## Chapter 8: {G}eneralizedLinear Models, and Survival Analysis
## Sec 8.1: Generalized Linear Models
## ss 8.1.1: Transformation of the expected value on the left
## Footnote Code
## Simplified plot showing the logit link function
p <- (1:999)/1000
gitp <- log(p/(1 - p))
par(pty="s")
plot(p, gitp, xlab = "Proportion", ylab = "", type = "l", pch = 1)
![plot of chunk unnamed-chunk-1 plot of chunk 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IAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgWkENkyzkW0IECBAgMAKAk/OZw9d4XMfESBAgAABAgQIzE7guuzq7cnHZ7dLeyJAgEC/BBRA+zWfRkOAAIE2CFyUTuzWho7oAwECBAgQIEBgIAInZJw/MpCxGiYBAgTWLHCzNW9hAwIECBAgsLLAtqOPfyuvV6+8qk8JECBAgAABAgTWIXCnbPu8pPn+tY5d2ZQAAQIECBAgQIAAgUkFLs+K1yc7TbqB9QgQIECAAAECBKYSqNsO1feuD0+1tY0IECAwEIGtBzJOwyRAgAABAgQIECBAgAABAgQIECBAYIACCqADnHRDJkCAAAECBAgQIECAAAECBAgQIDAUAQXQocy0cRIgQIAAAQIECBAgQIAAAQIECBAYoIAC6AAn3ZAJECBAgAABAgQIECBAgAABAgQIDEVAAXQoM22cBAgQIECAAAECBAgQIECAAAECBAYooAA6wEk3ZAIECBAgQIAAAQIECBAgQIAAAQJDEVAAHcpMGycBAgQIECBAgAABAgQIECBAgACBAQoogA5w0g2ZAAECBAgQIECAAAECBAgQIECAwFAEFECHMtPGSYAAAQIECBAgQIAAAQIECBAgQGCAAgqgA5x0QyZAgAABAgQIECBAgAABAgQIECAwFAEF0KHMtHESIECAAAECBAgQIECAAAECBAgQGKCAAugAJ92QCRAgQIAAAQIECBAgQIAAAQIECAxFQAF0KDNtnAQIECBAgAABAgQIECBAgAABAgQGKKAAOsBJN2QCBAgQIECAAAECBAgQIECAAAECQxFQAB3KTBsnAQIECBAgQIAAAQIECBAgQIAAgQEKKIAOcNINmQABAgQIECBAgAABAgQIECBAgMBQBBRAhzLTxkmAAAECBAgQIECAAAECBAgQIEBggAIKoAOcdEMmQIAAAQIECBAgQIAAAQIECBAgMBQBBdChzLRxEiBAgAABAgQIECBAgMAyBXZc5sEdmwABAkMWUAAd8uwbOwECBAgQIECAAAECBAgsQuDPcpALkwMWcTDHIECAAIEbCyiA3tjDOwIECBAgQIAAAQIECBAgMGuBe2aHOyT7znrH9keAAAECqwsogK5uZA0CBAgQIECAAAECBAgQILAegW1HG1+znp3YlgABAgSmE1AAnc7NVgQIECBAgAABAgQIECBAYFIBBdBJpaxHgACBOQgogM4B1S4JECBAgAABAgQIECBAgMCYgALoGIZFAgQILFpAAXTR4o5HgAABAgQIECBAgAABAkMTUAAd2owbLwECrRJQAG3VdOgMAQIECBAgQIAAAQIECPRQQAG0h5NqSAQIdEdAAbQ7c6WnBAgQIECAAAECBAgQINBNAQXQbs6bXhMg0BMBBdCeTKRhECBAgAABAgQIECBAgEBrBRRAWzs1OkaAwBAEFECHMMvGSIAAAQIECBAgQIAAAQLLFFAAXaa+YxMgMHgBBdDB/woAIECAAAECBAgQIECAAIE5CyiAzhnY7gkQILCSgALoSjo+I0CAAAECBAgQIECAAAEC6xdQAF2/oT0QIEBgagEF0KnpbEiAAAECBAgQIECAAAECBCYSUACdiMlKBAgQmI+AAuh8XO2VAAECBAgQIECAAAECBAg0AtuNFq5pfuCVAAECBBYnoAC6OGtHIkCAAAECBAgQIECAAIFhCjRngF49zOEbNQECBJYroAC6XH9HJ0CAAAECBAgQIECAAIF+C2zI8LZJrk829nuoRkeAAIF2CiiAtnNe9IoAAQIECBAgQIAAAQIE+iHQnP3p8vd+zKdRECDQQQEF0A5Omi4TIECAAAECBAgQIECAQGcEFEA7M1U6SoBAXwUUQPs6s8ZFgAABAgQIECBAgAABAm0QUABtwyzoAwECgxZQAB309Bs8AQIECBAgQIAAAQIECMxZQAF0zsB2T4AAgdUEFEBXE/I5AQIECBAgQIAAAQIECBCYXkABdHo7WxIgQGAmAgqgM2G0EwIECBAgQIAAAQIECBAgsFkBBdDNsvghAQIEFiegALo4a0ciQIAAAQIECBAgQIAAgeEJKIAOb86NmACBlgkogLZsQnSHAAECBAgQIECAAAECBHoloADaq+k0GAIEuiigANrFWdNnAgQIECBAgAABAgQIEOiKgAJoV2ZKPwkQ6K2AAmhvp9bACBAgQIAAAQIECBAgQKAFAgqgLZgEXSBAYNgCCqDDnn+jJ0CAAAECBAgQIECAAIH5CiiAztfX3gkQILCqgALoqkRWIECAAAECBAgQIECAAAECUwsogE5NZ0MCBAjMRkABdDaO9kKAAAECBAgQIECAAAECBDYnoAC6ORU/I0CAwAIFFEAXiO1QBAgQIECAAAECBAgQIDA4gR1GI75qcCM3YAIECLRE4GYt6YduECBAYGgCu2fAd092Tr6VnJ74UhwEjQABAgQIECDQM4GmAHplz8ZlOAQIEOiMgDNAOzNVOkqAQAcE9koffyU5PvmhzfS3Ln96YXJ2cmFyUvLe5LTku8nfJ3dJNAIECBAgQIAAgf4I7DgaigJof+bUSAgQIECAAAECgxR4aEZ9VnL9KE/aRKHO9vzC2OfNepu+XpF1nrPJtl17e/lonDt1reP6S4AAAQIECBCYg8DPZ5/1ne81c9h3fQetfX94Dvu2SwIECPRGwCXwvZlKAyFAYIkCh+TYJyTjf6buOtafusz9XcldRz+rL6mfTb6afC+5U3Kv5JZJnSHwt8llyRsTjQABAgQIECBAoNsCLoHv9vzpPQECBAgQIECAQATqX9ybMznfkOW7baLy6rHPP5flB23yeb3dPnlB0pw9WWeC7p10sTVjcAZoF2dPnwkQIECAAIFZCzw/O6zviq+Y9Y6zP2eAzgHVLgkQIECAAAECBG4scI+8bYqfr73xRze82yb/bQqCdZ/POstzpfbj+bDZ34tWWrHFnzXjVQBt8STpGgECBAgQILAwgf+TI9X3u5fP4YgKoHNAtUsCBPonMH65Zv9GZ0QECBCYv8CBo0PUl9r/vZnDHZSfNYXAP8zyuZtZZ/xHb8ubZyePSH44+aNkEW2fHOQ2MzrQ1jPaj90QIECAAAECBPog4BL4PsyiMRAg0GkBBdBOT5/OEyDQAoE7jPrwzbzWk903bfuP/eA/x5ZXWvxoPqwCaLPvldadxWf19PqvJXUZ/ixbnf2qESBAgAABAgSGLuAp8EP/DTB+AgSWLqAAuvQp0AECBDou8F+j/t8ur7sn9VCj8fbJ8TcTLt96tN5qZ4tOuLtVV7s4axyT7LfqmpOtcP+stiHZbrLVrUWAAAECBAgQ6LVAUwD9fq9HaXAECBBosYACaIsnR9cIEOiEQFPgrD9Pj0jesEmvv5P3VSS9c/JDySnJSq0Kh48brfCplVac4WfXZF9Pm+H+rpvhvuyKAAECBAgQINB1AZfAd30G9Z8Agc4LuE9b56fQAAgQWLLAt3P8KnJWe0ly2xuWbvyfo0dv66FGe974o5u8qyfBN/toiqs3WckPCBAgQIAAAQIEOiPQnAF6ZWd6rKMECBAgQIAAAQIENhF4ct7XQ5AqpyePTcZb3Qvz3Ul9fnJyYLJp2zY/+Luk2c+XsrzLpit15H2dAVrjWK3Y25Hh6CYBAgQIECBAYF0C/5qt67vRE9a1l81v7Cnwm3fxUwIECNxIwCXwN+LwhgABAlMJvCtbvSKpszfvmByXfCJ5b3JiUmeJ/mpSBcH6kvq55D+S05JqD0zqvpk71Zu0K5KjksvqjUaAAAECBAgQINBpAZfAd3r6dJ4AAQIECBAgQKARqLM8/zrZmDRncU7zenm2f2rS5eYM0C7Pnr4TIECAAAECsxY4KTus74WHznrH2Z8zQOeAapcECPRPwD1A+zenRkSAwHIEqvBZZ3nWg47enKz17M26J9Tbknsm70g0AgQIECBAgACBfgg09wD1FPh+zKdRECDQQQGXwHdw0nSZAIFWC9ST25+Z1OXsD0oOTu6e7J3UPT0r9dT1S5OLkrrX5xeSDyaXJBoBAgQIECBAgEC/BJoCqIcg9WtejYYAgQ4JKIB2aLJ0lQCBTgnUfTw/MEqnOq6zBAgQIECAAAECMxVoHmy51iuEZtoJOyNAgMCQBVwCP+TZN3YCBAgQIECAAAECBAgQmLeAAui8he2fAAECqwgogK4C5GMCBAgQIECAAAECBAgQILAOAQXQdeDZlAABArMQUACdhaJ9ECBAgAABAgQIECBAgACBmwpsmx9tl9Q94K+66cd+QoAAAQKLEFAAXYSyYxAgQIAAAQIECBAgQIDAEAVuPhq0+38OcfaNmQCB1ggogLZmKnSEAAECBAgQIECAAAECBHom4PL3nk2o4RAg0E0BBdBuzpteEyBAgAABAgQIECBAgED7BRRA2z9HekiAwAAEFEAHMMmGSIAAAQIECBAgQIAAAQJLEWgKoJcu5egOSoAAAQI3CCiA+kUgQIAAAQIECBAgQIAAAQLzEXAP0Pm42isBAgTWJKAAuiYuKxMgQIAAAQIECBAgQIAAgYkFmjNAPQRpYjIrEiBAYPYCCqCzN7VHAgQIECBAgAABAgQIECBQAgqgfg8IECDQAgEF0BZMgi4QIECAAAECBAgQIECAQC8Fmkvg3QO0l9NrUAQIdEVAAbQrM6WfBAgQIECAAAECBAgQINA1gVuMOnxR1zquvwQIEOiTgAJon2bTWAgQIECAAAECBAgQIECgTQJNAfTiNnVKXwgQIDA0AQXQoc248RIgQIAAAQIECBAgQIDAogSaAqgzQBcl7jgECBDYjIAC6GZQ/IgAAQIECBAgQIAAAQIECMxAYLfRPhRAZ4BpFwQIEJhWQAF0WjnbESBAgAABAgQIECBAgACBlQWcAbqyj08JECCwEAEF0IUwOwgBAgQIECBAgAABAgQIDFBAAXSAk27IBAi0T0ABtH1zokcECBAgQIAAAQIECBAg0A+BpgDqIUj9mE+jIECgowIKoB2dON0mQIAAAQIECBAgQIAAgdYLuAdo66dIBwkQGIKAAugQZtkYCRAgQIAAAQIECBAgQGAZAruPDuohSMvQd0wCBAiMBBRA/SoQIECAAAECBAgQIECAAIHZC+yUXe6QfD+5Yva7t0cCBAgQmFRAAXRSKesRIECAAAECBAgQIECAAIHJBfYcrXrB5JtYkwABAgTmIaAAOg9V+yRAgAABAgQIECBAgACBoQs0BdDzhw5h/AQIEFi2gALosmfA8QkQIECAAAECBAgQIECgjwJ7jQblDNA+zq4xESDQKQEF0E5Nl84SIECAAAECBAgQIECAQEcEmjNAFUA7MmG6SYBAfwUUQPs7t0ZGgAABAgQIECBAgAABAssTaAqgLoFf3hw4MgECBG4QUAD1i0CAAAECBAgQIECAAAECBGYv4BL42ZvaIwECBKYSUACdis1GBAgQIECAAAECBAgQIEBgRYG9R5+et+JaPiRAgACBuQsogM6d2AEIECBAgAABAgQIECBAYIACtxqN+ZwBjt2QCRAg0CoBBdBWTYfOECBAgAABAgQIECBAgEBPBBRAezKRhkGAQPcFFEC7P4dGQIAAAQIECBAgQIAAAQLtE7jlqEvntq9rekSAAIFhCSiADmu+jZYAAQIECBAgQIAAAQIEFiPgDNDFODsKAQIEVhVQAF2VyAoECBAgQIAAAQIECBAgQGBNAttl7d2Ta5ML17SllQkQIEBg5gIKoDMntUMCBAgQIECAAAECBAgQGLjA+Nmf1w/cwvAJECCwdAEF0KVPgQ4QIECAAAECBAgQIECAQM8Ebjsaz9k9G5fhECBAoJMCCqCdnDadJkCAAAECBAgQIECAAIEWC9xu1DcF0BZPkq4RIDAcAQXQ4cy1kRIgQIAAAQIECBAgQIDAYgScAboYZ0chQIDARAIKoBMxWYkAAQIECBAgQIAAAQIECEws0BRAz5p4CysSIECAwNwEFEDnRmvHBAgQIECAAAECBAgQIDBQAZfAD3TiDZsAgXYKKIC2c170igABAgQIECBAgAABAgS6K7DPqOvf6u4Q9JwAAQL9EVAA7c9cGgkBAgQIECBAgAABAgQItENg31E3FEDbMR96QYDAwAUUQAf+C2D4BAgQIECAAAECBAgQIDBTgQ3Z2+1He/zmTPdsZwQIECAwlYAC6FRsNiJAgAABAgQIECBAgAABApsVuGV+un1yfnLlZtfwQwIECBBYqIAC6EK5HYwAAQIECBAgQIAAAQIEei5wh9H4nP3Z84k2PAIEuiOgANqdudJTAgQIECBAgAABAgQIEGi/wP6jLp7R/q7qIQECBIYhoAA6jHk2SgIECBAgQIAAAQIECBBYjEBTAP36Yg7nKAQIECCwmoAC6GpCPidAgAABAgQIECBAgAABApMLNAXQb0y+iTUJECBAYJ4CCqDz1LVvAgQIECBAgAABAgQIEBiawB1HA1YAHdrMGy8BAq0VUABt7dToGAECBAgQIECAAAECBAh0UODOoz6f3sG+6zIBAgR6KaAA2stpNSgCBAgQIECAAAECBAgQWILAdjnmvsnGxBmgS5gAhyRAgMDmBBRAN6fiZwQIECBAgAABAgQIECBAYO0Cdfl7/T37jOSaRCNAgACBFggogLZgEnSBAAECBAgQIECAAAECBHohcJfRKL7Wi9EYBAECBHoioADak4k0DAIECBAgQIAAAQIECBBYusABox58dek90QECBAgQ+IGAAugPKCwQIECAAAECBAgQIECAAIF1CRw02vrL69qLjQkQIEBgpgIKoDPltDMCBAgQIECAAAECBAgQGLDAgaOxf2nABoZOgACB1gkogLZuSnSIAAECBAgQIECAAAECBDoq4AzQjk6cbhMg0G8BBdB+z6/RESBAgAABAgQIECBAgMBiBG6bw+yeXJh8dzGHdBQCBAgQmERAAXQSJesQIECAAAECBAgQIECAAIGVBe4++vjUlVfzKQECBAgsWkABdNHijkeAAAECBAgQIECAAAECfRS4x2hQCqB9nF1jIkCg0wIKoJ2ePp0nQIAAAQIECBAgQIAAgZYI3HPUj8+3pD+6QYAAAQIjAQVQvwoECBAgQIAAAQIECBAgQGD9Avca7eJz69+VPRAgQIDALAUUQGepaV8ECBAgQIAAAQIECBAgMESBbTPouyXXJV8YIoAxEyBAoM0CCqBtnh19I0CAAAECBAgQIECAAIEuCBycTm6XfC25vAsd1kcCBAgMSUABdEizbawECBAgQIAAAQIECBAgMA+BQ0Y7/dQ8dm6fBAgQILA+AQXQ9fnZmgABAgQIECBAgAABAgQI3G9E8GkUBAgQINA+gZu1r0t6RIAAgcEI3Ckj3Wc02hPzev1gRm6gBAgQIECAAIF+Cdx/NJxP9GtYRkOAAAECBAgQIEBgfQJ/mc2r6Fnp0z9I1c3/a0x7JhoBAgQIECBAoO8CO2SAVyfXJjsveLAPzfHqe9eHF3xchyNAgECnBFwC36np0lkCBAgQIECAAAECBAgQaJlA3f+zngJ/WuIBSC2bHN0hQIBACfTpjCMzSoAAgWUI3CIHvfWUB95jbLsDsrxx7H0tnj/KJj/2lgABAgQIECBAoEUCDxr15eQW9UlXCBAgQIAAAQIECMxM4Bezp+Yy9lm/vnRmvVzsjlwCv1hvRyNAgAABAgSWK3B0Dl/fA396Cd1wCfwS0B2SAIHuCbgEvntzpscECBAgQIAAAQIECBAg0B6BQ0dd+Wh7uqQnBAgQIDAu4BL4cQ3LBAgQWLvAv2WT+rL7kLFNT8nyGWPvt7RY94u66+jDt+e1zpwcb6eOv5njct24//hk/zkew64JECBAgAABAn0UqO9yt0y+m/xXHwdoTAQIECBAgAABAgRKYJvkxck1SV3+dEnyrGS11panwNe9SC9Oqu+zjKfAr/Yb4HMCBAgQIECg6wLPzgDq+9M/L2kgLoFfErzDEiDQLQFngHZrvvSWAIF2CtTDi/4g+ffkzUmdCfC65AnJLyT1MKM2twvTuX2S8Ycyrae/X8/GG9azA9sSIECAAAECBDoi8PBRPz/Ukf7qJgECBAgQIECAAIF1C+yUPbw6ac6krMuhHr+FvbblDNAtdG/qH3sI0tR0NiRAgAABAgQ6JvCd9Le+9x20pH47A3RJ8A5LgAABAgQIECCw1VZHBOHcpCmE/l2Wd94ERgF0ExBvCRAgQIAAAQIdErh7+lrf9c5aYp8VQJeI79AECHRHwFPguzNXekqAQLcE3pPu3iM5btTtuhT+c8mDRu+9ECBAgAABAgQIdFvgUaPuf6Dbw9B7AgQI9F9AAbT/c2yEBAgsT+CcHLouf39ucmVyp+Sk5PeTbRONAAECBAgQIECguwKHj7r+H90dgp4TIECAAAECBAgQmJ3AAdnVJ5PmkvhPZfnYsfd9eiide4BmYjUCBAgQIECg1wI7ZHRXJPW955ZLHKlL4JeI79AECBAgQIAAAQI3FaizPv8w2Zg0hdDmVQH0pl5+QoAAAQIECBBoq8Bj0rH6HveJJXdQAXTJE+DwBAh0Q8Al8N2YJ70kQKAfAtdkGL+dHJacmWgECBAgQIAAAQLdFKjbHFX7t/9+8V8CBAgQaLNAn844arOzvhEgQGBcoO4Des/khckeow/q8imNAAECBAgQIECgGwJHjLpZD77UCBAgQIAAAQIECBAYmIB7gA5swg2XAAECBAgMTOCQjLcuf/92smHJY3cJ/JInwOEJEOiGgEvguzFPekmAAAECBAgQIECAAAEC7RA4ctSNY/JahVCNAAECBFouoADa8gnSPQIECBAgQIAAAQIECBBolcBRo968q1W90hkCBAgQ2KKAAugWaXxAgAABAgQIECBAgAABAgRuJHBw3h2YnJ98KNEIECBAoAMCCqAdmCRdJECAAAECBAgQIECAAIFWCPz4qBd19ufGVvRIJwgQIEBgVQEF0FWJrECAAAECBAgQIECAAAECBG4QaAqgb+NBgAABAt0RUADtzlzpKQECBAgQIECAAAECBAgsT+BBOfSdkrOSE5fXDUcmQIAAgbUKKICuVcz6BAgQIECAAAECBAgQIDBEgZ8aDfoteb1uiADGTIAAga4KKIB2deb0mwABAgQIECBAgAABAgQWJbBDDvS00cHesKiDOg4BAgQIzEZAAXQ2jvZCgAABAgQIECBAgAABAv0VODJD2z35ZHJqf4dpZAQIEOingAJoP+fVqAgQIECAAAECBAgQIEBgdgLPHu3qH2e3S3siQIAAgUUJKIAuStpxCBAgQIAAAQIECBAgQKCLAndNpw9LLk/q/p8aAQIECHRMQAG0YxOmuwQIECBAgAABAgQIECCwUIFfytE2JG9NLlnokR2MAAECBGYioAA6E0Y7IUCAAAECBAgQIECAAIEeCuyUMf3MaFx/28PxGRIBAgQGIaAAOohpNkgCBAgQIECAAAECBAgQmELgp7LNLZKPJZ+ZYnubECBAgEALBBRAWzAJukCAAAECBAgQIECAAAECrROoy95/bdSr/9u63ukQAQIECEwsoAA6MZUVCRAgQIAAAQIECBAgQGBAAo/PWA9MzkyOHtC4DZUAAQK9E1AA7d2UGhABAgQIECBAgAABAgQIzEDgBaN9/FVeN85gf3ZBgAABAgQIECBAgEBPBK7LOK5P9uzJeAyDAAECBAgQGJ7AoRlyfZ+5INmlxcN/6KifH25xH3WNAAECSxdwBujSp0AHCBAgQIAAAQIECBAgQKBlAi8Z9eeVeb2sZX3THQIECBAgQIAAAQIElizgDNAlT4DDEyBAgAABAusSeEC2rrM/L0l2X9ee5r+xM0Dnb+wIBAj0QMAZoD2YREMgQIAAAQIECBAgQIAAgZkJvHy0pzr783sz26sdESBAgAABAgQIECDQGwFngPZmKg2EAAECBAgMTqA5o/LijLztZ3/W5DT9dQ/Qwf2qGjABAmsRcAboWrSsS4AAAQIECBAgQIAAAQJ9Fvjj0eD+PK/O/uzzTBsbAQIECBAgQIAAgXUIOAN0HXg2JUCAAAECBJYm8KQcue79eU7S5ie/jwM5A3RcwzIBAgS2IOAM0C3A+DEBAgQIECBAgAABAgQIDEZg24z0T0ajrXuAevL7YKbeQAkQGIKAAugQZtkYCRAgQIAAAQIECBAgQGAlgV/Oh3dNvpL83Uor+owAAQIECBAgQIAAAQIugfc7QIAAAQIECHRJYO90tu73WZe/P65LHU9fXQLfsQnTXQIEliPgDNDluDsqAQIECBAgQIAAAQIECLRD4I/SjVskxyfHtaNLekGAAAECBAgQIECAQJsFnAHa5tnRNwIECBAgQGBc4MF5U99drkruMv5BR5adAdqRidJNAgSWK+AM0OX6OzoBAgQIECBAgAABAgQILEegHnz06mRD8orka4lGgAABAgQIECBAgACBVQWcAboqkRUIECBAgACBFgj8dvpQ9/2swucOLejPNF1wBug0arYhQIAAAQIECBAgsE4BBdB1AtqcAAECBAgQmLvAgTnC95MqgD5i7keb3wEUQOdna88ECPRIwCXwPZpMQyFAgAABAgQIECBAgACBVQW2yRqvS7ZPXpOckGgECBAgQIAAAQIECBCYWMAZoBNTWZEAAQIECBBYgsALc8w68/Obya5LOP4sD+kM0Flq2hcBAgQIECBAgACBCQUUQCeEshoBAgQIECCwcIH75Ij1xPf6vvKohR999gdUAJ29qT0SINBDAZfA93BSDYkAAQIECBAgQIAAAQIEbiKwU37y5mS75FXJ+xKNAAECBAgQIECAAAECaxZwBuiayWxAgAABAgQILEDg73OMuvT91KSrT33flMkZoJuKeE+AAAECBAgQIEBgAQIKoAtAdggCBAgQIEBgTQJPz9pV/Lwyuceatmz3ygqg7Z4fvSNAoCUCLoFvyUToBgECBAgQIECAAAECBAjMReCA7LXO/qz268kXbljyHwIECBAgQIAAAQIECEwp4AzQKeFsRoAAAQIECMxcYJfs8bSkzv6s+3/2rTkDtG8zajwECMxFwBmgc2G1UwIECBAgQIAAAQIECBBogcDr0oe7JVUE/YUW9EcXCBAgQGAJAgqgS0B3SAIECBAgQIAAAQIECBCYu8BLcoSjkouTI5PLE40AAQIECBAgQIAAAQLrFnAJ/LoJ7YAAAQIECBBYp0AVPOs7ycbksevcV5s3dwl8m2dH3wgQIECAAAECBHoroADa26k1MAIECBAg0AmB+6aXdbZn3ffz+Z3o8fSdVACd3s6WBAgQIECAAAECBKYWUACdms6GBAgQIECAwDoF7pDtv5NU8fMf17mvLmyuANqFWdJHAgQIECBAgACB3gkogPZuSg2IAAECBAh0QmD39PKLSRU/359sm/S9KYD2fYaNjwCBmQh4CNJMGO2EAAECBAgQIECAAAECBJYosGOOfWxyUPKF5CnJNYlGgAABAgS2UgD1S0CAAAECBAgQIECAAAECXRaoMz2PTh6cnJn8aFJPftcIECBAgMANAgqgfhEIECBAgAABAgQIECBAoKsC26Tjb0oek5yXHJ6cnWgECBAgQIAAAQIECBCYm4B7gM6N1o4JECBAgACBMYENWf6npO75eVFyn2RozT1AhzbjxkuAAAECBAgQINAKAQXQVkyDThAgQIAAgV4LVPHzNUkVPy9N6vL3ITYF0CHOujETIECAAAECBAgsXUABdOlToAMECBAgQKDXAnUrt6b4eXmWf7jXo115cAqgK/v4lAABAgQIECBAgMBcBBRA58JqpwQIECBAgEAE6p6fr0/qzM8qfj48GXJTAB3y7Bs7AQIECBAgQIDA0gQUQJdG78AECBAgQKDXAvW097cnzWXvQz7zs5loBdBGwisBAgQIECBAgACBBQoogC4Q26EIECBAgMBABHbKOI9PqvhZDzx6UKJttZUCqN8CAgQITCBwswnWsQoBAgQIECBAgAABAgQIEFiWwB458LFJFT3PTQ5PPptoBAgQIEBgIgEF0ImYrESAAAECBAgQIECAAAECSxDYN8d8b3JQcmby6OSriUaAAAECBCYWqKfnaQQIECBAgAABAgQIECBAoG0C90mHTkmq+PmF5MGJ4mcQNAIECBBYm4AC6Nq8rE2AAAECBAgQIECAAAEC8xd4fA7x4eQ2yQlJ3evy7EQjQIAAAQIECBAgQIDA0gU8BGnpU6ADBAgQIECg0wK/kd5vTOqBR69Ptku0zQt4CNLmXfyUAAECBAgQIECAwFwFFEDnymvnBAgQIECgtwJV6HxNUoXP+j7xO4m2soAC6Mo+PiVAgAABAgQIECAwFwEF0Lmw2ikBAgQIEOi1wIEZXT3kqIqflydPTbTVBRRAVzeyBgECBLbyFHi/BAQIECBAgAABAgQIECCwTIEH5eDHJbsnFycPTz6TaAQIECBAYCYCHoI0E0Y7IUCAwE0E6hKuDTf56eo/2Dar3H6UXVdf3RoECBAgQIAAgU4L/HJ6/6Gkip9fSe6fKH4GQSNAgAABAgQIECDQRoG90qlXJZ9Nrk4uSt6fvCTZMZmk3Tcr1aVflZdOskEL13EJfAsnRZcIECBAgEDLBHZJf96aNN97/iLLrlBc+yS5BH7tZrYgQIAAAQIECBCYUuBR2e47SfMlftPXr+azh0ywbwXQCZCsQoAAAQIECHRa4F7pfZ3tWd+XLknc7zMIUzYF0CnhbEaAAAECBAgQILA2gX2y+mXJeNHzjLyvL/TjP9uY93U26EpNAXQlHZ8RIECAAAECXReoS96vTOo70ueSuyba9AIKoNPb2ZIAAQIECBAgQGANAu/Muk2h801Z3nu0bd0DtO5j9YGk+bxeX55sqSmAbknGzwkQIECAAIEuC9Stgo5Jmu9Er87yDl0eUEv6rgDakonQDQIECBAgQIBAnwVuk8E1X+TfscJAn5fP6gzQZt0XbGFdBdAtwPgxAQIECBAg0FmBw9Pzs5P6HvS95KhEm42AAuhsHO2FAIGeC7jJdM8n2PAIEJi7wEFjR9hSUbNW+ZvknKTOEK0nxP9x8q2kbv7fhvacdGK/NnREHwgQIECAAIHeCOyUkbwieW5SV8acmPxkUt+BNAIECBAgQIAAAQIEOiJQhcM6m+HCCfv75KzXnAl6VZYP22S7ZZwBetv0oTkzdZavdambRoAAAQIECAxT4EEZdj0Esr5b1Hee30q2TrTZCjgDdLae9kaAQE8FnAHa04k1LAIEFiZQZ3NWu+K/X1b977uyxm8mf5XUtvW+/oLwlWRZrS5Je1qy34w6UGe31lke9RcejQABAgQIEBiWQN3X8/eS+r5TBc8vJHXWZz3wSCNAgAABAgQIECBAoIMCj02fm7Mmd1tD//9ibLvTs9w8OGkZZ4CuodsTrXrdaGx7TrS2lQgQIECAAIG+CByagdQ/6tZ3o2uTP0iafyzOojYHAWeAzgHVLgkQIECAAAECBG4scJe8bQqgL7nxRyu+qzMixp8e/6m8rwKqAuiKbD4kQIAAAQIEWiiwa/r0t0nzj6B11uf9WtjPPnZJAbSPs2pMBAgQIECAAIGWCdSl3h9Pqgj6/aQuJZ+01SViH0uaAuoXs/zMsfcvzXIXW/OXH2eAdnH29JkAAQIECKxN4Mis/u2kvs9cnfxu4qzPICyoKYAuCNphCBAgQIAAAQJDF6jLvZoiZr2elNQTT++erNbqQUF1T6xm+41jyy9dbeOWfq4A2tKJ0S0CBAgQIDBDgX2zr2OS5jvMyVme5LvPDLtgVxFQAPVrQIAAAQIECBAgsDCBF+ZIda+r5i8B9XrUhEffI+s1Z5GOb/+yCbdv22oKoG2bEf0hQIAAAQKzE9g2u6onul+e1PeWi5LnJp7wHoQlNAXQJaA7JAECBAgQIEBgyAJ1JuipSVPEfPAaMOovE89PLhvb/mVZ7mJTAO3irOkzAQIECBBYXeCRWeVLSfNd561Zvs3qm1ljjgIKoHPEtWsCBAgQIECAAIEtC9RfBH48qTM719punw1en/xX8jtr3bgl6yuAtmQidIMAAQIECMxIYL/s5+ikKXx+OctVDNWWL6AAuvw50AMCBAgQIECAAIEBCiiADnDSDZkAAQIEeimwc0b1e8mVSRU/L01ekNSVK1o7BBRA2zEPekGAAAECBAgQIDAwAQXQgU244RIgQIBA7wQ2ZETPSs5KqvBZ/29/Y3LbRGuXgAJou+ZDbwgQIECAAAECBAYioAA6kIk2TAIECBDopcAjMqpPJ83l7qdk+YG9HGk/BqUA2o95NAoCBAgQIECAAIGOCSiAdmzCdJcAAQIECETg4OTYpCl8fjPLz0jqbFCtvQIKoO2dGz0jQIAAAQIECBDosYACaI8n19AIECBAoHcC+2REr002JlX8vDh5UbJjorVfQAG0/XOkhwQIECBAgAABAj0UUADt4aQaEgECBAj0TmCvjOjPk+YBR1dn+a+TvROtOwIKoN2ZKz0lQIAAAQIECBDokYACaI8m01AIECBAoHcCu2ZEv5tckjQPOHpLlu+YaN0TUADt3pzpMQECBAgQIECAQA8EFEB7MImGQIAAAQK9E9g5I6pL2y9Imvt8HpfleydadwUUQLs7d3pOgAABAgQIECDQYQEF0A5Pnq4TIECAQO8EqvD5/OTcpCl8fjDLD0m07gsogHZ/Do2AAAECBAgQIECggwIKoB2cNF0mQIAAgd4JVOHzBcl44fOjef8jvRvpsAekADrs+Td6AgQIECBAgACBJQkogC4J3mEJECBAgEAE6h6fv52clzRnfJ6c5UcnWv8EFED7N6dGRIAAAQIECBAg0AEBBdAOTJIuEiBAgEDvBPbMiH4v+V7SFD4/kmWFzyD0uCmA9nhyDY0AAQIECBAgQKC9Agqg7Z0bPSNAgACB/gncPkP6y+SypCl8npDlRyRa/wUUQPs/x0ZIgAABAgQIECDQQgEF0BZOii4RIECAQO8EDsqIXptcnTSFz2Oz/OBEG46AAuhw5tpICRAgQIAAAQIEWiSgANqiydAVAgQIEOidwKEZ0TFJ8//ba7P81uReiTY8AQXQ4c25ERMgQIAAAQIECLRAoPkLWd2LTCNAgAABAgTWL7BNdvHC5JtJc7bnFVn+2+SOiTZcAQXQ4c69kRMgQIAAAQIECCxRQAF0ifgOTYAAAQK9Etglo/m15OtJU/ishxz9brJ3ohFQAPU7QIAAAQIECBAgQGAJAgqgS0B3SAIECBDolcB+Gc2fJRclTeHzG1n++2SnRCPQCCiANhJeCRAgQIAAAQIECCxQQAF0gdgORYAAAQK9EnhYRnN0Uvf1bAqfJ2b5icnWiUZgUwEF0E1FvCdAgAABAgQIECCwAAEF0AUgOwQBAgQI9EZgx4zk55LPJk3R86osvyE5JNEIrCSgALqSjs8IECBAgAABAgQIzElAAXROsHZLgAABAr0S2D+jeUVyQdIUPr+b5Zclt040ApMIKIBOomQdAgQIECBAgAABAjMWUACdMajdESBAgEBvBOoy9scmxyYbk6bweUqWn5Fsl2gE1iKgALoWLesSIECAAAECBAgQmJGAAuiMIO2GAAECBHojUE9sf2Hy9aQpel6Z5X9K7pdoBKYVUACdVs52BAgQIECAAAECBNYhoAC6DjybEiBAgECvBA7LaN6a1D09m8Ln6Vl+frJnohFYr4AC6HoFbU+AAAECBAgQIEBgCgEF0CnQbEKAAAECvRHYKyP5X8mXk6boWU91Pyb50WRDohGYlYAC6Kwk7YcAAQIECBAgQIDAGgQUQNeAZVUCBAgQ6IVAFTV/JHlbMn6257fz/mXJ7RONwDwEFEDnoWqfBAgQIECAAAECBFYRUABdBcjHBAgQINAbgdtlJC9Ovp6Mn+35nrw/Itkm0QjMU0ABdJ669k2AAAECBAgQIEBgCwIKoFuA8WMCBAgQ6IVAPan9KclxSV3a3hQ+z8jy7yTO9gyCtjABBdCFUTsQAQIECBAgQIAAgf8RUAD9HwtLBAgQINAfgXtlKH+VnJc0Rc+63P2fk0cnWycagUULKIAuWtzxCBAgQIAAAQIECERAAdSvAQECBAj0RaAeaPSryaeTpuhZr58d/dyT3AOhLVVAAXSp/A5OgAABAgQIECAwVAEF0KHOvHETIECgHwJ1ifuRybuTq5Om8HlBll+ZHJJoBNoioADalpnQDwIECBAgQIAAgUEJKIAOaroNlgABAr0ReEBG8jfJ+UlT9Lwmy/VAo6OSKoxqBNomoADathnRHwIEWilws1b2SqcIECBAgAABAgQIECAwf4H9c4hnJD+Z3HXscJ/L8huSNyfnjP3cIgECBAgQINBBAQXQDk6aLhMgQIAAAQIECBAgMLXAHtnyx5JnJg8Z28t3svyWpAqfnx/7uUUCBAgQIECAAAECBAgQIHAjAZfA34jDGwIECBBogcCO6cPTkmOS8ft6Xpb3b0wenWyTaAS6JuAS+K7NmP4SIECAAAECBAj0QkABtBfTaBAECBDovEBd7faYpM7ovDQZv6/n8Xlfl77vnGgEuiygANrl2dN3AgQWJuAS+IVROxABAgQIECBAgAABAnMW2JD9H5o8PXlqslfStFOyUJe4/3NybvNDrwQIECBAgAABAgQIECBAYK0CzgBdq5j1CRAgQGC9AvfPDj6YXJg0Z3rW62nJi5M7JhqBPgo4A7SPs2pMBAjMXMAZoDMntUMCBAgQIECAAAECBBYgcK8co+7rWRkvcJ6R929L3pp4mFEQNAIECBAgMHQBBdCh/wYYPwECBAgQIECAAIHuCNw9Xa2CZz3F/YCxbp+d5ROSY5O6xF0jQIAAAQIECPxAQAH0BxQWCBAgQIAAAQIECBBoocDd0qcqeFYOGutf3cfz6KQKnicldQsWjQABAgQIECBwEwEF0JuQ+AEBAgQIECBAgAABAksWODjHPyrbHFAAAEAASURBVCqpBxlVAbRp52fh3UkVPT+UbEw0AgQIECBAgMCKAgqgK/L4kAABAgQIECBAgACBBQnUPT2r6Fk5cOyYF2S5ip7vSOoy92sTjQABAgQIECAwsYAC6MRUViRAgAABAgQIECBAYMYC9fT2p4xy57F9N2d6VtGznu6u6DmGY5EAAQIECBBYm4AC6Nq8rE2AAAECBAgQIECAwPQCW2fTBydV9Hxysm/StHOyUGd6vjP5UOLy9iBoBAgQIECAwPoFFEDXb2gPBAgQIECAAAECBAhsWWDbfPTwpAqeT0pulTTt21l4V1IPM/pI4kFGQdAIECBAgACB2QoogM7W094IECBAgAABAgQIENhqq52CcHhSRc/HJ7dImnZ6Fpqi539m+frmA68ECBAgQIAAgXkIKIDOQ9U+CRAgQIAAAQIECAxPYI8MuYqdRyZV/NwxadqpWaiiZ+VzzQ+9EiBAgAABAgQWIaAAughlxyBAgAABAgQIECDQT4F9Mqy6rL3ysKT5+0Wd1XlKUvf0rHwt0QgQIECAAAECSxFovqAs5eAOSoAAAQIECBAgQIBA5wTukR43Rc9Dxnp/TZbfl1TB85jk7EQjQIAAAQIECCxdQAF06VOgAwQIECBAgAABAgRaLbBNendo8sSkCp/7J027LAvvTf4lOS65KNEIECBAgAABAq0SUABt1XToDAECBAgQIECAAIFWCOySXtR9PJ+Q1H096/6eTTsnC+9Jquj5/uSqRCNAgAABAgQItFZAAbS1U6NjBAgQIECAAAECBBYqcNscrQqelUck2ydN+0oW6rL2Knp+PLku0QgQIECAAAECnRBQAO3ENOkkAQIECBAgQIAAgbkI3Dt7PSKpoud9kw1JtSpwfjSpoue/JlUA1QgQIECAAAECnRRQAO3ktOk0AQIECBAgQIAAgakE6qzOw5IqeFbhs57i3rTLs1APMaqC57HJeYlGgAABAgQIEOi8gAJo56fQAAgQIECAAAECBAisKLB3Pn1K8oLk1smOSdPqSe1V7Kyi5weS7ycaAQIECBAgQKBXAgqgvZpOgyFAgAABAgQIECBwg8A98t96eFGd5fmAZOukaZ/NQhU860FGn0quTzQCBAgQIECAQG8FFEB7O7UGRoAAAQIECBAgMCCBurT94UkVPSt3SJpWZ3V+MDkteW3ypUQjQIAAAQIECAxGQAF0MFNtoAQIECBAgAABAj0TuE3G89ikzvJ8ZLJz0rTvZuG4pM7yfH9S9/fUCBAgQIAAAQKDFFAAHeS0GzQBAgQIECBAgEAHBeoJ7fWk9uYsz0Oy3Dy1vYbzmaQKnnVPz08mLm0PgkaAAAECBAgQUAD1O0CAAAECBAgQIECgvQI3T9celTwuqbM96yFGTbsiC/Xgoip41tmeZyUaAQIECBAgQIDAJgIKoJuAeEuAAAECBAgQIEBgyQJ3yfGr4Fl5WLJd0rQzs1DFzip61n09PbU9CBoBAgQIECBAYCUBBdCVdHxGgAABAgQIECBAYP4CVeCsQmdT9KwCaNM2ZuEjSVP0PLX5wCsBAgQIECBAgMBkAgqgkzlZiwABAgQIECBAgMAsBW6bnT0mqaJnXeK+S9K0C7Pw3qSKnvVa7zUCBAgQIECAAIEpBRRAp4SzGQECBAgQIECAAIE1CGyddR+Q1H08q+h5n2S8fT5vquBZOSWpMz81AgQIECBAgACBGQgogM4A0S4IECCwgsCO+WyfZOdRtsnrJcnFo1yQV40AAQIE+imwR4Z1eFIFzx9N9kyadnkW6gFGVfD8t+TbiUaAAAECBAgQIDAHAQXQOaDaJQECgxf4oQg8J6n7ue2X1Fk/W2rn5YOPJx9LXpd8N9EIECBAoLsC907Xm7M864zP+oevpp2eheYszxOzfFXzgVcCBAgQIECAAAECBAgQINAFgaPSyU8k10+ZepLvq5Pdki6369L5Mhg/06nL49F3AgQIrCRw83x4ZPKa5Kxk/P8BVeB8X/IbyV0TjQABArMWeGh2WH/ufHjWO7Y/AgQI9EnAGaB9mk1jIUBgmQI/n4P/wyYduCLvz0zqssZLkypwbkx2SOrS+Fsl+45e87LV9skvJg9OHpPUX6Q1AgQIEGifwEHpUp3lWaniw7ZJ0+rP7rqkvfL+5LJEI0CAAAECBAgQIECAAAECnRaoMz+rsFn/+l73dPvT5H7J+GWPebvFdrt88rPJF5PmzKG6LL6rzRmgXZ05/SZAYEsC9Y9WdR/PVyXfSJo/q+v12uSk5EXJPRONAAECixRwBugitR2LAAECBAgQIDBggTrLs/4SXGd51v3epm11ZmidLdT8xboKq11sCqBdnDV9JkBgU4E75Qe/khyfXJk0fzbX6znJ65OnJbsnGgECBJYloAC6LHnHJUCgUwIuge/UdOksAQItFLh9+lSXsVf7uWQ9Z27WJfJPTL6U7DNafmdeF9HqLNRbL+JAjkGAAIGWCtQ/Qj01OSSpS9vH79lZRc//TJpL2z+Z5fqZRoAAAQIECBAgQIAAAQIEei/wYxlh/SW4HnSx04xGW/cSrX2up5i6lq7slZU3Pbupjr/e1H41AgQItFmg/rGp7r18TFJ/jo//uXdh3r81+clk70QjQIBAGwWcAdrGWdEnAgRaJ+AM0NZNiQ4RINAxgToDtFr9RfmKG5bW/5/vjHZR95xbRLskBzku2W9GB6uzpzYkVUjQCBAg0CaB+u77kKTO8KwcnIy3upXJG5O3JKckGxONAAECBAgQIECg4wIKoB2fQN0nQGDpAqePelCXj++XnJGstx022sFn1rujCbe/OuvN8n6jdQ9QjQABAm0RqD+fH5NUwfNRyW5J06rg+b6kLm0/Pjk70QgQIECAAAECBAgQIECAAIExgTtkuc4QqrMd/zVZ7z8s/Uz20TxEqB6+0cXW9H/PLnZenwkQ6LzA1hnBA5OXJ3WvzubPpOby9tPysz9NHp5sm2gECBDosoBL4Ls8e/pOgAABAgQIEOiQwGvT1+Yv1sdm+W5T9L0ud39+0hRTz8lyPZioi60pNiiAdnH29JlANwX2SLd/InlTcl7S/Jlcr5cn9Wfzc5L9Eo0AAQJ9ElAA7dNsGgsBAnMTWO+ZSnPrmB0TIECgQwIvTl8PTe6SPG6UL+b1xOT05MykLrOsBw1dm9SThqvgeatk3+S+SX15bS7LrHWelpyVaAQIECCweYF758f1Z25d2l5nfNaZn02rP3vrsvbKh5LvJxoBAgQIECBAgAABAgQIECCwDoF64vlJyfhZR9Ms18OU6iymLjdngHZ59vSdQHsFbp6uHZm8Jql/IBr/M7ae4F738vz15K6JRoAAgaEIOAN0KDNtnAQIECBAgACBFgn8aPpyQnJNMv6X89WWv5r1fz/ZO+l6UwDt+gzqP4H2CByQrvxG8v6kipzjf5Z+K+//PnliskuiESBAYIgCCqBDnHVjJkBgzQIugV8zmQ0IECCwosB782mlLnGvS9srVdSsy9t3TbZL6n50lyXnJnWp/KnJfyUaAQIEhi6wfQB+OGluJ3KnMZCNWf5IUpe1H5d8PtEIECBAgAABAgQIECBAgAABAgsXcAbowskdkECnBeqBb89O/iWpfxwaP8uzHmj0xuTpye6JRoAAAQI3FnAG6I09vCNAgMBmBZwBulkWPyRAgAABAgQIEJiTQD2s6AFJc5ZnPcxovH0mb+oMzzrT8+NJ/aOKRoAAAQIECBAgQGBqAQXQqelsSIAAAQIECBAgMKFA3Qbk8OTxyWOSenBc0+qsz7rHZ1P0PLv5wCsBAgQIECBAgACBWQgogM5C0T4IECBAgAABAgQ2FagHGFXBs3JoMv698/S8r4Jn5cSkHnCkESBAgAABAgQIEJiLwPgX0bkcwE4JECBAgAABAgQGIbBtRvmw5IikLm+/c9K0a7PwoeTYpIqeX040AgQIECBAgAABAgsRUABdCLODECBAgAABAgR6KVCXsj82qaLno5Ndk6adn4Xjkyp6/ntycaIRIECAAAECBAgQWLiAAujCyR2QAAECBAgQINBpgYPT+yp41qXtD0zqoUZN+0IWquBZOSXxAKMgaAQIECBAgAABAssVUABdrr+jEyBAgAABAgTaLlCXth+WvCg5JKkHGjWt7t35waQpep7ZfOCVAAECBAgQIECAQFsEFEDbMhP6QYAAAQIECBBoj8Ae6Upd2v6EpJ7ePn5p+7l5XwXP9yTvSy5PNAIECBAgQIAAAQKtFVAAbe3U6BgBAgQIECBAYKECd8nRquBZeUiyTdK0z2ehzvQ8OXl7cn2iESBAgAABAgQIEOiEgAJoJ6ZJJwkQIECAAAECMxeoe3fWPTyfmFTR88CkaVdn4YTkX5M609Ol7UHQCBAgQIAAAQIEuimgANrNedNrAgQIECBAgMA0Ajtmo0clVfSshxjdMmnahVn4t6SKnvXU9ksSjQABAgQIECBAgEDnBRRAOz+FBkCAAAECBAgQWFFgr3xaxc4nJVX83Clp2ulZqIJn5aRkY6IRIECAAAECBAgQ6JWAAmivptNgCBAgQIAAAQI3CNwx/62zPKvoOX4/z7p3538mx4xyWl41AgQIECBAgAABAr0WUADt9fQaHAECBAgQIDAggftkrFXwrNxzbNx1P896Wvu/JHWm53cSjQABAgQIECBAgMBgBBRABzPVBkqAAAECBAj0TKAeYnRocmRSRc/9kqZdnIW6n2cVPY9PLk00AgQIECBAgAABAoMUUAAd5LQbNAECBAgQINBRge3S70cmVfSsS9z3TppWZ3Yek7w7+WByTaIRIECAAAECBAgQGLyAAujgfwUAECBAgAABAi0X2Dn9e0zy5ORxya5J076WhSp4Vj6e1D0+NQIECBAgQIAAAQIExgQUQMcwLBIgQIAAAQIEWiKwW/pxRPKU5PBkx6Rpn83Cu5Iqep7a/NArAQIECBAgQIAAAQKbF1AA3byLnxIgQIAAAQIEFi2wZw74xKSKnnWZe13uXq3O6vxYUkXPyjcSjQABAgQIECBAgACBCQUUQCeEshoBAgQIECBAYA4CdQ/Pup/nUcnDk+a72cYs1308j07qTM+zE40AAQIECBAgQIAAgSkEmi/ZU2xqEwIECBAgQIAAgSkEbplt6n6eT01+ONkmqVYPLfr35J1JPb39/EQjQIAAAQIECBAgQGCdAgqg6wS0OQECBAgQIEBgAoE607OKnj+WjBc9r8779yZV9KwnuH8v0QgQIECAAAECBAgQmKGAAugMMe2KAAECBAgQIDAmUPf0bIqedXl7c6ZnFT2PT96RVNHz4kQjQIAAAQIECBAgQGBOAgqgc4K1WwIECBAgQGCQArtl1HVPz6clj0ya71rNmZ5vz88UPYOgESBAgAABAgQIECBAgAABAgS6KnBdOn59Ume/aQSGILBTBvmM5IykCp31+1+pe3rWmZ7PSm6RaAQIECBAYNYCD80O6/85H571ju2PAAECfRJozkro05iMhQABAgQIECAwb4HtcoDDk6cnT0h2TqrVX0JPSN6WvCu5INEIECBAgAABAgQIEFiigALoEvEdmgABAgQIEOiUwNbp7cOSn0iOSnZPqlXR82NJFT7fmHw10QgQIECAAAECBAgQaImAAmhLJkI3CBAgQIAAgdYK3Ds9q0vc62zP24318nNZfmtSZ3ueOfZziwQIECBAgAABAgQItEhAAbRFk6ErBAgQIECAQGsE9k1P6kzPZyZ3H+vV17NcRc+3JF8c+7lFAgQIECBAgAABAgRaKqAA2tKJ0S0CBAgQIEBg4QK75ohPTX4yqUvdNyTVzkvq6e1vTk5ONAIECBAgQIAAAQIECBAgQIAAgQELXJex1z0RPQV+wL8EHRr6NunrY5O6jP3KpH53K1ckdabn4xL/YBwEjQABAgRaKeAp8K2cFp0iQKBtAr7Qt21G9IcAAQIECBBYhMA9cpCfTurenrceHbCK9yck9SCjo5NLE40AAQIECBAgQIAAgY4LKIB2fAJ1nwABAgQIEJhYoM5Krvt6Pis5JGnal7PwhuRNybeaH3olQIAAAQIECBAgQIAAAQIECBAgsDkBl8BvTsXPliXQXOL+znTgqqS5xP2CLL8q+aFEI0CAAAECXRVwCXxXZ06/CRAgQIAAAQIEOi2gANrp6etN5++ckfxhclbSFD2vzfJxST3oaPtEI0CAAAECXRdQAO36DOo/AQIECBAgQIBAJwUUQDs5bb3o9I4ZxTOTDyVN0bNe6xL330puk2gECBAgQKBPAgqgfZpNYyFAgAABAgQIEOiMgAJoZ6aqNx29Z0byyuR7SVP4vCzLr00ekmgECBAgQKCvAgqgfZ1Z4yJAgAABAgQIEGi1gAJoq6enN53bKSP52eSUpCl61uvHk59Pbp5oBAgQIECg7wIKoH2fYeMjQIAAAQIECBBopYACaCunpTedOjgj+ZvkoqQpfNaZn3+d3CPRCBAgQIDAkAQUQIc028ZKgAABAgQIECDQGgEF0NZMRW86sl1G8hPJR5Km6FmvH01+Kql7f2oECBAgQGCIAgqgQ5x1YyZAgAABAgQIEFi6gALo0qegNx24Q0byR8m5SVP4vDjLdQZonQmqESBAgACBoQsogA79N8D4CRAgQIAAAQIEliKgALoU9l4d9JEZzTHJxqQpfH46y89Odk40AgQIECBA4L8FFED9JhAgQIAAAQIECBBYgoAC6BLQe3DIXTKG5yZfSpqi5/ez/MbkgYlGgAABAgQI3FRAAfSmJn5CgAABAgQIECBAYO4CCqBzJ+7VAfbPaP4iGX+o0bfy/reTvRONAAECBAgQ2LKAAuiWbXxCgAABAgQIECBAYG4CCqBzo+3Vjh+W0bw7Gb/M/cN5f1Rys0QjQIAAAQIEVhdQAF3dyBoECBAgQIAAAQIEZi6gADpz0t7ssAqb9TT3Tybjl7m/Lu/vk2gECBAgQIDA2gQUQNfmZW0CBAgQIECAAAECMxFQAJ0JY692smtGU5e51z09m8LnOVl+WXKrRCNAgAABAgSmE1AAnc7NVgQIECBAgAABAgTWJaAAui6+Xm1824zmFcnFSVP4PDvLP5dsn2gECBAgQIDA+gQUQNfnZ2sCBAgQIECAAAECUwkogE7F1quNDsho/jG5KmkKnydk+VnJhkQjQIAAAQIEZiOgADobR3shQIAAAQIECBAgsCYBBdA1cfVq5ftlNEcnG5MqfF6b/HNy30QjQIAAAQIEZi+gADp7U3skQIAAAQIECBAgsKqAAuiqRL1bof7y9e9Jc7bnlVn+f8mdEo0AAQIECBCYn4AC6Pxs7ZkAAQIECBAgQIDAFgUUQLdI07sPHpkRnZg0hc9Lsvwnya0TjQABAgQIEJi/gALo/I0dgQABAgQIECBAgMBNBBRAb0LSux8cnhF9LGkKnxdk+aXJ7olGgAABAgQILE5AAXRx1o5EgAABAgQIECBA4AcCCqA/oOjdwqMzopOTpvB5bpZfmNw80QgQIECAAIHFCyiALt7cEQkQIECAAAECBAhspQDav1+CwzKkk5Lxwufz837nRCNAgAABAgSWJ6AAujx7RyZAgAABAgQIEBiwgAJofyb/ARnK+5Om8Hlell+QKHwGQSNAgAABAi0QUABtwSToAgECBAgQIECAwPAEFEC7P+d3zxD+JWkKn9/L8ouTXRKNAAECBAgQaI+AAmh75kJPCBAgQIAAAQIEBiSgANrdyd4nXX9dsjGp4udlyR8kt0g0AgQIECBAoH0CCqDtmxM9IkCAAAECBAgQGICAAmj3Jnm3dPlPkiuTKnxenbwyuVWiESBAgAABAu0VUABt79zoGQECBAgQIECg9wLbZYQbphjlttnm9qPsOsX2bdhEAbQNszBZH+r37VeT85MqfNbcvSW5Y6IRIECAAAEC7RdQAG3/HOkhAQIECBAgQKBXAntlNK9KPpvUGXQXJfUAmZckOyaTtPtmpSpEVV46yQYtXEcBtIWTspkuHZGffSVpft9OyHL9/mkECBAgQIBAdwQUQLszV3pKgAABAgQIEOi8wKMygu8kTTFp09ev5rOHTDBKBdAJkKyyLoF6wNH7kuZ39MtZrmKoRoAAAQIECHRPQAG0e3OmxwQIECBAgACBTgrsk17Xw2KaglK9npFcssnPNuZ9nQ26UlMAXUnHZ+sRqAcZ/XVybVK/oxckv5LcLNEIECBAgACBbgoogHZz3vSaAAECBAgQINA5gXemx03x801Z3ns0groH6P2TDyTN5/X68mRLTQF0SzJ+Pq1A/R7+XHJuUr9/VQB9ZbJHohEgQIAAAQLdFlAA7fb86T0BAgQIECBAoBMCt0kvm+LmO1bo8fPyWZ0B2qz7gi2sqwC6BRg/nkrg3tnq5KT5vftglg+eak82IkCAAAECBNoooADaxlnRJwIECBAgQIBAzwQekfE0xaX9VxnbU/P5VaP160FBT9/M+gqgm0HxozUL3Dxb/FXSXO5+VpZ/fM17sQEBAgQIECDQdgEF0LbPkP4RIECAAAECBHog8JyMoQqgF044lidnveZM0CqGHrbJdgqgm4B4u2aBJ2WLbyX1e1kF0L9IqiCqESBAgAABAv0TUADt35waEQECcxDYeg77tEsCBAgMSWC70WCvmHDQ78p6vzlat7at9weM3nshsB6Buh3D0cm7k9snH0+qoF6/b5cmGgECBAgQIECAAAECBAgQIECAAIE1Czw2WzSXwO+2hq3rrLxmu9Oz3Dw4yRmga0C06g8EfjZL30vqd+qS5JcT/8gZBI0AAQIECPRcwBmgPZ9gwyNAgAABAgQItEHgLulEU8h8yRo6VMWp8afHfyrvq4CqALoGRKtutU8M3ps0v4PvyXKd/akRIECAAAECwxBQAB3GPBslAQIECBAgQGCpAhty9LrUuApQ30+elkzadsiKH0ua4tUXs/zMsfcvzXIXWz3gqca0Zxc736E+11mfFydlfX7yE4lGgAABAgQIDEtAAXRY8220BAhMKXCzKbezGQECBAj8t0AVn/5XclKyffK25HnJycnrk9OSLbUqmD4h+UByz+SgpLZZdKtC7LHJfos+sONNJXCrbPUPyRGjreuen7+UnDt674UAAQIECBAgQIAAAQIECBAgQIDAzAVemD1em1RBtMlREx5lj6zXnEXabFuvL5tw+/WuVsev+0aOH3sWy84AXe/M3HT7KphXobPm58LkGYlGgAABAgQIDFfAGaDDnXsjJ0Dg/7d3H3DTVOWhwEF6UymKoEgTQQJi0FgiqLHE5FoTvbYQwRJrFPXGxBJLbjQaNfHGmNgVK8YWY4969Yo1VhAroh9NsAAqXep9HpgT51t2993dd3d2ZvZ/fr/nm9mZM2fO+Z93v+/b552ZnULAFaBTYKlKgACBMQIvjn2fi3h1xG9V9c6slmstMpF1WMRTIp4XsV1EkyXPf9OIeSUsfxBt5aMBlPkJbBNNvTzisVWTn4jlIyJ+XL22IECAAAECBAgQIECAAAECBAgQINCYwG5xpodE5JWV05b8Apu8Df7kiOdMe3BL6nsG6Hwn4uBoLh+lkFd95mMTjo6QYA4EhQABAgQIENjEFaB+CAgQIECAAAECBAgsQUACdH7oecXnxRGZ/Mwk6C0jFAIECBAgQIBAEZAALRKWBAgQIECAAAECBBoUkABdP/b20cQ7IjLxmfHaiLwNXiFAgAABAgQI1AUkQOsa1gkQIECAAAECBFojsE/0JL8tPuPxrenV/DoiAbo+y1vE4d+NyMRnfjnVQyMUAgQIECBAgMAwAQnQYSq2ESBAgAABAgQILF3g1tGDcmXfMUvvzfw7IAE6u+kD49DzI/Ln48SIm0coBAgQIECAAIFRAhKgo2RsJ0CAQE3At8DXMKwSIECAAIElCVwnzvuRiHtW5397LB8TcVH12oIAAQIECBAgQIAAAQIEZhTID1wKAQIECBAgsDyB68apPxiRyc+88vNvIo6IkPwMBIUAAQIECBAgQIAAAQLrFXAF6HoFHU+AAAECBGYX2DcOzeRnPvfz7IhHR/xHhEKAAAECBAgQIECAAAECcxKQAJ0TpGYIECBAgMCUAodF/fdH7ByRz/u8b8QpEQoBAgQIECBAgAABAgQIzFHALfBzxNQUAQIECBCYUOAhUe+TEZn8/HDEHSNOiVAIECBAgAABAgQIECBAYM4CEqBzBtUcAQIECBBYQ+Dpsf8dEVtF/HNEXvl5foRCgAABAgQIECBAgAABAgsQcAv8AlA1SYAAgQkELq/qXDFBXVX6IbBpDOPlEUdH5JcdPa16HQuFAAECBAgQIECAAAECBAgQIECAAIGuCFwZHc0EX97erVwjkL9wfFtEulwS8aAIhQABAgQIECCwXoHDo4H8/8Vx623I8QQIECBAgAABAgQITC4gAbqx1dbx8oMR+eHkvIi7RigECBAgQIAAgXkISIDOQ1EbBAgQIECAAAECBKYUkAD9Ddi2sZpfdpTJz7MjbhOhECBAgAABAgTmJSABOi9J7RAg0GsBzwDt9fQaHAECBAgsUWD7OPdHIvKDyVkRd4/4ToRCgAABAgQIECBAgAABAg0KSIA2iO1UBAgQILAyApn8/GjEYRGnR+Rt7ydHKAQIECBAgAABAgQIECDQsIAEaMPgTkeAAAECvRfI294/HJHJz9Mifi/iRxEKAQIECBAgQIAAAQIECCxB4DpLOKdTEiBAgACBvgpsFQP7QMSdIs6IkPwMBIUAAQIECBAgQIAAAQLLFJAAXaa+cxMgQIBAnwTyrop3RdwtIp/5mbe9u/IzEBQCBAgQIECAAAECBAgsU0ACdJn6zk2AAAECfRHYNAbyxoj7RpwTcY+IH0QoBAgQIECAAAECBAgQIECAAAECBAj0TODKGM9VETv3bFzjhvPSasznx/J3xlW0jwABAgQIECAwR4HDo638f9dxc2xTUwQIECBAgAABAgQIrCGwagnQJ4dHfvC4NOLua9jYTYAAAQIECBCYp4AE6Dw1tUWAAAECBAgQIEBgQoFVSoDeP0yuiMgx/8mEPqoRIECAAAECBOYlIAE6L0ntECBAgAABAgQIEJhCYFUSoIeGyYURefXnM6fwUZUAAQIECBAgMC8BCdB5SWqHAAECBAgQIECAwBQCq5AA3S08zojI5Ocbp7BRlQABAgQIECAwTwEJ0HlqaosAAQIECBAgQIDAhAJ9T4BuGQ5fjMjk52citohQCBAgQIAAAQLLEJAAXYa6cxIg0DmB63SuxzpMgAABAgSWK/DKOP3tI06NeEDEZREKAQIECBAgQIAAAQIECBAgQIAAAQIrItDnK0AfFXOYV35eFPHbKzKfhkmAAAECBAi0V8AVoO2dGz0jQIAAAQIECBDosUBfE6CHxJxdHJEJ0If3eP4MjQABAgQIEOiOgARod+ZKTwkQIECAAAECBHok0McE6PYxPydFZPLzNT2aK0MhQIAAAQIEui0gAdrt+dN7AgQIECBAgACBjgr0MQH6lpiLTH4eH7F1R+dFtwkQIECAAIH+CUiA9m9OjYgAAQIECBAgQKADAn1LgD4szDP5eUHE/h3w10UCBAgQIEBgdQQkQFdnro2UAIF1CPgW+HXgOZQAAQIEei+wR4zwX6tRPiWW3+/9iA2QAAECBAgQIECAAAECPROQAO3ZhBoOAQIECMxNYNNo6U0R14t4f8TrIxQCBAgQIECAAAECBAgQ6JiABGjHJkx3CRAgQKAxgcfFme4W8fOIxzR2ViciQIAAAQIECBAgQIAAAQIECBAgQKDVAn14BuhNQ/j8iHz25wNara1zBAgQIECAwCoLeAboKs++sRMgMLGAK0AnplKRAAECBFZI4NUx1u0j3h3x3hUat6ESIECAAAECBAgQIECAAAECBAgQILCGQNevAH1wjC+v/Dw3Ytc1xmo3AQIECBAgQGCZAq4AXaa+cxMg0BkBV4B2Zqp0lAABAgQaELhunOPl1Xn+MpY/beCcTkGAAAECBAgQIECAAAECCxSQAF0grqYJECBAoHMCfxM93i3iCxFv6FzvdZgAAQIECBAgQIAAAQIECBAgQIAAgYULdPUW+AND5rKIyyMOWbiSExAgQIAAAQIE1i/gFvj1G2qBAIEVEHAF6ApMsiESIECAwEQCeev75hGviThhoiNUIkCAAAECBAgQIECAAAECBAgQIEBg5QS6eAXoH8YslS8+2nnlZsyACRAgQIAAga4KuAK0qzOn3wQINCrgCtBGuZ2MAAECBFookP8WvqTq1wtieU4L+6hLBAgQIECAAAECBAgQIDCjgATojHAOI0CAAIHeCDw8RnJQxIaIV/ZmVAZCgAABAgQIECBAgAABAlcLSID6QSBAgACBVRbYMgb//ArgObG8tFq3IECAAAECBAgQIECAAIGeCEiA9mQiDYMAAQIEZhJ4dBy1Z8SJEcfO1IKDCBAgQIAAAQIECBAgQKDVAhKgrZ4enSNAgACBBQpsFW0/q2r/ebHML29SCBAgQIAAAQIECBAgQKBnAhKgPZtQwyFAgACBiQUeGTVvHHF8xPsnPkpFAgQIECBAgAABAgQIEOiUgARop6ZLZwkQIEBgTgKbRzt/VbWV3/x+1Zza1QwBAgQIECBAgAABAgQItExAArRlE6I7BAgQINCIwEPjLPnsz+9GvK+RMzoJAQIECBAgQIAAAQIECCxFQAJ0KexOSoAAAQJLFnh6df6XxNLVn0ueDKcnQIAAAQIECBAgQIDAIgUkQBepq20CBAgQaKPAPaJTB0ecGfH2NnZQnwgQIECAAAECBAgQIEBgfgISoPOz1BIBAgQIdEPgqVU3/zmWl3Wjy3pJgAABAgQIECBAgAABAgQIECBAgEBbBK6MjuRt5Tu3pUO1fuwX69m/iyJ2qm23SoAAAQIECBDoosDh0en8f9dxXey8PhMgQKApAVeANiXtPAQIECDQBoEnRCc2jchb389tQ4f0gQABAgQIECBAgAABAgQWKyABulhfrRMgQIBAewS2ia4cVXXnX9rTLT0hQIAAAQIECBAgQIAAgUUKSIAuUlfbBAgQINAmgQdFZ64f8aWI49vUMX0hQIAAAQIECBAgQIAAgcUJSIAuzlbLBAgQINAugUdX3Xldu7qlNwQIECBAgAABAgQIECCwSAEJ0EXqapsAAQIE2iJw8+jIYRHnR/xbWzqlHwQIECBAgAABAgQIECCweAEJ0MUbOwMBAgQILF/gyKoL74rlhcvvjh4QIECAAAECBAgQIECAQFMCEqBNSTsPAQIECCxLIL/1/Yjq5G9eVieclwABAgQIECBAgAABAgSWIyABuhx3ZyVAgACB5gQOj1PdNOKUiM9FKAQIECBAgAABAgQIECCwQgISoCs02YZKgACBFRV4aDXuY2N51YoaGDYBAgQIECBAgAABAgRWVkACdGWn3sAJECCwEgKbxSgfWI00E6AKAQIECBAgQIAAAQIECKyYgAToik244RIgQGDFBH4vxrtLxHcjTlyxsRsuAQIECBAgQIAAAQIECITA5hQIECBAYGkC+8aZ96jO/plYuj17/lPxgKrJ98y/aS0SIECAAAECBAgQIECAAAECBAgQIDBO4OWxM5OeGX36hdSV1Zh2juUyS377+1kR6XvIMjvi3AQIECBAgACBBQnklz3m/3WOW1D7miVAgEAvBNwC34tpNAgCBAgQGCJwu9h2o4gNEScM2W8TAQIECBAgQIAAAQIECKyAQJ+uOFqB6TJEAgRaKHD96FMm2WYpO9UO2j/Wr6i9ztWzqxjY7OWEAvet6n1gwvqqESBAgAABAgQIECBAgAABAgQIECAwIPDYeJ23HS0injdwrq68bMst8N+s5uVuXYHTTwIECBAgQIDAlAJugZ8STHUCBFZTwC3wqznvRk2AAIG+C+SXSx0ccX6EZ2L1fbaNjwABAgQIECBAgAABAmME3AI/BscuAgQITCDwkajz+Yg71up+KdZPqb0etXpo7Lh5tfNdscwrJ+vlW/UX1qcSuGdV+5OxvGyqI1UmQIAAAQIECBAgQIAAAQIECBAgQGAjgc3i1bMjMtGWt8KfF3FUxFrFt8CvJTT7/vfEoTkX+YgChQABAgQIECDQVwG3wPd1Zo2LAAECBAgQINBSgdtEv74fUZ4H+r5Y32VMXyVAx+CsY1c+3uXciJyHvdfRjkMJECBAgAABAm0XkABt+wzpHwECrRDwDNBWTINOECDQE4Gvxjh+O+I11Xj+KJZ5G/u9q9cWzQjkowV2jPhRxIZmTuksBAgQIECAAAECBAgQINBWAQnQts6MfhEg0FWBi6Ljj4u4b8TPI3aN+GBEJkW3i1AWL3DX6hT5/E+FAAECBAgQIECAAAECBFZcwJcgrfgPgOETILAwgUx65reQvyHiXhGPibhbxJ9GfDGibSX7t1fbOjVjf+5SHff/ZjzeYQQIECBAgAABAgQIECBAgAABAgQITCHw+KibV4bmMykvj3hBxBYRbXkG6O7Rl/Lc0nkuxz3/NE65kJJfSJVfQpXj2G0hZ9AoAQIECBAgQKA9Ap4B2p650BMCBFos4ArQFk+OrhEg0BuBV8VIPhXx9ohbR+Q3xv9hxFkRbShnRiceFrHXnDrzwmhn04hMQjZdbhUn3CHi5Ii2+DZt4HwECBAgQIAAAQIECBAgQIAAAQIEliKQV33+XcQVEYNXWvbpF1JXVuPbOZZNl6PjhGn7xqZP7HwECBAgQIAAgSUIuAJ0CehOSYBA9wR8CVL35kyPCRDorsBl0fVnRdwl4tQIZf4Cv1s1+fn5N61FAgQIECBAgAABAgQIEOiiQJ+uOOqivz4TILCaAp+NYd8y4hkRO1UEedWksn6BkgD9wvqb0gIBAgQIECBAgAABAgQI9EHAFaB9mEVjIECgawL7RIdfG5HLEyIeFyEBGgjrLDeO428S8cuI762zLYcTIECAAAECBAgQIECAQE8EXAHak4k0DAIEOiWwY/T2wVWPL4llfkmSsn6B21ZNfDmWy/gCpvWPQAsECBAgQIAAAQIECBAgMHcBV4DOnVSDBAgQILAkgXoCdEldcFoCBAgQIECAAAECBAgQaJuABGjbZkR/CBAgQGBWgdtUB3511gYcR4AAAQIECBAgQIAAAQL9E5AA7d+cGhEBAgRWVeDQauBfW1UA4yZAgAABAgQIECBAgACBawtIgF7bxBYCBAgQ6J7AXtHlnSJ+FnFGhEKAAAECBAgQIECAAAECBK4WkAD1g0CAAAECfRA4pBrEN/owGGMgQIAAAQIECBAgQIAAgfkJSIDOz1JLBAgQILA8gVtVpz5heV1wZgIECBAgQIAAAQIECBBoo8DmbeyUPhEgQGAFBC6vxnjFCoy1iSGWK0AlQJvQdg4CBAgQIECAAAECBAh0SEACtEOTpasECPRGIL+kZ4vejKYdAzmo6sY329EdvSBAgAABAgQIECBAgACBtgi4Bb4tM6EfBAgQIDCrwDZx4L4ReVXtSbM24jgCBAgQIECAAAECBAgQ6KeABGg/59WoCBAgsEoCt4jB5r9nmfy8dJUGbqwECBAgQIAAAQIECBAgsLaABOjaRmoQIECAQLsFDqy69+12d1PvCBAgQIAAAQIECBAgQGAZAhKgy1B3TgIECBCYp8ABVWPfnWej2iJAgAABAgQIECBAgACBfghIgPZjHo2CAAECqyxQEqDfW2UEYydAgAABAgQIECBAgACB4QISoMNdbCVAgACB7ghIgHZnrvSUAAECBAgQIECAAAECjQtIgDZO7oQECBAgMEeB/HcsvwE+i2+Av8bBnwQIECBAgAABAgQIECBQE5AArWFYJUCAAIHOCdwkerx1xFkRF3au9zpMgAABAgQIECBAgAABAgsXkABdOLETECBAgMACBfar2v7BAs+haQIECBAgQIAAAQIECBDosIAEaIcnT9cJECBAYBMJUD8EBAgQIECAAAECBAgQIDBWQAJ0LI+dBAgQINBygb2r/v2o5f3UPQIECBAgQIAAAQIECBBYkoAE6JLgnZYAAQIE5iKwT9XKhrm0phECBAgQIECAAAECBAgQ6J2ABGjvptSACBAgsFICrgBdqek2WAIECBAgQIAAAQIECEwvIAE6vZkjCBAgQKA9AiUB6grQ9syJnhAgQIAAAQIECBAgQKBVAhKgrZoOnSFAgACBKQR2iLo7RVwc8bMpjlOVAAECBAgQIECAAAECBFZIQAJ0hSbbUAkQINAzgT2q8ZzWs3EZDgECBAgQIECAAAECBAjMUUACdI6YmiJAgACBRgVuWp1NArRRdicjQIAAAQIECBAgQIBAtwQkQLs1X3pLgAABAr8RKAnQ03+zyRoBAgQIECBAgAABAgQIENhYQAJ0Yw+vCBAgQKA7AiUB6grQ7syZnhIgQIAAAQIECBAgQKBxAQnQxsmdkAABAgTmJHDjqp0z5tSeZggQIECAAAECBAgQIECghwISoD2cVEMiQIDAigjsXo3zxysyXsMkQIAAAQIECBAgQIAAgRkEJEBnQHMIAQIECLRCoFwBemYreqMTBAgQIECAAAECBAgQINBKAQnQVk6LThEgQIDABALlClAJ0AmwVCFAgAABAgQIECBAgMCqCkiArurMGzcBAgS6LbBNdH/HiEsjzu72UPSeAAECBAgQIECAAAECBBYpIAG6SF1tEyBAgMCiBHarGj5rUSfQLgECBAgQIECAAAECBAj0Q0ACtB/zaBQECBBYNYEbVgP+6aoN3HgJECBAgAABAgQIECBAYDoBCdDpvNQmQIAAgXYI7Fp1QwK0HfOhFwQIECBAgAABAgQIEGitgARoa6dGxwgQIEBgjIAE6BgcuwgQIECAAAECBAgQIEDgNwISoL+xsEaAAAEC3RGQAO3OXOkpAQIECBAgQIAAAQIEliogAbpUficnQIAAgRkFJEBnhHMYAQIECBAgQIAAAQIEVk1AAnTVZtx4CRAg0A+B8iVIP+vHcIyCAAECBAgQIECAAAECBBYlIAG6KFntEiBAgMAiBXapGv/5Ik+ibQIECBAgQIAAAQIECBDovoAEaPfn0AgIECCwigI7V4M+ZxUHb8wECBAgQIAAAQIECBAgMLmABOjkVmoSIECAQHsEyhWgEqDtmRM9IUCAAAECBAgQIECAQCsFJEBbOS06RYAAAQJrCJQrQM9eo57dBAgQIECAAAECBAgQILDiAhKgK/4DYPgECBDooMB20eetIi6KuKSD/ddlAgQIECBAgAABAgQIEGhQQAK0QWynIkCAAIG5CLj9fS6MGiFAgAABAgQIECBAgMBqCEiArsY8GyUBAgT6JOD29z7NprEQIECAAAECBAgQIEBgwQISoAsG1jwBAgQIzF1gp6rFc+fesgYJECBAgAABAgQIECBAoHcCEqC9m1IDIkCAQO8FrleN8Je9H6kBEiBAgAABAgQIECBAgMC6BSRA102oAQIECBBoWOD61fkkQBuGdzoCBAgQIECAAAECBAh0UUACtIuzps8ECBBYbYGSAP3VajMYPQECBAgQIECAAAECBAhMIiABOomSOgQIECDQJoGSAHUFaJtmRV8IECBAgAABAgQIECDQUgEJ0JZOjG4RIECAwEgBCdCRNHYQIECAAAECBAgQIECAwKCABOigiNcECBAg0HYBX4LU9hnSPwIECBAgQIAAAQIECLRIQAK0RZOhKwQIECAwkUC5AtQzQCfiUokAAQIECBAgQIAAAQKrLSAButrzb/QECBDookBJgHoGaBdnT58JECBAgAABAgQIECDQsIAEaMPgTkeAAAEC6xYot8C7AnTdlBogQIAAAQIECBAgQIBA/wUkQPs/x0ZIgACBvglsXw3ogr4NzHgIECBAgAABAgQIECBAYP4CEqDzN9UiAQIECCxWoCRAz1/sabROgAABAgQIECBAgAABAn0QkADtwywaAwECBFZLYIdquK4AXa15N1oCBAgQIECAAAECBAjMJCABOhObgwgQIEBgSQL579Y2EVdGXLSkPjgtAQIECBAgQIAAAQIECHRIQAK0Q5OlqwQIECCwSbn9/UIWBAgQIECAAAECBAgQIEBgEgEJ0EmU1CFAgACBtgiUBKjnf7ZlRvSDAAECBAgQIECAAAECLRfYvOX90z0CBAj0VWDHGNhvRWwXcXrEDyN+HaGMF/D8z/E+9hIgQIAAAQIECBAgQIDAgIArQAdAvCRAgMA6BHaJY58U8dGI2w5pZ4vY9oyIMyPOjfhsxMcivh3xk4jXRuwXoYwWKFeA+gKk0Ub2ECBAgAABAgQIECBAgAABAgQIEJi7wOHR4o8jrqri/gNnyKs9T6ztL/UGl/nFPo8fOLZrL/MLinJcOy+g43eu2v7MAtrWJAECBAgQIECgawL5f9D8f9dxXeu4/hIgQKBJAbfAN6ntXAQI9FXg0BjYpyLqf6detzbYvM39fRE3r7blf1KPjzgp4hcR+0YcEnHDiPyG83+NyCsc3xqhbCxQrgD1DNCNXbwiQIAAAQIECBAgQIAAAQIECBAgsDCB/I17JjUz3hJxYES9vDpelP0nxPod6jur9a1i+ZcR+e3mWTevBL1BRBfLIq8AfUiApM87uwijzwQIECBAgACBOQu4AnTOoJojQIAAAQIECBC4tsDBsakkN9947d2bbBbbSlIzn/OZV3mOKyXBl20+c1zFFu9bZAL0kTHutHlDi8evawQIECBAgACBpgQkQJuSdh4CBDotcJ1O917nCRAgsHyBA6ouZFLuL4Z05xaxbdtq+9/F8mdD6tQ35ZWNeTt9ljtfs/BnTSAfEZDl4msW/iRAgAABAgQIECBAgAABAuMFJEDH+9hLgACBtQT2rCqcFsv8ZvfBsndtw5dr6+NWP1/tLG2Pq7tq+7auBnzJqg3ceAkQIECAAAECBAgQIEBgNgEJ0NncHEWAAIEicHK1cuNY7lg21pZfra1PunqjquJaV4tO2l6f6rkCtE+zaSwECBAgQIAAAQIECBBoQEACtAFkpyBAoNcCJcGZ3wB/nyEjPSu2lSTpbYfsH9y0aWy4V7Xxa4M7vd5EAtQPAQECBAgQIECAAAECBAhMJSABOhWXygQIELiWwBmxJZOcWf46Yver1zb+473Vy/xSo5033nWtV/lN8KWNkly9VqUV3uAW+BWefEMnQIAAAQIECBAgQIDALAJ5xZJCgAABAusT+PM4PJOc+0V8NuJJER+JKOXZsbJ/xP0jPhTxiIjvRdTLFvHilRGPqTbm/g9U600s8rb7cut9E+eb9RyuAJ1VznEECBAgQIAAAQIECBBYUQEJ0BWdeMMmQGCuAu+L1l4SkVdv7hPx4YivRHws4jMReZXokyPy6s/DI06I+HjEtyOy3D7idyK2zRdRLop4YMQF+aKBskucY0NEubqygVPOfAoJ0JnpHEiAAAECBAgQIECAAIHVFJAAXc15N2oCBOYv8KxoMpNzT4zIx4tkQjPjORGDZcvYcO8qBvdl8vOoiJIcHdy/iNfnRaOZrN1rTo0fEu3ks0wvnlN79WZKAvSS+kbrBAgQIECAAAECBAgQIECAAAECBAg0I3DrOM3bIs6PuGqKyMTnsRH7RnS9XBgDyLGXK1rnOZ73V23fb56NaosAAQIECBAg0FGBvLso/991XEf7r9sECBBoRMAVoI0wOwkBAiskkN/cfkREJv/uEHFQxG9F3CBi+youi2UmSH8Z8d2IEyM+HZFXYirjBcoVoIu4unT8me0lQIAAAQIECBAgQIAAgU4KSIB2ctp0mgCBDgjkFZ3/t4oOdLczXSwJULfAd2bKdJQAAQIECBAgQIAAAQLLFcjn1CkECBAgQKArAuWLmlwB2pUZ008CBAgQIECAAAECBAgsWUACdMkT4PQECKykwD4x6ndW8fiVFJh90OUKUAnQ2Q0dSYAAAQIECBAgQIAAgZUScAv8Sk23wRIg0BKBHaMfD676krdyv6ol/epCN0oC1C3wXZgtfSRAgAABAgQIECBAgEALBFwB2oJJ0AUCBAgQmFjALfATU6lIgAABAgQIECBAgAABAikgAerngAABAgS6JFCuAHULfJdmTV8JECBAgAABAgQIECCwRAEJ0CXiOzUBAgQITC2wZXXEpVMf6QACBAgQIECAAAECBAgQWEkBCdCVnHaDJkCAQGcFtqh6fllnR6DjBAgQIECAAAECBAgQINCogARoo9xORoAAAQLrFJAAXSegwwkQIECAAAECBAgQILBqAhKgqzbjxkuAAIHuCuS/WRlXVtHdkeg5AQIECBAgQIAAAQIECDQmsHljZ3IiAgQIEKgLXF69uKK+0fpYAVd/juWxkwABAgQIECBAgAABAgSGCUiADlOxjQABAosV+Fo0X5J5iz1Tv1ovZp7/2a95NRoCBAgQIECAAAECBAgsVMAt8Avl1TgBAgQIzFFAAnSOmJoiQIAAAQIECBAgQIDAqghIgK7KTBsnAQIEui+wZTUEV4B2fy6NgAABAgQIECBAgAABAo0JSIA2Ru1EBAgQILBOAVeArhPQ4QQIECBAgAABAgQIEFhFAQnQVZx1YyZAgEA3BUoC9NJudl+vCRAgQIAAAQIECBAgQGAZAhKgy1B3TgIECBCYRaAkQN0CP4ueYwgQIECAAAECBAgQILCiAhKgKzrxhk2AAIEOCkiAdnDSdJkAAQIECBAgQIAAAQLLFpAAXfYMOD8BAgQITCogATqplHoECBAgQIAAAQIECBAg8N8CEqD/TWGFAAECBFouIAHa8gnSPQIECBAgQIAAAQIECLRRQAK0jbOiTwQIECAwTEACdJiKbQQIECBAgAABAgQIECAwVkACdCyPnQQIECDQIgEJ0BZNhq4QIECAAAECBAgQIECgKwISoF2ZKf0kQIAAAQlQPwMECBAgQIAAAQIECBAgMLWABOjUZA4gQIAAgSUJSIAuCd5pCRAgQIAAAQIECBAg0GUBCdAuz56+EyBAYLUEJEBXa76NlgABAgQIECBAgAABAnMRkACdC6NGCBAgQKABAQnQBpCdggABAgQIECBAgAABAn0TkADt24waDwECBPorIAHa37k1MgIECBAgQIAAAQIECCxMQAJ0YbQaJkCAAIE5C0iAzhlUcwQIECBAgAABAgQIEFgFAQnQVZhlYyRAgEA/BCRA+zGPRkGAAAECBAgQIECAAIFGBSRAG+V2MgIECBBYh8CW1bGXraMNhxIgQIAAAQIECBAgQIDAiglIgK7YhBsuAQIEOizgCtAOT56uEyBAgAABAgQIECBAYFkCEqDLkndeAgQIEJhWoCRAL532QPUJECBAgAABAgQIECBAYHUFJEBXd+6NnAABAl0TKAlQt8B3beb0lwABAgQIECBAgAABAksUkABdIr5TEyBAgMBUAuXfrF9PdZTKBAgQIECAAAECBAgQILDSApuv9OgNngABAgS6JPDu6OwBEe/oUqf1lQABAgQIECBAgAABAgSWKyABulx/ZydAgACByQVOjqpHTl5dTQIECBAgQIAAAQIECBAgsMkm5XZCFgQIECBAgAABAgQIECBAgAABAgQIEOidgARo76bUgAgQIECAAAECBAgQIECAAAECBAgQKAISoEXCkgABAgQIECBAgAABAgQIECBAgACB3glIgPZuSg2IAAECBAgQIECAAAECBAgQIECAAIEiIAFaJCwJECBAgAABAgQIECBAgAABAgQIEOidgARo76bUgAgQIECAAAECBAgQIECAAAECBAgQKAISoEXCkgABAgQIECBAgAABAgQIECBAgACB3glIgPZuSg2IAAECBAgQIECAAAECBAgQIECAAIEiIAFaJCwJECBAgAABAgQIECBAgAABAgQIEOidgARo76bUgAgQIECAAAECBAgQIECAAAECBAgQKAISoEXCkgABAgQIECBAgAABAgQIECBAgACB3glIgPZuSg2IAAECBAgQIECAAAECBAgQIECAAIFkqZmxAAArRklEQVQiIAFaJCwJECBAgAABAgQIECBAgAABAgQIEOidgARo76bUgAgQIECAAAECBAgQIECAAAECBAgQKAISoEXCkgABAgQIECBAgAABAgQIECBAgACB3glIgPZuSg2IAAECBAgQIECAAAECBAgQIECAAIEiIAFaJCwJECBAgAABAgQIECBAgAABAgQIEOidgARo76bUgAgQIECAAAECBAgQIECAAAECBAgQKAISoEXCkgABAgQIECBAgAABAgQIECBAgACB3gls3rsRGRABAgQItEXg69GRq+bYmX2irc0iLp9jm5pqTmDTOFX+v+OKiCubO60zzVEg3385j96Dc0RtsCnvwQaxF3SqfA/mBSz5Hpznv68L6q5mhwjkv4OXRJw+ZN+sm7aZ9UDHESBAYJUEJEBXabaNlQABAs0InBKnOTBi/wWdLj8AKt0VcPdJd+eu9Nx7sEh0c+k92M15q/d6y/oL650T2C56fMACen3KAtrUJAECBHojkL8JVggQIECAwDwF8j/2e8yzwWhr24ivRVwU8cAIpXsC/zO6/IiId0UcE6F0T+DN0eUbRDw84uzudX/le3z7EHhuxBcj/nblNboJ8ILo9qERz474RjeHsNK93j1G//qIUyP+YM4SeUXwDyNcoT9nWM0RIECAAAECBAgQaFJghzhZ/uf+vCZP6lxzFXhGtJZz+KK5tqqxJgXyls2cw5s0eVLnmpvA/aKlnL/3z61FDTUt8PE4Yc7hPZo+sfPNRWC/aCXn76S5tKYRAgQIEJhKwC0wU3GpTIAAAQIECBAgQIAAAQIECBAgQIBAlwQkQLs0W/pKgAABAgQIECBAgAABAgQIECBAgMBUAhKgU3GpTIAAAQIECBAgQIAAAQIECBAgQIBAlwQkQLs0W/pKgAABAgQIECBAgAABAgQIECBAgMBUAhKgU3GpTIAAAQIECBAgQIAAAQIECBAgQIBAlwQkQLs0W/pKgAABAgQIECBAgAABAgQIECBAgMBUAhKgU3GpTIAAAQIECBAgQIAAAQIECBAgQIBAlwQkQLs0W/pKgAABAgQIECBAgAABAgQIECBAgMBUAhKgU3GpTIAAAQIECBAgQIAAAQIECBAgQIBAlwQkQLs0W/pKgAABAgQIECBAgAABAgQIECBAgMBUAhKgU3GpTIAAAQIECBAgQIAAAQIECBAgQIBAlwQkQLs0W/pKgAABAgQIECBAgAABAgQIECBAgMBUAhKgU3GpTIAAAQIECBAgQIAAAQIECBAgQIBAlwQkQLs0W/pKgAABAgQIECBAgAABAgQIECBAgMBUAhKgU3GpTIAAAQIECBAgQIAAAQIECBAgQIBAlwQkQLs0W/pKgAABAgQIECBAgAABAgQIECBAgMBUAhKgU3GpTIAAAQJLEvh1nDfjvCWd32nXL1DmrizX36IWmhbIubsi4sKmT+x8cxH4VdWK9+BcOJfSSJm7MpdL6YSTzixwQRx5VYT5m5nQgQQIECBAgAABAgT6L3DrGOIt+j/M3o5wyxjZfSK26e0I+z+wm8UQb9//YfZ6hPeM0e3S6xH2e3C7xvDu0e8h9n50d4wR7t37URogAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCXApvFqB4V8cmIUyN+EfGfEc+NuE3EPMu+0djrI74RcV7Ed6rXj4jldhHKbAJNue4c3XthxMcifhhxUcS3I94X8dSILSOU6QWafA8O6911Y+PxET+JePWwCratKdDUezA7slXEYyPy79Kctwsi8n343oi7RSizCTQ1h1tH954Z8dGIDRHnR3w94u0Rd41Q5ieQxldF/Pn8mry6paZ+Vubcbc0RIECAAAECBAgQWF2BG8fQT4zIDwjD4rLYfkTEPMpfRCOXRgw7T277QsSOEcp0Ak25Pjm6lcnxUfOX278XcZcIZXKBJt+Do3r15thR5vWdoyrZPlKgqfdgdmCPiC9HlPkatsxEaCbZlMkFmprDO0eX8pdHw+atbHtb7L/e5F1Xc4TAE2J7MZ1nArSpn5URw7KZAAECBAgQIECAAIFpBfKqrxMiygeEvCrzf0fklUV5JUpe3Zf7rox4YsR6Sl7hWc5zcawfE5HneUFEXsFU9n0z1neNUCYTaMr1T6I7ZY5y+ZGIvILpyIi/jcirz8r+/Lk5MEJZW6DJ9+Co3jwodpS5y6UE6Cip4dubeg/m2W8X8fOIMl8/ivV/iDgq4p8iLowo+14b68pkAk3NYSav679EykT20yPyl4wvjvhlRJm/f4t1ZXaBh8WhV0QUz3klQJv6WZl95I4kQIAAAQIECBAgQOBaAi+LLeXDQX7YGrx9+bDYVj6Q5ZWgu0fMUm4QB5VkarZ354FGtojXx0aUvvzLwH4vhws05bp3nD4fV5Dzk1fw3j9isOQcviKizGEm03ObMl6gqffgqF7cJHacG1HmLZcSoKO0rr29qfdgnnmriJMiylw9PTcOlAPi9Y8jSh23Uw8ADXnZ5ByW27Fzfv4lYrOB/uS/sZnULvP3kIH9Xq4tsE1UeUnE5RHFMZfzSIA2+bMSXVYIECBAgAABAgQIEJiHwE7RSD53LD8YnBoxmPyMTVeXe8ef5UPE86/ZNPWfL6y1kVd9DivXiY15NUyeK/u1Q4QyXqAp17zSs/wM5DlHlfwwX+Yw6+fVaspogSbfg8N6sWls/GREzlVJcOe6BGggTFiaeg9md54WUd6HrxzTvyNq9V4xpp5d1wg0NYeZwM5fIOUcnhYx6t/cP6zqeC8GxJTlTlG//kuC8n7J5TwSoE39rEw5bNUJECBAgAABAgQIEBgnkInI8uEgE1zjSj7XMeueGbHFuIoj9p0V2/P4TLKM+tCXh+bVLqVP673lPtvre2nK9WMBWeZlzzVQ/6pW9/Fr1F313U2+B4dZl4Ra3ib66Igyx8cOq2zbUIGm3oN58vK4kryKfuehvblmY36ZXF5FeHzE66/Z5M8xAk3N4a2jD+U9lndcjCp5BWO5evEHoyrZvpFA/jInr6i9MqIYfzfW8xcA5fU8EqBN/axEtxUCBAgQIECAAAECBOYlcEw0VD4Y5AezcSWvNip1f39cxSH79qod+8Eh++ub8vay8gHmC/Ud1q8lsFdsKXOyaNdj4lxfjMhEeH7QHFceHjtLv/JqGWW0wDGxq1gt8j04rAe3jI2XVOd/USz3r9azP8dGKGsL7BVVyvwt+j1489q53rp219SYUGCvqNfUHOZ7vJwrb4UfVTKBXZ5dmXdnKGsL5N0HxTaXmfjfNuJRte3r/aXqXrW2Fv1+j1MpBAgQWD2BvB1QIUCAAAECixC4fdVoJhy/ucYJ8sqjUg4qKxMuy3myel6RNK78PHaeVVWY9jzj2u3jviZdjwrAO0Tk8wXzw+W4ckht51o/V7WqK7la5nDR78FB3K1iw9sjcpnvyedFKNMLlPnLIxf9d1s9Qf6p6bvqiBECTc7h96MP+SzsLHneXa5eu/Yf94pN5TPgWj9X1z56tbd8PIZ/WERe0V6s5yXS5M/KvPqsHQIECHRKoPzj16lO6ywBAgQIdELgZlUvfxzL/IKjcSWfV1ZKJsGmKfvVKm+orY9aLefKZ4DmF0IowwXa6Jpzlt8WX0o+D1QZLdDUe3CwBy+ODfkLhl9H/GlEPpdQmV6gyffgwbXulaTYjWJbvt9eE/G1iPdEPDOi/FzFqrKGQJNzeEH0JW/TznL9iLySd8d8USuZ6P7n6nX+YuSltX1WRwukVSYo7xnx+dHV1rWnyZ+VdXXUwQQIEOiqwOZd7bh+EyBAgECrBbaL3uUtY1l+es1i7J95ZWYpO5WVCZfXrdWb5Vxn1o63+huBNro+J7q3a9XF/4zlJAnv34xotdaafA/WZe8RL46uNjwrlt+q77Q+lUCT78F9aj07J9bzKrcPRVyvtv3QWH9AxLMjnhKRtwEr4wWanMPsSb7ndos4IuIPIr4f8YmI/HfuFhG5Lf9tzl9KPDbicxHK2gJ5Z8J/rV1tXTWa/llZV2cdTIAAgS4KSIB2cdb0mQABAu0XqH9ovniC7tbr5HO1pilNnmuafnW9bttcjwrQp1eo58Xyz6p1i+ECy5i//OXFMRH5HNdPR7w8QpldoMk5zKurS7lDrLwpYpuI/OXU1yOy5NWDeVt1JtdfF7FnRP5SQhkt0OQcZi8uj8irrj8T8ZqIfO71wyLq5Wfx4m4RfjlRV1n+etM/K8sfsR4QIECgYQG3wDcM7nQECBBYEYH6h+lLJhjzr2t1pk2ANnmuWjd7v9om1/uEdiZcSnlqrJxeXlgOFVjG/L02erJ7xK8ijorIq6aU2QWanMP6ud4WXc6LJP46YreIvGowI2+Jf37EFRFZnhFx8NVr/hglUHdd9L+F2Ye85f0DEfleLJ/zfhnrJ0WUebthrGeC9AkRSnsEmv5Zac/I9YQAAQINCZR/GBs6ndMQIECAwIoIXFYb5yR3G9TrTPIhsdb8Rs8XrbdTr1Nfr9eZ9lz1dvq+3uQcjrM8Kna+N6LM29/G+hsjlPECTc/fUdGdvD06y5MiTrt6zR/rEWhyDresdTTfa5ncfGFESZrl7lz/m4gX5YsoWe//XL3mj1ECTc5hXkF4XMR9IvIq7M9FHByRSdH9I/LK3SMjzo3Iq7XzeaHPjFDaIdDkz0o7RqwXBAgQaFhAArRhcKcjQIDAighcUBvn1rX1Uav1Onn12DSlyXNN06+u122D6/MC8U0RW1SYmXx5brVuMV6gyfnbJ7ryiqo7+UU5bx3fNXsnFGhyDuvn+n7075/G9DEToGdX++8Yy83G1F31XXXX+r9zo1zqdab9t/Bp0Wh++ViWT0TcOeJb+aIqeafFWyJuG1H6lb9Q2i9CWb5AmZPsSf3nYFTP6nWm/VkZ1abtBAgQ6LWABGivp9fgCBAgsDSB82tnrj/Yv7Z5o9V6nfM22rP2i3r9ejujjqzXqR87qv6qbq/b1M1GedTr1I8dVX/c9ryyLK/yfH5VKa88e1ztdbXZYoxAU+/BTH5lwnOHiHMi8srB/Abqwaj/fOTVhmX/9rGuDBeov4/qfsNrb7JJvU792FH169vrPy+fjx31Kz/r9XL9oojjq41bxXLfat3i2gL1eajPz7VrXrOlXqd+7Kj69e1PrF7kN5b/WUQuh5Ufxsbyi6R8/x49rJJtjQvU57v+czCqI/U69WNH1bedAAECKy8gAbryPwIACBAgsBCB/FKj8u3qe0xwhnqdn0xQv14lP8yVUm+nbBtcljr5ZRGZsFGGCyzLNT/UfSTiEVW3Lozl/SNeU722mEygqffgLtGd3626tHMsT474xZD4clUnF39c2//B2narGws0+R48o3bqDbX1Uas5z6XcrKxYXkugqTnMLzvK91+WnJtTr14b/cfHarvyNnll+QJN/awsf6R6QIAAgSUJSIAuCd5pCRAgsAIC36nGmAmt/HA2rtRvwfvKuIpD9pXz5K61PohvEXX2rNo4MZaeAVphDFkswzWTacdF3KPqz1mxzNs4P1S9tphOoMzhot+D0/VK7UkFyvxl/UX/3ZZ/H5ZyQFkZs9yxti8T3spwgabmsCQ/sxfll4/De3TN1h/Vdu5aW7e6PIGmflaWN0JnJkCAwJIFNl/y+Z2eAAECBPor8F8xtLtXw7tTLN87ZqiH1/blcdOUE6JyPtssb8XM84wrt42dWS/LtOe55qjV+bNp17wl+uMRh1TE34rl/4g4vXptMb1AE+/BvEL3BRN0LZPb+RiDLPlB/31Xr22yySRXG1ZVV27R5Huw/vfhHSaQrv/SyhyOBmtqDvOqz/Lv4K1jPW9tv2J0tzZ6bMH3xtSzqzmBpn5WmhuRMxEgQIAAAQIECBBYEYFbxTivquL9Y8Z809h3aVVv2qs/S7PZfjnXb5eNQ5Z5G3Wpd68h+23aWKBJ12Nrc5O3S++0cVe8mkGgyffgWt3bPyqU917OtTKZQJPvwUxMlzm63Zju5c9VJteybj1xOuaQld7V1Bx+rZqTnJf8cqpx5S9jZ5nr542raN9YgUfVHMszWMcesMbOpn5W1uiG3QQIECBAgAABAgQITCvw1TggP2RdGXHEkIO3iW151V/5IPbAIXVyUyZJb1PFnrlhoNw7Xpc2Mnl2/YH9+TKvJiyJ1rzdc9PcqIwVmJdr3nFS5i+X+SiCerlbvCjzl7dv3qi+0/q6BJp6D67VSQnQtYSG72/qPZhnzyt0y/swn8U87O/arWP7Z2v1/izWlfEC85rDtf4dzARcmb/TY33vEd06MLZfVNXNZwUfMKKezWsLTJMAXevfwTzbvH5W1u65GgQIECBAgAABAgQIzFXg9tFaJj/zQ1leMfTsiPxQlgmwwyI+E1E+sH0x1kc9m/pVtXqvi/Vh5aOxsbT1jVi/a0R+WL9xxJMjSvIz++Hqz0CYsMzDddc4V5mbXOaclJLfCJ63YJb934/1D00YT4p6yniBJt+D43oiATpOZ/y+Rb8Hy9nzl0L1v5PzffnYiHy/bhVxeET+3Vreq5kIHfV3duxSagLzmMNXRXvFfti/gzl/n6jV2RDrj4kojyvIBOpTIy6IKO0cHevK7ALTJEDH/TtY78E8flbq7VknQIAAAQIECBAgQKAhgQfFeeofuPKDV0lGlg9hP4htu4zpz1of/PLQvGX6PyNKm8POk9ueEqFMLjAP13Ef/O4ZXanP2TTrr598GCtds6n34DhkCdBxOuP3Lfo9WD/7tvHimIjB9+Hg39n5vMKbRCiTCcxjDif5d3D36M7nIgbn75KBbfmLwFdEZNJUmV1gEQnQefyszD4iRxIgQIAAAQIECBAgsC6Bg+Lor0RcHlH/YJZf2vDyiPo32MbLa5VJPvjlQXk10gsjzomonyfXvxmRt8Er0wus13VcAvRp0Z3BuZr0tQTo5HPZ1HtwVI8kQEfJTLZ9ke/BYT3IxM5JEeUK/vKe/EVse1nEdhHKdALrncNJ/x3MpGZe+XlWRJm3ssz5zH+LbxehrF9gEQnQ7NV6f1bWPzItECBAoIcCfuvXw0k1JAIECLRYIK8uulVE3or3o4i83flXEYsoe0ej+YVIF0fkB/kNEfnhT1mfANf1+S376Cbfg8sea1/P3+R78HqBeGjEDSNOjchfJOXzI5X1CTQ1hzlvB0bcKCLvtMjHGlwYoXRHoKmfle6I6CkBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgT6JLBpnwZjLAQIECBAgAABAmMFtoq9p46tsckmV8X+SyMuiTgr4ksRx0R8L0KZn8Be0dQpQ5p7cGz7p2r7c2L5uiF1bCJAgAABAgQIECBAgAABAgQIECBAYIhAJkAzwTlLfCGO22NImzZNJ7BdVH9xxJkjDjsytpf5OXpEHZsJECBAgAABAgSmENh8irqqEiBAgAABAgQI9Evgq0OGk3cI5f8Rt43IhOfWEVnuEPEfEYdFXBShzCZwXBx2aMQ5sx3uKAIECBAgQIAAAQIECBAgQIAAAQIERgkMXgE6ql7ZnsnPV0SUKxJz+eay03ImgQ1xVDr+fMTRe8b2B1RxsxF1bCZAgAABAgQIECBAgAABAgQIECBAYIjAtAnQ0sSfx0om7TLOi7hOhDKbwIY4LB1HJUBna9VRBAgQIECAAAECBAgQIECAAAECBAhsMmsCdKewuzyiJEFvyXJmAQnQmekcSIAAAQIECBCYTcAzQGdzcxQBAgQIECBAYJUEzo3B/lfE71aD/p1YfrNav0ssH1KtPyOW14vI5b0iLoz4eMQ/RJwWUS/5jNEnRNwu4hYRu0Z8NyLb/XTEeyNGlRfFjh0jvh7x2ogDIx4acceITM7+JCLbeUXElyImKbePSg+PyLYOiPhVRLaR8YaIUV9adJfYN8n4nxL1csw7R2TZPuLVV69tsslJsfzHaj2ftXpktf6uWH6qWh9cZFtPiFiPX87pmyJ2icgx5Pzm+TPZnbb5xVevirg0QiFAgAABAgQIECBAgAABAgQIECDQeoFZrwDNgX054qoq/ig3VOWJsSzbM/l4Su112f7I2FYvD4oXmRAt+4ctPxD7b1Q/qLZ+enXsu2N5eMQvq9fD2snk5WYRo0omXt8ScWXEsONz27kRR0QMK5OO/xdx8Kj2P11r+MhavVHfAj8vv7fGufaKyATsqL7lvGcdhQABAgQIECBAgAABAgQIECBAgEDrBWZNgF43RpZXc5Yk2X61kdYTgB+v1Sm3zOdxO9Tq36dWJ9v7YsSLI/JqxtdEnBFRznN2rN80YrCUBOgPY0d+I33W/2TE4yPuF/H3EedFlHbeFuvDSiZG8yrIUi8TqZkMzcTjcyM+FlH25fKlEYNl0vH/YxyYV1OWfl1cvc5tT40o5chYKecclgCdp19eHfvj6nyZBH19RNp9PuKyiNKPnCOFAAECBAgQIECAAAECBAgQIECAQOsFZkmAbhqjyqRgSYZl8vE6tZHWE4BZ5+SIe0XkuW4bkVcrlpK3f/8kIuvlbdX1xF+8vLrsGH/m1Z/lfP9+zeaN/iwJ0FLn72Jv9rNeDooXp0aUOr9f31mtP7u2/yuxvveQOvmN7L+q6mVS99CBOtOMPw/dEJF9+nm+GFKOjG2lz4MJ0EX5PTPOOfhorHvGtnoS9NZD+moTAQIECBAgQIAAAQIECBAgQIAAgVYJDCZAM+k1LPKZkIdE/EnENyJKQi6X94+ol3oC8IrYccf6zoH1vBKztPWygX31l1vEi0yklrr3qu+M9XoCdNQzMvOQP44obXwuN9TKLWI9k7C5/4KIvBV+VHlk7Cjt5BWj9WTrNOPP9jdUbc2SAF2EXyabR5WXxo4y7kwWKwQIECBAgAABAgQIECBAgAABAgRaLTCYAC3JrUmXeSXoYKknAPN5kePKObEzz3VeRF7NOK48NHaWfr1joGI9AZrPAB1VMlH5rYhsJ5Ozmdgt5UmxUtp/Ydk4YrlZbP9Orf7Na/WmGX8etqFqZ5YE6CL8DquNZXD1flVf0+nlgzu9JkCAAAECBAh0RaB++1JX+qyfBAgQIECAAAECzQrk1Zj57MmHr3HarDeq3CB27FTtzGdPZjJvXPlQbecBtfX6aj6z87P1DQPrmbj7QrUt/99bT5bW2/zwwHGDLzN5+tHaxvqxtc1XX7Vafz3P9UX4Zf/GzVl++VMpW5YVSwIECBAgQIBA1wTylieFAAECBAgQIEBgNQXeP2LYmZw8JSKfoZnLvO07bxdfq/xgTIW85byUU8rKmOX5sS/7kVeK5hWXeTVnJjTrJfu3VqnX2a1Wedr+5JWbpexfVgaW48Y/UHXql9P2dxK/X0cvfjqmJ/U5d+HEGCi7CBAgQIAAgXYLSIC2e370jgABAgQIECCwSIE/mnPjZ4xpr37beN7CPknJ9jIBul21zG+Fr5fT6i9GrP+ktj3bKqX05/LYcFbZOGZZH9ueI+rV64yoMvPm0t9sYF5+mSQdTCrP3EEHEiBAgAABAgTaKuA3uW2dGf0iQIAAAQIECHRP4MoxXa7fTn39MfXqu+oJy3xu6GDZdnDDkNf1537mLfOllP5sHhu2LxvHLOt9yW+FH1bGjX9Y/Wm2lf7mMfPym+b86hIgQIAAAQIEOisgAdrZqdNxAgQIECBAgECnBOq3h+81Qc/zm+B3r+plwrF+O3Y5/KZlZcyyXqd+Nei0/dmrdo5RX2BUqzL31Wn7O4nf3DupQQIECBAgQIBAGwUkQNs4K/pEgAABAgQIEOifQH7ZTrnd+qBYz2d6jitZp/xfddQX9ewRdbYZ10jsy3ZK+WpZiWU9oXhwbfuo1VvWdozqT63K3FcX4Tf3TmqQAAECBAgQINBGgfKfyjb2TZ8IECBAgAABAgT6I3BxDOWEajj5PMsHrDG0Z9X2/3ttvb66dbx4bH3DwPpt4/Wdqm3Hx7L+RUZfrNV9RqyP+39xJkjvU9XP52Z+slqfZZHfKJ9ls2sWE/+5CL+JT64iAQIECBAgQKDLAuP+o9flcek7AQIECBAgQIBA+wT+V61LL4r1G9de11cz2VgSpPlN5cfWdw6s/1W8zitBB8v2seFltY2vrK3n6n9EHFdtywTnX1Trg4sdYsMrIsoVq++M9UsGK03x+sKqbrabCdxpyiL8pjm/ugQIECBAgAABAgQIECBAgAABAgRaLbBV9C5vQy8xj84+sdbeoyZo8N21+vkszT+NuElEXhGZici/j8gvEyp9fHKsD5b8FvSyP5c/i3hQxM4R20XcPeLEiFLns7FeEpix+t8lb2u/PKLUe0es51Wj6ZRt3Tvi+xFl/4ZYv15EvUw7/o/HwaW9vJL0qRGPrDV4ZG3/0bXtZXWefuk/rtwudpa+vmpcRfsIECBAgAABAgQIECBAgAABAgQItEGgDQnQTCy+J6Ik1srysoFteav4cyOGlZIAzW+GzyRiaSMTp/WEZm7/QsQNIkaVB8SOTASWNnI52Jfc9q2I/SMGy7QJ0Hr9cs5M4JZyZKyU7cMSoPP0kwAt6pYECBAgQIAAAQIECBAgQIAAAQK9EGhDArRAPjRWTo6oX+2Zib9MYH4g4rCIUaUkQDOBt3nEP0TkN8WXxGEufxrxnIhJbjPfNer9W8T5EfU2cv20iEzEbhsxrNQTmo8aVmHIthfEtp9E1M+Vic0sR0aU7cMSoFdXij/m5VfaG7Z0BegwFdsIECBAgACBzgkMuxWoc4PQYQIECBAgQIAAgc4K5LMwD4rI53j+OOKkiLWuTMwE6E0izo4oV3fms+3zlvZ9IzZEfDsinx86Tcn/G+8dkbfiZyL21IjvRGSSdhElx5DjzyRreTbotOeZxW/ac6hPgAABAgQIECBAgAABAgQIECBAgECDAvUrQBs8rVMRIECAAAECBAh0USB/U64QIECAAAECBAgQIECAAAECBAgQIECglwISoL2cVoMiQIAAAQIECBAgQIAAAQIECBAgQCAFJED9HBAgQIAAAQIECBAgQIAAAQIECBAg0FsBCdDeTq2BESBAgAABAgQIECBAgAABAgQIECCwOQICBAgQIECAAAECHRN4cvR324hpv+W9Y8PUXQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECLRV4P8DMhVxu3odJ+cAAAAASUVORK5CYII=)
par(pty="m")
## ss 8.1.2: Noise terms need not be normal
## ss 8.1.3: Log odds in contingency tables
## ss 8.1.4: Logistic regression with a continuous explanatory variable
library(DAAG)
## Loading required package: lattice
anestot <- aggregate(anesthetic[, c("move","nomove")],
by=list(conc=anesthetic$conc), FUN=sum)
## The column 'conc', because from the 'by' list, is then a factor.
## The next line recovers the numeric values
anestot$conc <- as.numeric(as.character(anestot$conc))
anestot$total <- apply(anestot[, c("move","nomove")], 1 , sum)
anestot$prop <- anestot$nomove/anestot$total
## Footnote Code
## Plot proportion moving vs conc: data frame anesthetic (DAAG)
plot(prop ~ conc, data=anestot, xlab = "Concentration",
ylab = "Proportion", xlim = c(.5,2.5), ylim = c(0, 1), pch = 16)
with(anestot,
{text(conc, prop, paste(total), pos=2)
abline(h=sum(nomove)/sum(total), lty=2)})
![plot of chunk unnamed-chunk-1 plot of chunk 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IAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEZhHYZpad7ENgDoEDsu9vJdvP0YddCRAgQIAAAQIECBAgQIAAAQJbi8AlOdFXJD/YWk646/PcrusO9UdgHYEqfj53nW2sJkCAAAECBAgQIECAAAECBAgQuEXgnMz+/S0vzU0joAA6jZZtuxBo7/x8Rzr7cBcd6oMAAQIECBAgQIAAAQIECBAgsEkFjs15HZm09ZRNepr9npYCaL++k/R+l2y0d7Jzk6syrVubL00uSur1ZmxV/HzNZjwx50SAAAECBAgQIECAAAECBAgQ6Eigip8VbQ4BBdA58Gbcdbfs9+vJE5PDk3q9WrsuK85KPpG8O3lPcmOiESBAgAABAgQIECBAgAABAgQIECAwgcBtJ9jGJt0I7JtuXpd8K3lt8hPJWsXPrL5NFah/JHlaUgXQzyWPTjQCBAgQIECAAAECBAgQIECAAAECBCYQcAfoBEgdbLJX+vhAcsRIX3Un57eTrycXJlcmVyd1TXZKdk/2Tw5Mdkyq1R2j/5z8TuLx8SBoBAgQIECAAAECBAgQIECAAAECBNYSUABdS6ebdbukm9OStvj5qcy/KvlgUoXP9Vp9yO2PJ/XY/HFJvX51cm5Sj8RrBAgQIECAAAECBAgQIECAAAECBAgQGEygipZ1t2fl5GSejx342ex/TdNXPQ4/T1/ZfZBWxduyeOYgR3dQAgQIECBAgAABAgQIECBAgMDyCJyUoVYdpb4NXptRYBkLaDOe6mC7HdUcuQqWdRfnDXOMpO74fE6zf91Rerc5+rIrAQIECBAgQIDAxgrURxx9NrkgecPGHtrRCBAgQIDAwgo8OiN7W/LJ5OLkO8lHkjcm9080AgSWQODsjLEq9S/paKx3bfqrPn+moz43sht3gG6ktmMRIECAAAECiyTw1xlM/QxX+btFGpixECBAgACBAQTunmPW96W0743jptdl/YlJfbzg1trcAdrBlfcZoB0grtPFfs36b6yz3aSrL8qG1yb1WaC3m3Qn2xEgQIAAAQIECAwq8PgcvZ4G0ggQIECAAIGbv/z5HYFovy/lu5mvu0DrJrKdkyOTX0uqbvWMZM/kSYlGgMCCCpyRcdX/Yrylo/E9oumv+lzGR+DdAdrRbwTdECBAgAABAksjUP8h/p/J6J0t7gBdmstnoAQIECDQg8Br02f7vvi+zO895hj3y7L62Jh2u18es83WsMgdoB1cZZ8B2gHiOl2c3qx/QqYPW2fb9VbX/3i8stmofog+f70drCdAgAABAgQIEBhUYJsc/S3JXslliUaAAAECBLZ2gbqr88kNwsWZPimpGsfKdmYW/ObIwuNH5s0SmEpAAXQqrpk2PiF71SPrOyXvTJ6a7JBM2+qDf9+f1LSaD86/2cGvBAgQIECAAIFFFnhWBvfIpL4I89kjA627WTQCBAgQILA1CvxoTrr9TM+qk9SXHq3W3p0VP2hWPmC1jSwnsJ6AzwBdT2j+9V9OFy9IXpHskVThsuY/nHw2qbs46w/7lclVSV2TKpbunuyfHJw8NDk8aVsVQl/UvjAlQIAAAQIECBBYSIH7ZlQvbUb2x5n+20KO0qAIECBAgMDGClS9o7786C5J+9TsaiOo/0CszwetjwC8Q7JjcnWiESCwoALHZVxXJPW//fPkvdl/3GdjZPFSNJ8BuhSXySAJECBAgACBOQXqH2hnJfVz3xlJPQF0aPO6lp2c9NG2Taf1H+d112ndKVNfJKERIECAAIFlFagbyaoIWu+d53R8EvUeWe+V9Z5Z7531HrqI7aQMqs7/2EUcnDERGCdQ/1vxR8m3k/rNO2nqztB3JD+XLHtTAF32K2j8BAgQIECAwCQC7c889XNc+yRPnwXQfXKcVyUXJaM/Y9Z/wP9tckiiESBAgACBZRN4bgbcvq/9dUeDr/fEem9ceZNavYfWe2m9py5SUwBdpKthLFMLHJQ9fjWpR9nrkfg3JXUnwFuT1ycvS56SPDjZNdksrf3HwDM3ywk5DwIECBAgQIDACoFH5XV7t8qzR9b1VQA9Msf4VtL+A3HctP6R9ysjYzFLgAABAgQWXeDOGeD3k3pfuz6p+si8rd4LVxY+V75v1ntqvbcuSlMAXZQrYRwEphBQAJ0Cy6YECBAgQIDA0gnURxW1xcgPZX6bkTPoowBan4l2YbLyH2/jXl+X7X5yZDxmCRAgQIDAogrskYHV96a072d1Z+a8rd4D672w7XOtab231nvsIjQF0A6ugm+B7wBRFwQIECBAgAABAgQagXqqp77U4ZLkyUn946rP9mfp/PYTHmDbbPfmZMcJt7cZAQIECBAYQuB2OWh9O/z9moOfm+kLm/lZJ/XeV++B9V44Sav31nqP1TaJgALoJrmQToMAAQIECBAgQGBwgSdnBI9rRvH0TL/ezPc1qTtKHz1l5wdm+3aMU+5qcwIECBAg0LtAFR4/mDysOVK9l/50cmXzetZJvffVe+A0rd5j671W2wQC222Cc9iaTmH7nOy+Iyf8zZH5Pmfr0a36S2j0Ea5Zj1f/k6MRIECAAAECBDabwN1zQn/anNQpmdbjan23+gfhLK32qy9/0AgQIECAwCIJHJzBvDepabXzk0c203o9T5vnPfOL8xzYvoshoAC6GNdh0lHcNxt+emTjLgqSI92tOvvnWfPUVdfOtuIns9trZtvVXgQIECBAgACBhRKox+mq4LlbUt8g+/xkz2Rl231kwQ6Zb7epzyO7fGTdpLPT3snS9jvrfu3+pgQIECBAoGuBB6XDf07u0HR8eqZ1B+Z3mtfzTg6asQPvmTPCLdpuCqCLdkUWczz1vy4XJF18ZMJe6afuZN0l0QgQIECAAAECm0GgnpQ5qjmRfTL90gQn9dhsU6n2r8kxNTNlq8LpLG3W/WY5ln0IECBAgMB6Ar+UDd6WtE+Mvifzj09+kHTVrp2xI++ZM8It2m4KoIt2RRZzPC/PsCpdtPpfnAckF3fRmT4IECBAgAABAluxwHkznvus+814OLsRIECAAIFVBepp09cn7Q1X9QTq05Prky5bvfc9YoYOvWfOgLaIuyiALuJVWX1MZ2bVnVZfbQ0BAgQIECBAgMAAAnWHyksmOG7dKfq0ZruzMz21ma+nbWZpp2Wn+gdiPYI/TatHDDUCBAgQIDC0wJMzgCp41sf73Zg8J3lV0ker975pP9qv3mPrvVYjQIDA1AJ1B2j9xdb+wD91B3YgQIAAAQIECCypQH2TbP0cVDm5o3P4XyN9tn2vNa2fxTbqc+Q7OkXdECBAgMAmFDg853RtUu9ZVWj89aTPVu99bT1irffJ0XX1HrsIrT5nvMZ17CIMZlnH0N5ivKzjN24CBAgQIECAAAECW7NA3S0z6bfTXppt6x9P9Y8ojQABAgQIDClQj723TyX/Qebf2vNg2gJivRdO0uq9td5jtU0i0P5m2ySn4zQIECBAgAABAgQIbFUCl+Rsj0n+KXngGmf+jaz7xeScNbaxigABAgQIbIRA3e15dHOgGzKt9693N6/XmzwpG1y03karrK/3wHrPfEey/yrb1OJPJPXFTPUeqxEgQGAmgfaWc4/Az8RnJwIECBAgQGCJBfp4BL7lqM8BPS75t6S+sbbudKl/VJ6V/I9kl0QjQIAAAQKLIPCxDKLep2bJfh2cQL0n1ntjvUfWe2WNo9476z203ksX7WnpkzKmGmM9xaERILAkAgqgS3KhDJMAAQIECBDoXKDPAujoYKsYeodkh9GF5gkQIECAwIII1J2VsxQ/a58uCqCjDPVeWe+Z9d65qE0BtIMr4xH4DhB1QYAAAQIECBAgQGACgfo8sW0m2G7eTerLJC6ctxP7EyBAgACBngT26KnfWbq9Jjt5z5xFbsn2WbTbepeMz3AJECBAgAABAgQIECBAgAABAgQIEFhkAQXQRb46xkaAAAECBAgQIECAAAECBAgQIECAwFwCHoGfi2+inetW6r4edbr9RCOwEQECBAgQIECAAAECBAgQIECAAIGtVEABtP8Lv3cO4U7b/p0dgQABAgQIECBAgAABAgQIECBAgMAWAgqgW5B0vuDo9PhXyT1Her4g8/Xh9BoBAgQIECBAgAABAgQIECBAgAABAj0KKID2iNt0/dFMH5S8L/nxZtlfZvrCZt6EAAECBAgQIECAAAECBAgQIECAAIGeBDya3RPsim4vzutHJec0y5+f6SOaeRMCBAgQIECAAAECBAgQIECAAAECBHoSUADtCXZMt5dm2fHJDUm5n5TsnmgECBAgQIAAAQIECBAgQIAAAQIECPQkoADaE+wq3X4sy/+sWXeXTH9rle0sJkCAAAECBAgQIECAAAECBAgQIECgAwEF0A4Qp+yiPvvz/GafZ2e665T725wAAQIECBAgQIAAAQIECBAgQIAAgQkFfAnShFAdbvaD9PVfkp9v+rxbpmc18yYECBAgQIAAAQIECBAgQIAAAQIECHQooADaIeYUXX0i21Y0AgQIECBAgAABAgQIECBAgAABAgR6FPAIfI+4uiZAgAABAgQIECBAgAABAgQIECBAYFgBBdBh/R2dAAECBAgQIECAAAECBAgQIECAAIEeBRRAe8TVNQECBAgQIECAAAECBAgQIECAAAECwwoogA7r7+gECBAgQIAAAQIECBAgQIAAAQIECPQooADaI66uCRAgQIAAAQIECBAgQIAAAQIECBAYVkABdFh/RydAgAABAgQIECBAgAABAgQIECBAoEcBBdAecXVNgAABAgQIECBAgAABAgQIECBAgMCwAgqgw/o7OgECBAgQIECAAAECBAgQIECAAAECPQoogPaIq2sCBAgQIECAAAECBAgQIECAAAECBIYVUAAd1t/RCRAgQIAAAQIECBAgQIAAAQIECBDoUUABtEdcXRMgQIAAAQIECBAgQIAAAQIECBAgMKyAAuiw/o5OgAABAgQIECBAgAABAgQIECBAgECPAgqgPeLqmgABAgQIECBAgAABAgQIECBAgACBYQUUQIf1d3QCBAgQIECAAAECBAgQIECAAAECBHoUUADtEVfXBAgQIECAAAECBAgQIECAAAECBAgMK6AAOqy/oxMgQIAAAQIECBAgQIAAAQIECBAg0KOAAmiPuLomQIAAAQIECBAgQIAAAQIECBAgQGBYAQXQYf0dnQABAgQIECBAgAABAgQIECBAgACBHgUUQHvE1TUBAgQIECBAgAABAgQIECBAgAABAsMKKIAO6+/oBAgQIECAAAECBAgQIECAAAECBAj0KKAA2iOurgkQIECAAAECBAgQIECAAAECBAgQGFZAAXRYf0cnQIAAAQIECBAgQIAAAQIECBAgQKBHAQXQHnF1TYAAAQIECBAgQIAAAQIECBAgQIDAsAIKoMP6OzoBAgQIECBAgAABAgQIECBAgAABAj0KKID2iKtrAgQIECBAgAABAgQIECBAgAABAgSGFVAAHdbf0QkQIECAAAECBAgQIECAAAECBAgQ6FFAAbRHXF0TIECAAAECBAgQIECAAAECBAgQIDCsgALosP6OToAAAQIECBAgQIAAAQIECBAgQIBAjwIKoD3i6poAAQIECBAgQIAAAQIECBAgQIAAgWEFFECH9Xd0AgQIECBAgAABAgQIECBAgAABAgR6FFAA7RFX1wQIECBAgAABAgQIECBAgAABAgQIDCugADqsv6MTIECAAAECBAgQIECAAAECBAgQINCjgAJoj7i6JkCAAAECBAgQIECAAAECBAgQIEBgWAEF0GH9HZ0AAQIECBAgQIAAAQIECBAgQIAAgR4FFEB7xNU1AQIECBAgQIAAAQIECBAgQIAAAQLDCiiADuvv6AQIECBAgAABAgQIECBAgAABAgQI9CigANojrq4JECBAgAABAgQIECBAgAABAgQIEBhWQAF0WH9HJ0CAAAECBAgQIECAAAECBAgQIECgRwEF0B5xdU2AAAECBAgQIECAAAECBAgQIECAwLACCqDD+js6AQIECBAgQIAAAQIECBAgQIAAAQI9CiiA9oirawIECBAgQIAAAQIECBAgQIAAAQIEhhVQAB3W39EJECBAgAABAgQIECBAgAABAgQIEOhRQAG0R1xdEyBAgAABAgQIECBAgAABAgQIECAwrIAC6LD+jk6AAAECBAgQIECAAAECBAgQIECAQI8CCqA94uqaAAECBAgQIECAAAECBAgQIECAAIFhBRRAh/V3dAIECBAgQIAAAQIECBAgQIAAAQIEehRQAO0RV9cECBAgQIAAAQIECBAgQIAAAQIECAwroAA6rL+jEyBAgAABAgQIECBAgAABAgQIECDQo4ACaI+4uiZAgAABAgQIECBAgAABAgQIECBAYFgBBdBh/R2dAAECBAgQIECAAAECBAgQIECAAIEeBRRAe8TVNQECBAgQIECAAAECBAgQIECAAAECwwoogA7r7+gECBAgQIAAAQIECBAgQIAAAQIECPQooADaI66uCRAgQIAAAQIECBAgQIAAAQIECBAYVkABdFh/RydAgAABAgQIECBAgAABAgQIECBAoEcBBdAecXVNgAABAgQIECBAgAABAgQIECBAgMCwAgqgw/o7OgECBAgQIECAAAECBAgQIECAAAECPQoogPaIq2sCBAgQIECAAAECBAgQIECAAAECBIYVUAAd1t/RCRAgQIAAAQIECBAgQIAAAQIECBDoUUABtEdcXRMgQIAAAQIECBAgQIAAAQIECBAgMKyAAuiw/o5OgAABAgQIECBAgAABAgQIECBAgECPAgqgPeLqmgABAgQIECBAgAABAgQIECBAgACBYQUUQIf1d3QCBAgQIECAAAECBAgQIECAAAECBHoUUADtEVfXBAgQIECAAAECBAgQIECAAAECBAgMK6AAOqy/oxMgQIAAAQIECBAgQIAAAQIECBAg0KOAAmiPuLomQIAAAQIECBAgQIAAAQIECBAgQGBYAQXQYf0dnQABAgQIECBAgAABAgQIECBAgACBHgUUQHvE1TUBAgQIECBAgAABAgQIECBAgAABAsMKKIAO6+/oBAgQIECAAAECBAgQIECAAAECBAj0KKAA2iOurgkQIECAAAECBAgQIECAAAECBAgQGFZAAXRYf0cnQIAAAQIECBAgQIAAAQIECBAgQKBHge167FvX8wnsm90PS2r6heTzybWJRoAAAQIECBAgQIAAAQIECBAgQIDAhAIKoBNCdbRZ3XF7z+TIZIfks8kZyWjbLy9emvxasu3Iimsyf3LyjOTSkeVmCRAgQIAAAQIECBAgQIAAAQIECBAgMLjA/TOCs5MbV+T9eb1XUu2uyZeTlduMvv5q1v9osqzt9Ay8zufUZT0B4yZAgAABAgQIECBAgAABAgQIbJDASTlO1VGO3aDjbcrDuAN0Yy7rL+Qw/5jUXZ8r26Oy4L3JUclbkrsn1f4j+ffkK8k9kocm9Tj8gcnfJUckVyYaAQIECBAgQIAAAQIECBAgQIAAAQIEBhPYLUf+VtLexfnxzNcj7i9PzhxZ/qcj86/P/C7JaNs9L/4qafv5o9GVSzTvDtAluliGSoAAAQIECBAgQIAAAQIECAwq4A7QQfkdfFKBP8yGbdHy+ZnfZmTHugP3dSPra7t3jKxfOVv7/mtS212WjPaVl0vRFECX4jIZJAECBAgQIECAAAECBAgQILAAAgqgC3ARDGF9gf8nm1TB8gOrbFqPxX+p2aa2ax+BX2Xzmx6Vr+0qB6y20QIvVwBd4ItjaAQIECBAgAABAgQIECBAgMBCCSiAdnA56lvJtX4FDmu6f/cqh6lvd//XZt1FmdZnfq7V6pvjb2g2aPtea3vrCBAgQIAAAQIECBAgQIAAAQIECGy1Agqg/V/6PZpDXLLGoS5v1l28xjajq65vXuw6utA8AQIECBAgQIAAAQIECBAgQIAAAQK3FlAAvbVHH6++2HR65BqdP6BZV4+/77zGdrXqwcn2zTbnNFMTAgQIECBAgAABAgQIECBAgAABAgTGCCiAjkHpeFFbpHxK+r33mL4fk2VHN8vretR2a7XHNyuvy/S8tTa0jgABAgQIECBAgAABAgQIECBAgAABAn0L/FgOUI+s15cW1SPu/y2pQugDk5ck9Rmgte7TzfQHmT40Gddq+/YLkN41boMlWOZLkJbgIhkiAQIECBAgQIAAAQIECBAgsBACvgRpIS6DQUwi8OfZqC1cjpvWlx/dIbmg2a6+5OjNyX9JHpY8N6lvkW/3rSLpQckyNgXQZbxqxkyAAAECBAgQIECAAAECBAgMIaAAOoS6Y84ksEP2+pOkCpttEbOdXpplRyXVquA5bpt225rW3aR1F+myNgXQZb1yxk2AAAECBAgQIECAAAECBAhstIACaAfi23XQhy7WF6jH3J+TvD356aT90qMzMv/6pO78rHZysktSxdI9kpXtq1nwpOQjK1d4TYAAAQIECBAgQIAAAQIECBAgQIDAlgIKoFua9LnkY+m8slarR99PSY5N6rNC90k+n3w2+Zfk8kQjQIAAAQIECBAgQIAAAQIECBAgQGACAQXQCZAG2OT7OeZrBziuQxIgQIAAAQIECBAgQIAAAQIECBDYVAK33VRn42QIECBAgAABAgQIECBAgAABAgQIECAwIqAAOoJhlgABAgQIECBAgAABAgQIECBAgACBzSXgEfjlup7bZ7j7jgz5myPzZgkQIECAAAECBAgQIECAAAECBAgQWCGgALoCZMFf3jfj+/TIGLcZme9z9vHp/DeSLo53cDPQ+rZ7jQABAgQIECBAgAABAgQIECBAgECvAgqgvfJums5/JWfyqI7PZq+O+9MdAQIECBAgQIAAAQIECBAgQIAAgS0EFEC3ILFgjMDxWfbnSRefGfv69HNI8s1EI0CAAAECBAgQIECAAAECBAgQINCrgAJor7ydd35merxT572u3+Gl2eRD62820RaXTbSVjQgQIECAAAECBAgQIECAAAECBAh0IKAA2gHiBnZxXY71nQ08nkMRIECAAAECBAgQIECAAAECBAgQWGqBLh5pXmoAgydAgAABAgQIECBAgAABAgQIECBAYPMKKIBu3mvrzAgQIECAAAECBAgQIECAAAECBAhs9QIegR/+t8BdMoS9k52bXJXpJUl97uZFSb3WCBAgQIAAAQIECBAgQIAAAQIECBCYQUABdAa0OXfZLfv/evLE5PCkXq/W6jM/z0o+kbw7eU9yY6IRIECAAAECBAgQIECAAAECBAgQIEBgoQT2zWhel9SdnVXEnCVVDH10sszt9Ay+zv3UZT4JYydAgAABAgQIECBAgAABAgQIbIDASTlG1VGO3YBjbdpDuAN0Yy7tXjnMB5IjRg5Xv3m/nXw9uTC5Mrk6qWuyU7J7sn9yYLJjUq3uGP3n5HeS1yQaAQIECBAgQIAAAQIECBAgQIAAAQIEBhXYJUf/aFIFz8onk19N7pBM0rbPRg9O3phck7T9/Gzml7G5A3QZr5oxEyBAgAABAgQIECBAgAABAkMIuAN0CHXHnFrguOzRFi1Pzvxtp+7hlh2q6NkWQT83Z1+39LqxcwqgG+vtaAQIECBAgAABAgQIECBAgMDyCiiAdnDt5inGdXD4raKLo5qzrIJlffnRDXOcdX0J0nOa/etx+rvN0ZddCRAgQIAAAQIECBAgQIAAAQIECGx6AQXQ/i9xPb5e7V3JtTfNzffL20d2v+fIvFkCBAgQIECAAAECBAgQIECAAAECBFYIKICuAOnh5X5Nn9/oqO+L0k9bSL1dR33qhgABAgQIECBAgAABAgQIECBAgMCmFFAA7f+yfrk5xE90dKh6pL6+GKnaGTdP/EqAAAECBAgQIECAAAECBAgQIECAwDgBBdBxKt0uqy/9qfaE5GE3zc3+y57Z9ZXN7v+Z6fmzd2VPAgQIECBAgAABAgQIECBAgAABAptfQAG0/2t8Qg5Rj6zvlLwzeWqyQzJtu392eH9S02pvuHniVwIECBAgQIAAAQIECBAgQIAAAQIEVhPYbrUVlncmUI/AvyB5RbJHUoXLmv9w8tmk7uL8TnJlclVS16SKpbsn+ycHJw9NDk/aVoXQF7UvTAkQIECAAAECBAgQIECAAAECBAgQIDC0wHEZwBXJjXPmvdl/72RZW30kQBmcuqwnYNwECBAgQIAAAQIECBAgQIAAgQ0SOCnHqTrKsRt0vE15GI/Ab9xl/asc6sDkpckFUx726mxfj8//fPIzSX3+p0aAAAECBAgQIECAAAECBAgQIECAwDoCHoFfB6jj1Remvxc2OSjTByWHJPW4ez0ev1tSnxd6eXJpUo/Pn52cmdQyjQABAgQIECBAgAABAgQIECBAgACBKQQUQKfA6njTr6a/ikaAAAECBAgQIECAAAECBAgQIECAQE8CHoHvCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML6AAOvw1MAICBAgQIECAAAECBAgQIECAAAECBHoSUADtCVa3BAgQIECAAAECBAgQIECAAAECBAgML7Dd8EMwAgIECBAgQGBJBI7MOB+T/GhS89W+kPx78sfJJYm28QI75pBPTn4sqWtzcPK1pK7N65MPJhoBAgQIECBAgAABAgQIbJDA6TnOjcmpG3Q8hyFAgACBbgSenm6uServ8HH5bpY/OtE2VmD/HO6Tybhr0i57e9bvtLHDcjQCBAgQIECAAIGOBE5KP/Vz3bEd9acbAgQ2QEABdAOQHYIAAQIdCmyTvt6atMW0qzN/WvK05LnJR5N23WWZPzTRNkbggTnMhUnr/5XMvzJ5cnJi8oOkXfemzGsECBAgQIAAAQLLJ6AAunzXzIgJ3EYB1G8CAgQILJfA/5nhtkW0L2b+riuGX58nXo+/t9t8ZMV6L/sRqMfez01a9ypGr2z3yoJvJe02j1i5gdcECBAgQIAAAQILL6AAuvCXyAAJbCmgALqliSUECBBYVIEqsrV3GNbdhAesMtBts7yKo1Vouz65Q6L1K/DsdN8WNl+7xqHqUal2uz9dYzurCBAgQIAAAQIEFlNAAbSD61J3bWgECBAgQIAAgXECP5uFt29WvCrTr4/bKMuq6PmW5LzkE8k9E61fgSc13dcXT/3PNQ71T1l3fnJmsvMa21lFgAABAgQIECBAgAABAh0JuAO0I0jdECBAYAME/jbHaO8evMcGHM8hJhOoAnN7XeqOAI0AAQIECBAgQGDzCrgDtINr6w7QDhB1QYAAAQIENqnAkc151Z2fXx74HP3McssFaK9LLfnQLYsHm3NtBqN3YAIECBAgQIAAgUkE/MA6iZJtCBAgQIDA1idwu5zywc1pf7aZ1s8ND0lekLwv+d9Jfa7kryZ9/ExRhb6/TL6eXJPU55B+Oqnj755sre2IkRNvr82dsuyJyRuTetrilOR/JO01zGxnrezrGtS1qGtS16auUV2r0eJsXmoECBAgQIAAAQIECBDY+gQ8Ar/1XXNnTIDAcgrUN4i3j1lXYWv75OSRZe26dvrBrNsv6aJtl05OTG5I2v5XTr+bdY9Itsb2dznp1uOAzFdR+vsjy9p1Nb08+Y2kq1bmZT96jNH5umZ17eoaagQIECBAgAABAvMLeAR+fkM9ENhwAQXQDSd3QAIECMwk8GPZqy1svT7z721eX5tpfaFO3WFY03rdblffGF93Is7b3poO2j7Xmtadh8fMe7Al3P+0EZ8nZP6K5nUVJuvO3Epdi1G7F+f1vK2sR6/3aP8r5+saagQIECBAgAABAvMLKIDOb6gHAhsuoAC64eQOSIAAgZkE6k6/tqjVFr0+k2WHrejt8Lw+a2TbujtxnnZsdm6PO8n0gmy/6zwHXMJ9PzJiVNemCsEvTLZN2lbz/zO5LinH2u6IZNZWxmU9yTVpt6lrqREgQIAAAQIECMwnoAA6n5+9CQwioAA6CLuDEiBAYGqBn84ebSGrpt9Mdlull9tn+cVJu/1DV9luksXnjfTT9rfe9LmTdLyJtvn4CqNnr3FuLx7Ztj6mYNZWxutdh5Xr61pqBAgQIECAAAEC8wkogM7nd9Pet+2gD10QIECAAAECm0+gPjtytP1uXlw2umBk/nuZP2Hk9awF0LpD8eCRfiadfeykG26S7UavzRdzTvWZm6u1ui51fao9OKk7Q2dpsxjXtZznrtNZxmkfAgQIECBAgAABAlsIKIBuQWIBAQIECBAgEIGVxc567HqtVt8I37aVj8m3y9eb3mu9DVZZf+gqyzfr4tFrU+7Xr3Gi9fmg7TfF75j5e6yx7VqrZjWe9ZquNRbrCBAgQIAAAQIECEwloAA6FZeNCRAgQIDAViNQj7y3rT4/cvR1u3x0+qWRF7PcxVm77zTSxzSzs+43zTEWadvRa3H+BANzbSZAsgkBAgQIECBAgMDmFVAA3bzX1pkRIECAAIF5BC7Kzt9uOtg+0/XuHNxr5GD1eaCztG/MslP2mXW/GQ83+G71pVNtm+QOS9em1TIlQIAAAQIECBDYKgUUQLfKy+6kCRAgQIDARAKfGNnqJ0bmx80eMrJwkrsSRzb/4ezHMjf6+ZY/XLHOzAfWWb/ZVk9zXercu7g2sxjXtaxrqhEgQIAAAQIECBAYVEABdFB+BydAgAABAgstcPLI6H4189uMvF45e9zIgneOzE8ze3U2fuM0O2Tb+vzL1025z7JvfmZO4JzmJO6e6QPXOKH7Z12l2ieTC26am/6XMl7rs0bH9VjXsq6pRoAAAQIECBAgQIAAga1K4PSc7Y3JqVvVWTtZAgQILKdAfbbmV5P6e7tyQjKu/VwWttt8LfPbjttowmV7ZLtzk7a/9aYvnrDfzbbZ00aMqqh54JgTrOv3byPbPWXMNtMsKuv1rke7vq5hXUuNAAECBAgQIEBgPoGTsnv9jHXsfN3YmwCBjRRQAN1IbcciQIDA/AL/R7q4LmkLW6/P/MOT7ZL9kxcko+tr+3nbPdLBF5P2mKtNX5tt1rordd5xLPL+dd4fTlqbL2T+qcldkx2To5MzknZ9FULnffKnjlnmbZ+rTeva1TXUCBAgQIAAAQIE5hdQAJ3fUA8ENlxAAXTDyR2QAAECcwsckx7qLsPRglc92jz6uh6PfmbSVds9Hb0s+X4yepyar0fAfzHZ2tvOAXhLstLnmhXLymu/pKtW9tXnyuPWtaprVtdOI0CAAAECBAgQ6EZAAbQbR70Q2FABBdAN5XYwAgQIdCZw5/T0juTSZGXhq+4ufGTSR9s+nR6VPD6pR+3vkWi3Fjg+L+uR8xuS0WtzcV7/SbJL0kc7OJ3WNalrU9eorpVGgAABAgQIECDQrcBJ6a5+xvMI/Byu9fiaRoAAAQIECBBYT+Db2aDu/KvHoO+Z3C+pYmgV3r6S9NWuTccf7avzTdLvX+Q8KvWZmw9I7ph8LflcckXSV/tSOq5oBAgQIECAAAECBBZaQAF0oS+PwREgQIAAgYUTqP99rs94rGiLJXBJhvMvizUkoyFAgAABAgQIECAwvMC8H4Y//BkYAQECBAgQIECAAAECBAgQIECAAAECBFYRUABdBcZiAgQIECBAgAABAgQIECBAgAABAgSWX0ABdPmvoTMgQIAAAQIECBAgQIAAAQIECBAgQGAVAQXQVWAsJkCAAAECBAgQIECAAAECBAgQIEBg+QUUQJf/GjoDAgQIECBAgAABAgQIECBAgAABAgRWEVAAXQXGYgIECBAgQIAAAQIECBAgQIAAAQIEll9AAXT5r6EzIECAAAECBAgQIECAAAECBAgQIEBgFYHtVllu8bAC2+bw90gOTi5Ozk8uSDQCBAgQIECAAAECBAgQIECAAAECBKYQUACdAquDTR+RPn4x2Tn5jTH9HZFlr0kenOy4Yv0n8/rNyV8kN6xY5yUBAgQIECBAgAABAgQIECBAgAABAgQGE9gpR35TcmOTz44ZyYuz7NqRbdptV07/LdvsN2b/ZVl0enOOpy7LgI2TAAECBAgQIECAAAECBAgQIDCQwEk5btWGjh3o+JvisO4A3ZjL+LYc5rEjh9p9ZL5m627Q3xtZ9r3MV5H0S8leySHJ/ZP6zNaHJKclRyU/SDQCBAgQIECAAAECBAgQIECAAAECBAgMJvDIHLm9i/Nbma+K/S4jozk485cntc11Sd0JWo/Ir2xVAK27P9u+/mTlBkvy2h2gS3KhDJMAAQIECBAgQIAAAQIECBAYXMAdoB1cgj7uAN014/qV5NCkCn11jG2S9dq7s0Fls7X/qzmhKzKtYugXVpxgWbUF0Sp+/sGK9e3LuiP0UcnHkiqGHp/8flL9agQIECBAgAABAgQIECBAgAABAgQIbIDA83KMS5L2LsVppv/3BoxviEN8vvE4cZWDn9KsvzDTbVfZZnTx0c32Zfug0RVLMu8O0CW5UIZJgAABAgQIECBAgAABAgQIDC5wUkZQNaB6olibUaA+U7Kr9ovp6OXJys+37Kr/Ze3nwGbgZ6xyAndrlldh8PpVthldXN8GX1+WVK3t++ZXfiVAgAABAgQIECBAgAABAgQIECBA4FYCXT0CX4XUvxjp+TOZf0NyflJf1FOV6vXaN9fbYEnXfynjvl9yxCrj/3SWP2CVdeMW3z4Lt29WfHfcBpYRIECAAAECBAgQIECAAAECBAgQINCtwL3TXRU5K+9Lxn2JTxZvle3NOety+coqZ//EZn0VMyd5BP6pzfY3ZLpHsmzNI/DLdsWMlwABAgQIECBAgAABAgQIEBhKwCPwHch39Qj86B2Mr8y4fDHPLRenHlmvVo+6P/emuVv/8sG8rM9NvUPy/Fuv2uLVAVnyrGZp3Vla+2kECBAgQIAAAQIECBAgQIAAAQIECPQs8KT0X3c51l2J7v68NfaOeVlF0PKpvDbZJxltD8mLKhpfkzw7GXcn6AOz/IKk7ef4zC9jcwfoMl41YyZAgAABAgQIECBAgAABAgSGEHAH6BDqqxzznlneFub2W2WbrXnx/jn5+pb31uj7ma/fwMclP5LUnZ1PSOrLjWqbLyT1maq/l/xN8uWk3bemb0mWtSmALuuVM24CBAgQIECAAAECBAgQIEBgowUUQDdafJ3jfS/rqzj3pHW221pX1x2c5yajhcxZ5j+cPpb5LlsF0K31T4DzJkCAAAECBAgQIECAAAECBKYVUACdVmzM9l19Bmh1/eKm/5dmWt9Urt1a4BN5eUTyO8mZt1410atzstV/Sx6e+IzVIGgECBAgQIAAAQIECBAgQIAAAQIE1hPYbr0Nplh/Yra9Y/KCpB7h/v3kQ8nXkisT7Ta3uToIr2pSHxtwZHJ4cvdk92TXZIfkB8llyTeTs5Iqns5SNM1uGgECBAgQIECAAAECBAgQIECAAIGtV6CrAugeIXxdw1jFzn1GXtfi+szL62tmjfbHWVfZWlo9Dl/RCBAgQIAAAQIECBAgQIAAAQIECBDoSaCrAuhOGd8T1xjjnmusa1fdrp0xJUCAAAECBAgQIECAAAECBAgQIECAQBcCXRVAb8hg6nHtedql8+xsXwIECBAgQIAAAQIECBAgQIAAAQIECKwU6KoAemE63n9l5153LrB9etx3pNd5i84jXa05u1/WPjLZZs2tJuUTEKQAAEAASURBVFtZH49QrYu+bu7JrwQIECBAgAABAgQIECBAgAABAgRWEeiqALpK9xZ3LHDf9PfpkT43qohYn+/6CyPH7WJWwbwLRX0QIECAAAECBAgQIECAAAECBAisKaAAuiaPlY3AiZl+L7ltByI/nz7qLtDvdNCXLggQIECAAAECBAgQIECAAAECBAisKdBnAbS++Oiw5NDkXsmOST0qX4WvDyfnJdpyCHwow6x00U5PJ1UAvbqLzvRBgAABAgQIECBAgAABAgQIECBAYC2BPgqgVeh8XvKCpL4dfrX2uayobU5bbQPLtxA4M0vutMVSCwgQIECAAAECBAgQIECAAAECBAgQ2BCBI3KUc5Mbp8gJGzIyB1kUgboDtH5/nLooAzIOAgQIECBAgAABAgQIECBAgMCCCpyUcVUd5dgFHd9SDKvLO0Drzs+Tk0OaM78201OSc5Lzk6uSA5s8JtMDkmrPT2qbt9YLjQABAgQIECBAgAABAgQIECBAgAABAoso8PIMqirSlXcl90hWa1UsfXpyZVLbX5rsmmyN7S456cOTH08enjwouXdy12StjxDI6qVs7gBdystm0AQIECBAgAABAgQIECBAgMAAAu4AHQB9tUPWnaR1h2cVMz+V7JBM0n4zG7VF06dMssMm2Ga3nMN/Tz6aVOG3Pf9x07qL9jPJnyePTrZJlr0pgC77FTR+AgQIECBAgAABAgQIECBAYKMEFEA3SnqC49wn27QFvLqDcZr26Wxc+9bj8pu57ZuTe12yXtGzdRw3PSv7VyF0mZsC6DJfPWMnQIAAAQIECBAgQIAAAQIENlJAAbQD7a4+A/S+zViuzrTuWJym1Z2QRyYHTrPTkm27V8b7geSIkXFXgfPbydeTC5P6OIDyq2tSj77vnuyflEt9ZEC1elT+n5PfSV6TaAQIECBAgAABAgQIECBAgAABAgQIrCHQVQF0j+YYV2R6zRrHG7fqkmZhV2MZd4whl+2Sg5+WtMXPT2X+VckHkyp8rte2zwb1+aC/nhyX1OtXJ+cm70k0AgQIECBAgAABAgQIECBAgAABAgR6Fnh4+m8f2b77lMeqIl7tu1m/Bb6Klq3NyZm/bTJr+9nsWAXm6u9zyTx9ZfdBmkfgB2F3UAIECBAgQIAAAQIECBAgQGAJBTwC38FF66qAdvbIWH57ZH692Xp0/phmo/p8y83YjmpOqgqWdRfnDXOcZBWLn9PsX3eU3m2OvuxKgAABAgQIECBAgAABAgQIECBAYNMLdFUA/W6k3tdoPSPT4yeQOyDb1Bcf1eddXpe0+2d2U7UHN2fzrkzrW93nbW8f6eCeI/NmCRAgQIAAAQIECBAgQIAAAQIECBBYIdBVAbS6fWbSFvjenPmPJ49LDkt2TupY9aU+RycnJuclhyTVTkg26x2g+910hre5zTea6byTi9JB63y7eTuzPwECBAgQIECAAAECBAgQIECAAAECkws8LZtelbSfeTk6raLd6Ot2/pNZXl/ss1nbGTmxOte3dHSCj2j6qz6X8RF4nwHa0W8E3RAgQIAAAQIECBAgQIAAAQKbXsBngHZwibu8A7SG84bkyKSKfivbym95vzwb/G7ykKS9o3HlPpvhdRX8qj0hedhNc7P/smd2fWWz+39mev7sXdmTAAECBAgQIECAAAECBAgQIECAwOYXWFmU7OKMP59OHpj8UnKf5N5Nqnj35aQefT83eVvyH8lmb/V4f335UX3W6TuTKvr+VVLf5j5Nu382flNS02pVbNYIECBAgAABAgQIECBAgAABAgQIEFhDoI8CaB2u7uj8hzWOuzWtqqLvC5JXJHskVbis+Q8nn03qLs7vJFcm9fEBdU2qWLp7Up+ZenDy0OTwpG3vz8yL2hemBAgQIECAAAECBAgQIECAAAECBAgQGFrguAzgiuTGOfPe7L93sqzNZ4Au65UzbgIECBAgQIAAAQIECBAgQGCjBXwGaAfiXX8GaAdD2rRd1GPvByYvTS6Y8iyvzvb1+PzPJz+T1Od/agQIECBAgAABAgQIECBAgAABAgQIrCMw7SPwdRfjq5s+z870qGb+jpme28zPOnlZdqxs5nZhTu6FTQ7K9EHJIUk97l6Px++W1McH1BdEXZrU4/PlfGZSyzQCBAgQIECAAAECBAgQIECAAAECBKYQmLYAukP6rkJdtSratW2bzLTL22XTTnecdocl3/6rGX9FI0CAAAECBAgQIECAAAECBAgQIECgJ4FpC6CXZRxfbcbyrZExXT+yfGTxVLPfn2prGxMgQIAAAQIECBAgQIAAAQIECBAgQGAdgWkLoH+b/ior2/ey4G4rF3pNgAABAgQIECBAgAABAgQIECBAgACBIQV8CdKQ+o5NgAABAgQIECBAgAABAgQIECBAgECvAtPeAbraYLbPigc3Kz+a6TWrbThm+a9k2WFJfdHPO8ast4gAAQIECBAgQIAAAQIECBAgQIAAAQIzCXRVAN07R/+XZgR3zvSCKUbzF9m2vv38fyUKoFPA2ZQAAQIECBAgQIAAAQIECBAgQIAAgbUFhn4E/nYZXqXaPjdP/EqAAAECBAgQIECAAAECBAgQIECAAIFuBGa5A/SxOfRdVhy+7uBs23GZqW+LX6/tmA1+JmnH8Pn1drCeAAECBAgQIECAAAECBAgQIECAAAEC0wi0xcdp9tk2G//ZGju8dI11a636xForrSNAgAABAgQIECBAgAABAgQIECBAgMC0ArM8Av+POcgHpj3QOtu/LOtPW2cbqwkQIECAAAECBAgQIECAAAECBAgQIDCVwCx3gNYBfiN5xMiRds/8ic3rZ2Z6yci6cbM3ZuFVyeVJPfr+1UQjQIAAAQIECBAgQIAAAQIECBAgQIDAQgrsm1FVUbNyp4UcoUEtisDpGUj9Pjl1UQZkHAQIECBAgAABAgQIECBAgACBBRU4KeOqOsqxCzq+pRjWrHeArjy5+tKjZyV1QS5dudJrAgQIECBAgAABAgQIECBAgAABAgQIDCHQVQH0ygz+yck3km8lb0+qGKoRIECAAAECBAgQIECAAAECBAgQIEBgMIGuCqBH5wzu1+TemZ4y2Bk5MAECBAgQIECAAAECBAgQIECAAAECBBqBrgqg9xkR9W3uIxhmVxV4dNZctOraW1Z8IbMPS667ZdEWc3tnyUeSO2+xZvyCK7L4ccknx6/+4dI3ZO6Xk21+uGT1mRuyqr4I7CWrb3LTml/Ir29Mdlhnu3a183f9/f7359/ff+3fiFtO/f3v/c/7v59//Py35d+N45b4+dfP//79499//v077m/HW5Yty7//bxmxuakEuiqAnj1y1D1G5s0SWE2gCoD1D9f12kHZoH6frlUAuF3WH5DslkzS9sxGlfXaQdlgn/U2Glm//8j8arN3yIo7rbZyzPKDssz5u/5+/4/5w9Es8uff33/+/vf+5/1/9b8jR9f4+cfPf37+Hf0TMX7+oCz28/94m3FL/ftnnMqtl/n3n3//dv3v/1v/DvNqYoFJ7mybpLNts9F5yd2S7yf1OPzXE43ASoHTs+ABybuTJ61cOeb1ZVl27ZjlKxftmAW7rFy4yuurs/wHq6wbXVx/PvYaXbDGfH3m7cVrrB9dtXteTPqfD87f9ff7f/RPz/h5f/79/efv//F/NlYu9f7n/d/PPyv/VGz52s9/fv718/+Wfy7GLfHvH//+8+/fcX8ytlzWxb//61vgj03+a/I3Wx7Cko0WOCgHrFuq6y/CS5JnJg9KpvkftGyubXKBKoDW75FTN/l5Oj0CBAgQIECAAAECBAgQIECAwLwCVQCtOkoVQbUZBSa9C2297qui/XvJ55NDk3r96qRtVRC9vH2xyvRVWV7RCBAgQIAAAQIECBAgQIAAAQIECBAg0IlAVwXQ+gy249cY0R5ZV1mrTfr5TWv1YR0BAgQIECBAgAABAgQIECBAgAABAgR+KNBVAbRuxf3eD3udbaa+mVAjQIAAAQIECBAgQIAAAQIECBAgQIBAZwJdFUC/mxHVt5tpBAgQIECAAAECBAgQIECAAAECBAgQWBiB2y7MSAyEAAECBAgQIECAAAECBAgQIECAAAECHQsogHYMqjsCBAgQIECAAAECBAgQIECAAAECBBZHoKtH4Med0Z5ZeFhS3wp/r2TH5MLkO8mHk/MSjQABAgQIECBAgAABAgQIECBAgAABAr0J9FEArULn85IXJDutMfLPNductsY2VhEgQIAAAQIECBAgQIAAAQIECBAgQGBmga4fgT8iIzkr+cNkreJnDfi+ybuTE+qFRoAAAQIECBAgQIAAAQIECBAgQIAAga4FurwDtO78PDk5pBnktZmekpyTnJ9clRzY5DGZHpBUe35S27y1XmgECBAgQIAAAQIECBAgQIAAAQIECBBYRIGXZ1A3NnlXpvdYY5BVLH16cmVS+1ya7Jpom1/g9JxiXfNTN/+pOkMCBAgQIECAAAECBAgQIECAwFwCJ2XvqqMcO1cvdu5EoO4krTs864J8KtkhmaT9ZjaqfSpPmWQH2yy9gALo0l9CJ0CAAAECBAgQIECAAAECBAhskIACaAfQXX0G6KEZS93VWa3u7Lzmprn1f3lTNqmCWLWfunniVwIECBAgQIAAAQIECBAgQIAAAQIECHQj0FUBtL7QqNrVyWdumpv8l482mx44+S62JECAAAECBAgQIECAAAECBAgQIECAwPoCXRVA92gOdUWmk9792Y7ukmamyy9kavs2JUCAAAECBAgQIECAAAECBAgQIEBgKxboqgD6hcZwr0zvPqXnkc32Z025n80JECBAgAABAgQIECBAgAABAgQIECCwpkBXBdCzR47y2yPz683Wo/PHNBspgK6nZT0BAgQIECBAgAABAgQIECBAgAABAlMJdFUA/W6O+r7myM/I9PgJRnFAtjkl2Sm5Lmn3z6xGgAABAgQIECBAgAABAgQIECBAgACB+QW6KoDWSJ6ZXNsM6c2Zfjx5XHJYsnNSx9o/OTo5MTkvOSSpdkLiDtCbKPxCgAABAgQIECBAgAABAgQIECBAgMCiCjwtA7squXFMqjg6bvkns3z7RNs6BE7Padbvg1O3jtN1lgQIECBAgAABAgQIECBAgACBmQVOyp5VRzl25h7seNNdmV0yvCGdHZmcMabTld/yfnm2+d3kIUl75+iY3SwiQIAAAQIECBAgQIAAAQIECBAgQIDAbAIri5Kz9XLrvT6flw9Mfim5T3LvJntm+uWkHn0/N3lb8h+JRoAAAQIECBAgQIAAAQIECBAgQIAAgV4E+iiA1kDrjs5/6GXEOiVAgAABAgQIECBAgAABAgQIECBAgMCEAn0VQOvw9aVHP5bcK9k32Ta5IPla8u/JNYlGgAABAgQIECBAgAABAgQIECBAgACB3gT6KIDWo+4vSurDWe+4ysgvzfJ3JrVdFUQ1AgQIECBAgAABAgQIECBAgAABAgQIdC5Qd2l22Y5OZ/UZn89OVit+1vF2T/5rcnZyfKIRIECAAAECBAgQIECAAAECBAgQIECgc4Eu7wA9IqN7V7JHM8qrMz0t+Ury9eS6ZP/kgOSnktsnOydvSv4z+adEI0CAAAECBAgQIECAAAECBAgQIECAwEIKvC+jurFJFTXvusYod8m65yZXJbXP95PdEm3zC5yeU6xrfurmP1VnSIAAAQIECBAgQIAAAQIECBCYS+Ck7F11lPqoSW1ggXvm+G3x8y+nGMuTRvZ71hT72XR5BRRAl/faGTkBAgQIECBAgAABAgQIECCwsQIKoB14d/UZoPdtxnJ9pr89xbj+OtvWN8JXO+bmiV8JECBAgAABAgQIECBAgAABAgQIECDQjUBXBdA7NcM5K9PLphza/262v9uU+9mcAAECBAgQIECAAAECBAgQIECAAAECawp0VQD9XHOUO695tPEr64uQqn355olfCRAgQIAAAQIECBAgQIAAAQIECBAg0I1AVwXQT2U41yb7Jg+dYmh1/PbR9/ZR+Cl2tykBAgQIECBAgAABAgQIECBAgAABAgRWF+iqAHplDvGW5jB/n+kBzfx6kz/KBocnFyf/uN7G1hMgQIAAAQIECBAgQIAAAQIECBAgQGAogW1z4Hck9W3wVdD8/WT3ZFz7kSxst70u8z85biPLNqWAb4HflJfVSREgQIAAAQIECBAgQIAAAQI9CPgW+A5Qt+ugj+piz+TNSdtfvf6D5EXJt5KvJVUUvWtSd4feMRltfzf6YsX8V/L6x1cs85IAAQIECBAgQIAAAQIECBAgQIAAAQLrCrQFy3U3XGeDHbP+cWO2qf4PbDJm9U2L6s7RfVZbmeVVONUIECBAgAABAgQIECBAgAABAgQIECAwtUBXBdAbcuRvTn30yXa4YLLNbEWAAAECBAgQIECAAAECBAgQIECAAIFbC3RVAL0w3e5/6669IkCAAAECBAgQIECAAAECBAgQIECAwLACXX0L/LBn4egECBAgQIAAAQIECBAgQIAAAQIECBAYI6AAOgbFIgIECBAgQIAAAQIECBAgQIAAAQIENodAV4/Aj9Oob4I/LDk0uVdSX5RUj8p/J/lwcl6iESBAgAABAgQIECBAgAABAgQIECBAoDeBPgqgVeh8XvKCZKc1Rv65ZpvT1tjGKgIECBAgQIAAAQIECBAgQIAAAQIECMws0PUj8EdkJGclf5isVfysAd83eXdyQr3QCBAgQIAAAQIECBAgQIAAAQIECBAg0LVAl3eA1p2fJyeHNIO8NtNTknOS85OrkgObPCbTA5Jqz09qm7fWC40AAQIECBAgQIAAAQIECBAgQIAAAQKLKPDyDOrGJu/K9B5rDLKKpU9Prkxqn0uTXRNt8wucnlOsa37q5j9VZ0iAAAECBAgQIECAAAECBAgQmEvgpOxddZRj5+rFzp0I1J2kdYdnXZBPJTskk7TfzEa1T+Upk+xgm6UXUABd+kvoBAgQIECAAAECBAgQIECAAIENElAA7QC6q88APTRjqbs6q9WdndfcNLf+L2/KJlUQq/ZTN0/8SoAAAQIECBAgQIAAAQIECBAgQIAAgW4EuiqA1hcaVbs6+cxNc5P/8tFm0wMn38WWBAgQIECAAAECBAgQIECAAAECBAgQWF+gqwLoHs2hrsh00rs/29Fd0sx0+YVMbd+mBAgQIECAAAECBAgQIECAAAECBAhsxQJdFUC/0Bjulendp/Q8stn+rCn3szkBAgQIECBAgAABAgQIECBAgAABAgTWFOiqAHr2yFF+e2R+vdl6dP6YZiMF0FtrbZuXD29yt1uv8ooAAQIECBAgQIAAAQIECBAgQIAAgUkEuiqAfjcHe19zwGdkevwEBz8g25yS7JRcl7T7Z1aLwK7JvzSZxBMaAQIECBAgQIAAAQIECBAgQIAAAQIrBLoqgFa3z0yubfp/c6YfTx6XHJbsnNSx9k+OTk5MzksOSaqdkLgD9CYKvxAgQIAAAQIECBAgQIAAAQIECBAg0JVAl1889MUMqu7+fE2yY/LApO7wbFvd5TnueJ/K8he3G23C6cGrnPd6p7rbyAb7ZP5eI6/b2fazV9vXpgQIECBAgAABAgQIECBAgAABAgQI9Cxwn/T/meTGdXJZ1j8v2SHZzO3bObn1LGZdv4xupzcepy7j4I2ZAAECBAgQIECAAAECBAgQILCBAiflWFU3OnYDj7npDjXujsx5T/Lz6aDu/vylpIqh926yZ6ZfTurR93OTtyX/kWgECBAgQIAAAQIECBAgQIAAAQIECBDoRaDLAui2GeH1zSjrs0D/oZcRL1+n9Xj/K5P6sqdqdefre5Kq3q/V6s7YxzYbnJ3p59ba2DoCBAgQIECAAAECBAgQIECAAAECBPoT2CZdfzZ5V/LLSb3WbhGoL4I6I2kfda9vvL/LLavHzu0xsv1Lxm6xnAs9Ar+c182oCRAgQIAAAQIECBAgQIAAgY0X8Ah8B+ZdfQt8fbP7/ZKfS16WrHd3YzbZqlrdwVkfC/CK5Ibkp5KzkscnGgECBAgQIECAAAECBAgQIECAAAECPQl0VQCtz/ps22ntjOmtBK7Jq+clj0y+keyd/H3yN0nd7akRIECAAAECBAgQIECAAAECBAgQINCxQFcF0LrDsW2Kea3E+Om/ZvF9k5Ob1U/MtO4GfUTz2oQAAQIECBAgQIAAAQIECBAgQIAAgY4EuiqA/nvGc34zpsdkekBH49us3Xw/J/ZrybHJJcn+yf+bvCppvywpsxoBAgQIECBAgAABAgQIECBAgAABAvMIdFUArW9/rzsYP5XsmdQdjc9MHpTsk2jjBd6WxXU36EeS+uKoZyWfTn4k0QgQIECAAAECBAgQIECAAAECBAgQmFNguzn3b3ffPTO/l3w+OTSp169O2lZ3OV7evlhlWnc/Vra29vWc8DFJfT7oHyb1eaqfSF6ZaAQIECBAgAABAgQIECBAgAABAgQIzCHQVQH0dhnD8WuMoz4XdL3PBt1tjf03+6r6ZviXJe9P6q7QeyXPTzQCBAgQIECAAAECBAgQIECAAAECBOYQ6KoAemPG8L05xlG7XjHn/pth98/kJB6QvCL575vhhJwDAQIECBAgQIAAAQIECBAgQIAAgSEFuiqAfjcncYchT2QTHfvKnMtvJacl9YVS1T5588SvBAgQIECAAAECBAgQIECAAAECBAhMI9BVAXSaY9p2MoH3ZrOKRoAAAQIECBAgQIAAAQIECBAgQIDAjAK3nXE/uxEgQIAAAQIECBAgQIAAAQIECBAgQGDhBea5A7T2/eXkqORByV2Ts5P/L3lD8sVE61Zg+3S370iX3xyZ73u2rvc2HRykiz46GIYuCBAgQIAAAQIECBAgQIAAAQIECKwusHdWfSipLz8al6uy/A+SHRKtO4Ej09Wo9//f3p2AS1PVd+IXWWQRFFBQFAEXXAYVNRoQA4mPSVTE0b8+bhDcJjGJ0TFqFmXUzEyiybgm0VEnyV8NTtw1rhgYDRqXuKDigopREFFgECKIsorz/UGXFpfue3up6u7b93Oe53frdNWpU6c+5+3b7/t7q6q763n9nl6y5rjtMUxb/+j6h7SVAAECBAgQIECAAAECBAgQILDlBY6PQOVejtnyEjMATHMF6F453icSt1vnuDfKtucn6mq/WiqbW6C+mOnyRBePTNh20E+9eRUCBAgQIECAAAECBAgQIECAAAECSyfwRxlRc9XfFam/L/E7iboV/omJjyWa7ZU42z+hdCOwqCtAuxn9tb2ckkX9+Xhnl53qiwABAgQIECBAgAABAgQIECCwggKuAF3QpH41x20SnE8bMoa6wu/1rTb//5A2Vk0nUFfs7t2K6XpZ7F4SoIv1d3QCBAgQIECAAAECBAgQIEBg8whIgHYwV5Pe0nxQjnmnwXFPyvKVQ8bwk6x7TqKeA1rl7tcu/OxA4Kr0cV4rOuhSFwQIECBAgAABAgQIECBAgAABAgRWV2DSBOhtWxTvSL2uBB1WzsnKTw427D+sgXUECBAgQIAAAQIECBAgQIAAAQIECBDoW2DSBOhNWwO6oFUfVj17sLK+Mf7GwxpYR4AAAQIECBAgQIAAAQIECBAgQIAAgT4FJv0W+Pp296bUt4KvV77X2rhv6vXsUOX6AvtkVSWJdx5EPTrgosTFiUoyN48SSFUhQIAAAQIECBAgQIAAAQIECBAgQGASgUkToO0rRkfd/t4c/8qmkmU7cdpavSWru+asj00cnahnqtbrUaWe+fmlxKcS70t8ILGRe5ooBAgQIECAAAECBAgQIECAAAECBAiUQDuhSaRfgfr29lclvpuoL486NLFe8jObb1AJ6nskfjtRCdAvJo5MKAQIECBAgAABAgQIECBAgAABAgQIjCEw6RWgY3SpyRCB3bPupMRdW9vqSs76sqizEucnLk3UYwVqTnZM7JaoRwfsl2iuoK0rRt+TeFbiFQmFAAECBAgQIECAAAECBAgQIECAAIF1BCRA18HpaNMu6ef9iSb5+ZnUX5b4UKISnxuV7dPgPom6bf6JiXr98sTpibolXiFAgAABAgQIECBAgAABAgQIECBAYISAW+BHwHS4+lHpq253r/LmxCGD5TjJz9qnnqX68cRTEg8bvM7iBn+eMH8loRAgQIAAAQIECBAgQIAAAQIECBAYITDLFaCPS5+/MKLfWn14a1s9w/Lc1uth1ZOzsmLVyn0HJ1TP76yrOK+e4QTris9nJ/4yUVeUHpD4ZkIhQIAAAQIECBAgQIAAAQIECBAgQGCIwCwJ0McO6W/Uqrp6caNSz8Q8eaNGm3D7YYMxvzfLuppz1vKOdFAJ0CoHJiRAr6HwgwABAgQIECBAgAABAgQIECBAgMD1BdxCfX2TrtfcetDhdzrq+IL00yRSd+qoT90QIECAAAECBAgQIECAAAECBAgQWEmBSa8A/UIU6tmTfZSP9dHpEvRZV2genKjngL62g/HULfX1RUhVPn/twk8CBAgQIECAAAECBAgQIECAAAECBAgsRuBvc9i6vf/SxBEzDuGm2b+SntVfXQm6GcspGXSN/52bcfDGTIAAAQIECBAgQIAAAQIECBCYo8DxOVblUY6Z4zFX7lBuge9/Sl+UQ9Qt6zsm3p2o56HukJi01FWkJyZqWeU11y78JECAAAECBAgQIECAAAECBAgQIEBglMCkt8CP6sf60QJ1C/xzEy9O3CRRicuqfyTxhcQZifMSdYXoZYmak0qW7pbYN3H7xOGJgxJNqUTo85oXlgQIECBAgAABAgQIECBAgAABAgQIEFi0wBMzgB8n6rLlWeKE7L9HYrMWt8Bv1pkzbgIECBAgQIAAAQIECBAgQGDeAm6B70DcLfAdII7ZxevSbr/ECxPnjrlP0+zyVOr2+aMSD0pcmFAIECBAgAABAgQIECBAgAABAgQIENhAwC3wGwB1vPn89HfcIPbP8pDEHRJ1u3vdHr9rop4Xekni4kTdPn9a4tRErVMIECBAgAABAgQIECBAgAABAgQIEJhAQAJ0AqyOm56Z/ioUAgQIECBAgAABAgQIECBAgAABAgR6EnALfE+wuiVAgAABAgQIECBAgAABAgQIECBAYPECEqCLnwMjIECAAAECBAgQIECAAAECBAgQIECgJwEJ0J5gdUuAAAECBAgQIECAAAECBAgQIECAwOIFJEAXPwdGQIAAAQIECBAgQIAAAQIECBAgQIBATwISoD3B6pYAAQIECBAgQIAAAQIECBAgQIAAgcULSIAufg6MgAABAgQIECBAgAABAgQIECBAgACBngQkQHuC1S0BAgQIECBAgAABAgQIECBAgAABAosXkABd/BwYAQECBAgQIECAAAECBAgQIECAAAECPQlIgPYEq1sCBAgQIECAAAECBAgQIECAAAECBBYvIAG6+DkwAgIECBAgQIAAAQIECBAgQIAAAQIEehKQAO0JVrcECBAgQIAAAQIECBAgQIAAAQIECCxeQAJ08XNgBAQIECBAgAABAgQIECBAgAABAgQI9CQgAdoTrG4JECBAgAABAgQIECBAgAABAgQIEFi8gATo4ufACAgQIECAAAECBAgQIECAAAECBAgQ6ElAArQnWN0SIECAAAECBAgQIECAAAECBAgQILB4AQnQxc+BERAgQIAAAQIECBAgQIAAAQIECBAg0JOABGhPsLolQIAAAQIECBAgQIAAAQIECBAgQGDxAhKgi58DIyBAgAABAgQIECBAgAABAgQIECBAoCcBCdCeYHVLgAABAgQIECBAgAABAgQIECBAgMDiBSRAFz8HRkCAAAECBAgQIECAAAECBAgQIECAQE8CEqA9weqWAAECBAgQIECAAAECBAgQIECAAIHFC0iALn4OjIAAAQIECBAgQIAAAQIECBAgQIAAgZ4EJEB7gtUtAQIECBAgQIAAAQIECBAgQIAAAQKLF5AAXfwcGAEBAgQIECBAgAABAgQIECBAgAABAj0JSID2BKtbAgQIECBAgAABAgQIECBAgAABAgQWLyABuvg5MAICBAgQIECAAAECBAgQIECAAAECBHoSkADtCVa3BAgQIECAAAECBAgQIECAAAECBAgsXkACdPFzYAQECBAgQIAAAQIECBAgQIAAAQIECPQkIAHaE6xuCRAgQIAAAQIECBAgQIAAAQIECBBYvIAE6OLnwAgIECBAgAABAgQIECBAgAABAgQIEOhJQAK0J1jdEiBAgAABAgQIECBAgAABAgQIECCweAEJ0MXPgREQIECAAAECBAgQIECAAAECBAgQINCTgARoT7C6JUCAAAECBAgQIECAAAECBAgQIEBg8QISoIufAyMgQIAAAQIECBAgQIAAAQIECBAgQKAnAQnQnmB1S4AAAQIECBAgQIAAAQIECBAgQIDA4gUkQBc/B0ZAgAABAgQIECBAgAABAgQIECBAgEBPAhKgPcHqlgABAgQIECBAgAABAgQIECBAgACBxQtIgC5+DoyAAAECBAgQIECAAAECBAgQIECAAIGeBCRAe4LVLQECBAgQIECAAAECBAgQIECAAAECixeQAF38HBgBAQIECBAgQIAAAQIECBAgQIAAAQI9CUiA9gSrWwIECBAgQIAAAQIECBAgQIAAAQIEFi8gAbr4OTACAgQIECBAgAABAgQIECBAgAABAgR6EpAA7QlWtwQIECBAgAABAgQIECBAgAABAgQILF5AAnTxc2AEBAgQIECAAAECBAgQIECAAAECBAj0JCAB2hOsbgkQIECAAAECBAgQIECAAAECBAgQWLyABOji58AICBAgQIAAAQIECBAgQIAAAQIECBDoSUACtCdY3RIgQIAAAQIECBAgQIAAAQIECBAgsHgBCdDFz4ERECBAgAABAgQIECBAgAABAgQIECDQk4AEaE+wuiVAgAABAgQIECBAgAABAgQIECBAYPECEqCLnwMjIECAAAECBAgQIECAAAECBAgQIECgJwEJ0J5gdUuAAAECBAgQIECAAAECBAgQIECAwOIFJEAXPwdGQIAAAQIECBAgQIAAAQIECBAgQIBATwISoD3B6pYAAQIECBAgQIAAAQIECBAgQIAAgcULSIAufg6MgAABAgQIECBAgAABAgQIECBAgACBngQkQHuC1S0BAgQIECBAgAABAgQIECBAgAABAosXkABd/BwYAQECBAgQIECAAAECBAgQIECAAAECPQlIgPYEq1sCBAgQIECAAAECBAgQIECAAAECBBYvIAG6+DkwAgIECBAgQIAAAQIECBAgQIAAAQIEehKQAO0JVrcECBAgQIAAAQIECBAgQIAAAQIECCxeQAJ08XNgBAQIECBAgAABAgQIECBAgAABAgQI9CQgAdoTrG4JECBAgAABAgQIECBAgAABAgQIEFi8gATo4ufACAgQIECAAAECBAgQIECAAAECBAgQ6ElAArQnWN0SIECAAAECBAgQIECAAAECBAgQILB4AQnQxc+BERAgQIAAAQIECBAgQIAAAQIECBAg0JOABGhPsLolQIAAAQIECBAgQIAAAQIECBAgQGDxAhKgi58DIyBAgAABAgQIECBAgAABAgQIECBAoCcBCdCeYHVLgAABAgQIECBAgAABAgQIECBAgMDiBSRAFz8HRkCAAAECBAgQIECAAAECBAgQIECAQE8C2/XUr243FrhRmly+cbPrtdgza3YarD37elutIECAAAECBAgQIECAAAECBAgQIEDgZwKuAP0ZxVwqj8xRTkicl7g08dXE3ycOS4xbXp+G3xnEuPtoR4AAAQIECBAgQIAAAQIECBAgQGBLCkiAzmfad8lh3pB4W+KBib0S2yTulPiNxEcTL0s0V3amqhAgQIAAAQIECBAgQIAAAQIECBAgMKuABOisguPt/8I0O7bV9Eepn5H46WBdzcPvJ76QOGCwzoIAAQIECBAgQIAAAQIECBAgQIAAgRkFJEBnBBxj94PT5qmDdnXr+39M7Ja4bWL3xB8mLkpUOTBxckISNAgKAQIECBAgQIAAAQIECBAgQIAAgVkFJEBnFdx4/99Jk20TVyV+PfGexNWJKpX4fHHizolTE1Vuk/hQYu96oRAgQIAAAQIECBAgQIAAAQIECBAgML2Ab4Gf3m7cPSu5WeUfEk2S85oVrR/npH54opKjRyTqCtD3D+p1u7xCgACBrSBQ/yn3ysS4/zn31rT98FaAcY4ECBAgQIAAAQIECBAgML2ABOj0duPuecdBw1M22OHibH9Qoq7+PDRxr0T94/6hiZ8kFAIECKy6QD0GpK6aH7d8LQ0lQMfV0o4AAQIECBAgQIAAAQJbVGDcq2y2KE8np73DoJcfj9HbpWlTCc9/G7R9cJZ/PahbECBAYNUF7rHqJ+j8CBAgQIAAAQIECBAgQGD+Aq4A7d/8GznEvRN3GfNQ30+7ByY+mbh5oq6GqoToyxIKAQIEVlmgvjSuKfV7cNRjQ5o2deW8QoAAAQIECBAgQIAAAQIECCxY4H/n+D9NnJfYY4KxHJK2ddVo7Xt14thElfcmal3FZiz1KIAa+zs34+CNmQCBXgX+Kb3X74crEzv2eiSdEyBAgAABAgQIECBAYHMIHJ9h1r+Tjtkcw13OUboFvv95qS8/qrJXourjfrv7v6bt0YlKfm6TeF3iBQlzFgSFAIGVFGiuAP1Kzu6ylTxDJ0WAAAECBAgQIECAAAECBFZU4KScV2XrKy5MVDLz9xLjlKekUSVBm/3rC5Ga+jj7L1sbV4Au24wYD4HlENgnw2h+t/3dcgzJKAgQIECAAAECBAgQILBwAVeAdjAFribsAHGMLiqJ+aVBu92zfELitwevN1q8Ng2elLhq0NCcbSRmOwECm1Ggufqzxv7Z1gncOPXbJbZtrVMlQIAAAQIECBAgQIAAAQJjC0imjU01U8NvZe/7JF6V+NGgp+8NluMsXp9G9e3I/zJOY20IECCwCQXaCdDTM/7jEmck6ouO6ovgLkl8OvG0RD0WpOty33T4ysQnEl9NnJz408SBCYUAAQIECBAgQIAAAQIECBCYQGC7tK0vOPq1CfZpN60vQ6pviL+ovXIT1d0Cv4kmy1AJzFHgrTlWcwt8/X5r6sOW/5zt+3U0tpumn3etc7z6QqaXJOp3t0KAAAECBAgQIECAAIF5CxyfA9a/i3wJ0rzlHY/ADAISoDPg2ZXACgt8I+fWTnbWVZh11Xx9yD8z8eZE+3nI9ViRHRKzlJtk5/rCpfZxR9UrSequiVm07UuAAAECBAgQIECAwDQCEqDTqNmHwIIFJEAXPAEOT2AJBXbNmNrJzZfm9bDb3H8p689JNEnKP0l9lvKW7Nz0Nc7yD2c5mH0JECBAgAABAgQIECAwhYAE6BRodiGwaAEJ0EXPgOMTWD6BG2VI9088OVGP+VivPDwbm2TlFanXlyRNU+q5yk0/4y5/kH0qWasQIECAAAECBAgQIEBgXgISoB1Ie6ZZB4hz7GL7HGvv1vHObtVVCRAgsFkFLs/APzzm4OtW9M8nKoFZvxPvkqgvR5q0PHrSHdK+bpl/YOJtU+xrFwIECBAgQIAAAQIECBBYkIAE6ILgpzzs3bLfZ1v7DrtFtLW5s+qD09PjE10c74DBqHbqbHQ6IkBgqwmcmhOuBGiVuyamSYDe/Zq9J/9R+0mATu5mDwIECBAgQIAAAQIECCxMQAJ0YfSb6sC/mdE+rOMR36zj/nRHgMDWETirdarT/i7ZrdXHJNVp95vkGNoSIECAAAECBAgQIECAQIcCEqAdYq5wV0/Jub0x0cU3IP9F+qmrQM9OKAQIECiB+iy6+SC+m+UFifXKfq2Np7fqk1TPnaRxq+20+7W6UCVAgAABAgQIECBAgAABAgRGCVSSoJ4B2sSodsu83pcgLfPsGBuBxQjUf4w0X0T0gjGGULe8N+3vPEb7YU2e3uqj6Wuc5WHDOrOOAAECBAgQIECAAAECPQn4EqQOYLu4oq+DYehiTIGr0u68Voy5m2YECBBYaoGTWqOrx22s97zhX8n2ew/afz3Laa8AfVP2vWTQz7iLL6fhJ8dtrB0BAgQIECBAgAABAgQILIeABOhyzINRECBAYCsLfCwn39z2fnDqvz8CY6+sf1Vr2x+l/pPW60mq56fxf5lghzrO0xJXT7CPpgQIECBAgAABAgQIECBAgMAWFHAL/BacdKdMYAyBB6dNJRfrNvRKNr4yUc8LrqtBK/H56MQ5ieY29fen3kV5RTpp+hy1vDJtntjFwfRBgAABAgQIECBAgACBCQXcAj8hmObLKbBPhnVQ4j6JX04ckqhn2t0qsWNi1YoE6KrNqPMh0J3AH6eretRHOxF56ZrXte2vEvVM5K7K49LRtxPt4zb1z2a95352Ja0fAgQIECBAgAABAgQmFZAAnVRM+6UQ2DWjeGriE4mLE80/soct66qjzyVenTgyUVdCbfYiAbrZZ9D4CfQrcLd0/+HE2t+J9fvw1MSxiT7Ktun0iETdfv9fE/V7+u4JhQABAgQIECBAgAABAosUkABdpL5jTyywd/aoZ9dtlPRc+4/+9usvZf9KhG7mIgG6mWfP2AnMT2C3HKq+7OgxiUMTOyUUAgQIECBAgAABAgQIbDUBCdAOZrzLWwg7GM7KdrF7zuykxF1bZ1iJzXqe3VmJ8xN1m+fliZqTuvW9/vG/b2K/xI0SVepW+fcknpWo59YpBAgQWFWB+s+izwxiVc/ReREgQIAAAQIECBAgQIAAgZUQ2CVnUbe7N1dyfjr1uqLp5olxyvZpVM+fe23iikTTT31hyGYsrgDdjLNmzAQIECBAgAABAgQIECBAgMAiBFwBugh1x5xYoL45uElavin1G07cw893qKRnkwT94ox9/bzX+dYkQOfr7WgECBAgQIAAAQIECBAgQIDA5hWQAO1g7mZJxnVw+C3RxX0HZ1kJy/ryjqtnOOsPZN9nD/av2+kPmKEvuxIgQIAAAQIECBAgQIAAAQIECBBYeQEJ0P6nuG5fr/LeRH2L8azlHa0ODmzVVQkQIECAAAECBAgQIECAAAECBAgQWCMgAboGpIeXtx70+Z2O+r4g/TSJVN+K3BGqbggQIECAAAECBAgQIECAAAECBFZTQAK0/3n95uAQh3Z0qLqlvr4Yqcrnr134SYAAAQIECBAgQIAAAQIECBAgQIDAMAEJ0GEq3a6rL/2p8ujEEdfUpv9x0+z60sHuF2Z5xvRd2ZMAAQIECBAgQIAAAQIECBAgQIDA6gtIgPY/xy/KIeqW9R0T7048JbFDYtJycHY4MVHLKq+5duEnAQIECBAgQIAAAQIECBAgQIAAAQKjBLYbtcH6zgTqFvjnJl6cuEmiEpdV/0jiC4m6ivO8xKWJyxI1J5Us3S2xb+L2icMTByWaUonQ5zUvLAkQGFvgyLR8+Nitr9vwtXn5meuu8ooAAQIECBAgQIAAAQIECBAgQKAReGIqP078dMY4IfvvkdispR4JUAbv3KwnYNybWuC4jH7a92A9xkIhQIAAAQIECBAgQIAAAQLzFDg+B6t/xx4zz4Ou2rHcAj+/GX1dDrVf4oWJcyc87OVpX7fPH5V4UKKe/6kQIDBfAe+7+Xo7GgECBAgQIECAAAECBAgQ6ETALfCdMI7dyflpWVegVeyfOCRxh0Td7l63x++aqOeFXpK4OFG3z5+WODVR6xQCBGYTeEV2/9sxu3h52j120PZvsjxpzP00I0CAAAECBAgQIECAAAECBJZIQAJ0cZNxZg5doRAgMD+BH+VQFRuVut29SX5+MvXf22gH2wkQIECAAAECBAgQIECAAIHlFHAL/HLOi1ERILA4gTvm0M1Vohel/sjEFYsbjiMTIECAAAECBAgQIECAAAECswhIgM6iZ18CBFZR4H/lpG48OLHnZvm9VTxJ50SAAAECBAgQIECAAAECBLaKgFvgt8pMO08CBMYRODqNDh80/FSWrxlnpwnabJO2D0w8JHHAYL8zsnxf4oOJ+mY/hQABAgQIECBAgAABAgQIECBAYBMLnJKxV5LnnZv4HAx9NQXqS8jqas/683lV4uBEl6X6+0Ki+h8Wta3rY6ZLhQABAgQIECBAgAABAgQ2scDxGXv9G/KYTXwOCx+6W+AXPgUGQIDAkgg8M+O45WAsb82yEpJdlV9KRx9L3H2dDmtbtam2CgECBAgQIECAAAECBAgQINCRgARoR5C6IUBgUwvsnNE33/Re/7P2Zx2ezZ7pq6543mWMPqvNOxK1j0KAAAECBAgQIECAAAECBAh0ICAB2gGiLggQ2PQCT8oZ3GxwFu/K8isdntFzWn2P0+3N0+iPx2moDQECBAgQIECAAAECBAgQILCxgAToxkZaECCw2gL1e7Buf29Kl1d/1pcePbbpeILl49K29lUIECBAgAABAgQIECBAgACBGQUkQGcEtDsBApte4H45g+Yb2U9N/XMdntE+6ati0jLtfpMeR3sCBAgQIECAAAECBAgQILDyAhKgKz/FTpAAgQ0EHtna/g+tehfV3WfoZJZ9ZzisXQkQIECAAAECBAgQIECAwGoJSICu1nw6GwIEJhOo28z/v8Eu9eVHb55s9w1bn79hi9ENZtl3dK+2ECBAgAABAgQIECBAgACBLSYgAbrFJtzpEiBwHYF759WtBms+keVZ19k6+4vz0sU3p+im9ql9FQIECBAgQIAAAQIECBAgQGBGAQnQGQHtToDAphY4rDX6T7XqXVZfP0Vn0+wzxWHsQoAAAQIECBAgQIAAAQIEVl9AAnT159gZEiAwWuCQ1qYvt+pdVl+ezia5CrTa1j4KAQIECBAgQIAAAQIECBAg0IGABGgHiLogQGDTCswjAfqj6Dw0ce4YStWm2tY+CgECBAgQIECAAAECBAgQINCBgARoB4i6IEBgUwrsnFHfZjDy+gKk03o8i+q7njf67nWOUduqTZ/jWOfwNhEgQIAAAQIECBAgQIAAgdUU2G41T8tZESBAYEOBW7RanJF631ddnp1jPCxxp8SRidsmqnwr8f7E1+qFQoAAAQIECBAgQIAAAQIECHQrIAHarafeCBDYPAK3bA21r+d/tg7xs2olOiU7f8ahQoAAAQIECBAgQIAAAQIE+hWQAO3XV+8ECCyvwMcztG2Wd3hGRoAAAQIECBAgQIAAAQIECHQh4BmgXSjqgwABAgQIECBAgAABAgQIECBAgACBpRSQAF3KaTEoAgQIECBAgAABAgQIECBAgAABAgS6EJAA7UJRHwQIECBAgAABAgQIECBAgAABAgQILKWABOhSTotBESBAgAABAgQIECBAgAABAgQIECDQhYAEaBeK+iBAgAABAgQIECBAgAABAgQIECBAYCkFJECXcloMigABAgQIECBAgAABAgQIECBAgACBLgQkQLtQ1AcBAgQIECBAgAABAgQIECBAgAABAkspIAG6lNNiUAQIECBAgAABAgQIECBAgAABAgQIdCEgAdqFoj4IECBAgAABAgQIECBAgAABAgQIEFhKAQnQpZwWgyJAgAABAgQIECBAgAABAgQIECBAoAsBCdAuFPVBgAABAgQIECBAgAABAgQIECBAgMBSCkiALuW0GBQBAgQIECBAgAABAgQIECBAgAABAl0ISIB2oagPAgQIECBAgAABAgQIECBAgAABAgSWUkACdCmnxaAIECBAgAABAgQIECBAgAABAgQIEOhCQAK0C0V9ECBAgAABAgQIECBAgAABAgQIECCwlAISoEs5LQZFgAABAgQIECBAgAABAgQIECBAgEAXAhKgXSjqgwABAgQIECBAgAABAgQIECBAgACBpRSQAF3KaTEoAgQIECBAgAABAgQIECBAgAABAgS6EJAA7UJRHwQIECBAgAABAgQIECBAgAABAgQILKWABOhSTotBESBAgAABAgQIECBAgAABAgQIECDQhYAEaBeK+iBAgAABAgQIECBAgAABAgQIECBAYCkFJECXcloMigABAgQIECBAgAABAgQIECBAgACBLgQkQLtQ1AcBAgQIECBAgAABAgQIECBAgAABAkspIAG6lNNiUAQIECBAgAABAgQIECBAgAABAgQIdCEgAdqFoj4IECBAgAABAgQIECBAgAABAgQIEFhKAQnQpZwWgyJAgAABAgQIECBAgAABAgQIECBAoAsBCdAuFPVBgAABAgQIECBAgAABAgQIECBAgMBSCkiALuW0GBQBAgQIECBAgAABAgQIECBAgAABAl0ISIB2oagPAgQIECBAgAABAgQIECBAgAABAgSWUkACdCmnxaAIECBAgAABAgQIECBAgAABAgQIEOhCQAK0C0V9ECBAgAABAgQIECBAgAABAgQIECCwlAISoEs5LQZFgAABAgQIECBAgAABAgQIECBAgEAXAhKgXSjqgwABAgQIECBAgAABAgQIECBAgACBpRSQAF3KaTEoAgQIECBAgAABAgQIECBAgAABAgS6EJAA7UJRHwQIECBAgAABAgQIECBAgAABAgQILKWABOhSTotBESBAgAABAgQIECBAgAABAgQIECDQhYAEaBeK+iBAgAABAgQIECBAgAABAgQIECBAYCkFJECXcloMigABAgQIECBAgAABAgQIECBAgACBLgQkQLtQ1AcBAgQIECBAgAABAgQIECBAgAABAkspIAG6lNNiUAQIECBAgAABAgQIECBAgAABAgQIdCEgAdqFoj4IECBAgAABAgQIECBAgAABAgQIEFhKAQnQpZwWgyJAgAABAgQIECBAgAABAgQIECBAoAsBCdAuFPVBgAABAgQIECBAgAABAgQIECBAgMBSCkiALuW0GBQBAgQIECBAgAABAgQIECBAgAABAl0ISIB2oagPAgQIECBAgAABAgQIECBAgAABAgSWUkACdCmnxaAIECBAgAABAgQIECBAgAABAgQIEOhCQAK0C0V9ECBAgAABAgQIECBAgAABAgQIECCwlAISoEs5LQZFgAABAgQIECBAgAABAgQIECBAgEAXAhKgXSjqgwABAgQIECBAgAABAgQIECBAgACBpRSQAF3KaTEoAgQIECBAgAABAgQIECBAgAABAgS6ENiui070MZPAPtl7j8TOg7gsy4sSFycuSNRrhQABAgQIECBAgAABAgQIECBAgACBKQQkQKdAm3GXXbP/sYmjEwcl6vWoclU2fCnxqcT7Eh9I/DShECBAgAABAgQIECBAgAABAgQIECBAYKkE9s5oXpWoKzsriTlNVDL0yMRmLqdk8HXu79zMJ2HsBAgQIECAAAECBAgQIECAAIE5CByfY1Qe5Zg5HGtlD+EK0PlM7e45zEmJu7YOV394z0mclTg/cWni8kTNyY6J3RL7JvZL3ChRpa4YfU/iWYlXJBQCBAgQIECAAAECBAgQIECAAAECBAgsVGCXHP0TiUp4Vnw68ZjEzRPjlO3T6LDEaxNXJJp+Hpz6ZiyuAN2Ms2bMBAgQIECAAAECBAgQIECAwCIEXAG6CHXHnFjgidmjSVq+KfUbTtzDz3eopGeTBP3ijH39vNf51iRA5+vtaAQIECBAgAABAgQIECBAgMDmFZAA7WDuZknGdXD4LdHFfQdnWQnL+vKjq2c46/oSpGcP9q/b6Q+YoS+7EiBAgAABAgQIECBAgAABAgQIEFh5AQnQ/qe4bl+v8t7EldfUZvvxjtbuB7bqqgQIECBAgAABAgQIECBAgAABAgQIrBGQAF0D0sPLWw/6/E5HfV+QfppE6k4d9akbAgQIECBAgAABAgQIECBAgAABAispIAHa/7R+c3CIQzs6VN1SX1+MVOXz1y78JECAAAECBAgQIECAAAECBAgQIEBgmIAE6DCVbtfVl/5UeXTiiGtq0/+4aXZ96WD3C7M8Y/qu7EmAAAECBAgQIECAAAECBAgQIEBg9QUkQPuf4xflEHXL+o6JdyeektghMWl9K8SWAAAxI0lEQVQ5ODucmKhllddcu/CTAAECBAgQIECAAAECBAgQIECAAIFRAtuN2mB9ZwJ1C/xzEy9O3CRRicuqfyTxhURdxXle4tLEZYmak0qW7pbYN3H7xOGJgxJNqUTo85oXlgQIECBAgAABAgQIECBAgAABAgQIEFi0wBMzgB8nfjpjnJD990hs1lKPBCiDd27WEzBuAgQIECBAgAABAgQIECBAgMCcBI7PcSqPcsycjreSh3EL/Pym9XU51H6JFybOnfCwl6d93T5/VOJBiXr+p0KAAAECBAgQIECAAAECBAgQIECAwAYCboHfAKjjzeenv+MGsX+WhyTukKjb3ev2+F0T9bzQSxIXJ+r2+dMSpyZqnUKAAAECBAgQIECAAAECBAgQIECAwAQCEqATYHXc9Mz0V6EQIECAAAECBAgQIECAAAECBAgQINCTgFvge4LVLQECBAgQIECAAAECBAgQIECAAAECixeQAF38HBgBAQIECBAgQIAAAQIECBAgQIAAAQI9CbgFvifYnrrdPv3u3er77Fa9z+qe6fywxDYdHKSedVqli76u7clPAgQIECBAgAABAgQIECBAgAABAiMEJEBHwCzp6rtlXJ9tjW1eScS/yTEf3jpuF9VbddGJPggQIECAAAECBAgQIECAAAECBAisJyABup6ObY3A6weVLh6ZcM/0tW/iY4M+LQgQIECAAAECBAgQIECAAAECBAj0JiAB2hvtSnX8npxNRRfl5enkGYmzuuhMHwQIECBAgAABAgQIECBAgAABAgTWE5AAXU9n+badmiHdYvmGZUQECBAgQIAAAQIECBAgQIAAAQIEllNAAnQ552XUqK7KhvNGbbSeAAECBAgQIECAAAECBAgQIECAAIHrCnTxTMfr9ugVAQIECBAgQIAAAQIECBAgQIAAAQIElkTAFaCLn4h9MoQ9EjsP4rIsL0pcnLggUa8VAgQIECBAgAABAgQIECBAgAABAgSmEJAAnQJtxl12zf7HJo5OHJSo16NK3fL+pcSnEu9LfCDx04RCgAABAgQIECBAgAABAgQIECBAgMAYAm6BHwOpoyZ7p59XJb6beGXi0MR6yc9svkElqO+R+O1EJUC/mDgyoRAgQIAAAQIECBAgQIAAAQIECBAgMIaAK0DHQOqgye7p46TEXVt91ZWc5yTOSpyfuDRxeaLmZMfEbol9E/slbpSoUleMvifxrMQrEgoBAgQIECBAgAABAgQIECBAgAABAusISICug9PRpl3Sz/sTTfLzM6m/LPGhRCU+Nyrbp8F9EnXb/BMT9frlidMTdUu8QoAAAQIECBAgQIAAAQIECBAgQIAAgYUJVNKyrvaseFNilscOPDj7XzHoq26Hn6Wv7L6QUsnbsnjGQo7uoAQIECBAgAABAgQIECBAgACBzSNwfIZaeZRjNs+Ql2+kmzGBtnyK64/ovoPNlbCsqzivXr/5ulvris9nD1rUFaUHrNvaRgIECBAgQIAAAQIECBAgQIAAAQJbXEACtP8/AIcNDvHeLK/s4HDvaPVxYKuuSoAAAQIECBAgQIAAAQIECBAgQIDAGgEJ0DUgPby89aDP73TU9wXpp0mk7tRRn7ohQIAAAQIECBAgQIAAAQIECBAgsJICEqD9T+s3B4c4tKND1S319UVIVT5/7cJPAgQIECBAgAABAgQIECBAgAABAgSGCUiADlPpdt0pg+4eneURM3Z90+z/0kEfF2Z5xoz92Z0AAQIECBAgQIAAAQIECBAgQIDASgtIgPY/vS/KIeqW9R0T7048JbFDYtJycHY4MVHLKq+5duEnAQIECBAgQIAAAQIECBAgQIAAAQKjBLYbtcH6zgTqFvjnJl6cuEmiEpdV/0jiC4m6ivO8xKWJyxI1J5Us3S2xb+L2icMTByWaUonQ5zUvLAkQIECAAAECBAgQIECAAAECBAgQGC4gATrcpeu1L0mH9eVFr0rUFxftmnjIILKYqHwwrY9OXD3RXhoTIECAAAECBAgQIECAAAECBAgQ2IICboGf36S/LofaL/HCxLkTHvbytK/b549KPChRz/9UCBAgQIAAAQIECBAgQIAAAQIECBDYQMAVoBsAdbz5/PR33CD2z/KQxB0Sdbt73R5fV4bW80IvSVycqNvnT0ucmqh1CgECBAgQIECAAAECBAgQIECAAAECEwhIgE6A1XHTM9NfxVYtz8mJ1xdCLWPZM4OquCrx02UcoDERINCbQN0ZsW3C+783Yh0TWFoB7/+lnRoDI9C7gPd/78QOQGBpBZr3/9kZ4Y+XdJT7LOm4NtWwJEA31XStxGDPHJzFXllWLHPZYZkHZ2wECPQq4P3fK6/OCSy1gPf/Uk+PwRHoVcD7v1denRNYaoHbLPXorr0469tLPsalHt42Sz06g1tVgdvlxLZf4pP7rxnboxJ/nThhicdpaAQIdC/wtHRZz1r2/u/eVo8Ell3A+3/ZZ8j4CPQn4P3fn62eCSy7QPP+f0EG+tYlHmw9FrGuUlWmFHAF6JRwdptJoJ5tuszlB4PBfTlLCdBlniljI9C9wMMGXXr/d2+rRwLLLuD9v+wzZHwE+hPw/u/PVs8Ell2gef/Xl1V/bdkHa3zTC9SzDhQCBAgQIECAAAECBAgQIECAAAECBAispIAE6EpOq5MiQIAAAQIECBAgQIAAAQIECBAgQKAEJED9OSBAgAABAgQIECBAgAABAgQIECBAYGUFJEBXdmqdGAECBAgQIECAAAECBAgQIECAAAECEqD+DBAgQIAAAQIECBAgQIAAAQIECBAgsLICEqArO7VOjAABAgQIECBAgAABAgQIECBAgAABCVB/BggQIECAAAECBAgQIECAAAECBAgQWFkBCdCVnVonRoAAAQIECBAgQIAAAQIECBAgQICABKg/AwQIECBAgAABAgQIECBAgAABAgQIrKyABOjKTq0TI0CAAAECBAgQIECAAAECBAgQIEBAAtSfAQIECBAgQIAAAQIECBAgQIAAAQIEVlZAAnRlp9aJESBAgAABAgQIECBAgAABAgQIECAgAerPAAECBAgQIECAAAECBAgQIECAAAECKysgAbqyU+vECBAgQIAAAQIECBAgQIAAAQIECBCQAPVngAABAgQIECBAgAABAgQIECBAgACBlRWQAF3ZqXViBAgQIECAAAECBAgQIECAAAECBAhIgPozQOD6AhcPVl10/U3WECCw4gLe/ys+wU6PwDoCzfu/Wa7T1CYCBFZMoHnfN8sVOz2nQ4DAOgLN+75ZrtPUJgIECKyWwK45nYcktl2t03I2BAiMIeD9PwaSJgRWVMD7f0Un1mkRGEPA+38MJE0IrKiA9/+KTqzTIkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGtJrDNVjth57slBG6Xs3xO4l6Jqp+d+ETi44m3Jn6UmLUclQ6OHLOTH6fdM8dsqxkBAt0K3Dfd/Uvi3xM367DrbdPXExKPTdwhsVvi04n6PfOBxGcTCgECixXo4/3v83+xc+roBEYJ1N/LH5eoz+SKKxJfT3w18erEFxJdFJ//XSjqg0C3AvN4//v873bO9EaAQAcCz04f9Reen46ISoTunpi1vDkdjDrG2vU/mPVg9idAYCqBeq/XP37qPfn9qXoYvtOtsvpLibXv9eb1ldl2zPBdrSVAYE4Cfb3/ff7PaQIdhsCYArdNu5MSzWfwsOVV2f6XiV0SsxSf/7Po2ZdA9wLzfP/7/O9+/vRIgMAMAk/Mvs1fei5N/fWJpyT+NFH/69ts+2LqeydmKU1SpelzvaUE6CzS9iUwnUBzRWbz3uwqAVr9nppo+v186v8tUb9r/neirviubVcnnppQCBCYv0Bf7/86E5//859PRyQwSmDHbKi/1zefyeel/rLEf0o8PfGGRP2nZLO9Xk9bfP5PK2c/Av0IzPP9X2fg87+fedQrAQJTCNw8+zSJh0o4HrGmj+3z+k2J5i9Ar1qzfZKX9b/HPxn0Vf/jfIsNYq9sVwgQmJ/AoTnUaYnm/V7LrhKgL2n1+5bUd0i0y/3yon4H1THrH137JBQCBOYn0Of73+f//ObRkQiMI/DKNGo+6z+Y+h5Ddrp71p3bavfIIW3GWeXzfxwlbQjMT2Ce73+f//ObV0ciQGAMgT9Lm+YvQHUl1rByw6ysZ/RVux8mdk1MU+ofV82x/vs0HdiHAIFeBOovJ69INP9B0bxPa9lFArT+YVW/O6q/byfWJj+z6prykPxsjv0n167ykwCBngX6fv/X8H3+9zyJuicwgcB2aXtJoj5vL0ysd3fXQwftqu0JiUmLz/9JxbQn0K/APN//dSY+//udT70TIDChwDlpX3+puTgxKilRXT4m0SQmnlorpii/k32aPh42xf52IUCge4FfTJffSjTvzUqC1n+MNL8bukiA1n+uNP0/J/X1yteysdp+L1FXoCsECPQnMI/3f43e539/c6hnApMKHJIdms/k122wc10E0SRL6zb5SYvP/0nFtCfQr8A83/91Jj7/+53PufVeHwYKgc0usH9O4BaDk/hIlvUlSKPKh7Kh/rJU5ehrFxP/vEdrj1NadVUCBBYnUFddHjA4fCUdH5A4LlFffFCled9f+2q6n/W/v005samMWP6fwfpbZvkrI9pYTYBANwLzeP/XSH3+dzNfeiHQhUA9k7MeRfWVxEZ/H6/ncv/fRJV6bNaNrqmN/8Pn//hWWhKYh8A83/91Pj7/5zGrjkGAwFgCj0mr5n+Ax7kl/buD9nW16DSluY2+/T/I26Sj/RJ7TtOhfQgQmFmg3vt1ledzE/WXoqZ8J5X6/XB+s2KG5dcGfdXVpRtd1fmbg7Z17GcmFAIE+hOYx/u/Ru/zv7851DOBPgVuks4rCVqfyV+d4kA+/6dAswuBJRGY9f1fp+Hzf0km0zAIELjBDZ4XhPoLTcWTxgD5ZKv9pF9Qsm32vXSw/weyvG/ig4nmtpoaw1mJtyVul1AIEJiPwF1zmBsPOVSXCdC6mrR5jw851HVW/fqgbbX/X9fZ4gUBAl0LzOP97/O/61nTH4H5CfxBDlWfxxVvmOKwPv+nQLMLgSURmPX97/N/SSbSMAgQuFbgxVk0f6k5cgyU97TaHzRG+3aTu7T2rStIm+MOW1ZS9HfbO6sTIDB3ga4SoLtk5M37/DNjnMU9W+3fPkZ7TQgQ6F6gq/d/jcznf/fzo0cC8xCoR9H8IFGf4XUHx2GJSYrP/0m0tCWwXAKzvv/rbHz+L9eczjSa+vYshcBmF6jL2ptSV2duVNptdt6o8Zrt7ed/7JptP0p8JHFy4txEJVQfkbhdov7C9KrEvyfelFAIENi8AvP8PbN5lYycwOoK+Pxf3bl1ZqsrUJ/dJySaz/C/TP3jE55us2/t1v43xKhu2m0m/XfGqD6tJ0BgcoEu3v91VJ//k9vbgwCBHgUqudhcmVW3pG9U/j4Nmva/vFHjNdtf3Nr37NTrf4TWlvrLTt3y2hzj/NRvvraR1wQIzEWgqyvA7pjRNu/pE8cY+W1b7U8eo70mBAh0L9DV+79G5vO/+/nRI4E+BXZK5ycnms/ur6de6yYtPv8nFdOewOIFunr/15n4/F/8fBoBAQItgXZC8/DW+lHVf8iG5i9Dh4xqNGL97bO+rvB8dmL/xKiybTZ8LtEc54WjGlpPgECvAl0lQNoJzQ+PMeID06Z5/9dzghUCBOYv0NX7v0bu83/+8+eIBKYVuFl2/ESi+Rz+duoHTNmZz/8p4exGYEECXb7/6xR8/i9oIh2WAIHhAv8zq5u/4Pza8CbXWfvOVvs7X2dLty8e2jpOfWGSQoDA/AW6SoDslaE3v2fqH1UblbulQdP+LRs1tp0AgV4Eunr/Tzo4n/+TimlPoDuBSlZ8I9F8Bn8r9WmTnzUqn/+loBDYHAJdv/8nPWuf/5OKzbn9Ded8PIcj0IdAfRlRU3ZrKuss223a+66zy1SbTm3tVd9QqxAgsHkFftgaevt3SGv1dartNn3+nrnOQb0gQGApBHz+L8U0GMQWFKg7u+o/KSsJUuWUxKGJM+rFlMXn/5RwdiMwZ4E+3v+TnoLP/0nF5txeAnTO4A7Xi8A3W73u26qPqjZtrkqDC0Y16mD92emj/ve5yp7XLvwkQGCTCtSXGnxvMPbmd8h6p9JuU1+QphAgsHUEfP5vnbl2pssj8PAMpR5R0zx3v+6+OiJxXmKW4vN/Fj37EpiPQF/v/0lH7/N/UrE5t5cAnTO4w/UicFqr1+Z/fFurrlPdPq/2G6z5UpaXXWfrxi/qqq46xjhXdFYCZJtBl3UrjkKAwOYWaH7X1O+B5h9Yo87oDq0Nn2nVVQkQ2JwCPv8357wZ9dYQeEpO8+2J+uKTKq9OPDTxo3rRQfH53wGiLgj0JND3+9/nf08Tp1sCBKYTuHF2q0RmXW1ZSc31ymHZWO0q6i9Hk5Rd0/jKRO3748SOifXKg7OxOZZnAK4nZRuB/gS6fAbgn2aYzXv6ERsM+aRW2703aGszAQL9CHT1/vf538/86JVAFwJPSCdXJ+rzuZbPTHRdfP53Lao/At0IPCHd9Pn+9/nfzTzphQCBjgX+Mf01iYl7rNP3a1vtjlyn3ahNH2vt/7BRjQbrT261PXqDtjYTINCPQFcJkBrdwYnm90z9zhlVbpMNVySqras/RylZT6B/gS7f/z7/+58vRyAwqcBB2aG5OOEnqR87aQdjtvf5PyaUZgTmKDCv97/P/zlOqkMRIDCewEPSrElMfDr1mw7Zra7IbJISdaVoc3t6u2klLn5hEPu1Nwzqf5Blc5xvp777kDa16mmJpt3nUh92rGqnECDQr8AkCZCN3v810s8m6r19deKYxNpSt9+dmGje/49c28BrAgTmJtDl+9/n/9ymzYEIjC3w0bRsPm+fP/Ze12/o8//6JtYQWHaBeb3/ff4v+58E4yOwRQVOyHk3fwn6fOr3T9Rt6rdKPD3RJD/rf4hHXf1Zt8U3ffxN6mvLdlnR/l+gb+T1UYkbJ2pb/Q/x6xNNH5emfnhCIUBgMQKTJEA2ev/XGdQ3TFbys97j9bvkuMQBiXq+8P0SH0k07/9Ppu5Z20FQCCxIoMv3v8//BU2iwxIYIXBs1jeft/V5/P7E+8aMPdOuXXz+tzXUCSy/wDzf/z7/l//PgxES2JICe+Ss/ynR/GWolk3Ss73uGevojPMXoEqonr7mOJUQuXzNurPyuq4mVQgQWJxAlwmQ5iwelcolifbvlbW/a+o/R27W7GBJgMBCBLp+//v8X8g0OiiBoQL1n4ztz+FJ6rde0+M4f/+vXXz+r4HzksCCBOb9/vf5v6CJ7vqwrkzpWlR/ixS4MAd/UOKFiapXqauymlK3vdeVn69oVky5/G72q2eO/GHiokEfdYv7DoP6+Vm+LVHJz7pdViFAYLUE3prTqStB6/1dV51UaX7XVCK0fsfU9u8nFAIEVkfA5//qzKUz2fwCd1nAKfj8XwC6QxIYIjDv97/P/yGTsBlXeS7hZpw1Yx5XoG5LrS9EujRRV2yekagrNbss9Z8I+yXumKhn/9XzPr+dUAgQ2BoCO+c069EXt0l8K/H1RPMfI6kqBAisqIDP/xWdWKdFYEwBn/9jQmlGYMUEfP6v2IQ6HQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIENo/AtptnqEZKgAABAgQIENiyAtvnzPdL3D2xd+KyxKUJhQABAgQIECBAgAABAgQIECBAgAABAptSYKeM+jcSH0n8JPHTNfGDvH5j4o4JZfECdWHBrRc/jOuMYL0xfSYtz018/Tp7eEGAAAECBAgQIECAAAECBAgQIEBgDgK/lmOcl1ib9Bz2+qq0+7tEXSWqLEbgfjnsqYnfW8zhhx51ozGdkb3qz9O/D93bSgIECBAgQIDACglst0Ln4lQIECBAgAABAqsg8IKcxPMTNxycTN3q/vbEaYkzEzsnbpd4RKKu/qyr/J6U2DXx2ERdLarMT+ChOdS753e4sY60jGMaa+AaESBAgAABAgQIECBAgAABAgQIrLZAJTLbV3n+dV7vNeKUK/H5m4m6ArTZ569GtLW6P4HHt/yf2t9hJup5nDE9KD1WEr2SpQoBAgQIECBAgAABAgQIECBAgACB3gXqqs4fJppk5nPGPOKTW/tcmfptxtxPs24Exkk2dnOk8XtZxjGNP3otCRAgQIAAAQIdCzS3VnXcre4IECBAgAABAgQmFHhR2t94sM8/Zlmvxyn1/M9/HjSsxxs9Y5ydtCFAgAABAgQIECCwVQQ8A3SrzLTzJECAAAECBJZZYLcM7qjBAOsK0BdMONiXpP29Ep9InJkYVer5ob+b+MXEnRN7J76a+GKikqjvSIwqh2XDbww2Pi/L8xMPSPxq4tDEnRJfS3wu8cbEZxMblRrHf0rU2OvK1boC9t8S/5J4ReLixHrl4Gx8ZKKWd09cnvjCIP42y/qW81GlEsy7Jz6VeF3iZonHJO6bqPOpRwvUuZTpqxNXJNrl/nnxqMSBrZW1/10Hr1+W5emJX07U+ip/nLjJYHlklj9KnJh4aeKsRLvcJS8enijXitsm/m/iG4N4c5b1Te7tMu6Yap8/S+yZ+HHimYlR5ZBsODZR46lxXJSoPy8VlXz/XmJUmdV4VL/WEyBAgAABAgQIECBAgAABAgQIbDKBJ2S8lfis+HpimnLDDXaqZF0l2ZrjDFu+J9tvMaKf9q32t0+b49bpq5KFzxjRT63eNVHJ1mFjaNZdkO3/MTGs1Lk+N1HHadqvXVaycNT+2XSD7wz2PT7L/ROnD16v7adefzqxf6Jd/nNeDGvbrDti0LieC9qsu1vqZ7ZeN+uflHVN2TaVP0pclmi2D1tWgrYSp9slmjLumKr9GYnq99/rxZCyd9b9feLqxLDj17oLE8ckRpVZjUf1az0BAgQIECBAgAABAgQIECBAgMAmE6irFZsk07t6GPtRrf7rOJ9M/HnidxOvTZydaI7//dSHPUf0ya027xzUKwH53kRd6ffGRF0N2PRTy19PrC07ZMXnE027i1N/XeJpiUrg/VOi2VZXJ94nsba8PyvabepKxNr/DxJvS9SzUJvtv5/6sNIk5/41G7+bqPaVBK25+IvExxPtfsqsXe6fF3Vl6IcTzbH+ZbCu1t8hUaWdAD0xr5u2lcCsel0FumuiKW9PpWlzQep/lXh64rcSddVmXeHabK/l0YmmjDuman9GovYflgDdNuvrytjmOD9IvZKhNT/PT3ww0Wyr5YsTw8qsxsP6tI4AAQIECBAgQIAAAQIECBAgQGATCpyQMTcJpUpydVnqNudzE9V/JSyHJQR3z/q6+rMZw7tSX1uenBXN9lp+KVG3RbfL9nnxoUTTrpKja8ufZEWz/dTUm0Rhu90zW21OaW9I/TGtbZUMHLb/4Vl/3qDdJVnuk1hbmuRcM5bnpEH7aspqXwncdhL0XrVyTXl8Xjd9VLJzbWknQKvdvyWOTNwoUcndujK3KXdM5epEtftqouZlbdkmK/57ojnmsEcNPL61fdiYqs8zBm2GJUCPa+3/mdQPSKwtj8iKixI1jkrm3jOxtnRlvLZfrwkQIECAAAECBAgQIECAAAECBDaZQCUCm4RW+4q+Lk6jrsxs+n7JOh1W8rKSc03bStK1SzsB+pNs+IX2xla9knaXJ6qfSrhWwq4pO6ZSVzzWturjTolR5eRsaMbStNs5684arK+rQw9MjCq/lg3N/scPadROzlXyd1R5cTY0/VRicG15fFY024clG2tds73O+bC1HbRev6rVtpKvo0olan+YqH6vTLSN8/IGG42p2pyRqP3XJkDvnHU1b7Wtksd7J0aVJ2VDtauoK0bXjqMr43StECBAgAABAgSmF7jh9LvakwABAgQIECBAoCOBm7b6qaRRl+VBg84qYfaidTquRNrzWtuPbtXXVv85K4ZdeVjtKqF2WlVSKqm62zW1a388IItKYlZ5c+Jr19SG/6jEYyUE6/bvSwdNjspy30G9kpqnD+rDFidm5VcGGx6bZd16P6r8j1Ebsv5jrW31RUmzlLqa9ePrdFDn+8jEsxInrdOurrj81mB7JUPXO7d1uhm6qeao5q3KXybqStpR5Q3ZUFeqVqmrWe9wTW34j3kZDz+6tQQIECBAgMCWFqi/MCkECBAgQIAAAQKLFTg/h7/NYAjtZOiso7p5Othj0Mm/ZlnPlFyvvK+1sbnqsrXqZ9W6UnS9cmFrYzs5d0Rr/cmt+rDq+7Oyol0ObL1YL5HYNPt0Kv8hsW3igMTXE8PKeucz6lyG9bPRuvWOU/tW4rhJHo/q65bZ8CuJdjK2/k5fV912UdrzvtZ/bf91ResJibpqtErtOyopvd65d2l8zUD8IECAAAECBAi0BSRA2xrqBAgQIECAAIHFCJzbOmw7sdVaPVW1SUzVzmeO0UNdJVpJ0j0TlWysW5rr9ua15dtrV6x5XbdQN6V9x9EtmpVZ1q3sk5b2FYZ1O/8LN+hgt9b22ndYArQSh+td5TjqXFpdj139xtgtr52Dw9K+5rDGXvNRzwjdK7G21Dx1VSb9M3NG68A1vmFlnsbDjm8dAQIECBAgsMUFJEC3+B8Ap0+AAAECBAgshUA7Gdi+Am/WwbWvmBz31vqzc9BKgO4yWH5/yCAuHrJunFV1RWpTvttUJljevtW23Vdr9cjq7UZsqaTvsCTviOYzrS7bjUpdCXxc4tjEjiMa15+XmwxiRJOpVzd/Zq5KD+eM0Uv7nPYb0X6exiOGYDUBAgQIECCwlQW228on79wJECBAgAABAksiUM+r/J3BWH51ijHVFYBfTnwv8c+Jv0vUVY3tW4vHvbW+kp9NmTbR2ey/dtm+Bb8SeJOWH7V2+JPU2/21Ng2tfnzo2vmuvHqDw+2T7R9NtBOJ9UzVLyXqi7K+mKjb+mtZz2C9V6JKlwnc+jNzq0T9O+HGiUperlfaf14uWq+hbQQIECBAgACBRQlIgC5K3nEJECBAgAABAj8XqAToZYm64u/uiQMSZyTGLXWr9F0GUfVXD3b8xmBZi/1b9VHV7bOhknBVKpl1xTW17n60nwN56w26raRuPbuzrkRsyumpPGDwohKB9fzJVSpvyck0yc9TUv+txOdGnGD79v4bjmgzzer6M3PXwY77Z1nJ1/XK/q2N9SxbhQABAgQIECCwdAJd/mVp6U7OgAgQIECAAAECm0TgxxnnewdjrcTfn0847t9ttX9r6nXVYJVKODZXBx6UevW9Xqk2zd8P28nK9faZZFu7zztssOMvZnslhc9MPDtRpRKgTblnU1lneY9sq372Tmx07ut0M5dNe+QolbyucnHi8MSo5GddxHDLRFO6vKihnTRvEqHNcYYt79Za2Z7f1mpVAgQIECBAgMBiBZq/4C52FI5OgAABAgQIECDw3BDUl8VUeVTicdfUNv7x22ny2Faz17bql6Zet05XqWc7PuKa2ugfNYamvKupdLis27abhOxTUt9hnb4flG11BWhdEfnNQbt/HSxrUUnfXVuv11Z3yooTErXPuYk7J/oo9U3oTanxTlvunR2bJO0nU6+k+Kjy0Gyo29Obsva4s4ypjt2UP05lvX8vVIL0qEHjH2b5fwZ1CwIECBAgQIDAUgms9xeapRqowRAgQIAAAQIEVlygrp57Wesc35j6f0ncqLWuXa3b1f9z4q9aKyv52U5g1aZntba/KPVbtV63q5XIahKklYh9U3tjR/Wvpp83DPq6dZZ/MKLf22b9Mwfb6rmf/zSofyrLtw3q+2RZXmuTf4PNN/gfqdSVn1UqMXfaNbXuf7SfS7rXDN1/t7XvnVIflRyuq0SPb7Wt6o5rXs8ypnenr48O+qsEZ3P17ZpDXJN8rj97TdL2zanXFbsKAQIECBAgQIAAAQIECBAgQIAAgZECleysW9jrKskmzkv9LxKPTfxS4tGJFyROTzRtavn+xKhkYCUNm7b1nMbfSFQCstpXkqv6ry/oado8PfW15clZ0Wx/6tqNa17XlZdN2yYJ2TS5ZSp1tWCz/fWp163qldC9SaLO7zuJZnt9G3q77JsXleBrtn8s9V9O7JZozucfUm+2V9t7J9aW5hjlsV75xWxs+nr1kIb3bW2v8/rTRCWdm1v8y6rZvwxHlRr7OYmm7T+m/uuJ+jNRFy3cM1FJ4YsSTZtmeXDWtctGY6q2ZyRq/+ZxCbWuKXdL5apE03953idRY9kz8ZDE1xPN9uqr5m5t6cp4bb9eEyBAgAABAgQIECBAgAABAgQIbGKBSnbVlXVNcmmjZSUuK0HVviU6L69TKmn19sTavq5cs65unX5+Ylip5F2z/ywJ0Or7AYm64rHpr5ZXrHld6+oKz2Hl/ln57UR7/3JYez7V5wMTw0pXybmd0vnasdS46hb9KuMmQKvtrybqPNrnVUnVH7TW1TlWwrqSrE2730q9XTYaU7U9I1H7D0uA1vZHJCo53Byjlmt9a92XE3dMDCtdGQ/r2zoCBAgQIECAAAECBAgQIECAAIFNLnCXjP9/Ji5JtJNQTb2SUR9I1NWT45a6ivTfEmuTbHW133sS90uMKl0mQOsYeyTqNv9K8DXn1Cy/knWVDFyv7JqNr0lcmGj2a5Z1PnWrfXMVZqrXK10m5w5M759JtJO4fz044iQJ0NrliMQpieZcmuXlWffhRF2xW+V2iWbbR69Zc90f642pWp6RqP1HJUCrTV29+5bEsDk6K+ufn9g5Map0aTzqGNYTIECAAAECBDYUaJ7Zs2FDDQgQIECAAAECBBYisH2OeqvErQdRyajTE5XAqkTfNKWShwcl6nby7yaqv7rabxGl/j5620Ql9i5OfDVxTmKSsk8a1/nskvjWIMpp3qVuEa/E4wWJcxOVaJ6mlMltEpXk3D3xtUTdcj7NfHcxphrPAYmaoxrDtxOnJaY9v+yqECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRWR+D/AZTKcjpjgEX7AAAAAElFTkSuQmCC)
## Fit model directly to the 0/1 data in nomove
anes.logit <- glm(nomove ~ conc, family=binomial(link="logit"),
data=anesthetic)
## Fit model to the proportions; supply total numbers as weights
anes1.logit <- glm(prop ~ conc, family=binomial(link="logit"),
weights=total, data=anestot)
## Footnote Code
## Graphical summary of logistic regression results
anestot$emplogit <- with(anestot, log((nomove+0.5)/(move+0.5)))
plot(emplogit ~ conc, data=anestot,
xlab = "Concentration", xlim = c(0, 2.75), xaxs="i",
ylab = "Empirical logit", ylim=c(-2, 2.4), cex=1.5, pch = 16)
with(anestot, text(conc, emplogit, paste(round(prop,2)), pos=c(2,4,2,4,4,4)))
abline(anes.logit)
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)
summary(anes.logit)
##
## Call:
## glm(formula = nomove ~ conc, family = binomial(link = "logit"),
## data = anesthetic)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.7667 -0.7441 0.0341 0.6867 2.0690
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -6.47 2.42 -2.67 0.0075
## conc 5.57 2.04 2.72 0.0064
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 41.455 on 29 degrees of freedom
## Residual deviance: 27.754 on 28 degrees of freedom
## AIC: 31.75
##
## Number of Fisher Scoring iterations: 5
## Sec 8.2: Logistic Multiple Regression
## Footnote Code
## Presence/absence information: data frame frogs (DAAGS)
plot(northing ~ easting, data=frogs, pch=c(1,16)[frogs$pres.abs+1],
xlab="Meters east of reference point", ylab="Meters north", asp=1)
