVjlqYovtEFBAAEEEKiWwM5aXX8e9alP4pbvqqKncSdokhI+Q/ucnnHLNqroZT0WdwLqIYAAAgggkHMBOkBzvoFo3lcFRuqhr0jpD2St5BpNP0gpaqEDtKhbjnZXWWB7rbx/uPF710uKf6ShIIAAAghUU8A/fvlvgf8muIOyp+JzfobRn74YU5IyvSqH0ZzueO2p+GJJ4xW3zeelpiCAAAIIIFAGATpAy7AVK7YOPhG7D133SeD9wSxuPlLdy5WNlKIXOkCLvgVpf5UE/J7l957wXnWJ7hf5B5gqbTvWFQEEEGingEd0+mgA5xClt9JV8ZXiw1XjfRRBMxdg3VrT+e/Qp8peSndHQfnQ+mcV1722QT29REEAAQQQQKBQAnSAFmpz0dh6gSF6YkvlF8qxyunKhcq5yinK0cpOii8sMp1SlkIHaFm2JOtRdoGNtYKvKv4i+ZbiL6AUBBBAAAEEgsDuuuML4fnvhDs5D1DWVlZS/Bn3AuUTxa8/oPhHtWbL/prQna2el08N5ZGnayk+fZQPeb9ICW25S/dnUCgIIIAAAgiURYAO0LJsSdajUgJ0gFZqc7OyBRTwDy4+v6e/ZDo3KvMoFAQQQAABBOoF1tET7vwMfzPqb90BepIyrdJq8Q9zYYRn/XL8+CPlt0o/hYIAAggggECZBOgATWFrNnMYSgqLZRYIIIAAAjkU8Ega/3GdX/EXSR/WeJziL5YUBBBAAAEE6gWu1xOLKesrvqjnUKW/4tM9eSTmxUrSCx9pki6LLyDqC4F6ORso8yk+H6mXdbtyifKSQkEAAQQQQAABBBBAoOMCjADt+CagAQh8TaCPnjlc8fnV3Nl5v+LztlEQQAABBBBAAAEEEEAAAQQ6K8AI0BT8GQGaAiKzQAABBAos4I7O8xVfPMLnTztG8chPH7ZIQQABBBBAAAEEEEAAAQQQQKDwAnSAFn4TsgIIIIBAUwJTaKrdlWOVqRWfV224cqdCQQABBBBAIK6A/4ZspvjQ9HAI/Hjd99+TvyqPKRQEEEAAAQQQQAABBColwCHwldrcrGxOBeZWu25QwkUk/qz7vvgRBQEEEEAAgSQCm6ryC0r4e1J/6yu3+7A9rsouBAoCCCCAAAJNCnAIfJNwTIZAJwXoAO2kPstGoFevHwrhLcVfUl9VfFVdCgIIIIAAAkkFDtQEocPzXt3fTVlO8alVfFGkU5QPFdfxleLnUigIIIAAAgggkFyADtDkZkyBQMcF6ADt+CagARUVmFHr/TclfFm9XPdnqagFq40AAggg0JrAlprcf098vuifKj6tSldliJ70hfVc152k/RQKAggggAACCCQToAM0mRe1EciFAB2gudgMNKJiAutqfV9S/AV0orKzQkEAAQQQQKAZgQGayEcQ+G/KLjFm4B/gnorq7x2jPlUQQAABBBBA4KsCdIB+1YNHCBRCgA7QQmwmGlkSgWm0HicoPgebv6jersynUBBAAAEEEGhW4Cea0H9Tbk0wA/8Q52leVrobLZpgdlRFAAEEEECgUgJ0gFZqc7OyZRGgA7QsW5L1yLvAsmqgz7nmL5yTlIOVKRUKAggggAACrQhcp4n9t2WrhDN5JprO5wmlIIAAAggggEB8ATpA41t1W5Mvw93S8AICCCBQSIHeavVByl3KQspjygrKEYpHglIQQAABBBBoRWDBaGL/nUlSQv0wfZJpqYsAAggggAACCLQkMFVLUzMxAggggECeBL6hxvjXQXd4enTO75X9FY8ApSCAAAIIIJCGwPTRTN5JODOfg9pl4OQb/kUAAQQQQAABBLIToAM0O2uWhAACCLRTYCfN3Of7nFZ5Xhmh3KxQEEAAAQQQSFPAF0DyhY3mVt6KZuxzTq+hDFX6K+OVOxVf/CiUuaI7r4UnuEUAAQQQQAABBBBAoKwCnAO0rFuW9eqUwOxa8GjFIz6dvyhhdI7uUhBAAAEEEEhV4BzNzX9v9lUGKccr7yvh71DtrT/3radMrXjEqF+bV6EggAACCCCAQHwBH+Xnv6Hbxp+Emggg0GkBOkA7vQVYfpkEfqCVeUPxH8MJyuYKBQEEEEAAgXYKbKiZ+++OR4K+EN33OaY94vNE5SjFP8aFv0+ue4vi23AeUN2lIIAAAggggEBMATpAY0JRDYE8CdABmqetQVuKKuDzp/1Z8ZdJ5xplDoWCAAIIIIBAFgL3ayHhb9C/dH+xLhbaV8/to3yshLprd1GPpxBAAAEEEECgsQAdoI19Yr3KVeBjMVEJAQQQyI3AMLXkYWWk8oGyh7K+8opCQQABBBBAIAuBz2oW8onuu5OzvnhU6EeKOz9D+TTc4RYBBBBAAAEEEEAAgTILMAK0zFuXdWunQD/N/GjFXzr9ZfJuZUGFggACCCCAQJYC39HC/HfIh7i/HN13x+ZNyjHKoYqPUgivue6dim89WpSCAAIIIIAAAskEGAGazIvaCORCgA7QXGwGGlEwgSXUXo/69JdHj7T5tTKVQkEAAQQQQCBrgbO0QP89OkCZVTlVmaT4ufo8que+q/gq8e9Gr/vq8RQEEEAAAQQQiC9AB2h8q25r8gW6WxpeQAABBDou4NOU/Fw5UumrPKUMV8YoFAQQQAABBDohsEK00NG6fU3ZTdlPWUcZqvRXfFoWj/p8RAnlFt3ZSFleeVGhIIAAAggggAACmQnQAZoZNQtCAAEEEgkMUe1zldWiqU7T7V7KB9FjbhBAAAEEEOiEwGzRQms7MT2687IeGvNC9HqYvofqvIwAAggggAACCKQnwEWQ0rNkTggggEBaAh7l6UPe3fnpUTS+yNGuCp2fQqAggAACCHRUwJ2dLgMm38T+N9QP04cJ++iOD4ufPjzBLQIIIIAAAgggkLYAHaBpizI/BBBAoHmBmTWpR9B45Ke/KF6iLKZcq1AQQAABBBDIg8DTUSNWTNiYUN/TT6vsq9yr+PyhHh36tvK64nOM+tzXFAQQQAABBBBAAAEECivARZAKu+loeJsFNtT8xyu+gIS/BG6vUBBAAAEEEMibwB5qkP9W+arvccuaquhp/HdumPJS9NjPfayEDlA/dj5TTlA4XZcQKAgggAAClRc4TwL++7ht5SUAQKBAAnSAFmhj0dRMBHyxiFOU8KXPXyjnzWTJLAQBBBBAAIHkAj5U/Q3Ff7d2iDH5QNV5IoGX+lMAAEAASURBVKr/Z926w9PT/p/iH/98kb9QFtSd3yofKa5zucIRa0KgIIAAAghUWoAO0Epvfla+qAJ0gBZ1y9HudgispJn6UEB/yfOXPR8OOIVCQQABBBBAIM8CPle1/3a5M3OnBg2dS6/drbjuY8o70f3jdNuoY9NXivfh8J7uUIWCAAIIIIBAlQXoAK3y1mfdCytAB2hhNx0NT1HAF3z4lfKp4i93DyiLKhQEEEAAAQSKIuC/Y/4b5tyhjFQWV+ZX1lDcyfme4tefUS6L7l+i2zhlmCp9rvgCgO5IpSCAAAIIIFBVATpAq7rlWe9CC9ABWujNR+NTEPim5uGLPvgLoc9xdoxSe/ifHlIQQAABBBAohMBWamU4f7X/rnWVi/X8EMWjRT9R5lHilotU0fPcP+4E1EMAAQQQQKCEAnSAlnCjskrlF6ADtPzbmDXsWmAKPb278qHiL3PPKqsqFAQQQAABBIos0F+N/5Hyd+VhxaM9/6X4B76lFZfvKf7bd6MfJCjNTpdgEVRFAAEEEEAg9wJ0gKawibiyYgqILc5iTk0/SJk2is8D6PMjTVQmKH5MQQCBYgv40L2zlbWj1ThHtz9V3o0ec4MAAggggEBRBd5Xw8+M0t06hIv7+TygSUqoPzjJRNRFAAEEEEAAAQTqBegArRdp/+MBWsR2yjbKYoofd1d8fsBHFJ88/ipltOJfzykIIFAcgS3U1D8qMyqvK75YxD8UCgIIIIAAAlUR6B2tqE/9kqSE+o0umJRkftRFAAEEEEAAAQQQaLPAbJr/yYpHdroTs5m4M3RDpcjlPjXe6+4T4VMQKLOAOzwvVML/9St0f9YyrzDrhgACCCCAQDcCm+l5/z30j/lJynqq7OluTzIRdRFAAAEEECiZAIfAp7BBGQGaAmKMWbgj5Hpl8Zq6/jD3ivK84lFhPi/gJMXbZGploDKPMljpp7h4xKg7UfZWTlAoCCCQTwEf6n624kPffQXcfZTTFAoCCCCAAAJVFLhVK+0ruq+hzKRMUOKUzaNKN8WpTB0EEEAAAQQQQACBzgn4xPB3Ku7wdMYoWyqzKHFKH1VaRXHnia+eGeazge4XsTACtIhbjTbHFZhGFY9T/CXP/1fvUOZXKAgggAACCFRdwD/i+2/jqTEhllC9T6J8I+Y0VEMAAQQQQKCMAowALeNWLeE6jdQ6hU5LHw7byjmM3OkZOkEfbnFemrwjhQ7QjrCz0AwEltEyHlf8/93/Tw9RwjnPdJeCAAIIIIBApQUW1dr7aCf/ndyzBwn/ePhsVPcPPdTlZQQQQAABBMouQAdo2bdwSdbvDK2HP+g9pHg0Z6tlD80gdKgObXVmHZieDtAOoLPItgq4k/NAJfw44SvWfqutS2TmCCCAAAIIFFNghJodPsdeovuL162GTwHlz7pvKq7no6jCqaB0l4IAAggggEAlBegAreRmL95KhxFho1Jqus8pGD44rp/SPLOcDR2gWWqzrHYLLKAFhFNc+LD3ExWfw5eCAAIIIIAAAl0L/FBP+/zY4fOsz4fvU8Z4sEAYIerXLlOmUygIIIAAAghUXYAO0KrvAQVZ/4lqpz/E7ZJSe925EkaabZrSPLOcDR2gWWqzrHYK/EgzD1/g/OVtzXYujHkjgAACCCBQIoE5tC4+tH28EjpCfetzft6obKhQEEAAAQQQQGCyAB2g7AmFEHhArfQHurNTaq07WcIHxflSmmeWs6EDNEttltUOgdk006uU8P/Q5/adoR0LYp4IIIAAAgiUXGBKrd/8ysrKEspAhYIAAggggAACXxWgA/SrHjzKqcCZapc7Sj5UhrXYRneyhA7VCS3Oq1OT0wHaKXmWm4bA9zWT1xX/n/b/wS0UCgIIIIAAAggggAACCCCAAALtEqADtF2yzDdVgaGaWzhk/W3d96HwfZtYwlKaZowSRp0d0cQ88jAJHaB52Aq0IanAAE0Qfszw/8HrlDmTzoT6CCCAAAIIINAxgdm15I2UHZXNFI84pSCAAAIIIFAEATpAi7CVaOMXAvvo39Bx6VufF/RK5dfKDorPc+RD2334z7eVdRV/MPu5crLyiFI7vTtffMhQEQsdoEXcatVus/9PjlX8f/ADZQ9lCoWCAAIIIIAAAvkX8N/xWxRfrLD287Tvj1N2V/ooFAQQQAABBPIqQAdoXrcM7epSYKSededJ/QevpI+v0TwGdbmEYjxJB2gxthOtnDxS+yhBfKb4/+k9ykIKBQEEEEAAAQTyL+DBAr9Rwmft93X/WuVPysXKC0p47S7d9whRCgIIIIAAAnkUoAM0j1uFNjUUmEWv+tD1V5TwgSvO7Ueqf7niw3aKXugALfoWrEb7F9dqPqT4/+enyihlKoWCAAIIIIAAAsUQOF7N9N9xn4rqEKW/Ult8NMfGyljF9R5VBigUBBBAAAEE8iZAB2gKW4Qv9CkgJpjF66p7cJQhul1R+YbiK15Or/hD1yfKe4oPk39GeVxxR4yfoyCAQHsFPFrkZ4pHfvZTnlaGK3crFAQQQAABBBAohsCGauaeyiRlfeVmpb6409OnpPLoz5sU//j5e2UHhYIAAggggAACCCCAQEsC92lqf+C8rKW5MDEC6QsM1ixvUbx/Oqcp0yoUBBBAAAEEECiWwMNqrv+WuxM0ThmqSj7iyqe9WTjOBNRBAAEEEEAgQwFGgGaIzaIQSEuADtC0JJlPmgLbambvKP6y5FNUeLQIBQEEEEAAAQSKJ7CYmhz+nie5uJF/+PR0hykUBBBAAAEE8iRAB2gKW6OoVxJPYdWZBQIIINBrJhlcqvgPik9F4fv+4uSLjVEQQAABBBBAoHgCq0RNvla3PrVU3HJFVDFMH3c66iGAAAIIIIBAAQToAC3ARqKJCCDQFoENNFdf8GBTxefc9Tm/NlMmKBQEEEAAAQQQKKbAHFGzxyVsfqgfpk84OdURQAABBBBAIM8CdIDmeevQNgQQaIeArwJ7snK1Mrtyq7KEcpZCQQABBBBAAIFiC3wYNT/pebxD/Q+Kvfq0HgEEEEAAAQS6EqADtCsVnkMAgbIKrKAVe0D5sTJJ2V9ZU3lOoSCAAAIIIIBA8QWeiVZh6YSrskxU/9mE01EdAQQQQAABBBBAAIGvCXARpK+R8EQGAlNpGYcqnyq+wMFDyuIKBQEEEEAAAQTKJTC9Vudjxef/9NXd45YxqujPCMPjTkA9BBBAAAEEMhLgIkgpQLtTgNJegdc1+ynatIiZ2zRfZotAmQQW1sr4D8ayyufKb5WDFX85oiCAAAIIIIBAuQTe0eqco/xIOUXZQPlMaVR21YvLKS8rviAiBQEEEEAAAQQQQCChgD9w+dfkdiRhU3JRnRGgudgMlWiEf3jwoe4+l5f//41VVlMoCCCAAAIIIFBuAV/I6FXFf///okyjdFdG6gX/KOq6W3RXiecRQAABBBDooAAjQFPAZwRoCog9zMIdLmcpC9bUG6/7Pf0SXVOduwggkFBgTtX3/7t1o+nO1e1PlHejx9wggAACCCCAQHkFXtGqfV+5RtlKWUX5nXKt8qLiw+RXUnZT1lZcDlMu8h0KAggggAACCCCAQHMCM2qyuxX/suwcoVS1MAK0qls+u/XeTIt6U/H/NZ+Cwl+AKAgggAACCCBQPYFvapXvV8Jn8K5uJ+j17apHwxojgAACCBRIgBGgBdpYNLVXr4FCeFzxBy+P/vSVp6tY6ACt4lbPZp1n0GIuUMKXm6t0f7ZsFs1SEEAAAQQQQCCnAj4lzqbK3xRf4f19xef6vEXZS/HnBwoCCCCAAAJ5FqADNM9bh7Z1KeBDbdz56Q6alxR3ilat0AFatS2ezfqupcW8oPj/1nuKL2ZAQQABBBBAAAEEEEAAAQQQQKDoAnSAprAFp0xhHswivsBdqvqHqLrPUehzElIQQKB5gak16e+U65W5Ff8fW0r5o0JBAAEEEEAAAQQQQAABBBBAAAEEEOiAQH8t04ffeKTaG8p0SpUKI0CrtLXbu67f0uwfU/x/yVdv/aXSW6EggAACCCCAAAJFEvCgFF+o6XDlHMWn9PmN8h2lr0JBAAEEEKi2ACNAq739C732K6j1o6IsXug1Sd54OkCTmzHFVwXcyXmA4k5Pd3763LpLKxQEEEAAAQQQQKBoAmupwQ8r/kzTVV7Q88MVCgIIIIBAdQXoAK3utmfNCyxAB2iBN14Omj5UbbhD8ReEzxWfUsKHwVMQQAABBBBAAIGiCeytBofrAzyn+8cq2ylbK4cpjyihU/Q03ef0ZUKgIIAAAhUUoAO0ghudVS6+AB2gxd+GnVqDHbTgdxV/EXhRWVuhIIAAAggggAACRRTwqE5/pnEH6CFKV4e6+wr22yu+cr3rHqVQEEAAAQSqJ0AHaPW2OWtcAgE6QEuwETNehVm1vCsUf/B3/qrMqFAQQAABBBBAAIEiCsysRr+j+HPNTjFWYJjq+NQ/PvplmRj1qYIAAgggUC4BOkDLtT1Zm4oI0AFakQ2d0mp+T/N5TfEXhDeVLRUKAggggAACCCBQZAFfC8CfbfwDb9zi0Z+e5u9xJ6AeAggggEBpBOgALc2mZEWqJEAHaJW2dvPrOkCTnqH4g75zvTKXQkEAAQQQQAABBIou4As4+vPNsAQr4iNifLj8B8q0CaajKgIIIIBA8QXoAE1hG06VwjyYRfkFFtMqeiReGidenz3iYt8r/37T7BquqgnPVeZTPlQOUn6v+IsCBQEEEEAAAQQQKLJAHzV+YeUT5V8JVsRHxLjj1J/LF1B85XgKAggggAACCMQUoBMqJlTFqx2t9d8wZYPQEZrybJldgQV88v/DlP0Vd7Z7tLAvEPCEQkEAAQQQQAABBMogMEgr4Ysb+dQ+HtGZpLgT1MXnEKUggAACCCCAQAIBOkATYFW46sFad3dG+cNaq8UdqUsrV7c6I6YvlYBHM3hY/1KKvwwcqRymeHQEBQEEEEAAAQQQKIuAOz59VIs7QnsrSTpBZ1F9lwmTb/gXAQQQQAABBOIK0AEaV6r5eq9r0jQ6DrtqQVa//j6khTtpFJ/b0R2gvvIlBQH/3/iZ4lHG/ZT/KNspdykUBBBAAAEEEECgbAL+cfdJxYfBr6zcrsQp7vxcVPlIeTrOBNRBAAEEEEAAgS8F6AD90qJd9/zrbhrnzmxX+5gvAp0SmFcLPltZI2rAmbrdU3k/eswNAggggAACCCBQRgFfyf1AZS8lbgeofzD2d4p/Kr4QEgUBBBBAAAEEEgjQAZoAq8mqq2m6s5QFa6Yfr/tJDnepmZS7CJRCYButxcnK9Mqryo7K1QoFAQQQQAABBBAou8AJWsGfKpsoI5SzlUZlFb24b1RhVKOKvIYAAggggAACCHRSYEYt/G7F5/txjlCqWo7XitvAI/0o1ROYSat8sRL+L1ym+1mdyqF62qwxAggggAACCORVYKQa5s9Dnyq+AGR3A1O20mvvKq77W4WCAAIIIFA9gfO0yv47sG31Vp01LqLAQDX6ccU7rUd/rqlUsdABWsWtPnmdv6OblxX/H5io7KBQEEAAAQQQQACBqgocoBX/XPFno2cUD5LYUtlMOUjxRUj9mnOWwmm1hEBBAAEEKihAB2gFN3rRV3klrYA7P/0h5iXFnaJVK3SAVm2L9+o1rVb5JCV8gL9V94coFAQQQAABBBBAoOoC/oE4DJIIn5Vqb/3jsU8VREEAAQQQqK4AHaDV3faFXnOf8yd8qPEvu1UrdIBWa4svr9X1lU69z09SfIgXoxeEQEEAAQQQQAABBCKB3rr1RSGPVi5UfLogf2b+rjK1QkEAAQQQqLYAHaDV3v6FXfv+avmzijuE3lCmU6pU6ACtxtb2eax+qXyieF9/WFlCoSCAAAIIIIAAAggggAACCCCAQHwBOkDjW3Vbs7uTbXc7AS+0LPC+5uCTmW8czWk+3T4S3ecGgTIILKiVOF9ZTvF5rY5TPNrZI0ApCCCAAAIIIIAAAggggAACCCCAQKYCdIBmyv2/hfmK8A4FgbIJ7KYV8hVKfd7P55TtlVsVCgIIIIAAAggggAACCCCAAAIIINARATpAO8LOQhEoncAcWqOzlPWiNfMQ/Z8ovto7BQEEEEAAAQQQQAABBBBAAAEEEOiYABcj6Rg9C0agNAKba00eVdz5OUH5gbKdQuenECgIIIAAAggggAACCCCAAAIIINBZATpAO+vP0hEossD0avw5ykXKIGW0sphymUJBAAEEEEAAAQQQQAABBBBAAAEEciFAB2guNgONQKBwAmuoxb54l0d6+sJeP1Y2VMYrFAQQQAABBBBAAAEEEEAAAQQQQCA3ApwDNDebIlZD+qjWbDU1X6y5z10EshDop4UcoeylTKH4Yl7DlacVCgIIIIAAAggggAACCCCAAAIIIJA7ATpAc7dJGjZoCb16b00Nd0BREMhKYCkt6HxlUeVTZVSUz3RLQQABBBBAAAEEEEAAAQQQQAABBHIpQAdoLjcLjUIgVwI+Vca+yuFKX+Xfikd91nbG6yEFAQQQQAABBBBAAAEEEEAAAQQQyJ8AHaD52ya0CIE8CcynxpyrrKr8VzlZcWfohwoFAQQQQAABBBBAAAEEEEAAAQQQyL0AHaC530RfaeBDejT7V57hAQLtExipWf9eGaC8rPjxPxUKAggggAACCCCAAAIIIIAAAgggUBgBOkALs6m+aKjPu/hqsZpMawsoMIvafIbyvajtf9Ptbspb0WNuEEAAAQQQQAABBBBAAAEEEEAAgcII+Nx+FAQQQCAIbKw7jyru/Hxb2VbZUqHzUwgUBBBAAAEEEEAAAQQQQAABBBAongAdoMXbZrQYgXYITKeZnq5cocyq3KgsrlygUBBAAAEEEEAAAQQQQAABBBBAAIHCCnAIfOc33ZxqwiBl2igf6fYdZaIyQfFjCgLtFFhFM/eFjuZXvL8dpJyg+KJHFAQQQAABBBBAAAEEEEAAAQQQQKDQAnSAZr/5fEGZ7ZRtlMUUP+6u+Jyfjyh3K1cpoxU6pYRASUWgj+ZyqHKA0lt5QPEh748rFAQQQAABBBBAAAEEEEAAAQQQQAABBBIJzKbaJyse2elOzGbiztANlSKX49V4r/ueRV6JErR9Ea3D/Yq3hTvaj1TcIUpBAAEEEEAAAQQQQAABBBBAAIH8CJynpvi7uwcsUZoUYARok3AJJ5tR9a9XfE7FULzzvqI8r7yufKhMUrxNplYGKvMog5V+iotHjPocjXsrPkSZgkBSgSk0wR7K0Yr3s2cUj0i+U6EggAACCCCAAAIIIIAAAggggAACCCCQWKC/pnDnkjs8nTHKlsosSpziUXk+R+NpysdKmM8Gul/EwgjQzm01d6j74kZhHzpT933xIwoCCCCAAAIIIIAAAggggAACCORTgBGg+dwutKpOYKQehw6nC3V/yrrXkzx0p2foBH24xXklWW6adekATVMz/ry2VtW3FO+LryobKxQEEEAAAQQQQAABBBBAAAEEEMi3AB2gKWyfVjrjUlh8JWaxcrSW7rD0ocaft7DWvgjSPtH0Ppx+vhbmxaTVEBik1fybcoEyg/IPxadSuFKhIIAAAggggAACCCCAAAIIIIAAAqUXoAO0/ZvYh6+7uMPpky/utfbPpTWTL1hzn7sI1Ausqyd84awtlHeVHymbKD7nLAUBBBBAAAEEEEAAAQQQQAABBBCohAAdoO3fzHNHi3ghpUVN0HxCR+o0Kc2T2ZRLwPvFicq1ypzKv5QllT8pFAQQQAABBBBAAAEEEEAAAQQQQKBSAnSAtn9z+yrbLitNvmn5Xx9S7wsjuTww+YZ/EfifwLK65/3ip4o7yg9UhiljFQoCCCCAAAIIIIAAAggggAACCCBQOQE6QNu/ye+LFvFD3bojqpXiczj+LprBm7qlU6sVzXJN21ur8wvlLmUh5VFleeVopZXzzmpyCgIIIIAAAggggAACCCCAAAIIIIAAAt0LDNVLHyv/Vd5WdlH6KknLUppgjOL5OEcoRSzHq9Fu/55FbHxO2/wNtev/FLu6s/M4pZ9CQQABBBBAAAEEEEAAAQQQQACBYgtwFfgUtt9UKcyDWTQW8CHwBynHKtMrf4zu36rbB5WxyqvKh8pHirfJ1MpAZR5lAeXbiq/cHco/dcej/SgIuEPdHZ7TKs8rI5SbFQoCCCCAAAIIIIAAAggggAACCCCAAAKZCozU0j5QPEqvlVyj6QcpRS2MAE1ny82u2YxWwr7kX4TcwU5BAAEEEEAAAQQQQAABBBBAAIHyCDACNIVtyTlAU0CMOYuzVG+wcqQyPuY0odok3fmHsrGyvuLzf1KqK/ADrbrP8el9YYKyuTJceUehIIAAAggggAACCCCAAAIIIIAAAgjUCHAIfA1GBndf1zIOjjJEtysqPn+jD3f36L0Biq/c/Z4yUfHh848rDyl+jlJtAe8nJyrbRwzX6nYH5ZXoMTcIIIAAAggggAACCCCAAAIIIIAAAnUCdIDWgWT4cJyW5VAQiCOwuiqdrXgUsU+lsJ9yskJBAAEEEEAAAQQQQAABBBBAAAEEEGggwCHwDXB4CYEcCPhq7r6A1o2KOz/HKN9S6PwUAgUBBBBAAAEEEEAAAQQQQAABBBDoSYAO0J6EeB2BzgksqUXfo+yjfK78SllFeUqhIIAAAggggAACCCCAAAIIIIAAAgjEEOAQ+BhIVEEgYwH/MLG3Mkrpq7jDc1vFnaEUBBBAAAEEEEAAAQQQQAABBBBAAIEEAnSAJsCiKgIZCAzRMs5VVouWdYpu91V83k8KAggggAACCCCAAAIIIIAAAggggEBCATpAE4JRHYE2CozQvH2V9wGKr+w+UrlOoSCAAAIIIIAAAggggAACCCCAAAIINClAB2iTcEyGQIoCM2teZyibRPO8WLe7Km9Gj7lBAAEEEEAAAQQQQAABBBBAAAEEEGhSgIsgNQnHZAikJLCR5vOo4s7Pd5TtlC0UOj+FQEEAAQQQQAABBBBAAAEEEEAAAQRaFWAEaKuCTI9AcwL9Ndlxys7R5DfrdnvlhegxNwgggAACCCCAAAIIIIAAAggg0B6BPpqtr73xTWVG5TXlfuU+5b8KBQEEEGhJ4HhN7TeTPVuaS7EnXknN/49ih4+UvZQpFAoCCCCAAAIIIIAAAggggAACCLRPYBrN+mDFR136O3l9xuq57ZU8fUc/L2rntrqlNCnACNAm4ZgMgSYE/AvTL5UDld7Kg4rfwB5TKAgggAACCCCAAAIIIIAAAggg0D6BeTTrK5SlokU8rNvblbeUOZS1lSHK2cp3leHKBwoFAQQQSCxQ1RGgHlYfhtJ/pvtHK30T6zEBAggggAACCCCAAAIIIIAAAggkFZheEzyheMTnvxUf/l5fPOpza2WC4nr/UPIwEpQRoNoQFASKJlC1DlC/We6hfKj4DfRZZVWFggACCCCAAAIIIIAAAggggAAC2Qj8SYvxd/IHFHeGNioL6sU3FNffrVHFjF6jAzQjaBaDQJoCVeoAnVtw1yt+03T8hjudQkEAAQQQQAABBBBAAAEEEEAAgWwEhmoxnyqTFN+PUzZRJX+PH6/4dHadLHSApqA/ZQrzYBYIIPB1gS311COKzyHyuuI3zx2V9xQKAggggAACCCCAAAIIIIAAAghkI7CZFtNbuVB5JuYiL1e9R5XZlGExp6FajgXoAM3xxqFphRSYUa32m6ozg3Klspjic4dQEEAAAQQQQAABBBBAAAEEEEAgW4EVosWNTrjYa6L6yyecjuo5FKADNIcbhSYVVmAdtdyjPj360yM9d1J85bjXFAoCCCCAAAIIIIAAAggggAACCGQv4FGcLi9Ovon97wtRzdljT0HF3ArQAZrbTUPDCiQwjdr6e+U6ZS7lDmVJ5UyFggACCCCAAAIIIIAAAggggAACnROYGC16YMImhPph+oSTUz1PAnSA5mlr0JYiCiyjRt+v7KH4pMoHKz4/iK/2TkEAAQQQQAABBBBAAAEEEEAAgc4KPB0tfsWEzQj1w/QJJ6d6ngToAM3T1qAtRRLwCZQPUe5SFlYeV3xekSOVzxQKAggggAACCCCAAAIIIIAAAgh0XsDX5nAZofTznRhlPtVZV/H3+6TnDo0xe6pkLUAHaNbiLK8MAgtoJf6l/FqZSjlB8UjQBxQKAggggAACCCCAAAIIIIAAAgjkR+AGNeVBZbAyKkazPODpdKWvcq7yukJBAAEEEgkcr9r/VfZMNFV+Ku+spvgCR16H55U1FQoCCCCAAAIIIIAAAggggAACCORXYGU1bZLi7/JHKR7M1FXxeT//rrjeK8ocSqfLeWqA27NtpxvC8hFAIL5AUTtAfdW4qxS/6TgXKDMoFAQQQAABBBBAAAEEEEAAAQQQyL/ANmrix4q/0/9b8cCsZZWhyqrKr5TXFL8+QVlOyUOhAzQPW4E2IJBQoIgdoN/XOnrIe3gT3CLhOlMdAQQQQAABBBBAAAEEEEAAAQQ6L/BtNcGdn/5+311u0WvuFM1LoQM0hS3R3ZDfFGbNLBAovICHvv9eGRGtyT91O1J5OXrMDQIIIIAAAggggAACCCCAAAIIFEfgNjV1MWUT5XvKNxUf3elBT/crFyu3KJSSCdABWrINyuqkJuBfhc5RhigfKvspJyv+hYiCAAIIIIAAAggggAACCCCAAALFFPhUzb4kSjHXgFYnFpgy8RRMgEC5BXyVt98oNytDlHuVbyknKXR+CoGCAAIIIIAAAggggAACCCCAAAIIFEmADtAibS3a2m6BxbWAexSP9nRn5+HKSsqTCgUBBBBAAAEEEEAAAQQQQAABBBBAoIACHAJfwI1Gk1MX8A8BeymjlH7K08pw5W6FggACCCCAAAIIIIAAAggggAACCCBQYAE6QAu88Wh6KgKDNRef63NYNLc/6nZv5YPoMTcIIIAAAggggAACCCCAAAIIIIAAAgUWoAO0wBuPprcssL3mcKLiq72PV3ZQrlEoCCCAAAIIIIAAAggggAACCCCAAAIlEaADtCQbktVIJDCzap+mbBpNdalud1EmRI+5QQABBBBAAAEEEEAAAQQQQAABBBAoiQAXQSrJhmQ1YgtsoJqPKO78nKh4FOhmCp2fQqAggAACCCCAAAIIIIAAAggggAACZROgA7RsW5T16U6gv144VblamV25RVlCOVehIIAAAggggAACCCCAAAIIIIAAAgiUVIAO0JJuWFbrKwIr6tEDyq7KJGUfZS3lOYWCAAIIIIAAAggggAACCCCAAAIIIFBiAc4BWuKNy6r18v79S+UgpbfykLKt8qhCQQABBBBAAAEEEEAAAQQQQAABBBCogAAdoBXYyBVdxYW13ucpyyqfK8cov1A+VigIIIAAAggggAACCCCAAAIIIIAAAhURoAO0Ihu6Qqs5hdZ1d8UdntMo45TtlNsVCgIIIIAAAggggAACCCCAAAIIIIBAxQToAK3YBs/R6h6otuyScnu8P8+h+IJHLm8rHvF5uh9QCiMwl1rqbfhJYVpMQ4sq4FNj+FzY7GtF3YLFaXfY1z5Vk/9bnGbT0gIKsK8VcKMVtMnsawXdcAVsNvtaATdaQZvsfc0DqnytkLwdOTpnQU1z1Ww6QHO1OSrRmHHRWs6qW6edZQbN3KEUU6BfMZtNqwsowL5WwI1W0Cb3LWi7aXbxBNjXirfNitpi9rWibrnitZt9rXjbrKgtnj+nDfeP6FzIuYWN495tCgJZCwzVAvtkvVCWVxiBS9XSRZQ9lP8UptU0tIgCx6vRCyl7Kk8VcQVoc2EEfquW+n1tb+WJwrSahhZRwKcAWkzZT+Gij0XcgsVp81Fq6pLKAcrDxWk2LS2gwCi1eWnlYOWBArafJhdH4Fdq6nLKzsrtOWz2e2rTizlsF01CAAEEEGhS4D5N51+3/EGHgkA7Be7WzL2vLd/OhTBvBCRwh+J9bWU0EGizwG2av/e1b7d5OcwegZtE4H1tDSgQaLPAPzV/72vrtHk5zB6B0SLwvrY+FOUU8LnPKAgggAACCCCAAAIIIIAAAggggAACCCCAQCkF6AAt5WZlpRBAAAEEEEAAAQQQQAABBBBAAAEEEEDAAnSAsh8ggAACCCCAAAIIIIAAAggggAACCCCAQGkF6AAt7aZlxRBAAAEEEEAAAQQQQAABBBBAAAEEEECADlD2AQQQQAABBBBAAAEEEEAAAQQQQAABBBAorQAdoKXdtKwYAggggAACCCCAAAIIIIAAAggggAACCNAByj6AAAIIIIAAAggggAACCCCAAAIIIIAAAqUVoAO0tJuWFUMAAQQQQAABBBBAAAEEEEAAAQQQQAABOkDZBxBAAAEEEEAAAQQQQAABBBBAAAEEEECgtAJ0gJZ207JiCCCAAAIIIIAAAggggAACCCCAAAIIIEAHKPsAAggggAACCCCAAAIIIIAAAggggAACCJRWgA7Q0m5aVgwBBBBAAAEEEEAAAQQQQAABBBBAAAEE6ABlH0AAAQQQQAABBBBAAAEEEEAAAQQQQACB0grQAVraTcuKIYAAAggggAACCCCAAAIIIIAAAggggAAdoOwDCCCAAAIIIIAAAggggAACCCCAAAIIIFBaATpAS7tpWTEEEEAAAQQQQAABBBBAAAEEEEAAAQQQoAOUfQABBPImMDFqULjNW/toT3kEwj4WbsuzZqxJ3gTCPvZO3hpGe0onEPaxcFu6FWSFciMQ9rHw/pabhtGQ0gmEfSzclm4FWaHcCIR9LLy/5aZhNAQBBBBAoJwC82i1hpVz1VirnAnMrfasnrM20ZxyCsyl1VqznKvGWuVMYA61Z62ctYnmlFNgdq3W2uVcNdYqZwKzqT3r5KxNNKecArNqtdYt56qxVggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAghUQWCKKqwk64gAArEEhqrWgcoyiu+/qNyp3KFcpLyvtKtcoxl/R/mpclILC2lmPp1c7xZWtdCTdtK8mX2kK+wk85lSM/B+7ds4xf/fbopTkTo9ChRtX5tJa7SX4vfhbyhzKGOVJ5XblZOVj5WeSifXu6e2lfX1TponeT8K/q3ua7yvBcnsb4u2r80qov2V5ZWFlX7K88q1yhmK39/ilN6qNELZSvH740BljOLPqaOVexVKugJV3Nc2FuGGMRk/UD3/zaa0LlC0fa2rNfZ70m3K7Mrlyq5KT4X3tZ6EeB0BBBBog8A+mqe/VP+3m7gjdEalHeXHmmlY7k9aWEAz8+nkerewqoWetJPmzewjXWEnnY+/8IV9PM7tnl0tlOcSCxRtX9tDa/iW0mgf+bdeX11pVDq53o3aVebXOmme9P3I2yGNfY33tc7s0UXb13YS0ztKd+9r7+m19WJQzqU6jzSYzyd6bdsY86FKfIGq7mt/FVF3+2v982/H56RmA4Gi7Wvdrco5eiHsI96Peiq8r/UkxOsIIIBAGwRGap7hzfpD3T9b2UUZpTyohNce1v3ZlDTL1prZZ0pYRrMdoM3Mp5PrnaZhkebVSfNm9pGubJuZj0erhH08zi0doF3JJ3uuaPvaNnX7iEczHahsr/xaeUwJ+45HnCyidFU6ud5dtacKz3XSvJn3o7T2Nd7Xst+7i7aveRTd50p473KHwG7KDsqpyseKX/Ot9+XuikdVPaSE+Tyg+4cr/qx6geL3RL/mZe2uUFoXqOq+ZrknlbCv9XRLB2j19rXu1niLuv2mpw5Q3te6k+R5BBBAoI0Cs2je4YOj/4gPq1tWHz2+UAkfAHz4ZRplGs3kGOVTJczbt0k7QJudT6fWW6tY2dIp82b3kfoN1cp8fqOZhf3cI118aEyjTFu/cB4nEijavjaf1m6i4n3EHQGbKPXF78UnKmE/cgeAn6stnVrv2jZU7X6nzJt9P0prX/N25n0t2729aPvaIPH4c6Xfs/xD90ZKffmWnnhfcR2P4JxX6ar8Vk+G976/6X7fukqr6nFYluczZ93rPEwmUOV9rb+owsCM63W/0Wc1vzZrMlpq1wkUbV+ra/7/Hs6te28q4X3Ktz11gPK+9j8+7iCAAALZCRyhRYU3a/+S3lWZUk+OUVzvXWWA0kr5tiZ+SgnLrb1N0gHaynw6sd6tmJVh2k6Yt7KP1Jq3Op/rov3dX8ymrp0x99siULR9zSM9w/ug295d8Xmiwnux669QV7ET613XhMo97IR5K+9Hae1r3tC8r2W7uxdtX/uReML72gkNqA6pqfeLLuq5I9WfPT2v55T6zk899UVxB2tY3mGTn+LfJgWquq+ZayUl7Ec++oLSXoGi7WtdaUyhJ29QvN+EH7N9v1EHKO9rAqIggAACnRB4RQsNb9jdfah0u7aM6rlus4cX+Q/EycrnNfN6QvdPrHkcpwM0jflkud5aPYoEsjRPYx/xRktrPq9qXv6/86BnSmm7QNH2tWsl4v3DGdyDzv41dXerq5vletcturIPszRP4/0orX3NG5z3tWx3+6Lta9eIJ7yvLdOAalhNvQu7qLdLzevuwG9U/q0XvcyXlT6NKvJaQ4Gq7mtG8d/VsN9u0lCJF9MQKNq+1tU676Unvc945HDtDz9dvZ+F6XlfCxLcIoAAAhkKDNGywh/5K3tYrg9RCB2Xd/ZQt7uXPXopLM+3Zyo+1HfHmufjdK62Op8hNcvLYr21uMqXIRII2z4L81b3kbDB0piPD8UL6/6nMGNu2yYwRHMO3kXZ185Wm+9S/OXdnVyNynZ6MayfR06EMkR3wvNZrHdYbpVvszZP4/3obG2wVvc1b3Pe16yQXRmiRWX5/zuNfc0/qi+hbK00el/zFbfDuh2n+/XlbD0RXl+m/sW6xyfV1F237jUexhMYomrBO4u/JXna1yx0es36z+MnKG0TGKI5F21fq8fwe9xH0XocpduFovterwuV7srZeiGsO+9r3Sm16Xkf2kpBAIFqCqxYs9o9jUx7XXVfieovVjNdM3f/qYlWVfwrmc8/2mxpdj6dWu9m17MM03XKvNl9pN68lfksVTOze2vuT6f7QxV/+KekJ1DEfW2EVt+H3S2s+ANxo7JkzYsP19zv1HrXNKFydztl3sr70QhtpVb3NW9o3teskF0p4r72sXj8HvUXpdH72jo1jFfX3A93w7r7R/ja97zweu2tL5QUSqufVcN8qnYbvL3eRflukNa+5nUO722v6f4LfkLFHfiDlZn8gJKaQBH3tdqV76cHFyi+9f+VQ5W4Jaw772txxVKsRwdoipjMCoGCCXyjpr1ja+53d/f56AWfA3TO7io1eN5v8n7DX0+5o0G9nl5qdT5Zr3dP61OF17M2b3UfCdskjfmED9Oe51PKwYr/v01U/qO8p/i8jj9VGo2S0cuUGAJF3ddirNoX51/epqai95tQsl7vsNwq32Ztnsb7Udzt5b/z3e1rngfva3El06lX1n1tR/H8JCJ6Sbe3dcG1QM3rPo92oxI+p7qOf1CiJBeo8r7mH6QXj8ju0+3KyrXKu8o45Q3F+9jFylCF0ppA0fe1o7X6/qFlkjJccUd83ML7WlypNtSbqg3zZJYIIFAMgYE1zfS5vHoqHgUayiDdeTk8iHn7X9W7O2bdRtVanU/W691oXaryWtbmre4jYbukMZ/ajoLLNONaCy9namW5KJvqdoTynEJpTqDWt0jva3HW9heqNFtU8Trdjq2ZKOv1rll0Ze9mbZ7G+1HcjdVoX/M8eF+LK5lOvbLsa7OLw0cA+cv/FoqvAu9yj7KJUt/B2V/PuVPKpZn388lT8m8SgaruazZaSPFnMhfvp3d8ce+r//iweGd9ZT/lFIXSnECR97V1tMo/i1b7IN0+moCA97UEWO2oSgdoO1SZJwL/3969AM1X1nUA946gIBpiQ3ERUUcQxRuWo6JkZRLqJIN2G3DUGZO0zNEsZwzKbmrY0MUMC9NGS8V0REwzL0WpiICkjmKK4F1EMgXMa9/f/79nfNh3d9/d/7vvvnt2P8/M7z3Pec5zzp7ns897dvfZc872Q+B2zW7e0OTHZds6de/OvqZ1bfdOPl/rbN59wCv/erP3scQ7E+9NHJg4NnFyos7+fFjivETdD2iWb5JTXRoIrGpfOzXte/agjXX28FMG+W6yqu3u2reM01U1PzXYk/paPReOa6WwuLQqfe3RIXvZENtnMv+YxBeGymt2Vdo9omlLW7Qq5rP2tXpC2uNanQV/XeI9iXcnvpios/0el6izP2sQ6y8S1yZek5BmF+hrX6uTgF6RqPft70q8JDFL6mu7Z2njUte92VLvnZ0jQGA7BerFvUvf7DITpnWKf5f6PAC6ru3unrudmK6rebW73ih36cxkjkyclvj7RM0/IXFcot5cV6o32PVtsrRnAqvY104MxdkNxzOTr0GDNq1iu9v2LWN+Fc2n7WuOa4vtkavS1w4LW72X/GyizmiuVGfTfTLxh4kaUGjTqrS7bdOy51fF/LBAz9LX6nlpz2z/XObrC+oTEi9KvCrxm4l7JdrX47Myf8eENLtAX/vaX6epByW+ljg10R3Lkp0q9bXdUzWuD5UMgPbhWbKPBLZHoL3UaJqzwds60wyYbs9eb32r69rurcvt+RbW1bzO4nxE4smJUxLPSox6o/TvKX9aoks1AHrbbsZ0JoFV62unpvXnJrrj7+8l/7eJ4bRq7R5u3zLOr5r5qUGepq85ri2+N65KX3th6OrMuRr03C9Rr43/k9g78dzE2Yk2rUq72zYte35VzGfta/W81NnJJyXqDPi6BP6jieF0fQp+JXHJYMEBmdaXktLsAn3sa6emmXUWcKWnJ+qesLOmPrZ71jYudX0DoEv99Ng5Atsq8I1m6909b5qiDdm2Tn3r1de0ru3eyedrXc3r7IO63P1vEq/c5An4pyzv3lDfMvk6U1SaXWCV+trvpPnnJKo/VDoj8fxduY1/VqndG1u3nCWrZD5LX3NcW3x/XJW+VoOd3x3wVZvqtfEhiRpUr/SkxAN25Xb/WZV2N01a+uyqmM/a1+qJqR+mrC+BXpz4dGJcqj58erOwPXO0KZbdRKBvfe3wtKfO+K30+sSrduVm/9O3ds/ewiVfwwDokj9Bdo/ANgrUfeS6VN/Eb5baOu26m623bMvbfW/bNG4/2zrtuuPqK98o0Lq1nhtr7i5p67Trjqu/KuUfahpydJOXnV6g7S9tPxq3hbZOu+64+osor7M96yzP0wcPVh+2ntrMD4pvNGn3vW3TjSo1M22ddt2miuwmAq1b6zlutbZOu+64+oso35O+Nut+Oa7NKraxfttf2n60sebukrZOu+64+jtZ/uE8+JnNDtQgaJe+3mUybdvUFN8o29ZZ9nbfaMeXaKZ1az3H7WJbp113XP2dLJ/U12bdL8e1WcU21m/7S9uPNtbcXdLWadcdV3+e5TfPxmrAc9/ENYk6Y33/EdHu462a5e1VXY5rgdnJZAB0J/U9NoGdFfhk8/AHN/lx2a7Od1KhDv59Teva7p18vphPp39VU+2AJi87vUDf+1q9eT4/8cRBk6/L9LGJujRvUup7uye1bVmX9d18T/varM+H49qsYhvr972vbWzRjUve08zetcnXj29+fjB/cFM+LtvW6e6rPa6u8tEC69rXRmuML/1sFnW3NPqh8dUsmSDQp75W78kfNGhLPd91tvC1I+LCQZ2a/Fyz/M1NueNag7ET2frmVyJAYD0F2nvbHLEJQV2Ceeigzn9l2ud7gK5ruzd5ird18bqa12ts3Ry/4nOJzb446P7HUvUml9cfaWaBPve1eoP9jsS9B62uX0U+MfHBwfykSZ/bPaldy7ysz+Zb6WuOa4vvlX3ra3WCzWGJwxOVf3tiUvpSs7DuEdqmavtBiRqwr9fSqxPjUjt4+oFxlZRPFFjnvlZ97MBE3ZO2PutMSjXYftNBhU9MqmjZWIG+9bWxDdmDBY5re4A2r1UMgM5L0nYI9E+gLt+oe3ntlXjoJrt/7KBeVXv/JnWXffG6tnsnn5d1Nf/9oD9nAH96pmcM8uMm7X0/PzaukvKJAn3ta3UpVQ0SdIOfH07+UYnPJKZJfW33NG1b1jp9Nd9qX3NcW3yP7Ftfq/eV9QG/pnWW1IGJunpoXDqqWXBpk69sved8xKCs3queO8iPmjykKez7e9WmKQvNrmtf2zfK1yRqbKTO0LtDYtLJHt6vBWiLqU99ra7GecEU7a0vF+uWRZXqGPiGXbmb3OSKwbSbOK51EqYECBBYsMAb83h1CUfFfSY8dl1+2dU7YUK9PVlU93vqtn3anmxgsM4s21mGdm+hqb1cdRnMZ+kjk5Cn3U59aOv69iXJd2cLjNr2w5u6Nfh581GVlE0l0Me+9pq0rOsrdQlVffiaNS1Du2fd577XXwbzaY9HnfVW+5rjWie52Gnf+tq/hKc7pm32vvH8pu5ThliPaZaVwbh0SBZ8K1GP+YFxlZRPJbCufe2C6HR99rGbSL27qfuLm9S1eLxA3/ra+JbsXnL3TLo+VK+149IxWdDVK4NxyXFtnIxyAgQI7KHAz2a97gBcH7r3H7GdOgupe1NZl4SMGsSpA/T9B3FoprOkWT+8jdv2LNuZV7vH7YvyjQLzMu9TX7t1GL6S6P7HfmMjy66SOjumvinu6j1mTD3F0wn0ra/9RPPc1/3ufni6Zm6oNa92b9iwgrEC8zK/RR6hew2t6S3HPuLGBbO89s2jrzmubXwOFlHSt75WZ0F1r2lXJF+XF49Kbb0rU2HU+9CLUl7b+l7ilxLDae8U1Bn03eOdNFzB/EwC69rXnt30oeqLtx+j9vSm3sXJj/pcNGZVxUMCfetrQ7u/YXbaAdBa0XFtA58CAgQILEbgrXmY7k1jnaV2fKI+4PxI4hmJbvDzu8mP+xb/pVnWbePs5GdJs3x4m7TdWbczj3ZP2h/LNgrMw7xvfa2+QKgPbfX/Uf9Df564c6LeMNfA5+MTX0h0/z9vSV7aukBf+lr9Smid8ds9/x9P/rwpoz6EDad5tHt4m+YnC8zD/E55iK4P1LRef6dN0772zbOvOa5N++zMt15f+lq1ul7j2v39SOZ/OrFPogb8j06ck+j6fb0+HpcYlX4she3r6PMyX6+j9UXBgxPvSXTbeW/ydd9RaWsC7XO3p58NFnFcq1bOq69Vv2zPAv1E5k9M3DZRy+qsvVckur52Q/IPTUhbE+hTX9uspbMMgDqubaZpOQECBLZJoC61fFuie0GvaTfo2Zb9+oTHf2mzfl8GQOfR7gkkFo0QmId5H/vac2NR9z9r/5/qjXM7X/mzEvUmW9q6QF/6Wg0IDPeDaedfPoJpHu0esVlFEwTmYX6nbL993rdjAHTefc1xbUKn2KZFfelrXfMPSKbu89f27RrorPvPt2Vfy/wTE5PSyVn4jUS73vB71RqwqseUti6wrn2tjr2XJ9p+VoPvw332qpTdPyFtXaBvfW1Si2cZAK3tOK5N0tymZb4h2yZYmyXQI4GvZl9/JvEHicpXai+/q8ve68zPP60FK5TWtd07+RSuq/kfBf2+iXc1+HWWdaUaGL0scUriGYP5TKQtCvSlrx21xXYOr96Xdg/vd5/n+2I+777muLb4XtuXvtbJfCWZ+yWemahBzkr12bPORq707cS5iSMT5yQmpddmYZ0xVZeN1iBqpe69ag2E1nvUWl6PKW1dYF372udCd8/EcxJdn60zTLs+e3Xyr0vU4Gf1RWnrAn3ra1tv8Q+24Lj2A4uF5eofWiJAgEArcOfM3CdRZ6jVt6BXJOrbz1VP69runXxe19F8v4DXN8R3SVyZuDRR/2vS9gqsY18r0XVt9/b2pslbX0dzx7XJfWK7lvapr9XA5+GJeyTqnp11SXy9x6xB0FlTXUZ/TOKQxKcSdeuQbrAqWWkbBNaxr1WfPTRR79mqz16cuDIhba9An/raPCUc1+apaVsECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIB2yCjcAAANtklEQVQAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKyswM1XtmUaRoAAAQIECBAgsOoC+6WBRyeOTNwm8e3ENxMSAQIECBAgQIAAAQIECBAgQIAAAQIEei1wRvb++sT3m/jSUIvqy/4fHSpb1tk+7euyGtovAgQIECBAgAABAgQIECBAgAABAish8OS0oh347PL/2rTuwcl/KPGrTdmyZvu0r8tqaL8IECBAgAABAmMFbjF2iQUECBAgQIAAAQIElk/gVtmls5rdelvyb0xck7h6UP7oTN80yC/7pE/7uuyW9o8AAQIECBAgMFLAAOhIFoUECBAgQIAAAQJLKnB49mvvwb59MNNHjtjP2zdldXboMqc+7esyO9o3AgQIECBAgMBYgZuNXWIBAQIECBAgQIAAgeUT2LfZpcuavCwBAgQIECBAgACBkQIGQEeyKCRAgAABAgQIEFhSgfb963VLuo92iwABAgQIECBAYIkEXAK/RE+GXSFAgAABAgQIrKnAw9LuJwza/txMb5eo6QmJGuR8e+LLiYMTBya69PBk/mow85lM35s4OXG3QVlNartHD+bPzPTyQb6dHJOZkxI1vXfi/xKXDuLlmX4xMSnVL7jX+o9PHJGoX56/KvHRQfxdprV/bTo+M3uyr+025AkQIECAAAECBAgQIECAAAECBAgQ6IHAadnH7pfc75X8p5v5rrwGJLv8qOklWf5rm9Q5LsvbVGeT/nbiW4lR26yyGnh9TGJcOiALPpwYt36VX5v4hUSbZt3Xdl15AgQIECBAgACBGQTq22qJAAECBAgQIECAwE4KHJsHf9RgB+oMyvsO8t/NtAYpr0+8JHFFos6kvEei0kcSb0hclHhfon4U6YbE1xN3TlS6IHF+ouq8PfHVRJfOS+apiXpPXOu9KnFO4l2JryXqTNK652idRfq/iXqMNtXVVLXNbn//I/m/TLw68cnE7RJ3TNw68bhEDeJ+PFHpNolZ9nXXSv4QIECAAAECBAgQIECAAAECBAgQINA/gfYM0Dpj8r8Tdfn7XokaHD050aUHJlN1Kv6sKxyanjJYXnVq26NSDWp226mBybuOqPTQlH1pUO8bmR40VOfHB8tqO2cNLetmn9PUeVNX2Eyn2demuiwBAgQIECBAgMCsAvWNukSAAAECBAgQIEBgWQS+lx2pQcG3JOpenBcmXpuYZ9onG3vhYIN1FmYNsH5iMN9O/i0zvzwoqDM2/7hdmPyDm/lzm3ybrYHRqxJfTuyfqEFdiQABAgQIECBAYIECBkAXiO2hCBAgQIAAAQIENhWoy9jrUvLtTCdm4/WDSpXqsvfLd+VG/6lL3OtS+0o/n7jVrtzuP59v8nUp/ajBzW+m/PDEnRLHJWpQVyJAgAABAgQIEFiggAHQBWJ7KAIECBAgQIAAgU0F6vL37U51b88uTTPYeuGgct0rtLu3aBXV4Ghd/l6pLqm/LHFGoi6Nr7pdqnuZSgQIECBAgAABAjskYAB0h+A9LAECBAgQIECAwEiBUZeij6y4hcL2fp8vznY+u0mc1DxWu+7VKa97jHYDnDWw+vzEfybqkvfXJOoS+v0SEgECBAgQIECAwA4J1C9XSgQIECBAgAABAgSWRaAGI7c7HdE8QP1K+yzpLkOVX5r5qxJ/krh7s+wOyddZoRV1GXz9YNNvJbrB0mQlAgQIECBAgACBRQgYAF2EsscgQIAAAQIECBCYVqB+BGm703XNA5ye/DXN/GbZUZfM1w82VdQv1j8q8cjEAxLd1Va3Tv7Zifsl6v6j1yckAgQIECBAgACBBQkYAF0QtIchQIAAAQIECBBYGoH60aNHDPam7u/51jntWW2r4vREnQH6k4n64aRHJ26aOD5RZW9KSAQIECBAgAABAgsS6L6VXtDDeRgCBAgQIECAAAECOy7Q/ur7fafYm/ukzgMT9UvuNZDZpX2SqWU/1RU0068m/4+Jxybq0vcu1dmhEgECBAgQIECAwAIFDIAuENtDESBAgAABAgQILESgvc9m+2vs3YO/r8tk+rTEvs38cHbvFNQZorXOFxP3SHTpQ8lcnDgvMemHjv65WyHTg5t8ZTfb16HqZgkQIECAAAECBGYVMAA6q5j6BAgQIECAAAECyy5wXbODBzb5Lvv+ZF43mDko0zMTowZKq8oLE3XmZ6V3JD66K7f7z+sH+Vtm+rymfDh7QlNwaZOv7Gb7OlTdLAECBAgQIECAAAECBAgQIECAAAECfRM4LTv8/UE8aZOdr0vRu7r1y+qj0oNS2NX5evIvSDwrcddEl+pMzBp87OpdkPzDEnUmZw2GHp14daJbXnUfkGjTEZmp7Xd1zk7+yEQNiNaJBockfjfx7UTVqbo14Nqmafa1rS9PgAABAgQIECBAgAABAgQIECBAgEDPBOY9AFqXrV+Z6AYmu2ld7t6m4zMzXK9+hb4bsOzW+1bKxt27s37VvS5j7+rWtOZrnbbsU5m/V2I4Tbuvw+uZJ0CAAAECBAgQmFKgvpmWCBAgQIAAAQIECKySwA1pTP3a+kWJGszsUnv/zip7Z+KeiZclrk1Uqh85usWu3O6BzFcmf1SivY/nYPGuyZvz99jEGxM14Fmp3mPXWaCV6r6h/5Cos0cvSwynafd1eD3zBAgQIECAAAECUwq0v2I55SqqESBAgAABAgQIEOiNwF7Z07slrknUYGSd4Tku1eXpNSB6m0SdsVlRl61Pm26fiocmDkl8J3FJ4guJadMs+zrtNtUjQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDYZoH/B5uThNqEksVtAAAAAElFTkSuQmCC)
plot(rptest ~ rftest, data=acctree.df); abline(0,1) # Panel B
![plot of chunk unnamed-chunk-1 plot of chunk 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IAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYn8Ce81u0JY8EDs/tYckBo3w7t19Lzk3OSfq7QoAAAQIECBAgQIAAAQIECBAgQIAAgaUQODitfGDyjqSdnD/YTS7Ic+9Onpkck+iwDoJCgAABAgQIECBAgAABAgQIECBAgMDiCVwuTTo+Wa/Tc3cdomdk+naEKgQIECBAgAABAgQIECBAgAABAgQIjCFgROEYSFOocsnM463J9dfMqx2dn08+lZydnJd8J7l4sl9ySHLl5Ihk32Qo38+d30meOjzglgABAgQIECBAgAABAgQIECBAgAABAvMSODAL7uHuw8jOU3L/bsllknHK3ql0i+TZyfnJMJ875b5CgAABAgQIECBAgAABAgQIECBAgACBuQrcJ0sfOi1flPsX20Rr2uk5dIK+d5Pz2kQzTEqAAAECBAgQIECAAAECBAgQIECAAIGLBP4mN+0APT3paM7Nlt/KDIYO1aM2OzPTEyBAgAABAgQIECBAgAABAgQIEFhlgc2MRlxll2muWw9fb3lV0qu6b7a8dM0MrrnmvrsECBAgQIAAAQIECBAgQIAAAQIECOwg0AvuKLMVuNJo9p+e0mLOyXzakdrRpPtPaZ5bOZurZGEPSqYxGnYr221ZBAgQIECAAAECBAgQIECAAIF5CHwtC31S8s15LHwVlqkDdPZb8WNZxI2SmyW9kNFmy80zg6Hz8LTNzmwO07fz8+FzWK5FEiBAgAABAgQIECBAgAABAgSWVeADafhLlrXx8263DtDZb4FTs4h2gN41eV7y1mSj5dBM+OTRxF/O7Sc2OqM5Tjd03r48bdiMxRxXwaIJECBAgAABAgQIECBAgAABAlsicFyWcpNk6E/ZkoVaCIFJBXqhouHK7V/N/Qck+0w6k9RvJ+opyXABpCduYB6LMMlTRuvw4EVojDYQIECAAAECBAgQIECAAAECBBZY4MS0rX1B7QhVNihgBOgG4SaYrIfAPzrpuRoukTxrdL+jH9+TdBTnWcl5ybeTbpP9kkOSKydXT26VXC8Zyhtz57HDL24JECBAgAABAgQIECBAgAABAgQIENi5gA7QnbtM+9G/yAx78aLjk1646ODk50bJzUTl9al9j+T7E02lMgECBAgQIECAAAECBAgQIECAAIFtKHCxbbjO81rl52XBRyR/nHxhwkZ8J/Vfkdw5uWPS838qBAgQIECAAAECBAgQIECAAAECBAisI2AE6DpAU3767MzvMaMcmdufTK6R9HD3Hh7fkaEXJN9Izk16+Pz7k9OTPqYQIECAAAECBAgQIECAAAECBAgQIDCBgA7QCbCmXPXMzK9RCBAgQIAAAQIECBAgQIAAAQIECBCYkYBD4GcEa7YECBAgQIAAAQIECBAgQIAAAQIECMxfwAjQ+W+DHVtwYB64bnL95FLJR5IPJh9OvpcoBAgQIECAAAECBAgQIECAAAECBAiMKaADdEyoTVS7baa9wWj65+T2W7uY1z55/NGj7L2TOh/KY49IejEkhQABAgQIECBAgAABAgQIECBAgAABAgsh8My04gejXH4XLerV4c9YU2+ov7Pb16TeMndcP2W0ng/OrUKAAAECBAgQIECAAAECBAgQILBrgRPzVPuHjtt1Fc+sJ7DMHWnrrduyPL9nGvp/kuutafBpud8rv38qaefodZIfT1rulPxl8lv9RSFAgAABAgQIECBAgAABAgQIECBAYNcCOkB3bbNVzzwoCzp6tLAv5PY3k5eNfl97c5v8cnxy7eR/J6cmz08UAgQIECBAgAABAgQIECBAgAABAgR2IeAq8LuA2cKHf2W0rA5n/uVkZ52frXJycnTSTtKWh1504ycBAgQIECBAgACBnQr0gpo9iui2SY8oMvghCAoBAgQIEBgJHJLbGye3S3oh6n0ThQCBDQrs7hyge2We5yXt/HzxmPO/66j+Bbndf8xpFqmac4Au0tbQFgIECBAgQGAVBY7NSr09+V7S/cwhX879v02OSBQCBAgQILBdBfrF4BuT9qsM/yN7+/XkRUm/NFyk4hygU9gaRoBOAXETszgy0+43mv6UMedz8qhev8G/0ZjTqEaAAAECBAgQILD6Ah3J8qrkpOQWyXeSf0/eknwkuWRyv+RDyb0ThQABAgQIbCeBjvB8XvLm5PZJOz3fPfr9/bk9MLlb8t7kdxOFAIEJBHY3AvSgzOf7Sf/oxr2aVy+aNIwa7R/mshUjQJdti2kvAQIECBAgsAwC/VL9XUn3K89Ofj05IFlbrpFfTkhap/mNRCFAgAABAttBoAMAX530/19HeraD8xLJ2nKl/PL0ZDiC4g/XPjnH+0aAzhHfoscX2F0HaOdyZtI/wF7gaJxy1VQadlqHK8OPM92i1NEBuihbQjsIECBAgACBVRLovmT3ET+aHLHOiv3aqG4P/fvRdep6mgABAgQIrILAo7MS/T/5xaTn+9xduUueHA6P/9ndVdyi53SAbhG0xWxOYG0H6M9kVsMh78NcH5M7/SP8QNLRneuVZ6RC6zc9zGnZig7QZdti2kuAAAECBAgsusA108DvJucn1x2zscM+2evHrK8aAQIECBBYVoFLp+Ed9dl+lJ7/c5zy8FRq/TPGqTzjOjpAZwxs9tMRWNsB2j+efovwnuS5SQ87ul3ytaTPPTnZVWnnaK/8PgzF7rmclrEMO9sPXsbGazMBAgQIECBAYAEFHp82dV/ybydo26Gp+82kp2O6wgTTqUqAAAECBJZNYDjy4XUTNHzv1P1M0v+vvVL8PIsO0CnouwjSFBDXmUX/WNaWXrzohsl9k79O/jkZRnK2g/OeydpyqfzyuOTUpB2k3WbtBNWBGASFAAECBAgQIEBgj9uMDP5pAouvpm73Q/sl+60nmE5VAgQIECCwbAJHjxo8yf/JDl575Wi64f/s6Fc3yyjQzjhltgIPyuyfnvT8Sjdak8vm/s5Kv2VYW66UXx6/5oF2qP5e8t41j7lLgAABAgQIECCwfQW6v9jykYtuxv451L/i2FOoSIAAAQIElk9g+D/54Qmb7v/khGCLXF0H6Oy3Tg8r+uAoL1qzuMNzf22HaDtIj0o+saZO7/YEvUM5J3c6QvS1wwNuCRAgQIAAAQIEtr3ABSOBSffth/rf3faCAAgQIEBglQWG/5M7Djhbb539n1xPaImeHzbmEjV5ZZr6uaxJs7Yz8+D83pPXry1n55c/T96UvD35dqIQIECAAAECBAgQGAQ+mTs/klw/+dDw4Bi3rd/S6RUCBAgQILCqAsP/uf7fe8sEK+n/5ARYi17VOUAXawv1qmTf2aFJ/Ub+Eck/Jzo/d8DxKwECBAgQIECAwB5vGBkcN4HFVVL3VklHxZw8wXSqEiBAgACBZRMY/k/eY4KGXyJ17zyqP0w/weSqLpqADtBF2yLaQ4AAAQIECBAgQGAygRem+jeSuyR3GHPSp6ZejwZ7cfK1MadRjQABAgQILKPAq9Lozyc/ntxnzBV4YuodmnTE6EfHnEY1AgQI/H+Bp+ReL+T04P//iDsECBAgQIAAAQKbFegRQ93H+kpyy93MbK8891fJULcjQRUCBAgQILDqAj1Kov/7zkv6heHuyqPzZOv2KNxeu2Xe5cQ0oO2Z5EiPebd54ZbvHKALt0kWskE9UfDVk2mMGD5sIddQowgQIECAAAECyy3Qc8b3Q9rdko5Wec4op+e25YDkZ5PHJDdOetqluyafShQCBAgQILDqAi/ICvb/30OSlyU9euIZySlJOxf3SW6b9AvFo5PvJ/dP3pMoBAhsE4ETsp59Q5hmelEnhQABAgQIECBAYHoCF8us/jjpeT2H/baOdOlFNb+35rFeDOJmiUKAAAECBLabwEOzwv3fOPyf7BeCX0y+u+ax/t88JlmUYgToFLaEEaBTQNwGs3hH1vFHkz2nsK5Xyzz2n9K8ptAcsyBAgAABAgQIrIxAR6v0sL3nJ7+d9OINV0r2S/rB7p3JS5KODnVxzSAoBAgQILDtBP4ya/yPSU/L10Ph20dxmaRfFJ6W9Lnjk3MThQABAhsWODVT9puWkzY8BxMSIECAAAECBAiMK9DOz0snHR2qECBAgAABAj8s0EPf2wHac2QvajECdApbxgjQKSCuM4sOnZ7GyMmdLaY7swoBAgQIECBAgACBXQl0pKfRnrvS8TgBAgQIbHeB8wPQfhtlxQV0gM5+Ax+WRfjGffbOlkCAAAECBAgQIECAAAECBAgQIEDgvwnoAP1vJFN/4JaZ4/OSa66Z8xdyv+eXUAgQIECAAAECBAgQIECAAAECBAgQmKGADtAZ4o5m3QsI/WTy+uSmo8f+LrePGd13Q4AAAQIECBAgQIAAAQIECBAgQIDAjAQcmj0j2B1m+5X8fvvkA6PHH5nb247uuyFAgAABAgQIECBAgAABAgQIECBAYEYCOkBnBLuT2Z6bx+6XfD+pe6/idUiiECBAgAABAgQIECBAgAABAgQIECAwIwEdoDOC3cVs/y2P/9XoucNz+6Bd1PMwAQIECBAgQIAAAQIECBAgQIAAAQJTENABOgXECWfRc39+YjTNQ3N70ITTq06AAAECBAgQIECAAAECBAgQIECAwJgCLoI0JtQUq30z87p7cufRPK+a2zNG990QIECAAAECBAgQIECAAAECBAgQIDBFAR2gU8ScYFbvSt1GIUCAAAECBAgQIECAAAECBAgQIEBghgIOgZ8hrlkTIECAAAECBAgQIECAAAECBAgQIDBfAR2g8/W3dAIECBAgQIAAAQIECBAgQIAAAQIEZiigA3SGuGZNgAABAgQIECBAgAABAgQIECBAgMB8BXSAztff0gkQIECAAAECBAgQIECAAAECBAgQmKGAiyDNEHcGs94787zcmvl+Zs19dwkQIECAAAECBAgQIECAAAECBAgQ2EFAB+gOIAv+6w3Svv9Y08Y919x3lwABAgQIECBAgAABAgQIECBAgACBHQQcAr8DiF8JECBAgAABAgQIECBAgAABAgQIEFgdAR2gq7MtrQkBAgQIECBAgAABAgQIECBAgAABAjsIOAR+B5AF//X0tO/yC95GzSNAgAABAgQIECBAgAABAgQIECCwMAI6QBdmU4zVkO+m1llj1VSJAAECBAgQIECAAAECBAgQIECAAIE9HALvRUCAAAECBAgQIECAAAECBAgQIECAwMoKGAE6/017eJpwWHLAKN/O7deSc5Nzkv6uECBAgAABAgQIECBAgAABAgQIECCwAQEdoBtA2+QkB2f6eyb3SK6X9PddlR7yfkbyruTVyWuTHyQKAQIECBAgQIAAAQIECBAgQIAAAQIEFkrgcmnN8UlHdrYTcyNpZ+gxyTKXU9P4rvtJy7wS2k6AAAECBAgQIECAAAECBAgQ2AKBE7OM9qMctwXLWtlFGAG6NZv2klnMm5Lrr1lcX7yfTz6VnJ2cl3wn6TbZLzkkuXJyRLJv0tIRo69Mfid5aqIQIECAAAECBAgQIECAAAECBAgQIEBgrgIHZunvSNrh2ZyS3C25TDJO2TuVbpE8Ozk/GeZzp9xfxmIE6DJuNW0mQIAAAQIECBAgQIAAAQIE5iFgBOg81C1zYoH7ZIqh0/JFuX+xiefwXxO003PoBH3vJuf1X3Pd2ns6QLfW29IIECBAgAABAgQIECBAgACB5RXQATqFbbeZzrgpLH5bzOLmo7Vsh2UvfvT9Tax1L4L0sNH0PZz+qpuYl0kJECBAgAABAgQIECBAgAABAgQIrLyADtDZb+Ievt7yquSCC+9t7sdL10x+zTX33SVAgAABAgQIECBAgAABAgQIECBAYAcBHaA7gMzg1yuN5vnpKc37nMxn6Ejdf0rzNBsCBAgQIECAAAECBAgQIECAAAECKymgA3T2m/Vjo0XcbEqL6iH1vTBSy2kX3fhJgAABAgQIECBAgAABAgQIECBAgMDOBHSA7kxluo/1oj8td01ufeG9jf84NJM+eTT5l3P7iY3PypQECBAgQIAAAQIECBAgQIAAAQIEVl9AB+jst/GfZBE9ZH2/5BXJA5J9kknLjTLBG5Petjzrohs/CRAgQIAAAQIECBAgQIAAAQIECBDYlcDFd/WEx6cm0EPgH508KblE0o7L3n9r8p6kozjPSs5Lvp10m7Sz9JDkysnVk1sl10uG0o7Qxw6/uCVAgAABAgQIECBAgAABAgQIECBAgMC8Be6TBnwr+cEm87pMf1iyrKWnBKjBScu6AtpNgAABAgQIECBAgAABAgQIENgigROznPajHLdFy1vJxTgEfus26/OyqCOSP06+MOFiv5P6PXz+zskdk57/UyFAgAABAgQIECBAgAABAgQIECBAYB0Bh8CvAzTlp8/O/B4zypG5/cnkGkkPd+/h8QcnPV/oN5Jzkx4+//7k9KSPKQQIECBAgAABAgQIECBAgAABAgQITCCgA3QCrClXPTPzaxQCBAgQIECAAAECBAgQIECAAAECBGYk4BD4GcGaLQECBAgQIECAAAECBAgQIECAAAEC8xfQATr/baAFBAgQIECAAAECBAgQIECAAAECBAjMSEAH6IxgzZYAAQIECBAgQIAAAQIECBAgQIAAgfkL6ACd/zbQAgIECBAgQIAAAQIECBAgQIAAAQIEZiSgA3RGsGZLgAABAgQIECBAgAABAgQIECBAgMD8BXSAzn8baAEBAgQIECBAgAABAgQIECBAgAABAjMS0AE6I1izJUCAAAECBAgQIECAAAECBAgQIEBg/gI6QOe/DbSAAAECBAgQIECAAAECBAgQIECAAIEZCegAnRGs2RIgQIAAAQIECBAgQIAAAQIECBAgMH8BHaDz3wZaQIAAAQIECBAgQIAAAQIECBAgQIDAjAR0gM4I1mwJECBAgAABAgQIECBAgAABAgQIEJi/gA7Q+W8DLSBAgAABAgQIECBAgAABAgQIECBAYEYCOkBnBGu2BAgQIECAAAECBAgQIECAAAECBAjMX0AH6Py3gRYQIECAAAECBAgQIECAAAECBAgQIDAjAR2gM4I1WwIECBAgQIAAAQIECBAgQIAAAQIE5i+gA3T+20ALCBAgQIAAAQIECBAgQIAAAQIECBCYkYAO0BnBmi0BAgQIECBAgAABAgQIECBAgAABAvMX0AE6/22gBQQIECBAgAABAgQIECBAgAABAgQIzEhAB+iMYM2WAAECBAgQIECAAAECBAgQIECAAIH5C+gAnf820AICBAgQIECAAAECBAgQIECAAAECBGYkoAN0RrBmS4AAAQIECBAgQIAAAQIECBAgQIDA/AV0gM5/G2gBAQIECBAgQIAAAQIECBAgQIAAAQIzEtABOiNYsyVAgAABAgQIECBAgAABAgQIECBAYP4COkDnvw20gAABAgQIECBAgAABAgQIECBAgACBGQnoAJ0RrNkSIECAAAECBAgQIECAAAECBAgQIDB/AR2g898GWkCAAAECBAgQIECAAAECBAgQIECAwIwEdIDOCNZsCRAgQIAAAQIECBAgQIAAAQIECBCYv4AO0PlvAy0gQIAAAQIECBAgQIAAAQIECBAgQGBGAjpAZwRrtgQIECBAgAABAgQIECBAgAABAgQIzF9AB+j8t4EWECBAgAABAgQIECBAgAABAgQIECAwIwEdoDOCNVsCBAgQIECAAAECBAgQIECAAAECBOYvoAN0/ttACwgQIECAAAECBAgQIECAAAECBAgQmJGADtAZwZotAQIECBAgQIAAAQIECBAgQIAAAQLzF9ABOv9toAUECBAgQIAAAQIECBAgQIAAAQIECMxIQAfojGDNlgABAgQIECBAgAABAgQIECBAgACB+QvoAJ3/NtACAgQIECBAgAABAgQIECBAgAABAgRmJKADdEawZkuAAAECBAgQIECAAAECBAgQIECAwPwFdIDOfxtoAQECBAgQIECAAAECBAgQIECAAAECMxLQATojWLMlQIAAAQIECBAgQIAAAQIECBAgQGD+AjpA578NtIAAAQIECBAgQIAAAQIECBAgQIAAgRkJ6ACdEazZEiBAgAABAgQIECBAgAABAgQIECAwfwEdoPPfBlpAgAABAgQIECBAgAABAgQIECBAgMCMBHSAzgjWbAkQIECAAAECBAgQIECAAAECBAgQmL+ADtD5bwMtIECAAAECBAgQIECAAAECBAgQIEBgRgI6QGcEa7YECBAgQIAAAQIECBAgQIAAAQIECMxfQAfo/LeBFhAgQIAAAQIECBAgQIAAAQIECBAgMCMBHaAzgjVbAgQIECBAgAABAgQIECBAgAABAgTmL6ADdP7bQAsIECBAgAABAgQIECBAgAABAgQIEJiRgA7QGcGaLQECBAgQIECAAAECBAgQIECAAAEC8xfQATr/baAFBAgQIECAAAECBAgQIECAAAECBAjMSODiM5qv2RIgQIAAAQIECBAgQIDA4gkckCb9VHKVpANiPp28Pfl6ohAgQIAAgZUU0AG6kpvVShEgQIAAAQIECBAgQOCHBK6U356Q3D3Z/4ee2WOP8/P7PyWPTT6+w3N+JUCAAAECSy+gA3TpN+GWrMD1s5Rjkz2nsLTLj+bhtTcFTLMgQIAAAQIECBAgMIbAz6TOi5NDk+8n70jeP7p/rdzeIvlfyV2SeyYnJQoBAgQIECBAYFsJvDpr+4Mp59RtJWhlCRAgQIAAAQIECMxH4JZZbEd4dn/+5clVkx3LFfPA3yet873kTolCgAABAoshcGKa0ffn4xajOcvZCqPwlnO7bXWrH50F/nsyjRGgv5b5XCH5bKIQIECAAAECBAgQIDA7gQMz65ckeydPTR6S7Kx037wjQD+cPC55QXL15MuJQoAAAQIECBAgMKFAR372mwuH1UwIpzoBAgQIECBAgACBCQUekfrd9+4h773g0Tjl9anUaf50nMrqECBAgMDMBYwAnQLxuP8Ep7AosyBAgAABAgQIECBAgACBLRToBY9a/iDpuT/HKY8fVbrbOJXVIUCAAAECyyCgA3QZtpI2EiBAgAABAgQIECBAYDKBA1L9hsl5yZsnmPRdqXt2ckRy+ATTqUqAAAECBBZWQAfowm4aDSNAgAABAgQIECBAgMCGBXre/ZbPJRdceG+8Hz38/VOjqsM8xptSLQIECBAgsKACOkAXdMNoFgECBAgQIECAAAECBDYh8I3RtAdtYB7DNMM8NjALkxAgQIAAgcUR0AG6ONtCSwgQIECAAAECBAgQIDAtgR7G/vXkcsmVJ5jpJVP3qKSjRj89wXSqEiBAgACBhRXQAbqwm0bDCBAgQIAAAQIECBAgsGGBXvTodaOp7zfBXO6VuhdPTk6+NcF0qhIgQIAAgYUV0AG6sJtGwwgQIECAAAECBAgQILApgaeOpn5Ybq83xpyuljq/P6o3TDvGZKoQIECAAIHFFtAButjbR+sIECBAgAABAgQIECCwUYF/y4TPSw5MXp/cJNlVuU6eeFPSQ+BflgyjR3NXIUCAAAECBAgQmETg1FTulSVPmmQidQkQIECAAAECBAgQ2JDAvpnqzUn3wXtez+cmt0t6hffLJ7dO/jr5TtI670yGiyDlrkKAAAECcxY4Mcvv+/Nxc26HxRMgMIGADtAJsFQlQIAAAQIECBAgMAWBvTOPJyfnJ/0QvbN8L48/K9kvUQgQIEBgcQR0gE5hW/Tk1goBAgQIECBAgAABAgQIrK5AR37+TvLM5F7J7ZOrJHsmn0k6QvSE5P2JQoAAAQIEVk5AB+jKbVIrRIAAAQIECBAgQIAAgZ0KfDSPPnaUnVbwIAECBAgQWEUBF0Faxa1qnQgQIECAAAECBAgQIECAAAECBAgQuFBAB6gXAgECBAgQIECAAAECBAgQIECAAAECKyugA3RlN60VI0CAAAECBAgQIECAAAECBAgQIEBAB6jXAAECBAgQIECAAAECBAgQIECAAAECKyugA3RlN60VI0CAAAECBAgQIECAAAECBAgQIEBAB6jXAAECBAgQIECAAAECBAgQIECAAAECKyugA3RlN60VI0CAAAECBAgQmFBgzwnrq06AAAECBAgQILAEAjpAl2AjaSIBAgQIECBAgMBMBA7NXH83+dfky8l3k7OS1yX3TfZOFAIECBAgQIAAAQIECEwkcGpq/yA5aaKpVCZAgAABAgQITFfgHpndOUn3S4Z8f839PvbR5GaJQoAAAQIECBCYl8CJWXD3S46bVwNWYblGgK7CVrQOBAgQIECAAAECkwg8MpVfkByWvCm5S3Kp5OLJFZN7J+9LjkpOTn4uUQgQIECAAAECBAgQIDCWgBGgYzGpRIAAAQIECMxI4M6Zb0d69nD3++9mGXvluaclHXFxbnLNRCFAgAABAgQIbLWAEaBbLW55BKYgoAN0CohmQYAAAQIECGxIYJ9M9bGknZoPGXMOLxzVf/mY9VUjQIAAAQIECExTQAfoFDQdAj8FRLMgQIAAAQIECBBYCoE7pZVXS3p4e0d3jlMenErfTHqY/FXGmUAdAgQIECBAgACBxRLQAbpY20NrCBAgQIAAAQIEZifQDtCWE5IeBj9OOTuVXj2q+LPjTKAOAQIECBAgQIDAYgnoAF2s7aE1BAgQIECAAAECsxO46mjWp024iKF+R48qBAgQIECAAAECSyagA3TJNpjmEiBAgAABAgQIbFhgv9GU355wDkP9YfoJJ1edAAECBAgQIEBgngI6QOepb9kECBAgQIAAAQJbKfD50cImHck51P/cVjbWsggQIECAAAECBKYjoAN0Oo7mQoAAAQIECBAgsPgCbxs1sRc0Grd0f/nOo8rD9ONOqx4BAgQIECBAgMACCOgAXYCNoAkECBAgQIAAAQJbIvDSLKWHsx+b/NiYS/zV1Ou5Qz+WvGvMaVQjQIAAAQIECBBYIAEdoAu0MTSFAAECBAgQIEBgpgI9hP1pyZ7JPyVHJLsrt8yTTx1VeFRux71y/O7m6TkCBAgQIECAAAECBFZc4NSs3w+Sk1Z8Pa0eAQIECBAgsJgC+6RZb0+6P/LF5F7JxZO15aD88pjkO0nrPTNRCBAgQIAAAQLzEDgxC+3+yHHzWLhlEiCwMQEdoBtzMxUBAgQIECAwPYFDMqvXJP0w0Xw5eW3ywuQtyXnJ8NyTc3+vRCFAgAABAgQIzENAB+g81C2TwCYFdIBuEtDkBAgQIECAwFQEehj83ZPTk6Gzc7j9Xh5rR2gPgVcIECBAgAABAvMU0AE6Bf0dD/eZwizNggABAgQIECBAgMDCC7Sz80Wj9CJH10oumfSw+HaKnp0oBAgQIECAAAECKyCgA3QFNqJVIECAAAECBAgQ2JTAJzJ1oxAgQIAAAQIECKyggKvAr+BGtUoECBAgQIAAAQIECBAgQIAAAQIECFwkoAPUK4EAAQIECBAgQIAAAQIECBAgQIAAgZUV0AG6spvWihEgQIAAAQIECBAgQIAAAQIECBAgoAPUa4AAAQIECBAgQIAAAQIECBAgQIAAgZUV0AG6spvWihEgQIAAAQIECBAgQIAAAQIECBAgoAPUa4AAAQIECBAgQIAAAQIECBAgQIAAgZUV0AG6spvWihEgQIAAAQIECBAgQIAAAQIECBAgoAPUa4AAAQIECBAgQIAAAQIECBAgQIAAgZUV0AG6spvWihEgQIAAAQIECBAgQIAAAQIECBAgoAPUa4AAAQIECBAgQIAAAQIECBAgQIAAgZUV0AG6spvWihEgQIAAAQIECBAgQIAAAQIECBAgoAPUa4AAAQIECBAgQIAAAQIECBAgQIAAgZUV0AG6spvWihEgQIAAAQIECBAgQIAAAQIECBAgoAPUa4AAAQIECBAgQIAAAQIECBAgQIAAgZUVuPjKrpkVI0CAAAECBAgQ2G4Ch2aFb5lcKflu8qnkbcm3EoXAKgpcOyt1o+TSyVeS/0xOSxQCBAgQIEBgjYAO0DUYc7p7eJZ7WHLAKN/O7deSc5Nzkv6uECBAgAABAgQI7FrgR/LUE5O7JDvu356Xx05MHp98PlEIrILAXbMSj0vaAbpj+WQe+JPkb5Pv7fik3wkQIECAAAECWyFwcBbywOQdSTs5f7CbXJDn3p08Mzkm2TNZ9nJqVqDrfNKyr4j2EyBAgAABAgshcFxa0S+Mu39xfvLPyV8nz0m6v9UOoD7XL5ZvkygElllg/zT+JcnwGeKs0e9Pz+0Lko56Hp57c+53oIVCgAABAsst0C9y+97efR6FwMILXC4tPD5Zr9Nz2GHZ2e0Zmb4doctcdIAu89bTdgIECBAgsFgCv5TmfD/pflNHu1022bFcPQ+8Jmmdjga9aaIQWEaBDoZ4edLX8leT+yZ7JTuWY/PAZ5PWe2eyb6IQIECAwPIK6ABd3m237Vp+yazxe5PuhAzpznp3TP4teWXSb3JPSP4+6ejIjl74UDKMaBim6yiGByfLWnSALuuW024CBAgQILBYAldIc76RdB/pd9ZpWjuOnjWqe2ZudQgFQVk6gQelxX29fym51jqt72m2Ppa0/p+tU9fTBAgQILDYAjpAF3v7aN1I4MDc9vCroQPzlNy/W3KZZJyydyrdInl20sO6hvncKfeXsegAXcatps0ECBAgQGDxBP4qTep+0T+N2bSeG7SnFuo0vzXmNKoRWBSBdtp/Menr9+fHbNRNUq+DLjryuUejKQQIECCwnAI6QJdzu227Vt8nazx0Wr4o9y+2CYF2eg6doB1Rupl5baIZm5pUB+im+ExMgAABAgQIRKD7QD33YfexrpeMW34xFTtNv5xWCCyTQD8H9LXbTvxJynDI/K9PMpG6BAgQILBQAjpAp7A5lrEDbQqrvaWzuPloae2wvGfSb2E3Wl6bCR82mvj6ub3qRmdkOgIECBAgQIDAEgsclbb3fJ+fTN43wXq8LnV7OqGeB3SvCaZTlcC8BYbPFK+esCFD/ZtNOJ3qBAgQIEBgpQR0gM5+c/bw9ZZXJb2q+2bLS9fM4Jpr7rtLgAABAgQIENguAj3/Z0s7QCcpPRT47KSdn+OejmiS+atLYFYClx/NeNLX/KdG0w3Tz6p95kuAAAECBBZaQAfo7DfPlUaL+PSUFnVO5jN0pO4/pXmaDQECBAgQIEBgmQS+MWrsQRto9DDNMI8NzMIkBLZcYHi9Dq/fcRvQ6xG0fPOiGz8JECBAgMD2FNABOvvt3qsvtkzrsJMe/tILI7WcdtGNnwQIECBAgACBbSXwiaxtTyt0nWTo4BkHoFfObgdSLyYzdCiNM506BOYtMHym+PEJGzLU/+iE06lOgAABAgRWSkAH6Ow3Zy/603LX5NYX3tv4j0Mz6ZNHk385t935VwgQIECAAAEC203gK1nhXshov+QeE6z8r47qvnqCaVQlsAgCrxk14i65vcyYDerfx3GjusP0Y06qGgECBAgQIEBgMoGepH+4cvtXc/8ByT6TzeLC2jfKz1OSXv2xeWKyjKUdwm3/ScvYeG0mQIAAAQIEFkZguKJ7R3NeeYxW/VjqfDvpRZBuOEZ9VQgsmsAr0qDuR794zIY9aVS/+997jjmNagQIECCweAInpkl9/x++1Fq8FmoRgZHAw3LbF+uQc3O/F0X6w+S+yTHJbZMe3n6r5A7J/0wekhyfnJEM0/b2Dcmyjt7VAZqNpxAgQIAAAQJTEehV3btv9MFkdxeH7EUpzxrVfVpuFQLLKHCNNLoDKvqaf06yq0EV/ZzwhFG9DsSY1qm4MiuFAAECBOYgoAN0DugWuXGB+2TSbyVrOzI3cr87+odtvBlzn1IH6Nw3gQYQIECAAIGVEbhE1uTdSfepOrrzr5JbJ71KfC9E+bPJC5KO+mydfgF98UQhsKwCHSjxzaSv554X9LeT6yaXTn4kuX9yetLne+HUeyYKAQIECCy3gA7Q5d5+27L1PV9PD13/fNKdknHTHfqXJz+XLHvRAbrsW1D7CRAgQIDAYgkckOY8Nxk6OXe2f9V9qT9K9koUAssu8KNZgfcmO3utD499PM/fbtlXVPsJECBA4EKBl+Vn398dAr+JF4RzwWwCb5OTHpnpfzLpoSyHJB3BcHDSb2q/kfQw+X6r+/6k3+L2sVUo7QC9cdI/4F9chRWyDgQIECBAYIoCHZ14+aS3/cL0O4kynsD1Uu1Xkp5W6IpJO0Q/mbwx+T/JpxKFwKoI9DD3Y5P/kfRaAR1o0Yuk9rND97N7ntAe/r6rsnee6Ejpfh7se83u6uZphQABAgTmILBvlvmQ5A+T7ht2P+cFiUKAwBIIGAG6BBtJEwkQIEBgywV+IUvsaW7a4TmM4GoH3tuT+yfd6VUIECCwGYF2dv5y8qakHZ7De813c/9fkh4u345VhQABAgTmL9DT+HQ0//BebQTo/LeJFhCYSEAH6ERcKhMgQIDAigv0vH3/nAw7t+2I+HTyiWRtZ+j78vvuLvKTpxUCBAjsUqCjPfuFytr3mo6QPjNZ2xnaffUjEoUAAQIE5iNw5Sz2pcnwft19wDeMfncIfCCU1RPoOaqOHuWqK7R6OkBXaGNaFQIECBDYlMBhmfrDSXdwv5A8MOljQ+m5Le+WfChpnR7eeu1EIUCAwCQC7fxsZ2ffRz6TdFT5oclQDs6djv4cRhqdlfur9PljWE+3BAgQWGSBnprkoclwobuv5/4jkx4FdGLS93AdoEFQVk+g5wTtC7z5oxVaPR2gK7QxrQoBAgQIbEqgh7z3/3z/N/a8n7sq7QjtxRBbtx2m+yUKAQIExhHYM5WGkZ//mvuX2s1EvS7BG5O+1/QaBP3QrRAgQIDA7AVum0V8IOn7b3NScngyFB2gg4TblRTQAbqSm9VKESBAgACBCwXumJ/dwT076eis9Uo7Pdsh0Wketl5lzxMgQGAk0HN+9n3jM8nuOj9H1S+8KOswMv3XhgfdEiBAgMBMBNrJeULS9+nmg8ntkh2LDtAdRTbwu2/1NoA24SRXT/2NOPdQlKF0Z+Vawy9rbvvHoRAgQIAAAQLLJ/Croyb/aW57Beb1yrdT4RFJR4122r9IFAIECKwnMLzX/EEqnrNe5TzfQy4fk/xD0kPln5MoBAgQIDBdgfYR/UbyxKR9P99K/izpfuH5iUJgKQX6oWbozZ/27TKC9DC/OnRIt0KAAAECBLarwLlZ8f4/7Df/45aLpeKXkk7XE+QrBAgQ2J1AzyfXD9K9uNrac37ubpo+t2/yjeT7ySUThQABAgSmJ3DLzOqMZOgfelXuX2Wd2RsBug7QOE93R1ohQIAAAQIECBDYOoF2RPTb/q8mn5tgse2MGI7+WG9HeYLZqkqAwIoKXD7r1U7Qvs/0/Wbc8p1U/HjS84deadyJ1FspAf0EK7U5rcyCCFwu7Xhu8n+T6yUfTXpKpDsnn0qUGQt02K0yW4E/zOyfnPTcXS09rOS1SXv7d1f2yZO/OKrw/ty+d3eVPUeAAAECBAgsjUA7FVrW2xe4qNYP/xymGebxw8/6jQABAv8lMHRiDe8b//XM+veGaYZ5rD+FGsss0P8pxyZ3T26RtKPmvORjST+7Piv5ZKIQIDC5wF6ZpKcj6SHuvdZLT2vUUxn9UdIvnBQCKyVwnazNaUl3JJrXJ+sd8uYiSEFSCBAgQIDAigr08NLuE1x2gvXrB9SzRtMdOcF0qhIgsD0FOqCih79fkHTU+bilo0aH03RcatyJ1FtagaPS8lOS4bNqb7+3w+/tsHls4su3ICgEJhC4Weru2Bd01QmmH6o6BH6QcLsUAt0B+fNk+GdyTu7/8m5argN0NzieIkCAAAECSy7wyrS/HzIfNMF63GY0TQ+ZUggQIDCOwMmp1Peae41TeVTnLqNp+qFdWW2BG2T1+rm0r5FPJ/87OTLpyN8Dk1snJyTDZ9gX5L5O0CAoBNYRuHSef2bS0xf17+sTyc8nGy06QDcqZ7q5ChydpX8q6R9B038i7ezcsegA3VHE7wQIECBAYHUEfiGr0v2AXiyxO8nrlY7IGkbo9ArNCgECBMYR+JVU6nvNJ5JDxphg/9R5X9Jp2hmmrK5AP2+emXRbvyI5KNlVuV2e6HlkW/dRu6rkcQIELvzy4L5xGL5Y6OjpXtm9762bKTpAN6Nn2rkKHJql/33SfyBNO0Rvm6wtOkDXarhPgAABAgRWT+CtWaXuB7w92d2VlnsUyQtHdT+Z247KUQgQIDCOwMVS6T+Svte8KTk42VXpB/SXJa37waTvPcrqCvxJVq3b+p3JONv6DqnX0WzfTNY7nVuqKAS2ncCPZY2HL6v7t/WG5BpTUtABOiVIs5mfwD2y6OGbtP4z+ctkuFiSDtD5bRdLJkCAAAECWyFw+SykX4J2J/nMpCO1DkiGcvHcuWPy7qR1eiHFH00UAgQITCJwRCp/Ien7yEeSnoZr+MyRuxdeKf4uuR1Gfn4l96/VJ5SVFej/ly8nfU3cZIK1/IfRNL83wTSqElh1gX6J/fRkOFXEp3P/7lNeaR2gUwY1u/kIXCWLHUaA9B9Qdzz64UYHaBAUAgQIECCw4gIdRfPOpPsAzbeS7gu8J/laMjz+8dy/YaIQIEBgIwJHZqK+rwzvKR3Fd0ZyetIvV4bHO/JT52cQVrz8VNav27yvgUlKv5TrdP86yUTqElhRgZ4Pt19en5307+L8pIPaZnGkjg7QwCqrIdBDUx6Z9A9m+MMZDkno73+UrEo5NSvSdTppVVbIehAgQIAAgU0KdD/gnkk/UA6jB/q/sumH04cla0dr5VeFAAECEwvslSnun/QQzR59NrzP9Pa0pOf8HOdQ6FRTllygnTbd7idMuB5XGE33uQmnU53AqgncKCv0jmR4H31L7l97hiupA3SGuGY9H4EbZ7EfSIY/ouFWB+h8toelEiBAgACBrRY4JAu8btLRnpfe6oVbHgEC20bg0Kzp9ZIbJIdtm7W2ooNAO8L7WfM5wwNj3vZQ30735THrq0Zg1QR6pO6Tk+8m/VvolwH9EnvWRQfoFIR77g9lcQTenaa0E/RJyQMXp1laQoAAAQIECGyRwLlZzn9u0bIshgCB7Svw1ax6o2xPgWEE59UmXP2h/jD9hJOrTmCpBe6a1j8tuVzSDtBnJI9OehoRZQkEdIAu3kY6L016UPKa5C6j5vUwFYUAAQIECBAgQIAAAQIECGxW4N8yg3bg3DK5VHJOMk75hVGlt41TWR0CKyLQI3P+OvTE5PcAAEAASURBVLnVaH3entvfTCY9h+5ocjcECGwXAecA3S5b2noSIECAAAECBAgQILCoAq9Mw3oI79PHbODlU6+jhjvNLcacRjUCyyxwUBrfa7NckPR1f1Zyv2QexSHw81C3TAKbFNABuklAkxMgQIAAAQIECBAgQGCTAtfP9EPHzn3WmVfPe9hRo+0EasepQmDVBX4xK/jZpK/5XqDy2cmhybyKDtB5yVsugU0I6ADdBJ5JCRAgQIAAAQIECBAgMCWBHsbbDp7mWUmv8r627Jlfjkk+nLTOJxIX6AuCsrICP5I1++dk+Lt4Z+7/6AKsrQ7QKWwE5wCdAuI2mMUDso69KFP/AW62HDWaQa9yqxAgQIAAAQIECBAgQIDAfAR6XsOObvurpJ/5enX4/0jOTA5MbpwMnaKn5X6vUfGlRCGwagIHZIUemTwi2Sc5J3ls0i8G2hmqECCwTQSGbxuGb0GmcdtvUhQCBAgQIECAAAECBAgQmK/AtbL4lyS9IO+On/U+nsd+K2mnkEJgFQV+Liv1yaSv/e8nf5cclixSGfpkjlukRi1bW4wAXbYtNp/23jeL/ZPkYlNY/D9kHtdOPjeFeZkFAQIECBCYpUD3k26b/GxyZLJv0vNBvTV5dfK1RNmeAj2S5c7JrZPDk/OTfnh6XfKWpFdXVgiMK7B3Kt4++ZnkKkl//0xycvKa5BuJQmCWAh/MzO+arB31+a38/rHkA4lCYBUFrp6V6ujn7ue19HR9PS3EKf1FIUBgcoGzM0kPE5hFJm/N/KdwDtD5bwMtIECAAIH1Bboz3A+EO46EGX7/Sp57WDKNLwczG2VJBPZMOx+adPsPr4Udbz+U5+6YKATGEfiFVGon046vo+H3foZ40DgzUocAAQIExhLYL7V+L/l20vfaLycd5bzI+3RGgGYDKYsv0HOqDDsw075d/LX/7y3UAfrfTTxCgAABAosl8PA0p4dA9f92L/zw+OTY5E5Jd5BPTob/6a/I/Y4MVVZfoId/viwZtv2/5H5fD8ckfX08LmnnZ5/v6+cRiUJgdwJPyJPD6+n9ud8P5O0Q7WvqIcm/JsPzL8r9jkpXCBAgQGDjAh1p//Fk+F/9gty/zMZnt2VT6gDdMmoL2ozAzTPxsDM87MB8Po99ZgrZTLvmNa0O0HnJWy4BAgQIjCNwj1Tq/+t+gdkOrF11OHQHukd5tO7zE2X1Bf4uq9jt3RF5uxrhuVee+92kh8C37j0ThcDOBH49D/Y1ckGyu5FH7RD96qhuD9VUCBAgQGBygSMzSb+07vtu857kFsmyFB2gy7KltHOPS8bgXcnwx/bEbWyiA3Qbb3yrToAAgQUX6Anvh0Obf22Mtl4/db6e9P97O0SV1RX46axat3PPxXiDMVbzfqP67bi61Bj1VdleAr2q9jeTvqbuPsaq3zR1zhvV7+AKhQABAgTGE9g31fqFds9p2/fcryU9hVG/sFymogN0mbaWtu5xSAx6aEv/6DqqpBdV2I5FB+h23OrWmQABAssh0MNP+3/6dRM0t4epdpr/O8E0qi6fwMlpcrdzPzSNW3rxmk7z++NOoN62EfizrGlfG7046LjlcanYaV497gTqESBAYJsL3CHr31MZ9b2zeUly+WQZiw7QZdxq27zNN8v6D+cE/Wzut1N0uxUdoNtti1tfAgQILI/Af6Sp3UEergY6TssPTKWOzOr/92U4h9Q466TODwt0BGcPae/FEg764ad2+9vt82xfT6fttpYnt6PA8IF8ktGcG30dbkdf60yAwPYWuFJW/0XJ0PH5n7l/6yUn0QG65Btwuzb/qVnx4Q/x0dsQQQfoNtzoVpkAAQJLIjAcYrr/hO19W+r3f/stJ5xO9eUQ6DnCun3fMWFze9hdp/vOhNOpvtoCvZjW95O+Lia94nDPWdfX1I0ShQABAgR+WGDv/Nojc3q6mr5X9jRFj0p2dT73PLU0RQfoFDbVKrwQpsCwpbN4TJb288lVk4cmT0/6B6oQIECAAAEC8xNop+d+STtBm0nKOaPKPYeoMh2BHiVzx+S6SV17wanTkzcmPY/XVpZhu/biR5OUdnB1H6+jRhv7e0FQLrw2wJ5x6PmG2xE6SfFeM4mWugQIbCeB22Rlj0+uPVrpl+f2QUmPvFUIXCigA3TrXwjfzCLvntx5tOh2hJ4xuu+GAAECBAgQmI9AOz3bsXZAcnDSUQPjlsuNKk7aQTbu/LdTvXZ89pyZ/dDSEZQ7lm6Xv0j+POkh6VtR2vnaMmzni35b/2dfSwclbafOz/W9tkuNdmK24/NSST+L9fQK45bhNTi8JsedTj0CBAisqsAVsmJ/mtxztII9xUj3Id40+t0NAQIE5iZwapbc4egnza0FFkyAAAECBHYu0EOc+z/qLjt/eqePXiKPnp9ckBy60xoeHFfgqFT8QNJt0HOqvjlpZ+gDkz9I/jXpc827kq26kMHabXzJLHfc0i+729Z3jjuBettGoIMf+tqY5KKo/ZDfjtMOpuiIdYUAAQLbWaBfILWj89yk76d9b3xc0tOMrGJxCPwqblXrtPICOkBXfhNbQQIECCytwO+k5d2JfvsEa9AOuk7zhgmmUfW/C7Rj8SNJLU9LbpjsrNw8D340ab1/T7aqI+i1o2U+IbfjlremYtv58HEnUG/bCDw+a9rXxusmWOOOfO40/zjBNKoSIEBgFQV+Kiv13qTvic2rkyOSVS46QFd561q3lRXQAbqym9aKESBAYOkFerjyF5LuTD96jLW5Rep8Z1S/HXPKxgX+NpPWvZ2aB64zm0vn+aGz9I/WqTutp38yM2r7ur3HudjVI0f1z8rtwYlCYK1Azyv7laSvqf+99old3L9DHu+h8h0ZvasvB3YxqYcJECCwMgKXzZoM+wt9//xocqeVWbvdr4gO0N37eJbAQgroAF3IzaJRBAgQIDAS6I50Oxm6Y/2UpJ2iO5Y988C9kp7XsfX+MlE2LnBkJm3nTjsXr5aMU26aSsPhwJcYZ4Ip1HlS5tHt3cPs7p30dbBjaeftk5PW6+vozolCYGcCv5wH+zrp6/iJyc5GM/cq8Q9Ieh7Z1n18ohAgQGC7CfS98NeS4Yuj83K/X4D24pXbpegA3S5b2nqulIAO0JXanFaGAAECKylwr6zVMLLzi7n/zOQ3kvsm7ah4f9LOiKYjEfZKlI0LPCST1vKFE87izaPp7j7hdBut3g9gzx4ts+3t6+CPk74ufj3p66Svlz7X88LeJ1EI7E7gN/NkO//7mvl88oykHZ73S/4s+XDS55qnJjvrdM/DCgECBFZWoEdgvDsZ3gvfkPtXW9m13fWK6QDdtY1nVlRg76zXldZkGVdTB+gybjVtJkCAwPYT+PGscs8FOuxw73j7qTx33PZjmckaDzv1955w7sNh5n8+4XSbrX6PzOCTyY6vieH3f81zHaGqEBhHoKfSOCUZXj873n4sz/3PcWakDgECBFZI4FJZl79OOkq+74tnJndJtmsZ9pXse27iFXDxTUxr0q0XuEEW+R9rFutb4DUY7hIgQIAAgSkK9FyUP5X0f+/PJldNemXRzyVvHeWC3CqbF7jMaBYdATdJGepfdpKJplC3I1Vfktx6lCvmtiM+z0xen5ye7KrslSc6YrQdpD0P5GeSVyRvSZa59PDtHp54o+TgpB3EL0rW7rfmV2UnAkOH+Y3z3M8kRyT9jPbZ5OTkbUlPp6AQIEBgOwi0j+PeyV8k/T/Z/68dAf+E5FuJQoDANhG4Sdaz334MWcbVNgJ0GbeaNhMgQIAAgdkJvDiz7r7N3SZcxHDofM/Vuuil5yl9TdKOrGE/bu1tzyv6uGTZSjt/O1J6V+v11Tz3wGVbKe0lQIAAgbkItL/jXcnw//GNuX/NubRk8RZqBOjibRMtmrGADtAZA5s9AQIECBAgsOUC7fjrh52e/3CS8tJU7nQdebjI5cfSuHZwDh/oen7Zntux5zT7dLK28/A/8/u+yTKUY9LIjswZ1qsjcz6YnJZ0pPRw2GJv/yXpqB6FAAECBAjsKHDJPPC0ZPh/2P+N/2vHStv8dx2g2/wFsB1Xv4fDXG5NltHACNBl3GraTIAAAQIEZidww8y6nWhfSXq42zjlyFRqR2I/LB2eLGq5ShrWdnb9evvQZMfSw8f/KRk6DD+wY4UF/L2dut9Nul7fSO6Z7Fh6/rY3J8N6nbxjBb8TIECAwLYW6BdjPafl2gsIPiW/H7StVXa+8jpAd+7iUQILLaADdKE3j8YRIECAAIG5CLwuS21n2j8m640U3Dt12pnW+s9LFrl8LI1rOzsCtJ2huyv3zpNDZ+GTd1dxAZ77ctrQ9fpScol12vP7eb7r1fz6OnU9TYAAAQLbQ6BffvYUKv1f0pycXCdRdi6gA3TnLh4lsNACOkAXevNoHAECBAgQmIvANbLUjgDth6BeYGhXnWq94NEbR/U+k9seGbOo5c5p2NDx1yt9j1Oen0o16GjRRS0PS8Paxo6+PTIZp/SDbadpx6lCgAABAttX4JCsei9wNBxF8Pncv9f25Rh7zXWAjk2lIoHFEdABujjbQksIECBAgMAiCdw6jelFc9pR1pGF/YD088nNk2OTZyTnJn2+H5h6xfFFLv+SxrWt75ugkR3desFountMMN1WVu15Prteb5pgoZdJ3aEzuKN+FAIECBDYfgK/nFXu/+/+D2kHaP+vt0NUWV9AB+j6RmosgUDPW3W95KbJ0clPJtdOrpjsl6xa0QG6alvU+hAgQIAAgekJ9Gqv/5z0w9Gu8rI8d6Vk0Us7cbsOj5uwoe8fTfcPE063VdW/PWrf3SZc4Fmj6f50wulUJ0CAAIHlFuih7f+SDP/Xe+j7DRJlfAEdoONb7bJmL6qjbK3AwVncPZN+q9+Oz/6+q9JvRc5I3pW8Onlt0jcNhQABAgQIECAwCHRfol+edpTdl5MPjW5zs3Tlw2nxTyc/kXTU53WTXhjp7OT05KXJe5NlKAeOGtl9uUlKD+3v9rzCJBNtYd2OUm055aKbsX9+MTUvm1xl7CmmW3H/zK6vp5424WvJR5KzEoUAAQIEZiNwUGb76OThSfue+r+8vz830a8RBIXAqgp0Z+v4ZDh0a/j2Y5Lb7kAfs+RAp6b9XeeTlnw9NJ8AAQIECMxb4MfTgFclPV/k2v2JfoF6ctKORGV+AsM+3/0nbMI7Ur/b83UTTrdV1S8Yta9HLU1ShgtCPWuSiaZQt53JL06+maz9O+kh+e9M/keiECBAgMB0BfolZr/Q6/tuzxn9nOTQRNmYgBGgG3Mz1RwELplldrTCjjtdn81j/5a8MnlJckLy90k7B3v4V0dwDIcZDdP2zePBybIWHaDLuuW0mwABAgQWReBiacifJMO+QTuk/j3p0SLdr1i77/C8/L5vomy9wNDh908TLvqc1O+2/YsJp9uq6kP7/nzCBQ4d9ZN2CE+4mB+q/pD81i8E6tkOz/ckr0nelnwjGf6G+kXCwYlCgAABApsT6Kls3pQM76/vyv0bb26Wpo6ADlAvg6UQODCtHL7J75tADxe6W3KZZJzSw4xukTw7OT8Z3kjulPvLWHSALuNW02YCBAgQWCSB49OY7g90v+CPksOStaWHnD0s+XrSeq9I2mmqbK3AU7O4+n8r2WvMRXfUbjvqmiuPOc1WV+vrqevVQxnHLb+Rip2mX+R333YrymOykC6zls9IDk/Wlp5rv52xXY/W6/66LwuCoBAgQGADAgdkmickw5ddX8r930z2TJTNC+gA3byhOWyBwH2yjO5UNS9KNvMBpJ2eQydoR5RuZl6ZfC5FB+hc2C2UAAECBFZE4K5Zj+5TtFPt6GR35fp5sh9AWr8dosrWCvRL8GG/rSMM1yvtfOs5XLu93rde5Tk+f2SW3Y7MtvPpyXqlX/qfl7R+RwVtRblVFtKOz7bzl9ZZ4JF5/uNJ2/eURCFAgACByQSOSfUzk76P9r33