![plot of chunk unnamed-chunk-1 plot of chunk 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gQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI7IrASXZlJesQ2A2Bc2bduyUH7MY2rEqAAAECBAgQIECAAAECBAgQ2FcEvpcb+ojkR/vKDd7s23nSzd6g7RFYR6DFz79cp4/FBAgQIECAAAECBAgQIECAAAEC/yvwiYw+/38njW1EQAF0I1r6bobAuPLzJdnYWzZjg7ZBgAABAgQIECBAgAABAgQIENihArfK7bp0MuopO/Rm7tmbpQC6Z31tfXWBFj8fu/piSwgQIECAAAECBAgQIECAAAEC+7xAi5+NthsC++3GulYlQIAAAQIECBAgQIAAAQIECBAgQIDAthZQAN3Wd4+DI0CAAAECBAgQIECAAAECBAgQIEBgdwQUQHdHz7oECBAgQIAAAQIECBAgQIAAAQIECGxrAQXQbX33ODgCBAgQIECAAAECBAgQIECAAAECBHZHQAF0d/SsS4AAAQIECBAgQIAAAQIECBAgQIDAthZQAN3Wd4+DI0CAAAECBAgQIECAAAECBAgQIEBgdwQUQHdHz7oECBAgQIAAAQIECBAgQIAAAQIECGxrAQXQbX33ODgCBAgQIECAAAECBAgQIECAAAECBHZHQAF0d/SsS4AAAQIECBAgQIAAAQIECBAgQIDAthZQAN3Wd4+DI0CAAAECBAgQIECAAAECBAgQIEBgdwQUQHdHz7oECBAgQIAAAQIECBAgQIAAAQIECGxrAQXQbX33ODgCBAgQIECAAAECBAgQIECAAAECBHZHQAF0d/SsS4AAAQIECBAgQIAAAQIECBAgQIDAthY46bY+un3j4M6em3mG5FRTTsjwe8n3k+OSTmsECBAgQIAAAQIECBAgQIAAAQIECOyCgALoLqDt5ioHZf3bJLdMLpp0erX2syz4SPKfySuSVyX/k2gECBAgQIAAAQIECBAgQIAAAQIECCwg4CfwCyBtUpezZjtPSL6SPD65QrJW8TOLf60F6ksmd05aAP2v5HqJRoAAAQIECBAgQIAAAQIECBAgQIDAAgKuAF0AaRO6nD7beH1ysZlt9UrOryVfTI5Njk9+kvQ+OUVymuQcyaHJyZO2XjH6suTPk8cmGgECBAgQIECAAAECBAgQIECAAAECawgogK6Bs0mLDsx2XpmM4ud7M/7o5I1JC5/rtQPS4bJJfzZ/u6TTj0k+nfQn8RoBAgQIECBAgAABAgQIECBAgAABAgS2TKBFy17t2Tw32Z3/duC6Wf+n07b6c/jd2VZW35LW4m0t7rEle7dTAgQIECBAgAABAgQIECBAgMDyCPxbDrV1lFstzyFvvyNdxgLa9lNc+4iuOC1uwbJXcf587e5rLu0Vn38x9egVpedas7eFBAgQIECAAAECBAgQIECAAAECBPZxAQXQPf8AuNK0i5dneOIm7O5FM9s4/8y4UQIECBAgQIAAAQIECBAgQIAAAQIEVggogK4A2QOTh0zb/NImbfu4bGcUUk+5Sdu0GQIECBAgQIAAAQIECBAgQIAAAQI7UkABdM/frZ+bdnGFTdpVf1LfP4TU9sFfDvxLgAABAgQIECBAgAABAgQIECBAgMA8AQXQeSqbO+/90+ZuluFVd3PTp8v6j5q28e0Mj97N7VmdAAECBAgQIECAAAECBAgQIECAwI4WUADd83fvw7KL/mT9FMlLkzslJ0s22i6RFV6XdNj25F8O/EuAAAECBAgQIECAAAECBAgQIECAwGoCJ11tgfmbJtCfwN83eURy2qSFy46/JflQ0qs4v5Ecn5yQ9D5psfQ0yTmS8yZXSS6ajNZC6N+MCUMCBAgQIECAAAECBAgQIECAAAECBOYLKIDOd9nsuY/MBvvHi56Q9A8XHZRcf0oGG2qvSe9bJj/f0Fo6EyBAgAABAgQIECBAgAABAgQIENgHBfwEfu/d6c/Irg5N/j75+gZ3+5P078/nb5BcJ+n//6kRIECAAAECBAgQIECAAAECBAgQILCOgCtA1wHa5MXHZnv3m3JYhpdPzpf05+79eXyvDO3/F/rD5PtJfz7/8eTDSedpBAgQIECAAAECBAgQIECAAAECBAhsQEABdANYm9z1mGyv0QgQIECAAAECBAgQIECAAAECBAgQ2EMCfgK/h2BtlgABAgQIECBAgAABAgQIECBAgACBrRdwBejW3wcrj+DAzLhIcrHkjMlnkk8mn07+O9EIECBAgAABAgQIECBAgAABAgQIEFhQQAF0Qajd6Hb1rHvxaf1/yfDHq2zrZJl/3ykHzOnzqcy7d9I/hqQRIECAAAECBAgQIECAAAECBAgQIEBgWwg8KUfxP1MOXuWI+tfhPzLTb/SfN3xl+i1z4fox0+28R4YaAQIECBAgQIAAAQIECBAgQIDA6gL/lkWtD91q9S6WrCewzIW09W7bsiw/SQ70iOSiMwf8wYz3L79/MWlx9MLJbyZt100enfxpJzQCBAgQIECAAAECBAgQIECAAAECBFYXUABd3WZvLblbdnT4tLOvZ3iX5MXT9Ozgapl4QnKh5O7J+5NnJhoBAgQIECBAgAABAgQIECBAgAABAqsI+Cvwq8Dsxdm3nvbVy5lvmswrfrbLUcnhSYukbff65cC/BAgQIECAAAECBAgQIECAAAECBAisJuAK0NVk9s78/bOb/rX3thckb/vF2Or/fDOL+n9nPi+5cHLK5PhkT7fTZAeXTjajYH7OPX2wtk+AAAECBAgQIECAAAECBAgQIEBgCCiADomtGR6W3Z5i2vV7FjyEXgna1vvuEsm7OrGH279m+zfZ5H38Xrb32E3eps0RIECAAAECBAgQIECAAAECBAgQ+BUBBdBf4djrE9/IHvvT9/4hpF7duUg7Np1OSFo4PTTZGwXQF2Y/p0t6nLvb+secekXp3rhydXeP1foECBAgQIAAAQIECBAgQIAAAQJLLqAAurV34A+z+y8mLWReIXl2sl47LB3GVaOfW6/zJi1/frbTbEbrH2+6VPKjzdiYbRAgQIAAAQIECBAgQIAAAQIECBBYS2Az/k/HtbZv2a8K/EYmR/FyLHnqNHL1DBe5wvLPx4oZfmpm3CgBAgQIECBAgAABAgQIECBAgAABAisEXAG6AmQPT74m2/9Z8rGkV0K+L3l38v3kgskjk9kCZyb//9bi6D2TP5nm9P8C7XoaAQIECBAgQIAAAQIECBAgQIAAAQIEtkzgidlz/5/PRXObFUd6xkw/IPnAzDZaRL14soythd9aHLmMB++YCRAgQIAAAQIECBAgQIAAAQJ7UeDfsq/WUW61F/e543blCtA9f5feLbv45+SSSf9q+8hZMj6vHbBi5iGZfuDMvD7o75/818w8owQIECBAgAABAgQIECBAgAABAgQIzBFQAJ2Dssmzfp7tfXLKc2e2ffaMj2Johy2Qnic5Oplts38d/rgs6BWir5rtYJwAAQIECBAgQIAAAQIECBAgQIAAgfkCCqDzXfbG3K9mJ81sMfOgTP90xc6PzfQ/Jq9P3p6ckGgECBAgQIAAAQIECBAgQIAAAQIECCwgoAC6ANJe7PKDOfvq//d57znzzSJAgAABAgQIECBAgAABAgQIECBAYB2B/dZZbjEBAgQIECBAgAABAgQIECBAgAABAgSWVsAVoNv3rjtbDu28yYHJh5KvJxoBAgQIECBAgAABAgQIECBAgAABAhsQcAXoBrA2qevJs50LJGdYZXsXy/xXJP3/Qd+avDr5WvKV5F7JSRKNAAECBAgQIECAAAECBAgQIECAAIEFBBRAF0DapC6nz3aeknwn6V+F7193f1vyJ8loLX626Hm9MWNm2L8a/6jkdcnBM/ONEiBAgAABAgQIECBAgAABAgQIECBAYEsFTpm99y+4/88qGUXQj8ws/1HG3528NPls8vNkrN+/CL+s7f058N6OI5f1BjhuAgQIECBAgAABAgQIECBAgMBeEvi37Kd1lFvtpf3ZDYFdEtg/a70sGcXLXgF6VPK+5KfT/BMzvN803n7PSVb+RP5ymfeJmT63zvgyNgXQZbzXHDMBAgQIECBAgAABAgQIECCwFQIKoFuhbp8bFmihchQ/n5nxU89s4awZHwXB0eeVM8tXjvZn9P2/QNv3yysXLsn0uL2uAF2SO8xhEiBAgAABAgQIECBAgAABAlsmoAC6ZfR2vBGB16RzC5b9S+4nnbPimTOvP3cfBdALzukzO+umM33PMrtgScYVQJfkjnKYBAgQIECAAAECBAgQIECAwJYLKIBuwl3gjyBtAuI6m7jItPy5Gf5sTt9jM+/Z0/wfZPipOX1mZx01MzG2PTPLKAECBAgQIECAAAECBAgQIECAAAECQ0ABdEjsueGZpk2v9ZP1/n+gbeNK0F9Ozf+3BdMTpkW/Pr+LuQQIECBAgAABAgQIECBAgAABAgQIVGDeT7LJbK7AMdlcf9Z+3jU226s+v5YcnJw2+V6yWjtnFpxiWvi51TqZT4AAAQIECBAgQIAAAQJbLtC/AXF4cmhysqR/0+GtydcTjQABAgQI7BiBF+eW9P/3/GIy+weQ5t3AFjb7V+PXao/MwvH/hbZYumzN/wG6bPeY4yVAgAABAgQIECBAYKMCZ88KT0v6671x/jaGP8+81yaXTDQCBAisJ+D/AF1PyPJtIXCjHMV4o3tjxnfnZ+t/mvVPnLb3+gyXsSmALuO95pgJECBAgAABAgQIEFhU4PB0/FbS88D+HYi3JI9PHp28LBn/9VnP7e6aaAQIEFhLQAF0LR3LtpXAUTmaUQTtm93Lk0sveIRnTb8/T96TjG38NOMXSpaxKYAu473mmAkQIECAAAECBAgQWESg53k/Tnru9srk3MnK1l/ytRg6zu9uv7KDaQIECMwIKIDOYBjd3gItYr49GW9wHV5jwUP+gxXrLfu3hAqgC97xuhEgQIAAAQIECBAgsFQCB+Rov5T0fK9/r+F1SQsX90wOTVa2P8qM9v1JMq9QurK/aQIE9k0BBdB9835f2lvdN8OHJP2/QPsm16LoIq3fILZ/8+XkyskyNwXQZb73HDsBAgQIECBAgAABAvME+odvP56Mc7eVw/4U/qnJ6ZLZ9vRMtO8zZ2caJ0CAwIyAAugMhtHlEThJDvVyGzjc/jziQcmVkpNuYL3t2lUBdLveM46LAAECBAgQIECAAIH1BM6VDvdL3pB8Mvlo8u7k+GQUPV+d8Zsm10xumzwn6X9j1uWfSg5LRjssI53//aR/JV4jQIDASgEF0JUipgksgYAC6BLcSQ6RAAECBAgQIECAAIFfEWhx8jHJKGSOYufssH/dvdO9iGVlO29mjHOhFk1PPdOh013vEjPzjBIgQGAIKIAOid0Y7rcb61qVAAECBAgQIECAAAECBAjsdIEDcwPflNwj6Tn0s5IbJv3Ze4uabV9N+mu/ticlK8+1P5t5V00+klwk6VWko31pGjl4zDAkQIAAAQIElltgfOt55HLfDEdPgAABAgQIECBAgMA+IvCi3M5eofnF5DrJyZO2/n2Gzv9G0qs+/zsZV4H+fcbntUtlZvv8KGlhte1tSbfzW53QCBAgsELAFaArQEwSWAYBBdBluJccIwECBAgQIECAAAECFfirpMXJUdgc4/+Zeb0qtNOj2Nm//N7pE5P+0aNeITqvvTUz2+/3khZTfzBNuwI0EBoBAv9HQAH0/5BsfMbKy/I3vgVrECBAgAABAgQIECBAgACBnSVwqtyc/vGih083qz9v/2byhaQFzssmV0va+vP3tlf8cvBrn85w/6Q/mZ/XWgBtu3Byi6T/H+j7kq8nGgECBAgQILADBFwBugPuRDeBAAECBAgQIECAwA4WOEVu2zuTcbVnC54XmLm9XX6jpD9jb5/+BfgrJv1DR/0jSb36s/O/nMxr98zMLn9K8rVpvIVQjQABAvMEXAE6T8U8AttcQAF0m99BDo8AAQIECBAgQIDAPihwltzmGyR3SN6QjAJmhx9I5rVXZWaXN71684zJg6fp8ZP5Xkm6sv1DZnSdXlHa4euT8QeUMqoRIEDgVwQUQH+FwwSB5RBQAF2O+8lREiBAgAABAgQIENgXBC6fG9mCZ/+A0ShmjuF3pnnjJ+uZ/JXW//uzfb84DR+dYQuZz56mu+zVye8n50sOTX4n6R9NGvv4YMZPn2gECBBYTUABdDUZ8wlsYwEF0G185zg0AgQIECBAgAABAvuIQAuVf5uMKzV/nPHXJB9JWpwcxc+On5CcK1nZLp0ZXf79afjtDE+a9Cfys38RfhQ7Z4fd79OT8ZfgM6oRIEBgroAC6FwWMwlsbwEF0O19/zg6AgQIECBAgAABAvuCwANzI1uQ7P/X+ZDkoKTt40nnXzb57WT2//M8c6ZXtv7ho/YfRdBeUXqDaV5/Ov/nSX/i3j+M1CtF+/+Ftn+vFtUIECCwiIAC6CJK+hDYZgIKoNvsDnE4BAgQIECAAAECBPYxgd/K7e0VmC1uXn/Fbf9Bplug7F9mbzsi6XTzsmRlO2dmzP6k/a6ZfnfS/i1+jtY/kvT5pPPfkZws0QgQILCIgALoIkr6ENhmAgqg2+wOcTgECBAgQIAAAQIE9jGB/p+eLUQ+YM7tHn/ZffzxokPTpz+Bb//mCsnKdqnM6E/ou3xcMfrdjN8puW/y5mSs/66Mz7uSNLM1AgQIzBVQAJ3LYiaB7S2gALq97x9HR4AAAQIECBAgQGAnCxySG9diZH+yPoqcs7f3U9PyS87MvN00r+v1Z+2nmVk2RsdP50ehc+WwV5Y+MDn5WMGQAAECCwoogC4ItVa3/gfNGgECBAgQIECAAAECBAgQ2BcE+lP0tjclvWpzZev88yc3TfoX2tuekVwk6U/aWxj9SvK65DPJ/snlkgslbT9MjkhOTE6XfDPpRSD9A0stgmoECBAgQIDAPiDgCtB94E52EwkQIECAAAECBAhsU4E/y3H16szHrnJ8LWZ2eQuZhyWjnS0jnT/7c/hOz6YF0XMnGgECBDZTwBWgm6C53yZswyYIECBAgAABAgQIECBAgMAyCIyrPuf9/L3H/5/J85MDk/6F97MnbZ1u+1JyjuTWyX2SNydt/Un9VZP+oSONAAECBLaZgALoNrtDHA4BAgQIECBAgAABAgQI7DGBz01bvswae7hDln006c/e+39+3jEZP53v+v0JfAud10wOT/qHj26WfDXRCBAgQIAAAQK/+P9v+jORI1kQIECAAAECBAgQIEBgLwucLPv7XtJzkv719tXaGbKg/8/n+In7f0/jx2TY/9dzzD8247+daAQIENhTAn4CvwmyrgDdBESbIECAAAECBAgQIECAAIGlEPhpjvJJ05E+McPV/ir7t7OsV3jeJPl4Ms6dD834mZNjkocm50vemGgECBAgsI0Fxov4Nj5Eh0aAAAECBAgQIECAAAECBDZN4GHZ0tFJ/+DRi5PTJqu1k2bBuaeFD8zwsskhybmS+yffTTQCBAgQIECAwK8I+Cvwv8JhggABAgQIECBAgACBLRC4aPY5fsr+9Yz3Dxp13mmS/uGjGyWvTMZP3R+VcY0AAQJbIeAn8Fuhbp8EdlNAAXQ3Aa1OgAABAgQIECBAgMCmCPTn7G9NRpFz3rBXeN55U/ZmIwQIENg1AQXQXXP7lbV6Ob9GgAABAgQIECBAgAABAgT2NYEv5AZfJbl2cvPkCsnByQ+TzyavSJ6eHJdoBAgQILDEAgqgS3znOXQCBAgQIECAAAECBAgQ2G2B12QLjUaAAAECO1TAH0HaoXesm0WAAAECBAgQIECAAAECBAgQIECAwK/9mgKoRwEBAgQIECBAgAABAgQIECBAgAABAjtWQAF0x961bhgBAgQIECBAgAABAgQIECBAgAABAv4PUI8BAgQIECBAgAABAgT2tsC1ssObJJdMzpJ8J/lE8tLkhcmJiUaAAAECBAgQIEBgKQXen6P+n+TIpTx6B02AAAECBAgQILA7AhfIyu9M+nlwtXwmy66WbOd2wHY+OMdGgAABAjtK4N9ya/qeeasddav28o3xE/i9DG53BAgQIECAAAECBPZRgSvmdr87uULy9eT+yeWScyaXSO6WfDw5b/K65DbJdmm9SvWByQeSHyU/TY5LXpvcPlEQDYJGgAABAgQIECDwSwFXgHokECBAgAABAgT2PYFDcpO/mfQKlucnBybz2v6Z+ZCk/VpkvFKy1e1PcgA/SGavWO1P9GenP5vpFnM1AgQIECCw2QKuAN1sUdsjsBcEFED3ArJdECBAgAABAgS2mcA4eXtVjmuRX6E9PP1aYPzQgv3TbY+0f8hWR6HzxRm/RjKKt70q9NbJR5L2OT7p/22qESBAgACBzRQY76F+Ar+ZqrZFYA8LKIDuYWCbJ0CAAAECBAhsM4GDczz/nZyQnGPBYztZ+h2dtLDYouNWtFtmp91/j/tmaxzA/ln2+KR9v5ucO9EIECBAgMBmCSiAboLkIt++bsJubIIAAQIECBAgQIAAgX1U4Lq53T3veHXypQUN+vP3Z059r7/gOpvZrVd5PnLa4F0y7M/2V2st7vb/L/2P5LTJwxKNAAECBAgQ2EYCJ91Gx+JQCBAgQIAAAQIECBDYeQLnm27Sf27wpo3+Y/0Nrr5m9xZk+392dtsHJf2jTO9JRoH29zLeK1d7DE9PFmn3SKcbJDdJ+vP4/p+nGgECBAgQILANBBRAt8Gd4BAIECBAgAABAgQI7GCBU0+37YcbvI39w0NtLVBuVjtlNtRCZdMi5cr2zszoX6e/zrRgXIW6st+86a9m5uuTFkH7f4H2J4uz7VKZuGjS29O+b02OSzQCBAgQIEBgDwsogO5hYJsnQIAAAQIEtqXAb+SoDk9+PflZckzyummYgUaAwCYKfGPa1qL//+fY9ejfqzM3ox2Wjbwsudi0sU9n+O6khdbu62rJFZM3JV9J2j70y8HC/7Z/C6Dnmlnj5hn/u+Q8M/M62p/O92fz90m+kGgECBAgQIAAAQI7ROD9uR39D+KP3CG3x80gQIAAgeUSuEYOtwWKvhfNS/+Pwl6htVntkGzoDkn/knRzp+SciUZgXxL4ndzYPt/619I30p6dzl3vLzay0ip9z5T5n0+6vY8lhycrW68ObTHyJ8l4fbjkyk5rTF8ky14+rfu2DPtHlPrz+bGt1YbfSp8rJRoBAgQIEJgn0F8U9D3EX4Gfp2MegW0qoAC6Te8Yh0WAAIF9QOBBuY2jANGfn/5L8pfJfZPnJt9Puvz4pFds7U5rseWZSa/wGvscw59n3nOSsybarwqcO5P3TFo0emnyr0l/qnxYoi2vwAE59K8lfQ70/9ZcpF0gnU6cctgiK6zT50VZ3v2/Kzlonb5Xy/Lx3H3IOn27+ELJG5LxHN+V4XFZ/7BEI0CAAAECKwUUQFeKmCawBAIKoEtwJzlEAgQI7ECBFjpblGhB5d7JyZKV7fSZ0aJo+/Vn8ddMdqWdKyuNK83WKoR8Mf3Ovys72IHrHJzb1Kv9WhyeZ9Zi1DOTef9nY2ZrSyBw5xxj79sW+i64zvGeIct7tWj7P2mdvrOLL52JByfPS16UPDq5VnKZpNv6QXL2ZJE2ruTs8a7VDs/C8eXJvMfuRub15/AaAQIECBBYKaAAulLENIElEFAAXYI7ySESIEBghwlcOLenBc0W0W60wG17YPq0aPH1ZPzxloz+Suv/IfrQ5PVJCzXvSI5IbpZ0etGix6fS91TJvtwulhv/paRmxyf9kP/HyQ2n4XMyPCHp8i8kvT+15RM4SQ75xUnvx+8kt0n2S1a2386Mzybt1+fSas/BLPr/269n7FVJ15mX/jX2zn9Usmg7bzqOgvwNVlnp0Mz/djJvn7syr69RZ11lX2YTIECAwL4r0M9GfV+51b5L4JYTWD4BBdDlu88cMQECBJZd4Lm5Af3Q+LgFb0gLNW+b1umVo7OtP21/QbIrxY3V1vnr2R3sY+Mt9nxp8nxzhudI5rVDM3PcJ8dk/MzzOpm37QVa7J99/nw5072y9+FJr77+RDKeJ+/J+NmS9VoLlf0vLcZ6aw37/3tupH0ynbu9/hGneY/NXrW81v52ZdnNs02NAAECBAjMCiiAzmoYX1qB/gynf2zhssnhyeWT/j9C/Sb7FMlOawqgO+0edXsIECCwvQX6XvrDpFdy9b110Xb9dGzxokWY0c6TkaOTzu82/zm5TtL38Ssm90pOSDZa9OjVbvtqGx/o3xyAA9ZBOHmWvz2p77+u09fi7SvQLxhumXwmmfdc+Wbm94uH3t/rtT5mPpbM2868eT9I38OSRds/puPYTougt03G4/SgjM/+saTRb3eHfR3Z3db/KuK+yTuSHvePkr7O9Pl2vUQjQIAAgeUSGJ+XXAG6XPfbPn+0/bB01+SdyXr/X9CJ6fOB5ElJP6z0A+OyNwXQZb8HHT8BAgSWS6A/VW9B4qMbPOwWTvtz1L4X92e6/Rnux5Nuq+/h/QJzZev/IbqrxY9FrnRbub9lnz5XbkAL08cn866um3f7uk6LTr1vDpnXwbylEujz83bJXyV3TK6c7J8s2u6Sjht9zj1r0Y2nX7/k6PZni6zfzfTrk7dOyza6//X63ynb3Z32p1m5hd619tMvEg5LtMUFTpWuBycbeXwuvnU9CRAgsLaAAujaPpZuM4H+xOsJyXpFz7U+rPT/QVr2b20VQLfZA9PhECBAYIcLXCO3r++tr9uF2/mtad0zZvjgafzDGR6YzGsXzMy13sfXWnaJeRvc4fP6191r0p8Rb6S9IJ27Xotf2r4t8K7c/LWeV/OW9WrIUy7INrbfK71vkXwwmbfNzZz3Wwse27xuj585vpdkvOcNvRq0xbsLJX+ZfC3p8R6bXCzRVhc4fxb1QpQvJ+M+7pcv701qudp7QRZpBAgQ2FQBBdBN5bSxPSnQK0L+KxlvnB32ioevJP1g9bLk+Um/kf735MjkDcmnkpU/peubbk8YlrUpgC7rPee4CRAgsJwCv5nD7vtuT1g30vZL558mfb9u8eB7SbdzuWS11quDZt/rNzJ+2Gob3cHznzZ53X6Dt7GFz9q2MKHtuwJ9jvYK7Y08z0bfyy7A1uJgn/8rC6YXzrxeQTm2tZnDnhvs6hWGd52Oqcd742S1dposeGXS4z46OW2i/arASTL5kGT28VXXFo9/loz7/KsZv1qiESBAYE8LKIDuaWHb3xSBfjP4zmS8Ub4n4zdPzpws0g5IpyslT0l6Ija2c92ML2NTAF3Ge80xEyBAYHkF+iVkT1j7s+mDNnAzLp++fc/9THLNafx9Ga7VetLcAsZ4r1502CtNd7XosdbxbPdlL56sbrTBA73ptF6/PNb2XYHT5aYv+hxb2e/a67CdLMvfMW3/UTN9WzwcFzV8N+MtkK7c9u5Mb/TLgHFovUq9x9N932TMXGN48ix7d9L+/7BGv311US9KqU0LoE9MLp6MVrvrJ+P8rn1+dyw0JECAwB4SUADdQ7A2u7kCt8vmxgeh52a831bvamvRcxRB++Frd7a1q8ewu+spgO6uoPUJECBAYKMCb8oKfS++1wZWfPa0ziMzvNs0/rgF1m+xZLzvLzp8wgLb3YldnjpZ3XGDN25c6dbChLbvCvQLh/G5eNHn2ujXq/tWay1yviJp32OSMySjHZmRzv9Ycmjy5mRsc3eHz8m2drX1ta37f9UGNnCpaZ0WTnvBhfZLgXtmUMte9X94slrr46/F4/b9QXLeRCNAgMCeElAA3VOytrupAuPD/Yez1c34cPGn2c74gHWeTT3SvbMxBdC942wvBAgQIPC/AtfK6Dih7f+Dt167YTr0yq7jk3Mk90u6/t8l67X+wuO4ZLxXrzfsSfbZ19voDl1+98mpXxBvpL0onet6542spO+OFHh7btV6z7HVlh+VdfurrHMlZ0oukdw3+UbSdb6ZXDwZ7WoZ6fzvJIdOM6+Q4exPort8o+n6/aJl/2RX2xuyYvf7+xvcwAen9Q7f4Ho7tXuvpO1rci17lecibXxZ9sJFOutDgACBXRRQAN1FOKvtXYGPZ3d9E13kpGmRI/v1aXvd5nUWWWGb9VEA3WZ3iMMhQIDAPiIwTlK/ltvbvzS9WrtNFrTw2ffZP5863X6afsY0vd7gt9NhbKPbWS39Wf4yvpf39rdQ0OLRvZP7J7dLWkjaSDtnOvf/Nq/DouueL31PnLKvFo5z87VJ4A4Zrvb8Wm3+W7LO+Ln4Wn0Om/YxBs/LSPu3SDrbZi9OWG17nd/CWq9GPzo5NunFEY9NLpLsbvtyNtB9PCa5Z9JfjZ0yWa/9azp0vT9ar+M+snxcXf7qDdzeg9O3r/d9LVv0vzjbwOZ1JUCAwC8EFEA9EJZC4Ps5yn6wuNMmHe0psp2fTtv8vU3a5t7cjALo3tS2LwIECBAYAn3/fG3S9+TmZUmLnb2C6ypJT3zflYzlLUyM1ivDOr9FhkX/+5nLpu+3pvXGNmeHn8myKyXL1s6dA24haLWr3t6WZVfcwI16evrWpf+fXu+jtVoLOu9J2v/Ja3W0bJ8ROGlu6YeS2efWWuM/Tt9ewTmvTz9fvz25djKvjfXOOWfhzTKvV4zO2+6Yd/k56+3urFtmA59dZb8/zPx/SE6TrNYelwU9vrut1mEfm9/3hXrUdSNt/JcJt9jISvoSIEBgAwIKoBvA0nXrBMZPS47YpEO4erYzPkgterXEJu16UzajALopjDZCgAABArsgsH/WeWDyo2S8l64c9grR2yYr26czo30XvVLqDOn77Wmd/r98LQy2uPKspFdObsZ/i5PN7NXWq8rGz0NPyHhvVwssD0mel4wCUa+E+stkkdafHh+d1LYF6PMk89r5M3MUP1s8rq+29wX6HDo8eXDS4vVTk14B3IL/SZKtaIdmp19I+hhaK31cjuX9fP7PyQOSJyXj+d3lr0lOm8y2gzLRZT9IWixs4bDP5UcmLX62yNg+/f9s/yPpY/mopNv+aNJ1N/LFQLqv2U6Rpc9Jut2mV1F32Pvj0Un3//Ok83rb+vyZ116eme3z+/MW7oPzRjH9NzZ42x+W/nW8zwbX050AAQKLCvxbOvZ15laLrqAfga0QeFp22gfq8clVd/MATpf1+4Gt2ztuN7e1VasrgG6VvP0SIECAwBA4a0bukrRQ0SsP+5PYFjN61c+BybzWIkfff7+fXHxeh5l5J8v4uNq0xZSd0K6UGzGKLM/P+Nnn3Kja/V0yCk13ndNn3qwLZubnk/r+NHlh0iLTzZO7J0cmJyZd/pmkP4PX9r7A72WXq11t2Pumn1GvtvcP6xd7PEv+fVHS45iX8aVHi4FXSea1G2Xm15Ou/4bkpMloF81I54+i4sp9tDD6wOTkycrW15f2X22/K/svMv3v0zb7hcRtk8dP0w/NcLRLZWR87v5ixvu6N9tOnYkfJr1NZ5tdsA+Pj2L1RTZo0Ne93sf32+B6uhMgQGBRAQXQRaX021KBXsnQD/N9U/xucqekJ0YbbZfICuPKh25r9gPORre1lf3HB7GezGgECBAgQGCZBMaHzxYdbpOcZM7B98S5RdW+V7eYckiy7K1Xm7WA0tv0mAVuzP+b+rZouWix8ozp+y/Jz6Z1u6/ZdFtPSk6faHtf4FHZ5bg/WkT8h+R2ye2TxyZfTrq8xe97JVvVLpwd/3Xy9OTZST8vvzjpsX0kWe/xc2j6fHXqP65ivkKmvznN63ZaaG2B/tZJr/g7Kun8ps/9MyWzbWyv5wSb0W6VjXRffR262LTBK07zTsiwX7q8I3lZ8ojkA0n712G2jaLdG2dn7uPjtavVjTfo8IJpvT/c4Hq6EyBAYFGB8Rm07wEagW0t8Bc5ur6Zjnw/4y9PHpL8UXK95OpJP7z02+FrJjdJ7pk8IekHtrFuh69N9kuWsSmALuO95pgJECBAoAK9uus5yXhPPjrjT0561c/Dkzcn4+rHYzI+ihMZXbrWK+r+LGmx53NJb3MLOf1CdpH2lHTqOi1CbaSdPZ3vnDw+ee40vGOGZ0u0rRG4f3bb+/InyV2SeZ9B+9x4QNKrCdu3XxBsh3aOHESL580FFzyga6Rfb8O3kxZUj5umvzEN+/hc2foZ/uik6701OSBpu1LSeV/oxCa0funy+aTbHMbnzHiLnZ23Wnr7u+xSSdvvJX2t+nly+UT7pcC9M6hTX+cXbQelY4vRXe/QRVfSjwABAhsUUADdIJjuWyvQb8l/nPTNcXfy6qx/hmRZ2/tz4L39rgBd1nvQcRPYOQI9Mb5f8pbk6ORLybuShyYXSjQCqwncMgtGEWLle/oJWfZPybK+V7cY0gLOalditmDS4kBP+tdqLcq07w+SFse05RRoAbCPheY6C9yE26dPnxO931tE3+rWIn6P53kbPJB3T+t9eBr2c+tNp/G+V5wuWdkOzowWOru/Xvywf/K2afrBGW5G+81spNs/Omkx9NLJKMx+P+OjENflLVw/Kjku6TrN85OHJy1+dvq+yU5sv5Mb9S/Jh5KvJZ9KXp70y5RTJW3nSR6YvD3p/da8N+ljvT61XaTVs5ZHLdJZHwIECOyiwL9lvb7W3GoX17cagb0ucObssSfWfSPug3fR9GTqJcn1k2VvCqDLfg86fgLLL9Crlx6UHJ+s9jrcE6AnJ6dMNALzBFp8uGxy9+Tvkl45dOOk/6/eVrQ+rnfn8drPKP2ssdpzYuX8FoZOk6zVPpqFXe8Sa3WybFsL/HuOrvfhP23gKMdPzh+2gXX2VNcW63v8t5120OdIn7vrtQemQ9drvpWcNul670o6743JQcnK1sLbWOep03g/9897rrRAevJkI+2u6dzt9wrrXi3dq7I7/arkTMlhyX8lndf0i5reHz2GTvdLiQ5b4Otr1k5rh+UGvTkZt3/esGYvS366Tr8WlC+UrNVul4U17WeGvh9oBAgQ2FMCCqB7StZ294rAYdnLzZO/Sfr/8/Rbyucmz0qemPxDcofkSslWnUxl15veFEA3ndQGCRDYgMBJ07cnPuNEsK+7/W9IDksOSa6ePCnpTz3b5z3JvBPXzNYIbLnAuXMEj056ddOJSR+z301endw2aYFlkXZYOh2ddP2N5Pnpv1Z7TRZ2e9daq5Nl21bgZDmyFoF6H55jA0fZz65d59MbWGdPdW2hssfyvmRcHdnC1yeSfv4+NJnXbp+ZXa952EyHvk98bZrf512/9Oj7ymgtkn4mGesen/ErjIUZ/kbS95hjkhYh268F1iOT30vWaw9Oh67T84dnT+Ovz3D2uX6KTP9l8pVp+TiWMfxG5i96dWO6Lk3rFy3HJr2d30xqdJnk4OT8yW2TcWVv+9T/GUlfn845peNHJKNQ3MfKnycri93nzbwjkm6n+dNEI0CAwJ4UUADdk7q2TWAPCSiA7iFYmyVAYCGBx6ZXT1Z6cnTlNdboVR+fS9q3J5ezJ7iZ1AhsqUCLLA9KenI+TsB7Mv/jmenO/3hyseSMyUWSQ5MDktnWYkmv5mz/Ufgf21xk2J/krtbelQXdxmwBaLW+5m8/gQvkkHr/bbSQuV/WGY/FU27hzbpk9j0KuOOx3OMaxa3OOyG5X9Ln1Gy7VybGOteYXZDxcyXjOdM+/dKhhbW3JV9Pxnrfy/h47LeY/MSkz9OxvFcNdv9jusN3Ji3Grdb60/r2e3LS29EC6zmSea236VLJHyQPSbreidOwrwc7qfU17otJb+Mrkl6xO689KzPbp3bNjZJ57UqZ+aOkfZu+Nn4geXPy2WTM7/13+0QjQIDAnhZQAN3Twra/VwTOnr1cNLlscnhy+aQn3r+e9KRkpzUF0J12j7o9BJZH4OI51J589oRltaLNmbPsH5Ojk3GC02FPml+Q9LVaI7CVAi1qPCfp47IFlKcl/ewwivR9DP9h8pmkfWYLLp3uSX1/EnvlpO2vks4/Zhp2fCN5TPrPay18dV8tMvSYtOUTaBGoj4W378Khj2LUasW5Xdjkhla5anr38Tceyy2KtUjW1i8Brpg8MxnPj3/N+Gz7j0yMdfvesbJ1G3dJZguho/9xmd/xRydtLX6+Kem8vv90fre5f9LWz/x3S76ctM83kvMl89oNM7N9RhHuufM6zZl3z2m9T03Dv57TZ5ln/dN0u96WYe+bee0qmVm7HyQPm8b7OF3tfKvnY+MxdOLUv+s330762ntYohEgQGBvCCiA7g1l+9h0gYOyxbsm/YZ35bfS4011DPtm+4GkP5W5XtKTnmVvCqDLfg9uj+PviXULUT0RuFqyVSdY2bW2RAJPz7H29fWRqxzzTTK/V+yM1+CexH5lZnrMf0LmrXaClUUagU0XaAHl0skNkqcmfSz2qrO+/s1r18nMPn7HY7ZFnk8kxyQtSI75z8z4V6fpp8zMH8sXGb4l681rd87Mrv+OeQvNWwqBFoB6H/axs5F2knQehaMDN7Lign1PnX4t+v9ucnjSiwlmW6e/lfTYXz4Nv5bhvGO5ZuaPz+N/lvG2Q5JeWTmeK1fvzLQWUH8r6X47PEPSdrbkcknnHZY8Ium+++VC2xOTTn8p+Y1ktXbaLHhtMsznFeZOleU/Tsax3TXj67UWWj+edLv/PA2fleFOab1fe3/1de7Ca9yoF2dZDe6X9DE6zklulfHVWvt2nT6OLplcNblgMr5wyqhGgACBvSKgALpXmO1kswTOmg31pHl8yOqb6UbzkaxzvWSZ2/iwceQy3wjHvmUC58+e/z0ZJ1azz6EPZ/5tkv0SjcA8gW9kZh8zF5iz8HaZN04oX5bxnsz2BKkn2r1i52dJT2p74tltvDTxWAuCtkcFzpmt98q02cL8eN37Yub3CrSVxfjfz7wWAtrv9cl7p/HHZ9h2cHL/5AfJ2NbnMj6uiBrzFh32tXdlO1dmjALUjVcuNL00Ai3A9f22r4193CzaLpOOffwcvegKC/a7ePr182OLXSsfn32c/0HS9rSky1+Z9HW6RfhOPzmZ1/plapf3eSA8IX4AAEAASURBVHbm5FXT9Cen4TMzfFPS94HZ/Xb6DclVk9n2nky033WTHnOfjyckaxU/s/gX7VT5t5/3u/5f/mLO//3nkdPy9rnt/138f+Y8YOr/6QzHbX35/+m1vDPGbXrrGjehr5M/SmYfy3+S6Ro+L1mt9XHfdbruytfa1dYxnwABAntCQAF0T6ja5h4ROH22+l9J32RH+mb6leRdSU+2n588K2lx58ikH6g+lfQD01inw36IukeyrE0BdFnvua0/7p7on5j0edDnzweTlyZvSr6TjOfJmzN+pkQjMCtwUCb6GOmXUCtbT0p/knT5vVYuzHQfa112ieTSybHT9P0z1JZP4DQ55OsnfU25W9L/A67v09ut3TwHNAruffy1KPKxpOOznw36vnpI0nbepCfq7fOgpK1XK40T+Ba0RrtwRo5L2vcTST9bdHyjaZF1tvX5dHTS7fQ1WltugRfl8Htf/v0GbsZzpnUes4F11ut6n3QYhf2fZbwFzz6+3pz0dX08bl+d8T4/2ueOSZ/jPfbxnHlcxk+WtPUqvqskf5yM59a4UrJfmN0iGdvtsNt4R/KSaTjeN7rsiUm315/Wd/p7SZ9vT5imN2JxjWmdozOc106Xmd9Jup/PJGdOzpf8v+SeyR8lv5UckPxt0ud/PX4nuUPS9f412Smt79u9TY9a4wYdOvU5ZqZP38+73vtm5s0bPSYz26/b0AgQILBVAgqgWyVvvxsSODC935n0jbN5T3LzpB9WFmn98HKl5CnJT5OxnetmfBlbT9R6G1rk1QgsKjB7Yv7krPTrK1bs86Qf/L+c9PH1X8mpE43AEDhbRvrY+OqYMTN8zbRsXCE3s+gXo2+blveEsu1qSbf1w+SsibYcAofmMPtF42zRovdjc2LywuT8yXZot8xBjGP794yfezqoo6b5N8rwd5PPTNNHZ9jPFf0ytev1Q/Jse3cmOv+aszMz/uBpfgtL3V77bDRPyjoXmdavbwst3cY7k4MSbbkFWiRqAa3Pm/EauNYt+oOp//EZHrJWxw0sazG/j6k+Th+dnCWZbSfPRIuY30zG47fHPMbHcMzrZ4XXJS1SjmWzw74e9HPH82aWt0i28nNFH99/nYwvKl6Q8U8m3dbfJm2fSzp9iU4s2E6Sfl9Jut4FV1nn3tPy9hnPuY7PprdjLG/hs63H2Hl368QOabXubRpf+sy7WX2Nap+Pziysbef1PlurdZ326zY0AgQIbJWAAuhWydvvhgRul95902yem+yX7Gpr0XMUQVvg2Z1t7eox7O56CqC7K7jvrX+Z3OR+uO+Jy63XufkHZ/n4oHrEOn0t3nkCF81N6knro5KeJPdKmIsnbb0ypyfPPSE8RTJaT9D7+vyD5PRj5orhFzLdPuedmf+Sad6fzcwzun0FrpdDG8WOPgaOSp6Q9GqwFkJGUbSFjFskW9XOkR3fLxmFi1dk/MrJeL8/OuN9LB6WtJ0uaaGx83o7ul4/J5wtmW1PyUT73HF2Zsbr0vlNiwgfnpke8zc67P4fm7Qope0MgUfkZvRx0NfJm65yk/oYvWvS+799755sRvvtbKTb62O7Rfq12l2ysK/z7d/h65M+x1uk/2CyWqGw/Uf6WWOMd9irS380zXt2hn3OrWy/mRm1Get9IOOnTGrS4+6x9D1oI218MXftVVY6c+Z322Ofaw0/m36HJuef1ul6fe/bKa2va739z1jjBp1x6vPdDMfr6TWneW/OcLXWvl2n2+82NAIECGyVgALoVsnb74YEnprefdPsSUWvUtvd9qfZQLfXnGd3N7YF6yuAbgH6ku/y9Tn+Pt7/ccHb0edFrzzpCUcLYtrOF7hSbuK7k/HauHL43iy7SvKfU5/Zk+jbTvNemOG81sdQt9efQ46Tpva7edL5L++Etq0FDs/RjaLMf2T8HHOO9qyZ9/Sk92kLILOPkUzu8dbi+pFJ9z8vx2T+LZNxVdjZMz5aj/3byVivr5kr2+Myo8vvtmJBiyh9reyydySHJ4sUica+WlRuYalfPL02+evkXIm2swT62ndEMu7392T8L5MbJjdO7p98LBnLH5rxzWrvy4a63T621mo3yMLxWG7/Po4PTe6cfD0ZxzY77HO9xa2+Nzxz6vO5DO+TdFn79jW+hbI+1jt9XNLn0y2SXphw+6SvK2PfJ2b83EnbAUm309efkyQrW58rLRo/Knl00ufnWPelGe/+ajyvPTUzx23pMT0xeUvyyaS3pyfKD0g+nrTfZ5NePNHxFoR3UrtYbkxv11eTtQrNn576XSXDtn9Kut7DOrFKu3Lmt0/X1QgQILCVAgqgW6lv3wsLjA8ef7fwGmt3/PUs7htxc521u27a0n/IlsYHwbHv3R32Q5pGYD2BnuT3sffD5DTrdZ5Z/viM9zG61ofadr9k8oCkV2e/Kjki6QnIIYm2HAJ/msPsiW7v728mPSm8V3LP5CnJOPHtyek4oWxBdP+k7f5J131IJ+a0F2Zel/eEd7b9RiY6/0OzM41vO4FT54i+lvS+esQCR9ciS/t+L2lxcG+0a2cn3V/329e6Pp77eO1js0WRcdLe5ccmHfakfLb9bSY6v1n5WG2/V0/Lfq8TK9pbM931vjPNv1OG3f/Y3lrD60/rGOwbAnfIzRyvqfMeF5/P8nmPsV3VuVBW7H762n7yNTZyxiwbV+m9IOPj2FqYH+Mfyfh4Lo2+47PtN7Ks7yXt+7bkxtP4eB600HnB5PXT/LHN2eFPs6zb6bwbJqONeYeOGRn2S4t+7hj7n91Ox3sbPpV0/NLJyvb7mdFlP0pa8Ox4b9vlk5XtNJkx6/CJTJ92ZacdMD0K8HdZ47Y8OMtq9cbkkKR+nb5Eslp7Qxa0T9fVCBAgsJUCCqBbqW/fCwt8Pz37xtkTis1op8hG+iGr29zMD5lrHdvDsnC1D2k9jl2JAuha4pYNgZtNj68WrjbSrp7OfVy+c5WVLpD5r5v6zHv8nphlT0h64qBtX4Hb5NB6//X1qVccnSpZ2fqa+cBknMj2Spmu87jkJEmLTJ2eVwC917SsRamzJbNNAXRWY/uOj4Lm23OIvb8XaS9Ppz4mHrlI593s85tZ//ik+3teMgov78r4aD3u2yZ9HLZf85hktl00E2NZH9uz7fSZ6D76HDjz7IJp/Hcz7Lp9Ho3CzW9nfHyBO7Y7huMzSE21fU+gr7MtwPU9su/NRyaPTa6b9IrHzWx3zsb6uDtinY0+fOrXLzJb2Jr9zNrX/D6v+lzrtvq5/OBkFP5bOOz8E6ZhL1jo7em88VrwwYyPdsmMPCD59+SVyTOSXsXZCxTul3S9RyWjvSAjnXfPacb5MvziNK/z18r3snye6Sh63jHLz568b2Y7fV62WHe35IHJUcnw6PBayU5sN8qNquWPkyuscgNPl/nfStrvy9Pw+Rmu1vq5oH27TtfVCBAgsJUCCqBbqW/fCwv0Q1PfPI9YeI21O47CTrd5rrW7bsul789R9dj7gVkjsJ5ATxj6eHn0eh1XLD90Wu+YFfM7+TtJTyq63Z4YtVhwi+Q6yR8nPVlpAbTLP5acI9G2n0BPYEdB6A4LHN4fpk/v057kjhPdl2b8z6f5L8xwtDNn5F+S9m9umqxsN8+MLusJsrZ9BT6cQ+v9tJGT/stM63xpD9+sk2b7n5z29cRpX7ecpp89Tc8OLpuJUSztY/iwmYWnzPh4vPaKpdk2ijmvmp05M97XvrHuzzL+wOTAZL/kykmLOn2dfGryqaR9eyXqYYm28wRacO9joq+B/RKx9/k7kicl10j2ZhsFqH5RtVY7Jgv7uLzc1Olz03SL/hec5rUo2T6PmKb7WaDTH01ePY23QHjh5D+m6Ztl+M1pvF+crtfG+8JzZzreIOPdz9eSg5NPTNOdt15+kj79XNIv8ka7ZEa6Xl+f9p9m9vn/oOQHybxtdjvfmZb19rw+6fP6PMlOak/KjentPz65R3KyZGXre/4oCNfrIis7ZLpF5eck3VZfEzfy/pHuGgECBPaIwL9lq31dutUe2bqNEtgkgadlO+PN+Kq7uc1++zgKqi3cLGN7fw66Hgqgy3jv7f1jvuv0eHn8Bnd9vmm9T69Yrx90x1XZvXpjtW/0e8I0CicfyvipEm17CbQo3teSnqgu2sYJzUuywreTrt+Tmw5/mvSE/7VJi0ud1+Ftknmt22ifP5u30LxtIdDnbe+jngwfsMEj+vq07iEbXG8j3fsBtsf3yaTF0LY/SDrvBZ2Y03ry3uXNfyVnSdpOm3ReT+z7WD5b0vbHSeefmFwimdeemZnt88ZktjDQx/hjkz4vxnt3+x2dXCzRdp5AHyPvS3o/r5Z3Zdm8olFmb3q7f7bY43jIGlvuY719jk1avG0bz98+nvs8a2sxt/2u2om0PufGl2ifzniXNddInj2N3zLD8b7xhxlfr902HbqNI1Z0fOs0/7PTcOxr0eGXst6Np23+ybSNp03Ts4MDM9F+D0gel7wiaZFvtf30daH9ZgusmVza1vu0nxfH7e25Uj8jPCb51+TjyVjW4njHa/Cm5AlT+jrYeV3Wx8dwz6hGgACBLRVQAN1SfjtfVOA86diTkb6Rfje5UzLvG8nMXrP1Q+l7kvHG/dA1e2/fheMkSgF0+95H2+nIrpeD6WP+bRs8qJtM671uxXpvn+Y/a8X8eZMtKIwPyw+e18G8LRX4Qvbex8ZlNnAUF5/W+WqGhyRPT0axc7y2dviz5MXJhZJ57WqZ2X49OTrrvA7mbQuBc+Uoej99fheO5r3Tuht5fG10Ny+Z9nHHmRV/c5r3qZl5s6MtVLSg0cJOb1sLIzdPxmNyFPb7HtsCSfs0d0nmtd6+Pt5/ktTrSslbkrHe7PB7mf/w5HSJtvMErp2b9KOk9/kXk/smV0zOn/xW8jdJXzu7vF8k9jG3p9utsoPu72Vr7OiSU58PTH36eXn2cdvxXhn4hWl+H+dtByS9KnP0HbftXzLv76b5/5jhw6bx+2S4Xnt0OnR7D1zR8dczPbY/9rfocLxH9Tl/7+RBSdf922St9pQsHPt4Q8b/epr+TIY3TI5IRqHvPzPezzw7pV03N2ScbwyDMTw2y/rY7vv7vyc/TcayMey85ybnTjQCBAhsFwEF0O1yTziOdQX+Ij3Gm2qH/eD48uQhyR8lLfJcPblicpXkmslNknsm/UbyI8ns+q/N9H7JMrbxgaQnZxqB9QQOTIdevdVv6s+3XueZ5X1+9TnT59Boh2ek83plSLe7SLtcOnWdFhxOucgK+uwVgTNlL71fvr0Le+v933XPPq176gxbHBongk/P+BmnZfMGl87MnkB1G/eb18G8bSNw5hxJ76dv7sIRfWJa94K7sO6iq3xx2scoyHS9vrf3eHvcl0/mtVdnZpd/ZBp2fBRJjs54C5qd17SweYdkXrtIZn45ab9HrOhwSKZvmvxZ0vX7GeVkibYzBVoM6mfTPhaempwimddOlZnjBOw7GT/PvE6bOK9XOPf9v58DzrbKdvvZoMf96Wn5H03TnfesZLy2t4DYeUdN+e403XlvS64xTb83w9+axls07efw9rlbslar2Xg+zXvuXirLu51dyf2z3nheD/9/zLzV2n2yoPv5YdLzibbxeebdv5z8xb8Xy7+fTdr3Vb+Ys7P+6ePzFsk9kj4uer/un8y2Fn5vkNxlSsd3UjE4N0cjQGCHCIzX/1vtkNvjZuxwgdvl9v042ZUPPrPr9MTnDEtspQC6xHfeFh36k7PfPgdek+y3wDFcf+rfk7kWQEZ7bEa6nYeMGQsO3zWt1w/F2vYQ6Ml678uP78LhfGha9zdWrPuHmR4nyC/PeE8WT5KMdkhGelVQT8S775ckizwe003bIoHef99Nen8dlizaTp+OLZq0eNiCz55q47G0stjU16ge838mJ5+z8xbpu7wn9H+YjAJG542Mx/I7Mu/Kyexj9eBM3z/5QdL+b0wOSLR9V+D1uel9LDxrAYI+r1449X/pAv13t8sLpn09f5UN9flzQvKz5IzJ85Lelhb/+gXXBZJezTcKoeM5Mob9bN7nxzmTzvvCND3eK0ZR89qZv1Z7aBZ2/X7OrdHKNt63xn43Muz7VQt0Xec70/DNGc5rvR31aOH4OjMd7p7xrv/smXkdbf9vJl32B4lGgAABAttTQAF0e94vjmoNgRZj+gHpa8lGPvj0g0xPtlvYWfamALrs9+DeP/6erI8P50dkfK2rkK6R5eMqlntlfLa9IRN93rXPRto/pHPXu89GVtJ3jwr0MdH7pK+lG209ue26Pelb2X4/M76XdHnTK0w/mnxxmu68nye9Iuikibb9BZ6TQ+z91vfeRVtfO7rOaxddYRf7fXXaz8or2w7K/KOnZX3vPzCZbS/ORI/vRkkL9eP1sbf1BslvTsPjMmy/5rtJH8t9/PcxPOYfkfEWkLR9V+ASuel9PPTxcroFGfp5drzXnn/BdXa127mz4nhd/qeM7z9nQ6/MvN6GI5L+fLnjRyWz7U6Z6PxPJocnj0k6PQqrw+FDmdd21aRF1T5fTkjWep7cM8u7rRZZfyuZ1/o8b59dyXi/evu0fm9jj+2CycrWq7m7j2fNLGhBtrer828xM3+M/vG07D1jhiEBAgQIbDsBBdBtd5c4oI0IHJbON0/+JumHlX9J+g11P7A8MWnR5Q7JlZJ+g71T2vtzQ/oBzE/gd8o9unduR08oejVHHzs9ebltcqak7YDkiskRSa94aJ9nJCvbBzKjyy65csE6038xrdfnqbY9BPbLYYziznk3cEg9iexjoCfTqxUw+7h6eHJ00r4jPdnviXKLS9ryCPT+agGjV3m1wLFe6+NpXGF1rfU67+byXnnZx9dN52znYpk3HuPHZPzOSQsofex/I+l6z0lGsadXLa8sDJ0u8x6cfDoZj+MOf5T0PfjKiUagn0P7uHjCBimeMa238svGDW5moe7XSa8WIXucLeS1iHf6pK1fio4vLfpcb5/mY8lsO1UmxpcOf5fxPg/a7/JJ292STvezeNvJk6OTzmvekFwvOTBp67AXJrwp6fLuu8/T1VqLkF9JxvYWHfb53ud9262Trnf0NHxLhv0MNNv6Gal9+rlotPE55pjM6O1a2TqvV4T3Nhy8cqFpAgQIENgWAgqg2+JucBAENiagALoxL73/V+A3Mjo+2I8Th/6EdPaE54RM3z/picbK9trM6HrXXrlgnekWPrveX63Tz+K9K3BEdtf75Z/m7PagzLtGctvk/yU9EWzBc9yX/57xRVqLoRdJzpGsVjBdZDv6bK3Ak7P7Pla+llxhjUO5eJYdnbTvf6zRb7MW/em0r7eussEWY8d7Zo+p+ek0HNO9CuyRycriZ2b9SutPg/tYPmeysmDyKx1N7HMC44SqxbWNtDulcx+HfX7tjdbn7tHJeOx32C82Zqc7/u0pHb96Mtv+IBOdPz43PHVa2OdPC6ZddvOkxdXxmeHrGR9fRnR5s3K/x2bejZP1Wp+rYxuLDmff4/qa0PU+l3xpGn9ZhqdJ2loo7WvCfyfjPese03Rv8w2S1Vpfh7rtK6/WwXwCBAgQ2FKB8X59qy09CjsnQGBDAuNk7sgNraUzgV8K9AP97ZLXJN9N+mG9BYFPJI9IDktWa13e/v+4WodV5n9gWu9aqyw3e2sEWszpiV5/cnh40na+5HnJCUnv69n0Cs7270ngJRJt3xHoFWKvTvp4aGHg2cl1k8OSFgRbLG8hpI+l9nlHcmCyp9ups4NxNefdV9lZv8y5WdIix7gytcfY9f45uWCiEdgdgZdm5T6mbrjBjdxiWm/RL5Q2uPm53ftcvnPypqSv6T3unyQfSR6e/FfSeX2ed/iV5GLJocl1kmclY1mX97l+m+SJSae/kDwo+dY03eJn32tOm9wn6U/ER/Gzw3cn905GATKja7Z+qTa23f2tl2+nz1lntniWaZ0+/y+ZHDszff+Mt3jZbf4wuV3yn9N03/fumazVXpGFXfd6a3WyjAABAgS2TEABdMvo7XhvCJwtO+kHmWsnB++NHe6lfSiA7iXofWQ3p8jtbIFgkXb5dOqH+55QnH6RFdLn6slYpyde2vYS+LscTu+f/nTvNckoYPUEt681RyQ9Oe9Jbfs1PWm+VDLa2TNy2+Rvkp743iE5b6LtLIFe4fX3yQnJeCysHPbx87ikPwfdW+33s6MWJ/qYvU/S45zXWuz4fNJjfl2yX6IR2AyBf8lG+ri6ywY39pfTeo/Z4Hqb2f2U2Vg/A9wk+USy8jk9b7oF05ckLW7OWz7mvSHLz5HMa93vrrbDs2KPYexnteHx6fM7yWzre1f7t9Dbdq7kLclq2+j8FoFvlKzXPpQO7X+Z9TpaToAAAQJbIqAAuiXsdrq7Aj2xukByhlU21G+qx7ewsx9o+gHmXkk/6C1zUwBd5ntv+Y/9tbkJfV69NFmt0DBuZa+6OCZp/79KtO0n0JO/zyWzr5Wz41/Isg/PLO9VM13+3aRXAL4safFpdp0x/vbMv0Ki7SyBQ3NzeqXUW5Njkj5G3pE8ODlfshXtHtlpC6B97LWI89fJNZMrJ7dOXpiM5e/K+OkSjcBmCdw+G+pj7+Ub3OAbp/VuscH1NrN7PxM/cTqO8do9b9jX+eOSFyQtll4neWgyrqDs8l5h/YHkScnhyZ5sN8jG5x3nmNfXgcvOOYD7Tes9bcWyFkpbyP5gMr7keW/Ge98uUqztF4E16P+Lukj/dNMIECBAYC8LKIDuZXC72z2BXnH2lOTHST/g/Cx5W/InyWgtfvYD2PgANG/4+iw/eKywhEMF0CW803bQIbdgNn5+9pqMH7LKbWvh6/NJn4MthLn6MwjbrF0rx9NCZu+jnrjNe70c8/q6e7fkgOQ/pr6joPTDTL8oaQHsb5NnJ71KuOu2T7940gjsaYH+2uPTyXjMrhy2qPGI5OSJRmAzBc6cjR2f9HW0Vxov0q6YTn2M9ur7cya3TB6bPDfpZ90/T86f7Ml2tmy8RduVz5WNTn8o27jSnjzQVbbdn9P3WDv8fPK95PvJV5Kjkj9KWuAd7TQZ+UbSdfoFyWqt5xXt09u13he9YxtPmNZ53phhSIAAAQLbTkABdNvdJQ5oNYF+m9oiSj+QzMsogn5kZnm/hX138tLks0k/mI51WwRd1qYAuqz33M457l5VMX761sJYP/DfPblNcp/kTcl4rvVqqzMl2vYSuFwOpwWh3k9jOO6z2eFPs3wUOu+b8bYbJOP19M0Zn3f/Hpj5vTpo9LtjxjUCe1rgpNnB9ZNegfba5K3J85O+Pp090QjsKYF/zIb72vnppAXRtVofi8ck7f/mpF8izb7uzo73M+x5ks1sp8/G+hw5MZnd1yLjR2edXnzwquSfk2sk+yVb0a6VnfaYx/vMvOOvbc8R+uVdf7HQPn1dWKudLAs/n7Tv49fqOC27WYY9hnpecJpnQIAAAQLbT0ABdPvdJ45ojsD+mTc+tPTDSK/wPCp5X/LTpPP6oeN+03inn5OcIZltPeH/RNLlza2TZWwKoMt4r+28Y+6Vn32erXbi0ZOOByUnT7TtJdCTu88lfR3slfTjNfEZGb9d8v+Sv0n6U8axrPdzC6FXTL45M78nwWu122Zht/GTpFcPawQIENiJAv2ivj+Z7uvd0UkLg/PadTPzy0n79YrFDps3JL3q8+ZJvzB6RvL9pMv6ufdqyWa082Ujn0m63b6md7iR9HP3aZOtbgfkAHpxwzj2vkd9Knli8q9JPyuP97cu+0bSvscmi7wXXT79xpeDL8r4IcnKdqrMeHAyHP9sZQfTBAgQILCtBBRAt9Xd4WBWE7h1FowPOM/M+KlnOp4146MgOPq8cmb5ytF+6/2VpH37AXQZ27i9Ry7jwTvmHSdwztyiuyT/nPT52Z+Y9gSuPzXTtqfAHXJYfQ3sSeF43eyXQ/PaH2Tm7En6xzLddd45DXuCvl57Rjp0naet19FyAgQILLHAWXLs70jG6+pHM94rCB+YPCGZ/RL+25luv6OTKyTz2pkz8z+S9utr7UWS3Wn9DDyKn++ZGR/Hu+jwBrtzEJu07geznR5v38c+PI13+mvJEcmDkscl/W9exntd38sumSzaeoVp1+92+yXea5KHJw9Jnpu0MN1lLYDeJ9EIECBAYHsLKIBu7/vH0U0C/cDRDxj9v3j687aVrR8Qf5S0T7Pez09uOtO3H1aXrSmALts9tv2O93dySC1G9eTsW8nRyeuTXr1w2kTb2QJvys0br5e9Uqbjr1zjJl8my3489RtXuvTE8IfTvAMzXKudNwu7j57wz3sNX2tdywgQILBMAr3CvldyHpuM19nZYf/7mBdNy76U4dmStdpJsnCcsPWLp91pT87KPZb3Jv3SchQGZ49vkfH+pHwrW/ff4+zx//F0IDfMsJ9p5h3/uBK071/nmPovOjg0HZ+TjG2s3P7bs+xKi25MPwIECBDYUoHxfnqrLT0KOyewjkA/IPYDx73X6PeUqU+/Ie+HxbVaC6bjA8zV1uq4TZcpgG7TO2YJDuucOcY3J+PxP294XJb/YaLtXIFRzOzJ9OFJHwdHJWu1vv6Ox8uJGe9Jfk8Ie0K5f7Je+1w6dP0LrNfRcgIECOwAgX7Zc3hy9+QByd2SKycHJOPn2NfJ+CKtXzJ9Nelr6O8sssKcPi209rW7eUsyXs93ZXjbrL+VbRSX3zDnIC6aeXdM/ja5V/K7Sf362aa3tRdV7Eo7Q1bqBRR/ldw/uV1y7kQjQIAAgeURUABdnvtqnz7S43Pr+6Hllmso3GHq87U1+swuGttcxuq/AujsPWl8UYGeFIyTrn5R0ILUeB60iNWrUr6YjJOhh2Zc23kCLVyO+7gnhi2Kd3q9qzNPnT4teI6+/Rlhx49OFmlvTaf2bwFAI0CAwL4qcNXc8L4WfnyDAC3odb0nbXC90f1O0/qfmIbd1q7msmOjWzDse9bPp5xjA/sffv3lgkaAAAEC+6aAAugm3O/7bcI2bGJtgWOmxeddo9unsqzFz7Mm6/2Etx+eTpG0tQikEdjpAqfLDXxZcpbkx8lBSa9c6POgxdCeTPS505OJFrn+O7lvcpvkNMlFkoslp0+05RboH7DoSW/bO5MWvfuzwd63N05Waz1p/MG0sH/44Y+n8bV+Oj91+cVgvC5/b3bmJoyfMdu4eHKhpI9rjQABAttZoK9XbW/65WDhf4+aeva9eFfa2O95dmXlmXX6nvHemem9PXqN7LC/9Op/ffWlDey8/x9oW9+/NAIECBAgQIDAthV4cY6sJ+z90NWrkNZqLejsv1aHLHtkMr71Hifl66yyrRa/fzr+I7fVUTmY7Szw8Okx08JmH/sfSW6RnCZp2y+5TNL/SmJc5dd+LZa1ODqeLx1+ILl70isJteUTOHkOedyfV58Of1xBf3SmW1Cc1w7IzFE87fod72Olhcf1Wgvw7d9stEjZx+Zh/x97ZwE3R3W+bSBYgAAJrgkElyBFggdtcSlaJDilBYoVKRasBVq8uAWKF4JrcCj+x92S4BbcA/2++4I5dDLszs6szu7ez+93vyPnOXbNvrMzz5wzKy0qEaDHOM/vJT0lhb6w5PPN+9i2kMhnMwETMIGiERiiBnG+OiRnw+aO8r2QM19wvyzKHz9nVrPO1O9W2qGqnHa/W0UjwvUMD3xtJmACJmAC3UfgX+oy3yHcK9hMoLAE1lPLwkXa7VqfqYaW7qa8vP+I8obXUE4rszoA2kr67Vc3Aa/PpfA/dKbWeTdZOdtYCfEg6LfaZoQgwaZ4OYy6zhL8kputYAQ4pnweeLiE8dDoQYl9jOyZUUra1toRPkNhycOkLLa3nMhzaxbnyIfRyidI70mhPpbc9H4c28cI5iel56SvY/sf0PoMks0ETMAEikSA61DOZSfnbNQyUb7/5MwX3E+N8sfPp3nXLwyFtXAZHthx7s9jDHigvwRBbSZgAiZgAt1JwAHQ7jzubdnrO9XqcKHGtJfrpF9l7AlPeveSHpZCGYxEatfgjQOgOni2zARWlWf43F+vdaaOlTNG2L0tBX+WPHQIxqjPdSUCoqQRiGrX/yM1vWstnEM4hr+NKBAsfFliH9PUD5cWkRixOUD6SCItjKBhuYpUyfh8UB55s/hT3grShxJ5yokg7i5SPJjP1MbB0iiJfCMlj/QRBJsJmEBhCKyolnB+ejpniw6I8p2RM19w3znKX+6cWmn/XcrPw7JWWz81gO8fNJOU1f4iR/rIPYTNBEzABEygOwk4ANqdx70te81N7H1S/AKNwE4W20hO8XxjtP3HLBkL6hOCF8MK2j43q1gE/qTm8PlnevDsKU0jMPqQhO8d0p3R+ntaJo0pyHz+8H1JYpSprX0I7KOmcuwQoyYHS1gf6SoppJVa8jm6N/JhBA4j9MvZUkoIAfULyzlF+2fW8nfScRLBzVJ1J/d9IL9+UtLox/0S/ndGiZNrSfB+N4kHYptKM0g2EzABE2gmAR7acO7i/LRKxop7yu+NKM9vMuZJuhEs5PydPI9m2SbYOFuywBZuj476cVOONgTmw3PksasJmIAJmEBnEXAAtLOOZ8f3ZgL18HDpdYkLtqwje34V+ZPnTWk5qZ3NAdB2PnrNb/vZqpLPPjdPaUbwCb9REu9sDNPMCJCVMoKgjGAhz+6lHLyvsAQIBoabQY4f+o+0o7SEtJV0i/SJxI0v6WG5pdYJlp8X7SftNmlraTGJUaObSFdIIQ83nHxeStmS2nmnRDnV6OZShWrfNNK7UZm0r1RQlfbdKi0q2UzABEygWQTCa0FGqELOVZXsHDlwfmQmE+ffao1zYTXn2fuqrbBB+cKDXc7hm2eo42L50G8CwP0kmwmYgAmYQHcScAC0O4972/eaiz9umrPaFHI8VFpG4sl7u5sDoO1+BLO3nxFq20t/l86QDpPWlsoFk5T0CztPe7jwf/kXKWPvCDdG20a7GSFHvnIBUNzWinyeYsPWVgR+q9Zy84i+kDjWpTRG+/kMkMZNeNx21cZHUql87CPfEVK58y5BAG5I8WU06X3Rernyyu0foHyl7J/aGfLQjzukE6V/SNdIod+k/VGymYAJmEAzCEyoSnjoxPmJ7+ZyD2F4GHlh5Mf5aiGpFptFmTnfhfNiluX38u9fS6UNyvtM1A++w44qUwcjZ7m2wYe+cv63mYAJmIAJdC8BB0C799i7521MwAHQNj54GZs+o/wukEJwKHmTQtBpb6mHVMkOlwP5CUaVC5wSoOKmiBsdHhhg4QcTPv1ps+Rf8pFO+VlGsZQsxDtbRoCgH8ec4/eh9JzEzfiIaH2klqQhRnRy05603trByFHSH5Eek66V9pD4HJez3ZRAudyY/lWaTDpJCvXlWe6vfElbUjtC4JbPdr+kg7b5rB8rhbq2K+HjXSZgAibQCALTqlDOmeE8eL3WOSevK20lnSbxXU86D4h+LdXD/qxCwjkvy/KgelTagDIIbo6K9eVzrd8gHS2dKN0vfScFvsO0bjMBEzABE+huAg6Advfxd+/blIADoG164DI2m8BNmLr7jda5aOeGhSATI0DjP+Y1XNuTS2m2sRLDTc5+ZRxnjnzejNKn05LRJuR7MtpXbvFY5LdIOQfvLzSBQWrdE1L4jCSXBEZ3kxh5Xy+bVwUReCX4uVms0Ou0nqw/y/aZsTJY5Z20IyTy8j/EkpFUBFk3kfC/SeJm+TTpFAmfb6XZJJsJmIAJNIMAQTwCdl9LnINK6Rbtn0eqpx2jwkrVldzHQ6mi2yVqYLmHxfQHtjwwtpmACZiACZiAA6D+DJhAGxJwALQND1rGJveX32iJi3ZuemaVStlq2vm2hN/NUg+pnE2vBAJN+DIaYlUpaTNqB+lvSQSJ7ou22XeklGaPKxG/hdOcnFZoAuOpdctJf5Uulq6UTpY2lCaV6m2Xq0A+M/9MFMzIUfbn1RmJcv4QlUFg95No/U9avh+tlyr/yyjtPC1tJmACJtBMAtOosu0kzmVXS+dLB0gDpEYZr0F5XSp1PuRaYNNGVdyAcuFHUJdzPg9yR0r3Szy8S7s+UrLNBEzABEygiwj8S33le2+LLuqzu2oCbU/AAdC2P4RlO3CHUjgpXyVVumjvK58wUnRnracZQdJwk0MQlFFvjOzgBuFViVGejKBAL0j4EjRlez6pnE2oBKad4T9VOSfvN4EYgUm0/pXEZ2uG2H5Wj5fC5zTPcp9EOfdE5ewULb+NlctnfnfpN9IaEiODwjmVOr+RJpBsJmACJlArAb4jN5cuk3hY+Jr0gMQDpuWkVhuvsVlJ+ot0nETQdRXJ50BBsJmACZiACXQcAQdAO+6QukPdQCDcrA/rhs52UR+5GSIA84E0RcZ+rxvleVtLRvGVM6anj5GyBpUIkuJ7tpRmGygRv8fSnJxmAjECS2mdz8yjsX1hdeUoLevnNPglg/QEMUnbP1beZ1rfSCpnWyuBoCz5TpRsJmACJlALAR6yjJDCearU8lalz1JLJc5rAiZgAiZgAiaQmYADoJlR2dEEikPAAdDiHIt6toSgCzdIR+Qs9MUo37IV8g2J/KiDQE+YFl/qpox9TIFjtF45Y2p0GC36h3JO3m8CCQLraZvP11WJ/WHzoSi93Ocyuf+akDFa9o7yf6zlR9E6wX8eMFQyAvmUj3//Ss5ONwETMIEyBJiVER6oPKl1theWeMcw39V8z4+WON8wk2OAZDMBEzABEzABE2gsAQdAG8vXpZtAQwg4ANoQrC0vNEzbHZSzJafIn5uoXVPy8V7P5yO/cFNGntelZySCqF9K7EMhOMo7IEsZ5d0k4Ut+T5cTBFsmAmGU521lvBnN+akUPotpS0Y+z5Qoh88in9/wGSb/MQmfcptMjw/1nV7OyftNwARMIIXAakoLDxkZhV5udgYPa26WOOeMlPwaGUGwmYAJmIAJmEADCTgA2kC4LtoEGkXAAdBGkW1tuSFAOW/OZhwkf26gDkvJd2jkww8EEGAaKiWDTASMGAH3vhSCQIyim14KxqjPzaVXJHyYru+RcoJgy0ygrzz57DA6k/fPlbIltJPgZvgcllp+q3Te5dlTCtZHK3+UvpfIE4L9M2u9kk0sBx4ChMDpO5UyON0ETMAEEgR4APOyxPnnwERaqc0JtfM/Ev4nlnLwPhMwARMwARMwgboRcAC0bihdkAk0j4ADoM1j3cyawk3QMjkrPUH+3DwRDCpl3JARyMRnyZgDN14LS7ynjDpDoJPlvRL+iGDSSOk1KbwblP1PSLNLNhPIS+ApZeAztFlKximUxjTRERK+QQRO34ttEwh9VRolhcBn8GVJWhbbXk748wMlo6N1Aqo2EzABE8hKgFkTnEeelXpkzMRDSR7WfCMxu8JmAiZgAiZgAibQGAIOgDaGq0s1gYYScAC0oXhbVvhZqpkbp/1ytiB8Hph2V8pW1E7KJWCZ1caV46kS+cIourB+j/ZtI2W9uZOrzQTGIjBYW3ye3pRC4H0sh8TGxtpmZObX0iwSI0d3ku6X4p9PgqE3S7xvb4xEHS9IlYwyQ1B1I62/LJF3DslmAiZgAlkJnC9Hzh17ZM0Q+d2lJfnWj7a9MAETMAETMAETqD8BB0Drz9QlmkDDCYSA17CG1+QKmklgLVXGDdAIidGZWYyRm+T5RCqXh0ARPmdIeYxRKeRjJEtfaTaJacI2E6iVAO/Eu0sKn6+0QON68vs88i31cIAp8IxEnlVitHOwk7RC+QRIGeVczuZVwksSvrzXluB/eD0Eo1BtJmACJpCVAA9lOJcslTVD5Hd0lG+fnPnsbgImYAImYAImkJ2AA6DZWdnTBApDwAHQwhyKujaEoBCjNLl5OjlDyQRnGN2G/0Ep/ntHPn9P8SmVxHsTKfuNUoneZwI1Epha+cNU+G+0foq0ikSgfR5pE+lGic8gYoR0HmOEMuWG/Ndonempc0sETH8tnSmF1zo8qnX+p5aQyDNCspmACZhAHgJPy5nzxwJ5Msn3gCjfETnz2d0ETMAETMAETCA7AQdAs7OypwkUhoADoIU5FHVvCMEXpvlyA3WaNIlUyubSzicl/B6XGAVXzrZQAn6XlnMos58RLOR7pEy6d5tArQR43925UnwaO5+5uBjdvJtUjZ2tTJQVgpzxcsM67w09XQr/Q1dEef6hpc0ETMAE8hAYLmfOLavnySRfzkHk2yVnPrubgAmYgAmYgAlkJ+AAaHZW9jSBwhBwALQwh6IhDeEdYF9J3Ay9LR0lrSutKG0pXSSFgM5zWmekZprNqUTK+lCKTxFOy0Pa4RL5/smGzQQaSGB+lX2kdJ/Ej209L90kEficSqrW+isj/yu8P3SodIv0gvSqdI90mMSI0GDbaYXP/BfS9GGnlyZgAiaQkQAjODmHZJnFEYpk9sdIiXyLSzYTMAETMAETMIHGEHAAtDFcXaoJNJSAA6ANxVuIwhdRK8K7xLgpSopRa7zTc3Ipiz0mJ8r4UxZn+fDr1x9J5FlOsplAuxLgM8/neIz0Z6nUQ4CJtX+IRKAU38GSzQRMwATyEhigDJxDvpRmyph5a/mRhwczvIPYZgImYAImYAIm0BgCDoA2hqtLNYGGEnAAtKF4C1X4smoNP45wtXSHdIm0p9RPymNryJkbLKbXL1MhI8GgMI2PEXM2E2h3AkPUAT7/aJR0gvR76Q8SI5wZaU3aDxL/XzYTMAETqJbAZcrI+eQBabIKhSys9M8k/H9XwdfJJmACJmACJmACtRFwALQ2fs5tAi0h4ABoS7C3faVMyeMmiyDorlKpkXCMPH1Ywo+gUNYRLHK1mUChCfxGrXtG4rNdSpxXV5BsJmACJlALgamVmVd5cJ55ShooJa2HdmwvfS7hxw1ZI2xKFUo9l0sPSrzT+yqJa4DpJJsJmIAJmIAJdBMBB0C76Wi7rx1DwAHQjjmUTe0IN1yMdgvBn/e0fqH0V4ng6ENSmALMVLz5JJsJdBIBppcuKf1FOk3il+f3lRaVbCZgAiZQLwKzq6BnpfB9y2toON/wfXu+FEadk872hFK9jSBneJVNaEd8yTT9QySuDWwmYAImYAIm0A0EHADthqPsPnYcAQdAO+6QNrVDa6m28Avy8Zsh1hmNwpT7KSSbCZiACZiACZhAdQQmVbYh0idS8ruWbX6QbSOp3saDnqFSqPM2rW8r8fBnMWlz6WoppN+o9YkkmwmYgAmYgAl0OgEHQDv9CLt/HUnAAdCOPKxN79S8qnEbaX9pF4kpwhNLNhMwARMwARMwgfoQYHTnKhLvHOb7lmAkP5bUKDtcBRPc5N2i66VUsrzS3pXwPTfFr1QSQdYNpCulURIPT5k5wo3lSpLNBEzABEzABIpIwAHQIh4Vt8kEKhBwALQCICebgAmYgAmYgAmYQJcRmFv9HRNpxQx9X1A+4T2kK2Twx2UG6T4pjCAtteQ9o5NLNhMwARMwARMoEgEHQIt0NNwWE8hIwAHQjKDsZgImYAImYAImYAJ1JMDUdt6RzZTyvhKjIYtiZ6ohBCR532hWY1QqeW7IkGEa+YyI/MmTpoeV3lOymYAJmIAJmEBRCDgAWpQj4XaYQA4CDoDmgGVXEzABEzABEzABE6iRwGrKf4v0nRQP/PGDRidI00mttnfUANo2f46GTCXf76VvpEkq5LtG6fG+V1qHi80ETMAETMAEikLAAdCiHAm3wwRyEHAANAcsu/6CACMylpM2kXg/2MJSkUawqDk2EzABEzABEygEAYKCl0sh2McU82elByWCn2E/U8k3klpl/HghbfmkigbQH/LOl5L3V5FP6G+WJcHi6VPKdJIJmIAJmIAJNJOAA6DNpO26TKBOBBwArRPILitmNvX3AulLKXnjwk3cgRJT+2wmYAImYAImYALjjDOhINwr8Z35sbSn1FuKGw8Rh0n4/FfaSmqFzapKacOoKiq/P8q7VErev0Y+yeuHSts7ppTpJBMwARMwARNoJgEHQJtJ23WZQJ0IOABaJ5BdVMxm6uvXUrhBe0Trl0r8UMFr0X7SXpb4dXibCZiACZiACXQ7geMFgO9GgopzVoCxV+TLVPI8U9ArFDtWMtPs+T7fJxLrYer9xFqnrXzXjy/lsZFyJm//lExXRz745dEJKWU6yQRMwARMwASaScAB0GbSdl0mUCcCDoDWCWSXFLOp+hluVjjpM0okactrx2MSfu9L/SSbCZiACZiACXQrAYKBTOFmyjujPLPY6XLie5R3ZdbTCKheJ/1XCt/nYfmD9l0rMX39mSh9ZS2zGr8cT1kfSj1SMg2P/EK9WZf8MJPNBEzABEzABIpAgHthvr+2KEJj3AYTMIFsBBwAzcbJXj/9Qu1XAsGJntEpaca7QW+U8OXdZuNKNhMwARMwARPoRgIHq9N8H56Xo/NTy5cRmAQlp8mRL82VmzRGldIWvs8Jrh4dicBn+I6n3isk/G6XshqvxiFPpUAlHPDLq0OUx2YCJmACJmACRSDgAGgRjoLbYAI5CTgAmhNYF7ufq75zs3JxRga95PdmlGeDjHnsZgImYAImYAKdRuBudYjvz9VzduyGKN9GOfOVcl9PO8OozzO0PlUJJ4KuBC9pK76fRusHaFnJtpYD+Qiw9pXSjEAsvnm1TFqhTjMBEzABEzCBJhJwALSJsF2VCdSLgAOg9SLZ2eVMqO59JnGzMluOru4a5bkyRx67moAJmIAJmEAnEXhVneH7c/acnTouyrdHznxJd4Kdn0Rl7ZtMLLG9X+T7hZaMQKXtTMnvLSWNHzw8UgrB1R2SDiW2J9G+t6U8AVBerePZJCVgepcJmIAJmEBLCDgA2hLsrtQEaiPgAGht/Lol9xLqKDcqT+bs8CxRPt4FajMBEzABEzCBbiTwsjrNd+gcOTvPj/6Q70858yXdj4rKYURpVguvsblGGZgSTzs+ly6XDpEOlLj5Gy2R9r2UJ1DLzJAQNCV/mr5V+kDJZgImYAImYAJFIeAAaFGOhNthAjkIOACaA1YXuzJ1jpsTfuk9jzFagx9+4CZngjwZ7WsCJmACJmACHUKA92jyHbpuzv6EHwtaP2e+pPtr2kH9eYKIS0d5GL26oHRTtF0qUPkfpeGf13ZRBgKnpcoM+3gvqV+jk5es/U3ABEzABBpNwAHQRhN2+SbQAAIOgDYAagcW+Wv1iZuRm3P2jaAnwU+CoJ66lhOe3U3ABEzABDqCANPO+Q69LEdvZpIv351jpClz5Eu68gNK1P2RlOd7GN+Po7zhfaHM6thWGiIdLu0kzSnVYssoMwHUEPAMS64dGLHKr9bbTMAETMAETKBoBBwALdoRcXtMIAMBB0AzQLLLOHOJATcl70h5bqAWj/K9pKXNBEzABEzABLqRAMFMRjIS1Fs+I4BL5cf3btYfHixX7AJROU+Xc0jZ/0yUtxlByH6qa0NpR4lZJ9NLNhMwARMwARMoKgEHQIt6ZNwuE0gh4ABoChwnjUXgFW1xM7bGWHvTN06N8vAeM1trCUyo6vtKc0u9WtsU124CJmACXUdgiHrMdyjvxF5MKmc8ZDxawpcfH5xNqsVmVWbKGlVFIa9HeRn52QjrrULnkQgQ92hEBS7TBEzABEzABBpEwAHQBoF1sSbQSAIOgDaSbmeVvbu6w03UC1KWANqS8mP6Hu/34gbH1hoCq6va66VvJI5f0ONa31vqKdlMwARMwAQaS2A8FX+txDmY8zFBzv5SMF4Zw+tm7pPwYer72lKtRrlfSIw+nTFHYQQlycMPH42fI18lV6bzHya9KIXvI5bhB5YGat1mAiZgAiZgAkUn4ABo0Y+Q22cCJQg4AFoCineVJMAIwqckblTulsI7wbT6C+MG5j0J33/8ItU7mkFgclXCr/eGG0wC0YwA4qbzy9h+9vGqApsJmIAJmEBjCRBIPEkisBjOzR9qfYQUf0j1rrZXlOplV6gg6huSo0CClOT5d448lVx5IDdaCn3/VOvPS2/G9pF2psQ1h80ETMAETMAEikrAAdCiHhm3ywRSCDgAmgLHSb8g0E973pC4QflA2k9iSjUjTCaVlpG4cWHkCj6MPOwh2ZpLYDJVxwhPjgE3m3tIU0vBOF5rSo9K+HwtLS3ZTMAETMAEGk9gEVVxgRQPBnIufkLaX+IcXk9bSoVRPg+/FspQ8MLy4Z2l5GE2Rz1sIxXyg0SZw6XlJUbFBptZK4dK4QHdTVr39UOg46UJmIAJmEDRCDgAWrQj4vaYQAYCDoBmgGSXsQhMr63bJG5iyokA6DGSb14EoQV2kerk2DCypm9K/YxGOlvClxG7fSSbCZiACZhA8wgwm6KfNHGDq+ThJOd6Rpcum1LXckoLMzhOT/HLkzSXnENgc0iFjARo+cFF2npkBV8nm4AJmIAJmECrCDgA2iryrtcEaiDgAGgN8Lo4K6NDHpbi0/i4WUHfSkOl+IhDbdqaRGAJ1cNx4J1v/TPUSZD6Dok8/8jgbxcTMAETMIH2I8CU8hslzvV8d18ubSDNF+m3WjLdPXyv36B1ZgvUw65QIdR7fsbCmJHAaFFeC9CoH2DK2BS7mYAJmIAJmEBJAg6AlsTinSZQbAIOgBb7+BSxdbuoUWGKO1Onmab2T+ksKR4UfVvbBONszSVwhqrjRvNvOaoloE2eDyUCojYTMAETMIHOI8D5nXd7huntnPeTIo2p6PX6LmCE6/cSwczppKx2iRxpG68EsJmACZiACZhA0Qg4AFq0I+L2mEAGAg6AZoBkl58J7KQ1bkgYIXK8NKWUtPm1404JP37ggNEltuYReFVVwX5AzipfiPL9Kmc+u5uACZiACbQXgZnU3L2lm6VnI7HOvhmletqGKozvJMrPY+vImXy358lkXxMwARMwARNoEgEHQJsE2tU0lgAXfgtIjFwbJA2U5pW4WGz0+5lURdPNAdCmI2/bCnmH13cSNyRbS2nGuyXD6A1+OT7+Qwdp+ZxWG4FxlZ1XEBCgZrpjHhsmZ47t+nky2dcETMAETMAEUgjwI3x8txyX4lMqac4o30ulEr3PBEzABEzABFpMwAHQOhwAgga25hLopeq2kjaXCHyyXc6YwvO09JB0vXSjxEWdzQS6gQBT4ngf2JnSUCnN+F/ZRlpcWlDaTLpIsjWeAEFQzOemnzj4rwmYgAmYQPsRCN9h4Tut/XrgFpuACZiACZiACZhAQQjwHqJTpM8kLrKqEcHQNaV2No8Abeej17y291RVX0r8KAGjobPaDnLkf+u6rBnsVzOB11QCzAk857Hn5Ey+xfJksq8JmIAJmIAJpBDYSGl8tzBoII+tLWfy3ZEnk31NwARMwARMoEkEPAK0DqA9ArQOEDMU0Vs+w6V4gICLrHek16UPJH7chamkHBOmvk8u8UuUfaWJJIwRo9dKe0knSDYT6FQC/EjOJNJj0ls5OslIaWzpnxb+2wQCvC9te2kTiYc0WWyAnHjVx0fS41ky2McETMAETMAEMhC4Uz48PF1JmkbiGjuL8R2G3fbTwn9NwARMwARMwARMwATyEphUGe6XCHgifrV6U4mLsiw2gZyWkc6QwvsQKWcNqR3NI0Db8ag1v828F5LP+bAqqg7/J/zv2BpPYClVwbH6XOonVTLez8oDIfIcV8nZ6SZgAiZgAiaQk8BV8uc75pyM+XgPP0FTBiL0zZjHbiZgAiZgAibQTAIeAdpM2q6ragK8l5CLMMSPtNTy4ywEPUNwp11/6MUBUB1EW0UCq8qD/5lbK3qO7cBoafJ9M/Zub2UgQMB4RomHNnntMmWA+zPSzCmZeyjtNAlfRuVMLdlMwARMwARMoJ4E5lFhzKziu+YvFQqeX+lvRb5HVfB1sgmYgAmYgAm0ioADoK0i73pzEThL3lyAPSnVY0TablF5lNlfajdzALTdjlhr2ju7quUz/qFE0CyrMVqafLxf0laZQC+57C8xDZ1fcocd4maQQOVcUhajHKa/k/d96Y/SlFIwjuGq0gPJGjaoAABAAElEQVQSPgSol5dsJmACJmACJtAIApupUEZ18p3D+0AHSvEfOJpO2wdIzF7Ah6nvfjWYINhMwARMwAQKScAB0EIeFjcqSYBADBdWRyQTqtyeKSqPMlevsoxWZnMAtJX026vu8L+zYY5mD5Uv/xvH5MjTra6/VscJVsILMbqcwOcX0Tb7xkiHSvGbRm2WNAKeN0mhPPK+LBEY/TS2nzqYNm8zARMwARMwgXoS4HtoEWlZiUEC60ifSOF7abTWGZDAj/eF4ChpQyVmkNhMwARMwARMoKgEHAAt6pFxu8YiEH71faex9la/wQ8kEajggm2D6otpWU4HQFuGvu0q3kEt5nM+UsoyVXpl+YV3ePXTuq08gY2V9L0E37slgqETSMEGaIURoMHnvJCQYckN561SOE9RB3pWYrRpNVPslc1mAiZgAiZgAiUJcD18jxQPavK98450unSSNEIK30csv5KulpaTbCZgAiZgAiZQdAIOgBb9CLl9PxJgaikXWkN/3Kr9z0oqIlzAzVZ7cU0vwQHQpiNv2wp7qOXhB8T4P5o1pSe/UVoY5XFwip+Tfvr1dW78OI8wujPNON+Ehzi7pjmWSOupfXNIC0h9SqR7lwmYgAmYgAnUQoARn/GZB19r+zHpXul1KVwv8z22vjStxAM+rp8nlGwmYAImYAIm0C4EHABtlyPV5e08W/3nAoyLshVqZMGFXgioMo2nHc0B0HY8aq1r83Sq+gWJ/yGmZv9DWkaaXuorrSsNk0hHF0jjSrbyBK5VEqzOKe8yVsp6kf9HWvYeK8UbJmACJmACJtAaAswmINjJ9xmvc2GmVXKGwULad7WEz3+lTSWbCZiACZiACbQjAQdA2/GodWGb+6vPYSroJ1rnAq2ap84LK9/DEhdx6EipHc0B0HY8aq1t85Sq/lIpfPZLLQmO7tPaZrZF7TOqldwEwivLawVCp4ZrBe47hh1emoAJmIAJmEALCZyruvle4iHpLBXasV/ky+yHOSv4OtkETMAETMAEikjAAdAiHhW3qSSBvbU3HrRhKs510uHSttKaElNNl5aWl1aTNpT2kE6Rwq8rhzJu0b7xpHY0B0Db8agVo82/UjOOk/gM8V6vkdKd0r4SI0JtlQkMlgvnkSsru47lsbW2yHfFWHu9YQImYAImYALNJzBAVfIwj9lVWQOaQ+XL99hlks0ETMAETMAE2o2AA6B1OGLj16GMZBGMMPq1xAUJ0yV5D1wWY4oK6kRj2u5oiWAmPHpJa0XSIpfdLO/NJS78bCbQTQQIfCJb9QRmjbLyg0R57JnIuW+eTPY1ARMwARMwgQYQ2FJl8rqbM6WXM5bPj/Bx/cy7QKeQPpVsJmACJmACJmACXUSg3gHQ9cSOJ6vVTPEeqXydGgBV18Y5T7pe2l1i1GeeEWvfyp/AJ+8TpQybCZiACVRDIJzz+XX3PPZD5NwjTyb7moAJmIAJmEADCDBrCsszK4GZI/dJg6RlpBslmwmYgAmYgAmYQBcRCDfD9ejyxirkIqmeZdajXUUq4wM15oBI/bQcKDFSdnKJp9GMDB0jfSExTf5V6TnpSYl9NhMwAROohcCbUea5cxYyV+Qf8ufMbncTMAETMAETqBuBmaOSXsxZ4kvyHySF/Dmz290ETMAETMAETKCdCdQzWHmMQITyHtD6WdJrUtYpJu/Kt5tspDqLbCZgAibQLAJ3RhWtriW/lvtlxoo3ivxC/ozZ7GYCJmACJmACdScQZjGE+46sFYRZDGFWQ9Z89jMBEzABEzABEzCBnwnw3s//F4lfa7aZQDkCvMORz8qwcg7ebwIm0FAC96l0/gePzFjLUvILPzbBud5mAiZgAiZgAq0kwEALvsdWzdmIB6N8q+TMZ3cTMAETMAETaDUB/whSq49ArP4NtR4CoHmnVsaK8aoIMCprCWk7aR+Jl7XPK4Wn1lpta3MAtK0PnxvfAQQIaDL6haDm4Ar94dzztsT5/YgKvk42ARMwARMwgWYQOFSV8L10fo7KeOUU33vMfOiZI59dTcAETMAETKAIBBwALcJRiNrAj/pwIcJNdd7pKFERHbvgRe388BGaJKWX/HDUEOk7CZZJvaB960rtbg6AtvsRdPs7gcCe6kQ4x5yndW4M4zalNvaWeBcxfsMln9sFwWYCJmACJtByArOpBfxAKFPheZ9+JeMX42+U+D47vZKz003ABEzABEyggAQcAC3QQVlQbQk306zb/kfgNK0GNtP/b/dYa3219XTML/iXWt4gv3YORDgAOtah94YJtIzAjqqZG8hwnuFH1+6R+NG1+IOYC7U9sWQzARMwARMwgaIQOEoN4fvrXWnRlEZxzUzQE98PpXLX4kqymYAJmIAJmEBhCTgAWqBDw/TszyUuLvYqULuK0JRKAVCeSt8pwS7oMa2fJx0qDZUelkIay5OkdjUHQNv1yLndnUiAUTRnSx9J8XMMAdBbpVUkmwmYgAmYgAkUjQD3HjdJfHd9LR0txWczMM2d10hxTR18BmndZgImYAImYALtSMAB0IIdNUYTcYHxnrRYwdrWyuZUCoDuqsaFwMM7WudirZStqJ3PScF3cCmnNtjnAGgbHCQ3sesIMEJmLmk5aYDUS7KZgAmYgAmYQJEJTKDGnSLxbs9wffyp1t+WxsT2jdQ679e3mYAJmIAJmEC7EnAAtIBH7ny1iQuQL6TtJU8zGWecSgHQMLqTizeCD2k2rRIJksKYaartaA6AtuNRc5tNwARMwARMwARMoJgEFlGzhkofSCEQyu8S8Gvxu0kTSTYTMAETMAETaGcCDoDW4egx6iePDZbzsSkZQnn8kvlZkR8vKA8/pJGSdZxjlIi6yZi+s2DU4cu1vLdC599XOj+mdKk0n8T0Hqb9NNo2UQU7SOPWoaIwPYnPiM0ETMAETMAETMAETMAEIMB9xDISMxIml5hV9rD0kpRmjytx68iBfFxjEgzlHsRmAiZgAiZgAiZgAj8SCAHLrDj4IYypsjpHftTRJ0MegnndZv3UYZhiXOBlsTsjJ7guLPF0u9G2oSpYuc6V9K5zeS7OBEzABEzABEzABEyg/QgQsOQ3BHjIX+r6kFlPB0rXS5WMQRfIZgImYAImYAImYAJjEcgbAP1Sud8cq4T6bXTjxQpPtpmqw8hKRndmMZ5ofyMROO0rNSMAuq3q4R1L40m1Gr/EySjQRn2Oam2f85uACZiACZiACZiACTSHwOyq5lpp/qi6p7V8UOK+YGaJB/ALSddJXEPuKnlkpyDYTMAETMAETMAETKBoBCq9A3SkGkwQlABjFptNTvijxbNkKJiP3wFasAPi5piACZiACZiACZhACwhMrTpHSFzTEvhk+nvSJtAOgp5fSfidIdlMwARMwARMoNsI/Esd5ntwi27reD37W48RffVsT6eXxRPsMOU99DW8K3Ul7cjyjk2mCAV7Max4aQImYAImUHgC/BDHOtLJ0jUS0zkZ0bSRxBRQmwmYgAl0EwHOf/0kZjMtJf1HStoY7eCcuaJEEHRHaX3JZgImYAImYAImYAItIcDT2UGRJszZAm78DpHWy5mvXdzjI0CJ2HMh94R0jrSzxNSeTyXSjpXKGcHRPSV+1RLfO6R2NI8Abcej5jabgAnUSoAfkxslcf4uJV6Jwo29zQRMwAS6gcAi6iTnwm+kK6RbpEulfaR+Uinjupk8z5VK9D4TMAETMAET6GACHgFaoIM7ndoSbuimz9ku3vFD3jNz5msX91Oj/gU+lZZbJTo2lbYPkR6LlcO7jwZI7WgOgLbjUXObTcAEaiHwd2UO5/4ntb6/xEjQNSUebPG+u5A+VOuenSEINhMwgY4mcJt6F857ySWDBU6QkoMq+O2Ct6N87XodrObbTKBmAsuqhBMlRk2/LD0iXSJx3zlMelx6Sbpb+qvk/xdBsJlAmxNwALRAB7DaAGhP9YGLHC58rixQf+rZFG5k55E2k46WeMLNSJ/kxV7Y3k5pcWPafEhj+V9pv7hDm607ANpmB8zNNQETqIkAAU7O3d9KjPBkNH8pYzbE5xK+x5Ry8D4TMAET6BACWQcH3Kn+8uqQuJ2nDc6TnE9tJtBtBGZVh2+V+B/II+4fL5KmlGwmYALtScAB0Doct7y/Ak+VG0gzJuruFdveRuvcxFUyLmhWl0Ibnq2UoU3T+cJ5IRJP5oLBcOGYmArUXxohxS3+6/CjlbCVdGPcwesmYAImYAKFJNBPrWLkBTcpG0vXSOXs30p4R7pd2ltiKuhjks0ETMAEOonA9urMzhk7NEh+x0q7xPxfj9bzzjiLFeFVE2hLAtw3MpBmWukj6fRoe0Mtd5Wwr6RJJGYLHihxHbGOxACb30mLSStJb0k2EzABEzCBDAQYpZLniVNWX6YCdrsRSE4+6SZAzMjRVaSJpXa3/1MH+EwMa/eOuP0mYAImUIEAP9zB+W5oBb948lHaIA8BUZsJmIAJdBKBnurMe1LWewP8COTMKQU7Tivs3yPs8NIEuoDANOojwX8++wyE6S1hgyX2fSftIPWQDpXYxyzLFSSMkaPhHuxRrU/ITpsJmEBbEfAI0BYerltVNyfWeulvLeyLq24ugfDl6wBoc7m7NhMwgeYTeENV8j3JqI2sxuwAZg58ISUfiGUtw34mYAImUEQCjESr5t7hoFhn7ovKWDu2z6sm0OkETlUH+d+5R5og6izT2UdL7N9aitsR2mA/MywJimIETXlfKPv9AEEQbCbQZgQcAK3DAWN0YTW2vTIxfD7Y5Fo5MdrYXctPQ0KZJSfebyRu8Dgxj5S6zbix5Z1weY0fReIJOvbmTwv/NQETMAETKBgBvhdnlvihvydytO1t+b4iMeKpr/SSZDMBEzCBTiDA9NtqbPEo0wJaLiV9LfG6EJsJdAOBKdRJ7r1/kBjlychOjNfO9ZFuk4ZKcWMU6CbSfNIa0nXSxxKvk7hZ2ks6QeKevKjGzEeuhZjyT9u5NuKaymYCJmACLSdQ7Y8gtbzhTW7AhqrvJonpP4zweV66QFpGymp8gfFlVeQvrLS+eARoGh2nmYAJdAqBfuoI5+kRVXTogSjvwCryOosJmIAJFJXAP9WwcA2bZ3mf8jFl9/4o//Fa2kygWwgQyOT/ZXiiw3dE+7m/LGX7aSf5zkwkjoj2L5rYX5TN+dUQ3oP+hRQ/T3ynbd6BOkiymUA3EvAI0Doc9fHrUAZFfC4xlJ6TlJ/MCELCJtU2Uxe2SuyfR9toc4kRtAdIX0s2EzABEzCB9ibwYdR83ts1rsT3Y1abLnIMZWTNZz8TMAETKDKBas9pn6hT10iM/hwlHS7ZTKBbCDAKEnvwp8XPf+eK1t7VcgNpaon/saell6XgH/Jr14/G/n4S+R+TimT7qzFHSONJXDc9J70j9ZEWkFaLdK6WO0sERW0mYAIm0HQC3NwxxY/RiTyFYtv2PwIEN+NPsHii9Zr038T+F7U9m5RmHgGaRsdpJmACJlAcAkzX4tzPTXtW4zuAPEz3qtdDyqx1288ETMAEGkmA4EX8ejjrehgJxgyqAY1soMs2gQISOEZt4n/lz7G2ca/9ZbS/1P8RQdB9o3Rm38WNEaHk2SG+swDrf4vaxVR/7p1nSrRpSm0zqjWcD3goQqDUZgLdQsAjQAt0pJdXW8LJlxs+2/8ILKzV7yX48IRuHSmcrKfQOl9mPNkO/EZpPS0I6gCoANlMwARMoA0IHK02cm4flqOt4YcOzs+Rx64mYAIm0A4EJlAjR0rhmjfPknd+zirZTKDbCOylDvO/clLUcWYWXhntY/9HEtcZZ0hXSYwCjf9vcW/+e2keCbtRIp1BS2tLBEqPkqhnJakVD1/XVL20iRGda0nljFk1jBINQdCrtb5QOWfvN4EOI+AAaIEOKEPQw4mWJza2/xHgywg2Y6RyJ+gZlPZE5Icvo0PDFEitjmUOgI6FwxsmYAImUFgCnMc/lzivb5+hlTwgY+QD3xdzZ/C3iwmYgAm0G4HfqsHhniHL8lH5D2q3Trq9JlBHAsuqLP5XXpJ6SPyIEdvfRMu9tQxGkPNaKTnLMPyvPaK0r6L0ciNIGWm9m0RdzTBGsz4r0cY9ylTYV/svkrhGCn2JL5/RfoKoNhPoZAIOgBbo6K6gtoST0NACtasITbknYlNpNM/k8rsr8oUlF3w84UuaA6BJIt42ARMwgeIS2EpN45zOzcgh0kRS0rjJ+JPEyAd895FsJmACJtCpBA5WxzjXVdLl8gmzpjqVhftlApUI8D/whsT/C0FAlu9KO0brb2rJPSMPF0JQkyUzEEMglPvKD6T4/xxp90vMVmEU6PESgcTgM1zrU0qNtsVVAXW+LpUafbqy9n8U+RD05V74MOnlaF9Io4xjJQKqNhPoRAIOgBboqHLz9prEiedjaVbJ9hMBnqLBhSdplaynHPgiwh/dIME2bg6Axml43QRMwASKT2BPNTGMWnhL60xj20naQfqHFL4/Oe//TbKZgAmYQKcT2EQdJHATrnnjy8+0nwdBDmQIgs0ERGBbif8RgpYsV5GwhyS275GYPcI6QRLe+8k6r45gyf35llLIzz6uP0oZIynflkL+UkHJUvmq3cf/OnWdXKKARbUvBHWv0vrMMZ8QAL5Q+/4kfStRzpGSzQQ6kYADoAU7qv3UnoclTjyfSrtLA6WppG42vnBgsn1GCFPLLzzRIt+piXwOgCaAeNMETMAE2oDAILXxMYnzeim9oP28i8tmAiZgAt1CYGJ1dB2JEWjnScdLW0jNGHWmamwm0DYEeBjwgMT1A4FOgpnsm1OKj4Acpu2nJfxekfpI90Xb4UEs96YEQilnLqmUzaKdPLClnD+XcqjjPh4KU89uiTIZBPR8lHaWlskHIitGaXdoia0shZk0S/24x39MoLMIOABaoOM5udpytnSeRPCTk1hcn2j7zQraU+mdaCEofFyOzvWX7/tSYBhn4wBoDpB2NQETMIECEeDifTHpL9Lp0pnSwdKy0niSzQRMwARMwARMwARKEThFO8O9IctR0jnSg4n9pDHd/WSJ0ZGfSyHf91qfXeIahH0EVMrZKkrA5yOJhxWNMqatU0/8fpe6CPKy/0VpAilpq2oH6bfGEoZE+4bH9nnVBDqFgAOgBTqS/NADJ6BadEiB+lPPplwUcWEqfJ8cBTN69qsoL0/ptoryOgAagfDCBEzABEzABEzABEzABEzABLqAwL/VR+61+cHhV6P15L0394zJffHtoUrHZpXY/5k0oVTOwkCetco51GE/Iz9py3mJsq6N9m+f2B82CZiSj9GhwRiU9Y1EoHeqsNNLE+gQAg6A1uFA1mvECSefD2sUwb5OtIujTk2rJesEi7MYT/M2l/giY9QQXwqHSPU6ZirKZgImYAImYAImYAImYAImYAImUHAC4V6Z93syW5AZJb+XfpC4XyRISdBvXYng4IHSdtL+UrBbopXXtWR6eS9p7mhfqUXwp65GWahjHVVAe4KFOkN62M+Se2Puk7F4OgFdXhXQQ1pEspmACZiACbSAAMPwCRIjphEQzNxFymI7ySn+NI8vuVBWlvxF8+FLm/YPK1rD3B4TMAETMAETMAETMAETMAETKCCBg9Um7qEYARpsaq2wjynv5exkJYR7x+VjTrdF+1eO7UuuEmAl72nJhDpv36Xykn1jFCf7CGYmjVGhpL0p8SPCcbtQG6SFAGk8zesm0M4E/qXG89neop074bZ3BwHetfKUxAc26JkcXd9avmNieUMZOYoojKsDoIU5FG6ICZiACZiACZiACZiACZhAGxBgRCT3gLxWbdKovUxfZ6DMtxKjIpM2mXbEf1eCUZbBHtEK5YWRlmF/fLlf5HNUfGcD1n+lMukD7dk3Kp9BQ2z3ibbDYgOtMM2dtM3Cztjy+ihtzdg+r5pAJxBwALQTjmIX9WFi9fWf0hcSJ+z4C5u1WdEWkMc9EnmDKmYqoIMDoAU8KG6SCZiACZiACZiACZiACZjAzwRm1RrBwTmk8X/e29qV+1Q994GM6gz2mlbYt3jYEVuGH056I/IJgUymmod3ZfaO+SdXr43ybZ1MaMA2dYSZjndo/TmJfjG1n+DuQInf1iDgy/5jpKQxWpTRsKRz3Gwm0EkEHAAt+NGcUu1bWtpGOlo6QTpA2l6aU+pW4wuUE/hqVQLYSvl4t8mnVeZvdTYHQFt9BFy/CZiACZiACZiACZiACZhAkgCBwSES78gkiBY0WutMA59JaqUxUjKMfjxS6+NJ3GPTzvOkYOz/m8T+r6Vto/V3tGT06O7R9p1alrPZlfCdxFR0fsuiGba2KvlQot1B9DeMDg39OUP7NpSWkeJT4DfVNj4ET20m0GkEHAAt6BGdSO06SOJkG05cpZZPKt1D0wWhy8wB0C474O6uCZiACZiACZiACZiACRScwPxqXxhNWerelX0MQFm9xf0gyBdejcb99N4SAUJGT24tEewMr14jgLmJhN0v0YfLpE+i9XJ9YcDOnZHP2Vo206ZQZQyaog9htCdLRnbCP3lsvtQ+AkMDpbei9K21tJlApxFwALSAR3RBteklKXliStvm6ZStewg4ANo9x9o9NQETMAETMAETMAETMIGiE2Bk59tS2j1rSCPYyCzHVtqKqrxSsPZV+awQa+TCWo8PULo8lhZf7aONGyX6+6Y0ndQq204V044QCGX9Dek66d/So1JIC9Pnb9c+RsDaTKDTCDgAWocjytOdehkjPy+RwvR2nkxdIT0vjZAYvt430rpaziph+0n4XMCGzQRMwARMwARMwARMwARMwARMwASaROAk1TNDxrr44aGh0nwS08NbYXeq0nmkzaUNJAYhzShNIGEvSsdL3H8zbZ77c6aMc78ebCmtHCTdJ/GDQ9NLq0jbS1NK/HjS2tJ7UqvsJlX8udQragADrThWj0tfS0zT30xaXwpBTwKjBEVtJmACJtBQAkerdJ7KIJ7K9JfKGSffXSVOXPh/Jk0m2TqfwP+pixzzYZ3fVffQBEzABEzABEzABEzABEygwATmUNvCPWyeJQHFotmOahBTxcv1g3vvcyRGTpbzYT8jQMNgJa22zO5QzbTnGemtaL1Uuxl4dU+UTtCXY2ozgU4j4BGgBTqi46stnGw4IT0i8WQsi3GSDiexHbJksE/bE3AAtO0PoTtgAiZgAiZgAiZgAiZgAh1BgEE54X40z/LcWO+5F15VOkI6SzpW2lLqLTXbJleF20q86/NBiWDnNRI/fMQoUYxfVV9NOlW6U3pCGi7xy+pLSEWw36gRHA9GovaRekq/ky6U/iM9Jl0v7SfNJmHnSeS5iA2bCXQYAQdAC3RA51dbONmggTnbFZ5AXZEzn93bk4ADoO153NxqEzABEzABEzABEzABE+g0AsepQ+E+Ns/yzgjEGlq+UqaML7SfaeY9JFs+AiHYs2+ObDPJ9wfpK2mSHPnsagLtQCD8T2zRDo0tahvDuzJqbd+AqIBvteRpTB67P3LumyeTfU3ABEzABEzABEzABEzABEzABEygBgLVvi+SYOkuEqMQ+5epf1LtP0xiBOYEZXzSdjNSk5GQ/5Rukm6RTpfWkTo9qLq8+ohd/dMi09+35MXgKkaLLpYph51MwAS6igDD9ethU0SF8LTlu5wFfhr516stOau3uwmYgAmYgAmYgAmYgAmYgAgwOIIfK11fWkCaSvpQekoaJhHsIfBjM4FOIfBqlR3hfZonSgQpK9macmB6+R6VHGPp/P+dLy0a2xdWd9LKc9I20sNhZ4ctZ4j681rOfuHPNP4w3T9ndrubgAmYQGUCg+TCxRCaXcpjN8qZfBfkyWTftiXgKfBte+jccBMwARMwARMwgQ4mQNCAQGe4pi+1ZKbXwh3MwF3rPgJ91WVGgZb6vKft+yhnHn4xfm4pi/FKuc+ktPpJIwi7qtSJxq+/08fJcnbuqijfejnz2d0Eik7AU+DrcIR4ylsP4wlUsD+FlQzLAfJZMfJ7OoO/XUzABEzABEzABEzABEzABOpLYB0Vd7e0oMQIqr2kX0nLSdx0vScRjFhEIgh6r/RbaVzJZgLtSCDMPhylxl+cswO8Z7J3zjxMWd8yQx5mVhLE65XBd2L5XCGF0ZIZsrSNy4iopZxz8lh4QBPy58lrXxMwARPITID3knBhhLbLkGtW+bwU+Y/RkgsuW+cT8AjQzj/G7qEJmIAJmIAJmED9CBAQmUuaVmpEwJFr8C8lruFPliaUGCRxhMSrrcL1PUsCP/Ftpt/mnf2lLDYTaDoB3sf5Z4nP7FcSoz7flW6UbpW4H41/thuxfofqqGSHyyFv3c8oz0SVCm6z9KMjDufkaPcKUR7eBdqIc2WOptjVBOpO4F8qkXODfwSp7mirK5Ah/fGLpAe1zZPh+aRJJC6kZpGWk06U+MGkcHI/TOu27iDgAGh3HGf30gRMwARMwARMoHoCUynrX6WXpXC9zHK0dL5E0LJedrcKouxLJEbFcc3+b4l9TNs9W1paYrQZQQV+lIQ0gkgseUco7yu0mUBRCSylhhEU4/Naiwia1pL/aeWvZK/JoZo67lG+TgqC9ld/iC1wDlpGqmT88NETEuwOqOTsdBNoQwIOgBbwoP1ebfpGKnXSLvdUjadwExSwL25SYwg4ANoYri7VBEzABEzABEygMwgwgOATKVxP8y7AF6UwDZ39jMRkhBTBymqNH2Z5SAr1sPxcIkjDOsFWBi4kbSrtCO1jRBu+BG16STYTKBqBxdUg3pUZ/5znXed/j//BvPmS/gQp06yPEpN58myfk1Z4G6bxEIj+fyClBUEZJX9L5MtxYvCVzQQ6jYADoAU9ovOrXbwbqNLJmgusfSSm2di6h4ADoN1zrN1TEzABEzABEzCBfAS2lXsYZXaD1rnpjwc559D2cVKYdXWR1vMaIznJl3atThtOSymYQAv595UYzMD64ZLNBIpEgPtMgvNpn/UsaTyE+LYO5fC/m2aMeszSnlI+BHn5vyXg2ynGuY/3odJfRoKeJTEavafUQ5pd2kN6W8KHQDWzUm0m0IkEHAAt8FFlROfG0qHS5RJPkt+Q7pI4cfH+lRklW/cRcAC0+465e2wCJmACJmACJlCZAD/2EYIse1ZwX1bpYRQmAYCsxhT2ML29VBAlua9U2ZOrjJMkfO+Sdo3WGaVFUMJmAkUhsL0akvxMt3L7VxXA8L9VbftOifKeV6GOdkvmnPI3KTz0CXwYBR/WWd4nzSrZTKBTCTgA2qlH1v3qaAIOgHb04XXnTMAETMAETMAEqiRwm/JxI09wMYutJSf8CYT2yZJBPptL8aBBpfUx8p8zKpvRp5dKyUAEZYRgxBqRrxcmUAQCjKKu9BlvVnrW0drPV9HmN5WHkY/05V2pE43zz9+lZyXeP8yI0Leky6S1JZsJdDoBB0A7/Qi7fx1JwAHQjjys7pQJmIAJmIAJmEANBPopL8GLTyXeZ5fVbpUj+XbMmIFfi84b8DlDeTaRwo8eERR9JSqHWV4PSEy9pVxecbWSZGs+AV5tsKb0F4mp1gdI60rd/D7E8DnN+5mvt/+jOg6TSVksjK7O04YjooLD/yhTxDvd4q8G6fS+un8mAAEHQOvwORi/DmUki+DkvpHEU6hJJepguk0lu14OyGYCJmACJmACJmACJmAC3URg1aizN2pJEDSrXSJH8qIzK2Tqp/T5K/iUSt5QO3eQuJ6/QNpPot7+EoEXRmBdKW0gcR9AH1aQHpJsjScwkarYW9pHYgp10r7UjuOloyTW280IdC0pLSdNJzHi+XGJEdP8+G6aERRupRHEPE/aTcrKnv+fXaWs9rocGRmJ8QoNgp98Jr6WOtl46GIzARMwgZYS4IuXi7Y8T6yC75CWttyVN4uAR4A2i7TrMQETMAETMAETaBcCh6mhXBMflLPBBIbI92CGfCtHvuHaO+9y/6iOFaJyPtMyBNzujfZdGy1Hadnq4JOa0PFGQJBjH44lQeejJN7deqT0HymkPaH1WaR2Mj6zz0ihD/Hl+9q/c4XOPFAmb7ycrOtfVFHW7hXaVyp53qgeRlpXahsMFooK6RP5Zw20Rtm8MAETaBMC/1I7OSds0Sbt7fhmrhcdkEon6nLpQzqekDsIAQdA/TkwARMwARMwARMwgbEJHK5NrpEPHHt3xa0lonwEvirZKnIodx1eaf/1UeH8yMibUTlMscYIwhGsYfTZlBLTfSmvmuCPstkyEugpv0ckWL8qMUKylPEZeU7Cj2BiL6kd7Pdq5A9Spc/mUPmUm214aIb8lcoP6Yx6fj5HebektEtJZY0Rr+9K1EsZof7kkv/JvlKwbbWCz81hR8Zlf/kxiOkC6SrpFGlDaWLJZgImUBwCDoAW51iMw4l6tBROzAS5mCrDhdZS0sAMmlk+ts4n4ABo5x9j99AETMAETMAETCAfgZ3kznX0hfmyjbNVlO/KDPkIdIRr9bzLRZSXKe4hMHOn1ieQsDMkyvs3G7J1JbazBGXxt40zDqP+hkgEvJ6UGLlJQGpjaUKplP1VO+H8sjR1KYfYvim0/pSE/z9j+4u6urIaliX4SX9QuQcHMyntq8gn+Fa7XELl8D/0SobyGHnaW6rWjldG2nmDNIfEw4STJY7d3tJ8Utwm1QZBcPJsEU9IWSfPWVI5zm8obf2U/E4yARNoLoF/qbo8/+PNbV2X1caXdvgy4alTN79su8sOfe7uOgCaG5kzmIAJmIAJmIAJdDgBghxcS38kZf2xFJAQICHfH9jIYC/KJ1yzZ13yq++vxfJxrU9ADdtZopxvpXkkjJFj5OEdfSFIqlVbCQJwJNBZLggFW9ivJcWN4BqBPRgvFk9IWed+7XuJYzNjil+rkxhY84yU9fOJ39fSzFIp+5N25imrlO9JsYKZan6aBMekLz8CxqjTiaRabBpl/kSi/CMrFERdV0e+T2gJv0rGqysek5LtT27z+YKfzQRMoPUEHABt/TH4uQWbay2cMFf9ea9XTOCXBBwA/SUT7zEBEzABEzABEzCBe4SA6+mjM6JYJfIn6ELAJIttK6dwzZ53+bry8mvzPaRZpHOlUAblxu1NbZDGCDxbaQIE7F6Q4EQA73SJQOcAaWmJwBOjQUknELWHFIxRfuy/NezIuLwiyhcPmPfUvt9LBLYZ9felNFK6RtpKGl9qptF3+pZX+6Q08rAqygv1D1XeUgym1P7fSntJHKs1JVjWy1ZXQQSsaQcBzrmlpC2nHY9K+PDwZE4piw2TU+hfpSXB+RWzFGofEzCBhhJwALShePMVPljunDz5cvboz3zsus3bAdDuOeJM2Zpe8uiP7jnm7qkJmIAJmED1BJZUVgIeXE8TaEyzXynxQ4nr7/3THBNp42n7eqlS0COZTl03SgTQuJajjfh8I20tJe1j7SCdIJHtlwQYtReuiRmJ1++XLj/u4Xj9WSIIBfP1Jex4Cb5Mh85jfK7Id06UaQ0tQ7Ca/aX0kvYTlGyW7auKSrWj0r7rKjRwZaU/UKJsPsMEfZPlP6t9m0itNIKqn0qhbU9rneAlfR0phf2vaX0BKYsRNA35si75jNpMwARaS8AB0NbyH6v2ubQVTqA8zbSZQDkC4WKPL29b5xEg4MnIFabYhZsjllxE8vR9KslmAiZgAiZgAiZQmsAu2h2uqS/V+oCE2wzaZoot05/xu0oaV8pjk8mZEWWhnnLLY+QTAm9JHwJGF0r9pbjx0JNALv6j4wleH4vAn7UFI4KLWYLEjDDE/y2JwSYXRdu/0zKPrSVnyiGAtoPE8WX7YYkZfbNIlD+btL3E9RvpBAnXlZphx6kS6swr+pDFuFf9jbShRGCXB/YEmheTeM8tQcc5paIY//OnSZ9ISSYErw+WeJ9nVjtTjslysmzPn7WCDvDjAQX3NON3QF/chc4h4ABowY7lh2oPJ8/BBWuXm1MsAg6AFut41LM1jCr4QgoXUd9q/R3pu9g+nmLnvVhXFpsJmIAJmIAJdA2BrdTTEODkO5XvUq6fXpXCw0X2nypNIFVjBE0Z3faQFC+T7+7rpYESdpdEXYdITMn9rUTQqKcUjDb8USIAFS+LAOheEu8Etf2PAMG2dyW4Mioxqz0oR/JwvXVKtP4HLfPYlnKmjFukMdH6/lqWsx5KCKNNucabr5xjHfcfrLJoY17dWsc2FLEo/s+WkBgFTCB7QSnvww9l+fm1Cnn5bkvmDrZJ1Ld9pfBjYfDhAcED0k6Sg6GCYGspAQdAW4r/l5XHn0xO/ctk7zGBHwk4ANqZH4T4xeq/1UVujrjAx7h4HiRxQxUutjhf2EzABEzABEzABEoT4N2Z/PDK21L47mTJyMsrJUZZ1sv4UZeFpHklggBxW08b1PuBNGs8IVqfXcunpXgbk+uvKL2bRo9FaMouCC7D6KWyHqUTBkf5GL25a7R+cWnXsntPj/KFz9WRZT3HTjgvynfz2LsbsrV2VFfyc1Rp++iGtKbzCmXUaCWWpdIZtdypxvlvpFSq32EfrwEodQ7UbpsJNIWAA6BNwZyvEr5EOUkwGpQnkvNI8SfE2rR1OQEHQDvvAxAuVBlJwPSpNPu9Ev8r8Y6zFdIcnWYCJmACJmACJvDjCC+m7C4q9ZcmbAGTG1Qn1/cvSnPH6p9O669LIUCQtiSAyrTqIttEatx20rHSCRLXLJNK9bbBKhBWQ3MWPGeUj8BpP4nrKUYKEyzPYlPJKT6NeqS2s36eesfyxj8D2l13m1gl8nlJ+zyVSluk7i3pzAKfqIItvLfpTBw/vu7g44xMGIXP/5HNBFpBwAHQVlAvU+cU2n9hpPiUnfDlxEmFoGia9lG6rfMJOADaWceY6SAvS/yv75Gxa4dG/jxJHTdjHruZgAmYgAmYgAm0hgDX+eH67RutMzJ1OYmRiOFaP8vyTvkX0eZQox6VmO6a7AdBxqelBaWkEQhkhCwPf1eQCNxlsd3kRD0nZnGO+Uwb5Xsv2ndJtH2TlpNLq0gEbQ+RdpfWkMiDcb31b4l6CeKwzDr6U64/2nn6S76s13s/5aru785RXdSXRXlHwuZtVT9lWEfaQlpZmkxqVwujgLNwjfvM264drtDuB5Qe72eldWIeNhNoBQEHQFtBvUydPAGudLKolH5ImbK9u7MIhAvoYZ3Vra7tzWrqOf/bL0g9MlKYSH5vSuRbImMeu5mACZiACZiACbSOAFPjz5FKBQkrXePH05dpXRdK1kzAMN6nr7XNqNZR0ldSaDs++0nY+hJB0ZAWlrwj8wSJVwqk2SZKJM8VaU4l0haJ8lE3xsjgMFIy3ofQHpbs592YBEnZZlDKzdH6BlrmsV3kTBkn58lUg+9Q5Y33pdw6Ixp71VBPWtaVlPiglKz7G+07V5pRajdbWg1O9qfS9sPt1smM7SWYXanvyXQeisyWsXy7mUA9CTgAWk+aNZY1jfK/UaOa8TSxxm46ex0IOABaB4gFKuJYtYULgyE528QNAvkOypnP7iZgAiZgAiZgAq0jsKCq/rvEdX8yMJBl+y7l40d3CAL2llppW6pyghm0e7T0Wylpv9GOdyV88L0nWk/r6wj5pI2W6x+VQZ0TSFmNACz1EnjDCGQR0ExrSzyN98cOkkIwlL7lsW3lTHnn5MlUgy+jVrlO/FqK9yO+zsjPXlIj7EAVGj4f8Trj6+/LZ2AjKm9wmZeq/Hg/0ta/l+9yDW5Pq4o/MQeHOCNGcdtMoNkEHABtNnHXZwJ1IPB/KoMvEI8ArQPMAhTB6AWOZ6mbhrTmbRflOzvNyWkmYAImYAImYAKFJHCmWhUPCFSz/p3KYDQhU+ybbdQ5RqLdL0g9pHJGIO5RKU8fR8h/qnIFan+4Hs4aSJlMed6RaAOBy9mlj6LtrO0ikMU0eQKo5Pm9lMcOkzP5jsiTqQ6+M6uMfSV+TPMRabh0jMSI2EbZjio4K9cP5dtuIwL5PD2UoY8/yIfXEXSqhfcbZz3WwY/XgNhMoNkEHABtNnHXZwJ1IBAu+BwArQPMAhRxtdrAxcC6OdsyOMo3NGc+u5uACZiACZiACbSeQAiihYBALcvn1R2CXM20q1QZbWZUJK/mqWRzyaHSaMAkg3+mFLqm0vBnmn2l1wGNLx+um/G/X8KulZL1Zdl+RflCcO9GCsphTDWnjtVz5GlHV2Y2fiZl4Rl8+Dy1m/VUg3kAER4EhL6E5WtKW6PdOpWzvbfIP/Q3z/LUnPXY3QTqQcAB0HpQdBkm0GQCDoA2GXiDq+PinguGP+eshxfvk6/ZowhyNtPuJmACJmACJmACJQgcon15AgaVfLk+zDMdvESTcu3ifZ15rkPCq3sq9SOeztTtSVNadVrUBoKwO0ilRqHOqf23R36M+JxD6hdtx+vKs76l8lMneZhGn8WY6YP/u1KWgHGWMovqwzVtHp7Bd5aidqhCu2j3btJZ0iXScdLa0oRSp1u1I9n36XQw7l8hCTgAWsjD4kaZQDoBB0DT+bRbarggZhpNVhtPjoz24IJx5ayZ7GcCJmACJmACJlAYAkuqJSHwU6/lrk3qHe8epc2M6OyVsc5nojx5+/rrlPIZ2UnQKZT5utbPkA6Q/ioNl8ZIpL8tLS5h20shTzVLHl6H6exvaL2flGYDlPixRF07pTl2SNqtUV/zsr1D+RgdyysTbO1BgB8Cy3uc8ed/wmYCzSbgAGizibs+E6gDAQdA6wCxQEVMora8J3ExsGHGdoUL9xHy5+LfZgImYAImYAIm0H4E7lWTqwkelMvzdJMQrBC1m3eQZrVP5Viu3Wn7t8tQwUbyealM+bSRoOh0UrAhWkmrs1LaNcrPaNu7onL4IZ8tJB5Qx40RgH+UPpco83KpG4J7z0X9rcSxXDr3OvNJtuIT4D7kRancsSy1nwC5zQRaQcAB0FZQd50mUCMBB0BrBFjA7IwG4AKB9yUtVaF9Kyv9awn/TSr4OtkETMAETMAETKC4BOZV06oNDJYKLLBvqiZ0dyHVQV3f56iLqd/l2py2/3c56viVfHeRjpD2lwiMTiElbV/tSKuzUtqlUYGTa3l9rCwCobzL8mzpOukTKZR1vtYnkrrBwr1K6Hs1S/4vOJ624hNYVk38VspynD+S3xzF75Jb2KEEHADt0APrbnU2gXBRMayzu9l1vQsn5G/Uc6ZVTZ0gML22j5HCVK6TE+neNAETMAETMAETaD8CBA8InGUJHmTxeV5lDZGmkRpljH5k+jsiGJrF7pRTlvYnfRbNUnhOn3WrbEto2yGx+hjRuYVUbtTjo0pbJ+bfDav/VicDq1qW76gcfm3dVnwCfMY/l9KON8dzieJ3xS3sYALhfptzts0ETKBNCDgA2iYHKmcze8j/eClcOHyv9ack3of0jMRNBmksCZB2wxQqddNmAiZgAiZgAi0nwNTmGaX5pWmlen8HT6cy/yl9LIXrgFqXzCrZXmqUvaWCaePNGSvYNfLP068RGcvO6zaJMsAnT1vivgPKVDi39q8vbScRZO0ndZtNrg6PkuK8alm/W2VxjWwrPoF+auL50hdS/JiP1jY/gpYc3KFdNhNoKgEHQJuK25WZQH0IOABaH45FLWVJNexa6WspfvHwpbavkBaWbCZgAiZgAiZgAo0nQMCTG/qPpPh3MsG/k6SZpHra+CpsAWllKT59Ol532vqHyreqxDsqg98QrTfC9lCh1MGD2ZUyVLB05BvalWU5OEO51bocqIxZ2pD0ubLaCrskXwgwJLnVsn2V2PEQwtYeBCZWMxeSVpQ4hzqALQi2QhAI5yePAC3E4XAjTCAbAQdAs3Fqd69J1QFGGHDxsKDUU7KZgAmYgAmYgAk0nsC4quJwidkYIXDDr4gzI+OD2L6vtN6oUZZnxOoJbai0PE15gnGD951Eng3CzjovR0XlU8+aKWUvpzRe8UNbwoyWSn25MKW8eiQRbL5dqtSOePpr8vcotvL0eadt1uMb55pl/Yjy1TrFBEzABDIRcAA0EyY7mUCxCDgAWqzj4daYgAmYgAmYgAl0FoGz1R2CMrx3+0SpvxQ3ZmNcLIXAzZ/jiXVan0XlJKeShvpKLXn/3syJunfRNr4jpYmkehvvGQ3v/SPw9ai0lTSV1FvaWLpfCkExZrdsKIXp86X6gS/TZQlQNtqYCh8/jqXaE/bRD16DYCtP4CAlBV71XP6gcvmRnX6SzQRMwASqJeAAaLXknK9QBLgYYboQL1UeJA2UeALJtCSG4HeaOQDaaUfU/TEBEzABEzABEygKgR3UEII3BB+ZhZFmg5VIcAYNkupt66vA+CjUckElfNYrUTkjWZ+UyNeoUaAEOl+QQpCzXBtHymcGCWOWy14SQUWm+jOCdIR0lrSI1GxbQRUy4pTRveF40p9PpeulTSRY2tIJXKbkcse/2v0cjwuicj0KNJ2/U03ABNIJOACazqelqXzJTlCiBQT2uGC4TuLLgIudbvtC7qU+/1HioukzKe0LlSf3j0lMCWJqTiewcgBUB9JmAiZgAiZgAiZgAnUmQGDuPYlrS4JeWexgOeHP9VkjjHd6po2YfFPpq6RUvLfSaN+ZKT7xJO4/VpJ2knaV1pEmlyrZRnJ4QmKqO8FDxKi9Z6StJVv9CTAAZLC0h7S5NJvUSrtBlfNZq6e43+PzSJmMMLaZgAmYQLUEHACtllwD8zGa8VBphLRaoh4ubko9BT4/4depm9OpY6dIlYKeaV+6Tys/gdB2NgdA2/noue0mYAImYAImYAJFITCHGsJD9WOk46Vwc/SA1rMaU8vflrj+bNToxZ4q+5aojne05Hr2GmlHibQ0I4BK225Nc1La+NI+0mgpeS1NIJNr8D6SrfUEuEd8UkoeJ7bvlBaVWmGM4C3Vplr2ba8yp4rK/bAVnXKdJmACPxIYT3+XkfaVTpSOkvgOmkVqFwvf8Vu0S4M7vZ1cQD0lhS+JnWMd5oPFST+kJZd7xnw7cbW3OhVnQ/95sswTcS5Sr5UukxgVe7E0TLpNelEKL10PzJhKsbvUruYAaLseObfbBEzABEzABEygCAT4hWKuE8O1YXL5ttJWz9HQU6Oy/pwjT15Xbjhp5245My4f5bs7JR8jX2+P/JIs4tuvyIegsa11BPZX1dwDxY9Lcp17H0b+7iER2CfATyBxBqmRtpkKT7allu1HVF4PqVdU7uda2kzABJpPYFNV+ZpU7v/5QaWdHOkgLVeU+N8tmjkAWrAjcqzaEz5UfLHtFGvfkbG0x7VO9H1lKQTDvtf6/FInGhdl90uBzcNa559wGimLMZUHXmdIvGMolLOG1tvRwjEnyGsrDoEp1ZQtJT5n10mXS0dLgySemNlMwARMwARMwARaT2ALNSE8HP9Y6zw8J3DJw/FRUrhOZPlXKYvtKif8T8riXKUPo26og0BoHttWzuRjgEA5u1IJ+GTRC/LrVa4g728oAT67WY5ROZ8xyn+6lOWVBtV0ZBJl4uFBufrz7H9J5cwUNWLhqEw+ezYTMIHmESCIeZYU/nd5CMZDFR7E8Z1EXKLcAxn+h4sWb3EAVAelKMaHK1yM8UFaJNGwV7UdPnjxtN7a/2mUFg+YJrK39eY2Uf/o/yVSLcEk/glDEJQRpbWUpewtMT4fsHAAtCX4f1Ep/7v7S+H/MPyfxpdPKn2FX+T0DhMwARMwARMwgWYS4DrwB4nvaKZ0TyHF7RZtkEaQKFwv8h1fyXaVA/kaGQAdGNUxQkuuPbIaD2VpW7n7BJiQnkeHyd/WXAIELT+Q8hyncr7PqhxeLdYI20iFlqs3y37+P8+VuMcNdqhWyMsgA5sJmEDzCPCdxv/elxIP00LsZFytny9V+p8mOLqHVBRzALQoR0LtmEsKHyC+OOI2tzZCWqknX+dE6Z36pRCeOhBEYjRnrcYTi8Czf62FtSC/A6AtgF6mykm0/2YpfJ5u1zo3QWtJ/B8zcmSkRDqjtH8v2UzABEzABEzABJpPoJeqfF/iO/nAMtWfHaVzrbi2RDAGLSClWTOmwHPD+aJE+/+Q1phY2rKRPzev08b2x1dDgDRcy2RZvqcCwo1wvCyvN44AwYcsxyarz70qj89UI2xPFcr/TVpbSOfhAiOvT5D+IXGdPLMUtxm08YlEWXyebSZgAs0hsJKq4f/ua2mpRJUHRmlp/+MhjSAoD9qKYA6AFuEoRG1YT0s+JN9LU0b7wmJ3rYQPEEOOk3aQdpD+cDKhQ7afi/p3RJ36w3SKwDPP+53qVH3NxTgAWjPCuhVwuUris/SuxJdEKZtQOw+XOPmjdSWbCZiACZiACZhAcwmEKeR3p1S7mdL4Xr8/8jkh2r4s2i61mEg73478FinlUMd960f1fKPlyhXKnUvpoV1DUny/UFq4Ls6zXDClTCfVn8CFVR6ntGO6ef2b+XOJXBc/VqbNITjKg4Y0663EhyT6cG2ao9NMwATqToCHJPzv8d0Ztxm18ZWUdm5JpjEdvke8kBat/ytq9xYtqt/VxgiEUYmjYvvC6i1aCR+i34SdseVhUTpfMp1on6lT9L/c1J28fZ5YGcK0pg3yZi6AvwOgBTgIagKfHT6XH0vcZFSyveSAP8FS3mtrMwETMAETMAETaB6BR1UV38NpI1EmU/r7kd/GWnKjx8NLRlBy/VjKDtZOym3WdXgIyo5RnfxGQB8pbj218UeJ6xPaNVwaXyplU2gnPtXo16UK9L6GEbijyuOUdmxvb1hr/1fwfFodLO0pbSnNIW0lhXYRkJhNihuBEoL9r0r4sZxKspmACTSHwPSqJnz3TZKokh9YC/+/eZaDEuW0YtMB0FZQL1NnCKYwxDhuXMSwjw8XS7aTdrl2kH51MqFDth+P+je0Tv0Jw7lhlvzCrVMVDS3GAdCG4s1ceDgOeQLz96l0Pnd/ylyLHU3ABEzABEzABGolMJ4KIGD4g8SIzTTbUYl8V38uDZKeltheSEoagRzKRCsmExu0Pa7KPULi5pR20S9GyXEfcLdEsJb9iHuE5M2rdv1sBEZDOSFP1uUyP5filUYSmE+FnypVO1I37XgykrhVtrkqDve4tPEp6VrpNin+rtNHtD2TZDMBE2gegdVVFf+Xt5aoku+atPNKuTSmzbfaHABt9RGI1T9A6+HDskps/9ax/TfG9odVAnhhNOPxYWeHLc9Wf2DDl+QKNfZtSuUPAdXRNZbVquwh8DasVQ1wvePMKgZ8Jj+R8ryXdsMo311a2kzABEzABEzABJpDgNFjfG9/mLG6cyJ/gosjo/VVtQxGMPQiiTLRPlKzbXFVeL30rRTawZKA5v3S2lIWe15O8fxZ1r9XHo/Iy0K3eh8C3cdKsM5yTKr1maL6Jtacs59KOE/6TEq2n8/lzhJB+m41+k7wt0+3AnC/W0ZgK9XM/+T5JVrA90vy/zXL9kklymr2LgdAm008pT6+5J6T+PCMktaRfid9JIUPFO8littS2nhVCukLxxM7aL2/+hKCvAScGHE3YRX9g8/DUuDFtKF2NAdAW3/UwlOxm3I2ZRr58/njybbNBEzABEzABEygOQTCSEcCmowGrWRclx8hMbIzXDe+p/WnpPdj+3g4v4PUSptclS8trSstL00n5bHD5Bz6mHV5a54K7JuLwDzyHirx2cp6PKr1I7ia5f9Bbg017usWkwjaryzNJnWzEQcYLoX7X44vr9BiJDCDMGwm0GgCfAb53F1boqIborS85x2+a1ptDoC2+ggk6t9U2+U+SHcrLR70uyvhe422O9n2VufibD7T9nXS4dK20prSShIXgFz8rSYx2m4P6RQpTF8KZfBe1SJ84asZuc0B0NzI6p5hc5XIZ+nCnCXzmSMfN1Q2EzABEzABEzCB6ggwjX2ANEiaX+ohVbKX5MB3MAMIstqSciRI9F8pXEOyfFs6WZpZKrpNqwYOlJaRZirRWH5ohpGx8f6lrXMNQ3m2ygSmlAsjdZeT+kmV7E9yGCOl8a9nGvcUtuIQmFRNuVJKO8YExrkPsZlAIwnMqcL5HDJorTZmmwAAQABJREFUJ/n9Svwl7TNaLm095Wu1/UsNoH1btLohrv9/BAZrNf60hwPEyFAuTuJGwDN8uAgE9oonduj6NurXV1Lod7XLm1RGnzZm5ABo6w/er6PP4a05mzJ9lI9RJDYTMAETMAETMIF8BBj9dK7Eg/D4deBobZ8oMdOinP1dCeS5uJxDif3hAfxtSiPYuaDEd/m4UtFtbTXwASkZvH1S+7j5i/dhZW0n7z/ifOPr+8jXlk5gWSUPl76X4uxe0fau0gRS0tgf923G+l7JRni7ZQQIMnGPmuW48z+9Ucta6oq7hQAxKD6PyYA7Dx2T3yuVPrcEUtPeR63kppgDoE3BnL+SGZRlU2k/iSfPpUYqHqr9DEnmA1kqXbs70riwPVJ6R6r0jxZP/0b+V0trSe1u/6cO0Ldh7d6RNm4//6Oc+L+Qyv0qbKnu8f/KscsbOC1VlveZgAmYgAmYQDcRWEOdTQY+49d6rDNNdGAZKDNpPw/S+f7eoIxPfPcC2vhcotxV4gktWidAsrRE8BKxzr6kMd3/bCnJJrnNYIpJY5mX1/obKfm45tkx5u/V0gS4R6sUHLhfPtPGss+h9awB6ORxrHb7NdXZM9YGr7aWwC6qPs+x/FT+U7e2ya69wwlsqf7xmeR7dZZEX8+N0rJ+Zv+QyN+qTQdAW0W+TL2lLmLKuHq3CPSTCBQfJPFU/0zpEukC6VTpKGkHaRlpMqlTzAHQYhzJ/6gZnPT3yNgcRlqEY/f7jHnsZgImYAImYAIm8NO0dR5mZ7nZ+lh+c5WBxhRjyqCs7cr4sHtFidka+J4v1dtmV4HbS0MkrmMHSzNKpWxC7dxXYgRNsv/sIw2fYFwDJ/3KbTM4gOuTYATEuFHlVVEjpDclrncOlqaXbOkE9lFyOdbJ/Q/Jd+KouDNy5EuWE7Z/UBnDpe8zlMX/CK+QsBWDAP+Db0nhWGZdDilG892KDiXAILubJT6PI6RFpWCM5uQcluWzOjRkKsDSAdACHITQBE58T0hMZ99Qil+MaNNmAj8TCEE0jwD9GUlLVsI0+C9V+yIZWnCEfPiSGCWFC94M2exiAiZgAiZgAl1NgAECz0lZbrSCzx0pxHhoHvwe1fru0srS8hJB0RulkH6D1ieS6mUDVdA9Uig/vvyv9nMfMJ8UrLdW7pPifqXW75UPvvShVHravs2Ux1Y7gf4qIu8ozr9E1ead2VbqeBL4JGDB9SnXmqV82EfQotwDAiXZWkBgMdVZ7nil7X+sBW11ld1BYFJ1cz3pUOkNic8hD1mukLaUlpXWkh6W+O4q9Tn9SvsPkIoU1/pX1NYttLS1mED8guWVFrfF1RebgAOgxTk+Z6kpnPA/kXhwUcp6aecpEn5jpJUkmwmYgAmYgAmYQDYC68it1M1VpX3x0SrJmn6nHWkjrpj6zo0bAaV6GaNPCVLRbkbgXSwdIh0m8VD7C4k0bho3kaj7dqlSP0P6cPlem8M/5OO60lY7gZNURGCadfm+8jBLLat/mt/rsS7woJ0bfG7275Zuk06VCI7aikeA//e0Y1su7dPidcUtanMC46v9fPd9JpX73JXaP1r+BEOZMXCVtJdUblaDklpmDoC2DP0vK95Zu8KH6cRfJntPCgH+uRaQlpAGSTxdn1eaSerEkXYOgOrAFsSYcnaJFP53H9f6EGmwtJPElKYPJdK/ljaVbCZgAiZgAiZgAtkJELgJ37N5lmF0XbmaeiphY+kciQARgSKCkjtKU0v1tO1UGG1npMzfJIJeSaPOsyX8vpf+Ea3n6fO3VeSh/GklW3UEGCnF54igdp5jFXwHVZkv5A/Lc1WOrf0IzK4mh6BMOJZZlzw0sZlAvQjwnciDtEqfv+/k86R0q3S6xEPKCaR2sPC/tkU7NLbT27iCOhg+bEM7vbM19o8RdX+U7pcqPZ0YIx+mB5wmrSkVaQi2mlOVOQBaFbaGZuJm6R0p/A8nl3cpbWHJZgImYAImYAImkI/AjXJPfq9m2T4zXzVlvVdQyvHSzRIjXK6XeK1N1u/1vvL9RqLN20iV7BA54MtNJstmaHHVY8tPYGtleU+q5RgRPGX0VC1lEFhfVLK1D4HJ1VSC1kwrrvbYP9M+3XVL24DABTk+ix/Jt28b9CnZRAdAk0RauN1Ddb8mcQLkCeKskm1sAtNpk6nElYKeaV8iTys/gdB2NgdAi3n0JlKz1pAY2TFU4onYPtKCks0ETMAETMAETKA6AtcqW9q1Xbm0U6ur7udcfH8zna9c+ey/WmLGUZoRiMWXm8usdq8c0+qtd5qDZ1mPzP/8uN6rx3HYQOVcWGNZJ/yvWV5rAwJTqY3PSrV+fv7eBn11E9uDwDJVfB6ZMdFu5gBowY5YP7WHJ8ucDHmnx+7SQImTZLdbbwF4Sop/UfC08y3pAYmL48skLi75ZxwmMZ3pRSk8dQ95edIG23Y1B0Db9ci53SZgAiZgAiZgAnkJHKcM4Rouz3LPvBXF/H+jdaaXUt870pHSryVGSq4tnSR9JpH+tjRAKmUMcAivwpm7lEOZfdtrf56+1urLK3ts2QlsLtdamYf8BNoXkbivCfvyLM9XPj5n7WrLquE8rGBK7fvSSOkOaW9paqkTbbg6lecYl/Ll/tYDpjrx09GaPg1VtaU+Z2n7mKUwZWuaW3WtDoBWja7+GSdXkWdL50kEP5Mftk+0780KquVCT0UX1iZVy+6XAhOCxJtK00hZbAI58VSDi7v4dCJG67WjOQDajkfNbTYBEzABEzABE6iGwCBlCteAWZcEk+aspjLlmV/6XKKucyWuQ0vZtNoZAhmva73Udekc2k85I6Q8Rtuz9rVWv++juvbN08Au9p1IfeeerFbu5B8R4/jXnGW+JP/fxfIXfRVuO0o3S6OkDyTub9M4ck+8i9Suxm9R8F7FuPEAJa3PWdN2jRfq9boT6K8Sj5Eek0Jg/iat83BqQqnT7DV1KOtnL+63epuBcAC0QAeM6d3xD1M164cUqD/1bArvSwo8LtH6eDUUTtAzBEGfqrGsGppRU1YHQGvC58wmYAImYAImYAJtRuA+tTdcC2ZZXlpD/+6O6hqaoQwest8T+Z9Zwp8H8LSX9ucxyq3m3YAEbvPmOyDKw4iyfpItncCaSs7yGcziQzAlGPc3x0qV8nEfwEjkolsvNXD8qJGLaZkWYCEIzyhQHiL0ldaXrpcCi1O03i62shp6sUSAN7SfUeCck1aTrojtD+l5lvx/7yfZGkNgXBV7sBTiBaWOzStKX7Qx1bes1K9Uc6m+VtpHnKadzAHQOhytcGKvtSg+XJwcazE+uJ1oS0edImC5lfTfGjp5o/IypeJEaUFpNulVqdE2vypYR6oleBvaOH20Uq/PXijXSxMwARMwARMwge4iQMBhRulr6U2pqNeSW6ttD0l9pEo2Sg67VnIqk76U9i8vEbzIUsYY+W0rPRctCSaSNxgj2LApflpk/ku5BDryXjderTxLSHNJWewkOR0pzSFtLe0eSQtbGQIDy+zPu/saZTgnlon7m72kG6QDJT6HPaRg3AcdK10o1XIvFMprxJLRYDtLK0qTSbST/8eZJYL65Yx+ku9baQ+JPFdJG0gELP4gvSRx/1ZUm1INu0BaO9ZAHipwj8/r7DaJxL5qjCDxLdKh0iPVFOA8mQhwTtylgmd/pd8r8T/6fxV82yWZ76qeVTSWfDYTMIE6E+Ciki+PI+pU7kxReZTJF3UzLP4Uk3rroU454TaDv+swARMwARMwARP4iUAvLQ6SXpDi1yOMeBku8cC2iDZAjRohxducXH9S6f2kau1vykiZf89ZwHVRvq0T+QgCEdQhoNk7kZa2Ob8SaQcBpGQfy21z/BaVWBIsQeV82U8fQ4CVEXrsGyHZ0gmcpuQ0rlnSLlIZTI9OMwJqHM8lpRnSHAuQNqnacIWUpe+VfJLnn/WichndPK1UROujRj0v0bePpP2l2aRgfbWyj/ShVKn/5dIJENsaS2ADFV+Of6n9I+TPqx06wW5WJ0r1sdI+gsHtZDxQoU9btFOji9bW8YvWoA5sz8xRn96oU99GqxwuRHkSWc2TjmqawY3G41K40KymjJBnW61ML70Vdnj5/9k7C/jJifP/A4e7OxzuXqA4hxcr3kKxw0qLtWiBFneHX4uX3gEFWtyKFddCcSgUd+dwucP+/8+Hy5SwZHeT3exukn0/r9fnkkyemcy8J7ffyZNJAgEIQAACEIAABFIQWFY+F0lTRb4faOnZVh4P+YJ95UjXavkLyfvTmMubR/JMJ1/kPx4ttcjNHlVJDgzuLG0qzS/ZfDFzvzRUOlPyGK9VmyvKeFfGAu6U/1pSyB+yf6KVW6TVpO2ko6U05hlvNpfrPktjO8nJLMaQHpbcf7+T1pYcoLE5iOQL3WOl+6RgD2hluDST5MCc17FkAsOSk5umfi0Pz+A7SbqhqffI/3sPpvDrtYuvha+QVsqpIoeonCtjZV2udWtdaVvpcKlo9jdVyP/3fQPGvwOvSnHzb6z/75vTY5L/j2a117JmwD8zAZ97WWwmOfucLNMrGuq1z+ew/05lsfvl/FyWDPhCAALpCDhw6AHd0HTuTb1WlIfLszzYL5t5kOq6X1q2ilNfCEAAAhCAAAR6RsABCs8O9BjiDmkFKX5jdmJt7yi9LdnHF/PjS43MT9LcJdXOVPTsw5ulQVKnzDNvPDOulWBCvTrdqh1u+yApi20vZ+c7LSFTGHd+pH3zJOyvTRqkBAdxzdBBlS0lB1JdfpIc1NxcsrlP7WP2cZtEG5NLo8YTa9bf1LbzhuB4zW42IwKeoZjUD83S9q0owT1b5NGIV+0rHNaMjnF3ARmuE9XtHS03ljaQlpTGlIL9WCvXSv5/3ajd9fb599W/dVjnCPi3uR7/Rum3dK5KXS3ZNzJ847JRW+P7fE6u3NUa5nOwc6M2MgM0H54dKcXvZlpK2lLaKXaEWbU+dmy7yqt/VuP8H+5zafk2G+rBfQiotnoHt80qtJ2dAGjbCCkAAhCAAAQg0FcEHNTyuMfjqZOkeOBTm9+z6bUVXj90/vf2fLfh4OM5ksuzPpVukS6Sbpc8Zgv7PDvGF1dlsAtVSdd7k4yVPTDKd3CdfIHV69rvcX09c3DtQ8l1ODTm5P47RPKMwA8ied1p3hdsXq04739DQsqlgzUOzniWYln6KmXTcnfz9VcIFodzvNnSNx7KOOmiGTzffAi/K80YZNm/Xs2B/ei7879Vk16EzXujutW2z/+PT5SOi+33efBkbLs2T73tG5QH6yyBjVR8Pf6N0n3DsCo2hxryrtSovWHffiVtNAHQAnec7yC9KIWTzEufkMFO1Yr/wx0o5XnnW8UVzhzs9R8MM/Cgz3fZPVDLagspw31SYHpY1gIK4k8AtCAdQTUgAAEIQAACJSHwJ9XT459rpEazAENzZtFKmHW4eEiMlqNp6UdUXZ5nNf5G8iP0cfPM0b2lzyT7+aKjDPY7VdL1HZKxsndH+datk89BMwcxXLZnzlws/Vzy2PRH0pZS2G8fB0zT9JPcvmceH7tPXMbA7+1pvLFalMeTBKpgvnYYLO0l/VJaVGqFp7Il2lZKNeO0OjaxlPInrpiBQVpW9qudnTVedBz/JhXF5lRFLpf8/7lZ23xz4RBpYsl2p9QsT9g/Qr4LOxPWUQKDVXpgnmXpm39VMv/trxfUNxcH9rcrcYM9FnE7an9jStyk8ld9ZjXhDinpP148AHptzOdqrdcOPJVUKdtDrYkz8eDuKsl/TLaW1pT8R3gpaTlpVWlDaVfJMw8ek+L5r9f2aFIZjQBoGXuNOkMAAhCAAAR6Q8A3yj+QPA6aO0MVjojy+KZ73HbXhst6R/KMw0bm4GkIyG3TyLEg+2ZTPTwLcrg0MGWdlpefefjCcNwGeTyz0uPWEBR2nlq9rzQHlNuxc5XZ5db2W6Myb43y7NvIqQT7FlEdb4vaUsv2KaWvm2MbTqpznNrj+prNfV9F+5UaVdvePLZXqIE1T3ScZ2vSe7G5pA56T1SftG31b+VUscp63YHNZvm/ks8WsXysdo7AKiq6WX8k7X+mc1XqWcmj6shrSUOkf0mPStdIu0mTS2W28PeRAGhBetF/HOMzFD1g9B/Nf0r+DxcPgJ4RpYX/iD5Bq25bqYGNBo2BRbOlmU5aYlgEQEvceVQdAhCAAAQg0GUCvmD32OiRjMddKMr3dCzfhFp3kM7ledZgGvNTTfZ/XfIMxaLb2aqg6+tZMI0Cmm7HNNJLkv3TBg+nla9v0PtGvmdc3i9dKjmYlMf41DPTPOPMM9M8GaCZ/UEOrr+DNO7fstrPVXEHrt2WRrpd+1eQBkjt2g4q4D0p6Xiui28iVDX4qaZ9+0GypLa3k+YZdbUTe/ZSmss8R+qlba2D+/9WK+0bUlPxJ5qU85z2OyiHdYfAeDrM51LWvj2tO9XjKDkRIACaE8i8ijlEBYX/dGdpPQyCtonS4wFQH3NxyYNJ5/EdotmlqtsUauBh0htSYJVm6UHI5ZLvZpTdCICWvQepPwQgAAEIQKB7BH6mQ3ms9PeMh/Rj287ni8Jgm2jFabeFhJRLB1+db/WU/r10m0wHd/DB9XWAckEpyVZS4suS/RxUK1Jw1wFW18vXBw7MjiXV2sRKOEWyn2e9riH12szeQaYh0vWSx+4nSA4EDZDq2RLaMUJyW9Lqv/LNI8BkjoOlM6UrpKHSzpID3VW3ddTAtLzT+vnJvbg5KP+m5Pyd/v0YTcdYUTpWukzyOThU+qW0geT/T2nbUevnvOHa3kHxj6KyltRyP+l86bUo7Qwtx5Cw7hI4XYer7bdG277JtFB3q8jR2iRwrvK7Tzdrsxyy50DAP4ThrsN1WvcPcLBttOKOqg2Aev88UvgxPsoJfWQzqa0bS/6jcYzkPxYXSOdIHtAdKW0nLS2NL1XFCIBWpSdpBwQgAAEIQKDzBDbSITyOvDDjocaJ8n0Wy3dqlPbbWFqa1YOifJ4RVwabVZV8UjI3X+TeKh0sud0eX4axmPc7GOzAXdFsf1XIdXcdPXHA4+Q9pX2k86QPJe8bLm0q9dJ8HeT6fiy5Tkn6j9JXlmptVCXE+yMpb700B363ry2Q7dQEHJwcIdXjmzX9ZZUVf8R2LG1fE5V/h5bBfLPBv2sOOvu62YHnoyUHE5vZuHJw8OMv0vWSA52HSVtLD0v16uxzpd6+tOlhRvYaUVmPaBm3zbXhsi6KJ7LeNQJT6kivSmn788Su1YwD5UWAAGheJHMoZz6VEf6zzVtTXqMAqF0vifL6BxyrPoEwyLu0+k2lhRCAAAQgAAEItEngx8rvMebjGcv5UZTvqVi+K6O0tWNpaVa3iPKdnca5ID4O7vgGe5igEMbpYfme9jmgWOSZWiupfg9Koc61yxu0bwGplzaeDn6jFOp2rdZ/Ja0qeYbhgdKzkvc7CLWLFLfFtRHytrL0RJLl4wWynonAKfJuhXttnldUzvyxIy+q9fuist/WcmC0z+fFC1F6bRne9jk9nZRknsX5upSUL6Q5CHuItK7kY3kyzd1S2N/OcjeV49+LcC23h9bjtpQ2XP5d8UTWu0pgQR3tNalZP58vH9+4wcpF4FxV133rmyBYjwm4E9wZng4/Wk1dton2Jc0AtesB0f7au0jeh1WPQPijeWn1mkaLIAABCEAAAhDImYAv0t6TPM6MBxiaHebYKM+fYo4XRmmefZXFfilnH//0LJkK4juB6rGhtJ90grSv5EdxPTutLOYg52+ko6XDJQcYZ5aKYB7P+tx4XVq2ToV8Dpu/Z7RaDmQF+51WnL8dvar8E4UCWWYiMKm8n5Pa4f+l8v9TOlkaIvmaNpTnssPkIF8vO2Ad9tVbfiEfBzLvlY6XFpJ2lnzu1MsT0n28qaW4HaqNsL+d5U4q55yorBe0HFuK2wracPk3xxNZ7zoB9/9fJJ9Htf3t88qxGaycBAiAFqjfGgU5G+1zE8IA9e4CtacbVWl14DmZKjd9pG7UM+9jEADNmyjlQQACEIAABKpNwIE7X8jdKNXeaE9q+ZxK/ExywGDhmIMDaC7nsFhamlUHNpxvnzTO+PQNAQeWfV4Mk2ZL0epdIn/PCHRg2ubHUF1Gu3pfZbg+WHYCsyuLZ4o36oOvtX9vaQlpK2kHaXfpFikpMOn+8O/MhJJtfmm41OgY9fa5/KRj1PO/Tf5x+4s26vlmSX88KudTLeO/q+FYu0b7zwoJLHtKYGId/aeSz1Wfs36aYlQJKy8BAqAF6rtFVZfwAzpDTb2aBUBvifKeUZOvipsemPjRmLck/yF7UvKdtKWltHaVHAPrtHmK5EcAtEi9QV0gAAEIQAACxScwuarooJHHPx4vekZdPZtFO56R7DukxmmFKP15Lceo2Vdv0484e9zm8jwTC4NAIPCgVnxebBsSUiwdnHIeB4tsh0jezkO+tvB1F5adgAPSnikZfmdCfzjw6RsvS0r1zDPu1pMcaBosLSfV/kbFr99C2Z1crqM6BDtJK3kd61WV5ev+WnNg7SHJx/H1LgYBCORP4FwV6f9jm+VfNCVmJeAp8F9J7pA/12T2H2KnJz0C/5Non/f7rmhVzYPnsyW3M0n+43q8NI7UzOJ/QJv5FnE/AdAi9gp1ggAEIAABCBSbwDKq3ueSx1H/ltaUxpSC+QMQe0qeeRV8xg07o6Vnjz4W7d+/Zl+9zRMi/7vqOZDelwQGRufFB1qmDaYb1PpRvtu9Ifu5lHRt0GqaH3ud1wVjLRHwb8QCkq9R/Zvjmy/tmh+zD9fJrfZr1nwXxirtAH3W/LX+/l09SHKgOMl2VKLzvCTVPhqf5E8aBCCQnQAB0OzMOprDP7Thx9IDUP8BsdULgK6gfW9IzuOp9LNIVbXaO2+fqKGefeA7tYGZl378YmapkREAbUSHfRCAAAQgAAEIVJWAPxjjC+wwdvJj7k9Lr0i+mRzSL9b6+FKSrahE+3oMtnOSQyztD1p3mSOkxWLprEJgdSHwueEnu7KYA2rOFyaGTKh1f0MhnLt5LC9SeVhxCPg3J49+zVLGC7Hm++ZQq4/f+5j+nW0U5N9c+x14t+8GEgYBCHSGAAHQznBtudTJlNMvAA8/zvdp/ffSH6O0YVr60aGtpHiw1P6/kapqbnO46/em1n8qheDwRFp3sNh3jwM3D+wbBUEJgAoQBgEIQAACEIBAXxLw0zK7Sw9KYezkpS/Sr5BWlpqZA5/hJvRNWl9bciDKNom0geR307tcB0u3kOrZeNrh4Ogq0gJS7aOvSsJKRGB61XU5aZA0UKpnm2qHz4+/1nOok+5rgHBeBRdfLzktL3mm9LihcJY9J+BHwvPq27Tl+NoybkdpI23eJL9Xlf8XUpgR69+91aT4demB2sYgAIHOESAA2jm2LZfswd/HUtIPZ720f8h/1JaPWPyMp0c8vtRywTrVnUbpD0d+5vS8NJWUZPE/NEn7i572gCroNl5a9IpSPwhAAAIQgAAECk3Aszxnlxy0yhp4dFDCs/Di49Mwiymk+ca+Z/ol2VxK9A392plV7yntBGkyCSsPgZ+pqg9Joe/D8j9KcwC89lpl1cjXAfRB0paSn3rzo9MhmK7VH5jH/C77rdieAVq/JkoPx213We+aI3ZYVrtEYPmc+zbNufFMTdvG1PZtOdWj9nfyQ5Xrcx+DAAQ6S4AAaGf5tlz6tMp5jvSN1OgH2o+/Jw0olFwpu12tMYezm7TKg6VbpcDsfq377lqtEQCtJcI2BCAAAQhAAAIQyE7AY6+9pHuk8BiyL+Y9dvuNlDQOU/Iom0ieZRfGbEnL17T/RxJWbAJjqXrnSUl9GE/z7OL4+TCvtn2tk3S9M0Lpf5McnK+1zZTgcq+v2eEA1alSUnnxeqRdX6amfDZ7R8A3ampvlKTtx1b9kq47PXve6a2W6Uks70f5P9HS16r7SWFWqFYxCECggwQIgHYQbh5F+9HvHaQTpKuleyUPBg6W/Me/0d1R7a6M+Q6v/9DskqJF/sN0d+TvPJ4d67vCcSMAGqfBOgQgAAEIQAACEMiHwBgpivFjn19JaYII78hvJgkrLoGhqlqavrTPZdKo0tJSGN87/RVpqPRn6TbJT3053UFyPzYcbDStPCR53y9DYs1yQW2fLH0q2a9Vzaq8WO8IOOjpD17tKx0thSfgWu3PrPlW0DGT7NdKzFpW8Pd1/djSOtLektvlG0ie9ewAPgYBCHSWAAHQzvKl9JwIvK9y/Idj25Tl+S6aH1sIf2xOqclHALQGCJsQgAAEIAABCECgCwR88f+yFMZoaZZXdqFeHKI1Aqtm7Ev397VSmP0bglqfKW0xKZgfcx8i2d8zOjeUbEdKTntR8szTRjaBdp4jtTIj1Oco1hsCE+mwx0rhHHF/d1uX1Gn6/EoPM91bqdN1DfL7etdB0WbntVwwCECgRQIEQFsE14lsvmM+KFLWO0AbKd8B0rpSFe0+Ncp/ZI7P0DjftX07yue8u8XyEgCNwch51Y8q7S75Dr4HD6dK20lTSRgEIAABCEAAAv1NYAs1v5XAgccXWPEI+DH0VvrTeRz0/JXkiQredmDJsz09QzTYnlrxvk8kfyzJ619Iy0tpbS85Ol8W/SFt4fjlSmAOlfa05L7yx9M8G/hwyefBCdILUpZ+bNX3Ah2n1jZQQpiUE5+93Mox/qWyjpLcrmOkB6RQzt1an1LCIACB/AkQAM2facslOkAUfvimzlhKuBN1RsZ8ZXE/L2LjPzaTZqj0EvL14MpcfffXg24bAdCRHPL8d0YVdrEUzuHapd/ldKLkx1kwCEAAAhCAAAT6k8D5anbtGCHN9s79iavQrfZMNQcj0/RfI5+hKsMzNYPP41p30MtPfrnfX5DCPo/rw2xQraYyB1RvlkIZzZZPyDf+rtJUB8GpbQIO+r0ouX/ulxaQksyvRMvjvGt0Hvi68XTJ5+ChUvxDuxdp+2CpUf56+xzcXVJKskFKfEFy3nslz5bHIACBfAkQAM2XZ1ultRoAHUdHDe/J8Yy7KtqaalT4Q+JHB7LMJlxP/r6D6PxeHiD9I9p2Whkt3CW8tCCV9x/yMNvWd+iHSh4wrC/tKPml9+FdX49pfXoJgwAEIAABCECg/wjcpSaHMV2WpR+JxYpFYCZVJ0sfNvL1jMvB0qsNyvTN9AWlVmwyZfq31KgO3vec5KfIsO4T+LsO6T64U/L1bSObSTvflezv3xTPqGzWt+3uf1PH2F5yQH1aKUyySVuuZ49OLDWyKbTzWcllOvA6v+Rgq69/H5Julc6Q1pYGSBgEIJCNAAHQbLxy83ZgaKca7aPt8APq9dr9Sdu7y+/GWD7/QFbV/qmGBT7vaX2IZCZpzH+sfCcv5A8BUW+X0YoUAJ1FAN+VzPJqqd7s5fm0z8FP+/ku6ngSBgEIQAACEIBAfxG4Vc0N47EsyyP6C1MpWjtdi32Z1O+fqyzfIB9DWlk6SDpT+j9pV+kVyfnmklo1B9U8s/RTqbYOnkxyupTlSTO5YzkR8HWCr9XcNz6v0thacnI/ehKGzxsHBfOeGXqDyvT19U+kMaW4eSZq7XlUb9ttWz6eucH64tpnf5+T9cpzumdKLydhEIBAegIEQNOzytVzI5XW6Aet1X2eKVlVc6DtUSnOxj/8aW2wHJP+kKTNXyS/IgVArxUY98nl0mhNIE2k/X6syP6+q4lBAAIQgAAEINBfBM5Uc+NjubTrW/cXplK01jPQPmqxP5P6fe8Grb45Os4KDXzS7vJN+HUkTyTZS/qZROBTEHpoB+rYPidOyViHcG3ooLmvQ+KTXJLOsaxp5zepz8Han6ZMT1hKa7PJ8TPJ5Q6X/iQ52LuQtLzk/yfPSN7vgO8WEgYBCKQjQAA0HaeOePmOUpofzLQ+/XBnfGwx8x+BTyJ2ZpjFfHfxdinONEv+ovgWJQC6aMTSj3RMkhLOYvLzXU3f4R0/ZR7cIAABCEAAAhCoBoEways+Fmu27hvY9Z4wqQaV8rbiAlW9Wf+l3f+PBhjujY6zeAMfdpWXwFVR/66bsQnHRPlC8DxcI6Y955r5PZ2iPg6+/iuqR7w81+U/UbqfRkxjE8jpSSmUc0adTJ7x6mt/+/n3cXkJgwAEmhMgANqcUVOP0Zt6JDtsq+QVY7sm1PpJ0fZvtfwwti9p1T94visUflxfTHKqWJrbu5NkPg6+mVkWe1zOflTAd8p+Lc0jYa0TWD/KOlRLB0HT2L/ldKe0rLSqdKmEQQACEIAABCDQHwQc5HpIWjhDc/8s3zcz+OPaGgEHVSaS3pN8szqNOQjjGZSefdeu1XvHvydAzCv52ueFdg9C/kISCH3/WsbavR75Txktn9BysYxlNHIP5Tby8exOa6DkyTae4OF6+ZrnQsnXm6GeWm1ofg3eXNKL0kzSeFKSOehpX/8/3Vc6TfKxPQMWgwAEIFAKAv7h9x92a+pS1JhK9opAUWaAhru1P80Iwu918nl+QMZ8uEMAAhCAAAQgUH4CDgj4Rn8Y9zZaegaVZ0VhnSHgYI0DKH5Pu4Mp7gsHV26VNpfSBDZ/J79GfZh2300qJ8kGK9FleBYoVk0CN6hZ7uNVMjYvXFPsH+XbKyon7TnXzO/FjPWpdQ+zzfx/qZk50O+JTf5/GGZ3ntIkkydiPSW5HWFiSpMs7IZAXxMI/yc362sKbTY+zcAgzSE+lpNnNlofpcmADwR6TGCy6PjvZKzHu5H/5Bnz4Q4BCEAAAhCAQPkJeJaW3+X4SpOm3KX9flrKY2QsfwKeKfdf6TDJs8dGlWwOqiwvnSPdLoXZeVpNtKOUuqf0VeLe9IkPJ7hOo7TDo/QTE/aTVA0CDuLZlh65SP1v8A/5HTDMY7b421ENQrmpK1Tj6P9ftqVGLhr+u5L2esbnfdIMkWfIH23+YOH/c2dEqVknpPygMBIgAAEIFIHAFKqEfzS3lHaKVWhWrftOEdZ/BMo+A/RgdZnvVB7Qf11HiyEAAQhAAAIQiAj4Yn9v6REpzD78Quu3Sh73LiFtIHlmk4N1AyQsHwIOeHrChcdjzeRXSKWZhetHd8+S3kpRZtIxF1W+uM2sjcck+94shQCtVrGKEVhZ7XE/vyylvb6dW74OAI6Q/OqGYMtqxWlJ51iaNM/C9Gs67Luj1I7Nr8wu531p0iYF7Rb5nqblp5J/E/1/oJn5d9LHuKeZI/shAIFRzhUD/39hBmgBT4aNVacXJXdQUJg5p6RRTpV8d+pAaQwJ6x8CRQmAesaAz80TMqL3bALn8wUNBgEIQAACEIAABDyW9ZMlU0onSX4PZRj/huUwpR0n2Q9rncBoyurZloFrmuXJGQ/nJ9rSlBt8bpW/Z5q6bx3QOVZyEMj7HYClzwWhwubg9v2S+/uPKdo5lnwc8LP//yX4e2boK9H+cI6lWT6nPEdG+d7UcnypXbtGBfjYf29S0EGRn2edpvEPxTkQbH/PrMcgAIHGBAiANubTk72+03OHlPQjHQ+AXhvzuVrr40hYfxAoSgDUd+p9nqa5qxl6ZvEoj++ueuYHBgEIQAACEIAABExgkOSxbhgDO/B1sXSJ5Iv7kP6W1sOjr1rFMhJYR/6BZdrll8ozZcbjnN3CceL18Qy486QJMh4X93IS8CzvzyWfAw5qOsiZZA6Ue0aw/Z6XJpWSzNfGO0u3SGFGqMv3b8pQyb8vvoZ5VbpB2l76neRZpS57QykPm12FfCC5zL9K40tJtrsS7WN5ktOMUhpbSU7Oc2saZ3wg0OcECIAW7AQYXfXxez/Cj99HWr9W+meU5kFhML/vI/h5OSTsYFl5AkUJgBq0z0+ff1dInlHQyCbSzicl+x/SyJF9EIAABCAAAQj0FQEHNEOQ4nqtz5vQ+gWVdpPkccTnkgMmWHYCfkzdDLNqcMZDeVbfAdJwqd6x/qF9R0n3Sp5x52sdvxLB7/tcRML6i8AGam44X17S+n7SitLC0pqSZ4f7+tjnkwOXSb8TSv6BTaWURyXn82s2hkjrSz+SlpV2lcJ+B94djMzT3IYPJR/fN3AOlVaR3K7VJP8fCEFSB2CXlNLa0XJ0ucemzYAfBPqYAAHQgnW+g0L+AbM8OJlUsm0jOS0eAHW6Z9O9Lnmffyx9hwmrPoEiBUA9Y9nnpc9BD2KnlpJsfiX6Tqv9HpLGlTAIQAACEIAABIpNYD5Vbw/pT9KZ0kGSL+Z90z4vG18FhfGsj+PAWT3zzVbXw+MJB0jGkbBsBG6Xu/ll1WHZDvM/7xm0to/km+YPSp69d5xEAFsQsB8Q8PWtz5NG5+dl2j/ND3I2TvDvzOlSmOGZVL5nlK7VuJiW986jnHdISccNaZ9F+zdJeZTJ5RcCpz9OmQc3CPQzAQKgBep9DyR9N9s/gNdJHuAFqxcA9X7/mIYfct89wqpPoEgBUNNeQnpb8rn7iXS2tJ20obSzdKX0teT9vrs6vYRBAAIQgAAEIFBcAouoardJ4cK8dung46Y5Vf/30XHu0jI+/q1XvMfM90d58p6pVe+YVUoP706s7dNm21xnVOksKHZbRlX1PDPyFMkBcwdEfX3sILxnTbZjsymzA/JXS/4d8Q2BIZKvW8aUOm3L6wCe4fxPye3y4/fHSktJgyX/P3xPmktqZK6ry7C/J6FgEIBAcwIEQJsz6prHfDqSf8Cs2un8jQKgruAlUT7fDcOqT6BoAVATn1G6SArncO1yhPadII0vYRCAAAQgAAEIFJfA5qracMl/y9+V/NqlHaVtpSOkJ6Xwd/5MrQ+Q2rFQ3koZCllTvq6DnyrBshH4m9xD/2VZ7pDtMHhDAAIZCTjwe7Hk/5cOgv5MSjJPgLpbsp9nz08nYRCAQHMCBECbM+qax2Y6kn/EPpJq7343C4AeEOV9REus+gSKGAAN1H1XdTfJF0QOiPrOrS+YppQwCEAAAhCAAASKTeAnql54suj/tD5BQnV9kT5Y+lTy2PU4qVWbXBldhh/jHJChkDHkG47PzdUM4OQ6WDLzrJpVeTAIQKCzBMZV8ZdI4f/nU1r3b/HvJM+A9YzY8Bv9gtbnkzAIQCAdgXPl5v9bjr1hPSawjY7vzvCd9lprtM++x0rO6ztBWPUJFDkAWn36tBACEIAABCBQTQLjqVlvSB5T7peiicvIx0942H/pFP5JLgtE+R9N2tkkzYEBH3uOJn7s/j4Bvzf1Fcns0oqnzL7PkC0IdJKAbzL5+r/e/1PP0D9JmlTCIACB9ATOlav/7hEATc+sY56LRp3hDvHLwuPmH0CnJwVH7XdLtN+PKGHVJ0AAtPp9TAshAAEIQAAC3Sawqw7o8WaWG+r7R3mub7Gys0f5n24h/8tR3tpxcwtF9V2W1dXiryN+7vNGekv7/aojDAIQ6C4BPxXqG027SUdK+0p+V+mEEgYBCGQnQAA0O7OO5RhbJX8leQDy55qjNAqA+lGlMGjZpSYfm9UkQAC0mv1KqyAAAQhAAAK9JHCnDu4x5XoZKjGRfL+QvpQmyZAvuHo2ovNbE4fEFMsp5OMAnj8g6sfhsewEfqEs5heuI5KWr2j/wtmLJgcEIAABCECgcAQIgObQJbXv62y1SE9lvzTK7IDnnlKzsleQz5Aoz2daXh2ts4AABCAAAQhAAAIQgEAWAgtGzjdlyPShfO+XRpfmzZAvuDoAd5vkIOamITHFcgv5eJx8o+TgK5adwPnK4uCm39nu65C4DdPG8ZLPiYfiO1iHAAQgAAEIQAACeRCYTIW8LoU7sPdp/ffSH6M0D0YWkraSLozSgu9vtI31BwFmgPZHP9NKCEAAAhCAQLcI+EkkjykdkMxqlymD866bNWPk/9Mo/9taTp+ijJnk857kY64qYe0T8Ptf/TqulaX5pQESBgEIQAACEKgSAWaAFrA3V1GdPpZCYDPN8h/y98uSsf4gQAC0P/qZVkIAAhCAAAS6ScBPE3nc6a8QZ7Hb5ex8y2XJVON7bVTGf7ScuWZffNPvDA0fP3LgFYMABCAAAQhAAAJpCBAATUOpBz7T6pjnSN9IjQKg/lKnHwEi+CkIfWQEQPuos2kqBCAAAQhAoEsE/Ci7x51+v3xac7DUgVO/j3PKtJkS/Pz+T38J3sf3RIDDpQWksSL5CaijpE8l+3gsNIGEQQACEIAABCAAgTQECICmodRDHw/2dpBOkPx+z3ulv0kHS5tJE0pY/xEgANp/fU6LIQABCEAAAp0m4NcuObjo2Zhpza9gch5/QKldc0DzAsnl1ZMnB3iSgB/ZxiAAAQhAAAIQgEBaAgRA05LCDwIFIkAAtECdQVUgAAEIQAACFSEwqdrxvuTg43Yp2uSPHn0U+a+ewj+ty4/leLr0rOSP81jPSKdIfk8lBgEIQAACEIAABLISIACalRj+ECgAAQKgBegEqgABCEAAAhCoIAE/YeQAqB9p30saICWZP5bjjxbZ1xcUGAQgAAEIQAACECgyAQKgOfTO6DmUQREQgAAEIAABCEAAAhDoNYG/qgJ+F/2Rkt+5uY10nvSINEKaVVpfWlGy+UOcaWaLfuvMPxCAAAQgAAEIQAAC5SWQNQA6tZo6W4ea+7LKtTAIQAACEIAABCAAAQgEAh6vDpJWkwZK3n5VulW6TvKHjIIdrZXHpBOlOaSDpFrzo+/+UNExkt/LiUEAAhCAAAQgAAEIQOB7BLbXlh8X6oQO+N6R2KgqAR6Br2rP0i4IQAACEIBA/gTWVJFPSfXGnm9q3y8TDusgqQOmDoReLvnjSH+WtpAmljAIQAACEIAABCBQFgI8Ap9DT3lwiEEAAhCAAAQgAAEIQKBoBPxl90OkUSV/SOhvkmd3fiV5ducG0mKSPzq0jLSV5Pd/2uxzfSRvYxCAAAQgAAEIQAACfUyg3QDou2J3jxQGm+2g/G87mckLAQhAAAIQgAAEIFAZAtuqJYdKHmP+TvJMztrxpt/zuZF0lrS5NEzaVcIgAAEIQAACEIAABCDQFgE/NlT7CNJrSjteWrytksncLwR4BL5fepp2QgACEIAABFojMJWyfSx5zOnAZjNbUg7DJfv/uJkz+yEAAQhAAAIQgEDJCPAIfI86bE4d9wDpSak2GPqs0ny3fl4Jg0ASAQKgSVRIgwAEIAABCEAgEDhCKx5jXhISUiwPjvJcmcIXFwhAAAIQgAAEIFAmAgRAC9BbC6kOR0ovSLXB0EeVto80s4RBIBAgABpIsIQABCAAAQhAIImAX4vkcaXf65nWJpej3/vpmaDjpc2EHwQgAAEIQAACECgBAQKgBeukJVQfv5/pdak2GOr3hP5GmlrC+psAAdD+7n9aDwEIQAACEGhEYAzt/Eb6QhqtkWPCvkeU5jHoggn7SIIABCAAAQhAAAJlJUAANIeeyzqwbHTIf2nnb6XppRUkf5FzmGQLwVG/L/QmyS+2n0TCIAABCEAAAhCAAAQgEAhMqhV/9f19yYHQLOaPc9omG7ngXwhAAAIQgAAEIAABCHSHwOg6zE+ks6UPpfjM0BHa9nuaNpF4VEkQ+sSYAdonHU0zIQABCEAAAi0Q8NjRgc8vpQEZ8z8mf481F8iYD3cIQKB7BKbTodaQtpTWlmaVMAhAAAIQaEyAGaCN+RRu71iq0XrSBdInUjwY+qm2/UcQqz4BAqDV72NaCAEIQAACEGiHwOPK7HHioAyF+MvxX0ufSeNkyIcrBCDQHQKr6TB+LZpvcMSvA73umxeeFOPZ3xgEIAABCPyQAAHQHzIpTYpnfB4r+WX14Q/ggVrHqk+AAGj1+5gWQgACEIAABNohEL7ofnWGQvxRTo8pL8mQB1cIQKDzBPxe3zOkcM33sdavk4ZKV0nDpLDPTwdOIGEQgAAEIPB9AgRAv8+j8Ft+36jfDXqy9IYU/tCF5YFKw6pPgABo9fuYFkIAAhCAAATaITCZMn8geYz4qxQFeXzpR+Y9s2zhFP64QAAC3SNwng7l/8t+4m9XaWwpbgO0saX0jmS/WyQHTTEIQAACEPiOAAHQ71gUds1Bz0HSKdKbkv+oxeWB6m3SDtLkElZ9AgRAq9/HtBACEIAABCDQLoFfqACPGT1WPFAaS6o1Py67teTH3u17mNRNm1EH21H6o/RX6XhpU2kSCYMABEb+//T/zQ+lHzUBMrP2vyLZ/+AmvuyGAAQg0G8ECIAWtMcd9Fxe8kzPekHPu7XvN9K0EtZfBAiA9ld/01oIQAACEIBAqwQ8VvR7PR0QcWDEAUYHPDeXDpH+I3mf5ZvtDoh2w/wRF89qc3A2HD++dED2cIl3kQoC1rcEPIvzNcn/NzZOSWGpyN+zRadImQc3CEAAAv1AgABogXo5BD3/pDolPd7uP3z/lvaQBkpY/xIgANq/fU/LIQABCEAAAlkJDFKGh6R4gDG+/pL2ebZot2wxHSiMdT/X+t+knSTP/NxT+qcUAqMe+/rjTBgE+pHAKmq0/68+nrHx/4jybZsxH+4QgAAEqkyAAGiPe9dBz+UkP/YTBoLxAanXH5b2kWaVMAiYAAFQzgMIQAACEIAABLIQ8MzOJaQDpLOkcyTPsHSAxbPMumUDdaC3JY9xr5eml5JsUSU+LdnvXqn2nYdKwiBQeQIHqYX+P+D/q1nsl3J2vqFZMuELAQhAoOIECID2oIMd9FxWctDzdcl/nGr1H6XtL80pYRCoJUAAtJYI2xCAAAQgAAEIlIFAmJl2tSo7oEmFJ9f+ZyWPk/dr4stuCFSRwBlqlM//7TI2zjc2nO+GjPlwhwAEIFBlAgRAc+jd0TOW4UcRTk/I84zS/h4p62MOCcWRBAEIQAACEIAABCAAgcIQ8KzONSR/zGVL6Wupkb2rnYOlO6Q9pGMlPzKPQaBfCITzPeu7cIN/yN8vvGgnBCAAAQh0mEDWAGjty+U929OBz/BupoFat1oxPyrkQCoGAQhAAAIQgAAEIACBIhFYP6rMEC2HpazYnfK7V/qxtLJ0lYRBoF8IPB81dJGMDQ7+IX/G7LhDAAIQgAAEkglkDYDWljKvEg6uTWxx+0Dl87ti+s2mVYMnlcaNNFxLzy74SPIA29sYBCAAAQhAAAIQgEDvCCwYHfrmjFWwvwOgzk8ANCM83NsmMKZKmE4aX/I3GzwzuVt2jQ50orSuNIn0vtTM/E7fzSMn58cgAAEIQAACuRFoNwCaW0X6qKAJ1NYtpE2l+SRv17OvtOMxybMHrpY8EPh/EgYBCEAAAhCAAAQg0D0Ck0eHeivjIYN/yJ8xO+4QaInACsq1q+T3acY/wuX30l4gHS99IHXS/GSfPxa2muTjbSU1s33lMIvkpwyz3mxoVjb7IQABCECgzwlkDYA+JV5DO8TMX4yvsk2lxu0v+a5mo6BnnIH7Z+FIv9LycWlvyS/hxyAAAQhAAAIQgAAEukPAT+XYsgYyg3/IP7IU/oVAZwiMo2LPkjaJiv9GyxekT6QZpNmk/aQdpF9IN0idtN1U+H3SYOk9aS/paynJ7HuA5P27REstMAhAAAIQgAAEykTAj308Knn2ZpAHJK9J90hXSn+XzpHOly6VbpQccPYj8CGPlx4U/FYqqz2girsdbiMGAQhAAAIQgAAEykDgGFXS45ejMlb29ijf+hnz4Q6BrAT8uHs43z7UuidNTBkrZDStLyv5GsPnsp808+PpnTYfY4TkY/rJtsHSDJLrO7X0M+lOyft9fbSjhEEAAhCAwPcJnKtN/05u9v1ktiBQLALjqTp3Sz5ZLd8F3ViaQkpjfhfO0tLp0hdSKGcNrZfRCICWsdeoMwQgAAEIQKC/CSyl5nsM9o40YUoUi8rPAZ1PJY8HMQh0ksBJKtzn6EvSnA0ONKr2HSrZ92NpZqnT5muZZ6VwHZO0fFP7uxGQ7XRbKR8CEIBAJwgQAO0EVcrMnYDfdxP+yPudO7772qo56BmCoJ5R2k5Zrdah3XwEQNslSH4IQAACEIAABHpB4GYd1GO6v0kOIjWyCbTzccn+hzVyZB8EciAwu8r4MtJCKcvzdYnPz/NS+rfr5kkdvi7yq7xekzwr1EHPm6SdJW4SCAIGAQhAoA4BAqB1wJBcLAJnqjoeXDwi+Q9/u+Z34rg8a9Z2C+tBfgKgPYDOISEAAQhAAAIQaJuAZ9V9IHkMdpE0mZRk9ntYsp9vWPsL3BgEOkngEBXu883XHWltejk6aOpAZNpZzWnLxg8CEIAABPIlQAA0X56U1iECT6hcD0j8qEkeNp0KcXnW6nkU2OUyCIB2GTiHgwAEIAABCEAgNwLLq6T3JI/DHAw9VfL7uNaUtpUulBxU8n6PAQdKGAQ6TeAeHcDn3MoZD3RrlM/nLwYBCEAAAsUlQAA0h74ZPYcyKKIxAd9dtb0yctH2v8NUggfWnk3qLz1iEIAABCAAAQhAAALdIXCbDrO45Pct+tVEv4qkxf/sK605MOqP0Hz0v1RWINA5Av6okO3JkYsf/Otrhp9IDpDa18FSX5t8LtlC/pFb/AsBCEAAAhCoIAECoJ3v1Od0CL+LZ0nJHzJq1/wS/vAo/UPtFkZ+CEAAAhCAAAQgAIFMBJ6Vt2fMzS+tI80lTSy9LT0oXS69KmEQKAKBwarE4dI0DSrjoP5pDfazCwIQgAAEIFB6AgRAO9+FfuTbAdCfS0Mkzxxo1Ty4Pi7K7MevXmi1IPJBAAIQgAAEIAABCLREYFXlWl9aUJpc8tM5/uDRZdI1kmfXYRDoJgHP5vRrsuaR/IEhmz/U5ZnI23tD5msSv6LBs0S9b27pD5LfUbuV9Im0i4RBAAIQgAAEIACBlgjMqlzhy+0faN2DkDFbKMlB1PskD6qtw6Qymgdfrv+lZaw8dYYABCAAAQhAoG8JzKuW/0sKY7Gkpcc5C/ctIRreKwIH68A+H8+KVeCgKO1TLTeLpYdVP/bu1zX41Vp+FN75fy9hEIAABCBQPALnqkr+nU76PS9ebalRXxPYQ62PD5L9PqirpEOkrSU/RrWi5Mfbl5M8s2BDaVfpZOkxKZ7/em2PJpXRCICWsdeoMwQgAAEIQKC/Cayg5nv85vGYZ9h55pzHbbNLfs2R3/f5kuT9DjitIWEQ6BaB2XQgBzKtRSTPBA3BzZW1nmR/V6LPV19Ury59LTn/HBIGAQhAAALFIkAAtFj9QW2aEPCjJZ9J8UBmK+vXqoxJmxyryLsJgBa5d6gbBCAAAQhAAAK1BGZVwvtSCBaNW+sQbY+tpd/3br+PJc8YxSDQLQIn6EA+9/z+2RuidX+sq9ZGVcIRkn0d1J9Jsvlxeaf92RsYBCAAAQgUigAB0EJ1B5VJQ2AKOfnR9TckDzDSarh8L5fWkspuBEDL3oPUHwIQgAAEINBfBK5Qcz1mu1hy8KiZDZWD/W9q5sh+COREYGqVc5xUO9nidaWdKPlx9wHSIOkWyeenZ3uuLQXzx7yc/raU5jwP+VhCAAIQgEDnCRAA7TxjjtBBAjOp7I2l/aRjpDOkC6RzpFOkI6XtpKUlv5y8KkYAtCo9STsgAAEIQAAC1SfgR9wdFPJMOd/ITmMTyeldyfl4H2gaYvi0Q2BrZfYHjHy+WV/E1kOaH28P7/l0moOcSY/GvxXlnUpLDAIQgAAEikOAAGhx+oKaQCA1AQKgqVHhCAEIQAACEIBAjwnspuM7YDQ0Yz3+FOXbP2M+3CGQhcBecg5Bzou0/mNpwSjNH1+NBz3t58D8AdKEUpI9oUT7+QvxGAQgAAEIFIcAAdAc+qKsH9LJoekUAQEIQAACEIAABCAAgYYEwgdh/PX3LHZP5BzyZ8mLLwTSEPAMTj8x9o20lbSRdK/kIKfNwU8HOmeU/GFVP/I+mfSo5BnNSTZllBjKSPIhDQIQgAAEIFBKAqOXstbVrvR4ap5fmj+/5EHKM9J/paclP76CQQACEIAABCAAAQh0h8AE0WHqBYzq1cIfQbKF/CO3+BcC+RDwJJbjJb+r8w/SUCmYvzXgR9z9XtDZpCclvwfUX4X/o3SsdLXkgGjcPHPU1x5+bxBP7P8AAEAASURBVOg78R2sQwACEIAABCAAgTQEVpTTbyPV+2qoyxlTOlBKem+PH0VxEHQdqezGI/Bl70HqDwEIQAACEOgfAg4yeRzmR42z2A5ydj6/4x2DQN4EllKBPr9eknwNUWunK8H7/xLb4aBpeMT9J7H0sPpXrTiPg6QYBCAAAQgUiwCPwBerP6hNHQKnKt2DCct3YpNsoBIfk4Jfo+U/5FfmmbsEQJPOANIgAAEIQAACECgigY1VKY/LbslYuauifNtmzIc7BNIQOFBOPi89mzPJZlbiCMmPx/vR+GAHaMX5jgsJ0XLTKN2PzfuL8RgEIAABCBSLAAHQHPqDd4DmALHNIvzoylBpvlg5D0VpB2t5tvTv2L41tO7ZCBgEIAABCEAAAhCAQGcJXKPi/YXtQdIyUhrzl9/XlIZLV6bJgA8EMhLwez1tntGZZC8ocU/J1xnnS3tInkDxuGQbOHIxyhha7i35esPmd4W+8u0a/0AAAhCAAAQgAIGMBJrNAN1Z5flOrOV39qwnJdkKSgyPrdh3yySnEqQxA7QEnUQVIQABCEAAAhD4H4H9teax10vSdP9LTV6ZUsl+f7v9j052IRUCbRMYqhLSXA8cGPnZ90Xpimj7QS1PkF6Otj1TdF8JgwAEIACBYhJgBmgx+4Va1RBoFgC9T/4elHjgsWxN3tpND6odJLX/I7U7S7JNALQkHUU1IQABCEAAAhD4loDfsXi75PHXa9JaUpKtqsQXJfv56Z1xJAwCnSBwqAr1eXZ4isJXl89/In/nqZVfw7WKhEEAAhCAQHEJEADNoW/K/C7JHJrf8yIGqAbzR7W4UMs7mtTobe33B5X+Js0jeWDtd/V02nwc13O0HA40Xg5lUAQEIAABCEAAAhDoFgF/oNIforxYWlHy+z2flm6WPDabXBokeWxmu0taX+rGGM3Hw/qPgM+930sbSP4KvCdS1LNrteN6aQnpImla6QbJ1x03SvdKDopiEIAABCAAAQhAoC0CjWaAzqqSw13Y3VIexbNAQ54lU+Zp1+2C2DHDsdtderCFQQACEIAABCAAgbIQ8MSBnaTwNE7tWMjBUI/nPGMUg0AnCfhcfE7yOfjrlAcKHzp6Xf6e3IBBAAIQgEB5CJyrqvo3f7PyVLl4NWUGaG/75C0d3iexX1DuQXMae0dOfqn+2NJA6R6p0+Y7xz6W69mueSapZ4F+2G5B5IcABCAAAQhAAAJtEJhYeT+VvkxZxlfy+5N0irSUtIDk2Z/DJH9c5k7pawmDQKcJ+FzcS/KsZL/L80XJ4/V6trx2nB7t9MzRz+s5kg4BCEAAAhCAAARaJdBoBqjLfFFyEPRkKY3NLCf7W4ulyVAwnweiul9asHpRHQhAAAIQgAAEqk3AX7z+peTHhx0A8ljKjw6/KHkcNqeEQaBMBI5TZX0eOyD6f9JAKW7TaeNo6QvJfmdKGAQgAAEIlI8AM0DL12d9WeN4AHQ1EfDMzbj5LqwHJE9KaWZYeuaB/a0JpbIZAdCy9Rj1hQAEIAABCJSfwCJqwjNSGEN5+b4UAkPe/lI6UsrjnecqBoNAVwj4WsIB0HBuP6v1u6WnJQf4ne7l4RLntiBgEIAABEpIgABoCTutH6scD4CGwfXDAnGW5Hf2rCT5cXDv813ceubgqN8r5Uer7OvZC2U0AqBl7DXqDAEIQAACECgvgWVVdT/q7vGTH1XfRAo3kT2+WljyDFAHQO3jD8WkuSktNwwChSDgD3D9VQrXFD6PrY+lC6WFJAwCEIAABMpLgABoefuur2ru90SFQUia5RY1dCbT9gHSg7FyfJd3AamMRgC0jL1GnSEAAQhAAALlJDC1qu33p3sM5pvPfgy+ni2jHcMk+/6hnhPpECgwAZ/fs0v+UOockgOjq0sbSctJS0vrSutInhU9QMIgAAEIQKD4BAiAFr+PqKEI+FGTuSTPNjhKul4KHz9KCohuo/1xW1AbcT8/wrJ33KFk6wRAS9ZhVBcCEIAABCBQYgLhSZzr1IY0j/+uKD+PtT6TppUwCJSNgD9y66fM/Ah8/Boiad03B/yO0EkkDAIQgAAEikuAAGhx+4aapSDgQfUa0r6SH015RvKA2wPvuE2jjTBgeVfrzlNmIwBa5t6j7hCAAAQgAIHyEBhXVXUg068P8qy4tOZxmcde+6TNgB8ECkLA1w33SuHa4T2tD49t+1rD+/x/4s1YuteXlDAIQAACECgmAQKgxewXatUGgQmUd6ya/L6L65mjK0tj1+wr4yYB0DL2GnWGAAQgAAEIlI+APz7pYI8/CJPF1paz892aJRO+EOgxAc/iDLM+n9f6XlIIft6odT9VNrXk992GAOkxWr8l2vbNgkUlDAIQgAAEikeAAGjx+oQaQaApAQKgTRHhAAEIQAACEIBADgR+qTIc6Dk9Y1kDo3wvZsyHOwR6ScAf7/L5fr80vfRqtH2alrWvf9hcaZ4N+pXkoKffj+u8L0lVmHChZmAQgAAEKkWAAGgO3Vn7xzCHIikCAhCAAAQgAAEIQAACPScwZlSDLzLWxF+DtzX6YNJID/6FQDEILKZqbCh9KvkjRw5wTif5cfgdJQc74+YL6eOlAdKh0vaSP7g6o2R/DAIQgAAEIFA5AgRAK9elNAgCEIAABCAAAQhAQAReiyhkef+nswT/kD8qhgUECktg06hmp2jpmZ+bRdv7afl1tF67cODzc2kVaVJpf8kW8o7c4l8IQAACEIBARQgQAK1IR9IMCEAAAhCAAAQgAIHvEbhDWw7+DJImk9LaBpHjrWkz4AeBHhNYNjr+5Vr6XJ9H+ki6WapnH2jHrZKvB5eWbpD8HtCFJH+XAIMABCAAAQhUigAB0Ep1J42BAAQgAAEIQAACEIgIvKvlNZI/MHlwlNZsMZsctpP8PkQ/JoxBoAwEpo0q+byW/hK87WWp3uzPbx30j/1tzu9XP3j2qC2UMXKLfyEAAQhAAAIVIEAAtAKdSBMgAAEIQAACEIAABBIJ7KtUB3Z2kH6d6PFdooNAV0r+CMw50mMSBoEyEBgRVdLB/vh6s7rb31abJ2yP3Mu/EIAABCAAgQoQIABagU6kCRCAAAQgAAEIQAACiQQeV2r4qIvfj+hZnbPWeDoItKXkr2fPLT0q7SRhECgLgReiii6spWdxOug/kzSx1Mjsb3P+ySV/Pd7Bz9clDAIQgAAEIFApAqNXqjXFbMw7qtaoHaqaByoYBCAAAQhAAAIQgEB9Amdql4M6p0v+wIv1X8mPCI8vLRAttRjlJuln0ifewCBQEgLXqp6DpMGS3wN6m7SytKl0spRk8yvxR9LH0p2SZ0kPkK6XHEDFIAABCEAAAhCAQCYCfveO3yPVCWWqSEGcH4hYXFqQ+lANCEAAAhCAAAT6g8BANfMs6X0pPi77Rtv/ln4hdeqmtYrGINAxAlOpZAcyfV6vKa0Trb+t5XRSrXkSzO2S/Y+XZpSGRdura4lBAAIQgECxCPgJFv9m+yYuBoHCElhKNXtKig+039D2qzlIRZTOCICWrsuoMAQgAAEIQKBSBMZQazzrc1XJ4zQHjzAIlJ3A7mqArzf89Xef29dF249pOVAKNo5WLpLs6+uRRaQno22/AxfLl8DUKm5pyX3i3x0HnzEIQAACWQkQAM1KDP+eEZhER75XCkHQw3pWk94fmABo7/uAGkAAAhCAAAQgAAEIVI/AEDXJ1xue1fx3yV9597aDoidJB0svSCHNM6L9ugdvPyxNKGHtE/BMcs/S8nuFzTYuz0A/U/Ks29Gk+aXVJN+M8TUjBgEIQCCJAAHQJCqkFZaABxRPSP4D6MfiV5T60QiA9mOv02YIQAACEIAABCAAgU4TcOBtX+lzKR50q113gDSedr62/T5crH0C/kbDLVLg6+DznZLfrep3D4d0v2f1w9i20512rbSYhEEAAhCIEyAAGqfBeikILKlahneCvqb1frzLSgC0FKcqlYQABCAAAQhAAAIQKCmBGVTvw6VHpU8lBzw/kzzb00G2LyTPDj1D+rGE5UNgAhXzuORgpq/1NpfGlOK2ijYcFA2B0KTlV9r/23gm1iEAgb4nQAC070+BcgI4UdUOf+h8h7bfjABov/U47YUABCAAAQhAAAIQ6CWBAbGDe5YoH/uKAclx9a8qy9d5fu+q3/1Za54d+oIUrgWbLQfXFsA2BCDQtwQIgPZt15e74eOp+r7j6j9470r99rgJAVB1OgYBCEAAAhCAAAQgAAEIVIbAwmpJmGk7c51WecZts6BnfL8fkXfQFIMABCBAADSHc8AvXsa6S8CPoWwi+UNIp0n1/kBqFwYBCEAAAhCAAAQgAAEIQAACBSfgx909s9bXdy8k1NUfONoqIb1Rkl+Xtm0jB/ZBAAIQgEB6AqOnd8UzRwL+IryFQQACEIAABCAAAQhAAAIQgEC5CQyKqn9JQjM8O3RvqZVrb38h/siEMkmCAAQgAIGMBFr5Ec54CNwhAAEIQAACEIAABCAAAQhAAAKVIDCtWvEzaQVpeskfLZpbsr01cvHtv9Po3zOlNWNpWVcHZs3QY/9ZdfyfS8tIbv/nkl//do10WbStBQYBCEAAAhCoPgHeAVr9PqaFEIAABCAAAQhAAAIQqBoBTx46VHJQL/6uzvj6e9q3gzSL5C/Bx/e1sv6UyiiD+TsXp0oOBtdr5yvat5GEQQAC2QnwDtDszMgBgZ4TIADa8y6gAhCAAAQgAAEIQAACEIBABgLjyPdGycE9f+zoYmljaRFpcelpKR74G1azHd+XZf0qlVN084eaHpLcri+kIdJ60kLSktKO0v1SaPf+WscgAIFsBAiAZuOFNwQKQYAAaCG6gUpAAAIQgAAEIAABCEAAAikJnCc/B/A8q9NBvVrbTwnef7vUaIZoCAKmXW5be6CCbQ9QfW6T3J4npbmkJPMHojwz1gFS+24pYRCAQHoCBEDTs8ITAoUhQAC0MF1BRSAAAQhAAAIQgAAEIACBJgRW1X4H7T6U6gX4ZtA+Bz49O9TvvLR/u3pRZYwlFdm2U+XczlekqVJUdKvI368KmCSFPy4QgMBIAgRAORMgUEICBEBL2GlUGQIQgAAEIAABCEAAAn1KIDz6vnuT9h+o/Q4GOgjabvBzuMpYSiq6PaMKuq0bZKjo9VGePTPkwRUC/U6AAGi/nwG0v5QECICWstuoNAQgAAEIQAACEIAABPqOwIRq8ZeSH92eqEnrR9P+K6V2g59vq4xBUtFtblXQbX1T8iPuaW1dOTrfHWkz4AcBCIxCADSHk8BfssMgAAEIQAACEIAABCAAAQhAAAJlIjC/KjurNK70uuQP7Xwi5Wku39fMD0t+BL6ReeanP/4zQhrQyLHOvheUfo50ovRBHZ8iJc8ZVeZfWjqgmdbujhxD/rT58IMABCDQFgECoG3hIzMEIAABCEAAAhCAAAQgAAEIdInA2DrOzpH83s24OfDor6bvL/mDPHmYZ4DamgU/R3qNMsrXWnFAcOmQkHL5mfzmlfwe0bJYmBGbNVgb/EP+srSXekIAAiUn4Gn6GAQgAAEIQAACEIAABCAAAQhAoMgEZlbl/i0dLTn4+bJ0uXS+dI/kyT0bSo9Iv5LyMD+Obpt25CLVv2en8vq+04XaLFPw07V/K2rCdNEy7SL4h/xp8+EHAQhAAAIQKBUB3gFaqu6ishCAAAQgAAEIQAACEOg5galVg1ckP2r9H2kVqdb8FfJTJftYv5batTFUwPuSy5slZWEOxD4X5Ql1abT0jMgZU5ZdJLcpVRnPePXs1fEzVMz9Yh6XZsiDKwT6ncC5AuD/N5v1OwjaD4EyESAAWqbeoq4QgAAEIAABCEAAAhDoPYHw5fDbVJUJmlRna+13oMAfL/Jj5e3aEBXg8v6csiB/EOi+KI/zNZKDh6tKvbb5VYG9pFOkv0iHSA4yOwDcyG7WTrdvv0ZOsX1jav1ZyXk2jqWzCgEINCZAALQxH/ZCoJAECIAWsluoFAQgAAEIQAACEIAABApJYEXVygGzYdLkKWv4pyjPZSn9G7nNqp3+CrzrsGkjx2jfwZGvH5+/Ilp33lr5o02LSL20H+ngt0u1dQvbr2jfFg0quGyU13xWaODnXQ4MD5Vc9mPSaBIGAQikI0AANB0nvCBQKAIEQAvVHVQGAhCAAAQgAAEIQAAChSZwlmrnoFnaWYZujAOlDspZE0vtWnhs+2sV5ADnuAkF+piePem6fiV5BqVtPmlfaah0nnSENEhyQLCXtrkO7g9Hub7vSKdJbufW0qHS45L3WW7XACnJjlKifYZLu0hJH1qeUen+QJX9PpEWkDAIQCA9AQKg6VnhCYHCECAAWpiuoCIQgAAEIAABCEAAAhAoPIGnVEMHzrIGzW6N8q2mZR62pwpxANR18WxUByQclD1IukRyYM/7/Fj7RlKR7SeqnIO0ru9JUtI7PB2g3Uz6WAp+Wv2BeSbniZJ9rNekMyUHfR1IvUYKgdZ3tb68hEEAAtkIEADNxgtvCBSCAAHQQnQDlYAABCAAAQhAAAIQgEApCIQAXFKQrlEDhminA3JbNXLKuG8Z+d8tudxafaO0K6W5pSKbZ6++Lrn+DuA2syXl4Nmd9l+2gfPa2hefNRrn42DrOdIMDfKzCwIQqE+AAGh9Nqn3JE1PT50ZRwhAAAIQgAAEIAABCEAAAhCAQAcJfK6yHfwcR/Isy7Q2duTo/HnZnSpoKWl2aUVpOsnBvZelGyQHFotuv1QFp5HukQ5JUdng59mcB0gr18njR9ytBSUHiqeVPBv2eclsPGsWgwAEIAABCPQNAWaA9k1X01AIQAACEIAABCAAAQi0TeBeleDZhKtmLCk8Or94xnxVd79DDTTP9TM0dAL5ehaog72TZsiHKwQgkA8BZoDmwNHv68AgAAEIQAACEIAABCAAAQhAAAJFJOB3SNqyPMruWZpzSP64z/0S9h0Bz9C03Txykepfv4bAHAdI86XKgRMEIACBghEgAFqwDqE6EIAABCAAAQhAAAIQgAAEIPA/AmdpzY+x/1xa5X+p9Vf86Psfo92naOl3c2IjCYyphWdzfiF9MDIp9b9vRZ6Tp86BIwQgAIECESAAWqDOoCoQgAAEIAABCEAAAhCAAAQg8D0Cr2rL75/0V8kvklaS6tmE2nGZtIj0rHSshH1HwIHPTyUHQsf/LjnV2mSR13upvHGCAAQgAAEI9DkB3gHa5ycAzYcABCAAAQhAAAIQgEBGAg5+/lXyuyu/lvw+vBUkBzzHkPxRot2lNyT7eLbi3BL2QwLhnapr/nBX3ZRxtMeBU8+mnaquFzsgAIFOEeAdoJ0iS7kQ6CABAqAdhEvREIAABCAAAQhAAAIQqCgBB0H/IPlxeAc56+lO7RsoYckE9lay2fnL7GltFzk6z11pM+AHAQjkSoAAaK44KQwC3SFAALQ7nDkKBCAAAQhAAAIQgAAEqkhgRjXKj8Q/JH0o+bHul6XzpbUkrDGBibV7mOSA5q8bu367d179+5Fk/zW+TeEfCECg2wQIgHabOMeDQA4ECIDmAJEiIAABCEAAAhCAQJ8QWFjt3E06Xjpa2lGaTcIgAIHWCWysrA5o+nUC+0qjS0nmj069LdnXARgMAhDoDQECoL3hzlEh0BYBAqBt4SMzBCAAAQhAAAIQ6AsCq6qVj0gOvCTpJqU7OIpBAAKtEfCNBQdA/f/LH4w6SFpf8izPnaWbpfB/7yqtjy1hEIBAbwgQAO0Nd44KgbYIEABtCx+ZIQABCEAAAhCAQOUJOBATAi+vaf1UaVdpT+kc6X3J+0dIW0gYBCDQGgHfaHhCCv/fapcfaN9e0mgSBgEI9I4AAdDesefIEGiZAAHQltGREQIQgAAEIAABCFSewB5qoYMwX0oOvIwp1Zq//P1HyX6ewba2hEEAAq0RGKBsK0vHSZdK/5DOkDaTJpIwCECg9wQIgPa+D6gBBDITIACaGRkZIAABCEAAAhCAQF8QmEut/Er6RlovRYv3kY+DoO9KBGpSAMMFAhCAAARKSYAAaA7dxlT2HCBSBAQgAAEIQAACEIAABCDQNoH9VIJno/mR98tSlHaEfG6RJpN2SuGPCwQgAAEIQAACfUqAAGifdjzNhgAEIAABCEAAAhCAQIEI+FH38Cj7kRnqFXw3ypAHVwhAAAIQgAAE+owAAdA+63CaCwEIQAACEIAABCAAgQISmF11mkD6r/RKhvp5Bqgfm59fGj1DPlwhAAEIQAACEOgjAgRA+6izaSoEIAABCEAAAhCAAAQKSmDKqF5vZKyfP5Y0TPJ1jR+Fx+oTGFW7zNnyOgYBCEAAAhDoGwIEQPumq2koBCAAAQhAAAIQgAAECkvg/ahmk2SsoQN5E0d5PsiYt1/cF1VDL5Q+kt6K9KGWf5MWljAIQAACEIAABCAAgZwJPKDy/LXOS3Mul+IgAAEIQAACEIAABMpLwI+/fyF5RmcIaKZpzWJy8tjy+TTOfebjyS6HS99IZpQk7ztIYkaoIGAQgAAECkqAr8Dn0DHMAM0BIkVAAAIQgAAEIAABCEAAAm0R+Fi5b5H8Hs9fZSgpfP39igx5+sXVH4jaR2oU3PS+/aVDJAwCEIAABCAAAQhAICcCzADNCSTFQAACEIAABCAAgYoRGKT2eJbiJ9ICUjNbWw6ewThcmrGZc5/tX0btTZrx2Sht8T5jRHMhAAEIlIUAM0Bz6ClmgOYAkSIgAAEIQAACEIAABCAAgbYJ3KoS/iKNJ90orSTVsy21w++19AzGP0gvS9h3BPb9bjX1Wit5UheOIwQgAAEIQKCXBPyICQYBCEAAAhCAAAQgAAEIQKAIBH6tSvgr5WtJDoJeJ10sPS352mV+aVMpzFY8SevHSv1k06ixq0ozSV9Lz0rXS+FDUuNqvVHwWLsTzWWOKfldrBgEIAABCEAAAhCAQBsEeAS+DXhkhQAEIAABCEAAAn1AwE+p+d2V/mp5vUe239C+LaR+sqnU2HMkBz1ruYxQ2gmSZ8/OmbC/1r/e9szKi0EAAhCAQLEI8Ah8Dv3BDNAcIFIEBCAAAQhAAAIQgAAEIJAbAb/X8wjpDGl9aQVpeukr6SXJsx2vlD6T+sXmUkNvkGao02DP3PyttKK0Yx2fNMkD0jjhAwEIQAACEIAABCDQmAAzQBvzYS8EIAABCEAAAhCAAATiBCbQxjNSvVmbtel3y9fB4tr0ZttfKs84EgYBCEAAAsUiwAzQHPrDj5dgEIAABCAAAQhAAAIQgAAEIFBMAnuoWrNlqNqS8n0lg39wvVUrn4cNlhCAAAQgAIEqEeAR+N735rSqwqSSX1ZuDZc+lPzOo2HRthYYBCAAAQhAAAIQgAAEINBnBEZVe7dtoc0ztZCn3z4m1QIiskAAAhCAQFkJEADtfs/5ERa/sN1fr5xP8nY986Mrj0n3SldL10h+dAWDAAQgAAEIQAACEIAABMpJYGJVe3tpPWkeaSzJ5neaPiL5q/dnSZ6N6ZmfnjDRabtOB/C7VTEIQAACEIAABCDQFgF/tfFkyTM7m71/p95+B0PXlMpsD6jybt+lZW4EdYcABCAAAQhAAAIQgEALBNZXnvekeuP9kP6qfJaTlk3hG/K0s/STZ1NIGAQgAAEIFI8A7wDNoU+YAZoDxBRFTCKff0rzx3w9QHlDell6R/Id3hGS+2RsaULJX3kcKIW7wp4xeqW0u3SihEEAAhCAAAQgAAEIQAAC5SCwmap5juTH2pvZdHK4UdqhmWNO+ydVOftIu+VUHsVAAAIQgAAEINBnBMZTe/0lxnBH9j6tbyylvcM6hnyXlk6XvpBCOWtovYzGDNAy9hp1hgAEIAABCEAAAhBoh8DMyuwJD2Esn3bpiRJ+ND6tfzt+r+s4aYKzcsMgAAEIQKCLBJgB2kXYHKp1AlspaxiIXKD10VovahQHPUMQ9NE2y2qjGm1lJQDaFj4yQwACEIAABCAAAQgUlICf2vqxtK70E2kOKZjf6RmuCbIu/RqsrHla9Z8mVJglBCAAAQgUhgAB0MJ0BRVpROBM7fQAxC8092zOdm0XFRAGNLO2W1gP8hMA7QF0DgkBCEAAAhCAAAQgkIqAZ0AuJK0jefLB7FIzGyiHIdLHUhinh+VzSttVSvPez5Cndvm08g9PKLvWL4/tuXUcDAIQgAAEikWAAGix+oPa1CHwhNI9GDm0zv6syX4fUBjcrJ41cwH8CYAWoBOoAgQgAAEIQAACEIDA9wh49uZe0htSGGuHpcfzm0hJ5vT4I+oPa/sy6VopqaxQZpblVyprc+lrKUu+Vnz9LlAMAhCAAASKRYAAaA79wUeQcoDYpIjpo/2vNPFLu3uYHL+UPJt0nLSZ8IMABCAAAQhAAAIQgAAE/kfAr6VaQppfmlryB4pmk5LMsyLPl9aU/Horj8Vtv5DO+3Zt5P4/aP2FaNsLzyb1o/B/kmaRWrUByjiD5I+gDpY6FaR8UmV7pioGAQhAAAIQgAAEMhN4SDl893Vo5pzJGVZUcribO3OyS6FTmQFa6O6hchCAAAQgAAEIQKDyBDyb8iUpjKmzLE+L6DigGT5q1OzL6fEnuLIcq55vfMZpPZ9W0neP2sYCAhCAAASKRYAZoMXqD2pTh8Cfle4BiAdIy9fxSZs8sRxDQNUzQctoBEDL2GvUGQIQgAAEIAABCJSfgGdknim1EhyM51lGZYSL0XNSYnkwh+PG6/BNzuX9R+X5NQAYBCAAAQgUj0D4m+OnFTAIFJbArKpZ+HL7B1rfXhqzhdoupDz3SWHgc1gLZRQhCwHQIvQCdYAABCAAAQhAAAL9R+AANTmMpdtZXqJyPpUchPSj6Wlsazm1c8ykvGmCoK5nUt542gvy8YxWDAIQgAAEikmAAGgx+4VaJRDYQ2nxQcZH2r5KOkTyYMjvE1pRWkpaTlpV2lDyFyNPlh6T4vmv1/ZoUhmNAGgZe406QwACEIAABCAAgXIT8KujRkjxMXWr659E5XhyQlrz2D0+maHVY9fmS/ryvH3el/xo/lSS31+aFCx1mi+qp5AwCEAAAhAoLgECoDn0DR9BygFiiiKOlc8wycFMf7hoAmmtSFpksuvkvankAQsGAQhAAAIQgAAEIAABCDQn4EkHrTyFlVTyeFHic0k766R57P5TyV+Gz9PGV2E/lxzg9cecPNHiEckTJjz70+aPNe0jrS7NIjlA+rx0jfSKhEEAAhCAAAQgAIFcCfjuqh9d98Cn9u5to+3h8r9cctC07MYM0LL3IPWHAAQgAAEIQAAC5SNwp6rcaLzdyr7LMmJw4NTH8UzUD6P1Vo5bm+dXKguDAAQgAIHqEmAGaA59ywzQHCBmKOId+f4+0kxaLiHNLk0oTSR5ZuiXkh+r8d1b31V+QvJdXKdhEIAABCAAAQhAAAIQgEB2AtNmz1I3hyczTCMtWNcjeYff6W97WlpUWlaaR/L1gIOaG0ouN6u1kifrMfCHAAQgAAEIlJoAAdDedd+LOrSFQQACEIAABCAAAQhAAAKdJeB3ZeZlF6qgn0l+7Hw56XYpjQ2OnK7V0rNAb4wUJY+yuFZaCWbm2bZQF5YQgAAEIACBShHwy7ix3hLw3ej5JA94BkmeFTq3NJ00toRBAAIQgAAEIAABCEAAAu0ReLy97P/L/ZnWjpFOiVJO1NLv+G9mHuMPlvy015lSkrVax1bzJdWBNAhAAAIQgAAEIJALAT/mvqN0t+TH3Gvf4RPf9gDpQelUaU1pVKnsxjtAy96D1B8CEIAABCAAAQiUj8A6qnJ8nN3quj8oZBtPekZyOddIfqVVPfuxdrwl2feoek5KXzXyyVK3d5RnrAZlsgsCEIAABMpPgHeAlr8P+6oFU6m1/gp8s6BnowHPY8rvQGiZjQBomXuPukMAAhCAAAQgAIFyEvBEgn9JjcbajfZ9orwb1zR9Lm2/HZX5qpY7SzNKPpa/OO8nvDxT1JMaXPZV0gCpkd2qnY3qUbvPx8QgAAEIQKDaBAiAVrt/K9W6SdSaR6X4gOUbbb8m3SNdKf1dOkc6X7pU8juBnpKGS/F8X2v7t1JZjQBoWXuOekMAAhCAAAQgAIFyE5hJ1f9Aio+t06z7w6RTS0k2kxJrA6sOeHqsH8r29jFSs+CnXL59DZaDqSFvo6XfRVqFJ8TcbgwCEIAABOoTIABanw17CkTAj8f4cfcweLlP6757PIWUxsaQ09LS6dIXUihnDa2X0QiAlrHXqDMEIAABCEAAAhCoBoFZ1YxPpTCmbrZ08HIfKXzBXauJtp5SL5H8qLuDnyMkT2bwO0LnlLLY9HK+S6pXt6+07zgpTUBVbhgEIAABCJScAAHQkndgv1R/KzU0DF4u0Ho7H55y0DMEQT2jtJ2ylL0nRgC0J9g5KAQgAAEIQAACEIBARMBB0PekMEZPu3xGeTaJymi0GF0785iZ+VOVc57kjxy9LHkixbHS3BIGAQhAAAL9Q4AAaP/0dalbeqZq70HVI5Jnc7Zru6iAMEjz4K1sRgC0bD1GfSEAAQhAAAIQgED1CMygJt0khXF1lqXH92WciFC9XqRFEIAABPqDAAHQHPqZP9w5QGxSxNLRfr/0/Msmvml2+9GaYHOElQ4vD1T5fvG7HxdqVwuqDNukIxf8CwEIQAACEIAABCAAga4TeEVHXElaTjpBcjDUj62nsW3ldEgaR3wgAAEIQAACECgGAT+egXWWgN/hY/MgKw8bpkIcSPVs0nHyKDBFGRPLx+8yzdMG5FkYZUEAAhCAAAQgAAEIQKAFAncoj/UXaawM+X8n33Ol/2bIgysEIAABCEAAAj0iwAzQzoP3VyNtS45ctP3vUiohPEr/UNulpSvgt3JzsNVB0Hb1cHTId6IlCwhAAAIQgAAEIAABCPSSwEQ6+GYZK+Cb+dtnzIM7BCAAAQhAAAI9IsAM0M6D9zsvF5J+Lg2RbpNaNc/EPC7K7Be3v9BqQS3kG95CnqQs/iomBgEIQAACEIAABCAAgaIQWFYVCRMMstRppSzO+EIAAhCAAAQg0DsCzADtPPsjdAg/sj62dIXkO8VjSlnNQdQbJC9tp41c8C8EIAABCEAAAhCAAAQg0AaB6VrMG1511WJ2skEAAhCAAAQg0C0CzADtPGk/Ar+vdIzkx2scuPS6Z4I+LHkW51vS55JnWbpPHCydUJpBmk3yy9nnk4I5ELpf2GAJAQhAAAIQgAAEIAABCLRM4LMWc/rjoBgEIAABCEAAAiUgQAC0O510rA7jjxedLPldmhNIa0XSIpNdJ+9NJR4lz4QNZwhAAAIQgAAEIAABCCQSeCIxtXliq/mal4wHBCAAAQhAAAK5EuAR+FxxNizM7/8cKB0uvdnQ84c7RyjJj8+vLa0u+f2fGAQgAAEIQAACEIAABCDQPoEHVUQr79a/uP1DUwIEIAABCEAAAt0gwAzQblD+7hj+8vnvI82k5RLS7JIfd/fj8Z4Z6veFfiJ9JPnxed9ZfkRyGgYBCEAAAhCAAAQgAAEI5Evg/6m4/aVzMxTrcfrZGfxxhQAEIAABCECghwQIgPYO/os6tIVBAAIQgAAEIAABCEAAAr0l8Fcd3l91H5yiGn7350bSFyl8cYEABCAAAQhAoAAECIAWoBOoAgQgAAEIQAACEIAABCDQcwLbqAZ+Yms3aUCd2jyv9A2lh2L7/VqxhaWZJL+n/1npMQmDAAQgAAEIQAACEOhTAg+o3X7M6NI+bT/NhgAEIAABCEAAAhAoHgF/qNSvqnIA1GPVuPyKqsel7aUxpWBe30N6Q4r7e/1Fyf58c0EQMAhAAAIQaIvAucrtvy2btVUKmSEAga4SIADaVdwcDAIQgAAEIAABCECgCYGptf9+qTaIWbv9d/mEAOikWr8jRZ6r5TOuhEEAAhCAAARaJUAAtFVysXzckYzBYBUCEIAABCAAAQhAAAIQ6CsCY6m1V0o/StHqn8nnFMmPx18iLSM1szXlwMeSmlFiPwQgAAEIQKDDBHgHaIcBUzwEIAABCEAAAhCAAAQgUFgCO6lmi2Wo3Tby/UwalCGP3xm6tnRVhjy4QgACEIAABCCQIwFmgOYIk6IgAAEIQAACEIAABCAAgVIR2KWF2jpomtV+kzUD/hCAAAQgAAEI5EeAGaD5saxXkl+kPmq9nW2mT95mfrJDAAIQgAAEIAABCECgXwnMqYbP2ELjWxnbL6/j+P2hX7RwPLJAAAIQgAAEINAmAQKgbQJMkd0vSGembQpQuEAAAhCAAAQgAAEIQKCLBGbo4rF83eWPLb3cxWNyKAhAAAIQgAAEIgIEQDt/KiyrQwyR5ogd6k2tfx3bZhUCEIAABCAAAQhAAAIQ6C6B4d093Cifd/l4HA4CEIAABCAAgYgAAdDOnwp36xBLSNdJi0eH+4uWv4/WWUAAAhCAAAQgAAEIQAAC3SfwtA75/6RWHmnPWtthyvBu1kz4QwACEIAABCCQDwEezc6HY7NS3pfDKtKTkePeWq4YrbOAAAQgAAEIQAACEIAABLpP4G0d8s4uHfZyHcfBVgwCEIAABCAAgR4QIADaPegf6VDbSN9I5n6uNKGEQQACEIAABCAAAQhAAAK9IXBQFw7rDx8d0YXjcAgIQAACEIAABOoQIABaB0yHku9RuX+Myp5Wy506dByKhQAEIAABCEAAAhCAAASaE7hJLkc3d2vLYwflfq6tEsgMAQhAAAIQgAAESkZgPNX3ecmPwPg9QONL/WQPqLFu+6X91GjaCgEIQAACEIAABCBQGAIef/sd/WtIi0ljSftJX0kep+al4SprCwmDAAQgAAEItEPATxD7b9Nm7RTS73n5CFL3z4BPdchNpLWjQ8+s5WPROgsIQAACEIAABCAAAQhAoDME5lCxh0jrSA56BvtEKxdIK0tXSXlNUPi1yjpHwiAAAQhAAAIQgAAE+owAM0D7rMNpLgQgAAEIQAACECgAgQ1Vh8+kRrM7/XSWA6SNfNLu+1rlTCVhEIAABCAAgXYJMAO0XYLKzztAc4BIERCAAAQgAAEIQAACEIBAYQmsoJp5huc4TWo4mfbvIuUxa/MalfNWk+OxGwIQgAAEIACBLhEgANol0BwGAhCAAAQgAAEIQAACEOg6gTF0xDOltK/+mlC+M0k7SR9KrZhnmv6ulYzkgQAEIAABCECgMwQIgHaGK6VCAAIQgAAEIAABCEAAAr0n8FNVYdaM1VhO/v+SZpG2l86TbpGGSc1shBx+IT3RzJH9EIAABCAAAQh0jwAB0O6x5kgQgAAEIAABCEAAAhCAQHcJrNbi4ZzvPekMyV/dXVGaXjpe+kJKsvuVuKx0RdJO0iAAAQhAAAIQ6B2BtI+C9K6GHBkCEIAABCAAAQhAAAIQgEBrBAa2lm2UGRPyDVfa7tJR0trS3NJ40qvSTdK9kj+ShEEAAhCAAAQgUDACBEAL1iFUBwIQgAAEIAABCEAAAhDIjUC92ZrNDtAo39vKfFazAtgPAQhAAAIQgEBxCPAIfHH6gppAAAIQgAAEIAABCEAAAvkSeLrF4p5pMR/ZIAABCEAAAhAoIAECoAXsFKoEAQhAAAIQgAAEIAABCORCoJX3cX6jI1+Vy9EpBAIQgAAEIACBQhAgAFqIbqASEIAABCAAAQhAAAIQgEAHCNyuMq0sdq6cX8ySAV8IQAACEIAABIpNgABosfuH2kEAAhCAAAQgAAEIQAAC7RHYUtnfTVmEH33fNaUvbhCAAAQgAAEIlIQAAdCSdBTVhAAEIAABCEAAAhCAAARaIvCici0nNXsfqL/iPkh6X8IgAAEIQAACEKgQAQKgFepMmgIBCEAAAhCAAAQgAAEIJBJ4UqkLSL+R7pO+kmwjpFslzxJdSnpdwiAAAQhAAAIQqBiB0SvWHpoDAQhAAAIQgAAEIAABCEAgiYCDnf8XyRNBxpc+kjAIQAACEIAABCpOgBmgFe9gmgcBCEAAAhCAAAQgAAEI/ICAv/RO8PMHWEiAAAQgAAEIVJMAAdBq9iutggAEIAABCEAAAhCAAAQgAAEIQAACEIAABESAACinAQQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFBZAgRAK9u1NAwCEIAABCAAAQhAAAIQgAAEIAABCEAAAhAgAMo5AAEIQAACEIAABCAAAQhAAAIQgAAEIAABCFSWAAHQynYtDYMABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQIgHIOQAACEIAABCAAAQhAAAIQgAAEIAABCEAAApUlQAC0sl1LwyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAECoJwDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQGUJEACtbNfSMAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQIAAKOcABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgUFkCBEAr27U0DAIQgAAEIAABCEAAAhCAAAQgAAEIQAACECAAyjkAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIVJYAAdDKdi0NgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABAiAcg5AAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAClSVAALSyXUvDIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQKgnAMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAZQkQAK1s19IwCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAgAAo5wAEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQWQIEQCvbtTQMAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQIADKOQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhUlgAB0Mp2LQ2DAAQgAAEIQAACEIAABCAAAQhAAAIQgAAECIByDkAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKVJUAAtLJdS8MgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABAqCcAxCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBlCRAArWzX0jAIQAACEIAABCAAAQhAAAIQgAAEIAABCECAACjnAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFBZAgRAK9u1NAwCEIAABCAAAQhAAAIQgAAEIAABCEAAAhAgAMo5AAEIQAACEIAABCAAAQhAAAIQgAAEIAABCFSWAAHQynYtDYMABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQIgHIOQAACEIAABCAAAQhAAAIQgAAEIAABCEAAApUlQAC0sl1LwyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAECoJwDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQGUJEACtbNfSMAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQIAAKOcABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgUFkCBEAr27U0DAIQgAAEIAABCEAAAhCAAAQgAAEIQAACECAAyjkAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIVJYAAdDKdi0NgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABAiAcg5AAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAClSUwemVbVp6GTauqTiqNG2m4lh9KH0nDJG9jEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQAsECIC2AK3NLBMo/xbSptJ8krfr2Vfa8Zh0r3S1dI30/9u7D3BJinrv40tOIlEy7iJRBFERAUEWMSFBVLhiQBHMBBUVAyh3VcwYXtAXEUygIni5CqIo6OWiYGBVJGeWnBZQQQkLLPf3O9v/tba3e6ZnpuacmTPfep7/dnV1dXX1p2t6z9TpmfOEgoQAAggggAACCCCAAAIIIIAAAggggAACCAyUwOrqzdcUfrLTk5jdhCdDd1UMc/qzOu9z/+9hPgn6jgACCCCAAAIIIIAAAggggAACCIyDwEk6hudR9hmHY03aQ/AE6Phc2pV0mHMUmyeH8+C9Q3GzYrbiIcUjCl+TpRVPVqyrmKpYSuHkJ0bPULxf8RUFCQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQmFCB5XT03yk84em4UPFaxVMUTdISqrSd4jjFHEW0s4vyw5h4AnQYrxp9RgABBBBAAAEEEEAAAQQQQACBiRDgCdCJUOeYHQvspz1i0vJk5RftuIV/7+BJz5gEvaTHtv7d6vjmmAAdX2+OhgACCCCAAAIIIIAAAggggAACwyvABGiGa9fLZFyGw49EE88vztITlv7jR3N7OGv/EaQPFPv74/Tr9dAWuyKAAAIIIIAAAggggAACCCCAAAIIIDDpBZgA7f8l9sfXnX6qeHQs19s/pyW7b5TkySKAAAIIIIAAAggggAACCCCAAAIIIIBASYAJ0BJIH1bXKdq8JVPb96qdmEhdJlObNIMAAggggAACCCCAAAIIIIAAAggggMCkFGACtP+X9friENtmOpQ/Uu8/jOR00bwF/yKAAAIIIIAAAggggAACCCCAAAIIIIBAlQAToFUqecv8R3+c9lZMH8t1/8+K2vWLxe73aTmr+6bYEwEEEEAAAQQQQAABBBBAAAEEEEAAgckvwARo/6/xZ3QIf2R9acXpincollR0mp6lHc5WeOn09XkL/kUAAQQQQAABBBBAAAEEEEAAAQQQQACBOoHF6zZQnk3AH4E/TPEFxQoKT1w6f57irwo/xXmX4iHFwwpfE0+WPlmxrmIDxQ6KzRSRPBH6sVhhiQACCCCAAAIIIIAAAggggAACCCCAAAIITLTAfurAg4oneoyztP/KimFN/koAG/z3sJ4A/UYAAQQQQAABBBBAAAEEEEAAAQTGSeAkHcfzKPuM0/Em5WH4CPz4XdZv61BTFZ9W3NnhYR9RfX98fnfFyxX+/k8SAggggAACCCCAAAIIIIAAAggggAACCLQR4CPwbYAyb56t9g4vYpqW2yg2VPjj7v54/PIKf1/oPxX3K/zx+SsUFytcNlFpDx14f0WOCfP1i5NYZqJOhuMigAACCCCAAAIIIIAAAggggAACCIyOABOgE3etb9ShHcOQ3qROviJzRz3ZS0IAAQQQQAABBBBAAAEEEEAAAQQQQKCvAkyA9pV30jT+Np3JtxQ5ngB1W/4o/2kKEgIIIIAAAggggAACCCCAAAIIIIAAAn0VYAK0r7xdNb6c9nqGYnPFKoprFVcprlE8rpiI5O8c/VmmA+9UtOMv8CUhgAACCCCAAAIIIIAAAggggAACCCDQVwEmQPvKO9a4J/yeWRzmG1r6L8FXpSVVeFgRS1RUuFplH1L4jyGREEAAAQQQQAABBBBAAAEEEEAAAQQQQACBgRA4Vr3w046ONWp65L8Of2lRJ+rWLf0k5jBPXH+5OM/3aklCAAEEEEAAAQQQQAABBBBAAAEEEKgXOEmbPEe0T30VtrQTGOaJtHbnNizbF1FHv6PYLOnwRcr7L7/frPDk6KaKrRROuyi+pHi3V4Y4fUR9f8cQ938Yuu7X93oK3ygn6usThsGJPg6/wGI6BX9H8WMKj3cSApNVwJ8Qmavgnj5ZrzDnZQHfz31f555uDdJkFuCePpmvLucWAr6nO25VPBSFLDsWWKvjPdhhIQEmQBciGfeCg3TEHYuj3qnlAYofF+vp4oVa+Zri6YqDFX9WfFcxbOnGosOraekgjY8Ar/XxceYoEyvgrxIhITDZBfwmgnv6ZL/KnJ8FuKczDkZBgHv6KFxlztECfrCL1JuAH/S4qbcmRnvvRUb79Mfl7P0R+HcWR1pTS09ypulCrfjpTg/m6YrfKuqSJwz9ZKg/Sn+JYgvFMKb11emq7zkdxnMZ5D5vqc59T3GZ4oOD3FH6hkCPAp/Q/s9VfEzhXw6REJiMAhvopI5W+I8jvmcyniDnhEAh4O/E315xpOJ3RRkLBCabwNo6oeMVtyrePtlOjvNBIBF4v/IvUvjvmZyRlJPtXOCf2sX3DBICAyvQ6jtA/fEePwbuyc8fNjyDvYv6j2q5TMN9qDaaAi/QaXts/WY0T5+zHiGBs3SuHus7j9A5c6qjJ/AcnbLHOZP8o3ftR+2MTyvG+qtH7cQ535ES2LgY51eN1FlzsqMocGIx1t84iifPOQ+WgB+5J02cwDQdeuni8H4StEk6t6i0uJbParIDdRBAAAEEEEAAAQQQQAABBBBAAAEEEBhVASZAJ/bK36XD+2kOp7vnLdr+O1s1Hi5qTW1bmwoIIIAAAggggAACCCCAAAIIIIAAAgiMsAAToBN78f0dDjcXXdi2YVemqV48NXp9w32ohgACCCCAAAIIIIAAAggggAACCCCAwEgKMAE6vpfdf7QoJi/jyP7ya6edFE3+KJW/RDjS1ZFhiQACCCCAAAIIIIAAAggggAACCCCAAAILC/h7JEnjJ/ALHeoxxeUK/xGDPyn+oLhfsYniKEU6wanV+cmTo4co3lWU+LtAvR8JAQQQQAABBBBAAAEEEEAAAQQQQAABBGoEmACtgclYHN/xGU3a3E+COvaPwmL5Pi0vVpyYlK+i/EGKPRTPLsof1/K9RZ4FAggggAACCCCAAAIIIIAAAggggAACCNQIMAFaA5Ox2JOXRys8eem/2h6xmvJVaYlS4Tpan5GUeUL1o4pLkjKyCCCAAAIIIIAAAggggAACCCCAAAIIIFAhwARoBUrmorlq76oiTk7aXkv5mAz10hOk6ytmKdKU/nX4e7XhTYqfpxXII4AAAggggAACCCCAAAIIIIAAAggggEC1ABOg1S7jUXq7DuJIJzOX1/qc0sFna/3zinMU5yseVpAQQAABBBBAAAEEEEAAAQQQQAABBBBAoIEAE6ANkMaxygMVx/IfTfpQRTlFCCCAAAIIIIAAAggggAACCCCAAAIIINBGYNE229mMAAIIIIAAAggggAACCCCAAAIIIIAAAggMrQAToEN76eg4AggggAACCCCAAAIIIIAAAggggAACCLQTYAK0nRDbEUAAAQQQQAABBBBAAAEEEEAAAQQQQGBoBZgAHdpLR8cRQAABBBBAAAEEEEAAAQQQQAABBBBAoJ0AE6DthNiOAAIIIIAAAggggAACCCCAAAIIIIAAAkMrwATo0F46Oo4AAggggAACCCCAAAIIIIAAAggggAAC7QSYAG0nxHYEhlfgH0XX7x/eU6DnCDQSiDEeY77RTlRCYMgEYpzHcsi6T3cRaCwQ93LGemMyKg6hwD/V5ycUMd6H8BToMgKNBOJeHstGO1EJAQQQQACBTgVepB3W7HQn6iMwZAKrqb8vHbI+010EuhGYrp3W7WZH9kFgiARWUV93HqL+0lUEuhXYXjtO63Zn9kNgSARWVD93UfDw3ZBcMLqJAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggABp45u8AAA1W0lEQVQCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAwPAKLDK8XafnCAy9wK46g1d1eRbHab+ZFfsuprI3K16n2FDxZMWFigsUP1f8SdEk5WqnybGoM1oCS+t0D1HsoNhEsariWsWVim8q/kfRJK2vSh9RbKlw/lbF7xQe66cq/qVoknK10+RY1BktgT10uo5nKTZW3KnwOD9BcbriCUW7lOtenKuddv1l++QXOEunuLPiYMVXG55urvGX636dq52Gp0+1IRR4vvr8W8XfFP45pdvUTTu5Xi+52un23NlvOAS6uaevolN7n8I/g/v95pqKWYqrFX7dfE0xR9Eura8K/CzfTontCCCAwCQROFzn4TfA3cTeFQZrq+zSFu09qm37VOxXLsrVTrld1hGYLoLrFa3G/Pe0fYU2VB/Qdv9gVdeOJ0JXatOGN+dqp8GhqDJCAivqXD2O68anyy9SrKtolXLdi3O106qvbBsNgQN0mjGuD2p4yrnGX677da52Gp4+1YZQwD8/eCLHY/2eHvrfTTu5Xi+52unh9Nl1CAS6uae/W+flXwzE/wVVy6u0fUdFq5TrXpyrnVZ9ZRsCCCCAQAaBw9VG1X8aTcpeUjq+n/S8OGnPb64/oXiH4vuKBxVud67iQEVdytVOXfuUj66AJ3vSH5j8ZPKhCk/Kf1bxd0WM/VOUr0v7aUPUe0j57yg8zo9U/FUR2y5RfnVFXcrVTl37lI+mwBI6bY+9GIePKP9dxbsUHu+/VMQ2P7W8oaIq5boX52qnqo+UjZbA63W6jyti/DaZAM01/nLdr3O1M1pXfrTO1mPWP5/EOO92ArSbdnK9XnK1M1pXfvTOtpt7+huS14ZfI/50oZ/g3FfxScXlinjt+L3npoqqlOtenKudqj5ShgACCCCQWWA5tecJmibxA9WL/1C+UdGPo5LtnjxaslRne63HBNOjyq9V2h6rudqJ9lgiEAJnKRNj2B+N8Uez0uQxeYMi6rw23Vjkn6JlTOZ7PE8v1fHk08mKaMPHqUq52qlqm7LRFjhMpx/j7yblt6rgeKvKHivqnVux3UW57sW52qnpJsUjILCMzvHzihizMb4PanDuOcZfrvt1rnYanDZVhlRgW/X7CkWMcS/v6eJcum0nx+vF3c3VThenzi5DINDtPX09ndv9Cr8u5iheqSgn/xx+tCJeQ34gx2VpynUvztVO2jfyCCCAAAIDILC3+hD/kfijveXJzZVV9kBRx2+4y9tVNJZ207/Rzox5RQv8m6udBRplBQEJLKXwD0sefzcr6sboy4s6rvdDRTl9SgUxhv3UZ1VaVIXx9IZfF8tXVMrVTkXTFI2wwJo695ig9zjdroXF/9e2GMt7lurluhfnaqfUPVZHSMDf1XyNIsZqujyojUOu8Zfrfp2rnTanzeYhFPADCV9RpE84x1i/p4Pz6aWdXK+XXO10cNpUHSKBXu7pftIzXhe+n9YlP+AQP4e7/talirnuxbnaKXWPVQQQQACBiRTYWAePyU0/8bZWRWc8ERT/Ifk/p1bJ38niurcrlihVzNVOqVlWERj7kvQYo35CuS75t9LxlNG1FZXuUJnbuV9RN4nq3fz0aByv6isfcrXjY5EQCIFXKBPj7tQorFmultQtT/bnuhfnaqfmFCiexAKL6Ny+pvDX5sSYvlL5o5P1dhOgucZfrvt1rnZEQJpEAp6cST994klQT6zEeGk6AdprO7leL7namUSXmFORQI57+i/UTvx/MLWN6oeSuu8q1Y3XFj/Ll2BYHR8BPylDQgCBwRX4hrr2pKJ7h2npicty8kdtIp0dmZrlr4pyP6n0wlKdXO2UmmUVgQUE/N1Udcn/J/mHNKfyBOc0la3hDUrnKeaM5ar/+bWK/UOak7+vKE3TtJKjnbRN8ghYYNOE4bdJvip7twrjfr6T8jHuXTfXvThXO+4TabQEfC8+QBHj8pvKb6nwd41HintsrJeXOcbfNDWa436dq53yObI+/AK76RTWK07D9+QXKw5X+JexTu3G+bxaU6b02k6O14v7kqudOC+Wk0Mgxz39TlH8QXG14uY2LJ7kjLROZLScpuCenoCQHX8BvxhICCAwmAKeuPFHFZz+qPj6WG7hf7YpivykxiULb16gJH3zstkCW6ZMydVOqVlWERj7YckfDXbyOFt1LLfwP7uqKP5f+mtpc4xPF5e3lapOma2C+OGrbpz32k75mKwjsHFC4DcI7dKNRQV/j9UGSeUY69zTExSyEyLgX6pur/D31sY9vGlHcozjaMPH5L7fVJ56nQrcqx086fl0xbmd7pzU76WdGOvc9xNQstkFermnv1m98QT7Jop2vxjYQnUipe9NY5x7G/f0EGI5rgLxRnNcD8rBEECgrYC/t/ALRS1/HOedCv9QVJXijfNt2vhoVYWkLP2Nnf8DS1OudtI2ySNggX8q/HFKpxUVJylW8kqS/HTRMcW6x3qM/6iyYWS0nJXk67Ix1v1aWiuplKudpEmyCIwJ+M1vpFZPOkedNSKjZfpLgVz34lztJN0kOyICvgf7jerLFBd0ec45xl+u+3WudrqkYLcBFvDXlUxTfFrhj+R2m3ptJ8frxX3P1U63Duw3mAI57ulNz8w/d/shnkgXRkbLXPfiXO0kXSM7KgJMgI7KleY8h03gferwmkWn/UNV3W/JltO2+GvadxX1Wy38ZFyklSOjZa52kibJIrCAwGFa+15RsrOWfkLu+wpPdJ6p8FPO/l7EOYq3KM5XpCmdUOplrOdqJ+0beQQs4O9IjLR5ZGqWy6h8arLNvxhwynUvztXOvF7x76gJ+Oke35O7TbnGX677da52uvVgv8EVuFRd8y9pe029tJPr9ZKrnV4t2H/wBHq9p3dyRh9T5dWLHX6pZfrQQq57ca52Ojkv6k4SgcUnyXlwGghMJoFldTIHFSfk/7A+1eLkVki2PZTk67JpHR8nUq52oj2WCJQF/H1ab1ScpzhO4Y/9vl6Rpru18iLFZWlhkc81RnO1U9FFikZcwG+AI/mp/f+nuC8KSkv/kit+eeVN8UR0rvGZq51St1lFoJFArvE3aO00OnkqIdChAOO8QzCqD6zAm9WzQ4ve+YnqtxX5WDDWQ4LlhAnwBOiE0XNgBGoF9teW+Djkj5W/vLbmlCn+mEGkhyPTYvlIsi2dAM3VTtI8WQQWEPAEzxmKbyji/56/K3+Nwl/z4OQnQD1BeoBXSinXGM3VTql7rCIw5UIZ/Kpw8Fg+URFPdhbFY4ud9O9H0gLlYzI01/jM1U6pm6wi0Egg1/gbtHYanTyVEOhQgHHeIRjVB1Jgd/Xq+KRnhyh/S7LuLGO9BMLq+AvEm9DxPzJHRACBKgG/Jv1kUKRWT3+6Tvqdn02e6E7rpBOmudqJfrNEIBXwb3x/o/APR4so/PH2zRWeFPUfjvHHtvZV+Gm5lRX+vtDyBFGuMZqrHXWRhMBCAp68j1807ar8JYr/VLxSsb/i2wpPkvpe7K9+iORfBjjlGp+52pnXK/5FoDOBXONv0NrpTIHaCDQTYJw3c6LW4Aq8WV07TRHvMz+p/LcU5cRYL4uwPu4CTICOOzkHRKClgP/a6npFjYu1/EvL2gt+b9HSbep6c1rnH0n99PuP0jpJlQWyaZ20nQUqsYJAIeBJ/fhr7OcoP12RfszdE0YnKp6niLHoH542VESKcq+n4y+2l5dpnXSM5mqnfDzWEbDAtYr/UNzrFaV1FTMUfpr/m4o3Kx5U7KaYqYgUYzTX+MzVTvSPJQKdCOQaf4PWTicG1EWgqQDjvKkU9QZRwL/k9S93lyg693Etjyjy5QVjvSzC+rgLMAE67uQcEIGWAnslW3+Q5OuyDyQb0i+ETooXyKZ17k+25GonaZIsAvMFDixy/iuU/j4gL6vS9SqMH5oWU/49SaV0vKbjOKmyQDatk+6b5tM6C+ycrKR10n2TKmQRWEDgp1rzE86nKmYnW55Q/heKFyr8FOg0RaSYAM11L87VTvSPJQKdCOQaf+k9N70X1/UlrZPum+bTOp22U1efcgR6Ecj1esnVTi/nwr6jI+CnPb+lmFGcsr/O6p3JelG8wCLXvThXOwt0jpXREGACdDSuM2c5HAKLqJuvLrrqN8o/bNBt/1Gj24t6ftKoXUrr3JlUztVO0iRZBMYEnqJ/VyksrtPypiJft/AEUSRPIkXy5GikdBxHWXkZdR7Thngaz3VytVM+HusIpAJ3aGVvhb8L9KmKLRT+PtCXK+LJz6nKOz2uuGEsN2VKrntxrnaKbrFAoCOBXOMv1/06VzsdIVAZgYYCuV4vudpp2G2qjbCAf5H0c8V+hcG/tPRX/RxXrNctct2Lc7VT10/KJ7EAE6CT+OJyakMnsJV6vHbR699peXPDM7iiqOf/jDzZ1CqlHymON+FRP1c70R5LBCwQk5/Ox2S983UpJoK8ffWkUoxPF22QlFdl/TGcmFy6VPn0+25ztVN1XMoQqBK4RYWXKNInFjxGn1lU9rb0yZ0Yo9zTCyAWQymQYxxHGwbgvj+Uw4BONxSIsc59vyEY1SZMYFUd+TeKlxQ98C98pyvOLNZbLWKcuw739FZSbOubABOgfaOlYQQ6Ftgu2eOPSb5dNq27Q5vKL0i2p/u5OF3vpZ3kEGQRmOKnPuOPwmypvD/a3iqtn2y8KslfrHy00258Pk91lyr2Tce1i3K1UzTPAoH5An7C842KQxU7zy+tzuyhYr+JcDp/3mL+v+mYbTfWuafPZyMzYAI5xnGu+3WudgaMmO5MIoEcrxdz5GpnEtFyKhkF/HPO2Qp/qsXpMsXWij97pUHKdS/O1U6DLlMFAQQQQKBfAqeoYX/03REfKWhyrGcl+/2kxQ5P1bY5Rd3y05/eLVc7bouEQCrgH4xibKcT/WmdyH8wqfufUVgsPb6jnWeXtqWr/ghO1Ns13VDkc7VT0TRFIyzwJJ27J+k99i5o4+Cveogx6jcPacp1L87VTto38qMt8BadfozbA9tQ5Bp/ue7Xudppc9psniQCfnLfY312j+fTtJ1cr5dc7fR42uw+JAKd3NN9Sicr4v+AC5Vf2YUdplz34lztdNh9qiOAAAII5BLwdyPGfyr+OHwn6U+q7H3nKvap2HEZlfk3dtH+XhV1XJSrnZrmKR5RAb9RjrHnNwPr1ThsqvIHi7r+LqtNSvX8l7OjHf/gtWJpu1d3UcREvz/+vogLSylXO6VmWUVgyq9lEPfiF9Z4HF7Ucb0zaurkuhfnaqemmxSPmECnb5ZzjL9c9+tc7YzYJR/Z0206cdkOqJN2crxe3J9c7bQ7N7YPv0An9/QX6XTjZ3B/pdUaXZ5+rntxrna6PA12QwABBBDoRWBZ7Rz/qXgSc7kOG9tG9b2f23hc4TfYnmTy98xtrzhPEe3/Xvm6r7/I1Y4OQUJgvoAnIc9RxBicpfzbFRsqnPx08iGKfyqiTvoX4FU8P52lXNS5SPmdFEsr1la8WxGTn34d7KqoS7naqWuf8tEU8Hdieex5jN6teIPC9/MlFdMVxypi/PqPc5Un+VU0lnLdi3O1E/1iOdoCnbxZtlSu8Zfrfp2rndEeBaNx9p1MXLYS6aSdXK+XXO20Oi+2TQ6Bpvd0/wxzlSJ+frla+TMbxsGqV0657sW52in3j3UEEEAAgT4LPE3tx38q13d5rNdov3QCye3FZFC0fa3KVm3Tfq522hyGzSMmsJbO1991GGMxlg+Xyjx5dLTCk6ZVyR+3+aUi9veyPM5d9l5Fq5SrnVbHYNtoCszQaafj07+cio/GR/l9Kmv1NQ7aPCXXvThXO+4TabQFmr5ZTpVyjL9c9+tc7aTnR35yCnQycdlKoNN2crxe3J9c7bQ6N7YNv0DTe/rLdKrx80unyxMqmHLdi3O1U9FFihBAAAEE+imwnRqP/1BO7+FAm2nfmYrHkvbcrt98f1mxiqJJytVOk2NRZ3QEPKnpJz/vUMR4j6UniTx2t1a0S36C+VMKP0EX+8fyEpX5Y/BNUq52mhyLOqMlsLtO9xpFjMtYesL/q4p1FE1Srntxrnaa9Jk6k1eg6ZvlskCO8Zfrfp2rnfI5sj65BDqduKw7+27ayfF6cX9ytVN3bpQPv0DTe/r7dKrxc0yny6oJUMvluhfnamf4ryZn0Eig7gmbRjtTCQEEBlbAH6l/lsIfLb5B4Y8q/EPRacrVTqfHpf7kF1hNp7ipYg2Fn0z2R2v+peg0racd/CTdQwpPOM1SeDK105SrnU6PS/3JK+AfyqcqNlasoLhO4TH6gKLTlOtenKudTvtPfQQskGv85bpf52qHq4tAPwRyvV5ytdOPc6RNBCyQ616cqx2uCgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIDAgAosNqD9olsIIIAAAggggAACCPQisKF23kKxlmJRxYOKuYpBT8Pa70F3pX8IIIAAAggggAACCCCAAAIIIDDEAuuq73eW4rNdnM8HSm2c2kUbne7iX8au0+lO1B84gUG6jhtJ5xLFE6V418CpLdihYe33gmfB2qAJzFSH/P/D1ePQsUG6D4zD6XIIBBBAAAEEEEAAAQQQQACB8RSYqoOVJ3tuV5mfeuskXabKaTvndLJzF3W31z4XKw7qYl92GRyBQbqOy4vlCkU6jiP/gsEhW6gnw9rvhU6EgoETmKUe+TXwtz73bJDuA30+VZpHAAEEEBhGgcWHsdP0GQEEEEAAAQTaCqypGtspftu25rwKm2nxjIZ1c1R7hRo5PUdDtDGhAoN2Hd8rjacXIndoeYrCr4EVFRcpBjUNa78H1ZN+ja/AoN0HxvfsORoCCCCAwFAIMAE6FJeJTiKAAAIIINBY4F+quVxR+zVaNp0AfW2xj58UWqTI93OxUtK4j0kaToFBu47pJP7bRXrmkLAOa7+HhHeku3mAzn5ZxaN9VBi0+0AfT5WmEUAAAQSGVaDTj8YN63nSbwQQQAABBEZF4Cqd6PXFye6pZdP/6/cu9vldsWSBwDAK+KPkkfw9oMOShrXfw+I7yv08Syd/muKMUUbg3BFAAAEEEGj6pggpBBBAAAEEEBgOAT9N6Y/9Ovlj8P5etnbpuaqwQVHp5HaV2Y7AAAukP9v6aehhScPa72HxpZ8IIIAAAgggMOICfAR+xAcAp48AAgggMCkFPAF6WHFm/hj8b9qcZXz8/WbV6+QJ0CVUf3/FVopnKaYq/JeG/6r4leIninLaSQXu00bJBh9/82L9S1pek2yLrNvfS+HlFopHFD6O4wSF/8pxVdpRhXF+H1Z+BYWXuyo8QXa24osKn3ukacr4DzPFxLC/EsB/WMdxgeJURY7UjV/5uP6ry/so7LJJEf6463UKO9rn6wp71SW3YVs/BeyJ8HUU9ohz/q7ytyjS1O11TNuoyrvvByi2Vvi7PFdXXKnw05znKvwkWzk9VQUx3tOPkvu6PlxUPlbLi4t8u8VRqvAkxfmK7yn2U7xJsanicoU9f6Qof3WDr0EnY7TbfvcybnZUH1+rcPqwosnrwXU7PTfvE+kzyvgj0n9UfFuxqsJ9eL5iW8Vjir8ofO/xdZqjaJXc5zcoXq14mmJFxSyFx7uvzXmKVqkXv1btxjZ/9/Ibi5VPaOl705sV0xU+Z49xP6XvJzKPUzygaJe2UYUYg36d/0Ph14Tjm4rbFXXpU9qwiuJBxftKlXq9Nv26D5S6ySoCCCCAAAIIIIAAAggggAAC8yYePRnjmFmAeNLI6/5DMIsWZVULT+7drHDdzyk8uRhtnaN8XfLklCctom7V8ofann43nNt6T5t9prtSktz3wxSeFKk6hsvuVuyhqEoHqjD2e6byNybrUb6/yiJ54tMTMrGtavlTbV8tduhy2a1feji3caGiqo9p2VWq87x0xyTvyajLFGn9cv5v2v76ZB9nO72Opd0rV1+j0hiL5T7EuieN1ijtvaXWY3vdsm58lJoaW51dtHe8lp4wKrd5o8r8uonU7Rjtpt+9jptOXw/dnlvYeOnJcxuepJimuEZRNo11j2fXqUu7aoPHY9SvWvr1uUxNA7361TS7QPFbtBb9erbyvg/Gennpe1fda1Obxn4BcKKWcxXlfWP9Pm3bR1GXZmmD69qtnHq9Nv24D5T7yDoCCCCAAAIIIIAAAggggAACYwJT9W+8GZ5ZmMxIyqYXZVWL7ZN6fspri2S9bgLU7T2Y1PMxj1S8VfEVhSfcoj83Kr+CItJOyvgpr/9RRJ3fFmUu31CRpp9pJer5mH7a6WDFoYofKR5VxPZDlC+nA1UQ289O8jHJ6adAly922l3Lx4s6f9fyGMUBCk+Knq54QBFtXaR8t2m6duzWL475XGUeVkR/zlX+cIWvgW2+rUi3X611T2alaXGt+Km7aON85T+k2E/hpycvV8Q2L/dQROr0OsZ+dUvbp8f6vdY/q7C/n5K7VRHb71HeT09Gct5jx3GzIup9pyhzucd10zRbFd3GbxSpYYyNT5Ya+llR3/t0MkY77ff0ov04v05ed9HlTl4P3qfbc4vjeRmTbH9Q/jaF++9J0BMUn1NcoEhfx772Vem1KpyriPN3e59WvEXhsXKvIradqnw6Sa3VsScwe33duZ12yf2JfsQvF3w/8bm+QuExfa4i6vi+4ntvOS2mgj8qop7bOFHxHsURil8oYpuXX1BUpVkq9Pa/VWzs9drkvg9UdJEiBBBAAAEEEEAAAQQQQAABBOYJTNXCb3AdnhRx2lQRZV8dK6n+x9tc78pisyeKYr+qCVBPmsWbetf7gGJRRZqW1sq3FdHOl9KNRX7fZLsnZaqSJzyijb8qX54c9T47KO5SuN4/FWsp0pRO+LjOdYpdFUspnqd4jSLSL5VxHU80rBeFyXJ55e9URJ/8dFenKZffD3Tg6Me7ajrhCTZ/NDbq7Vaqt22y7ejStlj9YFLHk8DltK8Kov2661jep7y+igrCdY7yVRPZK6ncT3/GsX6sfFU6S4VRx+12k2Zrp2jDS08GT1O4vX0UUxWRcoxRt9Wu37nGTSevh1znFpNsYfoRna/PJ00v00o6CbplulH5VRVxXTwR/WFFeYLzKSrz6zuO40n1SLn8or1Wy3QC1H25QfH00g6+Z35BEX31JHA5+RcasX2m8lX3pD1V/o+i3mNaPkdRTrNU4HZaTYDGcbq5Nj7evsUx3I7HGAkBBBBAAAEEEEAAAQQQQACB7AJT1WK8gfUb5UiXKuPyOxTlSUrX8RNGMXnoJ4qc2k2A+mnIOJafxmyV4ulCT2ptUqq4r9ajnao3zMtq+81FHT+1tZGiLr1UG6Ktk0qV3HZs88TJdqXtsWqfBxSue24UViz99NbDCk8Y71exvV1RDj9P8trUfa17Wi768aGinut+NAqL5aHJtumlbbHqyeybFB4n5yk8cZymfbXith1V1zGtW5f/XrG/2ziqrpLKl1CkE1y7VtRtN5FYsctCRbNVEufk9upSrjHq9tv1O8e48XGavh5ynls6AepJ7Lr0BW0Id0/+pcn3p9j2/XRDKb9jUu+HybZcfkmTtdnyBOgONTUXUfnFijivFyf1PGEar3H/Ymf1ZFs5u78Koo0/Ku920zRLK97ebgK022vjY+1bHMPH8RgjIYAAAggggAACCCCAAAIIIJBdYKpa9BtPx8ykdU94RfmOSXlk/YY7tscEY7sJ0CuTfdaMhmqWeyV1P1Gqs2+yreoN897J9uNK+1atXlbU91NQSyYV3Hac44VJeVX22qLuQ1r66dCq5MkFT5Z2m3L4PVkHf6HirYoXtOnIq7Q9zv8zpbpvSLadrHx5cjOqe6K8LrW7jnX7peXx0eX7VbhKuqEi/zqVxfn8oGL7Wcn2dm1V7D5WNDtpY5e6SirPNUZ9iHb9zjFufJymr4ec55ZOgG7vTtSkPVQe1/bLpTp/KrbN1XLj0rZ01a9P3y9mKDz2I+Xyi/ZaLdMJ0F+3qqhtfgI9zvnopO7BSfmnkvKqrF+fVyT1414edWcV29pNgHZ7bXycfYtj+Fyq7ueuQ0IAAQQQQGBCBXr5AX5CO87BEUAAAQQQQKCtwClJjf9I8pH1R1yd/qK4ZizX+h+/0X5aUcVvqu9oXX3sD/RElQ0j03CZvom/oME+MbnpPq5XU/+6mvIo/mWR8VOPPqafIHujYjVFJL/B9yRMNymXnycKz1WcoPhtTUcWV/m2ipcn212WprO14vNx8li4RPFxhfdzXyP5ydl+JX9seeWi8T9o6cnQVunMZOMmSb5f2VZjph9jtOo8co2bctsTcW6tjnlf0sElk/yTlN+yWPc95+pkWznr8fwOxQzFjxVO/fKb13rrf89ovXnK+cn26Uk+Hds/S8qrsn59egI9UrpvlDVZdnNtmrRLHQQQQAABBAZCoPyD8EB0ik4ggAACCCCAQBYBP9F4keLZij0VfqooJu88wfBqhdPJ8xZt/52qGjExsZbyt7bd498VOp0ATesfpWY+/e+mKnN+KjKS962aJLFHq3SkNnry7zkK/4zkp+DiSThPEnuS4SeKPyu6Sf3y8+SQr7HPe6MiNtAyrpWyY8lPx6XJTzr6aa1jFJ4k8r5HFOHJKE+Q/lxxuuJ+RT+SP+ob6cbItFg+oG2eJF1F4f76nDzp1Y/kiaVZLRruxxitOly/xk2r10M/zu0RndxdVSdYlM1JtqUPaayelN+c5Jtm++XX5Pg3tankCV2ft1+rayZ1O31dpON046Sdptlur03T9qmHAAIIIIDAhAv4h3sSAggggAACCExegVN0ap4c8yTCDor/VTi9VLGS4gmF6zRJnlSLtJQya8dKg+X6DeqkVdJj+SnBTlLdsW5t08id2m6jrypep/A5OnmSzZOMjo8qLlfso/AfZuokpeeUw899+JBis5pOPKryGxStJkSO1XZPKn2xVG9lrfupUMfDimMUH1HkfhrUk5iRbolMm6WvoydAlyuW97Sp3+1mT9bZsC6l1zPXGK06VnqcHOMmjmHHupQeM9e5PaCD+X7TaUqPf1unO6t+ei45/Zp0pd2ErT3uVqyj8JiOFK+Lx1RwRxS2WKbXcmqLenWbur02de1RjgACCCCAwMAJLD5wPaJDCCCAAAIIIJBT4FQ19tmiQX/f3P8WeU9sOZ2vaDrx9K+xPeb944+cn5Sst8u2mkiq2jc91gxV8FN/TdMFNRXn1pSnxT7ufopDFLsrXqZ4iSL9GPwztP47xRsU8TFbZdum9Jx69TtcRzsyOaInJq9TXKK4uIjfaOkJ3Z8qnOomn36mbY7nKXZR7KzYSrGowmlpxaGKLRU2eVCRK6Ufe16xYaPpRFG/nkx1V9qNl38l/Z2hfI4xmjQ5P5sep9dxM79RZVqdX3rMGarbr3NL+1OXT4+9Ql2lFuXpueT0a3HI+ZuWnZ+rz6xabPp7UsWvi7UVfq/mrwDwBGWrlL4m/tGqItsQQAABBBAYVQEmQEf1ynPeCCCAAAKjIjBLJ+o3/Z7cerXiIIWfgtpD4XTyvEWjf68p1fKTkv1KPtaLi8bd/7P6daCadj0Z4Qleh58AfY5iN8XbFJ6YWEZxhKKTCdBcfi/ScWPy00+I+cnM4xVVEx9PVnmkmNCM9fLSzo4ZipUVnvj1k7CvUNhgJ4XLTlfkStcmDU1L8nXZJbRhrWKjz3dOXcVxKB+vMZpr3HRCMl7n1qRPN6qSJ/gXU/hJyXZpSVVIx8VE+EUfnxqZmuVTVO5fMDjdOW8x9q9fF5sX69O0vLTI1y1cJ5K/2oKEAAIIIIAAAiWBdj8Il6qzigACCCCAAAJDKBAfcffH4F+geLnCTxV58uy/FE2T31jHU0p+c+7JqFZpWW30E5QbKzxh2ElKJy08+dguPVsVtlb4HD1Z103y5Ion+MqTFn5y8s+Kjyu2UNymcHJ+jbFcs39y+e2eHG6G8kcpqiY/XS09l/Ivvn197PZSVywlP4HmcfNKhSdYI/np0JzpOjUWT6Zupny7a+c68fOr953INF5jNNe46cRqvM6tSZ8eVaWbiooez/4FTqt0hjb6PnWRYiXFRPjpsGNpo8jULD2eI82MjJbpLwZiIjTZvFD2mUnJRL8ukq6QRQABBBBAYHAE4gfIwekRPUEAAQQQQACB3AI/UoMxybSn8q8pDvArLT050En6Q1HZE5oHt9nxHdr+C8VViu8o0pR+l6Sf7CqnOI7LD1AsX66QrLsvfkLU+9ypeLqi0/QG7XCL4myFj1eX7tWGmKjwZN06dRVryuO8evHzRG+kX0emYukn4fZKysvOF2vbXxRnKp6c1CtnfQ0jrRuZYtnuOpaqL7T6kErcDydPFnl8tkqHJRs7efo22S1bNq6lG+z3GI1j9TJuOjnxON54nFuTfl1YVFpWy/1b7ODtOyhWUPh9zt8UTnE+4+U376jz/iK9j1mXDk02pOP590n5h5Vv9Z7NE6S7F/Uf0NL39fFOvd4Hxru/HA8BBBBAAAEEEEAAAQQQQGAIBaaqz57gdMTkXPk0zi+236ql3yS77r6KctpCBdHWOeWNWveTRo8VddzOMxRVyU993qOItrYrVXpVsu3I0rZYPTWpc7zy5Qm8qHdMUq/c5wOTbW+JHSqWngB8uKg7W8v0ycm0up8ou7Oo5+/CbDUxm+4X+Rx+/1Uc37Zvj4ZLS1udpgh/L08o1flMsv1zpW3pqicdo53ytWpyHdO2qvI7Je1fq/zaVZVU5kmeuQr3xdfqaYpy8kR49HWV8saG677+buOWBvVzjFEfpl2/c4wbH6fp68F1c52bHe1p11bJE/tx7Y4tVdxQ63OK7X4adM3S9lj9WlHH7RwRhVrm8kuarM36PhPn4WX5NRM77pHU87hfKjYUy/OS7R8sbYtV33/OTep9IzYky1nF9pgMTjaNjXH3sZdr4/Zy3AfSfpFHAAEEEEAAAQQQQAABBBBAYCGBqSrxm1jHzIW2zis4uNge9R7Suif9yqndBKjrH61I2/mA1j1B4SciV1Tsp7hdEXV+pHw5PV8Fsd0TqZ4keL/C7UTy04b+AyZR73zld1S4357g21zxA0Vsd92tFGk6UCux3RMTrZInXaLu9cr7+y9jEu1Jyr9E8WdF1PmS8t2kXv3Sc/KkxrsV6xUdWVVLT0b8VBH9jOVPijqx2EAZ28f245XfVLGEwk+ceRL4E4pHFa7jumsp0tTkOqb16/IeI9GP2cq/UeGna+M6e4I2Jj9dz+dclc5SYbQT166qXqsyH99t3NKqUrEtxxh1U0363eu48XHSsdPu9ZDr3OxoT7u2SltrY1w7vxbL6YsqiO3+JcTeitUVHqv+hct3FLH9UuWXU6Qph1/aXl3ertGPWJ6osmcqFlP4dTdD8bgitvveUk6uH79scj3f6/xdzp4o9djeTXG1ItqYpfwKinJyuev0cwI0132g3HfWEUAAAQQQQAABBBBAAAEEEJgvMFU5v8F1zJxfumDGT0ylb7hPW3Dz/LUmE6CeWDhOEceM5SMVZeeorPxkk4rGvhP0por6B3hjknZSvlzPE2ExKRfHnqOynZP9InugMlGn3YTPkqrrSdaoH8uHKso+rzJPvHSTevXzcc9TRP9ieZvK0knCy7S+vSKeWL1V+XKfd1dZOi7cltftGe16eYPCEzLl5I/3lq+P65evY3m/8rondNInW+PY5evsvh1R3jlZP0v52Hc8JkB96F7HqNto0u9ex42P08nrwfVznFuuCVCf/7cUcX1jWR6rd6nOhopyyuFXbrNqPZ0A9ddH+Enx6Gt5PLvv+1U1UpTtqeVsRezvZbkNl/m17kngqjRLha7TzwnQXPeBqv5ThgACCCCAAAIIIIAAAggggMCYwFT96ze4jpljJdX/nFvUcb29qquM/WGfaOucmjpR7KeWLlGkTynFvtep3G/sF1fUpY20wf1NJzCOqai8vMq+rrhPEe3H0sf+rqJqwkPFHU/4LKt9DlF4MjGOEUtP8P5F8XpFjtSLn00+o6ianL1D5R9WLKFwOkkR5+AJrXLaUgU/VqSTp1HfbZ2saDWZ2PQ6qpm26XWq4bFT7ouv8xmK7RWtUpOJxFb7e1tMOHnirmnqZYz6GJ30u5dxc6COFdfWE3VNUq/nZkcf066t0tbaGH07tkVF/2GuaxTlMeL7yFcUfgq9VerFr1W7sc2ucR729uvrYkW5v54c3UbRLq2uCqcoHlBEu7G8WWVHKHzfqkuztMH1+zkB6mPnvA+4PRICCCCAAAJZBRbJ2hqNIYAAAggggMAoCiytk95EsaHCkxw3KPy0od/wN0lLqZLfPN+r8NOKrfZbS9s3Uyyn8HEcnhjInTxxu67iqQpPQHhSzk9ZeZIld+rFzx/N30CxvsITxJcq7lF0k1bSTlMVPmdPOF6k8ARo09TJdWzXpifdfJ19DW5TeMKr3QSaqgxEGq8x2su46RZqvM6tSf88RjZXrKm4VuEx8rCiaeqXnydATyg6cZCW/l5Sp1UU2yr8i5QrFb5HdpL8vm09hc/Zr8+bFFco5ioGKeW8DwzSedEXBBBAAAEEEEAAAQQQQAABBBBAAAEEEJBA+QlQUBBAAAEEEEBgAAQWHYA+0AUEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKAvAkyA9oWVRhFAAAEEEEAAAQQQQAABBBBAAAEEEEBgEASYAB2Eq0AfEEAAAQQQQAABBBBAAAEEEEAAAQQQQKAvAkyA9oWVRhFAAAEEEEAAAQQQQAABBBBAAAEEEEBgEAT4K/CDcBXoAwIIIIAAAggggAACCEwGgfV1EtsUJzJTS/91ehICCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKTUOD/AN8o+k09AYMtAAAAAElFTkSuQmCC)
## Footnote Code
## Pairs plot; frogs data
pairs(frogs[, c(5:10,4)], oma=c(2,2,2,2), cex=0.5)
![plot of chunk unnamed-chunk-1 plot of chunk 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)
## Footnote Code
## Here is code for the top row of plots
par(mfrow=c(1,3), pty="s")
for(nam in c("distance","NoOfPools","NoOfSites")){
y <- frogs[, nam]
plot(density(y), main="", xlab=nam)
}
![plot of chunk unnamed-chunk-1 plot of chunk 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AABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAsC1+lCJdWRAAECBAgQmIjAIZnLEcn+ye7JdZPvJpcm5yRnJKcmP04UAgQIECBAgAABAgQIECBAgAABAgQIdELgsNSyOjerY3OjnJZpbpsoBAgQIECAAAECBAgQ6IWAEaC9WI0aQYAAAQIE1hQ4NJ+8J6nRnvV4QnJhcklyWXL9ZM9kr+TI5PDkR8ljk7ckCgECBAgQIECAAAECBAgQIECAAAECBBZW4EOpWXV03nXEGh6Y6b6anJ/sMOJ3TEaAAAECBAgQIECAAAECBAgQIECAAIGZC+ySJV6VHDvmkp+V6etU+QPG/J7JCRAgQIAAAQIECBAgsHACP7VwNVIhAgQIECBAYFICN8mMfjqp0ZzjlIuaieu0eYUAAQIECBAgQIAAAQIECBAgQIAAAQILKbB9alV3eT892XHEGlaH6cnJFYlT4EdEMxkBAgQIECBAgAABAgQIECBAgAABAvMReEEWW6ezvz85Orleslqpzs6jkur8rOlfligECBAgQIAAAQIECBDovIC7wHd+FWoAAQIECBBYV6Aud/N7yfOSuiZolUuTi5NvJbsmdRf4GyQ1YrQ6P9+WPDqp64cqBAgQIECg6wKHpAFHJPsnuyd1iZc6Q6K2h+ckZySnJrUNVAgQIECAAAECBAgQIECgowL7pd6vSz6T/Cipnbw238jzM5PXJLdLFAIECBAg0AeBw9KI6txst3frPZ6W6W7bh0ZrAwECBAhcW8AI0GubeIcAAQIECPRdoEaF7pbUiNAaCVrX+1QIECBAgECfBA5NY96T1GjPejwhuTC5JLksuX5SZ0DslRyZHJ7UAcLHJm9JFAIECBAgQIAAAQIECBAgQIAAAQIECCyswIdSs+rovOuINTww0301OT9xE8AR0UxGgAABAgQIECBAgACBRRNY7cyPg1LJP0renbwiqVEwCgECBAgQ6LJAneFQ17E+dsxGPCvT12nyB4z5PZMTIECAAAECBAgQIECAwJwF7pblvz2pkTBnJr+TVPn5ZLXrob0279dp8goBAgQIEOiiwD6pdG3fnj5m5Y9uvnfwmN8zOQECBAgQIECAAAECBAjMUaBualTXO6sdweoA/UHz/Il5PCv5WvKU5J7JY5JPJTXt0xKFAAECBAh0UWD7VLru8n56suOIDfjpTHdyUtfFdgr8iGgmI0CAAAECBAgQIECAwCII/EcqcXlSo1p2SuqmD+9KqpOzdvJunywv18uLzybfTFY7ZX75tJ4TIECAAIFFFXhBKlbbuvcntQ2s7dtqpTo7j0qq87Omf1miECBAgAABAgQIECBAgEBHBGo0S42A+ecV9b1TXtdO3qkr3m9fPjVP6vNbt294JECAAAECHROoS7k8M6ntYG3TKt9Kzk0+knwm+XrSnhlRd4Cvu78b/RkEhQABAgQIECBAgAABAl0R2DcVrR2+uqnDynJe3njHyjeb17+ex/re3df43NsECBAgQKArAvuloq9LqsOzOjnbztB6/EZS18Z+TXK7RCFAgAABAgQIECBAgACBjgnUKJa6C+4HVql3XfPzEau8X2/9W1I7hjesFwoBAgQIEOiJQI0K3SO5WVKXhVEIECBAgAABAgQIECBAoAcCb0obqjPz+GSju9rWzmCNFv1hckqiECBAgAABAgQIECBAgAABAgQIECBAYKEF9k7tzk6qE7RuhlR3xl2t7J836y7xNV3dNf6gRCFAgAABAl0XODwN+PMmR+axRoGuVf4sH/zdWh96nwABAgQIECBAgAABAgQWV2C3VK12/t68ThX3zGffSf53cqt1pvMRAQIECBDogsCOqWTd1KgO7C3P+/L6tslqpS4ZU9MqBAgQINAzgev0rD19a85106DaIVUIECAwT4G6YcBXk3pU+i1QO4tXLkATbf8WYCWoAgECV2/3bP+6+4Pwp6n685MLk1c2j4/J42HJpcmDkw8my0t1gB6azGs/2fZv+drwnACBeQn0cv9vXr/Y57USu7Tcug7bF5ObdqnS6kqAQG8F3pCWPaG3rdOwRRKw/VuktaEuBAi8IQS2f938Obg41a793boUzPeXNeHpef7ipC77Up2hn0jaMs8OUNu/di14JEBgEQTekEr0avv304ugqg6rCtTdCavzs3reL1x1Cm8SIEBg+gL1x/iNkgOnvyhLmIHAIVnGEUld73P3pEaafDepkTDnJGckpyaTPP3vwZnfY5P1rrmWj39Sds6z2v5VHS74ybueECBAYLYCtn+z9Z700m6SGdaZdK9Ilnd+1nKOS+pa13+XnJjcPTk/mXex/zfvNWD5BAiUgO2fn4OZC9RGu3b+vjrzJVsgAQIErhGonYL6XVQdY0p3BWqES63DWpcb5bRMs9a10fLR2OXt+cZGy1ztc5dcGJvaFwgQmKCA7d8EMecwq1tmmbVteeo6y/6DZpqP5XHXZroaAVrfm0ex/zcPdcskQGClQG+3f0aArlzVXhMgQIAAgX4J1LXMaoRLjfY8KTkhuTCp0S91+t/1kxols1dSd8c9PDkzqVGbdfOIrZbfygz+KanTEEcpdariC5N57YCOUkfTECBAgMBiC5yX6l2RPCB5+RpVrW1NdZQ+Lant3UOTSZbavt4lGXX7VyNAq2y/9OBfAgQIECAwDAFHAIexnrWSwKIL9PYI4KLDT7B+H8q8qqPzriPO88BMV2cf1OmAO4z4nUlOdlBmVp2fP5zkTM2LAAECYwrY/o0JtoCTH5861fbkVck91qhfdU6+Manp3pt8pnmehy2XN2cONd9x4wyILdObAQECWxDo7fbPCNAt/FT4KgECBAgQWHCBXVK/Oyd1s4cPj1jXszPdsclfJfsmtTOoECBAgACBrgn8cSpcl4D5zSaPymN1Si4v1Tn5hGTX5BHLP5jA87dmHjdIRr0Gdm2z66yNqpNCgAABAhMW0AE6YVCzI0CAAAECCyRQZxPUtr5Gc45TLmomrtPmFQIECBAg0EWBr6TSByf/M3lg0m7b8nSbUmccPDJ5UvKCpDotJ1Hq8i+VUUudAXHWqBObjgABAgTGExj1aNR4czU1AQIECBAgsAgCtfP3vaRGvew4YoWqw/RxyZWJHbER0UxGgAABAgsp8M3U6ulJdS6+b50a1mnnr0jqzIcHrzOdjwgQIECgowI6QDu64lSbAAECBAiMIFCjWo5L7pmckhydXC9ZrdT1Po9KTkxqpMyrk6sShQABAgQIDEXgW2noyUNprHYSIEBgSAJOgR/S2tZWAgQIEBiiwLPT6G8kz0uObwAuzePFSe3o1XXP6i7wdcrf9klde6yuW/aMRCFAgAABAkMS2Llp7OVDarS2EiBAYAgCRoAOYS2P3sa6C+L9k7oAt0KAAAEC/RCo0/pelNwxeX3y2WS3pE7zOyTZP6nf/59KXpvcIalroRn9GYSUOyW3ufqZfwgQIECgzwK3SOO+36TP7dS2yQjUz8vDkrpkQv1dpRAgQIDAJgVuku/VKJyvbvL7m/nabzXLfMdmvuw7BAj0UuDuaVX9Ljqjl60bbqPqAOgeyc2SnRaMoa7TVj9zdfr+vMuBqcAVTe4778pYPgECMxWw/Zsp90IsrDq0avtTmUdZpO3fPNrflWXW309vTOoAc/vz8p08/7PEGbZBUDovYPvX+VXYvQbMowP07DC1v8Rrp08hQICADaCfgVkLLNIO4GvS+Ha7+O5ZQ1geAQJzFbD9myv/XBZeBwdv1GQeFVik7d882t+FZf5MKtnuM1+e53Xd9NOT9m+F/8jzurSQQqDLAr3d/tUveYVACeyeHLCM4ueWPfeUAAECBIYlUNdAqwy91M2g2vKAPHGKW6vhkQABAv0TqBF9dc3sikJgpUD9XfTOpPaZP578bPKQ5F7JfZILkvslb0/qxpIKAQILJmCI9uxWyH2zqF9LRu10bnc8Z3UE6fYrKO6S18eveM9LAgQIEOi/QJ0C+OWmmXVt0KGWW6Xht0xqR/hzSR0Nv0dyUqIQIECAAAECwxJ4YZpb+8jnJnXfjLqZZFvemyeHJe9P6rMXJ09LFAIEFkhAB+jsVsYzs6ijNrG4627iO5v5yu2aL9U1R/dK6oiWQoAAAQIEhirQHhj8WAA+mlQH6D0THaBBUAgQINAxgbrp3xFJ3fivznyrfazvJpcm5yR1rfNTkzqVWSGwUqBGeT41uTKpG0Uu7/zMy6vL5/PvQ5PqBK1pT07cWyMICoFFEdABOrs1UUeAajj8qKNp6voiz0tmtRHeJ8uqckry6OTW9UIhQIAAgcEJnJ8W33hwrb52g9sDg2flo+oArXLHpQf/EiBAgEBHBGpU3rFJHcTaqNQovicm1SGqEGgFav/9r5N6/MukDoyuVf4rH/xh8pLklUn9TH0rUQgQIEBgHYFZXwT771KX6myto1X1eHlSv+QVAgSGLVA7DPU7oUZGKARmITDr7d9abXpDPqif/d9M2jrVqfAKAQLDELD96/56PjRN+Hbyg+TdyW8nD09+Pjk4qc7RhyVPSk5Irki+n9QIv3mUdlvzw3ks3DLXFDg6n9TfA3V5oBo5vFGpfejq+Kzv/M1GE/ucwAIK9Hb7ZwToAv60zalKN2+W+9k8fi2pu9DXKNS6mLNCgAABAv0QcArg6Ovx1s2k5+axto112tu+yS7J9xKFAAECBBZb4KWpXnVC3SP58AZVfVU+PzA5LTkuqQ7RqxJl2ALbp/nPbQj+LI/VQb5RqZ+530o+ljw5eVvynkQhQIAAgTUEZn0E8OzUo35Z13I/1Dyvo6YKAQLDFujtEcCBrdYa5VKjeOv3/Eapnb/bJvMqs97+rdXOL+aDstqvmeDTzes7NK89ECDQbwHbv26v311S/erAPHbMZjwr09fv/gPG/N4kJl+U7d8k2tKXefxaGlI/D3UgtDpDxyknZeL6rksqjKNm2kUQ6O32zwjQRfjxWow67N1U47w8Xtg8rxGgCgECBAh0W6AOZp2Y1Glb9cd4jWqp3/OXJJcl10/2TPZKjkwOT85MHpu8JRliqZ2cOjPiR8lXGoDaganRQdU5/InmPQ8ECBAgsJgCdTZb7evWda3HKRc1E49yqvM48zVtNwX+R1Ptv8zjuJcm+I18pzpOb5PUZRfqtHiFAAECBFYRmOURwNrA19Gpy5t6vLJ5/VvNaw8ECAxXoLdHAAe0Sj+UtlZH511HbHN18n01qZ3GHUb8ziQnm+X2b6163yof1HaxDgq25UV5Uu+1O0Pt+x4JEOingO1ft9drHciqu7yfnuw4YlOqw/Tk5IpkqNu/EakGMdn908ra7tcl4Ub9GVoJ85xmHqeu/MBrAgss0Nvt308tMLqqzU7gRs2ivtE8GgE6O3tLIkCAwDQFdsnM75y8Itno+mdtPc7Ok2OTmyV1zcshlvasiHb0Zxl8roHYb4gg2kyAAIGOCdRovbqW5z2TU5Kjk+slq5Xq7DwqqbMlHpi8OrkqUYYt8PSm+S/P45WbpHhJvldn3NwnOWyT8/A1AgQmJFBHuRQCOkD9DBAgQKCfAk4B3Nx6bS8B0x4QrLl8sZnVPs2jBwIECBBYbIFnp3o1wON5yfFNVS/N48XJt5Jdk7oEzA2S7ZMa7ffW5BmJMmyBuhFiXRaoRgPX2ZGbLd/OF+tmXM9N/ih5X6IQIDAnASNA5wS/YItd2QHaXvvmpgtWT9UhQIAAgfEEvpLJv5c8Khn19K06OPq4pEY7nJUMsbQdoO32sAy+2EDs0zx6IECAAIHFFqjrONflS+6YvD75bLJbUmc3HJLsn1wn+VTy2uQOySMToz+DMPBSl4KrvpJ/StqzJDdLUh2g9bfYEUld5kchQGBOAjpA5wS/YIu9YVOf9pf715rXN1mweqoOAQIECIwn4BTA8bzaqdsDgMtHgH6p+fCWeawdZoUAAQIEuiFwbqp5THJAUgf5asTn3snOSQ0EqQ7SJyZDPeiXpivLBOqA8ROa13+77P3NPq0Rx9UBX387/N5mZ+J7BAhsXaA2AAqBlSNAv96QtO8TIkCAAIHuCjgFcPx1t9oI0LqZRh0orG1jHSCsG0UpBAgQINAtgRoVWqe/VxQCqwk8Im/eOPlY8sHVJtjEe8flO09JHpP8YfLNRCFAYMYCRoDOGHxBF9d2dNbRqSrtSND6xa8QIECAQLcFnAI4/vpbbQRozaUuKVDlFksP/iVAgAABAgR6JvCkpj2vmmC7zsm8Tkqumzw+UQgQmIOADtA5oC/gIvdo6tQeiaojoj9I6ho5o14zrpmFBwIECBBYUAGnAI6+YtoDgO0ZEe03z2ue6ABtRTwSIECAAIH+COyXpvxCUtfs/IcJN6s9nf7JE56v2REgMKKADtARoXo+WdsBWh2fbWlHgbajQ9v3PRIgQIBA9wXaUwAvSFOu6H5zJt6CdtvXbgvbBbQjQG/evuGRAAECBAgQ6I3Ab6Qlda3Of0kum3Cr3pX51d9ddS3awyY8b7MjQGAEAR2gIyANYJK2A/TSZW1td/rancBlH3lKgAABAgR6LbDRCFAdoL1e/RpHgAABAgMU2D5tfnzT7tdMof0/zDzrZkhVjll68C8BArMU0AE6S+3FXdbuTdWMAF3cdaRmBAgQIDAbgZ2ymF2TK5OVoz/aU+B1gM5mXVgKAQIECBCYlcBDsqC6CeLZyelTWugbmvk+Mo+7TGkZZkuAwBoCOkDXgBnY2+0I0OUdoO0NkfYcmIXmEiBAgMCwBdozH9ozIZZrnN+8uNnyNz0nQIAAAQIEOi/wxKYFr51iSz6Xef9nUgdaHz7F5Zg1AQKrCOgAXQVlgG+t1gF6SeOgA3SAPxCaTIAAgQELtKe/r9YBWtfuqrL30oN/CRAgQIAAgR4I1MjPGgF6VfLGKbfn+Gb+vzbl5Zg9AQIrBHSArgAZ6Mu2A3T5NUB1gA70h0GzCRAgMHCBGzbtX68D1AjQgf+QaD4BAgQI9Erg8WnNTyfvSL6WTLO8OTP/QfKg5AbTXJB5EyCwrYAO0G09hviq7nK3W/LjRAfoEH8CtJkAAQIElgu0OyPfXP5m87yuCfrd5HpJbTsVAgQIECBAoNsCtT9cd3+vMo2bHy3N+Zp/6wDrKckOySOuedszAgSmLaADdNrCiz//uv5I/RzUDl3dma4tRoC2Eh4JECBAYEgC7aVf2u3gyra3p8EbBbpSxmsCBAgQINA9gfunyvslX0pOnlH1/6VZTt0MSSFAYEYCOkBnBL3Ai7l+U7ca1bK8tDt+7Y7g8s88J0CAAAECfRVYbwRotbntAK3rhSkECBAgQIBAtwWe1FS/bn70oxk15YQspwYfPSDZfUbLtBgCgxfQATr4H4GfnML37RUUOkBXgHhJgAABAoMQaA/8rXYKfAFc2CjoAB3Ej4NGEiBAgECPBfZK2+pu7HVNzmne/X0lYZ0G/76kToOvmy8pBAjMQEAH6AyQF3wR7QjQlR2g7Y5fOxJmwZuhegQIECBAYCIC7XavPRC4cqY6QFeKeE2AAAECBLop8MRUuzoh35m0Z3jMqiVvbxb00Fkt0HIIDF1AB+jQfwK2226tDtBvNTTtjiApAgQIECAwBIF2u9ceCFzZ5rYD1DVAV8p4TYAAAQIEuiOwfar65Ka6fzOHalena5XDk7oDvUKAwJQFdIBOGbgDs1+rA7Td8dujA21QRQIECBAgMCmB9hR4I0AnJWo+BAgQIEBg8QQelirdIvlM8h9zqN7ns8xPJ7W/fa85LN8iCQxOQAfo4Fb5tRrcdoCuvAlSnRJfF2auz+vomEKAAAECBIYg0B74a8+EWNnmdgToTVd+4DUBAgQIECDQGYHfbWr68jz+eE61flezXNcBndMKsNhhCegA3XZ915GXk5IHbft2r1/t1rRu5TVAayNwafNZuzPYawiNI0CAAAECEdi9UWi3gStR2g5QN0FaKeM1AQIECBDohsDBqeZ9khoE9IZkXuXfmgXXafAKAQJTFtABui1w3QWuOj/33vbtXr9qR4Cu7ACtRrenwbfXQ+s1hMYRIECAAIEIbNQBelGjpAPUjwsBAgQIEOimwDObated31fbD55Vq96fBX0nuWPi74pZqVvOYAWGcrHdG2UNv2qEtdze0OBpmfaoZdP/0rLnfXu6Xgdoe/qfEaB9W+vaQ4AAAQJrCWzUAVrXBr0iqel2Ti5PFAIECBAgQKAbAjdPNX81+UFy3JyrfGWWf1pyZPLA5I2JQoDAlASG0gG6Y/wenlxnRMdDMl1lCGWUDlAjQIfwk6CNBAgQIHDdEOyQfD+pnZK1ylfzwS2TGq3xhbUm8j4BAgQIECCwcALPSo1qW/+m5EsLULt/Tx2qA/QBiQ7QBVghqtBfgaF0gF6QVfjg5A1J7ay8JHldsrLUL50XJ89J3r7yw56+3rVpVw29X1m+2bxhBOhKGa8JECBAYFSBGiV5+2TUg5D7jDrjKUzXbu/Wuv5nu8i6Dmh1gNaNkHSAtioeCRAgQIDAYgvUmaG/2VTx/1uQqr6nqcf9F6Q+qkGgtwJD6QCtFVhHVuraGnUq/DOSfZP65ff1pC37N0/Oz+Mn2zd7/ni9pn2rdYC2O4Dt6YA9p9A8AgQIEJiCwOszzzrVbNwyaofpuPNdb/p2e9du/9aa1nVA15LxPgECBAgQWFyBGv1Z+7//mnx8Qap5VupRZ5bU5fgOSD6TKAQITEFgSB2gxXdx8svJE5K/TqqT84nJO5OhlnYE6HdXAfhW8147ImaVSbxFgAABAgTWFTgpn946GfXGizVi9A7Jj5NZl1E7QGsEaJUaAaoQIECAAAECiy9w41Sx7vVR5c+XHhbm3/+TmtTB4vslOkAXZrWoSN8EhtYB2q6/Go1yWnJ88o7kNUmNCh1iWW8EqA7QIf5EaDMBAgQmK/CGzK4yajkoE9ZoiHmUUTtAjQCdx9qxTAIECBAgsHmBP8pXa/BPjf788OZnM5Vvth2g983c/3YqSzBTAgRGHo3RR6rPp1GHJc9NHp/UEPh7JEMrRoAObY1rLwECBAisJbBb88Fla03QvG8E6AZAPiZAgAABAgskUNftfmry4+TZC1SvtiqnNk/u077hkQCByQuMejra5Je8GHP8YapRw9/vlfwo+f1kaGW9EaDtNdDaETFDs9FeAgQIEBiWwKgdoO0IUKfAD+vnQ2sJECBAoJsCL0i1d0relCzKtT+XS342L+rg6l7JAcs/8JwAgckJDL0DtJX8UJ4cnNR1QesubHXX+KEUI0CHsqa1kwABAgQ2Ehi1A7R2Uqr8zNKDfwkQIECAAIEFFbh76vVryeXJnyxoHata72vqVmepKgQITEFgqNcAPSSWRyR11/ca3XjdpG4CVCMe6/obVyZ199kaIt/3st4IUNcA7fva1z4CBAgQWC5w/ebFRqfAtyNAdYAu1/OcAAECBAgslkAN+HpZUvv2f5V8KVnUUh2gj0qqA7TuUaIQIDBhgaF1gNYvk2OTOgq0UXlvJnhics5GE3b88/VGgDoFvuMrV/UJECBAYCyBdgTotzf4VnWA1kHSmyRDOWC6AYmPCRAgsHACt0+N6pJnn16lZjUY5vFJTVMjAz+VvDSpMwOV/gjUdT/vknw5+V8L3qz3N/Wry/MpBAhMQWBIHaCHxu/EpEZ7npSckNQpbJckNdKjRn3smdR1N45MDk/OTB6bvCXpY6n1v2Pyg+SKVRpoBOgqKN4iQIAAgd4KtB2gG40AvSoC9ffDDZMbJ19LFAIECBBYLIH/SHXqgNZtVlTrb/L6t1e8d0hePyb5q+QPVnzmZTcF9km169qfVX4n+d7Vzxb3n0+kavXzul9y06Q92yRPFQIECIwnUEfzaofmriN+7cBM99Xk/GSHEb8zyckOysxqdEkdtZxW2SMzrmW0HZ0rl1OXB6jP25GgKz/3mgCB/gvUiPn6PXBG/5uqhQsiMIvt31pNfVM+qJ/3R681wbL3a0elpr3jsvc8JUCgPwK2f91fl7Uv97kVzTg6r+t3dx24elJyQFIdTo9Kzk7qs2OSeZR5bv/m0d5pLrPOzjglqfX5z9Nc0ITnfXJT51+a8HzNjsA4Ar3d/tU1MYZQdkkj75y8IvnwiA2uDeCxyc2SfUf8TtcmW+/6n9WWOgJVG40aHTuUn5U0VSFAgACBgQqMOgK0eOoskiquA7rk4F8CBAh0QeBpqWSd/fbg5FXJZ5Jzk39JaqBMdZg+L1G6LVCjeH8hqU7wOg2+K+U/m4resysVVk8CXRIYSqfWTbJS6nTvGs05TmmHnV93nC91aNrqGK6y1ukAP8pnNWq2jqC1O4V5qhAgQIAAgV4KtDdBqgOAGxUdoBsJ+ZwAAQKLJ1Cj9quT6b9XqVr97j8uqQEwDm6tAtSRt+6dev5FUgN5npB8I+lK0QHalTWlnp0UGEoH6FeydqqTr05t2HHENVUdpo9LrkzOGvE7XZusHQG6Vgdotac9/b1Oh1cIECBAgECfBdqDfXXwb6OiA3QjIZ8TIEBg8QS+kypdsk616vMqN1968G/HBGq9vTmpffkXJv+WdKl8MJWtjttDklH7LbrUPnUlMFeBoXSA1nU062heDSWva4HUtV/azr883abU9T6PSk5MHpi8OqmbHfSxtCNAv7tO43SAroPjIwIECBDolUA7AlQHaK9Wq8YQIDBggdq3a/d5iqH2Be+V1Bluq5XaT6xSp8Ir3RKog5j/mtw0qRtg/UnStVL73p9Kdkru3LXKqy+BRReoIyNDKc9OQ2v4e13T5fim0fUL5uKkbgK0a7JncoNk+6SOvLw1eUbS19L+MWAEaF/XsHYRIECAwDgCbQdoOwJove8aAbqejs8IECCwGAK3TDXqoNank48k30xunLwkeXrSln3z5PeT+yXvTWo6pTsCdcm6dyR3SupeHr+STPNmwpn91EqNAr1dcmhSzxUCBAhsWmC/fPN1SV3w+kdJdXS2qQ7SM5PXJPVLZ57loCy86jXNX9wPa5ZxwjoNfWczzVHrTOMjAgT6K3D3NK1+F53R3yZq2YIJzGL7t1aTv58P6ue9dqQ2Kodlgpr29I0m9DkBAp0UsP3r5GrbptKPz6tXJB9I6oy3+p3dpvYDa5RdlRsmP0jqsxogU51o8yjz3P7No72TWmYNZDolqfVXl767VdLl8qRUvtryD11uhLp3WqC3278hjQBtfwLPzZNjmhc/lccaKl8jIS9OrkiGVKrdVZwCv+TgXwIECBAYrkCd/bFzUgceqyN0o3JBM4EbZWwk5XMCBAjMR+ANWWylSv2O3z85uMkt8tju+1WnZz0/LXl6ck6idEOgRvPWae93S2q7fP/kS0mXSzvqs0aAKgQITFBgiB2gy/nqyF+d/l4ZYmk7QNc7Bb612WOIQNpMgAABAoMRGOf090JxCvxgfjQ0lACBHgjUwa1PN3nTivbU6M+6FFrbIbriYy8XVKDO2KyzFW+dfD55YPOYh06XT6b2tX++X1I/l+vdtCsfKwQIjCpQIyCVJYE6Ivi45PYDAmlvBLVeB2gdEa2y+9KDfwkQIECAQC8F2g7Qb4/Yutp21jayRo3WDopCgAABAt0V0PnZrXVXl3KryzNV5+eHkrrZcXWC9qFUZ/1Hm4bcrQ8N0gYCiyIw9BGgy9fDL+RFXSPmD5M66jLpUh2rD0+uM+KMazj/tEs7AtQp8NOWNn8CBAgQWHSBuoZYlVE7QGvaOt2uDhDeLDFCIwgKAQIECBCYssBzMv//N6n96n9MfiO5POlTqU7deyd3Td7dp4ZpC4F5CugAnZ3+X2ZRR25icaN2mG5i1ldf+7S+ZwToZvR8hwABAgT6JNCOAP3OGI2qDtCfTaoDdBoHT8eoikkJECBAgECvBXZM616XHJ3Upexq4NILkz6WDzeNqg5QhQCBCQnoAJ0Q5Aiz+dNM81/JqJcdqLsRPiWpO8BNq4xyCrxrgE5L33wJECBAYJEE2g7QcUaAnt80YO9Faoi6ECBAgMB2B8Tg37bgsO8Wvuurkxe4bmb59uRBSW2nfzU5Melr0QHa1zWrXXMV0AE6O/6PZ1GVUctBmbA6QKdZdmlmbgToNJXNmwABAosjcEiqckSyf1KnbtcORV0Gpa5lWXe9retpnZpM8+BbZr+QZTOnwOsAXchVqVIECBDY7usxqH2c2zUWNWJwiNu2pvmdfqiRnyckdZOjryaHJx9L+lzOTePq0jo3Teoga/v3Rp4qBAhsVkAH6Gbl+vG9tgPUNUD7sT61ggABAmsJHJYPjk3uvtYEy95/b54/MakO0SEVI0CHtLa1lQCBvgtU59E9kuOThyYvSv4gUbonUKe9V+fnRcl9k88kQygfSSOr3XUavA7QIaxxbZy6gA7Qa4j/PU9/JfnENW/1/lnbAfr9dVpao4KquAv8koN/CRAg0DWBQ1PhOk2sRnuelNQoiguT2jm8LKmOv7qL+V7JkUmNrDgzeWzylmQopR0BOs41QNsdkkjK9eIAAEAASURBVBqdoRAgQIDAYgnUqdK/nHwweVZyclL7fLMqNXKxTsUf9Z4OTru/9pqpTuujk1qX9ffJUDo/09SrL59XHaB3Ser0f4UAgS0K6ADdbrs7xbBGutTpgLdKDkzuk9QO4b8mfS61M1xlvVPgXQN0yci/BAgQ6KrAS1PxOu2vRsK015Raqy2vyge1HTwtOS6pztKrkiEUHaBDWMvaSIDA0AR+kAYfk/xX8sLkzsmsToVvb9iTRY5VRu0wHWumHZy4Rj6+IKn1VZ2gH0+GVGoEaJWfW3rwLwECWxUYegfoiwP4u8lPrYCsXzJ/lfxT8rTk4qSPZZQRoDpA+7jmtYkAgaEI1O/52tmr7d1GnZ+tydl5UqfL13awRqMMZbTFrmlrlXFGgJ639JXtbtE8eiBAgACBxROojrNnJg9Kfjb5VDKLUgcTb5es3Ndca9k1YrQOQirbbbdTEN6YVH/F/5+8Mxla+a+mwTUCVCFAgMCWBGrUZx1Nqh3Cpyavbl7n4erRoB9oXv9dvTGHclCWWfX74RSXXTe7qGVsdE24K5vpdphiXcyaAIHFFKjfD/V7on5fKN0T2CdVrvX39DGrXiMt6nsHj/m9SUw+i+3favWsDt9q87NW+3CN92qntraRdXON2llTCBDoj4DtX3/WZVdaMq/t3yL6PDeVqm1ydVYPefv6jcbBgdZAKDMT6O32b9SjUTOTnuGC/meWVUcDD0tentQvl7Z8Nk/ulbw/qZ3AXZM+ll2aRq13DdCa5NJmuj2aRw8ECBAg0A2Br6SadZmTRyU1smSUUqMtHpdUx95Zo3yhJ9O02/pxRoBWx2ddB7ROV7x5Txw0gwABAgQIzFOgOvv+sKnAk/J4xTwrM+dlt6fBGwU65xVh8f0QGGoH6I2z+vZO/j65fI1VWSMv35xsn9x6jWm6/vYo1wCtNjoNvutrWv0JEBiqQG3LjkvumZyS1EG96yWrlRrlf1RyYlIX3X91clUylNJ2gH53zAaf10yvA3RMOJMTIECAAIFVBJ6X92o/9U1JDUgactEBOuS1r+0TF6hRHkMs7cjHjUZ5tCMf6+LZfSytQ40OWq+0DruvN5HPCBAgQGAhBZ6dWtVZDrVDcXxTw/q9fnFSB7iq46/uAn+DpA761Slnb02ekQyptB2gG/1tsNLkK80bNWJFIUCAAIFuC+zcVH+tQTLdbt3i176ugfrYpM5C+dPFr+7Ua/jRZgmHTH1JFkBgAAJDHQH6pazb2vl76Abr+Ffyef3yPWeD6br6cdsButEp8EaAdnUNqzcBAgSWrk/5okDcMXl98tlkt2TfpP6g3j+pU7g/lbw2uUPyyGRIoz/T3J9c7mbcDtAv15dTbrX04F8CBAgQ6KhAHciq/aKN9o062rxOVLsO2lYfRf098oVO1Hi6lTQCdLq+5j4wgaGOAK3VXKNg6uZH9fiSZHmpUSD/Kzky+cekryNARz0FvjqLqxgBuuTgXwIECHRR4NxU+pim4rVzUZ2gdSCsRoIO+fpaaf7VZbMjQNsO0Fu2M/JIgAABAgQIjC1QBxJ/NakDsH859rf7+YXqBP5msldys+SCRCFAYJMCQ+4A/R8xu09ydJN2xMcH87pGydTpD+clv5v0sdRon2rjj5ONTvEwArSPPwHaRIDAkAXq5j31u739/T5ki7btm+0ArbNKqugAXXLwLwECBLoqUDe1q3tFKPMReHoWW5fiqQFI7cHF+dRksZb636nO/ZI6a0cH6GKtG7XpmECNABlqqete3jV5TvK1pN3xuVue11GnlyZ1GmCNjOljaUd/jnKKR7uDXNeHUwgQIECgmwKHp9p/3qTOcFjvb4A/y+d/lwyptH8HtAdER237l5sJa+SKQoAAAQLdFaiDg99o0t1WdLPmN0q124FHL+pmE6ZW6482c3Yd0KkRm/FQBIY8ArTWcY18fH6TPfK4T3JRkzz0uox6/c9CqGH3VcpIIUCAAIFuCeyY6tZoil9eUe335/UxyTkr3q+XD0kOTR5XLwZSrte0c9wO0HYEqA7QgfygaCYBAgQITFygzsqs0Z9fTz428bl3e4ZtB+idu90MtScwf4Ghd4AuXwM1ynFIv2zbEaA1EnajUjZV9lh68C8BAgQIdEjgD1LX6vy8MHll8/iYPB6WfDh5cFKXfxl6aUeAfndMiMsy/SXJnslNkjqrRCFAgACBxRKo0XNHJPsnuye1L1S/7+teB3Ug8Izk1KQuD6bMXuDxzSJ/Z/aLXvglth2gRoAu/KpSQQLdErhXqntS8qAFqPZBqUNtgH84pboc0Mz/7BHmXzvKVZfjR5jWJAQI9Evg7mlO/f+vHQOlmwJ1KZfqoGsPfLWtqGtttdcCrUu+LC8fyIt57QROe/u3vJ3t87ocwFa2uR9pvl+X0VEIEOiHgO1fP9ZjHeyrv2Hqd/xGOS3T3DaZV5nH9m9ebV2+3LvkRa2bGv254/IPPL9aoP5G+XZSRje8+h3/EJiuQG+3f/WfSblGoO6uVp2fe1/zVm+ftTvCrgHa21WsYQQIELh6RGKNTPznZOXv++Py3uOS3ZITkyFs+9LMVUt7+vu4oz/bmX2xebJP+4ZHAgQIEJi7QF3KpbZvd01qkMtTkkck90nqdOKfTx6ePDl5R1I7/Wcmj0yU2Qk8oVnU3+fxytkttjNLqoPVH29qaxRoZ1abii6iwFBOga+LKr9qhBVws2aap+XxqGXT/9Ky5315Ok4HqGuA9mWtawcBAkMT2Llp8CfXaHjtbNw0OTZ5V3LvZNxrYOYrnS+bPf29bfgXmif7tm94JECAAIG5C7w0NahRc/dI6pIv65XaVzwwqVGgdYDwhOSqRJmuQI34fHSziDdMd1GdnnudBl9nq1bH/b93uiUqT2COAkPpAK1frHV07zojWteRlb4fXRmnA9Q1QEf8wTEZAQIEFkzgvNTniuQBycvXqNsL8/4tkzr495bkocnQSjsCdLOdv+c2YDpAh/aTo70ECCyqwC6pWHUWvTjZqPOzbcPZeVIHBP8qqd/nn0mU6Qo8JLPfM/l4cuZ0F9Xpuf93U/u+91F0eiWp/OILDOUU+AuyKh6c1GMdBawNYV3vbGWekfeqPCdZ/tnVb/bsHx2gPVuhmkOAAIFVBOq0qerUrIOANbqlRsGsVn43b9Zo0NpWvie5QTKksmvT2M2eAv/55vv7DQlNWwkQILDAAnVTuhrsc/6Ydbyomb7dVxrz6yYfU+DoZvr6G0RZW6BGgFapTn2FAAECIwnURYPfmlQn6NuTGyfLyy/lRX3WXodk+Wezfn5QU5dp3QTpV5r5v3mEhtUR1HL53gjTmoQAgX4J9PYi2P1aTeu25hb59EtJ/R6v1O//1cr2efNtSTtdPc6jTHv7t1qb6rSyau/7V/twhPdu03z/CyNMaxICBLohYPvXjfW0Vi1rm1YHtU5P6mzAUUp1mJ6c1JkTO4zyhQlPM4/t34SbMNbs6uBj7V/Wwdq9x/rm8Caun8fLk7K6/vCar8UzFujt9m8oI0Dbn5eL8+SXk2OS+yd1TbSjkiGW9qjmyptirGZRG6Yrk/rOTqtN4D0CBAgQWFiBr6RmByd/nXw6aUe35Ok2pQ64PTL57aS99vM2E/T4xVZHgFYHc/ndMhl1R7vHnJpGgACBuQvU7+TjknsmpyQ10rC93EmeblOqc6n2CU9MHpi8OrkqUaYrUJfcqf3LOvh4/nQX1fm5189j9V3UJf3u1PnWaACBOQkMrQO0ZX59ntQvjnOTdyS1kWt3fvJ0EGWcDtACaXeG9xyEjkYSIECgXwL1O/zpSY0ued86TauRBa9I9k3qdPihlHaneLPXAK0dky8m9XdV2SkECBAgMH+BZ6cKz0rqtOHjk/odX/c2qH3AjyR1jc+vJzUgpPYJH5C8NXlGokxfoD0j5V+mv6heLOG/m1Yc0ovWaASBOQgMtQO0qD+fHJY8N3l88vFkrWuj5aPelbYDdNTT2i9pBG7QOwkNIkCAAIGVArWDWKcBDqW0HaB1uuRmyznNF2+72Rn4HgECBAhMVKAO6r0ouWNSA2A+m+yW1IGq6kTaP6kRdZ9KXpvcIakzIeqgljJdgdruHp78OKlOZ2VjgY82k1SHvkKAwCYE6jonQy4/TOP/PHl38g/J7ydDKW0H6CinwJdJOwJUB+hQfkK0kwCBPgrUDt8RSe307Z7UtqA6/S5NqgPvjOTUpHZIJlUekxk9ORn1oGu7fZrU8keZT3sWyFY6QD/XLEgH6CjipiFAgMDsBGrE5zHN4mpbVJ2guyQXJ3W9T2X2Ag/JIndOTk8unP3iO7nEtgPUCNBOrj6VXgSBoXeAtuvgQ3lS10d7QXJQckHS99LuYOoA7fua1j4CBAgsnfFwbCDqouYblfdmgicm7YjGjabf6POjMsG9N5polc9rVM6syiRGgNaplFUOWHrwLwECBAgsoECNCq2zHCrK/AQe0Sz6bfOrQueWfGZqXAO4qr9ip0TnfRAUAuMI6AC9RqtGfdT10YZSdIAOZU1rJwECQxc4NAB1Y4f6vX9SckJSoy0uSS5Lrp/smeyVHJnUKWn1R/Zjk7ckWy1PyAxekozaoXmrTPuPySRHoWZ265ZJdICe3SzhwHWX5EMCBAgQIDBsgR3S/Pp7o8r/Xnrw7wgCNXCp/ta4XXLH5MOJQoDAGAI6QMfA6tmkm+0ArZ1khQABAgS6I/DSVLU6E++RbPTH8qsyTXXgnZYcl1Rn6VavhVbXmj4jGbXMY1TO9ZrKbfYmSPV1I0BHXcOmI0CAAIEhC9w3jd8t+UTyhUQZXeCjmbQ6QO+cbPQ33ehzNSWBgQiMej2ugXAMqpm7NK0d9RT4ukZOFR2gSw7+JUCAQBcE6nd9/ZH8imTUP5RrdEGdLn+zZN9kCKXtAN3KNUDPC1R9v0bS3mAIaNpIgAABAgQ2IfDQ5jt1kFUZT6A6QKscsvTgXwIExhHQATqOVr+mHXcE6CVN83WA9uvnQGsIEOi3wE3SvDrb4/wxm3lRM327rRjz652bfBIdoDXKtu4kXOV2Sw/+JUCAAAECBFYI/GLz+p0r3vdyYwEdoBsbmYLAmgI6QNek6f0H7U7tqCNAdYD2/kdCAwkQ6KHAV9KmOgX9UcmOI7avOkwfl1yZnDXid7o+2SQ6QMug7QCtGxQoBAgQIECAwLYCdYBwn+SryYcTZTyBj2XyOuB6x8TlDMezMzWB7XSADveHYNwO0PYU+BsOl0zLCRAg0DmBulvocck9k1OSo5O2sy9Ptyl1U4K6Y/uJyQOTVydbvf5nZtGJ0pps5RT4amjbYVw7eAoBAgQIECCwrUA7+rP+1qiOPGU8gcsy+eeSugu8vzXGszM1AUcNBvwzMG4HqBGgA/5h0XQCBDot8OzU/hvJ85Ljm5Zcmsc6sFU3HNo1qcub1HUrt09qh+StyTOSoZRJdYB+sgG7w1DgtJMAAQIECIwh8JBm2neN8R2TbitQp8HfNqnrgH5824+8IkBgPQEjQNfT6fdnOzfNG/UU+NpRrmIE6JKDfwkQINAVgR+loi9K6nSp1yefTXZL9k3qj+f9k+skdfr2a5PqvHtkMpTRn2nqT0bFbnUEaN3RtooO0CUH/xIgQIAAgVZg9zypM1J+kPx7+6bHsQU+0nzjLmN/0xcIDFzAdSOG+wNgBOhw172WEyAwTIFz0+xjmqbXAdDqBK27xNcBriuSIZcaBVtlqx2g52Ue30xulPxMcmGiECBAgAABAtttd/8gVP/De5M6lVvZnMBHm6/VQWyFAIExBGoHSBmmwLgdoHWaZF1Lro7c6Tgf5s+MVhMg0B+BGhVav9cvSFbr/KyzBNozBfK092VSp8AX1JmN1p16r6aBBAgQIEBgdIHDm0n/bfSvmHIVgbYD9OB8VpcuUggQGFFAB+iIUD2cbNwO0Lom3CVJnSbpNPge/kBoEgECBBqBW+SxLo8y6iVS+gA3yQ7Q9npcOkD78JOhDQQIECAwKYEHNzM6aVIzHOh86kyTzye1P/+zAzXQbAKbEtABuim2Xnxp3A7QanTdRKNKndqnECBAgACBvghMsgP0Yw1KjcxQCBAgQIAAge22OzAIt0y+lrTbSS6bF2ivA/pzm5+FbxIYnoAO0OGt87bFbQfo5e0bIzzqAB0BySQECBDouMD5qf+Nm3S8KSNVv04f2zGpy7ysdjmAkWaybKJ2x+7Oy97zlAABAgQIDFngQU3j6+ZHdWahsjWB/2q+7kZIW3P07YEJuJbjwFZ409w6jX2n5vlmOkCdAj/MnxutJkBgGAJ1fdD2gNcQWjzJ0Z/ldVZyVXLbpOa91RsrZRYKAQIECBDotMADm9qf3OlWLE7l2xGgOkAXZ52oSQcEjADtwEqaQhXrxhbVCVqdn+McgWt3iJ0CP4WVYpYECBAgMBeBSXeAXplWfDKpv7FcB3Quq9RCCRAgQGCBBGrQ1X2a+rxngerV5apUB2jtx9fldgxq6/KaVPeZCoz7n+XWqd3FyWUzraWFTVqgvbPvuDe40AE66TVhfgQIdEWgL9u/QwJ+RLJ/sntSl0OpEYqXJuckZySnJuMcHMvknS5tB+j3JtiKukNrnQJfIzP+c4LzNSsCBAjMWqAv279Zu1neNQKH5un1k08nF1zztmdbEPhWvntucpvkoOTMRCFAYAOBcUeA/lLmd1FyfFLD2Mf9fr6iLIBAe/3PcTtAv97U/SYL0AZVIECAwCwFur79OyxY1blZIwaen/x68rDkQckjkscnf5Gckpya1OnbQyltB+gkT1WvDtAq1eGsECBAoMsCXd/+ddm+L3W/f9OQ/+hLgxakHe11QO+6IPVRDQILLzBuB2b9Qf/55Oikrt/xxaR2mPZPlO4IbLYDtO7aV0UH6JKDfwkQGI5Al7d/NfLixKT+QD4peUpSnZ51OlqNUvz55OHJk5N3JHdPzkwemQyh7NI0cpIdoNXRXMW1uZYc/EuAQHcFurz96656v2p+v6Y5OkAnu14/3MzOneAn62puBK4lUCMaXpJ8NanT5Cr/mTwpqVPqlK0L1FD2cv3h1md1rTncvpn3J671yfpv1KjfqpNrt6zv5FMCfRKozrD6f1+jB5WlEX1d2/59KCvusmTUEQIHZtravp+f7JDMukxz+7daWx6QN+tnvO5MO6lSl5qpGyH9IGkPOk5q3uZDgMBsBGz/tnW2/7etxzRezXr7N402rJxnbQOvSGqfdo+VH3q9JYE6gF1/v7QjQbc0M18msEzA9m8ZxvKnP50Xv5j8c1IjJ+o/YJ1W/Y/Jg5JxR5jmK0ojMM0N4N2yjFpXtVM8Tjk4E9f3Pj7Ol0xLgECnBWwAV199Xdn+7ZLqV0fcsas3Y813n5VP6vf9AWtOMb0Pprn9W63WdSmAauvbV/twC+99rJnvPbYwD18lQGB+ArZ/q9t3Zfu3eu0X+91Zb/9moVGnv9c2Vifd5LXrEj7VsVw3X9xp8rM3xwEL9Hb7t9UOyhrZ8K/J/5PcKPndpP4DPjqp0+y+kPxxUhc9VhZHYLM3QaoRQVWcAr/k4F8CBIYr0JXtX/2+rp3VGs05TqnrfVcZwujF9hqg31tq8sT+bXf2nJo2MVIzIkBgAQS6sv1bACpViMAvNAr/h8bEBWoA2qeSOlunBiopBAhsILDVDtCa/T7JnyR1CvxfJ7slX05emdSokxckdepk3UFQWQyBdod23JsgfSPVryN4N06usxhNUQsCBAjMTWCfLHnRt39fSR2rY+9RyY7JKKU6TB+X1AHNs0b5QsenaTtAa0dikqW9DqgO0EmqmhcBAosgsE8qsejbv0VwUofttrtvg6ADdDo/De11QO86ndmbKwECJXCD5EnJe5MfJdUpVp1p/5A8IGk7VquT7HeS+vxfEmV0gWmeAvHwVKPWyWZO97u4+W51gioECPRfoLenQGxy1XVx+1cHIut3/vuTo5O2wy9Ptyk1guCo5OSkpn9ZMo8yze3fau35vbxZ7X3Jah9u4b3aGan5nrWFefgqAQLzE7D929a+i9u/bVuw+K9mvf2btsguWcAVSY0arkFSyuQFfiuzrL813jj5WZvjgAVs/5qVf3Ae35bUL7L6j1b5QPLkZL2bH12Sz7+cKKMLTHMD+OhUo9bdm0avzk+m/GTz3Tv85B1PCBDos4AN4NLa7fL2rw5KPjP5btJuu7+V5+cmH0k+k3w9qR2U+rwObL4lqQ7ReZRpbv9Wa8+f5s1q91+s9uEW3qvrcdUo2ro+11qdzluYva8SIDBlAdu/JeAub/+m/CMy8dnPevs38QasmKHrf64AmcLLujlZ/Q1z9hTmbZbDFejt9q9Ocxun1C+xRyR1bbC/T16ffDrZqHwuE1RH6ZDL3mn8/ZJRTx3/mSli7dzMe9xT4Otrte5vl9w0Gfcu8vmKQoAAgU4KdHn7Vx2aL0pOSKqz717JbZPlBy5rdH9dR+pDyYuTIY1abDsnq4N4kqUOFtd2snZOKu9LFAIECHRNoMvbv65Z962+dZfyKqctPfh3CgJnZp61T79/skdSB7gVAgTWEBi3A/S/M586Pe7dSY0UGbXcbdQJezzd36RtD91E+0btMB1n1pu9BmgtozpAq0yzg3ZpCf4lQIDA4gj0YftXIz6PaUhrVOhuyS5JdX5WZ91QSxlUmXQHaM2zboRUnZ91HVAdoEFQCBDonEAftn+dQ+9JhQ9r2vHenrRnEZtRfTL1f/SeSfW51GWMFAIE1hAYtwP00sznTsm/rjG/eruOPDwnqdPq/jFRlgT+Og91KYDa6Ryl7J6JHpbUkPZJl7YD9PJNzPjC5js1AlQhQIDAUAT6tv2rUaE1SsBIgWtOT59WB2hdM706QBUCBAh0UaBv278uroMu1rkuo3P3pPZl6xrkyvQEPphZVwfooYkO0Ok5m/MABZ6VNte1rNYr++bD+kX36vUm8tmGAtO8Bsyzs/RaR8/fsBbXnqB+Buq7L772R94hQKCHAu0fr2f0sG3jNMn2bxytrU07ze3fajWrg7W1Xfu11T7c4nt3buZ99hbn4+sECMxewPZvydz2b3Y/e7Pe/k2zZe3/nyFdUmeanuvN+1H5sP6Oedd6E/mMwBgC7f/f3u3/bTQCtEZzPi9pT8M+OM9rBOPLktVKza8d5fCF1Sbw3kIIbOUaoOc3LahrmioECBDoq4DtX1/X7LXbNc1T4D+ZxdXlBeraXHXJgcsShQABAoss0NftX12O5Iikfh/XmXZ1RlyN/K8RrucktaN/alIdScrWBe7dzMLoz61bbjSHDzQT1AhQhQCBdQQ26gD9Vr57/eRxK+bx1BWvV768IG/888o3vV4YgdrgV9nMTZB0gC7Z+ZcAgX4L2P71e/0ub920boJUy7gqOTO5a1KjQd0IIggKAQILLdC37V9dh/LYpEY0bVTqWpVPTKpDVNmagA7QrfmN8+0vZ+K6TF3do6NucunnNwgKgdUENuoAre/8XnJ88+VfyeNvJg9qXq98qNPjv5N8KqkjaspiCrQdoJdvonrnNd+5+Sa+6ysECBDokoDtX5fW1ubr2naAfm/zs1j3m3VN9OoArTNkdICuS+VDAgQWRKAv278aEXdiUvs+JyUnJNVRVPdlqBH5NdBnz2Sv5Mjk8KQOWj02eUuibF6grklZ5fSlB/9OWaBGgT4iuUeiA3TK2GbfXYFROkDrKOB7mibW9Dsue9287aFjAm0H6GZGgNbo3jo1pI4w1eUQ6kYaCgECBPooYPvXx7V67TZN8xT4WlrdCb7KXZYe/EuAAIGFF+jL9u+lka79luoU+vAG6q/K5wcmdaDquKQ6S2sUvzK+QI1CvHFyUfL58b/uG5sQqEs4tB2gb9zE932FwCAEqgNrnPLuTPyEcb5g2oUU2Lmp1WY6QK/Id7+R7JDU0VKFAAECQxCw/evvWm5HgE7rzJUaAVpFB+iSg38JEOiWQFe3f3Vw687JK5KNOj/bNXJ2ntTp8jdL9m3f9Di2QHU4V/nPpQf/zkCgOkCrtPZLr/xLgMA2AhuNAK2jYLUB+GJSR29ukdQRnVHKFzJRRVk8ga2MAK3WfCmpo3q3TOo0EoUAAQJ9E7D969saXbs9bQfotE6BPyuLroOH9fdTnW757UQhQIDAogr0Zft3kwDXvu75Y0Jf1Ezf7i+N+XWTR6DthGs75aBMX6DONqkRy7dP/K0xfW9L6KnA69KuOm3g+U37ntW8rvc2ynOb73jYnMBBjXFdV3XS5aTMsNbfWtdy3Wh5b22+/6iNJvQ5AQKdF7h7WlC/L4b2R6zt3/x+dKe5/VutVZc2P+N1V+BplRp9VP+Pfn5aCzBfAgQmLmD7t0Ta1f2/7VP9Gtl/elKXcBulVIfpyUkdtNphlC9MeJpZb/8mXP2fzO5jeVbbvHv95B1PZiHwgSyk3B8wi4VZRq8Ferv9q1/y65VT8+GVSXvaQF0U+pXJKKU95WuUaU0zW4H2iOZmToGvmtYI0Cq3WnrwLwECBHoncGpaZPvXu9W6aoN2ad6d1inwNfv6m6huglSnwb83UQgQILCoAqemYn3Y/tUgkuOSP05OSf42eXuy2u/66uw8PPmd5IHJyxPX/wzCJkqdVVGjEMtPf8AmALfwlbrkwKFJdTy393DZwux8lQABArMTmOYRwHYkSu2MbaY8PV+qo0sv28yXfYcAgU4J9PYIYKfWwrAqO83t30rJGhVU27Ma7TPN8puZeS3n+GkuxLwJEJiogO3fRDnnMrO638Uzk+r0rN/BlbrB07lJdc59Jvl68oOkPvtR8pZkHqM/s9jtZrn9q+VNo9w3My3LdgDVNJZhnqsL/HLeLvsaxawQ2IpAb7d/494EqUXcNU/2bl/k8TbJC5I3Jb+ejHqaQSZV5iDQjgC9fJPL/mLzvVtv8vu+RoAAga4K2P51dc2tXu8aqVJlWtf/XJr7dtt9tHlySPuGRwIECHRMoIvbv+rQfFFyx+T1yWeT3ZK6wVH9Pt4/uU7yqeS1yR2SRyZGfwZhk6VGIFap07GV2Qqc3iyuOq/qEhAKAQITEPjtzOM7ybObee2Zx88ndbShzauazzxsXmCaRwDrqGetq/02Wb3bN9//9Ca/72sECHRHoLdHADexCmz/NoG2ia9Mc/u3sjo3zxu1PTxv5QcTfl0HhuuU0jols+10nfAizI4AgQkL2P5dA9qn7V8NANojuVmy0zVNXIhns9z+TavBb8uMa7v62GktwHzXFfhcPi3/O687lQ8JrC/Q2+3fuCNA65fyS5K6duiFjdlT8lgjAd+X/GLy7qRO9ToiURZTYOemWt/fZPW+0Hyv1nsdNVUIECDQdwHbv36u4V2aZq12TbhJtrg6Pz+Z1N9dB09yxuZFgACBKQv0bftXo0LrNPgLkmlf/mTKq2YhZ3+3plYfXMja9b9S72+aeO/+N1ULCUxfoL0L4P9l7zzgLifq9b+UBXbpvcPSlt47iIBKF0GKXEUEEQuooOC1AIJXFK+oSFHp7S9eRUBBpKqw9F6kSZEmdel9l7Lw/z68Gfbs4bzvm5yTk0yS5/f5POfkJJOZ33wnJ5NMZiYbtiR1C8t6yqChBTI9TdPvH+uHrWsCutgQR/UWydueJ0LFPXsPET+VxKHeMzYTMIH6EqjtE8CMReb6LyOwHoL3s/5rd0s9JFQf6lqm33YiCSgtvWTDZgImED8B138DZeT6r7hjtcj6rx+5Cu0ALxC5O8n0g/DwcX6BILrW+OPwQR3CBAYlUNv6r5seoGo8U29P2XxIPRk0dOx2JNPTNHW91hwqtjgJjErc6rYHqHa/P4ljqeTbXyZgAiZQZwK6KXH9V78SDsPR+90DVOT0wg2Z5wEd4OBPEzCBahBw/VeNcorByzUTJ27iW41wtuIJhHaaDYpP2imaQPwENJQ9iym85kpRw6mGD2yG9HTnYhRME2Qvgvzmt0Akrm+Vl8pQlVIvwz7uY391rV8aXYZsJmACJlBnAq7/6lm6oQG03y9BEr3Qy3T1eqJ0rkzABGpKoKr1n+5RLuyhTBbvYd+m7rpGknG3A5R3BOgefTxSRzV1VAqdlli0mYAJZO0Bqjfk6WbhI0gNaepiLTtv4Ou9z1351GT/97Ss82I8BDT/p8pOjZ+9PJnTyVU2duDLnyZgAiZQawKu/+pZvKEBtIgeoBopo2ltlkVhLu56UnWuTMAE6kSgqvXfMxSCHm4tlmhRvtVJJ60IastIIDSAqgeorTwCoRfoh8tzwSmbQD0IzE82dJPwNnoQqQFNbwIfidSYehXSOg2tVlhb9wT6NQfMHLikMtJQzl7sk+yseM7vJRLvawImED2B2s4Bk5G867+MwFqCz8Py9miHlNqHcKpf+jEHNtFOYbvwS2n9doq1/ftxR5LeWv1LwjGbgAnkRMD13wDIKtd/M5OFc5HO8z8byE7Un/26/ysq02p0Fms1MtvKI6C5xlUOp5XnglOuOAHXfy0FuDbLmsdKjZyXIT1VC/YkC48jP20IRLr/7lcFGCanVjn1YhpWohPrQ71E4n1NwASiJ+AKcHIRuf6bzCLL0p8JrPoiq97JkkiXYb+c+HVsl/tn3e3UJL09s+7o8CZgAoUTcP03GXmV6z8N4de9q+qUTSZnqZAldRDSvddCKbUR4VRXFvEAkGRyNTV6ync1gtrKJbASyassHinXDadeYQK1rf9UIWS169lB81dNhfTHarXN+HEXquJJuzUfdV4elWRODdi92APs/CZaFI1GGmJiMwETMIE6E3D9113pnshubyFdN6Qx9djR9UT7NUaafbOGmTHZoYgh8EpK84DuivwiJNGwmYAJVIVAles/jVzcHWlYtnqBroqKqF9IZsRxaA8tZLS09WXGaPsaXO0DMjU228oloNEmGu2pRukx6GFkMwETgEA3DaABXKeKQ/Nb2eImkFcDqC4mNA/oCmhZ5MoOCDYTMIFGEHD9l62YNVVKlulSNAJCD1OLsDIaQJUvN4AWUbpOwwRMIG8CVa3//gmIfdGmSPctd6Mi7B4SeRSlbdDUvfl8RTjWhzTcANoHqF1Gqf/pFWhbtBE6FdlMwAQg0G0DqN70roavWYaIQ28c81vHgBCZhQbQiTn4dSdx6DhYEbkBNAegjsIETCB6Aq7/oi+iTA6qPGVF9QC9jbQ0DFN1p14YqZEUNhMwAROoAoGq139HA1kq0n5BYlJaCw8AOzU0p42jrHDhwZ5GOtjKJ3AZLqgBdGN0KrKZgAl0SeDr7PcS0ol5KP2A7bbuCfRrDtAP45LKTU+FerX9iUBxZanYe03T+5uACRRLoLZzwHSB0fVfF9C62KVf9V8nV37FStVjX+u0sU/r1PNIaYabxT4l42hNwAR6JOD6bzJA13+TWfRzqcj6L+98PEWEqtsWyztix9cVgZXYS+Xxn6729k5NJ1Db+i9rD1BNgH0EUjf+y9CD6FXUya7rtNLrSicQeoDmMWfn7UludIK1mYAJmECdCbj+q2fpFj0EXhTVO0ZDMDVc0D1lgGAzAROImoDrv6iLJwrn5seLedGL6KEoPLITd4DgWbQwWgLp/R02E2g8gawNoB+H2NToS+iExtOrJoDQADohB/c1n45slYEvf5qACZhAbQm4/qtn0Y5OslXUEHgldzPaGakB1NdSQLCZgAlETaBp9d8MSWnkMV1Y1AWbo3PhXvC2HON0VL0RUO/PcWgH9BHkBlAg2ExAjZlZbHECa76q32bZyWGjIpBnA6gm9X4OzYUWiiqXdsYETMAE8iXg+i9fnrHEVkYPUDWAytQAajMBEzCB2Ak0qf5Tbzl1Esmjo0js5Zqnf6smkd2aZ6SOq2cClyYxfKTnmByBCdSEwNQZ86Eef5q0f9GM+1Ul+Po4ejHatCoOd+Fnng2gSj486QsVXxcueRcTMAETiJ5A3eu/6AugTw6W0QCqG0T1zFgRjexTvhytCZiACeRFwPVfXiTrG497gMZZtv9I3Poo35rC0GYCjSeQtQH0AohpOMCuNSWnuUvU+LlgTfOnbOXdABrmL/PLHGp80DhrJmACI+pe/zW1iMtoAH0F2Peh6dEKTQXvfJuACVSGQJPqv8cplbkTVaaAInB05cQHNZbb4iGgaw2N2NQxrYeuNhNoPIGsc4DeD7GvoJPQAugy9Bh6G7Xbw6x4pH1lSb81RPv4FGkrT7Kvoa3fWxr42K5lueqLbgCtegnafxMwgTIIVLX+K4NVldIsowFUfDQMfmmkYfAeMggEmwmYQLQEmlT/vUMpPBttScTpmOrRJdGb6O44XWy0V38n959Hm6DwAuNGA3HmTSALgf0IrGFbaXRwloj7HFYNm6rQ0vjdKUyf3esY/XKJv5M6bu1+5feTeH/YfRRT7LlUEp8awm0mYAL1I7AOWdJ58dr6ZS1Tjqpa/2XKZCSB+1X/dcrew6zU8b1op419XLdvku4xfUzDUZuACfRGwPXfAD/Xf70dR1n2LrL+y+LXUGHXZqPq0TAt2lBhva14Ap8hSZXPhcUn7RQrTKC29V/WHqB3UIgnpizIMDQ6ZfC+BnuC2DdDp6L50RHoZNRuH2PFL5EaCc9p31iT33n3AP03XF5CmjZgPvQUspmACZhA3QhUtf6rWznknZ8ye4AqL6vnnSHHZwImYAI5E6hL/afpurZAY9GsSPdEryHdx6iXqx70jkNqLLKlJ+Dh7+lZlRFSPUB1TH8YTY/eQDYTMIGGEJiTfJ6NdBJQA6fmw2g1DXXXNnUTL9v69QRQDbzK4zdyzOClSZxb5RinozIBE4iDQG2fAMaB1150INCv+q9DUiNeZ6XqxNGdNvZx3czErZEpE9HIPqbjqE3ABLon4Pqve3Yx7bkBzqhxU+f64XQ5YTS6rSwrsv7LK4+/JiJx3S+vCB1P7gRuI0aVkd8Gnzva2kZY2/ov60uQql7Cz5GB7dHuSG9DuxNtjZpkefcAFbubEoBrNAmk82oCJmACJlBpAroGUp2omwI1hBZpr5DYfUi9MfwipCLJOy0TMIEmEdDwbL3EaU10MdoLfRJtiFZF6hW3Lfoy+gvSTf/taAdkS0dgpSTYP9MFd6gSCFySpLlZCWk7SROoBYHpyMXe6P/QjckyXyP2R7NroQK2OD5eg3TjcwKaCTWhB+hpSZ4/x3dethMRiaMuHGwmYAL1IlDbJ4BdFlMd6r8us17YbkX1gFG9r7pLjZFl2O9IVOnvUUbiTtMETGBYAq7/pkRUxfrvBrLwMlIDaBpbhkDj0eOojN75RdV/aVikDfMiAVWXzZt2B4crnIA6fqmM1BPUZgJpCLj+a6G0CsuaJ0V/oqCDk+26idAckGpIrIJNg5MHobfQA+hnSHmq8xD4PyZ53JHvvGxJIhK3J/KK0PGYgAlEQ8AV4OSiqFP9NzlX8S0VdQM4H1lX3VXW3NX7JukfG18R2CMTMAEIuP6bfBhUsf4bjfu6xztscjZSLe1HKNUNS6cKnW+gouq/vLxehIjESo3GtngJ6OHFq0hlpfeh2ExgOAK1rf+yDoFXRXIGWgAdg9q7UR/CutnQH1GZ86eQfCqbRKgfovXRO+hbqO6m4X6yCQNfuXyq8fglpBOqbihtJmACJlA3AnWr/+pWPt3kp6wXIAVfw/Qxq4cV/jYBEzCBCAlUtf6bB5Z64a96c2ax8FAs3DNl2bdpYVdMMnxH0zJesfy+ib+XJT63t99ULCt21wR6I5C1AfQzJDcWabjWXkgTRbfaYfzYBqln5RdaN0S+fAP+6cnmUUhvSqtzT8ZQmefZAKqnSbcgmW/kBjj40wRMoF4E6lr/1auUsuUmNICqV0QZdiuJ6uGr5k8rY6hlGXl2miZgAtUjUNX671FQa37nTyH1gEtjajDdFanB6K40OzQ8TJjD2g2g8R8IFyUubhG/q/bQBPpHIGsDqCaL1jwqfxjCJTUgPouq0AO0NRuv8WMftAnSJNl1NT3FleXZAKr4QgPoavphMwETMIGaEahz/VezokqdndAAqvq/DHuFRO9DujEPvWjK8MNpmoAJmMBQBKpa/2mk35FoPXQp2hmF8z6LU5geQunFuHphku4FT0AaPm8bmkCou+4cOpi3RkDgwsQHHd/qrGYzgUYS0FOuLKbGMz1JU4+/wUyVjXpTvD1YgAjWq5FOTz/Um3VWpF6RugF6Cd2PrkXj0FD5ZHMlLfQAVTnmaaEBVBdJNhMwAROoG4G61H91K5de8qOXIMnKagBV2jejZZBGT4R6lEWbCZiACURDoMr134FQVMecQ9DpCVHd7z2HXkSqB+ZAsyM1Cune72z0TWQbnsAKSRD3AB2eVdkhHsSBe5Hmtl0XXYVsJtA4All7gN4OIc3xuNYQpNZk2xgU45OgDfBLjZu64fgR+hzSkP1N0SfRbujHSE8Jx6GlUN0sNIDm3QNUQ/lkqw58+dMETMAEakWg6vVfrQojp8yEnkBlN4AqO2vklCdHYwImYAJ5E6hy/fcOMA5HK6FTkHrdz4IWR6shdYaZCt2NTkIroh2Qe38CYRhTg7Ee4KnRWPxs8RM4P3Fxq/hdtYcmEAeBMbihIVv/QXuhOZFOegcj2YboIfQGWh7FZGvjjHxXz1TNgbEn2hZ9GGn+TzWOqjH0S+hcpDyokVCVYBm2HImKrXrU5mkqO8W7SJ6REpca03UTqbhnQzYTMIF6EFiHbOh/rYdHTbYxZL6q9V9ruemG7wB0GjoHXYz+hE5B+6ONkW4Gy7R+1X/tedqZFTq2Q6+g9u1F/Na1h3y4qYjEnIYJmEAmAq7/BnCN4asO9V8ofN2z6F5lATR9WBnJd1H1Xx7ZDY2fD+YRmeMohMBHSEXXHHcUkpoTqTIB138tpbcry3qapj+PKkN968QXGtb0+zsoNrsBh15G6qGaxnRSH48eRyPT7JBzmH5VgM/gp8porpz9VXTXIcW9oX7YTMAEakHAFeDkYtyVxSrWf8qBGtrUiK1z9HC6nDBljoDoV/1HtqYwPfAUi+OmWFvsDw2/1INOPXSdrtiknZoJmMAwBFz/TQZU5fpvci7iXyqq/suDhDoJqQ49L4/IHEchBNSm8RJSuY1BNhMYjIDrvzYyq/N7HHoT6Q8k6QL+NrQpis1G45CGMhyW0bH9CK+8LZ1xvzyC96sCDL00w9C/PHwNcegmUrz2CSv8bQImUHkCrgCnLMKq1X/y3iMgpizD8GtfFlRnaXhkmfYvEpcf6p1rMwETiIeA678py6KK9d+UOYj/V7/u//qR84OJVHXXT/oRuePsG4EziFnl9vW+peCI60CgtvXftF2WjubQ3Ahp7o8xSMMHHkDqwRCjzYNTyqt6c2axp5LAYd7MLPvGGnaGxDEN78/b/plEuHLeETs+EzABE4iEQNXqP2E7Gulid110IxrKjmejRkCoF+iRSFPC1HUutPAgUA8GyzQdU2K+BrqlTEectgmYgAkMQaCK9d8Q2fGmHgmEFyDd1WM83r1YAueR3KfQJ5CuD20m0CgCmgOlW5udHdWYpoZPTXwca+Mnro14FL2O9GdPO8RMDaa7IvVyrcuJXQ3VKnOVlYZx5m2hAXSlvCN2fCZgAiYQEYEq1X8aAbEqOhYN1/gZEN/DgkZMaH60xcPKGn6HBtBXS86bGhVk6l1lMwETMIGYCVSp/ouZYx18U29VWV3ukwdyU//PC8ii3omyIZq1/tl1Dk1gSgJZGkDnYVcNE/sHehI9j3TToHkyr0X7Ic1lFaNpeP6RaD10KdKLD8KND4tTmObG2Brp5LAJOgHVpfeLboRl/ej9qXjv0Ae2PFLvYJsJmIAJ1IFAles/+e4REJ2PwnDNEkMPUHnoBtDO5eS1JmAC5RGocv1XHrX6p6z75aWQOtTooamtOgTUhnMVUhluUR237akJFEtgW5J7GmkIXZAa0cLLIMI6/aG2QzGaGns135dudIK/L7KsHqzqfXEvegbpiYi2K29nIZ0cyjA9VZMfarzNy9SbR3E+nleEHeJ5mHVKY+kO27zKBEygegRqOwdMyqKoev2nh1Gq965GWUZAXEJ4jRYoow7sR/1HVj5gp7BG9dVuH9hS7IqZSU51fVm8i82tUzOB6hBw/Vf9+7/qHG0DnhZV//XKRZ1dVH/e32tE3r8UAnpfh8pP84HaTKATgUbXf1+BiP4gahg8Dq2LZkEyDYFfFukGUU8SFE69JbdEsdoSOHYyuhe1N+A+y7rb0YlIJ/YyrR8VoPKuMvp3HzN2XpKG3gxoMwETqD6BJleAdan/DuUw1Llf9fTOaEbUydTYqREQavxU+F+hMqwf9V+nfJzJSuUzhvrqnsQXTVdgMwETiIOA67/63P/FcUQN70VR9d/wngwdYkc2q/48d+hg3hopgUXxS+X3MtIUeTYTaCfQ2PpPfwj1FlSj5ubtVDr8/irr9GcKQ6E7BIlqlXqFzobUMzK2P38/KsAVyWe/y+cnSRo/4NtmAiZQfQJNrQDrVP95BETn/+GFrFadGMMQsN8lvuzR2VWvNQETKIGA67963v+VcCilTrIf93+pE88Q8GDCqv7UfZ+tmgQ0AlZl+PFqum+v+0ygqfXfiF0Aqz/GURkAX5rss0aGfWIIOhYndkUrxOAMPvSjAlyLeFWe1/cxj+pdpDQ0fYDNBEyg+gSaWgHWsf5r8giITv/EK1mp+mqDThsLXqcpeuTLMQWn6+RMwAQGJ+D6b3A27Vuqev/Xno+yf/fj/q8fedLQadVZulayVZPA/ritMjylmu7b6z4TqG39N+0w4NRjUKZeEmnt7wTcGC2Fbkq7UwTh5POx6Dvozj74MxNxrobSvnhq0T74MCqJc0If4g5RBnZlTyEQ/PG3CZiACXRDoI713wOA2D2BobpI09mMRs8hzT/ZNAtTAbwaQcbVE0PmFyENcPCnCZhAeQTqWP+VR7OeKauhVnb3wJc/K0jgbHz+MdoGjUQa8WszgdoTGK4BNMz1+XQGEv9Jwi6YYZ8mBNW8o5ovJatNlXWHIcLrRlfWzwbQe4h/ElIDuF648SaymYAJmEDVCNS9/tMc2HoRoNRU04NJmV4SVbbdigPqibES0rWZ5l23mYAJmEAZBOpe/5XBtE5pTkNmNHJSdZbu+2zVJKD3oajj0groo+giZDOB2hMYrgFUDViyLA1mzw7sMiLcWCQ/G//1ZwjMhdI2aKqxMgxZzwteaADt582eehGpl5EqxqVRVeaDxVWbCZiACbxPwPXf+yhquxCuU2LoAaoXEegFhXp4qBEU/0Q2EzABEyiDgOu/MqhXJ01Np6Nj5BHUz3vK6hCprqdn4roaQNVJyw2g1S1He56BwHANoBmi+kBQPRWyTSbwexaltLYcAe9KGzhluNAA+nrK8N0G03AINYAqD24A7Zai9zMBE6gqAdd/1Si5mIbAi5iGwasBVMPg3QAKBJsJmEDlCLj+q1yRZXZY93cyD38f4FDlzz/i/P+gT6I9kUduAsFWbwJp56OsN4Xm5C40gGbp0dsNnVAhhgqymzi8jwmYgAmYgAn0k0BoAI2lB4vnAe1naTtuEzABEzCBPAgsm0TyrzwicxylEtAUBnrgOjvatFRPnLgJFEQgbQ/QQ/HnpZQ+VXXuz7+RP3X/rnOPxdAAWkQPUB0ubgAVBZsJmECVCVS9/tNUJBf2UACL97BvzLvqpYCax2wi0rzVMdgtiRN6YaLNBEzABMomUPX6r2x+dU3fDaD1Ktk/kJ2V0afRX+uVNefGBD5IIG0DqN4OVnd7kAxKdbaiG0BDBVlnps6bCZhAvQlUvf57huLRQ6/lk2LSy488RHHE+/OUxzD/Z1I0I9QAqrLRjYiuz/wiJCDYTMAESiNQ9fqvNHA1Tzjc34URfzXPbu2zpwZQPezQ/10jY2IZFYMrNhPIn8BwDaAnkuS4LpNVd+oqmG409kBj0aJoGbQhmhnV7SlIUQ2gequcbuI0l5lv4oBgMwETqByButR/z0N+XXQ6+gQ6HP03arrF9AKkUBYvsqAHsXrBhG4w6zwihezZTMAEIiVQl/ovUryVd0v3yjINn7ZVn8DDZOFatB5SI+j/IZsJmEBNCfySfGnomxrrgpTV/ZLfemnRnFpRgmn4uHzKc2iebnwV5zdRv+0hElBaGn5pMwETqC6BdXBd/2VdHNmqS0APozTHpHqAbhJ5NvpR/7VneUVW6LiOrZFRPTHk1+eRzQRMoFwCrv/K5d/E1Iuo/3rhujA7q44a30sk3jc6Anvikcr1gug8s0NlEaht/dfklyCp1+c30C3oa0hPO4Odx8L16L+QGg3rYkX1ABWvMDG2erHYTMAETMAEyiXwNsnvjvRQ7WdoKtRk0ygPWUxD4OWPGqllqw98+dMETMAETMAEoiEQ7uvCfV40jtmRngj8kb31BvhN0Xw9xeSdTSByAk1uAP0BZaNh+hugX6NnUbD7WFgfXYV2RmGoHIuVNjeAVrr47LwJmIAJ9ERAdd6+6FEUbmJ6irDCO4d6/ZXI8hB6pO4UmV92xwRMwARMwATC8Hc3gNbrWHiO7Kj3p14OqbYPmwnUlkBTG0DnpkQXRL9FEwcpXfWSORPpRLDYIGGqttoNoFUrMftrAiZgAvkSOJrotkZNf3lBaACNrQfobZSNhqHNhjRtgc0ETMAETMAEYiEQHp7eE4tD9iM3AqclMe2aW4yOyAQiJNDUBtDQEDjcjc9LSZlp6GAdLOR7QgGZCU8Gw5PCApJ0EiZgAiZgAiaQikCsDaBP4f39SI2fK6TKiQOZgAmYgAmYQDEEwn1duM8rJlWnUgSB80nkGbQi8jQ8RRB3GqUQaGrvgkegrcbNT6DjhiC/I9s0H4ZuRupgoQH09QIyEyrGUFEWkKSTMAETMAETGIbAamzfAo1Fs6JR6DWkOlF1nV52NQ6pF2KdLdYGUDG/Cal81kTqEWozARMwARMwgRgIuAdoDKXQHx/eItrfIb0jRXPGhznJWbSZQH0INLUBVCV4Ovpq8n2EVrSYbox+grZC/4fq1gO0iAbQ5+Gmp0hzo4XQY8hmAiZgAiZQDgHNd30YWidF8lcQZg+U18O//YhrH5R21Em4Nunni5pmxh/ZKwNfUX3eiDefQWoAPSEqz+yMCZiACZhAUwloapZ5kR6aai5xW/0InESW1ACqa5BvoQnIZgK1IhBuMmqVqZSZ+TbhNkQ7JwrD4a/n90poBqRGu71RXazIHqBipl6gagDV00KxtJmACZiACRRPYG2SvACpt+fF6Fz0JNKDqpeRGgPnQLqx0YO/zdHtaBd0FurVNBJg4V4jyXn/mHuAqgFUpgZQmwmYgAmYgAnEQCD0/rwXZ+o+SiQG3mX4cCeJqi1E1407IL0vxWYCJlAjAmrkPBCNRzqRB+mG8CikJ11l2XIkLH8m5ejAQ0mcRb3U6dgkva/nmAdHZQImUCwB9RjUuUhDo23VJHADbqteS9ugpgZL1YuPo5GoV1PPzwWQRgOk0UaEy7v+I8op7Jf8UhrfnGJtHD9G4YaGoknhwWUcntkLE2gWAdd/zSrvGHLbj/u/vPL1eSJSvXl6XhE6nigJ7IFXKmeNBrI1l0Bt67+0w9HqWvQTydiPkHq9zI5WRfOjWZB6fr6I6mThRkpDF4qwfyWJLFtEYk7DBEzABEzgAwR03lfddiwKPQs/EKhtxT38Pgyp0XLxtm3d/HyHnZ5AGgmQRk93k0jGfUIP0BiHwE8gL+qFMS1aLWO+HNwETMAETMAE+kFAD0dlukaw1ZfAH8iaro02QL6Hr285NzZnTWwA3ZzS/mEiDfULDNTYeRt6CgU7iIXTwo8afM+Y5KGIOUCVlBtAa3DQOAsmYAKVJjAP3qshTb05s1ioC9UbsY4W8xyg4n19An3tOsJ3nkzABEzABCpHIDSGuQG0ckWXyWFNC6iXIcm+PPDlTxMwgSoSmA6nNZeZunS36kp+L4U62XWsVNgybDkSVdp5DoFXLxzFGRp9Weyrac43pTe+r6k4chMwgX5PNULVAABAAElEQVQSWIfI9T/2EPh+Uu5f3NMQtXr9X41UD6YxNZhegt5AI9PskHOYftR/7S6ezwod11u2b4jk9274If/OjMQfu2ECTSTg+q+JpV5unouo/7rN4X3sqHpp+W4j8H6VIbAynqqsX0CjK+O1Hc2TQG3rv6IawvIsjG7j+m923B7pxQ8/QHqiocbPD6EbUd17WagXj96oq6F1aggtwh4lET1FUg+kOYpI0GmYgAmYgAlMQUAP0Y5E66FLkV78F0YDsDiFqbFza6QXJm2CTkCah7KOFnsP0PDAYd06wneeTMAETKAgAiuQTui52J7kFqw4A92Fbka/RWsh2wcJ6AHq4kjXFP/+4GavqRmBf5IfXYfofSifrlnenB0TaAyB58ip3nirhsBW24cfahDUEPgVWzewXKceoHORHz3JeaYtj/3+eUOS7vr9Tsjxm4AJ9IVAbZ8A9oVWnJHqYee+SD1BVQ9IqvMeQLrpuxepbngbaZvqRI2YKKP3J8mOKKIHzK2ko7yuogQjND2w1HWLfFwkQv/skgk0gYDrv+qX8niy0KnB7jes1/m1k35WYraLqP+6yV7w6/5udvY+lSTwWbzW/+OWSnpvp3slUNv6ryk9QEMPRD3lUw/IVlPPmF2RXnykXi8Lojpa6PHzesGZuztJTxWnzQRMwARMoHgCatA8HK2ETkEaxqY6T7059JKdsUgNbjpfn4T0MHAHVNfen2RtxMz6wDRKIUbTTUfoBeoHiDGWkH0yAROoKoGdcXxPpAd/GhG4DFoS7YT0QPBbaHdkm0xg2WTxnsmrvFRzAmeSP/1H9CJNjSKymUAtCDSlAXSGpLTuHKTUNOThO2ghpHnBwtthWayNjU5yoh5ARZobQIuk7bRMwARMYHAC6vGpm7qlkeb5nB3poZ/qyLmQGkj3QBoOWHcLDaAxvgU+sL86WXADaCDibxMwARPoncDXiEIjHjZDxyM1eqp+/CNaE6nH6CHINpmAGoll/xr48mcDCLxBHk9I8vn1BuTXWWwIgaY0gD5GeepP/LEhyvVnbPsV0qS/GvqX9mURBK2EzZh4WVYD6PKVoGQnTcAETKAZBMLUL0+QXdWPTbMqNIBemRTKBk0rHOfXBEzABPpIQA/7rkGaCqXd9FBMowMXQPO3b2zw79AA6h6gzToIjiG7elig96joP2EzgcoTaEoDaJjPbFtKTE/61h2k5PZmvXqD6ong35F6x9TFQgNoWUPg3QBalyPJ+TABE2gCAfUKlepo05CpUWgSKrpOzMLzRgKrcXoFVKfrkSwMHNYETMAE8ibwKhE+P0Sk2i5baODLnxDwEPhmHgbqRPZnpDnhNW2EzQRMoEIEFsbXR5Dm1ZJ2RJ1MN0Z/QiGcvsuwMNm0btDysC2IRHm5II/IMsSheeXU61Rpz5ZhPwc1AROIg0BtJ8GOA2+UXqi+DHVgGQ7mXf+150F1kfL3YvuGCH+Pwyf5uk2EvtklE6g7Add/1S/h8WRB939hKjDl6PfoaaR7lE72N1bqvFvGg6d+13+d8jvcOnFSz9iymAznn7f3l4Cm4VHZ6z9T1wfj/SVYzdhrW/81pQeoDrtH0SroKKT5S55CnUwNjjsgPeV4oVOAiq4LPUCLHgKvE2aYL8a9QCt68NhtEzABE6gRgSoMfw+4xyULG4UV/jYBEzABE8hEYBFCv4zuQKci3d/NjY5ArbY4P36DPoKuQHW6DyQ7XZt6wur9GGoAM5OuMVZ2R81HfjPSf+Yzlc2FHTcBE0hFQL1ENk0VMv9AeT8B3BUX1Rh5av6uDhvjKYRQ2l8eNqQDmIAJxEagtk8AYwMdkT96ODpXojLcyrv+a8+DHsapTrqrfUOEvzdMfP1nhL7ZJROoOwHXf9Uv4d3IwrHoOqROIDr3B2mKtOmRbE6kuQ617SW0MirD+l3/dZOnTdhJXMZ1s7P3qQWBz5ILHQO31yI3zkQaArWt/6ZNk/sGh9HwuEtqkn89uZOFeW0GfhXzeWeSzIrFJOdUTMAETMAEeiCgm8Jne9g/9l1nSRxUj6DY7VocnIBUf6r3xTPIZgImYAImkI7AqQSTZJrmbCzSiEBJ072ElwCq0VPLl6N90P3INkBg2QTEPQbSWAJnkPOfIl2L6KXSf0c2E6gkAfXysDWDQGgA1dPPok1DTmRuAB3g4E8TMAETMIHyCFSpAfRNMGkopuZg002HzQRMwARMoDsCmuZM03JpDtDvoNbhvOr9OQfaErnxEwgttkyyHKY0a9nkxYYQeIt8/irJ674NybOzWVMC7gFa04LtkK0wB2gZPUDdANqhQLzKBEzABEogsBppboHUC2ZWNArpwZh6v+imTz0OxyENdaqrVakBVGXwN7RZIt2420zABEzABLITcP2XnZn2WDbZzQ2g3fGry17HkZED0eZIUzXcjWwmYAImkBuBvOeAORzPdENb1lObp5P0NdzEZgImUB0CtZ0DpjpFkIunGxCLGjdVDwwnDQFcCpVledd/7fn4AivE4KT2DZH+DnOWPol/6glqMwETKIaA679iOPc7Fdd/vRHWi4NVZ+plUrZmE/g12dexcGKzMTQi97Wt/9wDtBHH73uZDEPgy+gBKgduRx9FmlT8UWQzARMwARMohsDaJHMBUm/Pi9G5SI1pz6OX0cxoDjQv2grp6b7O2bugs1DdrGo9QO+iAFRvLoxWRbcgmwmYgAmYwPAEXP8Nz2ioELOzUdcGGini+7ehSDVj2y/J5lfQ59Fh6D5kMwETMIFcCOTdA+Z3eKUnNq3z3eTiaMpIfp6kr67zNhMwgeoQqO0TwOoUQc+e3kAMauhcM2VMyxBuPHocjUy5T57B8q7/2n07mBWqD/+nfUPEv49JfD4oYh/tmgnUjYDrv+qXqOu/3spwPXZXfXlTb9F47xoReIi86Jj4TY3y5Kx8kEBt6z+/BOmDhV3XNaEHqJ7glWG3JYnqrYs2EzABEzCBYgiMJhn1GjwW3ZgyyXsIdxhaAC2ecp8qBataD1CxPS8B/IkqgbavJmACJlAiAdd/vcP3/J+9M6xbDJ9LMrQT3/qP2UygUgTcAFqp4urJ2dAAWtYQ+FsT73UjbjMBEzABEyiGwDwko+lu1Jszi2nOL5mGzdfNqtgAeimFoAeYqyMNhbeZgAmYgAkMTcD139B80mx1A2gaSs0KcyXZvQZp6qQvNCvrzm0dCLgBtA6lmC4PZb4FXh6qR9EEpN5EsyGbCZiACZhA/wlozq7X0afQdCmTU4PpruhNdFfKfaoUrIoNoBMBfFECedsqwbavJmACJlASgVjqv+nJvx4mppHCxmTLJc7cHZNT9qV0Aj9LPPgm39OU7o0dMIEMBNwAmgFWxYOGHqBlDYGfBL9/JgxXqzhLu28CJmACVSGgc++RSPN4qRfhzig8EGNxCtN8n1ujC9Am6AT0FqqbzZpk6KWKZexPib/bVcxvu2sCJmACZRCIof7TS2P0AEsPItPolgTUVMl32V+hB6gbQMsuibjS/wvu3IcWQzvG5Zq9MQETqCoBPXHTBMOqvPOwMGHxmDwi6zKOo9lPefp2l/t7NxMwgeIJrEOS+t9eW3zSTjEnAnrYuS/SAzCVpfQiegDdjO5Fz6C3kba9g85CZbwAiWRH5F3/Kc5W07GsfK7burICy+q5qhtpldM8FfDXLppA1Qm4/qt6CY4YUXb9p5ftqe5N0/gZwoR6uGz6mt9R1wNvIPfyK7s04kv/i7ikYzU02sfnoT3qhYDrv17oed+uCOR9A/gsXugkNVdX3uSz066JD2fmE51jMQETKICAK8ACIBeUxBKkczJSg6dualQnBKmOuB2diJZHZVre9V97Xu5mhfKtdKpmehmSfP9K1Ry3vyZQQQKu/ypYaIO47PpvEDBDrNac06pv7hgijDc1l4Cma3gC6RjZtLkYaptz13+1Ldp4M5b3DaCe3ukEVebcMiFPD8eL3Z6ZgAm0EXAF2AakJj/VK0bzMetN72XWC51whroirxEQ7Wk8zgrVhwu2b6jA788lvv+jAr7aRROoOgHXf1Uvwc7+N7n+60yk89pdWK268ozOm73WBEZ8BwY6Ri41i9oRqG39pwrAVn8CevGFpLnc1BBalt1Dwi+jRdG8ZTnhdE3ABEzABN7rAaph8Hp6X2a9UEZRVHUOULE6NymvDfl2PSoiNhMwARPIRkAjIJpa/2UhFUZJaNSEzQQ6ETiGlZpPfWO0dqcAXmcCsRFwA2hsJdIff2ZOon2lP9GnjlUXHDcloX2STI3NAU3ABEzABHIioDfc6yVQ6l36ak5xFhmNbjQuRpqPbYciE3ZaJmACJtAQAjOQT6np5gbQph8Bw+dfHZt+kwT73vDBHcIEyifgBtDyy6AID2ZKEim7AVRuXJf4sm7y7S8TMAETMAETKIqAXiQkq9ob4Ae8HvgMwxF3al3pZRMwARMwgZ4JLEwMExL1HFnFIwjzgd9V8XzY/f4SOILo9Z/5BFqhv0k5dhPonYAbQHtnWIUYYukBKlZ6+67MDaADHPxpAiZgAiZQHAHNeyqrcgPoX/BfNxsfQlWcxxS3bSZgAiZgAhETGIVviyFNn3Z/xH7atfIJPI0LeoHmVMi9QMsvD3swDAE3gA4DqCabQwNoDMP91ACqyZLXRCNrwtfZMAETMAETqAaBKs//GQirLr8A6WZjx7DS3yZgAiZgAj0T0Evy5k7Uc2QVjmBZfFc7gRo/1QhqM4GhCPyMjW8ijUxZaqiA3mYCZRNwA2jZJVBM+qEBNIYh8M+R5XvRaLRqMdl3KiZgAiZgAibwHoHZEw4vVJxHGAb/qYrnw+6bgAmYQEwE9L6CZxPF5FfRvoTh73cWnbDTqySBR/H6NKT5yfevZA7sdGMIuAG0GUUdUwOoiF+VYNfwPZsJmIAJmIAJFEUgDIHXG4CrbOfj/GtoHbRIlTNi303ABEzABKIjEOZydANodEUTrUM/wbO30WfR4tF6accaT8ANoM04BGJ6CZKIX5lg36AZ+J1LEzABEzCBSAjUpQH0dXj+FXkYfCQHlt0wAROInsBqeHgAUk+1c9DF6E/oFKReaxsjnVNtk19mc5dhmEBKAg8R7rdoWqT/mc0ETMAEMhFYjtCaK3NSpr06B/56EtfRnTcXvnaxxB8NMfGFRuH4naAJZCKgHmY6F4UXmGXa2YFNoAsCedZ/7cnvxwodz79o31DB39snebmugr7bZROoAgHXf1UopeF9VIeL8A4Cnf+H0uVsL3MOw37Wf8OTmhzikYRTmSwme+OlqhBYAkc1Z6ykZVt1CdS2/lMLva3+BGZJshjLW28fwp/H0EJIc8x4eAUQbCZgAiZgAn0nUJceoAKlFyFpGPzaSMPg/4NsJmACJmACkwno/Khzpd5qrh6f56In0fPoZaRpwuZA86Kt0ObodrQLOgs10XTfqDplAnqgiQCc564J6Hj5f2h3dBDaFdlMICoCHgIfVXH0zZnQAKqKPhbTE1bZhgNf/jQBEzABEzCBvhOoy0uQBEo3pxoGL9th4MufJmACJmACLQQ0+k09PtdFatw8Bmn4+xXoNqRpudQoejzaBq2MdL90JBqJmmgrJpm+m+93mgjAee6JwCHsrR6gO6NleorJO5tAHwi4AbQPUAeJchrWj0GLpdSChMvLZk0iiqkBdFzi00bJt79MwARMwARMoN8E6tQDVKzOTIDt2G9wjt8ETMAEKkZgNP6uio5FN6b0/R7CHYYWQIun3KduwUID6B11y5jzUwiBh0nlRKS2DzWG2kwgKgIeAl9ccZxAUp/vIrmputinfZcYe4BeljipHqDKo57O2kzABEzABEygnwTq1ANUnC5EeiHS2mhh9CiymYAJmIAJjBgxDxB0r/t4RhhPJeE1bL6J5gbQJpZ6vnn+EdHthjRX+eroZmQzgSgIuAdoccXwT5LSvBgPpVSeNzGhAfSl4rI7bEpioTzOjVYYNrQDmIAJmIAJmEDvBOZIoni+96iiiEGNn+cjPUjUjYbNBEzABExggIDuM3SO/BSabmDVsJ9qMN0VvYnuGjZ0PQOslGTr9npmz7kqgMATpHE00rXJTwtIz0mYgAnUgECebwG8Eh7qYblBZFxOS/zaOzK/7I4JmMBkArV9C+DkLHopMgJ51n/tWbuXFaoPl27fUOHfurlXnq6qcB7sugnESMD1X4ylks2nQwkezo+ak3DGQXbXfJ9bo0uQwv8KlWH9rP/S5udFAorBPGl3cDgT6EBAI270sFnH0mYdtntV3ARc/8VdPrX0Ls8KUL1PdfLRxN4x2a44I7/Ojckp+2ICJjAFAVeAU+DwjwII5Fn/tbv7DCtU72j0QV1MN/Tq5aSXVeQ5f3hd+DgfJtAtAdd/3ZKLZz+NdtwXvYZ07pfUwKeRaBqWq4diqhfeRtqm86je/l7WC5D6Wf+RrWFtDCHEIUwDMOwODmACQxD4Ftt0PKktwiOPhwAV4aba1n8+ECM82vrg0ixJnDG9BEkuXZr4tSHf0yTL/jIBEzABEzCBfhDQUCz1SJC9MPBVi0/d2GsuUA+Dr0VxOhMmYAI5ElCD5uFoJXQKug/pvmhxtBoai3TuvBudhDT/5Q7oLdREC51l1GBlM4FeCWgY/MNI/7/PI5sJlE7ADaClF0EhDoS3wL9USGrpE9HcPPcj+acJkm0mYAImYAIm0C8CuunVwzY9DFRvnzrZH5PMaDi8zQRMwARMYEoC6vG5O9L0J5rnUw/D1GN+BjQXUgPNHqip836S9fdsleT7tuTbXybQC4E32Pl7SQQ/4nvmXiLzviaQBwFVALZ6E9BTTd30yWJrAJVP/0BLoY+hG5DNBEzABEygXgTUw+bjSPVRGps3TaAuwsyR7PN8F/vGvstfcXACWg8thB5DNhMwARMwgQ8SUK9QDYOXbFMScAPolDz8q3cCfyCKvdG6aH8UGkRZtJmACZjAZAJ5zQGjxk/NvRHb8PeQU721Vv6F4fBhvb9NwATiIFDbOWDiwNsIL9Q4p/N8VukmNU/TSAP5oHnf6mjqBar87VvHzDlPJlACAdd/JUBveJJ53f91i/FhdlQ9smy3EXg/E+hAYE3W6ZpuIlqyw3avio9Abes/9wCN72DL26PZkghjfcqphk+dENdHo5Fe5GAzARMwAROoD4EfkpV/obQ9QNVTU3NF6SYsT5sziey5PCONKC71stgRfRodHpFfdsUETMAETCB+ApoWYFGke7F743fXHlaIwI34eirStd0RSKOCbCZgAiYwBYG8ngCuRKy6ibx9itjj+nF94uMWcbllb0zABCBQ2yeALt1oCeRV/7Vn8DOsUH34f+0bavJbc9lpqhvlUVPL2EzABHoj4PqvN37eOzuBftV/aTz5KIFUf1yTJrDDmEBGAvMQXh2ydIxtnXFfBy+eQG3rP78EqfiDqegUY+8BKh6XJFA2LRqO0zMBEzABE2gMAb3oQvbswFftPieSo7OTXO1Su9w5QyZgAiZgAv0ksFoS+S39TMRxN5bA0+T8oCT3R/E9qrEknPFSCbgBtFT8hSSu4QyyWIfAy7eL9YFtPvDlTxMwARMwARPInUDdG0AF7LcJNTWApp1yINnFXyZgAiZgAg0moHmyZXWdJ3sgd/4sk8CvSfw2NAZ9H9lMoHACbgAtHHnhCYYeoC8UnnL6BK8jqIbtLYPGIJsJmIAJmIAJ5E2gCQ2g44D2CBqDNkY2EzABEzABE0hDIDSAugdoGloO0w2BSez0FaT3f3wLacoHmwkUSsANoIXiLiWx0AAacw/QtyEThsFvVQolJ2oCJmACJlB3AnMnGazrEHhlT3NrnZzk80vJt79MwARMwARMYCgCul9cAk1Adw0V0NtMoEcCevfHcWgkOh5NhWwmUBgBN4AWhrq0hPQ2XVnMPUDl3/n6wPxWuAEO/jQBEzABE8iXQBN6gIrYSUgPFrdD8yGbCZiACZiACQxFYA02qiHqNqT6w2YC/STwPSJ/Eq2PvtzPhBy3CbQTcANoO5H6/Q4NoM9FnjU1gKpbvIbszRy5r3bPBEzABEygegT0BlLZMwNftf18nJydi9S74qu1zaUzZgImYAImkBeBtZKIbsgrQsdjAkMQ0NR3X0+2/5TvBYcI600mkCsBN4DmijPKyEID6PNRejfZKQ1JvAZNj7acvNpLJmACJmACJpALgdAAOj6X2OKO5PDEvb34niluV+2dCZiACZhAyQTWTtJ3A2jJBdGg5M8mr39Gs6BjG5RvZ7VkAm4ALbkACkh+ziSN2HuAyk2dCGU7Dnz50wRMwARMwARyITANsag+1MT7dZ4DNMDSA8UrkR6C7h1W+tsETMAETMAEOhAIDaCan9FmAkUR0CgVvadEU+DtXFSiTqfZBNwAWv/yr0oPUJXEWUg3p3oR0szIZgImYAImYAJ5EJibSDS/mRo/Vc80wQ5OMvltvpV/mwmYgAmYgAm0E1iMFfMiTQ/zQPtG/zaBPhLQPKD7JvEfxbeOQ5sJ9JWAG0D7ijeKyKvUA1Tzll2BZkDuBRrF4WMnTMAETKAWBMLw96drkZt0mbiMYBegWdEv0u3iUCZgAiZgAg0jsG6S3+salm9nNw4Cp+DGRUidtvR2eJsJ9JWAG0D7ijeKyKvUA1TATk2o7ZF8+8sETMAETMAEeiUQehU0Yf7PVlYa/j4B7YI+07rByyZgAiZgAiYAgfUSCpo6xWYCZRD4IonqxUjbIF2v2EygbwTcANo3tFFEPC1eqOeH3q6u+TWqYGfipHzV08jVquCwfTQBEzABE4iewHyJh09F72m+Dmo44zeSKE/i+2P5Ru/YTMAETMAEKk5g/cT/qyueD7tfXQKP4fo+iftH871wdbNiz2Mn4AbQ2EuoN//mYvcw59m7vUVV2N6vk5K6wstOfe/THyZgAiZgAibQG4EFkt0131TT7Hgy/Cuk6WXOR7rJ8PUfEGwmYAIm0HAC6iizEnoT3dhwFs5+uQROI/lzkY5JtQWoDcNmArkT8AVw7kijijDMeaZJratkullTg+0KaOUqOW5fTcAETMAEoiQwf+LVE1F613+nNBT+52g6dAT6J/ovNA2ymYAJmIAJNJOAen+qPUCNnxObicC5joiAhsJrrvaPojB6JSL37EodCLgBtA6lOHgewltfq/bSh3vI0jFIT340GbKG8ttMwARMwARMoFsCTe4BKmZ6qPjf6BPoYaQHjL9Hd6PtkM0ETMAETKB5BDZMsnxF87LuHEdIQJ22vpD49RO+3REqwkKquktuAK16CQ7tf1V7gCpX30WPorWReqvYTMAETMAETKBbAk3vARq4ncfC0ki9LP6NxqKz0R/QjMhmAiZgAibQHAIbJ1m9rDlZdk4jJ/BX/FNHqOmRHtSORjYTyI1AU3vW6eU6WyBd+GueiVHoNaS3j92PrkXjkHpMVNmq2gNUzF9BOyFVyF9FKqevoxeRzQRMwARMwASyEFgoCfxElp1qGlZzvZ2ITkFqCP0pUn27GNoU6VrIZgImYAImUG8Cs5E93ROrTri63ll17ipGYD/8/TBaHumlSKFXKIs2EzCBLAQ2ILAaN9WwOZwuJ8xSqCxbjoTl46QeHPhREsf3e4ij7F23xIFXk3yo8VO9Qd0dHgg2EyiIwDqko3ORzp02EyiCQB71X6ufGu2iG7x30PStG7z8HgE9DH4A6X+ua5/pkM0ETGDECNd/PgqKJpB3/TeU/9uyMZz3hwrnbSZQBgE1furlyDpGP1uGAw1P0/VfDQ4ADaVWr8K30UVoT6QTv54urILUOLoN+hLSG8jeQBPQDqgMy6MCPAnHddLYo4wM5Jjm0sR1CVJegjRXjSbutpmACfSXgCvA/vJ17B8kkEf91xrrAvxQ3TG+daWXpyCwML807Yw4/WaKLf5hAs0l4PqvuWVfVs7zrv+Gysev2ahz/veHCuRtJlAiAfX81DGqzlBqELUVR8D1X3Gs+5bSDcT8MlozZQrLEE43S4+jkSn3yTNYHhXghTikk8ZWeTpWYlxqqD4KPY+UL/XmUS/XqZDNBEygPwRcAfaHa1mxarjbAeg0dA66GP0JnYL2Rxujss+pedR/ZON9C8fwje+v8UInAjo29OBX9aseCNtMoOkEwrnDIyCafiQUl/+867+hPP83G3W+X2uoQN5mAiUTOJX0dZzeizQlnq0YAq7/iuHct1RGE/Nb6LCMKWj+Cf3h1AOxaMujArwNp+X/qkU73+f0ZiL+HyKVqfLn3ipAsJlAnwi4AuwT2IKj1SgH3cTrnDmcLidM1aeAIQvv26dYUp71sh/b0AT2ZrNYPYVmHzqot5pA7Qm4/qt9EUeXwTzu/9JkSnW8zvXPIr8UOQ0xhymLwCgSDm0a57Hs47WYkqht/deUA2gejhO98Em9ObOYbgBk+uNV0TTsT/bkwFdtPtUN/iC0JVJvlT2RGqttJmACJmACHySwNqsuQBoBoR6fe6FPog2RHpBpKpht0ZfRX5Auem5HZU0BQ9K52mJJbA/nGms9IzuabF2B5kWH1TOLzpUJmIAJNJ7AxxMCF/GtEXU2E4iVgO71dc36HNJxeyiymYAJDENgGra/hq5GaSf3V4Op5p3UXKAjUdHW6xNA+awKTXOe1rmhWydE5VO9QXXTbjMBE8iXQG2fAOaLKerYbsC7l1GTpoBpLZDj+KGeLl9tXenlQQmMZctEpLp1vUFDeYMJ1J+A67/6l3FsOez1/i9tfsYRUPXiTml3cDgTKJmApmgKoz93K9mXJiTv+q8GpaynBTrRX4V2RjOiTqaGw62RGj8V/leoDOu1AlSPF/n/nzKcLzjNw5K8am6QGQpO28mZQN0JuAKsdgmPxn1dMOo8mcWqPgVMa17/xg/Vh1u0rvTykAR+yFYx07AzPUS2mUATCbj+a2Kpl5vnXu//0ng/F4HUQUadfGZJs4PDmEAkBL6EH7o2eRNtEolPdXXD9V8NSla9IPdF6gmqP470InoA3YzUePYMUoWgber5cBYqo/cnyY7otQLciDiUjytR3U29eu9Ayu9P6p5Z588ECibgCrBg4DknN4b4dG7cJ2O8elCo/VbJuF8ewXut/9p9eJAVysvS7Rv8e1ACepgYuGU9dgaN1BtMoGIEXP9VrMBq4G7e9V8nJF9kperE8ztt9DoTiJzAT/FPx69GNq0eua9Vds/1X5VLr833Jfh9MlKDpxo59QcK0kTQmvfsRLQ8KtN6rQB3xXnl6/QyM1Fg2muR1iSkJ0JiZzMBE8iHgCvAfDiWFUsTp4BpZT09P1Q3qBdsWQ80W/2p0rLm2tJ1hG4yFqyS4/bVBHIi4PovJ5CRRLMafhyATkPnoIvRn9ApaH+kIbZToTKt1/u/NL7/jUA6t38+TWCHMYHICOg/+lukY1id13zfD4Q+mOu/PkCNIUr1Cp0NLYB0kxST9VoBHkRmdGL4cUyZ6rMvv07yPK7P6Th6E2gSAVeA1S/tpk0B01piK/BDdeF9rSu9nJqAGgfE77zUezigCdSHgOu/epTlBmTjWqRz2XC6nDBLobKs1/u/4fyejwBh+LvugW0mUEUCelfLX5H+z0+gsciWL4Ha1n86eJpoegKoucD0Z5kVjUIaGv8Suh+pkhyH9Keqqi2WOP5wVTPQhd96qqu3Fm+IdkWnIZsJmIAJNJ3AgQDQCIdDUBgVoPpOb9R8Ec2E5kCzI/UYVd13NvomqrotnWTgnqpnpCT/v0a6G6OPoz2QRsjYTMAETKAqBNbG0QuQ7vXU4/Nc9CR6Hql3+8xI9d+8aCu0Obod7YLOQnWzz5Ih1fN/Qar/bSZQRQJqxNc9vxpBP4ouS759rQcImwm0EmjSE8CrybhuYjdqBdCAZVXsyre6xM/dgPw6iybQbwK1fQLYb3ARxr8EPjVhCphW9GE0hOaMsnVH4DPspnr1dbRad1F4LxOoJAHXf5UstimcvoFfL6M1p1g7+I9l2DQePY5GDh6sb1v63QP0X3iu8/nWfcuBIzaB4giMJql/IB3T+t+ujGz5EHD9lw/HUmPRE8BXkJ4YXIT2RNuiD6NVkBpHt0FfQno6+AaagPR0oQzrtQJ8Gqd1MtDw/qbZJWRYeT+jaRl3fk2gDwRcAfYBagRR1nkKmFa86sGj+mDn1pVezkzgePYQR/WcUgOBzQSaQMD1X7VLWY0jb6HDMmZjP8LrfBdGEGTcvafgvd7/DZX4RmxUvh5D6gVqM4E6EBhFJi5EOrbVq3lDZOudgOu/3hmWHsMNeNCUJ4CzkVedBF4tnXo5DowhWZW1GGgIS5NNQ3tmaTIA571nAq4Ae0boCDISyPMGUNPaqC5YMaMPDj4lgen4GR4uvsDybsg30ECw1ZqA679qF+8Y3Nf5f5+M2dADM+2nDjJFW571X7vvYU5njYywmUCdCOga5Y9I/9uJ6L+QrTcCrv9641f63qPxoElPAD9EfnUCuLF08uU58PmEgRqBm3bjuyR5Pgo9mjDQsaChPMchDw0Agi0TAVeAmXBFH3g1PDwAaY7kc1Cd34I7K/l7B2k0RxlDGUm2VqZeFmci1SnSeKReF2cjNY7eih5B6iX6ABqHfoE0p575A8FWOQKu/ypXZFM4rIc0esfD1UgNJGlsWgLpfKaRgGWct/rVALoU+ZmEJqJ5kc0E6kZAI5uORLo+0bXfwWgqZOuOgOu/7rhFs9cYPNGfoSlPAPdM8nsy3022U8m8yl03ZAuiKtuMOL8I0g3oYDYPG36D1NivfEtqAJbCb1UIZ6CFkc0E0hBwBZiGUvxhNsDFa1E4Fwz1fTnhdLNUluV1A/gxMqB8XlNWRmqa7mfI191oqGOofZvqpT+jFVCe5pubPGk6rnYCrv/aiVTv96G4rPPRVWhnpOvpTqbGzq1R6On+q06BCliXV/3X7uqprBCH49s3+LcJ1IyA2ns05aGOd/V69khIIHRhrv+6gBbTLk17Angs8PWn/0ZMhVCCLzOQ5tVILO5DakBMa3MS8CNoF/R59EmkoTCKs0jTyUcXY+FEru8b0PfRekgNu2uhn6Ew7F83mieiVVEw3XT+Er2OxEPz4aqh3GYCwxFwBTgcofi3r42LTZoDO5SIzpM63+ncZ8ufgBrJt0Tboc2QehcviuZDSyCt+yF6EKkcglQvfxHNhbKYenBtitTD4xYU6rMnWP5/aA1kM4E8Cbj+y5NmOXGpV9i+SD1BwznoRZYfQDeje9EzKFxnq6OA5o4eicqwfjSAKk7l7020WBmZcpomUDABXX+8gPSfVxuA7uFt2Qi4/svGK8rQTXoCeCsloD/8BlGWRLFOzU5yusARjyfRh9FgprD7IDUw6gIoXCi1fusC4k70e6Rj6rvoIKQnxeeju9Cz6CX0INKTp11RNw2n32G/SUjp66LlP8l3qz/ty+cRZlk0mC3EhjNR2O8ilucbLLDXmwAEXAFW/zDQOU0PSNZMmZVlCDcePY7KuAnM6wbwUvzXue6TyFYugQ1J/tdIdWOof1S/3YiORnsh9b7Sgz3dqEjro+3R/kh12yso7Bu+Qx0Zfp9ImJmQzQTyIOD6Lw+KccShhzInIzV4voPCOUPfum6/Hen8sTwq0/Kq/1rzoGt95VP3KjYTaAoB/edDm8hElvUgxKNG0pe+67/0rKIN2ZQngDNSAmqkU4PZqGhLo1jHZiW5fyBV/rpZ0gXOqkjHxGi0CToVhd4kCqflK9FvkS6YzkV3I7HV9qx6in3UoJn2xHt4kob8/V+kPMhUpluh3yD1gFEDxR3J79X5TmvbE1AXfMrH02gLZDOBTgRcAXaiUp11OsepV/hhGV3ej/A6Pyydcb88gi+XpK3zX7emfE9AimOObiPxfrkTULl8Dl2IdEOStS69jX0OQRsgNXSqTh2LVE+qvBWf6sRFkM0EeiXg+q9XgnHur+v/2dACaPrIXMyj/mvN0k780HnxeTRX6wYvm0ADCMxAHnXPHK41rmBZ1wy24Qm4/hueUWVC6GmAGrTq+gRwc/KmP/n1yDaZgCY1/yFSw3A4CerGOCzr+x2kmzI1DuqE2cm0fg2kG7gD0E+Q4t0bbYNWQnOjWZAaDr6E1MMlpHM/y8PdmB2RhNcE7Nuhftn8RHwJCnn/BcvT9Ssxx1tZAq4AK1t07zk+hk/9x/d571f6j52T/dQTr2jL4wZwW5xWvq8t2nmnl5qAGkM/gr6FjkN/RVejWxNp+RykuukzaEE0lC3DRj2oVLk/hpZFNhPohYDrv17oxbfvarika/fTkM4tF6M/oVPQ/mhjlLajAkH7YnnUf8GxhVh4DumcuEdY6W8TaCABdR56Eum/MBH9CKnTmG1wAq7/BmdT6S1T4/1saAE0fWQ56bYC/CX50J9bPSRsHySwJKuORg8hNXiqkfEW9D9ocdQv+yYRKy2VzQtIjQvtNg0rdBOoMAq7Jeq36ULv2+hNpHRvRn4yBgTb+wRcAb6PopILOq+8htSYlPYBx7SEvQTpPDQSFW3d1n+tfv6BHzqnfad1pZdrT2BWcjgOqeyfRisjmwl0S8D1X7fk4tpPPcb1MEznheF0OWGWQmVZHvWffNeIMXWGUX7PQzYTaDqB2QGgUaC6/9f/4im0N9J/xfZBAq7/PsjEa/pMoJsKUI1ZjyD9qdfts391iF4N4EWahp7oiXO4+LqI5Y2Qbtg+hK5E2vY62gIVaWuR2INI6b+KvoRsJiACrgCrfxwcShb0374K6eHLYE+91di5NVLjp8L/CpVh3dR/rX7Oy4+JSFOWDNdrsHU/L9eDgEZqnI90DD+PdA6zmUA3BFz/dUMtrn3Wxp1XkOqDi9CeaFv0YbQKUuPoNkjXvZruSg/+JqAdUBnWa/0nn9WpJ5wDdW3vaWBExWYCAwR0Xm99IPIMv49BG6E8TP+35dFG6BPoU2gn9En0MaQHsxotGru5/ou9hHrwb2b21bAp9QSNybqpADchA7rgfwipMdQWJ4HdcesFpLJq1+OsK6vxWv+F37b4dCHLCyNbswm4Aqx++U9NFvZF6gkazjkvsvwAUq/ve5EuAHWDqO16On4WUoNoGdZN/dfq58/4oXyc3brSy40iMF1S/joOdNyrgcNWfQK6ThmLlkV6qNxvc/3Xb8L9j/8GkngZrZkyKd0Tjke6Hi+jDuy1/psHv9WLVee+p5HyYzMBE/ggga1ZdR3SfyXoTpYPRzsi/RdnRO2mNiPVQZshPVD5OToH3YFeRSGu4b71YEbX4KchjRTVw5hO6bG6FHP9Vwr2YhLdjmR0gOoAjsm6qQCvIAPKy3djyoh96UhAF+4/RDrR6sJMDRA/RuqeX7bpSdVzSMeSTs77Id1M5mGLEMk+6M/oHvQYuh39Dn0ezYnyMsWlxubfozvQo+hfSJWUfJAvVTQNT94UHYGuRo+gh9A49L9ofTQVystcAeZFsvx4lsCFk5HON2rk1H88SC9F03/xRLQ8KtO6qf+Cvyuz8AaahFYNK/3dSALTkGsdzzrGdbz/BOVVlxGVrQACo0lD1+mnoAdROF+F76dZp+uJL6K5Ud7m+i9vosXGp+PnLXRYxmR13atjbOmM++URfLkkbdVhWUzXfZ9GTyH5ruvrsutyXLCZQPQEdJ6/Bb2OQt3S+j2R9S8i3a+HjgKt29uXFfZudDk6F52B/oBUV/0D6Vpbo1Pa99NvxX8r+g3aBS2FyjLXf2WRLyBdXVjpgKt6A+h3k3yM53tWZDOBXgjMx85nonByfojlvZB6X2Q1Nep+AakiaG90CfGHb81FqgZK/S9nQFlN+2yPFEeY1zTE3f4tX8YhNZLOhmK3NXDwl0j/8fa8tP9+mDCHoGVRr+YKsFeCce4/NW7puF8ATR+Zi93eAOp4/w/S/+FXkeXJ7pRH4NskHW5a7mFZQ9H0IMkWJ4FZcEu9b3TD+Cpqrd90g3of0sPMF9u2qYz/hr6MdF7Lw1z/5UGxvDjGkLSOn30yurBzst8qGffLI3jW+m8eEtX1uR70h/+KGlnmRzYTMIH0BEYSdCN0MDoPqa6ZgML/Kny/xDp1JPg7OgF9F+2A9NA9SxuM7o/XRaqzjkXqDaoHNiGd8K3G0kvQ/yI95FgRFXHdXtv6L89eQpRFJU0NLWcjVR7H9DkHuuFMa7qRuxOpkUa9GIYyHaDXIv1R1PjzZ2QzgTwIbE4k6tofniKrIrgUXYnuR2+gu5NvHd+j0ZxoUbQC2gCth8LNpm5eVKmcj/S0TZXIvGht9An0URTCvsbyOKRjW2k8il5AE5FMjZ1zoIWQLhiVzkZIPsh0M6TK6Vx0PXoGqcFHFdTH0dZoFJKpwlFvyoeRKjxdPCr8K0jpaXtr4y0/3/u/6bsbaz33alns9D9X76QZkSrFBZCe/K2BPoYWRsH+xcJZaBx6AGn/pZHC6cZxERRMN5BXIJ0XFPZJpBtHlYXyp/PGUBbOL9cRSBW1rdoEVsP9LdBYpAs1/Qf0X9N/Uf9p/d/GoeGOC4JkMh2jaW1ZAqat/xSn/s+fRDuj6dFVaBMUzhUs2hpOQPXDyUjnSZnO7xei65GO+ydQOC++ybLqj/ZzPqty/18ozjpaax2n/LXWc6rj9T8NdZ2uAcag5dFaaHWkMDKdh1RGf0IXo3BeYPE9G8On6r1t0aZIN7DBVE+qnvsbugY9iXQjqTpR1y4vo+HOc67/gFRh03WVyvk2tDHSf3s407F3AdoQzYTeQkWarmfvQjr/yP+hTA0hN6HpkkC6Tj4YnYqGO7YJYjMBE0hBQPeb0iQ0Aen6oF+ma/I1kO63VP9I86N20/lB//eH0H/Q42g8ehbpXlnX9PJZ23SNrzpP5z+dz+R/mjzUtv5rv0CBR+0tXHiFjKrR5f/QN9CJYSXfOkDSVJQtuwy5eBhb/3vIEB02zjnnnO8ef/zxi3TY9P6qyy67bPY///nPP51jjjnO/8EPfnDu+xu8YAI5EHjzzTen+ulPf7r5+PHjd2NZJ+Ss5423p5tuums4Ps/Zcccdz19xxRV1Q9LRLrroorkuv/zybV966aVt3n777VU6Bhp65bvTTjvtP2edddZzN9544z9vuummzw0W/NZbb52R/81Wzz///LZJvsIN12C7lLp+6qmnfmr06NHnL7HEEmd/9atfvWMoZ37xi1+s8+ijj243YcKEj7/77rszDxYWVnf95je/2Xyw7Vp/1FFHrXrzzTf/5dVXX72Onyp/WzUJbIDbqod0QTOcqcF8D3T/cAFTbu9b/adj/d577z0z8eMd/iN/3Guvvb4/duzYiSl9c7CGEHj66aen5Xy2I+f83alflskh22pgyFof5pBs7aN4e+TIkTfPMsssF6+xxhrnb7/99k+kyfE111wzC9cQm73wwgubUad/iLpPDayDmuu/QdHUbcOhZOh76Gp0DDoHqUGg3dR4ruuhr6NN0K/R11Cv9j9EsB/K8hBwFHXZu6eeeursQyV+xBFHLHz77bf/kevDR2aeeeYzuDY8b8kll0zTsDFUtN5mAiYQEQHu0+Z/4IEHVn399ddXeuutt5Z/5513lkVjcLHr+9ZpppnmxpNOOknnuUHtwAMPXOPhhx/+O/Vp7e7/mnjhtg8lfcSgpT15wy9Z3Hfyz56XVAGrATRLBTg1DTmTTjnllAV6Tt0RmEAOBM4888y5b7zxxg1fe+21Vd544431OAEvPNVUU+kpky4c9TRqIhdiL6AnafT8Nzcwt37sYx+7msZI9TTMZL///e/nve2229YnLZ3wF580adL83NDMQiTqOSJ7Q2lzEh/PzdK/Z5xxxttXW221q3faaaenBzan//z73/8+y6WXXrr+c889tzPpzK09SWuO5AZqBr5Vyei/2/r/7eX82fpkXsvvkBc9WdSDlwnwewk9Td4eGTVq1F0LLLDA9d/61rfU8yWT0ZA89aGHHrrNxIkTF6ICG8tN/yKU2dzkR42io7gBvJkHLDsNFSn7r37XXXddQGNq7SrAofJds21rk5+/Iz1Z1rcelIXeUOodo+NhDjQv2grpJlD/513QWahX61v9R6PHjKeffvr3OZbHL7fccud85StfeahXZ71//QnQEDqWC/sPcV5bgXP+osl5cVbOjfqPjORbPa90vtd5vvVc377cei4naKUt5C2PPLXHod+hnlNdp/r7dfQydd2z1HWPTz/99P+ebbbZ7thyyy1vWmuttQZ9UJqG8OOPPz7taaedtgoPAndVeMp4jpYyVsPoDK7/0pCsRRj9j9XJ5RA0OsmRrlufQy+imZDqPzU26n+vY1U9jj+NdE3Wq+l+Uulnsvnmm++dY445ZmymnRzYBEygEQRefvnlabh3XYi6bkGW5+daZl7uleekrpsdzapv7vmWUD0LEF3PT8d1je7V37u+4R791iOPPFLnuEHthBNOWOXqq68+i3tJ3/8NSqk6G7bB1fNbdDPLquzUuNC6/ov8LtPmIXH5pe7MNhMwARMoi4B6DOpcdG1ZDjjdngncQAxq6FwzZUzLEE51z+NIF0xFm+u/ook7PRMwgU4EXP91olLNdUvg9snoXqQGAV3XBGnY6O1IIwGXR3nbDESohytptAjhfP+Xdwk4PhMwgawEXP9lJVah8NvhqyqaPSPz2TeAkRWI3TGBhhJwBVjtglePF/ViOSxjNjRkT3Xj0hn3yyO46788KDoOEzCBXgm4/uuVYJz7q1fobEgj7MKoolg8df0XS0nYDxNoNoHa1n9dzx3Q7OPBuTcBEzABEzCBShDQzZTqevXmzGJPJYHVY8VmAiZgAiZgAnUhoB6gGv4u2UzABEzABBpEoHU+uwZl21k1ARMwARMwgUYQeJRcvo4+haZLmWM1mO6K9CLAu1Lu42AmYAImYAImUAcCGrIu2UzABEzABGpGwA2gI0ZoImzN/6nJsG0mYAImYAImUCcCeuHIkWg9dCnaGQ32dmTN97k1ugBtgk5AebwEgmhsJmACJmACJhA9gYXxcEKi6J21gyZgAiZgAtkIeAj8iBH/ANmK2bA5tAmYgAmYgAlUhsCBeKqXPOgtuKcnXg/3FtyzCffNJKy/TMAETMAETMAETMAETMAETKDSBNwAOmLEypTgHmgsWhQtgzZEM6O/IpsJmIAJmIAJVJmA5js7HJ2LDkDro6XQrCjYcyzcjfTG+F8iD30Hgs0ETMAETKBRBDRf9tyNyrEzawImYAINItD0BlDd5O2N2qcCWIN1P0d/QF9DujG0mYAJmIAJmECVCTyA87snGVC9NwvSW+JVx72BbCZgAiZgAibQZAJ6YKgREzYTMAETMIEaEmhyA6h6fX4D3YRORasgrZOdh3ZE/4X0Egi9DKJomypJcCTfG+SYuCb1/hB6Osc4qxyV/gNzovFVzkSOvuslKeoV9kyOcVY5Kv1fdA64rcqZ6NH35Xvc37vHSSDmt+D2q/4brCQ+wgY1Ar87WIAKrV8AX5+sUV6eqBD7oVxVuTgvQxEqfpvOM7r+09zIg5nrv8HIeH2/CAxX/8VcX00PlJlRrA3Ic+BbzPO7xlxP6H5I88fH2ilM5/LX0EQUm+k/PT+K9RpgFL6Jnd6J02q1rf/CSbY1s01ZfoyM6gS9DtKf5SfouygwmYblcWhdNBt6FRVpGn7hRsoiiTstEzCBoQhcw0YNnbY1g4AudmVlXEy6/htg708TMIE4CLj+i6McevViNSLYAo1Fetgfbvw1J/b96Fo0DpX5MMz1HwVgMwETiIZA7eo/9X5roqlyWRBpCPxgN3eT2HYmUm/JxdAdqEhT4+xxaLmcE12R+NSg+zp6K+e4qxidhn+ql+1r6O0qZiBnn/V0T+cFNfjrP9B0mwkAehhyC9Ix0lTTzcBJTc18A/O9MHn+T5Lv8FCwSAz9qv865WEMK5VfTQEw2PUAmyph6n2jhus65UVlovxU2UK5OC9xlaL+KyobdYh4aAjXXP8NAacimzbAz8PQOin8vYIweyA1iJZhQ9V/i+LQIijWc3zM9xBTw029Uyehojs1keSwFns9Ee6HXiEnGkEUk8VetqGuifUaQP8LMbwBtV9vuf6L6Ujv0RdVICrQL7fE85NkXcuq94a+K9yyrSsrvvw7/FeePlPxfOTl/l8THlvlFWHF47kq4bF+xfORl/t68KH/ywp5Reh4TKACBNQgqONeqrvtSwaVT70kqur2bTKgvPy06hnB//2TvPy4Bnk5OMnLD2qQl0OSvBxYg7z8b5KX79QgL87C4ATWZpMabdTJ4SK0J9oWfRitgtQ4ug36EtKLAtUAoGHSO6DY7Bs4pHP8EbE5lvhzfeLfWhH6t3ji2wMR+iaXDkj8+1Gk/t2Z+Ld8hP6pc5f+F7dH6JtcOhTJv+/pR4T2ED7JvzER+tYXl6btS6zxR/oILmq4wyfQcUO4uyPb3kRlPQUcwjVvMgETMAETMIG+EHicWDVSwmYCJmACJmACVSZwNM7r5n5ddOMwGTme7cugy9GRSA2ibyGbCZiACZhATQiou2tT7XQyviXS9xptENTNWxWmegWehTw0Ggg2EzABEzCBRhDQ8KZnEzUiw86kCZiACZhA7QhomqtV0bFouMbPkPl7WNBw+QWQeg3aTMAETMAEakSgqT1AVYQaKrYh2jnRq3zL1H1/JaT5Gh5DeyObCZiACZiACZiACZiACZiACZhANQjMg5u619Wohiz2VBJ4VJadHNYETMAETCB+Ak1uAH2d4lkTfQt9HamSlK2FNFfMCegg9CKymYAJmIAJmEAdCFThLbh14Ow8mIAJmIAJlEvgUZLX/d6n0DFI05oNZ7o33hUp7F3DBfZ2EzABEzCBahFocgOoSkpv4/pRotn4HoP01C88+WPRZgImYAImYAKVJ6AXPWhY3zopcnIFYfZAnv86BSwHMQETMAETiJLAJLzSXJ56+cilSI2g56DXULuNZMXmSJ1iNkG/Rp7/Ewg2EzABE6gTgaY3gLaWpXp63ta6wssmYAImYAImUAMCegvuBUjD+S5GerHDk+h59DKaGc2B5kWa+1o3gXqb5i5I82DbTMAETMAETKCKBA7Eac1pfQg6PcnAS3w/h3TvNxNS/Tc7mgbphUlno28imwmYgAmYQM0INLUBdDXKcQs0Fs2KdFOop4GqENXj5Vo0DqkStJmACZiACZhAlQn4LbhVLj37bgImYAIm0C0BvdTvcHQuOgCtj5ZCuv8LpsbQu9EN6JfIQ9+BYDMBEzCBOhJoWgOohwDW8Sh2nkzABEzABAYjEN6Cq5u6rG/B/Tn76C249w4WudebgAmYgAmYQAUIPICPuyd+Ts33LEj1oxo/30A2EzABEzCBBhBoUgOohwA24IB2Fk3ABEzABKYgMA+/VNf7LbhTYPEPEzABEzCBhhJQr1ANf5dsJmACJmACDSLQpAZQDwFs0IHtrJqACZiACbxHwG/B9YFgAiZgAiZgAiZgAiZgAibQeAIaAtAEC0MAjyWzWYcALsA+GgJYF3s9yUj4rku+us1H4BC+u42nLvsFDuG7LvnqNh+BQ/juNh7vZwJlEQhvwV0PB/QW3J3RjIM4o7fgbo0uQHoL7gnoLVRnC28DDt9Vzms4T4XvOuTF5RJXKYZjy+USV7nYm2YQCP+78B1brsP5IXzH5F/wKXzH5Jt8CX6Fb/uXnkBgFr7T71lMyOBX+C4m1fSpBL/Cd/o9HTJqAmPwTi802iejl7pR1H6rZNwv5uDz45ze7Nuk3r9DlccibPw0mmqoQA3atiR53bFB+R0uq8sRYJvhAnm7CUROQA8790W6aVKdJmnon+ZEuxlpjs9n0NtI2zQ8UG9/V4No3U0vQdwN6Q3AVTc97N0NzVr1jOC/Gul3Q5qnr+qmt0zvhmauekbwX+WxGxrsIQqbKmP6n+yG9L+xmUAVCMyAk7uiWOsrvVx4+4hBboVvK0XqX+x13vJwi/l+aFv80z1bjBZ7vbky0LaMEZx96o3ANOyuG7+r0XQpo1ID4SVIE2M34SYwJRYHMwETMAETqCiBJfD7azPZOAAAO7hJREFUZKQGTzVyhsZQfT+LbkcnIl3o2kzABEzABEzABEzABEzABEzABCpI4FB81k3eVSjNEEA1fir8r5DNBEzABEzABOpEQL1CZ0Oa5mX6OmXMeTEBEzABEzABEzABEzABEzCBJhPwEMAml77zbgImYAImYAImYAImYAImYAImYAImYAImYAINIeAhgA0paGfTBEzABEzABEzABEzABEzABEzABEzABEzABJpOwEMAm34EOP8mYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAImYAKBwDQsjEGjw4oGfc9KXhdJmd+snLKGT+mGg2UgsCxhZ8sQPk3QrOWaNXyWYzKNvw5jAiaQnUAT/ocx5THtuTqLz1nPvdmPkvruMTNZWwJNlzKLLpeUoBzMBPpMYGri133NPH1OJ230sZ+Hs57r0uY773AzEqHKdWTeEfcYn/wag3TcxWYq28WRjsEYLM11Tuz/lxg42gcT6ImATlaHotfQu+gtdANaG1XN7sLh8YPo1A6ZWYN1yqvyLT2JjkSdTpJZOWUNT7K2PhDYnThVtp8bIu4sx03Wcs0aPssxOUSWvMkETKAHAlX8H2Y5jwlNbHlMc67O4nPWc28Ph0vtdv0sOfo3CtdGb7N8BVoVdTKXSycqXmcCxRNYmCRPRxNR+P8+x/IBKO2DDILmZrGfh7Oe63ID00VEYqnzsMp1pS7278cunyDSO9EkJL8moJ8jNYiWbR/DAfkW/gdvsPxbNC8qy3YnYfkz2D1p7P+Xsrg5XRPIncC+xKg/49VoH3QYehm9gjZAVbH5cFT5kN+6cG/XMaxrtVn48RgKJ+u9Wb4MKY4/o6lQq2XllDV8a1pezofAh4hGFZ7KdLDKJutxk7Vcs4TPekzmQ8mxmIAJtBKo4v8w63kstjymOVdn9TnLube1/Ju+HLg9BYj/Qd9E1yDVo2+i1VCruVxaaXjZBMojMDtJP4LCfcxXWda9z/PJurP4LtrC+STGe8zgW9pzXdHs2tP7HitUttJK7RtL+K264R30H/RT9CP0NJJ/Z6AybSMSV6Os7gH/iL6FbkXyTQ+LR6GiLc11TjgmY/y/FM3L6ZlA3wgsQcyvoatQ65PBNfn9NroWVcU2x1Gd2H6S0uHjkvBbtoRXz88/Jes3a1mflVPW8C1JeTEHAhoachAKjZ86LgZrAM1y3GQt16zhsxyTOWByFCZgAh0IVPF/mOU8pizHkscs5+osPmc993Y4DBq5Sj1j1Mip6z/1JGs1PSBXXXpd60qWXS5tQPzTBEoicATp6j96fFv6aux5ItmmuqIoi/k83M25rihundLRgyedm9XgqDIuuwF0Tnx4Fb2AxqBg07PwIJKPg40YCGH7+X194sNn2xK5JFm/d9v6fv5Me50T8/+ln3wctwkUTuBkUtRJaucOKV+UbNNJtwr2PZxUXrZP4eyihFElcl+HsOuwTvH8pWVbVk5Zw7ck5cUeCeii5p9IZXg/OjNZ/hzfnSzLcZO1XLOEz3pMdsqL15mACfRGoKr/wyznsVjymOVcndXnLOfe3o6Yeu39KbLzLtL1X7tpHrWXkaZJ0k2uzOUywMGfJhADgbtxQv9f3ce028Gs0LYftm/o4++Yz8NZz3V9xDRs1GrA/he6B12AVI5lN4D+IPFjJ77bTW0KZ6CPtG8o6LdGcE5AaqBt7dyl5EO5n6YfBViW65yY/y8FoHISJlAcgXtJSifSTnN17JlsO6A4d3pKSSdb5WVMilg+nYTVcP9ONp6VE9E0ycasnLKG7+SD13VHYHV2U8V3JJoJHYh0XHwOdbIsx03Wcs0S/tM4Jz/THpOd8uJ1JmACvRGo6v8wy3ksljxmOVdn9fleDoO6XNv0dkRn23tBgm+FVhhkN/UiUy+kGZLtLpdBQHm1CZRAQNOW7ThIul9ivc6JRTaAxnweznquGwRrIat/TSpvIY3O1DQGKseyG0DV2K4HYtOiGO1mnBKn9l6oGqav9fujIizLdU7M/5ciWEWTxtTReGJH+kFA5bsUegm91iGBJ5N1Yztsi3HVKjilk/EWSD0A1YD5ENJTnvlQqy2T/NDFfCdT3tXDYRGUlVPW8J3S97ruCajMF0carqenf8NZ2uMma7lmDZ/lmBwuT95uAibQHYGq/g/TnsdEJZY8ZjlXZ/E567m3uyOlnns9TrbOR3d2yN5HWTc/CtdXCuJyEQWbCcRB4Erc0KinThaGAl/faWMf1sV+Hs56rusDolRRapq2vdAh6MZUexQTaCGSUV3wNlKvyhPQZegotBwq29SbUvYLtD4ahT6DvozU7lHUfLhpr3Ni/7+ArDmmwrDVl8AsZE3dxPV2wE72fLJy1k4bI1unHqxLIuXpaPQG0kW8jmH1/NPFfOsJOeQpTd6zcsoaHtdsORLQcRsa74eLNstxk7Vcs4bPckwOly9vNwET6I5AFf+HWc5johJLHrOcq7P4nPXc292R0qy95iK7xyRZPqAl6y6XFhheNIFICeyDX+odqvc9XFiQj1U9Dw92risI2xTJzM0vNeSp0frQKbaU+2NmkpdeQKoXzkDboFXR19FN6NOoTPs1iW+F1kE67tXo+Tuk+8OVUacp8Fidu6W9zqnq/yV3YDFE6AbQGEqhfz6MTqJ+cZAk1JtSpqcmsZsaPzXsWSc29YRZC22PtP43aE50EgrHdJa8ZwlLEiOyhtc+tnIIZDluspZrv8OXQ8ypmkC9CWT938ZAI8t5TP5WMY9ZfM4SNobyi92H2XDwAqQRQ7qeugQFy8I6S9gQv79NwAR6I7ALu/8SqQFod/QOKsKq+H8f6lxXBLP2NHTfqoZGlaF6WsZiCyaObM73duhjaB4kfmr4VOeq45B6iZZli5PwN9D06HL0J/QA0qgF8QxT3LEYhVXx/xIFuH44MW0/InWc0RB4LvFEJ9dOFta/1mljZOv+iT8zoenQmy2+vcXyN9GWSE+Blkb/Qs8iWcjjwK/Jn2G98v5csjqsmxxqYCmsD5yyhm+Pz7+LI5DluHkwcSuUd7uXYX23x0GWY7I9bf82ARPIh0AV/4dZzmNZ6798qPYeS5ZycR3cO+8QwyIsXIiWQ+o9szdqNZdLKw0vm0B/CahRZ5MOSWjocacebf/N+p8idWjZDN2PirKqnYeHO9cVxS2k8yUWtkZ7oSLLLaQ/1HdojB1JoK+hf7QE/gPLK6ADkPJwECra1HHrNqR2rA3RVUimRs//RZpOQP8lPRCIxar2f4mFW1/8mLovsTrSWAhomLj+cLMP4tAcyfqXBtke4+rWxs/gn9Zdl/zQSVn2xMBXqrxn5ZQ1fOKKv0okkOa4yVquWcNnOSZLROWkTaDWBKr8P0xzHlPhVTGPWXzOeu6t9QHdQ+ZWYl9dO6nxUz3IPocmoVZzubTS8LIJ9JfAakR/bAet25aseuBpOrDD0ONoA3Q9KtKqdB5Oc64rkp16Tuqc+x/0NFIvy6AFWZap16XWzaEfBZuOKdk76K/vLU35cX7yc/kpVxf2S2xmRoej0PipxFV/fQfdg8RODbixWJX+L7Ew65sf0/YtZkccCwFdvOriVieBt9qcmjf5HduTpzY33/85C0t6KvX6+2smL4SnVROTVeGiPeRxcsiBJa2fgMJJPiunrOHb0/fv4ghkPW6y/F+yHAdZj8niCDklE2gOgar+D7Oex1Siaeu/GEo/a7lkOffGkL/YfFgbhy5Es6J90FGok7lcOlHxOhPoD4HbifY7HaK+uWWdermdgnZBGh2geRDDvQyLhVoVzsNpz3VFgluUxEYj9Uo9a5CEf5GsX4/vawcJ06/VE4j4eaTrjk72crJSDfFl2CZJoq3/i+CHGm1vQHqgp5GhV6JYrAr/l1hY2Q8T6InAiez9Ltq6QyznJts27rAttlXfT3w9uYNjOgHflWxfItmuykWNop1OjqsmYS9PwuorK6es4VuS8mLOBA4kPh3jquzaLetxk7Vcs4TPeky258W/TcAEeidQxf9h1vNYrHkc6lyd1ecs597ej5p6xfAhsvMK0sPkTwyTNZfLMIC82QQKJKCRm39C76KL0EyoTIv9PJzlXFckR82n+flBdBPrVb4HJdvn5rsM0/ElPzbokPiOybb9OmwrYtX+SfrfGySxi5PtywyyvZ+rD0zS7nRPGvv/pZ9cHLcJFEpA3dN1ArsEtfb41UlB3bHVCKgGxNhtLRxUPjQEcKE2Z7+YbAtd8sPmPybrPxxWJN+nJes/2rI+K6es4VuS8mLOBIaqbLIeN1nLNWv4LMdkzpgcnQmYQEKgav/DrOcxZTPGPA51rs7qc9Zzb1L0jf/S3GkPoUloy5Q0shxLLpeUUB3MBLog8BX20b2Q7t2m62L/vHeJ+f/ezbkubz7dxKceoSrjlbrZOcd9NiIu+aFpUmZAwXTchUba1cLKgr/Vq/cd9ACavy1tbXsbaXqBMqZ6HOo6J+b/SxtG/zSB6hMIJ1M1gu6M9MRmPFIX96VQVewYHNXJ+En0M/QpdBzSSfAxNBa12ur8UCOvejrohPRfKLA4ieV2C9vScsoavj09/86HwFCVjVLIetxkLdcs4bMek/kQciwmYAKtBKr4P8x6Hosxj8Odq7P6nOXc21r+TV4+mMzrOuo1pBvbwbQA24K5XAIJf5tAeQT0Bu7nkf6/96LB/rsHsa1Ii/U83M25rkhug6UVeJbdACr/Qm9jHWtfRbsizTWrY/B7qEw7ksTlx7+Rri22Q4egV5Ee8H0ElWHDXeeE8k3b1lBGHpymCdSCwEhy8SukxkCdLKTH0Q6oSqZ8fBdp7pGQD+XpQjQv6mRrs1JznIbw+lZvBl1ItFtWTlnDt6fn3/kQGK6yyXrcZC3XrOGzHJP5EHIsJmAC7QSq9j/Meh5TfmPL43Dn6qw+Zz33th8DTfx9DZluvR4abHmxNjhZjiWXSxs8/zSBHAhsShyD/V9b12uUW5EW6/+923Ndkew6pRUayGJoAFUPyoPRiygcYw+yrLq8bJNve6HnUPBN37eidVFZNtx1Tqz/l7J4OV0T6DsB/elWQUsjLVfVpsHxJZHm8pwuZSbmI5yGEc6VInxWTlnDp3DBQfpAIOtxk7Vcs4bPckz2AYejNAETgEDV/odZz2Mq5KrlMavPWc+9it/WHYEsx5LLpTvG3ssEqkjA//cqllo6n6ci2FJo8XTBCw0l3xZBusefvdCUe0vM/5fe+HlvEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzCB/9/e3Qfbds53AG/ImySIJAgRTtAEITSTTEKR0lRLmRJKKaEV450io9qiaKSEohVVr0lKwxjKEGKohlCCFCVt0yKNiMRLvAchRL/f3LXMsmfvc+45yT33ZT7PzPeutZ619tprf/44v/M8a+1zCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLbqMA1t9HP5WMR2NIE9sgFXT/5UfKz5BrJvslOyQ8SjQABAgQIbCkCu+ZCbpTsmPxwmYvaLfv2Hvb/eJnjVrtr97zgsOSOyXWT7yUrnX+7HHNgcrfkBsmFSa/teknPMc322b48uSJZ77Zn3nD6+8B6v7/3I0CAAIGNE9hWauG01u2Sj35wcnjSuvmt5OfJbDNWnRWxTYAAAQIbLXByjmxxabFp66Cs22d2Y43tgLzuwWt8rZcRIECAAIFFAsdkR2tUJx5vtuig9D8q6XHHLXPManYdmYPPTXrOaToJ+9qkE4fzWgepn0nG1/RmY2/ynzfpG/dNl+dk/7FJb0auVzs1b9RrOHS93tD7ECBAgMCaBLaVWtgPf+PkjKQP4kzrYOvlm5Le0Jy2RWNV48+pkvWtTmD7re6KXTABAhXonbuPJa9JWrQ0AgQIECBwdQtcOyd8fdKJyQ6YNlXrkyYvS56Q9H3enpydfCfpe/9m8sjkDkmf8Px+Mm1Pzsbtk08nr076REsHeWN7T1am37bo7799EvMuyYuSg5KjE40AAQIECMwKbO218Lb5QO9POqn5vuTDSetkJ0Xvm/xB0mPumVyYLGrGn4tk9BMgQIDALwmcnK0O6g6f9HYA1idU1tI6IOz5TlzLi72GAAECBAgsI3BM9rXGjHnsgmOvridAHzO81xeyvNOc92q9fNtwzAey3GnmmE7S9lqPmukfnwDdb6Z/3OxkaidZ+9rW1fVongBdD2XvQYAAgasusK3UwleEonXu8XNI+jX4Dw37j5vZ39o7Hau2TvY8xp8zUDa3HoHecdcIELj6BVowOuBqUVnUfpod0ydUxuNaaPrafZPlXj8ev2jZrwTeOrnuogPm9O+VvpvM6Z/X1eN653Cla+x17J/URCNAgACBrUfgQ7nUK5ITktaltbTd86LlakDrzvOTDqr6Z10+msy21suHJp9M7p68JJm23YaNL0w7N2L9jBzzzuG4Oy84fqXrn76s9fsWST/TWlrrdet2/0abRoAAAQJbhsBVrYUbUxs2ZS28VxhbY3uzcLa1/6+Gzj4NOm2tvfPGqtNj5q0vpXPRn6yZHq/mTTWsEyBAYCsUuGWu+c3Jt5MWlEuSpyYnJ90enwC9Ydb7Fb73JmPrBGEHdZcmPbb5XvKGpP+Jw9helZX+PbTu/0nS8zwhaetNjaclFyQdtI7nuTjrves3nazs5GVf+8Lkt5P/Tcbjv5b1o5PZ1kHZK5MvJuOxF2W9TwHNtrum47NJC2ePvSw5Ldkn0QgQIEBgyxU4JpfWn9vHJy8e1v81y2kNyeYv/gZoJzBn2wPT8flkrBWtAacnS8m0PSsbPeakaeeC9QOHY7+b5c5JB3WtY5cnPUe/5t7t+yRt5yXt368bC1prZo953cz+jb3+vmzv5OSkn7Hnar6SPC6ZNTt12H9olmP79aycnYyvvSLrrcm/l2gECBAgsHkErmotXE1t2JS1sDcWW1/uvwxjx239czBjmx2rLjf+7Gs6RjwxGb9V0fe7MKnhbFPzZkVsEyBAYCsU2C3X/J9JBy6vTfoD/xVJ7551IrOF4PCkrQWx22d2Y2h/m2X7Ppg8I/mT5ANJ+zowGlsHRCcn7f940oI5nnccWPUpmeOSJybvTn6U9PgO6Ma2T1ba10nKTqT22p+bnJKMg8lOjI5t+6z0XH1NJzL7lcUTkouS9j06GdvRWflZ8s2k53xEUouet39zZinRCBAgQGDLFGj96s/145NrJecO272RNm2PykaPe/60M+tPHvq/nuXzkp7vpKT1sROUt0vG1puGPcfDxo5llr3J19f3+COT/ZPWwHOS9rXOdPuApO28pP37dWNBe2v6e8yxk/2ruf7r5HVfGs7xziwfm/xZMt5UPDnr0zbW6UOHzqUsO2Bsvfz7pFYvT2rX67p3ohEgQIDA+gtclVq42tqwKWvhU0LXetLx6AuSw5I+lbpcmx2rLjf+3Dkn+lzS9+hYsWPCpyWfSdr30mRsS1lR80YNSwIECGzFAifl2vtD/kkzn+FBQ3/3jROVs0Vlu+y7JLkw2TEZW/s/nfw4GQd03deBX8/XO21ju3lWOul4QdIB67R1YNfjO9Ab2zgB2v4O9qbtqdlofwdqYzsuK+3rRO20HZyNDmovTlpMd0++kfRaOjidtgdkY/Y6pvutEyBAgMDmF5gO+no1d0z6M/3SpLVmbPMmQPtz/4dJJ/BaZ6btYdloDfhI0vrW9qmkfYu+gt5jpq2v7fF/NOl8y9B30KSvq4smQPvevba/Tnqufq6bJm2rvf7X5TU9x+wk8LXT1/rdffdIxnZqVto3ToA+cdh+3HjAsLzf0H/KTL9NAgQIEFgfgatSC1dbGzZlLazWs5PWnjHfyvo7kicls7U6XXMf1jky/X39iT1g0p6Z9fa/cdLX1U6M9qGc/v5w+6RNzdvg4F8CBAhs9QKdAPxqssOcTzLeAVs0AdqXfDnpk5otLtO2azb61Mu0zStAe+aAPilyyPTAYf1WWbYw/ctk3zgB+u30zZ7/wOH4MybHn5X1y5I9Jn3j6iOz8vBkl6RPv/S9TktmW9+nRt2/1+xO2wQIECCwRQgck6voz+njJ1fzoqHvg1mOk5fzJkD79GNfe2wyr30ind1/22FnnwTp9jgBOXQvXJw0HN+nS8a20gRo36ODvTG9qdj3bC5Njk7Gtprrb01r3f5GMnvjsee7V9L3mN58nJ0Abf3sMW9LrpNM2+z2dJ91AgQIENi0AmuthWupDZuyFo5Kh2TlxOQLyVgDu+wE5bOSsbZndVUToF/L8T1Pzz/bHp+O7nv5sEPNmxWyva4C26/ru3kzAtuuwA3y0fpU5xnJ5XM+Zgd8452vObuv7OpX9/o0yvuT85P3Jqcn3b4iWal9MweclrR47ZfcJunE562TI5K2HTcsfunf87M1e/5O5rbtumFx5ZOdB2X9S0kHkLOtdznHdsCw0uLfzzPbWuBvmPxqcsnsTtsECBAgsEUKdHB0n6T15AnJOJjJ6i+11py23jSb1z6Wzj792Pp0TtKv5F03aV24IFmp3WQ4oJOOG9t6o29amzv4az3rsrX3wmRsq7n+Pum6c/JvSSdCZ1s/a1s/66L2ruzo5z4q+d3kw0nrf+v5/yQaAQIECGw5AhtTC5dyuautDetRC8/OdTVtS8ndktb1+ybPS26XPDBZTds9B3ccfGly/yFZ/KLtNaztPyzVvF/QWNkcAiZAN4e699wWBW45fKivL/hwFy3on3a/IBtfSZ6a3CF5zJDvZ/mXyUuTlVoHTycknfwcW9/7rGS8xrF/XHZCcrbNTojeNAdcK/na7IFztpeGvntm2SxqS9kxDg4XHaOfAAECBLYMgX4D4BFJJ/tar96TzGtLQ+fF83amb6wj+wz7v5jlvkkHR58c+pZbjLXs/OUOmtl392z/30zfos2lYcfGXP94Q3DRsePE6/hZ571nf284PKlpv/Z+5JAXZ/nR5CFJJ2s1AgQIENj8AhtTC5eGy1xNbViPWjjVOz8bJw25S5ZvT34/uVmympqzlOPbdkueceXa/H963jY1b4ODfzeTwDU20/t6WwLbmsDnhw/UO2Dz2vXmdc7pe0P6fi3pYPCYpMVo5+QlydHJcu2O2fnPyc2TDqTulfSJmg68np20bbdhsep/W6zarr9hsey/Xx329v37fovypmXPYicBAgQIbGkCZ+WC/ibZJXl9Mu/3yPGG397ZP6+N/Z0cbHvHhsWvPGBYLrc4LDs7iLok6eTgpmiruf6Vjt0jF7hDMn7WRdfbQfLDkz2T30hawzsYvlNyRqIRIECAwJYjsFItXEtt2FS1sLWlT5c+bxm+fvPgzcP+31rmuHm7vjp0fiLLRWO+9t9q8mI1b4JhdX0F5v3iur5X4N0IbBsC/SreBcltk53mfKR+pWC51onKRyfjAPDCrL8uOSp5WtL2OxsWC/99aPbsmByb9G+YnZ6ME5dj0blm+tbSfpAXtcB14HntOSfoxGs//8FJ/+fbtg7c5rVO7D4y2dhJ4Xnn0EeAAAECm0egN9TOTe6aPGbOJYw3BA+Zs69dhw7949e7T832d5P7JvcY9s1bdAD1sqTLU5KfJpuireb6z8sF/CxpjZ9X+2c/67zr7WDzL5JOll6efChpDe85+7vAfsn+iUaAAAECW47AcrVwLbVhU9XCj4SsY7d+tX25uZ9xXDbWwI2V7viw31Y8KOlToLOt9atj2SOGHWrerJBtAgQIbKUCr8p1/zx5+sz133no777Dh319AqbbZw7bN8qyg6jeoesTINP2xGz02OdPOu8y9PWJ0bG9OSs97iljx7C8TpZnJ93X5dj2yUr7zhg7Jsvdh329mze2E7LS458zdgzLFrYrkj7hskOyb9IJ036WpWTa7p2NnuPjyXJFePoa6wQIECCwvgK9UdWf1ccveNs+idkJyB7TTOvTAdn+SfKVZK9k2u6XjR7fAdZ2kx1/PPR/J8uHTPrH1X674t3J+Npdxx3D8i3Dvg7Apq2D0L6mk4gb21Z7/f+YE/c9/nzmDXbOdmtd9/UG5dg6yG3fODn6ymF71rqvr+FlSQevGgECBAisr8BVqYWrrQ39ZJuqFn42527deX9y/WS2tUb9MPlWsv2wc3as2u5548/2/13S87+8G5PWB2/OSrqvY8A2NW+Dg38JECCw1Qvskk8wTjS+Ouu909a7g5cmlyT94b9oAjS7rvw7LD3m3KSDyT9Mep4OCPt0zIHJ2G6RlR7bYtUCe1TS4tW+ryd933skT0/+I2lfB1FfSsa22gnQTqR+Oel7nJw8ODkhuShp39HJ2PoUavtaSJ+ZPCh5RdJJ0p8kfbJFI0CAAIEtU2ClQV+v+oVJf843rVnTdlw22t+a0Sc/Wg/79OZPk07q3TKZba0bvRHY1/178g9Jz/POpLWk/f+VdIJytr0lHd1/0MyOtUyA9hSruf69c/xY49+Y9Yckj0s+k/Sa6jRtsxOgt8nO/p7QGv3WpAPgP00+mvT1r000AgQIEFh/gWPylv05fPwyb72oFq62NoxvsSlq4VJOPk6C/ijrvTnXMeabknOSfsaO0Y5Mxtbrb/+ZY0eW88af3b17Mo4RT8v6w5MnJR9Oeo6+z9jUvFHCkgABAtuAwI3zGToQ64Rlf+D/OHlx8txh+/As2+YVlZ3S3wFiJzX72qaDxRapWyWzrQV3PPaUYWcnPse+vv6y5DXJHsn7kvaNE6mrnQDNS6+8a9gB2uXJeI0XZ/1hyWzrkz7nJ+NxXX4xeUCiESBAgMCWK7Axg77WrE5I9mf77ARoP1lvirU+jDXgO1l/V3JAsqjdKTvenowToeNrz0/fs5LZJz/TdWVr3e2xV9cEaE+6muvvtzjekYy18Yqsfy55RjLbZidAu/+I5FPJ+Hm77KTqc5LtEo0AAQIE1l/gqtbC1dSG6ae7umthz71b8qrkv5OOL8d6882sn57sn0zbvLFq988bf7Z/z+Sfko59x3P3fTpG7b5pOyIbat5UxDoBAgS2coEdcv0diHWAuNrWr721CB2cXGuFF2+f/Z3I7HJsu2SlT1h20vSaY+fVvOznun1y8+QaK5y7Ra9f9btJYiC3ApbdBAgQ2MYEOgBsPVxNPWrtu3VyWNIbi5uzdqzm+lsb+1nnfcUw3Su2G+aIQ5KbrnikAwgQIEBgaxFYa23YVLVwOo5bi+G88ed4nu5r/e5YtJOuyzU1bzkd+wgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQI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# The other rows can be obtained by replacing y by
# sqrt(y) or log(y) (or, for NoOfSites, by log(y+1))
par(mfrow=c(1,1), pty="m")
## Footnote Code
## Correlation between altitude and meanmax
with(frogs, cor(altitude,meanmax))
## [1] -0.9966
with(frogs, cor(cbind(altitude,
"meanmax+meanmin" = meanmin+meanmax,
"meanmax-meanmin" = meanmax-meanmin)))
## altitude meanmax+meanmin meanmax-meanmin
## altitude 1.0000 -0.9933 -0.9095
## meanmax+meanmin -0.9933 1.0000 0.8730
## meanmax-meanmin -0.9095 0.8730 1.0000
## Footnote Code
## ss 8.2.1: Selection of model terms, and fitting the model
summary(frogs.glm0 <- glm(formula = pres.abs ~ log(distance) +
log(NoOfPools) + NoOfSites + avrain +
I(meanmax+meanmin)+I(meanmax-meanmin),
family = binomial, data = frogs))
##
## Call:
## glm(formula = pres.abs ~ log(distance) + log(NoOfPools) + NoOfSites +
## avrain + I(meanmax + meanmin) + I(meanmax - meanmin), family = binomial,
## data = frogs)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.976 -0.719 -0.279 0.797 2.575
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 18.26890 16.13819 1.13 0.2576
## log(distance) -0.75832 0.25581 -2.96 0.0030
## log(NoOfPools) 0.57090 0.21533 2.65 0.0080
## NoOfSites -0.00362 0.10615 -0.03 0.9728
## avrain 0.00070 0.04117 0.02 0.9864
## I(meanmax + meanmin) 1.49581 0.31532 4.74 2.1e-06
## I(meanmax - meanmin) -3.85827 1.27839 -3.02 0.0025
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 279.99 on 211 degrees of freedom
## Residual deviance: 197.65 on 205 degrees of freedom
## AIC: 211.7
##
## Number of Fisher Scoring iterations: 5
frogs.glm <- glm(pres.abs ~ log(distance) + log(NoOfPools) +
I(meanmax+meanmin)+ I(meanmax-meanmin),
family = binomial, data = frogs)
summary(frogs.glm)
##
## Call:
## glm(formula = pres.abs ~ log(distance) + log(NoOfPools) + I(meanmax +
## meanmin) + I(meanmax - meanmin), family = binomial, data = frogs)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.975 -0.722 -0.278 0.797 2.574
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 18.527 5.267 3.52 0.00044
## log(distance) -0.755 0.226 -3.34 0.00084
## log(NoOfPools) 0.571 0.215 2.65 0.00800
## I(meanmax + meanmin) 1.498 0.309 4.85 1.2e-06
## I(meanmax - meanmin) -3.881 0.900 -4.31 1.6e-05
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 279.99 on 211 degrees of freedom
## Residual deviance: 197.66 on 207 degrees of freedom
## AIC: 207.7
##
## Number of Fisher Scoring iterations: 5
## ss 8.2.2: Fitted values
fitted(frogs.glm) # Fitted values' scale of response
## 2 3 4 5 6 7 8 9
## 0.941669 0.925923 0.902942 0.811962 0.931407 0.727804 0.864155 0.695441
## 10 11 12 13 14 15 16 17
## 0.711500 0.834471 0.706990 0.727109 0.574645 0.850361 0.821729 0.575914
## 18 19 20 21 22 23 24 25
## 0.420438 0.478623 0.734189 0.711845 0.624518 0.282346 0.594180 0.806511
## 26 27 28 29 30 31 32 33
## 0.607670 0.400272 0.698821 0.796676 0.785570 0.768837 0.701169 0.586512
## 34 35 36 37 38 39 40 41
## 0.423363 0.637111 0.662719 0.540080 0.796559 0.712311 0.575402 0.496934
## 42 43 44 45 46 47 48 49
## 0.748626 0.704090 0.864860 0.777353 0.494929 0.696701 0.744258 0.802261
## 50 51 52 53 54 55 56 57
## 0.847208 0.701503 0.593270 0.685272 0.691526 0.583042 0.690469 0.472419
## 58 59 60 61 62 63 64 65
## 0.829069 0.484602 0.513528 0.522079 0.840043 0.820194 0.240414 0.623950
## 66 67 68 69 70 71 72 73
## 0.195567 0.166309 0.265794 0.323302 0.290319 0.064641 0.210141 0.321942
## 74 75 76 77 78 79 80 81
## 0.365431 0.036456 0.038356 0.040025 0.086510 0.023103 0.369142 0.375357
## 82 83 84 85 86 87 88 89
## 0.015904 0.022523 0.020334 0.057952 0.286357 0.099896 0.075280 0.133611
## 90 91 92 93 94 95 96 97
## 0.219612 0.048931 0.109191 0.067965 0.072204 0.282890 0.857686 0.071038
## 98 99 100 101 102 103 104 105
## 0.280654 0.220416 0.161458 0.506438 0.166253 0.660414 0.033694 0.026560
## 106 107 108 109 110 111 112 113
## 0.037830 0.016301 0.013103 0.006642 0.252215 0.075621 0.130806 0.163252
## 114 115 116 117 118 119 120 121
## 0.237635 0.102676 0.076604 0.082555 0.331927 0.135997 0.020128 0.020248
## 122 123 124 125 126 127 128 129
## 0.016313 0.056368 0.024691 0.600743 0.343793 0.308990 0.013649 0.003690
## 130 131 132 133 134 135 136 137
## 0.510017 0.635385 0.364664 0.501010 0.707043 0.481454 0.645131 0.006449
## 138 139 140 141 142 143 144 145
## 0.007381 0.096685 0.161051 0.630299 0.211762 0.526265 0.092460 0.284760
## 146 147 148 149 150 151 152 153
## 0.780909 0.515404 0.229158 0.117452 0.369086 0.399287 0.373019 0.037976
## 154 155 156 157 158 159 160 161
## 0.005254 0.004414 0.004480 0.007420 0.325058 0.403678 0.231265 0.339481
## 162 163 164 165 166 167 168 169
## 0.106121 0.128927 0.509518 0.296839 0.154725 0.369067 0.559769 0.540728
## 170 171 172 173 174 175 176 177
## 0.186427 0.293678 0.195802 0.216879 0.091356 0.372077 0.166865 0.816707
## 178 179 180 181 182 183 184 185
## 0.640409 0.857844 0.119140 0.022388 0.016253 0.752317 0.320934 0.562803
## 186 187 188 189 190 191 192 193
## 0.676636 0.566281 0.483325 0.069631 0.101570 0.100607 0.156709 0.214156
## 194 195 196 197 198 199 200 201
## 0.090205 0.115585 0.202582 0.600756 0.431604 0.478538 0.164915 0.152063
## 202 203 204 205 206 207 208 209
## 0.128556 0.427266 0.227111 0.302314 0.155684 0.068940 0.102485 0.145662
## 210 211 212 213
## 0.004054 0.004603 0.016190 0.349465
fitresp <- predict(frogs.glm, type="response") # Same as fitted(frogs.glm)
fitlp <- predict(frogs.glm, type="link") # Scale of linear predictor
## For approximate SEs, specify
fitlpWithSE <- predict(frogs.glm, type="link", se.fit=TRUE)
## ss 8.2.3: A plot of contributions of explanatory variables
## Footnote Code
## For binary response data, plots of residuals are not insightful
## To see what they look like, try:
par(mfrow=c(1,4), pty="s")
termplot(frogs.glm, data=frogs, partial.resid=TRUE)
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BAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMFRg1tAJ4wQIECBAgAABAgQ6XGD1bN9jki2SVZM7kyWJQoAAAQIECBAgQIAAAQIECBAgQIAAga4T2Cxb/O7ktOQ3yaLk3iGpxs8LkkOTLROFAAECBAgQIECAAAECBAgQIECAAAECHS9QvTxPToY2eN6c6YuSryffSK5KqgG02SBa634y+adEIUCAAAECBAgQIECAAAECBAgQIECAQMcJrJYtmpcsTG5Nvpy8IFkraVful5lbJ3OTk5JqBK2G0jckdYu8QoAAAQKDAvUIkW2SnZI5SU0rBAgQIECAAAECBAgQIECAwBQL/CCfd0PymmQiX87n5HXHJnckv0oUAgQI9KuAR4j065G33wQIECBAgAABAgQIECDQ0QKvztatuQK2cIO8xyEr4H28BQECBLpNwCNEuu2I2V4CBAgQIECAAAECBAgQIECAAAECBEYV8AiRUYmsQIAAAQIECBAgQIAAAQIECBAgQIBAtwp4hEi3HjnbTYDASheYudI/wQcQIECAAAECBAgQmLxA/QjSY5MHJsP9uNGVWVZRCBAg0I8C9QiRE5LbJ7nz9QiRA5P3TfJ9vJwAAQIECBAgQIAAAQIECBAYo8Drst7fk3tHybwsVwgQIECAAAECBAgsJzDc1fPlVjJBgAABAgQIECBAYJoEnpDP/XhSdy6dk1yd3Ja0Kz9pN9M8AgQI9LmAHvR9/gdg9wkQIECAAAECBAgQIECgswXem82rnp8HdfZm2joCBAh0pIAe9B15WGwUAQJTLaAH6FSL+zwCBAgQIECAAIHxCGyRlRcmXx7Pi6xLgAABAjP0oPdHQIAAAQIECBAgQIAAAQIEukDg7dnG6gH6yC7YVptIgACBThLQg76TjoZtIUCAAAECBAgQIECAAAECwwjUL7/fmRw9zHKzCRAgQKC9wEmZfXdyv/aLzSVAgED/CMzqn121pwQIECBAgAABAl0oUL/+fk3ywaRuh187WT/ZLJnTkkwO/Fp8DRUCBAj0u8CWAdgtOTH5W79j2H8CBAgQIECAAAECBAgQINCpAm/JhtUt8GPJ4Z26E7aLAAEC0yCgB/00oPtIAgQ6U8CPIHXmcbFVBAgQIECAAAECgwKXZvD5MWL8cozrWY0AAQL9IHBldvKVyReSTZJzkj8mi5PWck1mXNs60zQBAgQIECBAgAABAgQIECBAgAABAgQ6VUAP+k49MraLAIEpF9ADdMrJfSABAgQIECBAgMAIAltlWfVUuia5OnlI8vBkLOUPWamiECBAgMCMGXrQ+ysgQIAAAQIECBAgQIAAAQIdKPDFbNO9yZGNbdODqQMPkk0iQIAAAQIECHSTgB6g3XS0bCsBAgQIECBAoPcFzs0uLkx+3tjVSzI8rjE+2uAXo61gOQECBAgQIECAQP8JzOy/XbbHBAgQIECAAAECBAgQIECg5wQ8QqTnDqkdIkCAAAECBAgQIECAAAECBAgQIECgKeARIk0JQwIECLQIuAW+BcQkAQIECBAgQIBARwqska3aPFl3hK27LsuuH2G5RQQIEOhlgXOzcx4h0stH2L4RIECAAAECBAgQIECAQM8KHJE9uyupH0caKfOyXCFAgAABAgQIECCwnIAeoMtxmCBAgAABAgQIEOgwgT2yPe9JqlfT/yY3JIuSduWX7WaaR4AAAQIECBAg0N8CGkD7+/jbewIECBAgQIBApwvs2tjAagj9ZqdvrO0jQIBABwp4hEgHHhSbRIAAAQIECBAgQIAAAQIEmgKfy8jdiQv3TRFDAgQIjF3AI0TGbmVNAgR6WMCJZA8fXLtGgAABAgQIEOgBgXOzDwcmz0rOThQCBAgQGJuAR4iMzclaBAgQIECAAAECBAgQIEBgWgXul0+vZ3+en2w8rVviwwkQINBdAp/J5tYPxz2nuzbb1hIgQGDFC+gBuuJNvSMBAgQIECBAgMCKE6hff98vuTK5JrkqWZC0K/Mz8/h2C8wjQIBAHwrMyj7XD8h9pw/33S4TIECAAAECBAgQIECAAIGuEdgkW/q7pHoxjZZ5WUchQIAAgUGBl2RQ9eZuQAgQIECAAAECBAgQIECAAIHOFXhVNq2+wNfzP+t5dpsldSt8u6yV+QoBAgQIDAp4hIi/BAIECDQEZpIgQIAAAQIECBAg0MECJ2Tb/j15RPL7Dt5Om0aAAIFOFKiLRfUIkdmJR4h04hGyTQQITImAZ4BOCbMPIUCAAAECBAgQmKDAb/O6Jclwz/2c4Nt6GQECBHpeoB4hcm6yZmNPH5VhpV05p91M8wgQIECAAAECBAgQIECAAIGVL7BtPmJR8paV/1E+gQABAj0l4BEiPXU47QwBApMR0AN0MnpeS4AAAQIECBAgsLIFfpMPeE3ymWSH5MfJH5Lbk9ZyTWZc2zrTNAECBPpUYMfsdz1D+bWJR4j06R+B3SZAgAABAgQIECBAgACBzheonp/1BX4sObzzd8cWEiBAYMoEDs0nVQ/6tafsE30QAQIEOlRAD9AOPTA2iwABAgQIECBAYEDg0vz7+TFa/HKM61mNAAEC/SDwjezkEcmByUf6YYftIwECBIYT8Cvww8mYT4AAgZUrsHre/pFJPZT+xkbuzlAhQIAAAQIECBAgsCIEVsubvDSpR4ickniESBAUAgQIECBAgACBlSewWd763clpST3Prm5HGno7Z/3C8QVJ3aq0ZaIQIECAAAECBAgQmIyAR4hMRs9rCRDoKQE9QHvqcNoZAgQ6UOAx2aZ3JXsnzceO3JLx65Lrk1WSrZI5jfEMZixO6kr9vORviUKAAAECM2asFYTHJg9MmvVpq8uVmVFRCBAgQGDGjF2CUOegYyn/nZW+PpYVrUOAAAECBAgQIECgKVC3HM1LFia3Jl9OXpDUF/h25X6ZuXUyNzkpqR6iNydvSIb7op9FCgECBPpC4HXZy78nQ3vOtxuf1xcadpIAAQIECBAgQGBcAnqAjovLygQIEBizwA+y5pbJUUn9eMd4n+85J695a/Ly5LfJ9olCgACBfhR4Qna6nltX563nJlcntyXtytmZWVEIECBAYJmAHvTLLIwRIECAAAECBAisQIFX573qB44mWzbIGxwy2TfxegIECHSxwHuz7dXb86Au3gebToAAgekS0IN+uuR9LgECHSWgB2hHHQ4bQ4AAAQIECBAg0CJQjwWpx4OsndzVsswkAQIECAwvoAf98DaWECBAgAABAgQIrESBugXpwUPev26TPzo5Jdk/qWeHKgQIECCwTODtGa0eoI9cNssYAQIECIxBQA/6MSBZhQABAgQIECBAYMUKvCpvV8+tO6zxtutlWM+yG/pDHp9tLDMgQIAAgUGB+uX3O5O6WKQQIECAwNgFqgd9PYe+fmxTIUCAAAECBAgQILDSBR6dT6gT0Lp98xWNT6uG0Gr8rB9Mem7yrcb0szNUCBAgQGBQYPUMDkgWJ8c3xp+Z4dPa5KGZpxAgQIDAoIAe9P4SCBAgQIAAAQIEplTgLfm0auysL+zN8suM1LxtGjM2aUwf1Zg2IECAAIEZM5r1Z9WXo+VwYAQIECCwVEAP+qUURggQ6HeBVScJUFfk63lM9UvHNzZSPZwUAgQIEFheoHqA3pz8sDH7QRlul/wxuaQx74YMf59s3Zg2IECAAIEZMy4NwufHCFEXlhQCBAgQGBS4MoNXJl9I6kL7OUmde1aP+tZyTWZc2zrTNAECBPpVYLPs+LuT05LfJIuSoVfil2T6guTQpH7YQyFAgACBQYETMqjnfzYvPB2Q8ao/h36prx9IqotIJycKAQIECBAgQIAAgckI6EE/GT2vJUCgpwSaX8RH26nHZIV3JXsnzdfckvHLk+uTVZKtkjnJjo0ckeFnknnJ3xKFAAEC/Szw6+x8/cr7M5LvJs3ngH49481SjaL1K/BXNGcYEiBAgMBSgfUztnlSF4tmNubWOWidm9bdSHWr53XJ/EQhQIAAAT3o/Q0QIEBgzAL1RXxesjC5Nfly8oKkTjzblfp1ubp1c25SvzhXPUTrls83JM2G04wqBAgQ6DuBjbPHtyd1y1Hzl9+rJ/3spL7An59Uj9D6peNaVyFAgACBZQKHZ/SupOrJkTIvyxUCBAgQIECAAAEC4xL4QdauZ9K9JqnnfY63zMkLjk3uSH6VKAQIEOhngSdk53+RVCPnOUn1ZGqWeo7yn5KnNmcYEiBAgMCAwE75956kGj5/ljQvGNXF9qpL606jWvb+pHqJKgQIECBAgAABAgTGJfDqrF23FE22bJA3OGSyb+L1BAgQ6BGB5q2bQ3dnm0zMGjrDOAECBAgMCByWf6uB82UNj2oQrel/bUyvk+FPkp8m1aNeIUCAAIHlBeri0OOTpyfPaORZGe6W7JUcnjTr2IwqBAgQIECAAAECBAgQIECAwFQKnJAPq8eHrNf40HrkUv3wZn1hb5Z6dEg1ir6oOcOQAAECBAYEqq70CBF/DAQI9L2A53L2/Z8AAAIEVpLAnLxv9X6fSKlb4evxIwoBAgQIDDZ21m3u9Vz5KvVFvn6Ec9uaaJR6jEj9gFz1Dj2lMc+AAAEC/S5QdWI1gM5Mfp7Ub3s8KTk52SSpO5Dq4tIHknp0nUKAAAECLQL140ivT6rirIq0xqscmqw7MOYfAgQI9LfAF7P71RtpIqkTVYUAAQIEBgXenkHVpVsMAflmxlsvFNUPy31jyDpGCRAg0O8CHiHS738B9p8AgaUCE+kBul1e/bVky6XvMmPG/zTGD8mwGkPr2aFnNOYZECBAoB8F6nl0dZvmRMplE3mR1xAgQKBHBX7U2K/PZPi65LfJL5NnJ89JqjG0ejRtlZyfKAQIECAwKPDwDOqRIf/VAKkfJq4flXti8t3k1mSPpC4o7ZvoQR8EhQABAiVw/6ROOm9PPp3sktQV+WZvpbpCX7cl1XOaqrJVCBAgQIAAAQIECExW4At5gzrnvLLxRnMyXJTUOeflSS2rPDdRCBAgQGBQoO5I+ksLxjWZbu2sVD3oj2lZzyQBAgT6WuDA7H2dXL6oobB6Y/rwxnQNdm3Me/+QeUYJECBAgAABAgQITFSgetS/MvnkkDd4Qcar91Kdm1YPp6MShQABAgSWCVQHpaojPUJkmYkxAgQIjEngU1nr70k9RLlKuwbQWZm/IDm9VlAIECBAYDmBtTP1vuTc5Mbkz8nFyUeTOYlCgAABAmMXqPPOxybrjv0l1iRAgEDfCNTjQaoB9DvJIxt7fWRjXj1CpEpznc8NTvqXAAECBEpgflJf2Jtl9YxUhXp4c0Zj+IcMv9oyzyQBAgT6XWCnAFSDZ9Wblbp1s3otNaf/mHGPDwmCQoAAAQIECBAgsEIEPEJkhTB6EwIE+k3gTdnh+qL+L40db9cA+vjGOu9urGNAgAABAjNmrBWEq5O7kw8kWyarJrOThyV1Nf6OpB5CrydTEBQCBAi0CKyW6dcnJyc/b4xnMOPQRL1ZEgoBAgTuK+ARIvc1MYcAAQKjCszJGv+XXJfUL73/U1INoocnVZ6W/CGpL/iPSRQCBAgQGBQ4KIOqL+sZdsOVF2ZBrbPXcCuYT4AAgT4V2C77fWVSdWQzhzcs6ty0etfv2Zg2IECAAIHRBTxCZHQjaxAg0OcCB2T/70nq5LNOOGtYvZqqUbTGK+9IFAIECBBYJnBsRm9P6mRzpHJTFta6CgECBAgMCtw/g98mVYd+OtklqfPNw5Mq9SMfdyX1WBGPEQmCQoAAAQIECBAgsLxA3X453nJCXnBZ8pHkiY0Xb55hNYpenNRJaD1kWZm8wBp5i/Um/zbegcC0C1T98Jekhv1a6sePbkvqmZ8jlfpF401GWsGyMQmoP8fEZKUuEFB/zpjx4hynRyQ1PCWpRzANLR/MRJ2Dnp28InlnokxcQP05cTuv7CwB9eey41GPEKm7kHZM6kLRl5NjkkOT/0xuSZTJC6g/J2/oHTpDQP3Z5jhUT6aHJY9OWk9G26xu1jgEyvPGpNmr1pBFt/8NzB/H338vrvquxn/PO4ywc3VCWv+z+Y8R1rFodAH1p/qy2+vL1u3v9/rzU/nP/u/JzMZ//vXfeBkd3piuQZ2TLkhOrwllwgLqT/Vna/3T7dPzJ/xfQ++80CNEpuZYqj/Vn91eX7Zuf8/VnxPpAdqsPh6QkboF/qrGjAdlWP/RX9uYNpicwDp5eZlWY8iNk3srryYwrQJVL6yfbDWtWzH9H/61bMLhyVeS6sV0YTK0bJOJk5L6b/6/hy4wPm4B9ee4ybygQwXUn4MHpm6Brx+JqxPz4Ur1rq9e9nUbvDJxAfXnxO28srME1J+Dx6Pqz68mmyTV0/Os5NtJs7w3I3Xh/dTkUUk9a1mZmEDP15+rrrrqjE033TSDVWfecMMNi++4446R/r88MUWv6gSBnq0/J9IAunGOyBeT6qm05ZCj85yMfyGpCnX/5KZEmbhAszL5a95i04m/jVcSmHaButXmgmnfiunfgN9lE+YlRyX168W/Sq5O6r/1eoxI9Qyt3k1HJ62No5mljENA/TkOLKt2tID6c/DwXJLBS5N/SX6WtCuPz8w5SZ2jKhMXUH9O3M4rO0tA/Tl4POqiu0eITM3fZs/WnyeddNK6a6655nvvvffeA2bOnLlWcWZ8Ucb/Z/Hixe+YO3euhvOp+Rubqk/p2fpzlXEKVkvw+cluSd1qVF/Wm+VPGansmpyX1HNGFAIECBBYJlCNm1V//j7ZPqlfe5+bPC6pH5LbN6lb5RUCBAgQWCZwZkard+dpyauTgS9fGTbL0zJyarIwOaM505AAAQIEBs43/xGHugNpuPK9LPhrUh2cFALLCZxyyimbpPGzLj6+ptH4eUUaPy9qrLRHeoNeePrppz9puReZINChAuPtAfrS7McWySeSdybNqxwZHej5uXmGRySHJK9Iqpu9QoAAAQLLBKqXfJ1gPjCpW43qYlJdNa1n1ynTKHDqqaeulpO4XXJyVw3SdcHvdznB+/qee+75t2ncLB9NgMCMGdcE4bXJ/KSeB/qBpMoBSZ1vPqQmUurc9PKBMf8QIECAQAncP/EIEX8LExZYY401TsmL687fC9Pb89/T2/OKerOcN28we/bsT+a8ed9Zs2adnulH7rPPPvW8boVAxwqMtwdofSmsq+vVyHlXm71alHkfSu5Odmqz3CwCBAj0u0D9Gvz7knrOZz2HqXor1ZX3jyZzEmUaBM4888ydV1tttStWWWWVr+dEbl5ySDI/ueaMM8540zRsko8kQGB5gRMyWbe5n5fUBYoqmycPTi5Odk2aDaMZVQgQIEAgAvUIkQcl9QiR4UrzESKXDbeC+f0pkJ6dT8+ePzX588KFC3dtNn6WRho7F1x88cX1iIUfJBulMfTgmq8Q6GSB8TaA1vq3NDLcftXya5P6kSSlSwRyxWbtfMl/RD3fo0s22WYS6EaBujD026R6KdUtmxs0sk2G1chWjxhx+1EQprKk7ntGPu87STWmVO+xo9Lz89AMv50G0LXSKPrRs84668hMKwQITK/AL/LxOydrJNUb5TFJ9W7aLqn/hhUCBAgQWF7AI0SW9zA1DoH07NylsfoX0uB5c+tL582bd8+SJUs+0phfFyIVAh0tMN4G0POyNxsl/zzCXm2RZXVSeukI61jUIQL54r9bvthfkJ5Pt+RL/m/zfI+b0xPqwmT3DtlEm0GgVwTqmXUnJXWR4YNJNXTer5GqM49K1kuqnnUhIghTUebPn3+/NHIen8xOo+fHL7room123333w/bYY4/3Zbhb5u2R7VicHJp6se6CUAgQmH6B+sX3q5JfJ3XXkUKAAAEC7QWuyex6hMimyaeSa5Iq9QiR65JzkznJe5K6CKwQWCqQ8+DqPVw/ePT7pTNbRrKs/n88I+fSA+u2LDZJoKMExtsA+v1sfX0RPDX51zZ78sTM+6/knqSuNikdLJDGz3el0fNb2cQdkztTedXz7m5L5fW4JN/1z3QrWQcfP5vWdQIvyhZXD8M3JO9I6kSi6tN6dEidOByWvDzZOHlGokyBwNprr/381HcPyUf9Ko2eb64r2UM/NvPOSr1YjyeYmbxq6DLjBAhMuUD1/Hx08qQRUv89KwQIECCwTOCEjD4+OS9ZvTG7zkk9QqSBYTCswE21JOfK9ffStqQ9YWBZzpcH1m27kpkEOkRg1XFux5+yfvUMrAbQutWo/sivTe5N6oSzvrhXqVsHfzUw5p+OFEjj5/NSWR2ZjasGmENuueWWY1/2spfdVT8CknJg5n00Fd3b0zv04vSCOrkjd8JGEegugW2zufUQ+s+NsNn1C53HJE9PTh9hPYtWnMDAM7Fy0va1vGX9v+w+5Z577vlqbgF6exbsnAtD8zPcJvXjzLzm8iw7Ya+99vrefV5kBgECK1rgiLxhXTxqfnkf7v1rvXnDLTSfAAECfSrQfIRI/fjmnKTq0roArxd9EPql5EL/KltvvfVOOY19dPZ5Sc5lL8p57C+H2/+c5363cQ78ihNPPPEj++233z9a1q1T4jfWvAy/27LMJIGOExhvA2jtwDeS6p10SFLPXKqrSVXuSi5I3pWck3RaeWw2aEnymzYb9uzMe2lS69R+1C1Vn0x+lvRkSePnf9SOpdJ7W3o4fby5k3m2x8KMfzoNpHdmnS9m+XszrQG0CWRIYOICa+eltyVVD41Ubs3CTUZaYRqW9Wz9mXquepRV+b/BwX3/XbRo0Z05+asTu4dlaWWgZHr7zN8vjaKn3HrrrS+vi0jNZZ04zHY+LHX6pjmZvSW5PPX9aH+Lnbgbtqk/BepRFHV7Zp2j/G9yQ7IoaVeG/SLXbuUpmNez9ecU2PkIAgRWnECd72yeDH3MUutj7a7L8utX3EdO+p3Un5MmXPYG6di0a84DP9U4n126IPN/lfkHpU2gGsmXK3WRP8t/kpk75lF530pnqf1y/viHWql+QyQ/fPSJvN8z8/q/3XHHHf+53ItNEOhAgYk0gNZu/DTZvbE/VYmumVTv0La9ZxrrTfegTpjrC+6WLRvy6Uy/qmXeDpneL/lw8raWZV0/mcrqQdmJ7VNR3XrTTTd9qt0O7bnnnsensjsyFdoWWf+Rqeh+22498wgQGLPAFVmz6pWqX4b7gv7wLKs6qnqCdlLp2foz9eCVqefK+onJse3QV1999bogVmVx1j8yD3v/Rl5zTxpPd83wncmL1l133WqMOWBgrQ77J7/guUe29ahs56OSGRmvLfxrGkQ/ml/v/FB6A9SdAAqBThbYtbFx1RD6zU7e0Dbb1rP1Z5t9NYsAgc4UqJ7x3diDXv25gv6e0rnphTmHPSnngatkeFVyTsZn5+13yXD7DH+YdXZJG8D5rR+ZX3/fN3eI/jDrPTENnlfm/PHirFMX/bfPvGpYv33x4sUvTgPpi7Ls3zLvoXn/f2R4fs6Zj00j6tWt72mawHQJDHwLmsCHr5XX7JjskuyUbJM8O3nOkNQX+U4vL8kGVuPnguTgZKukGh/2TarB763Jy5OeKumx1OxddvXBBx88XA+KasweaPQcsn5POdgZAlMsULdY139v1bjZesW9NqXq0TOSegblfyedXnqi/kxPyHrGZx2XfXLi9+RW9FwIekpO4J5R87Pu0bk6fsTcuXMvrNuFMv6+zH5yXn9bhvtn3WpE7aiSfXpX6vAzsg+PynbelJyXXJmNXD/zjt5uu+2+ftxxx9UJsEKgkwVmZeOq9+d3Onkjx7FtPVF/jmN/rUqAwPQJ1IWj6kFfV3urQfHLyReHyXAX6LN6xxT15zgPRS6Eb5yL35/PeV81fs7Lxe9HpKGzeny+9Prrr98857e1bI3klPpx0Na3T0eo67JO3fU7P+ssSnZI6px39eTbec+90zB6TMard2m1Dz0yw1r/Tfnc3+Rc9KCMKwQ6QmDVCWzF6/KaI5MHjvLautI0b5R1pnvxa7MB1fOlehYMfWbpVZn+VlL/E3hvUv+T6KXyt8bObPqlL31pzQc84AEHppLaLfM2SgW2IPleruJ8NtMPqfUy3Vy/JhUCBCYm8Lu8bF5yVPLzpOqcq5O62LB5Uj1D6+T06OTCpNNLT9Sfaci8Ng2XHwl29eT8dq5c1/+7Ts+J3h1pOHxqxut2njouf0m9+B8ZLlfyjORLc2J3TF57aBa8OPnxcitM40T25ZnZrvr/dfVcfVNu5f/P5m3vORl+evbv5CzbbaONNjo8w8OmcVN9NIHRBM7NCgcmz0rOTrq99ET92Y0HIfXiOqkX56ZO3CGZnfErUt+fVv8v6Mb9sc0ExiBQ33OrdGMP+sEtX/5f9efyHqNOpRHy/2WlNVPnnVEX8oe+4PWvf/3duRPo4G233bZ6cz5unXXW2TvLq5F8uZIG0/rtl5fnztDX5/zxUcnsnFfWBfWF6R1a32k2z/tfVued6TF6UeZtmHkvy3TluNS9C/LZZ2WeQmBaBVYd56c/IevX8yLry+A5SX15r54v7cpP2s3ssHnbZHvqy+rQxs/mJtbt8p9I6tbHjZMbk54odZKXSujqVEZbpPHzugzXa+5Yxus5d7uk0qov8+ukIrvpspTmckMCBCYlcHRe/Yvk2GT7RjIYKPXl6+3JqYOTHf9vz9SfOVE7bNVVV10/J4h1MegDkf9ATuyWOwCpC9/ZbDxcbkEmsqz+f3hohlu1Lpvm6YFGzXy5f3dOXOtvbmnJ/wfOScPtntnnH2Xmm3Ix7H3777//7UtXMEKgswROz+bUHTn1N31x0u3nZD1Tf+ZYdE1JnffC1PH16Kt1G+e7A9ueevB9uRD2vlzQmpcZdVFSIdBLAnVCszD5To/slPpznAcy9d2T6yU5H2zbqSsNoPekbeCErPK4rPuUDO/TAFqvr5Jz4dsyqI4cAyV1Z11or8bPn+XRek/P3aV3NBbVnaR1W/2lqWM/mvFj8jn/kyxuLDcgMC0Cq4zzU5+X9es1ByfPSOpq/BuHSTdcoa//gG9Ohiu1vMqmg4Pe+TeV1Odqb1LJVeNnXf3eJ72bdshzOvbMsvpysU4tz/gJVSnWuEKAwAoR+Hbe5eHJ2kk9SuRJSV0lnZN0S+NnNnXg4ldP1J/VsFm3AqUe3CV13unJtcmNyXnZz2qwrrrwrhoOU1av+alPFw2zfMpnH3PMMbVNT8l2L0rdfmy7Dcg+X5DldbHy/muttdYT261jHoEOEaj//vZLtkuuSX6d1H+f7fLSzO/00rfnn9N1YKrxM1/CT8nnr5t67/vJ6zJ+UIbVE76+27wnDQAfzlAh0GsC52aHVkuqB30vFPXnOI9i6rn6zlHPgK/H/rUtOYetHp51vvvAtisMP/PFtSivf9OQxs+la+dcszrPXZHlD0kv04GG2KULjRCYBoHx9gDdIttYV5CGvSowDfswno+cnZXvnzSvTHw/489MZibtrvi+JPOr/H5w0Dv/phKq3mfNslWmj0iPp9rPORnfurkgFeU2zXFDAgQmJVA9yf+RNHvZ1fhPJ/WOU/vinq8/c5L23ZBWlpZ8aX5n6sG6Ir5HZn5l6YIhI1ley+rK+i+HzJ7W0Qc/+MHrZZtn5UT2psbV+uG25w9ZsFP2YYPhVjCfQAcIbJJtODdZs7Etj8qw0q5Uj+xOKz1ff3Ya+NDtScNm3fb+6ZqXOvGtuQ3zI0OWfz6PBJmfOrB+3O7NGf9Kesgv7d00ZD2jBLpV4PRs+MuTw5Lq5HJj0k1F/TnJo5W67dq8xeOTuoj4s3Zvl3PY7VMP1qJad0wlt8NXw3r1/lyYevWCYV6Uxff+INtQ7Q2PzDrnDrOe2QSmRGDgr3wcn1SVZv2hP3Qcr+mkVTfLxlSjw6XJ8cktSX3pqysTQ0s19NaJ0jOSHyS1Xs+UVFZrZWd2T2WUDp9L3pPhglRI9evAz0+q8fOWzD8i8+9M/jXr+2LcM0ffjkyxQNWxRyXXJzck9WiNqkfrwku3lb6sP1MHnpgDdVfqxr3TGHpA60HLl+W5mfeyJB0tF89vXT5d06nD/1bblO3e4MQTTxzpav6WtY3Zz79M17b6XAJjEPi3rPPwpHrQ75nUeWg1irZLJ/bi68v6M8enI0rqwaqnB3p+tjR+DmxfGjy/l3U+WhPpDHDQwEz/EOgdgW7vQa/+nOTfYho3z2q8xTvyvX6gN+jQt8y8zTh9+xAAAEAASURBVFIHHlzzcj7YXHfoKsONL8n6S7JwVu48qjai4coatSDbUR3pFALTKjDeHqDfzNYekdSXwEOndcvH/+HvyEvqdtO68lGNfI9NmuV1GXl7cnfyT8nvkllJNZa+Pumpkqs7W6SSWy0V1qU56XtvbnF/X7qk16+5bZQvzQv++te//qJ+HT5XzOsHNJ6cZ+PV1Zphu8z3FI6dIbBiBU7J2+3TeMs7M6yTg22S7yW7Jt9JuqH0bf2ZOvKPqQvflrrwk6k7j8+zjvZO3Vk9he7JgatjuHsyM/MOS0/LjrlbINuyMNt6brbtWWuuueabM5yXLFfSoPu07Me/ZNtvy4Psf7zcQhMEOkugzt/uTV6bdMx/Z2Mk6tv6c4w+K3211HF1jlufM+wX+1zAOivnu+/MOs9OnV89pKqR/e953fn50v6J3CFQFy8VAt0osEk2+tykG3vQqz9XwF9c6rev5Pc93pL6bPv8Wvt5Of97wyWXXPLDjTfeeNb666//7Jzf1o951m9/nFWPRxrrR9YjpFJfXpzX7rDpppu+IK/7WutrjzvuuLr7ts6XqwH0F63LTROYaoHxNoBemQ18ZfKFpCrTc5I/JouT1nJNZoy5C3Xri1fC9PF5z0qVatx8RFKNoZX6tfNq/Kzy96TGz0vekNQ+r6hyv7zRwBnYGN6w1l0pJZXPwPFKZVWNMTMaDyNu1x1+9VqeyrDd8a1FCgECwwtUb6Vq/Lw9eVHSbOx8S8aPSj6e1IWYakjr9HJ8NrBSpe/qz/QYOjaNiYtSF3449eZzK4MUA/Vj9ZR/V04YP9ac1ynDXNB6b3ozVW/jd2f778yPPX2sGkZr+3Ly+7zsx/E1nvLBzK8GeoVApwr8NhtWvUy68WLs8dnuSpW+qz8Hd3t6/00dXb/2Xuez1ROubcny+i5QZdOMbzo4OvB87odn+oDUoe/IjyR1Yu/ixqYaEBhWYGgP+uOyVjVCLRpm7bpTqZPK8dmYShX156DDuP+thsrUYfV38J3UZ9sm56bzU50Pzsp4uVb5US6Gv3RgbHz/1N/UcdWImp6kl+Sz6v/XAyWNn7M32mijajfaMPnJ3LlzLxlc4l8C0ycw1sa45hbWF/ex/s9/XtY9ovnCLhtWw9/dK3ib68vxGyfwntU40qyYJvDy+74klVMuAq321yx5QK4IPSqV0RWta6WSrBPBq3OyeM/tt9++wX777Ve9YRUCExHYMS+qq4k/SXaayBt06Wvelu3+YFL/3X+iZR/Oz/STkvqS9aeWZd0+2bP1Z+rODVJ37p2LSNvkhLF6fV6efC29RG/s1IOWhs435aT0I9m+2t7qzVQX9eoCZqXKmWkY3btOjgcn/dthAv1af7Yehm0z48LknUn9Pfdq6dn6czoPWOrBN1c9mDrwlFzQenHrtpx88snrr7HGGr9P/bh2ltX58X6p53+V4YaZ97IM35jhKpm3Xy52nZRppTsE1J+Dx+mEDP49qc4/vx+c1ZP/qj9HOaw5j10rPd2rPqy/h4elTrw3ddtlqdu+sGDBgv+sO0BHeYv7LM57zkqv0m/lff41C+/IW9bf20VJ1Z8vyXCrzLst2Sn152WZVrpDoGfrz5nj9N8l6+89xtf8d9b7+hjX7YfVjshOVgNyPRNwrKWel1G3fI3nNWN673RX/1QqpVenMqqen7vmhPDW5gurckxF9vUs3znLT8yyqiQVAhMV6NkKdBSQD2X5W5N/Tlpv+Xh/5tVtPU9OfpQoIwt0VP058qZ23tJc0No1W3VkUn+LAyV1+/XJh3ML1LG5C6AbeiE3N73fhv1af7Ye57pj5aXJZ5JTkh8nf0iqh31ruSYzrm2d2cfTfV9/5rx2s5zX1sWf+mG4Z+dL+HeH/j2kjvxspg+qeek5v2cuap3ZsvzATH8u+XMuGD00F4wWDl1uvGMF1J+Dh+bQDKoeWD+pOx2VsQv0bP2ZenG1X//61/c07gQdu0ibNes29w033PDTaTvYP4tnDl0lde7v0sD6otSrvxw633jHC/Rs/bncH2jHH4YVs4G75W2e2Hirn2b4rWS4L3/vybKHJQckU10enQ+8PKltW6E9QGtHUumtl5PBn6ei2iKTN6Ry+mzGr0wFtXmGByZzan5OBP+5k3s3ZRuXK7nKX1c3986VrUdkn+5KLkwv11Nzsup/+MtJTelEz1agoyg2v1A9NuvVf8tDy5sy8dFk3+TUoQs6fFz92eEHaKTNS73/oNSNm+a2+FtyYeuqkda1rGME+rX+bD0AvXAHkvqz9ahO4XQu/M/Lue3hOS9cmHws57tnpi6su712zvwPZ1iNo+enbnxKu81KI+nFmb9Nzov/NefF32u3jnkdJ6D+HDwkvdCDXv3Zcf953XeD8j38sTnPfEHq0ocmdffo+bnQ/o0V0ch6308zZyUL9Gz9uepKhuukt6/eAycne7VsVN2K+vKkrgy3ludkxhOS6WgAbd2WFTqdBsGb8+vFT0sl9dWc+D0xmVcfkOmBz0mlVVdp9umWxs9UrKtut912H8x2vz77MtBgnOGM5P+loff92deDsy+nDeycfwhMjUCzfq1e3K1lSWNGc53W5Z02rf7stCMyge1Jvf/nvKyiEOg2gUuzwZ8f40Z3Wi8T9ecYD9zKXC0Nm0ekEXStnBe+OXlHznfrLoyhZcnNN99c5/3DlR9nQT3+ZMsMNYAOp2R+Jwr8Jhv1muQzyQ5J/S13Sw969WcOVreUxi3ul3XL9trO/hSY6Jfv6kK/ebJW0uxFWi1n9X5rJtXj6bpkftIp5W3ZkGr8vDE5rjHcL8O60vvzpG4RrB6hfVPSIPjH7OyTckK4S4a1/w9KbspV8e9deuml3+qm2yLzIOc6ptWQXVf2j09+mJPb+lucm5PVp+cq/6nZzz1zAnxW5ikECIxPQP05Pi9rEyCwYgW+k7erdGNRf3bGUbs354BvPe20076Sc8KDcm64Q84VZ2fTrsj43IzPfMADHrB4uE3N8gdmvVp853DrmE+gQwVel+2qXs5VXtzIwESbf+Zl3hFt5k/XLPXndMn7XAI9KjCRBtDDY3FIsvooJp1Uedamvjm5Jalb2psnL3WL6huSjyXfTqoxtHoZ9FXJCWE3f7GYkYbNZ+aktBo/b0/j7bPSsPuTIQfw07lt6dBMH5Uc96Uvfem7+++//+1DlhslQGB0AfXn6EbWIECAQDsB9Wc7lWmalx/+vDAfXVlacp54Qc4jd8wdQ3Mz88tLFzRGTjzxxAdmtG7BrfKzwYF/CXSNQDf3oFd/ds2fmQ0l0B0C420A3Sm7VQ2gdQm0ek0uTJ6UnJxskmyTrJd8IDk26ZSyYTaktqu6/jcbP5vb9omM3JyckHwzqecd/ClRukQgJ60H1qbm6vxRLY2fA3uw++67H52T2+fXyW2u7r8gM08ZWOAfAlMjcHQ+pvUZtFs1PvqVGVbv69ZyZmZ0Sm9l9Wfr0TFNgACBsQmoP8fmNK1r5fyxfryjzv8/nkcmXZ5zyV82N6h+3GPNNdc8KcvXy3rn5hbPup1YIdBNAt3a0UX92U1/ZbaVQJcIjLcB9JnZr2r8rN52dXt7NYj+ODk+qV9UXCc5O3l6Ur3uOqXcr7Ehwz2Toq72Pij5YPKN5MnJbYnSHQLb12YuWrTov4bb3PQM/a/cEr9jTmBrXQ2gw0GZvzIE/m2EN61e55XWcnVmdEoDqPqz9eiYJkCAwNgE1J9jc5rWtXIn1Im5UL5HzhH3yO3xP834aWns/FU2qhpg9s38TTN9c84zD5rWDfXhBPpLQP3ZX8fb3hKYEoHxNoA+PFu1JGk2NNXJQf1K+ROTagC9NdkjuSHZN+mUhqY/ZlvuTp6VfCppVz6UmZslr01OS6qnoNIFAjkpXTUnpzNy61Id4+HKwsaC8f7ND/d+5hMYTeDzWeHc0VYaZvnFw8yfjtnqz+lQ95kECPSCgPpzJR7FPKt+leTefERlMuXev/zlL/tuuOGGH8r55GvyRi/M8IVD3vDCNH7ulx+S+/2QeUYJEFi5AurPlevr3Qn0pcB4G4Oq8fNvSd0yXuWu5Ppk25polBszvCKp3qGd0gBajbTVqPmS5LNJ9V69IGktr8+MtZN/T76XrJsonS9QtyM9LKkeyle129z0/nxGzU9PULcutQMyb2UIPDpvWg3vX1oZbz6F76n+nEJsH0WAQE8JqD9X8OGsW9LTUPmGNFDulwvgj8xz4Mv4kox//pJLLvl8GkQXT+QjDz744EV53RtPPfXUj6622mrPy/s9NPlH8sPcEv/DLJtsI+tENstrCPSzgPqzn4++fSewkgTqdvbxlLdn5Xq+ZzU2Xd144Tcz3C7ZpDFdg2pkquXPrYkOKQ/JdpyfbNbYnn0y/FpjfOhgVmN+9WRtlvE6NV83mWE1nlyeVOVf26QMI3DGGWe8MA2cp+Qk9cacED8hz/y8fuiqOTneK/OrAfz2hQsXbp4r+AuGLje+0gV2zCfUBYefJHVhpF9KPUPsgcmWjR3eP8M3Jds3prtpoP7spqNlW3tJoF/rz146hurPFXQ00zj54DROfjtv95h6y5z33ZPzuzpHHzhPz/R5N9988/Nf8YpX/F8tV/peQP3Z/X8C6s/uP4b2oDsFerb+XGWcx