ecmlEmV6AjpAp2dpTjMU+JvMu28EpyfT+Mb7t0bz6zyPSpat6ABdti2mvQQIECCwKAIdRTh01PzqmI36mdTrPsNXk0PHnEa16Ql0NEw/DDa7O/95zxX/2aTbqodsXydZ5PL8NK5t7Xp1RPKuyrXyxFeS1u2pGbbqA/G/jZb5uNyOU26YSnVvh/WRiUKAAAEC6wu0P+I1Sd/jm37W/4lEmb6ADtDpm5rjDATen3n2zaCHqE2jXDEzGd5g7jiNGW7xPHSAbjG4xREgQIDAyggcnTXpPkDPET7JUSBvGU33K7lVtl7gZVlkOwq77Xpaguckd0ium/yv5PXJcJ7Kjlhclu10Sto67JN2pHEP+b9N0pHH903elnR9WueCpM9tRblGFtJlnpPsP8EChw+Xj5xgGlUJECCwHQV6CpHHJMPo/n7R9dvJJPsmqa5MIDD8jzpugmlUJbDlAudmid0Je8CUltw3m+Fwql+c0jy3cjY6QLdS27IIECBAYJUEHpeV6T7Fn024Ug8aTffcCadTfXoCf5pZDZ2c3YY7y9fy+FZ1Ek5rzZ6XGQ2dnDtbpz52VtJO0a0qHR3d5b5gwgUeO5rudRNOpzoBAgS2k0C/wPtYMrznvzD3L7udAOa0rjpApwCvh34KiOvMom8OLTe76GbTP2+eOQyH0p+26bmZAQECBAgQmL/AIWnCNZMrJHvNvzkL24IeBdLy0Ytuxv451D987ClUnLZARxX2MPcTknYI9svsdhz2sPAPJx1Jc4nk5GSapfv6/bvq31f/zqZd7pMZXjV5adJRoB3p2fXqOWrPSHoBjK53729V2ezfyTD9VrXXcggQILAMAkekkS9P3pBcLen7+i2TeyRfTBQCBAjs8bcx6LcjHR5+60169Nxd7fTs/HpYzzIWI0CXcatpMwECBKYv0M6Y30+GU8X0f1vTIydekvxEovywQK9kXaMH/vDD6/7286PpevVuZXsI3DSr+eKko0qHv63efiB5fNLO1lUtj8qKdV3/eMIVvMlouv+YcDrVCRAgsMoC+2Tlfjf5ZtL31v5feXjiC+sgbGExAnQLsS1q4wJHZdJ+y983i68mPRS+byKTlhtlgrXnWnripDNYkPo6QBdkQ2gGAQIE5ihw+yz77KT/G5uvJx9KPjf6fXj8Ofl9I/8zM9lKll7JvTbPnnDtfm803ThX7J5w1qovmECPEnpWMvwN9bZ/V/376t/Z8HhHa/YCWatY7p6V6nq+esKV62jWTtfRrAoBAgQI7LFH99f6/2P43/EPuX8FMHMR0AE6F3YL3YjA8IFleOPo6JZXJX+Y3Dc5JrltcvPkVskdkv+ZPCTplTXPSIZpe/uGpIc0LWPRAbqMW02bCRAgMD2BYzOr7yb9f3Zy0nMe7pUM5cq58wfJMNLg9bm/9vmh3na8vV5Wum7tPD5oTIDaddRfp7vTmNOotpwC3davSbqtewh6L8B5lWQoff7o5C1J6/Tv8H8kq1YunRXquvX0AodPsHInp25d7j/BNKoSIEBgFQWulJX6+6TviU2P1un+mjI/gROz6G6L4+bXBEsmML5Av1XuzujwJrLR29dlHoeNv9iFq6kDdOE2iQYRIEBgywSOypK+kfR/YDtn9kx2VW6YJz6ftO4Td1VpGz7+tpHJU8Zc94eO6n8ktx0dqKyuwB9m1fr38oXkR9dZzX7J0Lr9ouEa69Rdxqd7+H/Xr6fTGKfcNZVavyNjV/n0AONYqEOAwPYV6H7Cg5PhiIHusz06sf8QhDkXHaBz3gAWP7nAZTLJE5PhA113tMZJv8F+efJzybIXHaDLvgW1nwABAhsXGDolXjjmLG6WesOFYtaOZBtz8pWs9mNZq+8k3X941DpreK8835Fw30/uvE5dTy+3QEfrnJd0W99izFUZPkz945j1l6na1dLYnqeufydPS/ZKdlV6JNYw4vzXdlXJ4wQIEFhxgaOzfv+ZDP0T7X/o/xZlMQSG/9lGgC7G9tCKCQWOTP27JY9NnpT0PGcvSk5I/jr50+T+SXdixz3MLVUXvugAXfhNpIEECBCYicAlM9cLkvOTSQ5LbWdpd8Y7AkG5SODeuWnHcF3emvQL0gOSln2S2yWvSIYPMY/JfWW1BR6Z1ev27pcM45bLp2I709tJvsxHF+1qfe84Wr+6vDv55aQXX2u5eHLzpB8o22ncOt3/VggQILDdBPq/4P8kwz7Dh3O/p+RTFktAB+hibQ+tITCWgA7QsZhUIkCAwMoJHJs16s71myZcs3budbqTJ5xu1avX5axk+MDS255jfOjM6e9fS3oKHmX1Bd6cVew2v8uEq/r60XSreC7QUrST88xkx7+T4QuEPt6Rs7+bKAQIENhOAntlZR+YdF+h74XfSh6f9ItUZfEEdIAu3jbRIgLrCugAXZdIBQIECKykwG9lrbqD/bQJ1+6o0XQfm3C67VD94Kzkw5N3Jd9O6nt+cnryhKSn3lG2h0BH7HT7X2PC1f3L0XQPmXC6Zaq+bxr7m0lHS/cDfp066vWDyZ8nV04UAgQIbCeBHmXafYW+HzavSY5MlMUV0AE6hW3Twz8UAgQIECBAgMCsBfYcLaA72pOUSetPMu9lr9uLFPQ0Ok1LO0SHi0xd+IAf20Zgs39fw/SrCNbD/Ht4e9PSv5NvJh0trRAgQGA7CfSL0T9O7pf0ff/jSb+gbgeoQmDlBS628mtoBQkQIECAAIFFEPjMqBHXmrAxQ/1h+gkn31bVh6u2bquVtrIXCnx65DD8vYzLcu1RxWH6cadb5nr9O9H5ucxbUNsJEJhUoP0+vb5Ijxb41aRHi7Qj9LqJzs8gKAQIEJiFgEPgZ6FqngQIEFh8gUuliT3stIdqX3aC5j4/dTsK9PcnmEZVAttNoBe66t9JD5Ebt3QkUM9/2fNh9r5CgAABAqsncNOs0vAZvP8n3pgctXqrufJr1P/v3X6uAr/ym9oKrpLA8OZ70iqtlHUhQIAAgbEEXppa3Xn7u7Fq77HHTVKvnaYdqXDVMadRjcB2FDgyK91DvduZ+ePJOOVvUql/jy8fp7I6BAgQILBUAv3i+fikI977Xv/J5NhEWU4BHaDLud20epsL6ADd5i8Aq0+AwLYW+JGs/beS7og/eh2JHsr76VHdv1inrqcJELjogj792+rpIq6zDsgj8nzrdgTocBj8OpN4mgABAgSWQKDn9rx38qWk7/P9cqwXfDsgUZZXQAfoAm27vdOWo0fZZ8J2/VLqPy75hQmnU305BXSALud202oCBAhMS+BumdEwGuE1uf8TSXfWh3KZ3Hlkcm7SHfeTk+5nKAQI7F6gfydvTvp307+fRyX9e1pbeijkq5PW6d/hPRKFAAECBFZD4MZZjXcmfY9v3pT0y2dl+QV0gC7QNrxc2jL8kV1+wnYNH3CeM+F0qi+ngA7Q5dxuWk2AAIFpCvx8ZvbVZNh3ODv3T0s+kvQQ3uHxF+T+/olCgMB4Avul2gnJ8DfUv6ePJv376t/Z8PjXct/ggyAoBAgQWAGBQ7MOT02GfageCeALrhXYsGtWQQfoGox5391oB2g/1FyQdGes5wVTVl9AB+jqb2NrSIAAgXEELp1Kf5acmQydMr3tIbmvSm6TKAQIbEzg1pnslUn/ntb+ffUccD0Usn9/CgECBAgsv0A7Os9K+l7fvpV2hB6UKKsloAN0Ctvz4huYxy9mmsN3mO7gNb/fJ/e/vub3Xd3dN0/cMRna8J+7quhxAgQIECBAYOUEem6qR4xyhdz2y9RvJB210CvFKwQIXCRwvdzcPbll0n3wdmp+Inld8vdJR3PuWN6aB5rub1856YfhfkD+fKIQIECAwPIL3CCrcHzyU6NV6Xv+AxP9KiMQNwSmIfBLmcnab5Kndf+YaTTOPBZewAjQhd9EGkiAAAECBAgsgMAhacPzk+GcuTvb5+4XCfdfgLZqAgECBAhsjUD/Nzwp+W7S/wv9YuveibLaAkaAznH7vjHL3tlO2EYf+5M5rotFb62ADtCt9bY0AgQIECBAYPkEOiK6o3i6b90Rn89Ibp8clXRE6K8kb06Gfe8e8qgQIECAwGoLdDDa55K+97cD9PikHaLK6gvoAJ3CNh4OP590Vr+aCW67ZqL+0T1t9PuDc7uzQ3HWVL/wD7aHt/VQt+7cnZkoBAgQIECAAAECBLa7QPfPT0quk5yR/ELy8WRteV9+6YehHhr/3OS3k48lf5UoBAgQILBaAtfO6rSz8zaj1XpHbn8zOX30uxsCBLZQoN9SD99AT3oV+C1spkUtgIARoAuwETSBAAECBAgQWFiBB6Rl3a8+M7lMsl7p+flbv+fg7z65QoAAAQKrIXBgVuOJyflJ3+e/mPS0J3smyvYSMAJ0gbb3AWlLv3luel8hsCsBHaC7kvE4AQIECBAgQGCPPT4chH7QbcfmuKUjRjvN7487gXoECBAgsNACHf3/6aTv7d9L/ia5ZKJsTwEdoNtzu1vrJRfQAbrkG1DzCRAgQIAAgZkJ/Ejm3A+7X0guNsFS7jCa7t8nmEZVAgQIEFg8gWukSW9I+r+gOSX5sUTZ3gI6QKew/Td6DtD1Ft0h2Z33BTtU7Lkr7pQcnXwl6bfVr0j6h60QIECAAAECBAgQ2M4C/eDb0o7MXv193PKuUcVh+nGnU48AAQIEFkNg/zTjEcmjkn2SLycd1f/MZJL/B6muECCwM4Fpd4AenoX0vEX3HN32avFD+enceX2y1/BAbn8lOSG515rH3CVAgAABAgQILLPAkWn8sclNkssmX00+kPRL33cnCoFdCRw8eqLn85yk9MKiHVBwUNKBCFs5uKDLu1VyTHJU0nPWdQRrL9Lx8uSLiUKAAAECuxboILFe5OjIpO/fz08elnwpUQgQWECBfdOm9yb9g/1/7J0HmCxVtbaBQ1JyznCIggpiAEGEQxAFI4IoKlHMmK7hmgUJoiKoKBhRkl7kCgZAEBQwYQABRZDMkSQIKJIk3/99PbV/m6FnumqmZ6bDt57nm6quWqv2rndX11St2rtavQUVW4UZv7xl3cjpu4tjpgNPIEPgB76Js4MhEAIhMLQEfDfX19HDaOS1Tvl8Fusc5hwLgXYEtmahx8ov2q0cY9mqVdzNY/hMxqrnsFGT+uX4Hjm9j3WfQPZmioVACIRACDyWwBp8PBWVc6fn000e65JPIfBvAhkC32MHwqHUp3xx7aJtT9BiBzFT1l3E/GZoG1SSYd4oPAXFBp9AafOTB39Xs4chEAIhEAJDRGB19rX8eM0DzB+P9kDboleiw9EdyOuhfyKvg2IhMJLA4ix4sNKSI1eO8fnNrPPY+t4YPt1etScbtK6Wez0y0bkjegF6I/oh8p7A9b9C7lssBEIgBEJgrrnsPPYh9C/kOdKRIu9CM1AsBNoRSAK0HZVpWuYX9X7kl9cE19NRq13DB9ep1nX2lPAmwOWtCVM+xgaUQBKgA9qw2a0QCIEQGGICi7DvlyKvZy5Aa6J2ZgLo20i/u9CTUSwERhIovYE+PXLFKJ8XZHm51t5lFJ9uLzaxX3o6W09v5tvZRiy8DnnMn4lycw+EWAiEwFAT8Px5NfK8qLwuWA7FQmAsAkmAjkVnitetQ3nlC7zziLKf1LLu8hHr/HhUtf4rbdZl0eARSAJ08No0exQCIRACw07gUwDwOugPyHcwdjJ7h+r/s06OWT+UBJ7BXttz8hH0sg4ETCh+C5Xjb54O/t1YbbJzNrLMfVEnWxmHvyL99+7knPUhEAIhMKAEfFWJoyA9F6pL0OYoFgJ1CCQBWofSFPnsQDl+iX0SbO+GVrMrd/mSf7Z1RTX/0Wr979qsy6LBI5AE6OC1afYoBEIgBIaZgAlP33Nowqp1lMtYTOwxeivy+ui5Yzlm3dAS8FeAy7X1x5j314FH2tossFelfvYonqrXSe1VlelrreZGdcwOEtbzmjrO8QmBEAiBASIwP/vyPnQvKufr/2a+2z9IzSZjA0wgCdAeatx3UBe/zH9pU6cfV+tcv12b9ftX633hb2zwCSQBOvhtnD0MgRAIgWEisBM76zXOuQ13+pNV3GcaxsV9eAjsy66aWPf4+gf6DvK4+Ryy97AdD1x3C9oUTZX5bk/LfV2DAk2U3lTFbdAgLq4hEAIh0M8EnkflHQXrOVP9L1oRxUKgKYEkQJsSm0T/Hdm2X2hf4ttqPq0uL/Z12u7p9YksN/b7KDb4BJIAHfw2zh6GQAiEwDARsHee1zE+0G1i2+Ns3OlNguI7dAS2YI/PQx4rI+X797+MlkNTaVdTmHVZq2GhJ1RxuzSMi3sIhEAI9BuBlahweT2J58s/o637bSdS354ikARoF5qjW92uvRDSFkQ+5fiJH7BXIZdp56B//XvuP39WZ3aH6uN1/1mcuRAIgRAIgRAIgRDoCQImebZDM5HD2G5G9r77LbJ33pJIu2POpPbfv1ee/iBkLARGI/BzVjwHec3su+JWQCY+vW4+G92DptrGe8yX70iJn+p6p7wQCIEQmGwC5lf2QQciX5HjsPeDkT8W9xCKhUAITCMBv6DdMF/g61ON9dBR6O3IL/xhqJgZ61ZzqM7xaL5q4TGtKzMfAiEQAiEQAiEQAtNIYH3Kdnj680epw1Us/wC6rVq/3Ch+oy0u/reP5pDlIdBCwIRnr3QW8Jg1ce8x7ND8ulaO+fKdqRsXvxAIgRDoBwKzqOQR6ClVZX/I9G3ohupzJiEQAgNEwOEs/zeK7Clhr4li5zLT6vuDsiLTgSfw+6rtTx74Pc0OhkAIhEAI9CuBV1Jxf9jIa5U70bHoPcgHvL5/8VpUrmO8hnHeHqFN7PM4G2cvkVgI9BOB8voqeznVtRk4mvj0mF+nblD8QiAEQqAPCCxPHb+JPL8pH5C+AMVCoJsEMgS+mzS7tK092M6DqHz5nV6GfErcauVmwfWnoEVaV2Z+oAkkATrQzZudC4EQCIG+J7ANe+AwNa9RvooWRyPNZM5bkEOR9ftXNZ3FtI4tjdM/kbFPrxMQnxDoIQKvoi4eu97kl5Fcnar3hirGUWOxEAiBEBgEAl4LvBWV/+c+OP04WgDFQqDbBJIA7TbRLm3PdxPZG/QD6NloHjTSPDHYJfy1qN36kf75PDgEkgAdnLbMnoRACITAoBF4Ajt0EzK5U6dn5tb4lWSpMdehZdFY5uuHzkD6ey0UC4F+I+BN/6XIY/jIGpV/Mj4lQfCKGv5xCYEQCIFeJ+C7mS9GngfVj9BMFAuBySKQBOhkkc12Q2ASCSQBOolws+kQCIEQCIEJEXgH0d7IOJx97ppbMlFqjD9q5NTh8b7nvJ3NZKE/XKPfLWgVFAuBfiTwLCptbyeP5W+hpVA7exkL70D6fbudQ5aFQAiEQB8RWIa6OjrkUVT+57+kj+qfqvYvgSRA+7ftUvMhJpAE6BA3fnY9BEIgBHqcwM+pnzc0OzWop79obS9QXwF0PjJenYs+hPZC70YnoQeQ625EGfoOhFhfE9ie2t+FPKbt4Xksejt6HdofXYjK98F3vy+IYiEQAiHQjwTmodKvR+Vhp6/A+QRy5EgsBKaCQBKgU0F5gmX4hMTu4XsgfwGt2JrM5CKo0BiuaRKgw9Xe2dsQCIEQ6CcC91BZEzaLNqz0b6q4WUz3Q3dXn0vyp0wfYfk30fIoFgKDQOBJ7MQpqBzjI6e3ss4fS6rboxrXWAiEQAj0FIGNqE3rA87T+bxWT9UwlRkGAkmAdqGV5+3CNtptYhcWfhKt1rLyDua/WH1+L1N7V/jeoIOQPSdiIRACIRACIRACITBdBOzFsRDyB43s1dbEbqmc/cGk/dChyN5xz0DLojvR5chE0V9RLAQGhcAV7MhLkMmAFyE7Ofg98jg/D/0U2fM5FgJTQWApCtkCrYweRtejnyEfbsVCoCmBJQmwN/tbkD1Ab0DmMU5EsRAIgRCYa3UY/AKNfPrr59tb+PjUpPicyrw3HbHhIJAeoMPRztnLEAiBEOhHAg5p8/qk6SiVn1dx3njHQiAEQiAEppaAP7T1fWTSs9xjlqnn9W8gk6KxEKhDwB7re6DbkMeRr7g5BPlwJxYC00UgPUCni/wo5dqb9Heo/LOx94SJzrOqZa0J0K+2+On/TRQbDgJJgA5HO2cvQyAEQqAfCVxEpb0ueV6DyvsQ917kDyIs1yAuriEQAiEQAhMnsCebKO9XNtl5BjocOdLQh1MlKeq7G5uc23GPDSEB38/9a1RyGvZiX3cIOWSXe49AEqA91iYHUJ9yojiKebuMa3sjl7cmQF2+MboZuc5/TGuj2OATSAJ08Ns4exgCIRAC/UpgPyrudckPGuzAPlXMrxrExDUEQiAEQmDiBHZhE+X+88vML91mk45Q9JyunwnSTVEsBEYSWIwFn0UlYX4T87uOdMrnEJhGAkmATiP8kUXb+9N3ZvmPxaduviOj2GgJUNc7XKGcZD5VAjIdaAJJgA5082bnQiAEQqCvCfjjjY5g8Xpmtxp74g/A+H5P/V9Swz8uIRACIRAC3SGwIpux973n33d22KRDmr9Y+f6FadPXnHTYfFb3OYHXUH/f5e2x5G+TfB4tgmIh0EsEkgDtodZ4KnXxhKGeMqJeYyVAdT0JGfc9P8QGnkASoAPfxNnBEAiBEOhrAuW6xZugt6PWh7qtO7Y5H/yhF69hvtO6IvMhEAIhEAKTTuAISvD8W/cHaWbge0EV0ylhiltsCAiYwyjv8PZYct5lsRDoRQJJgPZQq9g93JOGvSZG3iiUG4nbR6nvvlXsH0ZZn8WDRSAJ0MFqz+xNCIRACAwigXJt4rXNH9H70PPRlsjrmtOQ69SZKD/mCIRYCIRACEwRAe83/4Y8BzuisK7tgKMxvuMxNrwEFmHXP4180OnxYO/PvVAsBHqZQBKgPdQ6YyU5x1rnLnwGeeI5zw+xgSeQBOjAN3F2MARCIAQGgsDL2YvrkNco7XQPy/dFM1AsBEIgBEJg6gisQ1Gel69rWKQPq3z9msq5uyG8AXF/Bfvh+z09fjwO/LGsxVAsBHqdwHFU0OPWzoexcRLw3Z3dsNJ7cyk2tgq6ocFGn1n5/qlBTFxDIARCIARCIARCYDIJ+GqeH6HtK81kOj+6Gf0Muf42FAuBQSPgcb4+Wh7dh65B16NOtioOa6KFkK+HuAQ9iHrFnkhFHN66HPonugpZz1j/EfDY1Oocl3M85/z1Nys8bxu/DLLnX2w4CKzLbvrahK2r3bUX8FvRxdXnTEIgBEKgNoEF8fQJihnpr4+I2rta3m4I/HbVOuPeMSIuHweTQHqADma7Zq9CIARCIARCIAT6m8BMqv9NVH4IzOvzIpOZr0czUKv5+XXIV0UU3zJ1O0ej1dF0mr9PcCIymVvq5vRR9Du0M4r1F4FnUF3b0PuKpnY3AcYu3DQw/n1JwAcyByIfxtjuJsDfiOZGsRDoJwLHUVmP4fQA7ZFW88LCBlHvQ/MgbbQE6Fas86mr/veiNVBs8AkkATr4bZw9DIEQCIEQCIEQ6C8Cu1Fde8eVa3kTnqeis9HfW5afx3zpfWdPyl+1rNNPf+OML9u6n/k90HTYeyi0dNJ4hPkL0Q+RvbhLIsx6noYWRbH+ILAE1bQ9PWZNcNW19XC0vdPzsy6x/vZ7GdW/HtnmHi921FoSxUKgHwkkAdpjrbYU9XFYmCcY5RPVD6MvVJ/vYLoh2gu1Jkv1fSeKDQeBJECHo52zlyEQAiEQAiEQAv1BwB6c5fr9WOZXH1FtX5llL8nZSL8r0Wro8urzX5i+Co18tdZMlh2NyrbtQTqV9hEKs2x7eh6OSuKW2X/bAvy1o8bfkH6/QS6L9QeBn1NN2+3NDap7WBVjIiw2uATWZtfOQOXccz7zGw3u7mbPhoRAEqA92NDbUqfWp6nlpDPW1Ceuc/fgvqRKk0MgCdDJ4ZqthkAIhEAIhEAIhEBTAvaIewB5rb5Ph+ClWV+u426oYi5iukyHuLdUvg5BfUoH326tnsWGTHza+3OnDhtdjfXXIBl8voNvVvcOgfKL7rdRJduwkz0bB491ewKu38k56/uSwBOo9b7IXud+n+2V/jY0D4qFQL8TSAK0R1twRerl02MvOjzxjCaHv++OkvwEwhBZuXA+eYj2ObsaAiEQAiEQAiEQAr1I4CQq5bX6V2pWbmX87q1ifKfmqjXjjqxivl/Tf6Ju9uZ0vz5Wc0Mb4Gey1CTtyB6wNTcRt2kg4OsWbGd/0Mpk/mg2ixUmSvW1F2hs8Ahszy5dh2xj8xDHIB/axEJgUAgkAdrjLelw97eizyL/Of0WnYD2R7uiRVFs+AgkATp8bZ49DoEQCIEQCIEQ6D0Ci1MlE35q2QbVOx9fkwxe09U1ExH2vnsI+f7GyTSHv1o/f4DVHmF1zQ4cxn2wbkD8pp2A95PlePT4+hLaBq2CZqIXI+8/TYjZtibgZ6DY4BDwgYXv9bV9lb3SN0WxEBg0AkmADlqLZn+GgkASoEPRzNnJEAiBEAiBEAiBHidgjykTBuc0rOcVVdzVDeN+UsWZlJpMewMbd7+Ob1jIDlWc7w6M9Q8Bk9xfQfbgtd3byR9L2g9lKDQQBsR8X+8HkT3RbfM70X+hJLiBEBtIAkmAdqFZR76sfLybnI/Azapgfx3SJ8l1bWccn4z+gHwqFwuBEAiBEAiBEAiBEJh8AgtSxIpobuQPWZokiPUugRWo2vroLuR180TbayW2oTVNZPrDp1rTX1O2nG1QKddtTIZ5TGtN98v3gGolfs6n/O11An4P3oQ+h3ZFWyOPMd/1+Rd0JrJ3740oNhgEtmM3/KHltardsZfvu9Ct1edMQiAEQqAtgW4lQL0AOqcqwYuzW9qW1n7hUSxeBH0NJQHanlGWhkAIhEAIhEAIhEA3CJjsfA16Pdocld4yDhH9NfomOhqZPIhNPwGHi5u8MXHYOpzbHk/+evnh6BNoPPZgFTR/w+AS91DDOHtsaQ/MmUza31K/pvtV/Ev8pFUwG54UAn9mqx+elC1no71CYBUq8hn0yqpClzL1lXs/rz5nEgIhEAJjEuhWAnTMQsZY6YVcuZgrT5PHcM+qaSLgcbIGmqcL5dvbJBYCIRACIRACITD1BOwV9V20SVW0CSx7SJlM88Zys0pvZ7ojuhbFpo/AnhT9NVSu120n28zrMRPXy6GD0D7oWeivqInNrpyf1iQI338gOzz8vWHcBpX/7IZxTd3L9pvu11TVr+n+xD8Ehp2Ao03fifZDC6F70IHoUPQwioVACIRALQLlgqqWc+XkBfGKIwLswVlsL2buLh/GmPoUeHtU6uATnFhvEjiKau3e5ap54RwLgRAIgRAIgRCYGgJeu/0GrYyuR/shk6Hlmu2JzO+APo5MHP0WmSi9BsWmnsBbKPIIZI/de9Gn0SGoDHtft1r2Iqa2rcO9Z6LbUF2zx+8/ke2tHFZfx0rCwWRsXXsqjs9AHm/n1Q0ap99ZxD2CynD7m2puZ4/KL+8ArQksbiEwBQT8Hn8Rec7TTkLvQDf7IRYCIRACk01gZwrwCXS35QVcrDcJOLTgMuTQkonKC3ePnZ+gWAiEQAiEQAiEwOQTMIlm0sn/vz9HDqsezRZmxelI30tQeVDNbGyKCKxFOSbwbAOvv8rQcWYfZ5uxxCHl+o4nWf2ZKtbjok5bz8LP1yUUbcV8J3O75yLr+Fk0FfY/FGJ5/1uzsF0q/9uZLlozJm4hEAKTR8AHO8cjv8fqcmQyNBYCw0rgOHbc78KuwwpgOvf7zAp+OSFNdHrwdO5Myp5SAr+vjp2Tp7TUFBYCIRACIRACw0ugJHduAMGSNTCYBL0CeX335hr+cekugQvYnOzvQDNqbPp5+JSE5G41/FtdPB5uRJZ3AloQjWYmW00Q6nt2NbWOm6PRzO19Gxljj62l0FTY6hRyJ7LcL6CxOL6E9fay1fcNKBYCITB9BHxgYg/Pu5DfSb+bH0Hzo1gIDDOBJECnsfVXpew9W+RJyhOUemfL8j1Hmd+D5a9C9vqciWLDQyAJ0OFp6+xpCIRACIRAbxBw1IXXaK9vUJ1XVDEm42JTR8DenqX3504Niv0NvraxvXabmu8PdSi88Veh16FlkGbi0PVfQg8hfU5C86ATq88u/wraCJVEo/F7oSuRMSYzNkZTadtR2P3I8i9GPghYHGm+U/C56FvI5LE+DrONhUAITB+BLSjac5jfR/VDZN4hFgIhMNdcSYD20FGwHHUpJ6rle6heqUrvEUgCtPfaJDUKgRAIgRAYXAImekxQqcUa7KaJuHuQ13djDZlvsMm41iCwJz4yN3HXxEzuGedw+PHYegS1Jh7c1n2oJGP97DH0SWTyU3P6CeRy1yv9jSufnf4JPQVNh21Codeh1vp4XJekp8v/hd6LYiEQAtNDwFzCN1D5nl7FvA8wYiEQAv8hkATof1hM+5wvzrfnp3I+FgKjEUgCdDQyWR4CIRACIRAC3SewCpv0pvL6cWzaH8UxdoNxxPZriAnjpmbM3E2D8G9X1qdZLvMbGm7P5LZxJvbGa/be3A39CJUeoQ8zfzX6PFoHtbO1Wfg5ZNJCf+th/Olod+R2p9McOvtmdDYqSf0Hmb8MmdBdGcVCIASmnoDnBn/wrbyuwocR+yMfwMVCIAQeS+A4Pvr/ddfHLs6nEAiBXiaQBGgvt07qFgIhEAIhMGgEVmWHvGD+yzh2bBgSoEvB5SPofFSSY/9g/qfIG/PRbsQ/xrrZyITfo5XsfSmzHVA7s5fTx9FFyPfa2S53oB+jvZEJ0c8gl9+AmtgiOBtnXbplT2BDpbdn3W3q3+udIRaijuNJWNdlEL8QCIHOBDbFxXOh5y3lA5PVUSwEQqA9gSRA23PpmaVeAD0b7YH+G30Q7YW2RnmJMRCG1JIAHdKGz26HQAiEQAhMCwGvuRyirBZtUAPj7kbemPpDOYNoXpeWnkflJtyegWXe6Wy0BSr2NGb+jlp9SgK0LPPzH5GJtmL7MFN4Fr+RZdmDcn/kentCNbGdcTbOJGwsBEIgBHqVwNJU7CvI86TnrOvQS1EsBEJgbAJJgI7NZ9rWLk7Jh6JbkSe1dnJYzLFoNRQbLgJJgA5Xe2dvQyAEQiAEpp/A2VTB6zETfnXt5Tgac2HdgD7z+1i1f+7jqcj3zS2MNG/QX43cd9ebqLRX52bIHp8u812Xp6BZaAayt+RrkD2ayo39HcybBD0EGaNOQv5qe+kluSzzu6M/Ideb+CzxTZIC51XxlzKNhUAIhECvEbBz1N7I86LnOt9zfDDy3BkLgRDoTCAJ0M6Mptxjc0q8DZWLvE5Th/94IowND4EkQIenrbOnIRACIRACvUHgtVTDa7LZaDHUyUzO+X5EY+y5OGhWkrv2it1jjJ3zhr0kL+9h3uSkTP6B1kCj2StZURKlNzBvjDf7r0Cj2bysOBLpa72cek09N+pks3AoSdM9OzlnfQiEQAhMMYFnUd7vkOc19WPku4NjIRAC9QkkAVqf1ZR4rk8prcOIvNDzKbcXjm9Hb0GfQMcjL+jKCdAn6F6IxoaDQBKgw9HO2csQCIEQCIHeIWAir9x8ns38WElQk5/2bPQ6zSRoux/qYXHf2gLUfDZy/7w+rWNH41SuWx1ivkKNIIekm5Qsick9asSY7PTa2bJKnEPpZ6DRbGNWeM1tzHWjOWV5CIRACEwDgSUo8wvI+33PUT4QehWKhUAINCeQBGhzZpMacQZb98SmvopWQqPZQqx4HyoXbCZOFxnNOcsHikASoAPVnNmZEAiBEAiBPiGwCvW8GXmddi2yV6jJzmImBndCf0b63IHWQYNmO7JD7t8fUJ3ele7/UqgkJD/ngpomZ8tyxFNd8/rZ62MTBqXMfzL/XtSajF6Vzyeikli4j/nlUCwEQiAEppuA59bdUen05GtE/IE3cwCxEAiB8RFIAnR83CYlygtkL/DUNxqUsEdL3H81iItr/xJIArR/2y41D4EQCIEQ6G8CJs3K/2Gv2RzSbcLzUmSSrlzL+XkQk5/s1lxfq/bzPX6oabPwK2zeWjNGt19WcQ6Hb2Kn4mx5R6EylN7PjyLbzF6ozpc6+d592zYWAiEQAtNNYEMqcB4q56ezmV9vuiuV8kNgAAgkAdqFRnRIVDdsg2ojPoV+Z4MNHoOvF4faVnMm+RsCIRACIRACIRACITAJBK5nmw6Zfh3yBnV+tC56MvKHKM5HJvi8gb0SDaLNrHbKHqB17Zktjk0SjaXHptfb9rCtaxdXjtcytUfoWcikp72qFkS2m2Yv3QOQPT9t21gIhEAITBcBX61yGLoAbYr+inZHWyMftMVCIARCYNoJ+ML1btjy1UYuYXp3ww3+Cv/notUbxsU9BEIgBEIgBEIgBHqRwDZUamf0DLQsuhNdjn6AvoseQtNlPqw+Ey2DHJa4GjJB9xfk8tPRdNaP4v/9zssdmKqnoCXR7cik5UnIOtq7aDxmAlFzmHldW7jFscS3LBp1tiQ9TVw+EZnErGPFz3h7dz6/ClqLqZ0OPJ4uQv9A3TaTvbugzdAKyJ7B16DT0P+gptf5hIxqm7DGsp6Nlkf3oKuQPWBPQA7rn05bisJfi7ZDM5HtcTP6Gfo2ugzFQiAE5prr1UD4LFoO2Wv9C+jDqJvnCzYXC4EQCIHeILAF1fBC9JZxVOfwKvb744hNSP8RKEPvTu6/qqfGIRACIRACITAmARNUP0dl6F+76dWsN0E6HWai8+PIxFK7urnM5NshqPReZHZKbVNKuxSNVj+X/w49FY3HvkOQ29ijQfDOVYxx72sQ94sq7tEGMboejSzrzWiqzGTf/yLLHU1/Y91uaKJmsvMUNFo5Lr8JvQJNl72Dgk00j1ZHHyR8HS2EYiEwrAR8QOUDgfI98Zy3/rDCyH6HwCQTOI7t+13bdZLLyeZrEHDYlL0IbBCToXXNC/FLkHHvrRsUv74mkARoXzdfKh8CIRACITAKgY1ZfgfymsZeex9D9nBbDW2I9kF/Qq63h8yeaCrNhGZJOpmQOxHtgNZBJm5fjI5F1s06noO8vptK24nCTMBavj0B34XsRbsaku8H0I3I9XehrVBTsx2M/36DQDnIzLh3N4i7uIox4VzXSq9Py3py3aAJ+q1KvL08LfMedCjaEs1EJjj2QD9HrlcHofGax9sNyO3ciT6JNkczkUntvdFvUCnLNp9qM7FZyv8R869C66E10LboS+h+pI9tvCSKhcAwEbBX/KfQQ8jvwa3odSgWAiEweQSSAJ08tuPa8leJ8gT4V+SFVB07GCdj/o5WqxMQn74nkARo3zdhdiAEQiAEQmAEgRX47PWP1zSOcFgEtbMZLPw40s8bxy3QVNkRFGS59uIz4TSaPYsVJUH1rdGcJmG5ic5/Iet4GDJh285MRh6L9PP60aRUE1seZxOSJjQ3qRn4VvwsT91UM8ZjoiSTna5fM+79+FnOhTX9J+q2IBsoidrfMr/SGBvci3UlQe18U/N7cTly/85Fy6LRzER1Sa7YA3eq7EMUZP3uRi8bo1ATuZchfc9G86BYCAwDAR9UeR702LcntA8EFkexEAiBySWQBOjk8m28dS/qv488GfpOoo+hRVE7ezoLi68Xhc9r55RlA0kgCdCBbNbsVAiEQAgMNYFvsPde/5yFvB7qZJ/AQf9L0FQkTp5JOSb8TDA638nWxeGfyDpu3cm5S+t/VZV3ZI3tzY3PSZX/yTX8R7ocVMWa6O2UQN0Kn5KYlaFMzkZj2RKsNNGsb0kYXs38ymgssxduSfptO5ZjF9c5pN96mphcrMZ2d6v8TT43TXocUMVexPSJqJOV3ro341jHv9P2Oq1fFYf7kUmdF3RyZr1J7pIIkkssBAaZwJPYuZ8gzxfq18h7+lgIhMDUEDiOYvzu7To1xaWUsQh4AfRddCoqJ0WnXsTNRj9DJjzPR3aRb/V5mM+3j6HfsS42OASSAB2ctsyehEAIhEAIzDXX0kDwWsZE1+o1gcyH3zXI66Hta8ZyfGbJAABAAElEQVRMxO1bVVkHN9hI6Yl4WoOY8bpuWtXvr0wXqrmR5fBzuLYM63Ivm5b/ucjYO9Ab0Pyo1by23R+VVzwdzvyBqCRBHYrf7gG+Q+TtYeq2TaSZQPVa1s+3oN2R5bfaUnz4NPI40s9ypsLmphCZW+Y2DQo8s4pxX+ua+3wnsqyN6wbh9+sq5vUNYsbrahtYv2MbbMAbUWMubhAT1xDoJwJPpLI+vCgPc7xvfxPy/BELgRCYOgJJgE4d644leRHqP//J0FUdS49DPxFIArSfWit1DYEQCIEQ6ETAnl9e//gQuIl9BGfj6vR4bLLdkb7epDoyx7JmorpmUs6EnD3iHHY+mVZ6xH6mYSHH4+9+vb1hnO4Lo+8h49Vd6Kfof9GvUEl8uu5gNA/SDkIlCeo6e4fehHzAX3pvutxkwXZIM5n6Y+RyZXuchb6LTPCVOLfrcTFVthEFWR+T8U1sJ5yNO7tB0NZVjL0/m9heOFvWD5oEjdP3sqqszRrEtyZ2V2kQF9cQ6AcCL6WSf0F+Bz0/HYWWRLEQCIGpJ5AE6NQzH7XEZVhzwyTpF6OWmhX9SCAJ0H5stdQ5BEIgBEJgNAL2EvTm8KOjOYyyfNsqzt50k2nLsnHrZ4KuqV1BgLHrNA1s6H9iVc7ODeNMfFq/wxvGtbqbzHOEkttplUnJM9AmaKQ9kwUmy1oToSW2xDkMvtVMRL8G2VOw+JapydIfoqkeTmp9rMO3URNbGWfjvPava/YYM+bLdQMqvydXcZc2jGvqbvuY9LZNTWo2MRPB7ttWTYLiGwI9TGAt6nY68rhWF6CNUSwEQmD6CCQB2gX283ZhG27iNjQTPYJiIRACIRACIRACITAsBBapdvTuhjtc/Et8w/Da7mX7pbzagTiWmLKNJrFNfMv2S3l1Y4t/ia8b1+p3Eh/USsh3n5q4/Bu6BNlTs539noUm5uwZ+ypkgtiesvZuPAW1M5MIJhrVqsiYxZCJ6T+iu9BUW+FWONYtv/iX+DpxxbfE1onRp/iX+LpxTf0WIMDEp+1oEruJTVUdm9QpviEwHgILEvTf6EPI74TnwH3REciHA7EQCIEQ6GsC3UqA+tT098gnwcegk5AXerEQCIEQCIEQCIEQGGQCvtdRazr8tfiPp2fmnBLr/S3bXwF3r/sc1l7X7OmnlW3M+dT9v2X7hUndEop/aYO6ce38bmKhamIOfz+6SUDlez1TNd1WuBWOdetT/Et8nbjiW2LrxOhT/MsxUjeuqZ+JT5PQ/oCr7/W9HdW1qapj3frELwTGQ2A7go5EqyPv4+1t9h5kR6dYCIRACIRAC4EtmPdEqa5uWZ7ZEBhJwES5x8l4frV15LbyOQRCIARCIASmm8CWVMD/aw6JbmLfxNm4DzQJGqfvn6qytmkQ/8wqxofbk21vpgBZfK9hQb4/07gdGsbFfQ4Bk+L26vLHpBaas6jWX3uIyd1OD3VtbRyNMbE4f90g/A5Exn2hQcx4XX9clbV7gw2siK8M70VPaBAX1xDoFQIzqYjv2PV7pnxNx2YoFgIh0FsEfCjhd3TX3qrWcNbmLVVj2CCfH04E2euaBJIArQkqbiEQAiEQAn1BYAa1tOeg10B132G5Jr6+9/ERtBaabPsoBVi/c5GjdupYuSE+tI7zBH2WJ94eePJ4Ws1tbYuf+/R39MSaMXF7PIFzWSTHjz1+Vdsli7D0r8iYF7b1GH3hhVXcu0Z3ecyapfhk+1rWcx+zZnI+vK4qy4cZ89Uswh5z1u+Emv5xC4FeIeAQdx/A3Yc8hv+J3o38nxYLgRDoPQJJgPZQm8yiLp441dEoFgKjEUgCdDQyWR4CIRACIdCvBF5Pxb0GMlnjuyHHssVZaQ8b/Y8ay7GL6xZlW39DlmmPuk72Xhz0dUjwsp2cu7TeRKtlXok6lekQzZKEs66x8RPYnFC5+97L53fYjEnBHyL9f9XBt93q7atYXx3QKaG5ID4/qfzPYDoVNi+FXIHcP7+b86Cx7DWsLOzWHcsx60Kgxwj4Xfdc6/GrTOD7ICoWAiHQuwSSAO2htvFJ0bXIE6gvS14VxUKgHYEkQNtRybIQCIEQCIF+JmCvyu8ir4PuRHugdsmTLVleEix/Zn4xNFW2LQU9jKzj8WgFNNKWZsFXkD4O690JTZU5fNhfGrbs2Wg71M5eycKSzD2T+fRWakep2bKDcJf7g+j9yJ5hI+2pLPgl0s9h7Gug8djhBLkNk6DvRCZVR9ozWHA+0u9mtCKaKns6BTmc3bJPQ+32016wByO/I/q9DcVCoB8IrEwlTXZ63KpL0SwUC4EQ6H0CSYD2WBvNpD6/Q55M7ULv8JZNkMNXYiFQCCQBWkhkGgIhEAIhMEgETOC13ljeyGffkWii5MvoT6jcdPq/0BvRqbaXU+A9yHo8gOxZdxg6FJ2KTEq57n60G5pqW4YCS5LNepgs/iqS4TfQbFQYWl8TUbGJEzCB/0lU2N7BvMfyp5Dv3vw1Ksm+65nfEI3XTFi7zVKWP7DybWT5R6CS+HT91Wg9NNU2iwKtl3XwocG56PPo0+hkZM9o1z2C3oNiIdDrBHzQ4LFazv93M/8BNC+KhUAI9AeBJEB7qJ0cWvV19E1k8tOLglbZG8IbgbH0btbHBp+AN30eG15AxkIgBEIgBEJg0Ai8hh26ErVeB5V5e859EC2IpsvWouATkUOeS73K1ITOD9GT0XSZN+o+RL8FlXq1TmezfG/Urocti2MTILANsaUzQytz5+9Fn0VLom7Yi9jIRWhkOX42wWjSeyp7SFPcY8xep97b+DCgXR3PZvmzUSwEep3AVlTwMlSO45OYX6nXK536hUAIPI5AEqCPQ9J8gU98u2HLsREvVCdi+xH88YlsILF9QcAE6DPQ99COfVHjVDIEQiAEQmAQCJh0NMGzEfK6xSSLPQx/hMa6hlmH9duhmWh+dDP6GSq94ph9nD2RJW9Aluf7LP+BTPbYi+xW1Au2JJXYCq2K5kY+pD4X/Q31gpng3BQ9BVlXk8cXo/Igldmu2dJs6YXI3oZLIBlciM5E96FhszXZ4eegFZD7fw06F9lDeDTzOJKhsQshv1PnIb8rJttHsyexYhO0PLJXmr0+jXkA9YItQiX8nsxEC6Cb0M+R35dYCPQyAb+/n0a7VpX0wZyvazir+pxJCIRAfxE4jur6fXaEzvH9VfXBq60X9w4VmYjeN3hYskdtCJQbl/QAbQMni0IgBEIgBLpOYAZbfDe6A5UeMK1Tez0ejbxZbLUN+PAT1OrbOm+i5hWtAczPjz6E2o2GMdZE0JfRMig2/QRMfH4J2S6tbVvmbccPI9s11p6ACc+TUGE2cnoz617fPjRLQyAEJoHAvGzz7ciHfH4f7b39UZTzGBBiIdDHBEyA+p0uDzX6eFdS9RAYHgJJgA5PW2dPQyAEQmC6CSxKBezFV5Iy5zN/AHozej/6PrKnmev/iuwdqu2C7O3mcntvHo3+C+2DDkP2iCvb/ALz9lZcCv2iZfl5zH8cvQl9AJ2KHkTG/QWtj2LTR+CpFD0b2R4mQE9DtpPttR+y/Uob/5J5k6WxxxLYlo9+P+R0DzoBvRe9BX0S/QkVht9hfgEUC4EQmDwCz2XTf0Tle3cK86tNXnHZcgiEwBQSSAJ0CmGnqBDoFoEkQLtFMtsJgRAIgRAYi8AMVp6OvBH8K3oBamfeHJ6F9HOYtUOLHq4+21tzMTTSTHiaKCtJ0k8x77BYt2FycxZqZ2uzsCRJb2J+xXZOWTbpBOzteyOyvX6F1kHtbAsWzkb6mQRNDyogVPZ0pvYsk83/ouVQO3slC/0tAP2OaeeQZSEQAhMm4GjMo5DfM+UIBV9JEQuBEBgcAkmADk5bZk+GiEASoEPU2NnVEAiBEJhGAvZC80bwVrRah3qYLP0B0v/+aro/0062FQ6lV6ex16ORQ+lHbsMk2k+Q/t8buTKfp4TAdylF/v6QTaek5vL4zEb6fxDF5vR4Lr3Mvl4DiK+TKMNxd6jhH5cQCIF6BHwY54iG0hPbh3IHoAVRLARCYLAIJAE6WO2ZvRkSAkmADklDZzdDIARCYBoJeFN4MzJpVTfhsji+DuM1xqG7c6M69gmcjFFb1wnAx95y/uCLMU9Dsakj4KsH5G5bm9ysY1viZIw9GZNYmPPuW3n4KohOCWRc/m0maYy5eM7H/A2BEJgggU2IvxD5vVJnoDVQLARCYDAJJAE6mO2avRpwAkmADngDZ/dCIARCoAcIPJc6eEN4RcO6XF/F+d60uuYQX8t6FLUbLj/adr5Qxe0/mkOWTwqB/diq7XVkw63/top7ccO4QXQ/oWLx9gY7Ny++d1RxazWIi2sIhMBjCSzFxy8j/+d4LpuNXoZiIRACg00gCdAutO88XdhGNhECIRACIRACIRACvUTA9xNqDjVvYktXzks0CPK9npo9Rp/y77l6f0rdSl3rRcVrogQKb9/72sTSXv+hVRgWJv9ZM/rcw6w6t1pd4kf3zpoQCIGRBPwf8zp0JfId1P54m++ffjL6AYqFQAiEQAh0IODT2FgIhEAIhEAIhMD4CDiEdnO0EvJdkLPRz5A/DtJts4znIn845350Lfo58p1f3bbV2OBzkO+zdF8c6voL9ADqtq3JBjdBDgt3WPJVyB+c8eZuvLZMFXhLgw08AV+lLTlnUutvKUvn1vlOwaVuTWI6bTPrOxMovAv/zhFzPIp/ia8bN4h+hUFhUncfi3+JrxsXvxAYdgLPBIC91jeuQJzF9G3IZGgsBEIgBEKgJoEkQGuCilsIhEAIhEAItBB4BvMHo23RyHdFmpw8Fu2Lyg0/s+M2k4OWNQuNLOs+ln0dHYD8BfOJmmX4TkuTnyPtbhZ8GbnedyFO1J7PBg5Cz2qzoX+yzCHin0aW29T8QQitSSLTRLIJ3gVQk/0rZRH27x+icFrHSt1a4+vExWdiBArvwr/u1paoHEt83bhB9JOBPGTYhEdh3iRmEPlln0KgLgG/Zx9H+yBHbt6I3odOQLEQCIEQCIEQCIEeJ5B3gPZ4A6V6IRACHQn43juHc/4fuhedgj6LjkD2XHwEue5vyN6hE7EPEFy2ZyLw++gwZE+QX6PyDrCbmN8IjddMrJpEtd7KBOBJ6FBk0vN8VNZdx/z6aLw2g0D3oWzv78yfiCzrK+hiVNZdwfw6qKltR4DbuKBhoByN+1GDuNdWMbbFsg3iTCRblixiU0fgEIqS+ycbFvmTKm6XhnGD6O45T4Z7Nty5G6q4pzWMi3sIDBsB/yfvhryO8Lv2IPJ/5MIoFgIhMJwEjmO3PR/sOpy7n70Ogf4k8Huq7Rf35P6sfmodAiEw5ATeyP57DjPZ5c3IYmikrcWCM5B+Jkg3ROOx9xLkNkyAHoja3fg8meXnIv1MWq6LxmP2MHEbDjv/CCpDwZn9/+Z+mHTVz5uymWg8ZrLYbdyP3oPscTnSNmbBhUg/e7ysgJqY27QXqfHterO229b8LDQZa8xv2zmMsux9VYzHxAaj+IxcvBALbkGWtcXIlfk8qQQ2Y+tyvxW1+061K/ypLPR76DHb7jvfLmaQl72enZPhBchETR3bESdjrqvjHJ8QGGICPiD4JfL7os5B/q+PhUAIDDeBJECHu/2z931KIAnQPm24VDsEQmCutWBgLwxvSPZEY5lD1b6B9LUX47yoiXkDZMLFpNorOgS67RORZZk0rJuQwPXfVhJCJj+3r5aNNjGxeBqyLN8/2tReQICxJpJmdQh+IuvPQfpbZlPblwBjL0OL1gg+vPIvvXv3qBFjwtnEs+Uo/8dZ7072TRz09yY3NvUEPHblf0yNon0YYKJPf5P3sbnmWhAI1yOZfLAGEB9g3Fj5+xApFgIh8HgC/p/ywWr5H/RX5nd/vFuWhEAIDCmBJECHtOGz2/1NIAnQ/m6/1D4EhpnA8ey8N/xfqwlhPvxMvhmzd82Y4vaDKu6wsqDD1CTNbGRZO6MmdjbOxu1XM8ibtNJ7cbuaMcWtJJLs+VnHlsHpH8j61e3JWbZrIvLiKvYipmuVFSOm+h2JLMPE7P7VvAnhd6J5UDubxcLC4bvMm+h2G79Gq6J2tggLj0b6+UqD9VFs6gk8hSLvQrbDsch2aWersPA8pN+VaHEUm0PAhyXlIc0BzHu+a2f2HL8aydBzzQwUC4EQeCyBXfhowtPviQnQL6A6D+5wi4VACAwJgSRAh6Shs5uDRSAJ0MFqz+xNCAwLgQXYURNWjyKTInVtNxy9oTmzbgB+iyF7mpqAWwrVtbfiaFkn1Q3Ab3nkPt2LFkZ17QM4WtbRdQPwMwFpzB3I4eZ17SAcjbOHZlMzEflnZLxMvXh8LZqFXooORjch19+HHKarfRS5TP0JvR+Z7N0avQGdjsr6M5g3Ae3+XVst9weVvoG8qZ2FdkC+e/JvyDiPpabJY0JiXSTwfLZVkqC2y2eQ7WR72W5HIdvR9roOrYNijyXgd8HzlIyuQfuiF6Et0R7IBwOPINf/DjU5n+EeC4GBJ/Bk9vBc5HdE/RJtgGIhEAIhMJJAEqAjieRzCPQBgSRA+6CRUsUQCIHHEfCXyr05+cPj1oy9YMkqzoRXXdsKx3IjVDdGv5nIOBN6dc0koDE/qhtQ+a1fxV3eIG7XKuY7DWJ03ayKM4EyHjOh/DVUhhW6vyP1G5Y9A7Xay/hQEpoj/f1sm34EtfZoM8Fjj8KS9GkX9zPW2wMxNv0ERiYfRrbXo1TxeLT09Fe1Z2swi5pdgkayK58fYN2haEEUC4EQmEPAB46fROUBwt+Y3xvNjWIhEAIh0I5AEqDtqDRcNm9D/7iHQAiEQAiEwDASWK7a6Rsa7vzf8S+9Kxeq5jttYvnK4fpOjiPWWzeTDtbVmyjnO1kpq+l+lbqV+E7luL74ltg6MfoU/xJf4tZgRtn78mZkEsZeniPNH0Oyp9on0E5oIyQje/85bP0U9HM00nwNwenInpoO952J5keWZRLze8jerK3m593RAciyTKoui+5ElyO36RD5WG8QuIxqbIk2QSa810OLo9vQhegkdCXqtq3IBtdBJudvRfYyvgf1o/ldeBp6HrL355rIc53Dec9DJyO/M7EQCIE5BHZkcjhaCfmQ5SvoA8j/E7EQCIEQCIEQCIEBIvB79sWbci+IYyEQAiHQLwRmUVHPXec2rPAM/O0NaO/DeWrGvhg/yzIx18QWxdk4E3517TU4GvOtugGV38pVXJPE6ZuqmC83LMuklHU0WTUfehsq79t0eZH7/XW0KoqFQK8R8KHEK9EFqByzZfovlnldtAGKhUAIDCYBH3qcicr3/rfMP3MwdzV7FQIhMAkEjmObnj92nYRtZ5MhEAKTRCAJ0EkCm82GQAhMKgF7anjRYQ8Nk3B17dk4GtekF9m6VYw9qEya1LVtcbQsEyx1bWMcjbmqbkDlZw8W485pELdNFXNhgxhd90SW9WNkrPPKIYNnoR8ie9CV5fcx/yoUC4FeIbAoFTkNlWP0LubPQd9H5yMfkLjOhyXvR7EQCIHBIfBEdmV/9ADye347ejNq8v8d91gIhMCQE0gCdMgPgOx+fxJIArQ/2y21DoEQmGuui4DgzUuTJ69HVTGHNQR4dRXnsNy6diKO1m+/ugH42Sv1FmTcVqiunYGjMe+pG4Df/MhemsY9C9W1X+FozB3V1GTyS9HIHrVrsux/Kh/9X41iITDdBBagAr9GHpMm7V+H/C602rJ88BxR3h378daVmQ+BEOhbAi+h5rOR33+Hu38DLYViIRACIdCUQBKgTYnFPwR6gEASoD3QCKlCCITAuAjsRpQ3MTehFWpsYWt87Nllr481avi3uryVD5Z1Lapzs+RNlv6+b7RO3XD7/+a7x4y9DC3y/5eOPlOGzf8DlyVHd2u75iCWWpb/C57Q1uOxC9/ER/3vr6YmQxdDY9l7WWmMw4qbch9ru1kXAuMh8FmCPB79Lq/WYQM+8HgImSjx/BELgRDoTwI+kGvt9e3/PEeExEIgBEJgvASSAB0vucSFwDQS8ALAG4GTp7EOKToEQiAExkNgHoLORp7DLkVrodFse1Y4XF7ffUdzGmO5P1Lo+8GMvxCtikaznVjhD6jo++7RnMZYbiLyj8j489DyaDQzCVySka8fzWmM5Yuyzh6clvVTNFZy1+SnySB91R3InnJ17FicjPFiMRYC00VgJgU/iHwQ8jRUxz6Ek8duk1dZ1NlufEIgBCafwIIU8VHkAzi/x/9A70BeP8RCIARCYCIEkgCdCL3EhsA0EUgCdJrAp9gQCIGuEDBhV5KFJgK/iOypZYLShOiOyPf6eeNTEnDjfc+XPTmvqLZjz87D0Cy0ClobvRKdjkpZRzI/XptJ4HXIbd2FPoWei1ZGT0L2+izJX31cP17zHaf2onU7f0cHoE3RSsh1u6NfIter8n/jI8zXNRk9gu5Dvn8tFgLTQeD9FOoxfHyDwk2gOFTeuPUaxMU1BEJgegm8gOKvQX53H0UmK+o+tMM1FgIhEAJjEkgCdEw8WRkCvUmg3Mie3JvVS61CIARCoCOBhfH4JjLB5o1OO93NcodiT9QWZwMnoHZllGX2NN1nogURvwxqTd6W7bdO/fGGvbpQ1opsozV521pGmb8Fn13QtchlT0ZN7Lc4GzerSVB8Q6CLBH7EtjwGfTDSxI7B2Th7QcdCIAR6m8BqVK/1f+cf+OwDxFgIhEAIdJNAEqDdpJlthcAUEUgCdIpAp5gQCIFJJ/BUSjgY/Rr9BV2FzkLvQd3u9fF0tvkZ9Bt0PboS/Ri9Ey2JumnPZmOfQ79DN6DLkYkck6yLoW6aN4n2or0A3Yj+jE5Bb0QLI60MuV9gzsfaf7+Np0mkV9eOiGMINCewCCFPQqujkcfoxSzzGKw7/B3Xf9tH+Wvc/nM+5m8XCdiL34cp9m6f0cXtZlPDR8AfM7OXtyM0/L76I3/+/89xBYRYCIRA1wkkAdp1pNlgCEw+gSRAJ59xSgiBEAiBQSLgkHxvLk00NbHv4mzcTk2C4hsCNQiY6HwXuhB5jBU9yLwPJnZAWumFvPGcj7X/Hoin2/xw7Yg4jkVgaVZ+EpXe5KW9PLfYw/5ZKBYCTQhsi/MVqBxL32F+hSYbiG8IhEAINCSQBGhDYHHvTQIOA3wq8uJ4S7QJ8p1PvgttQTRolgTooLVo9icEQiAEJpfAH9m8N5lNhxTaI9e4Z6JYCHSLwIZsqDWRZu8ve0m77CFUEiJnMv+96vMbmDaxU3B2O69tEhTftgR2ZKk980q7/IP5S9ENLcseZd6e6POiWAiMRcCew/+DyvF0GfNbjRWQdSEQAiHQJQJJgHYJZDYztQTsweIwQn9pt/RqKf9ER069kLZ3wZfQi9DcqN8tCdB+b8HUPwRCIASmlsCnKM7/j19rUOxzqphbmM7TIC6uITAWAXsK3oM8Hi9CL0EOgy22ODNvRbcifW6upr9gWtd8MP4v5DuGfS9vbPwE9iTU5KZtcSqyk0HrtfQqfD4IyVsfE9Y5XwAh9jgC87Hk3ehu5LHieeCDyOWxEAiBEJgKAkmATgXllNE1AsuxpSNQp6Sn/1RH0yWsMxHaz5YEaD+3XuoeAiEQAlNPYC2KfBD5UNAERidzePL5yP+l+6FYCHSDgA+wb0QeV96EtCY++fgYcyjsxUjf+6vprkzr2Ik4GeeQ2tj4CWxA6ANIlu/tsJlnsf62yvfDHXyzevgIbMku22vYY0n5Q672BI2FQAiEwFQSSAJ0KmmnrAkRWILoP6Lyj9OpT6RvQr9GP0Re6B6Lvo38x/oTdAUqF84l1h4B70L9akmA9mvLpd4hEAIhMH0ESi9Qe9aN9T5FfzjJ/6n+z3RIcvkhJWZjITAhAvsT7XF1HqozVNoEicOty/WbvQxfjkazGaw4HOnvkO01UGz8BM4gVJZ2PqhjW+Okvz377LQQC4HlQeC9WfkOX8n884MlBEIgBKaJQBKg0wQ+xTYjsBDuXiyXf57+qu4uqO6wJodWbIa+guwBU7bzQub70ZIA7cdWS51DIARCYHoJmBw6Ffk/0P+FX0S+27MkolZk/i3oL0ifO5Dv146FQDcIOGy69P58ToMN2pvQ4/HP1dSH3z7wnoXsqawtiV6N/oD09cH39ig2fgImn2XpcGU7IdS1H+Bo3DvqBsRvIAn4/+ZtyAcRHg/3oY+h+VEsBEIgBKaLQBKg00U+5TYisBfe/vNUvjR7HjReM+lZkqB/ZH4i2xpvHSYalwToRAkmPgRCIASGk4DJzkPRw6j8X3VUhAmj8tnpBWhNFAuBbhFYjw15bF3fcIMeh8b5LlpH79xbfS7Hq4mVMu/UXsubotjECOxBuDy/23AzJqKNsxd5bDgJ2OmkPIzwWPDB20wUC4EQCIHpJpAE6HS3QMqvReBrePkP1H+m3XhRtk+l3Z7qxxu8JEBpuFgIhEAIhMC4CZiM+gK6Gj2E/H9oj097b70S2VsvFgLdJOCwV4+zH49jow9UsfYes6fyQch3upfldzH/U/QmlB5mQOiCfYRt2F4HNNzWhlWcP3AVGy4Cjsz7OrKXtsfONajff3eBXYiFQAgMEIEkQLvQmGXoWBc2lU2MQsAnidopyBu1idpJbODz1UbWYeo/6FgIhEAIhEAIDAsBhxO/vdpZR0L4cNFkUiwEep3AzVTww5Ws6xOQ7waN9QYBE19aHqLM4TAMf/0f8gb0SbQ48n/JZ9CByNEFsRAIgRAIgQEikATo5DfmylURN3SpKHu5mEj1hs8L51gIhEAIhEAIDCsBe+sk+TmsrT91+12u4dZtWOQa+Nur82/IVxiNtCQ/RxLpzufSXvYWb2LFv8Q3iY1v/xHwB/W+hJ5RVf10pj5cS+eSCkgmIRACITBoBHzqFZtcAuWf6KZdKsaX75v81DJEZw6H/A2BEAiBEAiBEAiBySJwORu+Ca2KmlzP7VJV6CfVNJOpIfDTqpgXMLVXX11Le9Ul1d9+S1F9E5+/QSY/r0c7I39rody3MRsLgRAIgRAIgRBoSsD3yTikxqf8s5oGj/D3Is6kp9uzJ2g/2u+ptPU/uR8rnzqHQAiEQAiEQAgMJYED2GuvX36F6oygWgm/v1cxWzONTS2BH1Oc7eX7guvYVjjpfw9ark5AfPqOgK822AvdjmxrRw98Cj0RxUIgBEKg1wkcRwU9d+3a6xVN/YabwJrsfvnl9juZH+9L7jck9nfIg14dhPrRkgDtx1ZLnUMgBEIgBEJguAksyu7bC9RrsGPQfGg0W54V5YF1flF8NEqTu/xpbN4El+31Xx2KshfgbZXvRzr4ZnV/ErCN7fFZ7qPOYv5J/bkrqXUIhMCQEkgCdEgbvh93+71UuvzDdXoX8keR7E3wOuSvDNo7wOHtW6Dno1cgL9iOQJeg1nifas+D+tGSAO3HVkudQyAEQiAEQiAENgLBvchrsguR12+tidDF+PxmdAvSx6HzS6DY9BCwt1/5Ve8fMO87H+0FWMxeul6L34dsL3369fqaqsfaEHD03OfRI8g2vhG9GsVCIARCoN8IJAHaby025PX1IqxcYPkPeLzyBd1L9jHLJED7uPFS9RAIgRAIgRAYcgJPZ/+vQ+U6ziHTl6KrUBnx4zrf++m7BmPTS8AOBXY8KO11B/N/RH9BJTnquiNRazKbj7E+JmCi22GityLb9yF0GFoYxUIgBEKgHwkkAdqPrTbkdV6G/T8I/RWVC7E60/vx/z56Mep3SwK031sw9Q+BEAiBEAiB4SawILv/HnQxar2OM8li4nNHFOsdAl5/H4Jmo9b2upvPJyJ7hsYGh8AG7MovUGnrc5l/CoqFQAiEQD8TSAK0C63XOgykC5vLJhoQmInvJmht5HulHDa1CPLi2d4EPq32lwgvQ39ALhsEMwH6DPQ9lBuEQWjR7EMIhEATAgvgvAt6CfL9Y5777aFyAfJG/BwUC4HJJrAyBdg7ylfurIIc9nsDOhsdj65F3bLV2ZBlbYMsy6TE9egsZFmW2y3zmsqytkLu48PIsnx1kGX5ALrb5hDbFZG9P29C/uhlrHcJLEvV/JGjf6KbkcdIbDAIeD/1MfQuNAP5KooPoGNQLARCIAT6ncBx7IDXOLshr2liIRACfUAgPUD7oJFSxRAIgUkh4PsC/4JKr5R2UxNQM1EsBCaDgEmBA5BJunbHn8tM5B2K5kMTMeM/g1qHhY8s0xEuByLrNRGzR+YXkcmskWWUz76788NobhQLgRAYLAKvYndMaPt99zzg+cCEaCwEQiAEBoWACVDPcSZBYyEQAn1CIAnQPmmoVDMEQqCrBPZha48gL1wuRG9ET0X2iHM0wH7oNuT6v6ENUSwEuknAhORpyGPsUXQCeilaC62BXoiORiWJeC7zT0DjMROS5yDLcnv2wHL7lmN59oD+NirfidOZnx+NxxYh6DfIsky2fh29AK2O1kYvRych91mf76KJJlzZRCwEQqAHCKxHHXxw6Hdb/Qo9DcVCIARCYNAIJAE6aC2a/XkMgRX4tDnaDi3/mDX9/SEJ0P5uv9Q+BEKgOQHP4yZ61H+j0XqgORz+VORNnMN2l0axEOgWgSPZkMeWr1x47hgb9TU1Hn/6mqQcjx1PkPE3oGeNsYHnsO4WpO9XxvAba9UPqvhrmPpQYTTbmhV3IMs6ZDSnLA+BEOgLAgtRy4NR6WHug8PXo9H+v7IqFgIhEAJ9TSAJ0L5uvuGt/ALs+pPQkqMgWJ/l5QbYi/Sim5h/N+r3f+xJgNKIsRAIgaEhMB97ejXyXP7BGnut/88r/y/W8I9LCNQhYBLSHpD3IROcnczrFN+R6HG7TSfnEeu35LNxdyF7Z3UyeztbL2M27uQ8Yr09WI27Hdnjs5NtioMJE3ulPqWTc9aHQAj0JAF7dftwxe++DxZ9eLIEioVACITAIBNIAnSQW3cA981/zP6DLhf5Xnz/Ar0FFTP5+Q/kP/TR5I8G9HOP0CRAacBYCITA0BDYmT31fP4nNE/NvV4XP/9HPIAWqRkTtxAYi4A9OT0OPzGW04h1/13F/GjE8k4fT6niPtDJsWX9AVXMCS3L6sz+rIrbp45z5fP5KuZrDWLiGgIhMP0E1qYKP0blHul3zPtwJxYCIRACw0AgCdBhaOUB2ccnsB+/ROUf9shpSYJe0uLjy/p/g36A7D1U3l1lrEnQfrUkQPu15VLvEAiB8RA4hiDP2/4qbRM7B2fjdmoSFN8QaEPAkSN3Io+nmaiuLYWjifj7kdcxdWxBnPyBJXtlLVMnoPJZhan1+yeq+6BgcXxL/RZmvq49GUfL+mvdgPiFQAhMKwHPPx9HPhT0u3sH8t6p7rkC11gIhEAI9D2BJED7vgmHYwdmsJs/RP7DVvbwPAddgMp7ax5i/sOo+HyL+SVRqz2bD39GxWe31pV9NJ8EaB81VqoaAiEwYQLnsQXP277rsIl9Emfj3t8kKL4h0IbAsizzWLq1zbpOi66oYtfp5Fit9weOLOuqmv6tbjdXsSu0Lhxj/umVvz8q1tTuJsB6NkmcNi0j/iEQAhMn8GI2cR3y+2pnkG+ipVEsBEIgBIaNQBKgXWjxebuwjWxibAKvYfVLKpdjmTpM657q83JMHVrm+7gOrJb5+bXVfOvkt3zwBtphlCuig5FfglgIhEAIhEDvEigJFhMuTaz4L9IkaBp97YmzFXoRMgn2RHQLMgH8PZTedkCYJivHUDmmrIY9qmyrbdGqyPa7Af0UnYLKdUqJKdtg1ZhWjvcSP6bziJWWZfLTsuocL6VOpY4jNjfmR+tnXdV46jrmxrNyUgnYscDjdnu0BvJYNnn+S+S55jYU638Ctu3hyPOUdhF6K3J0XCwEQiAEQiAEQqBHCZxBvXxqeTFql3B2iJjD3fVR66Kx7JWsLL726ug3+z0Vtv4n91vFU98QCIEQGAeBM4nxnPfChrFfqeLe1jBuOtw3p9A/VPUt/59apw6hPgQtgGJTT2AhirQ9vNbwOmR3VHpbtrZTmTeB9Bak3YpcvpIfapgJTP3dRhMzqWUi09hFawauU/lfW9O/uC3IjEPnH0GWG+sfAiY+W0dDlWO2TD3G90fz9c8upaYjCPh/4iPoX8h29fUd70T5rgIhFgIhMNQEjmPvPS/uOtQUsvM9T+AGauiBOtYwxnKjexd+vqtrLDNhWi707G3Tb5YEaL+1WOobAiEwEQIHEOw5+4gGG7E33mxk3LNQL9veVO4hZF2vQyYf/GXubdDrkA+7TDS53p47I1/vwqLYFBD4E2XYBt+vps6fj96NtkPPR+9Av0KuU6dWU69jmthsnI3fuEGQ1zPGXNYgZga+JlqNW69B3MuqmN82iInr9BMwCVbOJVcy/zH0YuS55g3I4/VR5PFwLio9hJmN9QmB7ann1cg2VMcjR8vFQiAEQiAE5oz+9dyYBGiOhp4mUJ5gthvWXiruhZsHc50hX8aUbfbjwZ8EqC0YC4EQGBYC67Oj3pTfh1apudN74ef/BG8EOz0Uq7nJSXEzcfYwsq4HoflRO3sGC69B+v0UmbiKTS2Bj1Cc/JXH4u5oNNuJFT6QLf6fGc1xlOWfrmJPG2X9yMUe4+dUMfuOXNnh85equP/p4FdW+3Dhd1XMf5WFmfY8AY9Jz6MmQD+M2o2oYvFcmyIT9h67P0S9fP6kerGKwKpMv4vKOecS5jev1mUSAiEQAiEwh8BxTDxP9mMOKG04RAT+XB2oY13Ub4HPzciLu8XQWOZFQrlA8EKv3ywJ0H5rsdQ3BEJgogRMznjetsdZp15JJgvLUOBdmO9VcxjxX5D7ZUKik/nu6puQ/j70i00tgadRnNcY8j+hRtFHVr7GbFXDv9VlaT44bNWyPti6YpT5Aytfe3PWHf5eNrUyMyZ0LWufsnCM6ecqX5NkTxjDL6t6h4DnzFuRbWwv5U62Og6lZ3Avn0M77ccwrPeh2X8jX11g+/rg5b1otAQ3q2IhEAIhMLQEkgAd2qbvrx3/HtX1n/r1aOEOVfeGckYHH3tiuD3VKVnaYVPTsjoJ0GnBnkJDIASmkcCSlH018rx9KXouGmme+9+E7kH6HY162famctbTc3rdXlb24jLmWhSbWgLlVTv2oLMNvo1MSo+0ZVjwNaRPSZh+Z6RTjc8va4k/ivll28SswDKHuFrWw+j5aDzmCBu3ob6I/L6NtFVZcBLS5wG0GYr1BwF76tpuP2tQ3T2rGN9NHOtNAs+jWpej8t09kfl256TerH1qFQIhEAJTTyAJ0KlnnhLHQWAHYso/958yv9I4tlFCfPL9EHJ7Z5WFfTZNArTPGizVDYEQ6AqBmWzlj6j8P3DepJTDhb+FbkFl3TeYt2dML9spVM767tWgkiZKb6zi7JEYmzoC5fh6G0WWHsYPMn8mslfkZ9GPkD9YZbv6qp23I5Og+o/neHw1ceWVPW73dGQ5lme5JiIty6T/y9FE7PUEuz9uzx6hp6LD0OeR117l2ulO5rdDsf4hcC5VtV19gFLX5sXx78i41esGxW9KCHgf5AMY20Y5Um5rFAuBEAiBEBibQBKgY/PJ2h4icA51Kf/oHebhjeMza9ZvOfzeg8o7q9yOF/nroX60JED7sdVS5xAIgW4QeCIb+QgqN+bl/0KZ/ol1O3ajoCnYxjWUYb3XbFhWeR2AybHY1BBYimJsqzuq4tZgegIqScFy/Dm1J+b3UbnGGG87s4l/27r8PRm53dZynLd8e5c2PYYIaWsbsPQ09AgaWZbXTccie4LG+ovA36iu7dmuF/FYe+KxYNyLxnLKuikjYFLa3rx3I9vFBx8fQvOhWAiEQAiEQGcCSYB2ZtTRw39Gsckn4DuITkKbIW+AX4wOR3VsC5wc9l7MmwgvIHxiGguBEAiBEOgfAvZMOxB9Ej0XPQktirzBPx9dhnrBvCHdEj0HrYCst4kwEwqzkbbEnMm/k7nVbK2JyV+txC/AvL1/NkHLI2+Or0aWdQOKTZxAYV3YX8smvS5x+ZbIpGDpnXsu87ejYsasgco2Fmd+e7Q+WhqZVL0E/QjZu3KkXc4Ck/omYbdEqyCTH7btOegfqFtmr2qvr+zhuRuyrEeRx+5X0W9QrP8IlGOvHL9196D4L1k3IH6TRmAWWz4CPaUqwYcs70A5x1dAMgmBEAiBEAiBQSPgDeUB6Hrkxb89O+vYM3HSX92INkf9bL+n8u7Lyf28E6l7CIRACAwogTewXzej8n9n5NQb17XRFZVP6SnIx1rmw0C3+Ur0dlR6d40sx8SVvQNXQ7GJEViMcPn+E5nobGImKIx9Mvo0+lf1eWR73c9yH9YugqbLTH76cHhk3crn81i3yXRVLuWOm8BfibQNHTrdxM7E2TgT4rHpIbA8xR6DynfwSuZfMD1VSakhEAIh0PcEjmMPPJ/u2vd7kh0YKgLefDy7wR574/JxZO/RQeixmwRog8aPawiEQAhMEQF7YppwLDeq9uo7GL0J/Rf6Frobud5E2s+q+bcxrWv+D7sduY2zq6nzFyJ7xr4RvQdZj3uR6+5As1BsYgSuJVyeTa4/nlTF2JPO1zMYb2L6LPQhZLLcqYmmR5DrL0Uz0VSbx6rlq9noc+ityCT7V1BJtD/EvMdZrH8I2LvYdt2jQZWfgK9DrD1e7cUem1oCMyhuH+T/CtvOUQT7ogVQLARCIARCYHwEkgAdH7dEhcC0EkgCdFrxp/AQCIEQaEvgGJZ6o+ow5p3besw11zIs/x+k3wPV1OHq86M69iacShlOb0MvGSXQpIW9TfW7C9kDMTZ+AocQKsuTGmziqCrGBKixJsU3RO1sAxb+AelnL0wf3k6VfYCCLPdB9C7U7mHxQiy3B6t+JsVegWL9QWBvqmm7+YqDeWpW+b1VzC9r+setewSew6YuRraZOg3NRLEQCIEQCIGJEUgCdGL8Eh0C00IgCdBpwZ5CQyAEQmBUAi9jjTeq9vA0kdXJvoyD/v+qpl/tFMD6pyITmeWm2KTaOmgsm5uVxyNjfof8HBsfgeUIs0ecLO252cl8RYGJwoeRMSY3F0Fj2cKsvAjpf8RYjl1cZ2LcOtoDdbRkemtxJkit3z/QEq0rMt+zBHzAcg2y3Q6tUcuN8LHHof7Pq+Efl+4Q8AHZ15DnDdlfi+p8J3GLhUAIhEAI1CCQBGgNSHEJgV4j8Hsq5IXRyb1WsdQnBEIgBIaUwIXst+flt9bc//nwu6qKub+aOmx9WdTOdmKhCSfLKEnQuu8vcijrjVXsC5nGxk9gd0JtAxMU+6MF0Uizbd+PSuLTqTLRWMfWxclh5moqhh5/m3Lcp8NRXTsDR2P2qxsQv2kn8FxqUHqdf5P5JdvUyAckuyIf5Ni+R6LY5BOwV+4bkQ+15O7/hIOQ5+5YCIRACIRA9wgkAdoFlulN0QWIQ7AJe+7YQ6gbx8tb2M6K6BT0UhQLgRAIgRCYPgJrULS9q0xQ2kvQxFUdM1lqL79foA3QYsgehp7bz0f3opnoxWh9pJ2FtkU3oVWQN8t1zITcJ5GJj9fVCYjPqATsAfkZNAPdgr6HLkMmRU1evhytjGyb8n/6B8zvgOraSTjuiPx/b2/hyTLfJ3g7Whitim5AdWxrnH6KLkVPrRMQn54g4DFoj3BfZ+CDFI9LH978C3kes7fhekg7Fu2NTN7HJo/ARmzaRPOzqiJ8uPB2dHX1OZMQCIEQCIHuETiOTfmgbzfk/8NYCITAJBE4le16M9RN/X6S6prNhkAIhEAI1Cdgospzu4mwJubwdeO80V0LGT/a/4i/ss73f+5Z+ZicaGLeXLttkx2xiRPYnE2YpB6tvS5h3fORiQ193oaamIlP4yYz+Wl97JVqOZf7oYHNi6+9CU362uM11j8EbPPT0WjHrknw3ftnd/q2pvbA9fzwCLItrkc7o1gIhEAIhMDkETAB6jnXJGhsnAS8CIyFQCcCH8HBhOU8nRxrrN8bH4fF2QMoFgIhMDwElmJXt0SroHLDdC7z/0Cx6SOwTFX0rQ2rYO9BzXiToPYcnIleiEyI2kvLxOd56Bxkz9L3Ia3EzvnU+W/xL3XtHBGPsQj8gpUboQ2RPXLtPen/d5NHP0UXIL+jb0Ba4T/nU+e/5Via7PYq229av4fZhTuQ1yJLI4/T8ZojWkwor4QeRLPRuege1M+2OpV/DpLRvega9HN0P5pOs7fy9shzjNM10BPQzeiXyDravrHJIeBIsD3QIcjvjuf1Q9HHkcdJLARCIARCIAR6mkASoJPfPLdRhBcMk2FefEyFXUwhqhvmzbEX1LlA7QbNbCMEep/AulTxE8hXXswYUV3PAyejDyFvsGNTT6AkoO3R08SK/99bgmYzb6+g0WyiZZX40baf5c0IdPrfXtq2tHXdrRf/yW6vsv1SXt36eU22ROVctlE3tvg9i5mD0TZo5DXeAyw7Dn0MTSS5SviU21aU6Pl6kzYlm+CyV+9BaLzc2mx2XIuuJuoL44pM0HgJPJ1Az+/l2PBhib3DL0exEAiBEAiBEAiBEPg3gUf4a0+KyVA/IrYnqSxMesRCIAQGm8Cr2T3fz+Z3/n7k0MXPos+hM5GJAtfZW8oehLGpJ+A7EG0De1CNTOSMVRuHmRp32lhOI9bZo8yYK0cs7/TRm2zjTujkmPVdJfAutib34xtu9Zgq7t0N45q628vY84oPUuxhXtc2wtH9urZuwAi/d/LZMt2G564fIHvBmZD7GSrrfAA+C/WD+d03sek+KROc/4sOQSa9foseRa6bjZ6GYsNBYDF20//Z5bi+ifnXDMeuZy9DIARCoKcI+HDV/8O79lStUpkQGEHAG74rULmodGqPgBu7IDbRd5YEaN81WSocAuMi8DKiyg3zUcwv22YrK7DM5IrnRW+uno9iU0/gaoq0DXauWbTJkvOrmDfWjNHNYdb+/7Os7VAds9fwZciYXeoExKdrBFZnS36H70MO8a5jK+JkT0Hj1qwTMEGfU4n32PhYg+2Uc85hDWKK65uZsTz3z+Tgomikud8/QvrJwp5zvW4HUEHr65DmD6EF0UjbgAXnIf1uQx4fscEm8Fp27xZUjo3PMr/IYO9y9i4EQiAEepbAcdTM83ESoD3bRKlYIbAEMz4994BVPmUfVksCdFhbPvs9TASWZmfvRJ7vPlhjxw+sfL2pbpdQqLGJuEyAwN7E2lb2Aq2T6LJN9b8BtUuUsHhUK70Kr8NjmVG9/rPiE8xa1pVo3v8sztwUEfg25cj/TDSjQ5muPwPp/50Ovt1avVlVnknaZ9XY6I74mLy0Z/oqNfxbXdbmw4PI/dujdUWbeZP9PvjR12N3PtSr9lwqZj1Nfm7XoZLzs/4UpP8vO/hmdf8SWJ+q+z5V21n9DDlaIBYCIRACITB9BI6jaM/JSYBOXxuk5AYEvKkvvVgcFr91g9hBck0CdJBaM/sSAu0JfJrF/oM+rf3qxy21R+E5yJh9H7c2CyabgImrs5D8r0XPRO3M5McBSD//j/lO56bmNn6F3MblaLSbahOrh1V+Jp1modjUE1iRIm9GtpfJzWVROzOZXXo92mNs5XZOk7TsSLZr/f6OXjRKGZ5j3oAeQPqaiG9qpefoV2sGmvS8FFne62vGTIfbOVUd961ZuNeztrH7tX3NmLj1BwF7d9qz2WS47Ws774liIRACIRAC008gCdDpb4PUoCGBTfH3ptGLipuQF5HDZkmADluLZ3+HkcBsdtrz3MYNdn6rKuayBjFx7R4BRyr8Gtlu9pD7Hnod8mHdS9DHkclR13tzbDJpvLYcgRcht/UwOhHtgSzrpeggdD1yvQmr16DY9BEwIV4SXncz/yX0SrQl2hmZgLwL2V63ojo9MXHrmtkz+H+R5atz0T5oW2SC7n2oHG+u9wFNU1uQgHuQ341VGgTbS8MyfcDQi7YClXKf7kULNajg+/F1v45uEBPX3ibgd/omZLt6Xj4CLYZiIRACIRACvUEgCdDeaIfUoiEBXyTuxYX6UMPYQXBPAnQQWjH7EAKjE/CG2vPbbaO7tF0zg6UmV4wdxodDbaFM8cIFKO9TyOHB5f/UyOkfWTcLTdSeyAY+jx5EI8sony9g3SYoNv0ETPqZFC9t0276fdavOk1VtYenvTr/jtrVzWUm1V+FxmMmdd3GHxoGL1nFeW7rRXsZlXK/ftSwcutXcfbijvU3gXWp/k9R+d6cx/yG/b1LqX0IhEAIDCSBJEC70Kw+NY9NLYEPU5w9XFZH70aHI3sVxEIgBEJgEAgsX+3EjQ13xt7xDrVdB7mNu1CsOwRWYzNroUWQPfRM4tyHRpq9Le3Z9Vn0crQZMqFt77BrkEkSb5TtMTZRs/x3okPQjshE53LI/4dXoVPRz5A35bHpJ3ADVfCY8JUFtpcJsKXR7egSZHLU6XSZx4kPmL+JvMbaCjkM355sJj5/jE5H96PRzGPdZNDi6G/oT+ifSPPY1OTQxEzI+v1ZGNnD0vlesvHul0y1cr6f8yl/+4mAx6P3JO9F8yG/y3bM+DrKeRcIsRAIgRAIgRAIge4QeDabObCSNxHDZL9nZ72wOnmYdjr7GgJDRMBEm99xk1hNzQSosSYiYhMjMA/he6A/Ipm2yuSjw87XQ7EQGHYCOwDgt8jEfuv3xN7Jp6GN0axq3blMm9i8OPtw5yHkd7LX7DVUyH3+VsOKmVw2rmlCuGExcZ8kAh7zJrFtQ4/Pr6IlUSwEQiAEQqB3CaQHaO+2TWoWAqMSSAJ0VDRZEQIDQcB35f0LeVO1TIM9WgVfb8bscdWLiYIGuzLtrvbMOxfJU9kL7SfIXnoXINvG5faOeweKhcAwErAH3EmofE8cpn4O8gGt78M1AVrWfb6a9/w0P6pr9mx2G1fUDZhiv42q+l3dsNydqrizG8bFfXoJrE3xZ6ByXJ/PvMdALARCIARCoPcJJAHa+22UGobA4wgkAfo4JFkQAgNH4BT2yBusDzTYswOqmBMaxMT18QQcalt6fd7I/KuRvdBazWGrX0Slx9v7WldmPgSGgIDfCZN3nqd8QPAm5DtwW20JPhyI7L2pn6+PcLobqmvfwNGYQ+sGTLGf7079K7KOWzco+8dVzLsbxMR1+gg8gaL3Q/cj29pj/q0oDxuBEAuBEAiBPiGQBGifNFSqGQKtBJIAbaWR+RAYTAK+f8+brLtQnWHWG+LnsGxjfEVIbPwESsLlUjZhonMsMzlqb1C1yViOWRcCA0agPHC5kf1aq8O+bcP6kjjyHOWrOlbsEONq4/xuPYBWR71q/03F3K8/o0VrVHLXyt8kmkniWG8TeBHVuw7Zxj70Oho5SiAWAiEQAiHQXwSSAO2v9kptQ+DfBJIAzYEQAsNB4Hh20xuuG9Azx9jl57DuFqTvV8bwy6rOBJ6CiwkXkzWdkjpla59gRvbnlAWZhsCAE1iO/fOBi8mgTWvu6z74+T25t5pextThxKOZSSeHyxvzsdGcemS5ry35A7KuDv1fAY1me7CiJIP3Hs0py3uCgEn3HyLbVV2E6h7vuMZCIARCIAR6jEASoD3WIKlOCNQhkARoHUrxCYH+J+CQu3OQN16+a/IY9EK0BloTvQR9G5mw0+d01OTderjHRhA4iM+yPHLE8rE+OmTenrrGrTKWY9aFwIAQcOivx/sPGuzPDHxnI+OurKYmAv2uPQ/NROugV6DyChB9Pe/NjXrdVqOC1yLrfDc6BG2BVkX24rfX57nI9epgFOtNAgtQLX/d3SS/bXUnehfyGI6FQAiEQAj0L4EkQPu37VLzcRKYj7iVWzTOzUxrWBKg04o/hYfAlBLwnPUZ1PpjIuUGukxNIpi4y80ZECZovyBeriZkmtjJOBv3miZB8Q2BPiXge4Y93vdoWP8vVHEfYnoUKg9v3NZI+VDh3aifzGHR5Vwwcn/K59vw2aOfdmrI6rod+3sVKu31Lebt8RwLgRAIgRDofwJJgHahDeftwjayiakjsAFF+Qu+xfqh9xo0AAAAQABJREFUV0Gpa6YhEALDR8AfD3kvOgLZg2gbZC9Db86uRz9B/jO/AcUmTmClahPXNNxU8V+xYdwwuTtMWL72rroZ2asq1p8EJvo9WYbd3hsdil6LtkR+dx5Es9EZ6HhksrCf7HYquyPaCL0aPQc5HN5h//YOPQ2ZUDO5G+stAv5fPQzZA1m7FNnT+ed+iIVACIRACIRACMwhkARojoQQCIEQCIHJJnAdBRxQabLLGubtP1DtvEm6Jlb8S3yT2EH3fTk7aCJhFrJHczHfmWiS64vIXsyx/iFQjvNy3NetefEv8b4H9MN1g/vI73zqqmK9T8BzksPb90ULoXvQ/uiz6GEUC4EQCIEQCIEQaCEwT8t8ZkMgBEIgBEIgBPqXgIlmbcM5k9p/n1Z5zq4dMfiOS7KLZyKHBD8POeLCnrImvUwyyOwQdDl6Bor1D4F8T/qnrVLT0Qlsw6o/ok8jk5/fResiz0tJfgIhFgIhEAIhEAIh0N8E7LHru3yK+nFv8g7Qfmy11DkEQqAfCLyDSv4f8gel6tqaOHqzbC/GhesGDbjf4uzfn5Esb0FvQS4rZq+rF6Ly/8whws8uKzPteQI7UUPb9mJU91VCS+Hr0G/jZqJYCEwXAV+34KsIPBaVD2FMhsZCIARCIAQGm8Bx7J7n/V0HezezdyEwWATKDaO9amIhEAIhEALdI2CS5k7kxdEONTbrKBCTpfp/tYb/sLh8r2LiMPcVxthpE6HfrHx9L+hiY/hmVe8QcCj7X5DH/T41q1Xa2fdgxkJgOgjYCeJdqCTiffDiKxjmR7EQCIEQCIHBJ5AE6OC3cfZwAAkkATqAjZpdCoEQ6BkCb6cmJnbuRtuPUStvmktS52/Mj5XoG2MzA7dqFnskPxPJ/rBIJ5uBwy+QMQd1cs76niFQeoE+SI12G6NWPiT4FLJ9TTg9GcVCYKoJbEGBlyCPQ/V9tCqKhUAIhEAIDA+BJECHp62zpwNEIAnQAWrM7EoIhEBPEvgatfIm+VHkD/VsjsoPuCzL/J7IYZP6+D5L18fmEDiWiVw+2gCIw9+NsRdo3SHVDTYf10kisB/btd3UD9G26IlIWwK9El2AXG+idEcUC4GpJLAchR2NynF6FfPboVgIhEAIhMDwEUgCdPjafCD32Hf5PBVtjLZEm6D10EpoQTRolgTooLVo9icEQqAXCXyASv0LlRtnp/56devnP/O5/AASszEImMSU0doNaVxXxfn/PNY/BPamqv9Erd+L+0d8vp7Ps1AsBKaKwAwKeiuyJ7rHpufy/VB5kMVsLARCIARCYMgIJAE6ZA0+KLu7CDviO6fOQ+U9Pq0X3q3zD+FzIfoSehEahJ4lSYDSkLEQCIEpITAfpXgjOay2Cjv+SfQnVJI6f2f+dLQn8p1ysf8Q8Hix16y9/dr9v3U4tK8OaGc/YqH/v8d67UC7uCybfgJLU4V9kddb9yHb0aToOcjrtUF8GM1uxXqUwKbU6yLkcag8t6yOYiEQAiEQAsNNIAnQ4W7/vtv75ajxEahT0rNc8LSb+v4fE6H9bEmA9nPrpe4h0PsEHB74P+gWZDLrEWQPLoeF29N+mG205N0wM2nd93YJUHvIHomuQw8j/zffhr6LXoaKmaRwXRKghUj/TtPLrn/brp9rbiL+q8j/W55LPOe8FMVCIARCIARCQAJJgOY46BsCvkvqj8gLmiIvcG5Cv0Y/RN9Bx6Jvo5PRT9AVqPTaKXHezPsrkP1qSYD2a8ul3iHQ2wSWpXpnoXKudGpPvpK0Kss9z5b3/DEbC4HHELiZTx4r/tiNoy/8n1uOHedHvkbglyxbGV1X+WUIPCBiIRACtQnYs/wN6A7kucbr/k+gJ6BYCIRACIRACBQCSYAWEpn2NIGFqN15qNxA/Y75XdAyqI7ZI2Uz9BXkzXzZzguZ70dLArQfWy11DoHeJrAi1ZuNPD/aO+99yCGDDmP25vIpyBtKf8VZH8/DnptjITCSwDEs8Bi5tpqajDgM2RN0BtJWQe9AJVl6O/PG+NljLhYCIRACdQg8Cyf/H3n+UD9Ga6NYCIRACIRACIwkkAToSCL53JME9qJW5cLGYZnejI/XTHqWJKg9SieyrfHWYaJxSYBOlGDiQyAEWgmYlCo3kD5sGuvh0jqsvwp5TvZ8HAuBkQS2YEH5n21Cc4ORDi2fF2f+p6j4H9yyLrMhEAIhMBoBR4YdgUoP8xuYf+VozlkeAiEQAiEQAhBIAjSHQV8Q8L1z3hz9Admbc6Jmr5Nys7XmRDc2DfFJgE4D9BQZAgNMYG/2zXPidcibyk62Fg7lXcybd3LO+qEjYE/P8g6+K5m3d/Fo5v/0b6HyP/lDozlmeQiEQAhAwB7ieyBHKnjesFPDISgjEoAQC4EQCIEQGJNAEqBj4snKXiFwGRXxIufALlVopWp7brMff2whCdAuHQjZTAiEwL8JlHOKrxapax/F0XNoeoHWJTY8fr7302OjDGu/lfl9UGty3cTni9GFSN9/VdNrmMZCIARCoB2BDVnoKAXPGepstB6KhUAIhEAIhEAdAkmA/j/2zgNsjqpsw0AICYQECCHUkEDohCZKE4giRaQjgj+gNBGpUpQiIihVmoiAhaoIKAhKlxp67yAdEmooCb03/+dJ5uCw2TKzOzs7s3u/1/V8MzvznnbP2fl23z3nTBJK+HScQBhptENGNemvfPyLsT88bZxRnnlmE4IVF+RZKGVBAAJdScAPPvK90PfZ6VK0cHiU7vUUaXDtDQJjo77h0cFej8/9y/pY8rqgj0hhLVkft/8y0njJrxeUMAhAAAKBwEza+Y0UHsjnpTW2CCfZQgACEIAABBISIACaEBRunSVwr4r3l6IzMqrGalF+znO+jPLMMxsCoHnSpiwIdDeBr6h5vhd6DdC09oYSOK2/nGIQMIE+koMUlvdtG0gOhIYfHt1nLP9v31Pyj5K2KyUfX8MvMAhAAAIisLn0kuR7g39EOU4aKGEQgAAEIACBtAQIgKYlVsV/2irHOJQtAQf8PO1lM+l06XqpWZtZCY+JEr+m7dhmMyIdBCAAgSYI+MFrG0oefb6ENETyVOGHJI/q/qfk9RPzsn5RQR82UWBIE/JoIotck3iUob9Me2TiXJKfTu4RiZdL/kDk/wlYawT8mciBT/eNT6OsLtTWcj8xd289gsujjuNWtv4Ur3sR930tvi1tJC0mzSp53cT7pfOliyUHlTAIFJHA4qrUSdKqUeVu0nYn6cHoNRsIQAACEIAABCDQlQRGqlUfSf6g/oa0g5RmqqbcJ5mDqOFJx87r0MmHS/fXAWHXnynwpbt0VLjHCXxZ7X9A8vu3lhwIXU7KyzwK3nVxQCqNDZKzA7W+N/uhFEU2//B1juT61uLu/y1epxJrnYCDbOY8LGVWnhrvdMukTIf7lARW1qFHpVr93cfvkZaUMAgUicCMqsyRkkd7up96DeFtJAwCEIAABCDQKgFGgLZKkPS5EfiJSop/kPfIEY9eOFjaVlpH8tT2lST/WrymtIm0h3Si5F+M4+mv0GuPxCqjEQAt41Wjzr1OwA98eV/yfegpyfcm/yjjEXFLSbtLT0o+b7/1pbzsWRXkcldIUeD3ozTXpEjTCdc5VehjUV297uSx0mjJwbmFpM2kyyW33/KII6w1Ah5daJa7pchmkSjNa9oysyYFuCqu7tPhR2MHQXeRlpTmlhxc9uepZyRfo3ek1SUMAkUg8B1V4gXJffNTyfdj/4CFQQACEIAABLIgQAA0C4rkkRsB/wL8nuQPRq3IX3YHS2U1AqBlvXLUu1cJePrp25LvW/5BptYI9r4697vIz4GJUVIedpgKcd2ulZKM5pxBfk9EabbWtqjmQNrtktt2jzSvVMu+rRNmbt89azlxPBGBDeVljg5kJA1eeOkHpyEALQgt2JeV1ks7mKVH0dUKJnvd1dMiv9e1XUDCINApAgur4Ksl91vrVomR4IKAQQACEIBApgQIgGaKk8zyIDCbCvHU9fFS+KCUZOsvBP+SPAqr7EYAtOxXkPr3GoGr1GDfp85I2PBTI/+8Rlc6SBWmLf9G+/WCoP10PgSrPJ2/j1RU20kVM/enpVkTVHL9yN8jRT1yFGuewM1Kavbu+wMaZHOQztvXMzvgLggt2G1Ka5b+ISWJnSsn+/vzEQaBvAn4xzR/pv9Qcj+cIP1Qqvc/SKcxCEAAAhCAQFMECIA2hY1ERSEwQhX5rnSAdJT0J+kc6S+SR5EcIW0vfVWaUeoWIwDaLVeSdvQCgSXUSH+x89TepKPhZpKvvwg63dJSHvY1FRKmzf5b+0tVKXS0joX7z+va9xTyIltYUmCDFJUMAaGDUqTBdUoCw3ToJcl9+CFpLakyqLGIjv1Tss+n0noS1jwBf9YxyxclB5aS2FA5vS053cgkCfCBQEYEfF9+RnLf+0w6WSrz7CxVH4MABCAAgYITIABa8AtE9SBQjUAIQFxQ7STHIACBQhHYT7XxF7w/pKyVp8o73c9TpmvF3esoT5RcrvW4dInkgOhzUjjuEZWjpCKbg2uur2cLVAbe6tV7jSjdXfWcOJeIgKdVPyyFfuNrcYV0ccVxj/wk+CkILVpYyuLIlPmELwO7pUyHOwSaIeD7QnzdZd9rl2smI9JAAAIQgAAEUhIIn3m2TJkOdwhAoIMECIB2ED5FQyAlgVPl7wDQtinTbRWlOyNlulbdhyiDY6UwJT4Er7z1w5IckE06ukyuHTMH1FxnB9vS2CA5O92baRLhW5NAP53ZS3pKivcl778mebYG094FIQM7T3mY6yYp89o1Snd8ynS4QyANgf5yPlD6QArv/521P42EQQACEIAABPIgQAA0A8q1FpjPIGuygAAEIACBkhMYGNXf00zT2DuR84xpEmXgO0F57Cn9VBolzSN9Ijn4+YhUFgvc0nL3+p/+cj5A8shR72PNE/DafsdE8pIJI6TpJE/TfkBy38KyIRD6fLh3JM01vEfCvSppOvwgkJTAt+R4gjSf5HvqX6SfSP6hDYMABCAAAQhAoEQECICW6GJRVQhAAAI5E/A6iLZ5J28S//UairaQfvKr/P56Tcb7I+VXanYlBW7NcHfg82WJ4Gd218M5eUkFC2sPgWb7fHiPhPTtqR259iKBEWr0b6X1o8b7f4pHffohaRgEIAABCEAAAiUkwNSNEl40qgwBCEAgJwK3ReWsk7K84B/Sp0ze8+73iMDH0vLSrCloeKSSDe6TOfC3PARCnw19OGnNudckJYVfUgJe+uJnktcAdvDT6/x6ZsGyEsFPQcAgAAEIQAACEIAABJIRuFtuHpl0QTJ3vCAAgQ4SmEll+8uf37OrJKxHeJqzp6bOkjANblMSuFCHzP3YKU9VPTK9jo6TnOY7EgaBMhGYXZX1+ooevb1Mwop/U37u7xMl938MAq0SWFMZeKS3+5V1tjSHhEEAAhCAAAQ6TYA1QDt9BSgfAk0QIADaBDSSQKCDBA5Q2f4i+JwUppvWqs4wnfB6m/Y/sJYTxxMRWEpeDgZ9Jm3SIIWXszlXMnePHvU0eAwCZSNwpCrsPvyk1CjoNFI+YakHj87DINAKAf/vCvdQ98H/SKNbyZC0EIAABCAAgYwJEADNGCjZQSAPAgRA86BMGRDIjkBfZXWd5C+FL0m1gnEb69z4yO96bZ0Oa42AH7Rh7g6EHiKFB8Vo93NbTHtjJPu9IS0iYRAoI4H+qvQdkvuyf3BZV6o0B/c3lyZI9rtc6iNhEGiGgP9P+T77juT+5JkLe0v8/xIEDAIQgAAECkWAAGihLgeVgUAyAgRAk3HCCwJFIuCp8P+W/AXRGiedIR0VbcdpG85dof2ZJSwbAvsqGwdAw5fzf2rf0+JPkm6VPELU516QviJhECgzgSGqvH9ACfeTp7R/muR7jZ++7cBoOPcv7Vf7UUCHMQg0JPB1eXidz9Cf/qH9uRumwgECEIAABCDQGQIEQDvDnVIh0BIBAqAt4SMxBDpGwKOsfiCNk8IXxvj2GR3/oWQ/LFsCKyq7MVIIdsa5v6vjx0sOHGEQ6AYCXtJhF8lB/XhfD/sOim4leTQoBoG0BOZUgr9KoT89pv010maCPwQgAAEIQCBnAgRAMwDuD5kYBCAAAQhAoBEBj0I8JZKfhruE5KDbROlBKfy4od1Smh/Csq7kKeR+eNMrktfT9MhXT4/spHmkp0crzSOtLPkL/AfSWOl66X0J6w4CS6oZa0nzSn2l56UxUhjtq93SmQOVHp38DWmY5MDTc9JVku8blfaJDpwg/U3aVXLaWSW/J2+S/iC9KWEQSEPA33l2lg6WBkrvSYdLR0ofSRgEIAABCEAAAhCAAAQyJRCCJBdkmiuZQQACEGiOwFAlO1ly0CWMCIpvvSbcgVI/CYNAuwisoIxvkeJ9L77vJ1Nv2K7C25jvmsrbP5DE2xLf948MX5Pi5h8gHAB1UCruG/ZD4GpAPBH7EKhDwD8cPSCFPnSh9ofX8ecUBCAAAQhAoGgEGAFatCtCfSCQgAAB0ASQcIEABHIh4NF24an1DrZ4TcGfSNtJP5c8ujJ8YfYIvNkkDAJZE/DSER9L7mt+srlHOHoK+A7SMZKnfId+eLT2y2K/UEXDsg1+n/1W2lHaSXKAM0xx9+hyv+9sC0tPSm6vf5S4VNpb8nvyZ9I1UsjzXu2zZqMgYDUJ+Aeu06Xw/nHf+lZNb05AAAIQgAAEikuAAGhxrw01g0BNAgRAa6LhBAQgkCMBB05elPzF+AZppFTNVtLBpyX7eYQeI0EFAcuMwLeVUwjoeSruDFVy7qNjDoh+KLkfHiAV3XZVBV1XBzH3kTydv9L8XvqF5ACofXeTxkb7d2jr5Siq2bI6+IjkNPdJjAQVBOwLBKbRKwfbX5fcT7xMyC+l/hIGAQhAAAIQKCMBAqBlvGrUuecJEADt+S4AAAgUgoCX4fAX46ulasGZeCU9iigEQfePn2AfAi0Q8FTv1yT3wz0S5LO2fBxQdMBwiQT+nXKZTwU7WOvA7mYJKrGNfMwgjIL1Dw2NAlUzyycEQY/QPgaBQMDLSdwjuU9ZHkU8v4RBAAIQgAAEykyAAGiZrx5171kCBEB79tLTcAgUhsCSqom/GHt9z9kT1mrVKM2b2k6fMA1uEKhHwKMf3Q+vqOdUce7YKM3fK44X6eUfozqelqJSl0RpHAQdnjDdl+TnIKtH9zmYjPU2gVnVfPc99wm/r8ZJG0kYBCAAAQhAoBsIEADthqtIG3qOAAHQnrvkNBgChSPgqZD+gux1CNPYbXJ2uvXTJMIXAjUIhIeyfKPG+WqH59JBB3jekRqNkqyWvt3HPPX4Fcnvk0VSFPabKI3blcaulLPL2iJNIny7isDUas0PpImS+4JHHx8uVVtOQocxCEAAAhCAQCkJEADN4LL5gyoGAQhAAAIQ6CUCS0eN9QNV0piny9tC+smv+AuB9ASmVZLFJU9pvz5Fcq9b66nfXvdywRTp8nKdWwX5YWGu56MpCg0PGHO7BqdIF97DvCdTQOsiV68H6x+mTpbcb66SvDzEftJ7EgYBCEAAAhCAAAQ+J+AP4BgEIAABCBSHwEyqytel4ZLv0X5SsgMk4yUsGwIh2PJSyuxejvxD+pTJcYfA5wQ8Xdc/Qr8qOQiaxtxvF5OK2A9DndK+t4bEADiP12Kv6+2GckK59Xw51z0EvOTBwdKOkt9Hz0s/kYq8NISqh0EAAhCAAAQg0EkCBEA7SZ+yIQABCPyPwLzaPUT6rlT5UB5P6/NUz32l+ySsNQIhuOIgVBoLI9NC+jRp8YVAnEB4OrUDOQ7geFp7Ugv9toj9MNQp1DFpm8wjWMgjvK63DeWkSVMvP84Vm4Cnu39POlpy0PtjycsnHCSlXT5BSTAIQAACEIAABHqJAFPge+lq01YIQKCoBL6pink9QH+x8xc8T+v8rXSMdJHkh3ysJd0p/UjCWiPwcJR81ZTZBP+QPmVy3CHwOYGPtPeUNJ20/OdHG+84CL+45PRPNnbP3cMj8d6SPILdP+okNa8bavO9bsKkvWR/VonceE8m41Vmr6VU+RulP0sOfl4neekDj/wk+CkIGAQgAAEIQAACEIBAsQjwEKRiXQ9q03kCK6kKfmiDR3meLw2TKm1mHThOso+1lYQ1T8DMzdFBl4EJs1lSfp9KH0iDEqbBDQL1CBylk+6H59Rzqjj38yjNZRXHi/Ty7KiOHqWX1Dx12Sx8LxySMNFI+TkQ7CUE5kiYBrfyEfD99ljJ19l9xMvBbClhEIAABCAAgV4iwEOQeulq09auIUAAtGsuJQ3JgEB/5fGs5C91HvHZyHaQg309SirN6KpG+fbi+evUaLM8K0Hj/TTheyL/YxL44wKBJAT8wKD3JPfD7yRIsGzMf+UE/p1yWVIF+8cCBydHJ6iER7c7uOU0ZnGh1GiGkkfO3hT5/0lbrDsJ/J+a5YCn+4X7iP9POiCKQQACEIAABHqNAAHQXrvitLcrCBAA7YrLSCMyIvBj5eMvdndJfRLm+dcoDV/6EwKr4baojr8ZsfSItZlq+I3Q8dslX6dHpVp+OoVBIDWBXZTCfcvBwh0lL4FRzdbRwdck+/6+mkPBjh0W1fVtbTetU7fv61wIAnvE6ATJbfyXFNb31O4XzIHj6yT7jZOSjhiVK1YSAn7I13WSr7HlYLcD6xgEIAABCECgVwkQAO3VK0+7S02AAGipLx+Vz5jArcrPX+42SpHvQlGaidpOmyIdrlMS+IYOhSCoeXqZgU0kH/cUS6815ynvvkZPSgtIGASyJnCoMgyBHq8FvK/kgKdHRu4qXS+F8+dpv/IhaTpUOPMIztOkUG/f6/aQvN7xt6S9JP/wE86foH3bSlIIgr6hfR93ANXvyc2lU6QQMH1O+4tLWPcQmFFN+bXkHwTcN7xMybZSrR8GdAqDAAQgAAEI9ASBM9VK/2/0dxQMAhAoCQECoCW5UFSz7QQcIPhE8rTP6VOW9oT8/Q9w0ZTpcJ+SwMI6dLUUAjGVW1+fM6Rao9F0CoNAywQceB8nVfa/8NqjP3eXyhYI2l51frlOu17UOY8Cjdt8enGJFNpeuf1M586RZpew7iHg98Dzkq+377se6TyzhEEAAhCAAAQgMNVUBEAz6AWMHsoAIllAAAIQaILAEKXpI3mEi9f0TGMe+eTRiH7wxyNpEuI7BYHHdGR16cvSBpKDyv7S/ap0j3SB9JRUBOunSiwtzSW5z4yVXP9G5oCS+8tAycGo+6R3Jaw4BP6hqlwsrRVpuLb+jPaCNEa6SPLT1ctmJ6vCZ0vrSt+QhkkOcD0rXSVdJlXe/9yv7b+U5FEOfm8OliZIN0tnSUn6vdywEhDwrIYTpDWiut6h7U6SfzDHIAABCEAAAhCAAAQgUFoCjAAt7aWj4hkTmF75ORDg6Zxp7U4lcFoHBrDuJzBcTTxdelvydY/rab321GIHR+PmEcbbSA9JcX/vO+DkgBvThwUBKySBdVSrWySP9oz3X4+av0ZaVcLKTWAGVf8Q6UPJ19gB7h2kso1yVpUxCEAAAhCAQNsJMAK07YgpAALZEyAAmj1TciwvgedVdX/xWyJFEwbI1wEsTxH0qCisuwn8n5oX1jx0MMijNz0q9XLJ04dDcOhB7Xukp22IdL0Uzk3U/pXS+ZJHVzmI5HPe7i5hECgKgf6qiEd4hr77jvbHSA7Y3yiFNXl9/nipj4SVj8D6qvI4ydfR97VTJJYZEQQMAhCAAAQgUIMAAdAaYDgMgSITIABa5KtD3fIm8AcV6C+AJ6QoeMcozQ0p0uBaTgJ+6Iv7h/VXaYQUN4+U8kNlHpHs44D6SMnBUL9+TtpMqgwSza5jDh6F0XX7aB+DQKcJeNTypZL7rh9OtqvkgGjcBurFz6T3JfudLmHlIeD7U7jGvn7+TLh8eapPTSEAAQhAAAIdI3CmSvb/zi07VgMKhgAEUhMgAJoaGQm6mMAiaptH4X0krZygnSPk42mC/ufn9Sqx7iXg0ZwhyLNng2Y6KHSd5H4RRoV66vvsUj3bTCc9kthasZ4j5yCQA4F9VIb78CvSYg3KW0Hnw5IQWzXw5XTnCTiQ/Qsp3NNe1/4ukoPeGAQgAAEIQAACjQkQAG3MCA8IFI4AAdDCXRIq1GECh6t8f+l/TVqzTl1G6dxTkn0vquPHqe4gED7k/CVhczx9dKLk/uE19TzSKokdKienuS6JMz4QaBOBmZWvR326L66esAyPgLD/c1LfhGlwy5/At1Rk+N/lUee+pw3NvxqUCAEIQAACECg1gfDdgBGgpb6MVL7XCBAA7bUrTnsbEfAImL9J/iJv/VP6trSw5CDWN6VTpI8ln79N8og/rHsJ+AFZfkq7gwXDUjTzWvm6jzyaIs2M8n0rSpemrBRF4AqBhgS+Jw/33Wsaev7PwUtAeKSz04UniP/vLHudJjBcFfB6xb4+1v1SkpkOcsMgAAEIQAACEKggQAC0AggvIVAGAgRAy3CVqGPeBPxFfl/JD/wIXxYrtw6Aeq1QTyXEupvAKmqer/+dKZt5V5Tu5ZTpzo/Sec1RDAKdIHCyCnWf97ToNBZGMB+cJhG+bSUwnXLfT/KPOL6mHtnrZTymlTAIQAACEIAABJojQAC0OW5fSMWHkS/g4AUEIACBjhDwl8QjpNMlT2vwVPjhku/RL0hjpLOkJ6QimEetziWFadcvat+jFRvZIDnMLbm9bpfX8CuSmbfbNYvkdQhfklzXdlhfZWoWM0kOWLqsYK6D7anJm8R/B0eerr+D6knrHspxfVq1fsrA+QyQ3KZXJQwCjQiEPv90I8eK86HvhvQVp3mZM4E1VJ5/qFsoKvdv2jr4OT56zQYCEIAABCAAAQhAAAI9Q4ARoD1zqWloFxJYUG06VZogObgW5NenSeFLr3Y/NwcVd5BulxwkDWk+1f4t0rZSH6mTtrQKP0fySKVQP28d2P2dNI+UlS2njM6THPyNl/WsXh8j+cFFG0bnvBxCGntEzs7TI6/S2PFydrpd0ySq8F1dry+RPpDi7XpCr38lOdCLQaAWgTBVeqNaDjWO76jj7m8n1TjP4XwI+B75dym89x/W/tfzKZpSIAABCEAAAj1BgBGgPXGZaWS3ESAA2m1XlPb0CoG91dCPpfAF1yM475O8Dcd83lP5gy2gnYekcP497fuLsQN14WnAPnePNFzK2xx4PUqKB2af0Wu3y6My4/V2oLYV66vEJ0khT5c5VnJZHiUZjjswatZ+7fNpzAFlp3MwNY3dIGenWy9Nosh3gLbnSk5vfSJ5VN4D0utSOO4g+RoSBoFqBI7VQfeVX1Y7WefYH6N0P63jw6n2EfB9bS8p/KDzjvb3kXwcgwAEIAABCEAgOwIEQLNjSU4QyI0AAdDcUFMQBDIjcKRycnDCozb/IFWO9FxQx34fnbffMZKDn2Gk6KPa/47UXwo