+NHjfU/k+EjG+P1JX/j5DmN6SdluFVSt8F3UqlGsWqoPSapBto/J+3KksysX4F8VXJLuxXM6yyBPJD+qznp/X7OgTfO8MI0eL4xeVweZP/UDOt4f7W2OMsO0/jZWceux7emepM8NFmnsZ8bZLhNY7zbBurPbjtitpdA7wpsnl1rXljqhr1Uf66Ao1S3u6fx86y8VTV+Xp47ena5+OKLV7/lllvuv2TJkr1zjvfHnAc+bb311qu7vBQCBHpDQP3ZG8fRXhDoGIGJ9Gz8Qra+fgSpnoNTzwSdk1yZ1Hv9Nqmei1Wel9QPCnVzqYaLf0m+Mw07oQfoONDT0FnH6qs5+d2l9WU5Ka5etPPykPv3ti4zPSUCPXsFaRS9j2T5m5O/J9X79cHJY5Mzk9FKNdoPNNyPtmIHL1d/dvDBsWldI9Cv9edIB+iSLNyokZHW6+Zl6s+Wo5fzvBflHO/knNNdk0Xb55zu1qGrZPmcTF+UddZevHjxjnPnzv3p0OXG+1JA/dmXh32g44Hv7/157O31ihPo2fpzvM8ALdLXJD9PBm4/yfCaZK+knnNXjXbV2PT+pNsbP7MLAz/qNB2Nn/XZyjgEGifCu+Z2+H/Lye++eekjkrszfmF6Bnw2J8L1OAGFwFQKVD24Q7JzsmvSLEMfr9Gc1zqsL/jdXurLqfqz24+i7SdAYDoE1J8t6jmfG/h/ZxpAP5A7f5Zr/KxVcx54TRpBj8vo2/NYpFpXA2jBKATaC9Sj4GYnJ7Vf3NVz1Z9dffhsPIGVKzCRBtC7skmfadms/870PyWPSv6UuHU8CMrUC+Sk+L/yqRWFwHQLLMgGPD2pH1Z7UPKK5K1J9QIdrdRrFQIECBAgQCACafh8aBpBZyT16K22pbkswzltVzCTAIGmwCcyUuenvdgA2txHQwIECNxHYLwNoI/LOzw1+dh93mnGjHp25mXJOknd+vmL5OREIUCAQD8L/D07X6lenfXF7deJQoAAAQJjE7h/VqvHLDVLPb++ptdszmgMb2+ZNtlbAgM/bJTGzfWH2600km6Q5dVI+o/h1jGfAAECBAgQ6F+BOokcT9k5K394lBesl+VvTqrnk0KAAAECgwInZvDPMAgQIEBgXAJ1Z9FtQ1KPYNpgyHRz2QMzT+lRgTRq/qixay8dZherUfzfa1l+IKm57jCrmk2AAAECBAj0o8BoPUCrN2f9cEzzyvt2Ga9G02OTdqXer/kF/w/tVjCPAAECfSzw8Oz7tskmSfWary/21Sv0ukQhQIAAgfsKfDezhvb2fEqmV0++17Lq4pZpkz0ksHDhws/mV+Dfml3aO8/6PCTP/KznbN9bu3jqqadm0Wp1S2/98MkNCxYs+FrNVwgQIECAAAECQwVGawCthwg/IDlg6Isy/pqW6dbJGzKj23/BuHWfTBMgQGCiAjvnhfVokB3avEF9gTs/mZd8P1EIECBAYJlA/VjH0HJJJupX4J87dKbx3hbYZ599/pSGz4PTE/RLydFnnXXW/rnl/fsZn53hbtn7hyR3Z/wlBx988B29rWHvCBAgQIAAgYkIjNYAWu/5xuTExpvvneFByS6N6dZB9WiqW5HqGXeexdSqY5oAgX4U2DM7Xc9Drh5LVa5OqtfnPcmWSfUKrR5N1Zvp6OSwRCFAgAABAgSGCKTX54mnn376LfmV90+l4XOrSi3OsH4k6dIlS5YcNHfuXL/+PsTMKIFhBOr7/OxhlplNgACBnhUYSwNo9QJt3mZU6682ZLpnYewYAQIEVoDAgXmPzyTVy/P1yZeS+kGkoaV+4ONtyduTdyVXJfMThQABAgQIEBgisNdee31j3rx53956662fMmvWrEdl0ZLFixdflIbPn2W8/l+rECAwusD/jL6KNQgQIECAwNQJPDofVSdy1atWIdDNAjtm4+tv+YJu3okJbPtD85r677caPIfrNT/0bZ+YiXqGXa0/9Hl3Q9cxPjYB9efYnKzV+QL9Wn+OdGROz8JzR1rBskkJqD8nxefFHSSg/uygg9Enm6L+7JMD3Qe72bP153h/Bb55rNfKyIObExnWbZx16+Ypyf5J9RJVCBAg0M8C/y87X3XsUcl3xgDx46xTP+pQv2S87xjWtwoBAgT6UWCv7PTO/bjj9pkAAQIECBAgQGDiAmO5Bb713V+VGR9K6ov6kcl6SX253zyp8sLkyUl9+VeWCdRzAF+ejLXRWQ+wZXbGCHSjwOMbG332ODb+jKxbt8HXVbcvjuN1vb6q+rPXj7D9I0BgZQmoP1eWrPclQKDXBdSfvX6E7R+BUQSqW/fdyV3JKxrr1g921O2tP0jqFzm/1Zh+dobKMoG6Zaucxpv6oRSFQDcLVGNe/d332y3wV2Sfbxrngave83Xb/NnjfF2vr67+7PUjbP+GE+jX+nM4D/PHL6D+HL+ZV/SGgPqzN47jdO6F+nM69X32dAr0bP053h6g1ahZX9B3Ts5LqtSVkSqvTS5JfpX8KaleoNUYqgwKHJjB55KZYwR5SNY7LqmGI4UAge4TuDGbvFkyKxnrs3zXy7rVS7z1h5Iyq6+L+rOvD7+dJ0BgEgLqz0ngeSkBAn0toP7s68Nv53tRYNVx7lT1AL05+WHjdQ/KcLvkj0k1fla5Ifl9snVNKEsFbsnY2UunRh8pa4UAge4VuDibvnPymKRZP2Z0xNK8bf6qEdfqv4Xqz/475vaYAIEVI6D+XDGO3oVAtwrUhfWx3lFYHXCu79YdXQnbrf5cCajeksB0ClSFOJ5SDaarJ83X7Zrx6tH47aRZ6geSqtfTbc0ZhgQIEOhDgZ809vkDY9z3qlvrB5OqfHVw4F8CBAgQIECAAAECExZ4VV756lFevWGWfz15+SjrWUyAAIGuFmg2ZI51J36dFevHeZ6RVMNn8zmgVWE2ywEZqdvkr2jOMCRAgEAfCpyaff5BsltSPxp3v2S4sk4WzE+q53z1FK/eowoBAgQIDAqM53y1ejApBAgQIDAoUOefn0rqhzbXHZy13L/Py9SlSQ3H+sim5d7ABAECBHpVYOPs2O3J4uTqpJ5P+ZtkdlInp+cnNe/OpNZVJi5Qt8CXpf8RTdzQKztDYMdsRv0tX9AZmzOlWzEnn/aPpPa/6sw3J89P6rb4hyXVOPqO5Kak1vlDskGiTE5A/Tk5P6/uHIF+rj+HHoXXZOLVQ2e0GW/2YDq8zTKzxi6g/hy7lTU7W0D9OXh86s7M5nf0azP+pMZhu3+G/5nU+Wd9tx/tYn1WUUYRUH+OAmRx1wioP4ccqidk/BdJNXKek2yeNMuNGakfQHpqc4bhhAVUoBOm88IOE+j3CrQaOr+R1AnmSPlWlj84USYvoP6cvKF36AyBfq8/m0fhLRmp+nOkHkx/aaxzWPNFhhMSUH9OiM2LOlBA/bnsoMzK6HuSRY18KMPfJlWvXpY8PlEmL6D+nLyhd+gMAfVnm+NQt8C3lm0yoypYZfICKtDJG3qHzhBQgQ4eh+dmcGzy3aSuwNeD1euWo88nT0+UFSeg/lxxlt5pegXUn4P+ejBN3d+h+nPqrH3SyhVQf97X918y669J84J8nYPWo+uUFSOg/lwxjt5l+gV6tv6sHzUaqWyVhZsk1yRXJ/VcpYcnI5WnNRb+IcOKQoAAAQKDvUCrJ6hCgAABAuMTuC6r1/nlu5J3J+cmH09ekDwiuTx5WfLzRCFAgACB+wpsmllVh/5TcldSzwbdJ/lZ8tlEIUCAQN8LfDEC9yZHNiSatyDVvNFyeOM1BhMTcAVpYm5e1XkCPXsFaYLUa+d170vOTeqxIX9O6kePPprMSZTJC6g/J2/oHTpDQP153+OgB9N9TVbkHPXnitT0XtMpoP5cpn9QRv+e1Pf385KHJnOTvyU1r+5OqnnK5ATUn5Pz8+rOEejZ+nO0HqDn5hgsTJpX1C/J+HHJWEo9J1QhQIAAgWUCO2X0zGSjxqz6kbOZjel6hEhdiX96cmWiECBAgMDyAnowLe9higABAqMJvCorfDpZlLwzqed/3pNcm1yQHJ88K6nHMtV56NmJQoAAAQIEplTAFaQp5fZhK1GgZ68gjdNsraxfjxK5O/lAsmVSF6FmJ/VDSUcmdyQ3JOsmysQF1J8Tt/PKzhJQfy47HnowLbNYmWPqz5Wp672nUkD9Oahdd3D+Otl+GPy6EP/G5K7k8GHWMXtsAurPsTlZq/MF1J+df4x6bgtVoD13SPt2h1Sgg4e+vrzXbUavHOEv4YWNdfYaYR2LRhdQf45uZI3uEFB/Dh6n6sFU9WfdlfSOZJWkWR6ckbp9s5b/I9ktUSYuoP6cuJ1XdpaA+nPweDw2gzXGcGhqvb3HsJ5VhhdQfzZs5s2bV/+frsZ1pTsFerb+rN5HI5UtsnDDkVYYYdkfs6zSKaUq9brd9DdtNujZmffSpNa5K6mrZJ9MfpYoBAgQWBEC2+ZNqofn50Z4s69k2TFJ3QZ/+gjrTfUi9edUi/s8AgSGCtw/E3X+9pLkV0MXZPxPyS7JG5L3J09Izk46pag/O+VI2A4C/Slw2Rh3u9Yb67pjfMtJr6b+nDTh1L3B/Pnz77f22mu/bubMmfsnW5155pl1YfKSjH/xoosu+mwaRRdP3db4JALtBUZrAD0sL3tZ+5eOOnde1jhi1LWmboX/zUf9X7Jly0d+OtPVs2Bo2SET+yUfTt42dIFxAgQITFBg7bzutqQuxIxUbs3CTUZaYRqWqT+nAd1HEiCwVODbGavztTuXzll+pL5k1a/Cfy951PKLpn1K/Tnth8AGECAQgfWTzZO1kplJleqlV+0BaybV2HhdMj/plKL+7JQjMcp2nHrqqQ+aPXv22WnsrA4fM+699957Ml5/Z4+rbLvtti/MOs/fZ5996se4FALTJjBaA+iPsmVVMQ4t1Sv0KUn1ZPpmcm1SJ6QPSaon5YbJGcl5SaeX6klQjZ8LkmrsrW1enNR/qP+RvDWpHgdfTBQCBAhMRuCKvLgurNQFll8O80YPz/y6SFM9QTu9qD87/QjZPgK9IzDWXkm13ljXnU4d9ed06vtsAv0ncHh2+ZBk9VF2/YhRlnfCYvVnJxyF5bdhZho/z2g0fl5xzz33vGnBggX/e/fdd6+y6aabPneVVVb5WJY9JeuckJftvvxLTRHobIH1s3lXJd9PNmizqXWL0snJX5L6UY9OKrVNv2/ZoPrlu0VJu4dCPyDzr0zq1qrpKJ4hMh3qPnNlCPTsM0TGifWIrF/Pr/td8s9tXlu/An9pUhdh2i3//+ydB5gUVdaGe2AYckaiIEFUEMGArGBEUMxLEiSIhFWMqGvEgGDArCuuWYTlF1BExYRZEQVzABUJIlFyzkz836+6qqlpuicxoXvmnOf5+sa6deurrlP3nhsqwiGFFmX6s9CothMZA5kYMP2ZiQ5nBtPxRHUEp7vojKt9P3sAdfIHgVgS05+xdDesLiWJAdOfwbvdHkdffddMeW3v9pXrn4j7OdjohrWFiPr6sSSmP2PpbkSpC0vde0ybNi0Dd/kbb7xRMzwbMz8bkb5JeUg/KTzdwjHJQLHVn9nNAA2/G32IaAI6AM2aDBfNCh0CNoCLwUgQyyKDw2wQvp+U6rwdPAGeBPXAahC3ImXDyEsXpqPXxV3PyMzHPXr00EvPxBgwBgqHARk+R4L7wPdAekdfhVeDVHpVM0MTwGjwA4h1KTH6M9ZvhNXPGCghDNzFdRaXGUymP0vIn9Yu0xiIAQY6UQe1LweDcUAGUfV/x4OPQTXwAegIbgOxLqY/Y+wOYVvo5lbp4e7du8ugnklY9r4c4+fTRN7u5pUR3sQYKBIGcmsA1aykVUCjMdFEy+GXASmnWJcdVHBTFpVUuuRgEJcG0EmTJtUpX778RJSNXn4BXDmB0qVLD2eUZnZKSkofKSUn0n6MAWOgoBmQcfNH8F+gmef+2efSmzeDKSAeJO715+uvv34IRNdkic7fffv2zeq9Fg/3w+poDBRnBtRhlwFUjRgNICWDE8EkUB+ozVkDPAikX2Nd4l5/xjrBVj9jwBgIMdAcXxp4y43RALxmhHYAMoBq73kZsNTH7w0mg1gW05+xd3caq0pMsPopWtWUxlJ4JTeOlsfijYHCYMD5F+biRHPJq4am9vuMJko7DHwbLUMRxpfh3Fqm74mW8qsBHbQKerH73H6uN3zp/L4cMexjunnVChUqfCHjJzM/14OHqO6l4D6wivgOSUlJXzI7VPu2mhgDxkDhMPAhp1FjtCrQ8gLpID2DjUEsGz+Li/5MYBR6KPiLgaCl4Ef05BoGhH4AZ3MPTIwBYyD2GPDPYGpH9bwPVI7H3xE0A2p3yp/VwDbJRSLFRX8WCXl2UmPAGDggBmT81Kw8Tzfuwb8CtAGeaKLPfKDBplgT05+xdkf2r49WzmqiVa39k4IxvjQnb7R8Fm8MFDQDuTWATqdCMha+AY6IULmjiHsblAbvREgv6qhGVGAb+BWMB5uB9jLVl0P90pTA0+B0MBMoX9wJGw2PpNKHY/j8Zffu3S27det2S9euXV8EdyQnJ7ckfjbpjVBImjFhYgwYA4XLgHSROux6DiNtKVK4tcn+bMVBfyZg5HyZS30WNAFr0YM/ga3owePAdNJvzp4Ky2EMGAOFzEBzzhdtBpOq4s1gknFUM5hiTYqD/ow1Tq0+xoAxkDMGZNisDdS/9WQenhO8gM/VYFKsienPWLsjYfWhHT1LUczwvCQsyQvSxE4YoICX10sw1xgobAZkzMyt3M4Bd7sH/YKrEaQM0BhoJCkdDANPg1iSgVRGiv5oIEOtfyao6l8e7AU1wVogI64MFKeAOaCwpSUn/B2IT9UlV/Lcc8+VqV279nqUTVWmnB/Ffhy/hRdAR78xcX+SJ3Xjxo0HDRkyxEZkwkmycH4woOfua/ANiMWR5fy4xuJexkAuMO71J7M+b+Q6HqbxJWPJvxgU0mBeBrPlmQyfNIz4B9CHpXDPIO1T0kyMgaJmwPRn8A68hHMuqOO7IUvx/wS6++L+wP8xUDs0VmQgFYl7/RkrZBZWPdgipSnvg5Z06NPT0tLmsm/+ysI6t50n3xgw/RmkUiuNtOeidOM1YAG4F6hPL706HXh5XsR/KYgVGUhFTH/Gyt2IUg/a0XVpR2vFbEXa0CPmzJlz38iRI2XDCMgmUadOnUfw6r28lklYh7L9nrYxMIltBoqt/syLAVS36hxwH5CRLglIdgMZCrVH00cglkUGRS3TlzFU0LL9vkCSCLaCL8C1YBHID9E5OoOccl6PvHo55ckAOnXq1CMSExP/QAktoiOva40oGAS0l1ZbGnftadzJQGViDOQ3A8VWgWZDlDrlx2WTJ1qyjG+fRUss4vi41J9uA0yDW9UZFDqbQaEPwnlkUGg4Hd7R6M0v0ZunhKdb2BgoAgZKqv4Mp/pmIh4EzcBfbqI67WrDaWsmT2QAVbo69bEocak/Y5HIgqoT7edjaD8/SfkyCIWE98JH4BreHQtDkeaJdQZMf+67Q2PxDgYyUmlGfWOgPq76pTKIqk8vOQ+85/hi78f0Z+zdk1CN2FLvItrQ+u5IKSIXoC/Vl5FdpQtxhxBOpv19LvaGT0IHmSeWGSi2+lN/yryIGp1CGdDCLWAebqrrj3UnjQqqkSyEb/Ssa6gB9oL8lKco7Pw8FJhTg2l40Z5hek94gj+MMtqNUlKUl9+fbH5jwBjIOwNqRA7K4+HJHBerBtC41J+1atVqB6fVwdxIxk/dp3Xr1j3BKLUG8U6cMGFCxQEDBuxUvIkxYAwUOQOz3Bo8i+vNYNLsz7OBBuXVJpXBStszfQViVeJSf8YqmfldLzrwp9MmfpdyywNtfzUblKatfBLxZ+L/jpmhp9OB13/PxBiIJwauorKa9HKkW+mluD3ABCDjZzp4AMSq8ZOqOdugFPf+u64zLoW29StMJNAkMtk8DkdnHu67kHkYPy9Dd3rvcl+SeY2BwmUgOwNoNaqzJYsqpZA2N4t0f1JNAhv9ETHsz2/jpy71cbAWaFQkJ1KVTHoxaXl+rmXr1q1LatSokYLyaaGPHKGU1oUXMnbs2MqkH0t8BjNAbUQ7nCALGwMHxsB4DtfS/5zIoWS6HmhQSR3keH4eY1J/soyxLrxq7yHNfogoQ4cO3cWseH0grkm5cuVqk2lJxIwWaQwYA4XNgDpNLwHNYJKBqjl4EdwC3gb+GUzTCMerxKT+jFcyc1NvfTiU98SrHCPj5wvbtm273hsEo1NfjXfHi7wbepCHrFNasoRTA5UmxkC8MKAJMRpA8ot0p/rnLcDfQEb/eBbTn0V891g99T5L3w9r06bNSejMI9GZ6WDOL7/88o23JL6Iq2inNwacaclZ0aBR9CngUZDXmTBarnQT6AbqgJIqn3PhQk5Fo3EygOZJtJ8nDbZ3OLg7imcMSqdvuOKpWbOm7qv26viMhtyaPJ3IDjIGjIFoDMwkQchKNP1as5muBjJ+amR7IPgOmOxj4ID1J3rQGwRqvK/YzL5x48aVQx/WJW/G9u3bN2ROtZAxYAwUMQPFYQZTUVB4wPqzKCpd2Odk2fsQzlmLd8AMOvFD8Wd4dSC8hW1U+rC3/o+8H45ir7uepE3y0s01BuKEARn3mwCthgkXTbyRLAcrHJ/9iAHTn7n8H2Bv0GraGS5yebRlNwYKnoHsZoAOpwrPAHXOnwcyhuZ0xqdmFmpkXka8peAyYFKIDDCr81YadJ1prPVmJKYOy3YeIe5PGm6NqcZ14CwaervBvwuxWnYqY8AYCDLQFGccOAVo1udDYAQoiBFsii3Zsnz58u8aNWq0DX14LLrwFJbh7Gecrlat2lDS1UH4xj4KV7L/L3b1MclASZjBFJPEl4RKofs7utepfk/I+OldOysEUphY8ALhMbSbT8c1A6hHjrnxwMAoKql+edlsKqt8I7PJY8nGgDFgDMQtA9kZQDWDUJ3EB4GU5u1ASzM/A8uBRoiE0uBwoL2XPDTCvw3IiPoEsKUikFCY0rNnz0V09M9huc4bNOxOK126tBCqAg04bW/Qm+Xxc0KR5jEGjIGCZiCBE2gmk/Zaqgjmg4HgW2BSQAwMGzZsL53XR9CFd6MTp6Ib+/o2Yk9g6fsQdKKM0AH2KbqvgKphxRoDxkD+M6ABpN/yv1grsYQxUEPXyztiZbTr5t2wUu1o8jh5o+WzeGMgxhjQKkwNsKsv/ilYBbSNXSSx/W0jsVKM42gPH4xO03cLGuPuQM/N+vXXX78IXzlajCmwSythDGRnABUdW8HlYDS4Fgx2wzhRRUsHnwYaRfKWHUbNXAgJMs6+fwDnaXoAxxbpodpsmE7/4XTsr6Ai+gpbXfzr8X+ye/fup/r27WvLPIv0DtnJSxgDTbjel8BpIB08DNQo1cymWJVioz9TUlJGlylT5nj04Pl0Yj9GNy7Cr86urrE+ft2D+xgU0h6DJsaAMRB7DGiGtvRo9Syq5g3QZ5Gl0JKKjf4sNMaK6ETof+2BqH2iW+DMjlQN3htKUx4nb6Q8FmcMxCADXdw6yRCqD8bFi5j+LMA7hYEz8eijjx6NPrsO/adtuBzRIA8rR+fwDZH+tIdtcNEjxtxiw0BODKDexapBeQO4ERwCjvRBs5hWA40ozQRfA3XuY0Vk8NsFVGeJ6rbf8hYnpRj+aO8iLut+F8XwCu2SjIGYZ0CWNQ1CaIah9OUCMAhIV8a6FBv9yV7HaXy8ohvbgOg9diMNvua4guRPRr3vpLH3SjBov8aAMRBjDIyiPvG2hLPY6M8Y+y/ke3UwAkznnXAhBd/Ae2IS74vd/pMQp1mfV7lx8WRE8l+G+UsmA1r+p9mfH8XZ5Zv+LMAbhpFzAsX3AVpF8Rr4EdREF/ZCF7bB/xV6rwO6cB5+E2Og2DCQGwOod9EyHC518Z4XGePuJurXHrwMLgCPAX2YycQYMAaMgYJmoDEnGAtOBxp80cfH7gCxPOuT6oWkWOlPGUG5sgdp1D3CHsmtaOjVoKH3N4bPhaErNo8xYAzEGgPxuoSzWOnPWPtT5Gd91q1bN5GPHN3M+6AFKwU+5B1xudfxnzp1altmRWn/z/pglr50nJ/ntrKMgQJmYAbl/wt0Bh+AeBHTnwV0p1j23hNdJ+PnNr4Pcibb5n3rnYoPgo5gT/yXSe/BhAH1X2RDMTEGig0DmpVUkkQGXz3gx4Au4GMQq9KSiv0OZDDZt3FnrNbW6mUMRGfgBJI00/EbUJJeotKvQ8HDoBKQgU2zPiMurSM+1sX0Z6zfIatfcWSgpOrP8Hv5LBHSp+eCeJx9Z/oz/I7GYJgln4fR6f8ENHSrp6XuaoPXdcPz2T6qU58+fbTizST2GTD9GbxH5XA0aaksuBCsBvEkpj/z+W6x7/1nFNkRXN61a9fnwot/7rnnKtSpU+cv4utgID2OLfV+Cs9j4WLPQLHVn1IouZHDyKwp0dnJHjJsBUuBls7HiqRSkcHgByCjhAyhJWYpPNdqYgwYA4XHwP2cSss1JTuAZoyc5wInS/mUVCGWxPRnLN0Nq4sxULIYiNclnN5dMv3pMRHDrlYCMPPzOGY93UU1+4IGqi4rBfQ9g/E7d+68r3///vrAq4kxEE8MqF/eHywCS8FisB5EknFEjo+UUIRxpj/zn/x2KhLd9mqkoocOHbqLffLfZTBoCFBeM4BGIsri4pKB3BpAz+cqH8nlleqBuQBoFDUWZA6V+Dc4E7QAtq8FJJgYA8ZAvjNQ21eiZoDqI3I5lb1kjDUDqOpu+jOnd9DyGQPGQH4yMIPC/gU6gw9APIrpzzi4ayx7l2Hoagyh17LsvV5ycnL6ggUL1tgXkePg5lkVozGgrRtmgIpuBvV/hUjyeaTIGIgz/Zl/N0Er1MqCjDlz5miCRkTB8OkN9pSPmMEijYE4ZSC3BlA1Oo8EWsa5FkwFS0AZ0Az0AlWA4jcAzRbVktcvwKkgVoygT1IXwcQYMAaMgYJiQKPos/NYeCyPtJr+zONNtcOMAWMgzwy8zpFawXMHUEd4NYhHMf0ZJ3fN3S96ZZxU16ppDGTFwD9JbA4+BFrurI/dpIBIsj1SZIzEmf7MnxvBxM+MvzBwHsZX4GWn+TJKsR0UX6pUqT+jpFu0MRCXDOTWACqlqNmc74A+YCfwy60EPgENQT+QDC4Fz4MBQEtCTYwBY8AYKAkMqEERrVFREq7frtEYMAaMgfxiIN6XcOYXD1aOMWAMGAO5ZeAEDsgAVwMzZuWWveKZfwqXpQHFh8aMGXPasGHD9vovk/2QZcf5B4bSjXwgLhZXpPmra35jIFcM5NYAehGlVweaARpu/NSJNwIt89SMz1OAjKEvgDuBRhhMjAFjwBgoKQxU40K35NPF1qQc6VcTY8AYMAZKIgPFYQlnSbxvds3GgDFQ9AwsoAppINq+n0VfQ6tBYTPwKMbNi5kFekLDhg1n8VGkEbt27foxMTGxJhhA/I2qEO6t2g+0sCtn5zMGCpKBUrksvBX5tewoq464lKykddBxfr/m91hf2LzGgDFgDBR3Br7iAkcAb8+lvFyvthZ5FthexXlhz44xBoyB4sKAfwlndy7qECCjaCQ8Ulwu2q7DGDAGjIF8YEBfgJf8K+jYb0lnoFu3blswgJ4ND0swch6H+16FChXW8AG431nyfgtxpUgfwRfiXyzpXNn1Fz8GcjsDVHuGXAzU8FwWhQ5Ns5f8FXScX+0butUXNq8xYAwYA8WdgeFc4DNAS460DYiWm8wFORENGOkL8j3AUnAZMDEGjAFjoKQyYEs4S+qdt+s2BoyBA2XgDwq4CmhAXe1L7U+/BERazbmU+Gh9fJJMigsD3bt3/2PChAlHVa5c+SoMnhpYbIzRcwf+WbhjMJLK7mNiDJR4Bg6DAe0h8h1oGoGN44nTh440Vbqum34+ro6Z6IbNyRkDLckm3rRkwcQYiGcGvI6rZoKXNKnKBavBqc3m9TxrhryMojKO9gengtPBFeAJ8CFQw1N5NWh0E0gCJrljwPRn7viy3LHLQEnWn/67chsB6VHpVJOCZcD0Z8Hya6UXHgOmP4Nc34CjdmVOcFfh3Z5ieSbTn8XytpbIiyq2+jO3M0AXcvu1pHMUmA9k0FBnvRyQQVRTqCV9wRqgDXRfBqngUWASgwy8+eabnRjpOYsRnzpUT/vDfMKozwe4elGaGAPGQN4ZkBHzcjAaaH/kwW4YJ6psIOVpID27LmouSzggBtjg/UKW+VxGIceh/8rgLsCdtHXr1qcHDRq054AKt4ONAWMgvxnQEk7pRC3htPZkfrNr5RkDxkBxZuBXLi6nS5l/Ks5E2LUZA8aAMZCQRwo0q/MBcAQo5Svje/y3g4/duJtxzwUjwefAJOcMaATpd5AOSuf8sJznnDJlSoMyZcq8guHzpAhH/ZCWlta7R48e/q0MImSzKGMgWwY0gqTBkm9A+2xzF+8M0rmHgCN9qIh/NVgFZgJxpefeJO8MRNWf6L0k9N4k9J62F9hPMIL+lp6efja6b+V+iRZhDBQ+A6Y/g5xrJvxA8CyYDGaDJWAnCJelRCwLj7RwjhmIqj9zXIJlNAZigwHTn7FxH0pSLUx/lqS7Xbyvtdjqz8Q83rd3OE5Qx70NkIFuEVgD/PIQAcEkxhiYOHFidYwAX2AEaEaHfzXuC7h/Us3G+DXDom3p0qVnYixo26tXr/D7GmNXY9UxBuKGAc2qXupCM5pMCpkB9N7j6DgZPzeD4cnJyW/g7uarl6cxI/RB0lqh+94eOXJkO6DVCybGgDFQ9AxcQxW8jxtplZEQTUaSoNmiJsaAMWAMGAPGgDFgDBgDxkCIgbwaQLUH061As7kOB5rVtBZ8CsaApcAkhhmoWLHiPVSvGfhh165dZ/br10/GAEcwej6OkeBdDAGn4sqAPcBNMscYMAbyzsBhHKoBo+xkDxm0dH4pWA5M8okBlr3rHlwO9jLgczpbffziK/pdtgP5Cr33PXHHtG7dWh/8G+dLN68xYAwUHQO/cmpbwll0/NuZjQFjIP4ZqMQltAJVQDQbgCY0CSbGgDFgDBRLBqIpv6wuVkbPN4H2i5ToIz0ygCrcGvQCHYEpT0iIRdESUOrlGDVZ6jnAb/xUfZnxuWPatGnq/Gv5e++XX3756v79+29TmokxYAzkmQFtHeLNYMppIdqL6QKgj8uZHCADzPDsRhGlMH6+HGb8dEombgtG0nvJNx5DaE8izQB6gJzb4cZAPjHwEeUIJsaAMWAMGAO5Z0Cz6O8FMn5mJZo9PzKrDJZmDBgDxkA8M5BbA6hGjvQ19+pAMwNfAEuBDKCNwCDwb/AF0B53oVmF+E2CLx1xlRPR9gIFIiz11MzPyhgBFnbv3v2PSCfp2rXrCmZD/YwR4Pjy5cu3JI/2bzQxBoyBvDPwAYdKL0pPasb8VKA97PQBHj2TGjxSw1TxG4Bmi2rASfr0VFDSjaDi5oD0JzqvKTqNYgLf6SeKeGlNoqRbtDFgDBgD8cbAAevPeLtgq68xYAyEGPgHvv8ANYA+B5rgsgNEEuvv7c+K6c/9ObEYYyBuGcitAbQPV6pO4RXg2bCrXkz4DvAbmAxOB68DkyAD/8W5Kg9kOL31PBwX9RBmfZZhhpPS90bNFExw0tkPTwYaE2PAGDgwBrZz+AVA+ydLl4Z/vEPbinwCGoJ+IBlcCp4HmrF9Pyipki/6E+OnwzmuBvEiCrrRSfPyRsxkkcaAMVBUDGggvhVQhzRaG1YrkGwVEiS4ki/60yvMXGPAGIg7Bs6jxur4XQY0eckk5wyY/sw5V5bTGIgLBhwrWC5qqhlJu0BWyvMV0teDjsBkHwNr8G4BW3MIGUsKRDCA/sVMqGQ6+C1YDl830kmIr0r6saRlkH9BpDwWZwwYA7li4CJyy7g2CIQbP1XQRnAt0Ej9KUAiXbsCtFegBEu+6E902dfiEP3Xhw8cRXz/kdbPzWOzIErwH84uPSYZ0BJOzYTXc/wh0IfkIsF5hkkzCTKQL/rTyDQGjIG4ZaApNdeg+v/F7RUUXcVNfxYd93ZmY6BAGIg2eh7tZFVJ2AG072dWIkNf/awylMC0e7lmIaeiZee/g4ycHpDTfO4en2+R/0I+cvQUxk6ievnvaQLxT5BeAWPARyyTX5fTsi2fMWAMRGVAs5ZWAxk6o4k32NCaDJoNKlFn/0THV3J/8kV/rly58u2GDRsuY3CnzdFHH/0URtBrQKpHK/t/DiLtCvReGnjaizfXGDAGipwBW8KZ91uQL/oz76cv2CM1YM/WTteiu7tzpsa4O9DfsxjwGtOjR49ZBXt2K90YiAsG5lDLvuAQ4LUz46LiMVDJYq0/Y4Bfq4IxUOgMJObyjPPJ3x9oZuBPUY5tTvyh4JUo6RYdAwykpaXdytL2zmowYuycyX6fjxG3iOWfTYBmoWkG707itKeriTFgDBw4Az9SxMVADdBlUYo7wY3X/kyeaN/QrV7A3LwzMGzYsL3uB94+ppTL27Rpcya67x304G7CpwGP/1ui7Y9MHhNjwBgofAZsCWfhcx7zZ0SfH4Wx8z10uLaO8UQrmHrRxu3FoNZodPntXoK5xkAJZWA61z0KXAJuK6Ec2GUbA8aAMeAwkFsD6GscdReQcVMjST8Av2jW0kSQDt72J5g/thhgVPyvqVOnns2o+Rs0FDtQuw74/ZXcQKPywp49e2oWqokxYAwcOAPvU4Q2oZce1XJ4v5GTYOB4oFmHMsZ9AyTnAxlAJylgcuAM8IG3L+kUd0TvjQUtKFEDPo6g8zQ790a+Bj8+GGO/xoAxECMM2BLOGLkRsVINZn7WoC7vo8cboLu/Bnekpqb+iOGzJgP5A0i7Dfc2jKR/o/dtRn+s3Ljs65HAPevF/RzMvW2Dq+1qfsedwP2dELZiLfvSLIcYWAQuB2NBffA5WAlCK2Dwe7IUT7RBei+PucaAMWAMxC0DCXmouUaO7nOP+xlXnfgM0ARoZqjKHA1sxBUSDkC8JfAyJpc+gHKyPJQGZCUMn5fRyOgC6pJZy90/oaHxHEYAbWVgYgwcKAOaVadl3DLqlfS9LO+Eg1FAjU5xsgyUA+rcHwckGlyaDPqBl4HyavlntFn3JJmEMZCt/kT3lWb2+8noOr23knAX7Ny586MBAwbsDCvLgsZAUTJg+jPI/s04D4IjgC3hDHJSUL/Z6s+COnFuymX2/mjarcPR3V+uW7eu09ChQ1P8x7/++us9MYa+RvqW7du3H2y63c9ObPqfe+65CnXq1JlC7c6NUsOZ3M9/5qJ/YvozSOQNOI9E4TQ8eiQRaqea5I2BuNCfebs0O6qEMVBs9WemKX85vKkybmopp76KdowLHEfUmVcjVS8vkzhgQPuBUs3HXMRBja2KxkBcM3APtf8FPABOAqcAT77Ho4Gjj92IBrgzwUhgxk9IyE9xZ5HMoEzBxBgwBmKbgelUT51yW8IZ2/ep0GqH8fNCnQyD2C3hxk/Fs9JpKkbS2eTrUKlSpc5EvaV4k9hloHbt2i9Qu3O5p+vB7eBd7l8aOJP4+3FPAa/gPyt2ryIma/YrtXoxhzWz9mYOibJsxoAxEJ8M5MUAqiv9EGivzypASwg1Q3ERWA9MjAFjwBgwBqIz8A5JQkXQBnj6cw1+vzxEQDAxBowBY6CkM6A25uXAlnCW9H9C8PoTMI41wRiWwbLo77Kg5BvStM1TsyzyWFIMMICxuh33UytgtqekpJzMIKV/pvfLzOidwZYGP5GnC3nPZhaothUyyRkDH5FNMDEGjAFjoMQzoH1VDkS2cfC3YDYw4+eBMGnHGgPGQEljQEutpTu/BOHGz5LGhV2vMWAMGANZMXA1ieOBBow0C1T+T8CMCBhInEnxZkBbb2m/7ASMZZqMEU2qKQHDmW1tEo2hGInHsNnTrcqzYcZPJ5oZvSvxOMu4yevM/o2Rqls1jAFjwBgwBuKIgexmgDbmWg7K4/X8zXGr8nisHWYMGAPGQHFloCoXdivQfqiHgwSwFnwKxoClwMQYMAaMAWNgHwO2hHMfF+YLMqAJGJ3Kly+vWYNPhZOiPe6J04cEtUxeeU1im4FDVb309HTN2g1MmjSpVrly5Y7k3pVKS0v7IykpSf3RtkpDevChJN3XicwEVdvJJGcM1CJbE6BnQ21PiSZDyR6gVUmtwHIwDpgYA3ligA+NtmDQqR8Ht+QZ1bdM5jBQ9TIDG0vyVKAdZAzkMwPZGUBHcL5BeTznSI4blcdj7TBjwBgwBoojAzJ6vgnquBeXhqtGqMKtQS/QEWi5p4kxYAwYA8ZAkAFbwmn/hHAG/ktEJ2YDPsDy6F+ZIag9sx3Rx3T4yN0k0g6iA/4VRjLtvW0SQwxMnjy5ftmyZTvqHoHVVE3tIc3WbYpx8w3u2wXEa8Z3gI9ZacavRO0liWb9DiJ9EHlfW7t27UD2gd3lpNhPNAbuImE4KBstgxtvffdsCIrn5JEjRya2bt266ty5czfjl3Ey34TySh199NEP8OzeQKHOKmOeUZXfA318B4bRu7p37/5Avp3QCjIG8shAdgZQjcKVy2PZv+XxODvMGDAGjIHiyIBG3CeC6kB7e74AlgK1DhqBQeDf4AtwJNgMTIwBY8AYMAb2MWAzmPZxUaJ9GDWnsRfkeDrYAzGafY7/PQjRR1prEtcDtz4d8U3MHhxcoomKsYvXzFyMIU9QrYHcJ8dI4lbRMYDivw8kkbaX+6dtghrgb6o8hNN1DFjOTNHlRLXBfyEfT1I5PZXHJCIDGnyXAVTtze9BMjgRTAL1gQbga4AHgQYWTIoZAxgfz+JZ0eqzk3BLt2nTZjeDBx/wTN2dXwNEGD8fofzrQQp4nmf0Y9zS6OfzcPvj3s85M7p27ar/mYkxUGQMZGcAfZ6aCSbGgDFgDBgDB8ZAHw5vAq4Az4YVtZjwHUADR5PB6eB1YGIMGAPGgDEQZMBmMNk/IRMDc+bMGUJHfgUd+ptJ0HJ3Z8m7MtGx/45llwNYdrlIYZOiZ0Azc1nK/jk1aQtk4NSHjJaCw7iHXXAlScQvwHB9CTM/zyQ8grAMnxIZOnVvG+HXwDHeDH0lXkviu2BY+VDpJvsx0IkYGT8Hg3FABlEZl8cDGam0V+4HoCO4DZgUIwZ4Nu7ncmT8lKTyzGzkmZHBuxs4j8GjwRhBX1ZiXmXq1KnHcOx1QM91F8r7wlfWaxhg3yL8GribGfuvMGN/mS/dvMZAoTLgvEgK9Yx2MmPAGDAGSiYD+uK7lmi9kMXlv0LaeqBGqIkxYAwYA8ZAkAFvBlNZgprBNMslRjOYZoBNbthmMLlElARHSzjpaI9gplEjOt2DwCiu+ybCHYgUVlvDAABAAElEQVT/R6SP6ZQEXmL1GpmpeTd1k/Hzz+Tk5FbcI8n14FzumQaBHcE4c3hiYuLXuHeDRKD+aoKb7HdICi6TJ/Imf4L5MzHQnJBm2MoIJfkZaPlzBwWQLUDGsHagNzApJgxgeLyES5HxMxk8znPWhYGhFrt27aqHvnyS56cM8S9hwNRzmWdhsELnSaDMp1jm/kV4QcS9wbkmgyRmgvYNT7ewMVCYDGQ3A7Qw62LnyicGUGJH0nDohRI6nCKTcX9ITU2dTENQhhUTY8AYKBoGqnLaHcBb5hWtFmqI1o+WaPHGQGEywEh9Uxqs7UFF3iVLVq5cOXPYsGF7C7MOdi5jAAZsBpP9DaIyQOd6HYnjo2awhCJnYNy4ceV4j1xORXiVZFxIn+TPsEo1CwtHMniGZXGCGfwq7+ksrz80QrmRjilpcWp3bgTeQNEe/CuABuY9WY1nPtBg02Qv0tz4ZUB7ciKj3SvQc3I94evZgiKdmdifYQy9kWcyFVyPAVODE+fk9WopQzNAJdODTuZfDLHdee5bkC8AbmfW6UmEx6O7p5JTdTMxBgqNATOAFhrVBX8iFF0iS4Ee40xXAe2R45wU92IU3b0on6tRNBMKviZ2BmPAGIjAgBqW/cGx4KcI6YrSKP2hQDNBTQqBAZbklalVq5ZmPdRDV67funXrt4MGDVLnoEQLHckGNJKfhRPt3eSI3imNGjXawHKq4Sw1fNGLN9cYKAQGsprBpCWc3gymVfg1g8k68IVwU+wUxkBWDNDvaIXB5VLyHAeqAw2kLWbG5y/hx/F+0ccgcyqe0VPvau9bFQm8szQjXO9zk8wMqP05CDQFf7lJ83BPcP1+J9wQ7U8zfxwxwJ6cZ1Bdb0KFtpbQPS8DDgGdeea+xgjaH/dqhWn3lWcAYTf+HAn5a/DM3UZmzeisp4Mo6yWe+yeYePVfykrWthd16tTR+/gCpbtSkXznCBhCp2/fvr3XgAEDdnqJ5hoDBc2AlhSYFBMGMH6+gDK5BqSg5J7hsi5CsQ3G1cbwlWmE/I+Oq5SUiTFgDBQ+A69xyhQg42akpSatiX8DaFnS28CkYBlIoJF2PUvy1jDy/RV4DR05o1q1autpkN0tw2jBnj52S+c90ZBBs+94l8j4uR1M5Z3yPK6WzdUCL4gjXBNjoLAYyO0MpsKql53HGDAGIjDAO2Ik75A5JA0DJ4KWykZcM94x744dO7aywj45wud3vLx3tvri/LPEdime9CSc0IAlZWuAOaczR1VESZFZ7oU+i3u46/8JV0Yrb9af7pHugQaRTIoHAw/pMnhOtoC3eD40A7M50HOjZ7E87d6JuKuA2rx1FZ8Twfh5OO3EnznuBqDl9MnucY0o81EMo5+//PLLVWhjv0D8BaRrBvLXyoP/UewTV+Cu59hzqlSpMl7xJsZAYTFgBtDCYrqAz0NH/nSUyECUyQ42Dj+Z0dUrmaHzKjM+x+Geh6K5VlUg/UmUlpbimhgDxkDhMrCQ040EzcH3QI1PLf2QYfQHoBkRrYD2sFPYpAAZoAM2nkbaY+hNbQQ/F934OviesEam72TE+h3Nqi/AKsRy0S9ROX1B+Qv2iWrKO+RC3ilDcdW57Ae0ZOpO3jsnxfJFWN2KFQPzuZraoKnvqmwGk48M8xoDB8oAOr0FhsszQTv6Co6RJC9l8n7V0tq7QLr6HfRBTgM9VBZhDfKeW7NmzSn+sslb3w17hs4M4rzZikra6h6rMlS3ZNJL4ffe0zquNNu2NFJmk0wMyACq9/oZ4F03Ras4UoEG3H8HXwHJtKBjv/HMAM9gB+rfWtfAc5IEuuLV9kVv8sw8ifsJ0DOjGdQHgwB7g26Rm52MGTOmLAZO/W+09/Js7A7H8Xyf5B6njyDJoNqhQoUK03D7Er8d91bi24EUws9gn3iW83UgrHP2RPec6h5vjjFQ4Azk1gBakRo1KPBa2QlyzQCKZYgOwr2fL6vJuJJJUDRjUDIzSNd09W6ZEi1gDBgDhcXAaE50FvgTHAPUIegJjgPLgZZu3g5MCpABGlqDKX4A2AbOxbDXBgNfT6DG2YXEbQBdmFU/HLdECXtIq8HcGR42Yfzs1rdvX3EREriaRNq9iuB9cn0owTzGQMEyoA68xGYwBXmwX2Mg3xjA4NkL/Mmg4Dz0+ofgW2Z3OashcmsIJX9d3hF3U7kMjCJ6rw6jD/IFeIO43ylbRssd+M/iXdzddxFlXb83g1OGEhlsPKmmYxXAldHT2U/d9Xt5AnxcSceZ7M/AVURdAT5wk5biqg2qe6HZuelAbVStGjSJcwZ4xs7UJeDqvlYAi/G3WLt2bW9cDfhPAC8oD1Ia/N2vX7/NTiibn4MPPngQz91hHP8rRszO2B1+cm0Pej+XJa0G7l70SUcVRb5FOM8Qr/OMRicsVry7X+8T8pPWS66JMVAYDDgvklycSKMHy8E1uTjGshYCAyiONu5p3ol0Om2ETLxmnEnOLMEzm4IM2K8xUHQMfMipNQtUM7FPACcCzWxqDDLNiCBsUgAMoC9vUbF0zjSrcTpeLYe/nA7gUtKmEq6ldOSusA5aMDbOfumQ1uA6DuP6qmVXdT6g543iT4vWGIYjzSSRnBx07NcYKHAGbAZTgVNsJ3AZ0PvgIvTldGZRLQN/4ceZdn5xZIhr00zNV0EzDBUrwUcybHCtVYi7k0kTH2rGV06vHcNpd44rTxlvYfR8K+y4mwlrZqcm1AQwkDiTN3hHNSG/1yf1ZoBqlqcMc5FERtLySuC4VDeD4lL69Omzyg2bk5mBPQRloPL34TWLryY4CqjdczswKR4MHOS/DJ6TMoQHsrppFc/dDJ7BCeAyXx4ZJ3MkHHeBm/F+/56hv/zyyzWc52nSpC9COoP8xxKv5/M+jJ+j3GMdh3hvcFP9IhNjoFAY8F42OT1ZJzLqmKU5PSCG8rWiLi2i1Ods4l8FWgLwI/g/0A7EkziKiw691xAI1Z2G3FVshKzp6P9WJG4fZjatIf4m1zAaymseY8AYKDQGtnGmb8FssL7Qzpq3ExUb/Tl58uT66ECNXG+aO3euDM4JdGz/jwahRqcPIX410Cx6LfMuTfzr6MoReaOtaI+iY9sV/ECHdCPXsYDr2cS1fkOc3nkRhWv3tkhZGzEDkcyw8dK8vNGyWrwxkJ8MxOsMpmKjP/PzZsZiWdqzDv34IfpyMvpSerIRaIL/n7hvoz+n5MYYGIvX6K8T77YzuLaR6H19O2AoxolGoAtoTX9Cy1NXkn4aH7/7CF4mgPEccz3LzOv5y/H7OaaFG/7MHy+/BhxJvxZ4Rs5z4DSFd9RfnMffJ/X6MlXCynCO43Bn9idpMqZ6S+BlDJ0Rlt+CmRmQUXkYmATUzpFfXHoGLbwxJ6Y/83BLeBacdpr7XGkJeiNwF0XVIm0T/vB+R9233367SQ5P1VD5KEcDJSHBppCK7riK+OPBR6EEdCczRVvz/N9BnPfse8mVXY8M9CbGQKEw4H/Z5OSEnpW+fU4yx1ieT6lPpNmRGqmYDnoBjTQeC/qDb8HDIC4ERTPPregZ/grTWBlLQ+6/xNUhj5Y5SGGtRvHVJP4hDKOvmhHUz5j5jYF8Y6AxJR2fR3h7YeVbZQ6woGKjP8uWLVvD5WIVui+dztx1hPuhF7fS4etB460+0FJ4r/OWiq4cRSftnAPksFAPR/c/iJ5/Exwn3Q8WUgF93fMfxE0n/c5IFSJtmRt/dKR0xTEjyEvz8kbLavHGQH4yEK8zmIqN/szPmxmLZVWsWFEfBFE7eg3vg8vY264xuvNQcB3YQvyFDRs2fIf3xj/Roc1i8RpyUyfebcOVn2u+k/fe83hDxglmb35D+G037hTyXAwu4ZjHwGKu3z+TkGwhcYyX8FUmFOPzcJ4n4VX9LPVH0nBkwNyA/yfFIQnAq4fcvYpE5Fea6utM+nDDwbxp6SmlNmy4WOkmERnQe1sTfbTkuA9oC6oDif4Hf4DuCsSYmP7Mww3heQoZIPGr/SdxnhWenxrEaYao96zqOdSqqJzaPaQL9fzWlRsuPOM/kva5Lz6NmaKencIX7TzLsr9Ivgs69msMFDwDuTWATqBKN7nQ6NHlQA2FDhHQkLhYl35U8AqgUZCh4AhwKNA+fAvAjWAwiEVJYK+2tjTC+jES25MKfqhK0ii5k6UkuoYAaYNRcqr/dvAw/kq4mtXkvfAIBnpiBP1wwoQJFRUwMQaMgXxjQLMG9ULPCy7Nt1oUXEFxqT9TU1NXQYlmjTSR3sN1lnzh9nX3KAvwBfgKhDXrQA3C/7gU6n7GhWCs7Uv9b6aye8FVjLzXpEF6+PLly2twPTcQp/fA3bw79pv1wb6fajTvIf0syjkZfyZxB8zuUSQN3PDljZnyWsAYKCQG1Hn7DWwupPPlx2niUn/mx4XHahnouy7ovfPQaxtBe94HL7Cv3TJ0p/bO+5S0P1V33DNoa+vjHn9yzFe0tdvE0jVNmjSpDnVqhVsrq3rxnivDdZ1CntSNGzc+HZ4XA+fdXOOVXjx59eXmwbhvEF8OjCHPtV6655L+i/xwpFmzEYW05m7CJJbNlmFmmIwxncAuN94znsrg6S2ldYyfbrrfSSiVnBw4+doby5xz6VWX+RPMH2KgAr5XQX3wDOgC/KJ3ejUwBXj3xp8ea37Tn9ncEXTXNzyLX7vZjpFLWO1dtfs0S1NtvUTcLTzLeB3jaHd02lzwE/gfz/dpSggXjpmpOJ7j/foqWmXFsUNJU1tTonZot0i6grgrOLf2JN2NbhmvzCbGQGEwEO1lEu3c+jM/Ei0xLH4k4VFhcUUZ1FRwGQId46BbESmGtqAd+NmN8xxNydZopF4aDbzIA3B7cey/QKkclqHztgfpwBvpdA5FsXRBWYxBaRzmRLg/xK0nTo2IzeARwlIsB+P/BL++Eu+cG7/K/JOwZkI5DSTi5tBJPp0Rmk3EmRgD+cnACRSmZ02zCfSfLimihvhpebzY1zlOiBUpNvpThNLomo3+03/xWaCBvHl0wI7U4BFL8UajD7uS7nXANDOlKmE1FGvQGXZGvjlmPxk3bly5QYMGqbEXnJGyX47CieD6pN+b0aAcQif+pfCz0jkeRuP0Cel9rufo8HSOV8f3TuK3keff69atmzx06NBd8NMSfh4i/lywgfKPpPx14cdbOF8ZKKn6MxqJSSTomRUv6qj/HxgDbgPq2Kv9E2tSrPRnrJGbX/VB741F7w1Grw1Hrz3glUubW0vB9WEgTSLYA8qBhUDtbU0o2MWMxrMxODhGAcJFItRThoTbqedRXgUI/0h4FO+3d7w4z+U9UJv3wFryrOM9UMeLlytdz0z/XzlW/YUvQCfyDSCfnjdNsOjHsfLv5dqbc+0rFS/RNgLMpNWS9poccyPHPBpMCf6KT3wfgwoce6qfNw3KUa5WLuSsr5SeHqg597dA23sfDCSmptJhynigbCB5uO98pj+DZKj/+QLoCyaDskD/5ZHA66t3wf8BeBDcCmJFTH/m8U64z/gKDtd7UwZQ6S0th9cAv/4DO4n7nPB5+CMK6f/DPnAZ9oFkLwP6oQH6YRHHaa/fUaTfM2/evAQmVKn9fB3xXvvZO8RxSZsNpvOM42ScRT5nkB2/tt94PlNmC8QCA8VWf+bWAHoWd+OiHN6RaeQTYkUiKdCdVO4HcGqUSl5N/JOgPlgdJU9Oo6eSsUdOM/vyqSMdagjQQLuY8HiUhrSH9vX8E1eGzGb4pYg0syfRd7znVTkJpOvLby/iV8NEX2iTIbWeMhF+FwV0vvwmxkA+MlBsFWg+chTrRRUL/emRjB7thN5TB8zTr+/R6X2AuHdBVTde+nIj4ZreccwePb5nz556Z4SEhmBdGoK3kU/6vT7HpOB+C55En07BTWBE/OBy5cq14hwpGzZsmC1jIvEFIjR4D0OvL6DwVXR6NQCma8wkzOJMpKEqw2X13bt3Nwj/aATXVJpr0numvw7kmtLx78FbwQ1rhtT5GAm+VtikQBkw/bmPXhnrXwOH7osKdeC3E6c23ZXgDV96LHiLlf6MBUILog68F2ai59QhPwXd+aXOgS4sz6DPIrwN0Hky+H1EHrlTt23bNrBy5cpqQw8mvIa9kZtjJNiBv9CFuv+HelyrE1NPzej6G28jUNmNG8X7aKT8nug9wPcA9MwkYsA4yD8BgvfIw7xHbiTtKaCJIv/AWHkGxspP8DvCOV/hPFoxdyt8PehGO46MsXheUYD6fEw+9T303jsVDCCs2afPU6ehyuMXzq0ZtjKGNPbHJ+zeHaj619JAuXXrAsm1agVSKlUKJKSnBcpu3hKo+du8QL0vZ43ZvXH1bXWDesA71PRnkAndR73PqwG1CWT80jt9JPAMoKXxrwEy5Oelv8phBSKmPw+AVp6ny3meNDio++7YfXj20ngGZ+Juxe2q4vGn6LnkOb+X/LLfnA1uIa5SpGeVci8i7WWg/80KoLZzFeCdR4MnKj+J4ysCtSND9gzSdE5NuroWPfCywiYxx0Cx1Z+JuaT6A/ILxUXUUMlqxqPXkFEn8kANoGogPQ0yPfyEo4kaLmOBFIkjjIwegvLQCJ7KWINfhll90MNJ1w9+zVKSkvmdoEaB1Sn4GZwC5oLWKLb3ccNlJ8ecxzmOp4HzfXiihY0BY8AYCGMgrvSnv+40tj6l8/ZvdN5jbvw56EUN8KkhJ5Hx8yHy3UIjrz35vgJkKXUPaWoUOkIZ7fDIaHqQG6Wl4+pYnCTQCdTMNKU5er906dIBvsCZQfwcOsvd6XAuIW0/cTumJ1GH5pS3hwbp9xhe5++XMXKEN6ClTnvo/eHPSvmp1P0vyj4Ow6zyr/KnU680whdTz3epwzD8/wAyfmq20Ot79uy5L9xoSpqJMVCQDOj/9ypQu0edOXXQPgSe6Nm8G0wBLYD+/7Escas/Y5nUA6zbHvd4x2goP8bPfjgyfn6PkXBQYmKijHfquO8ZMGDATnTppQwmHU6eE8k7AFft/AIXdHND6nCc3jcMrLXE1YeFUnhHvYk7lmXln7Vs2bIUA1lXUBltgXUX77KfGbQKbVvivgc+Ie0crutm8t3qVZxyjpafspfhvwrvdt5Ds7x0uRz3Nk5v4ORVnCcYRF/lHaP33tPkOwNXH1tykqlfGngUPm/x8ruuRtmaJXS/qEpqUtLE9Scc32lPzZptUypWTNxyaLPAlsObB7YcyaMthMn6tscG5g/sfynlbnpu3bqHC3KQMezU8RKU/twFIrYJ3IvQe196KdUNx7ITt/pzM0Zopo1vKSxyeeafRV88zvnK+c4p42RH75nEr7brQtzWuLNo+/6I/0dsApqtqfbvZfifwz7wE/GOUO4rxG2gXTuZiIZutBzPKKHnvzrPpOI84+c8dMo7lKfwb5s2bXpnyJAhslOYGAOFykBuDaCFWrkCOFkZyvReAir+M9AJ6GGN9FJQw0fyZ9A5oN9tHK3z5VRahmdECV1DnDrXUlx1XVczQaVIdA3OdeCV0pHxU420NI5THvlbKQ13PUkyoMrfQi4orTxklRHADKAiz8QYMAb8DMS1/vRfiPw08P5Dh3Auuu8DoGuT8VPvge/o6I2moafOnTp5bYF0qj6GdBaduuPUOHT3V1NDTgbOD5kdejNGyrnaV7RKlSqavdIH1AHhIj19NJ3l+ezjfGL4jFLqdCHnUWO1AWU7x9I51bL9GdTrMvJnZ9jZ6J7Q3yB1o0IORTvboyjCyx9K9DzqxOJ3PpRXr169ctap9JgxtwgY6Ms5DwNy1eFSW8gvDxGYAz4AQ0DImIM/FqRY6c9YIDS/60Ab+Hv04hm4F1L2dJWPvyNxeg88r4Eh9LDSFO+0kzEi6kN6z6OzTyS6IyhQAygGh0M41wucJ2RQJEzQeVdpVmUv6tqLmZ2LMTRcO2fOnKfwq8+gmaqjcEMGUB3DO+VuDBhdKONmrm0P2508JD1POYm6buLvVD7KepDr3y2/J8TJ4KpgxL4k78nJzKD9kPeX6tSWfJoJtgD3tfO79zooI5AwICWQVBe3EYy24W1Hv8XZZiCQlJwSaDBzdmD90a0DP9x2UyA9yVnBq06OzCk4EaU85xnJIOMN3JPrMNC8FDFXyYycy2UPBO3AdyCSHE9kYxCLvBUL/ZkcKPsMf97LkwMZU5ICyRo8KCx5nRPpY58rcKvznFTC3QDWAdkb3gHSbdtoy36B64gMnuiFZwhowoDatCEDqDLw/J+AU0v+MFFb2v+cBpUU5+KYltTjJ/THAoyfMmSbGAOFzoD3h8ztiatywP1gBlgNNGVeDU/NpmkMYlV4yQZkiPwVjAcMxDizc/6D65emBNSIOR3MBMpX5ILS6OxWQvdNykWuGmZyPUXjuUpXWjWUjJSbl0+jPAcBGhqBI3UsiigdOCNDhOsrr4kxYAwYA2EMxLX+DLsWJ0gH6TM8d3hp6MF7MfqdIOMnHdtSdKIuJe0RN/191z1bLjMnb0Rf1uaYT5nNea6Mn4pnSaQ6wmooepJBg/Jc8tRWJ5JI6WYhiY7hp7iezpaR8xr0/BTiGoB54AXKnww2ca7TyP8tHUpHn5MWUebOnavj1pK/KeU5dQ3PyHX1JK4OWEIndWl4enhYnXwzfoazYuFCZuAYzqf22ytZnPcT0tSpa55FnqJKKnb6s6iILKjzomfHgmR05yXozoHuearLJf5v4m4m7Wz8W4ma6Karbf23m8fJ68Xnt8uAWXOMlb9yvjOilE3VMhaqfuRpRt53mZ26F/9g8muVVxsMqPX8x/Le+pb8V+tA0u/CeLie61Qf6R9uvsq4r/FeUZ8vk5Df65PonRNRMJpu6tS9+5TzuvVeeE633ivP6957y3ndL5rGeONXmFdf4vU3Orlqlcu3NG/efuVpp1Ra1LNrYEG/3oEVnU4LrDj5xMB3I24LGT91Al6cofdlhBM6/R7iK/MeHcust1si5CmpUW9y4TI2TQVXgkrAL6cSUNsjGbzhT4gRf7HQn8wd7y8++RNf+Lu7L2dh8Ev78x4e8d08sxoYn0L4ENq6BxHn6a7z3HrcEz7QQZ7PlcaxR7h5HIc976vhGemPI286YT2HWT2n2qrvWJ7R8Tyjm8EedM423K/Rcf62s79o8xsD+cpAxFG7bM7QnnQpUnWeJGlAf3SFW4NeoCNYBGJJ9CLUSMXRQMa/VsCTa/DcDPaCmmAh0GwgNbaHgZgQFIteAJ5EUy6e4gmlo2j8jbJydMI/R/HoRajOsUZ5PYOqjqnincBcY8AYMAZcBuJef0a7k8yQeYRO4gjSK6IL76QhdjH+Ffib49bVcejM0Tir0JvnE+/E4f+n0tDLd9Jg1HvQE3UUHf1LmvZZoh9auiYdTc28vxXj43aOvRe/dHUVzncrRsj7iW9B+HHFc75rMM4+hd8RfVSiUqVK/0fgApY0TsQgeZyMkm5yJkfxlPUg53iMhP+jw3sRBl0Zhhwh7TzSXlSA8+zXqQ3msl9jIOYYqECNdgE9N9FEz6HaNqnRMhRRfLHVn0XEZ76eFp2odv8F6OojwAz8Z+KOo0M+AB1ZCb86/88QfwjQ/+8K9PNGXE+cQSnyOMYELzKf3QQGwKTHZZCMJlQh88dRyaj2vfo9nsgAutoLyOVanuU9MU/vJY4/Cfj7R3t5j40Of9+Q/xQOHaR3HDLZX57n380epKUDZf4Ne//ilVhRFfHbRTa1ODwwf0DfwOYWmewq3uFyxbX3LtUHV+oQVh9F775gcXgQ5VsMmingClXLGN27d+8Br776qhdXkt2lXPzVYBxQ2+JBILkEDAENFUBuBdjmYkriXn8ycF2J5/eyb3/9vfzeqlUCSVu3JZTftOn9eYsXXd7y3XcL3F5CG3UBek7Gxck8R4NZgTSItucGwtJ90m/l0XUvogseVdgvPEfeBKkUf3zVqlVv5zjZSkJCWH7nJxS5z+M8z5SnZ3c9eQ/Crapk/GVxToCjE9C7z5JHEwo2gx+p13jasMvwmxgD+cZAbg2glTjzRCCD2kPgBbAU6M/eCAwC/wZfgCOB/ryxIuOpiCDRA6ulVGoUCFL8Mn5KNLIrv67hWlDgiolz5FSkILIT3Qspkz2e0lLQd1A6jZz2hB2FhmJ5nM65Nie+THlw/Xl9h5nXGDAGSjAD47l2QRKv+jNY+7BfdexoCM5DZx6P/tNHjxqTRZA+XEh4BI1C7WfmdBiIU6NRadqTOcDszl8UltApPJi4Y0nz9jv6mei2hPV+dIT8D2PEvIl8Vd0ozca8H1xLnLYieZrzhYyfytO/f/9tjLb3rlat2nzyHM2Sxo5Ef6q0SMJsnSfIcyJ5e6DfP6buv5FvCTiUOBlaJRM4j97huRG9H9SINclHBvgPJrJfXzMa/+V27dq1RPc7H4svLkWpQzQQtAPfgUhyPJGNwUuREoswbjznFiTFSn8GLyl+fzEKDEMn3gfUvwmJq8M70l724g4hToNYVzBg9boXOXbsWBkkr1OY9Pe8+PxwMZpURSecTd2aU3YTygy9R7Irn/wryVOaY+vhT8Eto2O4nqE4QibBwDCTiFMmTpxYvXz58trzdAt57+G4gcR/yTvkUfwf4dc76jz8mhyiMh9mcG8+bkj2BpJa86K4GfTe0aBB4orOpwe2HtokkJ5YJlBx1apA/ZmzAntq1do996rLyqpCHOgYRnA1cOH1S9UP8/o80oeyYt4BJKGbgt85lr7Mq+Bl+JpNnPqoVDEhoVOnTheaARQ2gvI/HLUFZOTqEIwK6H+VDuYATQTSPY41GU+FBEnc6U+enXb8Fd+k7vU3tDnKuQj35/RSJ3ZY8Hu5Sp8fNvWNGWxUt5HtIFaXCqSvSQ2krl7D6lpuzh7/AQfip733FvruOMq4i/roGZYB0mnP8Ux/QfqlkcrnEe2mePL85E/X4+WG03B1XyTes+k908FY3y/HKY93btTEflKFPCe5sefThh1OvW+mfmP2y2kRxkAeGfBeNDk9vA8ZpSyvAM+GHbSYsF5OUq6Twekg1EjAH0uih/UPF6qrX/QCrgH08o0ZQYHKGFs+mwqFFA6KKsnNi9f5MrzT+CFOiqcccetpLFyJ/xv8k9y8cnTtJsaAMZD/DFSkyGrg7/wvulBLjDv9Gc6OZlTSqKq0YMGCdRiftBznU/LIePIFS4PuZHS8JnpxFR1dvde0NL0aeQbI7+aVq05ZecqpjbvsueeeK4P/IjePHOVx3iNuXieOkfhkRrj1/jnBzeOMwNPI9Bp8EY03gwYN2sNxel/dCk4GqnNEkVEXaB+4G8mgr3i2whXUiFUn/j6uLUeNSb5gX58OsWZgdOVYGXh34P+S98djNEg/w2+SRwZkPKlevfoI7v0QilCnPcBM31Tu83T4vRV+9T8xCTKgDuTdYCp4AMgg4pdTCYwHyeANEKuSRsXiqv0Zq0QeaL3oVOvZG+WW8wH67XNQDh33T+ANZL1BXAfC9cmnd/dSN3+A5ZrHoPOfJa0pcT+zmkD/zRzLmDFjytatW7cxRjttk7JU7wbv4HDDLOfwkkLtfC8CN1JcZep9K8c9AzRgcKLy4x+CYXU459qkcLj069dvM3FCgPpd3qhRI30jQO++u1yoDCVLxvC+HB70BgK7A4mnJwZKy4jWRXGLenYLLOzTC9OIuh1B2cysz5WdOuo9VJZylLAayEg7ZcWKFQM4Xzv8k0g7mHjvumQQUf8yXFKIcPo23MeB6Ms70J1fE3eOl5H9uJ33nhc2N/AjHJwGZLBqDMoCtXNiqs9LfaJJXOlPnrUm/Hc/4GL0MSBtr+H1zZ3rS08qk7CoX+/ThdJ79gRq//hLoNkbbwWq/rUkoAcgJaDtNhK+Sw3sHYoBYEk0UnIa77YpLqJ9WIpBV7U9azAgr73wT0HnXET6K/6yaPv2J60PcXv5aNkEfxrxtdzwSq6tIWHvQfeeW8/1DgspDjfCH5buy8QNZWrJ/nLiD+P5foJnuz7L9tX+NTEGDpgB/58vJ4X9l0yDQBUgJRRN1pEwBVwdLYPFZ8tAS3L8DtJpZOkLje/jz+39UiNDDQTtAVQJNxXI6O0oJdJ+xa8lP2pA6OVXlrgv6Rifgt/EGMgvBmToUaP0G9A+vwqNw3L6UWc1IDRb5Mk4rH88VTmkP6m0MzKtBh9L3S8lPAwoXbITnfc2xqanaGB9ID1J+H2gmZ86bgFp35L2H8IdCM8l7SdcfX23Ma46mS/jfwZ3Am4z4vzi6VoZIVuT0BBsAeqMOoZPXH1Z/XvSO+PXFiXn0wh9F/9+QmP0OvI9Tv7/oKev3y9DhAgZZmvWrHks75DaLFVcA36i8+u8vzXbh71MO1GmUy/cmZ7RV0XR4DyZc00j3hsYy9SgJe0h8ss4apJLBuhs1ITXGcDpoMPlYvz6P+rDhPqYyQ7+CxcwM2s3RZv+DPJ7Cc44oLaQDPFq1ywBatfoPyxRB+lBx2c/eWVgP/2Z14Ji9Th021E8Y79QP+m03uixTBM20LWa/XgHedah/0/hWXyb8GG6HuI0iKQ9MzX4pfBinM6UsVTh7ISVAvUoU8vNe5NXA6MqQ//n9/bu3TsCnax+Vk47+unkFfab0EL5Qyh3LGmeodDpA3AtN/COeYz4HIneA1X+WnJ3qeSU0xLY4q/y8pWp9b+a/V2NX39/jVlrH1FIKx5IZnwmHOcVuOT8cwLzhlwSSEhPz2DW53vlN2x4teKKVRWXnHe23iUjqZs+iLQatx7hvzGkNue9tFtG4YYNG35M/MleWVm4O0lz+FMeyvuO4470x1HuasrVOUp6+1MUmRQOAyH9iR6Zyn+SUYCQMT/7GqSnB1qO/V+g3qyvAzsPbhBISE0LVFq5YmvpHbsGlAvsfTv7AvbPsYoPQNcPbiGzXyLP941EPqwEnqG3gNrCesdq9vn5bvx16Lcn5PeEa9PKKbVXtnGMdOAxXhphZ/snL4wrPasyMwn5lnH8IW6kBl5WALWVIwq662MGiy5CfzYHPcFhxEmPfMAA1Lu086XjTPKPgWLbf9/vhZkNZ1VJ10s6LZt86uDxrJnkBwN0XKdQzn6KI5uyHWWDUlCHSo0fdRSWgg1Af2iN4h6Fk0r6W/jPUhzKZKVcE2PAGMh3BjpRokZIl+Z7yVZglgzICMjHHaaS6QJlROftQOdtw1sPtw96ryv+n0F7wmr0nY3fEWb4eA03dbZak5apcUa4P/F9cfVBuT9w1Zir4Bzs6m3iIhlkvHLrkH6em186+B0ali8x2n4FHbdkL14u+Tq74X+QZzQNv5+onzqd53DuBqSrIarrks5X+YvI8ypGtEyNZhmDmR06gnR91IOJBfuEcqdx7ssotyyxejdo5sK7+O+kgTm3devWtfAPJn4U0JeDl9IwfmZfCebLCQPc5/+RrxX4HX77w6GMMQEZRnEeh9uLyTOV+9QX3pVkEgiIs9/Ao6CDS0gTXBmARNLN4CNgYgxkx8BQnjHp7Cd49kLGz0mTJtVhxvtNHKx3gmPkJM9k9Oi/eR5P4ZhLQB0VTvx6nAlsW3GfO3NS0Y5ozz88yeE6nOdbBoNPgYxy0tHS1YmElb83xk8ZRXMi3vtD16B3gxcOHUudnyBe4TL4X6T+GoA+0nVD+SJ4dJDKc4RZV18l87V2DJxelPqOev46+OK8tAB7HKbNv6Sfjk+kg9Gr89VXTw0ljn1eKypuJFzD5cAxusj4qTwYP58mPpLxU4aNvSBk8Azzi4N2xKm80Ew7DKDYfgLi2iTIgN730pnVsyBEs+5kiDI5AAbKli2r/6SjRyhGD88OcB8Y7YZxHAk+u/qAEDopoVSpjHmXDkr441K22PXakKmpVevN/mbaptfeeGbOir+u7ZiLfa7ZkmIUHY87UwIJH5UJ7HX6+t6J5fJ8P4JeSkYv3E99Nfv9n750tXtvRkc+7YvzvJ/jacHzVgX98jfHhwyglFHayxTmBq+VSI7bQr6ZeC9WHsL6eFum9rXiXdmDW45znMEKrXX4Q+UTpyxDmeCwk+sYyuDOREVEE3RzaWa9nsy52lJvtXMXbt68+YMhQ4Zsj3aMxRc/BnJrAJ0PBersHQt+ikJHc+IPBa9ESbfoXDDAnm/KXTkXh3hZvZZKVR5ydQ4kui/JKJlBxI3Dv4aRlGvp6D6CX0ogwOyg7+WaGAPGQL4zMIsSBwF1Qt7J99KtwKgM1K5d+34SZfzcgP67HAPftHnz5mVgzHsAXahZleoUeAaVUAMtrEB/xyssyTFsp1P2YhpjtXA9A6g/nzoV6jg7uhbX09FqJG+jIfY5rhqeGjkfTAMtCb/TMHzrrbf6kf4cYacOpOs/1B7djRMU4uTRrEI3xnGOJ09fOpwf00nv7XXSMar9H/n6kkPX+gn4lTrXxdVHnrpybs2O+oqwOklv0/j1GvEEA2p8PsAspj8p+zX897I/6Tgt0VeiSfYMcD9ktD4XjrfwX+xM53+NdxSN9434L2FWRm3uRZfBgwf3uvbaa71kc/koAiScBvTnbwz0PC0Ge4FJMWZAy0np/F7Hc9ORZ6MG7t9c7nR02xhPt+X08jn2eMrQh+Ckwxyh89we/a3BIg3y+EVL3d8l4gGMBfUwktZmYkICz+1a4qRDHeF46d/hoA8R9UEGz7F065sAu0aplrjnku4NOklZl3EOjv6zgSTVJ/y95Cn67ZSnPkKoHl5RxMuoKnkAvTKcuvymANcsJ5MkB8q0wZh5DqbUc/hS9Qkk7qDAZZxkKe4e0o4IHqCvPCeU2lu1amD1iScEtjU+xImuvHxFoP7sr3cnbdoybva9I9akJybezbW+w+DbPuMnOWV8oF66d94+2c77T4VoSwHSBuPdBfRc73vBEaC/0gHef8HrXTve/URGa707HWFZ/Qw80rcmgcAoSLgFeG2QaJwo38hoiRafMwYYdFfG0H+R/+UV/O/vI875/+Ifj38x8ffgEusMyCzHbaSgGpRld+78ufzadS23HdKo3KpTTkrY2OrIK9uNHH38zuWLutIYXKV82QnP7gDy6JxdMIZ25flekhRI0YBhSNAPY9BrrzL4cyGnbeUm/Ir7Gmlq8+0n6JGp6MUrlYBuOxdHOkjnkeuJc60E5GpwPmTP4LrTONcFuE5e3MaEtezd048yimr/4kQylHMyBX8y6QVffEXq8X+0ly9FV1yC7lnmS3O8tL3aUd44Ai0VQX4nvkaNGlvQ38O5pk+5ps6c9yDyqV32Ee3fpU4m+ylWDOhPlRtRQ+Eu8ApQ5+kH4BdZ7icCvV0zzTjxZzJ/zhno2LGjMge1wz7lkvMCgsf6lUVL9+FXGXVoTLzqFiaFlYbSmOaGHUczhVohKIS6GEe1b+hcGn1p/jzmNwaMgRwxMIFcMijdDxqDmUAdd42whssKIgSTA2RAM3ooYhgNGumts2jM/KiONKPF/0f4RLd4vbPUEpIe9PRtCsesRV82cPNk59CWKnUex0TL5zRqIyVyjPY4O480NbhkiNS+pP1prI3HfzXpXQnjjSrbSdFyfF3HAvJqVF7+5/B3B2dUqFDhTfT56ZpRSLgv6VvR51pirf+hI/BSFwPDO6S3Bc51k+dWEve7KHVs6VD/oLzsY3kqeT4MlmK/2TEA92fBmzr+E/zGT99xZMl4mPQuBx100D988ebdx4CeZ+lPkxLAAJ3TfujXsVxqWT07ElzpqHbotitJ70pH/WsnIQc/HOt0qHnOpDsD2uuYuHfwav/nvfhDRiLC0qU6362cZxnneVZhv6A71bb+EBzsxmv1VRnCzqoBXCfac/3H+vz+948XXcH1LMVt4kX6XBkUNDsyYn+OOkzinTec+h1EnsN1HHWYtY5VYVUDSZ1l9KRm5xDt6Hu3lpr6Wm39sUdX29C6VZvkypUD5TZvZn/CnwPV5v3xyIynH9++p06dOzKCqwRUpCNa8o7R5k/KbxosJ/Cxl+a56j/wXtPHBmt6cdRRA3oyRvSWS/h/pF8uP+JxQnclcSZpWr0RMqIEswR/SUuhjN24VZwD2cf7oYceegv/Df58JdTfjeseAZLBp0DGsxQQSaJNcIqU1+KiMEBbyktx/sP8L7cS0QjItpmxe/fuW7dv374JQ6nuizMQwn+7tg4i2Rkg2MV2GB1u+PeKQL1GU3698rLOG49qFZhz3ZXHn3TD8J93Z6T2KR9I/Uz5PUkJJJ6UESg1KD2Q/kq5QKrz/PEshnRDqYA+xpTAjU96j+0r7sYQ+p13bN++fTWg818vnJ1LG3CG2oDkawvcR945yu/3itFsT31/xJ+mWeAK7wHSx2pv1/GuXQcSFi9616t9rryePsDrSHg4geNPxWaxED1zpbZ8Qm9sYOBqBbq7PeWJL51L5xQvKncP8dXAM+gPgs55HVd1oZwJ3KerBwwYEKmv5uSzn/hjIPRQ5LDqC8k3EmgE43vwM/gL6A/YBGhmqP6go0G4cZQok9wycPbZZ+f2kPD8ujeeMpUh1K8sdK+k8DTNtCwd3f/QOFmC3xGUxeUogzsJ1FcESkTlrEMZ3E+D6gminLKVZmIMGAPZMjCMHA+7uTRDRIgmI0kYFS3R4nPOACPaZ7qNKO31mYr+mkn45LASgq2eYKQ6xJWAOq9eZzYse74HvQagOnbqmDg6l/N/hN9ft3l79uzpyTLJ8cS3A544HULyX0xDbxLXeAf+e0g8lQZgWxqD3xA+1TV+OtMJ0eXD/MZPFSRjHDM7u5F/EUE1VnfT2f9DaZEEPn/kHaHGb+NI6RYXmQHuhYzyep/+GTkHPdOUlEXqQDEbN2QoiJa3hMWX53qbgOpZXPdy0mwAKQuC4imJtujpPDP/o85qw05goP5pdM9K9FQLcBtpHcF76L1jczpbh2dvEce0pl17EmXO5T1xG67zrBEv4+d8XO1T2RRXbV2dW0a60Ux4H+/NeKduNYnrQJ6x5D0IfEfdriBOfaN3gMr3t7sJ7hPyezMho+WRAXQNWA30vw+XdCIi9uUo+5N169Zd6g5sfeLkS89IP2PQZV3LBpIepLsWstD4C91Zr27gp5uuD2xr2tgfHVjco2sgIS2tB4bPZm6CJrpM5zyqexc46FYqIeEx/LOUTrRj1JHfL+STYeYiN04rHk7Vewe3uRt3Pm6C6/dcBbWizY3e3yFNeyeHzol/Iktboxn59i+geMd0cS9PhtDpxftSY+Pq0ANeRZw/Lf/Hw9z/r9p0S2VwxIDYEL+jW9zMMs7pmXDi0G9N6aDPDaxefubOh/9z56xH7h+5rWmThL/+eV7tKsuWffx3evq9Deb8eJeO/bPLuU8uOKjWlXuqVyuVtGNn/w/bHtOvy1VXvU5ShIcmQTM2G4NWIK+ij7f1pY6zqK8GWCLpMC+uGtcffh7VS+9q6Vu1NzUbVltC+du8MhZrUL6re3D4tfjD3rmUNYljXpTdQsK7YT1hBcSvxHEpW/pXOtYTopx2mQb0NaNfz8vAypUrH87+xB2HDRu218tobnwzEPGlmc0lybj5I9AowTEucBxZxu/NYEowaL8HyoC7BP5AivGUg5a+a+Tcr1hUrtMRw1Wj8lbvRDTqXqAB9y+FOU4NOXXUGnP8YbiPo7T/QUe7r5KBiTFgDGTPwO9k+V/22Zwcc3KYz7Jlz8DBbpbt6LTZ+NXY8RpKnv7y9KRcx5joHpOfjnNO9OlX6FGnU4xfy/U8nazWckUazf8lTvt59ifspWnZ4iNz5869hS93JnLYUaSp4aaOsWMsxc0gjxptAfaMfABj55Wkt8QAqtmld3LtL+FeTPJxHJ+8cuXKV5U3XDCKrkS/f0b8OaDshAkTKkYb+aZMx2DAeXeEl2PhLBlY76Y2jpaLhnsTpWEI3YJTN1q+EhY/iuu9BajDlJUo38isMlha/DCA3voPkEHgbtqdd/lq/jez2j9jNv9U4tRRvRsM8KVH9aIDX6XMHmS4HeMbs6KCBjniNfP/X2Ah+k2DZVqmOQhXfRsZC6pXrVr1NIyK6xmgmEhYbWLNOsLBwz6UHPcZrgbRPMOG3isRhXx70J+/c8zxETI47wziK1L+j+TtgN+L87KH3hFehOum4S5n+5dXqZyMX45hsOm0t0uV3brt1P1tIhmbKPjDTa2O/Pqbe0bcwYXU5qNHq6ovWDiz0orlqbvq1au9ofVR7VzjZwbvlct4V7zoO+fz8KiPkojXfyge93wcGUQzCX2Nh9BvFxIpfvQOa6DjcOcDHee9s8OvVclZiZd/J5kqgupZZS5haeI6GXxUwq67yC6XrTnCz32cL6IaS7Ur8+xrO6LwZ1j/Y+e/7GtbZbz34tNPVEhO1sBBi/kD1Tx02ocjpm/Zcnninr2Jv9WtU0ORriThvqYZmjuuvLZUpVV6zGg0sm0S21MEEvfuxSq6bxa20pg9ehqzRx/lCfw2KbD3KrbFuBT/VVTlRWaKPqk84dKzZ89FGBfboZ+e4jrUZgyXqLpPGTlOMy8dPYnb3j3Ye44V/ApkKpdj1PYNcQZHb6I/pP/3AA2Q7ifkP8iL5Hgtq1e9tPdyqBw3XUnN8Tch393oqrvQVZrZ3579iW8lXm2LiMI7oRJ5TyNvQ47dzLFfMqng74iZLbLIGcjOACoDmBTmhLCaqpOlP0gV0ALoz6sZI16jHq9JfjAgBeqbRp+TIv2KQ/mdMA9keT30hP0P+17iPiLtWRqVoRFBjJ+DUCZqAKpTO5AR9ddVkARlKkX0MriIfF8zO2iM4k2MAWMgWwY+IIdgUogMoN82uafrjqvGkV9HZtk4i1BN/7ERkp0o6U11fsNFneQZRC4EJ+H/mbod62bSaPQGUAvd25WGU38aUk4L103fjK69SX4am/Vdfb6UMkbg997PupY24DOMAqno6u/xX8Do/KGU96neIzQU9QEM5duezUi26qKOaKkqVaqoHs8p7Bf0f23O7y3lnuVPM3/WDMDbJ3B7N7kuhsfR3NuN4UeQfp3iNm7c+B3OEeHpJTCsDs4IoDbpp2AViDa76yfSTIoBA3QqtbT8KC5lDfrrM/TfdYTL8gwtYFnixxqcIc916LeuxHfng3dDhg4dGu1/EWKEZ24qZX3BMaeiE78lwRnMwT+G8zQn/kVQRgfgTgBa0u7of/I8x/k0cyvi+4O8VXWcT3ScxMlPMeqAq+xUUIHyZJQ6HoSLrkOGDG1v8ifHKD3iOZUQJtprc7AT586arDdzVuCI/5scysYS2J+p2PRSgfTpbwZSv+3FzLNp9971Ghlqg09Wb970zwvuvD1kxeGdch/xtwGKTjgUN5NgEBWn44nUebWX32not2FeP0HvDOLuAnqnOEYP3AYglTjxofvsF70z1xHxLunBa9n3/l5NfD3gfyeLG3E5C4yC11DdCZd0mQEB6tN3BtYOhYSCljVrHKPjWs7jTDTiP9xb5+Q/LQNeNfSMZjzKMOf9h/Vu0/OeGMzmbOnwA37tnVsDnfNlalKSbC6BMjt3plRduKjMlqZNAsnVqtXWgaV37w40nv5hoOLfqwO7a9cKrDijU+qemjXazn5odFp56rKjfr1AenmawOiDpM1bAg2+nFVz3eefD6m95M+xKhPj5yMYRdUmPRbj53j8j5O5AuFHRgYCTwEN0u8n7qz7c9c3O+y3WQ8/cCTT5JXHuyZ/fieOh1SKNKjMEhJkR/LE022eK64qwZE4CQlhnSBUPuFN5FuNK32QrZBPuiYr0YQx6c+7aT+nMthzMe5XHHAVbet7QDgPCei2W8h/O3Da/riy3WSgDydjx7k6t3tUZ1U5S8sfBpx/aRZFXUmaGpyeDMDzsxfA3QbUcJgNzPgJCfktTz31lL/IkFLwR4b5vTxSDhIvrBaL89DzYG9VglwU1wV+46fiaTSogaP8Q/3GT8UpL0pb/wPlG44iyO4/pKwmxoAxYAwUCQMY/75wT+wNAoV0Yh4q5ByL7tTsmmjyfrQEdKo6Zr+66V4H0MvuzWo7GN16jhfpunrXOsK+Ubtdb2UaZt+4fs8JNRSpo9Ow5JzK78RTrtrJ24iryWydQ7yDIrihmQqU8wiNuE7+POyrKkPtG5Sjxp4+krTUn27+rBnAIPA1vGqWmDbafx9+m3lHaMYthgbNAtaSr+3sTTjFSyvhrmaxSWQIVSde7ZAhUfA28SbFgAEGgpq7lyFD4QyeCzrlAX287k2WJS6j4zmYWTbLiVsBKtaqVau+mz87h0cwowfQjHwZMx0hfAPhO4Day147Wu3lioS9d0cjn19p6c7BwZ/QMQqSNgNHx3nHhtrixDlCnnrgLy/sc502u8LU5xacJb60qN6KK/4OJO5wJ+WnpQWqLvwzcNSYZwIH/TIn8Pu/Lln5/e03vznr/pG9Ro+8rW3ZQPIdZQKps3th/JRepx56vvby9fSLMSRnMiCSdrh3Uu7FkEjtf+o5TXnIu0Au+Z5An73LfZJx4A+gfqVn9ND7SCKDT7g4g0Lkr0DCDKB3rrj1ePSMHTKSvg8eJU3nrQQucP3h70dFl1R5nQv/DNwBPO5KKheFed1j3JPp/+v0l/lPe662zJDu0H8ab8ZCN68cxU2gbaUVINoK5wWclkAG1QCG0CmpFSpuTK3sPUo8IOXKBdYdc/TyNe3b7V1zQrtAwu7diQksIE+pVLH0tkObBdIr8Ci5gyHJ1asFllxwbplv77vnhUVdzh2BwfNqTnisypasOaF9r8Vdz6/wxyX9A4u7/TPp2HHjQm3CYI7Mv3sCZQ+vtnjZkcc+9JiuRInB51TbAPi3Akhn2MVLy1xExBBcOXVyefLn0XPvDXRpJucmf2KYX++H3Ii20njMPedIDlyJfxnnOIhPooTaal6BtN9eQs/dT7p0z1fgGSA9qL2k+7JH9SzyVPPymxsbDER66fhrpj/XIUA3Tg+hRipaA5NCYuD77zWJJ9NLP7dnliYSpHClgDWqoU74OcBrfOANCqNMjfAdysO7DkPn5zRcHiKsjoc2JpaR+xOOR8M5DbEmfEVZCvk3YGIMGAM5Y0CzQ7SUoj1Qh0INBTVqPgVqLC0FJvnEAEt05qPHVlNcPXRXqEN5IMVTTmmOl14NNvL2FYaazFhC+r6YzL762C+fpEGkDnwbN2kzbnXgjBxzvGYH3ZT5sEAjrqEhA1ArtG8Ujall5DkE48AZ/nwYe51Op/JSTgegD9v9SL6Bbr5fiNNHJDSi/QBxffzHy0/ZF+McCfSfnE7eQbifEK/O0y+gNjgfVKWsFbwnLscfczKSd14/+g00XpLKAl6AZbhpSdwZkAScveLkJjENS/H8N0o7YS4mlC4/RbnpGUk052VMFsroWKXxV3DCweO8dOe/lkRzX2mhdP4yTnjPv64o9/Xou9N216l9PC35RZ8/8lhCqVTWu1eqlMIfi55KYC/c9p09e7ZjCCBc0kXPnNosH5V0IkrS9aN/GrvXWwV9s4zwx4Q1W1MfF2oGxqLvZEioiD+wd+/ePW7+bB3NvKbNexq6cBB4QQdQTqbllYoCqIeQizeTaBsTtY3rAE+XhzKQttMNeOV4aQp7fTD9tyOJzusI5dT3/FFdDA/NXnszcMSkV50saUllAgnJKYHFvbon/37lpaVY+qrzHeyi29GBwO8MhA1g5uZPOoC9pcVpaTj4SvtBK84vpHnvzw3E1zrqqKMa4i7z5+FYdfoVpY+mXoJh4L/4z8U918vncvzfX3755Qa2L2hH/DhwGPGbOLaGm08fo3I+ikLcBO9Yv0u6PqaEjajbl8z8rcBy/2GE1a6ScWQl24dMw++9Z/2HlkS/ngvNvF0EloLFQP/bSKL7MT5SgsXljoG1a9c+zP9S+9Cfyn9SukUPh/+5Vt+cpIylJLXwlb6AmYNOOxAddThp3cmjtpuTJaNMmQu3HN5c7RJnNmWp5OSMdJo125s2bgR8xew7lz/S86dVKJ/w+9AhoyqvWBmoOW9+IKVixcCcay4PrD2h3Q1eHtf9jjbgdJ6pgegG53+DYqtXOlC2Eu2g1lzEU8pX75vvGWx5OvDrdp/MSgAAQABJREFUtVcF9Z37USHXKEpzKVj/pM2bv0muXv2jMjt23MY5Ez3DbEI6FtvgMU7GhNTU+RmJiUdw3eLJE6ds4pw8ZXbtWpNaseLhbmLwvJn1tfSUF++VkZWbgL66kgzSi23xX4Mr3X4I74mKuCGBkz5UYyAR25mQ0B1d+omXKHsKs0C1f2lr7t1/iFc+kxhhwHv5RqvOVyTo5bQUaCStAdCf8A2QnegNHHwLZ5fT0rNkgAfnUx6gzllm2j8xqGWC8Z7iUENMjcgGrt74MfwwRpkOcuO28qDPV34vD8eogdcKXEYZf6kMUMtLN9cYMAayZUCN8zeBniVJGtCzqnBr0At0BGqkmuQTA+grNS7r5VNxWRXDaZy94iLmoR79MH7KCKkN2b2G1F43s6Ozia9MWJ1QzRA83Usj/CQNqh40PvWfeRo8CO530x0H/d2fPGqITuFYGdomoscb04C7SxkoQ538haAruIjGWxkabXdhJJ7H7J/afAjkUuJHAOW9lY7l/5i5s5jjh7t18eoTKL1nz6dNJ0++vdlbH1TZG0iq5TcoUkHOXdo1EAYNgl46RdNod4yG6kyHDIrBdMUrf9CgCCFu2LmWMrRgvTTFO8fz+KgT4IZDxkbCwX2lyBdFHLqdtMwNIS/ec/2HU3N/MNS3iJQ3mJG3ZKYjvED5jZsDJ904PDD/4r6Bv087OWHroU2VpGvS7IMvcG/AQKN39AnAJBCYAQn/AmoLfQBMijkDGLX0Ibpr3cvUh0Fm8WwMwvUbDInKGE2cHs0VGPE6o7OOQmepw/srW0i8M2TIkO3RqJI+RQ/+TBmO4dMtx8vuf3j9fi9d0yw160dfM5bOXIOrwazdoLwyEdeeONXFLwr7yzuHPOFt6fA8/uMz+5lhVQPjRavnxgYqrF4T2F21SqD81m2B0snJb86+b1TNzUe2OIUDVN7/s3cecFIUyx/vywGODEfOOasYUJAgIvpU8IGKggExZ585PMUc/mZ9KmaRYMacUEEJomAg55zj3cHlsPf//mZ3ltm9vcB5wN0x9fnUdnd1dU9P7Ux1dXWYr2jPbLA68hlKuhP9w3ScoL3lBIUm/SOw+yRvyveLQ3MJPGeStFQmfYfN7+fjPvr5EkvRX+PoV76mX9GK9nOhJ3PtF3GiTELui318s/i/epO/ELTGH/C8Sp4+imTbST7WwIB8OUkf4f+bRhhLWjK1VoaRvohr6H9wwSsBOdCngbbd0YG4MBRMDUV0afsvAR3HgU12KrbZU5S+HAw0IbxV6tFtEVS77C7pkCScaCf58vRe6p2QDagPtL3LIPyCiKysbTgNNSnRCbT1hje03KNOVQNHMOBwnP3QfSZhzVqT2rQpU8P4I3NyTOJvc0yNlavYTl/PbDipX5YnJvq0OI9nzp4aiT9Fp6UuyKpV69HsiIiYuB07PCYn139fTaf+Yqps3rzhjztva5xTo7qX7vVVWqtBE2f/bno88eQdTDwzIxNxrycywiy48lKzcUB/o9mkGstWmJRWLQyOT2H74OaStm9IX2bOS9i0+aaktm1sM87Os0MVV3wTKB9WAKDTtiLn+gFEb0LvSQ9FaZKcwToLmvlvyx8msg03KUI9Nzqdn6Khf9bz3w/hv19KUrb5rdB2KM+FQy8B5wMSqjXqjD4A+4bKLIZ2P/ljiuFxswuXgFZWLgL1wkVgIGzmJS3NAF7lpYBspSiDTCuMNMg6jQHuN+T5ge12DTFWpCgsfng+48X+P2bVV6KEm2Ms3UTZc+18Vhd10AorfwVuxJVAQQkcB+lXUJMoPQtmHzYUrfCbD6oT1mygnFFrQenhpuAo8D9gMihDRjOOLpROAgH6kwGSPswg57JfD5au2mJL7UJn1uRatjFY1PWUJwjuh0Ufu2fPnls4f1POSg1c7HpmEn+c7YmrMKq0OrMZacG+urQtCP3O13qTYnfunJ1Rt+4A9iFGJazf8Gvv6/8zAYdclbWnDuq05JILzvVERcV4S2MlU5kV56fF519u7fDmuBSaFgcxPjc+Pm5Hty5xGXXrhEeyA7/WoiWm6uYtNrsb/kMJ5MbEmL1Nm5i8uNid2fFxlzSbPeMLR5Wu/vQKI5bgK1DP7Nmg+wAihAMEAfrzAF2j2Gqxewdj934KI7rIVFcB9KvlqFQ8BGRC03PiB/i1SvB6Vs9P9BMdEa7Ri2tMg+R0qjo4ioy+S/09qD/YkbSdUvV8JWGxVjbWDlGTrddDZIUgSU3n5uZXW7UmrM7ChaYqZ/2h103s1m1mzpi7c/e0aa2JM61MUKci10c6tWggrw8tnYlDcopdq5zLrEx7g7ZfQJmFfDivm1Z0YuOvJZ3M1+Mb2VvgGbjLYdqYPC2e+NZXR9b69etrOM+SRpbd4FMfVYWxwXGMDX4TL/3v55Q7g3ovYMwx3lc+IIDnQXjuERG+WThJT6GPU5lu0JuDGnesATeDJ0D/GFp/4nI4O4Fb9fTnXn/2EV396RXEVQQvgd+BY0FNruWAoWAvRDn3XSidBELqT42vY2JiBvDc1uf53UmYTfXSH51I6+NrGiNpIuA1sBZpTfosI6yvtK8pGh/oi+oTeUceYFy+lLT6Qts/kEmevoBu26C2LkAl7CcwsVJzyTK21sdYK0OzalQ3HrbZV123wWTWqmlyEzSkAdjWHp2iM0Vn5VbZuClyb/OmrDzPNazmNBsGnmRyq0oFBUL8tm1rjrn3ofVVtm3voxwpwlVDh5gV5w41rGQNZPaap9JnNuzPvSCO/Fz00mLCbnYFjnAZ8WZgQL/hyHdGdTRIWzk2RXzrrbdia9asKR2bjS6s7tSFzkLoNn1r5WRor6ObFhCfz3+nDyTJkV3eodLqz5I+RDI86oOjwVtArQIsDuTlFrpQOgkUUKBs8/mMqjT7WlrQy2YZeSiCdzBELg5VEdfZA12Hrs+C54RgHvLlNB0EZmJUaobKBVcCRUmg0irQom46RN5l0F4FZYi+EiJfpOHgJHAY+DHoQukkEKA/GZhdiAH0TumqKnEp2WeZoM4alZHTxVkSWja0KGih+l2VDWPWfVmLL756oO248dtZa1hzzeB/HbPs4gtvYla80ME5lckwDFWn9/IYoc2+nWI6vvGOCec8OBsy6tQ2KzE4tx3Tw2RhzFqOzYWLTctPv2Qr1BKbLSBMT6xnUjh038MKgaobN5tqq9cUceGAoocgYc3Wa4CnQQZhWDZyUhy0zo7yxcOyEZ6PL9+iwedLWwMUaB62pXvjjCrEo/qyvHweX9pQv5fHG+bl8KdliZe0VZ/o+Ya9atD4J7KFMGTj3clpU8iqK8q7+hMh+ECDvBWg3qNVYGE25lvkvQ26UDoJBOjP0lXxz0uhtx9Db9+O7tQX0I9y1KhB/kzSkMN6E+p5sEC8ROy+UysreymDgedonGJvWky+nzGcYc8WbDkUEpz0QuL2YgJn9odcbxPXuNFH5NW2VKIdOnmDacFpJ6+1Aitmd5LJqxJvIvemmloLFplWn35hEnwTT3ubNNq64uyhYcltWiVm1E+UJALKOxPc+1TuXc7CAMCxif/EcqC0YDVnf1Yw6dirGTDJwfgy4dvgI2A/7tF2qLBwy1oBKofNw9T9NSEL0MJP0X9FnmT5FmODSwgtwAGg/+9IrnGUVpradGcIj7aSykmdAaoPfQknwU04CbJ97dwK3XZ27sER0ZqPYGXigBhEufbknUrYk3Ay1/43oQ2u/vRK4h2CC8C24Eovyf09QBL4R/qTd6E57dKq9rMI/Y453onlpGOgN2OCoRvP//IaNWro2AjxWAoAnlWkW5C231eipQDLqixcp5Sixn1FZIfyNfrY7TtM1/+NNfHbtpsqTOIIMnGyrj1tkNnTsrlhEt9k1qlj9rAatFgour2bKC+nvvREiQFZaqeWFgL6Adp0/CInioBeqov+3C4+aPaEl59XEfTpGQQa0wV4gSkjO+Zyyk0jLM9QafVnZAmljn1uzcDOJ1TntbiE5Vy2MpQACm8MR/joYQz5opXgUn7nJ4bF6FD8munlxYznpZdl2QNFfC0zwWN9y/gjmJG9mHJ9fGVjNaN13nnnbQ5Vl0tzJeBKIEACmn3UbOFrAdTAxHsknwf7gfYgLpDDTe23BObPnz+Rge7bFDxAFp3VJNWtCSHt4ikwSQgt2uIK8ROWm2daTP7cJM79o11q0yYTNp90kklYu940mjbD5EdEmpXDzjJ5OsA+CMIzM03H198Oy2fGnK99alu6NXueUasW25bq4tTMNLUXLDSN+Pqv0/mpauJ27jJd2DIppMHaNxhU+75kWoP6ZuGVo83Obl33EYnFb92W3fH1t7bVm/unbAQ5AsHSORS9TkPLmWg5FL1p26mYZzkNMVhsJ6PlkPQ6FLP8DkW8jNlpIKO7HF4gDdRdqDwSaMitTAPtgUQH4sJQMDUU0aVVLAngULOWGKE7pXicDkNtdz4p1N1Az8UB9qgv71HZsNBeoK4X2Or9DQ44rZaygBWPVxKxnJ/YvXIctCTt7COc1wzH2fcR9Qx18JxJmTesyvihjkmk5XyTQyIYnPUqLzht8evjRS0/+dy0/Oa7ZL7qzP2HFRinbejf18y/5vJ6OBEKOjk8nvTGU39+Z2PfE5Wvtug8u77vvfdet+HDh8+zLuL7kXMR+XxCm/Xhp2MhT+UebiA+E7yK9BWgrqGJnG3kNYBuO5t1PMEYVoWOIc8P8IzfsGGDyvoBvt2+RGNCjSELADyNfMTvCOXMvJrxxpk4EKYgdzwm1rZfsXCJ/Al8YXuPVlzhJP8Z3j7Qe0LPxsk6RkwuFJDAMiiSY2GTRgUKuIRDIwGcYmu58vk617Z27doteH/r8Iz/BK05oSZiNKGzYtSoUZm8v5PFK5qA/OkEraxE4I+ty5ZALqzf3FfCOaFi24ZO2j7OksWoQ9vq8zWPwgS6IBMb9ff777HicThBtTV+6/HHmsy6AT5HU3XtWtmrGTt6HLUG5nrhOTm1Oc9YTgqrrPXjjPuo8Rs3mfQGDaRp67ELypLbvgL+mPSJbPYCuhSa3ZAMWNaT1lmsvT/66KNOrG5ftHjx4l2MK9Kg1cF30gh9KkerH9BNI0i8C9oN1YSZzjXWpE0b6FP4+87k//7GX6gMI+PHj6/GkTAdeH7C+fbAUvdL9IHCLdCxBmYXSI2HInThIEuAF+kSnuGxXNb+z2xlVmRLeNlSeNGWEnYilDH5KS/bxYUVwuBoAV8E+VtBLbt/ITEx8WFe0nWkm5Cu4SurF70Rsx+tCV0HqE8obuBKoAgJaCW9thXJCC0KtCJFg30XykgCHTt21KDNNkLKqNZCq9l3HYy+yLQ0o0Pd8zjPiE95ykLdV5DVmTWWrzDNvvo2bOXws83qszXh7wAZng5+GZDRe/eauO07TaOffzHNvvuBbUbqCgRo+bCw1OXnnWO29OpZxRMTYxl02485yiy55ML8uvPmr+z6zP+msVVJz1c6mel8oAd/oUnfccSR8ZxFeUp6g8TubIuvyUh/V8Te1JkNfp72UkrTpuEpRx31GVepqf4E/qlgBtgrvX5ikzl3396QfuEOnA4TobngSuBASWAwFWvQ8B0oW+gPEJ93SNBqDxcquAQY5K/G7tVdSH9r8jAeHaRdaHFgbfTOJsKTwEGgBrhiPhZ7uTMrHhcSN9i7L2K/9oP33zjrLoT0uOgCX1qaM49FAX2wZzd4c6xfKVaHsjZ5GzduHNm0aVMpadnIghjwEivGD9fQV+V1xJRNMjgxp/GRjlqZtWv7nbhsY/dEpGeEa6tnfjhr/flQUfVVq03TH6eZhr/M0EW/zTFZl0aY6EVUJLvBDzu6dzXzr8UviWC41hSuNYBMPqCWOy0vIiIDb+epG0/qN4IVkkdFR0T0J6+m8hkI/0BoD+iJeoE69qi9VCeZSl5/IC99TOgVkpbwCXWfTcUH/07RidciXEBaE1a690U4H9/WKlKlg0C0Acj7KsLPg/K0kkqTg6NFp44JBI/DO5Y6JbNRvmdA19Z4pjp4Ff/DJbRTjtVEULLQDosLcUzMJ+1CQQl8Bel+8FLwqYLZLqW8ScB3BIV0gFYSaqLlMtCa2GUxVHPiS3jun+C5P4+4lI7OqfybdLDu0rsjJ5942oMFIcjWDGBw6LMA+v4kpDuCt7bb5bk2H4M0awefblMCwtTmzU1agwYx3Z558cV6v/2Wk9a02WvZ1RJMHkcH7ejSyWzreYzJqVZNSkhmsDekhvRGDZmOx+kaw9fg8F8EVLovIbFILgVkJhbE9it9wwjkvYfkZlhRqxFnE1/EDgIP/8sXxIfjO3mY8GLQAnRaffSW7BTVrXpYS7Z9hL2YjPq0u+EW6huHo7LVyJEjVX+ZABN9jan7CSobRv26d8O3B3TW9Zfcyy04aleWyYUqeCWMyFwo7xLAmOvFQ/wq7dT5Ps8SbgF1Xo6Mhn3Aiw/Nev19RBmM4jkWul7An1kyP3JfgYIxjI9MXkzxpoFDeInug+sIyncRNzSdT/IQ4R2EmrHVQNgFVwKuBIqXwFJY9P4dCf5ZCHsb6K3B9wrJd8mlkAAztVnM1Mpw1MDVMkhKUY1VRCaWIvkej5SqBqJ+g8tfp+gC9G5uVc07FQKUTW7fziS3a2vx6usNslL93I6oaHz5k+3qtSxMbt/WLLtw5G91Zv96S8vnnvu7njFpkz+ZPJ7i1moAapoOLvbp6YE7undr88PbY9N3797de7TjoyAYRUPgeZHq/UtMGUhXzatVs9naIUPOIk8DXjk/P8N40ocl5AQ1GH+R3bp1u4f8+8h7HUNwOk7QDcpzwZXAAZCAdr/oxboWdA34AyDg8lYluuUzdIsG+NLbcn5mo4OeRQdZk4hvvPFGAiuk7vW1W5OLjIKlSsOOILAcoL70B4T6ivLRSjugsS++Tqt30GGOLKPznF+krjE+YjhONzGoLU6IVQJenU2q7alyFvohLy6uL2inwzizc9sx9z6YGJucYnI5W2/LCT1NEvo/j7P19rRolp4XGfFEq5++v18F8O77+wImq/KT2rcL8zk/TdX1G//HNviBsIkn78xhw/opjj7XKtRzceY+SJtWErfvuTb5BQAbv6eIOJtXOTL7Ele9v1OHxhF1wM3gN4whXqtSpUpHys2m7rb8Hw2RnRyRhQJ1y5l5KziI9j2fnJx8m1avqcCECRNq4jx4k6gcM8sWLFjwKX2L+uruDOT1BWZ9QZkgfBHnlM7u2rXrUOqR4+BosAF8Og7hW3AMztt5pF0ILYElkK8B5diWDToLXAOmgcGwFsK6YKKbPnQSYELjBt7pdrTgRLWC92Eu75L+I40X9K4KIngn5CMoANBtHjsM5PFnBzkCLY9C6CKBFfh1oD1pEpxdeFrXDroOE0Q4TKPyWOlp6dt8JvQXXj7qpbDLRoU8U9SuPDIt3doJlcURT7K/cX7aWQVDh51OZvBNolLy70anPGoXpH9YQVyLyTrZNP6XMfwv2glwEf9HBLruPiaBVuNHkZ1ShTrsj+vdLeenyvn6r1vhlw7rg3NSNrvey5CAM7UuOvII6oqm/mVM8qgdmjiqBf1E6qgDfWtSUtLP1atXb4SDdhrZmhiSHp0Lqr+UH2cw/H3QqwNp4xxohzW4DtCD9/c351KngMEvWWEtqG9n8NA+Csr5+ZQeYOitQtajl53hsxRJWEamJ79KvLWVHctmKYPqV5h9eMl+Ae26g8OFCxeuZFC7m+voGhsZ0B6JA7YeyjaRF30HL+5WXrp2vPDdyE/HYeo3MoPrctOuBFwJBEjgQ1L3gXJuqsNTx+SEriQmgB7wc2eGGzfNkUGp9Kdkx4DKg7GhAVsv2yARfb8B3ep3UHpXJoWuYp8xGTpfVI+13duDJRsrQ03gr9tKFfrj866avblxscdu6dv3i429e/f6JDy8B/d3PveXgjF0lnMlDvfeCvoX5HfDYaCZYa3EMRhCR0LT8xgDvoc+/z9QH1hqQVrbIkcSauacXY0bznUe8u4bpI7BKNS2oOFcU4OrO0AXXAkcCAkso1IZ8jsOROWVvM7m3F+p9eehkg2Dz1XoF/Wbw9UG9IzhKKia2KBpDDD7kJYus7awE/oHm8QDnJTotFQGhSpvOSvJtyFbEejW5A86Uqs37RGznH63gZmgXW4Q8ZBAuUIH/lq5X2feAtN0yk+Gc5QT5197JVsz6yuez1eOnWMCtWPM5Ouuakt9X/01Y1ZsDqum0hs2NGkN6+fTV/h505o2voBElK8xyb4wPzMz8z+s9tQKpcHUcT+h7QD1sewLsO11P0I5Ob+ycyhn3Sc2/9nY/OttuiOcQ5/yA+mB9BX9CD925BWIshp3F//jCOQ7mbqv49zO8yg/E0bJuje0qoRJ/Lfn+PoV1ZHvG6TPUcIBeh4+1PbgOnXqVMdhusNRxsHmRoMkcB3pJ3002Z/CwmAMGXp2XPBKoDnBIdWfvIcZPPMD6tatq5WDN9Eeje87SGeBvxE/llCroNVH+mdciNuAughybto5+0LZluLbByWxZfdx27bpPkpJY0HXyYuPM1GpqUl8Ub7Opr69TU4CKz6rVLFq40NLhnOP861t8L76q/IxuEiOgEpu28ZykCKLOSxT70GDAu/H2Z6gawZmhT3tOErFzpKeEkhfWsD/sgw9ei7/yfvIfiT9zEh0WwbxWDEQ6uiUx9GBr3tL7Pslbzwp9WPHE76yL8cbo59rhH59jpQWImjVvRzf+qjcn9zfatLS8VYfIHqtWrW0IC0VrEv+FCanRtG+TaqNuuREfRn+ofB+zLPU3rfCWNmHJbgO0IP3t7/ApU7f38slJCTwvIadAGqW80bKBxh2BerTCw3mx8eFWzMqbLGM3bOnTYOp06/q89O0+peYyO+STe4fdb0HAhcoLkOCl/k1rnc7OJ4B8sm8uBth3C7miRMnJvISvUdUi5XellIW3QVXAq4EipXAcjjGgA+DMur/AleDMhpagJqVV2f9CDgXdGGfBEqlPynuN34wQp7DONFq+mzoMk4KGnv7rhc6Jv36z8A2EGXJ2APtQmtEx66jvXJA2oPrLOJyVsqw+ot7SiIcwn1p1Y/ImgS7xun8FE2OBAygs5i4Wkj+aOJ3oLtTMITkQIiB9iI8GiDZ8DeRCzC05Nw8mnyP0/lpMynEufAq1x9OXX2cdDfuSqCMJSAHzf3gpeBTZVx3Za/uH+vPQyUgnHAXaYUN15dzMJrVMjuC2pJEuiao1U8amMajk7TazQ/S+0qgx6yVM/4M7yq4FqQT0YkaiP5CfICdT1qOBFvp26GdrTA/Ojl5V258fB37y8XhqWkmLimJVUhZJjIri68oLzVRe/YatqWbP27/j3fHwL4aQtUp3S7n1Pmbe2lc7Ad5P611UlAUarWr3Z9Yg21x6kx+9LbOq2tO/6Cvr2siC5PfGGz703GQzo6Li6suVuj3iA48ICelIs8//7z6F8kziz4ilPNTbALZMwNBrcIsFnAmfM3ZeSfyX7zAdbXyabCj0Lf8z9dxvZUOWpFR3+Dd74goktnNlAQWgAWcMIWI5s9C6IcruVzoT98Cppt5j+djb73BnyGdt5cwHd2mhUu1fH9QLmGkL+4MQuobB4MWX4T0MTh0j4M9MMr1Q5YN5Cp5Kqdq1TprzzjNxOPclANUEMPZ9RFZ2UbOz6obNq5p+dGnLRZdeanh7HzT5X+v7oxOTnl629FH3U9bjj76vgfTdnXsUGXbsceYzJo1TC4flDORocQS2Kaw7OzfBp534V97OGYFJWvpRWR+MlzNxIle/clZAt35Jf1HN3wj0qdn6H+QzUwYBu/N5D/t5Lfj9FO70IfS97Zj1c6Sk7MV9BkQ6oPy/8wilL47FroWLhwJTUceTAHXkW4Dnki+PiCXygThEGx6v35Et2qiaDgL3GbBd3S9evUugvdl8LCF4p+Ew1Y0ZX7jGmjKmLAHssVdoAYMw5nhlIGj821ieGiLU1776rRZebn4TGLEmn+f2W7NWWfcAcMdzEbn/7h5S0bbie/PqLVw8XSWmuOIyVrymDFrx/Bup6amPojj9RQu152XczEv/kSU7Ura0ILy50NX27Qa427QBVcCrgRCS+BSyHK2jXNky7n5B/gieIQPCSxYx+9t4AfepPvrkECp9Cfl7QGiwSn4EUbFO+gvdfyoM/+ZSI7LlDiqekuuj73VphBo4CkILm+nNXvvNyJpq4wff59Bk/VVStWRQPwEthIm8BXQRdC6QBOk8cGn973RwF8MoGWswpHxcyKGms7J03PYj3oy2BZ/VyC3NwWvVvhrsNqMybAGyHBLMB/lbZr6BRdcCRwoCcipdQ2olRKaLNKAYA2YBgbDWgjSpy54JfCP9eehEiR6Sx/quQId9K6vDRr0qV9dBu0r4l0JzyAtHapt8svZIvi7j9fgdGtPXM+NlH5A38oA9EVs3BFkheFk/YEViA8ycOxP2q9zVc4Hto5W0orHb9k2t99V1x+tRHb1amYz29mXn3+OSWvS2FfEmN2dO/rjJYgE6H/4nddUwupzPHl5c8MjIrTyp5uvznju8wjuG1ve4kkQHWfnbhzGtnNUH0P6grSviDdAJs8yUH7cJmqiC3mnItOqWvBw/vnnb7PzgsJmSlN+ZxC90CTt+43MY+h7tMK1I2Vzwb/pVzYWWsjNKCsJfE9FQhf2XwJPUGQ9GEovhKrNGr+Tofe3zAGH2ju8o+t4h/6PynuA/YjrXcwhLqdoaX07ftszuNG27gmm73famsIpgemcl5fDIc3ScSYd56YN2tpubW9ne3ezTz6fVWPV6hYNp880GwaeZJaPOLdqekLVH/iThsJ/1Ny774ivvmqVaTztZ9PsmykmIifb/HnzDWYrerooqLl02RFpTZuOT1izdt6ECW/1Q2eORKZ6BgRaZfuZN7rv1zd5c7EoOEPj6E9kp1wIFvoMUI/+O/1vaxQ6QAKaBNYn7ydWco6g/q3KR3c+RrnbFSfM4uNGF9sfouaZ+BSaVoVWpS8bDYsc937QAjd4RBsHjxy6h7UDtARPoV92buTgSkBW0yK89J5XX33VVrp6kcr2P5My4pDgxLl/mrrzF2Qn/vrbalaMLk2vXXPjnPvuOYFZFTlpAoAX8mteyIt5IYNn4gP43IQrAZ8EjiP8FZwNFt3z+ApUkkCz6EwgWmf06JbUGd4E2u+U8jqAMjq0MsV9nxBCGYGlP6nLA/qNOgyAcM4Q07mVOsM47h9eqyh9HCovFK3ETUDvyvCKpsCtoAzffFbVRGDQPABdM88ypDYwmG2qeCjwbScdxqz0OeAaBvtz4JtLPUeH4sfYupdB8/3Kw1nQi4HqzGA+HKPDcCLo65ZTuPbA4Hw3/Y8lcLjqz2DB3QzhyWBiIekx0K3ntpB8l1y0BELqz6KLHNhc9Nzj6DlNEApQN/mZDh1u61aFL6CrnhMTuus0gjHw1YZ/IvpJzs4AoN7p5PdyEFWHILSt7RvAR+Tk5A4YOSo8MivHss//uuEas7nfid6Shf3SCD6KtDEvPt4/oo9kxWg+H3N3nBOq0s774bv2uZ+xVV5OXrVJaOcT9QPHUnueIPUj9/09l1pHXDsE5CRVGe0qkYNVx6FkQJ8N//9wpvwMLQCQiTWQJv8R8u8OyCThc2AuIIoYchrbg/NgvnKSPlz1p5xwyWX0H9Smnl1lVNfhUM1B05/YX80QaEve+TQmxOezeKkJcW1zPg9611IIO1i3BKdLUWUhRUrqDHUUDzgnn1WWeAFt/4jNFbK9+sr80Q8+ZhLYPr/9iG5m/aCTTRLb5fM4hzmaFfo1lq0w23ocYTyOCaKwvDx0s3/4YNWP7vwv/chD9sUKC9GRg/kPPiV/M3r0CPTodicvOrY56b/QwzWCbWv+U30wTis7N6JfO6BfU1UWxyp+1WhNOGmC60fwJPAx7Pc7CbVq1NLbikv/c+xhR45MaMP1tQ1/heqhXb1o13TyZ3AfvcVbDFRa/VncLEFzBGNtnShGQKGyN0HcHCrDpZVcAnj3xRzyhS55LUVwaqUohwRvO+E4YfTCqy5rz0i3ffMvvzW9br7TpLRsYc1gp9era2J3J6fX/fuvjTVRFJwy+kiWid7EnNMW4lsJt+aZnO1Jxmxr6Dgfo4gru1muBCq7BDQb2wy0DVHpUqdBwg4LoxURLhwkCeAA9bz11ltPcFD4nRge/1SvalC5PyD+kl4zF96A/pn2ZkHTFygXYzA5r7tNCQwaERtiJNUtbHIKHq2W0szxOgwie3uMns+QAP+XZNyvTOLVg5m0XZL23OWjfxGc76ZdCZShBORweb2E9f1ZQj6XrYJIgMHa7Qzw9Ay8jP6qCjonsKRbbZ15PTrpeudtobv0AbdLnTQ7zirJczkzUyvj1Vc79bMzbrPjSuRSGZmm+ooVkdOf+T/r40W5nNOZV7XKPp7CYpR1OD+t+nMDy9nX1L1o9ZPua8/gYcOGMHn1KPE7QIHoGdyXzp27yKJAY2CrlUGWkxi6JsKaKQ++FOQXcpJL+cFA36BzBrWV8w5kvgPZvUCfYnU6pLvD/xF5mox7Dbq1Mim4Djd9yCUwgxZ8AD4FppWyNa0odyt4FphYyjrcYgdQAkxKr6N6oQ1aTPGYEGfXhbynT4Iae9hg6xg7rVA0gfSK8OCAdGkIgGq5RkNk+c/JR6fpvOYo9qObhjNm4bw8Ct1qdQn+SsPZ7Xrk40+HrRh+tklp3dL8ft9d5sQbbzP1/ppnYXD9u/kg6Zx7bvd/ZIlPr0kY/rY0mDEr6Ygnn70128RcDHkuljSTSnlzOFbwTwS811kfDs/P0dm/QDsRXToTp+bN2O1T6G/Cq1Wrdjp0vZeyvScHLyzgvvpBl53+jpyWigvYuSXdK+fnfO7/IfLlALV4CaXnt0JTVCv4m+H83MW1Y0HlaSfFZMLfxQBY4wZv9PD8DRhghRDBvdBGhaCXhDQGpvtLwujyFC6Bjh01keRXSNaTXTh3GeUw47F28L8stGq0Z2ny8+PXn9yvLedutI3iC217mjUx2TWqSyEZpWvPX2DajX/fbG1UPz0nNj6l6pYt26pu2rQZzcqMRf5OlMVOPiGyC4fpTo/xJHHyxW6cpklojd31vAf3ltENuNW4EigXEpABegy4FtTq10agZis/AYuD92EQulCGEvjwww+Px4jQ/3Kgdaldf7CxadOLu6vAaWcvd1WMl1S2ttzkM3JERf2GWU51wqWkO3F/9xNerUwnYAxfBE9baJv4mi6Gmwnv3r07c1amNdsne7A9UbQAwJEgJ74FrBb9H3VcxRb77+VIpkxX8p8nU1+nXM0guaTOKV+NbuBKYL8k4G7h3C9xVT5mnHjj0T3vsYr/AgZ1Z6F3mG83KeB0nHZjoR1P/CKwC7pOuncBg863GWBOJh4StH2Qrd49OBfzcQ5su4htl7buDYvbvj0zLyoqNrtaNXoMum5be8fFmt1du4Sszztctraj6gy44NVJdg1W2XDOKvVERHTApt6V2qRxbYh2vpyfNmxXhDMyX2b1j+0AFUmj/TMUAVTO7mvsOiwaMtqIvm9pcZXwB3nNRtffijw1SH+GPuU2xs4LuB85UjQI10KsOXwR/qYSVumyHXwJaFWYtrheC74KfgDOB0sCOmJEzvSh4FrwctCFCiYBnHDjaPK7OOJuJBwDosj8OoaoH2yd4ScQCdYnzrwDGufCodpjXRO9sxc9pI+jRLFCM5cVmpGpfFAuD53sg7fguYD8SM4DzWd3a1idv+eb3x681yR1aGdW/ftM0/7dSbDmy/bFAbnPC1tr6TLT5/qbzcphZ5mtPY81WZwbylf3wmotW26af/GNaTD795q+pqlD0OTAudpgVsOE64umy0mzoyoMx2jenBkmd06Sx3M2OvQr6D3oVj5T14IOJ+kF2jktLS3tYjvtCNUXCDZ4A+8v/NW5Lzkzt2Fvb/TVZfOK6XvwCtCajYM3Gt4FpPOIdyakveZsUNALnf4p+RN4Tj4irf/7sIJCHzKfFKT0+pZSIh9TTuhC6SQgz+eiI4880nPvvfcGG1Glq/FglLKdpb5rxXJgcdcXXja5LDNfft65fLmtnrWkPGrvXlN/1m+mJooluXUr7aPx1J/zR0r1ZSt28R4mm4jI5LC83JTs+Pi9nFmaEpWTk4TjFEPXs4cQ9OzFSt3LJ5RTPSZ7L6P0vUxn7G3DYaYH4zbda+yXBCrtEvpipKDBgozOvsXwhcq+H+KYUBkurUQSsPQnnB7QGtD6tpXIQCiu3yvRBQ4mE0aKNdtNqC8/tvRdezfO0BMwqv6EFstAXx9D0vOmjxq9gYH0ALPH6zFyapB/BbQHCaNwFFzkM4yNvaqIvOXQB/pWE1jVI6/G1PcdCclyM9jQyvCuJskmjjFowSbacQoO1EW+tBuUrQQOV/3J6MPdwlm2j1KJayugP0tcsmIy8mW8qIvyYuNe29O8eaQnOsrE7thp1p0ywKw9/dQSfTijiNtWH1TAhkfnakXlxejkd4nPITzaV4fteLCrTGaLY00ckv9mMO0cU62EobXNFFRWq0Pn0ydchV7+K4inxEn6hzNgfgJs7yiURl/xMjr/XvqXDAe9vEYPV/2p/6M6+Dg4GowEl4M/getBOVeEso/agfqPbWxKXDuUHgKfA9Xfu1ByCZQ7/Tl+/PhqnGU5DD3TA91QG9vuTEK/17Dkt3bIOV+jBZeBwXpSDeOW8u/mHpXfosrmLXl9r75Rz7e13X3WEw8ZbYXvf8V1Yv00z4S9RuZXyietlZY4Dvc5RJn8MqwiDRgweCJZupVLSatM4T8s9vo7xWSfOOn557ObNGlyZVRGxtX5UVFt1Oqw3JyF2bGxL6BD30SHBmznUo3Y7P/lHh7gXp5j0k/OawvY3dUOp+dS6FvIl6Pzc/AX+oc+Ypg6dWpkSkqK3ltNjulIFPuDc918tMKa/QMTbMNoCz6WAlBp9WdhwiggAZdw0CVgKdAqVap4JkyYoP9JGOqFV8MKoyvv0EOQU7SoBoVnZ5vw3FzDVzVxXWA3snRbM+qcgWSYnTcRnFcazpc1q27abOqyjL3p9z9Yq0/tOj0RYTnrBw3MSWnVKhrFlVv77/lrG/762+aMOrWy0+vWy4tL2rU7bus2rUJNo+Y0hVwo3RvyJT3jSUMhKp2OcxXMSse5mo5GyWjCmfJcR7J2Yf8kUGkVaAnFICO0PjgavAXUTFxxsAMGoQulk0ABA5TBnAai5a3Ps3W3HepunfFQadEEH4K9QT1bb2EEXYLhNBTDaDxpy7DFUNJWGIw6732TfgiD6r+kLRg7dmw850zrDLwjIehLoh8QrgJbgOdA16rTBenp6X0wni+Bpo+RMM8ktWx9kGkShtNDGE7usyqhHBg4XPXnQsSp5/EpkH66VNCKUreCZ4GJparh8CxUQH9WUjHos/GNokzMOO6v39ajj2SF0BCOfmrO591ZqbNvLBx4+/th0/oKBut0i8wA9TOcmoNJzAKPD8Grcjp/eSR8vdC9V5G06oI2GCeGVvkdhy6WI/I26lsP7TPii+gPSmJnwFo8aODNKtBm1L8H+HvUqFGZxZcqNxyHq/50/gFyaN4Aqg/XxFJRsJNM6d37we1FMbp5hUqg3OtP3ukIdvVcj065FWzguxPt+InyxS3dQ7xc2cw+u7Ou1Ub7DNB9+jhAz0bt2esZeOGlDPW9SvObjycabWs/dej58ie8km2yxsSYmK1WXTzrFE7nZpv70iqlQcPKvU0b755/47XHpjZpeqwnKrI+xm9uzK6kdS2+/nZdi08+rc0FOiEmTTAEQf7HUSZ7mIhsm3+Nui9VHOfoH4+Y7GPGeBdoiBQA2PFH8Z/M5V5TWMjQCft6k83AOGYpcU1YyE6XfXMHul6THDqbOXiSTORCgfp3K5Nr6av13zM2OCUEc6XVn+XqwQ4h+MOZZCnQ9u3bex577DHrBT5IwghQII5rhqLLoRDcNhliccyQ7Kj36+wnt53Q80GcmFiS2JPJybub/DRt6c6uXVrvad2qHhVazx8/+WHpGWEeLWEvzOB0NMQZZYm7OeqJp02txUvNkgvOM2uGnFHg0GKsR+Y4I/zFItPSWJHKteRcFaA8dRB9VHqayUlIMGF5HlNl0ybTYOZsa4t/Vo0aJiYlxdT5a76ps3ChDD/uMSyT9hNahqeV5j6stJcuZ2kYaU8GztQMrmSlcbCqvDALOnXoXL+8TFpnpW06q1qzEG4WB0FlUknWL4TnwEh+RYTjaPSv4GywZ0W8gTJq80jq0WxejzKqz62mcAkEGKAYFMvp5C3HXeFFDlkOtkf+t1y9D22ML2Er/PqYslMwkgZjJKEqLCOoA/XcQ/RfhHK+Z8GDCjGPY+D8SBgAGMLVmVV+BeLwgAwSlPsY5+dlI0aMSLLz4K9KPJrrWcaTTXfDAyaBw1V/avXZy6Dsh1fBD8D5YElADv3bQXsL583E5RhyoWQSCNCfJStSsbjwqDdIa9NpTlL7to3SE+uZLZyDn12z5v7chF8HF1UIHRpqK3yw7byNOhLB4DqtQS51aAujBuqNdC3SclRMhnY2IWN5z82s6n+aVfstcYCuIn81ul6DYxdwECME1/70PgkaczUDcdj4UROkW8DNoOwEyUrPpwull0CF0p8+my4uKSkprX79+rPQH91KeevB+quU1fzjYlY7WDCVP+ickZafIY8JrW/fH8f4Ps+cOmwEzof8MZkm++VYE7MtjxX/8G7nqn+Ap9pXzzVZzb766KPaOIq/hlZfdGSjj5HKSWzVS/qDtvfcM7rNouWacDoa8vEc9+ewpfNvxwn6RLaJnge9q+oQ4Au4KtrkvOJNFfxlzGJ90Ij6l4Oj0e8zxIWOvxwdP9ZXYg/fienMMS4bOMYlkUUK30P3X4O48/9wxn3F/UEmsVj6kSFcJ9hOOo68Sqk/rT/QL4KSR+rA2gLUQMiuAx+PtcReylQPwnrwLdCF0knAUqA9e/b03H777ZJtWYLzRbDjdliS6zh5ZZTVdxTaSdw+k6IP8Z9B+xmZzmqhuxhsq5PVGUK/oUiOIh5J3DYSLcPQn7ZneLwF8jjwLiIiOzsHZRYVnpWd54nhmyCZmZ6ai5fm7jyyuwZK1mrRuG07OL+jug6cF0lay8Ts3Gmy6vDo7qeT1VuB95frmCOees7E7Sr52H83546sGzTQJLdpZTwsqa+yZat1aHPjH6cZzoByVl9M3NoylcmHqXJTGzfyhOfkZtdYsTw1duduOT60RQVnalg2wiaer3Q2f5QViu7l8UDzxnmo/HkoY8UprzLefG+YZ9XB1FYAPZ8TqfijLMRJm432zF5C+X7eDxFQTQBUWgUacJduojxJwG+A8tGjKjVr1mShj18PHep2Sn8KbL3o1KfeHO9vYXTloiLzdRD6K2yj0YcoQioSGbbkMda3DCFvrYX8wqtVPieTrYH4dur+AWOI19qFQyyBw1l/yoGv1Q2jQa2wWA7+BMq+3OBD5g/dLZzIoCzBrz+pVPKtkJBjIk/MN+GjOHN+QqzJ/UE3wVb3y1edNeSBVecMrZ0bF6tnyglF6Vwn3/7Gg+tVWmD3Ad5U4C+mlTkVPfwhdnLAqj1otr2sjmAKzs6BKsqgeSS82lJf2GqewCscHqnDWX8eHv9w+bvLCqs/tVWenaefoEdOKkasTp2muI12f+HML6aqgtlOHVcw10+xruH4Wrvs4BVge3FU2bQ5r+81N1nt2dj3RDPvxmtMjaXLzQl3/NesOuO0J5eNHN4dp+QA/AiGhVGehPUblnX536sd4rdvk0M07cvJ7zdGDouoqiHt+QkH4a0cE/Wndk7xgaFzyXsalG7+P1Zh3qZrCuhjngsz4dd7U/mM8sPOijD5k1H3tmzIymfgnt2umvWNFC+n85edvzVxaE6hfvlIpOe3E6STbkaofsOWL1n5e6BTVcj+RGN7yzdCGArsenSN9+lLhgcxVVr9WVTnGyQDf/I+YneCMX5K6Mj9kMeEznKpJZCApUAbNmzoeemll2wHqP9BLUH5krAUqI8XwDaslCdwPiM2v0INqvUlzk2UaUSYSyhjUnmpYAIoR+eJoHjlGNcWy6XwHklozVBjsP2P9NXk6eX7kbiUrvM6s0ifoHxAiqgVqGdvLdgC/B08BvSWycv7vP/QoZfMGzPmol3duz9FpTlMj2dzULKuv69eLoYjNDw8Oyeb856kHKw8bjY/IiMjNzcuTjM8FtRYsSpHH3ja1L9vZGbNGmE6Q6TXLXeZaM4xLQpU4eLRF5m1Z5wWkq3aqtXm6IeeMLFJ/sVVIfls4o4juplFl15s0ho1tEm0Nt8k/jbHdH71TRO7u2T17CtcNjGc0mZ3h/bWV/Y4iDo1pWmjxxe3b//c6NGjbQFVWgVaNhJ0azkAErD0J/V6mDG9mRnTZw7ANQ5klZpI6o+a6k94CtsfEzC+dE7n+J07d/4GLeeKK67QKiAXKr8EXP1pTFP+5hvAS8AAZ1CIv1/vzgegbNDtIfJdUvES8OtPWB2DtuILHmoOBp9HZ5qc1XgPcxNM9BpMWJZ15qdgj630REc3mHPPHQ12de3stGsPZJOZJy6wS6qsrpdN//AsA9bbVaEGzDgufifaGryMAfnrorvgrgB1n4GDLoEKqz9tSbGduj9256Oku4O2A20Z8ZfA08BTQMF6MAbUxHkwWOPqYGIp08G61Kq7wYxfzZFPPmumP/Vo+p5WLeOpW/bxsbpGq8mfZ7Z/Z0JsSotmfATpvvycqlXCuj3zgsmoW9csHznc3zYWUxk5QS1gTK1FUvIFEMuAFo+encGH5PrxAT5NSvmBD4Eey9hiJgQPX3dvrg/qKXMqk7UnmJip1NHLy6wFSWG2DL0kfqn/9WiTdZmfEBRhUUKcPkCHX+RysqyBP22Rf+Vj8AvolxL2AyV/+VcghcURF1C9biL/S2jaTaN0kf0evEn0J7VUzgGV1v4sUhgOAdjRnkT0Z6vcHFCeZTmnJoL6c7qCEp5m7J8EZYi6UDoJWAqU89k8r776arivimIf4NJdKqCUZlBk8DqvZcdtBeThRcnSi0a4g7Au4S7C2r5ytgN0JWkZY3pmToBHztVM4vGcX3QlMyljfUr2R2hk588kXwpDSkQzLrsJ5UhFH+msTlMDB8AklPJ55I2HNpJwFvTjiIcTX87L2078nJMhZ2lH+K8i7z1wB2nLQQvfY+BK6nlDvMR1X+eAH6geH03P9yLSFxNybEh4K9qcxIP/HY05htmiCQNGjLgvzETHspQ+TojgUDwR/vQfd91+1rZjepyJAza3/qzZM5t+9/3qqL1p4TuPPKLJ6jNOPZrtVglVNm9N7n39zXM49xQFli8lJozljmO4FqFFi91wUr/Y+ddcEa5t+/qwVI3lK0we2/h3deqA4uYUE5yfxzOrFb9dt3nwILlVSzPv+qtMarOmwReVN/ZOjPCxhJVWgQbftJsuNxLwG6DogiW0qlMZt8zWiarWGS/sMlopLz0jvWZPMmUS14xuFejRoPrVHGjPs6V9DCs3pUddcCXg6s99z4DekWag3mcb9f5sAWU3/AL+Cupdc6H0EvDrT6qoMA5QnJ9Ps/LmJtq8Iy8meva2I7udse60QWZPi+bec+W1+0dYvkHPrhoZ3NBU+oYN9BcdyJMd/V92VH3M9sw0aL1JP0LYFp4/GawfGzxYJ/9wBVd/Hq7//KG77wqpP0OJCyccPr6Ieox/07FJU8SDbons2rXr7eibm0CN+0NBKLvYSZMz0RqTEwbrulD1ieYsTy/v8XR4c1x4kx+nmdSGDabPfPKRI2hPVV/h3DbvfZibXr9+7OZePU1+ZKRJnP27aTBjlvn7lht1wdw8j+drPrD8JztK76ZfiCr0onxUFN+CnI0FgEVcH3PNf5MRMOmE8V4/rFrdvxij189JqGpikpJN7QWLTERmxnLcq229FaGtTf5xbIX/vUDFgYSwH8aMaYEfIm5FYuJy5+IH/ovwjh07JvDf7GGsI4etPoJqjzGySP8BHh9YnZXKgy/DIS8R89lRdjofzvvawV9p9WdJHzpbFvcQeRC8BHwLlENUDqiB4BRQM/PfgqpXea4RihBKCZYCbdGiheeZZ56xnHKlrKcsiul/VBts5WOHqluDDg3q9/IiyVmpPBt+I6KXRw6IDvDo7Aw9G/oScW+daYED9DJe6lehkZ2/juzmxC3HKfEd0ORc/Rua6u9N/FnCGwnfJLyEUAOfROJygFof+EBhN2Wb/TrSu3AkJKIY8lAMe+BT+/JwyknphkHTCqoI+L5EuZ2BIvuIeoZCy8ew7EC5ZfDIiV8bnjfhGQ1PK9LLwazt27fXQRGlEy8AtKE+bVhDRgz3egr3qvfDD87Zeuq+grolg5BAXa2ZBZIzNprVqfcfdfPNL1bfvDmaPyRmU/+BDZZeevEzfDTqmKi0tAUDR1x0HY7YaG4rGqcsofGHivM3klaYH82fKmerL986p9Wie2niEVqzVtH8qf48m767fbuE3x/4b11W0IbFbd/hSZwz14Tl5GZsPKnvKs5S1WSI/tT/cm8/ENWgdDYoveCCK4EDLQG/Aco7nM3FmEw4KGDrP+k5xRXqPbiU9/dUopZ+senKswGev9EVZzAxtNGmuaErASRQaQ1Q998ttxLw609aWC4coIzsmmNAbDzBRPWgTUdhy+AA97zG4PEvHJ/doPXyREU/n1m7VvjaUweatf9C3TLoPQjg1/MlvJY18Eff59AnSNfHg6pDg9emoGzSh7BdX8Px0AoeDWbXYUetlTMCW3As6dHwFQDKzaPcv7BdNxXIPHwJh6v+HMtfflEp//aHKCd0oXQSKHf6s3S3UXQp6SMmYDqjj2riIM1AX2lHJ7q5RPAxXIXaw0XVgJ7T4qg1AdfSQibfAqYCZXEzJqxZv67nHXc3+/ml5zgKr3YBFghUm5/C9z5WZNeocTTx7dRfF7ply7PCs9Pw4cPlywgAfAL3wPcg/P4PjGqLfGJi4lMUvBTF7u+EtNK09qLFXx3z8ON5Js9zpirCATqXDyIdOybIX4anuRZLm3oxju9NPSeCR8Lu0Xb6WJPldFCqGgt8Pg3/9SDKd/MnqD4zuJ9SnvocTSBngfIHSAjqa5or7oNKqz+dgrJvtqiwDZn4V/yHyf9FXEI8HpSDJxk8C9wMngtOAl34BxLYtWuXXdoymuzEQQ6lAAQK/S8RL4q1+tPK2DfrYvNtJPIjqJennUUMC5NjsxFYHYUxgHAG4XDlAXqurNklQks74QzIJB+dFhbNteqIibheVoFeWKUzFSgOzxqFGIj1FQKr5Pz0Rv1KSM4Qgf8+iMtBp8mkKShwKWQj56dC6vyVa5xOtIvSKIZVKLwF0LrVqVOnPSQplwJAG6TcYin/abDzU8z6qAj13Es9E0nqXSnUAUpdN8AnGbx5xnnnjYF3H/z0/Zo3Rpw7oFZc3LKcKlW6fPXpRx4cvLyLelwOHKDgo1Dwi7lCPfCttfmeK055bWyOdcW339BZVOcRf5d2P3D++eev44BmK8v9cSVwMCXAge663IFyfjp1iH1b0kV7QU222HpTeuo50rbuUp85k/e5GmE8eauJf8SqnXeYzT2wLy4XdMGVgCsBVwIVSQJ8QfdFlOk1JzA5zoCQSWh7GWfYqBwT/cO6UwYMWj34jMj0+on4RQ/4eoFgve/X88XIVLo9EjvzWSb9I9D7N5Ju4SxDP6BVOY9gM94LXddZ78z32bOXMtD9EL4rydPAVgPXZaTf850Hbdu4zqJu/PCTgFa0WU6NUtx6uZj0KEW73SIHUQI+fTTPcckejP1+R7cd7aCFjKKvzoRPebb+lH7UNm4dredU4tKDggXkzSVvFHHZ111F9IO3DCzefeDQ7Xqt7mJvy2bNpr7+ksmpJrPbgq38LgRPAsVL1WE1sqpXn0ziCNI1wS1gQ+XFxsZOI6SDKQAaA8tXoEVWBqewtuUHm8cAAEAASURBVK1PJXoMW2Vz4nbsmFfv7wVdWKEavpsdmzuO7P6v795949uB51+ciXeDHaNhPe4yUZfeZnK+iTDRODu1mt9yesqJTlP23YbqDzf5w9KRRZiJbMuW0M0x1uc3lGOB/B3y6ynUO6yFYV25L6L+iqx+iLTkak+++X2B8DZlHBJ5OIxF/DeNIEoCEqo8crt9zHI+bQA1+2qDHpilYE9wkk10w9JJYM8e651aQGnLAUeohzbwjShd1cWVcl7HeT1/nBdFTkmlg3k9rKA8D2fiZvBO8m1ldgcvo7aknwr+h9Wfmwj7+RqiZ3EVqGephmjkqZy2vncgro8mpRAMUB6gF1cgBdZcEfLaKcTA3Ml1FW0C2u2zCNQhug3KE7+uofKtFDoBmv2O+AtC03MvYFVkaOA6beBTnTNDc1jXm+HL08RCUdBXmbTzlVBMozlrk05HHsabuW4fwumh+MqShvNzEPW15npLcNxcHqwscRRPok1HwXNz3759h7oO0LKUvltXSSWA0WKzOnWUTfunoaU/QlQi40wGkb7cK70jg8N2fmazQqff2WefPUs8LrgScCXgSsCVQLESOFMc+ZERrTcff5zZ1bmTya6eYHJi42OT27c5XccAHUQoTO87m2D3N3aosdM94GP0CVWYpL6a8+PexhF6AelO0HV4mz5qNw7n5xJnRaHilP8O+ncaqLL9MQpHREYoPpd2WEvgcu7+qlJKQDaLC64E9lsC2LeD2P34OQWZrwoJ0oWaAJKDXiAdqQmc07XASATGjo+TfxvRtWBz8naRZ/mZyOtCnhys+Xz8aHmTH6fG8I2P/I39+uRxVl1L8mx/AyyMs3Nzre3vitvOTzkTmCj7hTG1tsxLn6tN14Avg1rNuRlyE8I5hIOhCep6g32/ODvlrD3bR7HG8zg/H4R2DGVXsSr29EGXX74008ScgePyoU29T1jy93+uH8COzUGLrxj9Zaexb2pxFU6KsJejTIyj3YV3MfCOgneU95qcRWiin1xgsu9mJkwLkNaC8oOoLjl469OWYD+F5Qvx8ehCkr9Ns/orjjdoCW05WKnBdu6U9Cbl2JTgJZzVvkKLCY/zxZ1BK2fCjf8jCdidEe9U/jc80NpKWfgbQiZ8OqPTtgptI6wkjbB5i6zfV5HNY4cWWddGCegrcrUhOF5qMwGaVj5pS08Cxt9Y8qWLdpOuBZ5M2r6+FFIj8lZAtxyEhDugyem2mvi5xOUUbEY91vWhXfPdd989cMopp6xGSa4l3Rwn6zCfg9NSttBiUVrVWbbfl+JWOZylZxB/nbyRhBZQrjaGqJz9cuQL5uqHeuWc7ea7hxWihQLqspyk8FUNlS8aTuIEOgpFLV5FQgF11RId/k2h8kXjOnImy+Fq8RbGV1Z0rtdT1wPeD3Z+2tdA+U9AzjdXq1bNdt7bWW7oSuCgSGDHjh16N6RvtOpyf/s7WxeprYprosT5PouWBNrvnNICWx9pK+PPpN/m+loBWo30Xa7zUyJywZVAsRKQfXBRsVyhGR6CLHShgkmA1RXVq5jok3NM9gyU7dYVrVvHbGraMmHV4NNNapPGWJROk7Lc3pzVB9A6K8QGfQY71ZrYh7ZTreactfkEtyq+P6Btp9jXo+lTrqQ/6UYYjl26kXASNuJjOEPtBSr7U63LW/kkoHGjPXasfHfn3lG5lID0D2PCvjjRRqGT7AmeajRWTjbpQ9vZZrdftFR0JAsbrRWUyh+iOFBfP9QjuzuMSSM59/QRZdn04Tg+264fOEAsNtg2uNIfNvn006fTWrd+dHfnzn1I2zrZmm1iYHAOddj8yUwqjUWParXk1fDWUwW06UX8A5p885cVXSA/AuP394iqjbPxF/wKLY7ymnRQvaj4YUsJ2YKW9QXBF2b6VPPxjdeeRZ2frDnl5I6Nfpi6Ma1Ro8b5HFzNF+hN9TXrxO6D/BwqmcuK0SXrBg3soWPlPFFR+rK9aTh9pkmc+yd8lrf31q4mun+2yR/9eW7u3Yy5P1IGqHvQmMVefEHU719R3LonZKmjCSVz//iI9HYxVHbw33AJb3Smj+8VwuvAZaD+BTnkTgO/BuX1bw/OAF34hxLgq44awMvI0RcfIwklZ/ulLVA7L6w+EjQUPtv5KZ4CL6+v4HLqbAivlIsNwby6lmj2NYPz7XLK19abGOqLIxQK9HX42dDkSEwABxEXXWBFSMswVHnlCxTXC6lZccv5KSIg56dWVbUgrrJ7udeu3PNmQr3sVTIyMjaixK6GTwfCvwr9XUI5P8WvesNQWpoZyQRtOAOH5x/wSZFZPMSfp5540tWpS194e5g4ZMuREUv8G5+DlGhBoE1zfKtQh9IZPADKARMAGLH2zNGcgIygBNeXcdswJiamE1mbg7KtJPnKk8LeGCq/rGlcz1KqtE0OoJDA/Vt5/Af2sxCSrxITm3NvdUt5f5soF/K/LmV9h2WxtDT1/2Ya2B/cC9o6hmixYOknuCydQOjUk9LLotfgXVBcq9NVtz06V54mdrSVpg8onneYxX5acRdcCbgSKFYC6reddkyxBRwMwYMsR5YbLa8SSItJOGNvq1ZvplZLqBO9NzUzZdvWtb9ff0O7tKZNbF1c2qbbOry05UtTTjaf+oP5bE1/CnvvT19f8WNpKlMZDbCxXycTPUVp6pN9rcUOeIbNrVxjODyDcEIsVr4LrgRcCbgSONgSYLwrx/trPrQuz3haOz9vINEBbApqkZP66T1gD8aLKzja4xvi8h+1BQU6Rk4Ouhj0WjXGkhcTV5lX0KlvUOZC0p3h8ZCnLfLXkmf5tYjPX3fmmb2hy/5W/6HrVAMF6g+yQI3lBdYYlfHz29R5NWnZHcs4j/8HfAPfUccg0vpuyJ/UO5u4jvE7lVDb5Hcy8XQBoaHskQT6avwf2Pp/ixYMCxYs+Kxbt27JYaxWnfnUYwHZVbZs3dvmg4/eazR12sStJve3uZMn3wnD3VzLHleYlNYtzeY+vUzt+QtTj3r0yapRGRncnHXu6l+Dzx7x5TfvjdvAjogmlFMZa5zuuIjdj+r+00F9W0Rttn2BJMPScAYnO8pU2qhfqCW8w5nwvQmeDH7pK/M6oR72z8FFoO34/JR4eYLONEYvXijQg/w+qPb/Ab4LHgMecqhbt66MHJ3jsI7QdjbZD3GB9vGingcxGtQDrkH3TnAMqOXRgjTiP/GiX/T333/rw0TOZc4qkwJN22nEp5dA1yKafzbnkVan3CvE5ei0QWXmstrvWOrT1937k9ZX1l+EdzQOiHoogt7p6elazfkqeQtAXXMWuB5UeT2Huo4UooxG+/7sEJIXkIGUn02Xw2EuirCX2kdc5eWQmIgcxhJX3XLIhoMyFFf6aFJ6NUApQD276KJwKQGtRk0llMI9HxxCXDAhLi6uOwp8CvELwTSW+d+ijMIAOXxLng5p7oyye5YOIeBdo66B5Em5Sbhadl8UWO8abbyHTkD3HwDMirWBcD6Yj8y/Dsg8QAnavFpV06ai3hMrLysra9MBakZ5r/ZeGvh7KfGycnZzFVJ/+mR4J8+r9J/0hXRESSHdx6jnV3pCIJ1iAe+v9Ir1XhNWh2i/4+KRHtMKeBlci3gvL0YPXkzcX564C64EXAkULoHLyVJfXRp8qPBqD0lORdafB1xgu9CT80Zd+uu01/73+exHxtT5846bzeyH74ud+tpL7cvA+an22zZjYfdyIPSy7Pbp9A0X45j8kLAB6VlMnP9cWCOKo1PPi/DI+bmNPuUcBt5V6FfisYH10Q6dqd8Eni/0EY7i6nLzXQlUIAm4+rMC/Vmhmoqe+gbH2iCwGbpKY15rLEtc4/D5oJx1w0D91wKdB3o/Oi2KMHvx4sVa8NTdm2W+YHXlXOq8nvr6Ew5gnPkmeXLkWbqcct3gf5C0xvU/g+NUllC2uWgphLYvI46xdSPSzUALyLcWK1DHsTaJUFvmrwI13q4Jz4+M9Y9lwkm+BTlANQ4QbPMGBX+7dOnSh/K2I3Zn1J49X8YkJWncvjmtQf2Ev66/5qIvPvkgFufndfD9F+Qo0fznai5YMLTVh5+Mjk5Kupf0jl1dO1ed+fSjS/iIUlZyq5ZmS8/jwnZ073bG8bff0yR6717nAq+CjfD2h5K3tupr3CKZWHKjX3knVIHKSCvOKAh1zzJGLwY7gdeBgjNBPVz68yXIx8C7wfIEeiC1Aqh1UKNeIn1VEM1OPknkVjtxkMOOXG8RH/HwvPLKKzKkvEu+MaigP81DmsDLJiVie/j18Or/lDKxVk1QRoP+CJx1LTCK2hP/lJcpjlCK5W/icghI2VjKgHRV4pZSIrQAvt3glRhtH9q0559/PqZhw4YdWWodh2Nz1fnnn1/oy26XKSx86623Ylnl2oZ7SWNmZG3btm3rxsfHn0Rb6nNdOVz1n+kr7/pYSF1oclzuIb6e+BQUnxyN1ovLTE1b6BNBKUn7PqTg5PTQfdtgy8pOlzjkmtjqZhjXnVZcIdojRTcFlAJfCP/HxFOJ9yLUOyO5P0tdNxVVF85SOXWXwpMIv5yhN1JmlcpzjVPIexVsQnocncFFhAccaFNzrrlCF6JNJ9AeOfr88MYbbyTUqlXrN3g60HE9cdddd91G5mywp5+p8kc0gO9bytv8mHLC8gJ6xyuc/qTN6o8ieE+GY8i8TdzSjYROcOqD4Lh0qCaUdO/Sj3afKT6BnfamMHwwiC4Hf4JQn4FpMvpxJ8ZVLXRcW2hk5S3BYEq1C7ihK4FiJHAc+b+Ch5v+LEYsFSq7QuvP0kp6Lt+k7GQie0eYsBbs8qvlMfm1Wa0C5tfma7a1TWREQnLb1nHLLji/ZVKH9tKzZQFOHV4W9RVaB7aP+pfPsXP0jtZ3MioP+kbCBoSyATdgi/dC96938pU0zkR3e2zuxfBnYRcfiU2+xFlWdnmTJk1mca0jyf8P+c848w/juKs/K/6ff1jqz4r/txV6Bxq7PopNrnFhgA2NntyB/noSO/kl/BY3oc8egOc7OU9ZgTmF+ADyB6LfFPcD9Q2ivm8onyN9Swbdj/WRuFxWzVfFQXot9CfBTHhiVdDBayX1A6g927lefca5M+GX/tBY/QPCN8BWxNNpw2/2FndoFtCGzrRBK1E3MCZuBtEeJ1j5jAOq0hY5SzWW97BjNVHjA2WSR1b0/xG9njztHpPPIhY5DGElqhYY+kHjbxIaX9fjHNQkjgLQSlQLSJsG02eZiOxss+nEXnme2BivL0Qb1vbtvhWvFoWpj3L2u2u2bdvW7oorrtC4x4ZKqz8DHjz7bksZSsgdQK2WSSplHQeyWCgFOoILjgd3gPeAP4Na6XMUqJeuHTgafBM82GA5QLmoh5deTjwtBf8ZA+okDCg59AwvWwdetreI2jMUIguS4L2bUOc0XkD43fr16wc3bty4PfxPkj4J9P/38K4Dj2KwXhOFo5WUuu8saPri2oe8yMmkKxSMGzeuHh9A2YusMrT6snPnzpoNktLZjkKZx30+yA2dxv3FoMiWQJ+Kg+I8aE1BvfyLoC0j1LNQD9xOegoK6yV9wZ10iYD/qI/vP2oRVCCT6z6EEn8EeoCSDOKzkii8Y4h8TXtri0BbthCX89ueSfqFD2adduGFF6Yp/2AAbXqKNvyHa+3hXu7imICPMNDTkG1vaI+T14Vw0ahRo65MSkqaTtwdwCOECgoVVn8i7wjJHAOjHc/mnTyXZ5G03xtlFQDeL2vCqUDGvnfV1p+L4f2JOjMI/9q7d+/nzneQ91+TMtK50jVWO4hrkup9Vu/cjn7aGuIaLsmVgFMCldYAdd5kJY9XeP1Z0v+HUWdUZxMzgI8+nI2SHIKp6R+cqY4tPY81a08fZHa3w8yMtFXivtrDc3Jy8SrOMFFRffdRyyQmO8vW2/+kQruefHT4CfQpk9DtzahwDzgL7Ao2BC1QX0JkIrbjLf9ksQB9ya3Ykk9ga72O3Rhyhwg22RDaMplr/ozd3tfbgsP+19WfFf8ROGz0Z8X/q0p+B+irN9BXl6CvtPP0Q/DTnTt3fr9ly5a87t2764zj58kPR+f1Q+f9jC/kOWqXg/AJ9NvtzitNmjSpOTs110Cz9TNdkeUAXYMzs6V2SjLGX0p96gOEP1BPf9VP3Aa7bCYEOQatPPhSuV6CzVRUyD2tpE45Sa+mzMtOXtp/BelXRCNfC7gGOvMVp/yPlO+vODyfwqPxSgGgrs8gnqkM+FZFZmXtxkvbJS8uLoabCAvLyTHNvv7ONPplponMzDSpjRqaeVdfZnJraA1ZQYjes2fBUfc/fFXiqmUzg3Irrf4sC2MgSFblNhlKgf5Ka3uAci79FdRyPex/gvFgo6C8g5G0HKCc++h5//33ZUBF8pBvxnk3kFmHRXYDPv7445a81FNJy3EHS/4lDMI/1CCcvMYYTDrbsh70BeQ/hyJZQboL9GtJt4eejFP1aAbi1hJuaC6UsQQ0s8N/pNkpbVOKRf4rkPnn++v8QOHpq3RjKD+MJloOHNKriL+8ffv254Nmbcr4LgpWh2M5kk7qbXI0kRAKltK+U9Hf9cnUu+Y6QENJqWLQKqT+RLTSnQVG2RgZOgB9LHkFrAGeWc3unsT7qgkGbUHp46vH0sOKw/MXOJZJozd5j60JKegBwIC1J3V8C1Hvqpyef1NGM9M601lt2kS6D++H3mEXXAkUJoFKa4AWdsOVkF6p9Gfw/+Nzep7scHrWSGnRzGw+sZdJbdzIaFVKtdVrzR5o23CAFgH2AFQLEbSdMRjsfNGd8WC+skgH1+9Mo7rzb+UiWmQwlHA2fcZgBunbdWFsb32ccxh5WkihMcRwBuHvK6+0QJ/1AvVdy3Wvo894MVQ92JotWEW0mjxr0B+K5zCkufqz4v/plVp/Vvy/p3R3gL6KYwLpB/Ta8dQgnTqPuP7rzqDtd7kb3amFQtKrRzOW/p1oOrZ3H22DF90GxshaACR9q7r00eWRxDdRvrEWQnEc3SpozZVPeCnhL/AtJ5QvzKnfSVog2jYmupph52shWrFAG4fRRjlzNS64H5RvZQDXa0PYHZRvKY/849HjupcAQM+fB+9EEeEJqeu5T8lrBqh2b4VPR6xcR7wARCclmxorVprdHTt4cqtWCWcPmmGS0UTgFI0lr+bylenNv/o2Xh9hEuQbz1XRJucVR0WVVn9KeEVBezIbgmtBdapNQP2JJYE1MAnLC4RSoHpZ9AL1KaSR10J/AZQMthTCc6DIHal4UbNmzTzPPfecZiHU1io86Fre/SVxvVTNwTPAWHAvmIAR1lczJcQtYBCuJdmTSbT2kfwBdW2An9XVQ+f4iW6k3EuATgP9GlGPFZeZ+7Ma9UDdGApbqw40W9eDUM+iPq71Hk7ZF3HKppOutAq0lDKtQ7kWYFXQ1sF6xzXgk9OtM7gefAssL1Ah9SfCC+kAlVB5bnW0hCYTngZllHzEcyvaAEKV+xHUjPGphJb+hP43kxe9MYZSoRUKOgKidu3ay2HQUR7vg9egl3epAO9vU4y+cdSrfucvzk7ugXGm67ngSiCUBFz9GUoqFYtWafRnlokeHG6sL+VO4csTkSvPHjIkpVWr7nmxsTHRKSmm9qIlJqVFc7Nh4Elah1LwX/J4cjk8PEKju4QNG17a27Sp7GzpP/WBWgm0Ft3YrWDBA0rJp3Ztc5R9LedrnONqVp4jrabfD98b0NRPp7MwoTV2dIExAn2Mvtb+Ovy/MtjVoLXUgC3/MLb8XdT1IHXd6xvQ6wikftBqU7Em1NbC8wbhPHg02HbBtT/tZ0C2pSZ8N9mEChRWGv1ZgWR+UJqqY/CqV6+uhT3XgBoT2bASPXYHeuxjm6AQnToWvsuJyifyLD6Mb+FD7YX/C/pN0LTIQLARbAzC4lHdl4BHK6MwoB7Z9RmgFijIP3I9ev2XwvgLo+OgvIu8h8AQHaBVKpM+41zqDtjarhz0fH/uRWMP9TO3cP9PKe4EZPAp9zLYR9tKWB/U1v77cAuM5xhBfYhpAbQYsLA2mPCsbNNuwnum4YxZJnZ3EqyWF/jFaJN1nZXw/lRa+1MD7qLgNjJHgQ+D94DngE+CJYExMN1fEsZDyKOHfXcR17cHuXqJChg3RZQrsywG21ZdPMx6yL8H9eI7l0TLOBsHymHaA8wG/cCgeyED7k5sTR7JCyNjSQPyHeAPzKC8w0BeL7sLFUgCvhVnh+R5DCUmFPSn0IUuFC+B+2C5E1THVBSUd92ptpd7/VmUgHlukzE25mBsJKAP15I+h0FlBKuaH0RPypA62YeqBha+DpeRMYhtjHa/IHpI4Pzb0WTIKJmJDh/he2ctXuLr0cmn4wRdwHWO4Hr/IuMLK9P9cSXgSuBwkUCF1J/5EZFjd3Rsn7j2X4MGbu9xJNN2gcOILb1P8P5/jPDit+/4IL1B/UkMJOuiZ18lIxznp1WAZfRPJTVs+DYJrWrMQxfKAapz339jgvdgOUDzuN7zXPczrq/z4WRD2wNoohY4B5BJ8F+HXT2BQah2EahjmBLK+amS6P6JrMh8heix9C2RoJyrpYXpvoIj2M75PjIaz/UtJ6faIbBD2uQuavAJyw38EhhCTGPFG8EX/NSKG6mQ+rPiirt8tJyFNdfWq1cvAl0nG/tu+pW7nS1D920kTz4boQCWcOdW9KXwSNdfT14XUMpT3+Z4Bn39FPZ5Cul/BBz59nSNGjUu5hptqMieXJOvRd8vSSSMRX9/TB9yMuOOaaT9QL7aZIOcnAUcoND62gy0uzZl1A/9m7q+sek4YX8hPtBOExaYyPPERJsll1xoYfyWrabJT9MWNv3wvUccZSp1NNByKXir0yDJoWZ3pvOJa9tgSeCPkjAdZB4ZNloerVVpgp/Ak0C9AHo4gmGEj7AyOKOUac3SysgrCdQUEwfS6sFO4QFvheH1Ei/yN6TlmNZLpC+8P48jcxZG1iri2XyUaJHKOYEXWv/hmz50ZrlxVwKuBA6eBHpyKTlApW+kU/VearQ4EWwIdgVrgY+DL4LlDSqc/ixOgOjTpj4ezZbm+waod06YMOEJJlH7Q9P/shN8CB3cEj1bjbhWIxQHluGBzn7O6fy0C0FLxfh5lfQj6O2TCV0HqC0cN3QlEFoCVSDXADeFzi731AqvP9FZN/yQmVkvN865QJIOLQe/Xjjf6owI93ri+CtYk5O1p26dh4cNGbKIchdAikDX/YkePYK4Vlt+jH7URK62I0YQWsDAsDeRAoM1X7aCovIcbCGjlp3PtfWRiepwRNIHaLJLaAF526E9Sdv+hNAKvk7QtEJ1HgPkyY4BcoK3hNU/+KKBAbwZDETTqaNa69atNfbYE8hR8tT8+fO/ZwvnQurqzIIGja9iaNdawrcJN0AfAarPkiP0BH0J3rcDRyQXXAlorKvx59oKKooKrz8rqNwPWLNZCBCwBZ4L/QVuQ591Roe1Bj9Cf/q3wKshvqPeLoX+Jjr6QnR1Z/il1+cz5/bWrl275tWtW/cRyt4A6pmxQTybYf2N8CqwC6j+ai/fz2jgPLsf2j8CnJ/Xc+02VLKM7fO9OZYwc/To0XvpB0+F9jVtSCW/KvgKY46OoPoXw7ijJrT/KA7sJd6bRRq3MuH2f16StYNMzl/1XVY/SFwf2PvR6fwULzR9f8AuplB9ro5E1MpZ9bH+TGUwURm2bMTwzkvPP/fVMfPmDbbbpIKVFYpzgI7jxoU2TCEirKigwa4MkCWgDIgksC74LHgDaENLIreA/cFfQPH9U3iZCq7c30p4ofWQvg3ewIsup0kMD7D94LYh2pNBeSb0SOLjRo4cWWoDizpccCXgSuDAScCebLmES7wFyiE6C3wblF7V4P5bsB94F1jeoMLpTwRo68qQskS/pjDgVl59J4PvaImPRcMQ0NlBLymOwZWssDhAF6tfEf+awnjhWe3Lq1cYj0t3JeBKwC+BIcTGgTeCFXEFU4XVn3KmJSYmymZuH+T8zGek5cmPipRzczfKVpNF7UA5NeNx1Ol/kh3dHBRo8GedgYze7cXKydkMCmfDq77QAvKbky5KbxeVZ1cj3buVajRYjKVOfaRuNosFbly8ePE6De4YQOtM9Wsp0BdU36svtn+5Y8eOsQ7HobUVkbxQsNZHPCpUpmgM8FsTVKPe3f/UNlebGQzrfDj9D9pBkg3+Tt066/884pK7QPfdgf/rduL3WRT3x5UAu1EQwihQ71pFnHCtsPrTffhCSwDfhRx7x6PD1hIOw4kn3Wbb3Fegx54n+RB6byZOwJ+VZwPnemrsJAwFt+JMfMS3iOFU6rkIJvm7GvnidhmdxRmWkJDwM/3QJCa4XtKklZ1Z2tBxjRuob4ddj5yUXOdn8vtAk/5uxw6w4wh/pT/qRaiFL3rOf6P/egq9/gH4BHkDaecn0NWfXU2YDzr7wRg+/FzFduJyDfWhzeAJAGh2X0V1/knACHXWNiPR02nTeq55HjKebtMrY1icAzT4niW8E8FngjMcaRkS/wX1IE900A91VMaAHrTuYBewM2jDdUS0qjILrA0uBzUqljPxerAsYB2VbAf9D1oxlYqvDpjHS/l/KAoZajpfUQ9uCuE2HlQNsiVvi84L458lgOaCKwFXAuVLApoRzAM/8zXrL0IPeDwoB2gyeBa4GTwXnASWF6iw+rMoAfLFyblsp5HBcxRGVjeMrHnB/F27dh2KrpWeXeY0ZoL5gtLblMYB0IpgblCelURft8a40WodizcUj0tzJeBKwC+Bk4iFg2v9lIoTqbD6Eyce5me0bOJGPnFr8CWQjRqGApOtnIUeq41tqgl6K4+4ztPsR3nbcSHjVVvhd8KQSFwDPq20vBdn6PfEbds4nbhsWjsdPNgjq0jQoPYhdPmYorgY3G0gX/9LqQC7fDpy2ck9dqfvGM713guqKIxjTh7z0SYH5ZUqyfluO/jSsRY7yI6IJrS24asy7lln1t2ALNWfzCR9GeEYZYEuuBLQ5FFN8FGwOfgLuArUirBg0LshLC9QYfVneRFgeWsH/UIt2nQFmMtChNOdH3fWZA/0l3HkaXv3g/QZd5L+GSwxOBYxfMy1rsYWv5+6BlKBFo4l+CqSQ7Eqcfm2jkKfXwLvqdj56335+x3Qdn2wuj315rL684fgCjhG61wcs+rvuioP3qk4G3OIVvGll9C3DKUNmzThxb2/BH0A9Q1QfhCoXBR5vXDi/krbT0L/695+A9V/OvtOZ5wiYZJ/YaC+/ieufz79WnnSA4W1t1R0GZP7A31hfrKYAhLqf8B+xfAd7Oy3ueCVoJyg1cCO4PngE6AMFzk/BSmg4t+APcACA2JopQEZQolgvRJiJ99FduuDGcQjQCkFPbjVwbbE1Zlp9bJF50URnwuuBFwJlE8JaNCyC9zta14moTqXbr60gi3gUrCnEuUI3qYtFVJ/FiVD30qfl9Gn4SD9/ScdnPwYYH3Rq2NFY3D5lDMvOI7xEQe25iuQDeCVgSO4SQaRN7rvd/z48dWo93If5bt9OW7MlYArgUIkoBVMgvKmG72tKvr3bbIrpP7E/nydtlvOT2zNFcQ1sBJqou4+UPanHJ+ZoAaTFhAXj2FA1oVghuKQ/k0di3zxI0RiFegP6MubiVuOOniCB2ZWPSpTBCRR75fkj2A7Y3VW2owpgrdMshigZtPuu1QZbR7HIPYu+g/Z92Gc0dmVvmMy9KG0KwW+B8viogycu1Onxm1TqbMjdV9I/DIcCH0YNLdAlpO1Mgr6dvgaTJo0qUFZXNeto1JIQIt5tEhG9sh54Mug7BTp1WC8BFp5grdpTIXUn+VJiOWpLfQrJ9IeOQt/cjo/nW3kSL//kc9x0fn9sKOl90oF0tU48u6k8DT0ohyEe6jzOhyUDdgyX00OWGjqlzrSri+x46OJlwo6duxo9WPUH8ZugwJ9F98Q4GTDbT3J/0MXoD26lj5wvRa8Hz1+jJyfytOkWlpamo4/vJakfFNymK4mfTFRTVxEgYJc6ulC2ycxrviRuBbPCZzXV9xum8aiAUC92iWh8acNmmh7p1+/furTKiUUGJgF3aVWvajjtoXYnbgewhfBUKD65DQUrPEG5fJXf/4SH04KamEuaRlgWUH0Q5LkYdZ1+/oufh0v6kJog3gw/R8z4mWowuzGJ/B0x+aqgfGnlWQuuBJwJVC+JCDH5iiwJbja17TFhJqUCYZWwYRylK4w+rMkMsPguIeZ3xPQqceC89GhP1FuA/H2hCeoDgyD9zFGXtcAF3pDcJdvBZG2Ocpoehi206DbhtN6yujs5mPZPv/+xIkTr5bho7qoX//tOLApPHO0LUZ0F1wJuBIoUgJ6ZzTp+yjYHPwFXAVqIBAMGyAIyyNUGP2J/pL8httCJD2e+P12Gh34APpMO+geQJfF2HRC2c/+NDruD/imw9cbPjlEBU2hTYJ2KzbsFuge4hHeLP+Yw5cMWMli0xTqo0QXopvl/DzowHVf4x5a0G4NrvWV9odJ6z7C1RjuSbb4WTgm1yn9T4F7jdKYgHozubY9hilQLdfPFJF+zR4gF+BxCYedBOTgeaeEdz2vhHyHgq3C6M9DIZyKck10lOWkQ5etL6zNWsWJPtVZmNVxLMpxaTkBC+Mvik49zalHkwC5XFMfH/rdwf8VixKmV61a9Xd4uqA3R5E31pFf4ijOyzyutZh6OrOVfCAFvw5RWLsj6oqOTu+bmpo6196+Hszrk0EO9Oq0e0FycvIxo0aNymQssos6PgDjyJPvTf3wSY7yek/s/lRkOT/DQH1wsABd9dCWwYS67xbiF42+69ypU6eSrHxQnANUnbceuouCbv2aoHRwcjOE94OJ5Tzdlvb1BOWVX1he2tqlSxctb5YxlYux+ZKvXTL8A4AXTrPvcbwgg8koaScXUIebcCXgSuCASmCmr/ZXCK8Dl4F/gqeCp4HqKOVwk+NtBliRoFzqz5IIEIMlgzPu+rMVXl+GvAyU0WJDGjr1cRJzWeEjg8me4JMjcxWD0S/Jvwx6PKEMjpVgDbAp9WigKkPn3//P3n2ASVOV+cMGFAQTUUURfEGQKKiYMwZ0MUf+oKIoKuoKrromVGAXWAOu2VWRpIJrWDEiq66gH5jAgCKKAV+RICICKkEQ+H7PTBX02/TMdM87oaf7Ptf1TFWdOlV16u7p01Wnqrpz584Ts/xPk79GYptE3bn/uwyfmagDE4kAgekF2juYqtRuTUy1xAGZceBUM4cwfyjbzy233LLuAqlOtImTp5wgLa8OuKSrE3eqOx1zInlQ2sI3NeVqXqVq5yaWyUX7avfqF9GfmwtFP0q5OvFL83d93bWya8afmXWuWmWaVG3jrzKvTnbb9rbGK9ZPtHeZfjl38DypTjiTt2gp+/+G3PX/tezDK1PnhyWqfuclPpd9/o/2bp65qGD8zyr/bOP+Rx555Jp1Ity93tRls+RtkvhrvuLl/O75psdW4ITsecUopqFsP0cReq72KZ8LF+TpgFXSntVr1zPl5oIN09atnZlXpB39S89C/Wc+OUWrz+uYrs7PiTXUdzSnU/GA1Kduint6ojoCZ5Xy+XVk6v2OLPzu7MMPU/c/dK4o5xpvy3S10WfmQlb158x0DlB3qFZ6W9vm10W/rPve+Uz9z2xr58y74TO0+fzcYmKJG/9Uf15ZTnyA35h943JZz3Oy7AUZbpr5E+vbYIMNduwoO1Kj3RC9du4VyXx0Ex/OsF6odrp7+IjMu2+i/qF/k1hKaadU9qhEdUQMTVp77bUnXqP8U9YVgClT/mEnDoQyXHfKQmYQILCYAqdk40ckqt38UlOReryw7jr/QqKu0Lcdn5/L+FJKQ9l+9gtYj8LnoOilOcGsO+ufktgrsUsep7xD1lHfb1ed03UyXo/O/DhxUfLumuG+yavOzyNysnvHXKTaInH75D02cX7KrJ7hbzK/PjfvmaivNrkycVjK3yfbXJ5xiQCBmQXaO5iOTtGZ4vSZVzdUJYay/cwP6UzcKdK0X9Vr+deo1efVRH6ePPrw4YcfXr9m+7cOzXMyvmoT56TMNumUe2LuqnlT8uqGikpZ5IZf6K2ybTozbfBLTj/99K3Sjt4n40/INuu1XCdxl8RE52LyXvHjH//4iTmxXNTOz6p0TkLre+TukdGK2r/anzvVdPZ98wznLOVR0V9lZaclNlh33XUP6V5xLuTVHaLvq/wYfbr5xeTuYqbHW6A6Qeou+pMSFySqc6beY/+ZWJZYimmnVPqoxFCdvy9FyIWqc+5k/Fa2dUWifun8wb22m86911V+2rLquJ+pk7DXKjrzNquJrOt7nZmd45n3/abMRNnOeYOMn3vuue9P+WqnN88+nJ792y83QOyS4XNzsfDEfF68Itu6Jp9vL06ZfvZro9p+yp9Zwzbl8+/MnEM8Nj/ud/fk/bbNz/q3aMc7hutmfLVE5+ftxLZTl+uqXD476gJe3QhYn/ETKZ3U1V6MZKre8JnSpSnw9abQrTKsA5F2usk2mC+Bs846qzo+r88/5Zo50Noo//DndW8r+XVQOPFPmjfCxBu4u4xpAgSGQqDunj81UR1hlZYnnpb4aGKbRH0QvSXx5YS0wAK5qnpxNvm5drM5ca8vH39LDhDqsZHX5Y6j96QNrrufVs0BzfEZVkdnHVSdkfyLajzp+py8/2/ujto5Bw8/yvSydHZum4OLW2b82r/+9a+/bK/iVmGJAIG+BOokqEJaIIHf/e53EydCafsmTprShr0ymz488eI6gUv2/dZff/3TM17fS1+1qs+vjWukSZtkma+0ExnWSd9+OU49LieG9T1oE999lnb1Z7kj6Ca/lF53uWSZL6UdvnPKbpR1XZK86gTs56SxY7PzM1rf75yO3fq8eFyzhfMzvDBRN4E8KCbfyAnvS3KSWjePzEmK3z5Z7zcT/5J1bxaXOtk+N7F18l6buG/yLspnzpvnZINWMkoC1blxXKIu7FaqCwj1xq3p7RPPTOyUqPeYRGDeBF7wghf8NcfQh2YDb06b9bm0ZXulnfx8pq+vPo20q/tlfN9E/UjSQRmuVMo2Lq8VpG2sjsC6cLVeLlC9KPmPyGR97WHdsPCTmpdUHbOzTvvss8/f09n52Hxe/XfWWecQE/XPdLvOP6Uez8ln2cltxnTDLP/nZv6dM/xhd9n6DtVYfiD5b++a9/dM12flml35K0xm/RMVS502aWZUP9NdajyfI3/KYMMaH7V08wF3qDranp54eeK9Ay6r+CwE8mW5dUBZ//zrp0GoE+4duleT/OosqX/gy5/xjGd8u3u+aQIEhkbgqtTkg121qbs/109snagPnksS0hAI5IClTiLrBOFN6dSsg7U25Vjh+rvlwGFiOsP9cjL83sREh0FlNgcldXL8jBxoPSgHO0dMFPaHAAECS0Bg+fLl1UFSJ4N18aa+ZunBGV6Ttu+MjG+X8Tq52jTjGUyk9gzvL+moe0Xyt0/U51p979qPMjwq7eBvJotOfAVMMzr9IN9Ddm5KVAxV2n777Q9MhR6Xfftjhs/LCfxEZ29OrtfKcfnrsu9vyrwP5GLYD/N5cNpcVD5+30mH8NNzce3jWX99Z9uTOteb7f0+HQb11QA3uVmis5zxsROo8/djEtUB9LbEYYnliXrzVsfHnom6wPHNRF2gdxwaBGn+BHLh69/STt49bdhTspXj0on3pwyrLd0sUZ129bnxwrSd9dmxUimfR9+tDsjErulsPTXbbN8L7Xp3zMgTaiLb/EWbOdth2um6meLR2dbOGT45cZdssz4XT86PO32sHrkfYN0npuyjUve9M6zzxRVSPm/WSMYLOjLrc/tnie2zL1/Jdv+pY17naL33U+T6ia9Q7JhR7cFESh9U9SnVZ/3IpUE7QB8ZgTrAWT5yEsO9Q/ukeh9PbJ8G4uy8gV592WWXfSOPwDwwedXjv02i/onriolEgMBwCGyVatSjcMsTZyc2TmyRmC7dvpn52wwrpEUSqKvQ2fSDElf98Y9/fHd3NXJQUa9tPZbysxyYbJuT4ftk8jud5dImn5Vy9bznRNnOecYJEJiVwNpZ6nWJuptpy0QdxNddd/+XeE9ieUKaI4G0YfUdY2/M6uqEtO4o2anatKS62DPxKHxNNOlvKX9s2st/qa8VaTNHcZgfzbht2v3qMLo+nwFPSiftd9v9TOfjlRnfP3cB3TJlXp3OyvKrk+A5SdnWF/LDelustdZaL8sKd0rUBdTzY//l/KDGh6f6QY052biVLFWB3VLxTRMvSXRfhK+LEvU/ekbiE4lHJP4nIRGYN4G0k9fmpoGn58eC9k7b9ap8rlTH5wYZrx+SOzHt6n51wWcuKnDRRRcdn+/e/E3Wu03ii1nnzbKdryY+kOlzE3sm76WJjK76sBz/b5j6/WFlt52LYl/NOipmneLwodTpXxP/lD6gd19yySWvbZ8iO+aYY9bN0xR1c8VW2Zc/p8x6Ga/P5WuaDT4q+fU1XrfIdHsxs5k1McisiR9SqomPZVsPymdWvQ7VqfTnD3/4w5/O6ItqetTSoB2gpwSg/knqwLP+gaQFEMidR8fmKsIO+Sf912xu0/xz/k86Pzu3XFfhP5I32k1O0jsLGSdAYEEFXpOtVXt5cKIOLp+ZODTRTzoghQ7sp6Ay8yOQk9b6xffVchBw/hQn83WFd6OUOT/DbVNuwx41qU7vSlVWIkBg5QTq2PO4hEc4V86x76VzXPnmHH8+JO3cw7JQnUS1qfP84cKcOD0mJ6untzNHfZgftnto9nHNtPsndXZ+du133aDwqsTOiVUTdaw+J2n33XevTv83z8nKrGQcBHbITlYHSN35OVX678yoi0g7JXSATqUkf84E0gF6XVb2gYp0Om6UYV3gPC+dj5dlOGepvg85F6SekxWenM+y6iD8S+LM9KfcJ214tdEPSVSqTtK7plOxzr9ePJGzyH/qbtJ0fD4r9Twuddsn/T+75zO5+uPWSNRnc92scUmGP8qwblS8NLFjyl+bvNUz3qZbtiNTDJ8dj/qcmkhZ/t0///nP/9ZOj9qw7uYcJH00hasTruLYxN6JRyce2CPaE7/MWhLpa6nlMxKfH8ba5iD0tXms5eGp288S1bNfB1J1Bf6Xicenk/RFGUoECAyPwEmpyocSpzZV+kkzXXkzxQ+aZZbKYKjbz9kgpr2tTsv6/uUN3/Oe93Se+E+sLgcH32jWe48aptxFzfTEII8p3jF5T62JfI9OW7aziHECBPoXqIP8YxLrJt6W2CKxZhObZ3hwYr3ENxNVZimlYW4/r8/xZ3WIlO9VXahXpx18bx5l3GicOj/LICeKExe8sv+/7jK5YTImf8z8v+RzYK2c3N/2hhlGCCy8QHUsVWfGtTNsujpP7jRDmWGbPczt57BZDW190ulZHZ9nznXnZ7vDaYsvTFtcNzXUe+C2GX9Fhvtl+JDk1f/93vl+6vZx8V3TOdt5ka9dzaIM08dzfM5JHpp61vnkBqlzff3JPyXquOh/8xlc3/18QVO5gzP+yYxX5/Igqe38rM7h+oxbf5CFl1rZQV/cehS7rmhW2q2JiYkefw5I3oE98oc16+xUrGJoU64yfyuV225oK6hiBAh0CtQFo4o21UFaxSimoW8/B0Wvg7BcZT0tBxj32XjjjV+Y5d/XuY7k12fhbhneLsOrcuB0Q6d1TnY3z8HDZ5J/m8RxWddZGUoECMxeoI45N02M4iOcw95+1g+7vTG/Mn7g7W53u3vn5GrDtHsX5dduT60ffJj9S7p0l8wdrxelja+TxGVT7UU+B9aLU3V8/j2fARMnlVOVlU9gngV+kfU/O3GvxA+n2FZdVKqLSXUn6FJKw95+LiXLka1r2uL6usC6WeGEfIYdmuG9047XzQ2/zGPlJ9QPM9X8HPf/PvM23mabbepCwDmVNwwp34X6vdTjvrmTtX5/YJvsQ31H6o/TN3Ru1S93iX4ng3qP75KLlo/I58/a+f2BeuT/Tok6H7k8UXe/1oXjunD3m0S93zfMelZLmbUyXuuqvrvDYjPTHaMptnTTzQeset19eHSfy5zeZznFCBAgMA4CO2YnH5p45zQ7u07mvSlRnWl1l720iAI5ADgoj8J/PgcGh+ag4/Lc0XNUqjPxGGMOGOoR+fqut+rkXDOPzPwmByA/TP66yb9v8urz9RdZR3WeSgQIrJzADlncI5wrZ7hSS9djhFlBnWSNfbryyiu/lcfgrw7ETvls2KHXHbD5gY99M3/VfCZ8I8M5e/x97PEBzEbg01lo/0R1bu6eOC3RmbbPxDGJ6xJf6JxhnMCICPyj9iPt8RrpIDwpoxU3STl+X73JnOlu6ZssuxAZ+az5ZbZTsULKXaDH5Dzk31L/ndKJe8jpp5/+xtzF+p2MP60KZr9/m3kTN9Fl+F9PetKT/rNdQcqtlu9irYt0d065B2d+zaoO0pFNE3s4snu3tHfs9qn+hYk/Jtrvu1rae6T24ypw/+x4nTR9N/GAcUXIfr8qUY9u1hW4qdJmmVEfOh9J6DibSmnm/DlrP3Ny+5bc5fPa2mQODOrq6Fk5OLhzhltWXlJdla27fLauiUopd3XKHJ3ha3KgVY/WSARmK6D9nJT7WAY7J2Y6HqoTg/oxj6cmpNkJzFn7ObvNL42lcmL5rrTz+6ad/31i15yYTnQO586bm+VE9OXZi3dk/qq5CPbQzDt5aezVyNVS+3njS/qGjB7cTP4ow7pzsjrmN03UnaHVJ3BIYr+ENHsB7efs7eZtyfpaqtzQcF42cGXa5E3SJl/cvbGUuU/KfD/5F/74xz++U/Mdpd3FhnY6N2E8IZ9F9V2hdZ5Zd33Xr8BvkbzHN5Wu93tdlFueuHenQT7PLk7Z9ZJ/dcrcPMOtM3+9jI/k+fugd4A2fqtskJFqMG+daDtRV8t4re9WiephrtuGj0xIBAgQGEeBupvz3xNtG3mPjFc7ucKj1JluU7Wf924mfttmGi6uQA4AXpeDip/kYODfc3BQHdTV+VnpT4lDc9X10DzeeG06SrdOmc3SWXp50g+f/exn19VUiQCBuRGog/lnJ+pEfdQe4ZwbIWtZUIFLL730deuss8498rnwsMS38zlxZipwYT4Hts10dYJU+td8huj8nLTwd3EFqnOzni6qY9B7NpHBRPpd/r4m8anJSX8JjJZAHhW/IG308dmrx6V9PjLf7f+Mzq9wOfbYYzfI8fvhtddpw49Yap2fVe98Vc0X04n72HTifjiTW1VkX2pWpX8kdst0/aL8fRPfTafn6zJ9UmL7TFdn53UZrpHp9+Vzqy4m1wWkkUztifkgO7d/Cr8+cYsZFjow8w+YoYzZUwvUwZM7QKf2MWfpCIzzFfij8jI9d8CX6vyUr0flR/rxgwFNBi0+L+3nZz7zma1yYLFRKnNxftjop9XxOWjFlCcwoMA4t5+dVHfLxBmJ5YndE6clOlP7CGfdiV1m3fM7yxqfXmBe2s/pN7k05+ZuzzzpvsZ+OWHcJyeOddGzTWdm5HV1QtpmGC6KwLi2n3tFu+7k+ugU6u1TK3Wn2K8SF01RTvbgAtrPwc0WZIl0DtZNCqc2nX1n5U7Q6vD8ffLquOHFiXrC5GcXX3zxA9rvBM30kkv5vu7V833dD89+7ZB9rL6+fTO+UcbfmN8rODxPKHw5BnUxuVf67wsvvHCP5itvRrb9HLQDtB5fPSVRy52aqMb1QYljE3dK1AFo9SC/NXFoou6QkWYnoAGdnZulhk9gZBvQPqjrhKi9q/MZGa/H2neeYrnqTPtbok6c6suqpdkLaD9nb2fJ4RIY5/az+5V4QzI8wtmtMvfT2s8BTeuEc4MNNrh7Fls7J5rn5KtPXMAc0HCeio9r+1l3yVcn5+aN6x4Z/kui7vyU5ldA+zm/viu19jyttV06/z6VqE7P7nTiFVdcsdvuu+9+YfeMpTydO18fk4t0x2efV8uwvk7oiMTDErsmb4sMb564Kh2kL86dn50XTUa2/awdHiQ9MoWr8/P5iSMT1SH67cRRia8l6mT/hMROiTpQlQgQIDDOApdm57/eANTXg1Qb2U432QYECBAg0IfAISnjEc4+oBRZWIHmbpnqdJIIDIPANanEXRJ1zFnHobdL1E1KEoGxFkgH3xl5vH37HXbY4Unp/NspHYJ149751UGYed8YRZw8ifC/6fjdM/v74cRzso8VN6Ts+++uvfbaJ+aX5n9yQ+aIjwzaAVq9xHWX0ucbl/oS5esSD0xUB2g1sk9JnJ/YNfGJhDQ7gfbu3NWz+EOaVayfYf0S6lK8s7bqfkXiysRSS3V3c/1PL7W0Zir898Tpi1zxbRd5+8Oy+VunIk9PvDzx3mGp1IjWo1f72e5q3QFR7epVbcYiD+uRm4sT9f08w5CGqb1bLSB1N8UfhgEmdaiv/qljoIXs6BjX9nOvOF+d6LwbIZOr/G+ijkXr7qa6g8MjnEGY4zRd+7mym6obJ+q4ZFjau3Z/NsxI/ehondMMU6r2+ILE9cNUqdRlmD4nWpr6v63OjBPbjAzHtf08Oft+38TyRP0A6UaJ+jz9bGKm9MkUqJBmJ6D9nJ3bfCzVs/1MB2i7rZ+3IxnW8UTFQqQFbz/TubvK3e9+94N33XXXh2200UZb5Ktb1srvFVxy1llnnXH44YefnO+0fmh2/MkJ7WeP/4AjkndhV/7yTHc3qPUP9Z6uciYHE6irdXXAIxiMyv/AKYO9BUaudLWf9Vo+YeT2bPh2SPup3RyVdrPdj3FrP6uT+dcdTcseGa+L7tL8C2g/tZ9tuzMqw3FrP+s9fGJiNq/fAfPfxIz0FrSfs/u/m83/qmUWxnrk2s9B7wD9RZqsPRObJc5umq8zM7x/M945uGvnhPGBBeouzw8ltulY8j4Zr7v66nsC6y6UpZLqquNtElXnqvtSSnXHT5nX3WJ118JSSnXHYd0d84NE3X27mKk+pA5fzAoMwbbrA6Taz7oDxg8jzO8L0qv9rC3W1xDcKzEsbdHqqcstE1cnhuHu+GFr79aKyxqJar/qkb7FTvX/U8dNdVf9XxawMuPYfnqEcwH/wbo2NVX72VVs4MkNskTdYVOv7WIfk3RWftja4bZu1fZVG1jHnnUMOixp2D4nWpc6Vq+6LU/8PtGmcWw/L8rO75RYO7Fh4gWJVye2S8yUallp9gLaz9nbzeWS2s/BNLWf03g9KPPqg+SriS2bcgc1ebs0022Zw5ppg7kTOC2rKv8d526VC7KmLZp6/2pBtja3G3lTU/d/m9vVLsja6uJE/b/UCYe0+AJ1klUHoNckjk3snXh04oE9YuPkSXMvsH1WWe+Jxf5aiHbPntHU51NtxiIP39jU598XuR7t5j/W1OfZbcYiD7/f1KcuRkrzK/COrL7eq/XVSickftpM1xNHM8WuKSMNn8DjUqV6Tb80ZFV7TlOvjw5ZvV7R1OudQ1avOh6u17GOj4cpvT+VqXq9dJgqNSR1qc/QOoeUlq6A9nOw1077OZjXWLWfg94Bekos6zHO5yfqAKY6tj6SeG3iC4mzEtskKn1ucuAvAQIECERgn8TbG4ndMqyYKh2QGQdONVM+AQIERlzgLdm/ulv74YnHJNr0lHZkmuFPpplnFgECBMZN4OPZ4QqJAAECYy8waAdogb0scWpi25pIWp54WqKunFbn53WJOnD9ckIiQIAAgUmBn2VwdJ8Yw3KHYp/VVYwAAQJzKnBR1uYRzjkltTICBAgQIECAwHgLzKYDtL6H5oNdbHX35/qJetT2vMQlCYkAAQIEbhSoxzgrJAIECBDoT+CyFKuouzp/mKivdpEIECBAgAABAgQIDCyw2oBL3DHlbzXFMtcm/4yEzs8pgGQTIECAAAECBAgMLFCPb9574KUsQIAAAQIECBAgQKAR6OcO0OokrR9E2CNx50R9wXR9Gf0rE/+XkAgQIECgf4ENUnTTxK0TqzaLVTtb7XFdYNoucU7iyIREgAABAgQi4IV4AABAAElEQVQIECBAgAABAgQIrKRAPx2gn8g2ntls58oM10hsn/h6or6Yvn4RXiJAgACBmQX2T5HXJ24xQ9EDZ5hvNgECBAgQIECAAAECBAgQINCnwEyPwNevvFfn5+WJJybWTdQdSvslKr0rMdM6Jgr6Q4AAgTEXeED2vzpAq/Pz1MQpiUrHJk5K/DlR6a2J902M+UOAAAECBAgQIECAAAECBAistMBMd4A+udlCdXh+sWNrh2R8l8SDEvW9oPXDRxIBAgQITC3wyMyqR96fn6jH26tD9NuJoxJfS6yTqB9J2inxhoREgAABAgQIECBAYBCBZSl8u0EW6Chb5/Tnd0wbJUCAwEgJzNQBevtmb0/usdeVVx2gyxI6QIMgESBAYBqBLTKvfizu802ZH2V4XeKBieoAvTTxlEQdeO6aqK8fkQgQIECAAAECBAj0K/DmFNyz38Jd5Q7I9IFdeSYJECAwMgIzdYCu3ezpVT32+MImb6Me82QRIECAwIoC1fl5caJ91L3a1d8ndki06YKM/CJRd4fqAG1VDAkQIECAAAECBPoR+G4KrdlPwR5lzuiRJ4sAAQIjIzBTB2g7//oee1wn85XaMpNT/s6nwBXNytvhfG5rLtfd1re+S3appVGoe7sPS81+1OpbHZt1RX6zxNnNzp2Z4f2b8c7BXTsnjM+ZQPteaIdztuJZrqitRzuc5WrmbLG2Hu1wzlY8yxW19WiHs1zNnC3W1qMdztmKregmAsuS4xHOm7As6Yz2fdMOh2Vn2vq0Q/WaXqB1aofTl164uW192uHCbXn4tvThVKlCGh2B9v+6HQ7LnrX1aYfqNb1A69QOpy+9cHPb+rTDhdvyEG7piNSpOj+36VG3fZp5u/eYJ2t+BLbMap86P6ue97U+Plu4+7xvZe43cOus8nmJ28z9qud9jdtlC/XjZdJwCNRXhlR7+tVEvZcrHZSovPpO5UptmcMmJ/2dB4H6buut52G9s1nlzbLQsxN3ms3C87BM/cjh8xLD0t5tmLo8JzEsF1rrffu0hDT/Au3xZ7WPg8b+8189W5iFwKpZZrfEJrNYdj4Xqfal2pk7zOdGZrHuuoPvuYn6AdphSvX58LxEHR8PU1o/lSmvWwxTpdSFwBwJaD8Hg9R+DuY1Vu1nvZmmS3UAWncsbZs4s6tgdYC+O/GsxLFd80wSIECAwE0FDk9W/QjSrxP1naDLEr9KVFt8VqK92FQXDL6ckAgQIDCOAi/KTj98ljv+P1muQiJAgACBGwU2yOimieq8ruPOSqsl6iJAXQCtGyfOSRyZkAgQIDCSAv3eVXFI9v6yLoGtmum9M3xM17yaPC7xuR75sggQIDCuAi/Ljp+aqItKlZYn6o6yjyaq8/O6xFsSOj+DIBEgMLYC9fhmhUSAAAECKy9Qd8a/PjHTHbIHrvymrIEAAQLDK9Be/Zmqhu0doFPNny7/gMzUiE4nZB4BAgQmBepR6Hos+7zEJZNZ/hIgQIBAl4A7mLpATBIgQGAGgfphzVMSdd5fF+GvTtRXLtUTnPUVPNsn1ku8NXFo4k8JiQABAiMpMNMdoB/JXp80yz0/fZbLWYwAAQKjKHDH7NRfEr1+DKx+VM4vb47iq26fCBCYKwF3MM2VpPUQIDBOAo/Mzlbn5/MT9Xh7dYh+O3FU4muJdRInJHZKvCEhESBAgAABAgQIEBhYoL5b6eDE7xPXJ+oR97o4VAejEgECBAj0J1An7NV+Vjv6/cTJzfgxGZ6YuLiZrq8QqbtEJQIECBCYFDg6g38k6i7PSmsm6sL7/jXRpLpIX+3rbm2GIQECBAgQIECAAIFBBD6ZwnVAWXFFog5A2+mdMy4RIECAwMwCb0yRajv3bIpWh2hNP7qZrjuYvpv4XqIuPEkECBAgMClQX2l3YRfG8kx/tivv55l+T1eeSQIECBAgQIAAAQIzCmyREnWC/rfEExL1xfMV9XhR5Z+ZcKIeBIkAAQIzCLiDaQYgswkQIDCFwGuSX8edm3XMPz7j53dM12h1gPoRzi4UkwQIECBAgAABAjML/GuK1AHnvj2Kto9vbtRjniwCBAgQWFHAHUwrepgiQIBAvwL1g0d1PPrVxJbNQgc1ebs0022Zw5ppAwIECBAgQIAAAQJ9C7w9JeuAc8ceS9T31NW8OuCUCBAgQGB6AXcwTe9jLgECBKYTODwz67jzV02hZRlek6ivZvpZouZVPC4hESBAYGQFPH45si+tHSNAYJEF1m62f1WPerTfxbRRj3myCBAgQGBFgVOayQ9m2N7B9MOM1w93dN7BtFWmux/rTJZEgACBsRZ4Wfb+JYn6tfdKyxNPS9TXNG2TqB+ZOyThEfggSAQIECBAgAABAoMJ1CObdTW9Diy70z7JqHm7d88wTYAAAQI9BdzB1JNFJgECBGYtcLMsuV1i3VmvwYIECBBYQgI3X0J1VVUCBAgQIECAAIHxFKg7mE5NbNvs/vIM6w6mjybaO5jq60XcwRQEiQCBsRWoO+HvlFieODuxcaJ+mHO6dPtm5m8zrJAIECBAgAABAgQI9C3gDtC+qRQkQIDArAXcwTRrOgsSIDCCAu3xZ/3QUaVXJeqpo35i/1pAIkCAwKgKuAN0VF9Z+0WAwLAI1HcqXdZVmbo6X2nvxGMmxlb8c1wmP7dilikCBAgQ6CFwbfLO6JEviwABAuMocFJ2+upE3TFf6SeJD02MzfznBzMXUYIAAQJLV2DVpVt1NSdAgMBQC9QV+D1nWcMDstyBs1zWYgQIEFjqArN5hLPd53p8s0IiQIAAAQIECBAgcIOADtAbKIwQIEBgTgUemLVtPss1np7lKiQCBAiMo0B7Aeng7PwbE/UI56F9QhyQci4g9YmlGAECIy+wY/bwoYl3TrOn62TemxJ1B+ix05QziwABAktawCPwS+flq++4qi+x/mPiiqVT7QWr6XrZUn2B9y9m2OLamV9xzgzl2tmDlB/0NRq0fFsnw6Uh8O1Us0IaHoFB3s+LWeulUs/ZGm2dBS9IXDrbFfRYTnvaA2UJZ52UunuEcwm/gKl6v+/z26RsHb/9PlGv+bimfr1an1tlZP1EtaXXtJljNOzXq5xul6jj/uvGyKdzVx+eibcl3tmZ2TVe51GvTHwkoQO0C2cRJvv9/9Z+Tr44/Xq1L6X2s7/jcO1n+x9juKACq2VrhyQuT9SXV9dBzvcT90tIkwLV+Nf3f509Dci9M6/cyrCiDhjfnaiT5l5pkPKDvkaDlu9VP3kECPQvMMj7uf+1zlzyZyly4RRxVI/FF6uePaoyb1nPz5qrDd5jii08L/lTmVX+dl3LaU+7QEwSGAKBmd7nVcVnJ36daI/L/pHxbyXumRi31I9Xp0m1e2VVdtt3zhiT8X68nhiLMxL1HcHldGWi7iKvE/pRT3U353sT72vi5AzLoJ3uHn4w805ryrwhQ2lxBfr5/9Z+3vga9eN1Y+lVVlktE99KaD87VVYcH+f2c0UJU4siUFfj6g16SmLfRF3B+0vir4mHJMY91V3Mn0+U0VQdoLfNvHMT7cHPPhk/MVHLHJfo/iqIQcsP+hoNWj5VlAgQmKXAoO/nWW7mJottmJxqY6qtrpP87viv5HWmxapnZx3me/zB2cDfE+UyVQdonYjV/N8lus1quq7ydybtaafG6I7vmF37lxl2r07635HYfYZyZs+vQD/v8/Z9+4dUpb6uoF7bemKi3vt1F+i9EuOS+vHqtnh9MsqqYvvumSM+3Y9X/T9dlzgn8dbEQYk/Jsrrk4lxSEdlJ9v/kX6H52WZu44DzhDvYz//39rPG1/AfrxuLD05pv2cbBumOg7Xfnb/x5heUIH6EKo7P+vK3RodW75Pxv+R+E5H3jiO7pCd/kGi/WCfqgO0fvmwyuySaFPd+fnZROU/ps1shoOUH/Q1GrR8V9VMEiAwoMAg7+cBVz1t8cdmbrUv/zFtqRtnLlY9b6zB/I2tnlW/OfH3RNteT3Xg9d2Uqc+3WyZmStrTmYRGZ/6rsit1J9d0abPMrP+vw6YrZN68CfT7Pr9DalCdnPU+r6926kx1ob9ew2oHRj3169XtUJ3D5XddoqzGpQO0X6/1Y/K3xCWJZYk23SIjdZ5QZvdsM0d4WBeEHtVEHV/U/0s73T3cKfPq3HIc7o7Nbg5l6vf/W/s5+fL169X9Yms/J9vAagd7HYdrP7v/Y0wvuMAR2WL9gz6rx5ZPaOaN01XyToaXZ6K+DqA+0N+eqBOjsxPd6S7JqDK/7J6R6fsnyvcLHfMGLT/oazRo+Y6qGSVAYECBQd/PA65+2uKvz9xqX542banJmYtZzz6qt1JF6mD99ERZ/Crx6WZ8jwy7U12Yqu+4/mn3jCmmtadTwIxAtkc4l9aLOMj7/JnZtWoP6ji2O9VXGv0lUcd31WE1qmkQr06DtTLx88QvEscnynEcOkAH8Tqgcdk1w+5U51N1B+gjumeM+PSTmv0e8d1csrs3yP+39nOVVQbx6vyn0H7OfBx+QMDqc0X72fmfY3xBBc7K1uqfsNcVuZc08/Zb0BoNz8a+mKr8OFFXMSvVnQRnT4yt+Ge3TJZhfXVAr3RhMq9K1Il3pUHLD/oaDVp+slb+EiAwG4FB38+z2cZUy9RJVrU9y6Yq0JG/mPXsqMa8jO6YtV6ZeHfi1ok3JsqlVwfo1s28ozLsJ2lP+1FaumWOStXrf2WQOC/l685gaWEFBnmfb5SqPS7R/X2+bY3Pz0jd4bhmmzGCw0G8Onf//ZmozuG6W+8ziXpvjEMH6CBeZ8akOtFvnpAmBarjt24UqZtHpOETGOT/W/u5yiqDeHW+2trPmY/Dx6L99OHQ+bYYrvHVUp0tEpclLu9RtQuavLv1mDcOWa/NTv48UQd/06Wtmpl1QN0rlePtE5skfpsYpPzvUn6Q18hrGjCJwAIKDPJ+rvf/XKZ7ZGV1EvZPib0TWyaqvflWotqvPyTatJj1bOswX8Ny3SzRfmZNt50yq3RF4hOJRyTqAuBPE/WjDcck2qQ9bSVGd/iK7NrHm917RoYvTOzcTHcP6uS+Hnutg/dex0zd5U3PrcAg7/PzsumKXumRybxjon6QpS5Oj2oaxKs1qK9xemli/8SpbeaYDAfxunNM6qmDujHimYlHJzZP1OfIBxPVRoxbqvdVfWYuH7cdXyL7O8j/t/Zz8ny93+PK9l9A+9nfcfhYtJ86QNu3xfANb5sqrZq4eIqq/bnJX3uK+aOe3e8BTOvTr+Mg5Qd9jQYtP+qvof0jMN8Cg7yf57Iu1WlXJ1x1wvHexA8TX07cO1F3PtbdTw9NtO3YYtUzVZj31H5W9bOhtgP0JSl8UeKUxHqJByaqI+xBieoAqKQ9nXQY5b+XZue+3uxgvafW6Zhusg2GRGCQ9/lUVd4gM/6rmbnfVIVGJH9Qr9tlv49IfC9xyIgYDLIb/XrVVyhUXJKo/6W6+FifJWskHp7YK/GCRF1gG6dUn6V7Jh6Q+OI47fgS2dd+/7+n2x3t59Q62s+pbTrnjE37qQO082UfrvFbNtWpE4Beqe4sqrTW5MDfKQQGdRyk/CBlq3qDlp9il2QTINCnwGK956rz88pEtdN1x9oZiUqrJ96VeGni8ER16F2XWKx6ZtNDlTZOba5PVKfxK5rxDCZ+sOJ/M6yO0Tp5+0qCWRDGKNXXJzw98fJE/X9IoyVQndvHJ7ZIfCDx1YR0o0B9XtTJ6XMSdWej1FugHg+u9NhEdYI+KvF/iUr/L3Fk4kOJ/y9xbmJc0kezo+sm/iOxLPGtxG8Sve6W/33yK6SlI6D9nP610n5O79POHZv2s+5OkYZT4OKmWnXA0yu1+b0+vHqVH9e8PzU73np1O7T5reMg5S8ecN2Dlu+uq2kCBAYTGOT9PNiapy9dj99Vh82yRNv5mdGJ7277lwyXJ+6f2DJRabHqObn14fm7e6pSF/X2TVRHaJt+lJE3NhPPa4ba0wZiTAaPzH7WMevyMdnfcdrNTbKzdYfafRLHJPZJSDcKvCijT0i8OvGrG7ON9RBoO4frYuM/J9rOzyr634l3JG6TKNNxSvWeenuibnzaLVF3x9ZFhnrfdcfzkyctHQHt5/SvlfZzep/OuWPTflZDKA2nwN9TrTrBqyt2vVI9FljpssmBv1MInN/k9+s4SPlBX6NBy0+xS7IJEOhTYJD3c5+rHKjY1T1KV953E8sS2yV+nljseqYKQ5OqneyVvtlkllkl7emkw7j8rZP0PRMPSHiEc3Re9e2zKyck7ph4Z6I6+equeGlS4M4ZlMs5iT8mnppoU3u3Tt3luHnipMRcPEqb1SzZdF5T8/of+lKPvfhy8vZLbNtj3ihn/Sw7d3SfO3h6n+UUW3wB7ef0r4H2c3qf7rlj037qAO1+6Ydruk6Kt0msnrimq2p3aKZdDe6C6ZpsOxZar67Zq1T+lYn2TT+b8oO8Rl7T7lfANIH5Exj0/TyXNbltVlZXU6/osdL2KutVzbzFrGeP6i1aVh2TrJ2oi3/dqdus5mtPu5VGd/qj2bW6kOkRztF5je+XXflKot7z+ybek5BWFLhLJuvrPuour8+sOOuGqbqrsdIDE9+ZGBvfP3U8X53A9fnbK9XX0lRadXIwNn/rIkOFNDoC2s+ZX0vt58xGnSXGpv2sx4mk4RX4fqp2s0R9l013elyTMe4HO90u3dM/SMa1idarc/49M1F3HZyaaE+uBy0/6Gs0aPnO+honQGAwgUHfz4OtferSb8qsyxLv61GkTrzu1eS3P4K0WPXsUb1Fy7pFtlxmFyY261GLHZu81qwmtac9oEY0a5/s19sT1Um+W+K/Eh7hDMISTQ9Ovb+eWDPxlITOzyD0SHWTw/OniPrcqLR/osr8uiakiWP6aifu3cNimybvlB7zZBFYKgLaz/5eKe1nf06dpapPRPvZKWJ8wQW2zRbre9DqIL/+Gdu0VUb+nvhmYtyuYrYG3cN/JOPs7sxm+lMZluNDu+Yf3eTXd4t1pkHKD/oaDVq+s17GCRAYXGCQ9/Pga++9xH2TXW1OPe5+564iL2zm1aN4nWkx6tm5/YUaf2M2VDZ79Njg8c28D3TNu02mf9HMK9s2aU9bidEf1oXgo/qMJ48+x9Dv4XTv8/qe398m6uL0LkO/JwtTwem8pqpB3RFaben2UxUY4fzpvB6e/S6X7yaqg71Na2TktETNay9CtvPGZbhBdrS+a3enxCOaeFSG1b4+LbF/Ys+EtLgC0/1/az9v+tpM53XT0pM52s/ex+EPD4/2c6r/GvkLJtC+QasT9FmJVyXqDpm6TXmLhDQp8I8MpuoArTuHqsP4r4lqJP9fonU9POPdadDy7br6fY0GLd9dP9MECPQvMOj7uf81T1+y7lCrg4gLEm9PPDPxocR1iXMTd0t0psWqZ2cdFmJ8ugPV+kyrRxSrY+Rriecl/jlRV/HLshy7k/a0W8Q0gcUXmO59Xp0s9X6+PFGdVFPFnTJvXNJ0XlMZtG2fDtCbCn02WfU/Vv9bL0s8N/G9ROW9PjGOaf/s9FWJMpguDsh8aXEFpmsP6nWs10/7eeNrNJ3XjaVWHNN+9u4ALSXt54r/K6YWQWD1bLMeo6wOvPYD67yMPz0h3Sjwj4xO1QFape6XaE+iW8e642qdmtkjDVJ+0Ndo0PI9qieLAIEBBAZ5Pw+w2mmL1vv8dYnq0GvbnGrHv5K4Q6JXWox69qrHfObNdKC6Qzb+zURrVsP6zKtHPHsl7WkvFXkEFldguvf5t1O1zvf3VOObLu4uLOjWp/OaqiJO4Kc+gV8taPsnLk20/191jlDO45gekJ2ui69l8f3Eyc34MRmemLi4mX5LhnWXqLS4AtO1B9rPm74203ndtPRkjvZzjNvPVaf6r5A/dAJ1kleP+12ZqA/xaxLS4AIbZpFNEmX4pz4WH6T8oK/RoOX7qK4iBAhMIzDI+3ma1Qw0q77HuU7k6zHunyXqsfiZ0mLUc6Y6LfT8dbPBzRN1t2zdRTtT0p7OJDQa8+vkvN5Pt060x7DV2XHzxK0S2yXOSRyZkAgQGG+BaiPqc6SeKqjj/nFN1UH074m6kFhtY3WIVkfazol62qJuBjkhUV5tZ2lGJQIExlhA+znGL75dJ0CAAAECBAgQWFyB/bP5qxLXzxAHZL5EgAABApMCR2fwj8R6DciaGVancLWpbbpjRqpt3a3NMCRAgAABAgQIECBAgAABAgQWVqC9K6lO0D3CubD2tkaAwNIWOCLVr9+P6EzLM1Hf9deZfp6J93RmGCdAgAABAgQIECBAgAABAgQWTqD9jq89m01Wh2h1hj66ma5HOOsHT+qHTuqReIkAAQIEJgVek0G1l5t1gByf8fM7pmu0OkC/3JVnkgABAgQIECBAgAABAgQIEFggAY9wLhC0zRAgMHICD8oeVQfoVxNbNnt3UJO3SzPdljmsmTYgQIAAAQIECBAgQIAAAQIEFljAI5wLDG5zBAiMlMDh2ZvqBP1Vs1fLMrwmUd8NWj/QWPMqHpeQCBAgQIAAAQIECBAgQIAAgUUQ8AjnIqDbJAECIyNQP3y0d+K9HXv0xIxfmqiOz/pRpIMTEgECBAgQIECAAAECBAgQILBIAu3jmR7hXKQXwGYJEBhJgZtlr7ZLrDuSe2enCBAgQIAAAQIECBAgQIDAEhPwCOcSe8FUlwCBoRC4Y2pxq6GoiUoQIECAAAECBAgQIECAAAEC0wp4hHNaHjMJECBwg8BqGatH2n+fqEfcr0ucnnhkQiJAgAABAgQIECBAgAABAgSWmIBHOJfYC6a6BAjMu8Ans4X2h42uyHj92FE7vfO8b90GCBAgQIAAAQIECBAgQIAAgYEFPMI5MJkFCBAYU4Etst/V2fm3xBMSt2jiDRlW/pmJukNUIkCAAAECBAgQIECAAAECBBZZwCOci/wC2DwBAktS4F9T6+ro3LdH7U9u5m3UY54sAgQIECBAgAABAgQIECBAYIEFPMK5wOA2R4DASAi8PXtRHaA79tibtzTzHtRjniwCBAiMvIDb30f+JbaDBAgQIECAAIElJVCPcD4zcXniiYl1E/UrxvslKr0r4Rh2gsIfAgQIrCCwdjN11Qq5kxMXNnnuAO2BI4sAgdEXcPA4+q+xPSRAgAABAgQILCWBJzeVrQ7PLyb+3sQhGZ6S2DpR3wsqESBAgMCKAjdvJusu0O50bZPRlumeb5oAAQIjLaADdKRfXjtHgAABAgQIEFhyArdvalzfV9ed2rxl3TNMEyBAgAABAgQIEJhKQAfoVDLyCRAgQIAAAQIEFkPAI5yLoW6bBAgQIECAAIERFnD7+wi/uHaNAAECBAgQILAEBdrjU49wLsEXT5UJEBgKgfrKkMu6arJVM713ho/pmleTxyU+1yNfFgECBEZCoD3AHImdsRMECBAgQIAAAQIECBAgQGDMBZ40zf4/JPMqutPZydAB2q1imgCBkRHQAToyL6UdIUCAAAECBAgQIECAAIExFvhI9v2kWe7/6bNczmIECBBYEgI6QJfEy6SSBAgQIECAAIGxE/AI59i95HaYAIGVFPh2lq+QCBAgQIAAAQIECBAgQIAAgSEWOCJ1q+//nE3sP8T7pWoECBAgQIAAAQKLJLDqIm3XZgkQIECAAAECBAj0EnhgMjfvNaOPvHqE02OcfUApQoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBhC42QBlFSUwnwLrZeW3S1yZuDaxWmLjxC0SlyckAgQIjJLArbIzd0yskbhimh27deZt2Mz/+zTlBp21Tha4X+IBibUTf0nMtP5VU2bbxE6J2yfOTVTd1k3UOjrj5pm+JnFdYqHT+tlg5+fJQm/f9ggQIECAAAECBAgQIECAQE+Bo5J7feL+zdw6qa7pbzXTsxlsmYV2m82CliFAgMA8C+yV9VcbVx2Pd5lmWy9syh00TZlBZj0qhX/RrLO230Z1wn4kUR2HvVJ12P440Zavi1V1EfXsjrx2XufwjMx/daIuZi1UOjYbqjrcZ6E2aDsECBAgQIAAAQIECAy3QN2hIREYRYF7Zae+kzgs8YlR3EH7RIDASAjcJntxRKI6JqvTbr5S3VX/rsQ/J2o7xyVOS1yaqG0/MvGCxD0SdYfnXxOdad9M7JD4UeLDiT8n6m79Nh2fkc679ev4ou7EfEji7YntE3skJAIECBAgQIAAAQIECBAgMLYCR2XP66S8vQO0IOoEerZf09B2JryvViQRIEBgyAT2Sn2qzWvjJVPUb67uAN272davM3xgj21Ve/s/TZn/y7D7js3qpK26PjXRmdo7QDftzOwYr87U6mStZatdXojkDtCFULYNAgQIECBAgAABAktIoO4IkQgshkCdbNcJ86rTbPwfmdd5h1FbtDpFa9mNE9Mt35afaliPdG6dWHuqAj3yN0jenXvk98qqcndKzFTHqsfdEmUiESAwXgLfzO5el3hbotq12aR1stB0bUi1WwcnqhOyvhbk24nuVO3tsxOnJh6R+M9EZ6rvIq3068lB339PTMkvNKUfPMVSM9W/c7Fq/++aqH2aTar2vtr9W85mYcsQILBkBOr467Y9artG8qq97L7I06PoKoMcn9Wx3iaJasf7vXhf5bZIrJnoJ63sPs2mjv3USxkCBEZLYGXbmtLQfo7W/4S9IUBglgKbZ7n/TlySqJPxPyVemTgqUdPtHaB3yHg9gnlCok3VQVgn5X9LVNmKvyQ+lqgf4WjThzJS32dX869O1Hrqsc9K1en/qsQ5iep0aNdzQcZflqiDwzZV41/LvjXxmMQvE235CzO+R6I71Un1fyV+k2jLnp/xuourOz00GT9JVCdvlb0q8aXERgmJAIHRFtgru1fv+0MShzbj38iwsw3K5ETbUeWqA7M7PTMZv0q0bU21IV9JLEt0pjdlosoc2Zk5xfi2TdnLMqyT8l0S1Q7WDxrVOuox95p+QqLS2YnK37QmpkjV5laZw7vm91v/WmzDxFGJ2sdaV8V5iZcmus2ObeZ3fgfog5J3WpNfy16XqDb9SQmJAIGlLdAer1V7+tREe7xWF3a+k6jjqjo++0Si2rBqA65O/FuiVxrk+OxuWcHXEu16a931g3InJDZLdKb3ZaLaz2rP6ti1xqt8ta9fTtSxb5vmcp/6reN9s/G6Y7+OcTdpK9IM6xi56lv7VcfSEgECoyEwl21NiWg/tZ+j8c6wFwTmQODWWcfPEnXi+ZFEdQC8P1EHqNWRWQeB909UqoPDmv5WTTTp3RlW3kmJ1yVekfi/ROXViW2b6oT2qETlfy9RJ//teo9t8k/N8KDEyxN10HllosrXCXmb6oC58qqTsg6Uq+4HJo5O1MFqzauO0TZVB22tq/KrI7MeOX1b4vxE5b040aY9MnJt4uJErfN5ibKo9f45sSwhESAwugKdHaBrZTd/kah2ok4yO9MLM1H5B3dmZnzfJv+PGdZJfK3vyES1r3WSevdEm+qiU63jOW3GNMM6sW1Pyh+V8Tpxrjb0jESto9qpmt4yUensROVvWhNTpM8kv8q8umP+IPWvu7h+16zjCxm+JPH6xC+bvKMy7ExtO3+fJnNZhnVSX+3tBxJl9d5E2VW9Hp+QCBBYugLt8drPsgvV+fjZxAGJMxP1Hv924puJurBTbdg7E20798SMd6ZBjs92yIJXJOoY9qOJaptq3b9K1HarPqsm2nRYRiq/jllruWqrDky07et3Mt6mudqnQet4SCpQdTyhrUiGdWGsjpPr+HSThESAwOgIzFVbUyLaT+3n6Lwz7AmBORA4Muuog6p9uta1a5Nf89qOyg2bvLYDtA4g/5Q4N7FGok2V/6NEHfC2J+Q1r07ca33vq4kmbZZhdTqek6gOh85UJ+ZVvk7U29R+IFT+vm1mM3xlhpVfB69tOigjlVcdtZ3pXpm4LnFBoh53qsc9L0pUXe6W6ExPz0R3PTrnGydAYDQE9spu1Hu9TjYrPSBRbcLfEtVWtalXB2i1G3XyXB141U51pudkotZ7cqI98f5hkzfVI+iZvUKqZWsde3bkfqrJ274jr0bPbvI37cqvbVfd/qOZX/vVnjgPWv/Dm3V0dwLfJvnV/lddd0606diMVF7bAfryZvqlbYFm+JQm/+iufJMECCwtgc7jtdd1VH21jFenXbUHP0ncKtGmat8q/0NtRoaDHp8dlWVqHd0XrlZP3iXNvO0ybNNhGanyv03UttpU43VsWvOqfaw0V/t0VNY1SB2r7tVBW8s8L3GLxOmJmq42UyJAYLQE5qqt0X6usor2c7TeG/aGwEoLVAfgHxLVOHSnHyejDq6m6gCt8r9P1BXoR9VER6oD2jrI7UxVptb3vo7M9TP++MS9O/La0a0yUuW/3mZk2H4g1EFs9/q3TV6VPzHRpu9m5KrEem1Gx/AFGX9u4paJukOglv1SojvVdsqo5m/QPdM0AQIjI7BX9qTe54d07NHbm7yTMqwOxEovTFS5g2uiSa/PsPJe3WZ0Db/fzG9PvC9tptsOyK7iN5k8sin/qo45M3WA1jaqo6GNuihVdaz4W2KPRJsGqX+1idXuX5TovnBV69slUdv4TE00qbsDtNrfKvM/ids2ZdpB93Sbb0iAwNIRaI/Xqt3pPl77QvLq/V/HXp1p+0xU/lc6Mgc9PquLLM9K3LxjHe3oJzNS6++88HRYk/fKtlDH8NPNvIc1eXO1T4PWsTa/ZeLyxJ8SbZ3fn3GJAIHRE5irtkb7Ofm/of0c8vdIrw/sIa+y6i1Rgdun3nVX54mJa3rsQ52w79AjvzOrDr7+I/G1xPLECYk6cK3p6xIzpXr8sTodq2Nh08Q2ier43DrRHnCukfHutDwZ3eu/oCl0q2Z4swzrYPp3iT83eZ2DuoOpTdUwVqqD9Nqf7lQdCXdIbJGog0+JAIHxEHhTdvMJiWqP/jlRj2n3StVmVaqLLr3Sd5JZJ73Vvp2R+Eti7US1K+ckZkp3bgpUp2O/qS4Udbbtv850tYc1rLb73ESbBql/3em6ZuKUxJXtCjqGta+Val+nSl/MjNrvpyYel/j/EvX5UZ8HZyUkAgRGQ6DanKmO137btYvVZlXqPBca9Pjs1CxfcetEHVNW21br2DHxkESlXseVv5mctcLfC5qpW62QO9mOrsw+zaaO1S6+OvGBxF6JnyQ6L4hlUiJAYMQEtJ+TL2jnZ4L2c8T+yWt3Ol/gEdw9uzREAps3dfnjFHU6f4r8zuy3ZOK8RF05v0di7yb+muH+iXcmZkqPS4G3JepAtU217e8m2jq2+e2wOiS7U/fB6CYpsFbiwu6CPaaXNXn/lGHFVGlZZrQn91OVkU+AwOgI1B3kz0tUZ1+1d8cneqVlTWZ7wtxdpm2HNmpm1Mn2xom7JepgbqbUtoXLZyrYMf8RGe/uYOiYvcLosmaqn/q3F5SmKtt2vLb7usKGmon63Ll/okzrEc5HNXFoht9O7J6oA3+JAIGlLTBVO1F7VXeHzpSWNQX6PT6rjs93JZ6duEWzbH1n/GmJsxPbNnndg36OK9tlVnafZlvHT6cC/5lYM3FSoj6fJAIERldgZduaZQ2N9nOVVbSfQ/w+qTvQJAILIfCrZiN1J2ivtG6vzB55H0vePRN1Mr9X4rhEHZzVQdoeienSAzLzs4nNEnUivEui7oiqE+c3JyqtOjkY+G+dYFe63eRg2r9/aObW9mt7U8Unpl2LmQQIjKLAd7NT70jcMnFEotfndF20qbTh5OAmf9v89g6nzzUlnn6TkjfNuF+y7pL4U6I6B+cjDVL/mcqulwqunmj3dar61oH9cxPrJx6eqM+A6hh+YOLEhESAwNIXuG4ld2HQ47M6TntBojo8X5zYIVEdjg9K/DxRabbHlZNL3/SO1ja/3+Fs6/jhbGDNRLWt/5x4eEIiQGB0BbSfN31ttZ83NVnyOb1OrJb8TtmBoRS4KLU6J7Fd4hY9anj3HnmdWdVRWQeX7Qn8uRk/PFGPNLaP5Tw249OlukK/RqIe63l94iuJtuNyq4xXutnkYOC/l2eJOnCujoPb9Fi6Ol5r/++V+GUzv068e6Xq2K0D6n47hXutQx4BAktXoC7I/CLx0MTePXajvaB07x7zKqsef69UjzFWOjZxWeLJiZ0TU6U6Ua+7mWp4dOIfiflIg9T/7FTg2kR9RvT67Oje1171fXQy90tUZ+k1iW8m6jOg1lmfJZsm7paQCBAYb4FBjs/qgv7jExckdkpUh+FPEtXGVFrZ48rJtazc39nW8fnZ7FMSX0vUZ8b1ifpMWCchESBAoJeA9nNSRfvZ679jiPJWG6K6qMroC5yQXaw7JPft2tUHZ7oOHqdL9b/6gcQRibqDp1f6bUfm35vxtTvy2uXW6Mir0dsm6mS4Uve8ydz+/tbdqWsl2g7Zdqk6sa6Oh+oY/Wmibou/IlEOyxKdqQ6mD0u8KFEdFhIBAuMncFV2+XmJ6vi7R6I7fTwZdZL9msQGXTPrpPX+iV8nvt/MqwtQr2zGP5Xh7s1456BOlL+UaJfdv3PmHI8PUv+rs+1jE3URrLttXTN5/5aodMzkoOffpyb3oERd/OpMdVJfny31eVGdGBIBAuMtMMjxWV1QqVQXzis6U11w37bJWJnjys51zmZ8NnW8azb07sRfE3slTku8LbFJ4v0JiQABAr0EtJ+rrKL97PWfIY/AGAvcMvteB1J10llXyp+ZeHPib4k/JSq/Tr4rbZio6W/VRJOOzLDyfpE4OPGsRK3n0kR1FrYHmxmdaICqbHU0fjRRJ8B1QFp5f0zUdndOVAfC6YnKuyrxu0SbNspIlT+xzegY1lXwmvf9jrzqSP19k39Uhrsl3pY4P1Fl90i0qU7EK+/PiTcmdk3UgWU9alQn/HVnkkSAwOgK1IlltQGHTLOLb23KVLlq8zpTdehVfrU51TFY7em7Ev9InJfYPNGdqt2pTtVa7geJDyZqPV9IVFtU+Wcmtkx0p08lo+Zv3zXj7CZ/0678mSYHqX99HrSfER/P+O6JlyZ+nKg6lVNnOjYTld/eHbpNxutzptr4zySen3ht4tuJKveRhESAwNIVmO547UPZrXqfd19o37jJ/1rXbvd7fFYXT85q1vHFDOs4rqLa1WqHz0nUdvdMtOmwjFTew9qMjmG13zVvlyZvLvZp0DreLNtu28UXNfWoQd19X58NVb86tpUIEBgdgbloa1oN7edkO6n9bP8jDAkQWOVOMagT6eqwrAOpvycOTRzYTN8/w0p1wlvzv1UTTaoDsDpAvCJR8yrqIPN7ifZRo4zekOqkuC17dJNbHZ9tXi1fJ8R1QFpXyb+aqLy2I3W6D4R1mrLfz7Az1R2udYJ9TaKtY91Z9JxEd3pKMpYn2nI1/E3i6QmJAIHRFtgru1fv+UOm2c3Ok87uDtBarC6qVPvStiGXZrxOxLdMTJUemBnHJdqO0HbZ5cl7U+JWiV6p2u0qO1cdoLWNQep/x5T/XKJtW6/L+E8Tr0t0p2OTUXVtO0Br/sMSP0y0+1vD6lQ9ILFqQiJAYOkKTHe89qHsVr3fd+ravY2b/K915ddkv8dn26RsHQd2titnZfrxiWprK7/uimrTYRmpvIe1GR3DOr6tebs0eXO1T4PUsY6Rqw69TO6X/Drmrgv1ZScRIDAaAnPV1rQa2s9W4sah9vNGC2MExlZg9ex5nUjXCf6gqR57vFviXom1Zlj45plfDXsN23TLjNQdltVpWle75yPVfu2Q2CxRV+CnS+tnZp2o3znhRHw6KfMIEOglUJ2D1Z4O0p5V27l1og7K6sLUYrY9g9S/2tba17rYNJt0hyx078Qms1nYMgQIjJVAv8dndZxZx3F1MX1Y01Ko47DaqRcBAoMLaD8HN7MEAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEhOhUFAAACz1JREFUCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQOD/b4cOBAAAAAAE+VsPciFkwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwZOAwE2qKj0lMiPIwAAAABJRU5ErkJggg==)
par(mfrow=c(1,1), pty="m")
par(mfrow=c(1,4), pty="s")
frogs$maxminSum <- with(frogs, meanmax+meanmin)
frogs$maxminDiff <- with(frogs, meanmax-meanmin)
frogs.glm <- glm(pres.abs ~ log(distance) + log(NoOfPools) +
maxminSum + maxminDiff, family = binomial,
data = frogs)
termplot(frogs.glm)
![plot of chunk unnamed-chunk-1 plot of chunk 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AECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAZPYKfBW2VrTIAAgaEQmMhWHJDcPNmYXJ5clSgECBAgQIAAAQIECBAgQIAAAQIECBAYOIG9s8avSD6UfD/Zmkx1pRo/T01emuyfKAQIECBAgAABAgQIECBAgAABAgQIEOh7gerl+f6ku8Hz4jz+VvKJ5PjkjKQaQDsNorXsm5MbJAoBAgQIECBAgAABAgQIECBAgAABAgT6TmA8a7Q5mUwuSd6bPDS5djJb2TkTb5c8OnlfUo2g1VD63KROkVcIECBAgAABAgQIECBAgAABAgQIECDQNwJfzJqcnzw7qet9LrXsmye8Jbks+WaiECBAgAABAgQIECBAgAABAgQIECBAoG8EnpU12XUF1mbPvMZLVuB1vAQBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAsMksNMwbYxtIUCAwAAI1DVAq1fnpe11rTu+vyB5alI9RusO8XVDJIUAAQIECBAgQIAAAQIECBAgQIAAAQIDJfDMrO1vkpe313r3DM9MOnd/r+E72vMMCBAgQIAAAQIECBAgQIAAAQIECBAgMDACv5s13ZJckTylvdbVEFqNnnXDpD9KTmg/flCGCgECBAgQIECAAAECBAgQIECAAAECBAZG4PlZ02rsvFfXGn+jPe327Wl7tR+/umsZowQIECBAgAABAgQIECBAgMA6CkzkveuL+8HJvkk9VggQIEDgmgLvzqRfJBvas26c4bbk3PbjzuD0jHy888CQAAECBAgQIECAAAECBAgQWJ7AxiU+fe8s/8TkoOSApG7e0f0a9WX+v5JPJB9MfpQoBAgQINCqK+sgUTWAVl35gGQs+XTSKXWDpKpnv9qZYEiAAAECBAgQIECAAAECBAisjUA1dr4/2ZrUKZyVi5NvJdXYeXxyRlJ3Lu7Mr2XfnNwgUQgQIDDqAi8KQNWPf5hUw2dd97MePyzplGdnpKa9sjPBkAABAgQIECBAgAABAgQIEFhdgfG8/OZkMrkkeW/y0KR6Kc1Wds7E2yWPTt6XVCNoNZQ+N+nuKZqHCgECBEZK4CbZ2t8mVyZnJtXQ+f1kU1K9Qk9OatrlSS2rECBAgMCOArvkYd1Q7m7z5GY7PsUjAgQIECBAgAABAgsLVA+l85PqldTL9T33zfPeklyWfDNRCBAgMMoCd87Gfz2pRs4Tk/2STrkgIz9J7tmZYEiAAAECVwscmbErkjpQNF82Z75CgAABAgQIECBAYAeBOg1zvvKszPznpHotLafsmSc/Nfmb5byI5xIgQGBIBKrurS/w3aVuKPffSV1KRCFAgACB7QKPyOhHkjoj6UtJHZyvs4xmK8dlohvJzSZjGgECBAgQIECAAAECBAgQIECAAAECfSnwtqxVHTQ6tC/XzkoRIECAAAECBAj0vYDrcvb9LrKCBAgMqMC+We/q/d5LqVPhq4eTQoAAAQJNs1MQqvfnZ2AQIECAwLwCddZl1ZfvmXcpMwkQIEBg0QJ1c6S/SN6ffLU9nkHz0uT6NaIQIEBgxAWOyvbPd526+eYdMeJ2Np8AAQLdAn+SB1VnPrB7onECBAgQuIbANzLlR11Tn5Bx9+LoAjFKgMDoCvTSA/T3wvVvyf5dbP/eHn9JhtUwWtcOrWs1KQQIEBhVga9kw3fuceO/1+PzPI0AAQLDKPDhbNSTk5cn307qpnEKAQIECFxToK6PvE+yW3JJUmcj3T5RCBAgMPICC90EaSbQtTKhjiD9TlI3R/pY8ulkc3Jk8sLkr5JqWL1tcnqiECBAgAABAgQIEFiOwE3y5PpcuSk5I7koma0cnYnHzDbDNAIECIyAwN9lG5+X/Cqpg/E3TQ5MPposVP41C1QUAgQIEIjAU5M6BemxbY2J9uMj2o9r8ID2tNd2TTNKgAABAgQIECBAoBeBvfKkHyb1GXShbM4yCgECBEZVoHp8npgsVFfONn/zqKLZbgIERkOgemoupfx+Fv51cuw8T/pc5v08ueU8y5hFgACBURW4Xjb8xcnBya2T6on/s+Q/kn9Mzk4UAgQIENgu8LCM1ufKOuvo7cnXkzrNc7Zy6WwTTSNAgMCICFTv+EOS+rx54+QpyQuS6gW6UJmrZ/1CzzOfAAECQylwdLbqgq4tm8h4HT06omtajZ6V6D4/A8VDAgRGXqAaPX+aVL1ZuTK5quvxeRl38CgICgECBLoE6rJL25L9u6YZJUCAAIFrCtQZm3Xjo055fEa+1nlgSIAAgVEW2LDEjf9Olq8jSXea53l3zLx9EzfxmAfJLAIERk7g2tni9yXXT16fVEPnzu3Ul/pXJ7snX0hqGYUAAQIEWgKnZVAHi/RO8htBgACB+QXqZsSv7Fqkvu/v1PXYKAECBAgsUmDfLFenFp2TVOV6g6R6MR2RVLlXclayJTkgUQgQIECgJfC0DKq+fMY8IP+7vcyj5lnGLAIECIyawEHZ4Drl/fmjtuG2lwABAksU+M8sX/Vl3QW+StWbdQBJIUCAwMgLjPUg8MQ85+iknvubpHo1VaPnxuRmSZW6vt3rpsf8IECAAIESeEtyeHLdZL4Pohdm/geTP08UAgQIEGia8SA8KXlb8oHklKQ+e/42mVnOzoQfz5zoMQECBEZEwF3gR2RH20wCBJYu0EsDaL3L/0qqcr1rsimpUtdm+m7ywuQzibJ8gV3yEnVKrEJg0AWqfvhZUsNRLe/Nhv9hcqMFAOpOx3UJkUcusJzZ8wuoP+f3MXdwBNSfrR5Mb1jkLtuc5Y5c5LIWm11A/Tm7i6mDJzCK9WfdBb4OpN+7h91VdefmHp7nKdsF1J/bLYwNtsBQ1p/Va7OXUnffvHdS1xPZN6mbIZ2R1KnvysoIlOmZSV1zVSEwDALHZCMOH4YN6XEbfpDn1YXo75B8Y47XqOuC1vVAj51jvsmLE1B/Ls7JUoMjcExWdZTrzzrA/q5F7q656tdFPn3kF1N/jvyvwNABHJMtGqX6013g1+9XWP25fvbeeXUEjsnLDlX92WsDaPFeJ7k0qYbPKtVQV3/0P64HyrIF6rotZVot7xcs+9W8AIH1E6h6YY/kNuu3Cn3xzv+WtTgiqcbNxyVfS7rL7fPgfUn9zX+8e4bxJQuoP5dM5gl9KqD+bO2YOrPI2UVr80uq/lwbZ++y+gKjXn/+KsSV7yR1YOh/EmV1BdSfq+vr1ddOYGjrz14aQG8S96OSTk+lzm44NCPvTj6dPCGp69gpvQtMtZ/68wx/p/eX8UwC6y5wl6zBqeu+Fuu/AnVq++bk1clXk28mZyb1t75fUj1Dx5LXJDMbRzNJWYKA+nMJWBbtawH1Z2v37JXBvovcU+dmuYrSm4D6szc3z+o/gVGtP6vDQdWZZyf1OfMLyfnJfZKFyllZoKL0JqD+7M3Ns/pPYFTrz2vsiWoJrh6f9cddlWN9We+UB2TkvKTmfT8ZT5TeBW6Yp5ZlXTdRITDIAlWB1u+yRtDWXqy68vS2Sbl0cnbGD0uU5QuoP5dv6BX6Q0D92doPz8+gU1cuNDyiP3bdwK6F+nNgd50VnyEwqvVndVSqevJVbQ/154xfjFV8qP5cRVwvvaYCQ1t/LrUH6JPCfvPkH5IXJ1W5dkr1/NwvOTJ5SfKU5K2JQoAAAQLbBaqurB70101um9S1lKtBtK7ZpBAgQIDANQX+O5P++ZqTpw+212fP6vF0veS1yacShQABAqMqcFI2fDKps42q1Cnwb58eW/hH3edDIUCAAIG2wDsy3JJcfx6RmndF8p55ljFrYQFHkBY2ssRgCAztEaQe+etL+t8kJyUXJD9Nvp28Mdk3UZYvoP5cvqFX6A8B9efi9kPVq59PvpXUuNK7gPqzdzvP7C8B9Wd/7Y9RWBv15yjs5dHYxqGtPzcscf/V8r9sZ66n1vwfJ3WTJIUAAQIEtgscnNHTkhcn90r2bKdugPSXyclJ9Q5VCBAgQGDxAr/Kok9NDkr+ZPFPsyQBAoMs8NumuclkM/7lrc3EuVubjXcd5G2x7gQIECCw+gJLbQD9QlbpRskfzLNqN8+8/ZPvzrOMWQQIEBg1gWtng9+XVC/51yfV0LlzO1VnvjrZPal6tpZRCBAgQGDxAnWzj7px5N0X/xRLEiAwqALV+LmpGT9prBmrhs/fmWp2elKGyvwC9fly1/kXMZcAAQLDK7DUBtA6vejK5IPJ/WdhqX9AxyXbko/OMt8kAgQIjKrAY7Ph+yXPTV6U/Cip+nRrUjeXe3ny5OQmyX0ShQABAgQWL1AHkvZIJhf/FEsSIDCIAl2Nn7dqrf/U1quaqz4wiNuyyutcp2TXJZb+I6nLLl2c/Capm+yemtQNkuoAvUKAAIGRENi4xK38SZZ/eFINoJ9JLkzqdPe6GdLNkvriXuWlyTenx/wgQIAAgRKoUzMvS95ZD+Yox2b6PyaHJB+eYxmTCRAgMGoCdfbR3nNs9KZMr4NLf92e/+U5ljOZAIEhEJit8TM9bw7bpbnyxCHYvJXchPrO/o5kz64XvSLjE0k1jFbqOn8vS56afCRRCBAgQGAWgTtn2seSs5Nq/KxcnpyS1Bd3ZfkC9U+pXOsInUJgkAWG9iLKS9wp783yi/l7/mGW8yF0ibgzFld/zgDxcGAF1J+tXVe9lDqfN+cbVuPnUg/uD+wvxyqtuPpzlWC97PIFqvEz1/w8Ldf8nGplfHJLM14NfbOVUa4/nxGQqivrTKO3Jwcn102q1OWXbpuU28lJLVdnIx2aKMsTUH8uz8+z+0dgaOvPXj8k/mf2TeefTedaItU7tCpQhQABAgSuKfCDTHp8cofkG9ecPT3llvm5f1I9QRUCBAgQaAlU/fmBOTDqC/4lyVeSDyX1WCFAYMgE0tNm71zz88SpZqzuN5EytbV6fk40kx9rPfazLVA9PF+RVF34kORTSXe5Ig++307ZPTt5S/K65JOJQoAAgaEV6LUBtK4VcmBSR5I6r3H7GUqn53FFIUCAAIGm+bcgHJFU4+bjkq8l3aXq0PcldQ3lj3fPME6AAIERFzg+219RCBAYQYHLmuamG9PzM42f1XsxReNny2HWn4dl6l7Jm5OZjZ+zPeH/ZeKjkjqLs250PPPzaSYpBAgQGA6BTuPlUrbmOVn4VUk1fs5XjszMzfMtYB4BAgRGSKBObd+cvDr5alLXST4zqZ7zdf266hk6lrwm8eEzCAoBAgQIECAw2gJ12nsaP7+Qj0idxs8pPT/n/Z24XXvuCfMutePMz+XhIUmdieQz6I42HhEgMEQCS20AvXO2/U1JfUk/Makv73UnudlKnYqkECBAgMB2gWrc/HpSpxr9fjsZTJcf5+cLk7rJnEKAAAECLYEDM6gbbXZ/mR/P47ou6IO75h2dcZ89g6AQGBaBavzMae8njTVjt2htU7V9Npud9j7vHu50UqqbFS+2nNNe8KaLfYLlCBAgMIgCS20ArQ+aG5KnJ+8cxA22zgQIEFhngU/n/esIe31ArYvQ75TU5UIuShQCBAgQaAncMIPPJwckdRpndwPoP+bxnyVVqkGkPpf+aXLPRO+lICgEBl2gq/HzVq1tcdr7IvdpHSCqcnlrsKifP28vde1FLW0hAgQIDKhANWYupdRFpyeTupuxQoAAAQKLF7hJFt21a/FfZ7xuKHdKovGzC8YoAQIjL7ApAh9KqvGz6srPJp3y2IxU42dNv09ynaQaP+tL/3HJDRKFAIEBFtD4uW47ry7LpBAgQGBoBZbaAPrtSNQHzH2GVsSGESBAYOUEqo6ta36em5yfXJpUPXrfRCFAgACB2QUen8n3SKoRtD5zvjHplLoWfZWXJicmuT9K8y/JG5K68Uddx04hQGBABTR+DuiOs9oECBAYAIGlngL/yWzTkckTk/rgqRAgQIDA3AIfyKzD2rPrVKQ6gHT7pC42/4DkM4lCgAABAjsK1DWSq7wwuWR6rPVj9wzukmxJ/rk16eqfx2fsRUndxbgaThUCBAZMQOPniu6w1+TVfrXIV3Ttz0VCWYwAgcEWWGoDaF2n7hnJu5M6yl5H3s9LrkxmlrMzoW7qoRAgQGAUBeo6n9X4mc/zTZ2y2WnsrBt3VK/QuqHcgUldv04hQIAAge0CB2W06s6ztk+aHqtrfI4ldfmQmTfhPG16iVa92h41IEBgUAQ0fq74nnrYir+iFyRAgMCACyy1AfTPs711ilGV6gVamatszozqLaoQIEBgFAUe3t7ol2X4iS6AOiJ/aHK35CbJTxKFAAECBLYL1HU9J7c/vHrsfu2xz189ZftIpwdTXW5EIUBggAQ0fq7oznpXXu2kHl+xLtOkECBAYGgFltoA+t1IVKW6mPKNxSxkGQIECAypwA3b23XyLNtX06oBdN9EA2gQFAIECHQJfCfjdRr8bkn3KfB16ZAqnR71rUetn53T5uuzqkKAwIAIaPxc8R11Sl6xovSRwJZmvM76+pOxZuqj483W/+qjVbMqBEZKYKkNoPWBc7YPnSOFZmMJECCwCIHrtZe5YpZlf9ae1umxNMsiJhEgQGBkBb6VLa+zjJ6d1CVDqtw/2T+pHp4zvzzukmnPTap8rzXwkwCBfhfQ+Lmme+jaebdqhLtuMlcbwOmZV1FWWCDXbvnwWDN2q7zs89IYevhEM/n+FX4LL0eAwCIE5qr8FvFUixAgQIDAPAKd+nVqlmWuak/rLDPLIiYRIEBgZAWOypbXNef/Orl1sjV5XFLlr5JOHVqPb9eeVjeY+1JycqIQINDnAho/13QHPSfv9qqkGj/nK3X5us3zLWBezwLtG1KNjW9opv5lazN+s03N5Ot6fjVPJECgJ4Fev3zvkXfbL6kjSTmgMV025Ge93q5JHV06Jzk6GaRyt6zsK5O/S/R0HaQ9Z10JEFhvAfXneu8B709geAR+nU15RHJi8qddm/XGjL+963HdVO4N7cdnZ/iopBpLB62oPwdtj1nfZQlo/FwW31KffOc84U1JfWevOvXMZOZN5DJpunylMzJAw4GoP69sJh+1sRn/ZHqBpp1krPbFayebiX0+1mx5Tu6Y2n1Qb4DorSqBwRPopQH0iGzmS5KJBTb3yAXm9+PsG2Wl/jA5th9XzjoRIECgjwXUn328c6wagQEU+H7Wea/k4OQ2Sd346Kyku1yaB19Njkvem1yUDGJRfw7iXrPOPQlo/OyJbTlPenCeXB2Vnp68czkv1KfPHYj681pNc+7FzeTdr9NMfDSOh5RlWkGf+Yhm/KbnN5OPzT+7y/rU12oRGCqBpTaA1ofQagCtoxb1gXMyqaMudQ2L+pBapx/tnlR37rck/VKqx+o7FrEytQ1V/jx5yPRY68cju8aNEiBAYCkCr8nC7dNern5afZmv8oykc1OP6QntH/Xh6GPdE9ZxXP25jvjemsCIC2zL9n+5ndko6sv8Yj7fzfbctZim/lwLZe8xMAIaP9dlV9087zqZ1EGiQSpDV3+mkeRX/91seeAtm/Gj0xP0ca2dMfbQPZrxEy9tJh98ncE9iDdIv1fWdcQFltoAet94VePnk5Ojk2oQPSU5JvlsslvyqaSOarw06ZcynhV5eFLrvphyhyxUWclSDcWPTRa7DnVB/yp1SQGFAIHBFXjYPKt+j8yrzCx1elK/NICqP2fuHY8JEOgXgal+WZE51kP9OQeMyaMnoPFz3fb5t/PO1di2T3Lauq3F0t94KOvPA6YboycfnxshnbOhGXtxsaQx9E4TzcSpuWvqg3Zutpy+dCrPIEBgsQJLbQC9ZV64rlFRpxpV+WZSR+fvmlQD6CXJI5Lzk8ckH0j6odT6VC+rY5KbJG9Kjkpmlvtlwt8nr0hWuvGhKrg6BWGpJT3mFQIEBlDgXVnnk3pc7/qw2i9F/dkve8J6ECBw7RAcmNSNPOb6DFtfHvvlC6T6MztDIaDxc11/Bz6Zdz8yeWLSTx2UFkIZ5vpzKneBf8lks+mcNH6+OU2gO6WH1C12SseyTHvIeLP1KwvhmE+AQG8Cc314nOvVqvHzF8nF7QVyoKI5Nzmo/bgGFyQ/SKp3aL80gGZVphto6xT9dyR/mdTpAE9Luq8Xdas8rvKT5HvTYyv34y/yUvUPaLE9QOt6Jq9M+r13Q1ZRIUBgFoHfzbTJ5D2zzBu0SXWAS/05aHvN+hIYLoHnZHNelVx3gc2qL/qbF1hmLWerP9dS23v1nYDGz3XfJXVAqC659O5kr+TE5LzkymRmOTsTfjxz4jo+Hur6Mw2db72imThvp2bq2DQRVKenPdIg+vn0Dn1cGkhXujPWOu5Gb01gcAVemFWvBrlqPOyUatSrIzTd5ft5cHz3hD4bPzzrUxfO/1ky81qftX01f71LNZ7UulSjs0JgkAXukpWv3+VTB3kjelj3b+Q5P+p63hMyXr3mB72oPwd9D1r/QRIY1fpz5j66cybU56E66+jzSfWwr7N5ZssDM71fi/qzX/eM9VoVgWr8nGzGT9vaTEy1Mj6Zxp2Hr8qbXfNF1Z8tk+dnUJ/DF5MjrsnYN1OGtv5Mr8875e/jwq6/k6syre5JohBYL4GhrT+X2gP0y+098LYM60h8XUekvuQ/KDk0qcbQuyW3SU5O+rUcnRX7QvIvyceT+iBdvUIVAgQIrJTA1rzQPsluySXJnkn1ohz0ov4c9D1o/QkMnkBdQmhD8vTknYO3+levsfrzagojwy6g52ff7OHvZk3qu+5iSn2v79cytPVneoL+1xU5e3ZDM35CeoDeMr1BN9Sp8TlYsHd6gr4oO2SqX3eK9SIwCgLVfb7+CE9vb+y+GdYX/SuT/05qXuWPkn4vudTG9Gnmtf5nJH+b1LrXEab1LnqArvce8P4rJTC0R5AWAPq7zK/6pBo/P5XUB9B6/JFF5DFZpt+L+rPf95D1GwaBUa0/Z+6792XClmTnmTMG9LH6c0B3nNVenEAaP/dax56fnZVUf3Ykhms4tPXnr3MKfP5uTtneE3RiKo+PTaPLxHDtQlszAALqz66dVB8+n5G8uWvaQzNeX/Lry32dovTqZJDKnbKy1aBb61/RABoEhcAKCYxqBVo9Pk9MOvXKUoabV8h+LV5G/bkWyt5jVAVGtf6cub9fmAlVh9565owBf6z+HPAdaPWvKVA9P/ug8bNWTP15zd0zTFOGsv48t2l22dqMf2THRtCJk37ZOqNsmPafbelvgaGtP5d6CnztpiuSt83YX3Ua+Q2S2yY/SfI3OlDlv7K2v5e8JqmelzOvaZpJCgECBJYkUDdYOyS5XnLj5CnJC5K6g/FCpfvmbAstu97z1Z/rvQe8P4HhF/hkNvHI5InJIN3FeKE9o/5cSMj8gRKoxs9NzfhJOX33Vq0Vn9qaC/ce5oYua7ob61J0dbOjs5Mzk5slOa16UeWsLFUZhDKU9Wd21uWbm8lHv7SZeNNY65KDdQfle+3ajH/58mbyQbs0zTmDsHOsI4FhEfhf2ZCFrpW5W5apUz8fNywbvU7bUQ2x1duhetQqBAZZYGiPIC1xpzw+y39tic+xeG8C6s/e3Dyr/wTUn619Uqf/VeNnXW7pmPb4fTO81yzZJ9OU3gXUn73bjfQz+6jnZ2c/jGr9eVQA6jvkq9oQz28/rmkL5Yj2cwx6E1jR+jO9QF+Q3qDbunqDnp+bI/1+b6vmWQSWJDC09edSe4DeO2yvT/5+Hr7dM+95SV1s+f3zLGcWAQIERkmgbrpWUQgQIEBgaQJ1N9w3tJ/yxAwrc5XNmVG9RRUCBNZIQM/PNYJe3NuclMUmk6+2F/9Ohm9vjy80+PpCC5i/dgKbmi1vyI2Qzt3QTP1zboxUBwJvkt7VX7ii2fjHOzdXfnrt1sQ7ERgegYUaQKs3518n6Xk9Xeo08boL51taD6/xs17vD9pTz7rGXBMIECAw2gJ1CtJBSZ2aVL2765IhdcdNp7MEQSFAgMAcAt/N9DqwvpjSz3cxXsz6W4bAQAlo/Oy73fWerFGlUz6bkYoygAK5fMS/bm02XpAmmI+lSeb6yXV2ajb8e3qCPj13jz96ADfJKhPoe4FjsoZTS0x9qb9FovQusKJd6HtfDc8ksGyBoe1CvwSZe2fZOqo+W12ay2M1X0zukygrI6D+XBlHr7L+AurP9d8Ho7YG6s9R2+PL2N4+PO29e2vUn90axtdCYNXqz/QEve1kM3F21+nwUzk9/oi12CjvMZICQ1t/LtQDtPb2/0k6p23+ccaflvxhMlupHk2/Sf4nyf9EhQABAiMv8MgI1OVA6tSVKnVB+uqhVA2f+yfVK/QeyeeS1yQvTxQCBAgQIECAQN8K6PnZt7tmrhXL/XOa/ZL0IpyznJM5584514x1E0hP0O/nb+7g3GTs+JwG374O6NjmyWZ87y83k392SOsa2eu2ft6YwKAILKYB9JJsTH0xr1LLjyedxzVNIUCAAIHZBZ6ayW9LqufnXyR1StKvku5yrTz4v8kLk5clZyRHJwoBAgRGVWBU7mI8qvvXdg+4gMbPgduBR2aNX5R0DsbPtQG13Oa5Zpq+vgK7Ns0FFzaT97x+M/GhrMkDam3SGPrkuzcTN72w2fLoG7Y6oq3vSnp3AgQI9Ciwal3oe1wfTyPQq8DQdqFfAGSfzK9e8dXgOVev+e6XuGseXNlePp9xlGUIqD+XgeepfSUwqvWnuxiv36+h+nP97AfinavxM73OTtt+Ku74ZE7PfXgfrvyo1p8zd8UjMqEOxG9JqhNTHYx/9xx5aKYrvQusSf15Yjql5W/w3dv/Biem8vgb9bfZ+6p7JoEdBIa2/lxMD9AdJNoPrp3h9ZK61meV/ZMnJ9Wt/oTk2KTuPqcQIEBgVAWeng3fkLw6+cwiEE7JMq9NqhfoY5JqAFAIECAwigInZaPrc6S7GI/i3rfNfSug52ff7mqleAoAAEAASURBVJr5Vmy6p2AWqIbQT863oHmDIdA63X3yKbkG6DnpA7q51rpOi9/UTJy6pZl6UJ0uPxhbYi0JDIbAM7OadZ3Pl7dXd/cM65p2dWSpk3e05xn0LrAmR5B6Xz3PJLBogaE9grSAQDV6Vp14+wWW6559h/Zz1KHdKksfV38u3cwz+lNgVOvP/twbo7FW6s/R2M9L3soB6vnZ2Tb1Z0vinRlU789eOz51PA0XFljz+jN3gz88DaFbt/cGHb84d42/58KragkC8woMbf1ZvZOWUuqP+k1JVaAXtJ/4rAyr5+eXkgcnn0qeljwoUQgQIDCqAntnwy9KvrMEgO9l2W1JPVchQIAAgR0F6iYe9Vn0bvPkZjs+xSMCBJYroOfncgXX9fkn5d3rHh73W9e18OarIjDebD36qmZb2mCmLm29wdj1cwLaZ3JZijqbTCFAYJkCz8/zq0fTvbpep+5m3N3Laa/24zrtU+ldYM2PIPW+qp5JYF6BoT2CNO9WN82JmX9ZstMCy3XPvnEeVH36r90TjS9ZQP25ZDJP6FOBUa0/Z9sddXOOK5KqI+fL5sxXehdQf/ZuN5TPHMCen539oP5sSeycwX8kJyeuEdkyWa2f61Z/pifo76UX6PldPUG3ZfwFq7WhXnfoBYa2/lxqV/j6o744qd6eVW6c/F5yXtLp5XR+xn+U3C5RCBAgMKoC386G3zs5IOnUjxmdt9yxPfeMeZcykwABAqMlUNeue2UymdQX+fqsuTWZrdSBeYUAgRUQ0PNzBRDX/yXqwNHjk9OTs5P6jFlnKM1Wjs7EY2abYVp/C6Qn6Lcub5q77NSMn5DrgabNZmwsa/y3k83EPq9ptjx3c+sMs/7eCGtHoA8F/jnrVNf/7DScPjHjdRT+XUmn1A2S6joj7+9MMOxJYN2OIPW0tp5EYG6BoT2CNPcmT8/53/lZ9eMJCyzXmT2RkWoorecc1Jlo2JOA+rMnNk/qQ4FRrT9n7oq3ZULVjYfOnOHxiguoP1ecdDBfcIB7fnbA1Z8tiTo784dJ1aELZXOWUXoXWPf685dNs1saPU/a3hN0YirXCP3ouU1Tl5BRCCxWYGjrz6VeA/R/IrZrcp+kjio8JanyidZg+ucT87OuM/KDrmlGCRAgMGoCH8wGfzF5YFJ3d69TkOYqu2XG0Un1nP9UUr1HFQIECBBoCdSlRKr352eAECCw+gJp/NxrUzN+UnqS3ar1blNbc4Hyw3J36Y+t/rt7hxUWeFhe75bJp5NHJvsk1Sg6W96Q6coAC+QCoJf8uNnygKlm6tjtmzH28Bs14//x66bZY/s0YwQILEagrhuS/4nNlcmZSR1F+n6yKanG1Lq2SE1LD2zXGInBcsq6H0Fazsp7LoEugaE9gtS1jXON7psZ+bwxXS9Wnfm85CFJnRZ/i6QaR1+UXJhU3XlWsmeiLE9A/bk8P8/uH4FRrj+798Kf5EHVkVVnKqsroP5cXd++f/Uh6PnZMVZ/tiTqDM60Xzf7d2AMV02gn+rPsdwI6fXdPUEnm/EfXtH6/rFqAF54aATUn1278s4Z/3pSjZwnJvslnVJ3hv9Jcs/OBMOeBfqpAu15IzyRQARGvQKths7jk/ryPl9OyPybJsryBdSfyzf0Cv0hMOr1Z2cvVA96N/HoaKzuUP25ur59/epD1PhZzurP1m/bSzOoayZfr/XQz1UU6Lv6MzdH+vOcAn9VV0PohZl2p1U08NLDIaD+nGU/1inwM8vtM6FOU1KWL9B3FejyN8krjKiACrS14/8og7ckn01+nOQyPc13k7qG8iGJsnIC6s+Vs/RK6yug/tzuX2ch1XXo6zrzdUmmL8yRJ2W60ruA+rN3u4F+5pA1fta+UH+2fiMPyqAaQJ/feujnKgr0Zf2ZnqAPTyPoZdsbQcd/e0UzUWekKQTmEhja+rNzM6O5Nvw2mVHXBzk7qdM3b5bUNUTmK/dqzzwrw4pCgAABAq1eoNUTVCFAgACBpQnUZ9GTkroOfZXbtjP9YMaPE2c89pAAgQUEqvHTNT8XQBrc2d/Pqj87eVtyh+SUpL6jZ7dfo5ydKXWQXhkigbp2b3p93ifX9K37tuQ6oGPX2qmZ+mimPSd3j3/rEG2qTSGwbIGj8gpTyavar1RHjurxYnJE+zkGvQn05RGk3jbFs0ZcYGiPIPW4X+sUpL9JTkrqsiE/TeqmR29M9k2U5QuoP5dv6BX6Q0D92doPz8ygPnt+KnlEsndSPUJny7UzXeldQP3Zu91APnMIe3529oP6syXh+3vnN2L1h31df16R68DmDvE/2t4TdGIqvUPrO8nY6tN4hwETGNr6c6EeoCdlR00mX23vsO9k+Pb2+EKDuk6oQoAAAQLbBQ7O6EeTG7UnXZVhfeiox3UJkcOSQ5LTE4UAAQIEWgKdD+J/noc/gkKAwMoI6Pm5Mo59/irfzfrV5ZYWU76xmIUsM5gCuZj2jy5tthw80Yx/Ir1B71xbsaEZe3FujrT36c3k4Qe02n0Gc+OsNQECAy/Q10eQBl7XBqylQOeL66lr+aZ9+F7VK6kuJbIleV1Sd+Osg1CbkrpRUvW0vyw5P7l+ovQuoP7s3c4z+0tA/dnaH27isXa/l+rPtbNe13ca4p6fHVf1Z0tiQwdkEcO63J3Su8BA1J/5onGtXBP0uO6eoBn//MVulNX7nh++Zw5t/bmUCnH4dqstIkCAwNoJPDZvtV/y3ORFSfViujKpC9Ofkbw8eXJyk+Q+iUKAAAECLYHj2xBPBUKAwPIF9PxcvuEAvUJdQuRZC6zvDTO/rg9Zn0OVIRfIRbUv+2gz+chcV+afujb1kGs34yenJ4ZG8C4Uo8MnUL2P5is3z8yqEHsp5+VJlX4rD8wK3bW9Uv+Z4QnJtvbjmYNXZkL1zHrizBkeEyBAYIkCdRfOfK5o3jnP847NvH9M6jT4D8+z3HrNUn+ul7z3JTDaAt/P5g/6TTzUn6P9O9w3W6/xs292xVqtyM55ozck90uekvwy6S4PzoN3J/Wdv74b92NRf67wXjmsaa7KSWnPTk/Qc/LSuQ7o2FhOiz9wUzNx6pZm6tDcOKkufagQGDmBo7LFddH5XnJEn2mNZ30+NMu2fCnT5rqz/Vfay2ew5mUgutCvuYo3HESBoe1Cv8Sd8d4s/7NFPOeHWeYji1huLRdRf66ltvcisF1A/dmyGOSbeKg/t/8+G1tngRE47b1bWP3Z0tg7g5OT+j7/4+RuSZVrJW9NanqdkfTapBpL+6moP9dgb+RGSI9LQ+iW7afEj//qimZjNZgroyswtPXnxgX26Zczf8OMZapX6D2S6sn0yaQq0suT6i79oKSOHtWX9y8k/VT+b1bmUUnddfnt7eHjM6xtqZs8PSDp16NeWTWFAIEBF/hB1r/qnDskc11kvg7G7J8cm/RTUX/2096wLgRGT2CQb+Kh/hy939e+3OJq/NzUjJ+UXl63aq3g1NacAndYenp9rC9X2EqtlED18LtX8rLkFclJyZuShyb1u/DfyeFJ56bHGe2bov5cg12ROuD9W5uN56fZJzdqHdstue5OzYZPTjabnjrebH3PGqyCtyCwZgJjS3ynPbJ8NRJWo+djkouS7lJHkt6V3Dep08zPSPql/CIrUtt706QabDulrsf398mvk2oMrQ/ZnVI9QO+cLNWp8/zu4S3y4IHJzAbl7mW6x2+UB/WPKp9Nmp26ZxgnMGACdQSpboBUf08HD9i6r+Tq1ofM7yVnJ49LvpZ0l9vnwfuS2yZlNnN+Jq1bUX+uG703HnEB9efg/wKoPwd/Hw78Foxo46f685q/uXfKpOrAdIP2rHdnWNcHnWw/7reB+nMN90h6gh6QAyQnpOHjZtvfduoVm5rJV21/bGxEBNSf7R39nAyrQa4a5+Yqu2RG/s82m+daYB2mV6/U6t7/1jne+08zvbbr3KQaSDulGmzqeStRPpEXqddaamq9FAKDLFAVaP3eVyPoqJeXBqBTB1Qv0Losx78l1dhZf+s179VJPxX1Zz/tDesyagLqz9YeX+zB41q664vbuv+6qD/XfRdYgWr8nGzGT+s6vXUyDR0PHwEZ9eeOO/l38vC4pD5rXt4eVgegpyf9WNSf67BXUl/slfriW9vri4mpyWbiHSc2zUJnDq/D2nrLVRQY2vpzqb/IfxDkdI+e9zp2VaFWD9HqzdQvZef2ilTvq9nKezPxxsnrk+OTuye/SVay/E1e7Mxksb1Jr59l63TZ+ielECAwHAKvyWZ8PXlL8vvtZDBdqt58YfLB1sO++an+7JtdYUUIjKzAM7Pl9Xnon+YRqC/L1ZupDigdOc9yazlL/bmW2t7rGgLV+Om092uwjOKEp2Wj35BcN/li8oTkjkldFq7yx8lTk/os2i9F/bkOe2LXtPVc1EzeY7dm4sN5+/vXKqTx4ml3b8Zv+tNm8rA0mKRaUQiMjsDzs6nVS2m+o+s178rkRUm/lOo5cEWS61rMW96cufUB+1PJePKV9uMM1rz8bt6x1uWqNX9nb0hgZQXukper32U9QHd0rQ+hd07qciF77jirrx6pP/tqd1iZERNQf7Z2eH3+rP8jH0nqAPHM8uBM+FlSy7x85sx1fKz+XEf8UX/rtFKMas/Pzq5Xf7YkOgeQ6jT3+n5e9VKn1JmPn02q7qzeoA9M+qWoP9dxT+RI4qb0BD1mx56g419LD7EbreNqeeu1E1B/tq1vm2FVkHWR5Nu0p3UPbpcH30xqmWrA66fyL1mZWq93JHNdhzAHOJr3tJf7YoantcczWPOiAXTNyb3hKgmoQFcJdg1fVv25htjeikCXgPqzhbF3Bicn9TmueijdLalyreStSU2vg++vTXZO+qmoP/tpb4zIumj8nN7R6s/W73sdQPqfpM48mq3U99//k1yRHDHbAus4Tf25jvj11rlcxl/t2Ag6cVamzdYOtM5r6u1XWED92QX6soxXr8RKncr5saR6VlbDZ/UOrQ+gz0r6rVTP1PrQXB+SK3+czFbqhkPVw6CzXA3Xo2gAXQ9177kaAirQ1VBd29dUf66tt3cj0BFQf3YkWjeEfGUebm3nbzPsHKiuSxzdMenHov7sx70yxOuk8fPqnav+bFEcmMEuV6vMPVLLzfX9eO5nre4c9efq+i7q1etu8Fub8a3bG0LHf5G7xt99UU+20KAKqD9n7LlD87gaPLcknYbCyzJep7j+YdKvpU6b+oekjoLdY56VrC73z0guTjSAzgNlFoFFCIxqBfrI2NQNjXrJfRbhutaLqD/XWtz7EWiaUa0/59v3d8rMnyedz5/vynhdtqifi/qzn/fOEK2bxs8ddqb6cweOgX2g/uyDXXdFM/GgNIJe2tUIenl6gj66D1bNKqyOgPpzDtdNmX77djbOscwgT94tK79eDbp6gA7yb4517xYY1Qr0qCB0vqAvdXhEN+CAjqs/B3THWe2+EhjV+nOunfA7mXFcUnXq5e1hP9/FOKvYU1F/9sQ22k/S+HmN/a/+3JFkjzy8Y3JIUgfaK/dLHpg8KqnPnocng17Un6u0B9MT9A5pAL2gqxF0W+4Q/5er9HZedn0Fhrb+XKjRsiqQS+axr9OQvjPP/O5ZN8iDX3RPGIDx2vbPDMB6WkUCBPpP4Jis0mJv/LR/lq0PEHVQ6arkh8mgF/XnoO9B69+zQN08IBdN32NjM77HtmbbnhuaDXuMNVN7jjVje0w1Y3um/S6Px/acag/rcd7sN1c22x61S3PliT2/8XA/8WnZvDck102+mDwhqS/zb2/njzN8alKXOxr0ov4c9D24xuv/W3d7X2PxgXu7atx8STKxwJofucD8QZit/lylvTTebP1GjjwevFMzfkI+w+Q6oGNjY03zxjSM7vOaZuvzNrcuh7hK7+5lCayNQF1Tqa63tOsy3u4Wee7bkp8t4zVG8al6gI7iXh/ObR7aI0grsLvyuaH5iyTfXaZ7NNXlOer0TmV5AurP5fl59gyBHL297hVNc4t8yL9zTgN7cIZPSg+I/5vTv16Xu6QeldPCPp7hqekJcXrGL9neO2JiainjeX7dqLG7qD9bGs/MoHp9TiYvSjYknXLTjHw2qfn9dhfjzjoO0lD9OUh7K+tajZ+pf07bXteMT6ZueviAbcZqrK76s6V6cAbbkqoj/ys5uT3+vgxPTKqDUs17bVIH45TeBUai/vxV0+yezytf2l7n1Ged8Q+d1X83Iex9T3rmyNafD8m+Py+5MHlVUqe7L7bcIQv+a1I3RfpR8rBEWbzASFSgi+ew5AALjGwFusA+u3nmfyGpD51VT74uWejIfBZRFiGg/lwE0qguUr0zf9M0N04Dwe0ubzYekuFhadB8Vj68H5EP9G9OQ8Kx+VD/uQy/neFPMn3Ljh/yl9aouYTnnpf1qPqyu6g/WxqDfBfj7v05COPqz0HYS+111Pg5785Sf7Z4Xp5BfdY8vK1VDaL1+P7tx7tl+JXkP5Pug0vt2QZLEBiZ+vP0fGfJ56MPdn/GyWeok6txdAleFu1fgaGtPzcuYP6JzK/TjOqLeR1xf1lSp2Z+PjknObedunP6rZN0hb46e2e8jsRXd/t/SOqovUKAAIFRF6hen89O6kh79a7/QfKkpD54KgQILFGgemfmD2mPDc2mPbflVPMNOeV8LMNt06ecNznVvMmp5tWrZSzT61TzsfqyN102NPXxpUr9Wc782ZrWmTq9wKJ/TFVvm0vyvrlZz9hFed+f59T3i3LK+883NGMZ33ZR1jXj2y66qtn681/mLJm9muayRb/86C346WzyPyV13c/ZSn2Zf1PyueS2sy1gGoFhE3Da+7Dt0VXbnlvmlevySse136FuZFz/o+6aVO/5S5JHJOcnj0k+kCgE5hXIL9WWNO88Jgduz81nrufVwvnUdLddmvFTLm8mH7RL05w17wuYSWCdBBZqAK3VSkP+9B3RX5Phc5Mntx9nMGfJB/7pD6pHZnjhnEuZQYAAgdES2C+be1Ry76Q+fP5t8srkikQhMPICJzbNxjumsXLTkq6dOXb1HcBbzZkbph3T0Hi152xjV89c1MjUFdWAmU4zP891r9KAOdUZn27UrHlpzPx5NWpONpMX/V0aPje7FtaiZBe50PeWsNxil13kS1qMQP8JaPzsv33Sx2tUjZ91mvvF7XWsz5znJge1H9fggqQOyFfvUA2gQVAWJTCV64I+Pz0/z8mB3jemCXRDPiPdemMzkUsCbXtw5uWkG4VAfwkspgG0s8bV47NOQXpBsk9yQFd2zXhVnHXk6IvJqUl9uVcIECBAoNWF7JmBeH1S9eVpyeFJ1ZUKgaEVSCvhda6THpjpnZkemRsy3JYemRvSU7NuAtSkR2aTmwI1ewZg+nGG18ufy3R75Sr3zvxl3ndRvTOz0M9uNnfPw6Hdd326YenB2+yXXDuZ/j3JsFq86/Ns1a0HJvV59ehEITCUAho/h3K3ruZGVcPm4cnNkzPbb1TXnL9Le7x7cIvuB8YJLEZgvNnyD7mc0Hkbmql/yb/mnfOcG6Uh9KRcM/0xOzdbjl/Ma1iGwFoJLKUBtLNO+c7QnN2OX+iOyhoPz8pFhvMNoI7gKQQI9LfAvlm9dyf3SerAUDqHNXU9Jn+/QVAGSyCnhOy+czO+VzVkVoNmnVKeD7k5xXwsDVOdu5y3hnmcaWMTnS1cuHdmZ8mlDqcuz/vnbJOpXyzQO/Oi9M78ef4Af7HZQdqlIvfD8kdkJV6SXP07NcdKHTnHdJMJDLyAxs+B34XrsQFfbr/p2zJ8TlIH4b+RPCg5NPlkcrekLmV3cqIQWLLARDP54a3NxgtyTPLj+ex3g2TXnZqp4+oa6+kJ+o4lv6AnEFglgV4aQFdpVbzsYgVSkbwxPWj+crKZOma8mawjegoBAv0nMJZV+rPkb5PqrfTDpP5eT0kUAn0pkAt332DnZtO+aVDcL6eQZ9jsm0bO/VrDOvtjrHrZpezUvlNC/Zpn6g4/W486U6dnLfpHXTtz7Bc5xfwXGe5w7cw0brZPN99W19G8MNfO/EV6Z16od+aicQd5wTotsxpA65frq8lkUl/Y35/sldRNOndPXpe8JVEIDJ2Axs+h26VrtUHVAHpU8uTk35O6Jui7krq/RxqrphtEfzfDKh9rDfwksHSBTc2Vp6TX5103NM0J+WedHsdjO+Wz29vTO3TvNJBW5w+FwLoLLLUB9FZZ4+7rhcy1AdWzqa4denZyTqKsoEAaP/+0Xi4VypNyx4RXXKtpzlvBl/dSBAisjMDf5GXqw2WV3yQnJA9uJ4N5y39kbkUhsOIC+RK913izcf80ct4y2T8fVDPe3KL9YTWnoLdambYP89+m57WYuizvcVF6Z9a1M6cbMLvHa1772pkXbUnvzFxA6uLNemf2rD3ET7xvtq1+DZ+cHJ1Ug2gdTDomqZt41I2tPpUckrw0UQgMlYDGz6HaneuxMc/Om9bBowPab352ho9K3pNU42edoVQ35zw+UQj0LJBT3n94af5HTzTjx+dz3x/UC+Wg9csm0wj6nWbyKZmwtecX90QCKyCw1AbQh+Q937DE960u9g9NfrLE51l8boFvZtb9a/bGZlOGW+vLgEKAQH8J3LBrdaoH6HO7Hi80uiULaABdSMn8OQVyd4NdbtRsunUaGOuUttuk5aiGt8owBzJbvTirNalSpTNsPZrv59SlaSzNQbd5e2dO39k8vTMvuplrZ86Had7iBW6ZRa9Kjms/pT4H1Rf2uybVAOouxkFQhlNA4+dw7tc13qrqnFSnwHeX6v2ZU5Wb2yb1Pf2XiUJg2QLXydk5P20m732DZvxf83nxj+oF0xj6pwc1E3v9otnyyPzS5YQjhcD6CCy1AbSOrteRo8OTnyUfSs5KNiV10eTDkusmNT3ffaZ7i9ZR+i8k90qqclWWL1Af9u/fepmx+2WoAXT5pl6BwEoL1N9l9VDqpdSBI4XAggIfzLnoD2vGb50FD0oOSG/OA9PoeWCdtp6Pm7kb51LL1G+m8n89zzs7p6GfleP208O83tmXNVt/nG52viAtldTyKyFQjZ+5LIK7GK8EptcYHAGNn4OzrwZ0Tatu/d6ArrvV7mOBGzfNbz/YTD7s4c3E/8tnyrokWJX7XqcZ/9JlzeShOYNVu1DLxM81FlhqA2h6NE/35vxEho9N8n95h/LiPPpckk4fzZ8kdY2mpyXvSJ6Q1CmhyjIFppptn81p8NOvkqMp1QBa33HznVUhQKCPBL6UdakoBFZE4Ke5y/XuzaZHp2Fy77Fmp31S7R+Uyv/A/AvYufsN6h9C699C99Tu8amL8w/jR5lyemeYBs4ztjRbz8hR+4u6lzROoE8EfpD1ODy5eXJme53+J8O7tMe7B3VAXiEw8AIaPwd+F/bbBuySFdovuf48K3ZO5p07z3yzCCxaID3j0sC+5Rlbm/H8Xo29up6Ytovbb2rGT7uyueqwjc1Vn1z0i1mQwDoJvDDvW0eKqrv8XOWemVGNcdUw1ylVmVY3e2XxAnU9lnIs75llbGszcWEyVclNkarnj0KgXwXqC2r9Lp/aryu4SutV16RbqTJfnbtS7zFMrzNf/TkQ21k9O1O3/37yjFw36ajku/kAeVWn3l94OH5lnnNannNcLj7/2rzOk3J3zoNzzpHfpYH4Dbh6JUe1/rwaoD1ytwzr/8hnkurxXOVVSU07tB6kdJZ5Z+uhn/+fvfMAsKQo13bNhpklJ8kCS0bggiIZE6ByAVFQWUUUCXJ/DJjAqwRlUcCs9ypeUZCkomIgCaLoBbwkCaIICK7CEpYoGWFnZtn5n3dON9N79qQ+c0KH99t9p7urq6urnj7nO9VV1dVtEsi9/2yz3Jk6TI2fFR9eqevjy0fw5XtnKpPZz4z958Q1Op7V+Ug+s5Fms9/WPgH7zzrs8F/vlh+bqL8Ojjwfpu1SJ7qD+0+gsP4z7QhQRpqEB5EeQ6pnd0Y7tmCp0aAyNXyoYmrrDIExRgD9lh4UjcKlJ2WKHof/c2eSdiomYAIdInAV6dCOFb6KqkfLt3oKjWT6BNoHrdrqQY6XPwIa3bk8DZT489cwWTy/l2Pb4d2XaqUk3MncxwjOPzMh4l+Ifyvrt90TRu/YkG73Vo53HBPIAYGryePp6GD0S8TH228xhoGtgAQ88rOAF7W/RVId8jNIT2b+Dj2ARlEt8xRMtag4bNIEeAv8D+aHqU9NDVPPp347BU2fFqb8iobRQ7Rv0idwAibQJQIfIV31Gq3TIP23RHGSvZSaW+S2Bsd41+IEGvYgMZrn4IkelKFfL364Q0wgMwQK24PUhPBe7L8fPYJOQOoUatW2IiITh4cFSI8qy6/aWifQ0H+2nkz3Yt7I3NmMyHwNFb/jGeVz9aK94vGIn+rl4ALiPY7+NBKGPsbxr3uy8aNs3SuAU+4VgbL6z1p8NdXDYeibiZ1vZp2vwXjdVE/MnJjY59X2CGTef7ZXrHwcpcZPj/zs2LWy/6ygPIWF7t/36BhZJ1SPgP1nPTJROHXXnWnDePFJVuq0C9FRTQ7z7t4TsP+MmPP22HEHej3L9Wpch20Im4eeQ6tF+9UIIKf7w2jbi9YINHSgAF5rogF08Lk5IQy1lqxjmUDPCZTZgS4HbVU81dMuP3gn+jbSD/270WuRHv94P/pvpM6Me5DiPoU+gQaRLR2Bhv4zXVKdi82N7Rp0Xv0HFb0L0DMTPry6obOyTSPnPdwI/zhq7HyVRol2LjdOKScEyuw/W71EU4moJ5RWaPUAx2tIIJP+s2GOC7LTjZ8dv5D2nxWkp7IYRtM6TtgJVhOw/6wmUmObdoyXUr+9JVkPpq777XOZ/qlGdAf1h4D9Z4L7p1nnSbvxYfRXsjwb8XkNDGgZv2nXjft+SLY/0rZu/jWiydY6gaYOFMdxR+w45odpu7WetGOaQE8J2IGGsDbE9Sj8E0g+sZH0EppvoVWQrT0CTf1ne8mmP2p+CBvQ2Pkp/PX1LOnlrt3YqX2qDFIBPJlRobOoHK6Z/mw+ooAE7D8Xvah6iYe+3zs10FqLHuKtlAQy4z9T5jvX0d342ZXLZ/9ZwRrfj/97Vyg70SQB+88kjQbrj4ewHHXi3y1aLx68iPkZlmxwmHf1joD9ZxVrjeq8Delxo+SN/PVsvwHF9p+sqJF05zjAy5YJNHWgjCT6+oTTGNScWDYTyCIBO9CJqzLA6ky0J5J/PAv9DOmRTo0K1U098+LYJkmgqf+cZPoND3+W+Vo1apMGzRsnfPTiDZ/E+Qc6hQbPff1yooZIy7zT/nPi6h/P6nyUrHfWWp89cYjX2iDQV//ZRn5zf4gbP7t2Ce0/K2g1fcjv0FVo9UqQ/3aJgP1nCrCaDoq68veTdWUNGHjGg0BSUOxa1ML6z3aHwl8EakmP422JNFx5DuIJvUXsS2xJti4QWBim/M/UMPbhykTCYQ9uojdjEmE1TNtMwASySUA363MjXZzNLDpX7RCYTcP1p8LQ7vjk/+D4PRC/r2rvTtrYKGFX8iG4aGEYvoQ7Es3vajMBE2hOwC/xaM7IMXJIQI2f08PgFbzYVNOMYWOjPGY3i/o8LwqxmUBHCKjjSNMu6V59LvoH0tNGtewMAs+stcNhJtBpAluPPyU8cgBtGPfyAtCjlT6+cJuhMHQtH9rdZ4Thv3X6nE7PBNptANW8dp9CO6CNke7yHkbqXfoGmotsXSaAU5jDY5OqIL2VSzDAm3+PZP2gLp/WyZuACbRHQDc36jBqZqqoav7PueheZMswAe4gllkuDL2PLB7OD+G6lZ/DZIbHhtn6FTe0P/tXGPnlipVrm4zgdRMwgeYEdouiqCH0kubRHcMEsk/AjZ/Zv0YFyeEalOMKpIFLspdFGt+o+nN51bY3TaDbBMbo8DmGJ1vvpfHzW9Sjp1KfXo8BBdfwwqQ3Tw8Lrul2Bpy+CTQjoEZPjfTUSCZpAUo+Cn8/2xsi2+QItDSEHmex3cSw8cFRzxs3Oeg+uisEtidV+Ypru5J6fhI9IuIQ+85WljdxzJr5KWJmctqS/5xMbmmhXpEe68/RCfXEhA+OH3PXfJ5DV+CfD9YcR5M5j48tPQH7z8pH4FQW6kxot+O+9B+kFAC67j9T5KWwUdX4yaOed078fgyO8Juyd2EL3J+C2X9WuOtFm6pzXorUiaR56Vevo6UJt7VPwP6zfXbMcTP0JurVzyb84vP4RQZ62fpAwP4zgi6neBdSJfSLaAOkyuh0tD46AdEGFx5AKyBb+wRadqBUoK6LHQXr7iVpn7mP7A4BO9AK181YnI5UCVUn0slIjaKfQrq5p01tfN9PWepN8fouK64ek3YjKBBSWMv+M0Wa41HvC2EJKmfHoKdivzuxHPwnFbUvzq/8NqZN2vFNoBYB+88Klf1ZyB/+ey1IDusoga75z47mMseJufGzZxfP/rOC+iwWPIgyft/eM/glPZH95yQvPIMHtqFe/XCibv0CgwqY8s/WYwKF9Z9pe9L3AzyP+AX1JJ1SdRE0n8ix6Fb0I7QL+jnKom1FpnZHGyGNzlkCUR8Zb4CYw1Ij1a5Aqmxn3haGgR8zCet2yihDxrfHcWw7GEavz3zGnUETKBeBZyjum5HmT5Yvlc9J2qfY+C1aC+lmfwQdir6LDkCfR1mwQvnPNEBp3Hw7j+d8jWN0jV60sTB2Jz8XX50XRr/PD+T8F3d4xQRMoFMEVJ88GKme+Wf0IMqjldZ/5vFidSPPavz0nJ/dIOs0GxCgjjL+tCaz9uTa7D9zfflayzxtGDdQkd5hShj8VWVu5IEptG/8N+0ba7PvE6SSi/aZ1krrWHkgoBFLumnXS48a2SPsVNys2avJkBo39cVppiuJ089H+VP1IDHy8/a4p4T1v9wWwiD5t5lAFghsTyb0fdN3r8ymt76/gFZqAOE17BOr1yfiaB7QCxPb/VotrP9sBlQ3rIz4vDD2sfFSfpdG0VmzeQFSszS83wTaJGD/OQFudVafRcPodqR6Wi0dSHjWrLT+M2sXop/50W8Jvxt+7L13F8H+s8Ja88+PIj11lEez/8zjVZtknp/mfgl/eXVc59aS7Z8wUm1okkn78NYIFNZ/ph0BqtGSqnzqJr6RPclOTbicJdMIyUuQRnv+Gl2ANIKAKdoC37GwDFoRrYr2RHrM6hb0HvQzlGl7IYzsPi0M3soY0KXpLdl8gzB4NAPIZmc6086cCZSLwOYUVz7nsQbFVi+9bAuk0aAyNRzvNL7Wvz+F9p+NsGo+IiZiPxPfmmy4fngsLDz2/DB6xqzmv4eNkvc+EzCB1gioTnkFWiqK/jKWUi27vFZgH8NK6z/7yDxzp1bjp0d+Zu6ylCVDf6WgH0SnoK3QNehuxMdyMZtLyD2LhfYvwP6zf+z7euZluV+6O4zs+tIw+EPq4G9VZmjjmLVOGFr9yTD8luVDeKKvGfTJc0sgbQPoHZT03UjO8491Sq1RkxugH9fZ36/gb3JijazaAd3QJBPfZf8mSCML/hupsVQ9Z5MxvsdhG9TqSKG105yMVt17RsLY0TiGb+g4TnLs/DDt2hlhgRp7bSZgAv0ncBNZUIfKOqhe5VK9bbK7Kovxv5vx96nEdj9WC+0/6wAdYNQnnWZju1HlGqjEGRsbCwPffjYMH71i/69JnWw72AQKSeAtlEr1S9VpvoPkT+vVy55hX5asjP4zS/z7nhc3fvb9EpQ9A4cD4CsRhHexlOrZbHYcX29nH8LtP/sAPSunXJdppWaHkX2PDtO/NhCmfET5okL+6iUZGfo8g7/U/pGVvDofxSWwEUUbQX9DW9copkYt/QUtqLO/xiE9CVqSs6ii/KWUZzuC+Go03TjlcbWiaxSp0kqrhbUSqxU2m3ZPJgn+/cRQ8cEneTyz3giJWkk4zAS6QaCwQ+hTwpL/1Pf/erRejWPVQTIPPYdWi/bvxVLH0PvZNyuF/0zSvY0pRPCdF034Uj12M3TvaJj2umQ8r5tADwjYf1Ygn8VC9SF1sOfJSuc/83RxepFXNX76sfdekK55DvvPCpY3sji1RanemRWz/8zKlchAPqiTf5yBCQsTdfMHmRdUg/Js3SFQWP+ZdgSoGj5noxORRlHejDRSSTfoNNKPjwylYT6chG5EWbFVyIjKqsaFNPZQFJkOhknbT0hhGSQ+rZic/k5IbFuy2dwcHBmG9x0MQ9dzkrU51XIsL2LOglctXXnrdEvpOJIJmEBXCMh/fgYdj+5AerT9HjQDqUH0lUj2LiTfsz/6AVKH0ldRv6wU/jOGq8bPjcLgefjPPeIwXnJ0Fz3N2yxXmTIlDvbSBEygdwTu5FSafunR3p2yI2cqlf/sCLECJaLGTz/2XqALmt+i/IasS3kz+8+8XbEu5nd6GP4agxPumxLGvk8dfYhTrcaTr1fyxOu+PPF6aRdP7aRNYJwAjwSGOUiNc0nNZXsWyprppU3UQ8LVaLDFzKnBVD8Ww2h6i8d0MtqmJCa2zeZbXeyc9IZsSQ/Js3EPCT3Pd1D4NRaL6AAT6A2BwvYgtYlPveu0s41/t5P+83rC3pBI8z9ZvxLtnAjrx2pp/OdsRtHjO38R+04tqWz9ROH9AO9zmgAE7D8rH4MtWYwiPZmTJyuN/8zTRelFXtX46ZGfvSDd8Bz2nw3xZH6n/WfmL1HvM8jTWK+mrv74RF19cJS2j0N6n5PCn9H+s84l1ryWmpx4R7RynThZCdaoVDU2XIU0smopVMvU2KkGCjV+Kv7JqB/WdgOoMsuLO96McxiNnQOPb855vjL3YD/K4nOWm4AdaO3rLx8k3/lqtFrtKJkJLYX/pAL1tdhnRo2fGq1rM4F+ErD/rNBX5/V/ID0G/0P0QaRR2q+toXUIy5KVwn9mCXi/8+LGz35fgRfPb//5Iorcrth/5vbSdS/jDE7YhLaNu11n7x5jUrb/7Cre3iSuETwfR9RLXhy1qrfV/wPdhPR4lR6t0uOmavhUJVvzdvZj9CenDZNqAFUCOId9aAQdSTiHh7jBV4O1zQR6ScAOtJe0u3OuwvtP/OWshK/UyM8vdwelUzWBVATsPyu44jnZVT9rpuNSEe5+5ML7z+4jzM8Z3PiZqWtl/5mpy9FWZuw/28JW/IOY4m81RtnflKy7s30GczD2q+2maNAL6z/1mHcjm8nOdkd2zuPYBxol3uN9atD8GtIb3Y9BO6ENEdO6vWiPsXY70qOoX0e3odzaUBg5j5Ggb50axmjIHZ8rY1XmyriCRtAPDYbR7+W2YM64CeSbgHzOp9AOSC9YG0APo9+hb6C5KGtWaP/5XAhrUsP+7gT0sV/gPzUFgc0ETCAbBP5CNk5rMSt/bDFer6IV2n/2CmIezqPGT8/5mYcr5TzmiID9Z44uVi+zqvebPBJGXrtCGDqX8+6uc9POceCWYWiNR8Pw22nAeqaX+fG5ikPgdIrSrKe93v6s9cDXuirqVVoerYE0mW6WbNIjQOPCMFfGq+gdeTTZQ8LI0HOfqJQ9jualCXSLQGF7kNoApkZPveAo9psacf5CYvt+1tUxkwcrjP/EH54X+0ceqfk7jwIsk4cL4DyWgoD9ZzEvc2H8ZzEvT/pSqfHTc36m59blI+w/K4CXYrFml1n3Mnn7z17Szvi5LudF19TdT43r8Vrii2/GJ6t9x9Y+gcL6z2YjQK+Dmd5Q3I7d2s5BPT5GvUp6DF4qrE0PC656PizYdmoYvICekX+rFHRg36XD0A7zQ/jAjDB8UWEL74KZQHYI0Fk5PnfdCiy/hE5Fc5FGgK6NDkKapuNKtBmijyLTVgj/+XyYtiuXYO8K6bGxgbDwQPcaZ/pz58yZQBEIFMJ/FuFCdKIMavz0yM9OkHQaXSKgOs7Z6KPom106Ry+Ttf/sJe2Mn2vn8ekLhw9lMMO91Oc/q+zS3vHy6WHo2uEwtgdPdN2W8SI4eyZgAhGBjo0AjYneF8IS9JB8O9lDUlkf/CmPgL40juelCXSYQGF7kFJyOpT4Gvl5WIPj3hnFeVuDON7VnEDL/pNe4utin8i6pwZpztYxekvA/rO3vH22DsxBXyaIavz0yM/MXnH7z8qlOZ2F6p97ZfZKFSdjLdc/i1Pk7JSEaf7eu+j7Twaf4EnY12Unh7nKSWH9p4aQ20pCYK0Qnh8Mw+9fGMbUE/jIRLEH3k7P9d946cfxPJurxyRsJmACnSewJUnS1zA+8rNe6j9mB09gBzo0bd0mMD9Mez29xNGL4cbmj4aRY7t9TqdvAiZgAiZQDAIe+VmM61iCUlwdlVHTMNlMoLAEeMfJWS+EhXvS3h/N/zmwfAhTfk0bx36FLbQLlpqAG0BTI8v/AQwFv+BfYXiTsTCmHsHIBpaYEgY+s1IYuotRoh+7u/2pD+IEvTQBE1iUgF5+xEsLx+f8XHTPoltPsul5axZl0pWtqWHKh+KEx8LAafT+PBhve2kCJmACJmAC9Qi48bMeGYdnkMDZ5OkTkc5hqSeR3oB2rCHGy9hMIL8EZoQFl9HG8WpKEL2Me2CQBq8fMjLULzfN72V1zktCoCdD6BkW/moe3bkxfgQ0sXwQR/HJx0JYtiS8XczuESjsEPqUyI4hvh5B2qrBcXoBkuY2+myDON7VnEBT/0lL9Gr4uAXRNCAL54chsbeZQNYI2H9m7YoUPz9N/WfxETQuoR97b8wnQ3vtPysX4wgWqn+2ouMydP3ymBX7z4xcNR65W4s2jlsTbRu8HGnoW7MZEpqRLGY9G4X1n81egpT1C+P8TZIAL0j6P5LYhjkzDsAfHD8QwjpRkqsxhfAXlg2DR48wUnRhGD15Rgj/mOTpfLgJlJnATym8KpZ6zP1d6EaUtC3Y+CFSA+iFyR1e7zyBwTD97fi4qZWUB67gZXBzOn8Wp2gCJtAhAgzQDjzKFuZ1KD0nYwJtEeC5ys0Gw+C1/H4sU0lgbJQf7Vk8XXV+Wwn6IBPoPoHbOMVZLZ7mzy3GczQTyDSBJUO474kw8ipe+nweGX2dMks7xweOCYNrHhJG9tPUgAqzmYAJZIdAz3uQ+HUcpCH0/fSO3JvsLYlGSL3A8hLm0Nj78hDccJ6dz0keclLYHqQ24B/NMWOR/sjyZ0gNo2oMVcOn9p2IbJMj0NR/4ueujP0cfu//Te50PtoEukbA/rOCdn8WL6DDu0baCccEmvrPOGLZlhr5ORqmPxr/dvAUwajqxWXjkKPy2n/m6GIVJKv2nxm7kJX2jcFzJvz2ECNBB6+jM2vljGU1a9mx/4yuiHrg18za1SlofvrmQGmJmU6DwIE4h9uSziKx/hD7v0qlTyPWbCbQjIAd6KKEdmNTow3jhtB4OZewWcg2eQIN/ecjISzNjetIxacNLqQStMrkT+kUTKArBOw/K1hPZyFf6bcYd+VjtkiiDf3nIjFLtKHGT+rFd07UhQcXUhf+WIkQ5LGo9p95vGr5zrP9Zzav3wDtFl+Y8N9qBB2aMz+EDbKZ3Uzkyv4zugzuge/d5zELDnSAtyS/kYaCXyKNAB2rVmVujcFjmD9v496h8ZlyRsAOtPYF0/y6egO5JqF3L2RtRu2GNvSf+KvdY1+GD/tTuyfxcSbQAwL2nxXIh7BQA+hJPWBe9lM09J9lhFOj8XOExs/3lpFFzsps/7noBdPLOD+PrkAPooeQHnn/GpqJbJMnYP85eYZdSwG//QHaNKL5/8fbNR4lTPditsUJ2H9GTNwDv/iHo1shmXKgTJIxk56Tz9FocH/ccFC9pCHhduKciCPZultQnG4uCdiB5vKy5TrTDf1nshcYf/WVXJfUmS86AfvPyhWezuJINIr8FuMKk279beg/u3XSrKZbq/GT3xA/9p7VC7Zovuw/J3jswKoaPOOnjhawrmlF4u37Wd8Q2SZHwP5zcvy6fjSDIN5MI+i/JtoxBp/Dp7+l6yfO3wnsP6Nr5h743n14M+lAZ/OmJI0KpbHzhziPZyecx2KjQ+9jaPlpOJR9nwxhhd5h85kySKCsDnQm12KbNrVGBq9jnrLU0H/it34d+y58FC9DsplAZgmU1X9WXxC/xbiaSPe2G/rP7p02eym78TN71yRljuw/K8CWZnEXGkZfRHrsV+9zUMfS+ugExEuzwwPI92xAmITZf04CXq8O1ahP7gMeie8F9KQrYR/s1flzcp7C+k85vzR2NpHlGDV8fib6PdKbwakjLGb3ESLZCkRgNi9qmR0W/IYi/YZfySVXCoNvnhLCvmzvxrvVNEdsbC/lTWuHDISBQ5YKmicp3EAX46+nhIW/uSos+MPOIajn0WYCRSbwGQp3UJsFnM1xx7d5rA9rTmDLOMpYGPEj8DEML00guwRuI2tntZg9PdJpM4FJEVDj5/QweAX12I0qCflt75MC6oP7SWA/Tr4uej86pSojuo8/Ft2KfoR2QT9HNhMoLIHBMPqH+SHsMCUMXTow3iEwMAVffzKDItYeCiOfouAaGW0rKIG0DaAfhsOXIxZyplI9m80O38DXo1OAcIao0Vs48mOK8mNaupdYOQy9YUoY2wdHwksKBlaaKKKcSthOCmHqZ14VpjzNM2xXsf/3Y2HsylvC6E08M6/H2mwmUCQC11GYGW0WSBVRWxcIPBvCaiS7aiXpsWe4QKr820zABLJN4FKyJ9lMoOsE3PjZdcQ+QW8JqNNXIzxPbXBa3c99A+2M3ADaAJR3FYOA6v9Ph+EdZoTBi2j83F6lmhIG/pOnXNeeE0beuxmNHMUoqUtRTSBtA6h74KsJenucwFohME3o8IVsXHgurZz7hGnbLgxTdqPR841oWxpEp06gGtDLX/aQcDhhyzD43GgYuG5hGLt2LAxcOxyGr2WW7scn4nvNBHJJ4LvkWrJliMDUMI06TcXo3v0La+7ljYF4aQImYAIlJ+DGz5J/AIpZfG6rAv2/43N+Niohs5YFxrfYTKAcBGiQ+Od9YWSX1cIgc4sPjM/tTNvEOzcMQ6s/EYb35rFnfSdsJmACPSJQmDlEnghhec2zx5yg30VzJ+bbWGze0Ogt83pkfvAOdJbm40DbzglhqEfcfZrOE1CvmhqZru180k7RBGoSqOs/8SfvjX2Q5jKuebQDTSA7BOw/F70WupH/PLoCPYgeQnrk/WtoJrJNnkBd/zn5pLOdgho/+V24M/6NYF64Eeqv4zfF2c65c1eHgP1nBcwxLFQP36oOJwXrBUgL0We1YWubQGn9Z9vEMnDgbAZ/0kZx8oTvHxrjt+A2RnetnYHs9SsL9p/9Il/i8xbWgc4PYT0aIQ7EsZyBs/lH0tnUXx8cIf7N6HtqFB0N03ZiiKhuhGzZJ2AHmv1rVLQc1vWf3NAeE/sZbmz1MgCbCWSZgP3nxNXZgVU1eOpGXvJbjIHQBavrP7twrswk6cbPzFyKTmbE/rNCU/PY6nHevyFmHVvMtiBET8TIp9bav9gBDqhLoJT+sy6NnO3g/uAT3CcsjO8TWM6j3eHlOStGp7Jr/1lF0j3wVUC6sFkaB8qkNGvSELEvDuZrNHBei+MZTjieaFRo7dGilRGlgxdy/AloFnrZuTyC34Xr4STbJ2AH2j47H9kegbr+E5/x7di/4HMOby95H2UCPSNg/1lB7bcY9+wjF+r6z95lobdncuNnb3n38Gz2nxOwj2Y17jz6I+s/Qz9FNyKN/NS+E5FtcgRK5z8nhyt7R9OW8E7aIubH9wqsPz0/THtj9nLa9RzZfyYQuwc+AaOLq6V1oHrcnRGeO9BQ8REaRH+A7qjqjWnYKErc59E/Oe5POLFPzQ9De83nDW+zNbexrR8E7ED7Qb3c56zrP/ENF8WVGvzDPuXG5NLngID9Z+UiHcpCN+iHNbhm74zivK1BHO9qTqCu/2x+aP5iuPEzf9csRY7tPxeFtRub3Ga92BAaN4jOJWwWsk2eQKn85+RxZTMF2iFey/3CE/H9AuujDJo4MJu57Vqu7D8jtO6B79pnbLGE7UATSB4LYVk5IxpFP0bD5tlq3MQZtTxStOLABp/nuFs47qc0fJyAI3sP2pbZjZnj2NZFAnagXYTrpGsSqOs/8QE3xxUavv/b1DzagSaQHQL2n5VrcTIL2qqaPuHxCHEU19Y+gbr+s/0ks3mkGz+zeV06mKuy+s/3wfCABhyXZd92aEe0coN43pWeQGn8Z3o0+TqCtoJNaXe4J75niNoSPpOvUkwqt2X1n4tBcw/8Yki6FmAH2gTt5SFMwzlthvZDn6dh82Kc032LOqraj84vHmd8xOg1NI6cRTqfJr130Tiy3dMhrNQkG97dnIAdaIXRUizWbI7LMTpAoK7/5Lv/SPz9181vB87lJEygmwTsPyt0v8/i4RZAa467X7QQz1HqE6jrP+sfkr89bvzM3zVrI8dl9Z96xP3vCV5qDL05se3V7hEohf/sHr5spRz9Trw4cEL3DzSKnqY2iGzltCu5Kaz/THvxtgQvUzaGUxtg/jH7voF2Rj9vEM+7TGBSBPiAMVn3yG0kIv0oTkwjOpcM0/cZCGOrjIWpawyE8fmsXsb+NeI4iy8HViKepneQomflB8ISvHx+NIw9xTMid7P/nrEwds9AmHLPwjA2l/TvmR9G76Eb9Z+Lp+cQE1iMgN4kezb6KPrmYnsd0BMCfIcfHggDK3OyebRI64UqNhMwgewTuIMsvhvpLca6ua9leovxBkj1UJsJ1CWgm9rpYfAKfgv0chhsbJRJEGcNhZHzK9v+awK5JjBK7tdBy6Mnkeo8WyCbCZhACgLcJzz4aBh5zfJhSHPmjs8DSnvAIa8KQ2s+Eob3XSWEZ1Mk56gZIZC2AVQvP9KFfqFJ/uVsGzQ2NTnau01gEgT4tX8ihNHTK0nohYYVe5y3xi8dpm/M1sZjYWBjJgRlGTbCkXHDNLBkHG/x5cByxHk54S+nsjy+e8r48sUG0n+RDg2jAzSQajlGA2mYOyUsvGckLLhHzpOD2GUrOYFdKb/moZ1bcg59Lf4LYWSvaWFoXzoxLiIj/l729Wr45CbQMoGfEvM4pMbNdyG9uCNpurn/IeLnN1yY3OF1E0gScONnkobXC0rgKsq1LZqLrkN6+kj1z1+gZvYTIkg2EzABCNB78MzlYXjPncLgd7nXPyiC8u/Lh8Ernw0jezI/pAdT5OyTkrYB1D3wObvAzu4EgRVDeIqG0esJkZI2wLDmNQfCtA2nhoENaRxdn1rC+rSMbEBz53o0ji6TjLz4+sBSxNMjD5tWmkcZIzoeaWoYZLoyRpCOkOa97NMI0ntJdx6NpPMWhikP0Eg6bzSMPvBlHu2bXblxWzx5hxSFwNUU5CCkUcZqfLP1gcAS4zcEw3zlbCZgAjkioEfbZ6MT0Q1Ij3PehdSJsS7SyFD9BJ+EqhtHCbKZwPgksh756Q9CGQh8gULKJ74O7YZia+XFj7fEkb00AROoENi58tTpwUyRdy+DoNQZS4VjYKvBMHTdcBjbnacH/mpW+SGQtgHUPfD5ubbOaesExhj+eT++DYXLqw97hs6foTB9Jo2YM3F663C3tQ4NmFrO5G5rHVzgstXHLLo9MEi8DQijQVX/ZAPRmxym0Eg6FI4JYy8cEwYeooH0AfbP41wsx1iOPcBINdanzHs+jDxQGd06noD/5I/A2WRZL9z6PJqJfo/+gRiQspjdR4hkMwETMAETqBBQ4+ZNSC85ekUkFuN2D3//E51b2fRfE1iUgEd+LsrDW4Um8Cil2xnpyc3V0CHoSLQ5amY61mYCJlCDAA2ds3lHCIOaBr7Dvfw07tlpEwhX86Lmt0wPC/6vxiEOyiCBtA2g7oHP4EV0lrpLgOGfVAZGVSG4odaZeN5++aXC9HUY0bkOIz9nMpATZzjeUDpTS455Sa3jFg0bmMo2o1AH9JjKNjhTjC3+aYdsKRpKGU36vBpH2ZzHwBeG3A88SkPpIzSUPkr4I4wofZR8PDI/jDxCrYes+RFfscuIfZh8fDnKy34spXo2mx0ijqiGAABAAElEQVTH19vpcBMwARMoOIH3Ub4RpI6jpP2ajQ2ROh41t7d+Iucg/UbbTKAmATd+1sTiwOIT4Mk3Pf0WNKrzj+h2ZDMBE5gEgUGm2Zsfpj0wNUz5KffhPAE/wOCWKZcxOvQAGkjdCTsJtr06NG0DqPLlHvj2rg5tY+NvHK60bTVPY5XmURwjCwTwesx5O4rCn2vlh9bKJVcKg4wY1QjShWux5MVMAzR2jq3BKFI1eq5BOyWNpAMtfDYGliDS+pwHxdErDaWVLdwxO5esNJYyAerAP9U4SozxRlLO8wjrNJaq0bTSYPpCmPrI82H40Uo5apXAYR0icBvpnNViWjU/Sy0eW8Ro9p9FvKoukwnUJ/ABdqmRM24APYD1j6FXINnT6A/ja/7TjECp/acbP5t9PLy/BAR+QBklW3oCpfaf6XGV44gZYcGljAR9DffUF1Pi1bnfHpoSxn7MW+LXmh6Gv1oOCvktZbMG0PdRNPfAd+b6fpdkDmkjqbiVq41DfUgWCNC6yRSj43OD1J0fhJaxwfVwoNPCtDUYwTneKEojJcugxlIaSivrOFgGpLZqA/p+r8bxevxlfDSp/sbrlbWp48Nnlq40mPLWyErjKMcs1mBKvh6lAfeRhYyGZVqAR1ZmUujxxPynVQKXElGypSdg/5memY8wgTwT4PfIbzHu0AUsrf9042eHPkFOxgTKS6C0/rO8l7y1kjMS9Obnea8Db/z4FffNPJEyPpDpKzSMrn1SGP3YbL/bozWQfYjVrAHUPfCduyh67OBepJ6kVmy88aqViI6TfwKbVToa7mEeUlTfeMZvmWXCEA2iL6wxJUxZFYe7Co2jK2vJiFLWB2iXHGNdL60bYMrQNDYwndjjDa46ijTH/8bres5QH9+pNJYqYR7Hn8/5yNLEqFKOmPNEGPkvhi8/Ox7df0ygMwTsPzvD0amYQF4IXEVGt0Vzkd9iDIRJWCn9pxs/J/GJ8aEmYAIxgVL6z7jwXjYmwItV73kyjOzEk5fncw/8GsXmvR0fPiYMrnVIGNl/rRBoI7XljYAeL1IvfNyQcgTrL+StEDnN76bkmyekzTun16/v2eY1uNO5AViDnqiXM1fJG5ibZP+RMPQxliexPG00DF4wEgavZf3vrD/NsP2xToj0v1hV+O3Z1mf52qrwsm5qUnq9COkK9CBiLtfx6RO+xnImsk2egP3n5Bk6hWwQKKv/pBNv/KWE+u1Iq9nZuHS5zUXu/acaP6nf3DlRpxkcoW6yd26viDPeLoGy+s92efm4yRPIvf+cPILypcBE5EP85ugR+Bfvpdm+hrl6VsoxjcL6z2YjQN0Dn+NPrbNebgJbVzovmIJ0FDW3u0OYsSojR6eF6avw5vmVeeM9I0mnrMz6+IhSerYYYRpWoW+LEadjWi5ZK1WGOGtuNlttAjsQfB4C9bipQwm049tbsJyFdkb8ltpMwARMoLQEeLrAbzEu7dWfRME98nMS8HyoCZiACZhAagK8mXGYhzn3Y9DR/dw7a8AgN3cDO8ygEZQXE+8+I4S7UifqA/pGwD3wfUMf3IPUP/Y+cwsE9HInxvXPxNlvMz8M7cnyIEZYzDq38lbeZAqF7UFKFrKFdd4UOP4DyI9k0CjZDZA6oTT1gF5sdQJ6DqnBmndS2SZBwP5zEvB8aKYI2H9WLse7WfBgg60HBHLrPz3yswefjnydwv4zX9erCLnNrf8sAvwslIH74cN5svKFxGjQh3WvnIW8pcxD6f2nHtncGH0JLUT6cjeTGk9t7ROwA22fnY/MFoHSO9DochzKUo9yHtbg8rwzivO2BnG8qzkB+8/mjBwjHwTsP/NxnYqUy1z6Tzd+Fukj2LGy2H92DKUTapFALv1ni2VztBYJMCBoHxpBn5toBB38F4OF3tTi4VmJVlj/qdFHrdhTRJJuQX9EtyObCZiACZhA6wS2JKpGeJ7a4JAfs+8bSI/B/7xBPO8yARMwARMwAROAgBo/p4fBK3jkcKMKkLFRRmvMGgoj5xuQCZSQwEzK3O5ApHkc29LUWSXk6iKbQEsE+O05bzRM25WHIi/kgJdo2ripYex8RoJ+iLfHn9JSIo7UNQKtNoDGGfgBK5LNBEzABEwgHQGNpH8WNXuR3JPEWSNd0o5tAiZgAiZgAuUj4MbP8l1zl7gpgc8Q46CmsWpHmE3w8bV3OdQETKBVAtPDgmvnh6k78m6MXw2MT3U2MJVOum8zOnRtGkiPIR09FWjrA4G0DaB9yKJPaQImYAKFIHAHpdA8dlshjaSvZcyjPT43qEaC2kzABEzABEzABOoQcONnHTAOLjuB6wAwo00It7Z5nA8zAROoIjAjDM95JoQdh8LgRTR+bqvdvGT4KN4Qv/acMHLwZrw5qeoQb5pAqQl4DpFSX/5CFb6wc4ikvEp6NE8/dH9DW9c4Vm+B/wtaUGd/jUMcVIeA/WcdMA7OHQH7z9xdstxnOBf+U42f3ETemZhjbYSRNXvnnr4L0EkC9p+dpOm0WiGQC//ZSkEcp3MEmFNiSeYEvXDi92pojPXfPR6Cng7MqhXWf3oEaFY/cs6XCZhA0Qio4XM2OhHdgG5GdyE9ArEu0shQnpIIJyG/7RgINhMwARMwAROoJuCRn9VEvG0CLRFgLsLx+ubSLFXflPGEblB7wFJoc3QvOgPZTMAEOkRgDd4BcW4Y2WfvMHQyX7zDomR3WToMXvVcGNl9yRDu79CpnEwLBNwA2gIkRzEBEzCBNgi8j2M04vPsxLFq3LwJnYxeEYnFuN3D3/9E51Y2/dcETMAESktgJiVfuc3S+yUebYLLw2Fu/MzDVXIeM0jgOPJ0FBpqkrfjm+z3bhMwgTYIzBp/B8Tw+xkJqvs97gcHBngsfvPpYei64TC2B/OC3tJGsj7EBApFwEPoC3U5S12Ywg6hb3JVNc/n3xNxDmBdoz5jW5aV7dCOqN0b/TgtLxclYP+5KA9v5ZdAWf3n6VwyjY5vR7rRt7VPILP+U42ffuy9/QtbwiPL6j+rL/UOBCxE8qfXo6ui9R+yvBw9Fm1/gaVGidraJ5BZ/9l+kXxkpwkwXcv+NIQOTzwSP/jU8+Nvje/0mSaVXmH9Z7MRoDPB1u6NuXvgJ/WZ88EmYAI5JzBK/tdByyO92V2+VPN8xvY0K3+IN7w0ARMwARN4kYBf4vEiCq+IgBo/p4fBKxgxs1GFyNgoLTqzGDVzfmXbf03ABOoQ2JVwnrwNB6MzkBpEr0FnosuQ6qmXop3R0chmAibQRQL8bv2QBs8HpoUp5/HVZB7QgWVZ/9VImH7IYBj9fhdP7aQh0KwB9DPEOahNUrM57vg2j/VhJmACJpB3Auph1xv/5iLdzK+JNNfSL1Az+wkRJJsJmIAJlJHAdym0ZDMBN376M2ACkyOwIYe/gC6IktHTSBoRqieQ1ACqTvp90APoHehHyGYCJtBFAkuEBZczEvRV9ExcgtaiEXQ6HXxnMzJ07elh5MQunrr0STdrAHUPfOk/IgZgAibQJgE9SqQXG70O7YZiUyWzmXkemGaEvN8ETMAETKDwBDzys/CX2AXsPgE1fuox98ejU81neR/aMtrW4kF0B9LoUDeAAsFmAt0mwEjQW5/jOzctDNIIOhA9JThwwkgYWvv8MPyByryh3c5F+dJv1gDqHvjyfSZcYhMwgc4QeJRkdkY82hBWQ4egI5HestnMdKzNBEzABExgUQJ+i/GiPAq95cbPQl9eF653BNSweRBaD90VnfZ2lttH68nF+skNr5uACXSXwJIhzHssjLx62TD0c870ep2NEaH/sU8YXPOhMPIObiD5KbSZQDkIeBLlclznMpRSFSxNvH5tGQrboIzvZt+NDfZ7V+cI2H92jqVT6i8B+88J/sexOh/p96SRZrPf1j6BTPhPNX76hUftX0QfOU7A/rPyQdiJhXzmb9DGlaBwQhS2R7Qdxzk12vaiPQKZ8J/tZd1H9ZMAN4jT+c07a+LFSENjbN/wbAir9ilf9p9V4NUDvw3S6KZdIqnF+t/R25AqqeppsrVPwA60fXY+MlsE7ECzdT3KkBv7zzJc5XKU0f6zcp39FuPefd777j/d+Nm7i13wM9l/Tlzg77GqRtA5UdBMlqNoAboNxZ1Ke7Jua59A3/1n+1n3kVkgwLygn1u0EXTorvlhKO646GUW7T8TtNW4OR/FjrLecnbiGK+mJ2AHmp6Zj8gmATvQbF6XIufK/rPIV7dcZbP/rFzvY1movhl3rqtBVNtvQDK9xVjz1v8B6WVztvYJ9NV/uvGz/QvnIxcjYP85gWQGq4ehb04EhTezrhcgyZdqnlC/eAUIk7S++s9J5t2HZ4QAb4M/lJchLZhoCB18bDRM0yjtXpr9Z0TbPfC9+9jZgfaOtc/UXQJ2oN3l69QXJ2D/uTgTh+STgP1n5bqdxUIjlVaMLqNu5nXDfly0rcXqSDfy+2nD1jaBvvlPN362fc18YG0C9p+1uSRDp7KhuelXSAZ6vW0CffOfbefYB2aSAKM+96AR9NlEI+jzjA7Vk9a9ssL6z7S95LtCfAAdjLZFn0CyM9HOSBMnq/dd6/Gb5li1mYAJmIAJmIAJmIAJmEBbBNK+xbitk/ig/hFQ4+f0MHgFb8LdqJKLsdGFIcziLbnn9y9XPrMJFJ6AfOut6InCl9QFNIEcEZgRhi8ZC2OvJcsPV7I9MIOGu3N5Q/xHc1SMTGa12VvgqzO9IQFylBdEO25mSf0k7IguQxpGvw96AL0D/QjZTMAETMAETMAETMAETKBdAndw4EFoPeS3GLdLMaPHufEzoxfG2corgU3I+BpoLpK/XAvpHr4Vu5tIks0ETKDPBAbD6E3Ph7DD1DD4KzoHmQd0YAojEb/OI/JrnxRGj5xdaYfrcy6Lf/rTKWLUCv1iYeey9osXtyorf2Xxjaowb6Yj4CH06Xg5dnYJFHYIfXaRlz5n9p+l/wgUBoD9Z+VSau4rPd7utxh3/6PdU//px967f0FLfIay+k/dr8tf6k3vsiOQtlvRcTrA1jaBnvrPtnPpA3NF4Cmm/2Hk51UTj8MPjfF4/E/vDkHTAXXLCus/044AvQPC7oHv1sfM6ZqACZiACZiACZiACVQTuJoA3dRrCqZfIo1mOg19El2I7kS68ZT5kekKh8z/9cjPzF8iZzCfBK4g2yPohij7t7D8TrTebHFTswjebwIm0FsCyzG15N1h+PUvDYPfZxTo2ytnH3j7mmFotafC8Fu0v7c5KtfZ3APfu+vtHqTesfaZukugsD1ITbDNZP82bUqPLtnaJ2D/2T47H5ktAmX1n7WugkY6HIb8FuNadDoX1hP/6ZGfnbtgTqkuAfvPumi8o0sEeuI/u5R3J5txArNDmMLj719PjgQdCYN38Jj8zC5k3f4zAfV7rGsI/ZwobCbLUaS3c96G4uH1e7KeN1MD76/RGzOQcTvQDFwEZ6EjBMrqQONHkGKfmGZ5XEfI9zYR+8/e8vbZykGgrP4zzdUtwluMS+U/3fiZ5uPtuJMgYP9ZgfdKFh9rwnF59n8VvatJvCzuLpX/zOIFcJ56S0AvQuIR+BcSDaEP0TCq73knrbD+M+0j8IL6QaQh9ZtpA5uL3obORmq0W4i+gC5GebNVybAaP3+ct4w7vyZgApkjcB05mtFmrvRGzryZ/WferpjzawLFIBC/xTjPpSmN/1Tjp9/2nuePqvOeQwKvI89fQl9vkPcV2fdxpKlFzmkQL4u7SuM/swjfeeo9gcEw/F/DYfC+KWHsBzwSr3vNVXlJ0pXzw9AsvT2+9znK1xnbaQCdTxFPqSqm5l9aCb0MzUNPoCzZS8jMd1vIUPzY6YeIu1ci/lsT6141ARMwgVYIyOe04ndaSaufcew/+0nf5zaBchLYhGKrTjYX3YXy+hZj+08uXmxu/IxJeGkCXSWg0ZyfQ7wwetxezt8p6OTK5mJ/1R6wdRR692J7+xdg/9k/9j5zxgkMhZGfj4ZpD/HVph1uYEW01NQwdiEjQd/P2+NPzXj2nb0eEFAlWiNT0zyCmozbgywudgo/Ar8YEgfklEBhh9Dn9Hqkzbb9Z1pijm8CnSNQVv8ZTyFyQoTyCJbJelmj9eM6h3/SKdl/Rgj92PukP0tOID2BsvpPkToTNfKTtfZpENP6KCtm/5mVK+F8ZJYAoz435pH4uxKPw48xOlQdIJO1wvrPZiNAi9ID/wCfgN3QmWh19F9Iletqez0Bejzg0+j86p3eNgETMIEOEFCP9rpoaRT3zqtnXv54KbQ5uhedgbJg9p9ZuArOgwmUi8AVFHcEacol2S0oj28xtv/kwnnkpz7CNhPoKYGPcrYfRGfcl+Wh6I3RdvVC04g8i25HfF0zY/afmbkUzkhWCfDI+518eXcYDIO/5DH4rZXPKWHgWF6OtPYtYeR9BIxmNe9ZzVdReuBjvnpM/+dIvV5q4FwZJU2PumvfQcnAPq17BGifwPu0HSdQ2B6kNkgdxzHzkfxMI81mf9bM/jNrV8T5KQMB+89iXOXS+k81fnIjdufE6JTBEUan7F2My+pSZJyA/WflAr2FxU8yfq0aZa+0/rMRFO8zgSQBnoVfihcjXTzxWzs0xvplj4WwbDJeivXC+k+NOmpkV7BTPe7VPfAKa6abiJM14zMw/sKmg1nuim5FeyGbCZiACXSbwA6cQA2gQ0g+9WokOwddgR5Hsi+ik8fXsvXH/jNb18O5MYEyEXglhc3zW4xL6T9p/FzDLzwq09fUZc0oAT1x9HZ0eEbz1yxbpfSfzaB4vwkkCazG6O3zwsibGV2TnP/z9cuEwf97LoQ1k3G9Xl4C61H0a5BGYemDoh+Hbo4AnU36z6BnU0h509ylNhPIM4HC9iClvCjHEl/f6XiEuRpEtf0GJFseXYf+gJp1ThGlr2b/2Vf8PnmJCNh/Vi72ESz0mGYjk1+K63SN4vV7Xyn8p0d+9vtj5vNDwP6z8jGIn+jcqwCfilL4zwJcJxehjwQYCXpM1UjQebwcaduUWSqs/2w2B2g1J/XAvwZpnsx6ppt4zaF5E9LIpqzaXWTs1egYpPzugn6BumUrkLAaWdOaKvM2EzCB/BPYkCLoBv6CqCg3s1QHx47oMvQk2gc9gN6BfoSyavafWb0yzpcJFIOA6pJFeItxratReP+pxk+P/Kx16R1mAn0hoCeO1PmujveL+pKDzp208P6zc6icUlkJTA8jJ9LgeR9zgp7G6yamw2EN1q8dDlPfORRe+GlZubRb7iL1wCcZqEV8DlJjoxSP0GK1o7YEqS3VomYST3l5GNlMIM8ECtuDlPKinE786u/zXMKqO17+Stg3UF7M/jMvV8r5zCOBMvvPM7lgcb2s1eU8jsnSW4ybfeYK5z898rPZJff+HhIos/9MYlYDyJFoFGlw0mHoDUgd8NVai7C8WOH8Z17AO5/5IDA/THs9o0GHJ0aDjs/B/a4Wc19Y/9lsBGiRe+CT1/56Nl6OTkJ6+ZBGYHXDnk+RqBpKbSZgAsUhcAdFUeeKHt9RD7bsdqQfmGrL0w28/Wf11fO2CZhAJwh8lETy/hbjZhwK5T898rPZ5fZ+E+gLgQ9z1i9HZ96PpVTPZrPj+Ho7MxZeKP+ZMbbOTgEIzAgLfrsgTH3rWJj6M0aCztBo0Clh7Ac0iq7NKNEvFKCIbRWhWQPok6S6DHpvVeofrNqu3lQD4k+qAzO+vSb5+yM6Fd2a8bw6eyZgAvkjcHWU5VNYHo7uRPI5u6M90CVoJ7QJugrlyew/83S1nFcTyAcB1UF/G2VVncLLJ7aj4EIsCuE/3fhZiM+iC1FMArdRrLNaLNqfW4yXlWiF8J9Zgel8FI/AtPDCxc+FFzacFgZ/xWPwm9MIOkApPz8ShtY+PwwfPqv5/OrFg9JCiVThfH2k77BcmNiOw+PlzuzbBuVx9OL/I996xOo/URZsFTKh/FQ/MpuFvDkPJpCGQGGH0KeBEMX9Hkt9r+dE2zNZjqIFSBVU7ZP2RHky+888XS3nNU8E7D8rV2t/FppDWZ1HRbPc+081fo6EwTurHrPbu2gXyuXJHQH7z9xdstQZzr3/TF1iH2ACbRB4PITl+I3+3cTv9NAYI0EvZNTiknWSK6z/nFanwMngsvTAJ8vsdRMwARPoBgGNnr8BbRYlPpfl29DZaFOkDiY9knAxspmACZiACVQI7MpiCppb2fTfrBBQ46dfeJSVq+F8mIAJmIAJmMDiBFYM4anbwvDuG4bB0xkJqk5lbGCvl4TBy58JI2/ike9HK2HF/9tKA2iSgt5i/nakHvhvJnd43QRMwARMoCmB+cQ4pSrWhWyvhF6G9AKPJ5DNBEzABExggoCmEDkI7YAumgj2Wj8JuPGzn/R9bhNITeAlHLEu0v28HoOVqWNJ7QFLIR6PDfeiM5DNBEygYAQYfTPC//cMh8H7poSBT6l4NIZuOxSGrn0+DO+yROX7X7BSL16ctA2g7oFfnKFDTMAETKAWAc3luQaai/TSI71Zc0PUyDT1hezuSOMb/mMCJmACJSegUfIroM+jmej36B+INrjF7D5CJFsXCbjxs4twnbQJdJ7AcSR5FBpqkvTxTfZ7twmYQL4JjA2FkaNGwvR7aPw8mSbQqfSGrD81DH0yhOEP5rtoreU+bQOoe+Bb4+pYJmACJqD5hA9CJ6Jj0Sz0FdSKzSaSK6GtkHIcEzCBMhAo6luMc3nt3PiZy8vmTJeXgEbOqwGUdo7xaZgYBTb+0s1zWKqjfgvEE7Lhi4gGEZsJmEDRCQyG0VPmh6F5U8PYj3ANjABfeGPRyxyXL20DaJF74C8Dyr7oLzEcL03ABExgEgSu4FhVMm+I0riFpV4k14rd1EqkDMWx/8zQxXBWTKCABG6jTGe1WK68vcU4V/7TjZ8tfgodzQSyQ0BPcKrx82Ckx9vVIHoNOhPJ/+iFx5eindHRKE+WK/+ZJ7DOa/EJzAjDFz3DtBjTw9CKM8LoncUvcXslPILDxlqUepps7RPwW+DbZ+cjs0Vge7Ijv3FttrLl3BSYgP1ngS9uyYpm/1myC56B4tb1n2r89NveM3CFnIVWCdh/Vkip82gB0ihP2Qz0Akreq6/Oturq+yFb+wTq+s/2k/SRJtAXAoX1n2lHgBa5B74vnyyf1ARMoDQEXklJX4O+3qDE6oX/NNIIUD2aZDMBEzABEzCBTBBglMi5DCPbqJKZsdGFTO3CXGLnZyJzzoQJmEA9AmrsfAw9HkWYz1LzJG8ZbWvxILoDaXQoj8TaTMAETKCYBNI2gF4KBslmAiZgAiaQjsDriP4l1KgBVL3zH0enITeAAsFmAiZgAgkCfotxAkYfVtesnNONn31g71OaQLsE1LB5EFoP6aWcstvR9uNri/5Zf9FNb5mACZhAsQikbQCNS+8KaEzCSxMwAROoTUCjOT+HGDAzbi/n7xRUb4J5+eOtx2NW3gIfrXphAiZgAiYAAT2ueRQaakLj+Cb7vbttAgvfMRamHDQQFp47FBZc0XYyPtAETKCXBPQSY9kp6HB0J/oj2h3tgS5BO6FN0FXIZgImYAImkCCgCuh8pHlCGmk2+23tE/AcIu2z85HZIqAeZvmKMs4BemZU9ka+snrfPI5xDzwQJmH2n5OA50MzRaDM/jN5IfRYJk9cj/+WXM9SN+nynT9ElyM93qntLyB10tvaJ2D/2T47H5ktAvafE9fje6zKR86JgmayHEWaG1RT3GmftCeytU/A/rN9dj4yWwQK6z/TjgBVBfQ4pBFNerOx3nCsHiM9qrkG2gLpEc4vonqjnNhlMwETMIFSEPgopfxBVNJ9WR6K3hhtVy80R9Oz6HbEuyZsJmACJmACEYFdWaruWcS3GPsim4AJmEC3CXyQE+jefbPoRHNZvg2djTZF6mBSB9LFyGYCJmACJhAROJaleocOirbVIKrtN0TbeuTzOvQHpEc9be0TcA9S++x8ZLYIFLYHKSXmtxD/JymPcfT2CNh/tsfNR2WPgP1n5ZqcxcJvMe7N59P+szecfZbuE7D/bM54KlE2Rys0j+oYLRCw/2wBkqPkgkBh/WfaEaAbcrk0SumC6LLdzFI9Rjuiy9CTaB/0AHoH8lvkgNCmaaSDbDp69fhaCCux1Bv7/hlt52mhvD+Hns9TpqO8anSzPtN5sxlkeBj9uc8Zj3ub+5yNvp9+aXLwdqT5l77Z99wUOwO1/Gdc4lewIr86Pw7o83JVzq/Hd9W4kwXLkr9TR6puJh7KAhjyoLknVQfS3Gm9MvvPCmlx1/fEbzHu/ievkf9s9eyqt+qJBl23blm3fZXukVR3fbhbBSBd1dOWQvpsd8uWIWFd06e7dQLS1dN/qt93s47/EtLXAJs0T8jYfwIMWx3p+tdip+/orcjWGQJp/afqo69D3fQzaUumAW2aHqHW5yVtWp2IL6b6DGfpXnzZqGDd9Ktp2el+4ndIbXOdsML6z7QNoHKSroB24iPVPI34w7sCUX/fPLpjmEDmCcSf6cxntEsZ1COcatCZ26X0newEgfizZv85wcRr+SYQf6bzXYr2c38Hhx6E1kN3RcnczlIjFKrNcyhXE0m3HX/W7D/TcXPs7BKIP9PZzWHnc6b65ufQAeilSE9s/gV9HKmRxNYdAvFnzf6zO3ydamMCn268u6298We6rYOzeFDaBlBXQHt3FTXK8ztI87LEtg0r6i3udq96fL5OLfUjrB5oNaAr73kyjfgRc40W02jKPJlGHOrRlpuQRt/201Tx+l4/M5CBc19NHnQDvwO6KAP5KXIWavlPlVcjbbZCWfFF6vlfEo2gbo6cIfmWLGv+bglyPYjkvzQaod+mz4/qTX9Gvez1t/8MQf5Tdgo6HN2JNBJ3d7QHugRpTvpN0FXI1j6Bev6z1RRXJ+IGqJt+rRe+qhf+J66nPQOvbt1kaqSSRlA9hbphvajjy+/K/4rTn1IWoqz+80dwmhWxUv1Cv6VboN+i3dBvkK3zBNL6T93nr4R0jeQz+23yFfIZ+t70sp7TqNy6D5fPz9K9eLf9aiMetfbp+63frIfR32pFaDOsrP5zEVyqXAqEnObG0Z4TojBVQGVxnFMrm/7bQQI3kpb4v7KDafYiqQ2jfM/pxck6fA71pIj5Zzucbi+Suz3K+8t6cTKfoykBNXYdiUbROegw9Aa0Yw2tRZit8wRU+df3WQ1YWbB9yYTyc24WMkMejo3yo1EjWbDvkwnxeXcWMkMero/yo85IW+8JqBNNn4e4LjGTdfnTBeg2pH3SnsjWPwL7c2pdhx90MQvyUTqHfFa37KckrHO8vVsnIN2/ROfYvIvn0PdD5VCHeDdMjd1KP/5eduMcb4rOcVE3Ei9gmvF9lwad7IXUeCQdjXStdH+ghmtb/wmoU0/XRPcEWbDlyITyo2kNs2InkRHl6aisZIh8qMNKeVKDcRbsE2RC+flSFjKT9TyoRy2NXU3k09HB6JdIDvY09El0IVKP/KZIdn5l4b8mYAImYAIQ+DD6ckRiP5ZSPZvNjuPr7XS4CZiACZSQwAcp8w1os6jsc1m+DZ2NVPfUDckX0MXIZgImYAJlJbB3VPBjWCYbjdWQtAfaCa2O5iGbCZiACZSKQNoGUMFxBbRUHxEX1gRMoEMENELprBbTysoIxRaz62gmYAIm0HUCevxNo2WSps73lZCedNDN/BPIZgImYAJlJrBKVPirakBQmBpAZyI3gALBZgImUC4C7TSAugJars+IS2sCJtAZApeSjGQzARMwARNIR0CjlTQf2b9qHKY5fW+tEe4gEzABEygjAT3GLNM9e7VpjkDZmpWF/5qACZhAuQiknf9DFdCl6iCKK6Dufa8DyMEmYAImYAImYAImYAItEVAd9UR0H3oAPYM0On5XZDMBEzABE6hNIB7gpDkBq03367I4TmXLf03ABEygJARacX6qgGqy8QPQS5Gc6V/Qx9HvkM0ETMAETKB1Ai8h6rpoaTQQHSY/K3+sDia9DOFedAaymYAJmEBZCfyIgvstxmW9+i63CZiACZiACZiACXSYQCsNoK6Adhi6kzMBEygtgeMo+VFIb+NsZMc32ul9JmACJlBwAhtSPjV+6pH3/dBvkOwIpFGh/4XUWaQXH9lMwARMwARMwARMwARMoCmBZg2groA2RegIJmACJtASgR2IpQZQjfq8AY0gTUR/DloDbYFWRF9EJyObCZiACZSVgN9iXNYr73KbgAl0ioDe+v5UVWKbRNuHsdytap82z0Pn1wh3kAmYgAkUgkCzBlBXQAtxmV0IEzCBDBDQvHVq/DwY6fF2NYheg85El6HlkV6StDM6GtlMwARMoKwE/Bbjsl55l9sETKBTBN7SIKFXs0+qtrsIcANoNRVvm4AJFIZAswZQV0ALc6ldEBMwgT4T0Ih6TT5/QZSPm1nq8c0dkRpAn0T7IL3s4x1I04/YTMAETKCMBJaLCu23GJfx6rvMJmACkyFwGgdf0WYCetGczQRMwAQKS6BZA6groIW99C6YCZhAjwmo8fMx9Hh0Xt3Y6+3GW0bbWjyI7kAaHeoGUCDYTMAESkkgrp+O1Si9fKksjlPZ8l8TMAETMAER0NNFks0ETMAETKCKgN483MjiyqUroI0o9W7fc9Gp4mXvzjy5M8X51csM8mZFyHtchryxL1p+1bC5ClovUbDbWd8+sR2vrh+veNlRAvF3IV52NPE2EovzES/bSKKjh8T5iJcdTbyNxOJ8xMs2kujoIXE+4mVHE3diJlAQAvH3I152o1hx2vEy7+foZv1YjNTh2q0Xhj0fwc/7tejGZ8hpmkAzAvF3P142i9/t/Xo/gToZu/l9TluGOC9ZYaT8K0/yfbXayLS/15ZFRr1m0LHznU5KurCb1kjxw9G+d9XY56DuENiYZN/anaS7nuqbOMO/df0snT/B0iR5IFqm80l3PUW9IffNXT+LT9AqAb3wSP70N0jfZdkJSGF7aAOL45xa2fTfLhDQ3NYv60K67SQ5lYPejdZo5+AuHLMUaR6IsuLvViMv70FxZyyrfTV9b9/W1xyU5+Suf+b3Wuv7qu+tvr/dMvmoA5F8VrdsTRLeH8lPd8t0f/WWbiUepat6xWu6fI5u1/E1YEf3m2t3uRxO3gR6TeAlnPC9aLDXJ25wvl3Zt22D/b3etSwnPBAt2esTNzjfq9j36gb7e71LbA5E8dPbvT5/oc7nCmihLqcLYwIm0GcC3+P8avCcE+VjJstRtADdhrRP2hPZTMAETKCsBOL6p17GcVaV/sC2/OTvq8LjeOrksJmACZiACZiACZiACZjAIgRaHVVxEkc9tciRIWwSbR/Gcreqfdo8D6niajMBEzABE6gQ+CCLG9BmEZC5LDWi7GykkSAL0RfQxchmAiZgAmUn0Gh0nEZf1BqBcRfhrn+W/ZPj8puACZiACZiACZhAFYGBqu3qTfXAH1Qd2OL2bOId32JcRzMBEzCBMhPQI3Z6LHseeqLMIFx2EzABE4DAjmiDNknoLcZ+k3Gb8HyYCZiACZiACZiACRSVQLMGUFdAi3rlXS4TMIFeE1idEz6NsjSJd68Z+HwmYAImYAImYAImYAImYAImYAImYAImYAImYAIFIqCJ+09E9yHNWadH3DUyaVdkMwETMAETMAETMAETMAETMAETMAETMAETMAETMIFcE/gJuY9fbPQc63rZUbz9xlyXzJk3ARMwARMwARMwARMwARMwARMwARMwARMwARMoNYENKb0aO59Fe6GhSEezVPjtSCNEbSZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiaQOwKfIMdq6PxIjZxfFe1bs8Y+B5mACZiACZiACZiACZiACZiACZiACXSQgEcfdRCmkzIBEzCBBIFVonU1dlZbHDazeoe3TcAETMAETMAETMAETMAETMAETMAEOkvADaCd5enUTMAETCAmsFy0Mj8OSCwfjtY9AjQBxasmYAImYAImYAImYAImYAImYAIm0A0CbgDtBlWnaQImYAIhTIsg6DH4anshCojjVO/3tgmYgAmYgAmYgAmYgAmYgAmYgAmYQIcIuAG0QyCdjAmYgAmYgAmYgAmYgAmYgAmYgAmYgAmYgAmYQPYIuAE0e9fEOTIBEzABEzABEzABEzABEzABEzABEzABEzABE+gQAT9+2SGQTsYETMAE6hA4ifCnqvZtEm0fxnK3qn3aPA+dXyPcQSZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiaQCQKnkwvN/9mOjstECZwJEzABEzABEzABEzABEzABEzABEygAgYEClMFFMAETMIEsEtiRTG3QZsb+zHGSzQRMwARMwARMwARMwARMwARMwARMwARKQ2AqJZ2JlixNidMVdEWix48VNzpyOXau3ShC1b408dNeo7Txq7LmTRMwgZQE0nyfUybd0eh5yWe7hX4ZBy7f7sF1jrM/rQPGwSbQZQJpv89LkR/Vw6Z3OV9pk2+1HMr/TJTF9yi0WhdW3lWGFVCWbBkysz4abDFTRf+tbBGDo2WUgOo5K2U0b/3KVqt+tszf7VYZxdcwbfz4OC9NILMEVEnRHIL/QnqUdhRdj7ZDtgoBVZhuRXc1ALI1+8Qtfhz5Qdb/G+mmuZaliZ/2GqWNXyt/DjMBE2idQJrvc+upNo95G1EerqMzaxzer3zWyErXgg4mZfnhA+qc4UDC6zFT+OZVx9mfVgHxpgn0kECz73N1VvR9/T2SD9iiemcft1spx5vJ363oBaT8P4++gtQgmgVrpS68LBn9BnoOxfVh1Z33Rf20d3Pyv6M4TwtY1+fkFaiWleG3sla5HZYPAvIVc5A+z/IX16BPonr3nOxazA4kJE1daLEEMhjQip/txHc7z+xaYZS8tGnjx8fmmVFcBi8LTODjlE0O9Gr0EfQl9DR6Br0ald30Iq8LkBjVawBVhe9+FFdWP8z65UjHnIeqp4JIGz/tNUobnyzaTMAE2iSQ9vvc5mkWO2w1QuRj5Kt1Y1etbxOWtH7lM5mHbq+/ihMMI3Gp1wB6SrT/HpbVzLT9MpQ0+9MkDa+bQO8ItPJ9rs7NUQTo+y9tUb2zT9utlONj5G0huhd9EZ2AHkEqx09Qv62VurDqur9FyvPf0DHoNPQsUlg9n8yurlrswx/iLMcjsVaDkfI0grZCSSvDb2WyvF7PF4EPkl19dtXJ8FX0AfQzpDBtt2pp60KtptuveK342U59t/PKrhVGyeuXNn7y2LwySpbB6wUloMdANPLzKpR8HGQbthega1GZbUsKfxPSj4pUrwH0O9H+PVjGpl64XyAdV/0W7jTx016jtPHj/HppAibQHoE03+f2zlD7qH8nWP7l87V3Lxbar3wulpEuBOhR18+gYRT763o329cRR79vS6JmZn/ajJD3m0DnCaT5PifProYsNWgtRPID/W4AbbUceoRVjYRPoJkotiFWVO9UWeqNVIzjdnPZal149yivavxUY2hsO7KiMjyGkuHx/m4uVyVxfSbk89eqOtFH2Fa+9JuQtCL/VibL6fX8EViTLKvTW3Wd6ob7zxKmz3O9ug+7FrE0daFFDszYRqt+Vtnu1Hc7b+zSMBKntPF1TLXljVF1/r1dYAKnUzY5y/1rlPHSaF+1g60RtZBBh1OqUaSK9JeRHjFQRbTa1iFAcVThq7btCRDfCxM70sZPe43Sxk9kzasmYAIpCaT9PqdMvmH0o9gr//K2hrEqO/uZzxayN6kousH9MxKLOein0foBLKtNHVMaNfGX6h11tu1P64BxsAl0iUCa73MyC0uw8Vd0B7oEyR/0swE0TTlmR/l9B8tqU/1cI0B3qd7Ro+1W68LKTvybdHSNvN1OmK7JujX2dTNoVnRe3dNU2zIEPI1U11djs6zIv5WVEvpvngm8j8zre3RyjULoM6zP85019lUHpa0LVR+fle00frZT3+28sUvDSNc1bfxan4W8MapVhkmFTZnU0T642wR2ik5wfo0TXRCFqUe3jPZGCq359bT8BNIPTi1Tz7Z6tGsxVO+HHmFSGnIGsrTx016jtPErufJfEzCBdgik/T63c456x7w82nFTvQiJ8H7mM5GNrqy+lFQ3Qt9AGiWlxtB6pnhqKGmFmdKwPxUFmwn0jkCa73MyV5orcwP0HqROjn5bmnKokU6jun5eI9M/JEwNo/9bY18vglR/baUurLzcGmVou2gZL5ZjZW2kUa4PxIE9Wl7Ned6EjqxxPjFXnlS/j0emFvm3sgYCB+WMwMui/Or+stqGCfgbUj1njeqdVdtp60JVh2dmM42f7dR3O2/s0jDShU0bv9aHIW+MapVhUmFuAJ0Uvq4erGuzIXoK/avGmR6MwvQhLqN9kkLrZvq3TQq/SbT/gTrxxFG9cqr8ydLET3uN0sav5Mh/TcAE2iWQ5vvc7jnqHacGUPX2q5NKjX7z0d3oLLQaSlo/85nMRzfWVeb1kB5n1M1sI4sbjdVA8iP0MNIx16L9UdLsT5M0vG4CvSGQ5vsc50jTD30AfQ7dEAf2eZmmHLrhlA9fgNQYeiq6HKlTZ1PUT2u1Lqw8/g7NRXuiD6EVkRpsvoWWQj9AaqTppc3jZBejW2ucdFfCVkfx76eiFPm3UuWz5ZvASJR91U9qmb5nMvmURpamLtQonX7vS+NnO/Xdzhu7NIx0PdPGr/UZyBujWmWYVFi9L+ikEvXBHSGgiYDV4/lYndQej8LVc1tGu51Cj7VQ8JhPqxzTxE97jdLGb6F4jmICJtCAQJrvc4NkUu9SJVejnfSd/ybSTaVu8vSbewDSzV7yxrlf+SQbXTf9Vj3Y4lniStn7ia+b32uQRoNujXRz/j8oNvvTmISXJtA7Amm+z8rVyuh09Ad0EsqKtVqOZciw9AT6NvoJegtSB/zh6Ea0H+qXtVoXVv6eQ1uiS5B+lx5COl6dS0cg+d2s2EvIiHjLjqksxv8W+bcyUUyv5pTAX6N8/3uN/M8kTPVC2fKVRd2/aepCdRPJwI5W/ayy2qnvdt7YpWEkTmnj65hqyxuj6vxPetsNoJNG2LUEloxSfrLOGTSySLZEZeG/dQik5Zgmfpq4yl7a+HWK5GATMIEWCfTrO6dK7vNIDX+qaGyL3oYU/j9oJfQ9FP8G9yufZCFTtha5UceWRlativZBr0Xi9yjSDfruSGZmFQ7+awJZJiA/pwbE9yCNoMybrRllWA0ab0WvR6ug5ZEaPjVQ4Tuo2YguovTdlFc1dsqn3o/OR79F6qDT9dkcZcHE9hKkp+D0e/kbFJv9fkzCyywSOI9M6YlD+YaPIn3nZKrPfB9N1QY2vbKo+zdNXahuIjnb0anvdhnZpb3UpWcU33ylBef43SfwWHQKVRxrWRz+r1o7HfYigX9GazGvF3dUhccc08RPe43Sxq/Oq7dNwATSEUjzfU6XcuPYemRvaTQTJR/tG2X7Y2gu2h5tjGT9ymfl7Nn5+y6yok69j6DkCP+b2T4WyQ4c/zvxdESrvj06zAsTMIEeEfgPzrMXOhLN6dE5O32auNFWDRYfQr9LnODHrH8VyQeprFm3Y8igGhT1wqGN0Cz0BrQVWgXdiBTeT9N0VFejbdAP0YdR0vxbmaTh9awReIYMHYJ0T/l19AhSffBetBCdiWRPVRZ1/6apC9VNJGc7OvXdLiO7tJe69IzcAJr2I9O7+OqRfQytUOeUK0bhzZxoncNLE/xAVNJWOaaJn/YapY1fmovkgppAlwik+T53IwsjNRJV2HVR+ObRst/5rJHNvgXJT9ayK6PAmJn9aS1KDjOBbBDQiEg1AOjGX40AGj0Za03WZRpNqbC4PquwrNm8KENqvPhljcxdHIVtVmNf1oL2IUPPoUORnlCI7XZWPoGG0N5xYB+WW3BO/TZuivTZOQC9gJLm38okDa9nkYA6GF6OTkP3oPvQJ5FGkWt0s+yJyqLh31brQg0TydHOTn63y8aunctcakbT2iHmY3pGQM5AFYHpSCOHkqbh9LK89qpXct/9v7FDjXlVn1Hhz6O4kttO/DTXyNe0+gp42wS6RyDt97mTOVmWxDR6SDec1RaPKpof7ehnPqvz1s9t1UmWQ+r8q7ZqZtpvf1pNydsmkA0C65CNJZFG9P2sTpY0elK2I7p2fC17f1Q/1Jxr8ue17OkoMH7UtVacLIRp2pWt0C0oznMyXzH/NxL4peSOHq1vx3l+heT/P4K+gWqZfytrUXFY1gj8nQypo6Ha9NSP6oR/q95RtZ22LlR1eC43O/XdLiO7tBe89Iw8AjTtR6a38a/ndJovRL1G1bZnFBBXWqr3e7tC4CYW6kGOeSW5vIKN1dENKL65Ths/7TVKGz+ZX6+bgAmkI5D2+5wu9fqxP80ujc4/uUYU3SjrRlSmkTeyfuWzcvZs/B0iG2L2MFqvRpZeGYXFzLRpf1oDlINMIAME1Dl/cB3J38mOQ4qjxoIsm+qIumHcukYmN43Crq6xL0tBT5IZdbitjzSootpWiwLix1Cr93dz+1Uk/ls0A2mUar3GT3b5t1IQbJklsAE50+dXfq3aNCpU/kL37dWDmpJx26kLJY/P63on6sFlZZfmmptRGlqO2xcCm3FWzYP2G6TKV2ybsKKhy3okMOu9znGeu71UA+ZddU5yLuHi+Jqq/WdF4btWhaeJn/YapY1flTVvmoAJpCSQ5vucMum60bdlj3yOHnd/aVUsjQrQvvjRyXh3P/IZn7uXy2M5mcqvxxur7RICtO9/qnYsw/Yd0T6xjc3+NCbhpQn0h0Cj73O9HGlEqL7neuQ5K9aoHK8jk8rvdUiNdLENsnIj0r64Uyve16/lAk5cry4c+9dPVmVO9xEXIpWj1qi1qugd3dScz3cjDVTYo8WUy/Jb2SIOR8sQgRXJiz7LesRd9ZbY1OkQf//eFAeynILWipQIfjFuq3Wh5LFZXm/kZ5XvNN/torJrxqj6+jaKX1RG1Qy8XUACcUVRjaD7oyOQRsjosZwNka1CoFGlTyOH1GD8DJKjeCeKuX6P9WpLGz9Oq9VrlDZ+df68bQIm0DqBtN/n1lNuHPPb7NYN5YPoy2gW+g5aiO5HG6Gk9SufyTz0Yr1RZU2/aU8j3UBchg5EH0IaTSaW4lht9qfVRLxtAr0j0Oj7XC8X8Xc2Lw2gKscvkHyQGkE/iN6L/oAUdhTKijWqC88kkxplrzx/H70HHYSuRAr7X6TG0F7acZxM59ZLY8S2ntZgX2xl+a2My+tlvgjoyR99pm9Aqr+8H/0fUtg5KGkvYUPhUrJzpZ26UDLdrK43+71I890uKrtmjKqvbaP4RWVUzcDbBSSgXiM5UzXgxU5yHutvR7YJAo0qfYq1HYpvomOO6mmKJ6RWnKSliZ/2GqWNn8yX103ABNITSPN9Tp967SP0Pf8UUoNe7HPkx3+FVkW1rB/5rJWPboY1qqzpvFui+IY85qbfvFqPlCm+/ako2EygPwSafZ9r5SqPDaAaSXMc0qPksV/SSEuVP0vWrC68Ppm9FKkjLi7H86x/Hmk0Zq/tGk4Y56PRct2qjJXht7KqyN7MCQGNDP8a0hNA8Wda9cDPoqkoafUaqBQnbV0omW5W11v5vWj1u11Udq0wSl7fRvGLyihZfq8XnIBu8jR/yMZI67b2CKzGYdsiOYVWLE38tNcobfxW8us4JmAC9Qmk+T7XTyXdHlV4NS/UK5Aqxq1YP/LZSr56GWcFTrYNWr3Fk9qftgjK0UzABNomoBGSG6L12k4hGwcuRTa2Qhuh6kaZbOSwtVz4t7I1To7VewL6jqnetzlKju5Mm5O0daG06Wc1fie+22Vll+aamlEaWo5rAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAiZgAl0nMLXrZ/AJTKA1AisSbWX0PHoBTUFroSH0L2QzARMwgSIRWIrCrI4G0XMNCrY0+1aL9g83iJd21/IcsB3aAS2HnkbN0h8gzmZoZ7QKuh8pbysgpZHUNLZH0ULUa1uJEyZ/T3p9fp/PBEzABFohENd95xNZdd/J2pIksBXaHslfP47GkM0ETMAEykJgsn41rp8n67RaXwKpTqu6bT1r1H6hNHZBm6IR9CSS1Quv7PVfEzCBwhI4k5KpkqZKm0w31dr+vTbatI05br82j/VhJmACJtBNAu8jcfk4NTyu0+BEh0bxTmgQJ82u1xP5jihNnT+WGmFPQ2o4rGWqEP4JxfHVWaVO1LsSYfG+5PJW9h+J1JnVKzuHEykP2/TqhD6PCZiACbRB4BSOka/STfFkbA0OvhypETXpf+Wnf4TUkWYzARMwgTIQmKxfPQBIST9avf4P9h+OZtSAWa/9Qmkm/fMx0bH1wmsk7aBOEdAIDZsJFJGAesCvRaciVf5sJmACJpBFAsuQqdORGiZVyeqWqVf6v9CHkM5zHroRqQda594VHYJejjTC8xmUtI+wsSW6GX0XaWRRcsTSJWwnR+urfqGRmK9GX0ZbIFX0bCZgAiZgAp0jsDlJXYZ04/0b9H9I/lmNonujdyLF2R3dj2wmYAImYALNCdxDlOsT0TQCVE8/qS78DfRx9Eokf9vINFhAjbIa7vX2vgAAL/dJREFUlf9V9CekdOuFs8tmAiZQBgJnUkjdlG+fKKxuoOUc2jHd0Cu9k9s52MeYgAmYQJcJvI/05aNivb/O+To1AvSw6Fx/Z7ljjXPJ3/48ivM7ltUjNtVIq7y+FSXtLjYUvm4yMLGuxlQ1siqO/HIvzCNAe0HZ5zABE5gsAXVMyffqxrhd+xYHyr9+sEYCSvfKaP8JNfY7yARMwASKRmCyflWd9fKpZ9UBszrhv47i/LhGHPn0ZPvF2lHcW6ri1guviubNThPQB8RmAv0gIOewLlLlrJ4tYEdyhFEcT05Fx66FGh0fx6+31COdL0PL1YtQI/wlhL20RnitIMVTD3yzPCofGyExsZmACZSLwJUUdyH6EpJfa8eW56BGPkR+60SkCp2mBbkGVZv87bvRDWgX9DWUtKWjjb8nA1tYv5w4F0bxXlUnfrP8Jw+T/18fqUztmPy9/P6S7RzsY0zABPpGQPWpZWucfZAw+b/qTpvqqKqL6YZTfjZ5c1odr93tdvIn3y/fK99cz5rVO/fgQB1/eo0EFP65KHzvGvvbDZrOgfV+r9Zkn0aj2kzABLJPoB2/lSxVN/1qu36mE341Wcbq9QcJ0GCAv6J3oFkoafLpyfaLevXneuHJtLxuAiZQAAIbUAb1ljyBVDH7J/o4OhNpOx4BuirregTzUhSbGgh1U/4sUlzpafR9pJdwxPYdVjSfnfaPIKXzISRTo/8R6F4kBxmnI2em3nM58tj0o6Bjv4h2Q39DcfyHWT8AVZtuqr+N/oHiuA+wfiiqttcQcAuSk1Tc+eiXSJVHmwmYQLEJvI/i6Xt/EvpKtP6/LJM+iM1x36F4J2qjylTpmoNiXyMf8is0EyXt02wozhnJwDrrm0Vxn2Kp+Y10cy0/OIqUhh5z1/ZeSHYXUvi62qhj8rmK872q/a3mX4eths5EKqPSkuahD6BqZudE+5NzgO5E2I1RuI5diOTT34JsJmAC2SIQ17/kH3WjGde/dGN5LVI9SfWtHyH5JH2nR9BnUbVtRMBlKI6nuMPoUrQeim1bVjRaXfW7tePAaKn6ofyejlE9slP5++8o3deylMXppql3XsNxKtPblEAdew3hWyT2qS6u8vwsERavquzad0EcwPLkKGx1lueimKVYfQLJ9kRzkPIi/Rnp98RmAiaQDQKxf+mlX5WPkT+p7lRXZ9Zfke7jd0GyTvmZyfrVA8iLfNhZylQD+3/sU7zkKNDq9ov/Y3/sL/X7JRby2fXC2WUzARMoEoGlKcxtaCE6DakB4FtIDkEOUE5keyRbDWn799qITA5NYVegT6GPot8hhenGNjbd0J6JFP4HpJv/ON1zovAbWJ6ADkcXo+eR4uuGPDZVsBWmRkpVrJX345Ec4ijSPjWMxjaNFaWlcDVkHoa+hB5ACpOjjE3O9QX0GFKaByKxULqPo5nIZgImUFwC8n/yCyehJdAd0bZutJN2KBuKd2IykPWPROGPsPwsUnpnIPlXVbD+DcWmypnSeE8c0GCpm3sdr/ivRxsh+dBbkcLkp7S9MZLdhRS+rjbqmCrAinNkYn+a/KuifE+UxoUs34+OQn+Lws5kmbTYz28TBc5kqYYN+dv/QWL1TSR2ytebkM0ETCA7BOL6121kSY2Vv0Cz0e1I39lr0JXoKSSf9HUU+603sx7blqw8h1THPBvJdyjuHKR0lP4Aik3+WOGXxgEs1YinOqLqZmsjWafydwpp6Xy7KFEsTrfVeqeO+RhSGirjF9B2aCpqZPLrOubiGpFmRvt+k9h3ahT2Z5b/QKrbiud8pN+cryHVk69D+n3Qzb3SvwnZTMAEskEg9i+99KvqNPknegHtlMAg/yEf8ZVEWKf8zGT96gFR3s5K5K3W6kujePLXsa3Gisr1+yhAdXjVNxWm3y/5x/9A9cLZZTMBEygSgTMojBzAh6sK9Y4oXPu2j/ZVOxBVUOVA70eDURwtFH4zUgU5viFn9cUXiqg3Kbb1WJEDvhepwSFpujHX+X+WCIx/KBT+kUS4Vj+OFH6ONiI7gaXC1FCbtK3YUAXxQaRK6fLoUaS8qBKatLezUZ2P5H6vm4AJFIOAGuH0XT8pKs4OLOUTnkXyVbHVagCV39BNvRrw5KeS9h42lO5VKL6x/2MU9iqWrZiOVRoHJSKfG4VtkQjT6l1R+LpV4Tq38vb5aL/KtTaSpc3/9zhG+aluBF6GMPl/7Xsjiu0cVhS2TRRweLT9gWg7XuwThZ8VB3hpAiaQCQLJ+tenEjmawvrjSN9v3XQuhWKTv1L4d+IAlmcihVV3LE0n7Ilo3+YsY1P4jUjHHIiGkBr9tC1/EVun8ncKCSrtXaKEk+m2Uu+M8/OZKB2lJYnR+ejDSGlWm3yw4qVtAFX9eeVEYhqIEJ9Tvz2xDbIyB2mfGkBsJmAC/SeQ9C+99KtvpejyBXcg+dT9ou0bWMrnxnYqK4o3WT8zWb96QJSPZnXDacRbiOajuNNptejY37OMbVNWVK5fxAHRsl54VTRvmoAJ5JmAGgAfQklnF5fnT6zIOWwfBdRyIPexT73wr4/ixAtVgKfEG9FScZTeyYnwlVh/E9o6ERavbsKK4v82DmAZ/1Coklyd/maEKf7lKDb1fMsJrhgHJJaHsP5etCTSCAQd+0tUbTqPGGn/S6p3etsETKAwBN5HSfQ9PylRoi9HYVewVAOi7FCkeCdqI7KjWCrsyDiganl9tD++sX8y2o4bIKuiL7Z5RhT/iMSec6OwLRJhWr0rCtc5dNMdazgKVz6fRapQxpYm//KJ8vuPouqOK6W3B9I5fqaNyKobQOV/FefnaNkoTryo3o7DvTQBE+gfgbj+JT9SXf+6kDB9n1WXStoWbCj8V4lAdYLsj3SjWm0/IUDxqzuGNibsX+ifKL4h/xbrSetU/k4hUeVhlyjxON1W653JPG3Nxsno70hpxlLH2qdR/JvC6ngnlPZfrI0qm8m29tUaAXpsVdytoriqt1bbLwhQOttV7/C2CZhAXwjE/qUffjXuyP4OJZd/ewqtX0Uh9reT9TOT9auqr8p3NWsAVfZVP1XcVbWB1Wq/2JRwxZFPTFq98GQcr3eBQK0KQRdO4yRNIKwCAzmFy9FoDR7XE7ZljfBkkCqgn0eXobnoUqSKrrYXomb2GBF+iVQJXPf/t3MvwLbVdR3AU1AuD58UKS8vipiSICqjoYmoNQE+CI0mKmKKQZ1hxqSmyXHEZMopQ6JxcjIGGkOxkVQmE/MxY0IkPkYnbCSk8EQkVKgJWj6x77e7lm6We5/HPdw45/D5zXzvWuu/9t7nvz54//u//utckw48Xfh8bHJs0upT62ktpWH6+V3MbXXxtbVb0sn3vyRfTKbVgX+sTq5bndT3eqbVhYQOpI9OOgFXBAjcOwR6k/q8pOPRWUn/2cy86pjV6kOXefWRNB6ddHz7h+T25EFJx5WbkpXqwOEFXXRcbXVCOzu29ya842G3HbtvTsZaS//7m67bkquT/xk/YGbba231WhfVu3Oi131ycmJyVdLvj34fXJ8oAgQ2pkDHkEXzr89NutwxqDV7b/PxHDf7JJ3zdezpHOxJyY8nrem8r2PCrydvTM5Irk1mHwbl8Lu13v5994MmO0s5XnTde09eOx5+IjtNa3tyXNLvk5OSc5PHJ6ck66kbJ2++ZThemrT3cN5/jzkv00SAwP+zwHrHrZ0ZV1+Wa+zc9szhWk/N9p+H/elmV40zS/lBax1Xp32bPe66RuenXVD+j9kT9je2wOwkYWP3VO82u8ChwwUsGiA+v4oL/N285t+Ss5MnJC8Zcke2r07+IFmpTswLXpd0IjxWf/Y1ydjHsX3cdkFyWtMB9OC8YM/k36cvnHO8fWg7PttmUW3PifHmftFrtBMgsHUEvpZLOT3pYl/HuyuSebV9aBxvPqevGcehA4YTnWQelByWdOK6Uo1j4dJKL5w5/6zsTxckZk7fZXf7cLSa/o8PlBa9tjfZXXgdr3X46Lts+r3z1KSm/WeszxlyXrZ/l3Qi3hsCRYDAxhJY9Pe+vexN50rVhc8Lkl9I9hhe3P+vyi4U9ib78KFturksDecn25K/STo2z6v19m/eZ7ZtNfPORe9t+1Lyp0O60Puu5GeSRyTrGesWXe9q/lvkRysCBDaAwKK/x+3aav4u78y4+pV8dsehPlzqg+0rk0W1qH+r6duiz2z7esfV6WePv8G6lBPfmZ50vHEF7rtxu6ZnW0zghuF69ltwXQ9Z0D5tviQNRyW9mT8j6WDaCWonqqcly9WP5eQ7k0cmvRE+IelvRPXG+ZykdZ8dmzX/2Rvs1g/t2Cz7563D2f78/rxFeduyn+IkAQJbUeCaXNTrk72Si5N539N9aNPq0+d5NbZ3cbB1+Y7ND7xo2C63eUpO9ib5tqSLg7ui1tL/lV770HTwfsl4rYv62wn1LyX7Js9M+h3QheFjkg8ligCBjSdw5zq71HnUryRd8HxxcmTSm/enJdclrXnzvj9J+7ak48pZyTOTebXe/s37zLW0dUy7PTl3mTddlXN/Ppz/iWH7nWE77/tluXnsPX29Q7dtCBBYh8B6/x7vzLja37p/WdIxtfPbNyfzxt40f99vabZtI9azh059aiN2Tp8WC8z74lv8amcI7LzAf+atNyU/muwx52P6T3OWqy5UdvI63sDfnP2LkpOT8Z8m/VT2l6v+BsD9kz59ekXy3mRcuPyR7Ld227FZ859fzTtuTR6RPGDOu7vw2ut/YvLZ4XxvvOdVF3Y7YV/tovC8z9BGgMDmFTgnXf/H5BnJS+ZcxvhA6clzzrXp6KH9+mF7abZfTk5KfnJom7fpZPSCpNtOTr+V7IpaS/9vTAe+nfQ7Yt53x/Ra5/W3N/2vTLpY+s3kw0m/A/qZ/S45JDksUQQIbB2BPnB/bnJLclzSRc1rk44BrUXzvl/OuZ9OPpB0vOxiYcfDBycbrf42Heqc85RkuXu6cT55w3AB/Q2s1t47Nnf589C7HDkgQIDA9wR2Zlztgudbk92TFyR9KN/Fw5cnm7UOSMd/Y+h8581qEwks92W5iS5DVzeJwF+nn32y3CdAs/X0HHRyulz1f6tvTC5O+hs88+pzM41fH/YfNNM2vu/+M23dfWDSm+HW9NyO1tX9eUletmcyLsiO7+qN9UlJJ6mfTvpPqzr5rMP2ZLY6Wb8wOTPpgoUiQODeJ/C1XPLpSRf+npBM6y1p+GbSydcPTk72xv2pyT8lHxvO9QHU2cP+27M9ddif3eyXg79Kxve+evbk3by/lv5/Iz/70qQPwaZj67a0nZu0OrleVCfnxG8nffg1W13Y6HdLvy+6SKIIENg6An3g0dptyP8dDH/0gfjhw/7svO9RafvD5I7kjOQTyeuSg5M/SjZa9bfYO698TPK+pHPsafVa+73wpeTq4eQXsu3Y+qTkkKGtmy5U/OrMsV0CBAjMCuzMuHpePqBj1BuSq5KXJh2PXpv0QfRmqvuks/3lhCuSPkB6T/LRRG0igd03UV91dfMLvDyX0MnW7yWHJh9M+gS+N/GdjO2bLKrenP5ZcnrSCdw7ks8kxyanJLcnvUke6/PDzguz7U3u5Ulv7n826WLnA5Jrki4u/Hzy8KQ3wfMmj2leVfUG++eSLhxsT96XHJV08tkBswueXbT416Sv+f3kk8n5yQ1JB9QuTPQ1nXjfmSgCBO6dAp1QvT7p+Dit69PQm/JXJp9KLkg6rhyTnJV0/Ds+6dg31sXZ6cS1428XC38t+XhyW3JE8vTkIcl1SW+Wv5rsqlpr/2twQvI7yeOSK5IHJ2cmRya1eEuyqN6QE7+YnJ0clvT9HetfkOyfXJTckSgCBLaOwGdzKU3/zl+WjGPEcdnvHOvm5KBknPftlv1Lkn2SFyc3Ja3XJCclpyadR74t2Uj1/HTmL5PnJO3ztcnfJ53nPj45PPmv5JTkW0mrD9n+Iuk1da7a6+7DoM6Zd0/+O1EECBCYCqx1XD0xH/DSpA9rXjF82K3Z9p649/Wdjx6dfD3ZaNV5Z9cKWr2P3zc5MNkjaV2ZdF1BESBAYFmB/XP27cmXk96cd8A7L+kEs8f97aPWw5Ied3AZqwNOb/Q7Meu5ppO5LhR0IXVavdEfX/vm4eQ5M219fyeBFyZdGHh/0rZOFlsHJD3+UA8m1ZvvnvvYpL0T6U4qu4jZ880tSW++p9VFhqVkfF23/YJ4UaIIENjaAr0B79/51y5zmR3zPjO8rot/0zotDR1fxjGkN7nvTh6TLKpjcuJdybeT8X3dLiWvSvZO5lXH7b6ui6WzdWMO2n7IbOMq99fS/4fnMy9PxrH1zux/OvnNZFqXpqF96qR6rGOz88mk7WNuy/5vJZ3YKgIENo7AcvOvN6Wb/Tt83KS7Bw3tH5hpf1z2O08b/853e33y3KRjYY8vS1rnJD2efX/bW09JOt/8UtKfc3f174/zWf2Zz0pay33uonln37dPUpc+wGo/+5nNF5L3Jl0EntYD09Cxcnx9t7323uR/MemceKwLs9PPO3ZsGLYdl9v+4Ul7Dy9Keu5pPVAECNzjAsuNL7tiXO09cRc7O197xpyr7wOljhF92N+6u8aZ9Y6rp6Uv7dc0X0lbvz/a7xcmfVg0rYeloe+bXb/o91Db3pnM1qL22dfYJ0BgCwncL9dyRNIb/LXWtryhk7knJnuu8OYOTh3wZwepvXLcp+JdNO0T/11Rva4jk0cm913hB3Sy2Rv1AxM34itgOU2AwPcJ9Ca04+laxrOOnY9NemO/f3JPjj1r6X/H1l5rJ9Y7Uz+cNz05OXhn3uw9BAhsSoHOAzvP6sPurV6z88/VXGu/C45KuoiqCBAgsFqBe9O4uloTryNAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAqsX+F/Fua8725bKHAAAAABJRU5ErkJggg==)
par(mfrow=c(1,1), pty="s")
## ss 8.2.4: Cross-validation estimates of predictive accuracy
## Footnote Code
## The cross-validated estimate of accuracy is stored in the list
## element acc.cv, in the output from the function CVbinary(), thus:
for (j in 1:4){
randsam <- sample(1:10, 212, replace=TRUE)
initial.acc <- CVbinary(frogs.glm0, rand=randsam,
print.details=FALSE)$acc.cv
reduced.acc <- CVbinary(frogs.glm, rand=randsam,
print.details=FALSE)$acc.cv
cat("Initial:", round(initial.acc,3), " Reduced:", round(reduced.acc,3), "\n")
}
## Initial: 0.769 Reduced: 0.769
## Initial: 0.764 Reduced: 0.774
## Initial: 0.774 Reduced: 0.769
## Initial: 0.774 Reduced: 0.778
## Sec 8.3: Logistic Models for Categorical Data -- an Example
## Create data frame from multi-way table UCBAdmissions (datasets)
dimnames(UCBAdmissions) # Check levels of table margins
## $Admit
## [1] "Admitted" "Rejected"
##
## $Gender
## [1] "Male" "Female"
##
## $Dept
## [1] "A" "B" "C" "D" "E" "F"
UCB <- as.data.frame.table(UCBAdmissions["Admitted", , ])
names(UCB)[3] <- "admit"
UCB$reject <- as.data.frame.table(UCBAdmissions["Rejected", , ])$Freq
UCB$Gender <- relevel(UCB$Gender, ref="Male")
## Add further columns total and p (proportion admitted)
UCB$total <- UCB$admit + UCB$reject
UCB$p <- UCB$admit/UCB$total
UCB.glm <- glm(p ~ Dept*Gender, family=binomial,
data=UCB, weights=total)
anova(UCB.glm, test="Chisq")
## Analysis of Deviance Table
##
## Model: binomial, link: logit
##
## Response: p
##
## Terms added sequentially (first to last)
##
##
## Df Deviance Resid. Df Resid. Dev Pr(>Chi)
## NULL 11 877
## Dept 5 855 6 22 <2e-16
## Gender 1 2 5 20 0.2159
## Dept:Gender 5 20 0 0 0.0011
summary(UCB.glm)$coef
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 0.49212 0.07175 6.8589 6.941e-12
## DeptB 0.04163 0.11319 0.3678 7.130e-01
## DeptC -1.02764 0.13550 -7.5842 3.345e-14
## DeptD -1.19608 0.12641 -9.4622 3.016e-21
## DeptE -1.44908 0.17681 -8.1956 2.493e-16
## DeptF -3.26187 0.23120 -14.1087 3.359e-45
## GenderFemale 1.05208 0.26271 4.0047 6.209e-05
## DeptB:GenderFemale -0.83205 0.51039 -1.6302 1.031e-01
## DeptC:GenderFemale -1.17700 0.29956 -3.9291 8.526e-05
## DeptD:GenderFemale -0.97009 0.30262 -3.2056 1.348e-03
## DeptE:GenderFemale -1.25226 0.33032 -3.7910 1.500e-04
## DeptF:GenderFemale -0.86318 0.40267 -2.1437 3.206e-02
## Sec 8.4: Poisson and Quasi-Poisson Regression
## ss 8.4.1: Data on aberrant crypt foci
## Footnote Code
## Plot count vs endtime: data frame ACF1 (DAAG)
plot(count ~ endtime, data=ACF1, pch=16, log="x")
![plot of chunk unnamed-chunk-1 plot of chunk 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CBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQILCKwY5FG2hAgQIAAgU0EnpF9x2+y3y4CBAgQIECAAIH2BG5NV29OfKS9LvVEgACBYQlIgA5rPc2GAAECfRC4OoPYrw8DMQYCBAgQIECAwEgE3pN5njiSuZomAQIEGgvs2biFBgQIECBAYHOBvSa7T8njTZtXtZcAAQIECBAgQGAJgQek7c8mpp+/luhKUwIECBAgQIAAAQIE5hW4PhVvS+wzbwP1CBAgQIAAAQIEFhIoXztUPnedtVBrjQgQIDASgd1HMk/TJECAAAECBAgQIECAAAECBAgQIEBghAISoCNcdFMmQIAAAQIECBAgQIAAAQIECBAgMBYBCdCxrLR5EiBAgAABAgQIECBAgAABAgQIEBihgJsgjXDRTZkAgW0VuEuOdr/EXSexRx6vSXx9ElfkUSFAgAABAgQIECBAgAABAgQ6EpAA7QhWtwQIjFrguMz+5MQJicMTm51tf3n2fyTxwcRfJr6SUAgQIECAAAECBAgQIECAAAECBAgQINA7gR/OiD6WKHfiXCS+mXanJvZL1FzcBb7m1TN2AgQIECBAoCYBd4GvabWMlQCBlQk4A3Rl9A5MgMDABP5L5vPna+Z0Q55/LvHFxLWJkuDcmbhzolwaf3Di/pPHPOy2d+L5ie9O/EDiSwmFAAECBAgQIECAAAECBAgQIECAAAECKxUoZ36WxGY567Oc/fh7ie9KlO/7nKfcN5WelzgvMT1ztFwWX2txBmitK2fcBAgQIECAQG0CzgCtbcWMlwABAgQIECBQqUA5y7MkLstZno9aYg7lzNB3JaZJ0JJYrbFIgNa4asZMgAABAgQI1CggAVrjqhkzAQIECBAgQKAygUMz3mnC8pktjL3cLf7zkz5Pa6G/VXQhAboKdcckQIAAAQIExiggATrGVTdnAgQaC2x2Z+LGnWlAgACBEQqU7+ss5abEP35ra7n/lOThGZMuHrRcV1oTIECAAAECBAgQIECAAAECEqDeAwQIEFhOoJwBWsqViXLTozbKlyedlBslKQQIECBAgAABAgQIECBAgMASAu4CvwSepgQIEIjAxROFe+fx8MQliWXLYycdfGrZjrQnQIAAAQIECBBYucDdM4KjEvsmLk2cnyhfoaQQIECAAAECBAgQqELgsIxyZ6J8iH1rYtk/LP1E+rh10t/P5bHG4jtAa1w1YyZAgAABAgTaFvjOdPi2RPmqpOl3xpfHkgR9WeJuiWWL7wBdVlB7AgQIECBAgACBuQRem1rTD7Xle0AfOlerXSuVy91flJgmUy/L9n13rVLNMwnQapbKQAkQIECAAIGOBH42/d6SmH5GXO/xM9n/wCWPLwG6JKDmBAiMQ2DHOKZplgQIEOhU4D7p/X2JI2eOct7ktYvz+LnEtYlvJMoH4TsnSsLz4MT9E8cmyofX/RKllDpPTJyZqLGUBOg+iXJH+7a+F7VGB2MmQIAAAQIExinwnEz7tDmn/u+p98hE+T75RUr5DHlW4uzECYt0oA0BAgQIECBAgACBeQUOTMXywXO9v+43ea18+H3WvAftaT1ngPZ0YQyLAAECBAgQ6FzggBzh6kSTz3+vXmJUzgBdAk9TAgQIECBAgACBxQS+P83ek7g50eSD7wWp//LEQYnaiwRo7Sto/AQIECBAgMCiAqekYZPPgKVu+Y7Qeyx4QAnQBeE0I0BgXALL3qxjXFpmS4AAga0F3pEqJcol7uXS9hIlqVkuby93AL1ToiQIr0t8NVEulf/XxEWJVZZyWX4Zn0KAAAECBAgQILC4QPljeNOyVxqcmPi7pg3VJ0CAAIH5BCRA53NSiwABAk0Fyvd9vn8STdtud/1yxsHFif23+8COR4AAAQIECBAYmMBhC85n0XYLHk4zAgQIjEtAAnRc6222BAgQWE/gxrx4YeKI9XYu8Fo547XcZK+cBesmSAsAakKAAAECBAhUK1BuZrlIKV+fpBAgQIBARwISoB3B6pYAAQIVCZSzVR/d4nhvbbEvXREgQIAAAQIEahIof1Q+coEBr/rrkBYYsiYECBCoR2D3eoZqpAQIECBAgAABAgQIECBAoNcCb1lgdNemzXsXaKcJAQIECMwpIAE6J5RqBAgQIECAAAECBAgQIEBgC4HXZ/8Xtqizdvfv54Vvrn3RcwIECBBoT0ACtD1LPREgQIAAAQIECBAgQIDAuAVKIvPZiXm/0/MDqfvKcZOZPQECBLoXkADt3tgRCBAgQIAAAQIECBAgQGA8Amdnqk9KXLnFlN+e/U9O3LRFPbsJECBAYEkBN0FaElBzAgRGL/CiCJzSkcLvpt8SCgECBAgQIECAQF0C78pwy82QfjnxzMQDE6WUZOf7EqcmTk8oBAgQILANAhKg24DsEAQIDFrgzpndAR3N8C4d9atbAgQIECBAgACB7gXKGaAvmUT5zHi3xBWJ2xIKAQIECGyjgAToNmI7FAECgxQoX1q/X+IXE9OvFbkh21clli3ljqAKAQIECBAgQIBA/QLlu0Hd6Kj+dTQDAgQIECBAgMCoBZ6b2d+SKH/RvzxxSGKs5dZMvDh0dWbsWF3NmwABAgQIECCwVuD4vFA+d521dofnBAgQIHC7wPRspdtfsUWAAAECiwi8Po1OnjQ8MI+nJfwbOwHxQIAAAQIECBAgQIAAAQIECBAgQIDAMAT+KdMof4UvUb70fozFGaBjXHVzJkCAAAECBFYh4AzQVag7JgECBAgQIEBg5AL3y/yvSZQEaPmS+30TYysSoGNbcfMlQIAAAQIEViUgAboqecclQKAqAZdnVrVcBkuAQAUCX8gYT5mMc/88/kwFYzZEAgQIECBAgAABAgQIECAwWAF3gR/s0poYAQIrFDg1x757opz9+Y0VjsOhCRAgQIAAAQIECBAgQIDA6AUkQEf/FgBAgEAHAuXy91d10K8uCRAgQIAAAQIECBAgQIAAgYYCLoFvCKY6AQIECBAgQIAAAQIECBAgQIAAAQL1CEiA1rNWRkqAAAECBAgQIECAAAECBAgQIECAQEMBCdCGYKoTIECAAAECBAgQIECAAAECBAgQIFCPgARoPWtlpAQIECBAgAABAgQIECBAgAABAgQINBSQAG0IpjoBAgQIECBAgAABAgQIECBAgAABAvUISIDWs1ZGSoAAAQIECBAgQIAAAQIECBAgQIBAQwEJ0IZgqhMgQIAAAQIECBAgQIAAAQIECBAgUI+ABGg9a2WkBAgQIECAAAECBAgQIECAAAECBAg0FJAAbQimOgECBAgQIECAAAECBAgQIECAAAEC9QhIgNazVkZKgAABAgQIECBAgAABAgQIECBAgEBDAQnQhmCqEyBAgAABAgQIECBAgAABAgQIECBQj4AEaD1rZaQECBAgQIAAAQIECBAgQIAAAQIECDQUkABtCKY6AQIECBAgQIAAAQIECBAgQIAAAQL1CEiA1rNWRkqAAAECBAgQIECAAAECBAgQIECAQEMBCdCGYKoTIECAAAECBAgQIECAAAECBAgQIFCPgARoPWtlpAQIECBAgAABAgQIECBAgAABAgQINBSQAG0IpjoBAgQIECBAgAABAgQIECBAgAABAvUISIDWs1ZGSoAAAQIECBAgQIAAAQIECBAgQIBAQwEJ0IZgqhMgQIAAAQIECBAgQIAAAQIECBAgUI+ABGg9a2WkBAgQIECAAAECBAgQIECAAAECBAg0FJAAbQimOgECBAgQIECAAAECBAgQIECAAAEC9QhIgNazVkZKgAABAgQIECBAgAABAgQIECBAgEBDAQnQhmCqEyBAgAABAgQIECBAgAABAgQIECBQj4AEaD1rZaQECBAgQIAAAQIECBAgQIAAAQIECDQUkABtCKY6AQIECBAgQIAAAQIECBAgQIAAAQL1CEiA1rNWRkqAAAECBAgQIECAAAECBAgQIECAQEMBCdCGYKoTIECAAAECBAgQIECAAAECBAgQIFCPgARoPWtlpAQIECBAgAABAgQIECBAgAABAgQINBSQAG0IpjoBAgQIECBAgAABAgQIECBAgAABAvUISIDWs1ZGSoAAAQIECBAgQIAAAQIECBAgQIBAQwEJ0IZgqhMgQIAAAQIECBAgQIAAAQIECBAgUI+ABGg9a2WkBAgQIECAAAECBAgQIECAAAECBAg0FJAAbQimOgECBAgQIECAAAECBAgQIECAAAEC9QhIgNazVkZKgAABAgQIECBAgAABAgQIECBAgEBDAQnQhmCqEyBAgAABAgQIECBAgAABAgQIECBQj4AEaD1rZaQECBAgQIAAAQIECBAgQIAAAQIECDQUkABtCKY6AQIECBAgQIAAAQIECBAgQIAAAQL1CEiA1rNWRkqAAAECBAgQIECAAAECBAgQIECAQEMBCdCGYKoTIECAAAECBAgQIECAAAECBAgQIFCPgARoPWtlpAQIECBAgAABAgQIECBAgAABAgQINBSQAG0IpjoBAgQIECBAgAABAgQIECBAgAABAvUISIDWs1ZGSoAAAQIECBAgQIAAAQIECBAgQIBAQwEJ0IZgqhMgQIAAAQIECBAgQIAAAQIECBAgUI+ABGg9a2WkBAgQIECAAAECBAgQIECAAAECBAg0FJAAbQimOgECBAgQIECAAAECBAgQIECAAAEC9QhIgNazVkZKgAABAgQIECBAgAABAgQIECBAgEBDAQnQhmCqEyBAgAABAgQIECBAgAABAgQIECBQj4AEaD1rZaQECBAgQIAAAQIECBAgQIAAAQIECDQUkABtCKY6AQIECBAgQIAAAQIECBAgQIAAAQL1CEiA1rNWRkqAAAECBAgQIECAAAECBAgQIECAQEMBCdCGYKoTIECAAAECBAgQIECAAAECBAgQIFCPgARoPWtlpAQIECBAgAABAgQIECBAgAABAgQINBSQAG0IpjoBAgQIECBAgAABAgQIECBAgAABAvUISIDWs1ZGSoAAAQIECBAgQIAAAQIECBAgQIBAQwEJ0IZgqhMgQIAAAQIECBAgQIAAAQIECBAgUI+ABGg9a2WkBAgQIECAAAECBAgQIECAAAECBAg0FJAAbQimOgECBAgQIECAAAECBAgQIECAAAEC9QhIgNazVkZKgAABAgQIECBAgAABAgQIECBAgEBDAQnQhmCqEyBAgAABAgQIECBAgAABAgQIECBQj4AEaD1rZaQECBAgQIAAAQIECBAgQIAAAQIECDQUkABtCKY6AQIECBAgQIAAAQIECBAgQIAAAQL1CEiA1rNWRkqAAAECBAgQIECAAAECBAgQIECAQEMBCdCGYKoTIECAAAECBAgQIECAAAECBAgQIFCPgARoPWtlpAQIECBAgAABAgQIECBAgAABAgQINBSQAG0IpjoBAgQIECBAgAABAgQIECBAgAABAvUISIDWs1ZGSoAAAQIECBAgQIAAAQIECBAgQIBAQwEJ0IZgqhMgQIAAAQIECBAgQIAAAQIECBAgUI+ABGg9a2WkBAgQIECAAAECBAgQIECAAAECBAg0FJAAbQimOgECBAgQIECAAAECBAgQIECAAAEC9QhIgNazVkZKgAABAgQIECBAgAABAgQIECBAgEBDAQnQhmCqEyBAgAABAgQIECBAgAABAgQIECBQj4AEaD1rZaQECBAgQIAAAQIECBAgQIAAAQIECDQUkABtCKY6AQIECBAgQIAAAQIECBAgQIAAAQL1CEiA1rNWRkqAAAECBAgQIECAAAECBAgQIECAQEMBCdCGYKoTIECAAAECBAgQIECAAAECBAgQIFCPgARoPWtlpAQIECBAgAABAgQIECBAgAABAgQINBSQAG0IpjoBAgQIECBAgAABAgQIECBAgAABAvUISIDWs1ZGSoAAAQIECBAgQIAAAQIECBAgQIBAQwEJ0IZgqhMgQIAAAQIECBAgQIAAAQIECBAgUI+ABGg9a2WkBAgQIECAAAECBAgQIECAAAECBAg0FJAAbQimOgECBAgQIECAAAECBAgQIECAAAEC9QhIgNazVkZKgAABAgQIECBAgAABAgQIECBAgEBDAQnQhmCqEyBAgAABAgQIECBAgAABAgQIECBQj4AEaD1rZaQECBAgQIAAAQIECBAgQIAAAQIECDQUkABtCKY6AQIECBAgQIAAAQIECBAgQIAAAQL1CEiA1rNWRkqAAAECBAgQIECAAAECBAgQIECAQEMBCdCGYKoTIECAAAECBAgQIECAAAECBAgQIFCPgARoPWtlpAQIECBAgAABAgQIECBAgAABAgQINBSQAG0IpjoBAgQIECBAgAABAgQIECBAgAABAvUI7FnPUI2UAAECgxIo//4enXhA4obEJxOXJRQCBAgQIECAAAECBAgQIECAAAECBAj0VuAeGdnjEycnnp64e2Jt+dG8cHHitjXx2Tz/gUTt5dZMoMztgNonYvwECBAgQIAAgZ4LHJ/xlc9dZ/V8nIZHgAABAgQIECAwAIFyRufLEzsTs4nNK/O8JDyn5VezMbt/ve0/SZ0d0wYVPkqAVrhohkyAAAECBAhUKSABWuWyGTQBAgQIECBAoD6Bkvw8O7FeMrO8VpKiT0l8z0ydkiQsf6n/48T/TKxt/1N5rdYiAVrryhk3AQIECBAgUJuABGhtK2a8BAgQIECAAIFKBX45454mP6/J9msTv5Y4LXFjouz7TOKdk+3P5fGxibXl+/LClxOlfjlz9F6JGosEaI2rZswECBAgQIBAjQISoDWumjETIECAAAECBCoTKN/xeW2iJC3PTxyemC3H5MnXEtME6S3Z/q7ZCmu2T5yp+8I1+2p5KgFay0oZJwECBAgQIFC7gARo7Sto/AQIbItAuWxTIUCAAIHFBR6WpnebNH9eHi+ZbE8fzs3GKYn/PXnhr/P48cn2eg/vzov/nHhi4qHrVejgtfKz4NWJwzvoW5cECBAgQIAAAQIECBAgQGClAhKgK+V3cAIEBiAwTVJelbl8YIP5nDHz+kdntjfa/GR2bGcCdP8c78cTbf9MqPlGTuFQCBAgQIAAAQIECBAgQGAIAm3/sjsEE3MgQIBAE4H9JpXLd39uVK6b2VESpVuVnZMK0zNLt6q/7P6vpoNyqf6hy3Y0aV++67QkP8tl/woBAgQIECBAgAABAgQIEFipgAToSvkdnACBAQiU7/0s5f6JAxPl+z7XlkfMvHD0zPZGm4+d7Pj0RhU6eL3cpKmEQoAAAQIECBAgQIAAAQIEBiWw+6BmYzIECBDYfoFpkrKc8fgH6xx+r7z2OzOvPyvb5cZJG5XDs+ORk53nbVTJ6wQIECBAgAABAgQIECBAgAABAgQIENgugbflQNO7vL8l249LHJk4KfGpRNlXLn2/aLL95jzuk1hbHpAXPpco9ctl8NNEaDarKu4CX9VyGSwBAgQIECBQsYC7wFe8eIZOgAABAgQIEKhJ4IgM9obENAm63uNLsv/nZ+qUZOgvJB6feGbiTxKXJaZt/zTbtRYJ0FpXzrgJECBAgACB2gQkQGtbMeMlQIAAAQIECFQscFzGfmFimsCcffybvL5H4q6JT2xQZ7Z+uax+enOlbFZXJECrWzIDJkCAAAECBCoVkACtdOEMmwABAgQIECBQq0BJcD4/8ZrEuxN/lXhqYkdiWg7KxnsTswnP6XZJHJYzQde7PD4vV1MkQKtZKgMlQIAAAQIEKheQAK18AQ2fAIHtEXAX+O1xdhQCBMYhcH2m+WdbTPXy7H9c4rGJExPlez/L94P+S+LDiXMTCgECBAgQIECAAAECBAgQINCSgARoS5C6IUCAQEOBM1O/hEKAAAECBAgQIECAAAECBAh0KLB7h33rmgABAgQIECBAgAABAgQIECBAgAABAisVkABdKb+DEyBAgAABAgQIECBAgAABAgQIECDQpYAEaJe6+iZAgAABAgQIECBAgAABAgQIECBAYKUCEqAr5XdwAgQIECBAgAABAgQIECBAgAABAgS6FJAA7VJX3wQIECBAgAABAgQIECBAgAABAgQIrFRAAnSl/A5OgAABAgQIECBAgAABAgQIECBAgECXAhKgXerqmwABAgQIECBAgAABAgQIECBAgACBlQpIgK6U38EJECBAgAABAgQIECBAgAABAgQIEOhSQAK0S119EyBAgAABAgQIECBAgAABAgQIECCwUgEJ0JXyOzgBAgQIECBAgAABAgQIECBAgAABAl0KSIB2qatvAgQIECBAgAABAgQIECBAgAABAgRWKiABulJ+BydAgAABAgQIECBAgAABAgQIECBAoEsBCdAudfVNgAABAgQIECBAgAABAgQIECBAgMBKBSRAV8rv4AQIECBAgAABAgQIECBAgAABAgQIdCkgAdqlrr4JECBAgAABAgQIECBAgAABAgQIEFipgAToSvkdnAABAgQIECBAgAABAgQIECBAgACBLgUkQLvU1TcBAgQIECBAgAABAgQIECBAgAABAisVkABdKb+DEyBAgAABAgQIECBAgAABAgQIECDQpYAEaJe6+iZAgAABAgQIECBAgAABAgQIECBAYKUCEqAr5XdwAgQIECBAgAABAgQIECBAgAABAgS6FJAA7VJX3wQIECBAgAABAgQIECBAgAABAgQIrFRAAnSl/A5OgAABAgQIECBAgAABAgQIECBAgECXAhKgXerqmwABAgQIECBAgAABAgQIECBAgACBlQpIgK6U38EJECBAgAABAgQIECBAgAABAgQIEOhSQAK0S119EyBAgAABAgQIECBAgAABAgQIECCwUgEJ0JXyOzgBAgQIECBAgAABAgQIECBAgAABAl0KSIB2qatvAgQIECBAgAABAgQIECBAgAABAgRWKiABulJ+BydAgAABAgQIECBAgAABAgQIECBAoEsBCdAudfVNgAABAgQIECBAgAABAgQIECBAgMBKBSRAV8rv4AQIECBAgAABAgQIECBAgAABAgQIdCkgAdqlrr4JECBAgAABAgQIECBAgAABAgQIEFipgAToSvkdnAABAgQIECBAgAABAgQIECBAgACBLgUkQLvU1TcBAgQIECBAgAABAgQIECBAgAABAisVkABdKb+DEyBAgAABAgQIECBAgAABAgQIECDQpYAEaJe6+iZAgAABAgQIECBAgAABAgQIECBAYKUCEqAr5XdwAgQIECBAgAABAgQIECBAgAABAgS6FJAA7VJX3wQIECBAgAABAgQIECBAgAABAgQIrFRAAnSl/A5OgAABAgQIECBAgAABAgQIECBAgECXAhKgXerqmwABAgQIECBAgAABAgQIECBAgACBlQpIgK6U38EJECBAgAABAgQIECBAYMACT8vc3pv4YuLyxIWJ1yTuk1AIECBAgAABAgQIEKhU4NaM+7bEAZWO37AJECBAgAABAssK3DcdfDYx/VxUPhvNxs48/9PEsuX4dFD6PWvZjrQnQIAAAQIECBAgQGB+gekHfQnQ+c3UJECAAAECBIYjcHim8o3EbMJzo+0zlpy2BOiSgJoTIDAOAZfAj2OdzZIAAQIECBAgQIAAAQIEtkfgwznMnec81BNT7yVz1lWNAAECBBYUkABdEE4zAgQIECBAgAABAgQIECCwRuAFeX7wmtc2e7ojO39tswr2ESBAgMDyAhKgyxvqgQABAgQIECBAgAABAgQIFIGTF2AoZ4s+c4F2mhAgQIDAnAISoHNCqUaAAAECBAgQIECAAAECBLYQuP8W+zfa/aSNdnidAAECBJYXkABd3lAPBAgQIECAAAECBAgQIECgCOy1IMNBC7bTjAABAgTmEJAAnQNJFQIECBAgQIAAAQIECBAgMIfATXPUWa/KV9Z70WsECBAg0I6ABGg7jnohQIAAAQIECBAgQIAAAQIXLUjwtwu204wAAQIE5hCQAJ0DSRUCBAgQIECAAAECBAgQIDCHwO/PUWdtlWvzwjvWvug5AQIECLQnIAHanqWeCBAgQIAAAQIECBAgQGDcAqdl+k3OAr0t9X9x3GRmT4AAge4FJEC7N3YEAgQIECBAgAABAgQIEBiPwHGZ6tVzTLckP/8y8Rdz1FWFAAECBJYQkABdAk9TAgQIECBAgAABAgQIECCwRuCqPD808eFESXKuV27Miy9M/OR6O71GgAABAu0K7Nlud3ojQIAAAQIECBAgQIAAAQKjF7g+Ao9JPDTx4sTDE3dNXJZ4a+J/JG5OKAQIECCwDQISoNuA7BAECBAgQIAAAQIECBAgMEqB8zLrHx/lzE2aAAECPRJwCXyPFsNQCBAgQIAAAQIECBAgQIAAAQIECBBoV0ACtF1PvREgQIAAAQIECBAgQIAAAQIECBAg0CMBCdAeLYahECBAgAABAgQIECBAgAABAgQIECDQroAEaLueeiNAgAABAgQIECBAgAABAgQIECBAoEcCEqA9WgxDIUCAAAECBAgQIECAAAECBAgQIECgXQEJ0HY99UaAAAECBAgQIECAAAECBAgQIECAQI8EJEB7tBiGQoAAAQIECBAgQIAAAQIECBAgQIBAuwISoO166o0AAQIECBAgQIAAAQIECBAgQIAAgR4JSID2aDEMhQABAgQIECBAgAABAgQIECBAgACBdgUkQNv11BsBAgQIECBAgAABAgQIECBAgAABAj0SkADt0WIYCgECBAgQIECAAAECBAgQIECAAAEC7QpIgLbrqTcCBAgQIECAAAECBAgQIECAAAECBHokIAHao8UwFAIECBAgQIAAAQIECBAgQIAAAQIE2hWQAG3XU28ECBAgQIAAAQIECBAgQIAAAQIECPRIQAK0R4thKAQIECBAgAABAgQIECBAgAABAgQItCsgAdqup94IECBAgAABAgQIECBAgAABAgQIEOiRgARojxbDUAgQIECAAAECBAgQIECAAAECBAgQaFdAArRdT70RIECAAAECBAgQIECAAAECBAgQINAjAQnQHi2GoRAgQIAAAQIECBAgQIAAAQIECBAg0K6ABGi7nnojQIAAAQIECBAgQIAAAQIECBAgQKBHAhKgPVoMQyFAgAABAgQIECBAgAABAgQIECBAoF0BCdB2PfVGgAABAgQIECBAgAABAgQIECBAgECPBCRAe7QYhkKAAAECBAgQIECAAAECBAgQIECAQLsCEqDteuqNAAECBAgQIECAAAECBAgQIECAAIEeCUiA9mgxDIUAAQIECBAgQIAAAQIECBAgQIAAgXYFJEDb9dQbAQIECBAgQIAAAQIECBAgQIAAAQI9EpAA7dFiGAoBAgQIECBAgAABAgQIECBAgAABAu0KSIC266k3AgQIECBAgAABAgQIECBAgAABAgR6JCAB2qPFMBQCBAgQIECAAAECBAgQIECAAAECBNoVkABt11NvBAgQIECAAAECBAgQIECAAAECBAj0SEACtEeLYSgECBAgQIAAAQIECBAgQIAAAQIECLQrIAHarqfeCBAgQIAAAQIECBAgQIAAAQIECBDokYAEaI8Ww1AIECBAgAABAgQIECBAgAABAgQIEGhXQAK0XU+9ESBAgAABAgQIECBAgAABAgQIECDQIwEJ0B4thqEQIECAAAECBAgQIECAAAECBAgQINCugARou556I0CAAAECBAgQIECAAAECBAgQIECgRwISoD1aDEMhQIAAAQIECBAgQIAAAQIECBAgQKBdAQnQdj31RoAAAQIECBAgQIAAAQIECBAgQIBAjwQkQHu0GIZCgAABAgQIECBAgAABAgQIECBAgEC7AhKg7XrqjQABAgQIECBAgAABAgQIECBAgACBHgns2aOxGAoBAgTGJHDPTPZhibsmvpC4OHFjQiFAgAABAn0UOCyD+v7EEYmdifJz6+2JLycUAgQ2Fij/z/xB4jsSd0l8LfHGxG8nFAIECBAgQIAAAQLVCRyYEf9covxCeNw6o98rr/1K4tLEbWviqjx/TeLIRO3l1kygzO+A2idi/AQIECCw231i8KbE9N/22Z9ft+T1P0/cI6EQILCrQDnZ6DOJ9f7fKf8flf9/XppYthyfDkp/Zy3bkfYECBAgQIAAAQIEthIoHz6/lJj+YnjSmgblbM9zZ/ZP6619vCF1Tl7Ttran0w/6EqC1rZzxEiBAYFeBh+Tp7M+2tT+zps8vSL1Dd23qGYFRC+yb2X8zMf1/ZKPH8pnpLUtKSYAuCag5AQIECBAgQIDAfAKPSLWbE7Mfbp8707Rc5n7+zP7yYfeTiXJGzasT70xclpht/6N5XmuRAK115YybAAECtwuUBM5FidmfTZttfyJ1fb3W7X62xi1QLnPf7P+X2X3lc9OLluCSAF0CT1MCBAgQIECAAIH5BcolR9MPsq/P9kPXND11Zv852X7Mmv3l6d6JFyeuT5S+ypmgByVqLBKgNa6aMRMgQGBXgZfl6fRn27yPtV/BsKuAZwQWE/iFNJt+Fpr3/52bFjvUt1pJgC6BpykBAgQIECBAgMB8Asek2vTD7WvXabJHXpsmNb+S7XutU2f2pf+cJ9P+fnV2R0Xb0w/9LoGvaNEMlQABAmsEyg36pj+P5n38+Jo+PCUwRoHyeW/e/2dm65XPgIsUCdBF1LQhQGB0Ai5TGd2SmzABAi0LPHjSX/kA+8J1+i7fn7bP5PVyt8+vrlNn9qVyWfxPJR6f+A+J30lsR3lcDnLYdhzIMQgQIECg9wLlrtWLfKfnsWlXfuaVqxgUAmMVKDfFXKQ8P43K50CFAAECBDoQkADtAFWXBAiMSmCaNPx8Zn3lOjMvv0ROy0enG1s8fiD7SwJ02vcW1ZfeXe7w++7EjqV72rWDtvvbtXfPCBAgQKArgYOX6Lhc6XDJEu01JVC7wO4LTuDeC7bTjAABAgTmEJAAnQNJFQIECGwiUG4QUcp9E/dMXFWezJRFLgecfgDe6mzRmcMstVku1frNxOFL9XJ74x/LZkl+3nb7S7YIECBAoCKBq5cY6zJtlzispgR6I1A+/yzyR2D/7/RmCQ2EAAECBAgQIEBgrUC5RLB80C3x3LU7J88vnOz/+Q32z75cPjB/aVL/D2d3VLTtO0ArWixDJUCAwDoCd8prX09Mf77N+/jZdfryEoGxCVyTCc/7/8xsvZcuCOU7QBeE04wAAQIECBAgQKCZwKWpXj7AXpA4ZJ2mr5zs/3Iet7ox0CmTuqW/ZyVqLBKgNa6aMRMgQGBXgdfm6WxyZp7t8l3XCoGxC7wuAPP8/zJbp3x2WuSs0WItAVoUFAIECBAgQIAAgc4FnpEjTD/EXpztJ605YrkT/N9P6nwojw9es7883SvxZ4lpP5/O9t0SNRYJ0BpXzZgJECCwq8DheXpdYvpzaavH8rUt5atgFAIEdtvtpiBs9f/M7P7Tl0CTAF0CT1MCBAgQIECAAIFmAq9K9dkPsuWGR7+VODFxVOJ+ibMSpc6NibclypmhJc5MXJ+Yti/bD0vUWiRAa1054yZAgMCuAifl6c2J6c+njR7LXd9P2LWpZwRGLVD+f5h+Htro/5vp6+VKomWKBOgyetoSIECAAAECBAg0Eihnef5xYmdi+oF2kceS/PxPiZrL9AP/Vpf71zxHYydAgMBYBB6XiV6S2Ohn2nnZd2xCIUBgV4HH5Ok3Exv9v1M+L31y1yYLPZMAXYhNIwIECBAgQIAAgWUEyi+Bb0hcm9joA+96r5ezZ96YeECi9iIBWvsKGj8BAgR2Fdg7T5+T+OvEBxPvT/xV4ocT5Q+ACgECGwv8bnaVr4gol8XfkvhG4pxESZC2USRA21DUBwECgxdY9IuWBw9jggQIEFhSYJ+0Lx9sj06Uy9kPSpTv9CxRLicsCdKrE+W7Ps9NvDdR7ho6hFISoOXny4GJK4YwIXMgQIAAAQIECPRUoCRAy9csnZ04oadjNCwCBAisXGDPlY/AAAgQIDBMgXJG57snMcwZmhUBAgQIECBAgAABAgQIEKhAYPcKxmiIBAgQIECAAAECBAgQIECAAAECBAgQWEhAAnQhNo0IECBAgAABAgQIECBAgAABAgQIEKhBQAK0hlUyRgIECBAgQIAAAQIECBAgQIAAAQIEFhKQAF2ITSMCBAgQIECAAAECBAgQIECAAAECBGoQkACtYZWMkQABAgQIECBAgAABAgQIECBAgACBhQQkQBdi04gAAQIECBAgQIAAAQIECBAgQIAAgRoEJEBrWCVjJECAAAECBAgQIECAAAECBAgQIEBgIQEJ0IXYNCJAgAABAgQIECBAgAABAgQIECBAoAaBPWsYpDESINALgSMzivsmLk1c0GBEpd0TEw9JvCBxa0IhQIAAAQIECBAgQIAAAQIECBAgQIBArwRendHclji14ah+adKutD2kYVvV6xQoSe6y3gfUOXyjJkCAAAECBAhUI3B8Rlo+d51VzYgNlAABAisQcAn8CtAdksDIBPafma+E2AyGTQIECBAgQIAAAQIECBAgQKB7AZfAd2/sCARqEzg0Az5pnUEfPXntYXn82XX2r32p/IHlXoly2XspNyeaXDr/rUb+Q4AAAQIECBAgQIAAAQIECBAgQIAAgTYF9khn5yTKpTRtxsfaHKS+ei3gEvheL4/BESBAgAABAgMScAn8gBbTVAgQ6E7AJfDd2eqZQK0COzPwn2l58J9Pf89uuU/dESBAgAABAgQIECBAgAABAgS2FHAJ/JZEKhAYpcD7M+unJ2a/v/O5ef64xJmJv0psVW5JhesTlyU+lfhGQiFAgAABAgQIECBAgAABAgQIbKuABOi2cjsYgaoE3rpmtI/K85IAPT/xuoRCgAABAgQIECBAgAABAgQIEOi9gARo75fIAAn0RuBvM5LPJM7tzYgMhAABAgQIECBAgAABAgQIECCwhYAE6BZAdhMg8P8F3pOtEgoBAgQIECBAgAABAgQIECBAoBoBN0GqZqkMlAABAgQIECBAgAABAgQIECBAgACBpgLOAG0qpj4BAkXg2MQPJA5I7J2Y948pP526CgECBAgQIECAAAECBAgQIECAAAECBHopcHhG9aHEbQtGmikjELg1cyzvkZIgVwgQIECAAAECBLoTOD5dl89dZ3V3CD0TIECgfgFngNa/hmZAYLsE7pQDvTnxyO06oOMQIECAAAECBAgQIECAAAECBJYVkABdVlB7AuMRODlTnSY/b8n2HyXen7gycXNCIUCAAAECBAgQIECAAAECBAj0TkACtHdLYkAEeivw3ZORleTnUxJn9HakBkaAAAECBAgQIECAAAECBAgQmAjMe+MSYAQIEHjEhOCjeZT89H4gQIAAAQIECBAgQIAAAQIEqhCQAK1imQySQC8EpmeMl8veFQIECBAgQIAAAQIECBAgQIBAFQISoFUsk0ES6IVAuft7Ke7s/f8c/JcAAQIECBAgQIAAAQIECBCoQEACtIJFMkQCPRH44GQcJ+RxejZoT4ZmGAQIECBAgAABAgQIECBAgACB9QUkQNd38SoBAncUeFNeujBxZOJFd9ztFQIECBAgQIAAAQIECBAgQIAAAQIECNQtcHiG/6XEbYm3Jr43ce/EjoRCYCpwazbKe8TXJUxFPBIgQIAAAQIEuhE4Pt2Wz11nddO9XgkQIDAMAZexDmMdzYLAdgj8RA5yYuILiUMST51EHna7MXFd2diiHLjFfrsJECBAgAABAgQIECBAgAABAq0KSIC2yqkzAoMWOC6ze/YGM9w7r5dQCBAgQIAAAQIECBAgQIAAAQK9EpAA7dVyGAyBXgtcndF9sdcjNDgCBAgQIECAAAECBAgQIECAAAECBAgQINCxgO8A7RhY9wQIECBAgACBiYDvAPVWIECAwBwC7gI/B5IqBAgQIECAAAECBAgQIECAAAECBAjUKSABWue6GTUBAgQIECBAgAABAgQIECBAgAABAnMISIDOgaQKAQIECBAgQIAAAQIECBAgQIAAAQJ1CrgJUp3rZtQEViHw5Bz0kUse+GVLttecAAECBAgQIECAAAECBAgQIECAAAECnQi8Or3etmR0MjCd9k7ATZB6tyQGRIAAAQIECAxUwE2QBrqwpkWAQLsCzgBt11NvBAgQINCNwL3S7XGJAxJXJD6e+EpCIUCAAAECBAj0XeDIDPDoxL6JLyc+lLguoRAgQIDANglIgG4TtMMQGIDAqZnDO7aYR/k3Zb/EEYmnJL4jcWmi/GX6cwmFQFOBY9LgVYn/mJj93upyNvI7E6ckzkkoBAgQIECAAIG+CTwpA3pFonwmni035skbEr+eKAlRhQABAgQIECBAoFKBkgx9XaIkqs5PHJRQxiHQ1iXwPxKubyQ2++qF8gvEc8bBapYECBAgQIBARQKvzFg3+wxT9pXk53ctOSeXwC8JqDkBAgQIECBAoA2Bt6WT8gHvH9roTB9VCLSRAD0hM705sdUvDmX/LYkTEwoBAgQIECBAoA8Cv5RBzPMZptS5LHHoEoOWAF0CT1MCBAgQIECAQFsCP5GOyoe7rydmL2Fuq3/99E9g2QToHpnSeYl5f3Eo9S5I7JVQCBAgQIAAAQKrFCjJzBsSTT7HvHGJAUuALoGnKQECBAgQIECgLYHyfaDTD4Brv/+orWPop18CyyZAy/d9Tt8zTR6f2i8GoyFAgAABAgRGKPCyzLnJ55dSd2ei3PBxkSIBuoiaNgQIjE7A2VijW3ITJrDtAg+aOeJhM9s2CWwk8ISNdmzx+qLttujWbgIECBAgQIDA3AKLfB4pv5c/fu4jqEiAAAECjQUkQBuTaUCAQEOBk2bq/8vMtk0CGwks+j1Yi7bbaBxeJ0CAAAECBAg0FVj088ii7ZqOT30CBAiMUkACdJTLbtIEtkXggBzldYmfnhzta3n83GTbA4HNBMqd3xcp5fu2FAIECBAgQIDAKgUW/RyzaLtVztWxCZ+ghrYAAEAASURBVBAgUI3AntWM1EAJEFi1wG9lAM+aYxDlRjR3SRyY2DFT/1Uz2zYJbCbw6c12brLvM5vss4sAAQIECBAgsB0C5XPMgxc40KKffxY4lCYECBAgQIAAAQIbCbw6O5p+ofu0/lvTdjYZutExvD4MgWVvgnRkGMrNAKbvn3keyzEfMgw+syBAgAABAgQqFnh2xj7PZ5fZOl9Nm0VPTnITpIrfLIZOgMD2CbgEfvusHYlA7QI3ZgLXzRlXpV653P0tiSclyveAlg95CoF5BC5MpTfMU3Gmzt9k25kTMyA2CRAgQIAAgZUIvClHbfqZ5OVpc8tKRuugBAgQIECAAAECBAgsJLDsGaDloPslyi8Ps2dHbLR9QerdM6EQIECAAAECBPogcHQGcU1io88us6+XEwaWOTHJGaB9WHFjIECAAAECBAgQGJ1AGwnQgnZQ4j2J2V8S1m6/L/sPTigECBAgQIAAgT4JfHsGc1Fi7WeX2eevyf47LTloCdAlATUnQGAcAot+z8g4dMySAIHNBMp3epbvaixf8n5U4rDE1xOXJ8qHvXclvplQCCwqUN5Lj088PfFjiUclys21rkh8JHFa4vSEQoAAAQIECBDom8A5GdBDEz+ZeGainBW6b+LSxJmJUxMfTSgECBAgQIAAAQI9FXhExlUSULN/wV67XS77KX/VLpcyK+MSaOsM0HGpmS0BAgQIECBAoLmAM0Cbm2lBgAABAgQIENhS4PdSY2dibcJzo+efTd1yhqgyHgEJ0PGstZkSIECAAAECqxWQAF2tv6MTIFCJgEvgK1kowyTQE4HnZBwvnBlLuUnN2xMlyfnFxAGJwxMPTzw1US6TPzzxd4njEjckFAIECBAgQIAAAQIECBAgQIAAAQIECPRO4JCM6MpEOdOzfNfn8xJ7JDYqx2THexOlfonfSCjjEHAG6DjW2SwJECBAgACB1Qs4A3T1a2AEBAgQIECAwIAEfj1zmSYzf2jOeZUvej9/0u7zedx9znaq1S0gAVr3+hk9AQIECBAgUI+ABGg9a2WkBAisUEAyYoX4Dk2gMoFyWXspZyTKJe3zlGtT6ZcnFe+Xx3InTIUAAQIECBAgQIAAAQIECBAgsG0CEqDbRu1ABKoXmCZAP9hwJh+aqX/YzLZNAgQIECBAgAABAgQIECBAgEDnAhKgnRM7AIHBCOw3mUn5/s8m5bpUvmXSwI3XmsipS4AAAQIECBAgQIAAAQIECCwtIAG6NKEOCIxG4DOTmR7bcMbfnvrTxOe/NmyrOgECBAgQIECAAAECBAgQIEBgKQEJ0KX4NCYwKoHzJrN9Wh6PaDDzX5jULWeC/nuDdqoSIECAAAECBAgQIECAAAECBAgQIEBg2wQenSNN7+79sWwfvMWRyx9YXpyY3jn+b7aob/dwBKbvkwOGMyUzIUCAAAECBAj0UsBd4Hu5LAZFgAABAgQI1Czw+gx+mtAsZ3S+IvHdiUMSOxL7Jo5JPCvxfxLTupdne6uEaaooAxGQAB3IQpoGAQIECBAg0HsBCdDeL5EBEiBAgAABArUJlCTmRxLTxObs480bvF5ugPRDCWU8AhKg41lrMyVAgAABAgRWKyABulp/RydAgAABAgQGKrBH5vWSxE2J2QToetvvS52HJ5RxCUiAjmu9zZYAAQIECBBYnYAE6OrsHZkAgYoEpndmrmjIhkqAwIoFdub45dL30xNPSDw48ZDEgxJXJi6cxIfy+JaEQoAAAQIECBAgQIAAAQIECBBYmYAE6MroHZhA9QKfzgxKKAQIECBAgAABAgQIECBAgACB3gqUuzQrBAgQWESgnPl52AYNX5jXfzCxzwb7vUyAAAECBAgQIECAAAECBAgQIECAAIFeCjwyo/pEonzn589tMMJLJvvLneJ/bIM6Xh6ugO8AHe7amhkBAgQIECDQLwHfAdqv9TAaAgQIECBAYAACT88cbkhMb3j0J+vMqXy1Rrnz+7ROefzDdep5abgCEqDDXVszI0CAAAECBPolIAHar/UwGgIECBAgQKBygbtn/FckponNM7P95MTasiMvPDrxm4lrE9P6T8y2Mg4BCdBxrLNZEiBAgAABAqsXkABd/RoYAQECBAgQIDAggd/IXKbJzF+ac17flnpfmLT7tznbqFa/gARo/WtoBgQIECBAgEAdAhKgdayTURIgQIAAAQKVCPxzxlkSoGc0HO+PTNqVtvdp2Fb1OgUkQOtcN6MmQIAAAQIE6hOQAK1vzYyYAIEVCLgL/ArQHZJApQIPnIz77Q3H/46Z+g+Z2bZJgAABAgQIECBAgAABAgQIEOhcQAK0c2IHIDAYgX0nM9nZcEblpkk3T9qU7xFVCBAgQIAAAQIECBAgQIAAAQLbJiABum3UDkSgeoHPT2ZwbMOZHJ36e03anNuwreoECBAgQIAAAQIECBAgQIAAgaUEJECX4tOYwKgEPjGZ7TPyeGSDmb9gUve6PP57g3aqEiBAgAABAgQIECBAgAABAgQIECBAYNsEHp0jTe8Cf062H7zFke+U/S+ZafOGLerbPRwBN0EazlqaCQECBAgQINBvATdB6vf6GB0BAj0R2LMn4zAMAgT6L/DhDPH0RDkD9OGJf0u8KXFmolwe/6XEfolDE+UM0edPtvOw26WJny8bCgECBAgQIECAAAECBAgQIECAAAECBPoqUG6E9KnE9EzQeR6vTf0n9HVCxtWJgDNAO2HVKQECBAgQIEDgDgLOAL0DiRcIECBwRwHfAXpHE68QILCxQElmPirxm4lyd/fNSkmOvi7xoMS7EgoBAgQIECBAgAABAgQIECBAYNsFXAK/7eQOSKB6gZsyg5clXpkoZ3aekLhP4qDEFYmLJvHxPH46oRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgcEIuAR+MEtpIgQIECBAgEDPBVwC3/MFMjwCBPoh4BL4fqyDURAgQIAAAQIECBAgQIAAAQIECBAg0IGABGgHqLokQIAAAQIECBAgQIAAAQIECBAgQKAfAhKg/VgHoyBAgAABAgQIECBAgAABAgQIECBAoAMBCdAOUHVJgAABAgQIECBAgAABAgQIECBAgEA/BCRA+7EORkGAAAECBAgQIECAAAECBAgQIECAQAcCEqAdoOqSAAECBAgQIECAAAECBAgQIECAAIF+CEiA9mMdjIIAAQIECBAgQIAAAQIECBAgQIAAgQ4EJEA7QNUlAQIECBAgQIAAAQIECBAgQIAAAQL9EJAA7cc6GAUBAgQIECBAgAABAgQIECBAgAABAh0I7NlBn7okQIAAgfkEHpBq95tUfV8eb5uvmVoECBAgQGAlAvvlqPdP7Ex8PnFdQiFAgAABAgQIECBAgAABAhsK/PfsKUnPEkP6g9StkzkdkEeFAAECBOoXeGqmcHaiJD6nP7duzvY7E49NKAQIrE7g+By6/H951uqG4MgECBAgQIAAAQIENhaQAN3Yxh4CBAgQWL3A3hnCaYlp0nOjxz9KHV+ttfr1MoJxCkiAjnPdzZoAgYYCQzrjqOHUVSdAgEArAvdIL/desKf9Z9odle1yZs1s+VqelFAIECBAgMAqBP4iB332HAd+QercknjhHHVVIUCAAAECBAgQIECAAIHKBJ6f8W50Rsyyr7+0MovpcF0CP5XwSIAAgXoFTsrQm/4ce0y90zVyAtUKOAO02qUzcAIEtlPApSrbqe1YBAgQIECAAAECBOoQOGWBYb54gTaaECBAgAABAgQ6F3AJfOfEDkCAwMAF/inz+0Die2bm+eFsXzLzfKPNR2THgyY735zHcubkbPnX2Scdb+9I/34mdIysewIECFQiUG5i96gFxvp9abNHYu1XuizQlSYECBAgQIAAAQIECBAg0CeB8sveSxLljrjlcsFrEj+e2Kr05SZId89Av5hoeqnjVvXdBX6rd4D9BAgQ6KdA+QPdVv/Gb7T/kH5OyagIDFbAJfCDXVoTI0CgTQGXwLepqS8CBMYqUM50eUWifPfZBYl9E3+ZOD1xYKLvpZx5ekOiJHDbiPJLsUKAAAEC9Qos8+/4Mm3rFTNyAgQIECBAgAABAgQIjEhgn8z11ET5BbDEVxJPSaxX+nIG6HpjW+Y1N0FaRk9bAgQIrF7gnhlC+ePe9GfZvI/XpU25KkIhQGD7BJwBun3WjkSAQMUCzgCtePEMnQCBXgqUMyl/OvG0xOWJgxNvS/xZ4q4JhQABAgQI9F3gqgzwgwsM8u1pUxKnCgECBAgQIECAAAECBAiMRKAkP/8xMT1z5qJsl8vkp8UZoFMJjwQIECDQN4EnZUDTn1/zPJaz/4/t2ySMh8AIBJwBOoJFNkUCBAgQIECAQA0CJ2eQ5czQ8gvkLYmXJ/ZKSIAGQSFAgACB3gr8eUY2T/Kz1PlvvZ2FgREYtoAE6LDX1+wIECBAgAABAlUJHJXRfjwx/UXyE9mePTt0z6pms/lgfQfo5j72EiBAoBaB8rNp9nutpz/D1j6WP+ztqGVSxklgYAISoANbUNMhQIAAAQIECNQuUM76/O1E+X60tb88SoDWvrrGT4AAgeEKPD5TK9/veWNi+vOrXNnw94njEgoBAqsTkABdnb0jEyBAgAABAgQIbCJQPqhekpj+ElkeJUCDoBAgQIBArwX2zuiOSByWKH/UUwgQWL2ABOjq18AICBCoQGBIv3BXwG2IBAgQ+JbA2fnvwxO/ktj/W6/stlu5bFwhQIAAAQJ9FihngH62zwM0NgIECBAgQIDAegISoOupeI0AAQLdC1yTQ/zX7g/jCAQIECBAgAABAgQIECBAYNwCu497+mZPgAABAgQIECBAgAABAgQIECBAgMCQBSRAh7y65kaAAAECBAgQIECAAAECBAgQIEBg5AISoCN/A5g+AQIECBAgQIAAAQIECBAgQIAAgSELSIAOeXXNjQABAgQIECBAgAABAgQIECBAgMDIBSRAR/4GMH0CBAgQIECAAAECBAgQIECAAAECQxaQAB3y6pobAQIECBAgQIAAAQIECBAgQIAAgZELSICO/A1g+gQIECBAgAABAgQIECBAgAABAgSGLCABOuTVNTcCBAgQIECAAAECBAgQIECAAAECIxeQAB35G8D0CRAgQIAAAQIECBAgQIAAAQIECAxZQAJ0yKtrbgQIECBAgAABAgQIECBAgAABAgRGLiABOvI3gOkTIECAAAECBAgQIECAAAECBAgQGLKABOiQV9fcCBAgQIAAAQIECBAgQIAAAQIECIxcQAJ05G8A0ydAgAABAgQIECBAgAABAgQIECAwZAEJ0CGvrrkRIECAAAECBAgQIECAAAECBAgQGLmABOjI3wCmT4AAAQIECBAgQIAAAQIECBAgQGDIAhKgQ15dcyNAgAABAgQIECBAgAABAgQIECAwcgEJ0JG/AUyfAAECBAgQIECAAAECBAgQIECAwJAFJECHvLrmRoAAAQIECBAgQIAAAQIECBAgQGDkAhKgI38DmD4BAgQIECBAgAABAgQIECBAgACBIQtIgA55dc2NAAECBAgQIECAAAECBAgQIECAwMgFJEBH/gYwfQIECBAgQIAAAQIECBAgQIAAAQJDFpAAHfLqmhsBAgQIECBAgAABAgQIECBAgACBkQtIgI78DWD6BAgQIECAAAECBAgQIECAAAECBIYsIAE65NU1NwIECBAgQIAAAQIECBAgQIAAAQIjF5AAHfkbwPQJECBAgAABAgQIECBAgAABAgQIDFlAAnTIq2tuBAgQIECAAAECBAgQIECAAAECBEYuIAE68jeA6RMgQIAAAQIECBAgQIAAAQIECBAYsoAE6JBX19wIECBAgAABAgQIECBAgAABAgQIjFxAAnTkbwDTJ0CAAAECBAgQIECAAAECBAgQIDBkAQnQIa+uuREgQIAAAQIECBAgQIAAAQIECBAYuYAE6MjfAKZPgAABAgQIECBAgAABAgQIECBAYMgCEqBDXl1zI0CAAAECBAgQIECAAAECBAgQIDByAQnQkb8BTJ8AAQIECBAgQIAAAQIECBAgQIDAkAUkQIe8uuZGgAABAgQIECBAgAABAgQIECBAYOQCEqAjfwOYPgECBAgQIECAAAECBAgQIECAAIEhC0iADnl1zY0AAQIECBAgQIAAAQIECBAgQIDAyAUkQEf+BjB9AgQIECBAgAABAgQIECBAgAABAkMWkAAd8uqaGwECBAgQIECAAAECBAgQIECAAIGRC0iAjvwNYPoECBCoTGCvysZruAQIEBiawB6Z0I6hTcp8CBAgQIAAgWELSIAOe33NjgABArULlJ9Tz0qckfh64qbJ4z/n8UcTfo4FQSFAgEDHAkem//+V+GzixkT5t/j8xB8kDk0oBAgQIECAAAECBAgQIEBgVAK3Zra3JQ5YctaHpP2HJ32V/taLj+V1v3wHQSFAgEBHAi9OvyXhud6/weW1GxLPSygECKxG4Pgctvy/eNZqDu+oBAgQIECAAAECBMYp0EYCtCRPL05s9Av37OuXpN5BCYUAAQIE2hV4abqb/fd2s+3nt3tovREgMKeABOicUKoRIECAAAECBAgQaFOgjQTomzKgzX7RXrvv9DYnoC8CBAgQ2O3RMZj+e77239z1npezRB/IjQCBbReQAN12cgckQIAAAQIECBAgcPsvzIteAv/gIDb5pXv6i/gx8AkQIECgNYF/Sk/Tf1/nfXxta0fXEQEC8wpIgM4rpR4BAqMWcPOIUS+/yRMgQKCXAidlVIvcYfgHezkbgyJAgEB9AnfLkJ+wwLCfnjaL/Pu9wKE0IUCAAAECBAjMLyABOr+VmgQIECCwPQJHLXiYRdsteDjNCBAgMFiBb8vM9lpgdvunje9kXgBOEwIECBAgQKBbAQnQbn31ToAAAQLNBfZu3uRbLRZtt+DhNCNAgMBgBZb593SZtoMFNTECBAgQIEBgtQISoKv1d3QCBAgQuKPAF+740lyvLNpurs5VIkCAwIgEFv339OYYfWVETqZKgAABAgQIVCIgAVrJQhkmAQIERiTwzgXnumi7BQ+nGQECBAYrUJKY5y4wuzPTpiRBFQIECBAgQIAAAQIECBAgMGiB6R3cF70LfPnj3DmJee86XOqdl9gjoRAgQIBAOwLPSzdN/h0udZ/czqH1QoBAAwF3gW+ApSoBAgQIECBAgACBtgSWTYCWcTw68c3EPL9835R635tQCBAgQKA9gfJHpXcl5vl3uNR5Y3uH1hMBAg0EJEAbYKlKgAABAgQIECBAoC2BNhKgZSxPS1yX2OyX7+uz/xkJhQABAgTaF7hnujwzsdm/w2XfPyTuklAIENh+AQnQ7Td3RAIECBAgQIAAAQK7tZUALZRHJt6cKGd5zv4CXp7/XeKohEKAAAEC3Qnsla5fkPhiYvbf4bJ9UaJcKr8joRAgsBoBCdDVuDsqAQKVCfiwUtmCGS4BAgQqECgJ0PLz5cDEFS2Nd7/0850zfX4q21e31LduCBAgQGBrgfLv+jGJIxI7ExcnPp1QCBBYrUBJgJ6VODtxwmqH4ugECBAgQIAAAQIExiPQ5hmg41EzUwIECBAgQIBAcwFngDY304IAgREKlDvtKgQIECBAgAABAgQIECBAgAABAgQIEBikgAToIJfVpAgQIECAAAECBAgQIECAAAECBAgQKAISoN4HBAgQIECAAAECBAgQIECAAAECBAgMVkACdLBLa2IECBAgQIAAAQIECBAgQIAAAQIECEiAeg8QIECAAAECBAgQIECAAAECBAgQIDBYAQnQwS6tiREgQIAAAQIECBAgQIAAAQIECBAgIAHqPUCAAAECBAgQIECAAAECBAgQIECAwGAFJEAHu7QmRoAAAQIECBAgQIAAAQIECBAgQICABKj3AAECBAgQIECAAAECBAgQIECAAAECgxWQAB3s0poYAQIECBAgQIAAAQIECBAgQIAAAQISoN4DBAgQIECAAAECBAgQIECAAAECBAgMVkACdLBLa2IECBAgQIAAAQIECBAgQIAAAQIECEiAeg8QIECAAAECBAgQIECAAAECBAgQIDBYAQnQwS6tiREgQIAAAQIECBAgQIAAAQIECBAgIAHqPUCAAAECBAgQIECAAAECBAgQIECAwGAFJEAHu7QmRoAAAQIECBAgQIAAAQIECBAgQICABKj3AAECBAgQIECAAAECBAgQIECAAAECgxWQAB3s0poYAQIECBAgQIAAAQIECBAgQIAAAQISoN4DBAgQIECAAAECBAgQIECAAAECBAgMVkACdLBLa2IECBAgQIAAAQIECBAgQIAAAQIECEiAeg8QIECAAAECBAgQIECAAAECBAgQIDBYAQnQwS6tiREgQIAAAQIECBAgQIAAAQIECBAgIAHqPUCAAAECBAgQIECAAAECBAgQIECAwGAFJEAHu7QmRoAAAQIECBD4v+3dCZg0V1kv8C9kT4AACTsJARLCoqIgsu+yGXn0KlcQUJBVWUVFZfEGWQRBuYi7ogRBFFker6xiBJKwRWTfCQmEBBIIWwhLEpJw/2/SB+ubdM/0dPfMVFf/zvO8X1VXnao651c1PV+/c6qaAAECBAgQIECAAAECEqCuAQIECBAgQIAAAQIECBAgQIAAAQIEBisgATrYU6tjBAgQIECAAAECBAgQIECAAAECBAhIgLoGCBAgQIAAAQIECBAgQIAAAQIECBAYrIAE6GBPrY4RIECAAAECBAgQIECAAAECBAgQICAB6hogQIAAAQIECBAgQIAAAQIECBAgQGCwAhKggz21OkaAAAECBAgQIECAAAECBAgQIECAgASoa4AAAQIECBAgQIAAAQIECBAgQIAAgcEKSIAO9tTqGAECBAgQIECAAAECBAgQIECAAAECEqCuAQIECBAgQIAAAQIECBAgQIAAAQIEBisgATrYU6tjBAgQIECAAAECBAgQIECAAAECBAhIgLoGCBAgQIAAAQIECBAgQIAAAQIECBAYrIAE6GBPrY4RIECAAAECBAgQIECAAAECBAgQICAB6hogQIAAAQIECBAgQIAAAQIECBAgQGCwAhKggz21OkaAAAECBAgQIECAAAECBAgQIECAgASoa4AAAQIECBAgQIAAAQIECBAgQIAAgcEKSIAO9tTqGAECBAgQIECAAAECBAgQIECAAAECeyEgQIAAgS0R2Cd7/V7i+5vc+96pf/XRNt/MtGLVy80C8KDErROHJL6aOCnx8sQHEgoBAgQIbK3Agdn9LyXunbhe4qLEKYnXJf4pcUFCIUCAAAECBAgQIECAAIEVEKjk3J8nPpioD4PfSByXeFpi/8Q05RapVEnTimOm2aCHdS4etf/gOdu2X7Z/caLtr7m0aS0/NnFAQiFAgACBrRE4Ors9M9Hee9dOT826223Noe2VAIEpBO6QOvVzecIUdVUhQIAAAQIECBAgMJfA3bP1eh8QP53103xAlAC99DTUCNrjE2s/aI97/c7Uq2SpQoAAAQKLFfjF7K5Ge4577+0uOz916vegQoDA9gtIgG6/uSMSIECAAAECBFZS4ND0+luJ7ofBz+V13b7eXVYfIms06HpFAvRSnT/KpGu30fyL1kO1jgABAgQ2LXBEtvhuYqP337b+a6l71U0fxQYECMwrIAE6r6DtCRAgQIAAAQIEphJ4dWq1D4D1XMr2AXCPzN8y8Z+d9VXvGYlJRQJ0165rB6dGEzXTaab1vNXrTkK1nAABAgQ2LfCybDHN+2+3zvM3fRQbECAwr4AE6LyCtidAgAABAgQIENhQ4Jqp0T78vWqd2o/NuhoB2ur+9oS6EqC7dpVVc9rM9IkTTC0mQIAAgc0J7Jvq5yY28x5cdT+/ucOoTYDAAgQkQBeAaBcECAxfwLfAD/8c6yEBAlsrcOPO7iclNavKnyW+lKgRovV8y+cmTk/Ut+fudLlcGlDtOXynGzI6/o/M2I76tniFAAECBOYXuH52cfkZdnNotrly4uszbGsTAgQIECBAgMCWCUiAbhmtHRMgsCICR436WR/2PrtBn2uEaI0CrWklHY9N1BcnvT2xk+VqOfhvJqpNiyz1CIBZykGzbJRtrjjjdjYjQIAAgd0F5nk/rfdwCdDdPb0iQIAAAQIEdlhAAnSHT4DDEyCw9AI1mrPKdy6dbPjva1PjNxIvTNS29fo2iU8ldqqclQPfNnHYghrwyuynkp91O+QspdozS5l1u1mOZRsCBAgMWWDW99N636+7HRQCBAgQIECAAAECBAgQGJDAT6Uv9YGvYjMjF1/Q2e6UzLcvTvIM0F27fq5j02ynmd4v2ykECBAgsBiBz2U307z3duu8ZzGHthcCBDYh4Bmgm8BSlQCB1RVY9O2Oqyup5wQIrKrAyZ2OP64zv9Hsb6XCa0aV6llrb05sJoE62nSQkzemV2dssmc1Wul1m9xGdQIECBCYLPC3k1dNXDPLNhN3ZgUBAgQIECBAgAABAgQI9EOgbvU+KVEjYM5LbGYU4n6p/67RtrX9xxMP6rw+JvPLWC5Oo6s/B8/R+J8f7aP2M0384hzHsikBAgQIXFbggCz6RGKa9+CqU7/P9kwoBAhsr4ARoNvr7WgECBAgQIAAgZUVuH163v2AeGJePy9x0ylEDkmdDyXa9vUlSW3+mCm272OVRSRAq19PSrR9NZNx06f0EUGbCBAgMACBI9KHUxPj3nu7yz6cOtcYQH91gcAyCkiALuNZ02YCBAgQIECAwJIK/G7afWGi+4HwvlP25Sqp10aRdrd/+pTb961aS1rOMwK09elemamRsV2XNl9fHPXTraIpAQIECGyJQP2h7u8Sa3/H1Xvx+Yn6Ur/LJxQCBHZGQAJ0Z9wdlQABAgQIECCwsgI1EvSjiZagq29Wn7bsnYo14vFbibb90zO/jGWRCdDqfz1m4CcSj088YzS9daa1XCFAgACB7RG4Wg7zoMTTEjXyvh75cqWEQoDAzgpIgO6sv6MTIECAAAECBFZW4Jrp+f0TNbJzs+U62eClic8kfm+zG/ek/qIToD3plmYQIECAAAECBHonIAHau1OiQQQIECBAgAABAqsgIAG6CmdZHwkQIECAAIE+CEiA9uEsaAMBAr0XuFzvW6iBBAgQIECAAAECBAgQIECAAAECBAgQmFFAAnRGOJsRIECAAAECBAgQIECAAAECBAgQINB/AQnQ/p8jLSRAgAABAgQIECBAgAABAgQIECBAYEYBCdAZ4WxGgAABAgQIECBAgAABAgQIECBAgED/BSRA+3+OtJAAAQIECBAgQIAAAQIECBAgQIAAgRkFJEBnhLMZAQIECBAgQIAAAQIECBAgQIAAAQL9F5AA7f850kICBAgQIECAAAECBAgQIECAAAECBGYUkACdEc5mBAgQIECAAAECBAgQIECAAAECBAj0X0ACtP/nSAsJECBAgAABAgQIECBAgAABAgQIEJhRQAJ0RjibESBAgAABAgQIECBAgAABAgQIECDQfwEJ0P6fIy0kQIAAAQIECBAgQIAAAQIECBAgQGBGAQnQGeFsRoAAAQIECBAgQIAAAQIECBAgQIBA/wUkQPt/jrSQAAECBAgQIECAAAECBAgQIECAAIEZBSRAZ4SzGQECBAgQIECAAAECBAgQIECAAAEC/ReQAO3/OdJCAgQIECBAgAABAgQIECBAgAABAgRmFJAAnRHOZgQIECBAgAABAgQIECBAgAABAgQI9F9AArT/50gLCRAgQIAAAQIECBAgQIAAAQIECBCYUUACdEY4mxEgQIAAAQIECBAgQIAAAQIECBAg0H8BCdD+nyMtJECAAAECBAgQIECAAAECBAgQIEBgRgEJ0BnhbEaAAAECBAgQIECAAAECBAgQIECAQP8FJED7f460kAABAgQIECBAgAABAgQIECBAgACBGQUkQGeEsxkBAgQIECBAgAABAgQIECBAgAABAv0XkADt/znSQgIECBAgQIAAAQIECBAgQIAAAQIEZhSQAJ0RzmYECBAgQIAAAQIECBAgQIAAAQIECPRfQAK0/+dICwkQIECAAAECBAgQIECAAAECBAgQmFFAAnRGOJsRIECAAAECBAgQIECAAAECBAgQINB/AQnQ/p8jLSRAgAABAgQIECBAgAABAgQIECBAYEYBCdAZ4WxGgAABAgQIECBAgAABAgQIECBAgED/BSRA+3+OtJAAAQIECBAgQIAAAQIECBAgQIAAgRkFJEBnhLMZAQIECBAgQIAAAQIECBAgQIAAAQL9F5AA7f850kICBAgQIECAAAECBAgQIECAAAECBGYUkACdEc5mBAgQIECAAAECBAgQIECAAAECBAj0X0ACtP/nSAsJECBAgAABAgQIECBAgAABAgQIEJhRQAJ0RjibESBAgAABAgQIECBAgAABAgQIECDQfwEJ0P6fIy0kQIAAAQIECBAgQIAAAQIECBAgQGBGAQnQGeFsRoAAAQIECBAgQIAAAQIECBAgQIBA/wUkQPt/jrSQAAECBAgQIECAAAECBAgQIECAAIEZBSRAZ4SzGQECBAgQIECAAAECBAgQIECAAAEC/ReQAO3/OdJCAgQIECBAgAABAgQIECBAgAABAgRmFJAAnRHOZgQIECCwbQK3yZE+lvhu4nuj6ScyvV1CIUCAAIHtEXhkDnNi4tTEKYn/TDwgoRAgQIAAAQIECBAgQIAAgZUTuDg9/n7i4AX0/Izso+2v9tmNWv7FBRzDLggQIEBgssDRWXVOovv+250/O+tuPXlzawgQ2GKBO2T/9TN5whYfx+4JECBAgAABAgQIEOgItITlvAnQ87LP7ofsSfMXpN4eneObJUCAAIHFCNSoz/aePuk9uJZflLjPYg5pLwQIbFJAAnSTYKoTIECAAAECBAgQWIRA+7A8TwK0Rn6u92F77bqzFtFw+yBAgACBHwjcMHOV2Fz7fjvpdf0x6so/2NoMAQLbJSABul3SjkOAwFILeAboUp8+jSdAgMAgBeqZn9faZM+ulvp32+Q2qhMgQIDAZIFXZNVmPivsnfovn7w7awgQIECAAAECBAgQIECAwHAE5h0BWl94NGmE0XrLTx4OoZ4QIEBgRwX2zNE3M/qzvTfXo0sUAgS2V8AI0O31djQCBJZUYDN/1V3SLmo2AQIECCyZwPVnbO+hM25nMwIECBDYXeAueTnL54R9s901d9+VVwQIECBAgACBnReY5T82O99qLSBAgACBIQvsNWPnZt1uxsPZjAABAoMVuO4cPZv1j1hzHNKmBAgQIECAAIH1BSRA1/exlgABAgS2X+DCGQ8563YzHs5mBAgQGKzAaXP07NQ5trUpAQIECBAgQGBLBCRAt4TVTgkQIEBgDoHPzbhtfXO8QoAAAQLzCxyfXdTznDdbzs8GZ252I/UJECBAgAABAlstIAG61cL2T4AAAQKbFXh4Nqgv1NhMqfqP3swG6hIgQIDARIHvZc2HJ66dvOLtk1dZQ4AAAQIECBAgQIAAAQIEhiMw77fAl8QXE+1bhaeZfnk4fHpCgACBXgjcJK3YzDfBX5D6B/ei5RpBYLUEfAv8ap1vvSVAYEYBI0BnhLMZAQIECGypwLWy9xqBNE2pelefpqI6BAgQIDC1wMdT8/GJaUbk1x++7p/4akIhQIAAAQIECBAgQIAAAQKDF1jECNBC2iNxVqLtb+1I0FpeIz+rnkKAAAECWyPwc9ntuYm178HtdSU9awSaQoDAzggYAboz7o5KgAABAgQIECCw4gItYbmoWyHvFs+TE+cl6pvea/qZxD0SCgECBAhsj8ATcpj3JD6fqG+JPzHx0IRCgMDOCkiA7qy/oxMgQIAAAQIECKyowKIToCvKqNsECBAgQIAAgQ0FJEA3JFKBAAECu3Z5BqirgAABAgQIECBAgAABAgQIECBAgACBwQpIgA721OoYAQIECBAgQIAAAQIECBAgQIAAAQISoK4BAgQIECBAgAABAgQIECBAgAABAgQGKyABOthTq2MECBAgQIAAAQIECBAgQIAAAQIECEiAugYIECBAgAABAgQIECBAgAABAgQIEBisgAToYE+tjhEgQIAAAQIECBAgQIAAAQIECBAgIAHqGiBAgAABAgQIECBAgAABAgQIECBAYLACEqCDPbU6RoAAAQIECBAgQIAAAQIECBAgQICABKhrgAABAgQIECBAgAABAgQIECBAgACBwQpIgA721OoYAQIECBAgQIAAAQIECBAgQIAAAQISoK4BAgQIECBAgAABAgQIECBAgAABAgQGKyABOthTq2MECBAgQIAAAQIECBAgQIAAAQIECEiAugYIECBAgAABAgQIECBAgAABAgQIEBisgAToYE+tjhEgQIAAAQIECBAgQIAAAQIECBAgIAHqGiBAgAABAgQIECBAgAABAgQIECBAYLACEqCDPbU6RoAAAQIECBAgQIAAAQIECBAgQICABKhrgAABAgQIECBAgAABAgQIECBAgACBwQpIgA721OoYAQIECBAgQIAAAQIECBAgQIAAAQISoK4BAgQIECBAgAABAgQIECBAgAABAgQGKyABOthTq2MECBAgQIAAAQIECBAgQIAAAQIECEiAugYIECBAgAABAgQIECBAgAABAgQIEBisgAToYE+tjhEgQIAAAQIECBAgQIAAAQIECBAgIAHqGiBAgAABAgQIECBAgAABAgQIECBAYLACEqCDPbU6RoAAAQIECBAgQIAAAQIECBAgQICABKhrgAABAgQIECBAgAABAgQIECBAgACBwQpIgA721OoYAQIECBAgQIAAAQIECBAgQIAAAQISoK4BAgQIECBAgAABAgQIECBAgAABAgQGKyABOthTq2MECBAgQIAAAQIECBAgQIAAAQIECEiAugYIECBAgAABAgQIECBAgAABAgQIEBisgAToYE+tjhEgQIAAAQIECBAgQIAAAQIECBAgIAHqGiBAgAABAgQIECBAgAABAgQIECBAYLACEqCDPbU6RoAAAQIECBAgQIAAAQIECBAgQICABKhrgAABAgQIECBAgAABAgQIECBAgACBwQpIgA721OoYAQIECBAgQIAAAQIECBAgQIAAAQISoK4BAgQIECBAgAABAgQIECBAgAABAgQGKyABOthTq2MECBAgQIAAAQIECBAgQIAAAQIECEiAugYIECBAgAABAgQIECBAgAABAgQIEBisgAToYE+tjhEgQIAAAQIECBAgQIAAAQIECBAgIAHqGiBAgAABAgQIECBAgAABAgQIECBAYLACEqCDPbU6RoAAAQIECBAgQIAAAQIECBAgQIDAXggIECBAYEsF9s/eD00cOIo9M/1m4pxRfDVThQABAgQI9F3g8DTw8YkbJS5KfCzxJ4kzEwoBAgQIECBAgAABAgQIrJjAT6S/L0mckqgPid9fJ76cda9LPDlxjcQQysXpRPX54CF0Rh8IECCw4gKHp/8fTbT39u7vtFp2UsL7fRAUAjskcIcct34uT9ih4zssAQIECBAgQIDAigncN/19b6L74XAz8+dl279KHJRY5tI+JPtAvMxnUdsJECCwa1clVs5PbPS77NupUyNDFQIEtl9AAnT7zR2RAIElFHAL/BKeNE0mQKCXAg9Pq/52Tcu+k9enJc5InJuoBGeNCN0vUbfGXz1x2Giaya59E49K3DZx78QXEgoBAgQIENgJgSvnoG9J7DPFwQ9Infck6g9f9XtOIUCAAAECBAgQIECAAIGBCdTIz/rAVyNkahTM8xM/nqjnfU5Trp1KD018PNFG2dQthctajABd1jOn3QQIEPgfgTdltv1Omna69g+B/7M3cwQIbJWAEaBbJWu/BAgQIECAAAECuwnUKM/6cFijPG+125rNvaiRoccl2gfNSqwuY5EAXcazps0ECBDYXeCCvGy/j6ad1pf8KQQIbK+ABOj2ejsaAQJLKuAW+CU9cZpNgEBvBK6TltRt7FUelphn5GbdIv8ziU8kDh3NvzrT7Sg3z0HqmAoBAgQIEKhHsew9A8Pls009x/qcGba1CQECBAgQIEBgywQkQLeM1o4JEFgRgfqQWKVGyrz+krn5/qlb6P89Uc8UveF8u5p663oWaX150+Wm3mK6ijViSCFAgACB5ROY9QuN9khXb5p41/J1WYsJECBAgACBIQtIgA757OobAQLbIVAjQKt8LVFferSIcuZoJ/VFSdtRvpKD/Gni8AUd7D7ZTyVTa0SrQoAAAQLLJ3D2HE0+a45tbUqAAAECBAgQIECAAAECPRSoW9bbs9EOX1D7Thjt86UL2t9276ZGsZZJfSuwQoAAAQLLJ1C3sbfnObffcdNML1y+rmoxgaUX8AzQpT+FOkCAwHYILPp2x+1os2MQIECgTwIfTGPqQ2KVFyXmHVn/K9nH7WtnKf996cS/BAgQIEBgWwXqGZ6nzXDE+p2oECBAgAABAgQIECBAgMAABf4+fWojY+o5oDeZoY91u/uTEhclal9fSlw7sYzFCNBlPGvaTIAAgd0F7pGXmxkFWnVn+f23+1G9IkBgswJGgG5WTH0CBFZSYN6RSiuJptMECBBYI/DUvK5Rm0cmjh7FxzM9PnFKokbRnJv4bqJuD9wvUQnP+vKhwxK3SNR/XuuWwypV536JL9QLhQABAgQI7IDAW3LMv0k8MrHHBsevP9wdk6jffQoBAgQIECBAgAABAgQIDFTgkPTrxEQbCTrrtL5M6QFLbmQE6JKfQM0nQIBAR+DZmW93J4z73fa9rH98p75ZAgS2V8AI0O31djQCBAgQIECAAIEI3Cvx1kR9IBz3QXHSsk+n/rMSV00se5EAXfYzqP0ECBDYXeCaefmqxJcT543izExfmmh3L2RWIUBgBwQkQHcA3SEJEFg+AbfAL98502ICBPot8OY0r6Juca9b2ysqqVkfEK+Y2CdRCcJvJeqDZN0u+NHEZxIKAQIECBDoo0AlO/93HxumTQQIECBAgACBaQQkQKdRUocAAQKbF6jnfb5jFJvf2hYECBAgQIAAAQIECBAgQIDAQgQut5C92AkBAgQIECBAgAABAgQIECBAgAABAgR6KCAB2sOTokkECBAgQIAAAQIECBAgQIAAAQIECCxGQAJ0MY72QoAAAQIECBAgQIAAAQIECBAgQIBADwUkQHt4UjSJAAECBAgQIECAAAECBAgQIECAAIHFCEiALsbRXggQIECAAAECBAgQIECAAAECBAgQ6KGABGgPT4omESBAgAABAgQIECBAgAABAgQIECCwGAEJ0MU42gsBAgQIECBAgAABAgQIECBAgAABAj0UkADt4UnRJAIECBAgQIAAAQIECBAgQIAAAQIEFiMgAboYR3shQIAAAQIECBAgQIAAAQIECBAgQKCHAhKgPTwpmkSAAAECBAgQIECAAAECBAgQIECAwGIEJEAX42gvBAgQIECAAAECBAgQIECAAAECBAj0UEACtIcnRZMIECBAgAABAgQIECBAgAABAgQIEFiMwF6L2Y29ECBAgACBywi8P0u+f5mlsy+4Yja9RuLCxCL3O3uLbLmsAnuk4fV/oIsSFy9rJ7R7VzuPdQ7rXCrbI9A+P9R7sTK9gOv1slardi3V4KOK0xIXXJZj5iX7z7ylDQkQILBCAu2Xzgp1WVcJECBAYIsFPpf93yRx1BYdZ58t2q/drp6AO2GGcc7rPPo/7fafyz23/5CDOKLr9bKncdWupetflmAhSz63kL3YCQECBAYqUH+JVAgQIECAwCIFDszODl3kDkf7+rVMH594ReLlo2UmBGYRuHs2emLiLYkXzrID2/RC4OZpxbMS70v8Xi9aNPxG7Jcuvjbx3cTPD7+7C+3hjbK3FyQ+kfjNhe55eXf2qjS9/s9w38R3lrcbU7f891PzlolHJk6ceqvpKtadMackjMyezkstAgRWUMBfy1fwpOsyAQIEtljg29n/J7fgGF8Z7bP+g/+mLdi/Xa6OQD1KocoXEq6lSyiW8p+LRq3+qvO4beevklVV6rEDfnYuoZj6n6+Pap7D7gdmLVl3XJaUy9DL40YdPCPTrfh/0tD99I8AAQJzCbj1ay4+GxMgQIAAAQIECBAgQIAAAQIECBAg0GcBCdA+nx1tI0CAAAECBAgQIECAAAECBAgQIEBgLgEJ0Ln4bEyAAAECBAgQIECAAAECBAgQIECAQJ8FJED7fHa0jQABAgQIECBAgAABAgQIECBAgACBuQQkQOfiszEBAgQIECBAgAABAgQIECBAgAABAn0WkADt89nRNgIECBAgQIAAAQIECBAgQIAAAQIE5hKQAJ2Lz8YECBAgQIAAAQIECBAgQIAAAQIECPRZQAK0z2dH2wgQIECAAAECBAgQIECAAAECBAgQmEtAAnQuPhsTIECAAAECBAgQIECAAAECBAgQINBnAQnQPp8dbSNAgAABAgQIECBAgAABAgQIECBAYC4BCdC5+GxMgAABAgQIECBAgAABAgQIECBAgECfBSRA+3x2tI0AAQIECBAgQIAAAQIECBAgQIAAgbkEJEDn4rMxAQIECBAgQIAAAQIECBAgQIAAAQJ9FpAA7fPZ0TYCBAgQIECAAAECBAgQIECAAAECBOYSkACdi8/GBAgQIECAAAECBAgQIECAAAECBAj0WUACtM9nR9sIECBAgAABAgQIECBAgAABAgQIEJhLQAJ0Lj4bEyBAgMA2CpwzOtY3t/GYDjVMgXYNtWtqmL0cfq+cx+0/xxfkkOcl/Oxs3t71elmzMmnX1GXXDm9J+7lp18LweqhHBAgQIECAAAECBAjMLbBv9nCfxH5z78kOVl2g/gB8dOKgVYcYQP/vkT5cbQD9WKYu3DyNvckyNbhHbb1L2nLtHrVnp5ty4zTgFjvdiG08fr1X1XuWQoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgsHICt0iPn5F4Y+JLozg+02cnDkooBKYR2C+Vnpx4U+KziXMT70/8Y+KuCaWfAnW+vp947Caat2fqPixxXOK0xNcT/574P4kfTyjrC9w2qy9KfGX9arutPTiv6j35zYlTEt9JfCzx2sQTE/skVqHMcr2Oc7liFn4wcVbir8ZVWJJls1xL1bV9E49KvDhRDt9K1PX0msTdEgoBAgQIECBAgAABAgQGJfC49OaCRCVAxsWXs/zohEJgPYE7ZWUlZcZdQ23Zy7NeQn09xe1f9+jOOZs2AXrtbPORznbt/Lbp97LuQQllvMCVs/hTifKaNgH6+NStJHMzHjf9ZNbfOTHkMsv1OsnjpVnRHP95UqWeL5/lWqouHZr4r0Tr/7hpJULrj1oKAQIECBAgQIAAAQIEllpgj7T+HxLtg8/5mX9D4lcTT0q8K9HW1Ui+oxIKgXEC9WG6m5ypD9Z1DVUS7LmJbyTatfTKzCv9EHhAmnFRop2baRKgNWruQ51tPpD5Gj1eI8lqpG+NSqz9XZx4TELZXaD8uomnaRKgD8w27RzVtEbq10jrByeemahRe219+d8kMcQyy/U6yeEXsqKZ1XQZE6CzXEvlcavE2YnW/1Mz/8eJhyT+JPHtRFv3N5lXCBAgQIAAAQIECBAgsNQCD03r24ecGo1Uo7q65XJ58bxEq3NCd6V5Ah2BdktqXSt/ntizs65mr5WoD9ntWrp/LVR2TGD/HLl+ti9MtHNS02kSoH/U2aaS2Wtvu759lrWEd40ErXOvXCpwm0w+nuiab5QAvV7qf3O0zQWZ/mxibdk7C16UaPutpHQtG0qZ53odZ3CdLPxaonnVdNkSoLNcS2VRt71/OtH6Xn+oWltulAVfSLQ6d11bwWsCBAgQIECAAAECBAgsi0B9CGojQGq0x2ETGl6JrEqO1gehGil21YRCoCtQ11IlZuoa+XxibUIsiy4p986/7QP1siUbRl0YxOSO6UU3AdLOSU03SoBeJXVqNHjVred+TjrXPz2qU/Wenlj1cmAAXpjojrZt7hslQJ+c7VrdZ68DWe/V3ZGlNcpvCGWe63Vc/+vOh+MSZdoSyzW/LO9J81xL6eau30i06+nPasGE8qAsb/Uqua4QIECAAAECBAgQIEBgKQX+V1rdPtw8c4Me1AfwSpjULfG326Cu1asncIt0uV1LNSJwUqlRXBcmqu7JkypZvmUClfip0bkXJ9r5+kTmK7nRXm+UAK3b3Fvdel9Yr9TzKKvuFxNDGo24Xp/HratE5KmJ5lZJ0EpknjlatlEC9M2dba+b+fXK72RlO86vrVdxCdYt4nod182WAKzz8PBE8/qncZV7tmzea6m60x5fUaO0D16nf5Vorev2g4kXr1PPKgIECBAgQIAAAQIECPRa4BVpXfvgd4Net1Tj+i7QTYC+aZ3G1gfqNgKuRg8q2ytQIwTbz3xNK6lxQOJhneWPyfx65disbPuo875eqdFlre491qs48HX1B6bmULcV32XU39NHy88evZ40OTYr3p2ohHIlBdcrv5yV7VjrjRZdbx99WbeI63VtX34kC85LlNFzEkeN5uv1MiRA572Wbtjp78syrxAgQIAAgYUL1DPUFAIECBAg0CeBlryoW5ZP6VPDtGXpBOoRCfXFK1VunTjkkrnL/nN0FrX/E9WoImVnBN6Sw94+UaPf2nmbtiV1fqvUKNIPXzI3+Z8aadbKD7WZFZ1+Nf1+auLGibdt0uAhqX+bRD2XsRJ165WbdVZudH46VXs9O8/12u3Yvnnxj4ma1vvPMYllLPNcS+33fvX7rcvYeW0mQIAAgf4L7NX/JmohAQIECKyQQN2KfMSovy0RVYmp2ybuOIorZPq+xLsS/5KohIdCYJzAt7Kwbq1+UuJKiRpZ9IBEfSt8K/XB+09HL+paen5bYbptAuVeCcyT5jhie9+okYz1BUfrlfrjSiuVvFvVUu+ff5ion5OtLPWe/cDOAep5oMtcFnG9dvv/3LyoRPz5iV9KXJBYtjLvtfTDnQ633/3XyLK7Je6Y+PHEZxP1u/9Vic8kFAIECBAgQIAAAQIECCytQBtJVKOJ/j6xd6Ju/6vX4+I/s/w6CYXAJIH6Y28lPtv18+XM12irSnS+PnFhotZV8uEhCaU/Ag9LU9p5e8w6zTqwU++969Rrq27eqf/qttD0BwKnj3zO/sGS+WaeN9pfncs3z7erXm897fXa7cTd86ISqmVTzwBGJwIoAAAbBklEQVRt5ajMtGu/fgcua5n2WvrndLD197DM10jwb3SWtXU1rYT9wxMKAQIECBAgQIAAAQIEllbglml5+6DzF5mv5zbW6xrRVbetVrKipvW61asP6TVSRCGwnkB9YG7P+WzXTpt+KetW/Vbo9ex2at20CaVrpYHtXJ4wRWNv3Kn/xinqr1qVaZNW07g8JJXauTkn84dOs9GS1pn2em3du0pmasRy+bw10X2O6qolQN8wciiL+yXqERg1X3+wqqR5Rf2ub9dSTZ+ZUAgQIECAAAECBAgQILCUAndNq9sHnJbkfH+W3WRNbypZ9ZFO3Ro9ohAYJ3DlLPy3RBtlVddX3QJfzwdtoz9r2VcTj04o/RGYNqHUTRa9ZYrmXz912vvM26eov2pVFpUAvU/g2vt4eT904JDTXq+Nof6gVy410rFGPXZL95pehRGg9YeL9jNZ10w9BuCpiT0TrdT8MYn2vl31urfOt3qmBAgQIECAAAECBAgQ6L3AvdLC9iGopmckrjCh1YdkeSWyWv07Tqhn8eoKHJSudxPlJ+Z1d6Tnvnn9y4lKfrbr6MmZV/ohMG1CqZvQfOsUTe9+4/SQb8megmJsldOztH4e5rkF/iHZvpJY7efqGZkfepn2ei2HhySaTT33c21ZtQToewLQPGrafRzAWptndurWY3AUAgQIECBAgAABAgQILJ1APfer+yHogRv04Lc79Z+2QV2rV0/g9zvXR40MvNwEghtk+bmjujW66MgJ9SzeXoFpE0pXS7Pa+0Z9OdpG5UdSodV/5UaVV3D96SOfWROgx3R8y/npiVUo016vlbD/ZqJsXjUBZtUSoMeNPMrkk4k9J7jU4gMS7Xb48zK/Xt2qrxAgQIAAgUsEJn0QwEOAAAECBHZCoJJQ3XJC98WY+Xd2lq29Tb6zyuyKCjxm1O+LM31EoqbjyilZ+H9GK+rD9BPGVbKstwLd940rTtHKbp1KRCmLEdgru/n7xNNHu7so01/tvB4tXulJvb+8LFF3NtTI899NXGlMdK/RfTrrL5/5IZbuz3D9Xq9rZ1Kp54O2b4qvUfw3mFTRcgIECBAg0BWQAO1qmCdAgACBnRaoW95bqed7dV+35d3pZzovjujMmyVw1RAcPGKo6+S0DUi6t0L/8AZ1re6XwHfTnC+OmnToFE3r1jlrivqqbCxQCbs3Jn5lVPXbmf5s4q9Hr00uFahHt9x2hFHvT/XeVI9yWRv/NapTk5/rrH9dZ/mQZru/6z87Rcf87p8CSRUCBAgQ2F1AAnR3D68IECBAYGcFakTMmaMm7J3pRiM76gtuWqkPkAqBJtCSn/W6JcfaunHTUzsLr96ZN7scAh8fNbMScZX8Xq8c2Vn53s682dkEKqlXo/XvPtq83sPvlHj96LUJgY0EPtKpcKPO/KRZv/snyVhOgAABAhMF9pq4xgoCBAgQILAzAiflsDVyqMptEt2RHpcs7PzTTWRMM2qks6nZgQvUdXN+om6RvEWibj1d77bKbrK9nkGnLJdAvW/85KjJd8z0Nes0/w6ddbWdMrtA3b5dz9e92WgXH830pxKnj16b7C5QI2Oftfuisa8qqVyPD6hSyf3XXjK3a9dQf891fw7r9/5Gxe/+jYSsJ0CAAAECBAgQIECg9wK/kBZ+fxRvyHSPdVpcHwpb3XuvU8+q1RR4X+f6uN0GBL/dqXvMBnWt3h6Bh3XOSXue66Qj/2in7r9OqpTlhyXat5Mb/TkeqpKX9b569vjVuy39p1Hdql+3bV9lt7Wr9WIz1+tGMkelQvvdVsbLWjZzLVWit/X5Vut0uH7W649ZVbebOF1nE6sIECBAgAABAgQIECDQP4H90qTPJdoHoedMaOJPd+rU8x33nFDP4tUVqKRZu47qg/j1JlDUF2h9Z1S3nic5zS2YE3Zl8QIFNptQ+u8cu873xYkHjWnH/llWoxXbNXHfMXUsunT0ZhltlAC9W8eyHjNxjRXH2+z1uh7XKiZAa8Rr+9k8K/PXHQNU/z84sVPvEWPqWESAAAECBAgQIECAAIGlEbhHWnphon0Y+ovM3zlRj26pLzB5SqK7vuorBNYK1Ojh/0i06+izmX9kot0+WaMBn5j4VqLVeULmlX4IbDahdOs0u5KfdS5rhNhTE5X03jtx+8TxiXae3515z8IPwphyepaV03oJ0H2yvh4V0Tw/lfnXTxmPS70hls1er+sZrGICtN6vuz+jdX09KnHtxL6JenTFBxLtmqtEqJ/hICgECBAgQIAAAQIECCy3wF3S/BoF0j7s1LSe6dh9XUmOX08oBCYJXCsr3pHoXjc1f96aZXUtvShRH8KVfgjMklD6hTS9m9Cuc91ueW/XwMlZdkg/utjLVkyTAL1nWt48Nzt9cS97PX+jZrleJx11FROgZXFA4tjE2mtq7c/wh1LnOgmFAAECBAhMLeCvZlNTqUiAAAEC2yzwthzvxxL/L3Hu6Ng16qiVSmrVyM8XtgWmBMYIfDHLauRQjSSqhHorNaKoSn3Qrlunb5t4/Oh1JsqSCvxL2l0jQeucVlK7So0ArVJJlHq/qPVfSSizC9x09k1tSWCiQD2K5CGJhyfqDxX1/lyl/Qx/I/N/nKj36zMSCgECBAgQmFrAKIepqVQkQIAAgR0UqN9XN0zUNw1/M/HpxKkJhcBmBa6WDeqZn9dI1AfsTybqm5mV4QnUaLIfTdSjDur9om7TPiehECCwHAIHpZk3T9T79mmJDycqSaoQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgsi8C90tCzRvHr6zT68Anr7jfatvbxiAl1LCZAgAABAgQIEOihwOV62CZNIkCAAAECBAgQILBogX2zw6uP4sAxO69lz028a8y6WrRfom1/wIQ6FhMgQIAAAQIECPRQYK8etkmTCBAgQIAAAQIECGy3wAk54M0TX93uAzseAQIECBAgQIDA1gpIgG6tr70TIECAAAECBAgsh8BVRs38/oTmvj3L7zta96EJdSwmQIAAAQIECBDooYAEaA9PiiYRIECAAAECBAj0TuC0tKhCIUCAAAECBAgQWDIBzwBdshOmuQQIECBAgAABAgQIECBAgAABAgQITC9gBOj0VmoSIECAAAECBAjsLvCjeVm3hdf0ZonzEx8cxYszrW9Mn1SekxVXTpyUeEnikMT9E7dN3CZxYeL9ifpSor9MXJBYr9SXHP1yovZxZOKixDsSb08cm5hUXpAV9aVGB48qXD7TvxrNfzrTWl+l2vTgS+Z27fqXTN86mq/J7RK/NHr91EzrOaL3Tvxk4s6Jur3++MTbE69NfDNRpQYjlN9dE3dJ7J/4ZOLVib9NTLodP6suKXvn34cmbpmoc3DdxKcSdQ6OS/xrQiFAgAABAgQIECBAgAABAgQIECBAYJMClbh7SqKSkpWkGxdfzvKfSUwqp2dFbfeyxOGJSjaO208t+6/E4YlJ5YZZcWpi0vavy7oHdtZXkrKVr2dm0nZva5UyfXCn3hM6y2v2YZ1118v8Czuv1+77TVlXfjUQ4R/Xqfcfo3qZjC03ztJKEK/df/f1P2d9JZkVAgQIECBAgAABAgQIECBAgAABAgQ2IfCG1G2Jtu9k/u8Sj0s8KfGqxPcSbf0TMz+utAToe7LyC4mqX0nQGjn6h4l3Jrr7eXdejyvXzcKzE+14J2f+jxOPSdS+ajRmrTtnNK35pyZaqRGeNcK0RmXWuu+OXteybtsfPFpfddZLgL5xVK/afmKiRrq+PFGjY2vbij9IvGY0Xw4vSVSfq48XJ1q9R2R+XLlTFpZ7q/fezD8r8fBEJV9rFGlb97nMH5RQCBAgQIAAAQIECBAgQIAAAQIECBCYQqBuMW/JtbrV+sgx29wxy740qvetTK81pk5LgLZ9PTl1alRkt9wzL7pJ0Ft0V47m63b0to+6vfzANXUOz+sPJVqdmj4tsbZ8NgtqXSVTx5UHZ2Gtr1gvAVrrz0wcluiWO+VF275NX5Fldct9t/xeXrT1NcJzbSmjjyZand/KfI0o7Zb98uIliVankrwKAQIECBAgQIAAAQIECBAgQIAAAQIbCByQ9Z9PVGKtRiDWreeTyj2yoiXgXjamUjcB+m9j1rdFz+/spztys9bfqLOuEq7718Ix5YgsuzDR2rOVCdB6LMDtxrShFr0j0dpQo17XJmurTpVaV/Vq1Ora8tgsaPuokbfrlXdlZdWtNpWVQoAAAQIECBBYSYG1fy1eSQSdJkCAAAECBAgQmErgPql16KhmJTXrlvVJ5S1Z8bHRyl/MdJ9JFbP8eeusq6RhK4e0mdH06M7ruvW7bl8fVz6Tha8ct2ILlp2Yfb5zwn4/0Vn+D5n/dud1d/bk0YsrZnrl7orMP6bzelwit7P6B1/gtHcWPqC7wjwBAgQIECBAYJUEJEBX6WzrKwECBAgQIEBgPoHuiM9JSb7uEerLi6rsmagvB5pUKkE5qXyts2JtEvXOnXXHd+bHzb5+3MItWPa+dfZZzyNt5ZQ2M2baTYx2+1yO1x/V/2ymdav9eqX5V50j16toHQECBAgQIEBgyAL1DCGFAAECBAgQIECAwDQC3STaH2WDP9hgoxrB2Ept+6n2ojOtLweq29cnlbp9u5W1f7y/ZluR6Rmd+XGzG60ft80sy7oJ27Xb1+3orXyxzYyZ1hchjSvXzcKWEL1W5jfTp+65G7dvywgQIECAAAECgxWQAB3sqdUxAgQIECBAgMDCBY7o7PGqnflpZm8wodK5Wd5NDE6oNnZxtw0bjYY8feweFr+wO3pzvb1ftN7KCeu6/vumzrUn1Bu3eJL/uLqWESBAgAABAgQGJSABOqjTqTMECBAgQIAAgS0V6Cb3np4jdW/p3ujA79yowgzrK3naykGZ+Up7MWa6Xf/vnTR6c0yTNr2o61+3t79sE3v43ibqqkqAAAECBAgQGJTAdv1HcFBoOkOAAAECBAgQWFGBT6ffPznqeyXg3rTDDmfl+DcdteGwTNdLgNbt48teyr9b/qz7wjwBAgQIECBAgMB4gbXPURpfy1ICBAgQIECAAAECu3/r+82nAPmx1LlV4uqJPaaov9kqH+ps8EOd+XGzR4xbuGTLzk57vzFq8w9nuvcG7T8g6++ZOCqx/wZ1rSZAgAABAgQIDFZAAnSwp1bHCBAgQIAAAQILF3hPZ4+PzvwVOq/XzlbCrUaI1jY1UvPGiUWX13R2+FuZn5RkreWP7dQdN9ueybnnuJU9WtbOQfk+boN2PSrr35z4ZOLYhEKAAAECBAgQWEkBCdCVPO06TYAAAQIECBCYSeCkbPWq0Zb1LeQvSExKGD4v62rkZ5XjEh+/ZG6x/7w7u/vAaJc1InJSQvDXsm6jEaLt+ZpXSN39Rvvs4+R30qiWrP39zLdHAKxta436fGpn4Ys682YJECBAgAABAislIAG6UqdbZwkQIECAAAECcwv8ZvbwndFeHp7p8Yk7J66YqGRoJSJfkWgjLqvuUxJbUerb4x+RaAnBP8l8PRezkoL1/9wbJf5v4s8TG33T/JdSp0o9I//1iScmHproW/lwGvQXo0ZdPtP/TtTo1yMTNdL1SolfSbwtcXCiyqsT77xkzj8ECBAgQIAAAQIECBAgQIAAAQIECGwocNfUOC1RScUW9e3n9U3j7XVNL0jcKzGunJ6FVaeea7leuVVWtn3+5YSKP5/l3+3Uq/rdtlQStkaBtv10R0Zm8SXlMfm3rW/TL4/W1eTBnfVP6Cyv2Yd11tV+JpXnZEXb9z0nVcry13XqXX1MvQOz7K87ddo+zx+z7D+ybN+EQoAAAQIECBBYWYH6y7hCgAABAgQIECBAYDMCb03lH0pUEu7row1r9GGNnqxSIzL/IXHTRD2DcqvLa3KA2yfe2DlQa8vJWXbvNes61X4wW6NEn51oI0FrxVUTbRRlve5Lqdv1H5W4R+IjiTYCdp/Mt3JKZmoEa/W9EqMKAQIECBAgQGBlBeo/qgoBAgQIECBAgACBeQTqeaCVEK2RiaeO4txMd6JcJwetW9/3T5yU6I7izMupSu2jngX6+UQlG/te6pml1ee6Df7sRJ2DMxI1KlchQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDYYoH/DzsUITy12FbLAAAAAElFTkSuQmCC)
summary(ACF.glm0 <- glm(formula = count ~ endtime,
family = poisson, data = ACF1))
##
## Call:
## glm(formula = count ~ endtime, family = poisson, data = ACF1)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.4620 -0.4785 -0.0794 0.3816 2.2633
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -0.3215 0.4005 -0.80 0.42
## endtime 0.1192 0.0264 4.51 6.4e-06
##
## (Dispersion parameter for poisson family taken to be 1)
##
## Null deviance: 51.105 on 21 degrees of freedom
## Residual deviance: 28.369 on 20 degrees of freedom
## AIC: 92.21
##
## Number of Fisher Scoring iterations: 5
summary(ACF.glm <- glm(formula = count ~ endtime + I(endtime^2),
family = poisson, data = ACF1))
##
## Call:
## glm(formula = count ~ endtime + I(endtime^2), family = poisson,
## data = ACF1)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.062 -0.783 -0.281 0.451 2.169
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1.72236 1.09249 1.58 0.115
## endtime -0.26236 0.19969 -1.31 0.189
## I(endtime^2) 0.01514 0.00795 1.90 0.057
##
## (Dispersion parameter for poisson family taken to be 1)
##
## Null deviance: 51.105 on 21 degrees of freedom
## Residual deviance: 24.515 on 19 degrees of freedom
## AIC: 90.35
##
## Number of Fisher Scoring iterations: 5
(etime <- unique(ACF1$endtime))
## [1] 6 12 18
exp(-0.3215 + 0.1192*etime) # Linear term only
## [1] 1.482 3.031 6.197
exp(1.72235 - 0.26235*etime + 0.01514*etime^2) # Quadratic model
## [1] 2.000 2.126 6.722
sum(resid(ACF.glm, type="pearson")^2)/19
## [1] 1.254
ACFq.glm <- glm(formula = count ~ endtime,
family = quasipoisson, data = ACF1)
summary(ACFq.glm)$coef
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.3215 0.45532 -0.7062 0.4882392
## endtime 0.1192 0.03004 3.9679 0.0007584
sapply(split(residuals(ACFq.glm), ACF1$endtime), var)
## 6 12 18
## 1.0958 1.9793 0.3651
fligner.test(resid(ACFq.glm) ~ factor(ACF1$endtime))
##
## Fligner-Killeen test of homogeneity of variances
##
## data: resid(ACFq.glm) by factor(ACF1$endtime)
## Fligner-Killeen:med chi-squared = 2.175, df = 2, p-value = 0.337
## ss 8.4.2: Moth habitat example
## Footnote Code
## Number of moths by habitat: data frame moths (DAAG)
rbind(Number=table(moths[, 4]), sapply(split(moths[, -4], moths$habitat),
apply, 2, sum))
## Bank Disturbed Lowerside NEsoak NWsoak SEsoak SWsoak Upperside
## Number 1 7 9 6 3 7 3 5
## meters 21 49 191 254 65 193 116 952
## A 0 8 41 14 71 37 20 28
## P 4 33 17 14 19 6 48 8
library(lattice)
dotplot(habitat ~ A, data=moths, xlab="Number of moths (species A)",
panel=function(x, y, ...){
panel.dotplot(x,y, pch=1, col="black", ...)