2vXY2lxwscxpPkZxXytPOUmEu209Ndxsry19Sx86W7GN5KmczNo0S/UtyHg4CHyxVTtldVsfCKDj7heDhaO0ntZvl6LRPJ00gP18nBy09cnNGKY31k3MIur6hfQehhsQycLtXka6RXC+X00yQVcmwLiewhtrnPvKkNG3Ctg6UX/jxYFTCNLhlR+Bryuo/kq+bdb40j4RBAAIQgAAEIJA9AQKg2TMlRwi0ncDdKsEflP1FH4MABIpP4Nuqot+zDhI2Cl6tIx8H0uzvUYjeXip5lGAtG6QTV0v2vUty0CwP21WFuExPe/9qgwK30XmP2HQA2AG9tLa/ErgsB2sc6KxnoV4OFjrNvZKDxY1sBTl4BK7r6XQbS43MrP8t2d8j6dJaGNHqgKsDqbVsap04THI5b0nDJQwCcQIejf2w5D7ys/iJOvu/i/yvr+PDqewJzKEsw5cwX6/HpTWzL4YcIQABCEAAAhCIEQj/e7eMHWMXAhAoOAECoAW/QFQPAjECHon1lOQvuTvFjtfb9Xqf9rceleoFP3V6kjkIOlZymu9POtLeP16PcqLk8jZIWNSvIv87EvoHt6Ha8bRQl7VaONhg+5vI/91oe7m2ZlTLlteJMGX/Su27LJfpgHQtm04n/izZ9xXJQY00tqicHaT9SEo6+u5c+bo8l4tBoJKAg2j+kcGqd79xQP1AyX3pA+lLEtZ+Ag5S7yaFtZI9mv0AyfcSDAIQgAAEIACB9hIgANpevuQOgbYQIADaFqxkCoG2EFhduTrI4EBm0pGZ9vMXY6dz0DCpOfDpNNclTdCC31ZK67LGpMjDozBDkDFpwM/ZhxGdF6UoywHaEGSYoH3X9QXJwYd5JQeAHHRYTvLSAx75aZ+LJQcpwrqIn2n/bGm0FJYfcKBzW8mjtpzmbWllKa0doQRO7/KTmuvuoKmDVjMmTYRfTxHYQ611v7KuktaVBkq2WaRNpNskn3df2lLC2k/gqyrifilcG9/PRkgYBCAAAQhAAAL5ECAAmg9nSoFApgQIgGaKk8wg0FYCIch1cIpSZpavA2/+onxsinQOiHk0oYMaXluynRY+QPwoZSEny9/t2j1FurD25+Yp0tj175LL8rqat0b7IfjggGdg7GN+fZTk4GewvbUTAtEhnfmGfW8flpaUmrE7lch5jE6Z+MYo3Vop0+HeOwQ2U1MnSvG+Wtl3/YMAfaj9fWI2FXGaFO43nhFQb2R5+2tECRCAAAQgAIHeJBC+v/DjbwvXP+mInhaKICkEIAABCJSUwLCo3o+kqP888vUIRduckzeJ/nrK9vOSg3hzJUrRvFMz7XJpHglrcxuTWigrpE2aLjCfQQlWlDaSzpc8Xd2MHPR8XDpOGiU5UPqpFOxI7SwkHS49KHnUZV/JgaXLpK2kJaQHpGas2XYFDiF9M2WTprsJOPg/UtpPul3yvcF99y3pBunH0oLSFRLWHgL+fuAfiHyP2UZyAPpgaXHpUgmDAAQgAAEIQAACpSPg9d0wCEAAAhCAQDUCHoFlCwHNya/q/w1p6ntVPxvKaSWP6jl/8WjIP5T3xbPFeBXqFurqkaSWzf+7HewM53ysmjmg/LNIPu8gkgOnnbTKdnWyLpRdXAJvqGoegW7ZitB3J9ek+/8upyaeJC0bNfVybXeVnopes4EABCAAAQhAAAKlJMAI0FJeNioNAQhAIBcCz0WlLJqiNAfdQmDuxRTpBsp3bslT4MenSNeMazPtcjmLRYWF9EnKfjZyCmmTpLFPYF6tLDMKjJPmZ78sg5/taFeatuDbWwSy7Lu9RS55a2eV6x+k2yQHP/0e/7b0LYngpyBgEIAABCAAAQhAAAIQSEPgbjn7i/sFaRLhCwEIdITAN1Sq36+eBtknYQ38w9p7ktMdnDCN3baRnOZav2izfU/5u6wbUpQzg3xfjdKlCWbuHKW5JEVZM8vX031dx2Ep0uXpelhUvz+mKHSEfD+V3pcGSBgEINB5Ah6VvZ00QfI950PJI299z8MgAAEIQAACECgGgTNVDf+f3rIY1aEWEIBAEgIEQJNQwgcCxSDgqdZPSP5n6yeQJ7EQ8HMaB079cKNG5oDfM5LTbNHIOYPzg5RH+LLvEU5JLAT8bk3iHPPxQ0RCMHPN2PF6uyfopFkUeY3DhVQ/j8rz2oBLSUnMP3y5XX6oCgYBCHSewJdUBY/49PvSukpaWMIgAAEIQAACECgWAQKgxboe1AYCiQgQAE2ECScIFIbABqqJvxg70LVxg1ptGPnZf6zkrYN4nt5eyxz8vE6yr7+IhzUitdtW21G5u0wHJ0c3KGkHnfdTkD31fKUGvtVO76ODLmuitHw1h9ixvbRvX4/CShpYjCXPdfd4lea6Oni9SJ2SfU2Pluz7plTUUa2qGgaBniDg++7vJI/I9vvSS5d8V8IgAAEIQAACECgmAQKgxbwu1AoCdQkQAK2Lh5MQKCSBQ1Urf0l2ENCj90ZJcVtcL06VfN5+h0vzS69Er5/U1iM749OePTJ0a2mc5DQvSPNIedoZKsxlO7h7nDRSituX9eIfkn2sXaVmzAHAkI+fxu7ppcNjGfn8ipKnybscc9xaKrpNpwp6GQHX2YHk/aU5pGB9tPMN6UbJPua8toRBAAKdIeB7zfeklyW/Jz2K+xjJ92MMAhCAAAQgAIHiEjhTVfP/bqbAF/caUTMITEGAAOgUSDgAgVIQ2F219KhE/+O1XpUejrbhmM/vKQWbTzv3SvHzDoY+JTkYFo7frv28g58qciqvV+rgbhgF5fqMl9yu16RQv3e076BBK+blBBxkDUFi5+2gr8t6QwpleYRk0mn5cu24Ta8a/FUK9Xf7npUekd6OHX9J+1+TMAhAoDMEllSx4ccIv1+vk/zjFQYBCEAAAhCAQPEJEAAt/jWihhCYggAB0CmQcAACpSHggObvJQcJQ8DLWwe3/PRgn6+0PjqwreQv3vFA4yd6fZ3kXzEdiOykOQjwZ2miFG/XM3rt0VHxUY162ZIto9RnSfGgp8t0UNgjQ4dIZbTRqrTX+HxXijP8j17/XBooYRCAQP4EBqlI38c82tPvTd+/W/1BR1lgEIAABCAAAQjkSIAAaI6wKQoCWRG4Wxn5A7i/KGMQgEA5CUytag+VFo22fp3EPFpwpDS/1D9Jgpx9HIidU3K7Zm1z2Q4MzxWVNbjNZeWZvUe6DpMWkWZqU8G+Nh6RfKX0hOT1C++UjpW8bAEGAQhMJvBdbV6U/LnLPzp53d52vS+VNQYBCEAAAhCAQJsIEABtE1iyhUA7CRAAbSdd8oYABCDQ3QR2VvMqR8/GR5x6/zypm4LK3X1FaV07CPhHnGul8N64WftFf6haOziQJwQgAAEIQKBbCBAAzeBKeqQGBoFGBLaXw05SFtNUF4gKYzpkI+qchwAEIACBOIGT9GLH6MDl2p4ueY3Z96X5pA0kn99EWlr6muR1VjEI9AqBAWroAZLXYu4rvSrtJ50mORiKQQACEIAABCAAAQhAAAJ1CPxV58Iogqy2t9Upj1MQgAAEIACBOIE99ML/f7zGaL2HRM2j83dGvndp6yAQBoFeIOD3xXOS3yefSl6XeRYJgwAEIAABCECg/AQYAZrBNWQEaAYQeyCLbdXGX0tJ1/mrh+RvOumpWV6TCoMABCAAAQg0IuCHUB0cOW2u7YV1Ejyvc2tKd0jLSh4R6nUPMQh0K4GF1LDfSe73Nv8A4Fk7/gEAgwAEIAABCEAAAhCAAAQ6RIA1QDsEnmIhAAEIlJTAgaq3R7X9I0X914nSjE2RBlcIlInA9Kqsfxj4UPL7Y6L0IymL5YqUDQYBCEAAAhCAQIEIMAK0QBeDqkAgKQECoElJ4QcBCEAAAibg0ZwO8KzlFwnNMxY8GtTpFk+YBjcIlIXAeqqog/vu359Jp0pDJAwCEIAABCAAge4kQAA0g+vKr8QZQCQLCEAAAhCAAATaRmCBKGcHQpOaA0NhCnBInzQtfhAoKoH5VbFLpIukEZIfAraStJ00QcIgAAEIQAACEIAABGoQIABaAwyHIQABCEAAAhAoBIEZo1q8k7I2wT+kT5kcdwgUhkA/1cRPd/+P5OUd3pR2k74i8VBJQcAgAAEIQAACEIBAIwIEQBsR4jwEIAABCEAAAp0k8FJU+LwpKxH8Q/qUyXGHQCEIrK1aOPD5K6m/9FdpYckPPvLT3jEIQAACEIAABCAAgQQECIAmgIQLBCAAAQhAAAIdIxBGuHnkW1IbLMcVpI8lrz2NQaBsBBzAP1+6TBopPSitKn1PelnCIAABCEAAAhCAAAQgAIECE+AhSAW+OFQNAhCAQAEJbKw6eU3PZ6UBCet3dJTm4oT+uEGgKASmU0X2ld6V3O/fkvaSppUwCEAAAhCAAAR6kwAPQerN606rS06AAGjJLyDVhwAEIJAzAT/R/U7JwSCPiOsr1bNNdPIzydODl67nyDkIFIzA6qrPo5L7uvU3aS4JgwAEIAABCECgtwkQAO3t60/rS0qAAGhJLxzVhgAEINBBAguq7NckB4VukEZJleaHHR0iOfBpv59KGATKQGBuVdLBzhD4fET7q5Wh4tQRAhCAAAQgAIFcCBAAzQUzhUAgWwIEQLPlSW4QgAAEeoXAl9TQ5yQHiTzC8w7pD9Jx0oXS25LPOQDqKcQYBIpOwNPa95RC331H++67jUY5ywWDAAQgAAEIQKCHCBAA7aGLTVO7hwAB0O65lrQEAhCAQN4EBqvAY6UQMAoj5kJQdIzOrZB3pSgPAk0QGK00D0mhD1+g/WFN5EMSCEAAAhCAAAS6nwAB0AyuMQuqZwCRLCAAAQhAAAIQmPSkaj+pfaTkhxW9JN0iXSN9KGVhngbvEXP7SX4i9vxSf2m8dLP0glTLXKc1peWkodJb0uPSJZJHlmIQyIPAHCrkSOl7UWFPaLurdEX0mg0EIAABCEAAAhCAAAQg0AUEGAHaBReRJkAAAhCIEVhI+xdLYSRb5fZlndtJ8sOMOmGeTuxpxW9IlXXza0+nP1ti9J0gYG0j0Ec5O9AZ+uF72v+F1E/CIAABCEAAAhCAQD0CjACtR4dzECgoAQKgBb0wVAsCEIBAEwTWVhqPpHQg0du/SLtJ20m/ku6RQtDRU3w9WjNPm1mFjZFCHTxK9ABpW2l36e+SA1E+/4q0ooRBIGsCKynD+6TQD/2DwQgJgwAEIAABCEAAAkkIEABNQgkfCBSMAAHQgl0QqgMBCECgSQJfVroQPDxL+0Nq5LOhjk+UHPzxSMu8zMv8XCW53Oelr0vVzE/gvkyyn6fYLyBhEMiCwGzK5FTJo4zdv56W1pMwCEAAAhCAAAQgkIYAAdA0tPCFQEEIEAAtyIWgGhCAAARaINBHaf8jOajz+wT5LCafNyP/TRL4Z+GyS1Tei9rO0yDDaXT+/Mh/TANfTkOgEQH3px0kB9T9HvlAOliaXsIgAAEIQAACEIBAWgIEQNMSwx8CBSBAALQAF4EqQAACEGiRwGZK78COH+DiNTaT2PZycpoHkzi36OMArR/C5PLWTZjXIPl5GrzTrJowDW4QqCTwFR24U3I/si6XGFUsCBgEIAABCEAAAk0TIADaNDoSQqBzBAiAdo49JUMAAhDIisC5ysjBnZ1TZOig5KtROj84qZ3mAKbr90jKQg6O0h2fMh3uEBgsBB4N/ankvves9G0JgwAEIAABCEAAAq0SIADaKkGl9xQdDAIQgAAEIAABCKQhsHTkfE2KRA4MXR/5L5UiXTOuzdTP5YT2tLt+zbSJNMUkMLWqta30mPQjyf38SGlRycsqYBCAAAQgAAEIQAACBSDgBwRgEIAABCAAAQhAIA2B8MCjl2OJvL6hHzQ0UhogjZdukTxNPljw98Nh2mnV6pekvLzql6Qu+BSfwDKq4knSClFVHUD32rOPRq/ZQAACEIAABCAAAQgUhAAB0IJcCKoBAQhAAAIQKBEBP9xlFmlWySPgDpB+KM0gVdo9OrCfdKVkf5vTt9NejzL3tOQ0llf90tQJ3+IRmElV8nIJO0l9JD9o6yfSORIGAQhAAAIQgAAEIFBAAgRAC3hRqBIEIAABCECg4AQeVv080nMLaTtpmOR1D2+V7pLelYZLa0pfkq6QjpFWkWxO307zE+ptoydvEv8NDz8K6RMnxLFnCGyplh4tzS59Iv1GOlB6W8IgAAEIQAACEIAABCAAAQhMIsBDkOgIEIAABMpPYBs1wQHPj6PtTdqOkiptOh3wyLgPJftbT0ntNpfrUaAuLwRdG5XZXw7PRGnWbuTM+Z4jsIRafIMU+vH12q/W53sODA2GAAQgAAEIQKDtBM5UCf4M4h9iMQhAoCQECICW5EJRTQhAAAJ1CPTTufclfxDzeod9pXq2qU5+JtnfD4jJw/ZXIS7PD6eZOUGBfoK3/f1/ytP6MQiYwEDJIz5DsP8l7X9fwiAAAQhAAAIQgEBeBAiA5kWaciCQIQECoBnCJCsIQAACHSLwTZXrYGEIav5a+w6KVrOv6OBYyf6WR4vmYdOrkPA/50HtL1qj0Bl1/BTJdXtPWlbCIGACm0kvSO4bnu7+O8nrf2IQgAAEIAABCEAgTwIEQPOkTVkQyIhA+DJ6QUb5kQ0EIAABCORP4HQV6aDQudJH0f6z2h4mbSR57c8fShdJIUjq9UG9TqLTzSPlYXOrEAc/XaZH8P1d8vT9NaRNpGOklyWf97ql60kYBBYRgmsk9wvrFmlpCYMABCAAAQhAAAKdIEAAtBPUKRMCLRIgANoiQJJDAAIQKAABP8TIgaElpZUkP+k9BIsqtx5Vebg0nXRx5LextnnZQBV0ohSmMFfWz6+9tqPbgvU2gQFqvvtqCOq/qv0fSCyJIAgYBCAAAQhAAAIdI0AANAP0PAU+A4hkAQEItEzAU1CXkfxU3XekJ6Q8HpSiYrAmCPg6LS4NkSZIfmK2R9FhyQmMkOtCkqfTmt390ptSPfNDevw+mUt6XxorPSJ1wtwHbM9Lr0nLSqOldaSRkgNJ4yWPnPuX9Ipke27yZtJ7Pdpt+8ajTneWjpA2kjwl3/U378clj1K9XcJ6m4CD8sdJwySPWv6TtJ/k/o1BAAIQgAAEIAABCEAAAhBIRYARoKlwdb3zKLXwfOkDqXJUlgM720t9JKwYBNZUNW6UwpTmcM382us6riVhtQl4FJmf3PiAFNiFrUecXSI5kFhp8+nAnyX/OBD8w3asju0l9ZPytHEqzHUYnrLQM6N05oBBoAgEFlQl/i2F99Sd2neQHIMABCAAAQhAAAJFIcBn6KJcCeoBgRQECICmgNXlrrurfX6ohL90enubdJ50ufSqFL6MOrA2VMI6R8BTl0+VwjV5V/tjJK//eK3k1+Hc6dq3P/ZFArPo5ZVS4ORRZVdIZnizFKZnO5j8CynYFtp5X3I6n7tH+od0qeTRlyG/h7Q/v5SXXaWCXPamKQv06G6nWz5lOtwhkDWB6ZXhr6TwA5zfkztK00gYBCAAAQhAAAIQKBIBAqBFuhrUBQIJCRAATQiqy932VvtCQOe32q8McPbRsU2kZyK/h7UdJGH5E/CoRQfpfL08AnFPaQYpbg4k7CF5qrH9PKrX6bDJBMzHo8rMxtPCPfpxWilug/XCU7TDjwKHad/BT6ex/iINl+Jmxh6V+x/JPi9Ic0l52G4qxGX6QTFJbTU5Os1LEkGmpNTwaweBdZXpWMn90T8snCYNkTAIQAACEIAABCBQRAIEQIt4VagTBBoQIADaAFAPnPbIr08jbdagvbPp/P2Sv6T6po/lT2BnFWn+r0uNnoK8pHw8isr+u0rYZAK/08ZMPPpx7smHav79ls54Orz9P4y2Hi1dz2bUyTGS01xbzzHDc167dILkMrdJkK9/wHgk8t8ngT8uEGgHgfmU6UWS+611r7SihEEAAhCAAAQgAIEiEyAAWuSrQ90gUIMAAdAaYHro8Bi11V88PcItifkL63uSR+k4wIblR8AjPV+RfL02TFjsepG/g2MDEqbpZrf51biPI41K2NAwQtrc/5wwjUeQhmv1zYRpWnX7vjJwHR2w9Xq9tcxBXy9xYd/7pP4SBoE8CXiN3J9L/l/ifviGtJvk2QYYBCAAAQhAAAIQKDoBAqBFv0LUDwJVCBAArQKlhw45EOJApqdKe9RaUvM0eX9p/XXSBPhlQsBBT3O/I2Vut0bpvp0yXTe6+ynSZpg0kGkGHi3p94nTedp4UguB078mTZCB3y+Vh+tpeS3TbaQlJAd+vy4dK3npBJ9/ShouYRDIk4B/EHhCCv3U74/Z86wAZUEAAhCAAAQgAIEWCRAAbREgySHQCQIEQDtBvThlfldV8ZfQf6askgMpTufAGpYfAQevzN1BvDTmKc5O58B1r9tlAmAWG6UAsUqUxul+lCLdQlG6Z1KkycJ1c2XyUlS261xN5+n4rBIGgbwIDFNB/5BCf3xI+6vmVTjlQAACEIAABCAAgQwJEADNAGblQxgyyJIsIAABCNQkEB7Q8nRNj+ongn9IX92Lo1kTCLwD/6T5e6SfLaSf/Ko3/wYGaRiGNGkZjlUCB3vmlKaO9rVpu52tEryuon/gWEcaKXn5Az/w6Rbpb9I9EgaBPAj0VSF7SgdI7ocegfxL6TjJDxnDIAABCEAAAhCAAAR6kAAB0B686DQZAh0k8EFUdv+UdfD6bbaQfvIr/rabQOCd9noF/5C+3fUscv4fRpULfThJXePcQvok6aaTkwOfH0kOhOZpDjKdEinPcikLAnEC39CLE6RFooPnautg6AvRazYQgAAEIAABCEAAAj1KYJoebTfNhgAEOkNgXFTs0imLD/4e4YblR2BcVFTgn7Tk4M/1mmqqwCAwScIwcLdvSJ8kXSgjTZok+eIDgaIT8Kjpc6SrJQc/H5NWlzaTCH4KAgYBCEAAAhCAAAQgAAEI5EuANUDz5V200mZQhfwU3k+lhVNULqyj+OMUaXBtncDyyuK/kgMI0yfMzqM/n5ecbsWEabrZbauIhaeCJ7V55PiZZIbrJ00kv5OjNEemSIMrBMpMwDOZ9pDekvx+eVfaT/JoaAwCEIAABCAAAQh0CwHWAO2WK0k7eooAAdCeutxVG3uijvqLqkfq9Knq8cWDfniM/d+QeIjKF9m0+5WnU/sJ8Ob/64SFHR7536Wt0/e6zSgAL0lmuE0CGGZ2QeTvNPdJSYLPK8nvE8nT3xeQMAh0O4FV1cAHJb9PLD9cb14JgwAEIAABCEAAAt1GgABot11R2tMTBAiA9sRlrtvIoTobAkJnab/e2oh+oIrXFvSX210lLH8CHsUZ1pT0093r2U910tfqY+mr9Rx77Nz31F5z8dqem9Zpu0ez/UGy7+uSHybl/SukmaRa5mv0imTfI2o5cRwCXUJgdrXjz5L7u/WEtLaEQQACEIAABCAAgW4lQAC0W68s7epqAgRAu/ryJm6cAzZhyuKT2t9emlvy6DdPk/+adLYUpgH/UftY5whsp6K9bIGDDTdJG0uzSDZvPUr3Rsnnfc1+KGFfJOBp6SFg45Fqa0geHWqbQ9pKeliyz3vS6pKXiXhZ8rEXpd2lEZLX7/ZSAytIfm844GyfC6U+EgaBbiTgvr2L5NkA7u/vSwdK9X5E02kMAhCAAAQgAAEIlJ7AmWqBP/9sWfqW0AAI9BABAqA9dLEbNHVxnY9PX/QN3VN4vQ1yIGhvCes8gXVVhTByN1yfyuvl82nWrOx8q/KtwY4q7m0p8PO2kuHjOvZlKZin9N4s1UvjAOivJYKfgoB1JQH/aHavFN4HF2t/vq5sKY2CAAQgAAEIQAACUxIgADolE45AoPAECIAW/hLlWkGPZNtcukjyFF6PHvRDLO6XDpU8KhQrDoEBqopHId4ghVFY3t4o7SGFEY3axWoQGKrjB0q+F4blHSZo/3JpG8nT4KuZA8vnSuMlj8b16LdHpGOkBSUMAt1IYIgadYoUZgOM1f4G3dhQ2gQBCEAAAhCAAATqECAAWgcOpyBQVAIEQIt6ZYpRL0awFeM6JK0F1yspqdp+zTBsJk3tGnAGAsUj4B/HvJTGRMmjPr1+7iHS9BIGAQhAAAIQgAAEeo3AmWqwPxNt2WsNz7K9tUaaZFkGeUEAAhBISsAj27DyEOB6tX6tmmHYTJrWa0oOEMiHgJeAOEn6SlTcldp67c8notdsIAABCEAAAhCAAAQgkJqAf2HHIAABCEAAAhCAAAQg0EkCs6hwBz5vlxz8fE76jrSWRPBTEDAIQAACEIAABCAAgeYJEABtnh0pIQABCEAAAhCAAARaIzC1knv9Wz8AzA8K8wjno6RFpX9IGAQgAAEIQAACEIAABFomwBT4lhGSAQQgAAEIQAACEIBAEwSWVhqP+vRT3m1jpJ0lP+ALgwAEIAABCEAAAhCAQGYEGAGaGUoyggAEIAABCEAAAhBIQGAm+fxWukty8HO8tIW0mkTwUxAwCEAAAhCAAAQgAIFsCRAAzZYnuUEAAhCAAAQgAAEI1CbgQJJ7SS4AAD/8SURBVOdj0m6Sn2Z6nLSwdLaEQQACEIAABCAAAQhAoC0EmALfFqxkCgEIQAACEIAABCAQI7C49j3dfdXo2E3a7iQ9GL1mAwEIQAACEIAABCAAgbYRYARo29CSMQQgAAEIQAACEOh5AjOKgB9qdJ/k4Ocr0tbSKhLBT0HAIAABCEAAAhCAAATaT4ARoO1n3KiEueQwWJoh0gfavim9JU2U/BqDAAQgAAEIQAACZSOwqSp8rDS39Jl0ovRz6Q0JgwAEIAABCEAAAhCAQG4ECIDmhvrzggZq7/uS18AaJfl1LftEJzw64nbpEukyyetlYRCAAAQgAAEIQKCoBLymp4Od34gqeJu2nu5+b/SaDQQgAAEIQAACEIAABCDQpQRmV7v8ZcAjOx3EbEYOhq4jldnuVuXd9gvK3AjqDgEIQAACEIDAFAQ8m+Uw6UPJ/+snSNtLU0sYBCAAAQhAAAIQgEBzBM5UMn+22rK55KQyAUaA5tMPZlExV0lLxIpz5x0vPSu9Kr0v+QuDr0l/aZA0TBou9ZNsHjF6kbSX5KemYhCAAAQgAAEIQKAIBDZSJfzZZF7J091PlvaVXpMwCEAAAhCAAAQgAAEIQKDLCQxQ+26RHPC07pC+K80mJbG+cvqq9EfpIynk8y3tl9EYAVrGq0adIQABCEAAAtUJLKDDl0vh88ld2l+uuitHIQABCEAAAhCAAASaIMAI0CagkSR/AtuoyPCl4BztT9NCFRz0DEHQB1rMq4VqtJSUAGhL+EgMAQhAAAIQKAQBz1b5peSHNfpzjkd67iS18jlHyTEIQAACEIAABCAAgQoCBEArgPCymAQ8BcxfDO6XPJqzVdtNGYSA6shWM+tAegKgHYBOkRCAAAQgAIEMCayrvJ6W/HnE091Pl5LObJErBgEIQAACEIAABCCQggAB0BSwarmyBmgtMtkd9/R128XSx5P2WvtzvpL/NspiIW2fai07UkMAAhAoLIHlVbMNpcWlwZIfqOIfk3wf9Ch4DAIQyJfACBXndT43iIr1+3Fn6eboNRsIQAACEIAABCAAAQhAoEcJvKV2e4TEDhm131POwjT4jTPKM89sGAGaJ23KgkA5CfjHnaulMNq92vafOj93OZtHrSFQOgJ+GOP+0nuS349vSj+W+kgYBCAAAQhAAAIQgEB7CTACtL18yT0jAvcqH39ZOCOj/FaL8nOe82WUZ57ZEADNkzZlQaB8BEarym9Ivsd5xOfR0vqSR9P7R58TpLclnx8vLS1hEIBA+wisqawfl/yes86S5pAwCEAAAhCAAAQgAIF8CBAAzYczpbRI4BSl9xeG96XRLeY1s9KHgOrEFvPqVHICoJ0iT7kQKD4BP036dcn3zL9LM0nVbKgOXinZ7zlpdgmDAASyJTBM2Z0n+X1m/UcaLWEQgAAEIAABCEAAAvkSIACaL29Ka5LASKULU9Y9qslT4adrIi+PcrpDCl9EDm0ijyIkIQBahKtAHSBQTAKXq1q+xznoMnWDKvbV+TGS/U9r4MtpCEAgOQG/t/aW3pH8/vKI659KPo5BAAIQgAAEIAABCORPgABo/swpsUkCP1E6f4kI8rqgfijSwdK20jqSp7avJK0qebrZJtIe0onSg1JI6+0V0jRSGY0AaBmvGnWGQPsJLKUifH/zCNDBCYsbIb8PpU+luSQMAhBojcDXlfxhKXzmOFf7rLXbGlNSQwACEIAABCAAgVYJEABtlSDpcyWwjUoLDw8IXyya2XqEVNLgQK4NTFgYAdCEoHCDQI8ROFDt9T3Ra3ymsfPl7HQ/TJMIXwhA4AsE5tSrs6XwueQx7a/xBQ9eQAACEIAABCAAAQh0igAB0AzIl3UUYQZNzz2L01XicOkw6aWUpXuE04XSetLa0msSBgEIQKCbCCwaNeamlI0K/iF9yuS4Q6CnCUyr1u8uOeD5f5J/qPXT3peQrpIwCEAAAhCAAAQgAAEIdAUBf/DF8iPwqoryFwtrhLSCtKA0SPLDPgZKH0ted8vT5J+SPBXtfsnHMAhAAALdSsAPebN5CnwaCz8IzZImEb4QgMBUK4vBSZKDnTb/0Ppj6Rm/wCAAAQhAAAIQgAAEINBNBAiAdu5qjlPRFgYBCEAAAlNN5R+IbHNO3iT+G/xfSZwCRwj0NoGhav6R0lYRBv/Yupt0WfSaDQQgAAEIQAACEIAABLqOAFPgu+6S0iAIQAACpSRwT1TrtOsOBv97S9lqKg2B/Aj4M9/Okqe7O/j5gfRLaZRE8FMQMAhAAAIQgAAEIAABCEAgewL9msxyVqWbJ1KTWXQ02d0q/b/SBR2tBYVDAAJFIzBCFfpE+lCaX0piy8npM+ldycuIYBCAQHUCXnLHPzL4/691qZT0fSZXDAIQgAAEIAABCECggwR4CFIH4VN0cwQ2UTI/xf1lyV/aH5H+In1VSmoXyzF8gUmapkh+BECLdDWoCwSKReBUVcf3tzulAQ2q5h+DnpDsf0gDX05DoFcJ+H1ysuTPHH6vjJM2lDAIQAACEIAABCAAgfIQIABanmvV8zX1F/k/SyFwWbn9VOeOlaaXGhkB0EaEOA8BCJSVgB9kFIKantK+ZI2GrKTjT0q+lzpYmuTeKTcMAj1DwNPdt5cmSn6feGT1odIMEgYBCEAAAhCAAAQgUC4CBEDLdb16ura/VevjQU8/0f1pKYzICOe8Ltd8Uj0jAFqPDucgAIGyExipBnh0vO+L/nHoGukX0s7Sr6SbpXDPvEP7c0gYBCDwPwLLavd2KbxPrtT+Qv87zR4EIAABCEAAAhCAQMkIEAAt2QXr1eourYZ7XTt/EXlJWl/yyAyb16z7qfSGFL6oPKP9ekFQAqAChEEAAl1NYJBad7Tkh7SEe2N8+7aOHyj1lzAIQGAyAY+gPlHyDwd+vzwnfUfCIAABCEAAAhCAAATKTYAAaLmvX8/U/o9qqb+IfCwtVaPVc+r4fVL4gu/RobPX8CUAWgNMBof7Ko/VJI80+7n0Q+nL0tQSBgEI5E/APxJtJnnk5wnSQZLXL2QaryBgEIgI+H/U1tIrkj9HfCQdJc0oYRCAAAQgAAEIQAAC5SdAALT817AnWnCDWukvJH9u0FqPeLpOCkHQu7Q/QKo0AqCVRFp/7fUD95dekwL/+Hasjm8lEQgVBAwCEIAABApDwD+s3iSF/1ljtL9YYWpHRSAAAQhAAAIQgAAEsiBAADQLiuTRdgIvqwR/MdktQUkOxN0S+TvNpVIfKW4EQOM0Wt8fpizulcKXx/u175FmB0unSOOkcO587TPyTBAwCEAAAhDoKAH/aHqcFJbYGa/9LTpaIwqHAAQgAAEIQAACEGgXAQKg7SJLvpkSeF25OYD2g4S5DpFfeAqy051UkY4AaAWQFl56em142Mqj2l+lSl4e9bm5FJ6ke6H2GQlaBRSHIAABCEAgFwL+n+SApz8jOADqQKgDohgEIAABCEAAAhCAQHcSIADande161p1h1rkLynHpmjZSPmGtbycds9YWgKgMRgt7p6q9ObrEaAOhtYzP0F3gmT/Hes5cg4CEIAABCDQBgKe2n6d5P9Dlqe+LylhEIAABCAAAQhAAALdTYAAaHdf365p3Vlqib+oeCr84BStWkG+70lO+5n0fclGAHQyh1b/OsjskTMfSt5PYn74iq/HS5IfmIRBAAIQgAAE2k3ADzM6UvLDjfw/yD+Qbi0xG0EQMAhAAAIQgAAEINADBAiA9sBF7oYmrqNG+AuL9W+p1tPddWoK20hHPpWc1tsDJa8LGvLTbunsbtXY9b+gwzXfJ6rHGSnr8WCUbvWU6XCHAAQgAAEIpCXwHSV4XgqfA07U/sxpM8EfAhCAAAQgAAEIQKDUBAiAlvry9Vblr1JzQ9DyNe2fLu2SEMEO8vMI0JA+BET9uoxWlACoA7BmuGlKiB6F43Q/S5kOdwhAAAIQgEBSAl525Uop/O+/XfvLJk2MHwQgAAEIQAACEIBAVxEgAJrB5ZwmgzzIojEBBzE9ctA2i7S19CMpif1RTttKnq5t45pN5tDq3zAS1yNr0thzkfMcaRLhCwEIQAACEEhAYAb5HCr5M8Makh/A588QXhbHPyBiEIAABCAAAQhAAAIQgEATBAimNQGtiSRPK81ykqeuvRulfzHaJtmcIadlpBuTOOOTiMBbkdegRN7/cwr+If3/zrAHAQhAAAIQaJ6A15l+WPIMA68zfYq0sPQnqayzPlR1DAIQgAAEIAABCEAAAp0nQAA0v2vwgYrytHev3bWidLSUxh6S86rSVtJtEgE4QWjBnojSelRNGgv+IX2atPhCAAIQgAAEKgmM1IFLpX9Kw6V7JH9O2F7yCFAMAhCAAAQgAAEIQAACEIAABEpGoChrgHpqoUfUjJP6SUlsPjn5qfFejmC2JAnwgQAEIAABCNQg0F/HD5Lel/z/6HVpZ4kfpwUBgwAEIAABCEAAAhD4nMCZ2vPnxS0/P8IOBCBQeAJFCYBOLVL3Sr6JHJWAWh/5hIdZnZbAHxcIQAACEIBALQLf0omnJP8P8oMOz5CGShgEIAABCEAAAhCAAAQqCRAArSTCawiUgEBRAqBGtZLkEZ3+Anq4NK1Uzbzup6cm2m+8NKeEQQACEIAABNISGK4E4f+J/6fcL62cNhP8IQABCEAAAhCAAAR6igAB0Awud62ATwZZk0UXEXA/GSF51GSrlnS6eavlJEl/i5y2lU6X9pU2kv4g3SR5KqIDnZ4qv6PkKe+vSetLDoJiEIAABCAAgaQEppPjT6T9JT/p3et4HyidIHlZFQwCEIAABCAAAQhAAAIQgAAEOkzgDJXvkSpZysHHopgfLvWoVK991+n8SAmDAAQgAAEIpCHgH9Iek8L/mLO1z0yCNATxhQAEIAABCEAAAr1NgBGgGVx/RoBmALEHsrhLbVxRymIE6BzKZ6DkgGNR7AZVZJS0obSBtKg0s/Sq5KfxniddJ2EQgAAEIACBpATmkeOx0neiBI9o64ccjYles4EABCAAAQhAAAIQgAAEIACBLiXwG7XLo2B279L20SwIQAACEOhtAn3V/J9Kb0v+f/eOtLfk4xgEIAABCEAAAhCAAATSEmAEaFpiVfwZAVoFSsaHPIowi5GT1ao1pNpBjkEAAhCAAAQg0BECX1OpJ0qLRaX/Q9s9pOej12wgAAEIQAACEIAABCAAgQ4QIADafuiDVcQ07S+GEiAAAQhAAAIQ6BABL+9yjLR5VP7j2u4qXRm9ZgMBCEAAAhCAAAQgAAEIdJAAAdD2w19FRZwuLRQr6iXtfxp7zS4EIAABCEAAAuUj0EdV3kX6lTRIel86VDpK+kjCIAABCEAAAhCAAAQgAAEI9AyBWdTS2yWvBWb5y1GvGmuA9uqVp90QgAAEuovAV9Wc+6Xwv/1C7Y+QMAhAAAIQgAAEIAABCGRJgDVAM6DJ1OwMICbI4nX5rCH5CbC2faXVJu3xBwIQgAAEIACBMhGYTZX1zI4bpSWlp6V1pQ2kcRIGAQhAAAIQgAAEIAABCBSMAAHQ/C7IWypqO+kzydwdwfd0OQwCEIAABCAAgeIT8P/unSSv77m15Cnuv5IWly6VMAhAAAIQgAAEIAABCECgoAQIgOZ7YW5Vcb+LipxLW68bhkEAAhCAAAQgUGwCy6l6d0h+wvvM0uWSA58HSh9IGAQgAAEIQAACEIAABCAAAQjECAzQvqfLec2wCdKMUi8Za4D20tWmrRCAAATKTWBWVf9Pkmdv+P/2M9JGEgYBCEAAAhCAAAQgAIG8CHgGsT+LbplXgd1YDk+Bz/+qvqsi/09aLyp6Pm0fjPbZQAACEIAABCDQeQJTqwpetuYIyUFQT3c/RjpEek/CIAABCEAAAhCAAAQgAIESESAA2pmL5SfCWxgEIAABCEAAAsUi8CVV5yRp+ahaV2vrJWsei16zgQAEIAABCEAAAhCAAARKRoA1QEt2waguBCAAAQhAAAJtIeC1PU+Q7pQc/HxB2kxaQyL4KQgYBCAAAQhAAAIQgAAEykqAAGhZrxz1hgAEIAABCEAgCwKe7r6V5CDnzpLX+/R090WkcyUMAhCAAAQgAAEIQAACECg5AabAl/wClrj6+6nuO5S4/lS9fQTmVtZ+WNjH7SuCnCEwiUAf/fUPgfS13u0QDn76s1D4QdjBT8tT3q2sLPS1T5ShF7DHINAuAvS1dpEl30oC9LVKIrxuFwH6WrvIkm8lAfc1fzZ8RvL670WyuYpUmbLWhQBoWa9cees9Lqr6UG0tDAK1CPSrdYLjEMiYAH0tY6Alzs6B0OnaWP925t3GapN1CQnQ10p40UpaZfpaSS9cCatNXyvhRStplecvaL39I7qDs1iTBBzdxspDoK+qOnusus/H9su0O1KVdVswCFQjcL4OLibtJj1ZzYFjEMiIwG+Uz8LS7tLjGeVJNhCoRuBoHfR9bS/pkWoOHINARgSOVD6jpL2lhzLKk2wgUI3A4Tq4lLSv9EA1B45BICMChygfP6Bwf+nejPIkGwhUI/BLHfyK9EPpxmoOHT72jsovawyow+govowEllWlHfUPKmMbqDMEGhG4Ww7u4/6gg0GgnQRuV+bua8u1sxDyhoAI3Cy5r60EDQi0mcANyt99bdU2l0P2ELhWCNzXvg4KCLSZwJXK333NDyXEINBOApcpc/e1tdtZCHl3jkBY86pzNaBkCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJtIkAAtE1gyRYCEIAABCAAAQhAAAIQgAAEIAABCEAAAhDoPAEegtT5a5CmBvfLeY40CfCFAAQgAAEIQAACEIAABCAAAQhAAAIQgEAvEyAAWq6r/4mq+3K5qkxtIQABCEAAAhCAAAQgAAEIQAACEIAABCDQOQJMge8ce0qGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE2kyAEaBtBpwg+7nkM1iaIdIH2r4pvSVNlPwagwAEIAABCEAAAhCAAAQgAAEIQAACEIAABJogQAC0CWgtJhmo9N+XtpBGSX5dyzzl/UHpdukS6TLpvxIGAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIJCDAFPgEkDJymV35nCi9IJ0grSjVC37q9FQOUC8j/UhyAPQBaR0JgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABBIQYARoAkgZuMyiPK6Slojl5ZGc46VnpVel96UPJV+T/tIgaZg0XOon2Txi9CJpL+k4CYMABCAAAQhAAAIQgAAEIAABCEAAAhCAAATqECAAWgdORqcGKJ9LpRD8vFP7x0rXSA58NrK+clhO8rT5bSS//o30uOQp8RgEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQgwBT4GuAyfDwpsrL091tf5NWiLZJgp9O87F0s7SDtGH0WpupjpC4fiaBQQACEIAABCAAAQhAAAIQgAAEIAABCECgBgECaDXAZHh4pSgvr9/pUZyftZC3R3z+JErvEaXztZAXSSEAAQhAAAIQgAAEIAABCEAAAhCAAAQg0PUECIC2/xJ/NSriYm09mrNVOz+WwUKxfXYhAAEIQAACEIAABCAAAQhAAAIQgAAEIACBCgIEQCuAtOHlPFGez2WU90TlEwKp02eUJ9lAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKArCRAAbf9lfSoqIqwD2mqJnlLvByHZ7p284S8EIAABCEAAAhCAAAQgAAEIQAACEIAABCBQjQAB0GpUsj12d5TdZtqObjHrmZX+mCiP17Qd22J+JIcABCAAAQhAAAIQgAAEIAABCEAAAhCAQFcTIADa/st7uIrwlPX+0oWSn+Y+nZTWllaCKyVvbX+YvOEvBLqOwFtRi8K26xpIgwpDIPSxsC1MxahI1xEIfezNrmsZDSoagdDHwrZo9aM+3UMg9LFwf+ueltGSohEIfSxsi1Y/6tM9BEIfC/e37mkZLZlEYGo45ELAT24/KlbS29q/XrpP8ijOl6X3pQ+kaSUHSwdJw6QFpFWlUVIwB0LXllp5onzIiy0EikbA/X5+ye8RDALtJOA1mn2Pva6dhZA3BERgbmlh6VpoQKDNBOZU/otJ17S5HLKHwBxC4O8nV4MCAm0mMLvyX1K6qs3lkD0EhgpBGHgGDQhAoAUC2yjte9J/W9TlSj9YwiAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIFIrAbKrNodJ4KU0g1CND/yWtK2EQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAQgJMgU8Iqg1uI5TnCtKCkqe7zyQNlLxe6DuS15/wE+Qflu6XfAyDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEARCExdhEpQBwhAoBAERqoW+0nLSt5/XrpFulk6V3pXapddroy/Ke0qndBCIc3k08l2t9DUUiftJPNm+kg12GnymUYZuF97m8T8frs2iSM+DQmUra/NqhbtKfk+vKA0pzRWeky6UTpR+khqZJ1sd6O6dev5TjJPcz8K/Fvta9zXAsn8t2Xra0OFaB9pOWkRqZ/0rPRv6WTJ97ck1kdOW0v/J/n+OEi6Q/Ln1MukuyQsWwK92NfWE8J1EmJ8T37+n421TqBsfa1ai31PukGaQ/qX9COpkXFfa0SI8xCAAATaQOAnytNfqv9bQw6EziK1w3ZSpqHcXVoooJl8OtnuFppa6qSdZN5MH6kGO20+/sIX+niS7e7VCuVYagJl62u7qYWvS/X6yKM6/zWpnnWy3fXq1c3nOsk87f3I1yGLvsZ9rTM9umx9bXthelOqdV97R+fWSoBybvk8WCefj3VuywT54JKcQK/2tb8JUa3+Wnn8jeQ48axDoGx9rVZT/qwToY+4HzUy7muNCHEeAhCAQBsIbKM8w836fe2fIe0gHSLdJ4VzD2h/dilL21yZfSqFMpoNgDaTTyfbnSXDMuXVSebN9JFqbJvJx6NVQh9PsiUAWo18umNl62tbVPQRj2baT9pKOlj6jxT6jkecLCZVs062u1p9euFYJ5k3cz/Kqq9xX8u/d5etr3kU3WdSuHc5ILCjtK30e+kjyee8dV+uZR5Vdb8U8rlX+7+S/Fn1LMn3RJ9zWTtLWOsEerWvmdxjUuhrjbYEQHuvr9Vq8aYV/aZRAJT7Wi2SHIcABCDQRgKzKe/wwdH/xEdXlNVXr8+RwgcAT7/MwqZXJkdKn0ghb2/TBkCbzadT7VYTe9Y6xbzZPlJ5oVrJ59fKLPRzj3Tx1Jh6mqGycF6nIlC2vjafWveW5D7iQMCGUqX5Xny8FPqRAwA+FrdOtTteh17b7xTzZu9HWfU1X2fua/n29rL1tcHC48+Vvmf5h+51pUpbRgfelezjEZzzStXsaB0M976/a3+6CqeV9TqU5XzmqjjPy3QEermvDRCqMDDjKu3X+6zmc0PTocW7gkDZ+lpF9T9/OY/2XpPCfcrbRgFQ7muf42MHAhCAQH4EDlVR4WbtX9Kr2TQ6eIdkv7elgVIrtqoSPy6FcuPbNAHQVvLpRLtbYdYNaTvBvJU+Emfeaj5XRP3dX8z6xzNmvy0EytbXPNIz3Add91rmdaLCvdj+y1c4dqLdFVXouZedYN7K/SirvuYLzX0t3+5etr72A+EJ97Xj6qD6eczvgCp+DqT6s6fzekaqDH7q0CRzgDWUd9DkQ/xtkkCv9jXjWlEK/cizL7D2EihbX6tGY2odvFpyvwk/Znu/XgCU+5oAYRCAAAQ6QWC8Cg037FofKl2v70Z+9m12epH/QZwofRbL6xHtHx97nSQAmkU+ebZbzcNEIE/mWfQRX7Ss8nlZefm9c58zxdpOoGx97d8i4v5hDW9AZ5+Y744Vvnm2u6Lonn2ZJ/Ms7kdZ9TVfcO5r+Xb7svW1y4Un3NeWrYNqdMzvnCp+O8TOO4Bfzx7VSZf5otS3niPn6hLo1b5mKP6/GvrthnUpcTILAmXra9XavKcOus945HD8h59q97OQnvtaIMEWAhCAQI4ERqis8E/+4gbleopCCFze0sC31mmPXgrleXuK5Km+28WOJwmutprPiFh5ebRbxfW8jRCBcO3zYN5qHwkXLIt8PBUvtP3UkDHbthEYoZwD77L0tTNU51slf3l3kKuefV8nQ/s8ciLYCO2E43m0O5Tby9u8mWdxPzpDF6zVvuZrzn3NFPKzESoqz/d3Fn3NP6ovKW0u1buv+YnboW3Har/SztCBcH7ZypMVr0+I+a5ZcY6XyQiMkFvgncf/kiL1NRP6U6z9w3wAaxuBEcq5bH2tEobvcR9E7Thc24WjfbfrHKmWnaEToe3c12pRatNxT23FIACB3iSwQqzZjUamvSrf8ZH/qFi6ZnavVKKVJf9K5vVHm7Vm8+lUu5ttZzek6xTzZvtIJfNW8lk6ltldsf0ZtT9S8od/LDsCZexrW6v5nna3iOQPxPVsqdjJB2L7nWp3rAo9t9sp5q3cj7bWVWq1r/lCc18zhfysjH3tI+HxPepsqd59bY0Yxktj+2E3tN0/wsfveeF8fOsHJQVr9bNqyKfXtoG3212W7wZZ9TW3OdzbXtH+cz4gcwB/uDSrX2CZEShjX4s3vp9enCV56/fKgVJSC23nvpaUWIZ+BEAzhElWECgZgQVj9R0b26+1+2x0wmuAzlXLqc5x3+R9w19LurmOX6NTreaTd7sbtacXzufNvNU+Eq5JFvmED9PO83Fpf8nvt7ekJ6V3JK/ruKtUb5SMTmMJCJS1ryVo2qT1l7eIObrfBMu73aHcXt7mzTyL+1HS6+X/87X6mvPgvpaUZDZ+3drXthOeXSJEL2h7QxVcC8TOex3tehY+p9rHPyhh6Qn0cl/zD9JLRMju1nYl6d/S29I4aYLkPnaeNFLCWiNQ9r52hJrvH1o+lL4nORCf1LivJSXVBr9p25AnWUIAAuUgMChWTa/l1cg8CjTYYO28GF4k3P5Xfrcn9K3n1mo+ebe7Xlt65VzezFvtI+G6ZJFPPFBwgTKOs3A5/aWvRNpY262lZySsOQJxvmW6ryVp7QFymj1yvELbsbFEebc7VnTP7ubNPIv7UdKLVa+vOQ/ua0lJZuPXLX1tDuHwDCB/+d9U8lPgbXdKG0qVAc4BOuaglK2Z+/nklPxNQ6BX+5oZLSz5M5nN/fTmSXtf/ONp8dba0t7SSRLWHIEy97U11OQfR83+mbYPpUDAfS0FrHa4EgBtB1XyhEA5CMwUq+b7sf1au3Efr91ZVuvVdnfyevUy8/AFz/z9Ye9R6VrpVmmotJy0qeTRn1+TLpG8HlCaX5LljkUEurWvba32/TRqo0cPbx/th023tju0r4jbbmW+tWDX62u+FtzXTCE/65a+tr6Q/bEC23N6vYE0vuK4X3ZLu6s0rbCHuoV52r7mCxK/r3kU/LvS9dJ10kuSR/t9W/LoTwexTpRel86RsPQEytrXPAjoDMmf28dIv5HSWFnbnaaNhfadptC1o3IQgEA7Cfife7APwk6drYf4BytzALRX2x2uXSe2vcrc7fYH5WDHamcxaWfpr5Jff1caLfnDtc0fsP1rMtYcgW7sa+sJxckxHHto30GDuHVju+PtK+J+NzJP2te4r+XbI7ulr40QNn+WfF7yiGabR9M9JR0uOaAQt25pd7xNRd/vFuYjBDpNX/N1iY9sf0Gv/QP1OtJR0pnSPtKSUvz/8fF6PZuEpSdQ1r72JzV1LulNaWsp3Mu0m8jK2u5EjSuDEwHQMlwl6giB9hCITzVKMho87pMkYNqeWreea6+2u3VyzefQq8w9inN16QfSVtJeUrUPSjfq+E5SMAdAZwwv2KYi0G19bWu1/nwp3H8P1v5pUqV1W7sr21fE193GfGtBTtLXuK/l3xu7pa8dKXQeOeeg5yDJ/xvfkKaX9pVOluLWLe2Ot6no+93CPG1f83Xx6ORNJI+A9xT4h6VKe08HdpTujU4M0dY/SmLpCZSxr22tZnoUsG1XyWvCprUytjttGwvtTwC00JeHykGgrQTeieUe1ryJHZpiN+7jX73Kar3a7k5er15l7tEHnu5+qvSXBhfgnzofPlD31b5HimLpCXRTXztQzT9dcn+w/VL6xaS9Kf90U7unbF0xj3QT8zR9jfta/v2xW/qag52fRvjcJv9vXEVyUN22nfSVSXuT/3RLu2NNKvxutzBP29d8YfxgSv8IdLQ0Tqpl7sMHxU7GR47GDrPbgEDZ+tr8ao9H/Nr+IZ05aS/9n7K1O30LC56CAGjBLxDVg0AbCXgduWD+Jb6RxX3iaRulK9r5eN3jbapVz7hPPG0tf45PSSDOLc5zSs/JR+I+8bS1/Lvl+P2xhiwR22c3OYF4f4n3o1o5xH3iaWv553Hcoz09yvOgqDB/2fpR7HV0+AubeN3jbfqCU+xF3CeeNubCbgMCcW5xnrWSxX3iaWv553G8mb6Wtl7c19ISm9I/3l/i/WhKz8lH4j7xtLX8O3n8IRV+bKwCDoIGezvsaBtvU+zwF3bjPkVv9xcqXqAXcW5xnrWqGPeJp63l38nj9fpa2npxX0tLbEr/eH+J96MpPScfifvE09byz/J4H2XmgOdAaaLkEeszV1G8jtPFzsdndXFfE5hOGgHQTtKnbAh0lsBTseKHxfZr7QafT+Tgm39ZrVfb3cnrBfNk9J+NuQ2J7bObnEDZ+5o/PF8mbRM1+V1tN5Q8Na+elb3d9dpW1HNlZ95sX0t7PbivpSU2pX/Z+9qULfriketjLxeM7fvhmy9Gr4fFjtfajfuEdbVr+XK8OoFe7WvVadQ++rxOhSWNZq3txpk6BMrU1/yZfKWoLb7eHi38ehXdEfl4s3Hs/MWx49zXYjA6setffjEIQKA3CcTXtlmgAQJPwRwe+TyobZnXAO3Vdje4xG093avM/T/Wi+NbL0iNfjgI7zG5TvW4/2CpCZS5r/kD9tXSUlGr/VTk9aS7o9f1NmVud712FflcmZm30te4r+XfK8vW1zzAZoQ0v+T9K6V69nLspNcIjZvbPpfkgL3/l74q1bJ48PTOWk4cr0ugl/ua+9hQyWvS+rtOPXOwferI4Yl6jpyrSaBsfa1mQ5o4wX2tCWhZJSEAmhVJ8oFA+Qh4+obX8uonrdqg+stFfna7vYFv0U/3ars7eV16lfmhgr53BP4gbX8Z7dfaxNf9fLSWE8frEihrX/NUKgcJQvDzIe1/S3pOSmJlbXeSthXVp6zMW+1r3Nfy75Fl62v+XOkv+N56lNRQybOHatnisRP3xfa968+cq0fH/Fn1/Gi/2maV2MGyf1aNNSXX3V7tawNFeaLk2IhH6A2W6g324POaALVoZeprno1zSIL2+sdFL1lk8z3wgkl7U001NtqGDfe1QIItBCAAgZwJ/EvleQqHtUydsj39MvitU8evmVNe7ynkvXMzGURp0uRThHa30NRSJi0C8zR9pB7kpPn4S1vo2/dqP4wWqJb312O+Dn72qebEsUQEytjXzlHLQl/xFCp/+UprRWh32jqX3b8IzJPejwLrVvsa97VAMt9t2fraVcIT7mmNPjdeFvPdvgLr0rFzZlDL5tWJjySXeWctJ44nItCrfe0m0Ql9dsMGpK6L+W7RwJfTtQmUra/VbsnkMwtrE/qQ/9fWsqV1IviZQS3jvlaLDMchAAEINElgXaULN2B/6Z65Sj4ehRQ+VHpKSLUgjm/QX440XNs0lvbLW6280+STVbtr1YXjUxLIinmZ+lp/YZgghffYnlNimXTEo2P8S3Hw26CGH4eTEShbX/tG7Np7vbs5kjVzCq+s2j1FxhyoSSAr5tOqhPA/1Nu+NUuc8kSa/31Z9DXua1NegzyOlK2veRRU+J82VvueXlzN4n7PyKHa59C7dNx5fSZtKVXa9DrgEfShvE0qHXidikCv9rWfxvqQ++IsNajtGvO7R/vVvhfVSMrhCgJl62sV1Z/iZdIAqBNyX5sCHwcgAAEI5EPgchUTPjR6lNpqkr/gzC3tJoXg56far/Ur/u91LuRxsvbTWJovb/XyTZtPFu2uVx/OTUkgC+Zl62v+AcFf2vz+8HvoBGk+yR+YHfjcTBovhffPpdrHWidQlr7mp4R6xG+4/o9p/5KE8pewSsui3ZV58ro+gSyYz64iQh/w1v9/k1rS/31Z9jXua0mvTrZ+ZelrbrX/x8Xr+x+9XkuaQXLAfwnpdCn0e/9/HC1VsxV0MP5/dH+99v9R/1CwsnS9FPK5VftedxRrjUD82jX73SCP+5pbmVVfc7+MjwJ9Qq/Xk2aUfM6j9s6QQl97X/urSlhrBMrU1xq1NE0AlPtaI5qchwAEINAmAp5qeYUU/qF7G4Ke8WO71yn/97H0ZQmAZtHuOkg4VYVAFszL2Nf2FQuvfxZ/P/mDc/y194+X/CEba51AWfqaAwKV/SDp61OqYMqi3VWy5VAdAlkwn135x697OwKgWfc17mt1OkWbTpWlr4XmD9GO1/mL920HOr3+fPzYm3q9jVTPNtXJd6R4usrPqg5YuUysdQK92td8731civczB98r++yzOvZlCWudQNn6Wr0WpwmAOh/ua/Votukcv5C1CSzZQqBEBF5TXdeWDpO8b4tPv/O0d4/8PM4nush6td2dvIS9yvwIQf+SNCYG36OsbQ6MPiBtJe0WvdYGa5FAWfra4i22szJ5WdpdWe8yvy4L86z7Gve1/HttWfpaIDNBO8tKe0gOctr83dOjkW0fS+dLi0mnS/XsXJ30iClPG3UQ1RY+qzoQ6s+oPu8ysdYJ9Gpfe0HoRkl7S6HPeoRp6LOvav88ycFP90WsdQJl62utt/h/OXBf+x+L3Pb8hsYgAAEIxAnMpxfLSB6h5l9Bx0r+9bPbrVfb3cnr2ovMBwm4fyEeKT0j3Sf5vYa1l0Av9jUT7dV2t7c31c+9F5lzX6vfJ9p1tkx9zYHP+aVFJa/Z6Snx/ozpIGha8zT6paV5paclLx0SglXaxdpAoBf7mvvscMmf2dxn75GekbD2EihTX8uSBPe1LGmSFwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACB/2/vXkMtK8s4gFOZt0HNKANJIxsNrbEyVApJGypEyYLELhB9qA+RQR+i6AKh0ZekDAy6UBAV2D0cspt0gbAysdShhOw+RXlhlLIZTSv7P2fWCy+bdTz71Jx91j79Hvif9a613r3Wu3/zZXj3uhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEtqzAY7bsN/PFCBAgQIAAAQIEtrrA0fmCO5LTkm3JQ8kDiSJAgAABAgQIECBAgAABAgQIECBAgMBSC1ye0e9PHu5y58w3qh/7nzyzbaqryzTWqRoaFwECBAgQIECAAAECBAgQIECAAIEtIfCGfIt+4rO1v9t9u3PSvjV5c7dtqs1lGutUDY2LAAECBAgQILCqwCGr7rGDAAECBAgQIECAwPQEDs2QruqG9e20r0n2JncP2y/KctfQnvpimcY6dUvjI0CAAAECBAiMCpgAHWWxkQABAgQIECBAYKICJ2VcRwxj+2mW54+M89huW10dOuVaprFO2dHYCBAgQIAAAQKrCjx61T12ECBAgAABAgQIEJiewFHdkHZ3bU0CBAgQIECAAAECowImQEdZbCRAgAABAgQIEJioQP//130THaNhESBAgAABAgQITEjALfAT+scwFAIECBAgQIDA/6nAefnerxq++zuyPCap5YVJTXJel9yVnJAcl7R6YRofG1b+mOWPk0uSU4Zttajj7hjWr8zy9qHdL56dlYuTWj4r+Udyy5BPZnlH8khVb3Cvz78y2Z7Um+f3JLcN+XSWNb6+dmblvxlrfwxtAgQIECBAgAABAgQIECBAgAABAgSWQODSjLG9yf30tH/frbftNSHZ2mPLm7P/LWv0OTf7+6qrSd+VPJiMHbO21cTry5LV6gnZ8fNktc/X9nuT1yR9rXes/We1CRAgQIAAAQIE1iFQv1YrAgQIECBAgAABApspcFZOfsEwgLqC8oyh/a8sa5Jyf/Kh5HdJXUl5alL1i+SryU3JDUm9FOn+5L7kqUnV9ck3kupzXXJP0uraNN6Y1P+J63OfTT6VfD/5a1JXktYzR+sq0r8ldY6+6m6qOmYb7w/T/khydfKb5JjkicnhySuSmsT9ZVK1LVnPWFc+5A8BAgQIECBAgAABAgQIECBAgAABAssn0F8BWldM/jqp298PS2py9JKk1dlpVJ/Kh9vGmeXrhv3Vp449VjWp2Y5TE5Mnj3R6QbbdOfT7e5bHz/R53rCvjnPVzL62+vauz662sVvOM9auuyYBAgQIECBAgMB6BeoXdUWAAAECBAgQIEBgKgL/zkBqUvDrST2L88bki8nBrCNzsCuGA9ZVmDXB+qthvV/8ICuvHTbUFZvv73emfU63/pWu3TdrYnRPclfyuKQmdRUBAgQIECBAgMACBUyALhDbqQgQIECAAAECBNYUqNvY61byjayX5uD1QqWquu399pXW+J+6xb1uta96dXLoSuvAnz937bqVfmxy84FsPyl5UnJuUpO6igABAgQIECBAYIECJkAXiO1UBAgQIECAAAECawrU7e8bXfVsz1bzTLbeOHSuZ4W2Z4vWppocrdvfq+qW+t3J5UndGl99W9WzTBUBAgQIECBAgMAmCZgA3SR4pyVAgAABAgQIEBgVGLsVfbTj/7Cxf97nB3KcP62Ri7tz9Z+9O9vrGaNtgrMmVt+T/CipW94/l9Qt9EcnigABAgQIECBAYJME6s2VigABAgQIECBAgMBUBGoycqNre3eCekv7euppM50/mvU9yQeTp3f7Hp92XRVaqdvg64VN70zaZGmaigABAgQIECBAYBECJkAXoewcBAgQIECAAAEC8wrUS5A2uvZ1J7gs7b3d+lrNsVvm64VNlXpj/QXJ+cmZSbvb6vC035Y8N6nnj+5PFAECBAgQIECAwIIETIAuCNppCBAgQIAAAQIEJiNQLz160TCaer7nNw/SyOpYlcuSugL0xUm9OOmi5FHJzqS27UoUAQIECBAgQIDAggTar9ILOp3TECBAgAABAgQIENh0gf6t72fMMZrnpM/ZSb3JvSYyWx2ZRu17SdvQLe9J+wvJy5O69b1VXR2qCBAgQIAAAQIEFihgAnSB2E5FgAABAgQIECCwEIH+OZv929jbyW9ojSzflBzVrc82j8iGukK0PnNHcmrS6tY0fpZcmzzSi46+1T6Q5Qldu5prjXWmu1UCBAgQIECAAIH1CpgAXa+Y/gQIECBAgAABAlMX2NcN8Liu3Zo/SeNLw8rxWV6ZjE2UVpcrkrrys+o7yW0rrQN/vjy0H5vlu7vts80Luw23dO1qrjXWme5WCRAgQIAAAQIECBAgQIAAAQIECBBYNoFLM+CHh7x+jcHXreitb71Zfayen42tz31pvy95a3Jy0qquxKzJx9bv+rTPS+pKzpoM3ZFcnbT91ffMpK/tWanjtz6fSPu0pCZE60KDE5P3Jg8l1af61oRrX/OMte+vTYAAAQIECBAgQIAAAQIECBAgQIDAkgkc7AnQum39D0mbmGzLut29r51Zme1Xb6FvE5btcw9m22rP7qy3utdt7K1vLWu9PtNv+23WT09ma96xzn7OOgECBAgQIECAwJwC9cu0IkCAAAECBAgQILCVBO7Pl6m3rd+U1GRmq/75nbXte8kzk48n9yZV9ZKjQ1ZaByYyP5P2M5L+OZ7D7pXF1/L3rOSapCY8q+r/2HUVaFU9N/TzSV09ujuZrXnHOvs56wQIECBAgAABAnMK9G+xnPMjuhEgQIAAAQIECBBYGoHDMtJTkr1JTUbWFZ6rVd2eXhOi25K6YrNSt63PW8em41OSE5N/Jjcnf0nmrfWMdd5j6keAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQILDBAv8Bc8ngCZPm/HIAAAAASUVORK5CYII=)
## Efficient computation
## Differences between {rpart()} and {randomForest()}
## Sec 11.8: Additional Notes on Tree-Based Methods
## The combining of tree-based methods with other approaches
## Models with a complex error structure
## Pruning as variable selection
## Other types of tree
## Summary of pluses and minuses of tree-based methods
## Sec 11.9: Further Reading and Extensions
library(MASS)
##
## Attaching package: 'MASS'
##
## The following object is masked from 'package:DAAG':
##
## hills
sapply(biopsy, function(x)sum(is.na(x)))
## ID V1 V2 V3 V4 V5 V6 V7 V8 V9 class
## 0 0 0 0 0 0 16 0 0 0 0
biops <- na.omit(biopsy[,-1]) ## Column 1 is ID
## Examine list element names in randomForest object
names(randomForest(class ~ ., data=biops))
## [1] "call" "type" "predicted"
## [4] "err.rate" "confusion" "votes"
## [7] "oob.times" "classes" "importance"
## [10] "importanceSD" "localImportance" "proximity"
## [13] "ntree" "mtry" "forest"
## [16] "y" "test" "inbag"
## [19] "terms"
## Repeated runs, note variation in OOB accuracy.
for(i in 1:10) {
biops.rf <- randomForest(class ~ ., data=biops)
OOBerr <- mean(biops.rf$err.rate[,"OOB"])
print(paste(i, ": ", round(OOBerr, 4), sep=""))
print(round(biops.rf$confusion,4))
}
## [1] "1: 0.0275"
## benign malignant class.error
## benign 433 11 0.0248
## malignant 6 233 0.0251
## [1] "2: 0.0271"
## benign malignant class.error
## benign 433 11 0.0248
## malignant 6 233 0.0251
## [1] "3: 0.0277"
## benign malignant class.error
## benign 433 11 0.0248
## malignant 6 233 0.0251
## [1] "4: 0.0299"
## benign malignant class.error
## benign 433 11 0.0248
## malignant 7 232 0.0293
## [1] "5: 0.0298"
## benign malignant class.error
## benign 433 11 0.0248
## malignant 7 232 0.0293
## [1] "6: 0.0294"
## benign malignant class.error
## benign 433 11 0.0248
## malignant 8 231 0.0335
## [1] "7: 0.0297"
## benign malignant class.error
## benign 432 12 0.0270
## malignant 7 232 0.0293
## [1] "8: 0.0283"
## benign malignant class.error
## benign 431 13 0.0293
## malignant 7 232 0.0293
## [1] "9: 0.0302"
## benign malignant class.error
## benign 431 13 0.0293
## malignant 7 232 0.0293
## [1] "10: 0.03"
## benign malignant class.error
## benign 433 11 0.0248
## malignant 7 232 0.0293
## Repeated train/test splits: OOB accuracy vs test set accuracy.
for(i in 1:10){
trRows <- sample(1:dim(biops)[1], size=round(dim(biops)[1]/2))
biops.rf <- randomForest(class ~ ., data=biops[trRows, ],
xtest=biops[-trRows,-10],
ytest=biops[-trRows,10])
oobErr <- mean(biops.rf$err.rate[,"OOB"])
testErr <- mean(biops.rf$test$err.rate[,"Test"])
print(round(c(oobErr,testErr),4))
}
## [1] 0.0318 0.0260
## [1] 0.0233 0.0493
## [1] 0.0283 0.0441
## [1] 0.0341 0.0301
## [1] 0.0471 0.0249
## [1] 0.0426 0.0331
## [1] 0.0267 0.0316
## [1] 0.0318 0.0307
## [1] 0.0418 0.0210
## [1] 0.0351 0.0276
randomForest(class ~ ., data=biops, xtest=biops[,-10],
ytest=biops[,10])
##
## Call:
## randomForest(formula = class ~ ., data = biops, xtest = biops[, -10], ytest = biops[, 10])
## Type of random forest: classification
## Number of trees: 500
## No. of variables tried at each split: 3
##
## OOB estimate of error rate: 2.64%
## Confusion matrix:
## benign malignant class.error
## benign 432 12 0.02703
## malignant 6 233 0.02510
## Test set error rate: 0%
## Confusion matrix:
## benign malignant class.error
## benign 444 0 0
## malignant 0 239 0
## Run model on total data
randomForest(as.factor(type) ~ ., data=Pima.tr)
##
## Call:
## randomForest(formula = as.factor(type) ~ ., data = Pima.tr)
## Type of random forest: classification
## Number of trees: 500
## No. of variables tried at each split: 2
##
## OOB estimate of error rate: 28.5%
## Confusion matrix:
## No Yes class.error
## No 110 22 0.1667
## Yes 35 33 0.5147
rowsamp <- sample(dim(Pima.tr)[1], replace=TRUE)
randomForest(as.factor(type) ~ ., data=Pima.tr[rowsamp, ])
##
## Call:
## randomForest(formula = as.factor(type) ~ ., data = Pima.tr[rowsamp, ])
## Type of random forest: classification
## Number of trees: 500
## No. of variables tried at each split: 2
##
## OOB estimate of error rate: 12%
## Confusion matrix:
## No Yes class.error
## No 114 11 0.0880
## Yes 13 62 0.1733