av <- sapply(split(x,y),mean);
ypos <- unique(y)
lpoints(ypos~av, pch=3, col="black", cex=1.25)
},
key=list(text=list(c("Individual transects", "Mean")),
points=list(pch=c(1,3), cex=c(1,1.25), col=c("black","gray45")),
columns=2))
![plot of chunk unnamed-chunk-1 plot of chunk 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Ga7bp0h1q4y3LnbFeoHs3r/BxxwQPvadeCy89SDHjcOsR2q1EHCVh0EbJ9vYH80z5/73Oe26sDZUKdoxTz16oDpkPuH2xj75vxD/a6HHrcPfdrTnlbq1oG+1le/+tVBx9VTD7TqVZ5L/bz+9ttvv1YdlBpUr/M6T3jCE1p1kLX1yCOPtK/TPFhqqaXKsXVAvnXddde16qDpsOeKX+oMVf71r3+16oD8sMfmfp761Ke26rklhzq8bKuDIq06kF3eG5333/m4/lKhddxxxw17juyoh2u3Ol/jncc3jxdddNGu84ynjw455JBWTJtzDfW7Hj7eqhcPGvE+p8rOL3/5y6UtL3zhC4d8jQx3n/WXPOW4elGk4arYPhsF6iB8+zXY9EH9BVvZ9sxnPrOV99NwJZ8h9ZcRpe7HP/7xVh3UbJ+rntt1yMMm6v05EZ/FE/W5NWRDp+jGE088sVVnYrfqL5im6B26LQIECEx/ARmg9f/VKgQIECBAYLwC9R+VJSsv2ZKbbrpptfrqq5cMxWSaZYhiHYyqdtttt2qVVVYp+weeP8dnoZGUZGi+8Y1vLFk6mYsv5zj77LNLBlbm6htvSabfz3/+83JYMiJHWsykyWhN5Rw31jI773+s99DUS5ZeMir/+9//lk3JVkubn/GMZ5Tsx2RQ/s///E/Zf/XVV1fveMc7qiuvvHJMc+g11xjpd7LlkrmZc59xxhmlau4nr4mUJZdcsvzu/E/qdtrnNVAHLcq9NQsoJeMrczKm1AG9atttty0ZjnlN3HDDDVX9B3PJoEy21YEHHlgyOVNnqFIH7KtkLt56660lazTZY4sttlgZSvvHP/6xqoOtJQs5Q2WTWdxZsm/zzTdvryad82QYdbJQs8r0b37zm5LBmjkKc/0s2LLFFlt0nqI8zjEnnXRSebzAAgtUuVayPv/zn/9UuYc68FnVgdbqDW94Q2lP3j8DSzKbc+/JUktJ1meyG5PFGr+c/+STT67uuuuucv7Me5nM4rH20a9+9avqQx/6UDnXwgsvXPoj7+GcO5neeW8mg7f+cqK8rzNv5lQv3/3ud8stJnswGb9jLclWbrJgk80cQ2VyBfKZkHlZ//nPf5Z/IzbccMMhbyijFZqM+bEOf5+I9+dEfxbPyufWkDA2EiBAgEB/C0z/GK4WECBAgACBiRFIxl39fwXtnzzvLJ0ZoKlXB7hayaDsLHWAplUPRW+fI5liA8ull17azjCrh+m26qDNwCqtOjjaqoNi7fMkI21gGS5LM/e9xBJLlGPrAFGrHgY+8NDyPBk/TZZQMubqAGK73nDnToWJuv+JygCt/8BvO33jG99ot6HzQR0wbJuk7+pAV+fu8nhmM0CbE3Wa1YGjZnPX7yYDtHmdJXMzWZf1FAStOiDaStZXSj3UvZ0dnKyvOqDXdZ48SZZXPX1Bu+3J8BtYmkyq5np1EGxQFmAdwGwlw7ipUwcxuk5TD5dv7/vABz7Qta950mQZ5hx1sLTZ3P5dB6Db51hrrbVa9XQB7X3Ng7POOqtVB1VLvTqI2rrllluaXe3f9Srl7fOsueaaQ56nM7O2Doy2j82D0froVa96VTl/Hfxs1VMNdB2bJ8k+rQPr7Xu46KKLBtWZShvShvRJMmtHyhgc7p532mmncnz6V5mzAkNlgHZm7O+6667D3lD2pd/z2ZEyWgboRL0/J+qzeCI+t4bFmaI7ZIBO0Y5xWwQI9JTA2L8Grv8VVQgQIECAAIH/FUjG3lFHHVXmBew0SUZo5jeshyiWeTh/+9vfZsx215x7ycRK1l7KZz7zmeo1r3lN5ynK42RfJbuumYdzUIURNtTB0pK5tv/++1f33Xdfdfzxx7cX0Og8rA44tbOEMudo5gwdS5nd9z+We2jqJKOxmUf0JS95SZnHstnX+Tvz4CWzL/MbpiSDMKtgT2Z59atfXdXBuvYtZN7Ypnz9618vr5s8zxyxiyyySLOr/TuZonVAsOxPVmLm0xz4WmtXrh8kwytz6w0syWDOnJl1QLrsSkZnHUxtV+tccCXZlkOVD37wg9Vhhx1WsjmTCZps3Gau1czDmozhlGR+Zv7CzF86sCSzM1mxuZ8HHnig+sQnPtGVJZtM0c6s6cxFOtR5MudqXvN5fdcByvbcvAOvN/B5sjwzN2rK85///GrZZZcdWKVknOY9m2tkf15HqTtVSx1EK7eWbOR8Zo231EHmckhznvEer/7ECmQe2vRl/m1Idng+Jwb2a/5tyQJXKWPJ/pyo9+fs+iye2c+tiZUf+9mykFiy85t/48d65O23316qJou2/vJnrIeVenkNbLLJJoP+f2RcJ1GZAAECfSAgANoHnayJBAgQIDDxAhtttNGwixwlWJU/VBMcyVD4DGvPcNqUDCdOgCklw5rrDKvyeKj/JFiVgFACM+MtGc6eAGhKhsE3Kwh3nqdzCPZYh7/PqfvvvM+RHtdZm1WCzPmjs57fc6Sq7YWIUikBtskudTblsLdQZ3CVRa0y1D1/2A5XMqR5ueWWq+qs3PLayhDxJvA48JgmCDlwe55nyH4TAM2CWJ2lcwh/FqBKoHngNTIsv842rBJ8H1gyrLwZjpvpB7Ig1XClzsAsi0Flca1MW3DkkUe2A/NZNCvBmpQs/JQFx4Yru+++ewkU5TWRoOtYSoII+eIiCzydd955ZVj+UAtzZbGoTHkwMPA0lmvM6ToJjKfkfTIzJVMMpDTnmZlzOGZiBfJZngBohsH/7ne/q14+YIGqTMPRBNPyPhmtTNT7c3Z9Fs/s59Zo7Z5d+/Pv/qxMjZFpQPIz3lLPwSwAOl409QkQ6DsBAdC+63INJkCAAIGJEMjK4iOVBDebkqBUU5Kllwy5lGTZjRSYSPAm1+lcXbw5z2i/Exxad911y3yOCRAmqFUPv24flhWhm8zJZHllDsWxlDl1/2O5l9TJSt8JRudnuJKg7QUXXFD9+te/blfJtskuI72GmhXHR7rHzDWbYEdnwDLtGhicbM4x0vWGe73m2AQlk22a7NKsLJ2sygRWksGaAGET9Gx+N9drfne+fjN/6Ggl50wANBlU9fQA7cB2MjqbMjDo02xvfr/uda+r8jPekuzTBECTbZp7TcZrzpPtmfM0JRbNPK3jPf+crp95cFOSnTczpTmuOc/MnMMxEyuQAOhee+1VTppMz4HvhWb193ymj/RlQ3NXE/X+nF2fxTP7udW0b07/znzJcR/vF5fJ/Ey2ff6/YIMNNhjXbefLmKGy4cd1EpUJECDQBwICoH3QyZpIgAABAhMvUK/WPeJJO4eTd/4hlKBVU+p5zpqHw/5Onc4/UIetOMSOZHVmQZtkoWbY8S677NKulQVnMjw+ZazZn6k7J+8/1xtv+dOf/lSyb7J4Rtzyk4BWZxA650wwbzJLgoVDDbEe6p7uvPPOKouaZOGmpl1ZRKnJ8uo8Zrh2JSg6UhBruNdrzl3PH1mGtydjNUHJmO6zzz7lJ4HTBEhf+9rXloWPEgQZWHLPTcnUDnvuuWfzdMjfyZhuSo5tMnuT8daUTGkwO0o9p2p5zyTIm2ByhtnnJwHPBJQyXUUWaeqcImB23MdEnTMLOKVv88VFFobqDHSP5RpZ9Cmlnrd1LNXVmQMCCXRl2oVkGWYY/CGHHNLORs7nXLMA3liGv+d2J+r9ObDpE/FZPCufWwPvZ049zzQ4M7NgWDPsPV+0eL/Nqd5yHQIE+k1AALTfelx7CRAgQGBCBIYK9IzlxJ1D2zqHFg93bL1I0XC7Rt2eTKHM7ZhhwxkG3xkAbYa/54+14VYOH+oCc/L+h7r+cNvSvnqhljI0dKg6aWeGiidwOBVKgpG5p5HKjTfeWO27777VD37wg5KROFTdBALvueee8jPU/mZbhjLPStZihn3nWh/96Ee7DBNUS8ZZfjIMPkHSL33pS+2s0Fw/AeimdL5+mm0j/c7UBk3pPPZZz3pWs3lCf2cIfIYVv//97y9D8DOXaUoCywno5OcLX/hCGaaf11xWsZ/KJf3+ile8omQ/Z/qC0YLPnW1JwP20004rr9OZyabtPJfHEyuQz/YEQG+77bauYfAnn3xydffdd5f3euqMpUzU+7O51kR+Fs/q51ZzT34TIECAAIEICIB6HRAgQIAAgTko0Mypl0s2Q+FHuvysDNVOkDZDeBPsTCZogknLL798+aM5fyinZCGgZPiNtcyu+x8uc7G5r5EcEiRM5l5Tkl2ZYZMZ2p9MmvxkgZ0EtrKgRsqsBAOb68zK79Hmj8zQ49xz5gBtSuaWTWZR2pO2Zah4fr/oRS8qgbnUm53taoaV//GPf6xOOumkMpdtphZoMpybRYoSJMy8gk960pPKrdcrujdNqD772c9Wiy22WPv5aA86h8x3Hpeg7+wqud8scPa1r32ttCNTSJxyyildGbcZor/eeutVRx99dPXGN75xdt3KhJw3C39l+of99tuv3GuyQkcryRrPPKfJ+E3we6hFuEY7h/2zT+Atb3lLe0G3ZPc3w+Cb4e+Z03esX55N1PszrZ2On8Wzr5ecmQABAgSmmoAA6FTrEfdDgAABAj0tkAyzpiTDb7TSGQAbre5Q+zO8vcn2zKIyCRTmd7NC7XiGv+f8s+v+E3AZqQwX8EqGWhP8zIJAyT7ccccd24tOdZ6zc2h1E7Tr3D+VHid7q+n7DLc+/PDDh52ndU63K4HX/CSYmQzQBAfzmsrK6wlkZ9h0tm2xxRaFNPPhZQGjlByXYeQzUzrnArz55ptHPEXuI6/xvCZmtmRRkSzalJ+cL8PiTzjhhOo73/lOWaU58+hmKoCpHgBNIP3tb397yQLPVAVZoTpzzA5X0q53vvOd5QuDTMGx9957D1fV9kkSyPQZeS/ly4gMeT/00EOrZCv/8pe/LHc01uHvqTxR789e/SyepC52WQIECBCYDQJzz4ZzOiUBAgQIECAwjMBqq63WDspcccUVI85FmaBL5xDgYU454uZkBjVzTTZzwyVjKCXDsMcbjJrI++8cAp6gy3Al+zLUc6iSTMOmJCCXOSYXXnjhZlPX786A80gZpV0HTcKTBBUz52dKsniTuTrcIlVpR+e8rLOjXZlCIcNtm6zhTpLMKZlgbeaUTfC5Kb/5zW+ah10LsSSIOFrJtc4///zS53kPNKUzANo5b2Gzv/N3js+Q/GWWWaa9un3n/uEeJ7Ca4G3nayV1k1mbQHSCgZlPsxmCn8edc5MOd97J3p6gbTJWr7/++hI4+9znPjfoPZUAWhbVyfySWSAt76ME1DoXT5vsdrj+DIFmiHs+G88+++yS5Xv//feXf1+23HLLGRVHedS5UNKsvD978bN4FDq7CRAgQGCaCQiATrMOc7sECBAgML0FMpS0WbE8wc0mKDlUq7LARWdwa6g6o21L4Ga77bYr1RJYyiqz5513XnmerLDxZshN5P13zqM60tycyVgbuIhR0+4EupqSuQ6HKzm+WfU+dZoM2OHqz8z2zlXQZ+X8GVbeBP7WXXfd9lDyoe4pWZcJejRlVq7bnGPg7wy5TwA20yV0ZpsOrJdV4Zty0003NQ+rl7zkJe3H3/jGN9qLb7U3djxIsDtB+RyTbOPMQ9mUDPVvhvh/+9vfHvY1kfoZ8h2LZNFm2oemjNRHGc6eYcNZ1Cn3OVzJUPy111677E4/jZaNOtx55uT2BIOTofeud72reuCBB0r2buYgXn311atXvvKVJSiaQGeGVue9mAzRvLeGC7zPyXt3raEFttpqq/b7If9WNF9spT/HM63JRL0/p9Jn8dBithIgQIBAvwsIgPb7K0D7CRAgQGCOC+y6667ta37qU5/qmluw2ZEswL322qt5Oku/EwBtAkc77LBDO7g23uHvzU1M1P13LiCTgNZVV13VXKL9Oxl273nPe9rPBz5oMvGy/dJLLx24uzxPICxDQjM3ZVMyX+VEl8659IZaoX2s1+tsU0yGC/4mSzTDszvL7GhXk02WaQoyx99wJYHqpnT27TrrrFMlWJOSuU0/8pGPDBuA/vjHP97OTEwgp3OoduauTAAvJUHHr3zlK+XxwP/8/e9/rw488MCyOX2y6aabtquM1EeZHzarTqcceeSRg7JAm5NkkZnMqZuywAILtFepb/ZP1d8Jgn7ve98r2cWZniBtzVymCYwm6J7AaILMWSwp77vnPve5U7Up7qsWSLA+Wb0p+SKtef+97W1vK9vG+p+Jen92fm5N9mfxWNuuHgECBAj0l4AAaH/1t9YSIECAwBQQSPChmR8x2VYJOmSoaea5TIZd/pDNcNsEv5rA5azcdlbvbrIjm0zLZLBlOPvMlIm6/wTJMo9dSobfvulNb6oOOeSQsmp4hn1nbs8Er2KSbLWhSpNNm32f+MQnqq9//evVddddV6recccd1S9+8YvqDW94w6BM2+yb6JIpBZpy8MEHl/v/6le/Wo02XLs5pvmdQF8z12oyGJOVl4V4YpS5SzNMNQG+zOeY4emdZXa0KwHoBRdcsFxm//33L3OsZvqGBERzPxku/pnPfKY9V2Tq7rLLLp23VcWhWRTpiCOOqDbccMPqzDPPLH2bAPVll11WbbPNNmUuwxyYul/84he7zpEn2dbcS14fCe4nszn3kvfPT37yk3LuJis2mZzNdXP8SH2UjOTmS4E45rWVuU3vvPPOHFoybTM8PoHZZkqGLBTUuTBYqTjF/5OgWaYsSLsSqMr8rJlLMm1KIHSnnXYad2b4FG9yz95eMwz+lltuKa/PBLlnZk7aiXh/TqXP4p7tcA0jQIAAgVkTqIfuKAQIECBAgEAtUM+fmAkH2z953lnqwE17X73oROeuQY/r4cDtuvUcgYP218GaVh2UbNfJdeuVwctPcw/1UOBWHfwqdeqh6oPOUWdztY8/6KCDBu3v3FAP723XzfnrwFDn7kGPRzv3RNx/LloHX1p14Knr3pr2N7/ruSVbdaZsu07nzdbBs1a9yEt7X3NMHTBt1cHj9vY62Nuq58lr1QGwsq3OVmrl2M5SB9bKvnquyc7NY35cByNbdbC5fc3mXg477LD2OephxmV/vbhMe9tQD+r5NrvuP+fK/dXzMrbPn9dEnTHZOuCAA9rb6kzartPlOjk21x2p1NMitM9RB/UGVa2H2ne9NnPOvF7reVzbx2VbPd9sq84eHHR8NtSZhoN80kdpR45tfnLOegj7kOfIxjoI2Ur/NvXze+B9ZNtuu+026Byj9VEdZG7VK893nTvnqgNLg7btvvvug15Dgy5oA4GZFKjna22/5uovyYY8S51R3fW+rL9EGrLexRdf3D5XHcAfss6svj8n8rN4oj63hmzoFN1Yf/HZqr/QadVf4kzRO3RbBAgQmP4CMkDr/6tVCBAgQIDAnBZIttlJJ51UMtoWX3zxcvlk0+Unw3ST2ZYsrc7stVm5x2RXNosDJUtoPKsED3Xdibr/ZKYmozErVXfOz5jM12RCZijyHnvsMWwmbB2EKytzp07a1ZQMta7/N61kUmZxnmQJrr/++tUmm2xSqiRjKhmIE1kyHDoZgsno7VzgqXMey7FeL/d5xhlndM3BmKzGZDnOO++8JTsxbl/+8pdLhmtz3h/96EfNwwn9neHhyRJMNm2TlZzXajIvU5KxmqG3ySBcc801h7z2xhtvXF1++eUlwzBzyaakj5qFm9L/WX08w7I75xMdeLJkYCZjdNttt21ngzb3kboZNp8Fm5ph8J3Hj9ZHsW2O7cw6bqYWyP4sEpT5QpMNm9efQmCyBJZYYony2dlcf1Y+12f1/TmVPosbD78JECBAgECnwFyJ4XZu8JgAAQIECBCYswIZ2pygT4ZuL1OvWp1FZ8a7ONGcvePuq03U/WcBnAQqM/9pFv/JYjPjKQkQXnvttVUWl8rq5GusscakrWAdk2uuuaa0IcHBmQ2U5X/TMsQ8bcrckyuvvHKZm3EyXx+5jwzNz33lPhIQTCBmvCVB6gREM/fkcsstV37GO5w8PpnzMwHRBOUTNB/rvYzWRwnMZjGntDPDw7MKfRYNShBUIdDrArPy/pxKn8XTpZ/yhegxxxxTFoHLtCcKAQIECEy8gADoxJs6IwECBAgQIECAAAECBAgQGJOAAOiYmFQiQIDALAkYtzNLfA4mQIAAAQIECBAgQIAAAQIzL9Bklje/Z/5MjiRAgACB4QTmGW6H7QQIECBAgAABAgQIECBAgMDsFdhggw3KPNYveMELZu+FnJ0AAQJ9LGAIfB93vqYTIECAAAECBAgQIECAAAECBAgQ6HUBQ+B7vYe1jwABAgQIECBAgAABAgQIECBAgEAfCwiA9nHnazoBAgQIECBAgAABAgQIECBAgACBXhcQAO31HtY+AgQIECBAgAABAgQIECBAgAABAn0sIADax52v6QQIECBAgAABAgQIECBAgAABAgR6XUAAtNd7WPsIECBAgAABAgQIECBAgAABAgQI9LGAAGgfd76mEyBAgAABAgQIECBAgAABAgQIEOh1AQHQXu9h7SNAgAABAgQIECBAgAABAgQIECDQxwICoH3c+ZpOgAABAgQIECBAgAABAgQIECBAoNcFBEB7vYe1jwABAgQIECBAgAABAgQIECBAgEAfCwiA9nHnazoBAgQIECBAgAABAgQIECBAgACBXhcQAO31HtY+AgQIECBAgAABAgQIECBAgAABAn0sIADax52v6QQIECBAgAABAgQIECBAgAABAgR6XUAAtNd7WPsIECBAgAABAgQIECBAgAABAgQI9LGAAGgfd76mEyBAgAABAgQIECBAgAABAgQIEOh1AQHQXu9h7SNAgAABAgQIECBAgAABAgQIECDQxwICoH3c+ZpOgAABAgQIECBAgAABAgQIECBAoNcFBEB7vYe1jwABAgQIECBAgAABAgQIECBAgEAfCwiA9nHnazoBAgQIECBAgAABAgQIECBAgACBXhcQAO31HtY+AgQIECBAgAABAgQIECBAgAABAn0sIADax52v6QQIECBAgAABAgQIECBAgAABAgR6XUAAtNd7WPsIECBAgAABAgQIECBAgAABAgQI9LGAAGgfd76mEyBAgAABAgQIECBAgAABAgQIEOh1AQHQXu9h7SNAgAABAgQIECBAgAABAgQIECDQxwICoH3c+ZpOgAABAgQIECBAgAABAgQIECBAoNcFBEB7vYe1jwABAgQIECBAgAABAgQIECBAgEAfCwiA9nHnazoBAgQIECBAgAABAgQIECBAgACBXhcQAO31HtY+AgQIECBAgAABAgQIECBAgAABAn0sIADax52v6QQIECBAgAABAgQIECBAgAABAgR6XUAAtNd7WPsIECBAgAABAgQIECBAgAABAgQI9LGAAGgfd76mEyBAgAABAgQIECBAgAABAgQIEOh1AQHQXu9h7SNAgAABAgQIECBAgAABAgQIECDQxwICoH3c+ZpOgAABAgQIECBAgAABAgQIECBAoNcFBEB7vYe1jwABAgQIECBAgAABAgQIECBAgEAfCwiA9nHnazoBAgQIECBAgAABAgQIECBAgACBXhcQAO31HtY+AgQIECBAgAABAgQIECBAgAABAn0sIADax52v6QQIECBAgAABAgQIECBAgAABAgR6XUAAtNd7WPsIECBAgAABAgQIECBAgAABAgQI9LGAAGgfd76mEyBAgAABAgQIECBAgAABAgQIEOh1AQHQXu9h7SNAgAABAgQIECBAgAABAgQIECDQxwICoH3c+ZpOgAABAgQIECBAgAABAgQIECBAoNcFBEB7vYe1jwABAgQIECBAgAABAgQIECBAgEAfCwiA9nHnazoBAgQIECBAgAABAgQIECBAgACBXhcQAO31HtY+AgQIECBAgAABAgQIECBAgAABAn0sIADax52v6b0rcPPNN1ePP/547zZQywj0scAtt9xSPfroo30soOkEelfgH//4R/XII4/0bgO1jEAfC9x2223Vf//73z4W0HQCvSvwr3/9q3rooYd6t4E90jIB0B7pSM0g0Aj87ne/q5Zeeunq05/+dLPJbwIEekTgoosuqp797GdXu+22W4+0SDMIEGgErrnmmvLv94477ths8psAgR4RSHJC/v3eeuute6RFmkGAQCNw1113Vcsss0y1+eabN5v8nqICAqBTtGPcFoGZFbjpppvKoTfeeOPMnsJxBAhMUYEmu9v7e4p2kNsiMAsCt956a/XYY49VN9xwwyycxaEECExFgWR/Pvzww5V/v6di77gnArMmcMcdd1QPPvig9/esMc6RowVA5wizixAgQIAAAQIECBAgQIAAAQIECBAgMBkCAqCToe6aBAgQIECAAAECBAgQIECAAAECBAjMEQEB0DnC7CIECBAgQIAAAQIECBAgQIAAAQIECEyGgADoZKi7JgECBAgQIECAAAECBAgQIECAAAECc0RAAHSOMLsIAQIECBAgQIAAAQIECBAgQIAAAQKTISAAOhnqrkmAAAECBAgQIECAAAECBAgQIECAwBwREACdI8wuQoAAAQIECBAgQIAAAQIECBAgQIDAZAgIgE6GumsSIECAAAECBAgQIECAAAECBAgQIDBHBARA5wizixAgQIAAAQIECBAgQIAAAQIECBAgMBkCAqCToe6aBAgQIECAAAECBAgQIECAAAECBAjMEQEB0DnC7CIECBAgQIAAAQIECBAgQIAAAQIECEyGgADoZKi7JgECBAgQIECAAAECBAgQIECAAAECc0RgnjlyFRchMJsFHnvsser++++fzVeZHqd/8MEHy40+/PDD1T333DM9btpdEiAwJoEHHnig1HvkkUe8v8ckphKB6SPQ/H/Mo48+6v09fbrNnRIYk0Dz/s7fLP7/fExkKhGYNgL33Xdfudfp8v6ee+65q4UWWmja+E7kjc7VqstEntC5CMxpgfyhsOKKK1bXX3/9nL606xEgQIAAAQIECBAgQIAAAQIEpo3ArrvuWh166KHT5n4n6kZlgE6UpPNMmkC+RU3wc6655qqe8pSnTNp9TJUL55unZInNP//81bzzzjtVbst9ECAwAQKPP/54eX/nvT3ffPNNwBmdggCBqSLQvL+f+MQnln/Dp8p9uQ8CBGZdIDlHyQL1/p51S2cgMNUEmvf3PPPMUy2wwAJT7fa67ifJY4kVXHLJJV3b++WJAGi/9HQftHPRRRet7rjjjj5oqSYSIECAAAECBAgQIECAAAECBMYu8Pvf/77aYIMNxn5Aj9W0CFKPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmECBAgAABAgQIECBAgAABAgQIECAwQ0AAdIaFRwQIECBAgAABAgQIECBAgAABAgQI9JiAAGiPdajmEOgXgfPPP79aa621qrPOOqtfmqydBAgQIECAAAECBAgQIECAwEwICIDOBJpDCBCYfIHTTjutuvTSS6tTTjll8m/GHRAgQIAAAQIECBAgQIAAAQJTVkAAdMp2jRsjQGAsAq1WayzV1CFAgAABAgQIECBAgAABAgT6VEAAtE87XrMJECBAgAABAgQIECBAgAABAgQI9IOAAGg/9LI2EiBAgAABAgQIECBAgAABAgQIEOhTAQHQPu14zSZAgAABAgQIECBAgAABAgQIECDQDwLz9EIjf/7zn1eZBzArQq+wwgqjNulnP/tZqfO85z2vWn755Uet3y8VTj/99Oruu++u1lxzzWrFFVccc7NPPvnk6r777qte+MIXVssss8yYj1ORAAECBAgQIECAAAECBAgQIECAwOwW6IkM0Le85S3VlltuWZ144olj8krd/Pz6178eU/1+qfTxj3+8uBx//PHjavIHPvCBclxW5VYIEJgh8Oijj1aXX355dd11183YOMGPHnnkkerWW2+t7r///gk+84zTPfTQQ9Utt9xS/fe//52x0aNBAo8//nh12223VXfdddegfTYQIECAAAECBAgQIECAwOQJ9EQAdPL4XJkAAQKDBfbZZ5/q6U9/evXEJz6xWmONNarllluumnvuuUtm9UR88fLYY49VRx55ZPXSl760mn/++atnPetZ1UILLVQtu+yyVb7I+Ne//jX4psa5JQHVfffdt1pttdWqJz3pSdVSSy1VrpXM+QMOOKBKUFT5X4Fkwb/+9a+vnvzkJ1fPfOYzq8UWW6z8bLfddtUVV1yBiQABAgQIECBAgAABAgQmWUAAdJI7YCpd/pvf/GZ16qmnVltttdVUui33QmDaCNx+++0lULj33ntXd9xxR7nvBD7nmmuuMk3HtddeW732ta8twbKZbdTNN99crbPOOtUOO+xQnXvuuSWwuuSSS5bg2/XXX1995StfKVOB/OpXv5rZS1R//OMfq5VXXrn69Kc/XQJ4TZB1vvnmqy655JJq9913L4HRSy+9dKav0QsHJgi89dZbV5tuumkZgZAM2Wc84xnVIossUrJAv//975cpRb74xS/2QnO1gQABAgQIECBAgAABAtNWQAB02nbdxN/42muvXb3iFa+onv3sZ0/8yZ2RQI8L/Oc//ylBwwwVT8DzDW94Q3XNNddUydbM0Ojf/OY31eqrr14UMl3Hq171qnGLJKj6spe9rPrTn/5Uskr/3//7f9U999xThqdnHt7zzz+/BFfvvffecv2xTgvSeSMJcG688cblnC95yUuqU045pQyvT+A118g5X/CCF5Rh/RtuuGF19dVXdx7eN4/Tr29605uqH//4x9XCCy9cAs8Z/v7Pf/6zBD8T7P7gBz9YAt+f+tSnqgTFFQIECBAgQIAAAQIECBCYHIGeWARpouj+8Ic/lD/wX/ziF5fhpAkyJMMqQYfnPve51Rvf+MZqwQUXHHS5mT2u80QJYiTrKsGHDD3Ngk65jwxtHVjyR3bqLb744lWGo5599tnVGWecUbLCNtpoo2reeedtH3LOOedUF110UZXgRQKbq666alms6ClPeUq7TvPgvPPOqxI4SVuf85znNJvbvzOUM0M9k+X2/Oc/vwRiku00lpJ5EP/85z9XV155ZbX00kuX+07AdZ55vATH4qfO1BdIwDOLiCXjM++TfJnQWZIlmJ9kT2YIeQKLP/jBD6p3vvOdndVGfLzLLruUwGMyQBNQfepTn9qun6BrPjOS+fmZz3ym+vznP1+94x3vqP72t7+VjMR2xREeZM7St771rdUDDzxQjv3ud7/b9R7NkP5ksL7yla8smY9ZgG6bbbapLrzwwhL0HeHUPbfr4IMPLn2Qz+GzzjqrBL87G5kF9lInr4M3v/nNpT/S/+utt15nNY8JECBAgAABAgQIECBAYE4I1KunT/vyhCc8oVVbtQ466KAxtSV183PIIYd01a+DiWV7Hbxo1fO5lcdN3fxedNFFW/VCP13H5MnMHtec6Be/+EXraU972qDr1YHM1v7779+qM42aquX3T37yk1K3Dri09ttvv67jXve615U6dZC0VQdDuvY1bannqGuddNJJXefMk3oV91K/Ds4M2rfzzju36gBL1/kWWGCB1s9+9rPWSiutVLYfccQRg46rFwNp1YtUdR3X3EcdAG3V2WODjhnvhjpAXc5fz7s33kPVn8YC9fyUpd/33HPPSW9FHfhsv8a/+tWvjno/dQCz1K+/QBi1blOh/hKhHFPPM9mqv9BoNg/7u84wLfXrYOiwdQbu+OEPf1iOqYe/t+rh3AN3dz2vg6St+kuVUv+4447r2tfrTx5++OFWPm/yWVbP6Tpqc9MHqZs+UQgQIECAAAECBAgQIDAZAnXyXPm7ZP3115+My0/6NQ2Br/8qHVi233776oQTTqje8573lJXif/rTn5aMp6zsm+yoG264YeAh5fnMHJcMoWSWJsu0Dl5Whx9+eJVhrbvuumsZNpsFTXbcccchr5dsyszRVweAy3x8+d3M37nZZpuVjNIMuT3ssMOqOkBRffazny1DVzNEM1lcF1988ZDnHbjxwAMPrL71rW+VzLZkoB199NFVHXgt2am53nAeySZNpmj86uBxuf6xxx5bst+y/YILLij3c9VVVw28pOcEppVA/eVLud8sgvORj3xk1HuvA42lTjNketQD6grJtkxJVudQmeFlZ8d/9thjj/KsOa5j17AP6y80yr60oTOTfKgDsjBShninjOcaQ51rum0788wzqzvvvLNk6r/61a8e9fYbz9NPP73697//PWp9FQgQIECAAAECBAgQIEBgYgWMPx7CM8PFE/Tbbbfd2nsz11sWuzjmmGPKvG+Za2/g8O3xHvePf/yjBDBzkS996UtVE7DI81wrwdZNNtmkOuqoo8qCJ+uuu252tUvm3suqzxmCn6HoCdAmKJF5BzOcPgGMX/7yl2WuwBy0xRZblGtkiHuCljlvArAjld/97ndlVenUSRA1Kx03Zaeddir3l+GvQ5WshJ3rZDh9htdndeSmvP/97y9trLNfqw9/+MNlKGmzb2Z/Z57FBJSU6SWQ1+/Xv/71KsOvx1NuvPHGUj3BxEwDMZ6SLwve9773VZnDciLK73//+3KaFVZYYUyvwUxBkQWFsmhOhqxvvvnmo95GprJIyfQYY3mdr7jiimVYer4oyWdNhuaPVppFjTJVxliukRXiUzIlx1jqj3b96bI/n/8pmcZjrO2Oab50yus9c6gqBAgQIECAAAECBAgQmJMCiRn1cxEAHaL384fqhz70oa49CZh8+ctfrhKwSyAic1pm/s3OMt7jsjJw5vush55Xn/jEJzpPVR5vsMEGJfvz0EMPLdmTv/3tbwfVyYrPzTycybJMufXWW8vv3PPAuT4TdMmiHQnWNsGLUnmY/yQbNYt9ZO66zuBnqmf+wWSCZj7AgSUBlwS1UuqpBrqCn9mW+/jGN75Rgj9pV4ICAwO8qTeeUudTV1mIRpleAun/zGE7s+Wmm26q8jPeksB85tKciJLFgVLyBcRYX4P5AiUB0MypO5ZjklGdki82xlK/qZtr5Nis5D5ayedRSub6HMs1Ui8lx42lfqncA/9psjjzOTbWdtdThpSW59ixHtMDVJpAgAABAgQIECBAgMAUEain8poidzI5tyEAOoR7FiUZKlsq2ZYJeibjMZk8AwOg4z0uiyylZAhlFjAZqmQBjQRAk2E1VMlQ8oElgcT8sf3QQw+VIegf+MAHqte85jXVGmusUapmZeexlua6WcRjqJL7W2KJJUqGWef+yy67rHrkkUdKluxQAdLUTUZogrC5Rn5mNQCaPsuCJMr0Ekj2cxYQGm8GaD0XbpXsz3qO2XEtJBSdfDmQBYOaoNSsiiWYmqzrTC8x1tdg3p8puY+xHNMsTJah12Opny8hEvzMlyBZAG0sJUPrE5BNwLT5vBjpuOYzLMeN5Z5GOtd02pfs2pTx9He+dEpZZZVV+sqqNNp/CBAgQIAAAQIECBCYdIFFFllk0u9hMm+gJwKgyaRKluJYAigJCDRl4BD2ZnsCncOVBCESAM2K5tttt11XtfEe99e//rUcn0zJ73znO13nap4kiJiSYZYJSnRmdCb7qgmKNPXzO1lJ3/ve96p3vetdJdMz2aX5SZAiwdYEMzO0frj2N+fKkPIEMlOycvtwJfeQYEtnadqWcyyzzDKdu7oeN5lUTf2uneN8kiDyRAW0xnlp1WdBIH2WDOPxliY4n2HnmT93Mks+CzI9xvXXX1/dc889gzKeB95bpp7IeyOB2LwXx1LyRUKmrch8m1lJfrSS6S9SNtpoozG/L/KFRj7bkuk+3BcXnddNvZQc10/vvXoxo9LuU089tcq3qAsvvHB5Ptx/MgVIspTzZVGmMBjuC6/hjredAAECBAgQIECAAAECsyqQWFE/l9EnhZsGOk0UuxkiOtItJ2OnKRnCPVR5+tOfPtTmsm2hhRYqv//1r38NqjOe4/JHcxY+SkkgJIHZoX6yL39c56fz3nNc2p0AylAlWXHnnntuCYI27bzllluqI488siyAlKyz4RYvas6X4GS90nN52hg3+zp/D5X5lWul5A/9odrVbEvQJG2rV9HuPKXHBKaVQBYVy5cTmYZhtGBu5l355Cc/Wdr38pe/fMztzDyhea8lmJYvOEYqmR913333LVXe+973jlS1a9+73/3u8plyxBFHlC96unYOeHLWWWeVBdsyJD9ftvRTyZddCfom2J2F6kYq+axrFovKwnqCnyNp2UeAAAECBAgQIECAAIHZI9ATAdBm7suBAcKhyDozFYcL6o10nmYYY7J4BpbxHJegQRM4zFyYCTaO9rPSSisNvOSIzzM8PoGSBFoTDP3MZz7TXnwjWV5NFtNwJ4nrkksuWXY3Ac2h6g4VDG4yRjP0drR2Zf93v/vdoU5tG4FpI3DYYYeVe81CQvmCoZlPs7MB2bf88suX6SmSwZ05dsdaFlxwwSpz/qZkAbLhssZzjQTnMlQ+8/YmODvWknmMM2VGvqDJtBlZtXyocuKJJ5ZpC/IFTbLLh8pEH+q4XtqWhfLyBc7hhx9eFnJLoHNgyXQCm222WXXBBReUBevGkrk78ByeEyBAgAABAgQIECBAgMCsC/TEEPjMxXnFFVdUWYk5GVgjZdhkVfOmDLcS79/+9remStfvnLsZqp2FiwaW8R6XgGb+QM48epk/dKiS4GIWNcow8tGGWTbHZyqA3EumBUhAI1mimV8zP5/73OeqLL70qU99qqwWn/Y089k1x3f+ftGLXlQdf/zxVVacH65cd911g3Y1wdrsS3bncMHmBGITaM3w/NGG5A+6iA0EppDA29/+9jIPaBb9SsArmdd5/6y55ppl0ZusHH7NNdeUO858tRmi3nwJMtZm5HMi50h2ZzI78+VJprTI50O+SMhiUjlv3vu59o9+9KOxnrpdL0HWv//97+V9n0BqhsInGJrF1vIFUlatbz5Ht95667JAW/vgPnqQfs0ctNtuu22VKQ0yNcHb3va2Mq9xpi7JnLBZcC4LZGW+47h1TmHSR1SaSoAAAQIECBAgQIAAgckXqIN6077U8+K1asnys+eeew7bngcffLBV/yFa6tUZnIPq1YHUsq/OZmrVGVCD9td/4Jb9dYC1VQ9jbe+f2eNyr7nvOjjYquf4bJ+veVBnV7U23njj9j3Vgc2yq178pWyrgydN1a7fH/nIR8r+OqjYqhda6dqXJ3XQs+zPtevFnNr766Bu2X7AAQe0t+2zzz5lW53R2apXLm5vbx40JjlXPWy22dyqs89a9XQB5dg62Nre3vngzDPPbMVy4LGddcbyuM5wLedYbLHFxlJdnR4RqIOApQmEzIQAAEAASURBVN9Hes9PRlProGSrXnG93Fte2wN/8r6sA/+zdGt15mgr5xl47jyvM0tbH/rQh1r5vJvZUgdQW/Ft3sMDr1MHd1t1BmQrn1H9XuopCVr1l2lD9kXctthii1Y9/2e/M2k/AQIECBAgQIAAAQKTLHD22WeXv1vWX3/9Sb6Tybl8TwyBTxZSk3GY7MbMyXbOOeeUuSfrP0BLBuIJJ5xQVkRvhqk38+Nl/8CSuTF33XXXsop5sy/DSj/84Q+Xp3vvvfeQGY3jPW6PPfYoi2IkQzKZQ8295SIZWpohls0Q1MwhN9x8n809Nr+32mqr8jDD1rPC9sChmfvtt1/Zn2GrQw3lb86T3zvvvHPJLssCHsk46zxXsm7rYGtn9fbjZHVmyH1KMsqSKdVZ0tbtt9++ZOwmCy5ZVAqBXhB43/veV7L+DjrooOqlL31ptdxyy1Urr7xyGYqeoeOZRiNZ67NS8pl37bXXlmzPj370o1WyT3fZZZfqm9/8ZpnbN9eelUWJkqFaB5bLub7//e+XOSzzHq0Dq9XRRx9dtu+2224jZtvPSvum07HrrLNOmS81WbF77bVXmQ91hx12qPI5+5e//KU67rjjqqWWWmo6Ncm9EiBAgAABAgQIECBAoPcEJifuOvFXrYectrM7614qUe16hatWMpWa5/mdjMNkNg1VmkzOZFambj1XX6te3blVD/9s1cGEsq0OAgw6dGaPy4nqYZGtem6/cu7caz1fXKsOZrTqBZXa910PcW012Z85ZrQM0NSpgyHt43P+N7zhDa064NhaY401yva059hjj03VdhkqAzQ7L7/88lY9dLMcl+zYesGTVr3qdutJT3pS62lPe1qrDu6UfZ0ZoDkuWbT1Ctft+6jnJC33sN5667XqAEvZnnPUwepUn+kiA3Sm6ab1gVM1A3Rao7p5AgQIECBAgAABAgQIEOhJARmgdaSvF0rmu8t8ksmCqoNypUnJVsy8eCnJaHr1q19d/fa3vy2ZTWXjMP9JZmY99Luqh6WXRYR+/etfl0zFZHZlFfXhyswcl0VKLrvssrJydFZczzxxmbcvc38mMzLZk1koZazZn829ZU66/fffv8zbl8VYkoWUhYYyl+faa69d5kvN3IFjKauttlq5r2SLJss1GWHJZEsGaVaCXmGFFYY8TRZ5iXcWh8kceOmf3EMWZEqGax1ELfdRB0SHPN5GAgQIECBAgAABAgQIECBAgAABArMqMFfC2rN6kql2fBYByuI7GWZdz4NXhplnNfIsSjJSyarp9ZyYVYaPZqhnFhK55JJLylD4VVZZZdgFLGb2uIH3koUzssBJFkZKcDH3PKsLA8UiQ25vvPHGKqtIr7766lVWoJ/ZkmG3GQ6fxZWyKMp4SoK6GTaf+8iw4OEWRhrPOVM3q10n6F3PAVpWvB/v8epPT4FmMa8M1R5pSovp2Tp3TYAAAQIECBAgQIAAAQIEJk4gC4dvsMEGVT0HaFVng07ciafJmXpiFfiB1gkaZmXzkVY3H3jMUM+TdTncSvFD1W+2zexxyZhMtmV+JqrEIitE52ciSrI9h8v4HO389bD+asMNNxytmv0ECBAgQIAAAQIECBAgQIAAAQIEJkygJxZBmjANJyJAgAABAgQIECBAgAABAgQIECBAoKcEBEB7qjs1hgABAgQIECBAgAABAgQIECBAgACBTgEB0E4NjwkQmDYCT37yk8u9Zk5ZhQABAgQIECBAgAABAgQIECAwnEBPzgE6XGNH237aaadVWTRooYUWGq1q1/6ZPa7rJJ4QIDAugfe+971V5pXdfPPNx3WcygQIECBAgAABAgQIECBAgEB/CQiAdvT3oosu2vFs7A9n9rixX0FNAgQGCiywwALVNttsM3Cz5wQIECBAgAABAgQIECBAgACBLgFD4Ls4PCFAgAABAgQIECBAgAABAgQIECBAoJcEBEB7qTe1hQABAgQIECBAgAABAgQIECBAgACBLgEB0C4OTwgQIECAAAECBAgQIECAAAECBAgQ6CUBAdBe6k1tIUCAAAECBAgQIECAAAECBAgQIECgS0AAtIvDEwIECBAgQIAAAQIECBAgQIAAAQIEeklAALSXelNbCBAgQIAAAQIECBAgQIAAAQIECBDoEhAA7eLwhAABAgQIECBAgAABAgQIECBAgACBXhIQAO2l3tQWAgQIECBAgAABAgQIECBAgAABAgS6BARAuzg8IUCAAAECBAgQIECAAAECBAgQIECglwQEQHupN7WFAAECBAgQIECAAAECBAgQIECAAIEuAQHQLg5PCBAgQIAAAQIECBAgQIAAAQIECBDoJQEB0F7qTW0hQIAAAQIECBAgQIAAAQIECBAgQKBLQAC0i8MTAgQIECBAgAABAgQIECBAgAABAgR6SUAAtJd6U1sIECBAgAABAgQIECBAgAABAgQIEOgSEADt4vCEAAECBAgQIECAAAECBAgQIECAAIFeEhAA7aXe1BYCBAgQIECAAAECBAgQIECAAAECBLoEBEC7ODwhQIAAAQIECBAgQIAAAQIECBAgQKCXBARAe6k3tYUAAQIECBAgQIAAAQIECBAgQIAAgS4BAdAuDk8IECBAgAABAgQIECBAgAABAgQIEOglAQHQXupNbSFAgAABAgQIECBAgAABAgQIECBAoEtAALSLwxMCBAgQIECAAAECBAgQIECAAAECBHpJQAC0l3pTWwgQIECAAAECBAgQIECAAAECBAgQ6BIQAO3i8IQAAQIECBAgQIAAAQIECBAgQIAAgV4SEADtpd7UFgIECBAgQIAAAQIECBAgQIAAAQIEugQEQLs4PCFAgAABAgQIECBAgAABAgQIECBAoJcEBEB7qTe1hQABAgQIECBAgAABAgQIECBAgACBLgEB0C4OTwgQIECAAAECBAgQIECAAAECBAgQ6CUBAdBe6k1tIUCAAAECBAgQIECAAAECBAgQIECgS0AAtIvDEwIECBAgQIAAAQIECBAgQIAAAQIEeklAALSXelNbCBAgQIAAAQIECBAgQIAAAQIECBDoEhAA7eLwhAABAgQIECBAgAABAgQIECBAgACBXhIQAO2l3tQWAgQIECBAgAABAgQIECBAgAABAgS6BARAuzg8IUCAAAECBAgQIECAAAECBAgQIECglwQEQHupN7WFAAECBAgQIECAAAECBAgQIECAAIEuAQHQLg5PCBAgQIAAAQIECBAgQIAAAQIECBDoJQEB0F7qTW0hQIAAAQIECBAgQIAAAQIECBAgQKBLQAC0i8MTAgQIECBAgAABAgQIECBAgAABAgR6SUAAtJd6U1sIECBAgAABAgQIECBAgAABAgQIEOgSEADt4vCEAAECBAgQIECAAAECBAgQIECAAIFeEhAA7aXe1BYCBAgQIECAAAECBAgQIECAAAECBLoEBEC7ODwhQIAAAQIECBAgQIAAAQIECBAgQKCXBARAe6k3tYUAAQIECBAgQIAAAQIECBAgQIAAgS4BAdAuDk8IECBAgAABAgQIECBAgAABAgQIEOglAQHQXupNbSFAgAABAgQIECBAgAABAgQIECBAoEtAALSLwxMCBAgQIECAAAECBAgQIECAAAECBHpJQAC0l3pTWwgQIECAAAECBAgQIECAAAECBAgQ6BIQAO3i8IQAAQIECBAgQIAAAQIECBAgQIAAgV4SEADtpd7UFgIECBAgQIAAAQIECBAgQIAAAQIEugQEQLs4PCFAgAABAgQIECBAgAABAgQIECBAoJcEBEB7qTe1hQABAgQIECBAgAABAgQIECBAgACBLgEB0C4OTwgQIECAAAECBAgQIECAAAECBAgQ6CUBAdBe6k1tIUCAAAECBAgQIECAAAECBAgQIECgS0AAtIvDEwIECBAgQIAAAQIECBAgQIAAAQIEeklAALSXelNbCEySwJVXXlldffXVk3R1lyVAgAABAgQIECBAgAABAgQIDC8wz/C77CFAgMDYBF7ykpdU88wzT3XnnXeO7QC1CBAgQIAAAQIECBAgQIAAAQJzSEAAdA5BuwyBXhV4/PHHq3vvvbeae24J5b3ax9pFgAABAgQIECBAgAABAgSms4CIxXTuPfdOgAABAgQIECBAgAABAgQIECBAgMCIAgKgI/LYSYAAAQIECBAgQIAAAQIECBAgQIDAdBYQAJ3OvefeCRAgQIAAAQIECBAgQIAAAQIECBAYUcAcoCPy/O/Om266qbr44ovLzz//+c9q1VVXrdZaa61qzTXXrJ7ylKcMOsMDDzxQ/eY3vynb11lnnWqppZYaVKfZkHqpn7LppptWCy64YLOr6/d//vOf6sQTTyzbsuDMs571rK79U/VJvM4555yyQM4WW2wxVW/TfREgQIAAAQIECBAgQIAAAQIECPSogADoCB2bwOT2229f/fSnPx2y1lxzzVV99rOfrfbaa68qj5sy33zzVe9+97ur++67r9pnn33K/mZf5++77rqrev3rX1899thjZXOus9VWW3VWaT9OEHHLLbcsz6+++ur29qn+4MILLyz3ncBuPBQCBAgQIECAAAECBAgQIECAAAECc1JAAHQY7RtuuKHabLPNqssuu6wEN1/+8pdXK620UrXIIotUt956a3X++edXCUTuvffeJTP0Bz/4QTt7c5555qk23HDD6oQTTqh+//vfD3OFqjr11FPbwc9USjbocAHQs846q5xnmWWWKfcx7EntIEBgVIFbbrmlOumkk6q///3v5T34nOc8p2Rgr7DCCqMeq8LECtxzzz3ls++KK64oX5IsscQSVT5vX/SiF3V9sTSxV51+Z2u1WtUf//jHKv8WJLN+oYUWqlZfffXq1a9+dXk8/VrkjgkQIECAAAECBAgQIDDnBARAh7E+8MADS/DzGc94RnXyySeX4e6dVR9//PHqO9/5TrXzzjtXv/jFL6pvfvOb1e67796u8spXvrIEQM8777wqdeeee/B0q7/+9a9L/QwN/+Uvf9keNt8+SceD3/3ud+XZq171qo6tHhIgMB6B2267rfrYxz5WHX300VUCSgNLMrIPPvjgarnllhu4y/MJFnj44Yerz3/+81U+ax988MFBZ3/e855X+uJlL3vZoH39tuH000+vPvShD1WXX375oKYnuz6v6T333LN64hOfOGi/DQQIECBAgAABAgQIECBQVQKgw7wKjj/++LJnv/32GxT8zI4ENHfaaafqT3/6UwmEHnfccYMCoKl37733VpdeemmVP+YHlt/+9rdl06c//ekSZE1maepmbtHO8t///rdknGabAGinjMcExi5w1VVXlfdP5vSdf/75y/QTL3zhC6snPOEJ5cuOvIeTtX3uuedWv/rVr6r11ltv7CdXc1wCmQ7jNa95TZkfONOHbLzxxiVrPlmNf/vb36r0ReZdzvZvfetb1Q477DCu8/dS5cMOO6z64Ac/WL5IW3rppas3vOEN1bLLLlslc/bMM88sGaGZiiWP8/p98pOf3EvN1xYCBAgQIECAAAECBAhMiIAA6BCMd955Z3X99deXPQsvvPAQNWZsyrycP/rRj6qbb765BDubRZFWW2216pnPfGYZqpj5OwcGQC+55JLqH//4R6mTIEyynBIQTVbowABohj1mEaQEal7xilfMuPj/Pcr5L7roonIPz372s8siTTlncy+DDvi/DclOTcA1w4AztD7XXXvttUfMIsp95N4TTLrmmmvKsP8VV1yxLAqV3+MtmSIg2V8Jgmy00UZlsaTxnkN9AqMJ5IuIZHcm+Jn32g9/+MMq75XOcscdd1Tvfe97S0Z3srLznkrASZl4gW233bYEPzP1wE9+8pMqi8V1lq9+9avVF77whWrfffctWfb5fEpWfb+VTNOQ4GeylT/3uc9Vn/zkJwd9Pufz/21ve1sJgG633XbVMccc029M2kuAAAECBAgQIECAAIHRBeo/rJQhBFZeeeWMj23VGUitegj7EDVG31T/kV/OsfXWWw+qXGeWln3vfOc7y776D/7yvJ77blDdepho2Vev/t61rx7O23rxi19c9uVeO3/q4Gur/uO5q37zpB5GWdrVWb95XAdqW3VQtKna9bvOMGrVQ4O7rtMcV2fEtj7wgQ+0Hnrooa5j6ky6Ur8eptm1PU/qBaLKvhx7+OGHD9o/1g114KqcZ7HFFhvrIepNoEC9iFe7HyfwtBN6qjpwVO6xnldy0Gu080Jpy+te97pS9+1vf3vnLo8nSKCe7qP9fr3uuutGPGsd9Ct1n/vc57YeeeSREev22s4687/9eZt/L0Yqf/3rX1tPfepTi1X9RdpIVe0jQIAAAQIECBAgQKBPBc4+++zyN8P666/flwKDJ6asI1pKVb3pTW8qDJl77fnPf3515JFHlgzL8dg0GUtDLYSUBY9SsoBFyqabblp+J5tn4GrpzfyfTZ1Ssf5PFmlKdmgWwsgwyQwbzVDIF7zgBSXz9LWvfW0ZRtrUz+/MgVgHWau0K/ObfuYzn6l+/OMfl0yrLACTYadZfOQPf/hD52HViSeeWDI0ky2a7Lgjjjii+vnPf14deuihVf3mKcMzDznkkKoOZHYdN9yTL33pS+XayWo96qijqh133HG4qrYTmCWBOqjZfl1mrt4Mfx+uZGqL1Jl33nnL++Luu+8erqrtMykQ35QsIJfMzpFK5rVMZnkWnDvjjDNGqtpz+zL3dD5vV1111a7pVYZqaD67P/WpT5Vd3/jGN4aqYhsBAgQIECBAgAABAgT6WmCuhH37WmCYxmfhog9/+MNVgnqdZZVVVinz0iWImABnnXXTubvrcYbbNsNsb7zxxvZw2gQ462zFsvp0ApJPe9rTynFLLbVUldWps6hS5nlLefTRR8s1HnjggTJktJmXMMPP66yoEqi58soruxZtyZyh2ZeV7DN8Mou6NCXnzYJLCZqecsopZQh+sy/3lf0Jjq611lplftMEKFMyPL3OAC1z8WXxp4GlOW+OSxC1KZmTLoHaLNTRBHb333//6hOf+EQZ7p6hyBm+OSslUxbEcNFFFy3TCszKufr92Kwuffvtt4+LIe+VDGHONAYJyI+3JBCfn9lVMpR93XXXrVZaaaUy1+dYrpMvD0477bTqpz/9aQn4j+UYdUYXyGsl04pkAaRMAZL37GglQ7+/+MUvloV+MiS+X8pHP/rR8gVTvtTK0PfRSt67mVIgc4Deddddo1W3nwABAgQIECBAgACBPhNIwl3WWUgSW50N2mettwjSsB2eTLCvf/3rVebSzCrFmSszJcHG/CTjcr755ivBvfxxPtT8l5k/MIHIZC8187TlHAkw1sM5S6ZlE/zM9mR4fve73y2rwTcB0CyylOBnggb1cPdUKyULJqUkQDlwrs/cV7I6My9p5iJtSubuTPAzJXPsZY7SzpIFSJI9lGNSN3PJJTiZOTrTvgS4hvtDPPMr5tzNfXWet/NxLBP8zGrFuccm07azzsw+TnAlQRVl5gT+/e9/l0BmAugzU/JdSuaQHW9ZYIEFyiJfA1/H4z3PcPWblbPzZcRYXx/PetazyunyXu983w13DdvHJpB5VhP8zBdAeZ2NpT8WX3zxcvJ6mPeY6o/tTqZ+rSwGlZL2j8UpdfMZni+a8m/O7Ho/5ToKAQIECBAgQIAAAQLTTyDJY/1cLII0Su+/613vqvKToYgZknjqqaeWVXfzh3z+gD/22GPLitEJ5jVBy85TJks0f4xmGHyT6dgMfx84pL0JgCbTsilnnXVWeZgo/TzzzOiuZLQlcFTPuVmG6Nfzb5ZVlddYY41Sv54vtDlF+/df/vKX8njJJZccdjX5BGyTZZpvAxIEzT0/6UlPag8hbp+s40E9j1/VnDuB3eFKMlGT1ZSSLNKJDH7mnAnQJrCqzJxAspmT6Zts5fGUBD4TKEzJcN3xlgyDToC/8/U93nOMVD/Zxyl5v4719ZEgXUqy6cZ6TDnAf0YUSIAuJYupjdW1+UzJ59BYjxnxJqbJzny+p6T9Y2l33ofNlxd5zY/lmGlC4TYJECBAgAABAgQIEJgAgdn1N/cE3NocOcWMiNocudz0vUi9+E9ZjXjnnXcuK/ImM/Nb3/pWmRs0f3QmUJjsx4FDOhMATbZoMkCbkpXeU5r5P5vtqZvM0wxvz9yDiyyySNXM//mqV72qqVZ+J8vze9/7XgnOJtMzWZX5SeZazvvmN7+52mSTTbqCSk2QKgGnkUramgBoArcDy7nnnlvlJwHPZiX4zuGWw82okCzWTCnQlGSLJrA8kSV2Ce4qMy/QvDbHc4Zk3iYTOf5NIHw8x8/uuvmyIOWyyy6rnv70p48pMJTgf0qG9ntNFYoJ+88SSyxRMhrzuZGpOEYrV1xxRamSuZj7qS/S3syznM/tsbQ7/yYlcJ/P92WXXXY0VvsJECBAgAABAgQIEOgzgc4RyH3W9NJciyAN0+tZOKXJphlYJZmGWSgoCwElKzTPU7defXdg1erl9VyhCQ5lCH2GJiZomLk5MzxxYJZmgqc5b4KI559/fllYqFlAaWAANBd6y1veUoKRCSQ2c5FmDtEs2JQ5DDN0N9dqSjOMMsNPRyoJvKZ0pkcnyzPBoJe+9KVlQY4EX88777wSYM2iSKMFM9OmZDQ1C3VkntP/+Z//Gek27CMwIQKZF/F5z3telSH+mWJitJIgcIJOGXrcBE9HO8b+sQs0mfKZhmO0ks+zn/zkJ+UzNp8z/VQap6OPProsXjda2xvP5rjR6ttPgAABAgQIECBAgACBfhIQAB2itzMUPatAj2Vl8mRZNoHMobLnEpjMPKLJkrvwwgvLEPpc8hWveEVXdmZzG82w+KzCnmy6e+65p8oKv8nKHKokSyjByAzJT2ZmVnXPKvApf/7zn7uGuiczKCVBhZFKFm9Kab4duPfee8v8pFngJkHaLEqSYG8CqlnEKavPZxLdkUqCwPH5whe+UL3zne8sVTNsPwt3KARmt8Bee+1VLvGxj32svA+Hu17mXdx+++3L7sx3m9etMrECu+++e/l8zefWUUcdNezJ77///vIlT+Ygzpc9WcSqn0qyYxPMzBdnb33rW8tczMO1/9vf/nb5QilfMjXTjAxX13YCBAgQIECAAAECBAj0o4AA6BC9niGaCVhmmPZwWaCdhzVzrQ03/DtD21MuuOCCspJ6HjeBzjzuLM32ZFc2w+aHyv7M6vAZot4MD02gJtlqCU5mKGSzWnKG02fxkJRmoaYEeZp59Tqv3Txuhsoncy4lq8U358jQ+ARZc0+diyg1xyRzdqiSP8w33HDDsutrX/taya5LhmmmFFAIzG6BzDe73XbbVQmq5XX4la98pXy50Fw3QbbDDz+8ZDknKJ/XdwL0ysQLZHh2FphLSbB5l1126Zp3Np8hJ510Uslgz5c6+Rw65JBDJv5GpsEZsyhdpjXJXNDJwM8XT/m3qSnXX3999d73vrf9OZr6Sy21VLPbbwIECBAgQIAAAQIECBD4PwEB0CFeCttuu23ZmszH97///SMGQTNXYDNM/WUve9kQZ6uqzgBoAogpTaBz4AH5IzcLwiTbsjnvUAHQzPe58sorl0BNFhQZWJIx1ZQEd1KSqZrM1mSVZhGioUqyNJug6uabb16qXHTRReV35k9cZZVVBh2WhZhOO+20sj2B2dFKskibgEaCzBniqRCY3QIJcCarO++Hj3/842U+0Lyek2mXaSF22mmnMu1Dhlr/7Gc/k/05Gzsk1oceemjJgv/mN79ZgpzJcl9rrbVKX7zuda8r0xCkb84444zSV7PxdqbsqfNlXNqfz/rLL7+8zO+c12qmdEggOT/5LM+XcHl9J8ivECBAgAABAgQIECBAgMAQAnXWojKEwJZbbtmqucpPPS9nq16MolVn25SadYZS69prr20deOCBrfnnn7/Uqf9AbdWBwCHO1GrVAcpWnQHZqlcxLnXrldaHrNdsrLPVSr16BepWvUpXqw5YNrvav+sh8qVO7rHOyCzXaO+sH7znPe8p++vsqc7NrT322KNsr+f5bNWr0XftqzNHW6mfc9YBiFbamVLPm9i+Vj13Z9cxdYZsq150qb2/ng+1VWeXtuv86le/KvvqVYnb25oHdaCp7KsDoq16Aalm87h/18P/y3nqwMC4j3XArAvkdZLXTL0I0qyfbA6c4dRTT23VU1e06qBRue/m3uv5bVvHHnvsHLgDl2gE6szx1jbbbNOqV4dv90X6ow5Ml8/XfHYqrfJvy/7779/Kvx3xaX7quaRb73jHO1p1pj8mAgQIECBAgAABAgQIjChQJ+SVvyXqKQxHrNerO+dKw+o/ppQBAmHJvIHNUPJmdxYISsZlsh6bkvk8jznmmLJqe7Nt4O9kfGbBpJQPfvCD1cEHHzywSvt55nNrhoZnbs0ma7Rd4f8e7LrrrlWGPKbUAcaSaZrsygy1z4rXGXb+wx/+sKwI/3+HVFmNfeONNy4Zplm1O1mhq622WpVh8ck4zSrCuddkZmal+ZRkwibjKAshNUPtc19Z2CnHZFhx/Ud49f3vf7/Ur4PD1fLLL18en3DCCdVmm21W7i9z2XWWOuhZrbrqqiUjNdmmuebMlAylz3ylyYzKXKjKnBXoXAU+w5enS8l7IfPd5p6XXnrpsjDZdLn3XrvPTMmRvshnSbIek22uDC1w++23l/mXs5Behrs3U7AMXdtWAgQIECBAgAABAgQI/K9A4jcbbLBBWcNluDhTL1sZAj9M72Zl9yzYkxWI11577bIKcarefffdJfiZoeRZsT1B0jqTcsTgZ45rhsHn8XDD37MvpXN/5+P/3Tvjvwmi1llB1TOe8YwSOMhiRFnlOnOD5p7z4n7zm98844D6UZ1VWhZLSmA3Q+0zx16GUJ5++ukl4Jn5+HKeJviZg/OHdubkS6A3waKcd7/99ivtzhDiLNiUBU2a4fEJBo+lLLnkkuX+U/f4448vwdqxHKcOgYkQyHshQ4vzBUBe48rkCSSIlyHwa665puDnKN2w+OKLl6kCMvxd8HMULLsJECBAgAABAgQIECDwfwIyQMf4UkiW4Q033FAyDJNpuMYaa5T5NMd4+Gytlnk3b7755rKQSDJBM29eArRjKVkRPgHTtCmLJNXD9Ec8LCu/J1u0HvpfAkfJMp3sIgN0cntgumaATq6aqxMgQIAAAQIECBAgQIAAgTkn0O8ZoPPMOerpfaUECPMzFUs9T2i1zDLLlJ/x3l9WGM7PWEuGp+ZHIUCAAAECBAgQIECAAAECBAgQIDAdBAyBnw695B4JECBAgAABAgQIECBAgAABAgQIEJgpAQHQmWJzEAECBAgQIECAAAECBAgQIECAAAEC00FAAHQ69JJ7JECAAAECBAgQIECAAAECBAgQIEBgpgTMATpTbA4iQKARmHvuuatNNtmkyly0CgECBAgQIECAAAECBAgQIEBgqgmIWEy1HnE/BKahwMknnzwN79otEyBAgAABAgQIECBAgAABAv0gYAh8P/SyNhIgQIAAAQIECBAgQIAAAQIECBDoUwEB0D7teM0mQIAAAQIECBAgQIAAAQIECBAg0A8CAqD90MvaSIAAAQIECBAgQIAAAQIECBAgQKBPBQRA+7TjNZsAAQIECBAgQIAAAQIECBAgQIBAPwgIgPZDL2sjAQIECBAgQIAAAQIECBAgQIAAgT4VEADt047XbAIECBAgQIAAAQIECBAgQIAAAQL9ICAA2g+9rI0ECBAgQIAAAQIECBAgQIAAAQIE+lRAALRPO16zCRAgQIAAAQIECBAgQIAAAQIECPSDgABoP/SyNhIgQIAAAQIECBAgQIAAAQIECBDoUwEB0D7teM0mQIAAAQIECBAgQIAAAQIECBAg0A8CAqD90MvaSIAAAQIECBAgQIAAAQIECBAgQKBPBQRA+7TjNZsAAQIECBAgQIAAAQIECBAgQIBAPwgIgPZDL2sjAQIECBAgQIAAAQIECBAgQIAAgT4VEADt047XbAIECBAgQIAAAQIECBAgQIAAAQL9ICAA2g+9rI0ECBAgQIAAAQIECBAgQIAAAQIE+lRAALRPO16zCRAgQIAAAQIECBAgQIAAAQIECPSDgABoP/SyNhIgQIAAAQIECBAgQIAAAQIECBDoUwEB0D7teM0mQIAAAQIECBAgQIAAAQIECBAg0A8CAqD90MvaSIAAAQIECBAgQIAAAQIECBAgQKBPBQRA+7TjNZsAAQIECBAgQIAAAQIECBAgQIBAPwgIgPZDL2sjAQIECBAgQIAAAQIECBAgQIAAgT4VEADt047XbAIECBAgQIAAAQIECBAgQIAAAQL9ICAA2g+9rI0ECBAgQIAAAQIECBAgQIAAAQIE+lRAALRPO16zCRAgQIAAAQIECBAgQIAAAQIECPSDgABoP/SyNhIgQIAAAQIECBAgQIAAAQIECBDoUwEB0D7teM0mQIAAAQIECBAgQIAAAQIECBAg0A8CAqD90MvaSIAAAQIECBAgQIAAAQIECBAgQKBPBQRA+7TjNZsAAQIECBAgQIAAAQIECBAgQIBAPwgIgPZDL2sjAQIECBAgQIAAAQIECBAgQIAAgT4VEADt047XbAIECBAgQIAAAQIECBAgQIAAAQL9ICAA2g+9rI0ECBAgQIAAAQIECBAgQIAAAQIE+lRAALRPO16zCRAgQIAAAQIECBAgQIAAAQIECPSDgABoP/SyNhIgQIAAAQIECBAgQIAAAQIECBDoUwEB0D7teM0mQIAAAQIECBAgQIAAAQIECBAg0A8CAqD90MvaSIAAAQIECBAgQIAAAQIECBAgQKBPBQRA+7TjNZsAAQIECBAgQIAAAQIECBAgQIBAPwgIgPZDL2sjAQIECBAgQIAAAQIECBAgQIAAgT4VEADt047XbAIECBAgQIAAAQIECBAgQIAAAQL9ICAA2g+9rI0ECBAgQIAAAQIECBAgQIAAAQIE+lRAALRPO16zCRAgQIAAAQIECBAgQIAAAQIECPSDgABoP/SyNhIgQIAAAQIECBAgQIAAAQIECBDoUwEB0D7teM0mQIAAAQIECBAgQIAAAQIECBAg0A8CAqD90MvaSIAAAQIECBAgQIAAAQIECBAgQKBPBQRA+7TjNZsAAQIECBAgQIAAAQIECBAgQIBAPwgIgPZDL2sjAQIECBAgQIAAAQIECBAgQIAAgT4VEADt047XbAIECBAgQIAAAQIECBAgQIAAAQL9ICAA2g+9rI0ECBAgQIAAAQIECBAgQIAAAQIE+lRAALRPO16zCRAgQIAAAQIECBAgQIAAAQIECPSDgABoP/SyNhIgQIAAAQIECBAgQIAAAQIECBDoUwEB0D7teM0mQIAAAQIECBAgQIAAAQIECBAg0A8CAqD90MvaSIAAAQIECBAgQIAAAQIECBAgQKBPBQRA+7TjNZsAAQIECBAgQIAAAQIECBAgQIBAPwgIgPZDL2sjAQIECBAgQIAAAQIECBAgQIAAgT4VEADt047XbAIECBAgQIAAAQIECBAgQIAAAQL9ICAA2g+9rI0ECBCYZIHdd9+92m233Sb5LlyeAAECBAgQIECAAAECBPpRQAC0H3tdmwkQIDCHBb72ta9VBx10UPX444/P4Su7HAECBAgQIECAAAECBAj0u4AAaL+/ArSfAAECc0Cg1WrNgau4BAECBAgQIECAAAECBAgQGCwgADrYxBYCBAgQIECAAAECBAgQIECAAAECBHpEQAC0RzpSMwgQIECAAAECBAgQIECAAAECBAgQGCwgADrYxBYCBAgQIECAAAECBAgQIECAAAECBHpEYJ4eacekNeOhhx6qLr/88uriiy+uLrvssuqpT31qtdZaa1Vrrrlmtfzyy1dzzz10jPnqq68ux43nxhdbbLHq5S9/+XgOmfS6//znP6tzzjmnmmeeeaottthi0u/HDRAgQIAAAQIECBAgQIAAAQIECPSXgADoLPT3ySefXG299dbVXXfdNeRZVlllleq4446rVlpppUH7f/7zn1d77rnnoO0jbVh33XWrc889d6QqU27fhRdeWG255ZbVggsuWN13331T7v7c0MwLPProoyWwPfNnGP3Ixx57rHrCE54wesWZrJEVyfOTAL1CYCIEHn744fJ6Gu7Lr4m4xpx4703EfToHAQIECBAgQIAAAQIEporA0OmJU+XupvB9fOUr/5+9uwCTq8geNl7ZxVnc3TVAcIIHl+AEd1nc3W2BQHB3W5yEBRJcgrs7QYO7Lm791Vv/vf31THraMsNMz33reSbT3beu/W53Z/r0qVMnhFVWWSUFPyeffPIUCN1nn33CrrvuGlZbbbUw2mijhVdffTUsvPDC4dZbb23zTPiQTKC0lp/pp5++ze24QIGOFvjtt9/C+eefH5ZZZpkw7rjjhlFHHTVMMMEE6XVw1VVXpUDiyB7Dt99+G4455piwwAILhLHGGivtI3t9DR06dGQ3n9YnI5nt8xoluMp58DPnnHOGwYMHt8s+3Ei+BK699tow22yzpcDn6KOPnp5X/F5kkUXCM8880y4Yt912W/oyadJJJ03P3bHHHjv9/zJgwIDw/ffft8s+3IgCCiiggAIKKKCAAgoo0F0FehRi664n11Hn9cUXX4TJJpssBXz22GOPcNxxxwU+7Ja2999/P6yzzjqBDMjxxhsvfP755ynIkvXp379/ygDt7pmRN998c1h99dU7NAP0yy+/DBNPPHGgRADXxtb+Aq+88kp6PlO6IWtkTZKJlrWFFlooXH/99WGaaabJHqrr9+233x423XTTwPXMGgFKskCztt5664VLLrkkEPxppK277rqB7OtKbbHFFgsPPvhgm+UrKq3rsrYFuJZk23I9OzI7su0jaP8lZHv27t07PPvssxU3vuWWW6bnbcVObSzkSwFeF7yXZq31a48vCa655pqw9NJLZ138rYACCiiggAIKKKCAAgq0EHjooYfCkksuGZZYYon0mbfFwhzcMQO0gYt8yy23pA/yZGSefPLJIwQ/2SRBIIJBfOjnA+x9993XwJ5cRYHOFyDoufjiiwd+kyVJtidlH8gI/fTTT8MFF1wQpptuuvDkk08GgofUfa23Edwhc5rg57LLLhsIhv74449pH2+//XbKCuWLhIEDB4aVV145EHiqt62wwgrF4OeMM84YLr744vDDDz+EX375JW2Xur00ykzMNddc9W7e/jkUoLxJFvxccMEFw0033ZSeT5T7OPvss4tfBlx66aUpe7NeIl4DvB54ffAFz4knnhjefffd9Pwn65PHeW3ymuP5fe+999a7C/sroIACCiiggAIKKKCAArkQMADawGUmq5PGMOAePXq0uYVpp502ZQdNOOGE4Yknnmiz38guYEjvGWecEfbff/9w1llnpQ/B3333XdXNPvbYY2lI8wEHHBDOPffcFPghqFWp/fzzz+Hxxx8Pl112WTj44IMDmayDBg0Kb7zxRqXV2lzGNxDUUr3rrrtaZBO2uYIL/lIBMvbIuvzmm2/CWmutFZ5++ulU7oGh7zSG42677bZpEjC+Rfrggw/C5ptvXtcxfvbZZ2GTTTZJmYHUxb3nnnvCSiutFMYcc8z0+pphhhlStjSvOwKtPGcOO+ywuvZx3nnnhbvvvjuts9tuu4W33norbLXVVmmYPUPhqVP7/PPPh5NOOin1oXzFnnvuWdc+7JwvgS222CIFIznrCy+8MH0BsMYaa6Th6WT277jjjuG9994L9KPxhdh1112Xbtf6D2VVGEKfBVr33nvvwP8r/L9DFnTfvn3DAw88EHhO8969wQYbpC/cat2+/RRQQAEFFFBAAQUUUECB3AgwBN5Wn0AcakjZgPQTMzvrW/l/vY899ti0fvyg3ND6rBSz7wqxxmjxWLJj4nccElmItUfLbjvOWl+IWUVl15t33nkLL7zwQtn1ONeYOVd2vTiktRDrnxZ++umnFusOGTKkzfM86qij0jLWjbUlW6xXz5047D1tJ2ZI1bOafWsQuPLKK5PtTDPNVIjZaBXXiGUeCjHYn/rff//9FfuWLoxBnrROzAAtfbjs7ZhlWojBn8IYY4xRiIHTsn3KPRgDtmkfMd2/3OIWj8UAbuob64K2eNw7IyfA65z3pjgEfuQ21AXWjlnDhex8YvCx6hHxvsq5TzHFFFX7Zh2GDx9eiEPd08/LL7+cPVz2d/yiohCHv6d9HHnkkWX7+KACCiiggAIKKKCAAgrkWyCWekufGWLyUi4hzACNn0rrbQw1HGeccdJqDMdl4qMY8EkZOPVua2T6U1uTzFKG65L5yYzzRxxxRJh//vnTkMhVV101ZeaV7oMhy3369AlMKEMdUzLpqB3HxDMzzzxz6s9QzkcffbR0tcCwfya/YTjymmuumTKeqKV45plnpvoRZAqShcokObU0MkfZNyUCqOn4z3/+s5bV7PMXCzDknLbvvvumjMxKu6cO684775y61JPplvWtJauT5ybPazKRY3C90uEUl8XgUfj6669rPq6LLrooPS/JqGNyG5sCrQXIKOY9j+zh0047rfXiEe5TNoL28ccf11wi4oYbbkhZ8WRgU3qiUiMj9NBDD01dstdspf4uU0ABBRRQQAEFFFBAAQXyJjBK3k64Pc6XIe1MkkIg5qOPPkpBQAKBDHtcaqmlUqBwueWWC/PNN1/V3VF/kGGOtTSCm+yD9vrrr6fgJx/AqTtHTUMawUmGtDMjMbXiCC6WfkDffvvt00RBBE0Zds7kGVkjkMswZ4KjDN9kuDMBShq15+JXBGm4MzUfSxtBL9bjOKiryHDMSo1ZixnqzEQel19+edhwww0rda95GQEJJ0Gqmaumjll9Q57LtdgyuzqN504t/SnVwDBhntcMda9lHWbWJiBPKQaGHFdr2aRHlKzgOVfLPqaaaqp0XOyH17Lt/wR4DzjhhBPSFyH1mvD6pBHQq1Q6pNx2qbdMiY961yu3rfZ4jPdOGu+7tTyfJplkkhCzllPgnsAmBtVaVjYlZvnXtI+ePXum92sC/tQE5bluU0ABBRRQQAEFFFBAAQUyAUrb5bn5CanBq9+rV68UgCFrjSwxJqtgUoo47Dz9sNk4bDjstddeYYcddmhz1mOyzLK6g9UOZb/99isGQAm80ghQEtgpbcxIT1Yn9Rj5UJw1ahwSpKSxz9LgJ4+R1crEHaxDXzKJCE5ybrPMMksKPhx44IF0HaExgQ3bzo5rhA7/e4BJowhkxOHF6RjXWWedtrrW/TjBGSa1sbWfQPYGSaC9FlueezTWq6V/NmESz+Fa+rNtaoPSmDCplnXIuqNxbLX0p282y3wc1l/zOqzX3RvXNfsypNFzzQLS9a6/0UYbBbKMu0JjEjAagftan1O8hshcfv/992taJ8taJnBa6z543vKlAnV1mTTMpoACCiiggAIKKKCAAgpkAnweyXMzADoSV3/qqadOGY8EDckIZTIfZuEla45sJyZaITuSQCKB0SxwU7pLAoFMxlJLK11/0UUXTduLNTdTpinZm6usskqYe+6506Z69+49wibJDKJNOeWUYcUVVxxhOQ+QOcpM3pwPQVACoGONNVbFoe3vvPNOyLZdaRIlMlGZxINGFml7Bj/ZZqzJl2ZK5ratfQQIkn/77bcpAEOJhGqN2a9psdZhTdciCzSSRUcwKQugVtpPFhhiMhhmxq7WZp999tSFLyhq6U/nLMBFVmqt61Q7ju6wHAve58gur7dR5oIvKSiTwWu1njbNNNOk96Z61unIvjz3mHyO522tzw++SKLNM888Na3D/y80Xn+17IPAJz8EWnnedpVs2XQS/qOAAgoooIACCiiggAKdLtA6ea7TD+gvPgADoO0AToYOdUH5oRGgoT4hNdkY3nvfffeFww8/PDD0u3Uj4EM9uXob61166aVphmEyPcmq5Iehu9QlXXfdddPxlA6DZGZrGsNJKzWGdRIAHTZs2AjdHnnkkTRbPAHP1157LQ3Fz4JFdCbAUa6RwbTHHnsUF5Etms2OXHxwJG/wgT8rETCSm3L1/wnEiVXS8+C2224Liy++eFUXAv006szWci3oQ11PZninjm4tQXGGpdPiRF417YNZ6XfffffAlwXsh2Or1HjNUiuXxpcTtZxHpe11t2XLL798Q6e03XbbpfeHbbbZpu4AaEM77MCVNt1003D11VenQPCvv/4aKItSqQ0aNCjV8+Q9iuc4QcpqjZrLzC5/8803p/f2av3ZBy0WNC/WqK62jssVUEABBRRQQAEFFFAgPwIkt+W51ZeGk2epVudeaUhinHE6EHQhSEgwkpYNPW+1mZG6u/7666dgJIHE8ccfP23rww8/DEziQn1SaseVZmplQ4GrZRNx/DSGGGeNLE9qLxIEY0Icgq+PPfZYqjNH3dFqwUwCo2SwHnzwwWmT1MEjgGDr2gJbbrllOsDTTz89vPnmmxUPlpqF1HQlq3mTTTap2Ld0YbYP6sKSpVmpERAiM5lAf/aFQ6X+LOO1QQkHGhnNWS3K9ECZf/r27ZseJai10EILlenhQ3kX4P2V7GXe17hdqREgJfhLi7PB1xT8pC+T3PFe/dBDD4VsojAeL9f4EuqII45Ii7LXU7l+PqaAAgoooIACCiiggAIK5FXAAGidV55sTqLmZIUxI3qlRp8999wzdWHSomr9K22rrWVMTkMwkqGYZGdSk5RZ4GkMxS8d6p5lfhIkrdSoUUfL6u0xrHKllVZKky4RFDryyCPDHXfckWY0JlOO2efJOqrUqFVKFuHRRx+dgsP0Zdh+VgOy0rou6zwBSi1Qe5Gh7TwHslIHrY+I5x4Bmz/++CNlW1L/ttZGcIhJucg4JvhI3c1y7Yorrgi77LJLWsREPLUMl8+2c+WVV6YhwTxf55hjjlSjNFuW/SZQxfP4pZdeSg+dc8452SJ/KzCCQFa7mcm4+KLr999/H6EPtTgJvjMqgGH/9XzpQ03mY445Jm2TTOS2aqdSd5nyJ3zZxZdU9Xz5MMIB+4ACCiiggAIKKKCAAgoo0E0FHAJf54UliMhQWhpZOcy4XqmRDZe1toaHZ8vr+c2HbWqMEnCac84502RIBKv4IUB57LHHpmxLAq9vvPFG+hCeZcGxHrU6S4+tdN/ZUPnpppsuPcyMx2yDxtB49te6ZetwPOUa2Z8Mp6adcsop4fbbb08TdTBBFAFUW9cVoF4rwXsCPQTcCYgS8GFma4IvgwcPTsEZnt8EMPv371/XyfA8JEN6qaWWCg888EB6rhLw4T5fIpB5SuCI5x6N1xzHUE8jk5Og6T777JPKNhDcX3LJJdMPZSLIZr7nnnsCQVAagVYyrG0KtCWw/fbbpzqgZD3zhRABS7KSybz/5ZdfUukTvhjIMo4pdUKN5Xoa+3jhhRfS5HSUNVluueXS85Ian3wxRc1pvgBjRAKlSwiS1ltftZ7jsa8CCiiggAIKKKCAAgoo0LQCMWhhq1MgThJEocvCZJNNVogTYbS5dgxSFmIQJfWNk3gUuJ+1GKBMj8cAT/ZQXb/j7PJp/TgUuBADsiOsGwOWaTnH+dxzz6Xlw4cPL8Tac+nxs846a4R1eCDWcCyuFz9cpz5xaHJ6LAa8CvHDfHqs9J84uUehV69eqU+sh1q6qBBroabHW5/ntddeW9xPzOxrsU69d2L2a9pWHC5a76r2r1GA59hOO+1UiJm8xevGcyv74brH8gYtnuM1brrYLZZoKKy22mrFbWbbzn7HoGUhlnco9m/kxjXXXFOIwfg29xGDsYWY2dfIpl2nikAMzCX3+CVJlZ7NtTh+4VSIQfQ2n1O89/E+ODLtzDPPLMRSDm3uo1+/fgXeB20KKKCAAgoooIACCiigQFsCMakofaaIIx/b6tKtH+/B2cUAg60OAbJ6GHJIBg7Za9S1ZHgws/syPJ7Hydo58MADU/02Jr64+OKLQ2ltNrLkqHlIfyZmqbWR+cOkS2Sske1JY9g72yodErztttumWqBkccbAZ+rHPxzTcccdF6jzSVYdx521Z555Jk3QwVBKMvnI7COb6JJLLglbb7116kbtzrXWWitbJWXMUQOUjE4a50oWXTb5EhN4MDSaTL5shvBsZbZD5h/D6hl2zMzhjTRqlZLRR708SgHYOk6ATNCBAwcGnivUHcS9d+/eYb311gtTTjllu+z46aefTplsZBVTE5TtMiHM2muvHdpj1joy8o4//vgQg/CpjAP3J5100rDGGmukycp4fdnaX4AyGFiTJd7dshR5zyfznknAeA/iXKlTy3D0+GVVu2AyjP76669PWdKUDiHjlNIRZIbyf49NAQUUUEABBRRQQAEFFKgkwPwCjISk9Fs2wrJS/+62zABog1eU4AyBPYaTZ40PvQSEshmkeZyh3wxRbD2cNguAZuvW+ptg6QILLJC677zzzmloJHcIMDI7M8HEJ598Mrz44otp3wzP5ANy1hgqyezZTFhDEILgVc+ePdN58GIgeElQlMBkFlDlwz2TdzAREudI4JUXDEFe1iFItdlmm4XLLrss7YYhy1kNyEoBUIZPM5z+22+/TcGnRieKMgCaXV1/K9B1BbpzALTrqntkCiiggAIKKKCAAgoooMD/CeQ9AOokSA2+EphIhSDilnGW7GxWdTKbsuAnWWtklN1///0jBD8b3OUIq5122mlhwIABIQ7FT0FIammSacpkMtQ85MldGvxkA8xcTAYrk2uMN9546TY1HocOHZoCnnGYc6rJmQU/WYesOzKbqD/HObJdskjJ+sTh0UcfTUFebtPIEKylYcTx08g2JVhrU0ABBRRQQAEFFFBAAQUUUEABBRRQoD0FzABtB02GdTJJELNXx3qYYe655254OHcjh8OESB988EF47733UiYowyJjrc+aNsWM8ARMCeIySRJD8iu1WKcxZYsyTJjMUTJcO7uZAdrZV8D9K1BdwAzQ6kb2UEABBRRQQAEFFFBAAQU6SiDvGaDOAt8OzyyGkjO7b70z/LbDrtMmqLfJ7PT81NuoU8dPrY06nY3W6qx1H/ZTQAEFFFBAAQUUUEABBRRQQAEFFFCgvQQcAt9ekm5HAQUUUEABBRRQQAEFFFBAAQUUUEABBbqcgAHQLndJPCAFFFBAAQUUUEABBRRQQAEFFFBAAQUUaC8Bh8C3l6TbUUABBRRoU4CJ1ahX3KNHjzb7uEABBRRQQAEFFFBAAQUUUECBjhAwANoRqm5TAQUUUKCFwKBBgwITxhkAbcHiHQUUUEABBRRQQAEFFFBAgb9AwADoX4DsLhRQQIG8C6y66qp5J/D8FVBAAQUUUEABBRRQQAEFOknAGqCdBO9uFVBAAQUUUEABBRRQQAEFFFBAAQUUUKDjBQyAdryxe1BAAQUUUEABBRRQQAEFFFBAAQUUUECBThIwANpJ8O5WAQUUUEABBRRQQAEFFFBAAQUUUEABBTpewABoxxu7BwUUUEABBRRQQAEFFFBAAQUUUEABBRToJAEDoJ0E724VUEABBRRQQAEFFFBAAQUUUEABBRRQoOMFDIB2vLF7UEABBRRQQAEFFFBAAQUUUEABBRRQQIFOEjAA2knw7lYBBRRQQAEFFFBAAQUUUEABBRRQQAEFOl7AAGjHG7sHBRRQQAEFFFBAAQUUUEABBRRQQAEFFOgkAQOgnQTvbhVQQAEFFFBAAQUUUEABBRRQQAEFFFCg4wUMgHa8sXtQQAEFFFBAAQUUUEABBRRQQAEFFFBAgU4SMADaSfDuVgEFFFBAAQUUUEABBRRQQAEFFFBAAQU6XsAAaMcbuwcFFFBAAQUUUEABBRRQQAEFFFBAAQUU6CQBA6CdBO9uFVBAAQUUUEABBRRQQAEFFFBAAQUUUKDjBQyAdryxe1BAAQUUUEABBRRQQAEFFFBAAQUUUECBThIwANpJ8O5WAQUUUEABBRRQQAEFFFBAAQUUUEABBTpewABoxxu7BwUUUEABBRR4D7dzAABAAElEQVRQQAEFFFBAAQUUUEABBRToJAEDoJ0E724VUEABBRRQQAEFFFBAAQUUUEABBRRQoOMFDIB2vLF7UEABBRRQQAEFFFBAAQUUUEABBRRQQIFOEjAA2knw7lYBBRRQQAEFFFBAAQUUUEABBRRQQAEFOl7AAGjHG7sHBRRQQAEFFFBAAQUUUEABBRRQQAEFFOgkAQOgnQTvbhVQQAEFFFBAAQUUUEABBRRQQAEFFFCg4wUMgHa8sXtQQAEFFFBAAQUUUEABBRRQQAEFFFBAgU4SMADaSfDuVgEFFFBAAQUUUEABBRRQQAEFFFBAAQU6XsAAaMcbuwcFFFBAAQUUUEABBRRQQAEFFFBAAQUU6CQBA6CdBO9uFVBAAQUUUEABBRRQQAEFFFBAAQUUUKDjBQyAdryxe1BAAQUUUEABBRRQQAEFFFBAAQUUUECBThIwANpJ8O5WAQUUUEABBRRQQAEFFFBAAQUUUEABBTpewABoxxu7BwUUUEABBRRQQAEFFFBAAQUUUEABBRToJAEDoJ0E724VUEABBRRQQAEFFFBAAQUUUEABBRRQoOMFDIB2vLF7UEABBRRQQAEFFFBAAQUUUEABBRRQQIFOEjAA2knw7lYBBRRQQAEFFFBAAQUUUEABBRRQQAEFOl7AAGjHG7sHBRRQQAEFFFBAAQUUUEABBRRQQAEFFOgkAQOgnQTvbhVQQAEFFFBAAQUUUEABBRRQQAEFFFCg4wUMgHa8sXtQQAEFFFBAAQUUUEABBRRQQAEFFFBAgU4SMADaSfDuVgEFFFBAAQUUUEABBRRQQAEFFFBAAQU6XsAAaMcbuwcFFFBAAQUUUEABBRRQQAEFFFBAAQUU6CQBA6CdBO9uFVBAAQUUUEABBRRQQAEFFFBAAQUUUKDjBQyAdryxe1BAAQUUUEABBRRQQAEFFFBAAQUUUECBThIwANpJ8O5WAQUUUEABBRRQQAEFFFBAAQUUUEABBTpewABoxxu7BwUUUEABBRRQQAEFFFBAAQUUUEABBRToJAEDoJ0E724VUEABBRRQQAEFFFBAAQUUUEABBRRQoOMFDIB2vLF7UEABBRRQQAEFFFBAAQUUUEABBRRQQIFOEjAA2knw7lYBBRRQQAEFFFBAAQUUUEABBRRQQAEFOl7AAGjHG7sHBRRQQAEFFFBAAQUUUEABBRRQQAEFFOgkAQOgnQTvbhVQQAEFFFBAAQUUUEABBRRQQAEFFFCg4wUMgHa8sXtQQAEFFFBAAQUUUEABBRRQQAEFFFBAgU4SMADaSfDuVgEFFFBAAQUUUEABBRRQQAEFFFBAAQU6XsAAaMcbuwcFFFBAAQUUUEABBRRQQAEFFFBAAQUU6CQBA6CdBO9uFVBAAQUUUEABBRRQQAEFFFBAAQUUUKDjBQyAdryxe1BAAQUUUEABBRRQQAEFFFBAAQUUUECBThIwANpJ8O5WAQUUUEABBRRQQAEFFFBAAQUUUEABBTpewABoxxu7BwUUUEABBRRQQAEFFFBAAQUUUEABBRToJAEDoJ0E724VUEABBRRQQAEFFFBAAQUUUEABBRRQoOMFDIB2vLF7UOAvF3j55ZfDr7/++pfv1x0qoIACCiiggAIKKKCAAgoooIACXU3AAGhXuyIejwIjKXD33XeHueaaKxx00EEjuSVXV0ABBRRQQAEFFFBAAQUUUEABBZpfwABo819Dz0CBFgKffvppuv/JJ5+0eNw7CiiggAIKKKCAAgoooIACCiigQB4FDIDm8ap7zgoooIACCiiggAIKKKCAAgoooIACCuREwABoTi60p6mAAgoooIACCiiggAIKKKCAAgoooEAeBQyA5vGqe84KKKCAAgoooIACCiiggAIKKKCAAgrkRMAAaE4utKepgAIKKKCAAgoooIACCiiggAIKKKBAHgVGyeNJVzrn33//Pdx0002py6yzzhrmnnvuSt3TsiFDhoRff/01LLDAAmH66acPP/zwQ7j99tvTskUWWSRMPfXUbW6DfvSnrbTSSuEf//hH2b4///xzuOWWW9Ky3r17h6mmmqpsv672IBPxPPzww2GUUUYJa665Zlc7PI9HAQUUUEABBRRQQAEFFFBAAQUUUKCbCxgAbXWBCTT269cvPTrppJOGl19+OUw88cSterW8u/nmm4dvvvkmXHjhhWGbbbYJo48+ethqq63Cf//733DUUUeFQw89tOUK/7v31VdfhdVWWy388ccf6ZHrrrsurLfeemX7EkTMjmvYsGFl+3TFB5966ql03AR28bApoIAC3VHgiy++CEOHDg3vvfdeGHXUUcMss8wSlllmmTDmmGN2x9P1nBRQQIFOEfjll1/CfffdF15//fXA3+wkGSy77LJhsskm65TjcacKKKCAAl1X4Pvvv09/n7/99tsp5kKy2nLLLRfGH3/8rnvQHlmHChgArcD72WefhV122SVcc801FXqNuIhsx6WXXjrcfPPN4aGHHhqxw/8eufvuu4vBTx4iG7StAOj999+f1uJFS2aqTQEFFFCg8wU+/PDDcMABB4Srr766xfs5Rzb22GOHPfbYIxx88MEGQjv/UnkECijQxAKMtDr++OPDiSeeGL777rsWZ/K3v/0trLvuumHAgAFpJFaLhd5RQAEFFMidAP9PHHnkkeHss89OX5aVApCosOWWW4ZjjjkmTDLJJKWLvJ0DAQOgVS7ytddem4KS/GFVT1t++eVTAPSxxx4Lf/75Z+CPs9bttttuSw8xNJxh99mw+db9uP/AAw+kh1dcccVyi31MAQUUUOAvFiDDnSz+Tz/9NIw22miB9+eePXumkihPPvlk4P2fP654r7/11lvNUPqLr4+7U0CB7iHw9ddfp/faRx55JJ3QQgstFCgHNcYYY4TXXnst3HXXXWHgwIHhnnvuSX9PL7HEEt3jxD0LBRRQQIG6BRiNtfLKK4dXX301xWCWWmqpMP/886fbL774Yrj33nvDBRdcEO644470N/qcc85Z9z5coXkFDIBWuHbjjDNOGra94447pozOakPhSzdFAJTGtw8vvPBCmHfeeUsXp9u86GiHHHJIuPPOO8NHH32U+s4zzzzp8ewfhvs8/vjj6a4B0EzF3woooEDnCZD5mQU/qd/MH1LTTDNNiwMiCLrpppuGZ555Jqy99tqBTH6+dbYpoIACCtQmQBIBo6MIfjIK6vLLLw+tA5wff/xx4G91kgnWWGONwHvvTDPNVNsO7KWAAgoo0G0Efvzxx/T3OcHPXr16pf8zWs/p8uabb6ZyhYzUXXXVVcPTTz8dJppoom5j4IlUFhgxLbFy/1wtPfroo9O3y59//nnYaaed6jp3soAmn3zytA71O1u3559/PvAHG32YPIlvJmhZVmhp/yeeeCKlbv/9739PNStKl3Gb7Z9xxhlh//33D2eddVb6VqP18KDW63Cf7KTzzz8/Dd8899xz0x+Xv/32W7muxceot0Qw9rLLLkvDOvv37x8GDRoU3njjjWKfem7wxkPwl2/vmYDKpoACCjSDwH777ZcyPwl+MkFd6+An50CWEu9xfGh/9NFHw3nnndcMp+YxKqCAAl1GgIAnmZ1TTDFFej9tHfzkQFl2ww03pGHwZIvuueeeXeb4PRAFFFBAgb9O4KSTTgpkeZLVyQja1sFPjmTmmWcOlCJcbLHFwrvvvhsOP/zwv+4A3VOnCxgArXAJZp999vCvf/0r9WBoDT/1NArs0soFQLPh7mR09ujRIw2dpG/2OLezltX/5MN0acFeapQyyzx/DO62226p9hE1SykGP9tss5UNprJNJnbi2BZddNGw/fbbp5pKfHO++OKLh4UXXji9aWT7Lv3NcRDYZdgRdTOOPfbYcNBBB6Vv5rHiGAiQ1tqwXXLJJcMqq6wShg8fnmaKr3Vd+ymggAKdJcB7L7WhmfCOye/4cqqtRm2h0047LS0+/fTT2+rm4woooIACZQSy901qf0411VRlevzfQ/wtzZf5TLo5ZMiQ8M4777TZ1wUKKKCAAt1PgBEDZ555Zjox/j8Yd9xx2zxJ/oa/6KKL0rB4fv/www9t9nVB9xJwCHyV67nXXnuF//znPyl7Z+eddw59+vSpuVguw+CvvPLKshMhZYFO6lPQyCLae++9U7CU2dIZfp+1rP4nfUrb6quvHsgOnWuuudLQH/4wfO6558LgwYPTkEtSup999tkWw++pVcc5MGMxM2YSAOUbkrfeeitccsklaf0FF1wwzbBJgDRrZDixv0KhEKhZyu0JJ5wwDdsnEECWE1mofKNCILRaI3P0sMMOS4GDiy++OGy++ebVVqm6nGP7448/qvZrpg5kMlACoZ721Vdfpe4MAWCYbj2NDxCTTjppCsrXs559FciTAFnr/JHFezyZR9Xed/iSh0AomfIMu5lhhhnyxOW5KqCAAg0J8LcqJUQIalJGpNp77QQTTBD69u0bqN/P39nbbbddQ/t1JQUUUECB5hPg/wuSFCiBQnZntf8zZplllpTYRYkV6oLy93oeWjWX7m5gALTKFWbyIgKD1PDMhsLXmgmaZYC+//77gZ9siCQBTrJC2fYKK6yQjoDMSgKYBKwY6rPWWmulxxkWnhV9L63/+frrr6fgJxNvUPNoxhlnTP0JTjIjMRmgpHRz7Fn2ER0IePIHJUFThp1nw/RZtuuuu6b9Dh06NAVUqYeRZTbxzTsBxm233TbVuqN/1ggMc7wcB8HMagFQZukkc3SUUUZJdTk23HDDbFMj9ZuAxAcffDBS2+hKK5PBwDVptDEcjJ96W79+/dIsq/WuZ38F8iLA0BratNNOW/N7Du/R/B/C+6p1QPPyTPE8FVBgZAReeumltPp0002XPtTWsq3sb21GO3WnvwlrOXf7KKCAAnkWIPGLRgC01vd/ylQRa2HOlnLD5bujJ59H8twMgNZw9QkmUg90n332SfUu+WZ5gw02qLomf4Sx7rBhw1LAMwv0EWCk1iaZlqUTK5HhSQCRb62zACgflknJHm+88dLw9GynTJhEI0DZOr2blG6yMnnhE1jNGnVHCVLSqI9RGvzkMbJOzz777LQOfQn0csxkEvINCdmBBx54IF1HaEwGwraz4xqhw/8eOPnkk1OtUgIAHOM666zTVteGHieo3F0aGboExX/99de6TokyBATZeR60fm5U2xDXePr4H0F3cqx2zi5XoF4Bvnii8QVVra+VrMYx69a6Tr3HZX8FFFCgOwk08l6bZbbwd6bvtd3p2eC5KKCAApUFGvk/I49/n/N5P8/NAGiNV5+C6gyF5xsC6mwus8wyaahwtdUZIkkAlCHiWQA0G/7eekh7FgC97777ipvN6n9S15OMyawxPH3MMccMP/30U5hvvvlSpiBp29k3F9TpbN34Npw25ZRTFmuOtu5DwJaU8QcffDAQBOWYxxprrDRZUuu+2X3qLGXbrjSJEpmoDPOnMWNyewc/CQZn3/xnx9bMvzkXZj6tt1F2gZmnyeS84oor6l3d/gooUEWAL69ovLfX8p5DGQv60nh/5csNmwIKKKBAZQG+/OdvX/7OpAZ+aXmottZkhBSNCUZreX9uazs+roACCijQXAJZ+b5XXnklTD311DWVdGO2eBpzreTl/wxGCee5dZ90uQ6+inyLzHBygo4MIWfSoFoaAVBa6URI2UzvWf3PbDv0ZT/88UbtR1pW/7N0+DuPk9136aWXplnqyfRkBvh55pknvdgZps4+sm806E/LXuBk+FVq2XD67AN7aV8CwAyH32qrrdIkShNNNFEafn/qqaembgyTL9fIYt1jjz2Ki7JM1OID3lBAAQWaRIDyJvxfwBdF1F2u1niv/v7779MfVwY/q2m5XAEFFPg/AUaxLLXUUmkkzHnnnVeVhb+f77jjjhQ0bf03dtWV7aCAAgoo0NQCJHIxH8knn3xS0+TVJJpR1op5TZgM2pYPAQOgdVznWWedNRxzzDFpDbJBr7766qpr9+nTJw1Tp64Ew5Jfe+21VJuTP+paZ2ny4iOziCDi448/nibZIHOU1joAymPrr79+ykjdYostirPDU0OUmcyYAIkZ3Usj/B9//DGrBYKWlRpF5GlffvllsRvfvjPjPG8O++67bwq+PvbYY+mPTOqOcgyVGudEwODggw9O3ahNWYtfpW26TAEFFOgMASbkYCQA72ubbLJJ8QurcsfCH1b77bdfWtRWCZFy6/mYAgoooEAoll5i4kwm/myr8Tf2xhtvnL78JxGgtMRUW+v4uAIKKKBA9xLI/tbm73QmeW6rESTdcsst02LKHJaOtG1rHR/vHgIGQOu8jrvvvnvxGwImqGFW9UqNITsMw2GCnqeeeircfffdqTsZROVeaNmw+EcffTQNK//222/TNxlZVmbrfTH8newislLJzuQPxPnnnz91oxBwaeA0y/ysNjM4EzbRsj8ev/vuuzRLPX94EqQ98sgj0zfsBFQ5/xtvvDEsscQSaZ22/mF4Olmp1FLNZnzHjzcfmwIKKNBsArzXUnKEYTZ82UTWUWkGPLV7KfXBeyPvoXwwZxZjmwIKKKBA7QKMjmICT0o+UX7qjDPOCJQVKW3M3ktSAXXzqVl/7LHHli72tgIKKKBATgQIavbt2zdNPMr/C5SDKx0VS0yG2AV/uw8fPjyNaN1rr71youNpImAAtM7nQelQeDIkd9hhhxYfesttLhsG/+STT4asvmcW6GzdP3uc7Mps2HxpEDPrzwuZIep8+KYRYKTuBcFJ/gDMMlUZDvTGG2+kPvxRSOPbkEq1OrOh8sy6SWO2+GwbDPnkgz/HVDqJUrZOVnw+rVjyD9mfSy+9dHrklFNOSfVTM7+Sbt5UQAEFmkKALFDqOfMF15tvvhkYbkm9Id7vea+bZJJJwnbbbVcMfjLBnU0BBRRQoH4Bgp5kdTIp52677Za+oF9yySXDCiuskGq2USefv4fnmmuucOedd4ZsJFP9e3INBRRQQIFmFiBWw0TLq6++ekoQ22yzzVLcgVG5JKBNMcUUKSGBhC9KrAwZMiSVFmzmc/bY6xMwAFqfV+pd+u0y3yCQpVmplQZACSDSskBn6/UYZk7Rd7ItKw1/p+bn7LPPngKRzPrdujE8Pmv8wUjjWxBmR+N4yUwq18jSzIKqa6yxRuryzDPPpN98oJ9jjjlGWI1v5e+55570eOk3LCN0/N8DZJHyxyyNWqBM2mNTQAEFmk2ACeX4ouqkk04KZNh/9NFH6b2Q2s1kfRIcHTRoUHqPo26zTQEFFFCgfgFmdOfvVj6o8ncydeX5G5lRVdTB58snsj752zkb7VT/XlxDAQUUUKA7CJCkQIzh8ssvT6O1mFuFep9Dhw4Nn332WRopcPbZZ6e/2auVBuwOHp5DSwEDoC09ar7HN9DVhn1nG2PWXzIgb7311vSio0BvW3+gMSyebye++eablJ7NfYb8tG7Z7OAMZ+/fv/8Iw4GOO+64tApZnL169SrezlK8DznkkDRks3S7BDqzyZ1IHedbERrFhGmff/55ejNJd/73D8M8mc2dGeNpDEuqJQhKgJbaoTQss/qk6QH/UUABBZpEgMAm76vUSSbjng/k/JHFezNlT9Zdd90mORMPUwEFFOjaAquttlpghBRfNpFQwAglRiCRyUPdN/7WtimggAIKKNCjR4+w6aabBuZhYU4URuGSsMVIWP5eJ+ZRrhyhct1fwABog9c4Gwo/1lhjVd0CH5AZqpNlYraV/ZltKBvyzjfcZG0yYVLrxuM77bRTevioo45Kw4GoL7fNNtuk2eCZCIk/BMlMKm0EPql5wTchTJTEpEYM0yToyhB63iA4vuuvvz7NSM+6fICfYYYZ0mb69euXzoU/NAmSkhXKcKNsEiRq4JVOvFS679a3+eaFbNevvvoqlRJovdz7CiigQDMJMDqA91K+PCI71KaAAgoo0P4ClGAiCYERVoyGsimggAIKKNCWwLTTTpvKU1Eupa15Vdpa18e7n4AB0JG4pmRG1lpoPRsGz+6qBUBLl5febn2op512WhgwYECYbLLJwvfff58yRqkzR23QhRZaKA0Pap19NPbYY6fJkqgRSvCRiZMYVkRKOIFagqoM6y8drkkAluxVPthT45NhR2SYUv+OIfFM2MRETNnw+IEDB7Y+1LL3CRBw/LTBgwenNPWyHX1QAQUUUEABBRRQQAEFFFBAAQUUUECBBgV6xIy9QoPruloXEWDIOTWQ3nvvvUDNC4rAU+uzlsYwTQKm1L8ge6laRitD1UkdH2OMMULPnj27xHAjJlNixnrO4YsvvqjltLt1H2qqkvK/ySabpJnvuvXJenIKKKCAAgoooIACCiiggAIKKFBVgGQ2RiczkiKbn6bqSt2owyjd6FxyeyrUr6CmKD/1tqmmmirwU2tj5jR+bAoooIACCiiggAIKKKCAAgoooIACCjSDgEPgm+EqeYwKKKCAAgoooIACCiiggAIKKKCAAgoo0JCAAdCG2FxJAQUUUEABBRRQQAEFFFBAAQUUUEABBZpBwABoM1wlj1GBOgSYjIoarfPNN18da9lVAQUUUEABBRRQQAEFFFBAAQUU6J4C1gDtntfVs8qxwPzzzx9++OGH8Le/+f1Gjp8GnroCCiiggAIKKKCAAgoooIACCvxPwAiJTwUFuqGAwc9ueFE9JQUUUEABBRRQQAEFFFBAAQUUaEjAAGhDbK6kgAIKKKCAAgoooIACCiiggAIKKKCAAs0gYAC0Ga6Sx6iAAgoooIACCiiggAIKKKCAAgoooIACDQkYAG2IzZUUUEABBRRQQAEFFFBAAQUUUEABBRRQoBkEDIA2w1XyGBVQQAEFFFBAAQUUUEABBRRQQAEFFFCgIQEDoA2xuZICCiiggAIKKKCAAgoooIACCiiggAIKNIOAAdBmuEoeowIKKKCAAgoooIACCiiggAIKKKCAAgo0JGAAtCE2V1JAAQUUUEABBRRQQAEFFFBAAQUUUECBZhAwANoMV8ljVEABBRRQQAEFFFBAAQUUUEABBRRQQIGGBAyANsTmSgoooIACCiiggAIKKKCAAgoooIACCijQDAIGQJvhKnmMCiiggAIKKKCAAgoooIACCiiggAIKKNCQgAHQhthcSQEFFFBAAQUUUEABBRRQQAEFFFBAAQWaQcAAaDNcJY9RAQUUUEABBRRQQAEFFFBAAQUUUEABBRoSMADaEJsrKaCAAgoooIACCiiggAIKKKCAAgoooEAzCBgAbYar5DEqoIACCiiggAIKKKCAAgoooIACCiigQEMCBkAbYnMlBRRQQAEFFFBAAQUUUEABBRRQQAEFFGgGAQOgzXCVPEYFFFBAAQUUUEABBRRQQAEFFFBAAQUUaEjAAGhDbK6kgAIKKKCAAgoooIACCiiggAIKKKCAAs0gYAC0Ga6Sx6iAAgoooIACCiiggAIKKKCAAgoooIACDQkYAG2IzZUUUEABBRRQQAEFFFBAAQUUUEABBRRQoBkEDIA2w1XyGBVQQAEFFFBAAQUUUEABBRRQQAEFFFCgIQEDoA2xuZICCiiggAIKKKCAAgoooIACCiiggAIKNIOAAdBmuEoeowIKKKCAAgoooIACCiiggAIKKKCAAgo0JGAAtCE2V1JAAQUUUEABBRRQQAEFFFBAAQUUUECBZhAwANoMV8ljVEABBRRQQAEFFFBAAQUUUEABBRRQQIGGBAyANsTmSgoooIACCiiggAIKKKCAAgoooIACCijQDAIGQJvhKnmMCiiggAIKKKCAAgoooIACCiiggAIKKNCQgAHQhthcSQEFFFBAAQUUUEABBRRQQAEFFFBAAQWaQcAAaDNcJY9RAQUUUEABBRRQQAEFFFBAAQUUUEABBRoSMADaEJsrKaCAAgoooIACCiiggAIKKKCAAgoooEAzCBgAbYar5DEqoIACCiiggAIKKKCAAgoooIACCiigQEMCBkAbYnMlBRRQQAEFFFBAAQUUUEABBRRQQAEFFGgGAQOgzXCVPEYFFFBAAQUUUEABBRRQQAEFFFBAAQUUaEjAAGhDbK6kgAIKKKCAAgoooIACCiiggAIKKKCAAs0gYAC0Ga6Sx6iAAgoooIACCiiggAIKKKCAAgoooIACDQkYAG2IzZUUUEABBRRQQAEFFFBAAQUUUEABBRRQoBkEDIA2w1XyGBVQQAEFFFBAAQUUUEABBRRQQAEFFFCgIQEDoA2xuZICCiiggAIKKKCAAgoooIACCiiggAIKNIOAAdBmuEoeowIKKKCAAgoooIACCiiggAIKKKCAAgo0JGAAtCE2V1JAAQUUUEABBRRQQAEFFFBAAQUUUECBZhAwANoMV8ljVEABBRRQQAEFFFBAAQUUUEABBRRQQIGGBAyANsTmSgoooIACCiiggAIKKKCAAgoooIACCijQDAIGQJvhKnmMCiiggAIKKKCAAgoooIACCiiggAIKKNCQgAHQhthcSQEFFFBAAQUUUEABBRRQQAEFFFBAAQWaQcAAaDNcJY9RAQUUUEABBRRQQAEFFFBAAQUUUEABBRoSMADaEJsrKaCAAgoooIACCiiggAIKKKCAAgoooEAzCBgAbYar5DEqoIACCiiggAIKKKCAAgoooIACCiigQEMCBkAbYnMlBRRQQAEFFFBAAQUUUEABBRRQQAEFFGgGAQOgzXCVPEYFFFBAAQUUUEABBRRQQAEFFFBAAQUUaEjAAGhDbK6kgAIKKKCAAgoooIACCiiggAIKKKCAAs0gYAC0Ga6Sx6iAAgoooIACCiiggAIKKKCAAgoooIACDQkYAG2IzZUUUEABBRRQQAEFFFBAAQUUUEABBRRQoBkEDIA2w1XyGBVQQAEFFFBAAQUUUEABBRRQQAEFFFCgIQEDoA2xuZICCiiggAIKKKCAAgoooIACCiiggAIKNIOAAdBmuEoeowIKKNCAwM8//xx22GGHMGTIkAbWdhUFFFBAAQUUUEABBRRQQAEFuoeAAdDucR09CwUUUGAEgaeeeiqcd9554ZRTThlhmQ8ooIACCiiggAIKKKCAAgookBcBA6B5udKepwIK5E7gzz//TOf8xx9/5O7cPWEFFFBAAQUUUEABBRRQQAEFMgEDoJmEvxVQQAEFFFBAAQUUUEABBRRQQAEFFFCg2wkYAO12l9QTUkABBRRQQAEFFFBAAQUUUEABBRRQQIFMwABoJuFvBRRQQAEFFFBAAQUUUEABBRRQQAEFFOh2AqN0uzPqwBP6/fffw0033ZT2MOuss4a555676t6YffnXX38NCyywQJh++umL/YcNGxZeeuml4v1abkw00UShT58+tXTtMn0++eST8PDDD4dRRhklrLnmml3muDwQBRRQQAEFFFBAAQUUUEABBRRQQIF8CBgAreM6//zzz6Ffv35pjUknnTS8/PLLYeKJJ664hc033zx888034cILLwzbbLNNse9//vOfcNBBBxXv13Jj0UUXDY888kgtXbtMH2ahxuwf//hH+O9//9tljssDUUABBRRQQAEFFFBAAQUUUEABBRTIh4BD4Bu8zp999lnYZZddGlz7/6/2t7/9Lcwxxxw1/ZRmkP7/LXhLgf8TeOyxx8IOO+wQevbsmQLzM888c1h77bXD1VdfHbLZwEfWigzoDTfcMJABTfCf5+5WW20V7rnnnpHddFr/+++/D1tssUWYZJJJwqijjhp4fYw55phhvvnmC9dff3277OPrr78OAwYMCEsttVSYeuqpwxRTTBF69+4djjjiiPDRRx+1yz66y0ZuvvnmsPHGG4fZZpstXe/ZZ5898KXOnXfe2V1O0fNQQAEFFFBAAQUUUEABBRTIgYAZoCNxka+99tqw3nrrhXXXXbfhrYw11ljhlVdeaXh9V1Tghx9+CNttt1246qqrWmB8+eWX4a233go33nhjOO6448J1112XAlktOtV454MPPggbbLDBCBnI7OO1114Ll156aVh11VXD5ZdfHiaccMIat9qy2yWXXJLOg1ITpY3M6+eeey5lEs8zzzzh0UcfDbxuGmm8ZnfcccdAELS0Uarh8ccfDyeccEKy2nXXXUsX5+72xx9/nALdDzzwQItz53pTvoPrvOKKK4Yrr7yyahZ8iw14RwEFFFBAAQUUUEABBRRQQIFOEDADtEH0ccYZJ61JMOWLL75ocCuupsDICRAcXG655VLwkzIDlFV4+umn03Py9ddfD+ecc06YaaaZwgsvvJCyHF999dW6d0jwc5FFFknBzymnnDKccsopge3wvGe7Rx99dAp63nrrrWGJJZZIJR/q3cnZZ58dtt5660Dwc4wxxgj//Oc/w/3335+CqxdccEHo1atX2iT7m3HGGVO/evdx3nnnpaAewc+VVlop1fPl3Aj2kdG4/vrrh59++instttu4dBDD613892mPx5cb4Kfk08+eTjxxBPTlzRc7xdffDH0798/BT0xW2yxxQJBUZsCCiiggAIKKKCAAgoooIACXVnADNAGrw5Bn/333z98/vnnYaeddkrZdQ1uaqRXY5KhZ555JhDMmXbaacOcc86ZJl0ad9xxK26bIdMElN5+++00QRPZdQsttFAaetzWigTcnn/++RSYIsBG0G2WWWZJASp+19seeuih8OOPP4YePXqEZZZZJk2WVO828tx/7733TpmLBAXvuOOOwLD3rDFpFteEIeUMYyYTlCHxBLEYXl5rIzDI0PCll146bWP88ccvrso+mAyMYfCrrLJKej4RvBw4cGCxT7Ub7733XrGcBEOsn3322RQEzdZj+PW2224brrjiijT8+tNPPw19+/ZN55v1qfab52xWsuL0008PrTM8CfStsMIKKaMbK17fiy++eFh55ZWrbbrbLef833///XT+gwcPbpHRy/Wea6650vUm45f3Ha49/WwKKKCAAgoooIACCiiggAIKdFmBgq1mgTiJTyFeyPQTg02FOFy2eD8OLy67nRgsSn3iJEgtlh977LHp8RhAbPF4PXdiIKiw8MILF48hOzZ+x4BOIWbkld1cnH2+sOyyy5Zdb9555y3EoGjZ9e67775CDLSVXS/WaizEoFIhZtC1WHfIkCFtnudRRx2VlrHu+eef32K9eu7EzLS0nRicqWe1pu8bh7cXRhlllPQTg5oVz4frEgPjySlmQlbsW7owBk3TOlNNNVUhZk6WLhrhdgxkFng+8/x74oknRlje1gOxFmdaZ7zxxiv89ttvbXVLj8dsxNSXfQwfPrxi39KFq622WlovZneWPlz2dva6jl8IlF3eTA/GLNp03hjX0njPwHayySYr8Lqq1GJQvMA1o3/8IqNSV5cpoIACCiiggAIKKKCAAgp0ssCDDz6YPr/FkZudfCSds3uHwMdP7422vfbaKzAzO23nnXdO2aCNbquR9VZfffUQA00pI+uss85K2XlM5DL//PMHahqSoUXtxNJG9lyfPn3C0KFDQwxyhMMOOyxcc8014ZhjjknZg/RfcMEFU53F0vVuueWWlKFJtuiaa66ZZrVnJvszzzwzDXtmkp0zzjgjxEBm6Wpt3mYYLfv++9//Hqj9SNagrT4BsiwZMr7RRhul50CltRlWfsghh6QuTIpUa8vqiu6zzz6hNPOz3PrTTDNNmoSJZTynam3U9KT961//qpoBTMbrBBNMkPoff/zx6Xe1fxjyfvvtt6es18MPP7xa97D77ruHSSedNGWz5q0+b/bc4L2NbM9KjcmjsqzabL1K/V2mgAIKKKCAAgoooIACCiigQGcJOAR+JOSZoZrgXcyaLA6Fr2foL7v+5ZdfAsGlWhrBTYac0xh+TvBztNFGS7UMGQJNIzh5wAEHpMlu3n333XR8p512WlrGP9tvv32q3cgw1rvuuivV+MsWMix4rbXWSsFRaptSS5IAJY06gDFGn4YiU5OxtBH8ZT1mCL/44otTDcXS5a1vMwM3tSpj9mKaTIVZxdujEYT96quv2mNTTbGNLHC45JJL1nTe1HWkPfXUUzX1p++TTz7Jr1Q/tBZbakLSKK9QS3/qTcasz7QOkyzVsg4Bep67lH6opT/9CBTHbOm0n1rWoZYpAf6sDmZasRP/+f777wNfcvC7npbNav/GG2+kL2mqrcus7zSGtvO65ssSasy21bLrzQRStbi2tR0fV0ABBRRQQAEFFFBAAQUU6FiB7777rmN30MW3bgB0JC8Q9QmpF0gQc9CgQYFZpgnk1NoI/px00kk1dd9vv/2KAdAssEGAsnWtz9FHHz1l4FETtGfPnsVtUweRICWNfVL3sLQxsROT0bAOfQnmEpykRie1JKnTeeCBB5auUrwdhxinbWfHVVzQ6sbJJ5+caqdSg5IswXXWWadVj8bvEqCNZQoa30CTrcmkNDRmRK/lvHmu8EMQjaxIAtDVWhbUGnPMMWvaRzY7OxPj1HJMzCBP47iYgKiWls0y/80339S0j+w5SeZoLcfEMWSvKTKpa12nlmNvtA8TTPHFQaONQDOv7Vob72M0Jjq6++6721yNzGJarde7zQ25QAEFFFBAAQUUUEABBRRQoEMFiO3kuVWPgORZp8Zz33PPPVO22COPPJKGhDKZD0Noa2kEAplEpJZGECprDL3nPkGj+eabL03qwiQ0TEhD6927d9a1+Pvll19Ot5nJe8UVVyw+XnqDgC5ZXbE2RAqCEgAlqFVpaPs777wTsm1n2Xyl28xuk4nKEGYaWaTtGfxkmwRos+HR3O/uLQtgE9Cs5byZsOuPP/4IsW5jmGSSSWriod+3336bnmczzDBD1XV++OGH1IfyCrUcE89dGsfF8zkLqKUH2/iH86AxRLuWfUw//fSpPwHjWvrTmQAxjWH9ta6TVuigf9Zbb73w66+/1p0BymvzoosuChgwkVS1RhkLymSQAT711FOnEh+Vzj/7D5T3u0r9qu3X5QoooIACCiiggAIKKKCAAh0rQNJbnpsB0Ha4+qVD4QmyEDy4/vrra9oy2ZpxUpqa+pZ2Yr1LL700zfBNpicz0vMTJ6tJM1evu+66aVbr0iy/V199NW0iCwiVbq/0NsPpCYAOGzas9OF0myAvPwQ8yd5jKH6WJUgHsjDLNQJje+yxR3ERmajMTt6ejeuQZe6153a76rYY+s7zjOHglDao1rLyDATPa3UiGP7mm2+msgjlguqt93nPPfekhxhCXss+6MNzmVIQBNmzOqWtt1t6n9IPNL5oqGUfzObOPqhvS7CYLwAqNYJ6DH2n1bqPSttrr2XUJq23cR4EQKeddtpw8MEHV12dshl8OUHgmzIV1Vq917va9lyugAIKKKCAAgoooIACCijQMQJjjz12x2y4Sbb6tyY5zi5/mLPOOmuaSIgDpXbgXzEpyPrrr5+CkQQSswlqPvzwwxTwYAIkah4S0Mgaw2Bp1SY3yTK5GNaaNTLJqCFJMGnfffdNwVfqPBJgpe5otWAmgVEy/LIgzA033PCXGGXH3x1/kxVIxiTPN4LSlRpZnEwyRNt0000rdW2xbLPNNkv3KV2QPX9adCi5Q4CdYBuB6I033rhkSeWbyy67bOpw7LHHVs1w5LlHEJNsXwL+tTTq5lKjlixT6uNWa0wIRgYowd+stm61dbrL8ux6k639/vvvVzwtAuN8ecO12GSTTSr2daECCiiggAIKKKCAAgoooIACnSlgALQd9cnQIkBIY0IhhpJ2dGMIMZmgZJ4SBGNmdWaBpz377LMthrpnmZ8ESSu1LPAx8cQTp24Uyl1ppZXSpEvUXzzyyCPDHXfckQJinOONN96YZoKvtE1qPN52222pXurmm2+eumJEjUVbYwJkMlJSgOAy5QSyCYtab41A9uqrr56C4QsttFCaNb51n7buL7/88oHSCmyD32Qbl2sEP/v27ZsyObfeeusWtWfL9S997IorrkiBdMo58EXCZ599Vrq4eLt///5pMi4eoM5urWUm6E+dXko5XH755SmzkQmzyrUzzzwzsB+eryeccEK5Lt36MbKKCRYTMOd6l36BUnriTKrEcq4ZAfWslEFpH28roIACCiiggAIKKKCAAgoo0FUEHALfjlciGwrfq1evFDDaYYcd2hwSPrK7ZVbrt956K2W1zTnnnClgw9BmfghQkk1HtiVD1AlWMIkRPzTWo1Yn9UfLtWyo/HTTTZcWM8SabdAYGs/+WrdsHbLsyjWyP5deeum06JRTTgm33357CnRhRADV1pgA15pAN5PkkLFIBh/BUK4dWYwMUWb2cAKY1HRkyDzP03oaAUoC+0yMxbXnmq288sopAEkwffDgwSnzk2HsPP9OP/30ejYfCKozIRYZrWSZTjHFFClwTyCObGWGvJNRnQVfeR7Xm2E988wzh3//+99pUi8CnHhRqmKBBRZIr50XXnghnQPPb9qpp56aPOs6kW7S+ZJLLkllD1566aUUyOZ6E+ykrisTSjFTPMPkf/7557DggguGc845p5ucuaehgAIKKKCAAgoooIACCijQbQVi9pitRoE4GzQFLtNPzIBsc60Y4Cv2y/pfeOGFLfrHAGXqE4fntni81jt77bVXWj/W/CzELKwRVosBy+IxxNqHafnw4cMLo402Wno8BsVGWIcHYmCouN69996b+sRagOmxWBewEDPn0mOl/8SaiYUY9E194pDs0kWFIUOGpMdbn2ecZbq4nxhga7FOvXdi9mvaVgyW1btqt+gfg9mFmAlaiOUIiqbZ8y77HTM5CzF41fD5xjqvhRhYbXP7MahaiJPsFHguNNrijOOFWJOkzX1wLnHyrkIMsje6i8LQoUMLMRO6zX3ErNLCdddd1/D2u9qK999/fzrXpZZaqq5DixmghZhl26ZTHPZeiGUvCrG2b13btbMCCiiggAIKKKCAAgoooEDnCMSEn/QZL87Z0TkH0Ml7NQM0RlXau+22224p0+6hhx6qummG4mbZk1U7xw7MxE3dR7LlqMtIBh4ZbUxYwkQvWTvuuOPSTTIByUilcTsGTgPLmGxmpplmSkPb08L4zzPPPJOy4rjPcOYYNEmLyJ6jMfs2kxeRmZc1ZqYm45DsQBpZgGSnlk6+lPUt/U390quuuiptDy/qQJL5Z6tfAOsTTzwxXTuyNXneUZqA2d7nmWeegHWWfVv/1v9vDerCkj2aZWPyXGHyKybLYXIkakD27Nmz0c2n9VZYYYVAuQVqlfLcINuQ5xI1PMk0pDZnVt6h0R0xqRGTd8UgZ7jllluKWdS8NshqpXZp3mfGw5bJpcjKpeYq2bZPPfVUyiKmLAa1gHHiuWVTQAEFFFBAAQUUUEABBRRQoBkEehCAbYYD7QrHyOQrWXCEGpgxG63Nw2KCEAKPzChNixmgYZtttin2z4KWxQdqvEEggmG7tJ133jmcffbZ6TZBIuo1MpyYWpAvvvhimnSImofMCJ81ZmMn2Eggi6HQBK8IXDEsnsAZAU3qfRLozAKqBKXmnXfewERI1EZkmDOzfDNsmHVwYej1ZZddlnbDuRNcpTFclvqTHF/MoE2PZf8Q4GJINfUG11hjjbTPbFk9vxneTWCG4dLUQrUpoMD/CTALPMFvvsyI2aCyKKCAAgoooIACCiiggAIK5FSA+A3zPhDPycq/5YmivmKAeZIZyXMla5I6nB3ZmKl5wIABqTYfQUhqaV588cVh2LBhgclueHKXBj85ljjEOE2WRDYdGYJMnEQ9vzg0OAU8d9ppp7SdLPjJOmSDUTNxueWWSzVH2S5ZpNTxnGOOOcKjjz6aJmLiNm3gwIHpd7V/mMSH46dRR5JgrU0BBRRQQAEFFFBAAQUUUEABBRRQQIH2FDADtD01O2lbDBNmgpj33nsvZVrONddcIdb6rOloGEJPwJTsSSaXYabsSo1JasgWZRg+maNMbtTZzQzQzr4C7r+rCpgB2lWvjMelgAIKKKCAAgoooIACCvy1AnnPALUG6F/7fOuQvVEDMk7skn7q3UGcRCnwU2ujTqe1OmvVsp8CCiiggAIKKKCAAgoooIACCiigQGcLOAS+s6+A+1dAAQUUUEABBRRQQAEFFFBAAQUUUECBDhMwANphtG5YAQUUUEABBRRQQAEFFFBAAQUUUEABBTpbwABoZ18B96+AAgp0kADlMWjZ7w7ajZtVQAEFFFBAAQUUUEABBRRQoEsLWAO0S18eD04BBRRoXGDhhRcORxxxRFhuueUa34hrKqCAAgoooIACCiiggAIKKNDkAgZAm/wCevgKKKBAWwJkfh5++OFtLfZxBRRQQAEFFFBAAQUUUEABBXIh4BD4XFxmT1IBBRRQQAEFFFBAAQUUUEABBRRQQIF8ChgAzed196wVUEABBRRQQAEFFFBAAQUUUEABBRTIhYAB0FxcZk9SAQUUUEABBRRQQAEFFFBAAQUUUECBfAoYAM3ndfesFVBAAQUUUEABBRRQQAEFFFBAAQUUyIWAAdBcXGZPUgEFFFBAAQUUUEABBRRQQAEFFFBAgXwKGADN53X3rBVQQAEFFFBAAQUUUEABBRRQQAEFFMiFgAHQXFxmT1IBBRRQQAEFFFBAAQUUUEABBRRQQIF8ChgAzed196wVUEABBRRQQAEFFFBAAQUUUEABBRTIhYAB0FxcZk9SAQUUUEABBRRQQAEFFFBAAQUUUECBfAoYAM3ndfesFVBAAQUUUEABBRRQQAEFFFBAAQUUyIWAAdBcXGZPUgEFFFBAAQUUUEABBRRQQAEFFFBAgXwKGADN53X3rBVQQAEFFFBAAQUUUEABBRRQQAEFFMiFgAHQXFxmT1IBBRRQQAEFFFBAAQUUUEABBRRQQIF8ChgAzed196wVUEABBRRQQAEFFFBAAQUUUEABBRTIhYAB0FxcZk9SAQUUUEABBRRQQAEFFFBAAQUUUECBfAoYAM3ndfesFVBAAQUUUEABBRRQQAEFFFBAAQUUyIWAAdBcXGZPUgEFFFBAAQUUUEABBRRQQAEFFFBAgXwKGADN53X3rBVQQAEFFFBAAQUUUEABBRRQQAEFFMiFgAHQXFxmT1IBBRRQQAEFFFBAAQUUUEABBRRQQIF8ChgAzed196wVUEABBRRQQAEFFFBAAQUUUEABBRTIhYAB0FxcZk9SAQUUUEABBRRQQAEFFFBAAQUUUECBfAoYAM3ndfesFVBAAQUUUEABBRRQQAEFFFBAAQUUyIWAAdBcXGZPUgEFFFBAAQUUUEABBRRQQAEFFFBAgXwKGADN53X3rBVQQAEFFFBAAQUUUEABBRRQQAEFFMiFgAHQXFxmT1IBBRRQQAEFFFBAAQUUUEABBRRQQIF8ChgAzed196wVUEABBRRQQAEFFFBAAQUUUEABBRTIhYAB0FxcZk9SAQUUUEABBRRQQAEFFFBAAQUUUECBfAoYAM3ndfesFVBAAQUUUEABBRRQQAEFFFBAAQUUyIWAAdBcXGZPUgEFFFBAAQUUUEABBRRQQAEFFFBAgXwKGADN53X3rBVQQAEFFFBAAQUUUEABBRRQQAEFFMiFgAHQXFxmT1IBBRRQQAEFFFBAAQUUUEABBRRQQIF8ChgAzed196wVUEABBRRQQAEFFFBAAQUUUEABBRTIhYAB0FxcZk9SAQUUUEABBRRQQAEFFFBAAQUUUECBfAoYAM3ndfesFVBAAQUUUEABBRRQQAEFFFBAAQUUyIWAAdBcXGZPUgEFFFBAAQUUUEABBRRQQAEFFFBAgXwKGADN53X3rBVQQAEFFFBAAQUUUEABBRRQQAEFFMiFgAHQXFxmT1IBBRRQQAEFFFBAAQUUUEABBRRQQIF8ChgAzed196wVUEABBRRQQAEFFFBAAQUUUEABBRTIhYAB0FxcZk9SAQUUUEABBRRQQAEFFFBAAQUUUECBfAoYAM3ndfesFVBAAQUUUEABBRRQQAEFFFBAAQUUyIWAAdBcXGZPUgEFFFBAAQUUUEABBRRQQAEFFFBAgXwKGADN53X3rBVQQAEFFFBAAQUUUEABBRRQQAEFFMiFgAHQXFxmT1IBBRRQQAEFFFBAAQUUUEABBRRQQIF8ChgAzed196wVUEABBRRQQAEFFFBAAQUUUEABBRTIhYAB0FxcZk9SAQUUUEABBRRQQAEFFFBAAQUUUECBfAoYAM3ndfesFVBAAQUUUEABBRRQQAEFFFBAAQUUyIWAAdBcXGZPUgEFFFBAAQUUUEABBRRQQAEFFFBAgXwKGADN53X3rBVQQAEFFFBAAQUUUEABBRRQQAEFFMiFgAHQXFxmT1IBBRRQQAEFFFBAAQUUUEABBRRQQIF8ChgAzed196wVUEABBRRQQAEFFFBAAQUUUEABBRTIhYAB0FxcZk9SAQUUUEABBRRQQAEFFFBAAQUUUECBfAoYAM3ndfesFVBAAQUUUEABBRRQQAEFFFBAAQUUyIWAAdBcXGZPUgEFFFBAAQUUUEABBRRQQAEFFFBAgXwKGADN53X3rBVQoIsLfP7556FQKHTxo/TwFFBAAQUUUEABBRRQQAEFFOj6AgZAu/418ggVUCBnAg8//HCYfPLJw+GHH56zM/d0FVBAAQUUUEABBRRQQAEFFGh/AQOg7W/qFhVQQIGREhg+fHj4888/w9tvvz1S23FlBRRQQAEFFFBAAQUUUEABBRQIwQCozwIFFFBAAQUUUEABBRRQQAEFFFBAAQUU6LYCBkC77aX1xBRQQAEFFFBAAQUUUEABBRRQQAEFFFDAAKjPAQUUUEABBRRQQAEFFFBAAQUUUEABBRTotgIGQLvtpfXEFFBAAQUUUEABBRRQQAEFFFBAAQUUUGCUZif48ccfw2233ZZOY/HFF08zJzf7OXXW8Q8dOjR8/fXXYZ555gmzzDJLzYdx5513hv/+979hgQUWCNNPP33N69lRAQUUUEABBRRQQAEFFFBAAQUUUECBjhZo+gDo559/Hvr165echgwZElZbbbWONuu2299vv/3C008/HU488cSw995713yeu+66a3j99dfDhRdeGLbZZpua17Nj+wsQwH7sscfCp59+GsYbb7wUzJ5pppnadUfvv/9+ePbZZ8NXX30VJp544rDwwguHSSedtF33MXjw4PDggw+Gb775JnD8W265pV9ulBHGh+v9ySefpOs911xz1fXlRZlNjvDQU089FW644Yb0nJpyyinT+y1fkrRne+2118LLL78cvv/++zDFFFOERRddNIwzzjjtuQu31YUEhg0blq43X5xNPvnk6XqPO+64XegIPRQFFFBAAQUUUEABBRTobgJNHwDtbhfE81GgEYE33ngjHHjggeGmm24Kv//+e4tNzD///OHoo48Oq6yySovH673z0EMPpX3wu7T97W9/CyuuuGI47rjjQq9evUoX1X17t912C+eee2747bffWqzLuc0888zh6quvDgsuuGCLZXm889Zbb4WDDjooBSZbW3EN/vWvf4XVV199pGjOP//8wJci3377bYvtsO0JJ5wwnH766WGTTTZpsazeOwMHDgyHH354ePXVV1usOtpoo4UNNtggPW+nnXbaFsu807wCBNIPO+yw8NJLL7U4iVFHHTWst9564ZhjjnEUQQsZ7yiggAIKKKCAAgoooEB7CVgDtL0ku8F2zjnnnHD33XenD6Ld4HRycwpkS84333zh+uuvDwQjl1lmmZQxueaaa6ZA1TPPPBNWXXXVFMxqFGXAgAFh6aWXDgQ/yczr27dv2geBz9FHHz3cfvvtKRP0sssua2gXP//8c8r0POOMM1Lwk/OYaqqp0mNZJuCbb76Z9nH22Wc3tI/ushIlP7je1113XTqlPn36pGux1lprhYkmmig8//zzYY011gh77LFHKBQKDZ322muvHbbffvti8HOSSSZJAWi2TyP7d9NNNw2bb755Q9v/448/wrbbbhvWX3/9FPwkg3idddYJW2yxRVhyySUDyy+//PJ0nvfdd19D+3ClriPw559/hp122ildY4KfPJ94jnG9l1pqqfQ8veqqq8K8/E9gVAAAQABJREFU886b/g/qOkfukSiggAIKKKCAAgoooEC3EYgfkJu6DR8+nE/46ScOgW/qc2nWg5911lmTfxwC3ymn8MUXX6T9x+BMp+y/M3f6yCOPFGIAMp1/DEgV4lDoFofzyy+/FE466aRCzKhLfWKGVYvltdy54IIL0roxKFmI2VuFH374ocVqcdh9YZdddin2ufnmm1ssr+VOHLqd1ue1vNVWWxViVmOL1eJw+EIMmhT7xIBri+Xd7c4VV1yRzjVmWLY4tSeffLIwxhhjpGUxQ7Lw0UcftVj+66+/Fk477bTic4LrVW/bbrvtis6LLbZYIZZTaLGJWAKhEAOwxT4xS7TF8lruxOBsWn/ssccuxEzTQsxabrHau+++W4hB3NQnBsALMWjWYrl3mktg//33T9dyzDHHLMQvMEZ4fX/wwQeFddddt/iceO6555rrBD1aBRRQQAEFFFBAAQWaQIDP1XzmXmKJJZrgaNv/EHuwyWaO5sYPysUhc43WAI0BtFRv8JVXXknDh6lvt9BCC4Wpp566BU0MNqShe6OMMkpYdtllWyzjznvvvReoZdfWco6V2mcMH209jJdhpk888UTK3qIOHsNYqa1IFlzrRn1HsrzImiJjhlqJ9957b1hkkUVS9h/DR7P28MMPBzIA4wfMwFDSOeecM01WVK7eGrUEv/vuuzDbbLOF6aabLttE8Tc+THj02WefpcwsMncmm2yy1L9aDVCyfqgbyVDXaaaZJh03xliNbPvyyy9TLUqy07iWeWlkyfE8oXbi7rvvHk499dQ2T/3WW29NQ6LJrOQ61jrJFdeaGpw8J8nurJTx179//zQsm+csQ/JjsKPN4yldQOYx2WG0Sy+9NGWFlS7PbjO0f8YZZwzUIJ1ggglSFmK2rLv9vvLKK1OGJUPMYzA0nR5v1ZQziMGhsOOOO4ZKmbB33XVXyvplnRdeeCG97msxYmg9pQZom222Wfj3v//d5mpkmfKey3Pqww8/rLlGawzipvc2MoeZeC0GWcvug2Pn+cb5x/+g0/tc2Y4+2KUFeL7yvOW9nuclmeRtNWpIX3zxxen58fjjj7fVzccVUEABBRRQQAEFFFCgAQFGdDLiLrefr+KHzKZuI5MBSpZZnPCnEIOBKQoenz/F37EmWeGoo45qkalCVkrWJwY7R3CLH94qLo8f5tPyffbZp8W6sS5aIU4mU1w32wdZe3HocSEGulr0v/baa1PfOOS1EOsutlgvDk1OfcnaigHUFsuy7cZJJwoxINZim9yJs7in/pi0bjvssEOhR48eLbZHNk8cdl2olAEah8oW4jDXFutlxxEDoIUYEG69q7rv5zUDlExLLGOAskDmX7WWZfbtvPPO1boWl/MaYB8812pp2XPuoosuqqV76hMnvUn7iF8qVF2HzMDseXjNNddU7d+sHcplgMbgUXKKX04UYsmAqqcWJydL/f/5z39W7Zt1iHVi0zq8H9XSsvfOjTbaqJbuqQ+ZqzynDj744KrrxElyCvGLntQ/BsSq9rdD1xNo6/+9ckf6448/FuJEW+l6P/DAA+W6+JgCCiiggAIKKKCAAgo0KJD3DNCRT7+Ln2SbtcXgTposhOOnft7KK6+c6hlSc47MJyZrICuTLCca2XZkUZLpSSZk6xnPyW7JGhmZpdly1ECjdh+NfWUtDldNtfq4T11F6jb+4x//CGRunnfeealuI1mlMaCUrVL8TTZlDIKFv//972H22WdP2adMJEFjAhSOnVmhyRYjK49MHOpFZjUhycgkg7RaO/nkk9PENOyHuoCLL754ysJj1nf2xwQW5RrZpNQqJPOVrFcmuOF4YtA6kOFGJhiZQcwyzfGPbIvvAQ3XPBzZfXfG+mR10uKQ8ZRdxflXajEAGpjYhvWq9c22k+2DdWtZJwbb0vOO9Tiuao2szo8//jh143lWbR9kD5PFTNYrrwlqSDZDq3Zerc+B9wsa62W3ea3TyMzkNZc9nh4s+ScGiNM9rhk1Veu53rGkQlqX+py1HPOGG26YnlP33HNPTf3ZePac4rlSbR9xiHyIwdXA++Qtt9ySMvPTAfpP0whw3Wi1vIfE8g4p85mawzxP+GbapoACCiiggAIKKKCAAu0jUO3zV/vspetuJbcBUIJvDNmlESSINQyLV2nLLbcMsR5ZClQSdBg0aFDo169fWs6wzzPPPDPccccdLQKgDG0nMMpwUAITDO0sDYAynO/zzz9PQ8YXXXTRtC0CP4cccki6zbEccMABxWPgQz+zIK+wwgrhkksuSROGZOtlndjnDDPMEB599NG0XSYmGWussQLD0Ql+MhSeWcEZNkwjuMo+GOJOUJLtElio1GIWTnHynBtvvDGsttpqxe4EQzk+ApjlGgFm9sNweobXx8zTYje8OUdmBWayFibRGdmGO9cgLy2bOTtmTNV03uOPP34gOIYRQWieq9UaQ6JpMSOwpn1k1zh7PVTbPsPxaRwXx1fL9YsZxykAyrHV0r/aMXTkct4HeJ20nqm91n0yMQw/pe3oo49Os6OXPtb69tZbbx0OPfTQFBhneDpWbX1RUboupQ5olOioxZYvOGjffPNNTf3pF7M6w3jjjZfWq2UfBL1pBL1r6Z86+0+XEIgZnYESJZTD4P+jWq5fVnrG690lLqEHoYACCiiggAIKKNCNBCinmOdWPQLSTXWOPfbYVO+T+nOlwc/sdMmg3HjjjdPdLEjJHQKgNDKeSjOwsuxPgpY0Ah+lLcuCYbtZ4IljIOAQh56HOElEafd0m9oMWZbUEUccMcJyHjjhhBNS8JPbZFmSQUOtUhoZm61rfVJ3Lw4dDgMHDgxxWHvqV+kfgi/UmlxppZVaBD9Zh4BVHIJfdnWCu6effnpaRoA5C4xlnTkOahhSF45gMkFcW/MLZN8oZVmIHXFGf8U+2vO4s9d7e26z0raw/6v3Wel4XKaAAgoooIACCiiggAIKKKBAZwvkNgOU7BIa2Z5tNYbwMgEHGZU//fRTymLp06dPCiqSbUkWKRMP0RgSTyOYSjYjE7UwEUw22Uw2fLV0+PvTTz+d1mHofVsBo+WWWy5lnDLpUbmWZWCVLiNTlIwbjpnlsRZgiLX9wtxzz5269e7du7R7xdvZfsmILdc4vljDsTiMOevz4osvpqw3ApzLL7989nCL3wRFe/bsmSZ0Yj+tM1xbdK7hDgHfcpM31bBqU3ZhKDilFgh413LelD4geDj99NOnzOFaTpoJcchcZnIpJq2q1rIvAihpUMsxZZN8cVxxNvmaSjLwuqIxOVMt+6h2zB25nPeQWkoBtD6GcpMg7b333oEyAZTmOPLII1uvMsJ9Jh6jxAAZddnERiN0avVAnHE9ZXOS1d3Wa750Fcpo0JiUqpZrQR+yP5n0jfc8SopUa0zgRuP9q5Z9VNuey/9agUkmmSS9h5AFXcvzMLvelEvxev+118q9KaCAAgoooIACCnRvAeJUeW65zACNE8aEt99+O113gkFttWzoOMGZLOjCMFKCibQs6MkHO+qGkm3JzO1kbtKyLFCeZAT4qO1ZGgzMtkmmJLOpl/thKCuNVGVqapY2jqXcB0SyKy+Ns2mTDcqHSbJLmdmeQAi1/ahFSmCkWiPDlUAmLRuGWm6dcseQnRvbwLjcufFYNow7619u+z5WXmDVVVdNCyhlUMsQ63PPPTf1z56/5bfa8tFsH9SjrdZ4nVBjlFbrPgiQE0Cn7bnnnul3pX8oqZANm29dg7fSet1hWWbKa/uXX36pekrZNcuuYdUVYodsRnbq+9bSrr766tQtTmBVS/fUJzuP7PgqrchweYLBtGy9Sv1d1vUEsuuWvf9UOkKGzF9++eWpSz3P20rbdJkCCiiggAIKKKCAAgoogEAuA6CfffZZGtYNwEQTTcSvso2spqxRxyxr2TB4hm7TqG/JB/Wll146DenOgpxZADQb/p5NssQ6BGHJqqMRJCSgUe6HZWRM8fPJJ5+k/tk/HB9Zj+Uak8MwockWW2yRhqrTh1qATBzDB0sCtQSTKjXq9f3www+pS6lF63XiLM2tH0r74kGyvMqdV/YYmaqcG9l/tvoEeD6RJUV9x3322afiymQgc+0Jmu++++4V+5YupH4lWYHUkiXwVqlR0oGsaLI6mRyn1nb44YenrnyJUG6yr2w7BO2ZFIVAK+UemmUCpOz4R/Y32dZkdFNHsdo15MuZc845J70/UGO31saXMbxmeW/aZJNNKq5GPWDe9xhuf+qpp1bsW7qQTFb2ceKJJ4aHHnqodFGL21xnJnAjA3mppZZK71ktOninKQT22muv9BzhuUXGeluN680ICsqnMLLCCZDakvJxBRRQQAEFFFBAAQUUaEQglwFQJo1hQgYaQcG2Wml6MJPAZI0AIplrTGzEUM5s2C8BCloWAOXDHh/qyg1/Z/9Z4JBamAQbq/0w+Us9jWAJQSuCGQRDGTrLrOs0hq6uuOKKFTdHkAkrWiUnAhStW5YxyhDXaufF8osvvrj1JrxfRYDA0wUXXBDI+CW4QMCqdZCcQDuBpnXWWScF2hk6Xcsw1GzXDF/NgltkXDKxThYUz/oQvN55553ThF7ZMRHYrrURZCWQSyNDmbIUHHdpIzhKpigZzQTPqGObt8Z5c72xJXuSAHBW7zezIBOY68WXNNTu5XrNMccc2eKqvykrwPWgUf+XshStn1MEYOedd940Kzv9yDDP3su4X60xwRLZvlxjagtzLhxraePLGc6B7E8y6wnm2ppToFevXuk5wnOT/zvPOuusEUYg8H8tJRfIZh977LGLmeTNecYetQIKKKCAAgoooIACCnRJgRiga+o2fPjwQoRNP0OGDKn5XGKNwrTO8ccf3+Y61113XeoTgzqFWPOzRb845DMt+89//lOImSrpdhwuXuwTs+DSY3Fyn0IMWBRi5l0hBoqKy7mRrbfbbru1eLz0TsxWLTz33HOFGCQsPnzttdembcegQ/Gx0hvxg2bhtddeK8Q6p6UPF28fc8wxaX3cYn3T4uNxMqb0eAyYFR+LQYj0WMzuKz7W+kas5Zn6xGGzxUV33313cR+t7Yqd4o1Yl7LANeSYG20xwJv2FbN5G91EU683ePDgQiyvkAx4nsVM5MLmm29eiBNuFeJEVcXrEANVDZ9nnGyrwOuA5wz7isNa0z5isL8QSy2kx2NQv3DZZZc1tI9Yr7YQA7PFY43BvkIMeBZmmGGG4rmxbx6PQ2kb2kczrRRrDyeLGNQe4bBjCYtCDAqm5fGLmELMjkzXgtdq/NKiaBiDjIWYQT7C+rU8EAPmxe3gHr8AKsSSIC22z+Mxw7yWzY3QJ2bzFuIEb8V9xEB7IdZHLmy22WaFxRdfvBAz29Myzuf+++8fYX0faC6BGOAuxC9Jiteb9+o111wzXW/+H8yuN+9X/N9hU0ABBRRQQAEFFFBAgfYXePDBB9Pf5PwNnsdGhmJTt0YDoDHLKV34mKlY+Pnnn8saxGHiqQ8BpdYtZlmlZXxgJ/BDELC0EYAiQJAFSgkUtW4HHXRQ6hOHlxdijc/Wi1PwIls/1tksEDSgVQuAxiGHabsEYQkstW6x3mZazvERXM1auQDoUUcdlfq25UQAmO3wUxoAjSUDCnHodHr84IMPznbR4nfM6ksBrdbrtuhUw528B0Ah4pqut956KdCeXY/sd8y4K8SJuWqQrNwlDldOwTaCkNm2+U1gNGZ2FWKd28obqGFpHK6dXk+l289uxwzoQpw4rIatNH+XSgFQzi7WMC7EMgNlr3fM/C7ErPORRuD1XBpAz64DvwlgxQzRkd7HoEGDCjH7t8Xzie3HrOYUXI2ZgSO9DzfQdQRuvPHGQqxHPcL15v/QTTfdNH0Z1nWO1iNRQAEFFFBAAQUUUKB7CeQ9ANqtZoFnGF02qU78EF22MREQNQ1jYC8No2WdGKxMtQeZpIhGrcH99tsvPPHEE2kioSOOOCI9XvoPwzOprccwUYZvxkBl6eI0DP7f//53cSKk0tnfs44HHHBAGvJHzTNqJrItZkanUfvzlFNOKa4fs0TbrPeZbS/7HQNhabZohq33798/xEBrGiadLT/uuOPSTSYvYnhipbbDDjuk4ekx0By22267NDSRIdc0JqOhvlu5xvB5htzvu+++IWYPhtlmmy3EYHGxK8NqmeApvp2k4bPV6g0WV/RGWQGGtceM5VRugNIMTJpFbVUmv4pZlGXXqffBmJkXYjZeKodACYWY2RsoDcHs8AyVb4/Gc56fW2+9Ne2L8gicG7Vs6xlm3R7H0pW3wTVlAiJKcHC9eT1xvSklwDD29miUPOAnZmmHGLhK+6C+a79+/ULPnj3bYxdp2DNDn2MmeogZ6+H7779PpQ569+6dJo1rl524kS4jELM+Az9Mesf1poYs/+dxvfl/2aaAAgoooIACCiiggAIKdJRAD+LZHbXxv2K71IqbvsJM7q2PIWYcpQ/dPB6zrFLNQSbk4UNYTANOAc+HH344vPPOOyloyOQv1Kkr1wguZbOkM3lLNmM7fQlqZvUzqd1H3TyCr60b9UE32mij9ME/ZlulGeQJZDDBUlZbkwBBzPosBkAJdG2wwQYpIESgq1yjJiO1RWnZ7PMEJZmkhmOmjiCz7bLtrFGbL2bYpZqRTFSSNT6oMjs0s9ATNO3Tp0+qK0qN07HGGisFweKQ+xAzxlLAJFuPmm99+/Yt1kilJik/9GXiKIK8rE8N1Wz26Wzden4zQRWBOCa0ot6pTYFmF6D2ZcyIS3VdeZ+yKaCAAgoooIACCiiggAIKKDAyAkxCu+SSS6bYV8wGHZlNNeW6uZwEKbtSBBgI+JHZRrCR4CjBBoKfcTh4iDVF2wx+sg2yQLOWTXyU3WfCljnnnDPdZVvlgp8sZCZlApIEWZlchn1yDBwPGW9kT5IZ2tZs79n+Wv8+7bTTwoABA8Jkk02WgqtkcDHR0LBhw1LGHk/80uBn6/VL75PtxXGRLUrAOdZ5TBOgEAwlI7CtSXWYcZxALpNeEGAma5BjYEImgp8ERzmOkQl+lh6ntxVQQAEFFFBAAQUUUOD/sXcn8FZO+x/HF5UxSiEpRKVSZMhQEZkyXXXNMk9dN6RLZB7KUOYyZ5YyZgwhhAiFhKIypJTpCsmU2v/1XX/ruc/ZZ4/n7H32s8/zWa/Xsfd+xrXeaz+p3/mttRBAAAEEEEAAgWSBss8ATW5QVT/beUDdkG4NydPwUq1eXtNFGZMaCmoXPnKZlqqDVpuvTtFwfq2crQxUZYJqiKxWoK9qmT17ttG0AQruKriaT1FQV8PmVQ+7oIqxc5/mc3raY8kATUvDjjIVIAO0TDuOaiOAAAIIIIAAAggggAACERWIewZo9aJrEe3UqlTLrmRtttxyy6qcWrBzlDGpbMtCza+niimAqikC9FOIomzPdBmf2a6veSLtglLZDmM/AggggAACCCCAAAIIIIAAAggggAACBROI9RD4gilyIQQQQAABBBBAAAEEEEAAAQQQQAABBBCIpAAB0Eh2C5VCAAEEEEAAAQQQQAABBBBAAAEEEEAAgUIIEAAthCLXQAABBAoooHmIl19+edOyZcsCXpVLIYAAAggggAACCCCAAAIIIBBPAeYAjWe/02oEEIiwQJcuXdxiaI0aNYpwLakaAggggAACCCCAAAIIIIAAAuUhQAC0PPqJWiKAQMwEGjduHLMW01wEEEAAAQQQQAABBBBAAAEEiiPAEPjiuHJVBBBAAAEEEEAAAQQQQAABBBBAAAEEEIiAAAHQCHQCVUAAAQQQQAABBBBAAAEEEEAAAQQQQACB4ggQAC2OK1dFAAEEEEAAAQQQQAABBBBAAAEEEEAAgQgIEACNQCdQBQQQQAABBBBAAAEEEEAAAQQQQAABBBAojgAB0OK4clUEEEAAAQQQQAABBBBAAAEEEEAAAQQQiIAAA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)
## An unsatisfactory choice of reference level
summary(A.glm <- glm(A ~ habitat + log(meters),
family = quasipoisson, data = moths))
##
## Call:
## glm(formula = A ~ habitat + log(meters), family = quasipoisson,
## data = moths)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -3.556 -1.463 -0.001 0.925 3.082
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -15.696 2096.588 -0.01 0.99
## habitatDisturbed 15.622 2096.588 0.01 0.99
## habitatLowerside 16.906 2096.588 0.01 0.99
## habitatNEsoak 16.084 2096.588 0.01 0.99
## habitatNWsoak 18.468 2096.588 0.01 0.99
## habitatSEsoak 16.968 2096.588 0.01 0.99
## habitatSWsoak 17.137 2096.588 0.01 0.99
## habitatUpperside 16.743 2096.588 0.01 0.99
## log(meters) 0.129 0.153 0.85 0.40
##
## (Dispersion parameter for quasipoisson family taken to be 2.701)
##
## Null deviance: 257.108 on 40 degrees of freedom
## Residual deviance: 93.991 on 32 degrees of freedom
## AIC: NA
##
## Number of Fisher Scoring iterations: 13
subset(moths, habitat=="Bank")
## meters A P habitat
## 40 21 0 4 Bank
## Footnote Code
## Analysis with tighter convergence criterion
A.glm <- update(A.glm, epsilon=1e-10)
summary(A.glm)$coef
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -20.6958 2.554e+04 -0.0008103 0.9994
## habitatDisturbed 20.6224 2.554e+04 0.0008074 0.9994
## habitatLowerside 21.9057 2.554e+04 0.0008576 0.9993
## habitatNEsoak 21.0840 2.554e+04 0.0008255 0.9993
## habitatNWsoak 23.4681 2.554e+04 0.0009188 0.9993
## habitatSEsoak 21.9677 2.554e+04 0.0008601 0.9993
## habitatSWsoak 22.1371 2.554e+04 0.0008667 0.9993
## habitatUpperside 21.7433 2.554e+04 0.0008513 0.9993
## log(meters) 0.1292 1.528e-01 0.8454404 0.4041
head(summary(A.glm)$coefficients, 3)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -20.70 25542 -0.0008103 0.9994
## habitatDisturbed 20.62 25542 0.0008074 0.9994
## habitatLowerside 21.91 25542 0.0008576 0.9993
## SEs of predicted values
A.se <- predict(A.glm, se=T)$se.fit
A.se[moths$habitat=="Bank"]
## 40
## 25542
range(A.se[moths$habitat!="Bank"])
## [1] 0.1969 0.6312
## A more satisfactory choice of reference level
moths$habitat <- relevel(moths$habitat, ref="Lowerside")
summary(A.glm <- glm(A ~ habitat + log(meters),
family=quasipoisson, data=moths))
##
## Call:
## glm(formula = A ~ habitat + log(meters), family = quasipoisson,
## data = moths)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -3.556 -1.463 -0.001 0.925 3.082
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.2098 0.4553 2.66 0.012
## habitatBank -16.9057 2096.5884 -0.01 0.994
## habitatDisturbed -1.2832 0.6474 -1.98 0.056
## habitatNEsoak -0.8217 0.5370 -1.53 0.136
## habitatNWsoak 1.5624 0.3343 4.67 5.1e-05
## habitatSEsoak 0.0621 0.3852 0.16 0.873
## habitatSWsoak 0.2314 0.4781 0.48 0.632
## habitatUpperside -0.1623 0.5843 -0.28 0.783
## log(meters) 0.1292 0.1528 0.85 0.404
##
## (Dispersion parameter for quasipoisson family taken to be 2.701)
##
## Null deviance: 257.108 on 40 degrees of freedom
## Residual deviance: 93.991 on 32 degrees of freedom
## AIC: NA
##
## Number of Fisher Scoring iterations: 13
## The comparison between {Bank} and other habitats
## Examine change in deviance from merging Bank with NWsoak
habitatNW <- moths$habitat
habitatNW[habitatNW=="Bank"] <- "NWsoak"
habitatNW <- factor(habitatNW) # NB: Bank and NWsoak
table(habitatNW)
## habitatNW
## Lowerside Disturbed NEsoak NWsoak SEsoak SWsoak Upperside
## 9 7 6 4 7 3 5
ANW.glm <- glm(A ~ habitatNW + log(meters), family = quasipoisson,
data=moths)
anova(A.glm, ANW.glm, test="F")
## Analysis of Deviance Table
##
## Model 1: A ~ habitat + log(meters)
## Model 2: A ~ habitatNW + log(meters)
## Resid. Df Resid. Dev Df Deviance F Pr(>F)
## 1 32 94
## 2 33 135 -1 -40.9 15.1 0.00047
habitatD <- moths$habitat
habitatD[habitatD=="Bank"] <- "Disturbed"
habitatD <- factor(habitatD)
A.glm <- glm(A ~ habitat + log(meters), family = quasipoisson,
data=moths)
AD.glm <- glm(A ~ habitatD + log(meters), family = quasipoisson,
data=moths)
anova(A.glm, AD.glm, test="F")
## Analysis of Deviance Table
##
## Model 1: A ~ habitat + log(meters)
## Model 2: A ~ habitatD + log(meters)
## Resid. Df Resid. Dev Df Deviance F Pr(>F)
## 1 32 94.0
## 2 33 96.5 -1 -2.52 0.93 0.34
## Diagnostic plots
A1.glm <- glm(formula = A ~ habitat + log(meters), family = quasipoisson,
data = moths, subset=habitat!="Bank")
par(mfrow=c(1,4), pty="s")
plot(A1.glm, panel=panel.smooth)
![plot of chunk unnamed-chunk-1 plot of chunk 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AECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjsVIHdd+re7ZwAAQIECBAgMD+BK6Sr6yUOTeyT+GFia2JnpNr/1RM3SVwpcUHi+wmJwFoQuGQO4maJOkcvntiZn5XsXiJAgAABAgQIEJi3wCPS4ddmiLPT5szE+xOvSRyfqBuqXSG9NwdZr/HTKzjY3xr1Uf2U2VpOD8nBtff0nmv5QHfisR3VGTWrpSwvNzj2Wc6x+oLlwMF2w9VZ2gy32VHrb0zHZfLlHbUD/a4JgSfmKNq5/+bk91jCUd2/23atj4tLeFmr2vRzI8N3znGvN01f/5z4XuJnY6Ku5Y9O7J/Y0akeKj0oUXOHeuA5PJ4fpexFicMSEoHVFKjr7R8mXpz4TGJ4fv44ZW9I3C9xscRaT2tt7vePAWvXlppzSdsLHLz96s/XZplP/ryxzJoScE8929vxW2nWxoa1Pndca+PqbMKr2+qa3ftZ45dEYM0LPD5HOLwhmXX9p9n2GYm1PjFcGL3Gb2e53HRENmwuZbaW03E5uHasR6/lA92Jx7a5M2pWS1kOHxwsjPqbdI7dJvUfTjw0MSnN0mbStjui/IPptEy27ojO9blmBE7JkfTn/vFLOLJju23X+ri4hJe1qk3PHRmeOYe9XjZ91BeU/fs5LX9e2tb1Ykel/5OOv5uYdgx93XvS9uCERGBHC9SvPD+S6M+/afn3pe01dvRBrbD/tTb3O73z3bzC17aeNt83L+Ypia9OeFELKa9zcdJ8csJmiteAQM2Dpo0j0+rcU6+BN3DMIay1cXXMIe70okNyBO3cXtjpR+MAliywlF++LLnzXWCDj+cYJz253y11l09cNXHdRH1zXg8+64FO/YLj0QmJwK4oUJPM+hXWUtJPltD4d9L2lYu0n6XNIl2oJjAXgT9PL69K1MMBadcRuGEO9eWJerDTUv2th/rl5YcSX0wcmLhB4l6JugnfJ/HUxE0S9Uu4eiA6j1RzgycnHtN19oPk35X48ChqDlHHeufEzRKVbpGoB011fP+TkAjsCIED0unrE+2BZt24vTbx0cRXEnX+1lz3lon6YrJSnaO1za0T9cslicByBd6SDW+aOGe5HdhulxD4eI7SPfUu8VY5SAIbW2CjPwCtCeAsDzKvk3b1q6HfGp0u9e1I/XW7efyCZdTlXBfHpLdLJLbOtVedrReB/8oL+b0Vvphp59hlu77rRmtcmqXNuO2UEZi3wF7pcEuibv6X8qA/zaWdJHC57Pd1iSuN9l//rma7Lo+KtltU3WNHURVH1x9J97lwseI/q+/+4Wc9zLxf4qzEMNUD98MSNYe4dmL/xH8mbp74WEIiMG+BOj/bw89PJP+7ifqyYFz69RT+e6I+W/XA/imJ+yUkAssVqPG60qT54LT55IVb+nNXEHBPvSu8S46RAIE1/1e518pb9KkcSE0Y69utSvXr0Pr1yFpNdRF6aeJVa/UAHdcuL+Ac2+XfQi+gE6hfBP5Zty67tgWemcNrDz/runzjRD1QnJTqV+9/mqgHnu0hdz0Erev6SlP9EvXErpN62PSbiXEPP1uzM5L51cTbRwV7Z/mcxJ6jdQsC8xKo+Wr9m7SVLkjcLTHp4We1eWviXomf1krS7yfaZ21bgT8IzFnAfHLOoGu8O/fUa/wNcngE1rtA/bUXaTaB89LseV3TQ7u8LAECBAjsegIv7g75+ORv1K3Lrk2BO+aw7t0dWj3c+Vy3Pi37glTWX4Fv6R+T2aetLHN5ararXxFX+q/EXycm/dKp2rT0v8ncM/GdUcFNs3zYKG9BYF4CV05Hlxp1Vr8w/vwMHb8tbd45alcP5W85wzaaECBAYFYB99SzSmlHgMDcBTb6X4FfKujXug36v8LbFf88W79IOTJRy7qp/nHiQ6P4lyz7vrJ6kbR7Smr7oxLXTByY+FKi/vpSRf1aZNIvTP4ydfXX6n6YeGRiXKpfnPzfRN1IXitR3/bXpPfNiS2Jaek3U1nHVulfE+/Zlhv/x+NTfJVR1R+Nb7Kt9Hr58x6J64yi/urVNxJnjuKFWU76t2VStWg6OC0emrh5ojzrVxHN8u3Jvyix1FRfIPxtom5+z088IlG/sJiWnpTKAxL1K6Q/SWxNtHRwMvM+xtb3vJfjzrE7ZCf3Sly721mdX+3Lgr9Jvs7jxdp8ptu+snsmHpC4RaI+Twcl6hcs9Xl6Y+IViVnS9dOo3qPqp46j3v/6tcu/JepXZNLGE3hpXnJ9Fn8vUefZlsQtE/3nMqvLSr+SrWqMrbGtxrXvJj4yimdn+dXEpFQP6S6ZqDH5+Yn7J1pfda7Wg7t6ePtrifsmKtVYe06i/o3J30zcLnG5xBmJNydelvheolKNXTWG12f29omLJz6VeEniWYlpD/Dq2nSfRH0W23h9ieQ/m6jPbn0u6/jqmrcj0v26Tl+Q/Du69VmyT0yjer9rHLl84i6JsllOulY2qvegUp1HNaYvJX09jet9e+Zoo/tlWeOkRGBeAvV5belSLTPD8rlpU7+crjHlO1PaXzp1Ryd+N3H1xGUSC4kaC2ocqPFnWqrxcUfO/WrfNbY/IHGLRI1by51DZNNVT7+SPbaxf6nXkXawO+s9qrGsrg11P1Kprml1TlSq86ONdX+Z/GL3LLVN9XVM4laJ6yaumPhkoq6rb0rU9XxSqn+j+bKJdydOS9Q8/N6JGr9/NVHj9wcSdT05NXF+QtqxAl/ruq/3Zlpa6We4xsGa8xyVuGbiwMSXEnUfUPGcxFmJcWmW83Ml99S1z79N7JP4RuIJiUmpnic8ZFT5H1lWjEs7ep52cHb60MTNE+W5W6JZvj35FyWWmi6WDcphr0R9/h6RuCAxLT0plQck2vxra9f44OTnfYxd93PPLuccv3OO4ojRkbwyy9cuclR1PbnfqM1rsnz1KN8v6hp5ZKKWdb7VXP5Do/iXLPvPbVa3S0/NWo3zb0s8P3H/RLt+fTz5Gv/r3uVniZaul8w85gDVT50zdU5eNbGQqC9yX5Z4c+IOiXslKp1w4WJj/Vk3GwVfcfISX/rzum23TNi2PsB/lqgPb9vPcFkDXDthk71Iqg/zxxLD7fr1b6f+9y+y5YUFC6Ntq824dO0Ufj7R99fn6wNRE9pWVmZ9Oi4rra7aTUsfTGVrO65dDdKPTfyoa9fa98sa3J6W2CMxTIsdTw2AtX3f3zBfr/kKw45nWK8JV+vrNxdpXx/O1rYGnj7tyGOs/WxOtH2f3u94mfmFUX/9OfbH3T7avvrlYamfpU1/SDXJrUlp388w/8LULzZ5qglMXUiH29b6uYm7Jtq5ujV5af0KnJKX1s6Dmgzvn6gLeis7MflJ6dhUtHbDcbFtc8VknpuYdL7V9v+buE9iUvpmKqrdsxKPHOXbfmv5hURNOB+YaOVXS/5vu/VW3pY1MarrU42hL5jS7g2jdllcJNXn8T2J1uek5afS5pYX2frCgvq81XZnTqifVnyJVH4/0fZbk5zlpCdno9bHi5fTwWibE7p+6qH2ctKlslFNMNvxXH85ndiGwASB+sx/J9HOrwdMaLec4rtmo293fbd99MuaW118TOerMfer3c5rDjHmJVykqOZW7bVvvkjt0grmcR2pPe7M92jaufGmjmMh+XKr9pNS3bh+KVHtJsWrUvdLiXHprBTWds9LHJz4TGJSP3WNqzbS4gI1D2qOJy/efLsW9V60bbdsV7P9yko/w2v9nrpe7azzoiPStpmdsD3Tz9dWOk87rtvH0T/v9ReZHXm/uqvcUx/SGS38gmbZueWe44d2x/G2Gfb+oq59fSHYp5orrPT51TfTR52fz0pMu3dJ9bb/XPyxWa7k+U/1U2naPf5PU1/7qYej7bNT79+GS8sdrG8Yqf5i/pAJcvVgqwH/MPm6KXpY4tGJFye2Jlr9nyQ/THVzWt9AtjZ1Qtcbd//E0xIfT7S6WtZgOEwLKai6cZOJg1LeTtBqc2ai+j02UU/2z0lU+XdHy8qXWZ8WGxz7th/MSvVRMS69JIWtvvb99MTDEw9K1An9oUSrr+XRiWGadjx3S+M6+Wvbugl4RuKYRA3gr0ycm2j917EuNf12Nmjbb1lk4/6m+8iu7Y4+xtrV5kQ7zpqkrzQtpIPqrz/H7pD1UxP/M6qr+reOyqr8WolZ2qTZtnRY/qzPUPVT8d7EkxJ/kPjbRD1kaXVfSP7SiXHpr1PY2tW5UOdcDcwnJt6SqLp6QN4erNRnVFq/AqfkpbXz4ajRy7xHV1ZfXt14VD5c1DjZth2Oi9V298S7uzY15jw38ceJJyRel2jb1/LkxLj0zRRWfZ2f/eSgjWUnjTZ64Khdtf3PUb7O3/rc1Xjz/ET/cO3/Zf2liWp/VuK0xF8l3pnoH9j+YdaH6eYp6I/lTVkvg/o81vWt+urrP531iyWGqY25Zw4rZli/S9rUsVeU0XLTLbNh66c+98tN78mGrZ86N5ab2ntXfT1quZ3YjsAEgRpn2nlay5qn3jGxd2K56d7ZsB8z3pX1Gl9qTHpKouZzbZ8vSn63RJ929Nyv9nVYYh5ziP64p+VrbtVe8+ZpDRep2z3187iO7Oz36G/yOmru971EuZw3Wq+y/v5nYVTfzydT9PNUc+TmWsu6XtU5dkzinxJfTrT6byV/1cQw1fWu2tR5+pVRvh6C1n1PXQPfnqhrZ+un9iEtLlBzgGZW48ysadZ76sPS4Uo+w3tk+7V+T11ms86Ljkjb5n1CbThI85inHZc+2z6OHvS/o+9Xd5V76kM6o4WB0VJXD8sGKznH3zc6lroeX23Kzi+duhqD67392Jh2NS9o73sdz1KfX1WXNS+vPha7d6m285gDVD81frfjrnuklyVqHn184g2JVvfVLl/v34ZLSx2s94tQ3Qz2J2edOHuNkavJRoP+UPLXGtPmtin7+qjd97P85UGbXx3VVT/1MHBcekwK237qId4wLaSg6sdNJmoi2ratk2TfRJ8OzsqHE61NLesk6tO0wbFvV/kPJlpfw7o6AdsE+pPJX3bYIOs1aT4p0fqoD/owTTue/0rj2rYeRIwbGOr9/dqoTbW7SWIpqSaq7UNVk7yLT9i4HgR8KVH7OCfRnz87+hizu+0egNY5c+CMMTw/qq9KC4l6LePOsc2juqo/NjEuLdamJi31Oas+KmowGz5M2Sdlp43qq01Ntofp0BT8JFH1303cOTFM1Xd7sFTtqr20fgVOyUur97niqO5lvqAr/3Dye3Z1LVvnc9u2riXD1F9f3pvKcWPOPVNe52I712467CTr3xzVt309LesHJ/ZP3CdxUKLSAxOtTS3PTgxv/g4btKl2/5a4ZKJPf56V1tcH+opRvrZp9Q8ZU19Fte82Hlbb367CQTo361V35qB8ltU/Gm1b29eN7HLT3tmwvZZaXm6ZHfXXjt9aZh+12ZMT7XgmXfdX0L1NN7jAJfL6azxq51hb1rz2tYlHJmocGl5jUzQ2HZDSNkbVtfNPEzVX69Pls/LZRNvX3brK1Zj7zWsO0R32otnTu9e7edHWkxvM4zqyVt6jepULiToP6pwZl1r9uPlkXfPaOFtfTv7JmA4um7JXJWofFS9PDFN7ANraPC4N6hzp0+FZ2ZpobW7WV8qPFejP1ZPHtti+cL+sznpPPY/P8K5wT11Cs86Ljkjbdn6eUBsO0jzmacelz7aPowf97+j71V3lnrquYc1oYWC0lNV5nOP1RVA7lvo8Tkp/kIrWru57+zSP51fVX5sXtP1MuneZ1xygfqzS7t/r+jHuHv9+KW8PfttxXSdlGy71g3VdVOuB2rj4SMq/mGgPTxraV1I27qJYE8z2gKsmlddOTEp3SkXr73mDRvVLmlZ32KCure6TTB3b1xNnJPZO9GkhK9XHcDJRb3jru7a9eGJcumYK+9d9/KDRtMFx0HTqA9BnpnE7npp4TEo1QLSLw9bkhxPtScdTk/m23ZsmdZ7yGjx+lKiHsPdPLDX9VTZor6N/oNL3c/uuzTO6itU6xs3d/tuxzrJ8cHesfXZh1N/wHKs2/b6O7Tfq8ou1eWjatuN7drfduOw7Rm1rcjwc1E4f1VVfdZ5MSltS0fZX5760fgVOyUtr73X/ed0/5Wd3dU8cQ1Dnc9t2ONG4burqHKz67yeumJiUHpCK1s+7kx+Oaf0k4rWTOkl5/wC09n3rCW3flvK2v7qG7TuhXdVVu3pA26dfzkp7be/sK8bkH5uytq/htaOatzH5zDHbLlZ0Uhq0vl+wWONF6utLsdbXDRZpO656zxS2L/Cqn2uNazRj2SPSrh3LS2bcRjMCSxG4dBqflmjn2bhlXc9fnLhnouaZk9ITUtG2n/Y5vF3X7oVdZzt67le7mtccojvsRbP9fGPzoq3HN5jXdWStvEf1KhcSdb7UdW1cavXj5pPPzwa1bcVTx208Kqvx+LOJ1vaug7ZndXX1sHRSOjkVrY/hNX7SNhu5vIya19eSf9+EWOo9dZnO4zO8K9xT12uddV50RNo27xNqwy7Na552XPps+zi663+17ld3hXvqQzqjhc5oqdl5nOP1BVA9w6j37JNTDuCMUZutWfb3J/N6flW7rjG+nTvT7l3mNQd4ebe/h9QBTEh/kfJ2XLUcPiuYsNn6Ku4H6x5jsfyPw/CcRJ1o49JRKWx9/NO4BoOyj43a18OWvbq6GmxaPzWZ2rur67O79yuD/ELWq4/hZKIf1B432Ga4WpPadhzDm9i+n35wHPZR6x/s+hnWXy8F90w8MlED67T04VS24xmaTDueM0fbnZflLSfsoB4+LLb/CZtuK64PUju2V09o+K9dm5sO2qzGMW7u9t+OdZblgwfH2lYXRv0Nz7Gq7/d1bNtgsFyszSfTvh3flQbbDleP7No+sausB+d1fNXPOYlLJialQ1LRvkWqz6S0fgVOyUtr51aN2326e1Za3dbkh5/VOp9b/eP7DZN/WFf3l4O64WqN35/o2g+/MOsnEXcZbtytP7Dr47+78mH2WV27Jw8ru/U3d+36a92lUn77xB8kfj0xLd0jlc1o3L7OHdXXuLfUVNfW1vdTlrrxoP1C11e9tqWmGpfasdRyn6V20LXf3PV1RlcuS2DeAjdIh09PfCnRn7/D/BdT/7uJcel9Kaz29QVAXTsnpd1SUZ/ZExM1LrS0GnO/ecwh2vHOujw9DZvj5lk3GrSb13VkrbxH9fIWEuVS17VxqdWPm0/W3K22/V5i/3Ebd2W/l3y1rfi3rryy/QPQ2wzq+tUjstL6qLmCNF2g5kHNaynLH2e75yT6ecZwT/P4DB/dHV99Pvce7mS0vjPvqesQZp0X9efnCYPXMq952nHpt72X5denmrdV3XmJjXxPXde9ZrSQ/HLTPM7x2nd/7bnZmIM5OGV1va5jflWiT0dlpb2Wul4vliY9v6rtZr13mccc4OLZX/3gsI695iv1JdikVJ+Ndi2p9tepBwQbORXG2R1A3cDUBbYfkOuNrm+Q3pIo6Empv4F9+6RGXfl7kr9+ogbdqyU+naj0+kS9OTVxrJ8k3zTxwsTrErVNPaSp1JYXrs325+26Zmd0+XHZ/0jh74+rmGNZPQComJaulMrbJw7oGtV5WxfPWdJ/pdE1E/Xe1vvy0sRrElX+jUSl9sG/cG3pf34qm7wz8auJwxN1rN9KtFQf0iNHKx/JcvjXS1fjGNux1PJziTf0BVPyi70/UzZddlV9Jq4+2nohy/4zOq7T+ly0dK2WyfJGicuM1t+f5fdH+XGLT6fws4n+czyunbL1LfCKvLwXJGrSV+PMlsTNE/Xrx8XSdboGNcZMSzV+vzZx3VGj2vYzo/xwUeflLKnO8UmprnUt1ed/UvpBV7FXl6+bzzeNoiveLltet0jcuSutsnmm/nX88go6ruO6crd93XwsNf3vYIM6ns8PymZdPahruJxj6TaXJTBV4GOpffgoaty5U6LmWIcl+rnvVbP+0sQTEiclWrpkMu0Gq67Nde2clH6WigePqdzRc795zSHGHPoOL5rHdWRXeI9mgbx8Gl1u1PBdWfbj/7jt/6Mr7B274m3ZadfUflzvr4HDPqxfVKDen36+vk/Wl3tPPa/P8OtzDDUObYR76tWYp63G/equdk+d02tZaV7neO38tEQ9M6p0n8T7t+V+8UeV1WegUrXtU3/fW89JFkuTnl8Nt5s2zs5jDvCr2WE9X6n0zsTWbbnxf9Rn472Jw1v1vG9OWr+7yrJOgkePOdjfTNnfJa6XuEGi/nraRxI/TExK/YOXp6bR/5vUcFR+qa6+tm2TyHp6fmziGYn6cNSJWRPQirow12D+n4lXJuoNXUq6Utf4y11+XHax+nHbrKSsLpK3TtQDgfKo131I4gqJYWof4mH5uPUnpbA+JDdN7JGobzratx0fSL4eQtRDj+FgkaIlpTqXaj97Ju6V+IdES3dPZr/RynDgqeLVOsbRIWwbBB7SVtbg8qAc016j46qHCks5F/vP4VLO99pd7afOO2ljCzw8L/83Er+UODTx56PIYmqqsaulL7TMlOVCV1dj3bhUD0r7duPatLK6PkxKP+sqvtrlh9kLhgUT1usByE0Sbayuz801E+1zm+y2tJSxum0zbfmVrvIaXX6p2fqCpcbqluq621JdW+vaOynVl6F/nfhx4luJAxKV6ng+vy239D/6m/X+WJbeky0IzC5QN5oVT09cLFFfYByZeFDiUolKT0x8OPGqWkm64oWLbX9+qcsvN7sj5n7zmkPUXPG+i7ywP0r9UuYoi3T38y/Fqt0XFmuc+v760K4ju8J7NMNLW7LFuen0nESdU3VNqutPf+3L6rZx++uVmZDO78rrMyHNLnBams7rnnpen+GNek9d79qOmKc9Kf26py7dlad5neN1JG9MnJW4SqIehD4qUfcPLbXrWH0e+i+Kqr6/b17J86u2r1rWvhf6gin55c4B+h8xfGFK/61qljat7bpcPj6v6mejOHnKK6xvHj/ata2HZZeY0v4dXdvW/6zLPx7T711TVhPTSX2cl7q6CRt3o7Yw2u7bWfbpi1lp/fU3f32blj+4a3t8Kxwtj+vqjh7UDVc/2LUd1tX6VRP/lKjX045tuKzj/k5Xf8nk+7TY8eybxqclfpQY9t3WP5a6GyeWm+pm4QeJ6q/OhT7VA+sqr4lVnVfj0o4+xs3ZaXutp487gCWWLYz6G55j1U2/r2Mn9DutzZ1GfbfjXcqyP577d/3URXuxtCUNal8/Wayh+l1a4JQcfTun6gZ3XDoiha3N1uRvNmpU53Mrr2tJn+omuOqqfd14LZbqi5HW198PGn9zVNc/8Bs02bb6wFG76udh4xqMyp7ctTt8SrtXd+36m+i2yX2S+WjXph1/W9YY11+3ajI1TOemoNqfOayYYf13RtvW9tNuYhfrqu/nh2m8V7dBvX/t9Yxb9uNnzQtam5V8qdT3M7zedocmS2BVBPbPXt6SaOf2u7u9/kpX/pKufKnZHTn3m9ccosb4ZjBpeUj3wmtsaO02d+VLyc7jOrKW3qN67QuJcqnr2rjU6vv5W7X7g0RtV/HniVnSh9KobXNAt0E9HKjyScfQmt5q1K7antoKLScK9J+Rkye2uvDep5871DVv2j31vD7D7ZDumkw/N2nnSFuel/qddU9dxzjrvKifm55QG45JK52nHZc+m8vRY/rfN2WnJX7UtWvt23K931PXuN9e60Lyy0nzPsdPykG0Y6q+W7plMq287n+G6R0paPVLXf7xoLMaX6uPxe5darOVzgEeMdpX7a/O2cXSCWnQXt+G/yvw07DqTTw8Ud9810W0fu3ynMS9EgU4TPXwq6UTk6lvIWdNbx/T8DUpq6gT9y6J30rcItG+kay/WvDoxM0Sd0vUTdxiqQbYli6dzLfaypjlHmPKxhUtdqM/rZ/6dV9Nsg/qOv528h9NlPtHEu8ZLd+XZb3WSuP8L6wZ/+cPUlwPw/4kUVb1vt4xcYVES9dPpgaBGuxf3gqXsPxe2r40Ud+y1Ldj10h8LlEPEdpA9B/J13k1Lq3GMY7b71osK4uW6v1/XluZYbm1a9Of75fpyidlp52rk7ZRvj4FXpmX9fxETSTrvNiSaONPsmPT/6b0yolqf8lEf/5l9SJp/67ku12+z17QryySX0rbRboaW/34lD6pq6lveD+bqHG6xuuKGs9vm3h1otJSx+oLt5r85xmpql9e7p2o8bu8Z5lopdl26XrdWh1z/6ufrmrR7H+lxU1GrW66aOvxDXZPcU2mW3pjy1gSWKFAnVt/mKjPSn1m6jM8S6r56zGJj44a3yLLiyfqIUHVtVTzyOWkHT33m9ccYjmvbaXbzOM6siu8R7M4lUVLs8zhqm1/Xa15ubQ2BFZyT72S+4D26l+TTMUtE3dJrMd76rysbWP8jp6n1fjqnrq0V5bmfZ3aksM5fnRIde/y+lG+nku0dFrLdMv+OE5MeX/96JqNzb59bOmF/97ohKptxfOYA3y128GVuvykbD2P2dCpJoB1U1Zx8gwSd+va1zZPmLDNM7t2d57QZqXFl0sHRyVekaib3fY6jki+TwtZqbp6mNinurFq2yx2s/YbXdv2gWp9HdfV1SA4LX0plW2fw3Zv7erqAee0Y/pM13a/QUf98Rw9qJu0ulsqbpY4IfHlRDvGDya/3HT7bNj6aWb9NxR1Li0lzfMYN2fH7dhOX8pBTGi7MOpveI5V835fx07Yflqby4/6ruPtf3kyoauJxbfp+nnVxFa/qGjn409+USS3DgVOyWuqc6uixtNJ6bKpqAtsa/uXydf53NaHDxNe2tUdmvxi6aQ0aH3VONGnulmourP6wjH5B47aVdtJn7Xa7Mldu8OrYEJ6dcrbMfWThd/oyrcm/6jEpRPj0u+nsPXxtDENzh3Vnzmmbpail4y2r32ctsgG1xlTXzfS/fv6x4M2B2V9WtQXoi3dIJk6jorzE9dKTEpXTsV+Yyofm7LWR73vu49po4jAcgXOyYbt/Lr+Ejupz2jb9uqjbffMsq6RVf7JUdm0xV5jKt+astbvjpj7zWsOUWPcQYtEfe+HYEQAAEAASURBVOHVUs2t2uva3AqXuHxp18ehM2x7Ute+XUfW0ntUL2FhdIw1vo1Lrf7bg8p6/c2zXBZL9brri7na5juDxmeNyicdQ2t+q1G76uPUVmg5UeDxqWnv0ckTW/2i4m5d+9pu0j31vD7Dv9jzRXNr5Z66jqzNi7540cPcruQBWWveJ2xXc+E/3dTqtqZuufO047p9HD3Yx6TVed6vtn2s5XvqQzqjhXbAS1zuiHP8jNFx1flUP5Sr61ONeXVevD8xLj0zhe28Wenzq7avGm+npXnMAerHB+24/33azkZ19SO01v46F5thg43e5NUBeG6HUIP1zbr1lq0HdC1Ne5DX2tQbVxfaKyZq4GjpEslU3Z1aQbesb0PrTb574nFdeX2TNUv6cNeobtympWtOqayBtaWLt8yYZdXV6xuX6sJz61HF97K8beIDo/Xhoj7A/dP9fsI5bDtcPzAFd0xcdVDRBoO/SPmNEl8Z1Vf+l0b5pS7enA0WRhv97mh5r9Hy61m+dpQfLlbzGIf7XovrNYC2yWtNgGtSOy3VZ6Ye6tQFqT8fP5719jDzesn3n7Osbpeq7hrblVjZ6AJ1M/bgDuGxyd+iWx9mz+wK6rxdLN2wa/DZLr8Ws3XT0tKJyTw18d1WMFj2Y+1SxupBNxNXn9PVbE5+3PW4mhyU+GTiQ4l6H9t855Tk2/XkW8k/O9GnL2ZlWtQ2LX0smXbdqnGqXCalk1JxduK0xLVHjWrMOnGUr8XTEnUDLxGYl8Anuo7+T5dfLFvX0jYX+lnyde5WqvlffT4q1Wd97225yX+8KlV1Pf9g4rKJ1Zj7zWsOUWPctLGg6tocI9m5pHlcR3aF92gWrLou1rlX6QaJ3bblJv9Rbdo4v9avqZNfxfqumfWeel6f4V3hnrre8frMVurvYS4s2f7Pq3Wrw8/DaszTDsz+3VN3b8IKsvM6x/tD+NfRyiWzrOdId0i0L+23JD8uzev51bi+x5XNaw5Q18oLRjuoX3ZPu9+oecpNR223LdqFoi+Tv6jAI1L0tVHx7ln+S2II/a5RfS2OSezXrQ+zNcDVw7Dapvq9bqKlekhZN1T1pPpSrXDM8nVd2VW6/LTsS7vKRyU/HDxbdZU/tK2MWX6vK6sbuEnprqkY9+1/ta8HCW3/70z+h1U4If1OyuvD3FK9B7Oko9PorMTrE/WeTErnpOK9o8o6phrgl5NqorZltOFNsrxN4ldG68/P8iejfL9Y7WPs972j8v0N/KT3arE27fNUn5WHLXKgD059fR4+ldiSaKkeYL1ptHKNLH+3VYxZ3jNl7aHImGpFG1SgJuvPG732Opc3T3GocaylP01m2vX10NTfbdT43CzfOMqv1cWtugP77y4/zNZ4f2RXOOnz3zVZcrbek1eOtqrx+lmJK4/W+8URo5UbZfmPibcnjk3cL9HSk5P5fltZ5rLGnza217XqIWP6qXOh6vZN3C9R1/lHJ2qyuk+iUs0FnrEt5w8C8xN4btdVnasHd+vTsvdIZZt31cPL87rG7xnl6+HCA7ryYbbqb5u4dKI+A99OrMbcL7vZNr+u5UrmELX9aqd5XUfW0nvU5ntLvR7UOVdjZaX60uie23KT//izrurlXV52bQnMck9dRzyP+4A6fz6QWMv31PVa2331AcnvXwVjUj13+O0x5a1oR8/TVvt+dSPcU8/jHG/vfy1fkmhz2rqGty89z0/+3xLjUjuGqjsmsd+4RqOyup6+NlHbfC1x3cRS07zmAPU6Xzja+cFZ3neUH7eouc+Gv8d/fBDqQ1VxcmLWVCdR266Wjx2z4Yu6NnVTNuliXzc5ra83DPp5clf3V4O6frUu9K2PJ/UVyS+M6mqy2ae6WawLQdvu4X1ll68PQGtTy+O7usreONHqf5T8dapwkG6U9e8mWrta9ukGWWl1X0h+0oPSW6fuB13b2ubARJ+Oy0rr6+iu4lLJ1/FV3TcTV02MS5dNYX2Qq109iJ324U/11FT7uCBRfX1qtKz89RPj0mod4+bsvI6j4vRxB7LEsoVRX8NzrLqpQbfta3huVn2lxdrcMG3qoUL1c25ikt8hqfvWqF21rfOlT0dkpR1LvR9X6CtH+ctl+clEa9ceZoxpqmgdCJzSvddHzfB6anz4ardNO0+G42J1dUbX7jFVMCbV+PKmROvnn8e0qfGq6s8aU9cXPXDUrtoe21cM8v115fBBXb/66qy047piV1GTqlb+oK68z9b17qVdu2r/L32DUb4+z1V35pi6WYvqc/yNRDumc5IffsFRNwv3Tryra9fa1/KViXooM490Yjrp+y6vGlf6dI2s/G2ibnT6tpWv69SvJSQC8xbYOx1+KdHOuRpThp+Vfp/1mfjTRN0wtW1+r2+Q/LW6+i8mP+nG4pmpa308IflKqzH3q/3Maw5Rfc2aTk/D9no3z7rRmHbzuI6slfeoXt6HE+WyNbFPYpgWUlD14+aTdxjVVX1dM66cGJfulsI2967x9OqDRnXeVx91bZ2WbpXKaldx6rSG6rYJPD5/Nq+Tl2Ayyz31PD7D/dxnrd5TF9srOsctVTAmbUlZs67liYk+zWue5p66Vx2fPyTF7b1YGN9kptJ5nOPDHdW8u47tW4l2L/HiYaPB+jyeX1WXbX813k5K85wD1HWuriv1er+euG1imA5PQV1b2vtVy3HPrYbbrbv15Q7WBdHfHNaDsmsOdK6S9f5h3duyfrvEpRK7Jw5N1BP49iZU21sk+lR9thvEavesxPUSeyZqYnrVxBMT7Q2vtr+c6NNCVmrbcZOJm6W8HvC0Y/j75K+fqL7rhGgPB9pEotqNu9F/d8pbH59I/mGJOvY6+Z6U+Fqi6r8yWla+T+VxdqL1UYN/naR7J+pYbpp4ZOK7idamLesBbJ+Oy0qrO7qvSL4mMK3uc8nXRH7/RKVLJu6YeH+itfmb5Fea3pAOWn+1fM8iHa7GMW7ujun0RY5nluqFUX/jzrG6kW+vv87POh/qPaqBqqVZ2jw9jVs/5yX/qET1UQ/yL5O4f6J/MDVpgO8nFl/KNkckLp2oz+VdE+21tHO+Ph/S+hVoY1ydW0fN+DJ/O+3audiW48bFfjJT7Wq8v2WixrUad6qfTydaHwvJ17k4TLNMImqbByZaX8cOO+nWn9y1O7wrH2Zf3bW7YldZfbf9fDv5hyeuNqo/IMt7JPptW9v67A3TuSmo+jOHFUtcr2tEfZ7bvmr51kSN4f83cftEHedzEsPryI9TVtfVeaW6nv1doj+WmozVWPuYxJ0SRybqfXhXom9X+ecmdktIBHaEwE3S6fcS/XlXY8zrE09J3C9R41mdr59J9O2qbNy5+bSuXc33aiytMaPmb4cktiRaPx9Nft9EpfqsnJ1odTVGHJ7YO1Hb1uf6kYnhZ7ba3zjRp+Oy0voZzv2q3dO7+vOSX+4covqaJZ2eRu14PpT8f8wYNUb0aV7XkbXwHtXrqvOsubwx+T9JPCDR0kIyVV/XlnHpxSls29d5W7/0OTBR59KhiXqw1eZv1a7G/WE6KwVVV9tPS7dKZdvXqdMaqtsm8PjO6+QlmvRzhh9m27qHHKaVfoarzzbnqPf1WYm1eE995xxXO+9qWedejYtXS9w/0ay+knxrd2LyfTo2K61uJfO0aeNqHVfbx0a+pz6kc6hzd9axvtrV2NWnlZ7jfV+Vv3WivUdteZdho8H6PJ5fVZc1vtY+a7ydlOY5B6h91Bymvc6tyb8g8bDEIxIvSrRrQ9W1dvX+bbj0+LziBrDUwbpOkH4g/e8xendI2Re7fdS+Cr+Hr7LzE7+VGJfulsKfJtpx1rLWa5u+7PNZr4nSMC2koNpNmkzcM3Xnjdq0/vrjqw/zQ7r6Mhum30jBuAlq66+W9SuCevjVypLdLt0xa+3EbG3K9zuJtl7HVZObfkB+UNb71Ncd3Vckv1fibYnWX1sOX3+V/3WiJuArTb+fDtp+almW09JqHOPmHEA7ppqkrzQtpIPqb9w5dvGUDz8D1faYREuztNk3jf8p0Y67LevhRcu35RtStndiXLpUCmvS3drWsj5P/WfsP7P+76M2dc5J61fglLy0di4ctYSX+Zxuu9r++Anb1vjaJgFtP3VOtXxbfixlky7Cbftpk4ja/QO7fo+tggnpySlv+z18QpsqfnXX7opduxoXz+jqWl81Ge/H8HpNt0nUA5Fq8+XEcEw9d1R3ZpYrTVdIB29OtONZyrKuATXmXyYxr7Q5HdX1cynH0dp+INv95rwORD8EBgK3zvpnEu18m2W5Je1rfjIu1fX5XxPDfobz1K+nzbUGHazG3K92Wcc4jznE4PAnrp6emqHHLOu13TDN4zqyFt6jel11bRo6fKN7wQuj+nHzyWq2f+IlozZ9P8Pras3pnpAYl+paWtt+c1xlV3arUbtqe2pXLjte4PEpbu/JyeObTCy9SmrafKD6+O8xLescXulneFe4p94tr/NViWY5bvnp1F+9a3NC8n2a1zztuHTa9n90v4PkV+N+dbDLTWvxnvqQzqhZzbqsbfs0j3O876/yda6046l5+u5VuEi6Q+qH9+41vx+Os3WNn/T8qsbX2u9i9y7zmgNkV9tSPfAcHmd7/T9J3aMSr020sgOT33BpJYN1YRVyA6zlA6pwkPbL+j8m/jfRt618vRF1Iz2cEKZou3SzrL080d9ctr7OTnlNmGpSMC4tpLDaTppM1DbV/2sSrc+2rAnyYYmDuroyG5eukcK6Ka7X1Lav4/1Eormc1NUle5FU+3p/om3flj9O2f8kDk1Uqn21urdsK/nFH9MG62p1iUR941yDQOujLWs/deNZA+y80j7pqD3ErZvsWW6wd/Qxbs5xtNdc585K00I6qP4mnWPXTt17EzVQtv0+I/k+zdKm2tdA+ZFEf561Pj+b8vsn9khMS3XRflyibsbatrX8fuK0RNXXsspqEJXWr8ApeWn1PlcctYSXWZ/jfgw5fsq2V0xdPVA/N9H21ZZfStkTEvWZn5RmnUQ8MB20fo+d1FnKn9y1O3xKu1d37eo19Kmua9VPjWltn215dsrqC689E5Wel2h1d9hW8os/msmZvyhace526aFukOuz2/bbL+uBbB17XUf+b6KNz9XmnMQ8x//9099jEguJ/hhavq6Rr08cmTgoMbwOvy5ll05slFRe9aD87zbKC96Jr3Pv7PuRiXck+i8A27lZy/p8vzJx+8Qs6e5p9JlEndd9P3Xt/9tEjZvj0mEp3NFzv7bfecwhWl/TlqensjeYNV/bjUsrvY60Pnfme9SO4UnJtC/Gmkt99istJKps0nyy2lT6vUTN+YbnWs0N6+HRbRKT0lmpqH3UtXVaulUq2/GdOq2hum0CdX/YvE5ehsnDuu2rn3bvOOxqpZ/hm6XDlyeG507t8+xEfQbb+Zjsdmkha9Vu2vlZ/Q+v5bVNjY2HJQ5K1HpFmY1Lu6WwHtS0+V9rXz82ekXi8ondE638hOSHaR7ztOPSadvH0cMdZH1H368Od7kW76kP6Yya1azL2nZcWuk53vdZ8/F2PE/pKxbJ1/mzkudX7dyt8XaxdFgarHQO0O/j17LytEQ9l/pO4mOJZyd+PVHpjYlmsl992KQdK/DL6f4GiX0Tnx/FuVnOmi6bhgclrpqoi/wHEzVYzysdmI6uk7h44t2JbySWmmrbmyQul3hn4pzEUlKdh/X66ua0Xu+nEp9O1OudZ6qHZFdJ1L5qYvnZRH1AaqK+VtKucIxLsdo7jetBZ50TNfm9IDFMs7SpbeoiWOfqtRI1yH4+UTfO4/pM8dhU+7p+4mqJLyQ+nJj3eZYuJQLbBGpsq3Pt0ESdZ19M1BdESzln03xNpUvmaK6ZqPG6vuT7aOJbibWQamJ+8CjqwUuND2Vey3rg09KByTw9UQ8GdktsTjw3Mc9U/V4pcXCiruHfT9SxVHw30ae66XtSotp/LlFj5q58juTwZ043T8v3Jt6XuEW3Vc2ZynA5qSa5P1jOhhtom5qv1bX0gETla156duLjiTpXl5r2ywY1ztU5fGaibvx/lJiW6v29amJHz/3aMcxjDtH6Ws1lOV0tsdLryFp4j2rsreP4UmK5n9Havu6raj7/lUSdazUnlNa/wEo/w3WPudbvqetdrGO8ceKLiY8kljofWI152h45LvfUQZhzWuk5Pq/DWenzq1mOYzXnADXPrPlm3QvsOcvBaUOAAAECBAgQWG8C18sL+odEfTGys1Mdwx8m7rOzD2SV918T0npgWZPTlp6TTJWtJJ7dOrMkQIAAAQIECBBYVwL1S9djErdd5FVdKvX1q9CaU9aPUBb9a6PVRiJAgAABAgQIrDeBmgjV5GktpB/nIJ61Fg5kDRxD/aK4fpFYvw5YTqpJ7jnL2dA2BAgQIECAAAECa17g13OEdxkdZf0NovqbROPSU1N46VHFG8Y1UEaAAAECBAgQIEBgNQTG/QJ0NfZrHwQIECBAgAABArumwBNz2O1vCp2R/KGDl1Ffot+3a1P/5OFNBm2sEiBAgAABAgQIEFg1gXk+AK1/16n+/az6t8kkAgQIECBAgACB9SlQ/1Z8/Ru57SFoLb+aeGHiFYnPJfq647IuESBAgAABAgQIENhpAvN8AFr/7mdNdk/Yaa/GjgkQIECAAAECBFZD4KDs5NWJ/kHnMP+11N+zPxjfkvca8gQIECBAgAABAgQIECBAgAABAgQIrFWBL+bA7pa4YeLOiXogepVE/TvyX0nUX41/XeInCYkAAQIECBAgQIDAThWY5y9AL5lXckDiEjv1Fdk5AQIECBAgQIDAmhTwC9A1+bY4KAIECBAgQIAAgSUIfD9tKyQCBAgQWH8C9Z+a1F9v7dP1svI7idslvpCovw77moREgACBsQIegI5lWTOFF8+RXG7NHI0DIbB8gQuy6dcTtZQmC9R/4rF7on6q7+f6k51mqTF+zqKkza4gYPzcFd6l9XWMxs/19X5u5Fdj/Nz13/1b5iX8WeIOiS8knpV4RuK2iforrn16cFb+NfGHiXrvd0Yyfu4MdfvcEQJ7p9P6a+Y/3RGd76w+PQDdWfKL77dOuM8nfmnxploQ2CUEtuQo779LHOnOO8h/zK4fkDgx8RcJaXkCxs/ludlqjQjstttum/bYY49NW7dubUe0JZmNNH5ePa/3Cu3FL3H55bSvkJYnYPxcnput1q7AlhzaRho/1+47sfQju342qX/D77KJ+nf96hefT0+cl/iTxDcTJyY+lKjrRj0orXn0BxN/n1jtZPxcbfGdvL962r1fon69UqlOzO8mhj9VrrpdNJ2Z4772LnrsYw97j7GlCteCwGVyEPXws769OnstHJBjILBMgZoM1L/Ldp1lbm8zAksVMH4uVUz7NSXws5/9rD383Kjj5/F5Q5b7wOLEbOsLpOWf0cbP5dvZcn4C9W/51kOvesB1/pRuL5a6evZQ90vDXylt1PFzCtcuV1UPO+tcuE/iJYm9Ei9M1K9A67y4WeJjiUrvSLw8UQ8/T0o8M7HS51AHp487JXZLzJLqWZj791mk1kmbeuCZv7632/Gbdt/vIZt2v+Q+m3bb7Z82/eT7D93003oOuiunfXPwbT6wK78Ox74LCdQvH2rQ/voudMwOlcA4gV9JYZ3L7xxXqWw7Af+Jx3Ycy14xfi6bzoZrTGC9j583j3ddH947cH9g1rcM4i1Zr7Y/SLw48dRE3eRuSdRcqepemrhdQlq+gPFz+Xa2XLlA/TinfsVXD7fqM32bxLhUD6Vq3Kg2LeqX349I1EPRSut9/LzwVc7nzzzD2bRPYi39OKqOpcb7f0/06UZZqff8zX1hlz82+aq/Wle23Gz9m6Lt/FrKcmf99fvlvk7bzUHgh5s2XXnrpr0e96NNm64xh+52dhc1D6tz/ns7+0Dmvf+1NMjN+7XpjwABAruawPdzwBUSAQIENrLAs/PiK1o6IJl3J96UOCrxzUSf6hdC/5L4jcRj+gp5AgR2KYG35mgPTdQXHI+bcOT1kPNvEvWrvPqVVf0VzSslrpw4JXG7xD0T0uwC/5imD0icmFgrv6C/ao6lxvb3JPr04ax8JTHpwUz9VflKV0wsbMst/4+Ts+mXE7P+ArR+MVfXqHpwJG0wgZysOS/Pf/IGe9leLoG5CfgGfm6UOtrJAr6B38lvwAbcvfFzA77pu+hL3u3YY4997DHHHHP0hONf7+PnpF+ADjkeloL6RU3d0E5KF09F/VroxEkNlM8kYPyciUmjHSTw1+m3HnzVP5tUD5FunehT/SK0/qp7xZ8m9kq0dJdk6suR2u6ExHofP/MS55bqC6fmNrdOV9hR/Sp1a+JdY/r5tZTdY0x5Fb02Ua9l/1pZ5XS97K/2XeenRGBXFvAL0F353XPsBAgQ2AkCV88+60ZyOam+ba6QCBBYxwIPfehD/z4v75jEZxIvWMcvdaUvrR6UfjVRf9V9UjovFV9M3HBSA+UECKx5gceMjrAegFYa/vLuz1NWf8X9iYmnJPr0n1n53cRbEo9OvDkhzSbwx2n22MQPZ2u+Kq3q4Wf9u5/3Tjw/Ub8K/lCi0jsuXGz3Z/2brw9N3CnxpsQ5iTWTXvSiF11+zz33fHj+k8N/vvvd737WmjkwB7LqAj/etNc9Mojd8Eebzj91v02bvrHqB7DBd7jHBn/9Xj4BAgR2lMDx6fj+y+z8xGz3F8vc1mYECOwCAvnl50k5zGPyHx79KPFHu8Ah78xD/Eh2ft/EVRKTbhyr7tqJ5yQkAgTWn0D9IvD2iZ8m6q/Aj0tvTWH9m/O/mvBlyDih8WXfT3HFWkuPygHdJFF/S+LIxL6Jev+Hqcb+9yXyPGnTtxP1IHRNpT322OO+efhZ9wa7JWopbVCBnAAn5DS40T6b9nrs+Zt2+5efbPrxyZeYPLfZoEo77mXXN2gSAQIECMxf4O3psm7E+6iJeaX6hv0liaclnpSoNu0bwJclf0ZCIkBgHQvkRujIPPjcesEFFxz5D//wD/VrFWmyQP2ya7dEjY/tl2F960Oz8qrE7on6TyskAgTWn8Dl8pLqIei3EvVvf05KnxtVVHtp1xb4Sg7/lomTEjW2j3v4meJt50Q913hFoh6YfiKxptLFLnaxOnc35bq/bbmmDs7BrKpA/o2EPND/WZ2r+2Ri87A9N+31ufM37XVafhl63VU9kA26M78A3aBvvJdNgMAOF3h29lDR0gHJ+E88moYlgQ0ucP755x+eX4Tse+qpp35yg1PM8vLLqH4x88TExxP11yDPSuQ+YtPBifpfgevfCD02sdZufG+QY6qb9nHv851Tfr9EtflRoo79GYn3JCQCBLYX+N+s/iRR/7bjpRLfS4xLVxsVfmdc5QYou3pe4xWW+Tq/nO0q1lKq9/kJixxQnRv1wPv8RdqpJrDTBfbedH7NY+6RB57X323Tzx6Xh6D33m3TbvdLfnP+F/k86L/g5D03/eRtO/1AHQCBVRaoC1dN7Kf9e1erfEh2R2BZAv4R+gvZHpaF/8RjWafQkjcyfi6ZzAZrVGC9j583j3vNdd47o/9d0u6DiR8naruKHybqr7zWv/u2FlPN4z475sD+IWXtNQyXJ49pv1pFxs/VkrafaQL1S+/6XNxm0Oi/R+WPH5S31VslU3OtGhdun6g+anzYSOlf82KHY8qs6ydsJKgd8FqvN7KvL722Sy972cuOeMUrXnFBlpu3q7Cy4QXO27Tpaudv2vuZefj5w62b9v5ZRX4R+s48ID3yRRf+zZadYfTA7LTGjUlfNO2MY7LPdS5gArrO3+AN9PLW+w38rG/lc9Jwlm/VP5F29dc8peULGD+Xb2fLtSWw3sfPpT4Abe9O/RXCG45ij1a4RpfjHoDWv2dXNxbfSDwocUjiGol7JT6VqLoHJHZGMn7uDHX7HApMegBaDzXrAWf9EvThid0TLVXd2Yn6/PxlYr2Pn3mJY1M9uNgyiLdkvVx+kHhx4qmJkxJbEjVGVd1LE7dLSMsXmPgAtLp87nOfu+/yu7blehc4d9Omy+eh51/kQei3ugehz91Jr7vGkRoXPADdSW/ARtytCejqv+uXzi7vPWG3V0r5byfukbjahDaKxwts1AnoUOO4FNSk/SrDim696mpS/9iuTHbpAsbPpZvZYukC064Z1duBibpmHFQry0zrffxc7gPQZXLulM3GPQCtX6RtTdS/VTdM+6XgzMRXhhWrtG78XCVou5kqMOkBaG30p4m6Ma+oLxHOSHxmtF5lr0vsmVjv42de4kyp/gmmzyX+J3H5MVtcImX/lqix6hpj6hXNLjD1Aejs3ayLlnfPq7jihFdS/2zNvRJ3TNRcSuoEvrpp0yXO37TnQ/Ir0A/kYeifdVWrmfUAdDW17WubgAno6p4IF8vuXpPImHOR9IiU/ChR/5ZQTQ7qrzX8dUKaTcAE9EKn62ZRE/P6q56T/hOPD47a1ARKWr6A8XP5dracTWDaNaNuvF+fqG/NP5H46Y1vfONv5n99v0vyS03rffyc9AC0xsg7JK4+Aqsvh2p9llhrX1KOewBav8KqhzaT0kNTUdeL+vJ1tZPxc7XF7W85Akdko48n6nPS4pvJPy7RfhW+3sfPvNSZkn+CaSamuTTyAPRCxgdkUZ/L4T9hsU/K/vP/s3ceYFIUWxvuzYgZxAgKomJOmHPEnMM1IJgleU2/8apw1WvOCQOooBiQZMQM5oAZUUyAoqCggoqwLLD7v99OFTRNz+zM7MzsTE+d53mp6qrq6urT1aerTtUsJm8Sof5mq97bfcBJfmnAOUDz63kURWvcADT9x1zKqf+Cx0C7LDQR7Q2rQ5gonT84XG+ogw7QLUmXw/NqWAo0qJJDVEb9YHDSsAbcAHSRjvQ3q9SfxEcwAoaDHJ/2J109iDtpnAac/Wyc/orh7OW5yWPi3GhDO/4TfTNU5eUwAVbp3r37zgcddFA18bptttnmDsKgrEhCN+gHj4DO9S+QRN1+xnOAPoAe9J29CiTaQa/jZOitE/JIwhygSpPtjycnkqF73TpegSymO/uZReW6qjOugbWpcRfYBMoCtUfdfgZuN+7hAHJ+ipu7KONLou5PMC3SRzqxKDpAtYvzMngR3oMn4DgIvm8k1c+TLyGsAX3Dgg7Q/5GmXz/onZW0hOfhd1gGnOSPBpwDNH+eRdG0xA1A03vUmpjKOIdNkrTj4vhAtRtzrJ2dY+FRCDpAzyVtNmiSakVO0Glwq01wYUINuAHo4urZn0M5POeC7afqY3LWdwInjdeAs5+N12GUa9Ai2XMQtPe6Zy1wyWGp74KcVFqsuB6sNPTNKKGgvjUX9ejRow27Pv/q1atXXYsWLX4mbYStxIRHE/4B1g7YUNe8DfStibr9jOcA7cK93wOHgEQ/k9NxMhyoE/JI1I9+gOa+NmmBVuMI9ZcweZlE9Qf/2COsXDbSnP3MhlZdnU2hgajbz2R1qgWkWmiT4ATlzQf3J5gSKCmJrA0pI9ut73gU5Chu4m+w4xN/qI0cwT6lucwsuNqcE3SAvk36s+CXvThQvTv4E108OQ3wN0M34afy4+EBfja/TXJnJVXKOUCTUpMrlEkNuAFo6tpcilM+BxnRSdADNPjRZOhJULo+SAeAFU2+zoQquAzCJsSaLPtFxl71XORPdPG4GnAD0HDVVJC8qUGODieZ04Czn5nTZdRq0iLZM6DvQdDeJ7Pj3//NkBOrGuTE1ID/Q+gDqnvHU089tR0O0JnwIMdXwgSwcgQRTUhVVs6uM6Az3At2cUTnRd1+Sp/SwRiIqsgBqnuUc2EsPAR3g9Lk6PaLdrMpT2OM1/0ZOYw7+5lDZbtLZVUDUbefySpvAwpaO+v/hYE9X7tntTCvMnLgOUlfA1FygMoxqe+W+oV+sXAwbAsar3wPSv8KlgEr1xNZE9TPlL8jBCU4rz6LAirbPljQHTesgXle+W78ndD5vv806RMcod3YUrtcw2cnLOEcoAnV4zKzoQE3AE1dq1q1lAEdB2G7Ji4x+ZMIwxxOl5EenBCTtITcRYpWw9oukeMSwjRQrANQffz3AE1oJW1Ax8nQTifkoexLm64waCGhNEEbLydvQIL8bGY5+5lN7RZu3RvTdO3slBPqUQja+2R3/Fdyrl1U0zcnjF1Jl5TEAu8cwtkmrsmCdYqF7bbZhnx9Y1SvFugUvgtRlFQdoNLdGj5FrEP8apAzugvo2eSbnEiD7oH3QLuD/f1FTvAqkLQEO9n8k/hmSmwCcfazCZTuLpkVDRTr+DNMmf8hUQsr4iPQLxLk1PoEZIdke7RxxEnjNBDXATp06NDthg8f/jV0atwlcnK2xvffgL5XGvcHZXkSPgXl9w5mcmwdoDuF5PmTVM+38Ko/0cVT00A1zmN2gl6PE3SadYTiFJ3FrtD+OEi3T622haWdA3ShKlwkVxpwA9DUNf0Fp8gQ7xPnVE1EtVKlMruHlLmMtCkh6f6kSznQQKGrP9HFE2qgWAegD6AV9bWrjHbOM8dKa4je5px8CeRUGBLS7jdJWzdOIzXZ1302hTj72RRaz/9rytkmh6IcTvHsfdCp34ayC+AisKJFMPXt2SCHaiuQY06LAj+C8vQ98i+0nWbS9S4dZ+LvEMYTXU/1vGzCd+MVLPD0VByg3bnXWaDvsKQFTADpyXIf8XyWMhqn3VjHwnXwKFhRf5GD9HmIZ1dt2WyGzn5mU7uu7oxqYBR2NvbTz8r3J8f+Vr+//mIdf/p14I/vz4EcnvZXBrKb+o7p+9IJnDReA3EdoDg+LxgxYkTdsGHDrm38ZbJeg5xm6h/6xuq7FSa7kKgy34VkJuMAlfPzDfgF2oKTRmpgHIvAOEKPwQn6Gg7QWusMxUaOI34uK+v6vicrp1BQz/evZE8olHL+wXmhtNm102kgTAOatHaAWngtrABpeolfBRnljWAUJCuq/044Hc6AAeDEaSCRBkaTWQNjTKHPCe818YYCrc7nk5xPY46AqaB7UNgZdgbd3z7wPjhxGshnDXxI40Qi0TfEL3JEaoL4uElcj7Ab6N1+EA6D6SB5Dk6FF0HfmC7wAEg00J8GOm9zkDwdC0L/fYrUa6ApHWGhDWuiRE0qbwV9x2V/JD2gHbwJcib2Ajmah8NIyEeRM10LseKxQAPncyyn7txAujt0GnAaCNEAxrxiM68S21xyOKZhxtKxHeBzQoq6pJgGnicQFaCFGMmXINvjJMsaKEF0CRtm+XKNrV7fXInmyvpuhYm+vfpetYcqEydISlpTSn1xBdgdJkEURWO//cCOIf33qP6wDajMe/AXNEoYeDLGrNG1Hq/2qtYt8epOKfVKupZ4JXqeNzXzKq+t9kqOaObNfaZRFwqcPNvzWpd5lVvXejUfLxX7m+eBEosf8hP9zRZPUSebN4NztYkg6+IcoFlXsbtAjjSgSZEmrmWGeXGuq4++JJ4xj+Uu/q/OGQT7w6HwLDhxGmhIAwMpIKxoJ5coRDmXRs8ADXLs5OI+4mfBLSCHj5yhYyEbogHStqCFiGRkeVPIfeOS0ZYrE08Dl5LRHU6CSSDRN0D98BH4Beplv/32q1pjjTVW6Nev37c2jVCLBtYB2or4JJDYfilnaDyx3zB905zEJhCVKGI3eN0oBKdHvcjx+Tl8Aj/DTjASClGc87MQn5prc841YJyfT+JOOkTOzzqvrlMLz9OfjnAS2+ixOoqYBBOgDawLYbJLIHEix8JJhjVQi5SW4o4qKdF8Nd/FzpPteCWsvRqfaDxk5+BhZcLS1iHxFZgB24O+21EU6eZR2AKCDlClPQ0SOUKXgQPhLQgT1bWayZhK2GAfwsmp8ehFo/jVzA5e5QFUcDLHe+EUVV0ZkZgdrmLxv247OsFP5V5lBwYx/6vyai6PdwEmkW1LvNJPg/k4UPG11HQOpmfjOFGnzsb1XJ1OA9nSgIyvJkD6OZ0MyBAISgUJ+5rEJV68YGHfseqSgdYg4WNfuos6DRSDBlbmJplX1P8NO+v8tPd9GxH9BzADQCu5+rlZNgYy/an3cEhVVkz1BFfeaQANaHAYb8f/2kZDHxDq3fBOP/305SsqKl5jUrPxUUcdte6TTz4px+iqYMuq2D4gB53ky1jg7Ul4s4kHA+VJJkFrRYpctHtBtuZNowfpd3P4CfTtl0yB72ATHRS4NDPtr87AfexGHceDJlnJiL32MskUdmWcBnKtgXHs9FzPq2RsXnIQE+8/cH7uXenNc+PzRQ/iAqInwf/gUjgaboRkpA+F/ptMQVcmNQ3g/3wGB+iudXV1mlfmu3xmGrg3ob4JYd+ifUnX3JpX0rOLtkQTSlty9R3XhgmN62dBFEULEPeCNk/JYekX+d80r3kZTjEZfQmHg8Z7+BAXiuYxl0EXaGlSfyd8GK4EjYsSyu71O7xrnqKQyKiwA/9iHDDr1Hg16zJg+LXaK+9U5pWOJHynmTf/hbCLlXqVjN3q6vDgbl7nlSycV873av4OK5+NNOcAzYZWXZ1NpQEZEzlAb4EPYRJY0cBf6WuCDPX7kIzI4BwMt8I6BoJ6+YF/k63HnBLJQB8/fSCl+yr4Bp4FGWgnS2qAb0T9zx1+NlnqVydDOxgJj0OinWFk51TsZPiLOFfVR1jOiOuBVcD63VezCDMpg6hM7dB7nIzwS7j6BQstjDhxGkhFA7Jn6m8atB4KsmV++cccaFAqKcH5ORLn55ZMar5p1qyZ7J4mN72UB+q3ius9PwQkI0DfFF3jKGAX02KyFkd9TIoGkDuZeDEH5dy8vi9yTjNurncoS78vghXZVn3jx9iEAg3b0O4fTduTtXmJbvVcMnEUpSz8Gs2J00DWNLA8Ne8HGvOEiRwBW4Mcmz/YAmxpqmrrVQ7DvGI/637H+bkXzs9Pbb4L6zUwmn81jrS2UItEcsYkIx8lU8iVSV0DRx555HjOOjD1M5vkjE+4qt69LeFOOB307bWi9/MOc9DPJiYR6pzl4DHQGMgvb3GghcxCl425Ad3LZNB97gZ+2YeDLUALE3ae0pv4qXAkaAwqaQuvwtogsbqRc/VsOBj2hEmQMRnMr2kP8sp3aefNb/ZL4lo1PrmQHaVXMvj6VUVxer7E3xp9AydoNw5DHaCk4/j0vmGXqOySE6eBxTSwMkd6Keo71GI57iCeBjRBGg3S20y4FmRcesC7oHStqmwPYaIVFmtcbL4MmM4L4xFbqIjDnbn370L0IwfYeUYv25l8PYNil+4oQLq51CiiBeEE8Pev+0xevgRyOFTD8AYapEGN7kMfvEp4zxwT5Fw25Ipqy4KcX9ldsFA0EGbv1XatkE8DDfrDRINT9a3P4HKcn3/36tWrrmfPnpN69OjRxpxwtymj/ic0yJOj0y//5kD1zIe7YHfYBmQ3dX3laXdA1O3nVuZe7USdw1C5kFTppBNo0P2GObZOZQ69nibtch0UsKgf6V5FJkT1nQSnJIm+T7q2+q6T3GhAzsBj4lxqNdLlNDkM2sUpU2jJGlc8B8Ext+5Di1AvwV/wJagfXgGSEv5jj+HmP/aYxn/2sQlpsiGabJ8F+0MzsBJ1+2nv04X5o4EojT87otbZoO+BvtG9QGOZ/8EfoPR3QGP+oKxPgvJ38mXIcae0eMihFwWRTToTquAyCNo5jf+CaSR54+E6RRDZyI9BunofNgUrits5lsqobMaEv895qmzs616ZfCa6/qywyv/hJ/kxW1y+oz8fu3xljVeluW2oYMOf4j9lGlTNn1Wj3FmUP3665y0bWtglFp0GVuaO1emcAzS1R68XaKjRXdDAytjskVp1rnQCDexCnjWOGqTqg3gJaBej1f3VxN0AFCUgGhRJX9j8hT95sBPNN0g7AKzu9iOeTyJnv56pnLPbx2mYnBIDQeV0P1+bOEHOJUoD0Jwrr0guGDYo7cK9q//eAkcH2JZjiQa0k0Dl7jnttNP2wgE6nJ/Bt+dYciJowi7Hplb420A8+Q8ZKqe6gjxPmpwiUbefyTpAV0MXjLfr9aWBtfT1FchZUgp2sXIOcZUtZNH9rGRoivtw9jO3WtfzjucM1C4fjRm0qK/5gGzL9VDIIifIM6B3OMwJcDnpesdXAUkn0H3vy8T5stiEu/L3q72yQ0mTUyZoO6WnE0ASdfsZu0v3bz5pIGr2Uw7MyRB8z3T8NKwATuJr4DKygnZOY8yxIae8Q9oAk34koXQsWxjmHFTa96aMnNIZEz44a2NnX3nYK5PdVRvmhVU+zyvfXvYYB6ac3QsFp+Y52OrZCxMCEfJ/IP8vzp2KI3Ss6iBtEvVsECjqDotQAytzz+p0+pA7SV0DctJcB09AP9Duh+bgJDMakBNgIqiP3gll4JeDOagB5Uv3Ct+FYhbt7JIedvUpQSt3StNqnkQTAx3LmZxP0obG/ABqm4j3sVU/GOYrp7JNIVEbgDaFDqN+zbBBqXWi2X7uD/07/jUhkFNC+RqA3grXgGycPef/iCcjGvDdDFo0eB8eBu32shL1CfxW3Kh0JkdGQyIn9EcgJ+coaAdWphL5GXaxCS5MWwPOfqatuvoTN+JfLW7cD3q3jwA56sMkkTNQu9A1Ab0aloJyOBv0vhwMhSgb0+iZoMn/oxB0DJSQpoWOi8Avo9bwvLeZNC8Qj3mlPcn8G6QL1SFdyw7LPihNaMwVdfvJLaYky1AaVS6UdYipfz0GXaASnDROA1G0n7I/6h96zwbDDaBxkJOGNRA21hzEaW+HnPoyaSNM+oOEsmPa2R5P/k2GyqhsxoWOLBuq+meFVY7D8lA5L/F0+m0Kk/+K05Q+LsSeKI28kZx7la2T8luQNh1n6Ds2zYXFqwHnAC3eZ18Id66fYsko6qed2r0QJhpUqcyzJpRzoJilPzf/O1h9rUq8FrSy6pdvOdCqar7JijToNvgSdk7QON1fN/gD9PybQqI4AG0KPbprxteAJtZ6F9TH/fzGsRZ9MiVRn8Cn4gC1OpWTJCibkhBciAuWccfJacDZz+T0FCwlJ8EDoO+63yYo/h3Ige+XhpyB51KYuaWnb68VOUGngZx9hSh638+EKghzDGj3tvS1IywUvMS3r8nub02qmTjrvK9A5R4F6d0vp3CwAObDsaByxT7+RAVed5Aj41IdIC1gAkg/lvuIO2mcBpz9bJz+onZ2mJ2T/f4i5EY/IO1Ok/4iod7LTuY4LNjblHkpLDMDabKlasNfYXWxA3RHY5PV5xcKaf8Hvy5MSCLCDtA7VdeMHO0othPxJJrmijgNOA04DSzUwDYm9iShBvth8oRJXMwwhhUskjRNXDTot3Z3H+KayOsjZ0Wr84zzw1fbbKEmCvku1a9E6nm+maAN6g/3wNqge3TiNBBFDejvL20Cu4FWyS+Gw2EteBCcZE8DGpAH5XMS5PRw4jTQFBrQd30oaPGjGvQNPA0uATmZ2sMbcDY0B0kz0ORYTkE59IJyMwkaE+jba2U1Ii3hF5tQYOGHtPcOmBun3W1NuhaL62UiejrVKz1sWv0CR90z/McZH5GxPmixuCtoR7hf+nNwF5TBUf6MIo5r3Cani8ahU40eehC2A43nDoQXQH12P3CSJQ0MGTJk0z59+sheOCleDUzh1luF3P5KpGHy6kWbSCStY0HovzZvob0MLZWlxPnefN0Hk9patXuh1Hp1rfjP6SYtTAhEOKn54CUWrGvHqhgfxeUCxbNy6F7ArKjVVeo0EHkNLGXuMHRVKJAnp5+T2G6xpVHEHiDH5ylGKc+YUIEG85UwXgcFLjNpf7ZWJQtcNa75hagB/pOjw2FzX9vlcHsd5Ki4FobDP+AkexqQffw3PApjTJyg3tHk3ymnNCdOA7nSgL7dchzhp/M6QneQo+5fsDZI1HdvgR9BjtKGnIEUWWKB+SLStCv0cWVGUFYx9/S3vbc1vMq+q3mlratJeNKrOZnA7g59jPg8Wy4QDjDHmwbSi/VQfVP9T4vSchBLtGAn6QXPgR2T7qREJ5nXwLBhw7qWl5d/tummm56V+dpdjQWkgXdo68rgH0+ux3E7+BIkr8UC7wxCLeYERWndTOKoYGYujpm86lv2U61XKruyUEpidsbex8J0Rfi5+9atvKp/DvUqZMsXSolXij2q+wPnwuSFiVmMlGaxble104DTQHQ18J25tR0S3KLN+ylBmWLKGsjNauLyPHwPO4McnTqWLX4L9NMHjfPvBydOA04DeaIB/qOj/5SWlg4tKSlx72bTPRNNFsaB/hTHsaCdc9bpqR242kVnJ/VEnTgN5EwDp5srnUuofrg16Ju+GWhCdx/MAklLeAAu1EEKcill5ViVw2oSRFGmm5taXiGT5e4lXsmJM7y6Gmb7vx/neb+RvIwpk2jXk81rbsoWe7AhCvgD3jSKWJVQ9lTj889N2hRCje03Mcf5FuxLg64wHECYyIdxOfnWCU40P4QxhPTuMY6oD/OjVa4VTaABfRs+AI1ltKt/ZdD8T07PkSAZBD/DNqC+vBxYWZbIQ6A8lXkEci5Hx351cxsvYnd+Dr8bW1eb6efvOEDXWeDV9LEN4s+WXI0tlyOXP3A672N2h2JzSi/WOax0teLvOvNtq9uzziu5kiJ19rxshomMRzav6+p2GnAaKGwNjKD5NXAE7BJyK5qU9jHpr4bkF2PSVG56D/gM9MEbDfuDdjDUQnvQAFQraSrrxGnAaSAPNIDz80yacVVdXd0CuC4PmlSMTZAj4wlYHfqC7KRfNHBeAQbDuv6MJo534PoTGkETN99dPkkNbGHKDScsh0GgPjsQ1B/PALtr8yHi+uZfDck4mzRXuxv6gOrJO8cObcqUaAwkWYkJ83Y4P2/VwTPeghcXxBaOdThJ/yAdY0HovzZvamhu8SWqT1aBnffvQxw/RUH8CaZK2jkE5Bi6zPAs4esQz9ZrbN0FnDgN5KsGjqFh+kbI5v0I8+E0sDKbyFGghbPjYTI8b/iJsDMoDz9k/eYagtzLZ97c23Bc8m0rfaW1V/kPzs0ufNxOYifnD7Y1pV5JV2z5fjqmsQtwjh6K8ZnExtZRzbzKX0k+nzr+r9KbW2/vVc5J8WpgZW5dXnB1DCdOA/mogatolProP6CdDHLgaVVTBvsbUN5HsKOJv0voJKYBDTyDop9qlQUT3XFaGtiQs9T/mDM5cRponAZ69uz5B9TiCD2pcTWldfZ2nKW+HFX7uZW5P/2cPZGcSqb0oJ2fkirQcW8dGNmHUGnX2oQ8CFvQhi9A7RKySZroJAtFcy7OfqamcjmV9Dz1bPUNPwj0rL8COZ6s3EFE6VpQ0URP8XtBIseOdf7VJ5h/KggHgya6B5q0qARh9yz9TealuYWdRD/pP8XAEXoLaZ/Cg+bGNdaUvufC5ibNH8ipoF2N0u9NJoyq/eT2khKN0aWPTqDx5xvm+BBCKz2JqMzlNiFPwv+Ydun96A2ng23/TOLbQlDeI0H30hQS134OHz6814gRI+r4KXy+6bgp9OSuGdOA/D31O97jKGQj0l8D9Wc/SlNeNuUUKtc1/2roIpP5z+hme16bhsr583l5V6yO/YmYsDmxv2jG4/4Pc8YrdxU6DTgNRFoD+oC3Ag1GNOEMTjo1YNVEYE1wsrgGwgZmGrA7cRpwGsg/Dfyrtra2vG/fviPzr2lF0yLtsNMg/PEEd/wKefqJbLxdQQlOzVqWfna6PTwCB8PNcD44iY4GarmVb2F92AX0vCXqq3LUWdnVRMYTvgNngS1rspYItPNNZVTvx0vkRi9hAd7kO/h50VWve7UVW/NnBFb05k3lNtcB66z7nnhf6AWvwv+B9DQHtOB+I2wCWoh/Cs6FYpeBKOByeB5+hHagfqhjVF7vUJTu8Efk3Z9g0vObAXJ86xlL7gO9P7fAi7AzjIVsyHZU+i+QnpKRFeMVmjZt2gOtWrX6a/78+eqXTpwGpIFpDahhHPl7wJoguybRouoP9bE8+QfPp95N/KDJywqx91rvthOngYUa0IqAnCRuB+hClbhInmpgL9qlweck+AXegB5QCRINHtSXi30FXrqQSC//hkdBu54Ul1wCcQdO9SXcP8lqIO4KfLIVuHJOA3migajbz63Qs74PsoWJ5EEy5QixUkVE5/W2CSacSPhEIC0fDrXh4COohb3zoUEJ2uDsZwLlxMmSc0n9UU7KviZ+JqEVxZX/M2gMIAeUjieA5DKYUh9b9E8XoiojJ8/RAbbluNAl7J69P73yW87wSuvwNuldWQBaHD4qcLPS4VCQfiwqb+PfE9dCSNTtJ7eYtKjPyAbJUTEK1AetyLaqb+5iE/IktHNhvVNhcgKJeu5yvKzhK/AecfWFTMgzVGL7VSqh2uXEaaCQNXAKjVef1+KzE6eBnGjAGn3nAM2cupelKg2iNOi6EOS406TESXY14Aagi/S7OVHtFPEPonqb7L8J5UA+3By7IH0NuAl8+rpzZy7SgCbQR8CRsP6i5JzGom4/k3WAnoPWZTe3MdoPc4CyYay+jL7x+Sib0ah5oF9HlORjA02bnP1M/eEswylfg/qovuMKR8DO0M8cK8068uTQ1PGrIFGfDTpA3yJNZcJ4hPTICf9ZxtH62Tv/KUbNV563GzfYJsFN6h06DrToPhu023Y89IHlQBJ1+xm7y9T+DbM9m1JFWWrV5KT0mlxF/b9ngqudb8rIruo9lGTSAboO9WkB46wkuZpyavMCcOI0UMgacA7QQn56Bdp25wDN7IM7jer+gOBAUgPWnTJ7KVdbQANuABpTSHMC9bd/4G7oBOqPvUFyAVSDBvFyvDhJXwNuAp++7tyZnqfJYJjz4X3S5bDLpUTdfibrAG2L0rVI9CP0gJbgt5+7cjwR5kK2/y4Wl0hbNJF+BmSj8lWc/UzvyWhH3RegfhmkhrRuIFkaxoHKJHLskF08gvNzQxyff5u/+5mOXsIce1G3n1HvIGwErh8XD2/gRu8gX+/TC6DdwZl0gFJdSuLsZ0rqcoXzWAPOAZrHDyeqTXMO0Mw9We32tINRrRRfCfobQd+YdE2YdgMn2dGAG4DG9HoqgfrhsUbNYTuY9jFlrjVlXJCeBtwAND29FfVZ/EdHW5500kmvtWjRQosUeld/h2EwFKaD0ubAnpAribr9TNYBKn13Bf2sUM9BzlCFE0BOUcWFvvdOGqcBZz/T118Fp2rBfSKoP2rH78vQEfTN3ws+AeV9CUoresHQLlfjVX4dc35WDsygQqJuP1NVlZyD/4ZHYYyJE+T1n2B6hPbpfbkPtocwkfNb/Ubl3oCvTZwg5+LsZ85V7i6YJQ04B2iWFOuqja8B5wCNr5tUcjaisH6GIDoHTizj+E7QB1MTqGbgJPMacAPQmE7vIvgT7C6FMAeo+qQcLXK4OElfA24Amr7uivLMbt26bcz/8v471G288cb6JgyApX3KWIr4PaC8abAc5EKibj9TcYBK33IkjQbtqNOzEPq+6+ePncBJ4zXg7GfjdShH6GCwfTQYykGzduMvE4kaStj5Odw4Pz+dzP8mnMG7irr9TEVVm1O4EP8EUxva/QPYd+ioODet8bMWLG05hU0hzn42hdbdNbOhgVOoVO9R5P4GaGk2tOXqdBrIIw10py3q53I+aRXRL5o0aSVUq/H6wB4MTpwGsqWB5lQ8GxINytQnZ4F+Bu/EacBpIAcawOm5ellZmXZptZgwYYI3btw47Yw5GbQT1Ip2fup78jq0ghPBSe40IGf0GvAR7AZykqwDG4Fsqyb3L4ETp4F80MA8GnG04TVCTSDnwlj4D2wJ2r1c9ILz82LWhQ9laDSj1qs5nMG4bK2TzGpANvIJWB36gn5t5JcrOVgBBkO+/QmmybRJ9v12+Ap+gTDR+PlI0Hd6RliBpk4bPHhwq+HDh185YsQIzTmLWQ7k5h+E0fAsyCauCk6cBnKigWJ0gO6LZq8wHECYSAeXk69dIE4KVwNa/ZU8FguW+LeWlMdNqi27RCGX4DSQAQ18Th36wG8sPAGZAABAAElEQVSToK6tyWsLXyQo47KcBpwGMqiB2tratUtKSladPn36lBdeeMGrq6vrR/WaTAVFixf6GZ5kt/p/3T+50gAOkvpfapxpLqjn8z18CXIsOXEayEcNPEmj9oTlQb8y2hSuBv/iCofFKdVe+d7cOc63utoFXsnxKMg5hbPTFY6j2vXgVOgBWsjzy/UcHAJlcIo/I0/icmieBRvCmwnapDndPbA2BJ28CU7LTVZ5efkJjDUu5Wpn5OaKeXeVlWjRa/AMnAi7gnwxV8F3cDw4cRrIugYSOf+yfvEcX6CS6w2BkXCZQasO+gjEW+3an7wu4KRwNbC0afrMBLdg82zZBEVdltNA2hoYzpmzQHZIA9BlwC8aCAyGGtDPeJw4DTgN5EADd99991sLFixoz+6MT3GG6opTElzW5q2YoIzLyrwG9qRKjVknZb5qV6PTgNNArjXANs+1yrxSNieU6L3+bzNvruZnTrKjgS2oVruQ7YaPsKu8QuJvEG9OHHZOvqZpXvdSvjWutLS0Qm1ikbU+zLf2Zbk9umf5XXaHX+B82A0OB82PNAd/GA4CJ04DWdVAMTlA9aIdAVOhD2j1RatIO8EY2BacRE8D2iEiSfR87c5PWzZ2hvvXaSCzGphEdb2gNdwFk0DSFX6E0dAWLodx4MRpwGkg+xrQrqxd+/btuwWTEi0+SDaKBaH/bmxSfwrNdYnZ0sDbpuLts3UBV6/TgNNAbjQwkd2wZV4lf+u8pCXuoOcqvJorc3Plor1Kc+7c/Qmmon38eXHj8rtoLj4B5JC/EbQJTc5POUH5Uxj1/0eC5kfatObEaSBrGijPWs35V/G5NGkGtIc5pnn3EZ4Ft8CLsDPo7/NkQ+Tk6AYlSVZun80KSZYvpGLL0lgZu62gCr4BBkL1/2smQUZlCLUdANr1+xSoD/ilIwfacq9tP8P9GS7uNJAFDQygzi/gJtjB1N+OUP3vM7gAXgInTgNOA9nVgL6x+i5obLBM4FIaiN8PfwTSl+P4HJOmnQxOcqeBgVxqRbgG2sIboEXLfyAok0kQTpwGnAbyUANreJV3l3glHet4h//xajrTRKJOsqiBz6n7RNCfYPoAwmRrEtvCA2GZLq3xGuAXJuPZBcpaa53+dEuxSRdzw+cTagdoUK4jQfNxLTLvDvLLOHEacBpohAZW5lx9XPvGqeME0uWA0IB5DV+Z94hn6qP8mKlL9aWC2hUlOZib+RWCOphHmiY2md6VXEadH5rrjSc8FORUXg16gn4mobbcDk6yowHtsJWO381O9QVT69K01G9f1Dfbw4ZQBU4ypwHpVH1uQeaqdDVFSANyfj4P9js0hrgWyzRJtGlyfm4PVrRgp3LK/xgy/a2iylCJuv2UXqVT6TaRnEemfTYNhb0TVeTyGtSAs58NqsgVSFcDNV7FGfof3/nPj/6Z61Vumm49SZ4XdfuZpBrqHZt/U/hH6AEtQXbU2spdiU+EubAROElfAwnt58CBA5dOv+qCPlOLlepzie7/ZlNG33snTa+BU2iCntlfTd+UzLbA7jLMbK35V5t+4ibRzqsweZjEVeF6eA70s/hZkEk5mcr0Yic7aWpL2cdBHS8qciA3ol2W0oF+zqYJpwziznAsXARyTup/8MuUyAFyMGiyuxmE7fKUnp2xRQlOsqoBOd8HwtlwB6hvfg9OnAacBnKggf3226+qffv2Q6urq7d76KGHWs6fP1+LcUeA/Xm1WqHdSA+Bdhu+AzNA3+EWIPkODoOoLU7q3vJZxtG4AUk28LMky7liTgNOAznUAM7Pbdj5Wb/hAAN6epVXo0UnJ9nXwCQu0QsehLtAu+0kXUFOjjY6QDQPk611kiUNdOnSRfPeYhTrz0jkB7F5bnxVjD3E3XPGNaAXqhrCnF/+i8kpoRf0BdDfn8jkDlCqS0kSriClVFN+FG5OM6aC9NsHgrIzCbNB+bsGMzNwrB12/wY9U01oNfEdCXJKOcmuBrajej3XYt8B+oDRw0HZVberHQ1EzX66h9pIDZx++ukVPXv2fLpXr151J5100gL+N9ZE35quXE75+mWCQqHvlyaNWqTLpUTdfia7AzSXOi/2a0XNfmrHkX71UyybPvKy//7tea3Y+TlZuz9xhN6Wo0ZG3X6mqsaOnDAaasB+27QY/yl0AieN10DU7GfjNRKrQQvK6nPHxKlQvprxpsyeccooeVX4H7wP2kTyFlwKuR6bccnIS2R3gKb75JbhRP9POdfh+Gp4DLpAJeSbPEKD9OLdB/6ftfnbWcLBQFC5N+BrEyfIuYQZUBkHOezugRFwP/wLCmFQJ4MnvcpgxRMZMJUZFK+ASy9IDWxHq/Vci90Baj8kspVOsquBMPuZ3Su62vNaAzg/r5Xzs0ePHjNatGghe5Rol4u+tdNB5TaClaCpJOr20zlAm6pnxb9uVOynxp0fgt5job//Pww2ASc51MBgzyvD8flazPlZ9SYPpSJHl4+6/UxWjVoE8M/byzhuD3rXq8BJ5jQQFfuZOY3EajqVQHb4J2gLQbmGBOXLqRnPr6ENJPo5trXp/nAa6TuCk8xpwM5bpfOil+5oQD8Pl7NK0gImgL8TysmYb9KGBv0Atp1HxWmgPgoaINlyCptCggZ0bRrxMfjbZeNfka7y+SzX0zi19+IEjdREU2V0P06iowE3AI09Sw34/w/mwaPQDfaGHUKQvXKSvgaC9jP9mtyZkdBA586dLzv55JN/W2211cZyQ/rOTIbdE9ycfpqpck3tLIm6/XQO0ASdsImyCt1+ajNDf9D7K+T4nAILzHE14ZGQS9HGEH3v9TPkM0D9Xu0sCuFvfd4g5ydM4fe/2o2bK4m6/UxWj8dTUP3/zGRPcOXS1kCh28+0b7yBE+VfeQ1kk/VLzKvgEDgJXgWlz4c9IUy2JnEuqJx+0avxm3wj+4Ktdybx9uAkMxo4hWqk76J3gOqlVufT4EFKkdhde28QPwBGgpS1H+Sb6G966WcXX8LOCRqn3R9yTvwBupemEL8BbUUDfgC1Rc5mOVFkNM4COQuVPg3WhHyVW2iY2nlOggbKaKnMdwnKuKzC04AbgMae2XkE6t/J0LvwHnNetdhvP/OqYa4xTaKBHlxV45awd28o6fpVi1+0I4ZfbNaXb+nPaIJ41O2nc4A2Qadq4JKFbj81Rta7rndYk2s5HyUrQ19QnuyB7jMXog0XP0PQ/mh36ua5aEBTXgPn55Ex52dlzTyvPNc7tKJuP5N9tA9QUP1PO+icZFcDhW4/09VOsyROXI4ywU1m1i7+Tl6i/vkW+Sp7OwRFfpvBoHyFTjKjAecANXq0E/hdfXq1uxI3NWmrE6oD/s9XplCjK9DwTk3UeL8BvZc2SKd6+YMTNRkc/Qc/yn8S8lW04q02PpWggaeaMs8lKJPNLD3vnWA3yOUKNZeLtLgBaOzxapXyoSQ5NHaK+zdNDfjtZ5pVuNMKXANr0P7TQN8cfXvEI6DFw6nmeJYJ9Q0tASsXE1H5d21CE4ZRt5/OAdqEnSvOpQvZfi7FPf0Jen/1zQ0T/UpN+Y+HZWY4Tb+a07WEdpXfAf3AOkT/Ib4NRFJwfm7A//b+d+yn7xVnNsFNRt1+JqtS68i4OtkTXLm0NRDXfg4dOnS74cOHfw1N5VtI+6binLgZ6U/ATJCN005BOTi3hkSiubY2Ro0Ajct6wvIQT9qQofp1neZxCq1K+nyoTlAmzqkuOY4GrN0o+h2g/VGQPPTytEvU2Wphsg588i3xp33HLpq6BvwGVKvY0vO6carRc9DO3HmwYpwyTZ28Cg2YDbqPsBUeOc5/Ahm44yCXImfnIKgBXV+ondqSL+PupHEa2I7TpdN8cCY07k7c2YWiAb/9LJQ2u3ZmRgMVVHMT+O25tetvkb42dAalaaCsgZ3i2qWlBcbLYAHoG7A3NLVE3X46B2hT97Alr1/I9lOOBb3P7y15WwtTtDiiMhpb+xc+FhbIUGQd6rF2qFegzmYcDwC14zuQ3YqUTPe8ZWu8yvEx52elnBxNIVG3n8nqVP1LO6M1T3wUuoG+bzuE0IY0J+lrIK79xPF5wYgRI+qGDRt2bfrV582Z2l2v/iQbJub44nJEBm0eSWnLnpypa7zSQA1fmnIbNFDOZSenAecANXrSx1o7JsrNcVdCdch+5liBJhByxsnAOklfA34DKh2Pb6Cqd8hXuR0bKNeU2eebNspg3ggamGwCPWAKqP2jwTrYiWZdNBn+GXRtDVSlx1GggbHS5LTdC5ykrwE3AE1fd+7M9DTgt5/p1eDOKkQNyJkxtGXLlnVVVVX6zrwPsuNapP3FxBWuBZqAKM+inVgau+hYzs9zIB8k6vbTOUDzoZct3oZCtp8ncyt6h/svfktLHM0w5VZYIidzCdrhpLbcH6dKzaXGmTKHxSlTsMns/BxmnJ+fMcBv3kQ3EnX7maxaz6Og/dY1FPZOtlJXLlQDce0nzs8L5QDFEXpd6JmFk7gTTZWTU33pNlgDJKuC7k1jKLEPZEJ2phJdS3P0RPIDmSqnub2Txmsgsg5Q68hMVkXyrHeBPeBlkGIkz8SC+n+78m8ljPeluWjjNaAdKYnE5pcmKtTEeTdwfW1xvwT0MRZ+GcXBkSCjmQvRZHkwrA6j4QT4CbRSeiBcCluC/rRAe/gDnDgNOA04DTgN5KcGTthggw0O32OPPeqqq6vf6d+/v3adbwN3GYYSatfLPbAfaDD9X9gcNEHXt2c0KE2hE6cBp4HC0oAcmxKN6+KJNmosC5rA/x2vUAbSdzR1DIhTl64/CP4HKjscIiE4Py9icy1O3bqZtV7N4TwMbSZw0nQakKM9Xj8MtuqzYII7zowGapHS0lKvpKQkV/PczDR8yVq0gFwGsl2aK1vRAvOFoPmyysgZ+iI0Vj6ngnmwNawJP0JQtJiqvN/hh2CmO3Ya8GsgVQfoQE6+HJ4Hdb52IEenjuV4ewP0Ea+G+8FJZjSgbeXrQxuYHFJlC9L04sugfhWSn09JMpSahJ4OMmRV8A08DkNAKze5kn25UEdQXz4IZkEPkKNWk2Er2iEwETRx/sAmutBpoEg00IH7HNmIe127EefaU48gogW3EpvQQLh0A/kuu/A1oL87fhpokUr2unI9BOenJhcln3/+uRbb9M2UaHwiR8cxIFsu269FradBE8PvQN9WfWfdRB0l5LFU0rZusB2sCw/D7XAJ9AXrACPqpAg18Bb3rA0Be8A6oHc7KKeSUAavg8pmStpSkcaQmgfJwdoWJIn65G+xIvXlTXRhIPulnaHrgeZVH8JToDlB3kq1V74XjbuK4XzdAq+kczPP+z5vG1s8DXuBWxVOmlAD+D+fwQG6a11dnea7hSqtaPgO8A/IARomN5N4PmwGbWESNEb+5OTH4QR4FA4ApVlZlcgAcyD/Uybtur2GC4tcA9ty/x+BPsDasdcOrEwl8jPsYhNcmLYGNuRMOQP1Eg808ZGEGvz7RYO4J0Bln/VnuHiDGriREtKbnPqS60HHQs7k30FOUZs2n/je4CQ1DWxHcenw3dROc6XzRANaYPkC7Hsgm6R3IVko2mgZSg32+qmEeo+dRE8DTK7rv40L+wI+z7pu3brV9erVq65jx44L0ymn+Ns+FQw2aceZtDPN8QhfmXyKRt1+bmX0PyYJpWun7remvH3Gvc15cnD/AoebYxekrwH/+DP9WpruzH5cWv3jK9ACnl+O4aAalL+/P6ORcTlV7Z/QsH3ThpPIWytO/feQrnJy4FvRgs0VEFaf5lj72IL5FjIxXJOfvU/XT9/5D5D65EH7om4/80DFrgkBDRS6/QzczhKHW5IimyVfUCIZTabK7ZqoUAp5K1P2B1CdU+Ba6A63gHacKv1zWAacZEYDp1CN9PpXZqqLRi0lIbehHRlyyDlpvAb8BrQ11f0K6oSfwUmwE3SG90DpM0GrxMmInpFWb7SSop1Vqr8YZQA3Ld11AU3C5CzRsXYErQmSTUBp80yoFa9ycJK8BtwANHld5WvJZWmYdp7oXdAO6VyLdmF3gn2T5DTKqa1uFRglREj0XXwJ7LMdTVy7q3T87ZZbblm38cYbK/4KyKHgdyCczbFEuwNURg4L1WcHzocQz0eJuv1M1gHanIfzNegbfDfIHug59gbJBVAN82FdcJK+Bvzjz/Rraboz9b36FNQ/NHZ7DR4F/0JeJr9jcrrrWuIh2B00dlTcpo8nvjT4ZQMOtONcY0/p3MqdRHSe+vLj0BMuhDFg09X/80pYmajiPz0aI+cnP4F/jsaFzRNz3eao289c69Ndr2ENFLr9bOgO9X2VHfqxgYJfmnJbNFAumeyNKXQGXAla2LJ21R8+S3pLcJI5DTgHaOZ06WpKUgNBA6rB1Hfgf9lt/CfSt02y3qMpNzmknuGkrZ5kHVEpptUj6fAqeMPEfyNsBlbswHYUCdYJ2ttmujApDbgBaFJqyvtCcvx/BJqs7Z3nrQ3azzxvrmteAg1oMepM+ATU9+x3zx9+TLoW9qb78uXQtPbblpUTX4N2HT8G2jWo+FDIV4m6/UzWASqHtZ7VseZBVZnj3uZYgXbGqYy+7U7S10AU7Oey3P49UAPqExZtJjgNMiUVVKQxuOq3iyy27koi/sl6P45lp5rD8WA3NvQnbmUXIqprDuwGQbHjVo3j/WPVYLmcH9d4Vf1i/+lR1fczPW/FnDcg/IJRt5/hd+1Sm1IDUbCfifSnhY2pIDu1Z5yC8kkoH1NQ//9qxCnWYPJalHgFVJcfLYS+DHfDZbA1OMm8Bk6hSum96HaAtuWm1anSodicaagpoxJmQDXg1yTgSXgThkEP0GAqGTmPQtaAjCc+EJ6GWSZdg7g2UCyyGzcqffwCdiLch7iVMiLvgMqcC6+Z+IeETpLXgBuALq4rTYr+DY+CdnQoLtGOtXyZNNQ3KOSfzUjTQoB21+TD7o6QJtYnhdnPeGVden5qoJxm3Qh24cl+uxRq8Hs1yEmgY+30PQDuMMdK03dS8i7oWDutFAYZQFpeORJoj1+ibj+TdYDehVL+BGt3NB7Ss+wNVvTNng757NC2bc3nMEr2U9/U/UCO8x1NfAShxrvqK2+DFljUn9KRvThJ/XAsqG/uDFfCvXAFHAWTwdod2SobV/gc+O3PIJN/GWGY6Bp2M4TqHQePw77QZFLjVZxmdn7OJq5xQr5I1O1nvujZtWORBqJkPxfd1eKxCzmU/ZoCWyyeVb+bfRJpyr8qkJfK4VoU/gVUz+/wIGhMaOfiSte4wEn2NHAKVUvPRecAfcDcuG4+VXpzjpP0NZBpAyoDpYGX6AZ2EkHUWwVeBz1jGZZiklHcrO7bDkoPMzcvB/5wk/cz4TJg3wcNPp0krwE3AF2kq82Jfgvqc5beJltOeH3sDzfH+RposvgMyEblq2TafubrfUa5XY9xc3pH5ptQzk77kyql632pBWu75dBoC7+B8rWwtyvcY471jbNlPySugfTWkO8SdfuZrAP0QR7UVN/DCnOAKnsiPOEr56KpayCK9rMMNfQH2YYwPiO9NaQq+h6qPo0PR5t4sH5re2SvZM/mwrtwIpSCX8ZzoPM38ieaeDNCLewE67fHj5On9yKngsNza37yXm3+7mfnnF684YtF3X42rAFXItcaiKL9DOqwnISXQbZHNm0k3AnPgl20fot4Y+zRK5yv+hWuAH7ZlwO7qL2/P8PFM6qBonWAno4aH02TIzL6CIqvskwb0IdRoQzJDXFUKeOi1XCV2TJOmSgmr8ZNfQ26bzEDtKIug67jP8BOkseYNA1cg9KBhLPgOrgAOoKTmAbcADSmh+YE6mv/wN3QCdTHeoNE/aYa1PfWBSfpayDT9jP9lrgz09HAkZykd2MmjDLxcwhvV3yFFVYYu9VWW9VVVlZah+YnpowWD443cZ0fRA4IvWeFJFG3n8k6QPX89Ty3MQ9PEysd9zbHCvStVtplOnCStgaiaD+vQRvqG7PgPFgLVgLZjK9AebIjFZCKdKOwzv3ThL8QXguaP2k8OA2UL+T4DDo8SVpMJnKksu0WS40d2HH8bFPmIcKN4HyQrdR5csTmTP5Ch/z0/Ufz0/c7cnbh5C8UdfuZvCZcyVxpIKH9HDJkyKZ9+vRpyA7kqq2NuU4lJ98MwT8zIgfoXbAUBGULErT4PApeBdnKlhAU2TXZM83Bg85PW/ZsU+ZFm+DCjGugaB2gGdekqzBpDSQ0oEnXsqjgD0RlTNZblLRErK8po4lGocrmNLyzYdMkb2J5yn0L0o9FjqjHoC1INOnS5Fn5cnRaWYbII2Dz7PkKX4LVoNjFDUBjPeBUAvWLY02HCJvA72PKaFDgJH0NZNp+pt8Sd2Y6GtDAWO/KGTDJxNcmPHmZZZapO/nkk+fof3tff/31rb191pS5gvC/Ji5nxliwTtKniG8JhSZRt5/JOkDb8uD+hh+hB2jSpOffGyS7wkSQk0mTp3wV9cH/wAAYAZq8DYMHQX8GZXcogaaUqNnPNVGmJulaXNwxRLGaYH8DdXBaSH6iJI0NdZ7QIvmK4Bc5WSeA8qf6M+LEXzBluwbytzfp+BzrHQeqT/bRyiZEZoHStRCQdRnM3zPF8flKzPlZ+Tbb6lN1Hme9jVwg6vYzVR1qziKdaAF+/zi4BXgU0wiJaz+HDRvWdcSIEXWEhTzPDqpG3+IjoSccDStDUJYlYSjIPgXRGO1+0K5SK7LDKqfvZJh0JLEfqIzs+oOwBzjJrAacAzSgT33Q9YHVQE0dTuwF+8IR0BtOAifpayCuAU2zyj85T4ZiuQTnX27K/DdBmXzN0uDwU9N+3aflI+IaoDYkrSgwD3Te76C+LGkGPUCTKuXNAK16SargHVD6P9AfLoA7QXUo/XvQ+1LM4gagsad/F4HewxLTGdR/1Ed6m2MFZTAdNFBwkr4GMm0/02+JOzMdDfzNSXo3HgIbX3eXXXZpd8IJJ8yX8/OYY475s7y8XGWEtc8Dic82afsQvmLiLxIWqkTdfm7Fg9EzlPOoIelKAbvYaPuFnEs/gu0LFzZUSRPl78x13/W107Y3LHydck3phIia/TzT6P0xwnhyHBl6Fi/HKxAnvTnpmsDr3MGgb7hftOlgGih/Dui7n0hOJFNlJ4HfkXC7Sdefd9A7IDu3Cvjleg507k3+xGzF53qV18n5CVMZAK+Wres0st6o289U1KP3wM4F1U/i0SeVSl3ZJTSwISnSrezCYoLz80I5QIcPH67d4cUiFdzoW2D7m+baH4Pmz7N86bK9pSCRg1jlb9aBT5SvNDsOsHXaUDZe83YnmdFAZB2gfm97sqrqTcGLoaGPeCE60ZLVQSGWm0yjN4JN4O04N6A8icoWkuxDY58GOSanwCiQk2kP0G6LN2B/eA3iiZxOJ8AgaAEjQR8vGVvrsNIke0/QTgLJ+bA9TAQtAGgiZkXvyfOwDWi7/4ngpLg10Jzb16SlLoEa1Oc0INCKphOngWLTQBk3fC0sbW68q08BY/jJe9/ll1++bNq0aR6TiOXmz69/TWR/25lynQllr78E2fKW8AucBk4KXwMDuIUvQA6eHczt6NlrMvQZXAAvQb7JtjToedBPAl+Ep2Aq/AF/wbKgcYccWgfAvvA5aEwyBJw0TgPrmNPfS1DNuyavfYIyYVkbkKhxovrgUSCH5yPwG2wJJ4Psmb7r2n2n/LHgF9WxDTSD70HtlONuDFwBb0JHkBwOsnFK/xX88joHGpd28CdmI47z84hSr4T3rQ4jXHs0N6j+7CR/NSAbdCuo74wCzVfUJ8Mk0XsSVj6baerLmo+lK2une6LvPL3Xp4J0l4xorO9kkQZ6EN3RHMq+dQI7X64krm/jnqB59BnQFzSuk2wVCxb+eyUxOUc1H38CusAUuBtk+46BOtCClhOngYxpQM4efeTVuT6At0xcEw0Z1N/N8bWEK4GT9DWwIadKz3KIZEKuoRLVp8lBaUiFGqhpVUasEZKfr0n6+boGmrq320HG1EoVERlS5f0CGnw2JDK234Lt5zpXcfX3tcCKPoQ/g/J3tYmBsC3H0mcNqJ3FKm4FPvbk7YqmJjoS9U/1n946MLI1odIuswkuTEsDmbafaTXCnZSyBvpxhvq/tb83EH/UpNWVlJTM33PPPa/ACXoKabKtKpuI18hfCwpZom4/9c3VM5SzJ1mRw7AM2oPe9TUhn5+zxg9/gex7MrI+heTc0hijIpkTMlwmavbTjn8TfVc3R4fqh1+kqEvNi3Te5zDJxHXsZyDH2vGkNOvIJFq/y3c0ob+s4hqvfh2SbstdR16YyFGjMkPDMjOVhvNzff7To79iP32vOitT9Wapnqjbz2TVJseR+sZpyZ6QJ+Va0A69k7bva06slc9koWijZQg12OunEmocs5iw87OX+Qn85YtlRPvgS25PetOz07clKPqe6/uoMhNNptL+NGkHmrR1CDXuE3uC/Bk65yaQbAT2nN2UUIQiHWmuqV2yvWEPSNZxT9El5BRSpGM9n6KWS7l7KeIkowX74d/bHOvv6LwH70OYk80Uc0ESGkh3ANqcusM6eyvSp4Oe31OwLkg0uP4X2LxblFhAosGX7kkT3TCRLt4ElekeViBO2oqk7wY7gvp1UFqToDqnBjMCx3aRYLdAejEdugFo7Gm3JfgbfoQe0BLUh3qDZFeYCHNBH3In6WsgXfuZ/hXdmY3VwF5UoPdhFvQz8TGES8Mb5lj5M6CPOdbikiYZSn8W9D24EPR+bQpRkKjbz614SHp+etYNyWoUGAnfBQqezLHqeAFWDuQ19aHGZJqwXZ9iQ86jvO6pQ4rnZaJ41OznoUaXYwlL4yjoWlOmf5z8eMkrkaGJ/WzQOFvj6dvhQegNm4GcOPquzwc7ntyAuHYA6xn/DoPgHlAblSYeAdm1r0FOUaU9D/HkcTJU5pJ4BRqbPp3dyjVe5Vfm735qcSrfJer2M1n9q3+pDzZL9oQ8KidnmOat6ts3NEG7lueacrjtnSTWaSS7sJjce++9zfn7n10GDx6sOotB1N/03MS7CW74CV85+w0/16TNIfw/uNocP034son/SmjLE63fPKJraQxZTCI93wvqc1bfNtTi2/qQjti+/Fc6J0fpnAHcjD7g+phLpHApu7cOjKxGKKUfaxNcmJYGUhmArsUV7gfGJvW616RwNBwCftmBAw207EuheLXvWB8YOUQLSezK3PEJGi2Hve75sQRlUs1a19T5TQMnarCqa+/XQLkoZ7sB6KKn25Woddj8TVx9YwLIKaq4kAPHSeM0kIr9bNyV3NmZ0sBgKlL/HwgngH0nPiUu+24Xsux7YsN55F0AUZWo289kHaBVPODvQc99IvgXevfh+CeT9xVhJeSLtKUhavNZKTZIfV7nbZ7ieZkoHmY/pf9T4UnQuzgMekBzyHdRf9B3Vvq8G8rAL4dxIDuib3NHf0aS8Rcpp7r7g79f6nQdy6Yp/xmQKE2TUqVpMr8c+OUMDtQWza82NhlrEWq8rvSuJs0f2ImqnAWt/RmZjLPzc4hxfn4+pTCefdTtZ7KPV99I9bcOyZ6QZ+XKac9HoP4vR2Q+S5j9zOf2ZrNtcl6r3wnZungygAxbbh1foVt96TbfhnJ+buMrq6j8HMp/RwdFIvqejQTdt74RD8I5cC38AEqXv6c9pCr2u1L0DtAH0Jw6nF8mcaCBkF80AL3dn+DiKWsgWQO6BzX/Cerg4h/QB8Ie9yXulzYc3A9/gC2jCaYGtqVQaPIKDdZ97Jmg4XI+qszzCcqkmrUUJ8jQaEFglTgna9A9DXRtOUyLVdwAdPEnrwnWaNBChX0HNdHRe9gJnDReA8naz8ZfydWQCQ1sQCWzwb4PNpwTkqY8feMmwk1QqBM6mp6URN1+JusAlVNIz14TIi2+B0WLt1eDynQPZjbhsSYnGpe9DRoTJCOa7L8Ec0H3lWsJ2s9NaMB3IN0G+Ym0bUFSBRrrtAPddz7JzjRG+lT7v4br4DJ4Gew9XUk8HZF+9IxVz0jQd1yT+H3B1q8FT9k5ye6gspqcLgVhchuJKqPxupV/E7FtfYH42Qb1FZveg3hWBOfnBXJ+Es5k8Kv7KwSJuv1M9hnIka7vqWxkocpmNHweaKxcksc3EbSfedzUnDTtV64i+zQVwp6bvhWTQGX0fJuDX2RPNX+39lv1aSfwyhCU3UhQPW8EMyJ8fLq5518INwrcp74vWniTTuQvSVVO4QSdW/QO0AuMItb2aVCdcorvWNGv4LlAmjtMTQPJGNA1qdI6P7UTcj1ziWUJe4IdkJ1n0oNBCxLCJhLBcvl8LKe8Xk6tdsSTC8lQmXviFUgzXTshVO8gCDPqV5j8TwiLWdwANPzp66PfHvSua+LoJHMaSMZ+Zu5qrqbGaEAOMPsdkz19EYbsuuuu/3Tq1EnHGhB/AXK0TAOlPQTFIlG3n8k6QO/jgWsCtGKCB6+8ahiYoExTZF3NRdVv34LjYWkIEzk7DwLr0LozrFAO0vz2szXXsxPYz4ifCDtBZ3gPdF96f7URwo45lfY73ATLQ77IjjTkG1D7/Ghyl+oOXU5ZTPbiyL+xwF//b+Tt5istx6vyr/OlBaNy9qjM+ECGJrtqr79+xWeCJqtZkTle+R44PudDbbVXpT5aKBJ1+5nsc9AYsyvMh4dMfE/CXUNYi7R8lTNpmBw6slH5Kn77ma9tzFa7mlNxcD58A2myUUKLOEG5lASb/2ww03esBR+VG+FLC0ZvMWVuC2ZE+PgTc89HxbnH5UmfYcqsG6dMvGR9U6TzoneAavAgRWhw1gEkV4HS9tcBYsvcHzt0/6apgWQM6L3ULd0PjXON/Uy+BqfxBtxxTi2Y5EPNPf5IKIduUFYiQQ56fx8Nlkn3WA5nOxDVQoAmBa2gIzwIuqYGG7tBMYsbgC759JcNJK3K8VqBNHeYvgaSsZ/p1+7OzJQGKqnoe5CtnGrCLr169eoHdWecccac0tJS5Wnw1hJkZ3V8MhSLRN1+JusA7ccD1w6HhuRrCgxvqFCO80u53rngdxDKYaW+/xGozdNB4wX1b+1w1qK2HKJNIX77OZAGqE3a2aj31S/LcTAWlG/bPYm4sGnjia8G+SLlNKQT/AeugM6wImRCNN7sDW/DtyCHt5ydwbHpjaRJP+eBFY0d5UTVuL0dSGcqMwWCIlt4KmiSfytokhq8BkmZkdme14adn9O0+5P/AEk6KySJuv1M9lmor9l3sqGwd7KVunKhGvDbz9ACEUtsy/3o+6xvmPpWDYyGg0Ei2zQNlGe/bfIV7Q5PmXR73uYcx5NVyJgFKntySCHZdV1b19gsJD+KSRoj6H5134nGC0+QL70dB6mIc4D6tNWfuJSoj7ukLcwDDdzGgfLEAeAkfQ0kY0A1GZCu109wGQ3AVObABGUKOUsrTe+C7vFz2AWUJnaHL0F5r4MVGeNj4WLoBVtAuqJrxFv1rybv+HQrjtB5bgC66GFqUqOJ5HeLkupj+pirn74AK9enuH8ao4Fk7Gdj6nfnZkYDGoyp338G9e/A9ttvP0POz549e/7To0ePnUjXO6EyA02oAbAcDcUiUbefW/Eg9XzHNPBATzDlVD6erE3GArgiXoEmTm/P9R+Ar0GTFt235TfiGsNoIrkRNKX47Sf+r3qdtvE1aHniT4MmXbb9NpT+74KO8LHJ94+/SCp60S426esRWBOGgfRmdajQjl01vm0yYaJXxX969EHsp+9VI/sU3p/Kirr9TLZvyDl0f5IclGylrlyoBvz2M7RAhBK1aPMnWNulRT7/t+1uc68dCK2D1Jb1h3PJP8qUTRScQaY9T85TLQR1hYdBfijlXQvFIktzo7pnjYsTSX8yVU7j7FTEOUB92mpGvBvc4UuTl1+r2VKuPuL/AyeN00BDBrSK6qXv6gYuc6cp17OBcoWcvTqN/8Lcp3QiI2gNoY41udbKUQlcCjLQSvejAXo7SEfksLoGPoVp8BVI75rsOPE8NwCN9QK9s9+D+t1EUH+0sg+Rn0B56j+V4CR9DTRkP9Ov2Z2ZSQ30ozL1+XdBu/am7L777nXdunWr7dixo3Y2bQwXgspYB8HZxItJom4/t+Jh6vmOaeChrkH+PJgAe4eU3YG0saAyW4Tk51tSKQ1aATR+0bchn8RvP/Vsxvkap0Vj//hK+Za/iGtMquPHoCVMNcd7EjqJaUBjTelQDuTfQfqaA6/BSPAvqmvi2mRS41XdJ+cn4YSZmdspm8v7ibr9zKUu3bWS04Dffi52Bv/7e6vhw4dfOWLEiDaLZRTmwVo02zo/BxNf19zGsoT6Tti59rkmXd+5G+BXsOM5LbANgUQbucheTE7n6G+w3x0byp72Af/cisPIyxTuUDrYPM6dSh/jTZmd45SJl+wcoPE040svI67Jyoq+NBdNXwNxDaivSg2Y1Om1Gh9PniRDZTrHKxCBdE0kbgZrUK0xVKi060AGQKufStPq1AtwNdwH00DpMsptwUlmNeAGoDF9nkGgfnYraCEpKPr5gvqkynQPZrrjlDSQjP1MqUJXOGMakFPkFvgZ/DsF1O/rKS8vXxi3aaZsH8Jik6jbz2QdoHruB4CdVOl7/QG8D3YCoH6jX3ZEQfSNCPtOpHtvlZyoCWgybEY56dKOqTR5kmgy5H9nZ3GscnYsqrgcevjK6tO1k6yPid9I6GSRBu4gKn0JLdK3AYnehzfB5kmXK0HOpcarOCW287NyNvF4k+uctyvFC0bdfqaoDlc8BxqIO/4cNmzYuTg/6+CqHLQj25ewc2r5GfyyKQeHwCUgOyYnaXMIir5F6Yo2Hv0bHoABcCG0hWIUjael51GgeWRQpCfl/wjy1aUi+ubrXC1uOnEayIkG4hpQ39VfIa6OebYvzR9dlQM7QG3rz2iiuFaFlsrCta+nTulBqz93wZGGvoTaDaK8J0wofewBflmOgxdB5V71ZxCXMTkCboeB8D/QgMpJ8hpwA9CYruRs1888Ei0SKa8a1NecpK+BZOxn+rW7M1PRwOoU1m6A5+AX8DtQZHP9fMmx3QmtAdc4mGDKvExYjBJ1+7kVD1V9YEySD3dbyo2ASWD7jhxw78DuEAWRM8zeWybu52ZffbbeZEK9q9ppo7ADSM/2PDntPjbHGntpR6N1mL5l0p8mPM7EBxFGVuZ55TvhJLwJh+EL/GS8PwPNVRu42UPJt7pUKN3p22/TZAffMMeXEeZUuJet+A+PqmO7Pyu65PTimb1Y1O1nqtpanhOugdEwFfRN1rssG9EWnDReA3HHnzg+L5QDlF2g1zX+Mk1ewzRaIHu1nmmJnJ7fmjRrx+w34WhTxgWZ10ArqpwC0vl7sD+0ho5wN+j7rbzDIVVxDlCjMU1kdkiSNqlq2ZVfTANxDaivlDq5OrUGpTI8flmNA+2MUP4wf0aO4ytwvWvBTmrVnq/hfKiCxop2HcvAyrEUNvnpRLqcoNYAaCIeJhoUaOeC2reRKbAF4TcmTel+NMDXvTlpWANuABrTUT8CDTYbEr0fwxsq5PITaiAZ+5mwApfZaA1sSQ0vgF2E8ttPa49tmhamrP29n/gnoDztGvvKxE8kLEaJuv1M1QHq7wNaMNJAv8SfGIG4xs/23cjE7VxBJRonVqeArq/39F5Q/DsTzjfhlYSvmLjytQvoPnOsxQulTYaLTPx2wkgK/zFQ59j/kF5VF9sxqbDyT9K1eB5PbiJDOhoCGqtbvf5I/AZoCXaMP4p4zoSHtxI/ef8h5vysuitnF87OhaJuP1PR2vYU1hhU/U6oz1kHlY41T1sXnDROA3HHnxFygDZDReoz+q5Izgbbr2TDRsCbYPuXHHQtwEl2NLAp1f4A9hn4Q43Be6R5WecANYo7L45y/Yq28d5pKtudFtNAXAMaUNBtHFudv0f8HhgKmlAqfQJoq3hTSHsu+j3Y9mlQPNt3rEGfJjCNEa2iqf47ElRiB/Aql8hpOcDUdSrhBvCnObYG3N6HDf8gfyVwklgDbgAa088JBOo7mvDHk7XJUH/ThNVJ+hpI1n6mfwV3ZjwNyCY+A9ZOBkP7baqtqKh421dOg+Ya0KRMC3o6b64JtRO0AopRom4/ZQ/1rJPdAVoMfaCUm9R7JJpC/PZTu0v8EyuN4/S8noNfTVzv6ZrQxhzbBQ7tMPvOpOmdjpzEfiZeucA4C+/G6Xk4zs+nY47QygXkd49z0w+RLj12Nfl65toU0BouAjmUrR0dSzwnMpifSNL2V2L3U/nOh4Vvd6NuP5PtF8tQUPNBvauaN60D5aDvquZqV4HmZ3JUNXZeRhVFLX77uZgi+An8IThBawnte79YfgEdaNFRfUm2fhfQvEWcBbJlVkYSkZ0TsmlOsqcBveMXgsbVk+EL6AvrQ7riHKBGc/sSPhTCo6S9CzNAL8PVsC04SV8DcQ1oSJX/Jk26t0bGhlpZbirnpz6qevnUlvdhG5DIMO4D34PyNMBrjDzPyarngASVHG7KqG/6DXPwlFtNORnw0SZudSnDfQTsCdeDJunK+xYS1Ul20YsbgMa6wBoEWombAHvHkhb7V7vrNdFRmS0Wy3EHqWogFfuZat2ufHwNLEuWtfuyt7KT1SBbaW3mdB23bdu2rnv37rWdOnUK22X/tzlH52kgp8lasUrU7edWPFg95zFJPmAN8qWTTrB/HNYl3Un6Ggjaz7WpaiboOQWx7/X95K1u8vXuq9xvJvycsAwiJTg3u+HsrDXOTk08FwrpF8byKmtxih6/MGNR5Bqi0pHmSxKNI+8GORHCdPwv0rMutPXa2P1U/fJP7Hlm/ZpZvkDU7Wey6juNgupX3RKccIwpo7mOk/Q1ELSfi9U0cODApRdLKNyDV2m6+tRHJrw+cCurcTzL5GFO6su2D5Rxh/mtgVPMc9PCp5MEGlievNfgU1DcSfoaSGhAQ6pdijQ5qM+AY2FNaEo5iYvLMH4FYca+NenaQakyO0K6kowD9DAq13WEJlvx5G0yVEY6VGgHomcTD0pnEmydXYKZ7ngxDbgB6CJ1HEDUDgR+Jf4BaIFgCtj+dDFxJ43TQKr2s3FXc2dbDdxMRP3YOj4Gm2M5t3428brWrVvXOz979epVt/feez9r0qsJ7TdBdVjHykbEi1mibj9TcYCeSUewv8yw9jIs7FPMHSYD9x5mP3tTr3StXdpC8Ttgb5htjueY0DpAVUbfuQ4QKeEn4mcZR6H+h/SwMSIrmVXnGufovGqvav+AAnbmWPqZDivDMHOsNC2C/gjaYaVjIZ1qXJ01wfl5mG0vf9N0l6xdKLcVR91+JqvNOymosWdDCxHTKKOyTtLXQJj9TL+2/D1T8xlrmxSu5WuqFsM+MPnajDXIxE8ldFI4GnAO0BSelVaK9SL0SOEcV3RJDRS6AR3OLakfnLjkrS1MsSvg1y5MST1yHafoOhqIx5N7yVAZ8QqEDQCsk3QG+SeYsiovAx4mWq3XhF1lRkOxiBzXfeBFeAsGwsGQSNwAdHHtbMvhCJgEtl9q4vgO7A5OGq+BQrefjddA7muo4JLWOWUdoKNIUx/vD+MU52fvtaeffnqdnJ+77LKL8vqC7K7iN5lQ5XX8O8jWFrNE3X4m6wCV3VwAcgS9Bv3g1jhoMdhJ+hoIs5/a1GAXJTQu0vup56H3V5Mk7fJUmkXPaSi0gUgJOzsvMI7C2gQ/ca+/Z5yKV5uys3EqBhf7X6KQ9DXJhIr/AnZsqWPp0e6Il+O5OWRccNB24L7+Ultx6J6T8Qs0XYVRt5/JavZhCmoxoiH5hgJyxjtJXwNh9jP92vLrTM2Vn4aJMAkmgOyU+AyehVFgN3p8T7wV2Ln6hcSdFI4G9G3Xs3U7QJN8ZlrRfDTJsq5YuAYK3YB+yG3ppekYfnv1qceaMo3pKxtThwbhWinfA4LSiQStpmvgrn6pNsk47wBVsAZcAjpfeb3gOBPX8Ri4BTrDMuCXmRyozDR/YoTjJ3NvdqeH7tvPKI5XinPvbgAaRzEkrwitQX9Px0nmNFDo9jNzmshdTdoF5bcJ/rgGyfcpv6SkZPp+++1Xt+OOO9r8AaRbGz3R1DHWhLcTFrtE3X4m6wC9ko6gPnNasXeIHNx/PPt5m55BB6+kjtUOjXusQ9S+yzbU+7tenHa2Jf0s0Lutxe9DoRIKQnASXm4cmvr7nhoTNSg4FO8158zgHPV3K3IMWFsn3cnZ6Q+tXfSn3WhPzlTIg1yG/7n+y5jzs/KxTNWbJ/VE3X4mq+b/UFD9aMsEJ6xLnvrgFQnKuKyGNRDPfjZ8Zv6WWIqmjQD1oWQZT1m7APaUOU9zaSeLa2BZDrXAuyPEm0cvfkbujpwDNAVd62916eV4KIVzXNElNVDoBvRVbkn9QFvk48k5ZKjM3fEKJJl+vamnhvAuOAi0K/Ee0ABS17gK5Iydao6VFkT1yBGl84J5OtbKvN3tqEGELaP0qMuR3KC9Xw2QDwQZaz3DKaC894B50RLiBqBLqMQlZFkDhW4/s6yejFavSfzT4J+8z+JYNkELSDb9BeJymNhja5unkaaydkFpjjn+gTDfBoM0KecSdfu5FRq1fSWRcgeRqYXKZokKubyMaCCu/TzPK3tbjrIZXmXdUK+87jSvtK5t7PnpGeqdvgDCFvTKSL/BlFFZPxM41ngir8W3m3M+8aQn8n3YxY7jdLBxgs7ECarJrhUtrGvs6teH7OeD0BrkQHgJbP6nxDMqtO1J4/wcy2B26YxW3vSVRd1+JqthLUion30DsrlB2ZQEOeP1jQ7LD5Z3x/E1ENd+xj8l73MeoYWyQb9BL1gb2oF2+VvbpL7zBUwEO857n/j2oDz1v1XASUwDqxE8DHYDlvSoDV3PwwaQC+nARfRdHgXvwADYD6w4B6jRhDru1nHYgfTjQQMZPcTTwEn6Gsh3A6pBUnd4HF6EB+BwKAVJb1A/GK6DECkn7TNQmWNC8lNJ0jWvAxkO1edHRlfOTzsgb0n8GhgP1TAdtKq1G0i021PnW+OtSfn/gQyD0nWNI+Btc6y0lyHKogmndXKeHXKjq5I2gQ5Rh4HQzo6gbEeC9PRuMKNIjzXhkU46wf5xWJd0J+lrIN/tZ/p3ll9nbkZzpoLebyG7aW2njmVjR4HNf8wXD5a1ZRSOA/cOoAQk6vZTk2098zG62QQix5rKdUhQJh+z1N4JjaAp7imu/cTxt9FvXuW3MWdeVZ0Nf/IqZ87xqu4j/+hZnrdqSKMHkqbnJyepJtNnwmUgp4vSZSs0Uc5LwWl5k3FgzuMej0q1kaP4H7fZZfmEqWMWPzn3TzKlE+ngJ1gfKsEvGoPNAJX5xZ9h4nsR3gSyr3fAYSCHc4NCe843bZpJm6Joc6NuPxt8xr4ClxBXHxIfwxB4Ej4E+93+H3EnjdNAXPvZuGqb7Gz7Dv1FC2SfrMjvo36jebHtP88S16L4FvAdqK/9Y8KbCYOyAgmXw0cwDb6F/rAJRFnac3M/g/Qj+6/xz9swB5QmXe8E2ZSLqHyeftFxlVdWdysLmjhTdG2h57gcOAcoSpCcB1Y5iUI9xHKd4CRtDeSzAd2Fu5oKYX3gA9LbgJzlf5sy+qD6+wO+soV/EHkC8eBgj6S0RDq7Bp4x6Lp+Y81hQtHgW/ekgbgMgzXoY4nvA31B+XawKueqjo+DKMtBLbnP7b2Sr/SH/JkInMYEoA+D+QcYOL9EOG6OVzlLg2h2hcxjlK4Pml/sx/Ndf2KRxjXp+xPC3h1/Wp8i1U+mbjuf7Wem7rGp6zmQBtjBmvqu7OVvoPhrYFe1NfjVYE7pGijbsgr96L3QyncX8H8vOCxqibr9TNYBujG9QP3t6gLrDS1o7xdg+7reAY0dkoWiOZcG7eds/nwQY4FTY7sHK/+IOdEWOUT52fdExgaPEZ51sVd6bkXs/mUH1J/9IkfdPSD9fAVJOe4olysp4R7uNE7CuYx9Dkn3woO5N3TykKlrHvo7w9Rl7ejrCeqeSp505HeArsaxzrF9yx+qz20AcWWOV747z28+1DK2OzhuwcLOiLr9TPXpaC4jJ5O/ryg+CY4GJ43XQFz7OXTo0O2GDx/+NWgDRKGIHJfqI9cEGvy0Sb+S8FETVzl92yaANhDZfvYK8eBcvyNpU3xlbFlbx1nkRVG0aetj0H2OAvlMrKxI5BFQnmy9nJAZl7XY2HUqv954y6uoXfTtrpyPw+S/XGw66PovgnOAogTJAaBOHoZWd28HOYOCnZykvJItac1/YACMAD3kYfAgaIVsdyiBppS4BrQpG8W1NwfGvvUvhxzdJ0InOAcmg14aDdQOhWNAhlBpP8LD8ATYl+tv4ltDvoiev9p6pWnQ9YSa1CstiJ3IjySvqfsKTUhPeGBLVfNTBv44/84M7P+FITxPOx0YpD/OoP8tmED6vEUGctEEJ5j2Fz+Je8OrmDdxyZ8ougFo7PFsS6B+oz71GvSDW+OwL+n5Ks5+5uuTyV27LuJS1jba0C4MWVv5ZlVV1YJ27drZ47BQztFBEPXV/sY8majbz2QdoFUosStoTPGQie9JuGsIa5GWT7IsjXkK9A7ckE8Ni9OWlMafg+sdexVb40i7iHHBi4R/BscHsxgfTPQqJzC+uJkxxdF4/Nb0XVsLHtYpo2eaF9KHXzQxBro/di+VcwK7NtNuI/d/pdWP6qdj/0xl6hs1IKdmUI4iQfnic5OpifF4k6Yxdx84Fi6Ab0Blp8FasIQwiG9NG6apHbTnqiUKRCch6vYz3Sel/qMx6Q7QKt1K3HmhGohrP3F8XjBixIi6YcOGXRt6Zn4mPkOzZE+06O0Xjd+Urv6zt4n/Slht4sqbZeL/IvTLqhyorMq8AbL7qkcLnZoX2XHlUcSjJtKj7nsiLB1yc3KQvg4qc15IflpJffieVXvle830Kof8zaKX/Qbpe8136D6+zXJIS9qCnK+6fl8T/kXopIA1sDNtfxf0UBtCnW9daCqJa0CbqkHmuu8QSnf9QS+ppAUMAmuwrG71k5074EuwaTZ8mzQZunwSDSzVvi18jepO3G/MbfsVMu4PNV6+05suirVqycB2Uw3aMWzaqdE7NpivfA4H56cYv+mLDGB8x6bKTGPy8oNXofIvcG5/6r1CdWJM9yW+SZ/Y34ORTvTMg+IGoDGNXEkgHZ0WVFCBHDv7WSAPKsvNPIn61Y+tvZ9kji8ivBjqF71wftYdc8wx9f/be9u2bVXenvMZ8athb2gGThJrIOr2M1kHqCYCth81FPZOrNImyZWT7yPQe6O+n8/SqPFnH8aGjAs21hiBMUe/sSyMcrzw5/KLxh2V/KdAle/Cg/d75W8czI6U/bzSG8flwSYKBnfarTkg1tbKfzRxzOQDQx+dGZPxP8NX1X3mVcxcfVHfxjdcv6FgLcJNQRNQLZzaPj+QuESOdKV9Ai3BL7Krz4Pyh/szFJd+ubf3zXN4oc+isXywaBSOo24/o/CMonYPce0nzs8L5QDFEXpdAd30k7RVtuQYX5uXMmmspdTL4eb4aULZn3Ygh+ZdoHN7gF/u5EDp2oCmb2NQVF75k6EsmFngx7fRft3bJQnu4whT5gVfmQriK0OYvnzFFo9We946fG+u5Fv8o/32Yv/r3vMqfiP9eBSsZxmUbiSojfq+KMSlEC1JSYkFfuvb0n4NCPSg9cJpNV6rpn+AHqxW6FvAKnAA7AufwwkwBJzE/lfP7VHE73AmaCAvnckp2gF4z+r/joUcJTWwAvQCGUDpUR8FTY4/ha8g36TSNMgadB1q8Knnr/arD20Am8BQOBpyLmyTqGrNLoFyr3yNWq90jRKvZA0eBSgUHml1ilctalzMV11Sn8AZCzPqauq8kl+wbz+T9nNdfVj6cy1hqVf78wJv/s9tebYUeJZTpsP+oOcelC4mQc4NJ+EaWJtkvRcPh2fndar6vrOfef2IctK47lxFA1eJNSNrxQ69swnXg9kVFRW3HnroofNWWmmlij/+fTrD5AAAQABJREFU+MObMmWKvrHacfIq5LvzhyY6yUMNjKVN/ZJs18dJlstlMY19ToYPQc6rLUATi8hJH8YIfbyaL7gxoWd2xLKMB9/2yg7bwCvT+Gk7zMc2sBJGhLi33YnMcQWCo7vubD6UE8gbz2Dja8Yz4+HrOd788RiR31QoBdGYSGPS5YG5njca/GM8DheXUUwwd/QqH2Gk9C/aMovbOaCZN/+NxUstPOpI7CTYHDTQ+hL0jX8d4kqVV/PIf72ykq5eWb8NvdLlx/DDuWP460pvenXNOOlmg//8BRxIQS+ZUNeUqE/9Xh9b9I/G4ifCD3AwyBGh8Vu9rOtV3VHiedvQ+SbN8eYe1yd8TGdKuyBiGliG+9G78LO5r3UI1YfawUh4HDROdZIFDdQipaWlXklJSdg8KgtXzEiVY6jlSDga1D8kc+BPUF9iSuodBRKVlf2ZqANEY0KJ/C1+seXPJVHfxqD0JeFMWB92gDchKiJ7LLE6ih0t/q/NU1mNmS8Bfcf0DdD7+TJcAR/AEoKxX3Z5rwIdl56Irdd59YLN/36Qt+DXy735O0yObUQYZPMC4SvmePVAemQOG3KArs2drpzm3f7EeSJf5A4awrOv/yPrekETyX1k6qV7HW6Dp2AeNEY6c/IZUJpkJUs1a9bM69OnT0mHDh3e5px52M3/HHHEEYovJqwktSdBxmJpk/HLvHnzuh59tP4W/eJC2YXtwADXUeezhx9++LWLl6o/KmGL/n2UkdNSMm/QoEEvDRkiX2D9dnU7gLxj1VVX7XDWWWf93b59+6+Z+JaNGTNm7s0331xVXV2ta90PPeEleNhcX/otTfX6Obj/72mXHLnDYO5FF120Evc0v0WLFr/ywZprrq9Jvgbw6hv1kkn98zVp0cyrXKMOh+Z7N153cc2yy7YtnT+/srSmpqLDQw//sfJnX6zARa3xrO9M/6y6ivdFt1O9BVUxf2fVzJneZrfd5ZVXV8+kw+PYLKl3bCr+5eknrTF1hx23ra2smFdbUT53flnZ8Iae/911dSXffvvtnAcffHCD8ePHX8X1L4ndeezfE044YQ/66H1lZWXeKqussvqKK644NF7/85/3/+ydB5gbxdmAdbbvbGzTDZgWbEwNzfTewaEkoRPKT3WAYJsklEAKYNMSIISEQKgBG0ggGLDpPZjea+jNpndscO/3v+/dDshC0ul0RTppvud5NbMzs7Oz385+O/PtSKrC+Iuc836wHLzRwc6/1PbTZ1UfKNR+quMorasBX3JcmFQ5g1BHhM4FbfzPYQlwkLruqquuevpiiy3Wc9q0ad+w2mHBmTNnMgZrkCuSMAZRA83VgGMI6cjiM8AJ3wDwZeqrUA3y5iQcbmum5jDpn3NaOGHSFu+W6rIyL2FXuTI196TFUzXLbpbq/BlOThyjNStSbkUM/k/Cu5b5mPvNStWPZyzzOnk4RlOvz0nVvDI+NWPMUt93avpy/gLYB4L9Idqw4OFUQp2MVDWvvMLqyJX4CSB22Y1shmRzd6xNzX583lINWz6LzgHHhOn1u0hgIPwLtIvaymyyzdDUnMv+lppTd0OqdvoWqU7d7knV8q9Qc+aek5qT/pxz7qGDsze8CdfBMrAofACu0Mkmn5P4BGwFa8J/gZlz7SE09nDODSdF/e54L8abHqUqNOALzD+Dc77TwXtEm9oXFO+VzYD+EaUtNMA88lbmk1vW19c3TKbb4hhtUOdV1HkyYBNTv4S/g3IX/Ayuhq0Am9LwU4IEDbIBn9uANnBMQ0rjxwIEi8NEwORmFW2zdncVWAEehnQxbQ/QwepxnwF1ymOl7OWzpIWeQy4JefNTIIx7ZhPXrveCnWEHGASXgspctFuqdmeenbuy+SMeS91Nx85PRpnX16TmjqhLzVaPZ8EmUAu5JOTxzK5M6dLEaZ1I/iFNlMmVPYyMU3JltnO6nWBt+Cs8XeCxX6fc2eAAZ3l4A1oiDOKa949edXV1qVVWWYWxSkNHTWE0tyD+PQcohnQt8rZPa1x9ly5dfsf2m2lpDVGcjt40PuAahO0eRHwYziM4u7pS574kmt8ga6yxxoeJA9Q2KUvBvn379p3JhNebdD0TN9hgg3qchq76uZvN4+F8OBZuacnx2/j81W3Qyw9x5Kb69++f0gmN9PXjzTffPJRgd5gBo6BBCtG/g2o60ZIPjB9/0IxFFw3HSfX4/Isfsix9RyoKqzYbDjintltq0jJLp+Y0Hr/hOBNXWGFRHKDE62elr9r8ZMP1un3Zf02va5D6Scsstdb2Rx31UkgI4U077Xgt8R+G7Zr6+jriea8/1yyFgzO1+uqrz8UBar/aGP4NE2CDd9555ygc812JKyvCCrn6X0OJ6v24g1PXJh4Ev+9AaigH+/nPRG/NVVuwVc3dL5afVwPLsXlxWpJ2o8FWEWoPTwMHyGvC7W+//fYH2M5VX3311c5Tp04lqeEbFvcT/seNKFEDVawBx0NSTeK4YwNwrPEg4FhsMAqfs/gHGn73ctnG9NkrM16atkKqzrHEyp2YADN5W5m4g2HCmkUInbxJw3KYxVJ10/AS3jmXb+ZMTs28bdHGrwg+TraT42lwD3wK2ifHL47rzTsCvpW3+HZNn1TdjRyD8VT9BL4RM4AJoxPrbHIGiUeD9k+HwG0wG7aD4+D/gKY3/KkbwTziuNoxVFcGUReelpp17MWp2gv6pWoO/VOqS6dNUzX1B6dm16CkOZTxGdYbvgDHnzpEw9zNeD6ZmWQ2lMf5uS6T4wtN49yOrEvNej7fzjGvojTguP9vYJ/8JDmzQYR9IThFhhA/DEbDnRCllTWw55576lv4cStX29bVaTuPgivgPNgb7gDTMbuprUA5AT4EbdZOMBww4Q2+l68Jg0wnYj/sBo4lg50iOo8smGxpw4N0JqIDzxdPxtPFdPvvzemJZRi/mzbZ/sPBZwemfh7RXh+TpKxIqJ0/EbTdk2ERUNe/WY7Fb1emalfbNNWJZ1v95qg+0QmeiYZn7dzh41OzbuABMoXyQV5MIvql1Fk2MU95H3z+VJzYSfPJQDJR6DyyfJI2ldAb4D2wczp40ZGzOOgccoD3AJSD9KER48AO581bqOxPwX/B2vBCoTvlKNed9LWgKZ2H3ZfD8XQNjqe5Z5555uZ05dmsqnuWVZ0OiL4nrELsT3mPkZo9e/YXGNm3vleIhEsuuaQ7K3N0mDa0g5U5r1Pn+Gxl+be6ZVjV9wPzPP6BBx74zaRJkzTeX4HpOt1Gwq0c/2SPf+edd656yy23/PMThPSloCd8DQ3GjuN3Lfb4bXj+S9K+J8FBqW1dCD5fdtll78ORu8GMGTNW4K3ddCb1nQg11ifDaeArrS4b0OffPvjgLTrNmLV0t8mTF5n/3Q+6L/LSK/P5NXROOvmKev1iXPqaOTi1J/ZdLlWPU1Hp+eFH/H96ul2qd9Xmx67anLTsUuO/6bf8tFnzdftyznzzffqDu+55qH7qxA9Q6Gfsqj6/lfa4/vyeX290cQUHZX4xr6y55pp3H3XUUWdzbadn6X8bUdrJyBPg5KNapSsnvg9cDtoVuk/DYMFJU6a8S4K2tRykD40YB7+GUtlPB+ZSqP30Pu0D3icOwKIUr4FV2PVh6JVWhXoN18L40bAV7ArZRAfEz0D7GqV5Gqh0+7ke6nganoH1C1CN/bAv8Cj8tg96jztp8Bm+OrwPwyFKcRr4Ibu9AnMhmVAVV1GylxNdr7HX5k04BRwPONbaD3y2eJzBcCHkFGZ/vbumuuAUrVmZQtimmg0xRNwjyaAqVT/1xNScF85KzdmE/Bfgp/ABBHGecj3YV/YA5ysWmK93quvNRLeHL/kWznY4CF80L4s4KX0NtH0DYAyky5psPALzwxbwMKTLz9m4DB6DzcB6KFR7yBqpmot7pGrqxpL0M+a9L6TqHfPb3uMhnIfPN8fhnkM/GAeZ4v3xIehEWG4iE+Buqa7PoqvlONhFdakZgzJ3qNDtSrefhV62Yyl4DmwFD4LyHKwNzk3/B0vBR/BH+ANEKU4DrW0/i2tF6++1L1X+HdLHgh5F+4VpaViJ+Q4h891vvz18G/HdYRaki7bZfvcSdIYv4X7Q/n8Bi4B2bQFYPokTNPykykBC6/s3PAzauj1hc/CZtQt43HIVdaXt1zb5HDwIfC4qvUEd7AbODR3XHA4+LxqEF1n9ef7tipPliKVTNZZPpH4ml2EMz66bZqVm3cLD4eOQkxH6XArXyefKnzPy12Pba2G5c+EYmARei6qVXpy5SlMxdvBM6U7CNaCDxodyuYg31xR4FOoKbJSd7h6YAbUF7tOaxTSgGpU5rVlpK9SlDm3X5XBYEg83poNZH6jm/wkafmx9QKpmyl9SneunpbqO4cY9b1qqy7bPlEanNimb3E2ibb4SFoUxbs8HK6Vq6reGA1Od6n/POdyZquXPg+pu4QeEn+HHhD8mPif8qHD+sG6WP0DMfo+zz43qgfB4f4CYf2Dfij8qWglL5f1T7uJg+hegrm6As2FDyCcaefX7eL5CVZDnAFQ9FMLQMtJHtJ9ldDHauSmYwdTbEPrsRcQdVLl9OnydxN12AGfowDSUn078SIhSvAYq3X462La/PF2AioZSxj4V+leucFgBdcUiuTXQFuPPZTmck95s18xJ68m5m5M/h8H9UoyphjDGejCMw85KdZ7VrfHnZrLt7BjGdjie9TuFPdlvTLLvJ4zLVjM9j5xEnvv/M0+ZU5Iyl2Qp4/jJ/Q/PzJvGi7vpqbrnbAv/1Ft/XKqTDoJscgWJ1uH4NXNeU0PapUn+g8N4CUh991inY9BXvl+eohUrlW4/C71wztl0mvuySOkN3ncfuJEmbxG/JW273KLr0KA/gPfQTWD/HwXD4fewNdj/SyltYT9LeT7px9Ypti84x5f9QZ3fB3NAmyTvwq8g9Dei34rX0L4YyqaHjil3B/0vpt8JQbYhYtpk2DgkpoXDiJvvGLU7lLP8gMaNBdvrffga+MItjJ/D2Pr9iTiceSb9jOfbP/UjJM+phj8VHM+/uV+T6jL33VTtoSi0OQ7KvZLjevy74OfgddX5GsZYVxEfCJahGdUtR3H6Xqgl8qjBCZPOxmF5ypQi648c1Iv4CHjD4hzPKrWk/gTCzXdB1lJtn1iuBrQ/p+71VZeMoxpCb9yj4V23l2HC/EmqdjAOvlEMtian36zfxeu+Ju9aBq2D4BAdgbAX7OK/luskxTG4OXkbwtqkr0b6itMYHHLwpTQI3uzjWEI/LLuBbXijT3tqPuVaT2WFMvWsRZ2bNTocG/69fPd3UrVHH5/qzG8udZ7JYPPftO9O2vW/qam6Sd+1Nd8/pDc4QD9ln+eTfYfT1jM41iDPhXA92rtkrjbSvmqQOABtvMoDCC4rEG1QOUm0n+V0NdqvLb/kUNr6T5JwKKG23rQvYD9wsOS4wLR03mB7eYjSMg1Uuv0s1AHqhCf0s6eIO5azv/0bxgBDgobtMwl7QZTiNdBW40/H14eD4+t3QOeez0THla0i16U6X8T4LfnH+brbHCdmqdjJsRPNOQ+nUgszfns0Ge996MvoLOUzk64lwb7nhDFd3NfJu+wDluEQ3xMdNua5yud78lYq1fX1VB2reBrHnkx6LzEto+BSbDO8bajnOUJt8bqwK+iMsH6Gvqn+jEX/mNT1GQlLk1ZNUun2s9BrqcNQx1GXZIeDCO0j6U58V9LNgGug3GRzGvQ42OameJAyK0KppK3sZ6nOp9DjukDGl0fL5tjB/vVbYCrfcA1DOJPtMaAvwWsbnvOfEV8OgvyHiPm/CwlZQscGltk7S165JS1Kgy6CSWCbZQaJo05LdTmXl3j1r6Zqv8GXMjc8C5LwY54JF09Pddmh7js/TFMv7aj6e+LzKzhaw/EN54C+L5/X0QGKEhQN6IcNsfwfr5LtA76cxLcQx0Bw3nmRvfAOwp6FN8AJ3WwwzxvQFW52gFJIORvQLVDIx1DfGVZlheQhrJC8NNWl/s1U7dTMm/WZVG39Faku/2Ng+ZNG52DdSxk3czJYzedobCqvbjbH9dg4LusmwqyWH6NuGkbmbeoZMzLVZcJpGKOnUl1O4xx2xbG5gQPJMd8NJkrRRzrKMeMAtKNcqdztjPYzt24qOee/nJzPwz8n4ZOE9oWbku36ddZZZ+Jaa61lGd5LfTuIu5e45aK0XAOVbj8LdYCeiCrtZ4ckKt042d4+2V6I8AkIfTRJjkERGijn8WdTp3PoFoxJWRnD74I2rHh8ZXr2b6RNoMPU4yx9trFc13cpt3xTlSf5VxPaFw9MttcmzOWccUKeKX8jwf1PycxI2z7qAMbVtK9hLIuT9knGnMuk5RtdE8aCdWXyJWnbOV5lPMwE2nq6bEVatUml289Cr+cJFLSPDIAaeCjZ9uvCQQYTsczJIaFMwg1ph04i5+d3wZGwKzgX7Q+bg+dxONwMM2Aa7AmlkI5sP9tKX9tSsQ7NTDvl9tws6Y4n+0G6vNGD/VfL/8Ls9+xgnb4I7SjS9ZpU54NeT9VePi1V9zS2Gn9Gus+j4VnmCv7f4Huwv3v/Kobaec/XF2LFyCLs5H0/HK4Bn0mo+FsZSMz6vR5VLcdy9nbUZfNowTyNlMa2HMUb6grQ4Zl509mR/gf/hPQOwGa7S9kY0HGssmQQ9UMcmD/FIXg0XMDX2e/9ItX1M76qk/lmAmdm3ZQJqdp7h6U6P8GrZm8c3zqukK5Bnkx9qedXcDEDu+HA6su6kXAzN/kdcB95D5H+BDwHL8ObpL1L3kfwBWV9M8IgN9fX0BvyHPhNofwH7P8i+z9MfAzcRfqot1J1t/4Rx+apqc7vYVgO4Rx30sDwpF0svb3E3wTPZZWM9LjZtAbiAHReHfVic33YGrZJ2I5wB9gDhsIhUI4S7Wc5XpW2axMLjxrs3uqEnybx4wk7w0kbb7zx9CFDhtQfdthh2saAq6PMj9I6Gqh0+1moA/RK1OnY0gG70g3mgPYyyJJE7If7hoQYFqWBshl/FtH6bdmnfmVWlzLmS162133Ft4p83gZZzrEpL+cbJpqMC99hTLpcyCwgdC5kP7sBtgJ8kw3bziFc/DEadMBYxtVNm0G6bMWGeZanKd8T+/h7UD8o1ek42jeOMasLBT7DiblFRmnvAx1Ct8IzcDc4/1rY1ayMcxknN+x7DGnVKJVuPwu9ptpGFwBpQ8eC/e81cJFPJ3gETLPfWracxJcIE8FxcyGyCoV0tn0EpVjElNd+8mfCaw4bNkydV4t4D04H+5f9T9/LoXAiBKfou8T/nKR9Q2jZPoA3u24NOOWVVO1MbRl2fSbz9L+Mb/x9Y4ukS7DNf0lPLMc457Qq8I3Rru8lNlobD3UzSX/09FTn6VvxMg+n2uY52u98UT05Tm8rGUjFHsP7r6KkpplnsyrlXwUfsgfA65Aua7BxFeih1oFo2XIWDdAC0B34pkzDWyOCshAN6CugoWjzyaSGpGeqth8/rNsPpaxgyHFXoIMQ1jNACz8wT+o8Uj+XEdzk+1NzF3iCe+SJ1Nw5z6fqp2Dh1KviA3dvuMONtpKR6GhjfteoKyFtrnmZh/jWjYa2qUO6ZP+LpFBfQh+YmRL6vQZgMXBAG6VwDfjwc3XEE8BlqmoZytn/DuiqeeUUcoflLVH6zGg/S38N2roFPuvXhc1gCbgBMLGpO3bccccJ/fr1258/hqvnz+9qxo0bR3LDb4elrygxLUrLNFDp9lMH6NNgX8s3wb2C/J3BfhjkXSLPwe4hgdBJ/b3wy7S0GG2eBtp1/Nm8pjVZ2mfrx7DI8vzc1Rupun0wWT9hHMuwtOZB/v2c3wtNrdg1VdPFmth+Y3Zq5rZMArKN/SySTZYi8W2YD5ysO478J/wKpsKPQIekx9Be2p4VwbwgtxPZCTSc9tW7wPH+1nAeOId6EjbhAAt1T3X9D/HtPQ/afDR/0HQB2znlU376aZFU3VP8oeYPKT+yLjXzZzkLV3ZGpdvP5ly9DSl8IXh/Ox4/FBoe3ISfgP1vX3gIykW4NRvusb8SHt+MRukIOwdWgTeasV+2otblve2YtxDp0qNHjyXOP//8ev5I92P+RHgWHLX77rvfNmrUqIP4E+IRjJuOYfuvbK/FHwiPhB5WTLnPYAB5+iTmEcoeQ7lfQ2jHTbvuuuuQeQqxoXOVb+XcRTmvs3V+e/zMsu1x/K+++mqxiy66qO6ZZ565muPrOxoL+hhSJ5544jb84fCdXbp0qevevfs33bp1e2fgwIETfjB+wrYXpbr8Z91UzTrYsJUsO/anO6fG/gST2anx9Hs9/ezM/hdfMqA2NftB8xO5jfPe+eKLL351iSWW0C6X/PzT9T+JP4fqmurKPVZ/AOe17sQ+y6We+82vU7N79Jg9p7bLNB4Wn/Z89tlttzz33A9o+unwBzC+C9dqa86t4frzp9B1999///zotRt5v4BLoEFa+foPpFKfbTT9W79Ow3E6+kfDAKAZJ+HA8kQ4FV6BF8ALUw99YC3QgA6GV6HcxbZ+nVDubW1R+4ZhMnhyLFWb6rI8zs0GuNH6UWk/bkLDXh6AtAYJYbI5iwHUu5R7mwv9Dmlvo7i3+Zfzd95PzRzHqG4GabuAD4lNQOeng8Kb4TRwoNimsnfjSpBpRRzEdl4P+8FV8FOYAkEWInJlsmE+Y+coUQNFaWBj9hoK3l5Pg31pU/BrB0vBmrAInAV5Jzfkl4NUjf0sB2WXqA0Pc9x14VAYCPvDxbBT165dHVim7rvvvuD8/C/pOBuiRA20iQZep9ZDYHkYmxzBcaYOjkxxTBOlOjXgePRkuIBOcnnX1Mzff5WqfbNnquYY0rZlHNvw9nEi1qsTL2ZrUzN379m4Cqk52tKh+RuPAU6yv4THYU/YDhxPdoYzYWvQ8aTtvAyC/B+RO8D+eyvMAedSYV72MnEd+3M5wPiRqRk77sJveXZK1RzPOZzPKqj1PkrN/EXfxpVVFJtXcH5eQTmdn698nZqp7Y5S3RrQwfYh+Dx3DGpfSxed9s7r7YflJIvTGO+J5rygsP2f+oH4kqKlsgoVLNucSnBypnB+quelcVq5ax8/SO9tSFoIlyDuy5GGQoSLsD0/4fccoOyb2Y41KPc94bi11OF8YgkziRv08SNTyGvz4y+66KKppZde+mscoKdw/AOgW2jHuuuu24U21CbbC9bMnr3GE7Xd5/RtnIbvY/rndNWbcS1NXG7pGass1qtr2HfaskvXzU51+i+rJffBzt9A+m6wc+fOnacsvvjivYjbd0p+/uq/9xNP7c7Kzl/QHO8z+rPXpP7rr1dY/rEpSy+1Y2Naan7G1F3Gb75559S555LU4GvbjHBLeOaJJ574bJNNNlnSjNra2tQyyyxj9Dq41EiQtrr+of5KCRvuiiJOBhd86gzw7UJdsr/OpxfBCf49SVoMiteAuvVhpJPBgVSTMg6jslSqzoH/igySWM2ZWp4LjLOz3rAPN1y4Vlnqqp9C+bGU07n5Ds5Nwvp36lOz32Zk9sHehT8UbasP2olZDlKuSTqfngENC2psGKS+R7gCHAHmvwMbwHiI0jwNOMB/HJ4AnYDVKidy4qeBzqThoC4egwFwL+hsvwu4DRvyvPejFKeBZtvP4g5T8Xv5PHkNHKAeB47KFoX/69mz51a8rd/oyy+/dJCNryG1EpTb5IkmdXipdPu5HlfIF0I+g9fPc7U2Je8R0FYeBW/A6fAH2BnugFDmn8QPgyjFaaAS7OdfOfVfJ6dfv0GqZvqiqZr5PmAy/T7fUmKAuhd5dxannm/3epbYOt9ufReZRdQ50qng897+eA3sD+lSx8YgsMxq4LP/TbCf61jVidEFXod/w3+Y7O/ZqeFnvGp6MLZ/htWru3dvXIhCdqPwNcpjiZ3DBHvinFTN+t1SM6yzWqXS7Weh19W+dxV4T5xf6E5lUM45pfPJF2BrmAlNifeMz4MtoSd4P7ZEuOVSvcH7sxBZkUJjcETNZSXiD2Yj++2332fueNNNN51AcCaOrrN3220346mRI0cuQtDgqJ00adLEgQMHTjI9i9Rce+21S+Lga2jHq6+++hmr/WZnKWed1me9qfTj5yjbZsc//eST9/3wk0/+POmbb668gGcyE+oPacPisMFIvr3BS50VJy+91A4PT5v6l61SnWq6Tp1W02X6dLzX9fVjU/UPn5yavcXDqfrJTIa0kTfi2HyU89moU03NhJMmTJp/0NyaLtjB+rtT9f8bnJq1+vuN/pJjOP+LKV/S81/vnL/+eKGPPt2jdsqUnbp9/c38tAfhG+48dzifq1lAdisdZUYT178r5X2WDIGuCy+8cINDF6fq5G+++eYsdPFH0r83V2zF6z+Q+n1+2ScXgCiJBmoJfUCHh3RUTOtpwAEoPsmsE8oa/82c38D4BfyNwc5djb8RlOu3ML/9Md1PeGv8KFzNIOoU9j3IeiY3GvbWa3nHrGkFmv08qPNMHiVtGYhSnAYcgKpTnaDVLFdy8g5WGh7KhL4F1WE0FILohFdX+4aEGBalgXz2s6gKq3inwzh3B1j2S51ODoaczH8Jpn0NjgGitI0GKt1+6gC1H+kEbUoup4Bl30oK9iF0QqFd9YWxeaJDNErxGqgU+7kTKrgfdJrYL76C4eCLndaQ+6jEei+EEXA1/Bb6QpAdiVhGh0w+0dGjQ1T7avlsjCF9Ycbva/i7pcnvxn3O75tuQ3qDMKbfkpVG/OFR3VzK7RrSqzisdPtZ6KW9goL2qZ8UukMZldPJY9sfgf2hB2QTfRKe3z1geXxuJZGc9nP06NFDcILW83Xmk0vSsnY4KAPChbFN/GFP3cuJjcLr1+iHII2fzaur/7TRRs0I6Yb8AdDcUakuH23G717i4b2epvqc9zp6zYM4f/ovmF7/W/7DAzvXUL//SfJgqvZ5tlcJhds75Ng/hD9hn99PPzfOm/8zqR08Mfm2bRHt0vnos+QA2A4aHOaEbS06QNU1TY8SNdA+GshpQLmJDky/sb6L183iJnuDgc9tlDmPG/BXyT+vr/Zx4++ctk/LO+5RFqPpDpZ1SjUY1yR0YjUAohSngTgAbdSbA9DPMlT4LtujMtJeY/vvGWlxs3kayGk/m1dNLJ1owK/ufALpdtH4Q1CywSbHrgapdPvZHAeoL43si+krmH7Ktk54+6PP7jMgSss0UGn20xVTuZwmLdHUCHa23/0yTyXHJWUuzVMmZP0lKTuZ8HewKiwPP4ePwGPpdK1JnAz8mWfDn2bwZ051x0/lRT3b/FFSV50C8T5AUUil28/Gs2z6MzgydCZ2NOlEg4+BKeA9INr8d+BZ8MXsF+CLMPPmwg2gQ7QUktN+XnLJJd1xfh7ICj1XeFeU4CFbFLtzJrZoYppfYjaOzfrGP0yu40+M5v3j5M9TdV8/mqp9/bBUp/pe372o+hTFbAheS+dM2u90cXsP0Ek6Y1UcpnemasdSNy9+GuzhHOI34AdZN32ntopjrJfQ34L/5dnvzts/a+o6Fn2c6p/RtdWx26HeYDeqzgHqxMY3iz6AlWXB7ULo6w5RitZATgPKDbUKN/ft3GyXc7P9RienN9iY7347qOiDVvGOvTn3saDBdbXAw/A0eNOb5sTqKIjSfA3EAWijzo4nsC8Fe2qqq0J4PzGP6AC9fZ6UuNFcDeS0n82tqMrLH8j5O8mw3wa+Ij4cnJxHaXsNVLr9XA8V2rd83hYrndlxdVi42ArifvNoINrPedSRc2NPcuy7jh1doZMp9sf3wTI66vPJimTqwHH8uXGWgkuTFl5C+Vt3qWH8pCDzgdO+cyrUfZ1MwO8xzzJRogM06QM6A4+DWXAN+CJpe9gkC871y1H60agrQIfnXPC+CviNlP+BK6hXg1JKVdlPBoQLYIeGYYfSHJ9d78Yv8eMxjX4J5zRep7OGYZeOZA5EBxvT7btrF66h4XOgLSx0XPAAZd1vy2mpVB+cjhfSjmlpjkheEnXZnPxWlQ9Ygck576MvBngBFb5pWzeBNlzit2s5YKbjtlXb0E6VDeQ46rfqHKAaGk/8dFCOBbcLYag7RClaA1VlQIvWUuvteBdV2a+fhIPhI8js5z5wT4MozdNApU/gC9XGphS0T90DKyc7aVtN2ynZDmUuS7ZjUJwGov0sTm/pe13CRn3v3r3rDzjggFn9+/d30hEm8/bZERCl7TVQ6fYz10QnvoBv+76V6wjNtZ9O9FxtsztsB9mcgSRXnOhkfAa0h4b25SCuYAo/q+TP/zQ1Gf4dZazHslfDjXAWrA9BjiJimetCgqGOBibhE5yEM/l+l5nqoun5VR6vdPtZ6OWttPm7995CsBR0LVQJ7VSuufaznZrVuodh5UZ37M7x8NV3DsCud7DyMt0OetCtQMe7tsu59t6wFZwH34Dpn8OuEOzkMkk6/tWc/4Ni2Q+TcmFOlZrMz/rhnDybdk0K7cIuPoKd3ImyRcswnLf83MjWLD67grrTnL0NK1tv5ph7vlV+fbHo8012rFoH6IEo4GLYJVGEb4vcLoQfJ/vEoDgNVIUBLU41rb7X2tSoAR4P+8OcZPtZwpPhBHg/SbPcHyBK4RrYiKLqzYF9tcvlKEBd8JxskD58zgJXfvhTC+bJzhCleA1E+1m87pZg10egvlevXvWHHXZY/ZAhQ+o33XTTT0jbGvaAMGgdRDxK22qg0u1nLgdofAHftv0qX+3NsZ/7UNF7EJ5dhjPgIpgfKl1+wAm+CeH8XYnmpD1sv058aWhK7qdA2Ccz1CE6H4Sxqo7VeWQ6v2vKJP8fTMJXnycjblS6/Sz0Cu9AwREFoiMqSvEaaI79LP4oJdqTiUodTs7BOBc/SXMwPsCqx03zNMkV8BMg07a5/RgsCZnyMgnmu1o5m/wfieaPy5bJbyTwW6R1Q9MdtDgv/Y3QvYY1Y4U85Zv6Xc9KfuFUtQ7QbH0qprWPBiragLaPCgs+yjGU1Ij+Ez5P4qcSpssabFhmLuisKvVXLGhCh5E4AP3uUvGtj/gbdt+po81i0X4Wp9pl2K3BmVFXV6fzc5bOz5122mka/zqp/dP27Q+7gduulPctfJS200Cl289cDtADUenFEF/At13fylVzofbzRCrQDsg7cCM8DNoJ016EBaHSxXN0taYviYI+/GmbP0Ihq2FdMOLY0n1fhUPA1bR/hklg+i2wWRKPL5NRRIFS6fazQDXEYu2ogULtZzs2qeWHGobTEMfnAbxoGfed47PuyempLi6OK0QWodBxcDOMgRHgWDLXGHJP8rR9vlA7ErqA4jzqUJgK5h8EOYVJfU/aeyx8lNbuNziXQ57J8Tuxkxt/1/PXeX7Xc8WcB6ysjOgAzbiePdlOf6O5Ats+6K8FB611EKVlGqhIA9oylbTZ3mdQs0bUwbuhA/hMWZgE86Yl4XmZBeJ2Tg3EAWhO1Xyb0ZmYKzfsZ1FaroFoP4vT4QPspp2rxwE6AefnB3Djxhtv7OojXwqZNx36wthk234bpe00UOn2M5cDtO00GmtuSgOF2M8tqER7MAsOg/RJ7Mps68gz/0qoFlEHvRIKPWcn8+FrnOrrwYwdV2H7CzDvjiQ8nzBKYRqodPtZmBa+K2X/9GcVtoZtErYj3AH8dsdQOASiFK+BQuxn8bWXYE+cnANwBr6Q5kB8iZWR7bFSWN+Stk9mQviGZkjzW3UFyVt8PR2n5xE4cN/57jy6vk/aUR+wwl44p33Ju4NVo+m/6zmefcLvehZ0rAoqNJBzUdcTK+icij4VvfA4x1O++VX06IeJUOiQlzbkxI+WaKCSDOhyKOL/YAi4DH5+aCtxANpcGcQO9t03kvCoLBVsnOSFvh7fwGdRUo6kOADNoZiY3GYaqCT72WZKyqg42LivSNcePpeR7+aVYN7f4b9J3ElUlLbTQKXbz0IdoP7WW3y53nb9LL3mQuznbeygLTgpfce0eF/i08EJq9cuSnYNuMJZPb4IwdGZqdPDkzJzCdXnGhClMA1Uuv0sTAuNpYYSeE/a3/IxjPwoxWsgp/3k398XGz169Gk33XTTssVX37574gy8Ic1h+B4OwwOHNeMr5K3Q2tupI1d/1R/lgqR9oDc0KSP5TVEcnfvj0H05nBfhF5xn5u963kS5PXScNllp5RaIDtDk2npTuxRZA6pSFB2hdsyHYGe4M9nekTBK8RrIaUCLr7Ld9+zFEa+HTMPlV3p+C8U4K9ltHnFJvIPDJ8F+ORMcSB4HvlkvRFaikINKsa3nQrrBs51hsD+CuGWehyiFaWAjiqmzanMau3JD59DyoDjgcbsQnDxGKV4DlWA/iz/75u/ZnV0uBe/Tp5NwCuG20AmCbEDEMi/Bu0l8NcIobaeBSref66G60O/yafFYMr8Ene9r5ysY81qsgULsp/bB6+Y4L5fcRIZl9s1VIKY3OJDV0emwG+jkdNsx7e/gGLgXTJOhEKVwDVS6/SxUE77gDH3rKeKPgP3p3zAGwovPM4nnu6fJjtKEBnLaz1GjRh2D87MevN87hOAc/BDn4HjC40rgDPw1SrKf+u3Lk8CfAekDV0GYs5svs+FicDxbiNTg4NwFR+iTwRFK/HEcvIMmxj+SC/qLDtBEEw5A7WRbBs0QukrEtDWTNN/0uu3XiqMUr4GcBrT4Ktt1Tx+g2MqGvjCZUEfo+fBgkmYfuRxaIvOz8xiwrkB4wLutk7I35JPtyBwLYf8QfkSag9El4ZokfwKhA1LLjIQohWmgWgegV6Ae+0oY6AT7GfpYvnBoYaqNpXJooKPbzxyn1WrJPajpt+DLIl8apdvNzH75P/KDw0l7aP74JPyA0BdEUdpOA5VuP9dDdfYpHe/55KdkfgGhf75A3MlRnKyjhFaWpuynL4i9DtObOO4FSbnBTZSr5uyhiY5OSZRgP/8kSQt9PYTMy6M0UwOVbj8LVUdYrHRIsoMOUfvV9sn2QoRPgI739JeeSXYMmqGBnPYTx+cJOkBZBXpWM+oradHP+Q3NT1Mpx4ztLd054NdgP/1JcvBawvuSNB2ewVaOI+5Y1rKPQTcoWHB6bsjDrF/BO1RPwYp1gHZp5jX0pnbi83CyX2/C/vAhOElSPoa3IX5FQ21Ur+jsXAGeBQd09osgPnBHwaFwF1wPxchwdtoKdFYeA7eBBnE7OBfsmx5nU9AoZooGdTR0hjdgQbBPKzrybwT3czAwCX4OnpdyXWMQP6MGcmrgAXJ8ID+dlNBGXpLEmwq8b6JEDbSFBvpQqXZ35VB5p06dUj169EhNmqSZa3CGhgmQ9m8N8Jm/GSwMygKNQeo0wmy2NcmOQdRAq2ngFmryubwjHAA+v/8KZ4PP/uHgN5AcA0RpWw3MoPrxsAj0hXGQTVZNEtPHf9nKVXPaK8nJDyAcCvbz/8KPYR3oAjqnHC8/A1GiBorRwIrs5Iq5m5Odnyf0xecm4ApjHU27gffqz+BaiBI1kFq88WcP20oTji93gCXgC7gPwvxna+LOyx+HW0E5DrYF5/07wyzQhurwXBP8nWSd+yfBH6AgqUvNerKggrFQ1WrgSs58MvhAVg6CevinG4n0JHRwdE1IiGFRGtDZrG59YHU0cZLig9Ul68vkaPxhpHt+j+XIbypZA+f+PrQdgGfKoiS8D5bZMzOTbY2qX6cz/4/ghL8WHgLTAp7HPXAChPrGEK+BKIVpYCOKqU8fYlGiBtpDAx3Zfralfuqo/GXwfnSwWd+5c+ePd9ttt/rBgwfP7dWrV7B72kEdSWHb0K+8Tk9Lu5R4lLbXQKXbz/VQof0rvCgqVKM6hRxH6JwPK5hZqNLwz9nZxgRkRSlQA4XYz6uoy+t2RY46NyPd6zIVHG9Fya6BHiQ32GLCQVmKOIb+ANT1wRCleRqodPtZqDa8Tz/LKPwu2y4SSZfX2Ph7ekKMN1sDOe0nX4HfhRWgcwkPanatHWMHHZFbwT6wDcwHA+A6eB3ehNFwANj3tGuZ3EkaftcGe2jeP0Bx3v0JmGbdQaYTMa0rbJDE9Q04p4/SMg0MZHd1O7Fl1XT8vXUCqQg7sx3xoWR7F8Igg4lY5uSQEMOiNJDTgBZVW/vupMPRPhDe2GQ7ukbRNzc6eINDPVu5XGlnk+ExzsxVgPQhSZlrspQ5Msm7PyNP4/1Ekmf9mdjnF4EohWsgDkAbdeWLAR1QUdpeAx3ZfraldoLde4uDzGTl56w99tjjS/7pvf7www//mlWg95GuzdNx8e8kPjkJgy3UMaptjdI+Gqh0+1msAzRd+8uxMQymgf3UeJTiNVCI/VyZ6nVuqu+LoBconWFvcIWoeadClPwa2J9sdSXa3R/D5nA8fA6mPwDqNkrzNFDp9rNQbdiX7EfLp+1wB/GP07aNvga3Z6TFzeZpIK/9vOqqq3zpUWmyLSfkIhcXwAVbZug8P307M65jzefHsXA+hOfGG8SPAMuPBGVFcPs9NxJZgNA0naBBXBFqWvjpppAew+ZrIDpAE50tSegqECdAY8EOprHUy94JHgHTpoFloxSvgbwGtPhq22XPQzmK/eCKJo42ISnnSo7migbRY+yVZ8eNkzKPZSlzdZLnzR3EVaMacOvNhm+uovMTJTRT4gC0UWE+4F11/HeID+ZGnbTVZ0e2n22lk85U7KDyW9vWv3//OTo/Dz300Pott9xya/Lmh8/TyugIDbifz/bNIEr7aaDS7WdLHKBOJP8PbgMnQPZRV9PtCVGK10Ch9nN3DhH07rxgHHwDwcZcT1y7E6VpDTjZ174G3aWHd5FezDi56aNWfolKt5+FXsFNKWifugdWTnY6PUnbKdkOZS5LtmNQnAYKtZ/F1V5ee21Jc5zXpNsr444b052f+opWh5Xgbgjl7ySeLoux8RyY/68knES4BKyTbIevyLOZ+mWS9l83EnmA0P23TLZjULwG9JGoy4nFV1E5e27Iqdj5psEY6AtBPiHyEWwREmJYtAY6sgHdhrP2htGI5RL7jWVcpl6MXMFO7v+LPDv7Ft0yPvAzZRQJ5vmbN0HuJWLaWNgVtk22fZv0bhLPNNYkR2lCA3EA2qignxI4ObePyQvwawgrZ4hGaSUNdGT72UoqmKcaX1LeDqHvTTbOV97n7LDDDvWLLLKI6QeCcjS47aAzlJ+RxP9GGKV9NVDp9nM91Gk/e7pAtXah3I7g5KihHxPqfLsN9oA6iNIyDTTHfq7JoW6GYCO8lq/Cz6EGohSugR9Q9BTQ4fkQOM61r0cpXgOVbj+bo5nLKez9+VayUx9CnVTaT+c54Xm/M/EoxWugOfaz+KOUfs8BNMFvcYZ+01Q4nLI+v79K9pmShJk2Tiep9U6FW5MyjxGuAnPB53532Aks43Gd7yuOdYNDdrmGlPjREg1EB2gW7WUb2DgQim97syiriKSObECdgARHz145zv1a0jVaI3LkN5UcbspHKZitL7r/9eAxhrqRIeewbd6fkvQdku3PCJdM0o5N0kYQLg3hnLYjHqVwDcQB6He68uGsI9S+OR3sgzNhFPwEHBxEabkGOrL9bPnZf7+GYO+c7NjnBifhU4SfJnEdGA48tZeWOQ8cbPqy824wzdV2UdpXA5VuPwt1gPZD7fZJn9H2RXkdToDwzCZalrI6rVo1R8uc/F0HOiBcXHA1bACllGLsZ1ca3AcWKWXDy/zY3WjfUXA/jIP/wUWgvqO0jQYq3X42R2v2v1/A+Wk7OR79GrSnOp3OgCgt00Ax9rNlR2z/vZ13T4LwLDbUWflJkpbuGHUcab6hc/b0fYw79jwO0ufyPgvN2wHeTeKuQvw8iX+QhJb5BwT5HRHTng8JMWyRBoKvJa4AbZEa487N0UBzDKgDz3ITH7IaIZ08v4GFQVkZRoJ5Gk8nNcVIT3b6FKzHSVG640gj+tskbwrhUpApG5Pgvj74l4dLk233U3pDMOQ6ppSTwH3Sja3pUfJrYCOy1dvj+YtVXe5CnPFh8DCEAYJ9+s/QF6IUr4Hm2M/ij9Ix9uxFMx1gOiC9EbwXnQA5oDF+SRIa/xe4esv4LUkYBqy+dV8UorSvBirdfhbqAD0Wtdsv7beXwSbQUUSn7dtZGnshaZ5TNnwOlEqi/Sxe8/Ozq+PTTFmRhDcg27V2Bd7RmTvE7VbRQKXbz9ZQUmcq8SVNmKe1Rp3VXEc12M8hXGBtWZi7+JN2zmVMewBuTuLB3vkiPcQNnf/fnZF2JdtBHiBiuS3B+XhmfeY5rj0NFOf554DtkQEQpeUaGEgV6jo6QBNdusLvl3ANPJ3ECVK/h2hA1UTLpSkDegaH+ArCze4A6n04ArpCOcjZNMIbJ6CxCnFvppYaKFdihjrHEncy8Xd4BTyOusm3Yun6pNzHhP9L4r4N3QOszzruhyCu1DDtjpAQw4I0EAegTatpOYoMgzBIMB6leA00ZT+Lr7lj7OmERh0MhUdAu/Ul/Be0izpDg/3zJZAOGsuYbhh+n9nnSrCxxxOP0v4aqHT7WagDdCdUfyB0b/9L0OIjZnOA7k+t3mufw+GwMvSDveF1MO9QKIVoO4I9KMXxO9oxe9LgU+BdUG8yDk6GHrAAvAOmvwiOMfuAff980CabZ5+I0roaqHT72brairW1hgaqwX7eg6K0WYFXk7iLOBaEq9PyLBPGliHuuHLPpMxzhN8k8YMIfcaH7aWJB3GxkmOAq2AWhGPPTIs7Zj0SorSOBqIDNE2P/Ym/BaHjGQ5N8vXo2/l3T7ZjULwGchnQGqp8DdL1nxmfTr5OOgdTDsxKKTo574apYDudCFwGfaA1ZDMqCYY3XQ/vkR5WbuY6jrq5F9L3S48/QV6vtJ11ppo/Mi0tRpvWQByA5taRkyP71W3gfWv/+gIcGEQpXgO57GfxNZb/nq4o/h1oD51Qh0l1g03r06dP/VJLLZVu34yPh5A2T/m0dPP/ClFKo4FKt5/roVb72NOlUW+7HDWbA/RxjjwL1s7SAlcRvgUfZclrj6RqtJ/F6nVpdkwfgzoPmgzBrr5E/Jxk+ynC+SBTDiPB8s6fymUBQ2YbO+p2pdvP5l6XOnb4JVwD2lzjSlzA1KiH1vjMaT9vvPHGjUaPHv0GODfuyPIkjQ82zjAs3vhbclK/SsvPHFtqI93njST8E+H+SfxlQseb5j8MuWQNMq6FMIb1Rf71sC5EaT0NRAdoosvuhHZYv1Z8IXgD20mHgnI8OInXA+/XPaIUr4FcBlRnojrXoASHyZfE307SzEvnc7b3gHIQH7xtIZ2odDMYDD7MXRlaC4WI+x4M4e28ExIdn4Mgs46gew17lMI1EAeg8+qqC5s7wr8gTJS0mbeB92pb3SdUXTWSy35WmgIW5oQcPH4A6XY/PCMa0lZfffV6/+394IMPDmV8ZoR4ZuizZQY4GXdAuSVEKZ0GKt1+rodq7YNOxgsR7WNHm8Bnc4A6jn4wzwkPIU+9LJmnTFtlVYv9bKn+XJDgeNHr9CI4DlVM3wKczJs3NQlNyyXPk2HZHTIK9GR7G3BhyQbgmDVK4RqodPtZuCZSqbiAqTnaKr5sTvuJ4/P4m266qX7UqFFnFl99Wew5klZor0TnY4j/hriyGAQfhWNK84MddPwZ8lwZug8sBWE+ZFnHoNq7QiRzrl7IPrFMYRqIDtBETz8ntGPum2z7ptLtocm2wY/AtI5+c3supZRsBrQPDQqG5H3i6vkWOC2Ju63RMLRcKGu4N0TJrYGNyQrG+Uri6U4oB5xngHqdADod+sIf4D/gWyjfnvaBKN/XQByANuqkH8F54GTYviSvwwmwJERpPQ1ks5+tV3t51LQyzXgXQl8yDDbfeINTdOWVV541ePDgBgfoZpttppPdPAego5O4L8/uTeJ3EXaHKOWjgUq3n81xgHbUCXw2B6hp3oO55GAyvFfXz1WgDdOrwX62hvp2oxKv0XvguDBTFiXhI7CME/3OkEscG1gurMibj/hfIaysMk+s7xCIUpgGKt1+FqaFxuf6GxT2xcuFMADsT0NBOR6mgy/jV4QoxWsgp/3E+XmCDlAcoWcVX31Z7Lk5rQh+Br+CHsaezxP3GwzarzCnDrbLZ57xdIdpyEsP3U/bGqX0GhhIE7w2E0vflNK24B8c/huoSZrRlVDFDE22DXzAfwE3uhGlaA1kM6DnUpv69hoYOsF1ubcPLHH12IFgntuGzyTheMKFIcq8GvBBPwbUVTquBNUZcD44aDBPne4CJ4EGP7288RmgIzTKvBqIA9BGfRxLYD/xQXIZbAJR2kYD2exn2xypNLV247DjwP4UQifhPndDHzOsP+ywwz5w9Wf//v3dfhfCM+Fw4hPAdCfnsgFEKS8NVLr9LNQB2p3L0lEn8E78vD89hyDXEvkcwng6pIcwvJQoxbit0u1n0HFLw+FUoP38dZ6KdCxZRnrmKXd5UuYIQvvJk8m2dtkXVjoFwrjeupwPRGlaA5VuP5vWQGOJuICpUE21vFxO+8nKz9/oAIU/tfwwJa/hf7Qg2DbnNcEJ6vxZuxXysoWWd/GHi+XGQroTVTv3X9gcopRWAxXrAG3uVyl8KPsQtjPnEju9y5jtwFFaVwMrJ9X59kQZCQeATueLwMnvdaCEa+vgWUNiuDdE+U4DqxJ1kLkV6CC+Bm4HDbFfU/4RDIGV4B3YAdaGU0H9XgX7wf7g15nd5ww4EaJEDWRq4DUSDoLecBg8BlGiBpqrgX3YQWdKn2THEGrLtGmKzk2l/q233jrukUceGf3CCy+4vRxowxQHn10bYo327DjiTyXbMYgaKDcN+Kz1WexEfhA8COlyNhu+oHQ85KC93OQHNMhJ30swAnz5sBj8DdJleTYuhG3gIbBclPLUwLJJs7ymuSQ9b48cheYjfackzxdU9uUN4BvoBIuCZezbQY4m4r0QJWqgEA343Nf++K21XHIfGTrbXRgSpQ00MHfu3Fup9vb6+vob2qD69qrSOczx4LzYhT+Kqz6DOBfWbgVf0bPEnVcrlv8V9IWzoDaJG9bANJgDPv8eAOfgUaIGSq4BH7h2aB/MipMnt4e6kcj6hKadFBJiWJQGfshe6lFDEOTfREz7Kgl/R/hIEt+KUFkDwn6Gn8MvkjRXnUVp1ICG9jlQR7fAAhBE4+3bdd9mqf9DwDQd0Dr2fbu1M2SKky/zNfT9MjOreDu+gZ/34tex+Uu4BvzdO+PK72Hhhlj8yNTApiScDxcUSLCV6fYzs86OuP0nGq3NCuhUd8AYtp3gGN8wLc3nhBNv098C7VMoH0IHolHKUwOVbj8LXQHakb+BdDBd62J4AqZAuO8MHWeEFxE6uhxDmP4NrAWlkGzjz1K0o9yPqRPDa7V/noY6fgzXW+dS5jV14n9tUuYpQscA2ujQD7TvJ4AO9AXBF/EfgHVOhR4QJbcGKt1+5j7zeXOGs/lJWpI2xz40NC3N6Di4LiMtbjZPA5VsPw9FFS5ys+80hc+2SRnldIC6Yr47BNvoON26DB2vaudOSbZN2xKilEYDvkz22ji3qGrpw9nbmd+HQeBgTcUMBcVOOg7s4KtBlOI1kM2A7k516lujYjgSdKAY1/Gs3Aluj09C8w9I4lcRRmnUwNYE6uk98M16NjmPRMtclmSekWxfkmxnC65Iymi8ozRqIA5Av+sJ/YnqhLJfBYYm2drWT8H7PMq8GriVzaCv5oTaykqRXTkRz3062E+MrwjB5tt/gm4GE9eB4rbPiV8k8eGEdyRxHUqfJ/HVCaOUpwYq3X4W6gC171bCBN5VfKvCvuCLB1+EBfFFqw5S71Hv7VJJtvFnqdrS0uOuQwV/Ae2kz5HTYAVoDfHlpTZ2DNRkqdC0R8Ayzyeh8yP78lHgOPFNMF/77QKGHyfbOkB9fm0PmbIoCWEe8NvMzLg9jwYq3X7Oc7J5No4mz34WFzDlUVIrZVWS/UxXyX5s2IdkFPgM016dCWH8+T/it8DHEMo6Fr0cHHOGNO1gsGEhLYQvk7cKDE3KPykKCJEAAEAASURBVETYVtKJirUR+kn2hr5QClmbg3qPngqHw7JQDhIdoGlX4SDiodOGDj+WtPchdF7fVkZpmQZyGdCvqFY9ew0cIIXJ7DHENULh2owjbrk/gA484ydCpYsDyHtBPTmR0AgPhx6QLiexoU6cgOQS39Rb5vWkwG3J9k+S7WzBbkmZm7JlVmlaHIA2XvjuBG+A/fJCGAD2r6GgHA/Twfu6lJNfDl92sjwtOhJ07BWCgwh1Owc6otTSaCe+2vVjwcHZh+A5PQkfJPFNCbXrpj+ahMY/g2eSbfd7Ionb78z3Df5FSdyJeZTy1UCl289CHaBODuy7GySXKtsKpvWTMj7fO6p4XqWWXOPPUrerOcfXhmrjwpjYvhNwheXvoaXiSqUvwHovgPRr143tS5K8TwkXBh0APpNCO0L4Kmlrg3IghPTbG1Kyf3ydlHsue3ZMTTRQ6faz0Avdh4LO2Z2rD4JFwX42FJQtYRzomFoNohSvgUqwn5lnvwAJX4J9ZkhmJtuec/BP7JLkax97Q6dk22BneByCXTbU/v0GHOuGF0LaTF9UTQVtpnUFWZGIjjnHx3uBtrUY+Sk7jQXPKZ272G4vR+jSHOu+jOPbFueBmc8UktpdogM0Q+Xrsv0AOIgIncYO+gI4qS9n2YHGOTkWb8T0G5PNeeRktq6cJ6X9NnIZUB/m3hhB7yGePqj6Jsl/n3Ab8IFm/spQyfInTi4Y1aCfEE4nz2sf5Bwi5mlwc8mSZFhmCoyBz5PtQwhziQbVfXwDFqVRA/ZZdeJDr5rl55y8etg3UULXZHtosm3woyTtzLS0GG2+BnLZz+bX1P572AfGgX2lKXSGLgGTFlpoofof//jH03v37h32Cc+GsK0NDGmvJHX7DN8EopSvBirdfhbqAO3DJZoEjmsGwaJg3x4KypYwDuIEXm20TDqy/Qxn/k8i9g8n0I73dgQn5pdDGC876W6p+KJK2+qxPoFr4FpwAm/aNNgagjipd+L+dzgDdoLOEGQ7Iu4nJ4XEjHBxtsNYV6dDlNwaqHT7mfvMv59zEEmh32hL7WNjQZsa+twJxKN8XwM9SZq/QMIzTTtTKbI/J2IfeSjPCf0yKdPUAqCLk3LWd1dGffOxfXeS/x/C15L4KoTaPesOfTWE2vhToBMUKodTMNwLbxO/CkZB8J/4YmslaEvpTeXh3vuS+EWgzfe8g3/tTuLpzwc221WiAzSHur0o/cDBUtccZcoluY6G3ADhhgnhw6T5NiGbPEGi5Uoh+QagG9Agb5ZwDiEMN7Pbn8J5MDkp91fCSpYhnFzQg7o5Ew6Cy2AamDcLVgblKDDtX25kkZ6kPQqhzvRQJ8Kvsuxj0vlg2T+5EaVBA3EA2tgR/kHgw7WmcTPrbyhrU33w3piUiUFxGshnP4ursX322o3DhMn5q8QfA+1JsO2G9qPb0tJu6du371EHH3zwXP/tff3117d8sHnpdisz7gqiH0OU8tZApdvPMFl8uoDLcBBlwr1Q6RP4bpyrtIY4kfs16HgrhLMop73oqBP4TZP2O/5dHzJldxLsR9NhmczMIrY3ZJ/nINPGPkOa/bs54jUP9vuGHDs6tg/H+iBHmZjcqIFKt5/Nvc7rssMDEBws4T5/gbQBEOX7GvBlRbjfmhNqYypFnFN77r/Nc0K+3LHMO3nK6Cvy2R2e4/a7TFmKBPunOE61zlXBeo1PhH/DX+AeCHWZVoj4PLRu6zoW0h2nC7N9R5Kn/Q7zNaKtLiOp0TY8Aotk1L4G25+C+YMy8tpzc2DSBnUepQAN7EOZIwso155F/sDB7Egfw1A4HB4C07zBHMBkyhMkmF8KKWQCvwMNGwM6TMKk2fZmcjlpXaBSRYPqGyDP+yVwO100aMGIvphk9CXUkakRXCtJSw+CAbRODexWoNNUQxuM7WHE02VzNlx94rVYPT2jyuNxANrYAYYTfJLWF+yn9q+haWlGx8F1GWlxs3kaKMR+Nq/G1indjWpcAewE9p/we+gPQ+Au8CWNfcL4OqCNEvcxXRyILA4Xw9y6urp6nJ8zdX7uuuuuczt37hzKhXAK5d6FN0H759v130EviFL+Gqh0+9kcB6hXqxom8MtynuH+bY0eeltafaHeQkLHOh1RLqXRnt+peRrvM9Yyx+Up09ysNdlhv4SWjAEvog7b5ljyYAjjd8ey54J5PhcMr4couTVQ6fYz95nnz/Flez9wrJQ5Z8q/Z/XlnswpO4d07FUIkynnvZnVft5www1rDhs2LN3pRtGyl7Nooed0Qp6W2p8sMzZPmTA2f40y3yTlN8lSPvhfrO8V+E9S9inCJSBdnHuHOf7/pWfkiLuIwHovyZHfnfT3kzJb5yjT0uTeVGD/0HexVI7KdiXddr6aI789kgcmbbDfV6XoibbT3wR/Bx/y2cRBWxhoDctWoIRpX3Hs8TBfRhtcyWcn9ObxPNMl3IDpae0VD0bCAVAh4luKfeBmeAs0LtfANlDpshsnqJHwOi6Z42T3TMqozx5JmfOTNB3I+4POCeV4sD75CHpCEPt/yJtO/Cegjs8Bt81zgBrlOw1sRFS9PP5dUlXGjk70sEFy9tkcoK5WUVcnJWViUJwGmms/iztK8/baiuIfQLAfIdRuhXh6OClJD4O0p9PK+TxWxiy44IL1gwYNqt9jjz3qa2trw/5vkzcUNoS2fINN9VHaWAOVbj/XQ3/2W/t3c6QzhZ1wea9X2gTesXS4l4m2WHzmOEb5S4EMp5zHL3T8SdGyEscatj/bxDo09OCkzIiQUEahzhHnLKEP+CwYB+EFmeHMJH9Lwii5NVDp9jP3mc+b49wozH3mzYlbra2BnOPPUaNGHXTTTTfVEzof6EhyAI3VHo3J0+hBSZlb8pTRz2I9L8MpSdx5tmPVdNHpaTk5ChwnT4OlIZscSKJlCxlHvJSUdb6VS84kw/qG5SrQwvSfsL/135mnHsc4k5NyC+Qp15ZZA5PjV6UDdBdO3kGQFyrgw3dvSJcj2QgTNvP3Sc8scXxxjm/bL8rRDm9sb64PIP3m6kgO0BynVhXJf+Ysvb6f5jlbDUlwNKydlKsjvBlCv7afT0/bnkBcY50uvom/AMI+6aH1nwceK8p3GogD0EZd9CHQRvpm0YHComD/GQrKljAOZsBqEKV4DeQcgBZfZYv23Iy9va5e72fhODgBHNCZJl8moS9ZHk3ipoeV5mHAZNoLoJ3ZC+rnn3/+1zt16jTFOPwJolSOBirdfq7HpbLfZk5clifNcy+GZdivI4sOsF4JpTiPcrOfzdXBY+xgn9o0z46HJGVG5ClTyqz+HDz9+eD5zIbPwbjEl+0ooQmpdPuZ7/S1I2eAc1v7i3OUF2FbiNJ2GshpP3F+nqADdPTo0a6o7EiyII11EZn9KIxJ09u/IhtfJPl7pGdkxLuzrV1zvt0H7oXQN58kfgO8mqSZ/i/YPdm+jTCX+BLUMbZ9vKkXouF+yDdO+DX1ePy/QlvIz6jU+v/TROWfJOV6N1GurbIHJsevOgdoP048TKoeIv4LuALsYN4ITuB1Ig0HL6Q8BWtBOckPaIxtG5ynUb9Jyjix7JmUiw7QPAoroywn/F5fB4a5pAcZoY86sAziAOEg0PA6uLSMDnxDJ2a5REenZd6DMeD2OhDl+xqo5gFopjYOIkH7ad/RGWo4Ft5P4m6fAFFapoGcA9CWVVvU3p3Z6w3w2p4PNaCMBNP+C2Fg6fbO4D5h4PM48SBXE7GM6DAN9YY080P9RKNUgAYq3X7mcoBewbUL/bq54dAKuO6lPIVysp/F6OGSpO+cnmfnYH+PzVOm1FnOpZyTZPb/yaQdX+rGdZDjV7r9zHcZriMz9J2pxMMcx7QB+XaMeS3SQE772YEdoCrkYAj96Rriu8H2cAp8DebdCk3Jvylg2dthPjgDtGmh7hC+TJpyIJh2pRt55CvyLLdInjJmPQqW28mNHHI56ZY5Jkd+S5PDuMf5n36IbNKHRNug8zFXGbLaVAZSe2hDmx6o3Cr/ZXLiZ2c07KwkfX/CO5O4xvVo6AzlJnac6TC6iYY5OfVC3wU6dqMDFCW0gixIHT+CvWFjaO0+siV1et3mQh/IJr8i0TK+ddIZmk3sJ13hLbDsSpBLfkuGZTLvjVzlqzm9mgeg2a77uiQ+AOErbKFfOtEZAFFaroGcA9CWV93sGrZhD6+xdiXYvvmJzwBftvSGI8AyMgyUiyH0jTCg+12SFgZ6YR8Hn9YRpfI0UOn2M0wEns64dA68R2TwENv2eV/MXw/nwGkwAj4D826ErSBK8RooJ/tZzFk4zgz9ZMMsFexFmuPFabB0lvxySnJcugW4SGMo/B+E5wHRKE1ooNLtZ67TX5EM7wEdSz8B5zbyezD9VbBvRWl9DeS0n6z8HJJ8Bf7k1j9su9R4JEfRbtqHMhlJWq75NVnfyg+IfQHu/xwcAFvCqfA6mP4NrAyK9s+0l9zIIX1ID/s1tQjgt0nZxwlrIVNWIcFznAv5/ACZ+zVn2zaOBdusfyJTzHcsY/4IKJU4DrMNOmGrSv7C2Xria2actR3C9PeT8BnCVaGcxWXUtvlScHCUTexwV4HlHoI3kjhBi2U/ahgDDxbIU5SzHTrsOqq4kvZCSHf0eE6fgDdVa8pXVGbdH0L3jIrXYXsGmP9oRl62zWB0dOjnkofJsL79cxWI6d9qoFoHoN8qIEekM+n9wMGSA9MoracBder9WUr76cDKr9j8IWnLuYRB+hOxfTq9lcXBbdGWOUAMjiHTDoGl4HNw+0fg23dtq+e4OkSpTA1Uuv0M/TzTAZp5NXuR8A7cD4tlZrLtc/8a0BGqXS1XcTyiTbgSboK7YRQMh9/D1lADpZRysJ8tPf9LqEBb6UT2b/AT2B3UuzbTvGMgSmVroNLtZ66rp8PcPp7NufJIklfuzv9c51bu6Tnt5yWXXNKd3/88cOTIkS4MKndZmQbqlPT55Lz4ZFgelk3irva8F/4BW0BzxDHwOLCPZvIRaRtDkC5EPgXLHRASM8LrkvwRGenZNucn8QOwPtsfxs8eZ1f4GMy7HNpSPJbHmQs+o/Sj2S82gbvAvAnQB0olAzmw7ZhYqgaU6riXJSe+SEYD6tgOAwgvUreM/HLc9IZ9D7yQshdkk84kerOHcoatISOpJL3OQuPeGB1RNDDPgec5Cx4ADZRvHcO5n0W8tUSHgLqy7ulwM5wHPuhDXzVdh0RTsjMFrEfDs2aWwr9K8r8k9Dyj5NfARmSrz8fzF4u5UQOtpoGcA9BWO0LuirQZo0F7E2ydoTYpyBpETHs5SVgg2dZWmu7g7GcQ3pJPr6mp+XrAgAH1hx122MyFF17YbyuEt/B/JR6lcjVQ6fazUAfoUVxin/FL5LnU85E3BYblKVOqrM05sM/AdJuQK/4g5VYsVUM5bintZ2udtpNZ7WQYF6br2hfix7fWgVqxHp8dOmX/BI4zXYkUpWUaqHT7mUs7fybDPr9ulgJnJnmbZsmLSS3XQEe3n51QwR8h/ScTgv30pfuJLVdRQw36jo4Ax8uPgWNkn/M9IFMOJsE2OEY+CXpDDTiWHgXm6aTTQVuI6ID9BMJ5TSAextSm3QuOJ9paPN9serYN+hgcN5RSqtYBegVa9yLMn0X7drSpsGiWvHJNWpiG6RTTCZevU3nz/wLGg+ffGtKTSjzmFgVyAOU89hzoiHIZjbb9r0PmIG4/0qYn+TsStpboMHBg63Ez0bhp8AqV6yhoHU6mzoXdwGuigQ5170M8StMa2Igi6szJXzWJD2LPvRgKcdRXky6be66lGoD6Ym062N8d1OjIDNumXQkO2hz4aVucnPeDn4L5z4LOD+PzsP3229cPGTKk/uc//3n9fPPNF/IuoFxniFK5GtB+eL0r1X4W6gD13vmwgMvs+M4JUTnJhjRmEmgT7oIjwdUfjgcdlzg23AUOB8cYjmOcjO0JpZBS2c+2ONe1qPRsuBVGw1DoC+UkvWiM7Qt2PT38D+kLlFNjO1hbKt1+5rocl5JhP1otS4Gjk7y9s+TFpJZroKPbT+2lfUdn5yWwO/gsGg7BWfcH4u0tp3DAdNvo+Dlsf01822Y2aAnKnw+fQ6jnJeKDoD3H1TpxR8A48DxehjNhcSi1DKQB6kafX1XJFZytJ57LAfpihWtjIc5vQInOsSMbUAdzGkmNZ65VDMeQZ98aA60pvrH5K7wC74MOhd9ALTRHulL4crCNmUwi7SCIUpgGqnUAGuxnZv8pZHtoYaqNpXJooBT202NOB6/vP2AxUBYEbUa47ieYiIQJio6tN8D8X4MrlwaDAyHTZq2//vqf6Pw84ogjZi+zzDLPk3YhrA9RKl8DlW4/1+MS2s+fbuJSHku+E55l85Qzz7FHuMfyFG3XrKc4mhOIQu9ZXxp/Bh9Bc8cu7NJiKYX9bHGjO2gFzjNeA+8Bbf7F8Ftw/DkZwr3h2DZK8zVQ6fYzl0bC+NN7OVN+SYL9ar/MjLjdKhroyPZTZ9wc8CVcNoeiL+vD/L7Q1Zbs0mqyBTX5klBb6XjAeb7j7XzjArKbFO2wCxOizKuB6ACdVx8NWw7mnsyS3lGTVqLhB0H4LYhSn0dHNqC7oTwfrnfmUaJOdY2oy9nb801LniZlzVqH1LPAFSXXgo7bcngrQzM6jFTrANQHx4gMHmLbe2MKXA/nwGkwApzwmncjbAVRitdAKeynK3W8fr4xz5SDSTBPwsByM+J+xSWkf0zcCYnOm3eSdB0gSw4aNGjPwYMHv37kkUduyXaU6tJApdvPQh2gq3LZvVd0lOogzBQnbr4csEy2SX9m+fba7s6BHOec3cwD6vD1XFZu5n6tUbwU9rM12t0R6/Blltf5BeidcQLLsf0mmH96Rl7cLEwDlW4/c2khOkBzaabt0zuy/XROor35ex41jUjKnJynTHtk1bTHQar8GNEBmqUDVJoD9AjO0Zv++CznWoqkjmxAD0106RvsfDKBTHXum5colauBah2AZl5RV0br2LofFsvMZLs7XAM6QvtBlOI1UAr7GVZ5Lp2j2X7tzDfW2rxCcEK8AkSpbg1Uuv0s1AFqL/Brd3MSniW8CUaDjk/vLV+qDoJykj40xvv9V81s1P7Jfv2buV9rFC+F/WyNdne0OnzmTwX7dC5H94bk2X++gM4QpXkaqHT7mUsbV5Bhv/FezpS4AjRTI6273ZHt5z2own7zozwq2Ssp4yKOKJWtgYp1gPpVu0JkBIUcWKbLfGw4ObsuPTEt7o1xQ9p2jFaPBly1pGR78DbmNP6jsY5PV8J9ExJjGDVQwRrYl3Pzt8c2ASczmeJEyIeNqwIPgGEQpWNoYEGa2RO0ZcH+Zbb8ryRsDA4ex4HXW4e4K34nwPawBNg37oVbQadOlKiBqIFGDZxB8DwYrg5+Q0OZBk/CUHACV07yAY3xXt8bLoKZ0JQ4Nj8ILPtKU4VjfofVgKuWnUs9B2/kOAv79bvQB5aHt6BaZWdO/CjwOarz2Oeo88xzYDxE+b4G/khS5hwrrKD/BXnZHF2jSfflUpRW1gD//r5YbW3tL/lTy0t33XVXnw3lJmFVZX2ehoW8TnnKxKyogbLWQKEO0N1znMUipDuoyyavkuiDKUr1aeAhTtkVwr55HQDZJiQnk67cDsGYNiTEj6iBCtWAK538mvNnec7Pifx7sGaeMjGr/DTg6k9fEs4PC4D2L5v0TBKPIxyVUUCHZ5SogaiB/Bq4g2yphVWToo43M1/SJ1klD1zddx78Du4HnaA6F3z5myme0w6gk2d7+AfMgiiVqQGdn0qu50Vj7nf5oXxIr5ZQp8zFcHjGCa/ItvfVQbATvAhR5tXALvNuzrO1OVuSKWNJiA7QTK20wnaXLl0OwPl5IlXZpw3LTV6mQduBjvFsc3fbG5zmlo0SNdAhNdCUA9SB2l1Fnll8a12k4ipgN504Z8BZoBPcwfw14EB+MRgGR8AMOBWiRA1Ugwb+x0keAMtCrje/5q0EV0KUjqMBV2r64mcbOAz+ApniZG1bmAMPZ2aGbX7rczUGyBMuuOACneVRogaiBrJrwPGENrUjiBPdL+E0+FfSYFdlfQVfgy9GFoGFoTP4UvhGOBqiVK4G3klObW3CbjA9y6naJ1yxp4P/XahG+T0nrfNzKhj/N3jfrA9nwhZwO6wBfpsiSir1T5TwQJGKeLHI/eJuTWigU6dOtRapr69vCJsoXorsqznor2AQ+Ax6DNJlezYOBsex3odRogaiBjq4BnTIOeg8vkzOw6+P2x6NTEcU324NB89BpsCH4CDObZ2fe0OUyteAK4G95o9X/qnmPUNXK6mHp8EJTaY4eH8eLOP9H6V4DZTCfv6I5gbbtn9G073eryX5TkyyCn92tDsO0Nn84/szWQvExGrUQKXbT1fGB7tY6de3Hyd4BbwBvjTxvAM6SHXoah9Wg1JKKexnKc+3lMd2XGQfODtHIy5L8nXwVaP4YsD5g/fLtlkUoCPpYVCHp2XJr3T7meWUY1KJNZDTft50000nQP3o0aNdIFSucj4N835yMdNfwLHtjnABzATzTocola+BgZyi13tipZ1ql0o7oRacz73suxe81II64q7facAb5hC4D44F33B3Bx2ft8FQiG8ZUUKUqtGADrATwVXPr8AL8AF4r/SBtcBB/mDwK51ROpYG7qa5DmpPAFd5ea11aCwBm4LPW6/50fA9wfm5A6sDriWjM6sDfPMeJWogaqCyNOCKv0OTU+pE6M9lOC76ChwbRak+DTg+fgB+A0vC3+BdWBFckLEb6Ij4LVSj7MBJe4/4fP1vFgXMIu0P8CCoq5MgStRAWWpg7ty5rzPOY4hXX85jfMeozkuGwDEJBA3iHMVV1/E+a9RH/IwaiBpoZQ3kfIPUysdpr+rm50BLg29ro1SXBuIb+Hmv905sutLTCa+DDJkKrgQZAFFaroFS2k9f/HwC4doa+tb8QvCrrlmFlZ8fsvKznvCcrAViYrVqoNLtZzWtAO0ofbiU9rOj6Kg127k3lenkTH9mhLgrb1x9Va2ic1Nd5Ftx1j0p40rRTKl0+5l5vnG79BrIaz+vuuqqHqVvYkEtWJtS58I9cBecDaX+dgJNiNKOGogrQNtR2fFQlamBSZyWRIkaqHYN3IECxJcBqybKeJVwdhKPQcfWwHCafxWsDz+Ab+CJJCTILqwIGAoLXXjhhX7lKErUQNRA1EDUQHVoYCSn+RS4GnQ7WAw+BZ0OOiA+hmqVycmJL5pHASEvlM1TNGZFDZRWAwceeGA2R31pG5X96C7UkChRA1EDUQPtpoG8b5DarRXxQFEDLddAfAPfch3GGpqngWg/m6evWLp8NVDp9jOuAC2/vhftZ/ldk2ptkS8SXQGqQzjXNyj8YyTLjIZMqXT7mXm+cbv0Goj2s/TXILagdTQQV4C2jh5jLVEDUQNRA1EDUQNRA1EDUQNRA1EDUQOtpgFXTW4CC8L74L8X+9MjHVE2o9H7wsrgT+U8C36zYBxUmzzNCXstvbb/AfWS/m2yXdgeCsp5jUH8jBqIGogaiBqIGoga6IgaiG+QOuJVi23OpoH4Bj6bVmJaW2og2s+21G6suz01UOn2szVXgPqzIt3APxyLUrwGOpL91OGpc9CfkKlP4wviR0JHkvlo7DWQfh4hriPUPySpRvEPob4EdfE5/BP+DP7xUdBPrt/OrnT7iQqilJkGOpL9LDPVxeaUmQbiCtAyuyCxOVEDUQNRA1ED7a+BHTikKzGUJ+FO8F8hs8nJJPaDg7JldtC0zrR7d9gRlgT/vdl/pr0WpkOTcvjhhy/ZpUuXwfwb6EUXX3zxR03uEAtEDUQNFKqBiynov6wPg1MgSmVrYCFO71HQ4eBqz/vgM1gr4UJCnWcdxXH4L9rq82UiuJrxIegOph0I/j60f5Z0EVSTvMXJ6sgcDq6OdVIeRF051oirP4NGYhg1EDUQNRA1kFcD8S15XvXEzArRwMacxxHgShNXh7wJOix80z4HokQNRA3k10Ad2d4ve2QUe4RtHQ5OUDJlJxI2hEpxgC7PuYwCJ9fpsj8bTsD2BL+qmFMOOeSQxerq6u6nwCo1NTV+je+snIVjRtRA1EDUQNRAPg38nUydny/BrjAWgmiPr4ajwZdUt0M5y840TkfnBNgUXoMgtxDRuev5nA3Xgysiq0ne5mQ3h/7gmL4HeL3vhfSvxLMZpUgN1LKfL3lnJxRZTZvt1uFfwN94440bderU6Uo0dNRuu+12T5tpKlYcNRA1kFcDnfLmxsyogY6tgRqa7z9oPgY6YVaDfuDqravgIfB3o6JEDUQN5NfAb8jW+fkJDANfKDwMrsZ4GnR0VrL04uR0XOr8fAd+DdoR9fA89AEn2StBVhk0aFDP7t27O+BdBV6cMmXKJVkLxsSogaiBYjXwK3b0mf7nYiuI+3UYDfSmpb58mgE/hXTnJ5upG+C3RpDjGoOy/gwvCk+nlenOz9DofxG5E3qCjtJqlRc48YvAr7z7QjI6P1FCK4kr6KfBH1qpvtaqxhfw3s/2/5MSbiN8EFzhnU18AX9gtoxSpuH83IKX3yvV19dvU8p2xGNHDVS7BqIDtNp7QGWf/4mcnm//HSCfBr459mF5KLwPm8DN4BvPKFEDUQO5NXAMWa5M8QXCKXApbAE6AheAu2ENqFTxnJeDR0E74tft7gL1sAE4OF8Q/gZZhUHvOtCfge8bs2fPHjBixIivsxaMiVEDUQPFamAyO34JU4utIO7XYTTgyzfnMK4AfBeyyRUkzoVQNluZcklbPWmIz9JcEvJC2VzlYnrUQCVpoGJewDMGrPHChLCSLlIbnctC1Lsp/Ay2hR9AKcRnjcdevImDh3KWbbjWTZRvabb+C4+VvphrkSSta0srr+T9vVBRogYqUQNLcVK+xZwLrg44GV6Et2E4rA/vw8awP2QTnT2u8ooSNdBeGvArSP5MQ5f2OmABx/GB7wP1OnB1QLroCHTlik7QO2BpqDTxmgQb8XPiOlnSZTYbh4NOF7+i5cqk78k//vGPh0g0f1N++/Pz7xWICVEDUQNRA1EDhWrAibHyaWOQ9dPVgdprn6c9s5Yon8T6pCn5Js0hL5Qtn9bHllSCBsp1BX3FvIDnt9+dk+oAbQgrodO00Tn0pd5rQPv+CPwH7oP3wBdB60B7ivMgj31DEwf1uWQ5ma+Jsq2RvWxyrKvTKvtjkrZpWlpzojpVjwIXdVSslNMku2KVHE+sJBrYlaP69sOvyNyTpQU6IIbBFbAPXAXp0p0Nv2JRA37tIkrUQHtowK8gHQrD4BQoB+mWNOLlHI3xwavT72y4HVxtk+kkJKnDigMMBwLj4PUcZzGB9CdgG/CnNhy0fU8uuOCCsILne3kxIWogamAeDSzPlpOOYuRDdpIolauBcH3zrYZcjtP35dw3MLHMVfE/2vdD2BlyPWvNUywbJWqgtTXguK3cxm4+AxYBx8bZXsCPJ/1KuAM2go+gbAX/5618DX5LvgnUlCOtbM+hHRq2PccYCToTn4PR4HXdAH4MA0DnnuFjEKV1NeBiF3/y7NrWrTbWFjVQmAYcCPmWd05hxWOpDA38jW3196uM9PRNV3haxlWhmXIhCeblcnhklo/buTXgoERdPp67SMxJNHA5oboaWkYa6URbpoODkHxyPpm2/S6oAx2CbreW2A7fTBaCTkiP3Rr2M9iJsdSXT/5LpsfcLl+hmBc10EwNVLr9XA99eN88naEXX06aXgxDM+qKm83TQEcYf7q65muwf+yY4/RGJPlX58gvp2Qn856Lztr+WRp2eJLvOS+cJT8mZddApdvP7GddOak/4FS8LwbnOSW/Im+ZF6BnUq61x59JtQUFHcF+FnQiJSi0DMfUqe31PDXH8X+X5H9O2D1HmdZO7p0c86EmKu6RlHPu4bfH2lr6cAB15bwriHOlLuACrmLkEXayzl4wMImX+wtEmtk8UUFRogYqUQMzkpPSGOWSkBfKhnI7E/H3Rnz7sU5IjGHUQDtoQIf9CTC1HY5V6CHmUtC31X4N3N+8HA7ZnNm/JH1BOAD8qkprTtLOpj4Huc2VYgcA6cd5nw0f/n1hJXgTMmUhEjYEBw2vZGbG7aiBqIFma+BR9nAgny7Ls7E5aB/vgPfAVUHLgk6wxWEUPAhRKlsDXvfT4By4Ho4BHZ2mLw3mHQT2FePlLn5T6RrYD+z7l4D92An+7rAnKEfDhIZY/IgayK0BbaX2sBj5kJ2kHMR2OEfbDv6Ro0F/Jl1H6RBwrPpTaE3xZYu/cV9TYKV9CiwXi31fA2eS5NzhARgG2eRPJPq8dyxwCGTrF51J7wPfwJfQlDiG934ZC7ObKpwnfwp59lmfO7Myytkm+6n1W8b5QjGiM9b6nZdkE+dskk1aqw3Z6o5pUQOtooEfUos3x5xWqa36Ktkr0d8zhLkeWqckZa5KU89ixP366s/Ah+rrEKVlGtiI3e3L2ZxmLas57t1eGtDB8B54HcX7K5v4cNUBEcoZtob8kUocTDhwKBSP3ZKBDLt/KxcRs76HIPONs+f8nyS/4S3skCFD/jR48OC7Dj744G6kR4kaaIkGKt1+5loBmqkzVyO8A/eDz+lM8b7UgfQZ9MvMjNvN0kBHGX86tvOlXHjezCT+BTj5M81JYms7Q6iyzaSOmi+DcD7p4RTSj2izI1duxZVuP3NduSvISO8/zYkPzVVpidL/lZyL9/rGOdqgLXAu53k6TnsjiRO0WML4rjk6tGwuJ1SLG1ShFfTgvLRz6m65Js5xHfJ/DJkLLXqTNgKmQ7heHxEfBPaRTNmbhLcglHW/O6EPpIv1Wsa+lS67svE1ODZZKcm4i1BHfJAuRM6FyRCOo/PyashsP0k5xQUyz4H9St/Qw7AFWKfHDHIeEX//esuQQFhIG5ZL9rNu67S9vmwznsvZSlaUqIHW1UBHGYC27lm3Xm2+sQtvWM4knmn4tiNNQ+eNvQkEuYXIv5ON6AANWmlZuBG7q+foAG2ZHku9tw9qH6yvwuZ5GtOJvF/AePC6l0IW56AeW2dIa4gOl/fBOh1YO5jaFg6Bp8H0b2AVHJ9n4wCth6mHH364TpsoUQMt0UCl28/1UI73j/dRPvFH+R34L5GnkM99J1DD8pSJWU1roKONP/fklBxf2D/sS07croVVoCOKk/uz4WYYCSfAUhCl+RqodPuZSyMDyRiRgc4b7w9t5PVwDpwGI8Cxknk3wlZQTrIsjXkPbJ/sBdmkM4mjIJQzbA05iEq0L08UiAtvPLYrV6MUroFtKKreih23L8C+oZ/8P3v3AS9HVehxfG9CbkLoEIQHApcAoXcQsIA0pUoRRERAowJSRARBQH2IShMVfagEBC6IoEiJD9QIAi8UKQIPQWl5Sgep0glJSN7/nzsnmQyze2d2Z+/O7v7O5/PP9Jkz3909O3t29saf5b+oHKs8rHi//Uq8uEPR859TTlQ+r5yv+H3EHYi+6zeUpTXidf0aCmVnjUxTnlbi7zUra3qsEoo/N3nb/1G+pnxZuU7xPD9XspTxWsnr+/PHUcoRyl8Vd0x6/iQllLM04nlbhRkaZqmD74L9hhIMT9G42wnvy8fpqDJfR50NJ4PAXIG3NOoLgN8pvnjcRvEbu9/43XmzuzJMcaPwZ8XlQGV9Jd7oeT4FgXoE/Abojrh6ypPayClT8TeBvmAYrPjiwW/Av1LeN9jKbbL8edVza8UX12spP1Hi5QlN7KnOz631v3t+VX/g3ner7nH22We/EF+JcQQQqFvAHaX+oFHrw5Hf933xvo5C6R6By3SqTq/iD8EvKv7Q1q7lblXcoSBQr8C52tAJZYxGblduUPZSfE0TL6M18XPF1zlHxxeUYNzXV+spJyjbKv9S0so7mrmHcoBykrKYUkS5QDtxshZf9/t9yncGNlymVUaoI2+YrzszlJnTZ1amnzkq/f+2mLP99Mp8m82qDP+UZvhz8GBl1qzKrOtGVqZdOdiKDS5fNtr+/jr380Ntt7zix/742D7O1PiNyv7Kxco1yjjlZMWvA3/uf0px8WvgeuVC5WeK+wvS3kt20Hy/5/i5uJXyf0oo8fEezdxH8f4/orjD1MV9D27j3d+wquKOzWrFy3+qPKq8T3lFcZmg+Lw29ESNkqcO39Z+PqrY8XRlF8WvKQoCQyawho7kF50bdEr9An4huyPJlvFM1fQ3FTcMLm4M/Y2P3/xD+Z5GHgwTDOsW2FRb2v7WuvfQnhueF513/HmXdfw/2+yU/frZX8l4kdb0s/MFqK1rdZbUU4n5tNHeii+O/qS4k/cAZX6lors+T1DePvjgg7lgMAilCIFObz83EpJfq38ZBOtILZ+pLFdjPS+bofhLT0r9Alx/1m/HluUS6PT2M6v2YVrR7edSNTbwdYxvEjmhxjrtssh3s7nDqRWl5vXnZZddts4JJ5wwLEvFHqlURk2v9M6YXhmpb9Wz5e1K70mD7Vv7nJh1f15vWmXklMH2WcDyL2gfvhb4dR37sudbijs0Z1+PJ/bhDkvv252WLscqnj7KEynlDs3z8vCZZulo2h2O2ylTlX8qfcpgxR34rts2iRUX0HSW58GBWs91+VJie0/uqnjZJE9E5SwNPW+rMEPDPHW4Odp+jIafi8a5A1QQFATaSeCPquwqys6KP2iNVB5WJirhGx+NVnZTFlT8zVAo7hx13Ak9XrlAoVQXGK5FdNjP9blFo8k3t7Ga9yHlTeX3ymOK3xj9wX17xRdOVyiTlXYqW6qyftM9RvlbO1U8Z13duXJJlHdteuaZZ56gv/t5Sn9/vy+OKAggUJyA28vTFbeP+yoPKvHiOykuVPw+dFV8AeMIIIBAlwv488/TyrM1HHwt6mvSdWqsU8ZF41SpzZS7lHD96bsv45/nNNn6csUVV+w/bNiw/nXWWecrqo3vWKxZVlRH21uVmR8ZXulZreaKcxfOmFqZHjr55s5NjM2oTPvy8MoIfz7uSSyqNjkUN7DcGx3cj2fe0qcNRin+3OXncbKE+gfH1aMVbkuuGE17/Y0Vrx+eU17kuvlO2JGKj/WoMljxL8ZOVq5VHlUmKX9QPO0vJWoVX8+sG61wT8qK7qjNUhqpQ5b9+0Pte4dXejeeWZl2t3qg3Y7ULLqzOZzXnPXeqUz/t7Z9fM4MRrpSgG/gh/Zh1/vM7G91tosN/SbyRDS9rIaUdwv0adYExRdW/sbJ3xL5w+fmSiibasTLbg0zunQ4Ruf9D+V6ZckUg9Gad7HiC9SVUpaXedaBqpwf46NLUkl3JLs+tqQg0M4Cnd5++oO5X6uD3QHqx/B45Z0o/rDrLzL9YeR/FX+Q8BcUByuUxgS4/mzMj63LI9Dp7WdW6U6+g75trj8nTpx4jDLryiuvPDXrA9dF66nva/Z7uDsw3fFXq/jz0qqxFbbSuK8jfhGblxz1z8//Hc28UUOvX+2z1nHR8sOj9ZeOpr3NQ8qD0fROGmYp/tLW1ynePsSfl49QkmUJzfDzw58Xfb3j6xpvc5iSLMM0w9c+k2ILztK417dJvGStQ647QO+sVEboLuFrdFfxq9Mqvfdr+I7uQj4xfuDkuB7gvrQ7kLX9Rcl1mzVtOAoCCFQqjwjBDUg8nvdGNC9+t6hmUSTwUcXf2B2g/IfihnohxW8Ik5UTFMpcgb016o52D/0zjWTRF2izf26woIZ+o6IggAACCMwV+K5Gd1b8vrOWsouyq+IPQrcrOyg/VSgIIIAAAnMFfq/RHsV30Ie74OYuHfhbhP+tGe544g76uAzjQyXgjs/7lVGKv4SrVfbUwgeVq6OVfBOOy9IDg3f9u7jmjFBCB+hg64f9hPXDDp/UyBbKeMUdjxOUxZTBijtm11eWUz6vXKn4PH+g7KeEsq5GfH1ztDJWcUemX5MuP1YuVMK05y2i+HWdpWStQ5Z9zVln3Urvsarkym9Xpq3SW5m2xjuVmdurc/H4qZX5fENZahlW6V1PpzZrZmXWuuo4GBcyrTLtqNQNmjBTdaQggAACuQVW0RaXK+7wvFTxm9V8ylLKNxV/Y/WfSrxh12RXF9/p5DfdZ2so+ALgMaXdfoJU45Q6c9H48eMX2nPPPeMXIp15opwVAuUS8Ad5f5DwF0X+sOAsrGymlO4nj6oTpXkC/pC6uuIPgRQEEKgu8IAWfV3ZQPm7cpcSv4P+r5peWzlEcScUpQkC+g8yfVONun4Ghk04RLvvMryH9+tE5q9yMu7IPDRa5uewyz8V9aPNfg6P9IxE2TiafigaTomG/lyWVpLrh3Ue0ci/lD8rP1WWUX6kVCv+THygske0gjtQz1V2V3xXtkvoKPT72O8U73OysonSq/g16TJV2Vf5liei4tfsYCVPHQbbV3K5O1+P6anMOlsXZLM/246qzNBj2HPj8Mqwg5Irx6bXU6fpw/qPte4dVXl7Soj2YdshKXSADgkzB2lTga+q3qu1ad2LrLbvsHEDGi8naGIB5ZfKXsoDistzyrcVf8PlcopCOzObYva3en5jW25gMvVfLxun3J66lJmlEND/9r756NGjn1lqqaUuKUWFqAQCnS+woU7xiNhpTte475Rw/IWby6LK95VPeYLSsQLjdWYPKs8o7qx5SfEHxs0VCgIIpAt8V7N3VtxmrqXsovj6flXF15w7KO7UoTRJ4Lnnnjtv5syZ+8+YMaNWp1mTjt4Wu/Vz9AVlA+U8JdkJqj6y2fPdcelOzHANPk3jFyv+rBo6FjU6u4zSvydG4/7M6nKR4muIo5UxSrzspolNlf9T7ogvSIwfq+nHFXdKfiyxLEz6869fUz6XJcJMDf26Wyiadqeqy5eVZZVblG0VH3umMklx5+dr0fRRGvo8ve/jlcFKtTrEtwt18Ly3owWDfrH4xuw7bntGq5o3xXemOztvnlXpqXojjyq0vta/Sye1kv6DrcP1k/l99LPI4BHfFeNdKLCGzlkd5LO/0ejC0+eUSyIwXvXw8/CDsfq4MQ0Nca3OPH8w8bYHRMNbNezmsrpO3h5/UdI61tfW/P+N1vHrv53KWFXW33D6QroM5T2qhK2fLboyBx100PvUAfqq/rf3WcqpRe+f/SGQEPCFuJ/Lndp++oNMaBcTpz7PpD/UvDPPnHdPuB3yvs5596LSzPEHO39ouUCZqPxRuUI5XzlO2VLxXRWtLGW9/rSLf8bnx9hxx6evM96Mpv38+KJCQSAIdHr7Gc4z73CENnAHheNfb7VzOVCVd3twdElOomnXnyU5v2ZX4wM6gNt2P6ZvKdcoJyo/V55RPP85ZSUlXpbWhDtPvdwdnP4i9GDlHsXzktfr34nmP6Ghry8+oZyh+AvVp5SVlVC8b+/jxjAjGm4XzX9aw8UTy8Lk+dE6D2r4XeXsaNqfo19R1lRcQj19DZAse2mGj/96NPQ1znVKON9JGg/lLI143a3CDA2TddhH81yPl5V4HTQ58B6rD/dPv3+g49X7muYFyTK9Mt9m/lue6sCc5zOtOjWP0N8C9ftyatHyx/w3Q7XtM/q7n/d5H5r3qPazeuoGzOwqgbJegHbVg9DFJ+sLouMUN3pu/OIdoFnf3P0G5G3/Mxp26gd4nV7m4g++/pDm3KVMVK5U3PHpb/r8xus3bEpjAlmfo7mPok7Pf7nzU52gfn4Py70DNkAgn8CmWt3taKe2n9U6QBfVOf+XcmaUmzW0Q5hODn3Rf2e0jt+7ylY+pAr5MfQ5DJbJWmcVpVWlrNef/lWO7fyh7ZNKaH9Ha/wExe+hfm/dTKEgYIFObz+zPsobasUjBlnZbe73lU8Nsl7ZFo9VhfZQVi1JxZp2/VmS8xuKaqysg7jD051o8fdLd4j6vd93QKaV/9BMf66arng7vyfcp3xNSSv7aeYzSjiG31uuUpLPpaWjdW7UMFku1Axv788EaWWkZp6hJM/l75oX7zj0sb2fande+maieF2naNqdp95mkhLKWRrxvK3CDA3T6uDPm7cr8Tp4k1VWmNvx6f04rvu7ijosd3XnpRYuG1+o/+H9C56vE+yNz/e452nZH7Ttd8Iyrb++5j2vztA/h3kMu1egrBeg3fuIdNeZ36rTfV05SXHjF+8AnT+a5zeidzVumheKG2Rve1Q09D4pAz8zcoenf2YQf3Oxz0cAKkTgPZHts4XsLbYTdXxOUH764Q9/eL7YbEYRaJbAptqx24lObT83is7Pd8YnS79mhDYy69B3biTvDEnud6inN9EBX1P8gcPvi19UdlU2V9ZT3Dm6i3KA8lvF7w1+f91DaUUp4/XnSEH8W/Hz4KNVUHx3jZfbmIKABTq9/cz6KB+pFf3lQK3ijkS/fs6ptRLLBhVo2vXnoEfuvBVG6JT6FH+ptaIyTMlS/H7hu5uXzLKy1nHHqdcfnnH9ela7TRu9oZyr+HUW/1ytyYrvRPX8Wtcv/xWt820N6ymjtNE4xb9E8Wf51KIOyc9NqYw452MDHbeu06tpK+oO0A+4o1Odmb5mmFM07ygl1+cv3QF6pvelN/lF5+yIkSET+ICO9EelDJ0QZbwAHbIHggO1XOA01WB5xd8MufHzayNe7taE5386PjM2voLGpyq+4Npe8bqd+gFep5apbKi14t/A+43db7hO6Exzw9+O38Cr2qUqXICW6uGgMg0IdPoH+FodoG4Pt4kyQUPfzRGmk0P/bGxjZQGlbOUOVcgfIFy/LMXvu/7w4M5cv08MdSnj9ecWQvB1hH85Ua34+TJd8S9XequtxPyuEuj09rPag+nXgjtLzoxys4Z+/YTp5PAsLSvzHfSqXtsUrj/b5qEa0ooO9rn6V6qNX6MnVqmVr22ejtZxuzYU5XM6iOuU2gGqb2lXdKelOkL9Ze6cog7RU3U35+1zZiRGdBKjL010NqvT9UDvS/t03wNliAV21/H8QH92iI+bdrgyXoCm1ZN5nS0QOkCT31Ttp9P2a+VlxXevxMsymvCHFC//hdKtF6A69XkK38DPw9HUCS5Am8rLzodQoNPbz1odoHHm7TRxfnxGm4yPVj3dKecPP3mK3y/8Hrpqno0KWreM1597Rx6XDHKO7jS2m69DKAh0evtZ6xHu10K/FvLEr59ad6BpMWUQAa4/BwHq8sXVPldvJhe/Vn29sFfCaGFNX614+W2JZZkm39TP1PV3N7+mHJNpg4GVanaAXqpOTHVaPqEOz+/G96nOz3uU8+Pzwrg6Ojd2R6eGXwjzPNS8P6puL2q0Jz6/WePzNWvHJdvvGNXn7Ax1ChdMh2rdnWPru2OUggACcwUu1Kjv7PykMlm5Tvmb8h/KToq/qZqiHK6MU7qx+Bv4byuhMV9P4/75xplKWnF7vFG04JG0FZjXEoF1ddRRStVvM1tSKw6KQHcJTNLpOu1W/GHYbbs7FvKUf0Urz59now5e94Xo3GrdHeLOZl/vz1T8c3kKAt0s8GWd/EURwJ4ausPhI9F0cuBfa72u3K/4Z7qUJghceumlS44YMeJLPT09Z++6665PNOEQ7LJ9BfwrSX9m/IbyK8W/GHRnpz9L+nP1Eoo7CPdVMpUbdO3x/krvTvrg+XltsJ0+jg5XH+oM3YH5X+rwUp9oY+UT+pWnemt/pP0fp7tAr32yMuO291ZGqg9t1sozKtN2CXtXB+lJPZVZj/VWpk+YWJl+966V3nv1cfhYbTNlamXG30dVeg/UNlvrf44/Stu4k5dSkIA7Nn1BZNR6UlA1cu2mjN/A5zoBVu4IgdV0Fn7NJO8A9cmpIa2coLgRTb6uLtM8fxBx4Rv4d/skveLT/qC80mw5/qlX4D3a0KbP1ruD8ePHL7TDDjscou39wftH9e6H7RBoUKDT28+N5OPX6l9qOK2lZf7CLV56NXGscovyuDJBsVXZit8n3aHgerrOWYo7TK9R3lZGZNmg4HXKeP25oM7R1xq+lvdzJq24w8fPpZvTFjKvKwU6vf3M+qCq86Mt76DPen5lWq/q9ecVV1zxlYkTJ85SvlOmClOXIRWo9bnaFVFn4OyOzvjnQo/7ZqOVlUHL1EplrDodT9Zdlc/4bsuB9L6tOywvTf5cfZCdfU7LfezUn8B72zt1jaK/3/lT7XuG8o7u/LxXx/YXLnOKjv+Ulk0MM6Kfzl8f1Wumlr2iffj9e8iKL7K6oaize/YfTe/X0HeonaGcpyTLNprxQ8W973MeqORKTCOAwGwBf2N8guLXk18771VeVtxIP6JQKpUvC+GiCIJv4Fv/jNhEVfAHgaUUd2xeq9ykzFMOPvjgBR955JFbb7755jXnWcAEAggMpYA/SF6v+HU4SfmDEsqPNeIPCi7uFDtA8Z0Rmyu6Ji9N8fukv0BxZ63P5WeKry/T7rJyZ6fbp8OUbZWfKP45HGXg7jT/TcOjlSsVv5/eprj4Vxb7K6d6QuXkgQH/IoBAJOD206G0UGDYsGGzv9CaNWtWK77YauGZc+gcAv4y9xfKVspKiq8VblfuU6qWGwbu9vzYsErPQeqz1Gfyntm/PpxV8X/G3vPzqZVpv9Dv6H0HaaFF30bqGuXtg5+oVI7ULapj9DMMjc5bRlTeXjY+Z/7ZfQRvb6UOg8VGDcR9BrPi6zBerIBvH75cMbIvQJdU4sU/dfeyz8Zntmi8jN/At4iCw7ZQYDUd26+JtDtAs1Zr02gft2bdoEPX207ndX6HnlvZTiv5Dbzbenee+LmczI2a58772WX77bcfueGGG07RxKxVVlnlVf1U6Z8a5w7QAR7+HXqBTm8/q90B6g+Ifm369fqK8hUllL01EuZvqXFdc8/+D/lmaPiU4mu9MpVhqozr7w8yof3RtX/lH8pdykPK84rr7+Xu0L1MadWH5LJef/oOWnciB8N7NP575dHYPDo/hUGZI9Dp7eecE60xspaWtesd9DVOq7SLktefcyqqOz+P8R2gV155ZfiyZs4yRrpGoIjP1fNg6Y7LTw/cZTnnbs83dSdmv+72fP88K+af+Jw28fvtq/k3LfcWvijrpuKe748r45Wtlb8pOysUBBBAoNkC/va9DF+uNPs8y7b/hVSh/1HcAf2S8gPlYOU05VnlQ8pNyhilsuKKK+640EILrbzzzju/sOWWW66vb+pf93wKAggMqcCndTS/Nt0RuILi120oh0Ujx2l4g/Km4jvtT1f8J4/cKVqm4g5N138d5XzlYWVhZayygTJO6VHuV85V1lb2ULj7UwixMk3jbse/o7ymrKu4Y8fPj8eUfRXfaUtBAIFKxR1x/px7n/KlBMiPNX2S8n7Fd2cdoPjLhY0USpMEZs6c+aB2rcvKWW7rKQgUIqC7Pt2vtYzu9rx/lv7vjdcr05bprUz7zIjKjD8XcgB20lECvvD0E0PPlco5yoLK7tF0Mzop9tK+r1WuyxjfLee6vaNQEGiVQBHfVPENfKseve49ri/83X66g9OdIh6/V1lKiZdFNRHa2vO8YN99911AP4H/mrJytKK34w7QCIPBkAt0evvpD9x+fSb/Bqg/oHv+ikq8LK4JdyhOVXzdFi8f0oS3OSU+s6Tjw1Qvtz/usB1ZsjqW9Q7QOJPN/NpwB6g7lt2BTEEgKdDp7WfyfMN0J91BH86pXYbx68931fnCCy9c4F0zmdFNAkV8rp7HS98Gvsf/u/o8M4uZ6Ng7QIvhad+9DFfVv6n4W/Z/KN9TfPHcjA7Q30T79v7zxBf6FATaWaBbL0Djj9lamvAHtXjp1YTvVrlFeVyZoNiK0rhA/AL0Je3Oba7vFkor7mDxT0+nKskOFa9PB6gVKK0S6PT2s1oH6GSBv56Cvqvm+fXs5ckSXvdXJxcwnUugHTpAc50QK3etQKe3n9UeWH+OdTvpz57+oiVews0/h8RnatxfHHmbPRLzmcwnEN6H/AU8BYF2FujYDtD52vlRKaDuvrvyRGWS8kvlKKVZZbx2/FOlJ+MB/IZ1ueIP7xQEEGhPAV8IXa+sqbid8d+hDMVSwXEAAABAAElEQVR3OB0YTfiLjgOUfZXNlTsVSuMC/pJrMcVfcP21yu4e0fy7FX976p+e+o5QCgIItFZgIR3eP3lOlm2iGW5Xk8U/5XR5emDQ1v+Oimo/tYCz+JL2cZiS9foz/O3RrOsXUEV2gQACBQqsH+3raA1fju3Xd9C7U/ht5YLYfI/+TjlG2Ui5TKEggEALBXRX5wY6/Aeeqkw/Z8WBmzRaWJvOOnS3d4CGR/MOjaynnKT4m+9mXDz77xXdoGQt7jhxcSctBQEE2k/AHyJ9EenOz1cV/wmMUPbWiDs/PX9X5XZld6Vf+a2yjvKiQilG4M1BdhOW9w6yHosRQGBoBO7VYfwh3l8Gxz/AfzQ6/DXRMD4IH/r9N+/auSynyvtXAS5FdELaJfxJj9k7zfiP7wajIIBA+wn4Fy/+T9f8BW+8+At2tym+5nw9vkDjD0XTayXmM4kAAkMn0DO1MnJ73b3hm/K29GGXqfQ+qe+Drxy6KnT+kegAnfsY+84B3wV0jvK3ubMZQwABBOoSiP8nHl/QHuIf4n03jstxSvhi5CKN+8LT38D7TY9v4IXQYPGdtdOV1ZUlleeVOeXQQw89YPr06WMnTJiwYTTz4TkLGUEAgVYK3KOD76/4Z5rfjSqyrYbuyPOX1P7iOl7m18Th0Qyu4eIylcrnNelfOw2bd3bVqcW1xL58CVeViAUIlFpgIdWum++gL/WDQ+UQSArog+B8H6iM0M0xPUfrG4roS4hZr+pDzISnK9Pivx5Mbsp0HQJ0gM5Fc4fDWYo7H7h4nuvCGAII1CcQ7kbiJ0j1+RWx1Szt5GplN+VHyj6K51UOOeSQL2vww+HDh78zYsSI4eoInazpZ7yMggACLRc4TzU4SPm2sqriLzI+pbi4My/+65i1o3m+c/4m5WalnctTqry/sCmq2OqRHDvzL5ZcZreVA6P8iwACbSTQzXfQt9HDRFW7XeCJSmX+pSoj9CXlsKPU8bl85PGkhme8Wpl2zhIDvxTsdqbCz58O0MJJ2SECCCAwW4CfIJXjifA1VWMbxX92wH9a5Ht77bXXmj09Pd+fpXL99de789N/Z+8rCgUBBMoh8Kqq4S8ublD2jVXpBxqfEJs+UuOnR9OPavhxxZ2l7Vx85/oL7XwC1B0BBFoqwB30LeVPP/jll1++6bBhwy7Q0sN22223a9LXYm43COjnaAstWuk9WHd8+rOHP5voG8dZ9+vf0+6tTL94o/a/jin1w0gHaKkfHiqHAAJtLMBPkMrx4Pln7TsplytbOy+99FJlySWXrNx44409Dz74oDta3DnqP4GSVnxXGQUBBIZe4AEdchllM2U15XoleSej71b8i/Jb5RfKPH/mQtNlKxuoQtsr45RFFP9033+r7xVlinKr8j8Kd18KgYIAAnUJdPMd9HWBDcVG6vzcXF++j5s5c+ZWOh4doEOBXsJjvFWprDBfZeSdqtoYV08dn3foDf/kkZVpvo7hvd8oTS50gDYZuIHd607o2WWE/v1QNB4G/jDwtjIjzGjS0N9IvDQEx/FPvfz3EZt914aP484O2zWzuEHzh7JmH2cJHcMfnHz3WjPL4tq5vpWqPFfnQdasc7t23+xencD6yqKKn9+hdMN/4hHOtVXDZPvpC4r9ld2V902ePHnMPffc8+bzzz9/i6bdMerXa7yd9d/Kc2fps0pZiuu0lFKmn+kPV33c3pXJydc1bhvLVCf/51p+TrqjLm/pxvZzOyHtpoTXcTDbJIwkhr7baQXl69F8v94vU66NpsswcPtymrJphsrcqHU+r7hDtBUluHP9WZw+15/1WXL9WZ/bq9rMbegNSrfdQV+fWHFbVW0/p0yZsuK4ceMq99133wY63CHFHbLQPflLR19n+n20jKXt66c7Mpb478qsBYQ85azKjD+eXpn5oKCXVXRHaNOLP0dcp/iXJoMVf1HbkYUO0PI+rOGJuZiq6IthCgLtLhCe0+1+Hlnr7w/l+yu+yPlutNG2Gq6sPK3cEc0LA98JxH/iETQaG4bnWmr7OW3atIo6P32ElZT9GjsUWyMwJALhOT0kB2vxQY7T8eNfSNRTHV+4l6UD1B23v1fcxv9R+a3iD5j+gtkdFf61gDt6/MFkR8UdwPcq7rhwR+5Ql/BcS20/h7oyHA+BAgTCc7qAXbXNLh5QTd1ZtJnSKXfQtwN+eK69q/286qqrKtttt13llltu8WcBh9KFAu59XGDg/yhbRaPOUJdv5DxgWTvDc57G3NXDtxRz53Tv2Fidur+RuU95qAQMfmx+pqyRqIu/RfYb2XTlzcSyIifdOb6A0uzj+A6iBRXfzeq7GZtVOu04vhvMH5reUV5vFpr2G44zTeO3N3AcN57nKhc2sI9223RhVdidnP4gfpHi19KnlFHKQcoEJZS1NXKisqtyk7K14vUp9QlUaz+z7s2PmTsj3lL83C9DcedJr1LGOvm9qCzP19GqywjF7yfN/pWEDpGp+L3U76m+vojfDZ5pY63Uye3nRjq/vyh3KhsrLv6SaMvZY/X9Y68blH/Ut3nhW/l9wNdtbtd9roMVrztZ8fO3Txnq11a19pPrTz0YdRSuP+tA0yZcf9bnlmcrv9bdXlKKE6jWfvoIKyrvVd5Wmv3rPR0idxmpLfwZhfrlppu9ga/Rfa1eVr9Qv2dVx4dn17j2P26D3UE7UTmw9qosRaC5Ajtr936z+u/mHqby0eg4k5p8nA9Hx/GHlWaW92vndrulmQfRvjeMjuMPc80s7jDz+fgukWYWdwT5OA818yAdvO/VdW7/UmwY8v3E+R4ZW/aIxv0hk9Jage/p8H68jmptNeY5+oSoTgfMM7e1E5dEdfpka6sxz9F9p50fux3mmdvaiZujOn2wtdUo5dHdAerHyz8BW0nxh8dOKu6QdwfmaTlPKrwvrJpzu2auzvVnfbpcf9bnxvVnfW5sVV6BY1Q1v9+dWtIqHt0m9cv7fjpU3F+N/MpeP3/G6eriOxIoCCCAAALNEXhAu11G2UzxXT3XK48o8fKaJnxXkH8W+QvleYWCAAIIdINAuLvRHX3/p/gXDfcp/nLP+Ws0/aqG7Vjeo0r7WvupnJX3F2cuvpuEggACCCCAAAIIIFCAAB2gBSCyCwQQQKCGgP8ekO88rnb38TladnaN7VmEAAIIdKqAOzmPUz6krKMsq/gLIydeHtWEO0NDp6iH/ol7+HtrGi1leUK18p+I+ITyM2WaMljxtfn+itf9+2ArsxwBBBBAAAEEEEAgmwAdoNmcWAsBBBBoloB/DkNBAAEEulHA7d/JUXz+iyvrKu4MDcM1Nd4XZRcNQ3HHYvJuUXeMvhJWKMHwHdXhR8qxin8B4E5Q/z2tN5RkGaEZ2ymHKdsqP1HCHbIapSCAAAIIIIAAAgg0IkAHaCN6bIsAAggggAACCCBQlID/Z/QbooR9+j+R8d8DdKdovGN0OU1vEkWDOeUxjflvXLkDsQzl66rEC8q3lYuiCrmT9kXF/ymW/yNId/wupvhc3Sl8uXKEQkEAAQQQQAABBBAoSMD/uxMFAQQQQAABBBBAAIEyCvguSv895V8rxys7Kcsr7jT0f8zjv6EcLytowndQlqX4Z/o/UNx5e77ysLKwMlbZQHHnrv/zp/uVc5W1lT0U7v4UAgUBBBBAAAEEEChKgDtAi5JkPwgggAACCCCAAALNFhipA+yo7K24M3SU4uIOw2uVS5QrlLKVf6hC46NK+QYEd4L6f4n3naBvKxQEEEAAAQQQQACBJgrQAdpEXHaNAAIIIIAAAgggUKjA3drbGtEe/XPxyYo7PS9T3JnYDsV3hfrn7w4FAQQQQAABBBBAYAgE6AAdAmQOgQACCCCAAAIIIFCIQLhb0nd7flZ5qpC9shMEEEAAAQQQQACBjhbgb4B29MPLySGAAAIIIIAAAh0lcEx0Nu/TMHSGdtQJcjIIIIAAAggggAACxQvQAVq8KXtEAAEEEEAAAQQQaI6A7/ycpCyifLo5h2CvCCCAAAIIIIAAAp0mQAdo+z2ib0ZVDsNmnUHYfxhynGwCwSsMs22Vf62w/zDMv4dsW4T9h2G2rVgLgfYWCM/3N0p0GtQp24MRHrMwzLZVc9cKdQnD5h6tO/b+RZ3mT5SJ3XG6pTjL0AaFYbMqFfYfhhwnm0DwCsNsW+VfK+w/DPPvIdsWYf9hmG0r1kKgvALhGiAMy1bT8FoLw7LVL7iFYdnqF9zCsGz1C25hWLb6UR8Eqgq40/pTynJV1yhmQY9280mlr5jd1dzLXlo6tuYaxSzcQ7tZpZhd1dzL7lq6as01ilm4q3YT/iOIYvaYvpedNXut9EXMRaAjBRbVWX1Gmb9EZ7ek6rKf0luiOi2juvgOvOElqtMKqov/d3C/h5WlrKyK7FmWylAPBOoU4PqzTjhtxvVnfXZcf9bnxlblFBitan1G8a8XylioX2OPSrv4+TMOBQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBLpcYLjOv08Z3aDDItp++Qb3UeTmi2tnqzWww7KczzCdg13f08C5eNOynM8I1WWsMp8r1UApy/k0cApsikBVgaJe91UP0MCCRtvWBg5dKer9qpE6VNu2lS7JOpX5+ZOsK9PdK1DU67ls1wONtgVlOZ+i2pGynA/Xn93b1nTqmRfx2iqqHW5H4yL8imonu9Uvft7LaGJMfAbjCBQt4BfsScobyixlunKHsomSp2yklb2d9+E8o/xIcYPaqrKQDvw35Z91VKAs57Oc6n6RMlUJti9q/HilV8laynI+y6rClyh+nvl8XleuU9ZU8pSynE+eOrMuAlkFinrdZz1e3vUaaVvzHiu+flHvV/F9FjneKpfkOZT9+ZOsL9PdKVDU67mM1wONtAVlOZ+i2pGynA/Xn93ZznTyWRfx2iqqHW5H5yL8imonu9Uved4f0YyZyhXJBUwjUKTAV7Qzd0TdohyunKa8qrymfEjJUhbWSk8qbymnK19SblC83yuVHmWoi+8s/K3iOuTtAC3L+Symuj8WnYMdD1F+prwUzbtMwyylLOfjejyo+DG5TTlS+bXizl2f0/uULKUs55OlrqyDQF6Bol73eY+bdf1G2tasx6i2XhHvV9X23ej8VrrE617250+8rox3t0ARr+cyXg800haU5XyKakfKcj6uB9ef3d3edNrZF/XaKqIdbkfbIvyKaie71S953ktoxlOK+wmuSC5kGoGiBFbSjnzn581K/G7CjTU9Q7lVyVImaCU/WXeIrew7P/3k9fyPxuYPxei6Oshdio/t5O0ALcv5nBHV/2wN42V+TTyt+Ny2iy+oMl6W8zkxqvNFiXruE82fmJhfbbIs51OtfsxHoBGBol73jdSh2raNtq3V9ptlflHvV1mOlXedVrok61rm50+yrkx3r0BRr+eyXQ802haU5XyKakfKcj5cf3ZvW9OpZ17Ea6uodrgdjYvwK6qd7Fa/5Hlfrhm++9P9G3SAJnWYLkzgPO3JTzJ3QCXLJM3wsg2SCxLTK2jaT9aHE/M9uaniffy3J4aoHKbj+OfVrtP3lHeUfypZS5nO535V2n52TJb/1Awv80VdrVKm8/mNKjpVWS9R4ZGafjXKYHcLl+l8EqfBJAKFCBTxui+kIomdNNq2JnaXe7KI96vcB82wQatdklUs6/MnWU+mu1ugiNdz2a4HGm0LynQ+RbQjZTofrj+7u73ptLMv6rVVRDvcjrZF+RXRTnazX/zcP6uJWcoPoiEdoHEdxgsVeCh6ki2QstcvRsuOT1kWn7V3tJ5/Op9WntVMd3r5jtChKFfpIPco20QH852seTpAy3Q+/hMEe0bnkRwcoBluKAbrAC3T+fgc0p4HC2m+H6d7vcIgpWznM0h1WYxAboEiXve5D5phg0bb1gyHqLnKQ1rqNq+R96uaB6hzYatdktUu6/MnWU+mu1ugiNdz2a4HGm0LynQ+RbQjZTofv9q4/uzuNqeTzr6o19ZDQinjdVWzH6ui/IpoJ5t9rs3Yf1F+oW5jNfKaMlFZS/FzsmM7QP03ciitEximQ6+ivKL4Z/DJ8kw0Y1xyQWI6/A/r/kl2WvF+3qMsrzyStkLB847R/h5Q/OKpp5TpfG6qcQKfjpbdXmMdLyrT+bg+7/ifWPHPxU5SfGF6Tmx+tdGynU+1ejIfgXoFinjd13vsWts12rbW2vdgy4p6vxrsOPUsb6VLWn3L+vxJqyvzulOgqNdz2a4HGm0LynQ+RbQjZTofv9K4/uzO9qYTz7qI11ZR7XA7+hbh5/Muop3sZj+f+3DFfxrvTeULylJKRxc6QFv78C6sw/vnxi9WqcZL0fxFqiwPs8PyRvcT9tfo0LejN1LKdj5p53K4Zvpbp5uVP6StEJtX1vN5v+p4qbJsVFc3ej+PxmsNyno+terMMgSKEMjzui/ieMl9NNq2JveXZ7qo96s8x8y6bitdstbR67X6+ZOnrqzb2QJFvZ7Ldj3QaFtQtvNJexbmaUfKej5cf6Y9ssxrJ4EiXltFtcPt5BbqWoRf2FfaME87mbZ92ecV6edfGm+mfEx5Xun4DlB/80BpncDo6NAvV6mC/yaji//DnVqlqP3UOsZQLiv7+ewrjB8qvnN3vDJTqVXKej5u4O5WJivTlCOUzZXBSlnPZ7B6sxyBRgTyvu4bOVYZt+V139ij0u3Pn8b02LpogaJez0Xtp+jzq3d/ZT+fvO1IWc+H6896n6FsVxaBIl5bReyjLB5569HMc8/bTuatexnWL8rvfTqZbyi+Acp/QqYrCneAtvZhDnds+u8vppUwP+3n8fH1X4gmwvrxZR4P8wfbT3K7Vk2X+Xy+KpRTFXdOf1SZogxWyno+V6rijov/3sf1ijtD11Rq3UVR1vNRtSkIZBIYq7W2TVnzBs1L+8/k6nndp+y+5qy8daq5syYsfDHaZ3g/SR4izG+X95lk/Zs5PRTPn2bWn313nkBRr+dOux4o8/nU046U9Xy4/uy8NqXbzqiI11ZR7XA72hfhl3be9bSTafsp+7wi/Pz3/H+pPK74JqiuKXSAtvahfluHd+O3WJVqLB7N952GtUr425+N7qfWMYZyWRnPx3+q4MfKocqTyg7KfUqWUsbzSdb7b5pxgvITxbfA1+oAbYfz0SlQEKgqsIGWnJWy9DOaF+8AbeR1n7L7mrOy1qnmTpq4sKj3qyZWsXS7HsrnT+lOngqVWqCo13OnXQ+U8XwaaUfKeD7JFwbXn0kRpttBoIjXVlHtcDt4JetYhF98n420k/H9tMt4EX4n6WRXVk5XPhI7cf+fMS7LKLsr/s+0b1E6ptAB2vqH0k/gNZQRyvREdcLfYBjsLsPwIgjrJ3Yz+285vKWZTyUXlHS6bOfjPw58vuJb6v+q7KjksSzT+Syuuo9R4p08mpxd7omGH9bwlGg8bVCm80mrH/MQGEzgXq1wTMpKd8XmNfq6j+0q02iWOmXaURNX8mu/0ferJlavVLse6udPqU6eyrSFQBGv5067Hijb+TTajpTpfLj+bItmgUpmFCjqteX9dON1VVF+frgabSczPuSlWq0IPz/vXI4aGLzr300053LlGsW/eqUgUJiA/+aC/7f0nVP2+Nto2ZYpy+KzVtDEDCX+4T0sX18j3v/kMKMFQ9ftnzmOW6bzGaZ6X6HYcJKyoJK3lOV8elXx15VXlZEpJ/FpzfN5pt0ZF1+9LOcTrxPjCBQpUMTrvsj6VNtX3ra12n6yzv+5VnQb0cj7VdZjNbLeULsk69ouz59kvZnuLoEiXs9lvx7I2xaU6XyKaEfKcj5cf3ZX29INZ1vUa6uIdrgdvYvyK6Kd7FY/d2p+NiVf17xZivuVvPwjCgWBQgX89xb9JHPvevyO3NU07Vvj3XHZo4SyqEaWUxYJM6LhpRp6P8n/xOaCaP7W0XqtGNS6AC37+RwU+flx8AXcYKXs5+O/u+TnyZGJE/HfAfHP3r3Md7iGUvbzCfVkiECRAnlf90UeO8++arWtefaTdd2871dZ91v0ekPtkqx/uzx/kvVmursE8r6e2/F6oFZbUPbzyduOlP18uP7srvalG84272fvtNdo3na4k1yL8MvbTuL37j6kpMlamuH+AN8ARkGgaQKXac9+orkTdB/FnVP+ewv+2foqSrycqQmve0p8psY3VNxh+prydeWTStjvuRpvZal1AVrm8/Eb1UuKvR9SbquSb2p+KGU+H9dxBcXn5MfkD8p+yiGKfxLv80w+V8p+PqoyBYFCBep53RdagRw7q9W25thNrlXD+0qW96tcOy5w5Va4hOq30/Mn1Jlh9wrkeT234/VArbagzOdTTztS5vPxK4zrz+5tZzr1zPN+9q72Gs3TDneSZaN+9bST+L27DylpspZmuE+ADtCkDNOFCvjvf7pRdAemn3CO/8bkHkqyVGs8vZ7/VoP/XmjYh4f+dsUNRCtLPRegrm+rz8e3fMctq437LttQ2uHxWUOVvV6Jn8+/NX2o4p8SxEs7nE+8vowj0KhAPa/7Ro9Z7/a12tZ69znYdnnerwbbV7OWt8IlnEs7PX9CnRl2r0Ce13M7Xg/UagvKfD71tCNlPp/wCuP6M0gw7BSBPJ9Vq71G87TDneIWzqMRv3rayXDcThk24lfNgA7QajLMb4qAG8D1lFUVj9dbltaG71PG1LuDkm3H+TTnAfEfpN9UWVHpaeAQnfb4NEDBpgh0jUBR71ddA8aJIlBigaJez512PcD5NOdJy/Vnc1zZa+sEimgrimqHW6dQ/5GL8Kv/6O2/JX7t/xhyBggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIICABHpQ6DiBBXRGS6Sc1QzNe0V5I2XZUM5aXAdbUPmXMk0ZprxXmao8p5StDFeFllXeUp5vUeXm03GXaXEdWnTqHBaBVIHlU+emz5yl2U8ooe15VuNvp6/aUXOH8nz9nuP3ntCu54Eco5XXVNzOvqhMUf6ptHNJs2/EqJ0tqHv3CHD9WexjzfVnsZ7sDQEEBhdYSKsspryqvDz46qyBAAIItF5gP1XBH/irxR2gv1Q2VlpR+nVQ123T6OBLR9M3RtP1DFbVRnvXs2GGbfq0jus7KcO6zVplXFSH3zXrAOwXgTYS8Bd31dq3tPn+osXlHMXLt/BEh5W0NvAsnaPPd6shONeLo2PleV9ZXdv8RvHjk3zc/qx52yrtUNxJcZiySKyyafb1GMV2ySgCpRfg+rPYh6hPu3PbyPVnsa7sDQEEqgscqUVud06vvgpLEGhvAd9ZRulMgcd0WnfETs2dBqOU9ZRPKR9TPqDcq7Rz2UCVv1Vx58Yl7Xwi1B0BBDIJ+MLMHWfx4jvJP67MVC6PL9C4737v5NKObeDOekD8RZzvNPB70J+UB5R1lO2UzZSrlR0VLytz+bUq5+ce7z9lfpSo21AKcP05lNocCwEEEEAAAQQyC9ABmpmq7VacrBrvn1Jr/0Tp58onlZ8qH1RaWfyTyRGKOzXqKYtro956NmQbBBBoW4FPJGruNsA/a5+hJJclVu24yWpt4ME600OVd0p2xiupPu4s9Bdy31BOVpJ13E3zLlOuVHwH61+UspalUypWVvuUqjILgcIFuP4snJQdIoAAAggggEARAr5rhtJdAv4J/PHRKfvniiNTTt/Pi+VT5odZfRpZMkwMMnQn+4pKT4313GmR/AAcX911XFUZHZ+Zc7xP62etsz/QLpxz/42s7k5p/xw0/hPKRvaXZds+rZTFw3Vy3Rqx1+YUBEon4LZpFSXrF4F9WjfLa0arVRZVxilZ9+2/g+m/jZxW3D7k2VfYh++Gddta68ul92q5/75wrfZZi2f/fc+i2qgfR/v7mYbfUdLafnd8+mdYNvmDUlR77PP0e5vfk/zT9SzFj42d8pQs9sn95XmcaZeTeky3g8AbqiTXn7UfKa4/5/rQzs21YAyBdhHoU0WzXivnOac8+63Vj5H3OtDnskSOiua5lsuxW1ZFAIFaAvtpoT/wXlBrJS17NVpvuWi9CRq+pviD9mOK9zFFWVlxcQfYmYr/ILKXOU8qn1fSirf7lfJvxeu+oHxF6Vc8vanispTi407yRKLspOk/KW8q3sYfKq9QVlBcXOewzH9Hzvs5VAklb50P14Z3Kz6OP5TfpGyu+Nhp9dPsOeUkjfn4n50zZ96RazVp875othvnI5XHFR/Px3CeUQ5RepRQ/Jh42e/CDA3PU3y8DWLzwuhZ0bJgHObn8fiANrpTCfVyHR9WdlEoCJRNoFcV8nPVd4FWK+dogdfZUblQeSua9ofyqxR/2EqWPK8Zb+u7T91uhtfNVI27A69PiZcVNOHX73eUbylub1yfU5RQ3Pbcq3iZ9+d9+Wfhyyqh1GoDf6SVfIwtwsrR0Of0M+UfSqjn0xr/ghIvedqoi7Wh97VxfAcp40trnjtl/T6yeMry5KzbNMP73S+2oJ62z23otYof63DOfq5MUsYqobgz2GanKh9V3OaF9Z/VeLweK2ja64bH53WN29Elzb6aUZbHeWCvA3+2hnY5aDAsm4BfH369XDBIxXwt5PWWi9ZzO+bXkl+njyle5nbU15Euedthrj8H3MK/bvts3hfNyNO2+zHx48H1Z4THAIEOFzhS5+fX/Ok5zjNLG+1rvpeUh5SelH1vqXl+H/D7QShZ9hvWHex9xG1ZluvAsD/3CdyhzFTsca+yrnK/4vnJkudaLrkt0wgg0KBAlgvQtXQMv5jd0IRGqD+a5w5Af5C7S3lC8V0y/qnifUq4CDpQ424g74nm/VDDeFlQE39X3Gj8XPm88hPFH3zDhe+mGnfxB2Lv90ZPxMqHNT5VeUH5lnKQ4o4Er/ugsrCyi9KveN7tyjeUsN+8dR4f7ccN81HKEcpflVDfSRqvVdbRQtfjhpSVVtQ8W7hDNZTwYfgvmuFOkMMUX2C6E8T7cUdKKGkXoGH7jcNKsWG/xr2P98fm5fHo03buoHhR+anix++/lOcU73cnhYJAmQR6VRk/N9+uUalzonX83H5S8XPaHV0e97bJNijPa0abV3yx5P34dXKi4tfN+Ypf+68payuh9GnE6/6v4uW+oHIH2xcVl/0Ud6z5Nej27zOK29Dpii8g+xSXWm3gWVruY2zlFaMyn4ZuZzzfnaluV09TnlY8z217KKGNydJGhXXT2qOwPw8/o/g41ylZyo+1kte/JLZyrWP1R+vH2751Ne9NxW35hYqNf6hMUbzvvys9isuyiufdq0xTvMz+Fyi29zJ3jLosqvg95zHF809RjlZc0uzT6p31cfY++xTaZUtQyirg57NfC369VCtcfw60P3Gf8ZqwG9eftHPx5wXjCLRCwJ/v3R6dnvHgea6VL4/2vUXKvs+Plm0dLcuzX2/Sr7jeaf0Yea4DtYvZ1+/el68Tv6ocrvha2P0jvp70tWG85LmWi2/HOAIIFCRQ6wJ0fh1jG8UvXL+w/eEylH6NeN7jymKKS+/AoPJ1Db3somg6DNw4uUHwB3U3LqGcrxGv/6UwIxruFc33stBRuXQ078ZoHQ/GKP6g5w+sKyjxMlET3v7gaKbPx9NnRtNhkKfOq2qjqcojyiJhBxqOVu5UvP9JymDF685Ulkus6A/J3ocvcl3GKjaztR+TeDlKE173stjMcdG838XmpX2YDov7o/XjnQB5PA6Ltg/GYb+7RfNrfbgJ6zJEYCgF3Fb5dZOlA9SvO3d0heLXefjiIbR9XpbnNePXqC+KnlPi+9ZkZV/FdbtZ6VFc+hTPc/yad/GyEYo71p5X3EZ4v/Gyhya8Tbx9qNYGnhWtu1VsB9+J5v0oNs+jGyhuu55Rhit526ha7ZF2N6d8U2Ou/4Q5c2qPfEaLvb7tQql1rH6t5PXjbV+Yd4jmx4ut/614/bWiBX7sPO34gjdevqIJz/fx48V18/wxsZlp9sl6532caZdjwIyWUoDrz4GHJc97B9ef836GoJ0r5UubSnWRQN4O0Dzt3U5y9PXSOQlPX4f7M/+jSrhOzrNfbTanA9TX+OFavtcLVPoVHzfLdeAaWs+fJaYo8T4B7+s6xfuJd4DmvZbT5hQEEChaIFyA+sXrO4VCXtG4X7Qh/tC2sBJKv0a87PgwIzZ8Nlq2UWxeGHVj4u18N1Uo/hD9L8UfMJPlHs3w+ptGC5aOpm+Mpj3YLpr3vdi8MLqyRvxBNNRlG417f2cq8ZKnzgdqQ+8j2WHr/e0aLZvkiUFKsDgmsd5Dmn5dWTCav4SGfhMI5xDNnj1YTf+6Ln+KzRwXzWukAzSPx+ei4/mbuvhzxFVKTnseBYFWC/jCxK8bt3vVii+4vM5xKSv4teVlm8WW5XnNHBttf1Rs+/joHdHy0NHWF01P1dAdjvHyRU24LlfHZ0bjwzR02+rlY6J51drAs6L1torW8+A2xcdc3BOJ4tf9/oovRPO2URdrG9dpY6VWOUMLvd63aq0UW/ahaP2/xebVOlZ/tH68A9R12keZT0mWX2uG6/PBaMGy0bQ7Rm0dL2tqwuveEJ+p8Zuj+eHx8OI0+2S98z7OtMuWpZRZgOvPgUcnz3sH158D7Wr4DEE7V+ZXOHXrBoEjdZK+1jk948nmae98HeY+Al9jjYzt/1Ma9zHj14Z59utd9SveR1o/Rp7rQH/57f2MV5JlE83wsr/HFuS9lottymirBNI+ELSqLhy3WAF3BLwQ2+UMjftD+KOKv8H4lZJWpiRm+puN9yivKx+PosGcEj70jYvmeN2llRuU6dG8+MB1WDc+I2V8/Wje3SnL/k/zfpAyPz4rb51Dfe6J7yQad32zFn/A/b6yj3JqtJEbS9tcoNjQ5UXlasXfcq2orKG443N1ZQvFpXdgUMi/eT2u0lEfV3ZXdlRuUiYprvNDCgWBdhZIew7frxPaQXH75ZL3NePXros7GNPKrZrpCzC/zv8WW+GfGvednvGyajThDriT4wui8Zc1XEpZRYm38dHiqoPhWrKO8pjyUspa58bmvanxZrRRz0fHWC52rFqjfdHC5PtSrW2Sy/6iGc6CittaP1Y23lD5kOKSbG8f1byZXhArz0TjC8TmNTKa93GmXW5Em22HUoDrz+zXzFx/DjwzfZ3sQjs34MC/CLSDQN5rZfdFXKgcreyoXKG47Ku4Y7Ffccm734GtBv5Nu17Mcx24QbSz/43vNBq/W8PktWHea7mU3TJrqAXoAB1q8aE73pU61P51HO6pxDZ90bQ/PH4tsSw+uUI0sXI0fC6+MDb+dGy82qg7CVyeHRjk/rcv2qKIOv9L+3KjnKX8WytNVPZS3NFwr+JG3eX8gcGcf93wn6b4A3kotnEHSjAM8xsd9kU7yOrhx25T5RRlN2WbKKdr+GfF39S5E4WCQDsKvJCh0n3ROllfM2H90EmWPERoy5ZNLEi2t17cF62zvYZOtdKnBbdWW5gyf3nNm18JdUlZZZ5ZzWijHomOkLWNC+8F8W/b56lkhgk/hmcon1ZGRutP0/BOxR3Qa0bz4oOX4xPRePKiN2WVXLP6orWzPs60y7l4WbmFAlx/Dnzh0ug1M9efXH+28GXMoREYVKAvWiPrtbJX9+dhd4D6mswdoEsr2yqTlXCN2Kdxlzz7HdiiUkm7rs5zHbhKtCPfrJQs0zXDv6iNl75oIuu1XHxbxlsk4DtMKAjEBWbFJzTuCzCXO5SeGgkfVMM3L+FOKm8bL4vFJ6qM+4Oey5IDg9z/FlnnRXR0n3fW4obdZR9lhPJJxR+yb1RC2UwjbvTHKqcoOyi+o8udI99UXAY7Znic0l7DSbe8Hj6+O3L2V5ZQPqy4nv9Q/NPSGxQKAp0skPc1E77Y8YVcWgnz/SVJvITXcXxeOLbbhVpt7iXxjTKM52lXi2ij0qr0e81056Pvhu1TksUdtKH4jtXtoom/hpkaBrMsbZ83s5N/VukOzwOVdRVfDH9AeUBxGay9HVir2H/reZxpl4t9DNhbuQTCazvUKrxG7tCMWm3hatEGXH8OQHD9GZ5BDBFAoJkCedto1+VB5TbFX7L7Ts+9FV/vna+EUs9+w7bJ9xHPz3Md+GS0I38mT5ZRmpHsxwh1LfqaPXlspgsUSPsAUeDu2VUHCPiF/ZriOxr9oTFZxmnGkcoW0YLnNXxcWUsZGc2LD9aOT1QZ98/cXdLWXV/zXZ94Q+l14yVvnf3B2GXDgcE8/6bVYZ4VEhPXatqN58eVrZUllH4l3iD7W69e5SjlWOUPSuicWE3jLn4zqFXejBYukLJS8u6qvB7bap/HK/47gdOVyYrraQuf24qKH3cKAp0qkPc1MyWC2KgKiDv8XB4aGNT89+Foqb9sSCuf10x36CUvwtLWjc97QxM+rxWUheILonF/KeO22z//KaKNinY7z8B3Vl6qjFJOnWfJwIWwj3+i4nM7QnFd7lF8R1koedo+fxG3k+KOwy2VsxXfme92zWW1gcGg7W20WqGDvI8z7XKh/OysDQTytsNcf3L92QZPa6qIQMcI5G2jw4mfpxF/Dvb1mX816c/1lyuh1LvfsH18mPc68L5o4/AnkuL7SpuX91ouvj/GWyQwrEXH5bDtJdCv6o5STk5U2510FyqnK/EP1JM07bsQD1fi5YOa8IfQwcpvtYIbw4OUMYmVj9T0gsr90fy3o+Ei0TAM+jWStc7u4JuqeN/xTgW/PtwRmKf4Z5IXKCspJyju+LRRvCwRTbjxj5eFNeGORpfksoG5c/99Ohrdc+6s2WOeXiUxz5P9SlaP3bXudxR30MaLz8UmNneHAgWBThbo18llfc1cpHXdqXa0kmyzdtO8TRV/seM7mQYrv9EKbypuP/uUePHF4jnKAcor0YJqbWC0eJ7BLzTluyzd1sXLOE3sqrgdv08poo3SblLLEZrrL3w+ofQrbs9d/IXZ75RjlEeUbys2/awyQwklT9u3eLSR36uceHEn75rRjN74gpzjefzju877ONMux/UY7xaBfp1o1nbYJlx/cv3p5wEFAQSGRqBfh8nTRrtWv1Z8nXuYsoni66E3lHjp10Te/ca3D+N5rwPP0oavK/4M7GvjUHxdnPzi3svyXsuF/TFEAIECBfbTvtxR5U64PKVfK3u7tLuOfIv6E9HyqzXcX/mSclM07xIN42W0Ju5UvD/fceMPuv5ptxuUFxTPd4eAy9KKp2/0RKx8ReOe/5jyZcUfgv+ovKPcqyyguKykeD03pO5o9IdEl7x19jdQ3o87KQ5R7HidEurri+qsJdTJ+/tTykb+4O1l7gSwy0eUo5W/Kp43VfF5h+IG2Ou7cyAUz5sZxZ0vhyo+/7eUuxSvH38s83isoW39WLkelynjFXdK/Fnxfn+uUBAok0CvKuPnZuiMSqubOw69zhYpC78XLdsltizPa8ab+UsD799tpTsY3e6docxQnlJWVkLp04jXvSbMSAx94eXlLylfV9w+/UT5tzJNWVsJJbQ3yTbwLK3gfWwVVtTQX7K4fp7fr+ytnKY8rXie2z2XvG3UxdrG22/sjTOU9bTOo4q38Zcpbme+pZyvuO3zfOcBJe6mydkXpFnbvmFa/yHF+7pKsaNjGz8ujyte5vcXl2UVT9/giUTx88HL7kjM/0U0/04Nz1V8zDT7NKM8jzPtsmAppRZw++HXyAU5a9kfbRe/Zgm7yNsOj9aGfi26Hmcrboe/qXD9KQSVvG37OG1jS64/rUdBoPMFfP3q17yvC2+rkls1P5S8bXTY7kKN+DjOB8PM2DDvfvu1rfeVfB/Jex3oKnxO8TXiq4o7a89XfK0ark/v03i85LmWi2/HOAIIFCTQjAtQV20J5ZeKOxhCg+XGwRe6XpYsy2jGpYrvUvL63u505VvR9KYauiytePmNnkgUX7i6AQ7H89D79L7jxd/I+MO/l8cvvPPW+QBt707IcLwpGl8zmp6kYZ4yWSt7P/tU2cgX5KHOXm+q4g6axZVrFM/zsV3SLkA9f0fFHSuhvs9q/LOKO6c9L/kmkMdjC21/d7SfsP8XNH2C0qNQECiTQK8q4+ep25lqxa8vr+PndrKkdYB6nTyvGa/v9tcXSeE187LGr1JWVeKlTxNex6/1amU3LXhUCfvy8B/KHkqypLWBZ2klb7NVYuUlNX2ZMl0J+3ad91XiJU8bdbE29L6ydoD6OGOUk5TnlFAPD90W+r3ma8qLyjTlx8pIJZQ8bd8a2ugOJX4Md4rupLiN9PzfKC7LKp6+wROJ4otxL/O+4mUVTXh/XuasqKTZVzPK8zhvoX3TLguBUkoBrj/nPix53zsO0KZcfw740c7NfR4xhsBQCxypA4brmWrDmYlK5W3vvPmW0XEeTuwrPplnv/3R/nxdlyx5rgPDttto5PeKP1s/ovgzxFjFJn9WkiXPtVxyW6YRQKDkAvOpfqsrvgNpwQx1HaF11lHiH14zbDbPKv+hqQ2VheeZO++E6+UPrx4mS946L68dOM0uo3UAO66mDG/gYH3adlyO7fN4LKX9bqQMhUeOU2BVBIZUIM9rxhVzm+V2r5HXtffj4gtAdyy+V6n15YPrWK0N1KJ3FbfJ6yq+oBv2rqUDM4pqo6rsfvZsH9vty2aK2zH/5CmUxTRyhnKfknbufZqfte2zjR39JVMzih8nd5LWW7I+zt4/7XK9ymzXzgJ522GuP6s/2kW17X06RNY22LXJ8xjSzlmMgkD7COR5fec5q6L2m+U6sLdGxUIH6NU11slzLVdjNyxCAAEEEEAAAQQQ6FaBeKdotxpw3ggggAACCCCAAALNE/ikdv2aclzKIb6veb4D9Ospy5iFAAIIIIAAAggggAACCCCAAAIIIIAAAgiUXsC/SHpDeV05RtlA8c/1T1LeUaYoSysUBBBAAAEEEEAAAQQQQAABBBBAAAEEEECgLQU+plr7b+Mn/wbqPZrnP0dFaXOBtL+p1eanRPURQAABBBBAAAEEEEAAAQQQQAABBBDIJeC/k7+5soLynHJbNNSAggACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAA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par(mfrow=c(1,1), pty="m")
## Sec 8.5: Additional Notes on Generalized Linear Models
## ss 8.5.1: $\!\!^{*}$ Residuals, and estimating the dispersion
## Other choices of link function for binomial models
## Quasi-binomial and quasi-poisson models
## ss 8.5.2: Standard errors and $z$- or $t$-statistics for binomial models
fac <- factor(LETTERS[1:4])
p <- c(103, 30, 11, 3)/500
n <- rep(500,4)
summary(glm(p ~ fac, family=binomial, weights=n))$coef
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.349 0.1106 -12.201 3.057e-34
## facB -1.402 0.2184 -6.422 1.349e-10
## facC -2.445 0.3243 -7.540 4.710e-14
## facD -3.761 0.5896 -6.379 1.782e-10
## ss 8.5.3: Leverage for binomial models
## Sec 8.6: Models with an Ordered Categorical or Categorical Response
## ss 8.6.1: Ordinal Regression Models
## Exploratory analysis
## $\!\!^{*}$ Proportional odds logistic regression
library(MASS)
##
## Attaching package: 'MASS'
##
## The following object is masked from 'package:DAAG':
##
## hills
inhaler <- data.frame(freq=c(99,76,41,55,2,13),
choice=rep(c("inh1","inh2"), 3),
ease=ordered(rep(c("easy","re-read",
"unclear"), rep(2,3))))
inhaler1.polr <- polr(ease ~ 1, weights=freq, data=inhaler,
Hess=TRUE, subset=inhaler$choice=="inh1")
# Setting Hess=TRUE at this point averts possible numerical
# problems if this calculation is deferred until later.
inhaler2.polr <- polr(ease ~ 1, weights=freq, data=inhaler,
Hess=TRUE, subset=inhaler$choice=="inh2")
summary(inhaler1.polr) # inhaler$choice == "inh1"
## Call:
## polr(formula = ease ~ 1, data = inhaler, weights = freq, subset = inhaler$choice ==
## "inh1", Hess = TRUE)
##
## No coefficients
##
## Intercepts:
## Value Std. Error t value
## easy|re-read 0.834 0.183 4.566
## re-read|unclear 4.248 0.712 5.966
##
## Residual Deviance: 190.34
## AIC: 194.34
summary(inhaler2.polr) # inhaler$choice == "inh2"
## Call:
## polr(formula = ease ~ 1, data = inhaler, weights = freq, subset = inhaler$choice ==
## "inh2", Hess = TRUE)
##
## No coefficients
##
## Intercepts:
## Value Std. Error t value
## easy|re-read 0.111 0.167 0.665
## re-read|unclear 2.310 0.291 7.944
##
## Residual Deviance: 265.54
## AIC: 269.54
summary(inhaler.polr <- polr(ease ~ choice, weights=freq,
Hess=TRUE, data=inhaler))
## Call:
## polr(formula = ease ~ choice, data = inhaler, weights = freq,
## Hess = TRUE)
##
## Coefficients:
## Value Std. Error t value
## choiceinh2 0.79 0.245 3.23
##
## Intercepts:
## Value Std. Error t value
## easy|re-read 0.863 0.181 4.764
## re-read|unclear 3.353 0.307 10.920
##
## Residual Deviance: 459.29
## AIC: 465.29
deviance(inhaler.polr) - (deviance(inhaler1.polr)
+ deviance(inhaler2.polr))
## [1] 3.416
summary(inhaler.polr)
## Call:
## polr(formula = ease ~ choice, data = inhaler, weights = freq,
## Hess = TRUE)
##
## Coefficients:
## Value Std. Error t value
## choiceinh2 0.79 0.245 3.23
##
## Intercepts:
## Value Std. Error t value
## easy|re-read 0.863 0.181 4.764
## re-read|unclear 3.353 0.307 10.920
##
## Residual Deviance: 459.29
## AIC: 465.29
## ss 8.6.2: $\!\!^{*}$ Loglinear Models
library(MASS)
example(loglm)
##
## loglm> # The data frames Cars93, minn38 and quine are available
## loglm> # in the MASS package.
## loglm>
## loglm> # Case 1: frequencies specified as an array.
## loglm> sapply(minn38, function(x) length(levels(x)))
## hs phs fol sex f
## 3 4 7 2 0
##
## loglm> ## hs phs fol sex f
## loglm> ## 3 4 7 2 0
## loglm> ##minn38a <- array(0, c(3,4,7,2), lapply(minn38[, -5], levels))
## loglm> ##minn38a[data.matrix(minn38[,-5])] <- minn38$f
## loglm>
## loglm> ## or more simply
## loglm> minn38a <- xtabs(f ~ ., minn38)
##
## loglm> fm <- loglm(~ 1 + 2 + 3 + 4, minn38a) # numerals as names.
##
## loglm> deviance(fm)
## [1] 3712
##
## loglm> ## [1] 3711.9
## loglm> fm1 <- update(fm, .~.^2)
##
## loglm> fm2 <- update(fm, .~.^3, print = TRUE)
## 5 iterations: deviation 0.07512
##
## loglm> ## 5 iterations: deviation 0.075
## loglm> anova(fm, fm1, fm2)
## LR tests for hierarchical log-linear models
##
## Model 1:
## ~1 + 2 + 3 + 4
## Model 2:
## . ~ `1` + `2` + `3` + `4` + `1`:`2` + `1`:`3` + `1`:`4` + `2`:`3` + `2`:`4` + `3`:`4`
## Model 3:
## . ~ `1` + `2` + `3` + `4` + `1`:`2` + `1`:`3` + `1`:`4` + `2`:`3` + `2`:`4` + `3`:`4` + `1`:`2`:`3` + `1`:`2`:`4` + `1`:`3`:`4` + `2`:`3`:`4`
##
## Deviance df Delta(Dev) Delta(df) P(> Delta(Dev)
## Model 1 3711.91 155
## Model 2 220.04 108 3491.87 47 0.00000
## Model 3 47.74 36 172.30 72 0.00000
## Saturated 0.00 0 47.74 36 0.09114
##
## loglm> # Case 1. An array generated with xtabs.
## loglm>
## loglm> loglm(~ Type + Origin, xtabs(~ Type + Origin, Cars93))
## Call:
## loglm(formula = ~Type + Origin, data = xtabs(~Type + Origin,
## Cars93))
##
## Statistics:
## X^2 df P(> X^2)
## Likelihood Ratio 18.36 5 0.002526
## Pearson 14.08 5 0.015110
##
## loglm> # Case 2. Frequencies given as a vector in a data frame
## loglm> names(quine)
## [1] "Eth" "Sex" "Age" "Lrn" "Days"
##
## loglm> ## [1] "Eth" "Sex" "Age" "Lrn" "Days"
## loglm> fm <- loglm(Days ~ .^2, quine)
##
## loglm> gm <- glm(Days ~ .^2, poisson, quine) # check glm.
##
## loglm> c(deviance(fm), deviance(gm)) # deviances agree
## [1] 1369 1369
##
## loglm> ## [1] 1368.7 1368.7
## loglm> c(fm$df, gm$df) # resid df do not!
## [1] 127
##
## loglm> c(fm$df, gm$df.residual) # resid df do not!
## [1] 127 128
##
## loglm> ## [1] 127 128
## loglm> # The loglm residual degrees of freedom is wrong because of
## loglm> # a non-detectable redundancy in the model matrix.
## loglm>
## loglm>
## loglm>
## Sec 8.7: Survival analysis
## ss 8.7.1: Analysis of the {Aids2} data
library(MASS)
str(Aids2, vec.len=2)
## 'data.frame': 2843 obs. of 7 variables:
## $ state : Factor w/ 4 levels "NSW","Other",..: 1 1 1 1 1 ...
## $ sex : Factor w/ 2 levels "F","M": 2 2 2 2 2 ...
## $ diag : int 10905 11029 9551 9577 10015 ...
## $ death : int 11081 11096 9983 9654 10290 ...
## $ status : Factor w/ 2 levels "A","D": 2 2 2 2 2 ...
## $ T.categ: Factor w/ 8 levels "hs","hsid","id",..: 1 1 1 5 1 ...
## $ age : int 35 53 42 44 39 ...
bloodAids <- subset(Aids2, T.categ=="blood")
bloodAids$days <- bloodAids$death-bloodAids$diag
bloodAids$dead <- as.integer(bloodAids$status=="D")
library(survival)
## Loading required package: splines
##
## Attaching package: 'survival'
##
## The following object is masked from 'package:DAAG':
##
## lung
plot(survfit(Surv(days, dead) ~ sex, data=bloodAids),
col=c(2,4), conf.int=TRUE)
![plot of chunk unnamed-chunk-1 plot of chunk 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CBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRWIlBbyUnOIbAKgTvnuX+WMb6KNpxKgAABAgQIECBAgAABAgQIEBgVgRtzoG/OuHVUBtzuca5td4PaI7CEQEl+vnSJOg4TIECAAAECBAgQIECAAAECBAhsE/hBrn5k26a15QhIgC5HS912CDRmfn4yGzunHQ1qgwABAgQIECBAgAABAgQIECAwpAIn57iOyWjkU4Z0mJ0dlgRoZ31baf2OWWmvjPX12JjLMrX5poxrM8r2MJaS/Hz7MA7MmAgQIECAAAECBAgQIECAAAECbRIoyc8SyioEJEBXgbfCU3fN856W8dSMIzPK9kJlUx74Xsa3Ms7IODOjylAIECBAgAABAgQIECBAgAABAgQIEGhBYKyFOqq0R2D/bObUjMsz3pnx4IzFkp95OEqC+uiMZ2eUBOhFGY/NUAgQIECAAAECBAgQIECAAAECBAgQaEHADNAWkNpQZc9s4/MZRzW1VWZy/jLjZxnXZGzImMoo92Rdxm4ZB2UcnDGZUUqZMXp6xoszPD6eCAoBAgQIECBAgAABAgQIECBAgACBxQQkQBfTac+xnbOZz2Q0kp/fyfVTMr6YURKfS5XyktsHZpTH5p+ZUbbflnFpRnkkXiFAgAABAgQIECBAgAABAgQIECBAgEDPBErSssz2LPHhjNW8duAxef50va3yOPxq2srTe1JK8rZYvKAnV3dRAgQIECBAgAABAgQIECBAgMDgCJyWXS15lPI1eGWFAoOYQFvhUHt22kPqVy4JyzKLc3YVPSkzPl9SP7/MKD10FW05lQABAgQIECBAgAABAgQIECBAgMDQC0iAdv4WP7R+iU/ncqYNl/tYUxuHN61bJUCAAAECBAgQIECAAAECBAgQIEBgjoAE6ByQDmweWG/z521q+9psp5FI3alNbWqGAAECBAgQIECAAAECBAgQIECAwFAKSIB2/rb+uH6JB7fpUuWR+vIhpFLO37rwlwABAgQIECBAgAABAgQIECBAgACB+QQkQOdTae++8+rNPSWXx6+y6T3y/LfW27gul5etsj2nEyBAgAABAgQIECBAgAABAgQIEBhqAQnQzt/e1+clyiPr6zI+lfGnGRMZyy33zRP+I6MsS3nP1oW/BAgQIECAAAECBAgQIECAAAECBAgsJLB2oQP2t02gPAL/iow3Z+yeURKXZf2cjAsyyizOqzI2ZGzMKPekJEt3yzgo47CM4zKOzGiUkgj9q8aGJQECBAgQIECAAAECBAgQIECAAAEC8wtIgM7v0u69b8kGy8eLTs0oHy7aNeNx9cjFsspZWfupGbPLOktlAgQIECBAgAABAgQIECBAgAABAiMo4BH47t30D+SlDs7424wrl3nZqaxfHp9/fMZvZpT3fyoECBAgQIAAAQIECBAgQIAAAQIECCwhYAboEkBtPnxNtvfKehySy2Mz7pZRHncvj8eXmaHlfaG3ZNyUUR6fvyTjwoyyTyFAgAABAgQIECBAgAABAgQIECBAYBkCEqDLwGpz1Z9keyUUAgQIECBAgAABAgQIECBAgAABAgQ6JOAR+A7BapYAAQIECBAgQIAAAQIECBAgQIAAgd4LSID2/h7oAQECBAgQIECAAAECBAgQIECAAAECHRLwCHyHYDvU7Hi2u39T279oWu/kai0b3yejLFdbdto1X3V657h5l29G7Fca2xBxW654x+lqZZ1PgAABAgQIECBAgAABAgQIECBAYMAFjsn+V03RreG8p+mazddf0fo+cWV1cpxWzcRkPSamp2P8ft0ajOsQIECAAAECBAgQIECAAAECBAZE4LTsZ8m/nDwg/e3LbpoB2pe3pe86dVn26MqMdrwyYc/8Vzv+3Th6Ntv7Vf4b3j0nlk7Wonb6VEy8YDKm/73vRq9DBAgQIECAAAECBAgQIECAAAECBAh0RaBXM0DbObjz9swZoHeOH0yVRjPp+beNmaDTMVH+Vw2FAAECBAgQIECAAAECBAgQIEBgq4AZoG34JZgB2gbELjZxYV7rgC5er+OXyhmfr5yOyavz5aJvy4u14x2jHe+zCxAgQIAAAQIECBAgQIAAAQIECAyOgATo4Nyr0tNNGVcNVpeX7G1VRXVNPgK/ZEUVCBAgQIAAAQIECBAgQIAAAQIECCxXoB3vdFzuNdUnQIAAAQIECBAgQIAAAQIECBAgQIBAVwQkQLvC7CJzBTbG+tt/e1XUbt56vHbT3Hq2CRAgQIAAAQIECBAgQIAAAQIECKxG4PYk1GoacS6B5QrcEPve/tt7Q0ydsTnipA0x9ZfLbUd9AgQIECBAgAABAgQIECBAgAABAosJ3J6EWqySYwQ6KfDqiNl1MXX67hHXdfI62iZAgAABAgQIECBAgAABAgQIEBg9AQnQ0bvnRkyAAAECBAgQIECAAAECBAgQIEBgZAQkQEfmVhsoAQIECBAgQIAAAQIECBAgQIAAgdETkAAdvXve8xHXoorJuK3qeUd0gAABAgQIECBAgAABAgQIECBAYOgF1g79CHs/wGuyC7UOdWOfDrXb0WYPjW/H7nHpNV/q6FU0ToAAAQIECBAgQIAAAQIECBAgQCBCArTzv4K98hJm2jY5r4//SZCbZ5t2WSVAgAABAgQIECBAgAABAgQIECDQEQEJ0I6wbtfow3PrAxmHN+29Mtc3N21bTYHpGD82J8s+eyqm//euEVdDIUCAAAECBAgQIECAAAECBAgQILBaAQnQ1Qouff7Xs0om9uKsjAfWq78/l6+sr4/k4k6xaacdB17741rUnj4Z41+MmDltx+P2ECBAgAABAgQIECBAgAABAgQIEFiegEezl+e10trX54mPzPhBvYGX5/LE+vpILu4cm9bPM/DG73HNPMfsIkCAAAECBAgQIECAAAECBAgQILBsgUbCadknOmHZAjflGc/KKO++LO5lhuNuGQoBAgQIECBAgAABAgQIECBAgAABAh0SkADtEOwCzX4j9/99/dgdc/lnC9Qbkd3VvSKqo0dksIZJgAABAgQIECBAgAABAgQIECDQAwEJ0O6jl3d/Xla/7ItyuUv3u9A3V8x3fUa+I7Wa+y7aI/umhzpCgAABAgQIECBAgAABAgQIECAw0AJzE08DPZgB6fyt2c//lfH4en8PzeX36uujtiivAFiXMZGxKb8An5F/Y+zF+UX4D0/EzHllWyFAgAABAgQIECBAgAABAgQIECCwUgEJ0JXKre68b+XpJUay3BxHxI0xXZs7+Cqqt2b681F54KBaVDvPPW6bAAECBAgQIECAAAECBAgQIECAwHIFPAK/XDH1Vy2wIfaOH8U9dvjS+2RM/zAbb7weYNXX0QABAgQIECBAgAABAgQIECBAgAABCVC/gZ4IVPmgu0KAAAECBAgQIECAAAECBAgQIECg0wISoJ0W1j4BAgQIECBAgAABAgQIECBAgAABAj0T8A7QntG7cJPAB/NL8JtzOz8Gte6/cv0Bm2LTz5qOWyVAgAABAgQIECBAgAABAgQIECCwIgEJ0BWxOalNAjdmO+sznlRv7/cmYuOeV0ftRftF3NKma2iGAAECBAgQIECAAAECBAgQIEBghAUkQEf45vfB0E/MPty33o/X53L/jI2Z/NxY32dBgAABAgQIECBAgAABAgQIECBAYFUCEqCr4nPy6gRq5avvJbJU5+SfnSNqkp9bPPwhQIAAAQIECBAgQIAAAQIECBBoh4AEaDsUtdEGgdovF2vkiq2Pyt9e5Y4Rt92+YYUAAQIECBAgQIAAAQIECBAgQIDAAgK+Ar8AjN2dFVgTVe36iD1aucpMTH5p35i8tTly32dbOVcdAgQIECBAgAABAgQIECBAgACB0RaQAB3t+9+z0Y9FNbZTTD6stQ5U1+Yj8jnjc0tsqJ9zv9bOVYsAAQIECBAgQIAAAQIECBAgQGCUBTwCP8p3v0dj37Ttui0l4MdjuvGV+Lg5Yr91MXnVtiasESBAgAABAgQIECBAgAABAgQIEFhYoKUE1MKnO0Jg+QJrYkMcGpct/0RnECBAgAABAgQIECBAgAABAgQIEFimgBmgywRTffUCa+PbcVBcvvqGtECAAAECBAgQIECAAAECBAgQIEBgCQEzQJcAcrhzAmsinnt2hCR854i1TIAAAQIECBAgQIAAAQIECBAYeQEJ0JH/CfQU4FEPiYnDt/agquVHjr6YcVpPe+TiBAgQIECAAAECBAgQIECAAAECQyVg9t1Q3c6BHEwjCb9r9v7EjJsWG0UVMVs/nqsKAQIECBAgQIAAAQIECBAgQIAAgcUFJEAX93G0zwR2i7h2OuIfalH5ilKf3RvdIUCAAAECBAgQIECAAAECBAj0o4AEaD/eFX1aTKCaiKk/WayCYwQIECBAgAABAgQIECBAgAABAgQaAo3HjxvblgQIECBAgAABAgQIECBAgAABAgQIEBgaAQnQobmVBkKAAAECBAgQIECAAAECBAgQIECAwFwBCdC5IrY7LjAW+8dMePtCx6FdgAABAgQIECBAgAABAgQIECBAQBbKb6D7AhviHnFejHf/wq5IgAABAgQIECBAgAABAgQIECAwcgJmgI7cLe+PAU/HRH90RC8IECBAgAABAgQIECBAgAABAgSGWsBzyEN9e/tzcM0/ulrEh2Zi8vor46CLDoqfx2RMTd4UE29q7nlm6W+8MqZPOShiQ/P+fIz+wdfGposOiLi1eb91AgQIECBAgAABAgQIECBAgAABAg2B5lxUY58lgY4KrGlqvRa1o8rm+th4XFlOZAJ0LGovLevNZd+YvDBi6ozGvo2x9lERa87aK9b8fe5/fmO/JQECBAgQIECAAAECBAgQIECAAIFmAQnQZg3rXREo0zirqFW5yAmgs1dHjO03HWs/kttPmY7JcvhVGbeXKmZv+n7MfO72HblSi7G9t25X9WXzUesECBAgQIAAAQIECBAgQIAAAQIEtgpIgPoldF1geusVtyRAZ6P23XzE/dF7xXWfyN1XTMXk1eMx9eaud8oFCRAgQIAAAQIECBAgQIAAAQIEhlJAAnQob2v/D+qq2C9nf84ttRfN3WObAAECBAgQIECAAAECBAgQIECAwGoEfAV+NXrOXbHAf8fhKz7XiQQIECBAgAABAgQIECBAgAABAgRaFZAAbVVKvbYK5DtA29qexggQIECAAAECBAgQIECAAAECBAjMJyABOp+KfQMjkF+R329gOqujBAgQIECAAAECBAgQIECAAAECXReQAO06uQu2QyBnkN5cb+fXr4/Yox1taoMAAQIECBAgQIAAAQIECBAgQGD4BCRAh++e9v2IbosqxmK2fAV+xeUNMfWZiCpznxFrInzMa8WSTiRAgAABAgQIECBAgAABAgQIDLeABOhw39++HN31cV5Mxq2r6turI2YjaptX1YiTCRAgQIAAAQIECBAgQIAAAQIEhl5AAnTob3E/DnBb8jN/gJnIVAgQIECAAAECBAgQIECAAAECBAh0RkACtDOuWl1C4IYYn56N6m/zOfjGuzzzjOp5Gbdk3H+J07ccrqI6M8//2ikR17VSXx0CBAgQIECAAAECBAgQIECAAIHRE/DuxNG7530x4g2xZvNkTL9yOib+talDJfG5c8aRGec27Z93dSKmnz7vATsJECBAgAABAgQIECBAgAABAgQI1AXMAPVTIECAAAECBAgQIECAAAECBAgQIEBgaAUkQIf21hoYAQIECBAgQIAAAQIECBAgQIAAAQISoH4DfSEwFrV3HhnfP7QvOqMTBAgQIECAAAECBAgQIECAAAECQyMgATo0t3IwB5IfMfphvef73DGuOHAwR6HXBAgQIECAAAECBAgQIECAAAEC/SogAdqvd2aI+7VfjMVkbF5ThpgfQnp1FbPPHeLhGhoBAgQIECBAgAABAgQIECBAgEAPBSRAe4g/qpcej4flp97XTjTGX0Xtpsa6JQECBAgQIECAAAECBAgQIECAAIF2CkiAtlNTWy0K1GJzjLdYd/FqGyIOuTXiDovXcpQAAQIECBAgQIAAAQIECBAgQGBUBdaO6sCNe/AFzo0YXxsTF+UM0msipu46+CMyAgIECBAgQIAAAQIECBAgQIAAgXYLSIC2W1R7XRM4OGJdRG3XWuSnlBQCBAgQIECAAAECBAgQIECAAAEC8wh4BH4eFLs6LzAbtbxIlY+uV5ONq43FbCOTuamxz5IAAQIECBAgQIAAAQIECBAgQIDAagQkQFej59wVC9wcu5ff3hUZP5yJsZINjb+Id1yai3dmnFm2FQIECBAgQIAAAQIECBAgQIAAAQKrFZAAXa2g85ctsC5ujF0z6uWQa2LfLV9EekR88fp8pP3PM65rHLQkQIAAAQIECBAgQIAAAQIECBAgsBoBCdDV6Dl3RQK7xYXxqnhdjMXmqRU14CQCBAgQIECAAAECBAgQIECAAAECLQpIgLYIpVr7BKZ8tKh9mFoiQIAAAQIECBAgQIAAAQIECBBYVEACdFEeBwkQIECAAAECBAgQIECAAAECBAgQGGQBCdBBvnsD3/da46vvAz8SAyBAgAABAgQIECBAgAABAgQIEOhPAQnQ/rwvQ92r8un3S2LsutkYmx3qgRocAQIECBAgQIAAAQIECBAgQIBAzwUkQHt+C0avAzfE5+P98aFvzB15LWr7T8f4MXP32yZAgAABAgQIECBAgAABAgQIECCwUgEJ0JXKOW8VAp/Ncy+fbmqg8Sj8r9di7NyNMfmbTccWXL0hItuoZiJqtyxYyQECBAgQIECAAAECBAgQIECAAIGRFpAAHenb3x+Df2J8csMn4glf/Vj89nV/GP8Q58d9DmulZ3eLmIqYPbGK2ce2Ul8dAgQIECBAgAABAgQIECBAgACB0RNYO3pDNuI+Etgy8/PCuN+/Pjk+GmOxeXY21sR4zBwZ8e2Wujkem77aUkWVCBAgQIAAAQIECBAgQIAAAQIERlJAAnQkb3vfDPrN2ZMT6715SCY/t/weN8caM5P75hbpCAECBAgQIECAAAECBAgQIEBgsAUkmgb7/g1472uvyfd3Hr814sYBH4zuEyBAgAABAgQIECBAgAABAgQI9KGABGgf3hRdIkCAAAECBAgQIECAAAECBAgQIECgPQISoO1x1AoBAgQIECBAgAABAgQIECBAgAABAn0oIAHahzdl2Lt05xzgB2LtEVdErB/2sRofAQIECBAgQIAAAQIECBAgQIBAbwUkQHvrP5JXv1P8URwbhx++V0ye0A6AayN2m47Jd83E2oe3oz1tECBAgAABAgQIECBAgAABAgQIDI+ABOjw3MuBGcmNca84Mx5d+rvlq+9zO35OHPfAiOpNGY+ce2y+7Z0zkVqLeE7E2PPnO24fAQIECBAgQIAAAQIECBAgQIDA6ArMm4AaXQ4j75ZAFZmyXKD8JA69dx4q8diMIxaodvvuWlRr8kvyZTuXCgECBAgQIECAAAECBAgQIECAAIFtAhKg2yys9YHA8+LU+Gkc/JEz4nHnZXe+3Add0gUCBAgQIECAAAECBAgQIECAAIEBFpAAHeCbN8hdPz2eEH8W72wewqay8Yl4YuQM0LMmYuaDzQdbW689fCYmz96xbnXb5ph+/rqIH+94zB4CBAgQIECAAAECBAgQIECAAIFhFpAAHea728dj+2mUb8FvV16WWx+8OXbdbmcrG2Mxe3X96fd9sv4JO55TywfkJ/4xYloCdEccewgQIECAAAECBAgQIECAAAECQy0gATrUt3egBveJ7O0HV9Lj8dj0temo3TffBbrnfOfn+0ZvnYyZ78x3zD4CBAgQIECAAAECBAgQIECAAIHhFpAA7d/7u3927V4ZZfnDjIszZjKGpozlR46mY/zA2Zj5XD6efk1jYDlf8zHnRvzL/Zcx3nxk/sLG+ZYECBAgQIAAAQIECBAgQIAAAQIECPRGIHN+cY+Mp2Y8M+PojLnlwNzxTxnlnZhVU0zl+gczdssY5HLePeOU6uC4rMr3dTbizBxqjquqdo0b6/vWPmTbIKs98tjTMjJPqhAgQIAAAQIECBAgQIAAAQIERkbgtBxpyQ+dPDIj7sBAzQDtAOoCTd43938o455zjn8+t5+ScX3GnTLOybhLxtwykTuennFCxu9m5CTJwSw/y25PxNqZ/Nf73lydrcXmjzZGMhtrNuf6mozm3+aLc/svM47If/Nn5HKx8oOI2q8Wq7D1WFWSzxuybpldqxAgQIAAAQIECBAgQIAAAQIECBAgsAqBJ+S5ZQZn84zO5vVv5rGxjJIMbey/PNc/kvH6jJIgvDKjcexHub5TxiCW8yJngEZcdcv2nd86A3R93DqzdWbo2uO2Ha/ekkPPc1qK7207b6G16qR6W7O5LK8ZUAgQIECAAAECBAgQIECAAAEC/ShgBmgb7krzLLs2NKeJeQTKZ83fnVFmcJbyrYwvZZRZjo/OuHfGgzLenvHrGaWU+i/NuLVs1Et59P3vMp6RcdeMMiPylRkDWqYz+dhyKQngMmNzvIUzPrtYnUyuvui8OPbIY+ObV2W9/TP2y7hksXMcI0CAAAECBAgQIECAAAECBAgQIEBgYYHX5qHGzM2X53qtqWpJQJ/adLzU+2TT8bmr5dwvZ5R6N2c0t5WbA1FyBuh9sv+/efb2vV1sBuj2NVezlQnQK8sM0/HY+NX6LNATVtOecwkQIECAAAECBAgQIECAAAECHRQwA7QNuOWxa6WzAmV2ZylfyHhDRkleNsqmXHlhxo8bO3L5oqb1uavl3FfUd+6Sy4PmVhiM7Quzm58t7zztRdnym/fD7wW9axIgQIAAAQIECBAgQIAAAQIEui8gD9R588Y7Jhf6eM90duHL9W5cm8v/qa8vtLggDzQeH2+0vVBd+wkQIECAAAECBAgQIECAAAECBAiMtIAEaOdv/+71S9y4yKUaHwRqdVZk+VJ6KWUWqEKAAAECBAgQIECAAAECBAgQIECAwAICEqALwLRx93/V2zpmkTbvVz92l1yuX6ReOfTQjMbHgH6wRF2HCRAgQIAAAQIECBAgQIAAAQIECIy0gARo529/I0n5x3mpe85zuZNy38Pr+8v9KPUWK0+uHyzvD/3vxSoOwrF85n+3mVh7Qrf7emR8/8hyzY/F77x9Oia/PBUTJ3e7D65HgAABAgQIECBAgAABAgQIECBAYBgEHpCDKI+slw8YlUfcn5NREqHl40h/k1HeAVqOnVtf3prL4zLmK6V+qVvi0/NVGIB9+RX4Lf3/eOlrJh/fXb7Kfm4c9cTcXa2PW2fKdiZFFzJY1RCnY+Ki0v7x8eU0rKqHxVeqz8Zj8noTH1u84erYrP/vGVmvOnHxuo4SIECAAAECBAgQIECAAAECBNoi4CvwbWHUSDcE3p0XaSQu51vmRMjYN+PKer3ykaP3ZfyvjOMzXprx+YzGuSVJekjGIJY5CdCJfy0JyYvjHs/I4XU8AXpTxD4luXqHuOLL5XolDoqfnHn1ku9Trd7SqJ/LLcnbQcTXZwIECBAgQIAAAQIECBAgQGCgBCRAB+p2jXZnJ3L4mUDb8vX2RhKzscycXDykzlMSniX52Tg237LMJi2zSAe19DQBug2t2iuZn5Dx+Iw9tu1faK3aOeu9NiPvSfWphWrZT4AAAQIECBAgQIAAAQIECBBoo4AEaBsw17ahDU0sLVAec39JxscyHp3R+OjR+bn+rowy87OUD2dkom1LsnT3smNO+UluPz3jP+fsH7DNP8r+PjhfA/CsHva7dl1e/PTWO1DLWbf5pL5CgAABAgQIECBAgAABAgQIECAwUAISoN29Xd/Iy5VYrJRH3/Ndk1E+ylPeFbp3xsUZF2ScnXFLxoCXe2X/H3fQgA9C9wkQIECAAAECBAgQIECAAAECBAZAQAK0P2/SDdmtd/Zn17rVq7HP54eJyusA5i35HPonJmL69+c9aCcBAgQIECBAgAABAgQIECBAgACBusAYCQL9JLA51pR3nGap5XtTa+sWilrUHrG1Xnv/Tsf4sRlvW/qjSO29rtYIECBAgAABAgQIECBAgAABAgQ6I2AGaGdctbpCgamYnPpJTO2eP8zafE0cELHf2pj86XzH2rEvE6svyks/afeY+HLEtI8dtQNVGwQIECBAgAABAgQIECBAgACBHgpIgPYQfwWXHs9z9m867xdN60OzereIqYUGc3PExg7/aNfUr91YLtQV+wkQIECAAAECBAgQIECAAAECBAZAoMO5pAEQGKwu3ju72/wl8nlnSXZgSE/ONv8oox3XO2xr/2YH8fULjfHfcWnjaues856M9RnPT7rLlz5HDQIECBAgQIAAAQIECBAgQIAAgXYLSIC2W3Q423tSDuuR7R3aQCZAr6kbHBFRTWZSc8GZqlnvkIyT6/XPzOX/q69bECBAgAABAgQIECBAgAABAgQIdFFAArSL2AN8qWdl39+d0Y5Zm+/KdvIp9z1yNmX1yvfE83d/Trw3NsbaG/vfp/b17PMDsp83LJH8zCq1i7PuP+dKSYK2wy2bUQgQIECAAAECBAgQIECAAAECBAgMt0BJWJd3gDZiEEd7XsQpVSYHGzFzbez8qNzerb5v0URovgN0v5mYrDKu6sTgZ2LiY6X96Zh83y0R+c2l1ZTqvfUx/fFqWnEuAQIECBAgQIAAAQIECBAgMLICp+XIM4dy+1OmIwuxmoGbAboave6fuykv2ZHEX3eH8qG83O4/jPjDz+TKFXvHrZ/LZSZAe1/yvygz5UWfGc+aiMnp/B7Tc3vfKz0gQIAAAQIECBAgQIAAAQIECBBYqYAE6ErlnLcKgfIdp2f9IOMlq2ikI6dmAvR1tah2zRToY/J/YNmpIxfRKAECBAgQIECAAAECBAgQIECAQNcEvJuwa9Qu1KJAJh2rQ1us2/ZqkzF9cRXVv7W9YQ0SIECAAAECBAgQIECAAAECBAj0RMAM0J6wb3fRO+bWXhnr67Exl+U9mDdlXJtRtkeh3JaDLOPdO+O4jMsyelVm6xduLHvVD9clQIAAAQIECBAgQIAAAQIECBBYpYAE6CoBV3B6Pl4dT8t4asaRGWV7oVLe+fm9jG9lnJFxZkZ58e0QllqOtfp0DuwZGeU1nD0rMzHz+fGY+GgtZj/Ys064MAECBAgQIECAAAECBAgQIECAQFsEJEDbwthSI+XL7X+d8QcZiyU9mxsr9+foejw7l9/PeHlG+XiQ0iGBnSN+GTH9lA41r1kCBAgQIECAAAECBAgQIECAAIEuCkiAdgd7z7zM5zOOarpcmcmZibb4WcY1GRsypjLKPVmXUb6KflDGwRmTGaWUGaOnZ7w44+0ZQ1OmY/zYnWNmzUyMD82YDIQAAQIECBAgQIAAAQIECBAgQKD3AhKgnb8HOaFwy4zNRvLzO7l9SsYXM0ric6lSMoIPzCiPzT8zo2y/LePSjPJI/MCXjbH20bUY++xD4uuXnBPHtzieanIqJk66Kaa/tG/EzS2e1O1q19Yv2Fh2+/quR4AAAQIECBAgQIAAAQIECBAgQKDjAiVpWWZ7lvhwxljGSstj8sTpjNLWRRmraStP70k5L69a+v/xxtUzkfnUmZisfiM+96M8lMeqZzSOzV3ml6H2LnUbMR2T75xbp3+2q5y5Wz24f/qjJwQIECBAgAABAgQIECBAgMCACZyW/S15lJMHrN991d1BTKD1FWALnXlIvU5JWJZZnLMtnLNQlTLj8yX1g2VG6aELVRyM/dVf5L/h8l7Ulku+F+Da2aheV0VVZtJmqcrrBfq01PKVBrVv9GnndIsAAQIECBAgQIAAAQIECBAgMBICEqCdv80PrV+ifOF8pg2X+1hTG4c3rQ/i6t9kp19zWvzBgZfGYTm1dbyl3+NkTP91/k8fQ/UO1EG8efpMgAABAgQIECBAgAABAgQIEBgEAe8A7fxdOrB+iZ+36VLlfZIlkVreBbpTm9rsVTNbEp5/FO97Q+nA2pi5c6864roECBAgQIAAAQIECBAgQIAAAQLDKdDSjLvhHHrXRvXj+pXa9S7I8kh941Pp53dtFJ250Aez2Ut3i5t+Wcs3A2yK8TWduYxWCRAgQIAAAQIECBAgQIAAAQIERlVAArTzd7589KeUp2Qcv2Vt5X/2yFPfWj/9ulxetvKm+uHM2vPyHZl3vyb2femecX0/dGhLH87NBPNMTHxmOiZ+OE9ckh9t8uLhvrlbOkKAAAECBAgQIECAAAECBAgQWFzAI/CL+7Tj6OuzkfLxo3UZn8p4WcYHMsrX3JdT7puV35tRlqW8Z+vC33YL3CVifbb58FrUdp2v7VpUv5v7/3m+Ywvvqx6Xx/adc/ybmQD+wZx9NgkQIECAAAECBAgQIECAAAECBNooIAHaRswFmiqPwL8i480Zu2eUxGVZPyfjgowyi/OqjA0ZGzPKPSnJ0vzgeRyUcVjGcRlHZjTKf+TKXzU2LNsrsFfEjTfE9MHrYnK/5pbHYvYRtRg7NffVmvcvvV4dk3XKR7Dmlktzx93n7rRNgAABAgQIECBAgAABAgQIECDQPgEJ0PZZLtbSW/Jg+XhRSZ6VDxeVmYVlRmCJ5Zaz8oSnZswu90T1WxfIdw3kM/lT2z2XvzEm777Cl5R+P6/8pozGDNAyw7S8EmHeGaa5XyFAgAABAgQIECBAgAABAgQIEGiTgARomyBbaKY89n5Gxgsy/jDjgIxWy1RWLInP92WUNpSBEqiV+1defVAv1R1ypSRAFQIECBAgQIAAAQIECBAgQIAAgQ4LSIB2GHhO89fk9ivrcUguj824W0Z53L08Hl9mBM5k3JJxU0Z5fP6SjAszyr6hLFXUbn50fC5OjyfcdkvsUmZHKgQIECBAgAABAgQIECBAgAABAgTaIiAB2hbGFTXykzyrxMiXN8TUGe+PPzwpvwRfZkX+fv+CTGUyevLq7N/X+rePekaAAAECBAgQIECAAAECBAgQINAsMNa8YZ1ALwRene8zXRdTp2+InaZ7cf1Wr5lfpvrReEztPx7T5X2eCgECBAgQIECAAAECBAgQIECAwAAISIAOwE3SRQIECBAgQIAAAQIECBAgQIAAAQIEViYgAboyN2cRWI3ADXlyeR/spatpxLkECBAgQIAAAQIECBAgQIAAAQJLC3gH6NJGavS1QO3Avu7evJ2rbYioDs1Dff3I/7xdt5MAAQIECBAgQIAAAQIECBAgMGACZoAO2A3T3a0C+eX468taLeK4nE655+C51G7N3s8MXr/1mAABAgQIECBAgAABAgQIECAwWAISoIN1v/S2LpAfTfpszqK8rmzmj3gNGAIECBAgQIAAAQIECBAgQIAAAQLzCUiAzqdiX08E9o8r7lwufOf42a6tdaA221o9tQgQIECAAAECBAgQIECAAAECBEZVQAJ0VO983427Gr8m9j+hdOv4OOfIvuteU4emY/IFMzFxU8YtLcbpTadbJUCAAAECBAgQIECAAAECBAgQ6KKAjyB1EdulFhXYaTbWbEnIj8VsXyfma1Htnu/vbHGWaj6oH9W+i47cQQIECBAgQIAAAQIECBAgQIAAgY4JSIB2jFbDwyowHtOv+XnEm8a3vH506VEeEJEfPFIIECBAgAABAgQIECBAgAABAgR6ISAB2gt11xx4gYMiNqx+ENUDso375WzS/7v6trRAgAABAgQIECBAgAABAgQIECAwn0BfP2o8X4ftIzBEAn+XY3lPPiTf1+88HSJvQyFAgAABAgQIECBAgAABAgRGUEACdARvuiH3jcBEvSeTfdMjHSFAgAABAgQIECBAgAABAgQIDJmABOiQ3VDDGSiB2kD1VmcJECBAgAABAgQIECBAgAABAgMoIAE6gDdNl4dGoKqP5PFDMyIDIUCAAAECBAgQIECAAAECBAj0mYAEaJ/dEN0ZKYGz66O9y0iN2mAJECBAgAABAgQIECBAgAABAl0UkADtIrZLEZgjcNGcbZsECBAgQIAAAQIECBAgQIAAAQJtFpAAbTOo5gg0C0zH+INmYuKvzo0Yb95vnQABAgQIECBAgAABAgQIECBAoDsCEqDdcXaVpQWmI6ot78S8NA772dLVB6NGLcZeE1F77X1i7YMHo8d6SYAAAQIECBAgQIAAAQIECBAYLgEJ0OG6nwM8mtrGTBSeVQbwjXjoz5czkJ1i8t+WU7/LddeW620yA7TL7C5HgAABAgQIECBAgAABAgQIENgqIAHql9BPAlctpzNVVF/YWr86ZjnnqUuAAAECBAgQIECAAAECBAgQIDA6Altmp43OcI10QASOz8fh574z87Ds+50znpszRa8v47gxpv9kj5j8vbLe72VNjJ06HRM3NvfzPfH8vZ8f74ixmJ2dbT5gnQABAgQIECBAgAABAgQIECBAoG0CEqBto9RQGwTySfEt5Rn5t8R85UO589PzHejHfTlL9YpabPm/u8/t32/HJ+Mr8fDNF8cRH7lk7kHbBAgQIECAAAECBAgQIECAAAECbRGQAG0Lo0baJPB32c5Mxtzf5bG576j6NQbqtQ2X5yzVO8X4O7LvO/R7v7gy/jGefMX6iF/Ux7bdonw5/j4x8cmcHXreZEz/9XYHbRAgQIAAAQIECBAgQIAAAQIECBAg0JcC52WvytfeP95676pTtn4hvnwlvjqpcd41EbvOxGQ1ExM3NfYN03JDxCFlfNMx+T/DNC5jIUCAAAECBAgQIECAAAECBFoWOC1rljzKyS2foeIOAjvMStuhhh0ECPRKoNarC7suAQIECBAgQIAAAQIECBAgQGBYBCRAh+VODsk4rohYvzHirkMyHMMgQIAAAQIECBAgQIAAAQIECBDosYAEaI9vgMtvL7BPTLx/TUxcujEmd/ho0PY1h3Gr2iNntb80Y/9hHJ0xESBAgAABAgQIECBAgAABAgR6ISAB2gt115xHoMrHvasv/lZ8/ISI2tia2DyKScBnJMybMp6XoRAgQIAAAQIECBAgQIAAAQIECLRBYO7XttvQpCYIrEhg1zzrxLPj1zat6OzhOGmyPoyJ4RiOURAgQIAAAQIECBAgQIAAAQIEei9gBmjv74EeECBAgAABAgQIECBAgAABAgQIECDQIQEzQDsEq9lWBaoTs+ajM7bMepyO8bGXx9/GmfGoZ0cc8bh6Kw9vai0fEa9eUbYPiM1jR8d3o4qx9RHHfKupzuZcPy9jQ9O++Vavzp1vy0fuS/0s1TPzT87CrL1ny+Z2f8oj+vFXGefm8TO3O2SDAAECBAgQIECAAAECBAgQIECAAAECdYGSmKwyPr51u7ogN3O7Z/HQer9Kt27LmM1Ys21fY626Z72P5zf2tH9Zvax+jTeUtjN7e+hMTFbTMfk/7b+WFgkQIECAAAECBAgQIECAAIEBEDgt+1jyKCcPQF/7totmgPbtrRmZjj0rR1pmgZb3X75uPKZnXxuvGvtUnPTub8axl9UVcoZn/GnGHTJyBmZclRFrY3rtI+MLj9oca2f+I37jP8q+einvES31pho75lmW9u6aMd50rPx7KDM9y6sh6rNCbz/aSIp249/MUfnftqc/IL6/zwvj7XFIXJY2X7q9IwuvVI/NY/ssfPz2I+lXO+v2LSsECBAgQIAAAQIECBAgQIAAAQIECLRNYM4M0Ea71W5l9uP6uHWmzHqcibXHNY5sXVafrM+OPKmx/5qIXbfWndiQj84/85aIZXw5vjq73t4JjfZye7q+rzkpWj9cHVk/9r1t9du9Vr24fo3tZsSWpHDuXyLxWj1gvnMX2Xd0u3uvPQIECBAgQIAAAQIECBAgQKDtAmaAtoF0iaRKG66gCQIdEtgYUf9ifG1dLWrvn4iJ/I/C9NM6dLluNPvhvMhhGTuVi43FbO2R8fnj9o+rL/6neFp9rOXIvKUkZt+Sse+8R7ftfFSuHpCxy7Zd1ggQIECAAAECBAgQIECAAAECwysgATq893boR3ZQviZzOmb/rBZjT8zB/no+uz7gSb3aFTmO5zRuXE77jM81NhZY5kzZ42+OTRfsFbUbs8pLF6jWtLsq7wz5rYwOvsu06XJWCRAgQIAAAQIECBAgQIAAAQI9FijvOlQIDKzARMycOhvVuwZ2AKvo+IZYm+9OXfPlXWKyzPxssdT+Od//+TsZ+cYAhQABAgQIECBAgAABAgQIECAw/AISoMN/jwdqhLfF+rVnxwn5ebNafpFdWUxgLMb2LMdrUW1ZLlbXMQIECBAgQIAAAQIECBAgQIDAqApIgI7qne+7cdduyi59oXTr9HjMW3Jm57kLdTE/ePTHG2PycQsdt58AAQIECBAgQIAAAQIECBAgQIBAQ8A7QBsSlv0gUL7wfsw74y++slBnDo6f7pzv/HzvmojLs86BC9WznwABAgQIECBAgAABAgQIECBAgEARkAD1O+gjgS2PvS+Y/CwdnYzbGr/Z8dY7Xj0h6x4yp/6d6tuviajW53ppN/OqW8p3cl9VX28s1tVX7prHPpPrV2Zc2Dg4zzI/MlRbdCzznGMXAQIECBAgQIAAAQIECBAgQIBAmwUayaQ2N6s5Am0X2FRazPddbl5ey9Uds/6nFjnnuHmO3WeefY1dO+XKYxobiyxvzmO7LXLcIQIECBAgQIAAAQIECBAgQIAAgS4ISIB2Adkl2iJwSrbyi5fHm7+2vNZqV+SMzRflOYfMOW//3D48o8z63K++3CeXtYxrMuaWUm+v+s4bc/m9jO/Wt+dbfHu+nf2zr5rMvpSZr40ylUP34amGhiUBAgQIECBAgAABAgQIECAwNAISoENzK4d9ILWv5wi//rtbkpUld7ecUntba7Wr6axXHq3Px+NrM9ufUx2Z2yXpWco5eby8r3RAS3Xn7PjFGbs0DWA2E8U5s7X2uaZ9VgkQIECAAAECBAgQIECAAOgc2foAAEAASURBVAECAy/gK/ADfwsNgMCyBTbmGeUjUtfXI2d/RvlvwREZCgECBAgQIECAAAECBAgQIEBgqAQkQIfqdhoMgVYEalfnTM97ZOQj/SXi1FbOUocAAQIECBAgQIAAAQIECBAgMIgCEqCDeNf0mQABAgQIECBAgAABAgQIECBAgACBlgQkQFtiUolA/wlUMVs+xhRV1G7ov97pEQECBAgQIECAAAECBAgQIECgPwQkQPvjPujFFoHqeZnOuyXj/kCWFlgXm76wOTb/xm0x9dKla6tBgAABAgQIECBAgAABAgQIEBhNAV+BH8373q+jLonPnTPKF9fPXX4naw+ficmzlzqvirhkIqYy2Tr4JZOgnx/8URgBAQIECBAgQIAAAQIECBAgQKBzAhKgnbPVcgcEroy48ZCIKzOJeWmj+bGYzY/6rCmb+2ScUFYWK7Wsc1PEq3aL+NVi9RwjQIAAAQIECBAgQIAAAQIECBAYfAEJ0MG/hyM1grtFTF0WU4f+JGJTY+Djselr01G7by2qPRv7Fl6OfSK/fL5HJkHz/3cos/U9mV/doTTve1g+pv+VHWrMvyMf6Y9n5+V+Ov/hvtj7hezFYzNaHVNfdFonCBAgQIAAAQIECBAgQIAAAQKtCEiAtqKkTl8JHBqxcW6HJmLmwrn75tvOR+Rn5ttf3/fGXK7LZOXtydWmumXG6WcySqJwr4xMgrZcHpk139dy7VVU3BiTh2cieGwypn/YejO1z2bdEgoBAgQIECBAgAABAgQIECBAYOgEJECH7pYa0MoFaq9a+NxaSZw+Lmd+HpHLFmaabmnpf+ffx2fMN9t0S4V2/1kT1TeyzfI+gD3a03a1e7bz6ox8Y0BL5dqslY61DS3VVokAAQIECBAgQIAAAQIECBAg0GEBCdAOA2t+2ARqF7c+oupprddtW81MztZqr44Yy2g80r+axo/Lk1+wzAY+lfW/tsxzVCdAgAABAgQIECBAgAABAgQIdERAArQjrBolMDQCZ+ZInpTR6gzQ6zIBK/k5NLffQAgQIECAAAECBAgQIECAwOALSIAO/j00AgIdFKhtzsb/vYMX0DQBAgQIECBAgAABAgQIECBAoKMCYx1tXeMECBAgQIAAAQIECBAgQIAAAQIECBDooYAEaA/xXXrlAlMxcc/8ovsvpmP8T1beijMJECBAgAABAgQIECBAgAABAgSGXUACdNjv8GCNrzxuXcqmrYtF/x6dR++U75s8ftFaDhIgQIAAAQIECBAgQIAAAQIECIy0gHeAjvTt77vBn5o92pBRPryjECBAgAABAgQIECBAgAABAgQIEFi1gAToqgk10D6B2vnZ1p+3rz0tESBAgAABAgQIECBAgAABAgQIjLqAR+BH/Rdg/F0WqB4TUb0io9blC3fxctWBXbyYSxEgQIAAAQIECBAgQIAAAQIEFhWQAF2Ux0ECbRd4fbb4fzLu1vaW+6LB6qnZjZ9ngtfHqfrifugEAQIECBAgQIAAAQIECBAg4BF4v4GRFJiIiTvcFtMT8w1+Y8Qte0XcON+xNuxr/JtrLNvQ5HZN3JDJxzWvjpjdbm/3Ng6uX+rt2Y8L8iNV3+7epV2JAAECBAgQIECAAAECBAgQILCjQKeSMDteyR4C/SFQlW6MRe3CsZict0fjUc1MR/XAiZjJBN5glcx6Pix73MuZ3SXhWT5ktVPGURkSoImgECBAgAABAgQIECBAgAABAr0TkADtnb0r90Ags5//ni/fPGnhS1d756zFdVnvLlln4BKgkzF9ycJj68aR2hdy5ueH8krP6sbVXIMAAQIECBAgQIAAAQIECBAgsJSABOhSQo4PlcBETD0vB1Ri3jITEx/LA78970E7CRAgQIAAAQIECBAgQIAAAQIEBk6gl4/KDhxWFzu8Jq91eEZ+MTwenHFAhkJgRQLXRew+HeOnZBy9ogacRIAAAQIECBAgQIAAAQIECBAYYAEJ0O7evBPzcu/IeN8Cly3vTPxixq0Z/5XxmYyvZ/wy41sZf5wxxPesOjYfn/5gxn45zqVK4yM/jeVS9Uf2+M4x8ehajL0wH+1/wcgiGDgBAgQIECBAgAABAgQIECAwsgJDnEzrq3u6Lnvz3oyS3PzzjPtnzC2vyx3fzShJ0vm+zvPA3F/aOCfjwIxhLCXB+/SMRy01uKmY/kIV1Wm1mP2Hpeo6Ho1XXZSZxQoBAgQIECBAgAABAgQIECBAYKQEGomRkRp0Dwb7L3nN5vdK7janD3+U23/ZtO9XuV4+wPOjjD0z7pZx34ySsH5YRpkZ+pCMMlN0mEojIb9koi4B02j6acM0eGMhQIAAAQIECBAgQIAAAQIECBBov4AEaPtN57b4iNzRSH5ekesvy/hEU6XDcv3t9e3NuXx9PW6r72ssSgL07zNKAvTeGa/JeEmG0hcCVbkv5R41l3vVN/4kH+t/ZH39wPryrbnvgly/vL493+KG3PnhfHS9/C4UAgQIECBAgAABAgQIECBAgACBFQhIgK4AbZmnPLdevyQ0SzL0h3POf1Ju71zf97pclsTmfKUky0oS7RsZJdH2rIy/zpibKM1dSg8EzsprNu7j3MuXVx7Mfe3Bo3NfiaXKtVnhs0tV6rPjjYTtpj7rl+4QIECAAAECBAgQIECAAAECIyggAdr5m36P+iXel8u5yc9y6Jj68fLY+9/U1xdabMwDz8/4z4w9MspM0G9mKL0XeF52YW6Ss9yjIzMaj/aXXh6esa6sZCmvMPjAlrX5/9yYu8u9HrRyanZ4Q8anB63j+kuAAAECBAgQIECAAAECBAgMn4AEaOfv6cH1S5y/wKUOre8/L5eNmXMLVN2y+9v5dyZjPKO0LQGaCL0vtX/MPpRYolQXZ4XGo/E35ePt5aNYQ1ZqF+WAXjBkgzIcAgQIECBAgAABAgQIECBAYEAFmmemDegQ+r7bP6r38KgFenruAvsX2r1PHijJz1Ku3rrwlwABAgQIECBAgAABAgQIECBAgACB+QQkQOdTae++RoLztxZotvGI8/3y+JoF6jTvflx9o8rld5sPWCfQ3wLVA/PDT2dmNF4L0d/d1TsCBAgQIECAAAECBAgQIEBgKAQkQDt/G8sj66WUR91fumVt+z9fzM3yrsd9M16+/aEdtu6ce15Y31tmlpbzRrnUPtpa0niUjfpp7L+TnfnNjMf2U6f0hQABAgQIECBAgAABAgQIEBhuAQnQzt/f8l7I79Qv86ZcvjNj7/p2WVyZUWZ1lo/GvCrjRRnzzQR9UO4vydS7Z5Tyxq2L0f07E5NfeGJM/jin2DZeCTC6GIMx8sZ/b2qD0V29JECAAAECBAgQIECAAAECBIZBoJGQGIax9OsYprJjZebbr+odLF8L/3HGaRnPzDg642f19ZIYemtG+VDO/8v4y4x/zij1y8eO9s8opSRVy/FRL/dOsIPzs+q7txsi2338rRF3bHe7vWivFtUl+dj5hlrUvDKhFzfANQkQIECAAAECBAgQIECAAIGeCvgKfHf4f56XKbM8S9LzbhklYXdyPXKxQymzPBszPece/M/c8dy5O4dk+6s5jvKI9Pm9Gk++WHW6ZKEzWfiM8ZjMWblTA289ETPnvzpil4zZXrm6LgECBAgQIECAAAECBAgQIECgVwJmgHZP/lt5qfIl+BdnXLiCy/4gz3lOxgkZt2UMYanlrNbaARkr8WmLRyZAX5uzJc/Y2li1U1sa7YNGXi352Qd3QRcIECBAgAABAgQIECBAgACBXgiYAdpd9fI4/Cn1yCe345iMIzPukrFbxi4ZExn59HXcnPGLjO9llORpz5KCee2RKZMx/YPpGP9YzgAtM3Y7UTLHenvZOZOtJ2XC91O37+nyysZY+xszsemCXSOu7vKlXY4AAQIECBAgQIAAAQIECBAg0BUBCdCuMM97kUtzbwllSYFqj6zyhIyPZrJw45LV+7tC+QjWr2U8OaMkvT+ZSdB75rh+mOtdLTOx9qH5va3PjcXYR/LJ/9/r6sVdjAABAgQIECBAgAABAgQIECDQJQGPwHcJ2mVWJVBeG/CPGU9fVSt9cXLtPZnsfEp25c8zrql3KWeCdr9sjjUlAVved7pl2cUeZOK1ynerVnft4jVdigABAgQIECBAgAABAgQIEBhRAQnQEb3xAzbsRoJw/YD1e5Hu1spM0J8tUmEYD83UB/XEXJ6a8Y5hHKQxESBAgAABAgQIECBAgAABAv0l4BH4/rofS/VmPCvs31SpvCO0G+XAvMgjMsoH0ldb9q430I62VtsX53dXIGe/xrqM8p7b8i7UfPReIUCAAAECBAgQIECAAAECBAh0VkACtLO+7W793tnguU2NdiuJWGbrPaHpuu1YPagdjWhjkARqZcbriwapx/pKgAABAgQIECBAgAABAgQIDL6ABOjg38NujODv8iK/ymjHKxMen+2UWaBXZSgECBAgQIAAAQIECBAgQIAAAQIEOiogAdpR3qFp/Es5khLtKOdlIyUBOtWGxjaVNjZHbFm2oT1NECBAgAABAgQIECBAgAABAgQIDJmABOhg3dALs7sHDFaX29rbfP9pdc9ssbw/8rLZmPyL/IL5AXtG3LDwVapD81h57+R85bp8ramZqPPJ2EeAAAECBAgQIECAAAECBAgQGBIBCdDBupFlpuMoJuxKwrOUl9WjrJ81GdO/WVYWLtXJeey0hY+XmaPVvTIJ+t+L1HGIAAECBAgQIECAAAECBAgQIEBggAUkQAf45o1Q18/Isf56xnjTmL/StL7Q6n/lgfMz5psBenDuX59xpwwJ0ERQCBAgQIAAAQIECBAgQIAAAQLDKCAB2vu7esfswl4ZJRlXYmPGjRk3ZVxb387FKJfa2Tn6+yxfoPadPOd+859XlTZPmP9Y1/bW6lea7NoVXYgAAQIECBAgQIAAAQIECBAgMGICEqDdv+G75iWflvHUjCMzyvZCpTzy/r2Mb2WUWZBnZjQeB89VZcAFZur9L4/qf73bYxmL2XwH6lj+oKpcLlymYuKofNfqp2tRbfmt5g/wV5ti+sTM1l++8FmtHKkyAVzze26FSh0CBAgQIECAAAECBAgQIEBgxQISoCumW/aJ+QGf+OuMP8hYLOnZ3HC5P0fX49m5/H7GyzM+k6GsTmC2fvqCCbjMzp00HRPlw1PNZTZPeGO+f/Rfm3eucP0jed6DMnZZ4fmrOm0iZr41HeMPviVmfrBYQ5ko3S0TpfmqgNqW/16ky15jsfaoiE2rSIBWX8prZpvV2xe49m25/8N5zekFjttNgAABAgQIECBAgAABAgQIEGhJQAK0JaZVV8oPlcfnMzJpdHspibdfZvws45qMDRlTGeWelHdWZtIpDso4OKPxiHSZMXp6xoszFkoc5SGlBYH3ZZ0y8/G7c+tujurnW/9h1PbMZF+5d9uVnAn5e7mjHQnQX23XcA82Mgn6zaUuOx6bvnZFxO475+9yfUx+NOs/YqlzWjh+76yzd8a7Fqm7Jo+9f5HjDhEgQIAAAQIECBAgQIAAAQIElhSQAF2SaNUVMm+0ZcZmI/lZ3kt5SsYXM0ric6lSPvzzwIynZTwzo2y/LePSjPJIvLIigVrOLiwzDHcsO8WmL26ITXcZi4ntZurmY+AnZEL07/KMXIxWyRfVlhmZt+Uz+/n/bSnPzVZOWKClh+X+8u+l/NtRCBAgQIAAAQIECBAgQIAAAQKrEpAAXRVfSyc/OWs9uF6zzBp8akbj8ev67kUXJeH0tXp8KpefzChJ0DdknJWxnLay+nCVfIT72VXUbmjTI+m34+wUcVnE9k9fb4zJQ8qURKUdArUyk7TEPKV6R+5s/A8G8xy3iwABAgQIECBAgAABAgQIECDQusBY61XVXKHAQ+rnXZTLMotzNQnLMuPzJfX2SoLo0Pr6SC5+HrFTLcbenT/id40kwPAO+ur60BrL4R2pkREgQIAAAQIECBAgQIAAAQIdF5AA7ThxPLR+iU/nsh2PD3+sqcuHN62P3Oq6re9LLeM2k3m47n6Z3XxMvmmgfCRKIUCAAAECBAgQIECAAAECBAisSkDiaFV8LZ18YL1WTlhsS7k2WymJ1PIYfD6prbRHoLpDtnOnxdo6JV5+2CPiy3FEfD/fAbr94/GLnefYcgVqm/KMHT5OtdxW1CdAgAABAgQIECBAgAABAgQIFAEJ0M7/Dn6cl7hvRnkP6P9tw+XKI/Ul+VnK+VsX/q5OoCof2/nvjEU/uvOKLa9djfjt+PiREb+zuks6mwABAgQIECBAgAABAgQIECBAoCsCEqCdZz4vL1ESoE/J+EDGORkrLXvkiW+tn3xdLvNDPUobBDZkG+XjUndfrK1d4pYDboldDrwm9s2n70ezzEZ1Ub4347iINZnYLxM1FQIECBAgQIAAAQIECBAgQIAAgVEXuGsClOelq4wbMv40YyJjuaUkUb+dUdop8X8yBrGUhHDp/8dX2/lrInadiclqJiZuWm1brZx/cdz9yc+Jd1X/Fk/6Siv1l65T5UexqrSovpnxnHo8K5e7Ln1u72qcu20Gcu864coECBAgQIAAAQIECBAgQGA0BE7LYZY8ysmjMdzOjNIM0M64NrdaHoF/RcabM3bPeE99vcwEvSDjsoyrMsosxI0Z5Z6UGYa7ZRyUcVhGzriLfOz69vIfufZXt29Z6YrAXeMnG98RL8xrVWX2bTtK46NYD8rGSjTKHXPldY2NbctqTa6X31L+dmr/uW1/d9fu356PeXW3065GgAABAgQIECBAgAABAgQIjKyABGh3bv1b8jLXZpyaUT5cVGb4Pa4euVhWOStrPzVjdllnqdyPAmdkp96YUZLdpRydcWzGQu8izS+jx2szSvLz+IwRKFVJDJd/Lzl7upaTTxUCBAgQIECAAAECBAgQIECAwPIEJECX57Wa2h/Ik0vC6wUZf5hxQEarZSorlsTn+zJKG8pQCNRuzmG8fNtQqpflekmALlQa/14by4XqDcn+6jE5kM9sG0x1QiZBV/MO3W1NWSNAgAABAgQIECBAgAABAgRGRmBEEil9cz/ztZXxynocksuS7LpbRpkBWB6PLzPdymPRt2SU91qWx+cvybgwo+xT5heYnIqJe03GdLFShkegvCLiExkPzdgvY98MhQABAgQIECBAgAABAgQIECCwLAEJ0GVxtbXyT7K1EsoKBfKZ6Ok9Ir+BFLWJWszmx4PixStsyml9KVC7Irv12/nO1X/L5e/2ZRd1igABAgQIECBAgAABAgQIEOh7AQnQvr9FOriQQE6dnZqJ2ROrqN19Y8x8cqF67d9f2y1nnB7VarubY/q69RGXt1pfPQIECBAgQIAAAQIECBAgQIAAgfYJSIC2z1JLPRAYj01fzcuW6GY5YSxqF7V6wbGY2JwvcT0yH9H/Yavn9HO9/BLR+KH5Ma+9t76moZ+7qm8ECBAgQIAAAQIECBAgQIAAgZAA9SMg0KLAppj61lhM5kd4qr1aPCVqEXfJR/R3no3Nd8pzhiIBep+YKLNtH3ZDTB+yR8T1rVqoR4AAAQIECBAgQIAAAQIECBDohYAEaC/UXXMgBXaJ6rbseEli7tziAK6/Og64ds+44YQW6w9EtSrisFrUdlsXk/lRoikJ0IG4azpJgAABAgQIECBAgAABAgRGV0ACdHTvvZEvX+C+ecqfLue0L8dx3/2tOH05p6hLgAABAgQIECBAgAABAgQIECDQRgEJ0DZiamrYBWpfycffH5ujbPUR+OufGKe/cGmVajzr/F7Gg+p1H5/XOWie8/ap78vvP1X/Ms/xubt+mjt+Nndnbl+Vj+V/Yp79dhEgQIAAAQIECBAgQIAAAQIEhk5AAnTobqkBdVagduZy2q/FZAsJ0PjdbPOfmtq9V66XWKjko+fx+wsdbG1/df9Mgp7XWt2e15qt92Bzz3uiAwQIECBAgAABAgQIECBAgMDACUiADtwt0+EhFDgrx/TWjDLDszxmv9C/y53yWH5UKcq7SC/LWKpckRV+PKfSSbl9h4xW32M65/SebL4rr3pLxtk9ubqLEiBAgAABAgQIECBAgAABAgMtsFCiZaAHpfOjJbAxJg9fE/G1HPUbx2PqLYM3+lr5kNBLlu539ZCsU8Z5Qc7efOjS9eerUZWZpSUBOkCldk52tsQCpbp7HvhqRn6Ufodyee65X3pdt8MROwgQIECAAAECBAgQIECAAIGREBgbiVEa5FAL1KI6IgeYsye3JAiHeqwGN69A5r9jMqP8Dzpz4+Dcd2iGQoAAAQIECBAgQIAAAQIECIyogAToiN54wyYwPAK1S3Isu2eMz4nvDs8YjYQAAQIECBAgQIAAAQIECBBYqYBH4Fcq5zwCBPpIoFZlZzZt36Gq7FMIECBAgAABAgQIECBAgACBERcwA3TEfwCG31mBzVHr7AW0ToAAAQIECBAgQIAAAQIECBAgsKiABOiiPA4SWI1A9Zxd46Zf+3ocu5pG+vHc6dKpKqa2LPuxg/pEgAABAv+fvTsBkKOs8///rZlMd+6EhEtIICiXcikghywiKyKiIq4LHkRX1vWEVQHXdUFWvNAVcNm/i67HzyueoIgoNwLCuqLcCIggJhyGI9w5p3sy9f98Z7pDT6e7q7qnj6rq96Nfqrvqqaee51U9k5nvPFWFAAIIIIAAAggggAACCJQFSICWJVgi0H6BlxRtaOAu8wevZ6cENnpcaKPvnWa2LOGjWqr+rVM8nPB+0j0EEEAAAQQQQAABBBBAAAEEEOigAPcA7SAuTXdbINinaLlzx48a/H7Ihs/sdg/64XhDNnKtxumR9PI2dXCWWfBk0jtK/xBAAAEEEEAAAQQQQAABBBBAoHMCJEA7Z0vLXRIYtdGnB2zQj7a1kl1HjR82PFTLxCRAB23g3cOWe9V435r7r8Z32TQbuVp7lR/qU14211Df1Q6KGjLJz7477wwYAQQQQAABBBBAAAEEEEAAgYkCJEAnevAuhQKeHNR1zq8KbGCTiu7fVfG65y8DC97c6uOQNK4jNYCdFbcrfqr4hWKy5dfP5VPHmlqj/x6uBLLWUxBAAAEEEEAAAQQQQAABBBBAAIHsCJAAzc657OuRTLWRK2MCBJpKOXiw2UjM+pOudqvt8RMlG29stqFRs3kDFnxUScnc+L7Bai3/vtl2qur/n94fqKjOx07Xur0UJECFQEEAAQQQQAABBBBAAAEEEEAAAQQQQKBVgZu0o1/CfX6rDUxmv6LlryxY/oE7zUpJxcm0FrVv+DUNVWMN3x1Vs9b2tWbbqb+h+vuXWtvbty78YqmfJ7avzSS2FM7VOD+j+E/FyQr+AJTE00SfEEAAAQQQQAABBBBAAAEEKgWW6I3nURZXruR1cwIkAJrzonb6BXbX1MfNtjGbo6GsSP9w2jIC/0baUlGC9iTteMgjNvx3C82Us010eb16d0pFD3+j18x4rQDhJQIIIIAAAggggAACCCCAAAJZFBjI4qAYEwIIdEcgtND/AnXY5pbboTtHnNRRztPe71HcU2qlC7OAJ9VfdkYAAQQQQAABBBBAAAEEEEAAgTYIkABtAyJNINDHAmP3Eg0sHFsm2yHQs7KCr6uP9ye7n/QOAQQQQAABBBBAAAEEEEAAAQTaKUACtJ2atIUAAggggAACCCCAAAIIIIAAAggggAACiRIgAZqo00FnMiZQftJ8eZmx4TEcBBBAAAEEEEAAAQQQQAABBBBAIPkCPAQp+eeIHqZX4Bx1XZdd28/TOwR6jgACCCCAAAIIIIAAAggggAACCKRbgARous8fvU+0QHCnundiortI5xBAAAEEEEAAAQQQQAABBBBAAIGMC3AJfMZPMMNLqkC4lVk4J6m9o18IIIAAAggggAACCCCAAAIIIIBAVgSYAZqVM8k4UiQQzlBn71Hcrdg7QR1/k5Ky2zfTn2PtB1vPtJX2Szv8ZLOFT5T2Hdbyi3ri+oPNtEVdBBBAAAEEEEAAAQQQQAABBBBAoBMCJEA7oUqbCDQWmK3NngTVLNBElNWlXrxMS4/Y5fv2tnLdo8svSstntDytal1S3pbHuyopHaIfCCCAAAIIIIAAAggggAACCCDQOQESoJ2zpeVkChS9W+vNeDL7c+fnLL18QDH03Kp4rz5n/3byTFu94Dv2js/eaHv/VXsdpjhC0XRb8Y7YllofUivf0wzV37alNRpBAAEEEEAAAQQQQAABBBBAAIFEC5AATfTpoXPtFhi18EOBBVvNNXuq3W2nt73AZ2t+o5X+n2S598hzwXvsq+fmrXC7LqHfRO14AjTBJfBkrwcFAQQQQAABBBBAAAEEEEAAAQT6QIAEaB+cZIb4nICSdD957t3GrwqWV4LUPqoZoq+YasP3blyj+2sCC7cpWr7m/TRDs1H9/xM5K367+z3THEoLNJPSHn7MCnWtCja0b2ADn1C9WLNCQxu9Q+M5odF4HtEtBOZZ7qs6/haN6j23LVw1YoUPTYtMfIYnaZ/XKpTEDbhE/jlAXiGAAAIIIIAAAggggAACCCCQWgESoKk9dXS8EwJKNr5cia+ttNxN7ddN6nXi2NVtKvv2+FwLn1R/5mnbgurt/l7JWv+vJ+y+7a+6XYZs2C+f96hblKT0y+JfU7dC1QbVP2Cp2b9tZ7auatOGt5tYblvVO2bDisgXSsFaTsnaQt2Zn0rU/tPm9uR7nrZ5O6q5nRU3RjZLBQQQQAABBBBAAAEEEEAAAQQQSLwACdDEnyI62K8Cm5mtXG6Fhbpc3xOgG5UpNnS40npf1YbxPOhGNZKx4jYrnL6HTfm1ZtXG/H4zsrRR8tNHpZm8dylh+WLd0kBM0WXQbHXeRure8/NZs/my/Po29lBBCdDoBqmBAAIIIIAAAggggAACCCCAAAKpEYiZkEjNeOgoApkS0GPi12hAHhuVYQueSHTms9Tjvc2KeubUNRsNYJIrdJn8bZNsYsPuA6XL8zXzNw2kG/rNCwQQQAABBBBAAAEEEEAAAQQQiBbQ7/0UBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgmwIkQLN5XhlVOgTyemr6/HR0lV4igAACCCCAAAIIIIAAAggggAAC6RQgAZrO80av0y2g22GOFb/Z5Jml1ywQQAABBBBAAAEEEEAAAQQQQAABBDogwD1AO4BKkwg0Fgge08zP01THnzb+rcZ1U7t1emp7TscRQAABBBBAAAEEEEAAAQQQQCBTAiRAM3U6GUx6BIJPpqevLfX0w0ryXqwH1F/R0t7shAACCCCAAAIIIIAAAggggAACCLRJgEvg2wRJMwggMCZwqf77SMliG0wQQAABBBBAAAEEEEAAAQQQQACBXgswA7TXZ4DjI5ApgeBmzfy8SEN6V6aGVXMw4fO12m9jUC6hXtypWa8PlVewRAABBBBAAAEEEEAAAQQQQACB3guQAO39OaAHyRIYLXWnvExW7+hNRwUGLPQkppeIe5iGgercopjtlSvKUr32xCgFAQQQQAABBBBAAAEEEEAAAQQSIsAl8Ak5EXQjGQIjNvrl0MJvrbHCNcnoEb3opsDx9qU1Ot73Fbc1Pm7gidIvKfySf48rFV7mjy/4LwIIIIAAAggggAACCCCAAAIIJEWAGaBJORP0IxEC02zkanXEg9JHAivMnl5g9tjb7ft3v8u+uTje0IOPP1cv9Jmgzzz3nlcIIIAAAggggAACCCCAAAIIIJAUARKgSTkT9AMBBHomsJ3ZuuU2vN1ys2LPOsGBEUAAAQQQQAABBBBAAAEEEECgIwIkQDvCSqMIxBEIp6rWXD00p/zU9Dg7bVQntGDTok05qLyhYCP3zjBTLo/SjMBWZn75OwUBBBBAAAEEEEAAAQQQQAABBDImQAI0YyeU4aRK4Ifq7eF6avoLWnxyuN+H0vQ0HiU/B6/x115yNqgruoc3H3/HfycrsNRsqm7sqZxy/fI1+8jMj9iZ9SuwBQEEEEAAAQQQQAABBBBAAAEEeibAQ5B6Rs+BEbBtZJBTvKYVi4IVrlPy9OfKgv66HKV2NjvNjK/tVlCr9tGU0IULLLdimuUfbxTH2neW+a6zbOWstTbllVXN8BYBBBBAAAEEEEAAAQQQQAABBHoowAzQHuJz6L4XuFsCeyr+RvH1ZjVmmWmmZ+HIyv2KlhvVnFBNCqW0Q2DEbK2+ST4QWLhFo/ZyNmxTbGTeVFs7OmjB043qsg0BBBBAAAEEEEAAAQQQQAABBLorQAK0u94cDYFKgcv05m2KrCYsP6YZqu+sHLBer1X8s4b8p6r1iXyrR7s/riTzLtGdK6jKlANX2Oarcla8pV79ouWvDi3cPGeFXVVHE3cpCCCAAAIIIIAAAggggAACCCDQaQESoJ0Wpv3UCQxbbtfAgl+Yjf67kllLOjiArCbAHi2Zba+lR3V5nVakIgFa3fHG7wPdkiCqhHvrszXzMd1TVDdpXRVVm+0IIIAAAggggAACCCCAAAIIIDB5ARKgkzekhYwJ6HJnT1It0tPV/1ZD62QCNGNyG4bzCb1SAllXhU8sH9DbtyqyOuN14mh5hwACCCCAAAIIIIAAAggggAACiRCoTlAkolN0AgEE0iwQ6NaZdv3GIwjfsPG6rK8J52qERyuGfKRfshOHBm3UTrVPvdtstl83X13uUX74iuqVG78P/07rnlexXvd+tYu07wMV63iJAAIIIIAAAggggAACCCCAAAISIAHKxwABBBDonMCH1bTPiB0rJ9oXyy83vCivKC2VyPSkabCyan3F29DvSfrTihXllz/TC0+MUhBAAAEEEEAAAQQQQAABBBBAoEKABGgFBi8RQACBNgt8R+3NUYzNAH2Pff3dgzaS+6Yd+7Vhm1qscay7Gyc/x/ZQHU0iNduytP82Wr5eMaP0ngUCCCCAAAIIIIAAAggggAACCFQIkACtwOAlAggg0F6BYKnaO6Hc5jmW+wclOHOftA+c1PpDkIL1au8z5TY1Y/RQvfYEKAUBBBBAAAEEEEAAAQQQQAABBGoIDNRYxyoEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCATAiRAM3EaGURKBf6ofg8rbklp/+k2AggggAACCCCAAAIIIIAAAgggkHgBLoFP/Cmig9kVCG7U5cu6b+PYJc3ZHSYjQwABBBBAAAEEEEAAAQQQQAABBHoowAzQHuJzaARIfvIZQAABBBBAAAEEEEAAAQQQQAABBDorQAK0s760jgACGwvsqZmvb1No2XfFH2Dk9z0YW7Zp9E+U2ikv29QszSCAAAIIIIAAAggggAACCCCQDQEugc/GeWQU7RUYLTVXXra39S60drLlv3qyMowVh1ofWviVvBVur1jX7ZcjpQO+VUsP5QHDOZoFq2V/FJ2DEwML5i40W9u+EQc3yXEftXdP+9qkJQQQQAABBBBAAAEEEEAAAQSyI0ACNDvnkpG0SaBoxSuGLHduYKPfblOTTTQTLlJCcFkTO1RXXakVswOzf6reoPfTFO+ssb5bq76lA22pyCmOUuRL0TcJ0JwVv6kxd6AEN3SgUZpEAAEEEEAAAQQQQAABBBBAIBMCJEAzcRoZRDsF9FSih80Kb25nm/HaCn1W5A80m+94JUHPibfPxFqaYXiI9n/xxLUD+yoh+i6t6/HXe+AzFI8d71v4Oi2Hxl/zXxd41mzTwQgTTUleP8vsMcQQQAABBBBAAAEEEEAAAQQQQCC+QI8TIvE7Sk0E+kBgm9IYdYV0a0UzDH0m4ITZgMOWW6PLrj0BSkmoQMGG3hXYwDfidK9o4WlDVvhknLrUQQABBBBAAAEEEEAAAQQQQACBns8I4xQgkB6BFWaz5lj+jMDW/2jIRq5JT8/padIFRi18SE+ku18zdf32AHVKqFsYBHN1Y9ed61SoWB3uqjcXKTRhNFZ5XLUOVvt/bVw7vErbq2YY193D7/l6gtr8ft0aYxtC1bFTFHEfynep2nxbRJsdGn/jo7IVAQQQQAABBBBAAAEEEEAgmQLMAE3meaFXCRSYZfmDlKB6r/I0m6t71ySwi3QppQJTbeQys5FFjbq/zvKH6xJ5JTUDXS0fWTzx+TxF3NsM+P1YpzduNfQEpc9S3qRxvQlbN5vwrvYbvy/s/Nqbaq7dtubaiSs7MP6JB+AdAggggAACCCCAAAIIIIBAegRIgCb3XCnXYQeWune/lkuT29W+6Vl5hpqfGwoCXRWYasOXKAn62mEbvj76wMFvdS/YOao3NbruWI01SqxGPIwq0C1Iw51Ue3bMNjUDNPCHckWU4F/V7umqVP76iqhvz0RV0HE7MP7oo1IDAQQQQAABBBBAAAEEEEAgmQIkQJN5XrxXMxVXl7r3WS0/XnrNAgEE+lMgVBL04vhDD9aqrkcbS7BejT3VxgZLTQUxkprNHrUT42+2D9RHAAEEEEAAAQQQQAABBBBIggAJ0CScBfqAwESBvTQj7vjSKk9g6R6KwbqJVarfhXtoTXnG8ISNb7Gf7X2QXWsP2dY7mn3E231U7Z03oRJvEEAAAQQQQAABBBBAAAEEEEAAgYwKkADt/IndXodoxbny4SV+f7xaDz65u/Pd5whdFCiWjnWIlh7lokuP7VvlN3WW/qCZXWpt+5m90TxUXloKLcK9lQS9yVdSEEAAAQQQQAABBBBAAAEEEEAAgSwLtJKYy7JHJ8Z2nRr1h3xMprxPO3tUFz2Th5IhgSUai39W9LTvDUX3ZrQLN7yr/+Jj2nSoYqPPxF5244772u8PXW5b/ekCO1IPszfNMLUnFBQEENhIYOzeqQdptT9wyi/5pyCAAAIIIIAAAggggAACCCCAQITAw9oedigiDp3IzT7r0D3OT2TvGnRKD6A5omj5sGi5nzeolrhNw5Y7xvtdsNz3RK8Eaej3l+1xCXXPx1Cfg1BPNB977e8rY7ne+4xVCgJdFgi/qM+efzaP7vKBORwCCCCAAAIIIIAAAgggUEvAJ0t5HmVxrY2siyfADNB4TpOp9WntfJai/DRmfyqyP8jEP7yNSk4b/65U4S4tb29UmW0IxBMI/HO3Kl7djta6Ta37PUtn1TmKP2l8P8UNdbazGoFOCZSfcl/vs9mp49IuAggggAACCCCAAAIIIIBAhwRIgHYItqLZL+v1NQq/R+OLFf5L9VzFPyo0y61umaMt5QToz/Sap8DXpWJDCgUOUp/rJZi+oG3vTeGY6DICCCCAAAIIIIAAAggggAACCCRQYCCBfcpil3wG576KMxT+QJtXK/6gOFpBQaAPBXwmaqDL32uFFfoQhCEjgAACCCCAAAIIIIAAAggggECHBEiAdgi2RrOe1Pmo4pWKBxXzFD9W6L6M5rM9KQgggEBdAd3L9YW6l+vygg29v24lNiCAAAIIIIAAAggggAACCCCAwEYCJEA3Iun4imt0hN0VPywd6RgtfTbo35bes0iswLDP5H1M8ZtGXVxt9ry1ZtuW42mzTRrV79Y2Pf3oLXqA0+qqWKmk2r90qw8cZ1ICe2jv52nW7Msn1Qo7I4AAAggggAACCCCAAAIIINBnAtwDtDcnXDkxe5viIsU5ioWKKxVnK05WrFNQEiagp1j92Wx4i0bd0uy8dwY28K3KOlMsLKyzYNepNnxv5fpuvQ4s9MSt8rHBNC2n1zjuwVrnt2egIIDAcwLP17Pq9i29/ZO+fvz7dkQJd1OFWl9jtfZboTb/UmvDxHXhVnrv/0bEKUVVulXt+q1WKAgggAACCCCAAAIIIIAAAiUBEqC9/Sj4g5GuUyxR+KyuExSHKt6uiPGLsWpREiWgZOOy0MJ7lIDIe8f0XgnTYGpo67fR254kQHNWvOVqs9k7meUqseZb7tABC/wBWxQEEHhOQPenHSv+xygPLzcqXjr2qu5/wjdp00/qbt54g5KUob4sA/1hpV4JPZmq7yc2o16NGuv/Veu+UGN9aVXobX1FcYGOfX79emxBAAEEEEAAAQQQQAABBLIjQAK09+fyAXXBZ+D5/UE/pdhF8TvFWQpKygSGbOQadVlJjfGiy8t9Zq/f97WnRR+wEXVAMZZQ8cuo79Os1OGedoqDI5BMgR+pWy9UVP77eGGMrvqtTPS3htgzQB9RXY9GZa02nqfw/sQpPgO04S06tH1vhf+RbSsFCVAhUBBAAAEEEEAAAQQQQCD7ApW/4GV/tMkdoWYC2ecVlyt8VujOio8pKAi0W+CbavAoJUL/uomtnTrfHrdhm/oKs810ia+9VYnRm9t9QNprr4Du5XpowXK/r2r1L7+xwuJSortqE2+bEwh+pfoeTZbAZ2q2+V7Ogc9GPbbJjkRVHyhVKC+j6rMdAQQQQAABBBBAAAEEEEi9AAnQZJ1CTz7tqThDcVyyukZvMiKwUuPwxMfCtTbNHhq/taDfG3RHxUEKEqBCSGIZsNHlZoPqWjBPSdB5E/sY7vYSs1la99TE9bxDAAEEEEAAAQQQQAABBBBAAAESoMn7DPglj8cr/AFJbyh1r3q2V2k1CwSaFniv9jhNMXCuvekVe9tt3z3Bznzw53bkQq1TXi1R5QjNVN261CNP7OkhYf172b5ur3DtOhvcSYnQOdVnacSKy+eS/Kxm4T0CCCCAAAIIIIAAAggggAACYwIkQJP7QbhEXfOgINBGgbGnQ//VGzzC8o/7fMJZttrvD5qksq7UmUO09CiXP+pFnHsxlutnbjnVhv0yawoCCCCAAAIIIIAAAggggAACCDQhQAK0CSyqItCCQPmJ0n6fV0o8gTNV7VFF+fvTYr3eVTHhKfZ6T0EAAQQQQAABBBBAAAEEEEAAAQQiBcoJhsiKVEiEwJB6sUVFTx6qeN3pl/5Zaccl0u1oo9NjbVv7oxZ+TQN+cpWN3Ni2RjPfUPCYhnjWc8MM/anVngClIIAAAggggAACCCCAAAIIIIAAAk0LkABtmqynO+yuo1cm0rqVTDxTxz2pzSPftM3tJbK5vBXOU8c8Els2t8eGS517JLGdpGMIIIAAAggggAACCCCAAAIIIIBAiwL+NGgKAlECa1XBk2TFNkT5UvDypeFRx2Z7hwVOt5OX6hB7aILvDzp8KJpHAAEEEEAAAQQQQAABBBBAAAEEui5AArTr5Kk84Knq9VSF34NxsnFrSeCJ0pJFjwUGzXPRwe097gaHRwABBBBAAAEEEEAAAQQQQAABBDoiQAK0I6wda/Q2tbxlRXTsQDSMAALpEXjKbO6w5T61zuwF6ek1PUUAAQQQQAABBBBAAAEEEECgOwLcA7Q7zu06yoga8qdjUxBAAIENAjNs6O8DC04NLT9Xd6v44IYNvEBgY4G7tOpPiss33sQaBBBAAAEEEEAAAQQQQCCbAiRAs3leGRUCsQVCC7fQ7ME3Vu7wTvv2QQ/Zgs0r15Vfr7Lpa26xve4vv9fS7w/7DV1G/2TFOl52V6D8vXyou4flaOkTCPyPaDunr9/0GAEEEEAAAQQQQAABBBBoXaD8S3PrLbAnAghEChRsaD/N0DtFScJYCapRC2/XE+Q/GtnwpCqs1wOpBk392jMwO7/c1HJ7nv3Q3lp+G3e5XhXPiluZeggggAACCCCAAAIIIIAAAggggEC3BEiAdku6/nG20qZ5iuml0G387BnFswp/UJC/p6RcILTgcCUaXxd3GLo574F3mn18F7NC3H2arfesjfxmrg1+I7BwfuW+W9ly+7Sduu1S29Y/kxPKfHtqYc6KMy63Q35wg+1zX2mjzwD9zoSK7X2j/OxY2dQs3KbJpp9W0tm/ligIIIAAAggggAACCCCAAAIIINCnAiRAu3/iZ+mQ71Aco9hV4e/rFb/n5x8Uv1P8UnGxwh/ZTUmZwANW+OwCm/JrZfJifs2N3NfJ5Kfz6fr2Vbp6/d21KT9Tc3XR8pdow2Gn2ieWTLWRS2tWav/K8mf+Ky00vVpfMjsoCfpwC/uyCwJ9JBC+T4P1Pxj8qI8GzVARQAABBBBAAAEEEECgTwRiJmP6RKOzw9xCzf+74u2KRknPyl74+XlJKfyX0zsUH1NcpKCkSEAZOM2SHPlVirqcpK7+Qp3ZSzHYZKe2VP0ZCp9lTQK0STyq95NAOE2j9T8wPKUgAdpPp56xIoAAAggggAACCCDQJwIkQLtzojfRYa5Q7FZxOJ/V5kmZBxQrFGsVfimxn5OpitmKhYptFXmFF58xeqHiJMXZCgoCfSAQfFeD9GiyhDdqB0+cUhBAoLFA+WeB8rJxbbYigAACCCCAAAIIIIAAAikT4Jedzp8wn4HmMzbLyc8b9PqLCp8N6InPqOIPzdlH4ZfNH6vw9/+puEfhl8RTEEAAgZJAOEt/Sdn2erO/Hqwpx7AggAACCCCAAAIIIIAAAggggICZnrVC6bDA0Wp//9Ix/NLC/RS+jJP89N2Kit8o3qs4svReC/u8gvPnEpQECYSacRn+VvGyBHWqb7qiB20dM8Xyy/7Gcj/om0EzUAQQQAABBBBAAAEEEEAAAQQiBEigRQC1YXM5EXS72vJZnKOTaNNnfH6ktL/PKN1uEm2xKwKdEHi1GvUk/+GdaJw2awuEFlwXWniH7quxTLFUtW6tXZO1CCCAAAIIIIAAAggggAACCPSfAAnQzp/zA0qH+IWWPptzsuWnFQ3sWPGalxkT0A0sh4qWu2jYcp9K4dD0wHtKtwTyVrgzZ4Xdcja8neL5Q1Y4vVvH5jgIIIAAAggggAACCCCAAAIIJF2ABGjnz9CC0iEebNOhnlA75USqP7mXklGBXcy2NgsO12XNizM6RIaFAAIIIIAAAggggAACCCCAAAIIdFyABGjHie2+0iHK9wGd7BH9knp/EJKXW8YX/DejAmmeRblJRs8Jw0IAAQQQQAABBBBAAAEEEEAAgZQJkADt/Am7qXSIN2t50CQPN1f7n1Vq40kt/V5/FASSJKBbUI6V9+tBSK9NUsfoCwIIIIAAAggggAACCCCAAAII9KcACdDOn/fP6RB+yfpUxc8V/jT3nKLZ8mLtcLnCl17+Z3zBfxFIlMCF6s39pR5tmaie0RkEEEAAAQQQQAABBBBAAAEEEOhLgSl9OeruDtovgT9ZcYZijsITl/761wp/UrPP4nxUsVaxTuHnxJOlsxULFdsrXq7YVVEungg9tfyGJQLJEQju1MzPK9WfdyWnT/Zf6tMzVf1ZoffH6x6rq6rWZ+qtHqB1lAb0Bz0k6e5MDYzBIIAAAggggAACCCCAAAIIINCEAAnQJrAmUfVM7esPLzpH4Q8umqV4XSm0aKpcqtrHKEab2ovKCPSfgH/NeTlgfLHRf7+rNVdttDYjK5T83GXAgnN1T4JrNaSDMjIshtEZgdVq9i+KRxo3H+6j7W9SxL0/8RWqqmhUQr+1ywmKuA/1e1h1z1a75dtt1Gk89D/C7FRnY/XqolZ8RW0+VL1h4nvGL482n/+JwrxDAAEEEEAAAQQQQACBbAhspmF8VuG/wPkvb3HDZ4ZeoPCkadrLTRqAj/v8tA+k0/3XlODtipYPi5Z7tmD5r3goqfWpO1u7hUJbuqv+XOJ9KlhuyWlmdW6hEX5Dp1jneCwB0ZbjttZIOF99eI3i8KrQw8PG+veq1tpNx14FG3pp6VzdkI4e08veCoT6g2hY52u63LPwktLXjn99x4m7ynvWX4b/GLOtyuPtUr893xLqj4yh/kgYq4/ldk9r3OZYu4y/OdMY5z9anRoIIIAAAggggAACtkQG+rnVFmPRugAzQFu3a2VPv+z2lFIs0nI/xQ4Kv9zdL4/3maE+E8Uvy31W4ZfP+y8QtykyfamuxkepElhvtmbK2C+bwSxNt3qfbw70vx1s6Jf6mPy+qnpX3oYWPuV90P8Wf8zstNPGP6NdOXbzBwl8BqgSFtUl/HD1Gt4jgEAwEsPgRNXxW1xEJErHWvIf0PxWL1HlR6rgsz+nR1UsbdcfEP1WG41KsFI/Hx6pGs3MAPUfKqMK42//+Y8yZzsCCCCAAAIIIIAAAm0RIAHaFsaWGlmmvTwoCNQUmKl7w66z0cN0GfPzyxVCCx7P9yj56X1Ya4Xjp1v+5Xq5tVl+0Gy43LXK5XV6o1mX5rN9KQggkBmB4I8aikcbS7BGjZ3TxgZLTQX+QLY2F8Yv0Daf/zafIppDAAEEEEAAAQQQQKCOAAnQOjCsRiAJAlNtxB94lZiiacpPFixc7XNA65fgO9rmQUEAAQQQQAABBBBAAAEEEEAAAQR6LhDnMraed5IOIIAAAggggAACCCCAAAIIIIAAAggggAACrQiQAG1FjX0QQAABBBBAAAEEEEAAAQQQQAABBBBAIBUCJEBTcZroJAK1BYo25aAnxx+gVbtCYtaGQ3ooySLFlonpEh1BAAEEEEAAAQQQQAABBBBAAIG+ECAB2henmUFmUWCtTflbs8FrZlr+zBSM7wL1calCT3AeezpzCrpMFxFAAAEEJicQTtX3/J8o3j+5dtgbAQQQQAABBBBAAIHJCZAAnZwfeyPQM4EBG9jEDx5YOLbsWUfiHfhmVXumVHX7eLtQCwEEEEAg5QI7q/9vUvxTysdB9xFAAAEEEEAAAQRSLsBT4FN+Auk+AukQCE7VDCDNBLKPJKC/5UfY76s+5Wv0Z7nSyp6wTXsJfQAa7AseNJu20Gxt2gdE/xFAIHUC5e+35WXqBkCHEUAAAQQQQAABBLIhQAI0G+eRUSCAQHyB9aWqn66zixKH4Q5KHd5XZ3sqVq+y4r0zLXeLxrHyz2bFVHSaTiKAAAIIIIAAAggggAACCCDQAQESoB1ApUkEEEi0wJfUu2FFrVuAHKj1cxRpuK2Aulm/zBu75UBhz/o12IIAAggggAACCCCAAAIIIIBAfwiQAO2P88woEUBgg0BwkV561CjhDVq5d40NrEIAAQQQQAABBBBAAAEEEEAAgZQK1JoBldKh0G0EEEAAAQQQQAABBBBAAAEEEEAAAQQQQGCiAAnQiR68QwABBBBAAAEEEGivwEt0b2Xdi3gs1mn5wejmvU7odcv7RS2vitGmnkofrmiizcdUd6cY7V7dRJuMP975l3vIw7OiP3zUQAABBBBAAIGYAiRAY0JRDYHkCgQHFi1/+bDljupmHwM9Qf1es/xpte+l2c2ucCwEEEAAgWQK3K9uPVLqmt92ySNXitLquot8qV55v6jl9LotPbdhUC+nKqLaKm/3ur5PVJmmCuV9opaMf/wz0MA09J9n7lZ8pEElNiGAAAIIIIAAAk0J+A9pFAQQSKHAgI1qFsvY72Wbq/uv0jSJp7Q8r1tDGbDg9kWWt1PMHj3Bhl+kJwc92a1jcxwEEEAAgTQIBPp3IdxKPa1MIoZmwfro3gdnaN8vql7MWYDBSIw271Sbs6v602g39TNQf6NKsJ/ajfszNeOPPv9bl8TLy6gTwHYEEEAAAQQQQCBSIO4Pa5ENUQEBBLorMGQj1xYs2Hu9hXN15HCVjdzQnR4Eusww3EbH8l9KNZMl2GKaDS00K0YlQB8u9a88G6g73eUottZsO/3GXdT0qIfgQAABBLorMJZAjJGcrNWrOInSWvs1WjeZ/jRst8UxNmwzRqK40f61tqVp/LX6zzoEEEAAAQQQQKA1ARKgrbmxFwKJEMhZ8aZudyRnw+/XMT2sYLlblQXdI2Yfzla9y5Qw1QwcSrcEztXMqymWuy20QDOEh7ft1nE5DgIIIIAAAggggAACCCCAAAJJESABmpQzQT8QyLxAMKohkvzs8nn+G92nVUnnWbpna+UlqF3uBYdDAAEEEEAAAQQQQAABBBBAoHcCPASpd/YcGQEEEEAAAQQQQAABBBBAAAEEEEAAAQQ6LMAM0A4D0zwCCKRS4CLd57TQQs8v1WzLd7ewH7sggAACCCCAAAIIIIAAAggggECHBEiAdgiWZhFAIJUCf1Kv91Zs3mLvj9Z+HUqAjj3s6nS1/10lWa9vsX/shgACCCCAAAIIIIAAAggggEDfCXAJfN+dcgacZYF1lt++SnkZAABAAElEQVRx2HI7Z3mMHR7bO9T+AoWeat9UvKjD/fLmX6Xwh08d728oCCCAAAIIZFzgQ7oaI1T8Nnqc4Y6q92Spvu8TFU+rzq4x2r06RlvlY42o7r/EaPOfVc/rlveLWjL+SFTOvz5PfP7jf03x9c/3vxjf/yO/8VAhhQLMAE3hSaPLCNQTGBz/JcEfdjO3Xp1krA8/rH5sppmMpySjP+VejD2o6a/ld/GX4ez4dVuuWX6IUXnZckPsiAACCCCAQIIFblbf1iqmlfoYxOxr3HreXNy6ces122an2o1JxfhjQnXqPHWq3ZjD4vzHhOrUeepUuzGHxfmPC0U9BBBAYLICN6kB/aXbzp9sQ+y/sUDRcqNFy4enmXVldnfBcrf68Qo2tMfGvWm0JnyqNPNhZqNa6dnmCdCxmRzPdK7P4VtKx/hhM8dYbjbdz5E+G6ub2Y+6CCCAAAIIIIAAAggggAACiRBYol54HmVxInqT0k50JUmSUhu6jQACnRMof+8pLzt3JFpGAAEEEEAAAQQQQAABBBBAAIG+FuAS+L4+/QweAQT6SCCvWaAfHbLCFxqN+Qmz2bMsf2Zg4SYN6t2kdj7fYDubEEAAAQQQQAABBBBAAAEEEEiMAAnQxJwKOoJAXwq8QTP511SNXJeRB1dWreNtiwJ6rH1hszHjYLqs/Z6rDROgs23K7qqjJ9k3vD3R399p9sVd1HaL3WI3BBBAAAEEEEAAAQQQQAABBLomQAK0a9QcCIHuCfyb5Xb6mI090Ec3Chke1lMElnXv6LGOtL5U67u1a4eHKgF3Re1trG1G4GCzkWGzfZX83Fn73RW175CN/K+ePPHKARuYV6uu7lnwA52bIWVTuX1BLSDWIYAAAggggAACCCCAAAIIJE6ABGjiTgkdQmBSAn5j5GDAgopEV17T9EbfmbPidybVcnt39pmIr6zT5NNaf2OdbaxuQUCfgDu0m0esMs1GrqpXUZfR+w24h+ptZz0CCCCAAAIIIIAAAggggAACSRMgAZq0M0J/EJiEQGjBNzXT78CqJjQB0HQldOeKjvtGPQl+7/hHyPml05c0qP93Pcix6THuwfVKFlYkjxv0sH83jc3e1X0LRvuXgJEjgAACCCCAAAIIIIAAAgikSYAEaJrOFn1FIEIgZ8O6d2NXy4gfTTNOPxFxz8iudmoSB/uz9t1hEvvnlYD+tyb31x0KbC/FYMR+W5a2H6RjXFpV12f+6racpmcYbSiX6ZzcvOFdm16EFp4UWDCT+3+2CZRmEEAAAQQQQAABBBBAAAEEOi5AArTjxBwAgewKjNroxwds8E0aYcMn5iRfIJyupN5bNYiZLfa1qP08CakEqJ3eYhtxd3ueKnpUl8OqVhyh9/tXrZv0W91K4auTboQGEEAAAQQQQAABBBBAAAEEEOiiAAnQLmJzKASyJjDVRjQT0SPdZZXZlnnLv7X1UQR6blDo++/RQht6npDtqYiaAbqp6uyoWKG4V1Euc/XiRYq/KH5cWunJ2ItLr+sswrdow/XKXS+rU6HF1eEi7bif2v1Riw2wGwIIIIAAAggggAACCCCAAAIIIJBqgZvUe0/OnJ/qUdD5TAl4ArRo+VDxcHIH5glL3abUwh9O7GN4aGn9ZRPXN3oXHlDa54JGtVrbFqrNsX7qGBQEEEAAAQQQQAABBBBAAIFJCviDaD2PsniS7fT17gN9PXoGjwACCPSngM869VJejr9rz3/LbZaX7WmVVhBAAAEEEEAAAQQQQAABBBBoUYAEaItw7IYAAggggAACCCCAAAIIIIAAAggggAACyRcgAZr8c0QPEegzgXBfze7XLRLC7fps4AwXAQQQQAABBBBAAAEEEEAAAQQ6IMBDkDqASpMIJEngSbM5M23oE+rTEj3B+5Yk9a1OX96m9W9UbK0k6D2lOk9peYoerLOy9J4FAggggAACCCCAAAIIIIAAAgggEEuABGgsJiohkF6BGZY7LLDghNDC+RrFP6RgJOUk5z7qq0e5XKUXHXhoT7l5lggggAACCCCAAAIIIIAAAgggkEUBEqBZPKuMCYGJAuWv88GJqxP77vPq2R8UQ6UeflDLlyrK4yitZtELgYLlPxRYOHPICp/txfE5JgIIIIAAAggggAACCCCAAALNCpBQaFaM+ggg0GGBYJUO8OPnDhK+Qa89AUpJgICSn0p8BjPuNDtjF7NCArpEFxBAAAEEEEAAAQQQQAABBBBoKMBDkBrysBEBBBBIjMBoqSflZa86NjaTeLoZ/3706gxwXAQQQAABBBBAAAEEEEAAgaYEmAHaFBeVEUivQGB2RMFyf6oaQSGw0eOGbOTaqvW8TZ6A3wN1ieL/1enaPD006hXatrMiX6dOefWOpRfbaJ8PlVc2WC4rbVt0tv3LoGaB6olUnz7ObNpIjX3U5lg5Um2/qMb2ylXDenN35YqEvNZ9aIObEtIXuoEAAggggAACCCCAAAIIIDBJARKgkwRkdwSSLjBgo8s0WS9UQmeWkqCzqvsbWuAJMxKg1TCJex88ri69o0a3dG7Hyt7679Wl13EXO6ni2XEre71/sTPK1c8sv6iz/ECd9SlZHR6hr5lfpKSzdBMBBBBAAAEEEEAAAQQQQKCBAAnQBjhsQiALAprd+ZvVZgsGLT+zejyhDRemmS2rXp+w9zeoP4cq7kpYv5LSnd+rIz9RbKrQ6bTtFVGXp/v3fk+GFxV+z9Wo8mSpwrw59sxczewMQhsYrd6paEPFtTbNj+0PsNIsSttohuiArR+cYWtmaBZpoOR8uMiWrp9ua8tJ3Oom1cGhwq22++1Fy3tf65aX2K27T1O7dSuUNijhHy63rR6437ZdXqeu/0FgS8XmdbazGgEEEEAAAQQQQAABBBBAIGUCJEBTdsLoLgKtCCgrpGSPX22cxhJ8Qb326EIJ5ynRdlUnDxTa6C05K57UvmMEz6ito5prL3yV6l+uuEazHD25HLussNzNgQUv0Q4bJVmVxfxdztb5B83bf5PavqK64TU25ZBBG7hM28r7j91TtLrec+/D0RErLG6UqNcDmXI7Wn6Z9tFtAGKVpUM2fFjtmuE3tP5dtbexFgEEEEAAAQQQQAABBBBAII0CJEDTeNboMwIItFVAUyBX5i1cq6Scz6A8uK2NVzUW2MDBykafupXZmqpNqXh7uxX2feH4bFPdUWFCCTUVdYXWXDxhbdWbqTZy5dPaX1NE3TqyaPbys5qK2XCW6i56Gv1SG36+6jVMgA7ZkKoMXKDZp83eKiCyn1RAAAEEEEAAAQQQQAABBBBIrgAJ0OSeG3qGAAINBUKfQeiXfVcn4ir3elabldhsXHS98+q1VlAebcqixjUnt3WKDVzkSVZ94y3Pfpxcgz3Ye+/xy+YfnsyhdQ39U9rfo21lO7N1aky55Ual6NsXNarBNgQQQAABBBBAAAEEEEAAgewJkADN3jllRAj0i8ClGqhfat2oKAEa7qik46ONKvk2TUdcqltWKjpXipZb37nWaRkBBBBAAAEEEEAAAQQQQAABBGoJkACtpcI6BBBIg8A96uTuDTo6X9tmKxYoIhOgDdphEwIIIIAAAggggAACCCCAAAIIpFiABGiKTx5dR6C/BYLjNX6POiW8URv2qrOR1QgggAACCCCAAAIIIIAAAggg0CcCqb0PXZ+cH4aJAAKtC/g9Ib2Ul+Pv+C8CCCCAAAIIIIAAAggggAACCPSVAAnQvjrdDBaBiQLrbMqhK830ZOxMluM0qnfq/p93ZnJ0DAoBBBBAAAEEEEAAAQQQQAABBGIJkACNxUQlBLInULQpBwza4GV5y/1/2Rudjyi4TfGdbI6NUSGAAAIIIIAAAggggAACCCCAQFwB7gEaV4p6CGRMYL0Nzh7UmAIL/EFBlP4SuEPDvVtxWQeGfbnaXKjwY1AQQAABBBBAAAEEEEAAAQQQ6LkACdCenwI6gAACCHRbIHhYR3xhZ44anKl2PRJZdNuHw0Zs5JaZZo8msoN0CgEEEEAAAQQQQAABBBBAoO0CJEDbTkqDCKRNIDywYLk/1Oh1GJh9f8gK/1FjG6sQSJ2Abvuwv9ngJYM2cJ5Z4ejUDYAOI4AAAggggAACCCCAAAIItCRAArQlNnZCIP0CgYV/1ShGdRH8TCU6d60zooO1ngRoHRxWp0tgvdnYbR/0mY9z24dTzcIPpGuEsXurr3v7b+6RG9uLiggggAACCCCAAAIIIJByARKgKT+BdB+BVgXyVrh9jdm2g5abW6+N5Vb4c71t6Voffkj99WRuuazQC60LREBBYILAQ6V322rpkdXyDg3sO1kdHONCAAEEEEAAAQQQQAABBCoFSIBWavAagT4TmG6mZE+hnPDJ8uhP1OC2qRrgD/X+qqp1vEXgUyI4X5HVfx9fqrH9j0ITvykIIIAAAggggAACCCCAQH8IZPUXvP44e4wSAQTiCvjsz91KlT+p5R6KwdL7ri90/fWWq830/+aKrlteP8vsseb2onZzAoGY7fbm9klT7XBOmnpLXxFAAAEEEEAAAQQQQACBdgiQAG2HIm0g0CcCBRvaL7TgtQ9Y4TM7mA2nZ9jBX9RXD5XwuPFl7/47aPl7W82+Fi08TQ+m8iQuBQEEEEAAAQQQQAABBBBAAAEEYgiQAI2BRBUEEBgXCCw4RfG6hTbl12YjV+LSnEBo9pPA7NXN7VWuHU7TVctz1cbO5TUsEUAAAQQQQAABBBBAAAEEEEAgWoAEaLQRNRBAYINAUP6eUV5u2MKLaIGcFY6NrlW7xrDl3jJg5vctpUxaIHxl0XLPlJq5XDNqj2rUpOx3GbDgUs0ejvP0eNMs6SdGbPgg3WP3wUbtFi1/ldrcq1Gdim0joYUn5Kz43Yp1G70sWP7DgYX/rg01Jxn/yl4zeJhdYgfadQdeNW7QV+PfCMyM8ffR55/zv5EAn38+/33z799Gn36+/2fq67/G+WUVAgggsJEASYyNSFiBAAIIIJBNgZE/mw3o3qvBDI1vLJmppOLWUWNVQtHrb679clF1fbvqTxmwvGbsNrxLRODH1ozqWEnV8eMG86OOrzY3U5ub1Ks3aKNjmwZsvf79D2b32/irXRh/f33+Of8TBfj88/mf+InY+F2W/v2rHh2f/2x9/qvPL+8RQACBWgK6GpOCQFcFbtLR9lT8TPF3XT0yB5u0gGasXaJGDltv618z1UY0Iy6NJbxcvX6V4lAlgK5IywjGZ4AGP9QP7D/STNK3pqXfSevnnWa5Lc2mlvuljOJKvdadBRqXe83y8xSNa41vfcRs3S5mhai6pykb+89mM6Pq+faiHoClfit5G130lKyZmv6pCcMblz3tvgPvt+f/coqNXPuoDb2+38ZfLcL4++vzz/mfKMDnn8+/PhF98+/fxE+/GZ//7H3+q88x7xHImMASjWex4u2K72VsbAwHgcwKeALUf9g6P7MjzPDAPAGqCNfZlMPSO8zwMn0E9RkMX5mmMXgC1O0LluMy+DSduMT1NTy49PnX5fcUBBBAAAEEEEAAAQQQSIGAJ0A9j+JJUEqLAlwC3yIcuyGAQGoFvqaeP6W4IbUjoOMIIIAAAggggAACCCCAAAIIIBBbgARobCoqIoBANgSCn2ocHhQEEEAAAQQQQAABBBBAAAEEEOgDgZr3COuDcSdhiLHuJVejo7pljS0oRY3NrEKgGwKDusVgFkv4Ul1Z8P4sjowxIYAAAggggAACCCCAAAIIINCvAiRAu3vm/16H84fIPKpYq/ij4ruKAxRxy7dV8cFSxN2Hegi0VWDQwu88aTanrY0mo7H/VDe+rCTo7snoDr1AAAEEEEAAAQQQQAABBBBAAIHJCnAJ/GQF4+0/Q9WUVLF3VFXfWe89jlH8l+IUhSdGKQgkUiC00YsDCw7R09PnT7f8FmbDzySyo613qjwzO9d6E+yJQCoE9PUbvq2qpzfra/vuqnW8RQABBBBAAAEEEEAAAQRSL0ACtDun8HQdpjL5uVrvH1MsUgQKn4l7guK1Cn+69lIFBYHECeSs+CU9ifxIJU5eVrDCE4nrIB1CAIEogfWlCi/S8vtVlR/S+4VV63iLAAIIIIAAAggggAACCKRegARo50/hi3WI40qH8Uvf36P4pWJU4ZcQ+3uf+emvd1Rco3iFgiSoECjJE3jCho+YZTZ7thkJ0OSdHnqEQJTA71ThbMXmFRWH9PooRRZva1ExTF4igAACCCCAAAIIIIBAvwqQAO38mfcHqvgDY0YUr1bcpigXv3z4DMX3FJco9lBso/iVYn+FJ0wpCCRKYEszn8HsQUEAgdQJBMPqsl9xUFFC/U1jLAFasY6XCCCAAAIIIIAAAggggEB2BHgIUufP5QtLh/iBlpXJz8ojP6w3L1f8urRyOy0vUvi9QykIIIAAAgj0kUA4rfuDDfXzUKiJ7RQEEEAAAQQQQAABBBDIogAzQDt/VncqHeKmiEM9q+2vUZRnf+6l1+cqjlCU79mmlxQEEOhzgRfqPqz/Um0QmhWHbfgHmsrn9xemIJBSgdCvfrhWyUjdGib4QhcHcaOOpVvWhLotTfCNLh6XQyGAAAIIIIAAAggggEAXBEiAdh45VzrEmhiH8ifAe8Lzt4rtFYcrvqT4gIKCAAL9LVDw4QcW+K0yPCYUf5pa3oZ0C43iiRM28AaBdAnsqO76zyYv6nK3n6/j+ZfRnl0+LodDAAEEEEAAAQQQQACBLgiQAO088r06xEsVcX+Ze1x1/UnwngTdTPF+xZ8VX1RQEECgOwKv0Ewwfd0FTzc+3Ngls69UHb/Pr5dbtY9/vba9LLfCxQss93E9PW2jB9UMWKCZa/Yqs4EeXDrc9qHSIAIIIIAAAggggAACCCCAAAIIpEzg++qvrk4de6DRvCb6vp/q+qxR31c5D3uHwssvFL7OI43FbwXgfT8/jZ2nz1kXCK/Xx1Ofz7H4WvRow/+uqO/73R+9T/trFGzofbosPixY/ivtb50Wsy/gD0Ea+8z7rVh6XMJ/KPXl293tSKg/dowZfLm7x+VoCCCAAAIIIIAAAghECixRDc+jLI6sSYW6AjwEqS5N2zb4w4+8bK7w11v4mxhFiRg7RuHJT78s71uKTyg4Z0KgINAhgc+r3fMU5yq+F+MY/jX9Y8XPS3XnxtiHKggggAACCCCAAAIIIIAAAggg0EUBLoHvPLY/zf1KxSGKVyv+qPBkic+E1OyxhuVn2ur3//RZXZ74PE3hCVEKAj0T0JNChrYzmzbfLAGzxdrNEFygFj1iluD/VFExdin8MzF3ohoCCCCAAAIIIIAAAggggAACCHRRgNmE3cF+rw7zh9KhNtHynYr3ld5HLb6qCv+oGClV5JxFibG9owJ7WO6C2ZZ7UNeL+meZggACCCCAAAIIIIAAAggggAACCCRagGRad07PX3SYfRTnKFaXDrm8tIyz+LYqvURxXZzK1EGgkwK68cj2uivD7BmWW1Kw3A+GLfcful68/BCgTh6athFAAAEEEEAAAQQQQAABBBBAAIGmBbgEvmmylndYpz2PV3xYsbditqKZcocqv1zxDoU/GT7uU+VVlYJAWwVKl3oHr/Wb03q8QclQs4J/RikIIIAAAggggAACCCCAAAIIIIBAogRIgHb/dPil7P6Ao1bLd7WjBwWBngist8JRA5bbXwcPAgs+rwToNoGFzADtydngoAgggAACCCCAAAIIIIAAAgggECVAAjRKiO0IIDBBYJrZ/ZrtqdB/LfevyoNuM6ECbxBAIK0CM/VAr4c71Pmc2p0To22fVO7l7erL4vGXDf+7VltXNaih57VZMz/r6P7cYZx7dPsxy7e0aXB4NklAd04x3c88+CQaCCCAAAIIIIAAAgj0SqCZXwp61UeOiwACCCRdYLTUQf9Fn4JA2gTWqMMPKPyPGVsmpPNx71GupK15tKuUE7BR7c1SBQ9KPIE3qBoJ0HhW1EIAAQQQQAABBBDogAAJ0A6gdrDJIbW9RUX7D1W85iUCCPRMINBssPCLOvyKxl0IX6ftmzWus2GrzzD7mWZN+W0zGpRw1+Pta/t93E5X5uqRBvXYhEA9gWC9Pr87ausm9Wq0ab23H/VzxxGq8xnFzxWnKhoV/4PDE4pGf3jwmaeLFFEJ1V+ojidS/bhnKxoVn/n5YKMKbNsgsJteXb7hHS8QQAABBBBAAAEEEOiRQNQvIj3qFoetI7C71t9YsS3uTJWKXVp6ebj2+gdFO463XakHupKagkCWBIKTGo8m3EvbPcnSTDlalc+L2OHCr9l7tluhvOqP7a0RVdmMQD2BYFhbOp1Bj9F+uGeph0/rn5w/1Ottk+t9dmtECZUEHivLddxrSq9ZTFogfN6km6ABBBBAAAEEEEAAAQTaIEACtA2IfdDEuzXGI9s8zk3b3B7N9UbAkyaafjWWPOlND9Jz1DvU1S8ompkB+qsYw/u66py+sq1XAcc4KlUQQAABBBBAAAEEEEAAAQQQSIkACdCUnKged/O9Ov73FFGXEMbp5n+oks8CfShOZeokXSA8LrRwt7wV7056T3vfv7EksR4a1fZyU9tbpEEEEEAAAQQQQAABBBBAAAEEMiRAAjRdJ/M2dbcXD6h4TMf9aZuoPqZ2PAHa6J5tbToUzXRaIGdFvyVD5W0ZOn1I2m8gEFh4VMFy+1dU0ddZ+A2dp3Mq1vESAQQQQAABBBBAAAEEEEAAgb4SIAGartPtD0N5NF1dprcIINA9gWC+btQ7v/J4yoD6/XtJgFai8BoBBBBAAAEEEEAAAQQQQKCvBNpxSXNfgTFYBBBAIIkC19v+14U2+uJyjFp4TKmfyolSEEAAAQQQQAABBBBAAAEEEOhfAWaA9u+5Z+QIIJAhgVU2c60udffbZIyVgg3l9DTr8luWCCCAAAIIIIAAAggggAACCPStAAnQ3p/6rdSFeYrppVin5TOKZxVPKPw9BYFUCCjpdqyeCL9jzM4WRqzwPzPMHm5UX22+VG2+UXXiZPPCURu9YpqNXN2ozafM5s603AdHzaZV1As1e/KqqTZyZcU6XiKAAAIIIIAAAggggAACCCCAQMoFSIB2/wTO0iHfofDLU3dV+Pt6xe/5+QfF7xS/VFys0C39KAgkT+Bps00CG/hmnCxlufc5y+kzXvh0+X2tpdo8XW0eUmtbrXWq/zqt373WtvK6GTZ0lPKpn6y+B0hog/q6HNm2XI8lAgh0XeDx0hHLy251wP/wOEfR8A8y3eoMx0EAAQQQQAABBBBAAIH2CpAAba9no9a20MZ/V7xd0SjpWdmGn5+XlOJ9Wt6h8KeoX6SgIJAogblmTw1b+PdKKu4Qr2NBca0Vvh1VV/eyPEFtvlb1YuZWw6ui2nzaij+ca/npemr62AxQzQSdNWDByTqALhunIIBA7wQC/fsW7qvj397lPvgxD1T8rMvH5XAIIIAAAggggAACCCDQBQESoF1A1iE2UVyh2K3icD6T02eaPKBYoVirGFb4OZmqmK1YqPDZaHmFF58xeqHiJMXZCgoCiRLIW+Gn7e6Q2vTEv0fbyuZmq/Tl9l/lBvVmy7zlTy6/T9lyfam/PmO8QQn9NhvfUGzZoFLlptV680HlnZdWrtz4dXii1sVNUCvXbF9Xmz/euJ3KNWMJsE9pzVDl2gav71KbxzfYrk1NjX+ldjhObT7UuE22dkYg+H1n2m3UavCItp7XqAbb0i4QDmoE1yvu09f2W9I+GvqPAAIIIIAAAggggEDSBGaoQ/+n8ISnh/9i5z94b6aIUzwBcIDiq4qCotzO4XqdxnKTOu1jOD+NnafP2RTwBGjR8qEihZe/hvqDSfgFhc9e21D83qk+poLlbhhfGe6kOkpA6lan8eOoDQ3WfRHe2kR7fuxz6za1YUN4SpNtrlH9yvu5bmjpuRdNj/8fn9uXVwgg0JpAqKtYxr7n3Nza/u3cK9y01JcV7WyVthBAAAEEEEAAgS4ILNExPI+yuAvHyuwhmAHa+VN7tA6xf+kwP9LyGIXPgopbiqr4m1L8XMsLFJ4U/bziUkUzbak6BQEEsiUQrNN4Pho9puBP+jfTZ6H77TjiFM0ADfz+w1HlUFXYRRHnFgX+/cr/CBJV/kMVrlXEnQG6TIf3WfQNSuzxH6tG/AeLJxs0xiYEEEAAAQQQQAABBBBAAAEEEKgQ+Lpee6b+NkXcX+Yrdt/opS5J3TAL9AUbbU3+CmaAJv8c9V0P0z0DtPbp2ngGaO16rK0WGJtR+7LqtbxHAIFWBJgB2ooa+yCAAAIIIIAAAlUCzACtAmnl7UArO7FPUwIHlGr/QkufzTnZ8tOKBnaseM1LBBBoUUB/oSjPpPY/VlD6WsBn1AZ+2xIKAggggAACCCCAAAIIIIBARgS4BL7zJ3JB6RAPtulQT6gdT6T6bNKIe9616Yg0g0DGBWbpQWQFC7+pa7j1cAwKAggggAACCCCAAAIIIIAAAghkSYAZoJ0/m+WESvk+oJM9ol+aWb6U/pbJNsb+CCAwJhDmrPCuISucjgcCCCCAAAIIIIAAAggggAACCGRLgARo58+n3/PSy5sVB429av0/c7XrWaXd/QEdS1tvij0RQAABBBBAAAEEEEAAAQQQQAABBBDIvgAJ0M6f48/pEH7J+lSFP8X9vYqcotnyYu1wucKXXv5nfMF/EUAAgYYC04Ytt8sKM13pT0EAAQQQQAABBBBAAAEEEECg/wS4B2jnz7lfAn+y4gzFHIUnLv31rxW3KnwW56OKtQo9fMP8nHiydLZioWJ7xcsVuyrKxROhp5bfsEQAAQRqCIw90CmwYBfd2/SOOZb7o1nhRTXqsQoBBBBAAAEEEEAAAQQQQACBTAuQAO3O6T1Th3lCcY7CH1zkM7FeVwotmiqXqvYxivJTq5vamcoIIBBPoGj5E1Xz8Hi1LRy18Gt5K5zXqL5mYr4osHBazoo3NarXjm1PWvGP8y1/eWjhQiVBX6gk6LbtaJc2EEAAgRYEdjILr29hvzi7DKrSCxTl+6NH7TNffVkZVUnb/Q/Tf4lRjyqdEfCrpz5mFvymM83TKgIIIIAAAggggEAnBTZT459VPKzw2Vlxw2eGXqDwpGnaiyd+fNznp30g9D/bAgXL3a4kaBg/cudGiaitvxYtt+7O1m6DEdV8ze3LzaaPjyG3umYFVtYQCJUvpiCAwOQFwgX6J1+JrFD/7hMYNP0Z+OLkP4O0gAACCCCAQCYElmgUnkdZnInR9GgQzADtLrxuw2enlGKRlvspdlD45e5+ebzPDPW/eK9SPKvwy+fvUtym8HUUBBDoksCwFQ6ZYlP81hNxkmGjq2zkxuiuhfpaD/L6S4jfB7gQXZ8a3RcIP6BjnqWfLw7WuerUjLXuD4sjItATgeAhfS35rXy27PDht1b7cyOOMVPb/0vhsz8/HFHXN/vtiR6PUY8q7Rd4i5r0c8SzCtpvS4sIIIAAAgj0rQAJ0N6d+mU6tAcFAQQSKKC/RjxmNnJVArtGlzorsKea9/swX6PEjf9BqlG5UknSNzaqoDZ20Xa/b7P/oStOeUKVDlK79zeuHPpn86WN62zYOqJXuqVD8K0Na3iBQNcExj7LEZ/nbnQm3FRH8QTosL4WvtmNI3KMVgXC/Vvdk/0QQAABBBBAAIF6AiRA68mwHgEEEECgHwVuLQ06r6VHo7JFo42lbX7fZ91zMLKtclM+49gTsA3K2CX6PqPOZ7TFLVGz4+K2Qz0EEEAAAQQQQAABBBBAIHUCJEBTd8roMAIIIIBA5wSC/9aszf+n9v3BKlElxn1VA90awW99MHbbg6j2fLvPTouYeRr4/RR3Vd3pcRpUnfVq0x/oQkEAAQQQQAABBBBAAAEE+lKABGhfnnYGjQACCCBQX6DdycLA7/fa5nu+BqNqk3tD1z+JbEEAAQQQQAABBBBAAAEENghwc/ENFLxAAAEEEEAAAQQQQAABBBBAAAEEEEAAgawJkADN2hllPAgggAACCCCAAAIIIIAAAggggAACCCCwQYAE6AYKXiCAAAIIINAPAuHrdQ/Rhf0wUsaIAAIIIIAAAggggAACCLgACVA+BwgggAACCPSNQLi3hnqh4py+GTIDRQABBBBAAAEEEEAAgb4XIAHa9x8BABBAAAEE+khgVmmsM/tozAwVARdYp1iv4OFhrkFBAAEEEEAAAQT6TICnwPfZCWe4CCDQO4HQgicDC4MHzIbr9WKF2axZln+5tg/WqDPyrA1fuzm/wNegYRUCCCDQSCBQ4jM8WDWeblSLbQgggAACCCCAAALZFCABms3zyqgQQCCBAutt+KDA8nldg1ys1705lj8zMHtPve1zLf9l5U+Pq7ed9QgggAAC9QSC6+ptYT0CCCCAAAIIIIBAtgVIgGb7/DI6BBBIkMA0s2UNJn+O9XS9rf/RFBvQJM+J92gOzbYOLNhLM5jmtTik3LDlPtfivtW73Zy3wnnVK3mPAAIIIIAAAggggAACCCCAQBIFSIAm8azQJwQQ6FuBaTZytQbvMaEoefkWzQz94YSVMd4s12zTzSzUfe+CKbrp88di7BKjSjh6o9kFjWayxmiEKr0V2FnJ9K9XdGFEr/VgpOCOinW8RAABBBBAAAEEEEAAAQQyIUACNBOnkUEggAACtQU8SbnOgiMGLdy9do2m137ak6nzx+9RWvdS/qZbZYduCawsHeh5Wv5T1UH9ITEnVK3jLQIIIIAAAggggAACCCCQegESoKk/hQwAAQQQaCww1YYvVg2PSZei5T6hRvi3Y9KSvWog0OTd8A06ut9mobL4DNALK1fwGgEEEEAAAQQQQAABBBDIigC/xGblTDIOBBDIusBdSlyt1n1AlcCiIDAZgYBE52T42BcBBBBAAAEEEEAAAQRSJ0ACNHWnjA4jgEA/CuihQ7dr3LMUeh4SBQEEEEAAAQQQQAABBBBAAAEE4gromRgUBBBAAIGUCJD8TMmJopsIIIAAAggggAACCCRLINQzVcNNk9WnXvcmnCuToV73guN3R4AEaHecOQoCCCCAAAIIIIAAAggggAACCCDQK4HP6cCPKuH30l51IFnHDTdTfx5SnJesftGbTgmQAO2ULO0igAACCCCAAAIIIIAAAggggAACyRB4gbrhOaBtk9GdnvdiC/VghsJdKH0gQAK0D04yQ0QAAQQQQAABBBBAAAEEEEAAAQQQQKBfBXgIUr+eecaNAAKpFijY0D7rLfSHIo0VfTMv3mYjv91by/I6lggggAACCCCAAAIIIIAAAgggYEYClE8BAgggkDKBdZZ/re5g/svqb+C72cCnzAqfSNlw6G4iBMJF6sawWfBwIrpDJxBAAAEEEEAAAQQQQACBNgpU//7cxqZpCgEEEECgEwKjNnzroOUuULJqbAZoaOGCwIKdFJt34ni0mXWBsSdf3q5RrlBwD6Ssn27GhwACCCCAAAIIIIBAHwqQAO3Dk86QEUAg3QLTzf6qmZ5vLI9Cl8O/T8nQr5Tfs0SgSYGpqu/JdH20wisj9r1Tn7UPNa4T+s3kv6bwG8vHKatV6YNq9/7GlcMTtf01Ck2AjiyjqqE+BD9pXDPcV9tPUww1rrdhK+Nv/vyH0luic/HdDYq8QAABBBBAAAEEEECgywIkQLsMzuEQQAABBBBImMA69WelwpOgr4zo28uUJP1XJbN8n3plG214W72NddYrQWYRCVA7VnV2rbN/rdVPaWVEAtQOVZ3Dau1cZx3jb+38byJPEqB1PlSsRgABBBBAAAEEEOi8AAnQzhtzBAQQQAABBBIsEOjBWeHu6mCcy9+XRiQ/1UzwR7W3h15sFnPQmgEaXB+j7iGqEzcB6rMOb4jR5udV51pF3J+HGH/j5LcoJ5z/HbTiK4oBBQUBBBBAAAEEEEAAgZ4JxP2Bv2cd5MAIIIAAAskTWGD5ewvKciWvZ5E90qXRo/+Rs6InZSgbBIJleunRphL4PUXbXIJH1aBHG4snf+3XbWyw1BTjH4cIn2y/LS0igAACCCCAAAIIINC8AAnQ5s3YAwEEEOhbAWU8/6QbMPrsPj14Ka1l4Aj1nARoWk8f/UYAgX4ROE5/Z3t3vwyWcSKAAAKTEPB7mTeT2zk35jyGYbXr91VPW/FfU/we93HLLvLwe9JHlf/TlS6viqrE9uQKNPNFktxR0DMEEECgvwXWjA9/NM4/3JOSutcK+2wX/+E2kzpWu3eeYkOvCGzA70OY3txtu1FoDwEEEEiegM8g99nZzf5Cn7yR0CMEEEAgmQJxfxZuJomYzJHG65V76GGgkWV+ZA0qJFqABGiiTw+dQwABBKIF7rXij3awoXCdFS+Orj25GvrzqK58twcn10pv9l5n4WODvTk0R0UAAQQQiC0QXKWZODNU3ROgFAQQQACBeAKerIxKbH5TdfxKqGMVv1A0KiPa6H+MSmvxH/tzEZ3fWdv/V3GnYp+Iur55bYw6VEmwAAnQBJ8cuoYAAgjEERhPShaXxKlLHQQQQAABBJIvMHZ/3jT/4p18YnqIAAJZEyhdEdZoWKFPZPCySrnSJ8Zf9vN/w2dKo9ddvoIYfv1slY2x81TObJxHRoEAAggg0EaBYcvtvs6mHNbGJmkKAQRaENBUi2309Xi0do2a1dJC6+yCAAIIIJA2gaJNOcAjbf2mvwgg0HsBEqC9Pwf0AAEEEOiIwCNmM04z4/t8C7rKtPxw0AYuXmm2eQu7swsCCIwL3KuFX1r2k1ZBpljuPwcs+DG/7LYqyH4IIIBA1gQGLtePtwoKAggg0JwAvxg350VtBBBAIBUCehrS8+Zb7tGTLfedVHQ4cZ0MdP+5INB9YqYlrmt0CIHUCAR+id2BitNb77J/LZqt1x90Wm+DPRFAAAEEsiMQ6GE1HhQEEECgOQESoM15URsBBBBIhcCQDS3QD4eeMPCbe1MQQAABBBBAAAEEEEAAAQQQ6FsBEqB9e+oZOAIIIIAAAggggAACCCCAAAIIIIAAAtkXIAGa/XPMCBFAAAEEEEAAAQQQQAABBBBAAAEEEOhbARKgfXvqGTgCCCCAAAIIIIAAAggggAACCCCAAALZFyABmv1zzAgRQAABBBBAAAEEEEAAAQQQQKC/BR4uDb+87G8NsycEUFQs73eIfhm/HnBLQQABBBBAAAEEEEAAAQQQQAABBBDIsMBHNLb/1oNS78nwGJsYWqBEcLiDdvBEKKUPBEiA9sFJZogIIIAAAggggAACCCCAAAIIINDPAkFBoyf5OeEjENw/4S1vMi1AAjTTp5fBIYAAAghUC4QWLizY0HHV6yvfBxbO0l/HbYpNeXvBgqcqt1W/1r1knlWby6rX8x4BBMzeZOf97b52/dKP2llLKz30NTZ71AYWVa6r/Tpc6F+LAxa8Xl+329eus2HtsNr904Z3vEAAAQQQSI3AqIVb67v9/LgdLtqUA6PqrreRh6ea/TmqHtsRQKA/BEiA9sd5ZpQIIIAAAp5FUQkseJH+q8t/4pTBT4/t1KBq2GAbmxDoZ4G7bUe70I60FbaFfdTOnkDhXzdRX1uVO+iX4oZ/tKisy2sEEEAAgfQJNP9wksFro0Y5aAMjq62wzQwz7nkZhcV2BPpAgARoH5xkhogAAgggYLbGRn472wbuU+Jl0xgePgNUP4uHz6puVI5zRBV0OVEwEqNdqiDQNwIrbDP9zml73mfPH/6CnfRA5cCn29q5Q1b07TbdVtub7dxibuw5BJW1xl5P19fWkL4MV99mu49eb/sNblSjtCK0IFxj01eM2GBx0EbDI+zCp7a3+/xyv7rlcZs/uMQWbzpiU2LlY3e1O9a8xi7z7wsNy/ds8byHbYtcw0qljTNt1fp/tG8+nrdiw+81v7N9pl9rB86O02YWxx9n3NRBAIHUCgT6Jryjvtfno0cQzPE6+oZ5XXRde2AZ93eMwUQVBBBAAIFOCNykRv0H/PM70ThtIoDAuMCw5XYtWj4sWO5OTJoXKFh+mfutNdu2+b3ZAwEExgXC3fRPvv7NjxVvraWmr8NL/WtxnU15tdq5N2Zb5WP+rFabE9eFn22yTf2hI9QVlY1K+OIm2/T+1hz/xKP0+/gnavAOAQT6U8D/TfDoz9Ez6j4WWKKx++d+cR8bTHrozACdNCENIIAAAskTyFvhDiVBj9H98LjvUfJODz1CoF8E/A8wn1AsiBjwam2/PKKObz5FcUiMel5lVPH9GHW/qzpzFZplGqtoTMG6iJo+biVWbfOIeuXNjD/e+S97sUQAAQQQQAABBBBAIPECzABN/CmigwggwAxQPgMIJENg4gzQZPSJXiCAAAII9E6AGaC9s+fIPRVgBmgb+HV/MwoCCCCAAAIIIIAAAggggAACCCCAAAIIIJBNARKg2TyvjAoBBBBAAAEEEEAAAQQQQAABBBBAAAEEJEAClI8BAggggAACCCCAAAIIJERg7CFSt+lZD3rwFQUBBBBAAAEEEGiPAAnQ9jjSCgIIIIAAAggggAACCExe4CA1sbvisMk3RQsIIIAAAggggMC4AAlQPgkIIIAAAggggAACCCCQFIGg1JHyMin9oh8IIIAAAgggkGIBEqApPnl0HQEEEIgjoKdlXlW03Hlx6lIHAQQQQAABBBBAAAEEEEAAgawJTMnagBgPAggggMBzAsvNpuvdwYo1z63lVQyBS0IL937I7JEYdamCAAKdE7hCX4vPH7WROzp3CFpGAAEEEEiPQHhxevpKTxFAIEkCJECTdDboCwIIINAxgWC6ZoKG9ZsPR82Cjw3Z8Bn165gVLP+hwMKZQ1b4bKN6ad+Ws+H3p30M9B+BLAjoe9JZGocHBQEEEEAAAdPPoK+FAQEEEGhFgEvgW1FjHwQQQCAlAluZrdXsqZvb1V0lP5X4DD5zp1muXW3SDgIIIIAAAggggAACCCCAAAKdFGAGaCd1aRsBBBDovUCYs8JebezGoLel6+r5A1obUWkKAQQQQAABBBBAAAEEEECgcwL8Ats5W1pGAAEEEEAAAQQQQAABBBBAAAEEEEAAgR4LkADt8Qng8AgggAACCCCAAAIIIIAAAggggAACCCDQOQESoJ2zpWUEEEAAAQQQQAABBBBAAAEEEEAAAQQQ6LEACdAenwAOjwACCCCAAAIIIIAAAhsERkuvyssNG3iBAAIIIIAAAgi0KkACtFU59kMAAQQQQAABBBBAAIF2C1ymBq9Q/LTdDdMeAggggAACCPSvAE+B799zz8gRQAABBBBAAAEEEEiYQPAndejQhHWK7iCAAAIIIIBAygVIgKb8BNJ9BBBAoBcCW5jN13H/GnXsZ1Uvb7nNour59lErDE8zWxpV906z3Assv11gYRBVN7QgfNCGl+1gNhxVl+0IIIAAAggggAACCCCAAALZFCABms3zyqgQQACBTgmE3vCQ5e5ZaYVFs8xW1DvQM2bzplnufrNgRr06lesHLG8FGz02Z8VvV66vfr2j5X6ida9Xu9Wbar5fZPlLlP88vOZGViKAAAIIIIAAAggggAACCGRegARo5k8xA0QAAQTaJ6AZld8yC/82sOCBx81WNmr5MbPViyy4LrRwUaN6FduGNavTL32MKr9Rm5rUGa8oTfq/8WpSCwEEEEAAAQQQQAABBBBAAAEEEJi8wE1qwmeQnT/5pmgBAQQQQAABBBBAAAEEEEAAAQQQyLTAEo3O8yiLMz3KDg+OGaAdBqZ5BBBAAAEEEEAAAQQQaEUgnKO9/IFIgzH3vku3R7k9um7obc6LrjdWQ7ezNt1KJRi7BUz9fcIXatse9bdP2DKqd79Sm09MWLvRG8YvEs4/n3++/jf63lBzBd//Wvv+79/b/0/fjx+sqcpKBBBAYBICzACdBB67IoAAAggggAAC/SMQnq0JL/rlNHasUt2IG0SHBzTRXvnYMe4jHS5vst1vRZ9Hxt+kKeefzz9f/w2/sfD9r873lGsasiVjIzNA23AemAHaBsRJNrGV9ve/QE8vxTot9ewQ8782+1+F/T0FAQQQQAABBBBAAIF+E/i+BrypIu4MsBujZ2rabWrvy4pmZoBer/pR5dOq8PKoSqXtPgM0RgLUGD/nn88/X/98/4v3jbXV7//6Q5f5A1YpCCDQAYFZavM4haZZjyU5/QuuXhS17WbFVxSvVUT8RUs1kl+YAZr8c0QPEciswDqbcpimh2yR2QEyMAQQQAABBBBAAAEEEMiaADNAs3ZGMz4e/4X7HIXP7KyX8Ixa/wft64nQNBcSoGk+e/QdgRQLFG3K/kXLh0XLnZviYdB1BBBAAAEEEEAAAQQQ6C8BEqBtON9cAt8GxBhNbKI6Vyh2q6jryc6HFQ8oVijWKoYVfk6mKmYrFiq2VeQVXnZVXKg4SaF7IlEQQAABBOIKrNf3Vb+GSN98FxRsaM96+41YcYXuSfJgve3l9ZpJumXOhvw2JpEltKCYt8Idqujf++uWpfr+v7UN+YM0Ys34f9qK92xupq40LsOWe2Fg4bTGtca3Mn7OP59/vv6jvlfw/Y/v//z7x7//Ud8nfHuvf/6J00fqIIAAAgi0T2CGmvLL3f2XXo/fK96i2EwRpwypkm7Wbl9VFBTldg7X6zQWZoCm8azRZwQyIKDL3w8dnwHqs0AbRa6ov0ht22jI+qvVLM0kXdW4nYnHKFj+Q43a9G1q8yfNtZn7TVSbSn4e3Uyb6gPj5/zz+W/whcXXP9//+P7Pv3/N/LvKv/+9+fmnwbdxNiGQRgFmgLbhrDEDtA2IEU0cre37l+r8SMtjFH7j87jF7wPqv+B6/FxxgcKTop9XXKpopi1VpyCAAAL9KTBsIzdOt8HLQws3bSSgqZfL9SS6xxvVudpszZFmv9DfpHZsVK9iWyGwUd2cvXFR3/xqgUWKODNA/VHHFzVucWzrHfrLmf4NiTcDlPFz/vn88/Xf6PsK3//4/s+/f/z7n5Kffxp9K2MbAggggEAHBL6uNvW759gTJz1xOdnyQTXg7Xm8YLKN9WB/ZoD2AJ1DIoAAAggggAACCCCAAAIIIIBAKgWYAdqG0zbQhjZoorHAAaXNmimkqxsnX35a0UTcmUcVu/ASAQQQQAABBBBAAAEEEEAAAQQQQACB/hEgAdr5c72gdIjIB2rE7MoTqldOpMZ6oEXMdqmGAAIIIIAAAggggAACCCCAAAIIIIBA5gRIgHb+lN5XOkT5PqCTPeLL1ED5UvpbJtsY+yOAAAIIIIAAAggggAACCCCAAAIIIJBlARKgnT+7fs9LL29WHDT2qvX/zNWuZ5V2f1LLpa03xZ4IIIAAAggggAACCCCAAAIIIIAAAghkX4AEaOfP8ed0CL9kfarCn+L+XkVO0Wx5sXa4XOFLL/8zvuC/CCCAAAIIIIAAAggggAACCCCAAAIIIFBPYEq9Daxvm4BfAn+y4gzFHIUnLv31rxW3KnwW56OKtYp1Cj8nniydrVio2F7xcsWuinLxROip5TcsEUAAAQQQQAABBBBAAAEEEEAAAQQQQACBXgscqw6sUYSTjEu0/zxFWovfEsANzk/rAOg3AggggAACCCCAAAIIIIAAAggg0CWBJTqO51EWd+l4mTwMl8B377R+S4faVnG64pEmDzus+n75/OsVr1H4/T8pCCCAAAIIIIAAAggggAACCCCAAAIIIBAhwCXwEUBt3rxC7Z1SikVa7qfYQeGXu/vl8bMUfr/QVYpnFX75/F2K2xS+joIAAggggAACCCCAAAIIIIAAAggggAACTQiQAG0Cq81Vl6k9DwoCCCCAAAIIIIAAAggggAACCCCAAAIIdEiAS+A7BEuzCCCAAAIIIIAAAggggAACCCCAAAIIINB7ARKgvT8H9AABBBBAAAEEEEAAAQQQQAABBBBAAAEEOiTAJfAdgu1Qs0Nqd4uKth+qeN3Jl/PV+AGKoA0H8XudemlHW+Mt8V8EEEAAAQQQQAABBBBAAAEEEEAAAQTqCJAArQOT0NW7q183VvStW0nEr+uYb6w4bjtebt2ORmgDAQQQQAABBBBAAAEEEPj/27sXYOvKsgDAIKCIgoqooCI4QF4Gb1koZqJFOV6YHDPNwfR3xkatdMhLpY4TZto0mRojTY5NOVMNZZlpeL8kqZkKApIOUoqAhgqkIIh4wd6Xf38z37//s/fZ5+x3n7PO3s838/5r7bXW/ta3nrXef+397bXWIUCAAAECBKYJ6ACdpmNeE3jraKTikQk/GXUdGfHxUZ0GBAgQIECAAAECBAgQIECAAAECBBYmoAN0YbRLVfG7YmsyKsobopLTIi6vqEwdBAgQIECAAAECBAgQIECAAAECBKYJ6ACdpjO8eRdGkw4fXrO0iAABAgQIECBAgAABAgQIECBAgMAwBXSADnO/TGrVD2PGNybNNJ0AAQIECBAgQIAAAQIECBAgQIAAgT0FKp7puGeNXhEgQIAAAQIECBAgQIAAAQIECBAgQGAgAq4A3f4dcfdowqERB43iezG8NuK6iGsi8rVCgAABAgQIECBAgAABAgQIECBAgMAmBHSAbgJtzrccHO9/ZsSpEcdH5OtJJW95vyjiUxFnR7wn4scRCgECBAgQIECAAAECBAgQIECAAAECMwi4BX4GpKJF7hb1nBnxtYg3RZwYMa3zM2bvkx3UD4l4XkR2gH4u4gkRCgECBAgQIECAAAECBAgQIECAAAECMwi4AnQGpIJF7hR1fDDiAV1deSXnlRGXR1wVcWPETRG5Tw6MOCTiyIijIm4TkSWvGH1XxIsj3hihECBAgAABAgQIECBAgAABAgQIECAwRUAH6BScolm3i3reHdE6Pz8T46+P+HBEdnyuVw6IBU6IyNvmnx2Rr98QcUlE3hKvECBAgAABAgQIECBAgAABAgQIECBAYNsEstMyr/bMOCtinscOPD7e//1RXXk7/Dx1xdu3pWTnbVqcti1rt1ICBAgQIECAAAECBAgQIECAwM4R+JtoavajPGPnNHl4Ld2JHWjDU5zeokeMZmeHZV7FefP0xafOzSs+XzJaIq8ovffUpc0kQIAAAQIECBAgQIAAAQIECBAgsOICOkAXfwD8zGgV/xrDHxSs7u1dHT/RjRslQIAAAQIECBAgQIAAAQIECBAgQGBMQAfoGMgCXt5zVOcVRXVfE/W0jtTbFtWpGgIECBAgQIAAAQIECBAgQIAAAQJLKaADdPG79UujVZxYtKq8pT7/EFKW83cP/EuAAAECBAgQIECAAAECBAgQIECAwFoCOkDXUqmddt6ouqfF8KQ5q75jvP9PR3X8XwwvnbM+bydAgAABAgQIECBAgAABAgQIECCw1AI6QBe/e/8oVpG3rB8Y8c6I50bcOmKj5cHxhg9E5DDLX+we+JcAAQIECBAgQIAAAQIECBAgQIAAgUkC+0+aYXqZQN4C//KIP4m4Q0R2XOb4OREXRORVnN+IuDHiexG5T7Kz9JCIIyOOjXhUxPERrWRH6CvbC0MCBAgQIECAAAECBAgQIECAAAECBNYW0AG6tkv11NdFhfnHi86MyD9cdHDEE0cRgw2V98XSp0bcvKF3WZgAAQIECBAgQIAAAQIECBAgQIDACgq4BX7rdvpfx6qOinhtxNc3uNqbYvm8ff6UiMdF5PM/FQIECBAgQIAAAQIECBAgQIAAAQIE1hFwBeg6QMWzr4r6XjGKo2P48IjjIvJ297w9Pq8MzeeFXh9xXUTePv+FiAsjcppCgAABAgQIECBAgAABAgQIECBAgMAGBPbdwLIWJVAhkM8+zWea/ijihxUVqoMAgT0E9otXeXV//piiECBQL9B+PHYOq7dVI4H8bpI5lp8TPe7J8UCgXiA/I+ZnxTyH/bi+ejUSWHmBzK88l305Is9lVeXuUVFeOPdrEX9bVemq1dM+xK/adtve7RM4YrTq/I8hQyFAYDECt1lMtWolQGAk4BzmUCCwOAGP6VqcrZoJpMCtMRAgsFCBvNO3uuSPFpdVV7pK9ekAXaW9PYxtHjSZDwAAIZVJREFUfXc047SIN0fkc00VAgRqBc6I6o6NeEHEl2qrVhuBlRc4KAT+KeKGiF9ZeQ0ABOoFTogqT4/4VMSrIhQCBGoFnhPVPTniLRHvqK1abQQIhMCfRWTn51MiPh9RWfKxiF+trHDV6tp/1TbY9g5G4OJoyXsH0xoNIbA8At8ZbconYnj+8myWLSEwCIG89ShL3tLkHHYLhX8IlAq07ybfjFrlWCmtygjcInDyyMF3MQcEgcUIvHpU7VdimHmmDEjA7SUD2hmaQoAAAQIECBAgQIAAAQIECBAgQIBArYAO0FpPtREgQIAAAQIECBAgQIAAAQIECBAgMCABHaAD2hmaQoAAAQIECBAgQIAAAQIECBAgQIBArYAO0FpPtREgQIAAAQIECBAgQIAAAQIECBAgMCABHaAD2hmaQoAAAQIECBAgQIAAAQIECBAgQIBArYAO0FpPtREgQIAAAQIECBAgQIAAAQIECBAgMCABHaAD2hmaQoAAAQIECBAgQIAAAQIECBAgQIBArYAO0FpPtREgQIAAAQIECBAgQIAAAQIECBAgMCABHaAD2hmaQoAAAQIECBAgQIAAAQIECBAgQIBArYAO0FpPtREgQIAAAQIECBAgQIAAAQIECBAgMCABHaAD2hmaQoAAAQIECBAgQIAAAQIECBAgQIBArYAO0FpPtREgQIAAAQIECBAgQIAAAQIECBAgMCABHaAD2hmaQoAAAQIECBAgQIAAAQIECBAgQIBArYAO0FpPtREgQIAAAQIECBAgQIAAAQIECBAgMCABHaAD2hmaQoAAAQIECBAgQIAAAQIECBAgQIBArYAO0FpPtREgQIAAAQIECBAgQIAAAQIECBAgMCABHaAD2hkr0pTrRtvZhiuy2TaTwJYJtNxqwy1bsRURWAGBm2IbM+TXCuxsm7gtAi23rt2WtVspgeUXaDnWhsu/xbaQwNYKtNxqw61du7URIDAogdtFa06J2H9QrdIYAssjcGRsyknLszm2hMDgBB4aLbrf4FqlQQSWR+CxsSmHLc/m2BICgxI4KFqT38UOGFSrNIbA8gj4LrY8+9KWECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgMCOE9h3x7VYg3eiwH7R6F0RT484LuKQiE9HfCLiPRHnRigEVkngVrGxb4rI4SzlbbHQR6YseEzMe1nEQyNy/KsR/xGROZbvvSFillJVzyzrsgyBaoFHRIUfi/hWxGEbqLziuN8v1rcrYt7zXFU9G9h8ixKYWWCjOXZK1PyEGWv/biz3oinLVuXGMbGOivPllKaaRWAmgTvHUnnM52e3/H50RMSlEV+M+FjEmRHfj1ivDC035Nh6e8z8rRKYN8eG+H2tKt+3ah9YD4GVE7hHbPFFET+eED+I6c+IUAisksB9Y2Mn5cRa00+bgvOSmJcfkNd6X07LjtA7RaxXqupZbz3mE1iEQB7j+aUxj/mrN7CCiuO+6jxXVc8GNt+iBGYW2EyO/X3UPuncND7921NaUpUbFfk+pZlmEZhZ4IWxZP5YN54H/euLY/6jI6aVoeWGHJu2t8zbSoGKHBva97WqfN/K/WBdBFZKIK/0vDCinczPj/E/iHhuxN9F5K/9Oe/miN+MUAisisDTY0NbXswynNQB+uyunhtj/K0RmV9/GHFBRKv7czF+t4hJpaqeSfWbTmCRAu2ugna8z9oBWnHcV53nqupZpLO6V1dgsznWfpRouTltOKkDtCo3KvJ9dY8AW14pcGpU1udC3g33sohnRbw64vMRbX5+V7p/xFplaLkhx9baS6Zth0BVjg3p+1pVvm/H/rBOAisj8LrY0nYC/4cYv/XYlj8yXucH3lzmBxF3j1AIrILAH8dGttx4bIwfvk4ctAbKXWJa+xEh8+iksWUOiNdnRbT15K1Ua5Wqetaq2zQCixY4MVbwhYh2nOdwlg7QquO+6jxXVc+ivdW/egKbzbHbBdWPIjInPxix3nnurrHMWqUiN6ryfa32mUZgIwL3joWvi8i8yLt3nhQxXvLz2xkR7byWF5DktPEypNyQY+N7x+vtEqjMsSF9X6vI9+3aJ9ZLYCUEDo2t/E5Enrwvixjv/IxJt5Qnxr/tBH/67kn+JbD0Au+PLczjPjv+D9zk1r5mVEfWk1d9rlXy2TWfjshlMh8PjhgvVfWM1+s1gUUKZOfKGyNaB0s7j+Tw6hlWXHHcV53nquqZYbMtQmBmgXlzLDtOW17mVW2bKVW5UZHvm2m/9xAYF3hZTGh5kcflpJLP+Wuf33L5h40tOLTckGNjO8jLbROoyrHcgKF8X6vK923bKVZMYBUEskOmneDzP6JpJZ9xk8v+b8QB0xY0j8CSCHwjtiOP+Qvm2J4rR3VcF8NJPzBk9b86Wi7Xt9ajJqrqyXUpBLZCIL8IfjminWOyEzS/fLVjeZYO0LbsPPnz3K4N85znquqJ5igESgQqcuz50ZKWo2td5TZLQ6tyoyLfZ2mvZQisJ/C+WKDlxVHrLPy73bKZT30ZWm7IsX7vGN9Ogaocy20Yyve1qnzfzv0ymHXn1UEKgUUInNhV+oFufK3RD40mHhHDx6y1gGkElkggH/XQbvU7b5PbdXS87/DRe8+JYd5GNal8OGbkh+0s+UycvhwdLyrq6es0TmDRAnnnQN7ilCV/ODs54hURP4zI0o733a/2/vfomFRx3Fed56rq2XtLTSGwOYF5cyzX+pBu1Zs911XkxtHRjop87zbHKIFNC3w93vmfEV+MuHydWrJTsZV7tpHRcEi5cXS0SY6N7SAvt02gKseG9H2tIt+3bYcMbcU6QIe2R5anPQ8fbUr+gaPPrbNZ+YeSWjm+jRgSWFKBB3fbdW43fvsYPyYib3tar7T8yuXWu4r0qlimfYgez6+qetZrr/kEqgWuiQqz0/N+Ef+2wcqrjvtWz7znuap6NshgcQJTBebJsay4neu+GeNXjNa0bwzzqrc7j16vN6jIjVZHrmue8+V6bTWfwCwCu2Kh7My4b8R6P9Y9KJZpZfy7VDuu5zn/tDpyHfPkRlU9bVsNCcwjsCveXJFj7RyWbRnK97V58j23QwkBHaAOg0UJHDuq+GsxzOccTiv9L6D5gUAhsMwC/Qn1ktjQ7MS5NCJvxf2fiOsj8rlPL4jIL4trleO6ifne9UrLsYNjwfxFs5Wqelp9hgS2QuBtsZKjI14bkXmz0VJ13Fed56rq2aiD5QlMEpg3x/KHvAeMKj8vho+IeF9EPov6KxFXR+R56R8j8oe/SaUiN6ryfVIbTSewCIH8vHZqV3F+LuzLkHJDjvV7xvhOEVgvx4b0fa0i33fKfll4O/df+BqsYBUF8sH57Sq2fHbGeiWvUGvl0DZiSGBJBfoT6j/HNh4ytp0HxuufHsWTY7gr4rKIvvTv2UyO5W3DWarq2V2bfwlsjcBFc66m4rivOs9V1TMnibcT2ENg3hy7T9SW57Isj4z4xC1je/5zZLzMeFzE70T8eURfqnKjIt/7dhknsBUCr4yV3G20ovfHsP+xe2i5Ice24oiwjmqBaTmW6xrK97WqfK/227H16QDdsbtu0A2/Q9e6G7vxSaP9MgdNWsh0Aksi0D8XLT80XhzxkYhPRuSzQU+IeGpEXv356IizIx4a8f2IVqpyrKqe1i5DAjtBoOK4r6gjrarq2Qnu2rg6Av15Lq+yuSHinIiPRnw9Ih/H8ssRefVnfrk7M+JbEWdFtFKVG1X1tHYZEli0wK5YwUtHK8m7HH59NN4GVcf00Opp22dIYNECu2IF03Is19+fx7bz+1pVnuY2KSGgA9RhsAiB/LDbyvfayJThTd08HaAdhtGlE8jc6G/3e328fknE+HOg8stg3oJ4eER+UXx5xOkRrVTlWFU9rV2GBHaCQMVxX1FHWlXVsxPctXF1BPorZ74Wm/2LEV8Y2/xXxes3RrTOnTNi/EMRV0VkqcqNqnp2t8q/BBYrcEpU/5ZuFb8d41d0r3O06pgeWj1jm+klgYUIzJpjQ/m+VpWnC8HciZXeaic2WpsHL9A/83OWTvZ+mVk6TAcPoIEEJgjkVZwnRzwn4lkRL44Y7/yMSft8LOI3cmRUsgP09u1FDKtyrKqermlGCQxeoOK4r6gjoarqGTy6Bq6UwJtja58SkVfY5C3w452fMWmf70Y8P+L8fBHlsIjs7GmlKjeq6mntMiSwKIFdUfHbI9r3olfH+F9FjJeqY3po9Yxvp9cEqgV2RYWz5NiQvq9V5Wm15Y6tr/0Hu2M3QMMHKXB916r2DKhu0l6j/TLX7jXXBALLI5BXO+ft7rOUd8RC+cUwb8E4IOL+EZ+OyFKVY1X17G6VfwnsDIGK476ijtSqqmdnyGvlqgjkH/TLWK/8KBY4PeKdowX7K0ercqOqnlETDQgsROD3o9bTu5rzCun+dTer7LxRlRtV9fTbaJxAtcBGcmxI39fkV/GR4ArQYlDV3SLwnc6hfzB2N3mP0X6ZfNaNQoDAboELO4gHdON9nvT50y2yx2i/TP/efrxfZo83dy/6Zfr3dosYJTB4gf7Y7Y/pSQ3vl2nvrTrPVdUzqe2mExi6wKTzXFVutJxNhz6XJ7n0y/TvnbS86QTmEciLkfIqz9NHleSPAs/rXo8m7zEYWm70edLnzx6N7l70y/Tv7RYxSqBMYDM5ttGVTzqP9cd3f9xPqr9fpr23Kt8nrXPlpusAXbldviUbnH/UqP2V6SNnWGO/TD4cXyFAYLfA5R3EYd34l7rxPn+6yXuMtmV+GFOv6eZU1dNVaZTA4AUqjvuq81xVPYNH10ACEwS+GtPbo2Du3C1TlRsV+d41yyiBMoHs7HhPxLNHNd4QwydF5CMkppWh5YYcm7a3zNtOgc3m2EbbvMjva1X5vtFtWtrldYAu7a7d9g1rz3vK/3jusk5rjuvmf6YbN0pg2QTyV8gjIh4Y0X/Rm7SdR3UzLunGW37lpGO76WuN5u3zrZ6LYrx/zm5VPWut1zQCQxWoOu5bPfOe56rqGaq3dq2eQOZEnpv6OxcmKRwZM/YdzfzvsYUqcqPVkVXPc74ca5qXBOYSyB+1/z3iF0a1XBnDkyLOHr1eb9CO63nOP62OXNc8uVFVz3rbbD6BjQjMk2P7x4qG+H1tnnzfiN1SL6sDdKl377Zu3Ke6tT+qG19r9Ge7if37uslGCSyFwGtiK/Lq6LxV4rdm2KJ87mcrF7eRGOb78/k0WdbLrxNimdvcsuQ++4znV1U9o+oNCOwIgarjvs+n9fJw2nmuqp4dga+RSy9wcGxh3mmQnZl5bPfPeY+Xe5VJ57lcsCI3qvJ9r4abQGCTAneM930g4kGj9/9XDB8Wcd7o9SyDIeWGHJtlj1lmKwXmzbGhfV+ryPet9LcuAispkA+yz1uaMv5lisC9Yl7+pbVcztWfU6DMWgqBk2MrWl7kHzhqV72stXGP6ZbNzs/9xhbKvGp1PWRsXv8yb6Vqyz2hnzEar6pnjapNIrClAlfE2vJYv2qGtVYc9w8erS/XmfVNKuud56rqmbR+0wlUCcyaYx+PFbbzzpPWWflHu2VPHVu2KjcyP1t75jlfjjXPSwKbEjgr3tWOx/zjloduopah5YYc28RO9JaFCcybY0P7vlaV7wsDVzEBArsFzo1BnuBvjnjG7kl7/HvbeJW/gLYPAU/ZY64XBJZPIK+EuTqiHfMvmrCJd43peUtRW+6X1ljuid38/AB9xzWWeXxMaz8w5O3va3W4VtWzxupNIrClArN2zmSjqo77c6OuivNcVT1bCm5lKycwa469dJQXmRuXRdxpgtQLuuU+G+NrnaMqcqMq3ydshskEZhb4+ViyfbbLO4IOn/mdey84pNyQY3vvH1O2R6Aix4b4fa0i37dnj1grgRUSeHhsa3Z+5on+RxGviLh3RD6T8JER50S0DwGfjHGPZAgEZekFslOyz4s3xevMi/zilx2fT4u4MqLlxrtjfFJ5b8xoy+UVpT8XkSfte0S8MKJ1fmb+rXX1Z0y+pVTV0+ozJLAdArN2zrS2VRz3Vee5qnrathkSWITArDmWz0/rrwLN2+FPibh9RM7Lq1neGtHOXzfG+KMi1ipVuVGR72u1zzQCswrcOha8OKId91+M8bNnjPyxYLwMLTfk2Pge8nqrBSpzbGjf16ryfav3ifURWDmBp8YWXx/RTvY5bJ0ybVp+MD4sQiGwKgK/Fxuaf5G95UAO8wtg/zrHz4jIL4uTSt429f6I/n3j+ZXzTptUwWh6VT3rrMZsAgsVmLVzpjWi6rivOs9V1dO2z5BAtcBGcix/iLskoj8/5Y9/+fzqftrl8fqnIqaVityoyvdp7TSPwDSBx8bM/tjfyPhfTqh4SLkhxybsJJO3TKA6x4b2fa0i37dsZ1gRgVUWOD42Pp/vOd7hkx+C3xAxy1/DjsUUAksl8MDYmo9EjH8A/kFMywfKPzNilpJXTufDuq+JGK/rczEtf8GcpVTVM8u6LENgEQIb6Zxp66867qvOc1X1tO0zJFApsNEcy6tx8nb4b0eMn5++GdPeFnHXiFlKRW5U5fss7bUMgXGBF8WE8TyY9fWkDtBcx5ByQ46N73Wvt1JgETk2tO9rFfm+lftkcOvKWy4VAlslcFCsKG97ulfElyPy1o9rIxQCqyxwSGz8fSKOibgs4oKIvBp0MyVvpc8/8JDvzytvLo24OWKjpaqeja7X8gS2U6DiuK86z1XVs52e1k2gCWSnyFERea7L579/NiLPd5spVblRke+bab/3EFiUwNByQ44tak+rdzsEhvZ9rSrft8PSOgkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECB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## ss 8.7.2: Right censoring prior to the termination of the study
hsaids <- subset(Aids2, sex=="M" & T.categ=="hs")
hsaids$days <- hsaids$death-hsaids$diag
hsaids$dead <- as.integer(hsaids$status=="D")
table(hsaids$status,hsaids$death==11504)
##
## FALSE TRUE
## A 16 916
## D 1531 1
## ss 8.7.3: The survival curve for male homosexuals
## Survival curve for male homosexuals
hsaids.surv <- survfit(Surv(days, dead) ~ 1, data=hsaids)
plot(hsaids.surv)
![plot of chunk unnamed-chunk-1 plot of chunk 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BAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBYi8Dma9nINgTWIbB3tv3rZKt11LApAQIECBAgQIAAAQIECBAgQGBZBE7Lgb4kOWtZDrjt49yy7YLqEdiEQA1+PmUT61hMgAABAgQIECBAgAABAgQIECBwicB3MvnuS76amkbAAOg0WtZtQ6C58vMDKXZ4GwXVIECAAAECBAgQIECAAAECBAgsqMAhOa4bJc14yoIeZreHZQC0W9/VVL9yVtot2X6Q3+SzLm0+PTklqe+L2Grw85WLeGCOiQABAgQIECBAgAABAgQIECDQkkANfla0dQgYAF0H3ho33SnbPTR5cLJfUt/HtQuy4FvJV5LDko8mv000AgQIECBAgAABAgQIECBAgAABAgRWIfAHq1jHKu0I7JEyr01OSF6T3CKZNPiZxZvVAPUNkkcnNQD6zeRuiUaAAAECBAgQIECAAAECBAgQIECAwCoEXAG6CqQWVtk1NT6V7D9Uq67kPDE5LjkpOSc5N6lzsm2yc7JXsk+yTVKtrhj9UPKkxO3jQdAIECBAgAABAgQIECBAgAABAgQITBIwADpJp51lO6TMR5Jm8POrmX558umkBj431eohtzdN6rb5hyX1/RXJ95O6JV4jQIAAAQIECBAgQIAAAQIECBAgQIDAzARq0LKu9qy8K1nPYwfumu3PG9Sq2+HXUyubz6TV4G1Z/O+Z7N1OCRAgQIAAAQIECBAgQIAAAQL9EXh7ulrjKPU2eG2NAn0cQFvjoc5sswMHe64By7qK86J19KSu+HzyYPu6ovSq66hlUwIECBAgQIAAAQIECBAgQIAAAQILL2AAtPtTfMvBLj6cz/Nb2N37hmrsOzRtkgABAgQIECBAgAABAgQIECBAgACBFQIGQFeAdPB1z0HNn7ZU+5TUaQZSt2uppjIECBAgQIAAAQIECBAgQIAAAQIEFlLAAGj3p/WHg13coqVd1S319SKkat+4+MOfBAgQIECAAAECBAgQIECAAAECBAiMEjAAOkql3XlHDso9IJ8HrbP0Ltn+ZYMav8rnseusZ3MCBAgQIECAAAECBAgQIECAAAECCy1gALT70/vC7KJuWd82+WDyqGTrZNp2QDb4ZFKf1d5w8Yc/CRAgQIAAAQIECBAgQIAAAQIECBAYJ7DluAXmtyZQt8A/I3lJcrmkBi5r+vDkqKSu4vxFck7ym6TOSQ2W7pzslVwjuU2yX9K0Ggh9VvPFJwECBAgQIECAAAECBAgQIECAAAECowUMgI52aXvuS1OwXl702qReXLRTcvdB8jFV+3jWfnBy0VRbWZkAAQIECBAgQIAAAQIECBAgQIDAEgq4BX7jTvpbsqt9khckP59yt+dm/bp9/h7JXZJ6/mff21oeA9D3Y9Z/AgQIECBAgAABAgQIECBAgACBDRZwBejGgp+U3T1zkKvk8+bJNZO63b1uj68rQ+t5oWcmpyd1+/wxydFJzVukduNFOhjHQoAAAQIECBAgQIAAAQIECBAgMJ8CBkBnd15+nF1XlrX52VvWM++4CRAgQIAAAQIECBAgQIAAAQIbKOAW+A3EtqtLCVztUt98IUCAAAECBAgQIECAAAECBAgQINCBgAHQDlCVXJXANVa1lpUIECBAgAABAgQIECBAgAABAgQIrEPAbcjrwJvBpltln3sM7ff4oekuJzdP8Ssk9bnett2gQBu11tsX2xMgQIAAAQIECBAgQIAAAQIECBAgMEcCN0pffjuUjeraG4b2Obz/9U7fZKMOwH4IECBAgAABAgQIECBAgAABAj0UeHv6XOMvh/Sw73PTZVeAzs2pmOuOHJve/Txp45EJu6ZOXcla7Q7JV3835Q8CBAgQIECAAAECBAgQIECAAAECBJZeYFZXgLYJf2SKNVeOfq3NwmoRIECAAAECBAgQIECAAAECBBZMwBWgLZxQV4C2gLiBJY7Ovq64gfvreldXzw62Ts7rekfqEyBAgAABAgQIECBAgAABAgQILKeAAdB+nfcL0t1f9KvLE3u7S5b+RXLCmLXqeA9Pzh6z3GwCBAgQIECAAAECBAgQIECAAAECEwUMgE7ksXADBF6/iX28JMufuol1LCZAgAABAgQIECBAgAABAgQIECAwUsAA6EgWMzdQ4Kzs6zNj9ndh5r9/zDKzCRAgQIAAAQIECBAgQIAAAQIECGxSwADoJoms0LHADqn/4+SiMfu5duZ/acwyswkQIECAAAECBAgQIECAAAECBAhMFDAAOpHHwg0SeOyE/ZyfZW9L6mpQjQABAgQIECBAgAABAgQIECBAgMBUAgZAp+KyckcCf5O6464A/WaWGfzsCF5ZAgQIECBAgAABAgQIECBAgMCiCxgAXfQz3I/je+GEbtbA6H2SD01YxyICBAgQIECAAAECBAgQIECAAAECIwUMgI5kMXMGAudln6OuAr0g8/9wBv2xSwIECBAgQIAAAQIECBAgQIAAgQUQMADa/Uk8KbvYvKPdXKGjurMou/WEnT4xy14/YblFBAgQIECAAAECBAgQIECAAAECBEYKGAAdydLqzN1S7Q9arbiYxX6bw/puMup5nz/I/J2SMxKNAAECBAgQIECAAAECBAgQIECAwKoFDICummrNK946W74l2Xeows8zPWqgb2iVpZusq2SvM+ao98v8A5NPjFluNgECBAgQIECAAAECBAgQIECAAIGRAgZAR7K0OvOLqXbz5OPJTQeV35zPZw6mfVwiUIPCj0xWPgv0tMz75CWrmSJAgAABAgQIECBAgAABAgQIECBAYN4Edk6HjknqVu8a6Ds4WcZ2ZA66DMblx1l27Ih8IfPqNniNAAECBAgQIECAAAECBAgQILAsAm/PgdYYyiHLcsCOs/8Ct8gh1OBn/eCekNSg6LK1TQ2AjhsYPStQV1o2LMdLgAABAgQIECBAgAABAgQILLWAAdAWTr+X87SAOEWJL2Xdfxysf+V8/vUU2y7LqsflQK86IuV14rIgOE4CBAgQIECAAAECBAgQIECAAAECfRXYIR3/UVJXOp6c7JgsU9vUFaD1vE+NAAECBAgQIECAAAECBAgQIEBgs81cAdrCT4GXILWAOGWJupX7Qck9BtvV1Y7fGkz72GyzrYJwlzEQ52b+4Uk9RkAjQIAAAQIECBAgQIAAAQIECBAgQIDA3Als6grQcc8Abeb/1dwdkQ4RIECAAAECBAgQIECAAAECBLoRcAVoC66uAG0BUYnWBeoKz5NGVL0o8/7HiPlmESBAgAABAgQIECBAgAABAgQIEBgpYAB0JIuZMxbYIvu/4pg+PCvzD008NmAMkNkECBAgQIAAAQIECBAgQIAAAQKXCHgL/CUWpvohsHm6+Zf96KpeEiBAgAABAgQIECBAgAABAgQIzFrAAOisz4D9TytQP7OPSfaadkPrEyBAgAABAgQIECBAgAABAgQILJ+AW+CX75zPyxGflY5sn9QVnePar7Lg9BELj8+8U0fMN4sAAQIECBAgQIAAAQIECBAgQIDApQQMgF6Kw5cNFNhhFfvaLetUVrarZMZjkxesXOA7AQIECBAgQIAAAQIECBAgQIAAgWEBt8APa5jeSIHfZmf1Vvf6nNSa9Wrd4Tw03/38TpKzjAABAgQIECBAgAABAgQIECBAYDNXgPohmJVA3fo+6fb3pl/j1tsuK9Tb4mtQVCNAgAABAgQIECBAgAABAgQIECAwUsAVdCNZzNwAgcOyj7q9/cur3Neeg/Wb2+Kvnu/nr3JbqxEgQIAAAQIECBAgQIAAAQIECCypgCtAl/TEz8Fh3zh9eHuy7yr78qasd8GKdT+V769aMc9XAgQIECBAgAABAgQIECBAgAABAgQIzEzgyOy5nuvZRk5OndW8TGlmB2vHBAgQIECAAAECBAgQIECAAIF1CNTFYzWGcsg6aiz9pm6BX/ofgV4DXD69f1qvj0DnCRAgQIAAAQIECBAgQIAAAQIEOhUwANopr+IbIHDfDdiHXRAgQIAAAQIECBAgQIAAAQIECPRUwABoT0+cbv9e4LqZuunvv5kgQIAAAQIECBAgQIAAAQIECBAgMCRgAHQIw2RvBf5nb3uu4wQIECBAgAABAgQIECBAgAABAp0KGADtlFfxCQIXZVm91b1JfZ+mDW9/72xYzwPVCBAgQIAAAQIECBAgQIAAAQIECFxKwADopTh82UCB+tnbcijT/iwOb3/l1Hn3BvbdrggQIECAAAECBAgQIECAAAECBHoiMO2gU08OSzeXUODAHPMzlvC4HTIBAgQIECBAgAABAgQIECBAgMAEAQOgE3As6pXAdunt85P9e9VrnSVAgAABAgQIECBAgAABAgQIEOhUoG5B1gjMQuCE7PQnK3a8c77vt2Lear7+Nit9PTky+d5qNrAOAQIECBAgQIAAAQIECBAgQIDAcggYAF2O8zyPR3lEOvWnyd2SHQcdvFo+/34wPc3H5ln51ORzyX2To5LvJBoBAgQIECBAgAABAgQIECBAgMCSCxgAXfIfgBkf/n2y//e21Ifbp06l2vnJAckx9UUjQIAAAQIECBAgQIAAAQIECBBYXgHPAF3ecz8PR/75dOKUDjqyRWrerIO6ShIgQIAAAQIECBAgQIAAAQIECPRMwABoz07YgnX3pBzPNZNzWz6u+rl+c3LvlusqR4AAAQIECBAgQIAAAQIECBAg0DMBA6A9O2EL2N16duexHR3XU1K3eb5oR7tQlgABAgQIECBAgAABAgQIECBAYJ4FDIDO89lZjr7VG9zvmPyog8M9MDXf00FdJQkQIECAAAECBAgQIECAAAECBHoiYAC0Jydqwbv50xzf2zo6xluk7u4d1VaWAAECBAgQIECAAAECBAgQIEBgzgUMgM75CVqi7j03x/raDo53l9Q8LrlLB7WVJECAAAECBAgQIECAAAECBAgQmHMBA6BzfoKWqHt1K3y9uOiiDo5529T8SPLUDmorSYAAAQIECBAgQIAAAQIECBAgMMcCBkDn+OQsYde+nmO+VdL2W+GLcvPkhcmN64tGgAABAgQIECBAgAABAgQIECCwHAIGQJfjPPfpKL+Uzl4x+WUHna5B0D/voK6SBAgQIECAAAECBAgQIECAAAECcypgAHROT8ySd+vUHP9zOjCoAdBHJ9fvoLaSBAgQIECAAAECBAgQIECAAAECcyhgAHQOT4ou/U7gDfnzmKSeDdpm2yLFvpjs3WZRtQgQIECAAAECBAgQIECAAAECBOZTwADofJ4Xvbr4ZUgHBuK0DjC2T82PJ/t0UFtJAgQIECBAgAABAgQIECBAgACBORIwADpHJ0NXLiNQg5/3SX59mSXrn3GdlLj9+suoQIAAAQIECBAgQIAAAQIECBAgMM8CBkDn+ezoWwl8Lqlndr4xabu9KQVf3HZR9QgQIECAAAECBAgQIECAAAECBOZHwADo/JwLPRkv8NMsqud21hWh549fbaol9WzRc5KrJLskGgECBAgQIECAAAECBAgQIECAwAIKGABdwJO6oIf0lhzXfyZbtXR89Ub47ZL7JU9rqaYyBAgQIECAAAECBAgQIECAAAECcyZgAHTOTojuTBR4SZZ+KflF0sbb4S9KnROTmyfXSDQCBAgQIECAAAECBAgQIECAAIEFEzAAumAndMEP53M5vp2TPZK6gnO9rX7+r5TcNnlGsm2iESBAgAABAgQIECBAgAABAgQILJCAAdAFOplLcijv7Og4H5a6Zyf/3lF9ZQkQIECAAAECBAgQIECAAAECBGYgYAB0Buh2uS6Bf8zWJyR1C3wbt8EPd6auKr1DUs8G1QgQIECAAAECBAgQIECAAAECBBZAwADoApzEJTuEM3O8eyb1s/uDDo693gj/PzuoqyQBAgQIECBAgAABAgQIECBAgMAMBAyAzgDdLlsTeFIqndZatUsKvS6T/3zJV1MECBAgQIAAAQIECBAgQIAAAQJ9FTAA2tczp98l8OHk9A4o6lb4ugp07w5qK0mAAAECBAgQIECAAAECBAgQILCBAgZANxDbrjoRuF6qntFB5a1T88vJNh3UVpIAAQIECBAgQIAAAQIECBAgQGCDBAyAbhC03XQmUIOff5O0/UKk6vCVkmOTei6oRoAAAQIECBAgQIAAAQIECBAg0EMBA6A9PGm6fBmB12bOa5KuBkFvfJk9mkGAAAECBAgQIECAAAECBAgQINALAQOgvThNOrkKgcdlnTsmpyQXJW0Ohh6WejdNNAIECBAgQIAAAQIECBAgQIAAgZ4JGADt2QnT3YkCR2Tpdkn9XNeLjNpq9RzQw5Pd2yqoDgECBAgQIECAAAECBAgQIECAwMYIGADdGGd72RiBeiP8TZKfd7C7bVPzh8keHdRWkgABAgQIECBAgAABAgQIECBAoCMBA6AdwSo7M4Fjsue7J+d20IOdUvNnyaM6qK0kAQIECBAgQIAAAQIECBAgQIBABwIGQDtAVXLmAkemB3dOTuugJ/U78+Lk/h3UVpIAAQIECBAgQIAAAQIECBAgQKBlAQOgLYMqNzcCn0tPdks+3UGPdk7NdycP7aC2kgQIECBAgAABAgQIECBAgAABAi0KGABtEVOpuROot8HfKTm6o565Fb4jWGUJECBAgAABAgQIECBAgAABAm0JGABtS1KdeRW4MB27Z/IfyW9b7GTVumny+BZrKkWAAAECBAgQIECAAAECBAgQINCygAHQlkGVm0uB49Krr7Tcs81Tb8vkb5OtWq6tHAECBAgQIECAAAECBAgQIECAQEsCBkBbglRm7gVelR6enLR5FWgd9BWSc5J3JVskGgECBAgQIECAAAECBAgQIECAwBwJGACdo5OhK50KHJ/qd0nquaBttxr4fGDy1mS7RCNAgAABAgQIECBAgAABAgQIEJgTAQOgc3IidGNDBI7MXq6WfLejvR2SukclrgTtCFhZAgQIECBAgAABAgQIECBAgMC0AgZApxWzft8FjssB7Je8J2n7dviy2Tf5UrJNfdEIECBAgAABAgQIECBAgAABAgRmK2AAdLb+9j4bgXoz/AOSL3e0+5uk7nU6qq0sAQIECBAgQIAAAQIECBAgQIDAFAL1FmuNwLIK3D4H/rrkQcl6r9i8IDXen5yUfDGpW+E1AgQIECBAgAABAgQIECBAgACBGQu4AnTGJ8DuZypQb29/WLJL8pF19qT+MeGTyf9K3rnOWjYnQIAAAQIECBAgQIAAAQIECBBoScAAaEuQyvRaYNdB789c51G8IdvXC5bqGaCVVyUaAQIECBAgQIAAAQIECBAgQIDADAXcAj9DfLueG4EbpSd3a6E39fb3aw3VuXmmD0gOGppnkgABAgQIECBAgAABAgQIECBAYAMFXAG6gdh2NbcCh6Vnn0u6eCv8bVJ3/0QjQIAAAQIECBAgQIAAAQIECBCYgYAB0Bmg2+VcChycXv1z8t9JGwOhF6XOGcnJyT8mdTWoRoAAAQIECBAgQIAAAQIECBAgsMECBkA3GNzu5lagBj0fnRyXbN5CL+t3a6fkCkndAl8vRqrvGgECBAgQIECAAAECBAgQIECAwAYKGADdQGy76oXAqzvq5dVS95uJ5+52BKwsAQIECBAgQIAAAQIECBAgQGCUgAHQUSrzMW+PdON2yQOTepHOVonWvcCHsotXJm3cBr+yt1fJjNuunOk7AQIECBAgQIAAAQIECBAgQIBAdwIGQLuzHVW5vK+dPDh5WHKDZGXbMzPelpyQfCZ5V/KN5MzkrcnOidatwBNSvl6M1EV7SBdF1SRAgAABAgQIECBAgAABAgQIECAwa4G6ivOYpK4sHM4n833XpNofJj9MhpevnP5xlt846Ws7Mh2vYzp0zg/goPTv6OTXyanJuckFycrzsanv9TKks5KqUflOUrU1AgQIECBAgAABAgQIECBAgMCmBN6eFWrs4ZBNrWg5gVkL3DMdqAG0cYNlX86yujr0U0Pr1BWg705emLwn+XnSbP+DTG+X9LH1ZQC0bN+XNOZtfj61jydOnwkQIECAAAECBAgQIECAAIENFzAAuuHkdrgWgXrzdw1mNgNoNdj5guQfkrrCsJlfL99ppl+X6R2S4Va3vr8ladZ5/vDCHk33aQC0BpnfnPw0qXP4y6Txn/azrh6tGpXvJXdINAIECBAgQIAAAQIECBAgQIDAJAEDoJN0LJsbgeemJ81g2dMzvflQz+qN4K8dWl7rfWBo+crJ2vZzSa13RjJcK1970fo0AFqgNfjZnL82Py9M3WvVDjQCBAgQIECAAAECBAgQIECAwBgBA6BjYMyeL4FPpDs1cFa3t49qW2dm3dLeDK5dbdRKQ/MOHFp376H5fZns2wDo9QN7elLP8mzSnKtpP5vtm8+fpOblEo0AAQIECBAgQIAAAQIECBAgMErAAOgolSnn1XMntW4FrjsoP+6t4udl+ecG65ySzx8Npsd9HJUFNYBWral98Td/diFQjyl4c1JX2zZZ636a7ZvPvVOoboe/yloL2o4AAQIECBAgQIAAAQIECBAgQGCygAHQyT5tLG2u8DttQrEzB8vqjeOraXX7dLUdL/7wZ8cCT0z9NyR1xWfbbY8UPLztouoRIECAAAECBAgQIECAAAECBAhcLGAAtPufhLrCr9qNLv4Y+ecNB3Pr9vftR65xycxbZnKrwdfvXDLbVIcCdcXtXyUvTuplRm23K6Xg9douqh4BAgQIECBAgAABAgQIECBAgMBmmxkA7f6noBmk/Mvs6jojdnevzLv1YH6dj1pvUrv/YGENxP33pBUta12gXmL1haReQFWpxxes9arQ2u6sQZ2T81kvxNIIECBAgAABAgQIECBAgAABAgQI9E7gJulx3bJeA151i3tdSVgDoTdL/j5pBtG+lulmUOw2mR7Vav1ap/LhUSv0YF7fXoK0kvQlmdGcgzY/v7FyR74TIECAAAECBAgQIECAAAECSy/gJUhL/yPQH4DXp6uTBsvq5Ue7Jz8frFe3XL8xeVByUPKUpN4i39SoKwevkvSx9X0A9D5Bb85D259P7uMJ1WcCBAgQIECAAAECBAgQIECgMwEDoJ3RKty2wNYp+NKkBjZXDpqdnnkHJtVqwHPUOsPb1NWkdRVpX1vfB0DLvd4MP3xO2pquxxp4FmgJawQIECBAgAABAgQIECBAgEAJGAD1c9A7gVukx89J6vb1ynOTKybD7RH5cmoyalDt2Mwfd3v8cI15nl6EAdA9AnxOMuocrXdenftt5vkE6hsBAgQIECBAgAABAgQIECCwYQIGQFug9uKVFhCnKPGlrFuZ1OrW9/cmhyT1rNDLJ99Ojko+m5yZaLMV+EV2/8Dk0KTtF4ldLjXvnHww0QgQIECAAAECBAgQIECAAAECBAgQ6JnAIlwB2pD/WybWe8XnqO1PS91rNTvxSYAAAQIECBAgQIAAAQIECCytgCtAWzj1bV+91kKXlCDQG4HmL6G2O7xzCn4x2bztwuoRIECAAAECBAgQIECAAAECBJZNwADosp1xx9umwEdS7KHJ2Um9nKrSXNGZyU22Wne41fd6CVbVOTmpxx9oBAgQIECAAAECBAgQIECAAAEC6xDwDNB14M1g062yz3oBT9OObyZ8zkzgHYM919Wg07aVV3jW92bevpn+efJHyTGJRoAAAQIECBAgQIAAAQIECBAgsAYBA6BrQJvhJjUY9rWh/TeDZUOzOpm8f6o+Imljf9cY9HCHTno6m6JHZLf13M56gVGbra7Qrmem3jf5aJuF1SJAgAABAgQIECBAgAABAgQILIuAAdBlOdPrO877ZfM/Xl+Jy2y962Xm9HfG99P1vZMTk+1bPIwacN42eVRiALRFWKUIECBAgAABAgQIECBAgACB5REwALo853o9R/rwbPz6pI1nxr4uda6ZHJ8sUjs9B1NXan6sg4O6R2p+Nfnr5Csd1FeSAAECBAgQIECAAAECBAgQIECAwFwI1IB1PQO0yVx0aspO1C3d9bKfQ6fcrg+rb51OPj05P2lehtTmZw2CagQIECBAgAABAgQIECBAgMDyCNQ7R2ps4ZDlOeT2j7SNK/ra75WK4wQuyIJfDGXceubPRuC87PZFyR2So5Nzk/pLalxbuazeAD+q1XpV6ypJvXVeI0CAAAECBAgQIECAAAECBAgQWKWAAdBVQlmNwBQCh2fdTyfbJJNeHLVy2bjfx1qval0huWqiESBAgAABAgQIECBAgAABAgQIrFJg3IDLKje3GgECYwTelPl1K3zb7TEpuFXbRdUjQIAAAQIECBAgQIAAAQIECCyqgJcgzf7MXjld2C2pt4dXfpOcltRLdU4ZfM+H1jOBX6W/307qis36Patzu/KKz7q1fXjeyu9ZfKlWy6vOM5LnXGqJLwQIECBAgAABAgQIECBAgAABAgTmRGCn9ON/JV9MapCzBrXGpa4g/HpSb2C/WzI8WJavvWyL/BKklSfkIZkx7tyuZ349K3T3lTvznQABAgQIECBAgAABAgQIEFg4AS9BWrhTutgHVG9uf22yqUHPSQNj38r2NRDa57ZMA6D1VvgHJ49MXph8Ihk+vxeu+F4vuRpevnJ6eHldHXzdRCNAgAABAgQIECBAgAABAgQWV8AAaAvn1i3wLSCuosSuWedTyf5D69bg1onJcclJyTlJvem7zsm2yc7JXsk+Sb0Ap9p+yYeSJyWvTLT5Fqi3wr8zuWHyTyO6uvIZvFuMWGd41vDy3bKg3jR/peTk4ZVMEyBAgAABAgQIECBAgAABAgQIENhIgR2ys7rdvbma74hMPzBZ7S3M9cKbWyY1gFYDak2du2a6j22ZrgBtzs+OmahByubctflZV4UOD4w2+/RJgAABAgQIECBAgAABAgQI9F/AFaD9P4dLcQQPy1E2A17vyvTKq/6mQahBz2YQ9JvrrDXNfttcdxkHQMvveUmdu7rtvbn1vZ7l2fxs1OfK78PLJi3/Sbat2+01AgQIECBAgAABAgQIECBAYLEEDIC2cD7XMxjXwu6XosSBg6OsAcuHJjXItdb20Wz45MHGdTv9VddayHYbLvCs7PFlSf3ONb93K19qtfL7yk6OW753VvxNUvU1AgQIECBAgAABAgQIECBAgACBIYFmIGZolsmWBer29WofTs7/3dT6/njf0Ob7Dk2bnH+BV6eL9dzOLloNjj46uXYXxdUkQIAAAQIECBAgQIAAAQIECPRVwABo92duz8EuftrSrk5JnWYgdbuWaiqzMQL10qsDkj9OvtbBLrdPzf9KPthBbSUJECBAgAABAgQIECBAgAABAr0UMADa/Wn74WAXt2hpV3VLfb0Yqdo3Lv7wZ88E/l/6e9+kHovQdtsiBe+eXK7twuoRIECAAAECBAgQIECAAAECBPooYAC0+7N25GAXD8jnQevc3S7ZvnnO468yfew669l8dgLHZdfXTx6UnL3KbtSLkCa1H2Xh65OnJ/WzdsVEI0CAAAECBAgQIECAAAECBAgQINCpwNVTvXlz+6mZflSyljd2163TRyQ1CFZ5ftLHVgPC1f9D+9j5jvr8moFJc27b+jwhdXfqqM/KEiBAgAABAgQIECBAgAABAt0LeAt8C8ZbtlBDickCdQv8M5KXJHVb8hsG04fn86jk2OQXyTlJvcm7zsm2yc7JXsk1ktsk+yVN+2Qm6q3i2mII/EsO4zHJuLe8r/Uor5wN35vcaa0FbEeAAAECBAgQIECAAAECBAgQIEBgtQIPy4p1q/N6r+77WGrsttqdzuF6rgAdfVJeldkXJev9+Vi5/QWpWY9f0AgQIECAAAECBAgQIECAAIH+CbgCtH/nbOl7vHsE6tb1ehv4yoGqSd/rytAPJPVym743A6Cjz+AOmV2PSJj0c7DWZTWw+uHRuzWXAAECBAgQIECAAAECBAgQmGMBA6AtnBy3wLeAOEWJk7LuMwe5Sj5vnlwzqdvd6/b4el7j+cmZyelJ3T5/THJ0UvO0xRU4K4dWb4b/16QGytu8Hb5q1eD5nZOPJxoBAgQIECBAgAABAgQIECBAgAABAh0JuAJ007AfySprvdpzU9u9ddO7twYBAgQIECBAgAABAgQIECAwJwKuAG3hRPxBCzWUIECgXYF6Xuxp7Zb8fbX7/X7KBAECBAgQIECAAAECBAgQIEBgCQQMgC7BSXaIvRP4ZXp8heQTSV3R2WbbPsXqX480AgQIECBAgAABAgQIECBAgMBSCBgAXYrT7CB7KFBvb391cm7SDII2n+s5nKpx4XoK2JYAAQIECBAgQIAAAQIECBAg0CcBA6B9Olv6umwCH80Bb5fUy8qenXw3aaP9OkW8AK0NSTUIECBAgAABAgQIECBAgACBuRcwADr3p0gHCWz2uBg8ItlzExaruUK03gj/v5Pzkk9vop7FBAgQIECAAAECBAgQIECAAIHeCxgA7f0pdABLIHD3HGMNfu60iWOtwc3Vtlr34ORNq93AegQIECBAgAABAgQIECBAgACBPgoYAO3jWdPnZRN4YA74rI4Out44/ycd1VaWAAECBAgQIECAAAECBAgQIDBzAQOgMz8FOkBgkwInZ43bJl28vKiuBH1f8txEI0CAAAECBAgQIECAAAECBAgsnIAB0IU7pQ5oQQW+luOqt8J31Z6Vwn/fVXF1CRAgQIAAAQIECBAgQIAAAQKzEjAAOit5+yUwvcATs8nzk9W87Gj66ptt9vRsdL+1bGgbAgQIECBAgAABAgQIECBAgMC8ChgAndczo18ERgv8bWZfP/nN6MXrmrtFtn53UvvQCBAgQIAAAQIECBAgQIAAAQILIWAAdCFOo4NYMoFv5Xj/MKnPei5oc0Vo85lZa271TNDnJc9Odkw0AgQIECBAgAABAgQIECBAgECvBQyA9vr06fwSC/wqx35UUldt1qBltebz4m/r+/Pvsvmn11fC1gQIECBAgAABAgQIECBAgACB2QsYAJ39OdADAmsVeFo2PCZp48rPUX24cWbeaNQC8wgQIECAAAECBAgQIECAAAECfREwANqXM6WfBC4rcGJmPeyys1ubU38/fDl5bGsVFSJAgAABAgQIECBAgAABAgQIbLCAAdANBrc7Ai0LHJF6j0/Oa7luU27LTLwq+bNmhk8CBAgQIECAAAECBAgQIECAQJ8EDID26WzpK4HRAv+Y2Tsk70q6uB2+ni36L8kVE40AAQIECBAgQIAAAQIECBAg0CsBA6C9Ol06S2CswAVZUldpvijpYhC0rgT9WfKURCNAgAABAgQIECBAgAABAgQI9EbAAGhvTpWOEliVwDOy1idXteb0K9WVoC9O/nz6TW1BgAABAgQIECBAgAABAgQIEJiNgAHQ2bjbK4EuBe6c4m9NurgStPr9yKSuCNUIECBAgAABAgQIECBAgAABAnMvYAB07k+RDhJYk0C9Hb5y0Zq2nrzRLbL4lORuk1ezlAABAgQIECBAgAABAgQIECAwewEDoLM/B3pAoCuBenHRrZMurgTdOXUPS+pqU40AAQIECBAgQIAAAQIECBAgMLcCBkDn9tToGIFWBL6YKke0UumSIjWg2uQtmd7tkkWmCBAgQIAAAQIECBAgQIAAAQLzJWAAdL7Oh94Q6ELgjil6YYuF62VITfbI9ENbrK0UAQIECBAgQIAAAQIECBAgQKBVAQOgrXIqRmAuBU5Pr2qQsotb4Wsg9OXJQxKNAAECBAgQIECAAAECBAgQIDB3AgZA5+6U6BCBTgT+NVVfkXQ1CFrPG/1IJz1XlAABAgQIECBAgAABAgQIECCwDgEDoOvAsymBngk8Kf19bNLm7fANQV0Jetfkcc0MnwQIECBAgAABAgQIECBAgACBeRAwADoPZ0EfCGycwGuzqy2TX3S0y3ul7o4d1VaWAAECBAgQIECAAAECBAgQIDC1gAHQqclsQGAhBPbJUfysgyM5ODWf2EFdJQkQIECAAAECBAgQIECAAAECaxIwALomNhsR6L3AuTmChyfvSKa9GnRTzxF9Wmr+RaIRIECAAAECBAgQIECAAAECBGYuYAB05qdABwjMTODj2fNNkj2m7EE973NS2z4L35R8Orn6pBUtI0CAAAECBAgQIECAAAECBAh0LWAAtGth9QnMt8C0V39OczQHZ+Wjknrx0hbTbGhdAgQIECBAgAABAgQIECBAgEBbAgZA25JUh0A/Beo2+B902PV6IdKrk0d3uA+lCRAgQIAAAQIECBAgQIAAAQJjBQyAjqWxgMBSCNTg53WSZyfHJ12156fwNbsqri4BAgQIECBAgAABAgQIECBAYJyAAdBxMuYTWB6BC3Koz0n2TS7q6LAvl7ov7Ki2sgQIECBAgAABAgQIECBAgACBsQIGQMfSWEBg6QTOyRH/S7Kpt7yvFeZGa93QdgQIECBAgAABAgQIECBAgACBtQoYAF2rnO0ILKbA43JYR3Z0aPuk7r91VFtZAgQIECBAgAABAgQIECBAgMBIAQOgI1nMJLC0AmfmyO+U1PNA60rQUVeDjpqXVTfZNs8a90+uu8k1rUCAAAECBAgQIECAAAECBAgQaEnAAGhLkMoQWCCBX+VYnjQ4nhq0XNlGzVu5zrjvte1/JQZBxwmZT4AAAQIECBAgQIAAAQIECLQqYAC0VU7FCCyMwHtyJB9M1nq15ySIGgR9Z7LbpJUsI0CAAAECBAgQIECAAAECBAi0IWAAtA1FNQgspsADc1h1K3wX7YAUPTmpq0F37mIHahIgQIAAAQIECBAgQIAAAQIESsAAqJ8DAgTGCZybBTdIPpd0dSXo9VL7p8n2iUaAAAECBAgQIECAAAECBAgQaF3AAGjrpAoSWCiBU3I0t0tuk1zQ0ZHVFaCfTW7VUX1lCRAgQIAAAQIECBAgQIAAgSUWMAC6xCffoROYQuALWXen5KvJb6bYbrWr3jQrPnm1K1uPAAECBAgQIECAAAECBAgQILBaAQOgq5WyHgECNfBZA5X1/M62b4mvenWV6ZeTLRONAAECBAgQIECAAAECBAgQINCKgAHQVhgVIbBUAt/L0f6s5SOuN8PvmtwsqbfPawQIECBAgAABAgQIECBAgACBVgQMgLbCqAiBpRP4oxxx21eBNoh3ycSLmy8+CRAgQIAAAQIECBAgQIAAAQLrETAAuh492xJYXoFf5dDvmnQxCFpXg9bzQK+faAQIECBAgAABAgQIECBAgACBdQkYAF0Xn40JLLXAx3P0r+hIoAZBj0zquaAaAQIECBAgQIAAAQIECBAgQGDNAgZA10xnQwIEIvDs5MyOJLZI3QcnW3VUX1kCBAgQIECAAAECBAgQIEBgCQQMgC7BSXaIBDoUOCO1r5Zc1NE+Hpm67+uotrIECBAgQIAAAQIECBAgQIDAEggYAF2Ck+wQCXQscFLq/3lyXkf7uUfq/kNHtZUlQIAAAQIECBAgQIAAAQIEFlzAAOiCn2CHR2CDBN6e/WyX1BWhXbSnpOhBXRRWkwABAgQIECBAgAABAgQIEFhsAQOgi31+HR2BjRSo2+D3Sn7ZwU7rpUh7dlBXSQIECBAgQIAAAQIECBAgQGDBBQyALvgJdngENljgtOyvBioPTdq8Jf63qfeqZP9EI0CAAAECBAgQIECAAAECBAisWsAA6KqprEiAwCoFzs96t0u2XuX6q1mtrgC9fPLO1axsHQIECBAgQIAAAQIECBAgQIBAI2AAtJHwSYBAmwKHpFgNhLbd9kvBN7ZdVD0CBAgQIECAAAECBAgQIEBgcQUMgC7uuXVkBGYp8Ons/JgOOlBXgj48qeeM3rGD+koSIECAAAECBAgQIECAAAECCyZgAHTBTqjDITAnAuemHzdMXp7U8zvbbrun4CcSg6Bty6pHgAABAgQIECBAgAABAgQWTMAA6IKdUIdDYI4E6q3wT0r+Jrmwo37VAKtGgAABAgQIECBAgAABAgQIEBgrYAB0LI0FBAi0JPCy1PlpS7VWlrluZngz/EoV3wkQIECAAAECBAgQIECAAIHfCxgA/T2FCQIEOhK4IHWvlxyWnJ6s9+VIw7fU1zNB/z2pT40AAQIECBAgQIAAAQIECBAgcBkBA6CXITGDAIEOBM5OzdckOydbrbP+ysHOa6Xe7ddZ0+YECBAgQIAAAQIECBAgQIDAggoYAF3QE+uwCMyhQL206MgO+lVXhN4/uUYHtZUkQIAAAQIECBAgQIAAAQIEei5gALTnJ1D3CfRM4Mbp7zta7nNdEfqXyTNbrqscAQIECBAgQIAAAQIECBAgsAACBkAX4CQ6BAI9E3hu+vuc5D+T4ed5rvYw6u3yK1s9Z3Tf5B+SbVYu9J0AAQIECBAgQIAAAQIECBBYXgEDoMt77h05gVkJ/Hd2/O3klsnK53mupk+j/t7aMhsemDw1uc9qiliHAAECBAgQIECAAAECBAgQWA6BUQMJy3HkjpIAgVkKfDw7r7e310DotFeBjroCtDmWqvWY5A2Jv98aFZ8ECBAgQIAAAQIECBAgQGCJBQwQLPHJd+gEZihwRvZdLy76bjLtVaCT/t6qWrdOHpX8U6IRIECAAAECBAgQIECAAAECSy4waSBhyWlmevhbZO/1PMO7JrdIrphoBBZR4CU5qNM7OrCHp+55ydM7qq8sAQIECBAgQIAAAQIECBAg0AMBA6Abe5IOzu5enbxxzG73z/xPJ2cl30s+knwxOTH5SlJvunbOgqAtjED9XF8pqYH++rlvs9XVoFsld0t2bbOwWgQIECBAgAABAgQIECBAgAABApcW2DZf/zmp5xNWjkpWtudlxvlJs864z//IOnuu3LhH348cHOOhPeqzrm6MQL29/Yhk3M/+eubX80Y1AgQIECBAgAABAgQIECDQN4G3p8P1/8OH9K3j89TfenOy1r3AO7OLPxnazc5D0zX5iORvh+adnOkaJP1BUjfKOW0AAEAASURBVFeuXTM5IKmrP2+V1JWh9cbrtq+YS0mNwMwEzs2eP5DcpIMe3Dc1d0lO7aC2kgQIECBAgAABAgQIECBAgACBpRa4fY6+uXLthEzXiP0OQyLXyPSZSa1zQVJXgm6frGw1AFpXfza1XrpyhZ58dwVoT07UjLq5dfZ7WtL8nLf5eXbqXnlGx2W3BAgQIECAAAECBAgQIEBgLQKuAF2Lmm02XOB92WMN4tTVmtcesfe/GSyvdf5uxPLhWXUr/TeSWvfXyaiB0sye62YAdK5Pz1x07hXpxUVJ/Zy3mar5pEQjQIAAAQIECBAgQIAAAQJ9ETAA2pczteT9/HaOvwZxXjXG4b2D5Sflc4sx6wzPvvVg/ap58+EFPZk2ANqTEzXDbtbLi+rxD20Ofja16jm7j5nhsdk1AQIECBAgQIAAAQIECBCYRsAA6DRaY9b1RvExMC3O3mdQq67cHNWuOphZA4MXjlphxbx6SUwN4lRral/8zZ8EFkOgBitroP/7HRxOPff4lUk9E1QjQIAAAQIECBAgQIAAAQIElkDAAGj3J7muZKu2/8Ufl/nza5eZM3nGFbJ4q8Eqv5y8qqUEeitwYnp+UHJGB0dQvz//ltylg9pKEiBAgAABAgQIECBAgAABAnMmYAC0+xPSDHDeZ8yuPj+Yf8N8ruYW+LsP1q+r5L4+mPZBYBEFfp6DumVSz+5su9WVoP+ePDX547aLq0eAAAECBAgQIECAAAECBAgQWCaBR+Zga7Cy8pQRB37FzDt1sPyZI5YPz9o7X747WLeL24OH99XVtGeAdiW7uHXrHwfq8RDN71Hbn/VIiXssLp8jI0CAAAECBAgQIECAAIEeC3gGaI9P3jJ1fZscbD23sxm0eU2mL78C4Fb5fnZyXvLEZNSVoDfL/Loirqnz8Ez3sRkA7eNZm32f358uND/7XXzWS8h2mv1h6gEBAgQIECBAgAABAgQIELiUgAHQS3H4Ms8Ce6VzNcDSDNzUFZ/1A/yw5AZJXdn5gKSuRKt16irPNyV/m7wj+WHSbFufb0362gyA9vXMzb7fn0wX1nMlaN1KX78/zWfzO9V8v/fsD1EPCBAgQIAAAQIECBAgQIDApQQMgF6Kw5d5F6grOOu29WbQZa2fh6fG9vN+sBP6ZwB0Ao5FEwXq+bfNYOVaf38mbffmiXu3kAABAgQIECBAgAABAgQIbLyAAdAWzL0EqQXEVZb4StbbP3lScvQqtxle7Tv58lfJbZO6XV4jsGwCh+WA6+3wXbWHpnA9b1QjQIAAAQIECBAgQIAAAQIEFkig3oSsbZzAudnVywfZN583SvZLrpbsnOyYbJ2clZyRHJ98K6nB07UMmmYzjcBCCVwvR/O15OodHNUWqfnW5I86qK0kAQIECBAgQIAAAQIECBAgQIDAkgi4BX5JTnSHh1n/cFMvRap/KJh0S/tal52cul9N7pJoBAgQIECAAAECBAgQIEBglgJugW9B3y3wLSAqQYDAhgpckL3dJ3lsUi9FartdPgVvnLyl7cLqESBAgAABAgQIECBAgAABAhsvYAB0483tkQCBdgTqpUV1Neidk3NWUbIeQbGpVo+e+FRSj574bFKPpNAIECBAgAABAgQIECBAgACBHgt4Bmi/Tt5W6e4eQ12uZ4RuRNszO7l9snkLO6ur66q1UeviSv5cdoFPBOCg5MvJpH/Uqd+fTbWdskLVqr8b66Vl90j2Sn6daAQIECBAgAABAgQIECBAgAABAh0L3Cj1fzuUjnf3+/IfHNrn8P7XM10vstEItCVwuRQ6JVnPz+S4bY9MXW+Hb+tMqUOAAAECBAgQIECAAAEC0wh4Bug0WmPWdQXoGBizLyXwqnyrF8NMurruUhtM+FJX1NVVoL+YsI5FBKYVOC0b1NXRH0nuOO3Gm1i/Bj+/ktwz+dgm1rWYAAECBAgQIECAAAECBAgQIEBgHQKzugJ0HV2+zKZ1NV1daXfoZZaYQWD9AvukxEXJuKs51zO/3jp/20QjQIAAAQIECBAgQIAAAQIbJeAK0Bak27iir4VuKLFKgaOz3hWHssrNrEZgaQR+kiP9ekdHu33qfjx5SEf1lSVAgAABAgQIECBAgAABAgQ6EDAA2gFqhyUvSO26dbxJh7tSmkBvBZ42puenD+bXFaLTtjOzwRnJNskh025sfQIECBAgQIAAAQIECBAgQGB2AgZAZ2dvzwQIdCPw2ZT97xGldx7MW8vfeztm250G2/9gRG2zCBAgQIAAAQIECBAgQIAAgTkV8BKk2Z+YK6cLuyV1e23lN0m90KWuVjtl8D0fGgECqxSoKzzvnXwj2XqV20yz2iOz8ouSn06zkXUJECBAgAABAgQIECBAgACB2QgYAN1497qK7KHJg5P9kuaqskxeptUt799K6g3UhyUfTeolLhoBApMFjsnieyT1zM7NJ6869dL6e/Ntye2m3tIGBAgQIECAAAECBAgQIECAAIEFFtgjx/bapK7sXOubqGsw9G5Jn9uR6Xwdv7fA9/ks9qfvB6erv07qZ66e4XlOsta3xNeV2c3v7vmZ3i7RCBAgQIAAAQIECBAgQIBAlwLeAt+CritAW0BcRYlds86nkv2H1q2BlBOT45KTkhqYOTepc7JtUs8r3CvZJ6kXr1SrK0Y/lDwpeWWiESAwWaBug99hsEo9x3M9rXmGaNWo39PPJnU198nJrxKNAAECBAgQIECAAAECBAgQILCUAjX48sWkuXLsiEw/MNk9WU3bKivdMvmn5LykqXPXTPexuQK0j2et332+Trr/naT53Wnzs64mrau6+35ldg5BI0CAAAECBAgQIECAAIE5FHAF6ByeFF26rMDDMqsZcHlXptfyBuqmag16NoOg31xnrabmRn8aAN1ocfsrgfpHhP9Imt/FLj4PqB1pBAgQIECAAAECBAgQIECgRQEDoC1grmcwroXdL0WJAwdHWQOWdbtsXTG21lYvQXryYOO6nf6qay1kOwJLJvCfOd56M/zxHR7321J7vbfZd9g9pQkQIECAAAECBAgQIECAwHIKGADt/rzXlWfVPpyc/7up9f3xvqHN9x2aNkmAwGSBU7K4nqv775NXW/PS+keJelSFRoAAAQIECBAgQIAAAQIECMyRgAHQ7k/GnoNd/LSlXdUgTjOQ6i3ULaEqs1QCdftAV+3PUvjxXRVXlwABAgQIECBAgAABAgQIEJhewADo9GbTbvHDwQa3mHbDMevXLfX1YqRq9YZrjQCB6QTqauzHJGdNt9mq135F1vxYcrtVb2FFAgQIECBAgAABAgQIECBAgECPBd6YvtcLV85JDlrnceyS7WvQs+rVlaB9bEem09X/Q/vYeX1eKIFr5GiendQV1fUz2Xa+m5o7JxoBAgQIECBAgAABAgQIEFirgJcgrVXOdhsqcPXsrXlz+6mZflSy9Rp6UG+YPiJpBmmev4Ya87CJAdB5OAv6MCzwgXxpfq/a/jxseEemCRAgQIAAAQIECBAgQIDAlAIGQKcEG7X6lqNmmteqQN0C/4zkJcnlkjcMpg/P51HJsckvkrpC9DdJnZNtk7pyrF7YUlep3SbZL2naJzPxrOaLTwIE1iXw8mx9r3VVGL/xXbLo8klfr9gef2SWECBAgAABAgQIECBAgAABAgRWCDws389O1nuFWT1bcLcVtfv01RWgfTpby9PXejN8/W5eNPgc9Xta/0AxPH943Wa6+az1Tk5+mtQ/fmgECBAgQIAAAQIECBAgQGAtAq4AXYuabWYqsHv2Xreun5gMD6RsaroGXuo23bsnfW8GQPt+Bhez//WIieZRFZv6fZx2edWtK77r918jQIAAAQIECBAgQIAAAQLTCBgAnUZrzLpugR8D09Hsk1L3mYNcJZ83T66Z1O3udXv8Tkm9kOXM5PSkbp8/Jjk6qXkaAQLdCNTjKG6f/Eny2GSLpK22VQrdOqm6/6etouoQIECAAAECBAgQIECAAAECqxMwALo6py7W+nGKVjQCBOZD4D/SjUpd4fmElru0eerVP3ZoBAgQIECAAAECBAgQIECAwAYL/MEG78/uCBAgMO8CT0wH6/mdK1sNjA634e/NdPPZrFffm3kPyPQXmgU+CRAgQIAAAQIECBAgQIAAgY0RMAC6Mc72QoBAvwSeMaK7dRXncBv+3kw3n8169b2ZV597JTs0C30SIECAAAECBAgQIECAAAEC3QsYAO3e2B4IEOifwP9Nl9/QQbf3Ts1Tk+t2UFtJAgQIECBAgAABAgQIECBAYISAAdARKGYRIEAgAvXCst8MSTS3sjezhr83083nqHWaefXs5cOSbZsZPgkQIECAAAECBAgQIECAAIHuBAyAdmerMgEC/Rb4Vbp/4+TCwWE0t7I3RzX8vZluPket08yrz6smn092qS8aAQIECBAgQIAAAQIECBAg0J2AAdDubFUmQKD/At/OIdRzO+u29bbbTVLw2GS7tgurR4AAAQIECBAgQIAAAQIECFwiYAD0EgtTBAgQGCVwYma+LVl5e/uodaedV1eA3mnajaxPgAABAgQIECBAgAABAgQIrF7AAOjqraxJgMDyCjw+h/7S5KKkGQhtPkulmW4+a161ld8vnnvx/GbZuzPzds0CnwQIECBAgAABAgQIECBAgEC7AgZA2/VUjQCBxRWoZ4LWMz6b53w2n3XEzXTzWfOqrfx+8dxL19k6M/9fcsNmoU8CBAgQIECAAAECBAgQIECgPQEDoO1ZqkSAwGILvCiH962ODrH+Ln5bcs9kt472oSwBAgQIECBAgAABAgQIEFhKAQOgS3naHTQBAmsUeGq2Ozr5bvLD5NdJtbo1vlpzW/vF38b/2ax33mCV+n695IPJz5IPJA9NNAIECBAgQIAAAQIECBAgQGCdAgZA1wlocwIElkrgEznaA5J/Sa6e7JpUa/4uHXfL+8VrXfJns17d/l6t+X5+prdJ7pXUFacaAQIECBAgQIAAAQIECBAgsE6BLde5vc0JECCwjAK/6Oigt0rd/0w+n/yoo30oS4AAAQIECBAgQIAAAQIElkqguWppqQ7awRIgQGCdAm/J9l9fZ41xm98yCx6cvC55f7JFohEgQIAAAQIECBAgQIAAAQJrFDAAukY4mxEgsPQCD4rAcR0p7J26dTXovZO65V4jQIAAAQIECBAgQIAAAQIE1ihgAHSNcDYjQGDpBb4fgVckF3Ys8cTU36vjfShPgAABAgQIECBAgAABAgQWVsAzQBf21DowAgQ2QOCV2cfNkgckzYuM2t7tn6Xg6clnkh8nX000AgQIECBAgAABAgQIECBAYJUCrgBdJZTVCBAgMEagboV/WdLllaCPTv33JPWCpObN85nUCBAgQIAAAQIECBAgQIAAgU0JGADdlJDlBAgQ2LTAU7LK1snZm151zWv8NlvWc0Gfs+YKNiRAgAABAgQIECBAgAABAksoYAB0CU+6QyZAoBOBi1L18E4qX1y0ucX+z/PV390dQitNgAABAgQIECBAgAABAosl4H+iF+t8OhoCBGYrcJ/s/q7J9zrsxk6p/fPk1h3uQ2kCBAgQIECAAAECBAgQILAwAgZAF+ZUOhACBOZA4Nz04WPJsR32pZ41unvygg73oTQBAgQIECBAgAABAgQIEFgYAQOgC3MqHQgBAnMkcJf05Scd9+dWqf+EjvehPAECBAgQIECAAAECBAgQ6L2AAdDen0IHQIDAnAocnH69OqmXF7XZthgqVm+fPyv5v0m9hEkjQIAAAQIECBAgQIAAAQIEVggYAF0B4isBAgRaEvhR6jw+OaeleqPK1IuRtk8ekdx71ArmESBAgAABAgQIECBAgACBZRcwALrsPwGOnwCBrgVeP2IHzVWh9eb4pg1PN/M29VlXf56SfDPZc5B8aAQIECBAgAABAgQIECBAgEAjYAC0kfBJgACBbgSem7JHD0o3A5/Nnob/Dh6ebpZv6nOHrHD55I+Suh3+JYlGgAABAgQIECBAgAABAgQIDAms5X+4hzY3SYAAAQKbEDg9y181WKduWa9B0AsG39v+eGAKPq/touoRIECAAAECBAgQIECAAIE+CxgA7fPZ03cCBPoi8O50tF5UVIOhNQg6/CKjfG21PS3V9mm1omIECBAgQIAAAQIECBAgQKDHAgZAe3zydJ0Agd4InJ2ePjI5OKmXIzV/967luZ/ZfGLbKktdBTqRyEICBAgQIECAAAECBAgQWCaB5n/Cl+mYHSsBAgRmJXBkdnzT5IPJW5Pjky7ag1O09qMRIECAAAECBAgQIECAAIGlFzAAuvQ/AgAIENhggXpr+72TTyb15vYuWv3d/uQuCqtJgAABAgQIECBAgAABAgT6JmAAtG9nTH8JEFgUgRr8HP47+Lw1HNjKlyldmBrNbfV/mulnrqGmTQgQIECAAAECBAgQIECAwEIJDP/P90IdmIMhQIDAnAu8Iv176VAftx6aXu3klitWrJcrNX+v18uW6lmgT1ixjq8ECBAgQIAAAQIECBAgQGCpBJr/UV6qg3awBAgQmAOBunrzKcnrB335bT4rbbYaBH1Jcs02i6pFgAABAgQIECBAgAABAgT6JGAAtE9nS18JEFhEgWfkoD6d1GBlpe1WV4W+rO2i6hEgQIAAAQIECBAgQIAAgb4IGADty5nSTwIEFlXg1BzYnZKDkk8lbV8FmpKbHVd/aAQIECBAgAABAgQIECBAYBkFDIAu41l3zAQIzJtAvbzo88kdk62S3ZOdkwOSnyerbStfilTbnZX89aDA7fL5T0nV1ggQIECAAAECBAgQIECAwFIIrHyBxlIctIMkQIDAHAvUYOiLk/sM+rjdhL7W1aLDt83X7e4r2w6ZcUZSA6HfT26d7JQckjRvjM+kRoAAAQIECBAgQIAAAQIEFlPAFaCLeV4dFQEC/Ra4Zbq/yyDbTDiU4cHPWm3l92bTHTOxR3KjwYwH5bP2oREgQIAAAQIECBAgQIAAgYUXMAC68KfYARIg0EOB+6XPR3TQ7+2Haj5maNokAQIECBAgQIAAAQIECBBYWAEDoAt7ah0YAQI9Fvhm+n6z5FkdHsP9U/sKHdZXmgABAgQIECBAgAABAgQIzIWAAdC5OA06QYAAgZECb83cw5N6hueoNs0b44dfkFTb1d//nxlV1DwCBAgQIECAAAECBAgQILBIAgZAF+lsOhYCBBZN4Pgc0O2TcS+sG/fMz1EOwzWa7fbLiu9JJj1ndFQt8wgQIECAAAECBAgQIECAQG8EDID25lTpKAECSypQb4W/VfKpwfEPX/V53gqTSW91rzfAD7dz86UGQut5o9caXmCaAAECBAgQIECAAAECBAgskoAB0EU6m46FAIFFFfh6Duzlg4Nrrt6sr1sP5jUfk/5O37dZafDZXPVZA6o7rFjmKwECBAgQIECAAAECBAgQWBiBSf+zvDAH6UAIECCwAAKfzzEc2cFx1IDq55IHdlBbSQIECBAgQIAAAQIECBAgMHMBA6AzPwU6QIAAgVUJnJ217pXULfFtt7qS9C3JLm0XVo8AAQIECBAgQIAAAQIECMxawADorM+A/RMgQGD1Aidk1dsmk571ufpql16zBkEfdOlZvhEgQIAAAQIECBAgQIAAgf4LGADt/zl0BAQILJfAF3K4r+7gkOu/By9N7p48PrluohEgQIAAAQIECBAgQIAAgd4LbNn7I3AABAgQWD6BJ+SQa4Dyji0f+nap9+5k+6Ruud8nOTnRCBAgQIAAAQIECBAgQIBAbwVcAdrbU6fjBAgsucBdcvy7J7dO6k3ubbR6IVINflarz2OS/euLRoAAAQIECBAgQIAAAQIE+ipgALSvZ06/CRBYdoF6DmhdnVm3xNet6/VypEkDoedl+Wpa1Whq1QDrUcmxSU1rBAgQIECAAAECBAgQIECgdwIGQHt3ynSYAAEClxF4auaclNQVnONaveRoNa1qbJE0teq/E1dJHpXU1aDbJhoBAgQIECBAgAABAgQIEOiNgAHQ3pwqHSVAgMBEgXcMlp4/Zq33jpk/afaZWfjFwQrPy+c3k3pGqEaAAAECBAgQIECAAAECBHojYAC0N6dKRwkQIDBR4F1ZWoOfW41Z60/HzJ80e8csPDA5IanBz6OTzyQaAQIECBAgQIAAAQIECBDojYAB0N6cKh0lQIDARIGvZ+kjk3HP+rxg4tbjF9YzQS+XfCV5RVLPHNUIECBAgAABAgQIECBAgAABAgTGCByZ+TWgcuiY5WYTILA+gW9k8/od6yo1kLr3+rpoawIECBAgQIAAAQIECBBYpcDbs179/90hq1zfaiMEXAE6AsUsAgQI9FjgJun7uOeAtnFY9YKkfdoopAYBAgQIECBAgAABAgQIENgIAQOgG6FsHwQIENg4gbpC82bJRR3u8pWpfeVB/QPyuU3SvDV+MNsHAQIECBAgQIAAAQIECBCYDwEDoPNxHvSCAAECbQrUbfAPSdb63M9N9eWGWeGwwT5qX79JTkncGh8EjQABAgQIECBAgAABAgTmS8AA6HydD70hQIBAWwL/mkLXSmpwsotWV37ukpye1PNodk3q2b5bJxoBAgQIECBAgAABAgQIEJgbAQOgc3MqdIQAAQKtC/woFV/betWLC9Yt789OvpZ8Oql2o+T2v5vyBwECBAgQIECAAAECBAgQmBMBA6BzciJ0gwABAh0J/J/UPbyj2rul7sHJHZKzB/t4dD79t2WA4YMAAQIECBAgQIAAAQIEZi/gf1Jnfw70gAABAl0K1MDkIclzkxM63FHz5vl7Zh8P6nA/ShMgQIAAAQIECBAgQIAAgakEDIBOxWVlAgQI9FLg+PT675JHJPW8zi7ajin60UHhP83nTl3sRE0CBAgQIECAAAECBAgQIDCtgAHQacWsT4AAgf4KfDxdrytBq612IHS161XNg+uPtHsndSu8RoAAAQIECBAgQIAAAQIEZi5gAHTmp0AHCBAgsKEC/5C9nZXUS4xW01a73hYptu1QwRdk+gZD300SIECAAAECBAgQIECAAIGZCBgAnQm7nRIgQGBmAudkz48f7H2aqzun7XD99+Xy025kfQIECBAgQIAAAQIECBAg0LaAAdC2RdurV1dT3XaQq7ZXViUCBAhs9rYY/Feymqs7z12lVw2sDrfz8uVxybWGZl4/07cZ+m6SAAECBAgQIECAAAECBAgQWGKBy+XY6+qsyt8vkMORg2M6dIGOyaEQ6KNAvaToY0ndDv+jpPn7pu3PegFTM9B6RqYvSv4t2SXRCBAgQIAAAQIECBAgQGCywNuzuP4/7ZDJq1k6ScAVoJN0LCNAgMDiCtRg5N2TKyb7Jyuv4MysVtqVU+XXyWuSbyU1GPqA5JOJRoAAAQIECBAgQIAAAQIEOhfYsvM92ME1QrAW57o6q2n1HL1rN1+GPr87NG2SAAEC0wpcmA1qILTac5IX/W6q3T9qwLOuaH9M8tXkqOSApF6QVJ/1XSNAgAABAgQIECBAgAABAgR6LHBi+t72LaVNvT6yuAW+j2dNn5dBYPsc5KeS5u+Xrj7Pzz7qtviq/8Nk+B978lUjQIAAAQIECBAgQIAAgSEBt8APYax10i3wa5WzHQECBBZL4Owczl8k709qumk1ULmetnL7uiK+bruvW+6vlrwjqVvwNQIECBAgQIAAAQIECBAg0InAWm7N7qQjC1z0eTm2l/1/9s4Dbo6qfNvBmEAIBAgdEhK6dFCR0BGQKuJfEUQiTQWVqoCoFEVRUKoICgqCRMUGHx1BehXpHUILoQQICSEEQgiE777fd46cTLbM7s7uu7N7Pb/fvafOmTPXJO/uPvucM9I8yTV6uemVUtopkDT/Lxmo3BeS0qNKH/xfCxkIQAACzSHwvIb13yhHg/pvlJev2xk6WKrXPN6Q1MH9Vb5J2kb6nLSltJ90noRBAAIQgAAEIAABCEAAAhCAAAQgUEACq2rO90l2KFj/kvxgkErmPfNC/2MrdSxYG0vgC3bDmG7XEdhRVxz+9ryr/ItROdSXSr2faKl6L3kvVe867/85Nml3ikEAAhCAAAQgAAEIQAACEIDA7ARYAj87j7pKLIGvC1vNBzmCcz3pBGmWtLX0kLSzhEEAAhBoJwKXaDIHSXZoDpAWkbJYufeTSisNhmrgP0h7STtkOQl9IAABCEAAAhCAAAQgAAEIQAACEGh/AptpiuOlEBH1J+Ud7Zk2IkDTRChDAAKtJOAfaqZI4W+VHaL+ASeU02m5tnL1Pt5tlp8Oj0EAAhCAAAQgAAEIQAACEIDAnASIAJ2TSc015SJ2ah6IAzITuFE915QuSI7YTamjQTdPyiQQgAAE2oHA1ZrECtJ1yWT8fuE9QctZubZy9R7HbdZK0kISBgEIQAACEIAABCAAAQhAAAIQyJ0ADtDckWYa0FFVX5FGS29Iw6VrpZOl8LAkZTEIQAACfUrgNZ39YCmOBG3GhPyQpCObMTBjQgACEIAABCAAAQhAAAIQgAAEcID27b+BP+v0jga9WXIU1Heku6V1JAwCEIBAOxB4WJNwdKbfL4ZJv5C8fD1tperSfdLlcIyXwe8qPSWdKm0nHS0tLmEQgAAEIAABCEAAAhCAAAQgAAEIdAABOxa+L/mJy3YIOD0uybvMU+AFAYMABNqGwMWaif82NVveHmTRtrlqJgIBCEAAAhCAAAQgAAEIQKD1BNgDNAfmRIDmADGHIRz9dLw0Snpc8pOX7RDFIAABCLQjgV00qbCPcbPmZ+fq6tKeUqV9RNWMQQACEIAABCAAAQhAAAIQgAAEyhPAAVqeTV+03KuTflw6oy9OzjkhAAEIZCQwQ/32l56WQhRoxkMzdwtOz1/qCP9tXDvzkXSEAAQgAAEIQAACEIAABCAAAQhEBHCARjDaJDtd87BjwXvgnZXov0oxCEAAAu1EYLImc4JkR+WL0ntSKbODtJyFNqf+22c5Ij5YGNPOz99KC4YGUghAAAIQgAAEIAABCEAAAhCAQFYCH83akX4tJ3CVzmhhEIAABNqVwJvJxPxwpHIWIjlLtYc2p4NKdAjvUXaQeouQv0tblehHFQQgAAEIQAACEIAABCAAAQhAoCwBIkDLoqEBAhCAAASqEPiL2leTrq7Sr9HmmckAn1G6TqODcTwEIAABCEAAAhCAAAQgAAEIdBeBEF3TXVdd3Kv1w5EWj6b/QpRvdtb/VkK0ViPnymOMRs7PsRCAQL4EHtVwX5HukUZKzbCB0aD9ozxZCEAAAhCAAAQgAAEIQAACEIAABDqMwCd0PV4KGtSqyzsxOmc4d6Ppza2aPOeBAARaQuAQnaXU3wXv6Vmq3nXpNpdL1YXjJ6mdH+4EAYMABCAAAQhAAAIQgAAEuobAGF2pvxON7porbsKFsgS+CVA7cMjpuiY/9dnLUBuVnRs2/+fFIACBziHwB13Kfcnl+O9FsLBPaCjHafg78HZUmY5sDw9CchfvE7pU1JcsBCAAAQhAAAIQgAAEIAABCECgKgEcoFUR0UEEjpLmkbwMtVHdrzFsjuTCIACBziHwui7l38nleJn6T6RrpXeTukqJHaA3Sd4iY+lUx3jbDDtAH5FWlVaScIYKAgYBCEAAAhCAAAQgAAEIQAAClQmwlLAyn3ZrfUATWqLdJsV8IAABCCQEjlPqJ8L7hxLn35FelGyO9oydma4LP8ItovymrpCFut7SnEve51ODnaA2j+kHI13nAgYBCEAAAhCAAAQgAAEIQAACEChFAAdoKSrtW+eloK+07/SYGQQg0OUEpuj6d0sxOFblI6UFpMGptuAU9d+2ZyW/J42QYido6KPq/9lk5bw1hx2q35Eek16SMAhAAAIQgAAEIAABCEAAAhCAwBwE4i+ZczRSAQEIQAACEGiQwG91vJe1HyjZ0VnOvFTeS+Hj/UPL9R2qBkfDLy5tL+0pYRCAAAQgAAEIQAACEIAABCAAgZIEcICWxEIlBCAAAQjkTOAejee9QWMLS+Id+blaIu/zGVvoE9c577HCeD9R/mJpXQmDAAQgAAEIQAACEIAABCAAAQjMRoAl8LPh6JOCH+LhaKZ5E3nPvDekqZIfFOQyBgEIQKDoBPz37C3Je3jmbXaE7ihtI50jHSDNkjAIQAACEIAABCAAAQhAAAIQgAAE+oDA/DrnftLtkp2c3t+unGaq7V7JS0i9zLNcJJSaCmP3aKa+3osKM2MmCgEI5EXg8xrofanc37xG6uNx99c5BuQ1acaBAAQgAAEIQAACEIAABCDQhwTG6Nz+rjS6D+fAqSGQmYD3qjtDqub0rOQAeEjH2xFaZMMBWuS7x9wh0DiBDTVE7Kys9DevkbZTG58qI0AAAhCAAAQgAAEIQAACEOhzAjhAc7gFLIHPAWKGIRZSn39La0R9/cV+gjRemihNl/zwD9+TeaQh0nBphDS3ZFtdulQ6ROLLvSBgEIBA4QjcphkfLp3Q5JkPa/L4DA8BCEAAAhCAAAQgAAEIQAACEIBAQmCwUi93D5FM/1X+y9KiUhbzMk5HTJ0l+SnJYZztlC+iEQFaxLvGnCGQP4HLNWT4e5Z36r+Vy+Q/ZUaEAAQgAAEIQAACEIAABCDQcgJEgLYcOSesh8BeOih8ub9A+Y/UM0hyjJ2ewQn6YINjNTCNhg7FAdoQPg6GQMcQ8MOQHNHuhxWFv5F5po6o/7PkaPqxkj80YBCAAAQgAAEIQAACEIAABIpGAAdo0e5Yl87397puf6l/QMrjoRwHJuN5zOWlohkO0KLdMeYLgeYS8FL4ZjlB/XdyN8mp9x29WdpKwiAAAQhAAAIQgAAEIAABCBSFAA7QHO5UI9GIOZy+K4bw8nXbZdLMnlxjLxdGh68U5clCAAIQKCKBwzTpJaVR0o+l+yQ7RIPZcVmLvZ3qvLTK3nfU73cbS4463UjCIAABCEAAAhCAAAQgAAEIQKBLCOAAbf6NDg/ieD6nU03SOMGROiinMRkGAhCAQF8SeEUnX0z6sbSOFL839Ve5Fps31flYlb8ibSo9Ivmhcj+VMAhAAAIQgAAEIAABCEAAAhDoEgLxl8wuueSWX+bTyRnXz+nMG2icsJTekVIYBCAAgU4gcIMu4vUmXIj/Xtr56QfQ3SjZ1pP2kGp1rvpYDAIQgAAEIAABCEAAAhCAAAQgAIEUgbNV/kCaLvlLeCO2oA6209PjORK0iMYeoEW8a8wZAq0hsIpOc7R0r+S/c5aXwId8ljQ8KC709QPjxkg/T8bx3+LQ5ocjzSVhEIAABCAAAQhAAAIQgAAE2pWAv8/4O8zodp0g84KACSwvhS/kU5TfVxoo1Wpr6wBHMIUv7j+rdYA26Y8DtE1uBNOAQJsSOE3zCn/n8kyfi8b9j/LvSXau1vP3WIdhEIAABCAAAQhAAAIQgAAEWkIAB2gOmD+awxgMUZmAl8D/UPKTjheQzkzyNym9X3pW8v53jkp6R/I9mUcaIg2XVpA2kVaXgl2jzFGhQAoBCECggwg4AnRnafGcr2mZaLwRyh8q2SnqH6gwCEAAAhCAAAQgAAEIQAACEIAABHIgsJfG8NOJG41oukpjDM1hPn01BBGgfUWe80KgOAR20VRnSY3+vax0vLcT2U4Keyori0EAAhCAAAQgAAEIQAACEGg7AkSAtt0tYULVCCyqDl66PkGq9MU83ebI0Iulz0pFNxygRb+DzB8CrSHwbZ3GS9TTfw/zKntLEo91sIRBAAIQgAAEIAABCEAAAhBoVwI4QHO4MyyBzwFiDUNMVN8jEo1UOkpaUfJydy+Pn1+aKU2TpkpePv+o9IDkOgwCEIBAtxD4jS70CulU6fNNuGj/zbWdLG0ofU3y310MAhCAAAQgAAEIQAACEIAABCAAAQg0RIAI0IbwcTAEuo7A3Lriv0mO1mzmsvixGv8vkvdk9i+sGAQgAAEIQAACEIAABCAAgXYgQARoDnfhIzmMwRAQgAAEIACBZhGYoYG/Ib0szSU9IVUyP909bY6+t2MzNkfbx+YHzu0oLSaNlrw/KAYBCEAAAhCAAAQgAAEIQAACHUAAB2gH3EQuAQIQgECHE/DS9K9Lp0u7VrnW10u0L6K6tMPzpVQ/O1f7S44Ete3Um/AKAQhAAAIQgAAEIAABCEAAAkUngAO06HeQ+UMAAhDoDgLeD/QA6REp7byMCQyMC8pPkuzcXCpVPyhVdtHL7b0Xs+2r0vclH4tBAAIQgAAEIAABCEAAAhCAQIEJ4AAt8M1j6hCAAAS6kMC7umYvVb+8zLWHhxuF5oWTTPr9zkvdS9mSSaUfEnic5IjQtZM6EghAAAIQgAAEIAABCEAAAhAoIIH0F8ICXgJThgAEIACBLiNwt6732hZcsx+65L1B75NYEt8C4JwCAhCAAAQgAAEIQAACEIBAMwjgAG0GVcaEAAQgAIFmEzhfJ3iyxEn8tPjY7MQMiuvT/UJbeNq8j5kgjUsa1ktSEghAAAIQgAAEIAABCEAAAhAoGAEv8cMgAAEIQAACRSMwTRMeWWLS6T07y/3Ql+4XhnJ9aFta+belL0v/T8IgAAEIQAACEIAABCAAAQhAoIAEyn0xLOClMGUIQAACEOgiAn6q+7+T631L6TNJ/r0kzSuZVwP9VTomrwEZBwIQgAAEIAABCEAAAhCAAARaSwAHaGt5czYIQAACEMiPwOkayo7QwdJy0hPSVCm291WwU9RL2mOrtATe/a3Qx8fuK3kf0BAdqiwGAQhAAAIQgAAEIAABCEAAAkUggAO0CHeJOUIAAhCAQCkCV6lyO+nvkh2dK0sLSo4IDdZfGW/3kn6/K+fIdL37W6GPj11I+oc0XlpOwiAAAQhAAAIQgAAEIAABCECgIATSXwgLMm2mCQEIQAACEOghcK1ed5G2ksZJfl97R5oghQhOZXOzYRrpcWmK9GuJvbQFAYMABCAAAQhAAAIQgAAEINDOBHCAtvPdYW4QgAAEIJCVwPXqeGHSeWGl90rnSq9K0yUvlY8tvSQ+tNlpageqFRyoXg7vcjA7PReQ9peeklaTMAhAAAIQgAAEIAABCEAAAhCAAAQg0EPgHr3aqXARPCAAAQg0gcASGvNgKTglv6y8/+bkLS+zD2M+q/w5ks+NQQACEIAABCAAAQhAAAIQyJPAGA3m7x6j8xyUsSAAgeYSwAHaXL6MDgEIzE5ggIoXS7dKwWHp9LVUOW5z/hTJUZ/O+2nzByX50G8flb30PpSdniFhEIAABCAAAQhAAAIQgAAE8iSAAzQHmiyBzwEiQ0AAAhCAQNsScFTmjtIaUvxwpGllZhzqB6ndS99tD0pn9+Q+fPmkshdIbjtPsn1bcj8iQU0DgwAEIAABCEAAAhCAAAQg0CYEcIC2yY1gGhCAAAQg0BQCb2jUqdIQaXCGMzgy1LaXVOkBRyuo3U+JX0RypOgTku1r0oE9OV4gAAEIQAACEIAABCAAAQhAoC0IVPpy1xYTZBIQgAAEIACBBgjY+bmZZMfk3pIjO21De5M5XudVzQxpbsnL2m3bSQv15D58WTnJ+mFI35T8UKVTJR/nJSoYBCAAAQhAAAIQgAAEIAABCEAAAl1KgD1Au/TGc9kQaAMCh2kOdmraWRnv3ZlXfnIbXCNTgAAEIAABCEAAAhCAAAQ6iwB7gOZwP1kCnwNEhoAABCAAgUIQOFeztLPTS9eD0zM98ZmqsCPTsqO0nLmfLe7jumuljd2AQQACEIAABCAAAQhAAAIQgEB7EMAB2h73gVlAAAIQgEDzCXh/z29JTu0EtdI2SRV/T/R+0uh9RNP2alIxPWqYT/ktpBul+6RgCysTlsyHOlIIQAACEIAABCAAAQhAAAIQgAAEOpQAS+A79MZyWRAoEIEFNdezpAukw6UQDZpn6sjQIyXbbZKjQ5dxAYMABCAAAQhAAAIQgAAEIFADAZbA1wCLrhBoFwI4QNvlTjAPCEAgEHhQmTydn2EsO0FHSWH815VfShogYRCAAAQgAAEIQAACEIAABLIQwAGahVKVPiyBrwKIZghAAAIQ6HgCm+sKm/EAIy+xP0D6mWSnqCNPX5QmSOWeQq8mDAIQgAAEIAABCEAAAhCAAATyJIADNE+ajAUBCEAAAkUk4D1Bl5ROlHaSlk70tlKbl8uv0JOb8+XlqGpilA9ZR33+Tdpb8r6hjgr1nqBXSd+RMAhAAAIQgAAEIAABCEAAAhCAAAQ6jABL4DvshnI5EOggAjvoWu6X3pP8ACQ7Kx256dTlsLQ9TkOf0C9uC3Ue7z+SzU+JD32mKT/clRgEIAABCEAAAhCAAAQgAIEyBFgCXwZMLdVEgNZCi74QgAAEINDJBL6ri1tL6i/5/TE8Jd5puffL0Edd/tff+WBu93hrSudJd0mfkRwZOlg6SMIgAAEIQAACEIAABCAAAQhAAAIQ6CACRIB20M3kUiDQYQTW0PV4j05HaP4lSUO0Zp6po0m9HN5jPistJGEQgAAEIAABCEAAAhCAAARKESACtBSVGuvKRbTUOAzdIQABCEAAAoUn8JCu4MzkKrZR+m6TrsjvvYsmY49UukmSJ4EABCAAAQhAAAIQgAAEIACBJhDAAdoEqAwJAQhAAAKFJXCuZu49Ox2VGaI+H1D+GSm26UnBfSvZG2r0sUFx/x+o/gvSZRIGAQhAAAIQgAAEIAABCEAAAhCAQIcQYAl8h9xILgMCHUxgW12bHZXBAfpmlA91eaQzNK6fNH+LhEEAAhCAAAQgAAEIQAACEChFgCXwpajUWEcEaI3A6A4BCEAAAh1P4Cpd4crSkZIdnfNJU6W8baAGHCRtJPkcsS2hQvyApbiNPAQgAAEIQAACEIAABCAAAQjUQAAHaA2w6AoBCEAAAl1D4Gld6c+k5aTDpU9LjgRtlm2lgX8peW/QHaUJkn/pxQkqCBgEIAABCEAAAhCAAAQgAAEIQKBIBFgCX6S7xVwhAIGYwAgVvGw9j+Xv6TEmJuNOUbpDdI5HlT9AwiAAAQhAAAIQgAAEIACB7iTAEvgc7jsRoDlAZAgIQAACEOgKAs/pKveQxknTJFv8UKM439v64asdnj5+5odV/V6N8uGhSguoznuCnpK0raL0NMlRqPMndSQQgAAEIAABCEAAAhCAAAQgUAMBHKA1wKIrBCAAAQh0PYG/isCykvcJtcVOzEm9VbO92unp/UPnkhaUXpOCeY/RYI4ADbaiMn46/E+kx5LK45UeJX00KZNAAAIQgAAEIAABCEAAAhCAQEYCOEAzgqIbBCAAAQhAICEwXKkjM22Te5Oyr5er5RuSI0Ad3bmkVM3WVIcRkh2e80g3SrbDJDtQP+4CBgEIQAACEIAABCAAAQhAAAIQgEB7ErhH07Ij4KL2nB6zggAEIFCVwD7q4b9j1jWSl747PytJQ5vT9yUve3cft8d93Bb6xvVhvHC8naZeFv9u0v/3SjEIQAACEIAABCAAAQhAoDsIsAdoDveZpXQ5QGQICEAAAhDoKgJ/1NVuJ/lp7Z+RxkvLSF7mnjavtCi32iKuj4/tHw3i+rUkOz+Pkbzk/jIJgwAEIAABCEAAAhCAAAQgAIGMBOIvXxkPoRsEIAABCECgqwn4SfA7SV6SbrPz0xbvB9pb06/ffcqcFOnN0JBKX4nKV0d5R4+uLW0uHSsdKtkZWsqWU6X3Dh1WqpE6CEAAAhCAAAQgAAEIQAACEIAABFpDgCXwreHMWSAAgeYT8CqKg6TrJC9Xj5exh6Xtdng+H8kOzdAWp/Gydz9MKbR5zClR2fV2ql4sxVGjKvYbK7nd5wtOWWUxCEAAAhCAAAQgAAEIQKDABFgCX+Cbx9S7lwAO0O6991w5BDqVwHy6sFul4LRsRWpHqp2jJ0q2L0oPS3a4+vzTpAslDAIQgAAEIAABCEAAAhAoNgEcoDncP5bA5wCRISAAAQhAoKsJ2Nm4tXSG9LrkJ7UHc1TmjZHeCQ1Kx0f5OPt4VLCT85moHLKO/rRGJRU+92rSc5KX6A+WvBz+UxIGAQhAAAIQgAAEIAABCEAAAhCAQAsJEAHaQticCgIQ6BMC3oPzUcmRmG8nad5RoXaMekxHntomSi67/nbJjlaX/aT5oyUMAhCAAAQgAAEIQAACECgmASJAc7hvRIDmAJEhIAABCEAAAhGBF5T/luSHFf1RclRoq8xRoetLdoyOk/w+f4C0vYRBAAIQgAAEIAABCEAAAhDoSgI4QLvytnPREIAABCDQZAI3afxBkh2hQyU7JteV4iXwT6kczMvoS5kjOseVakjq1lDqc6RtVVXMLb0lLSKdKWEQgAAEIAABCEAAAhCAAAS6ksBHu/KquWgIQAACEIBA8wnYeWk7Rdpc+os0jxRshZBR6gcplTL/UDmyRIMdqrYh0ulSOJfrbEtIoc9vlP+rKzEIQAACEIAABCAAAQhAAALdSAAHaDfeda4ZAhCAAARaSWBLnWx1aUnJe4LOK+Vp1VZzbKuT/SvPEzIWBCAAAQhAAAIQgAAEIACBIhGo9qWpSNfCXCEAAQhAAALtSOBkTcoPJFpUCs5PP5zoXCnY1JBR6gcoBfNxpSzUT1HjddLMUp2SumWV7iutVaEPTRCAAAQgAAEIQAACEIAABCAAAQjkRICnwOcEkmEgAIFCEThQs7WT00vV7bx8TBqb5F3OW+E8YVyXZ0h2hga7WJk7paVCBSkEIAABCEAAAhCAAAQg0HYEeAp8DreECNAcIDIEBCAAAQhAoAqB09Tu/TpvSPp9TOkySb4ZSdj/M4zt8kDpPmk16Q/ShtKnpGuls6T9pcWl9LGqwiAAAQhAAAIQgAAEIAABCEAAAhDISoAI0Kyk6AcBCHQiAT8RfitpkhRHZz4blUN9s9IXknO9ovS9Eue9Q3W/lXaVcIYKAgYBCEAAAhCAAAQgAIE+JEAEaA7wiQDNASJDQAACEIAABDISmKx+10h+MrztLelI6TUXWmRLJ+dZTOllkvcH/Ydkh6htlPRNyU+tP0/CIAABCEAAAhCAAAQgAAEIFJoADtBC3z4mDwEIQAACBSVwSTLvwUrtePQencF+ETJKHaHZTJuuwY+QnpbWkxz56aXw10t2yr4oYRCAAAQgAAEIQAACEIAABApN4KOFnj2ThwAEIAABCBSTwEOa9sbSAtLVkh9Q9CvJ9nBv0vNqB+it0mY9pfxfNteQi0ubSI4I3VtyVKqXvnuf0B9LGAQgAAEIQAACEIAABCAAgUITIAK00LePyUMAAhCAQIEJ2LF5hWQn55+kkdJK0vtSbF4ynzbvD2pz6ujRUHZdNYv7Lpx0tiN2niTvqNR5JUeCHpDUOSrVkap+eBMGAQhAAAIQgAAEIAABCECgUARwgBbqdjFZCEAAAhDoYAJv6tr8cCRHYFaz8HAip34vD+Vqx7k97vvR5AA/GX5Eko+TfZLCOkodIfqI9K50uoRBAAIQgAAEIAABCEAAAhAoBAEcoIW4TUwSAhCAAAS6iMDU6FrfjvJxNkRxOvpzphTKoU+6HOqd+phgIe+o0xVCZZQOUH5R6TbJDlp/bnCdH5z0PQmDAAQgAAEIQAACEIAABCDQ9gRC5EfbT5QJQgACEIAABLqEgJfE24HpSE0vS99BSltot0Oy1I+ZcZRn+ti4f8j3VyfvBVrKjlall8N/WbpPuksaIh0v+biXpGekWyQMAhCAAAQgAAEIQAACEIBA2xEIX3zabmJMCAIQgAAEINClBG7VdXvvTUdnei/O9aW0VYrwTPdttOw9QW2eyzclOz+flexk/bl0nnSjtIiEQQACEIAABCAAAQhAAAIQaDsCRIC23S1hQhCAAAQgAIF+Z4jBH6RrpQ0SHnaIpn+49PJ3L0lvlvnhSMEB6nMsEZ3oTOUHSXNLfor96xIGAQhAAAIQgAAEIAABCECg7Qikv0i13QSZEAQgAAEIQKBLCUzXde8mnZNcv9+zHfkZlsi72pGYzbShGvzz0QmCs3Wg6i6Rtpeek/aU0k+vVxUGAQhAAAIQgAAEIAABCECg7wngAO37e8AMIAABCEAAAuUIjFODHzh0iuR9Nr3s3E7PByXbE9Jmkh9Q1Cyzs7OU7a5KL3t36r1A15IwCEAAAhCAAAQgAAEIQAACEIBA1xO4RwQcwXRR15MAAAQgAIHaCHip+TqSl6Xb8egHEy0k2X4peYm8/75acT7UhTREkIZy6O8IzrjOede9m9S/onR8kp+o9G9JfoLSI5P8l5QG21CZtyS3YRCAAAQgAAEIQAACEIBAfQTG6DB/Nh9d3+EcBQEI9AUBHKB9QZ1zQgAC3UDg97rI4MSs5ABNOznrLQdHqqNPvWepx7FT1uYHJe0phbFvU35NCYMABCAAAQhAAAIQgAAEaiOAA7Q2XiV78xCkkliohAAEIAABCBSOgB9CFPYJbcXkvezdNp+0Xk+u98XOT+8LOlm6Q/JT7P0gp/skO2jtnP2HdIv0Z8lRohgEIAABCEAAAhCAAAQgAIGmEWAP0KahZWAIQAACEIBASwkcp7M9IHmfUKuVtkp0Mi/PX1BaTholnSsF56wfouSl/F6+c5b0WwmDAAQgAAEIQAACEIAABCDQVAI4QJuKl8EhAAEIQAACLSNgJ+PW0lXRGb1MPW2OzAw2Jcl4GftrobJMOkH1k5I27wsa+jv/bFI/Umn82cKO2HekU6RDpUHSEZIjQG3r9ia8QgACEIAABCAAAQhAAAIQgAAEOocAe4B2zr3kSiAAgfYlMF5TC/tvptP/VmhL962nfH5q/Auj8vLKry49Jf1AGilhEIAABCAAAQhAAAIQgEB5AuwBWp5N5pY4SiPzQXTMhYCXANZjC+ugYYnqOZ5jIAABCECg8wmsrUs8O8NlhojOmRn6Zu3y1VTHeL9xR4B+SrIjdEvpr9Ju0kpSbH6fO146Wfqx5H1GMQhAAAIQgAAEIAABCEAAAhAoAIGdNEcvTXxF8kMgHpMcKbOhlNUuU8cQkZP1mHbqRwRoO90N5gIBCHQyAf/QdoPk94z4qfBxBOjlSfvzSRreX/JML4nGdvTn3kn56ST13N6WRkqLJjpKaTwHO2i9Z+h6EgYBCEAAAhCAAAQgAIFuIkAEaDfd7YJf62DN/49S/GUuzvupuI5ycWRMNcMBWo0Q7RCAAAQgEAh4pcenpcOl8L5ze5QPDtC7VPdyVB/6+v3pvaTee32GfGh3agem+znvPt7zM273/qKhXMoBGtrs5PQ+ptbi0sHS76Qwtvt57CckL58fIWEQgAAEIAABCEAAAhDodAI4QDv9DnfQ9f1K1xK+4DmdJj0jxRE5rveXumWlSoYDtBId2iAAAQhAoByBfdXg5eb7ScFJGRygt6nuz1L8XtWM/Cid41vJeZ4ucT47UH1eO23t+HxDWkD6qfSSFM/JZQwCEIAABCAAAQhAAAKdTgAHaKff4Q65Pu/DFiJmHF3zOSnsveovdYdJfgpv+FL3nPKVnKA4QAUIgwAEIACBhgisrKMflH4k+f2nnAN0RtIe3qPyTCs5QL8WnXcx5W2bSz+RvKTeztG3JAwCEIAABCAAAQhAAAKdTgAHaA53ODjichiKIcoQcKRLf8lO0K2lSyVHftoc2XKCtIr0gGRbRrpO8vI/DAIQgAAEINAMAl5xcK9kB6jNEaFz9eRmf7GT0U5Qm/fp9DJ1m9/HHK1pC6sZnLeDNG2hn+u9HN6rIGo1P0jpSukoaYT0jHSShEEAAhCAAAQgAAEIQAACEKhKAAdoVUQNd7Bz0/YXKTg5eyqilwnKbyLdlNQ5AvQKyXuHYhCAAAQgAIFmEJiuQYPT09GVW0lTUyfyCgW/f9mOkYID1GX/uBfMEZk2/9hnh2hscb+51WDZRva8ZnsZoG7hOEeEriB9XVpSwiAAAQhAAAIQgAAEIAABCFQkgAO0Ip5cGldORvHTzyuZv3RuK92RdPqE0r9L8RfHpIkEAhCAAAQg0DCB72mEm6SJkh2bC0s+n/zxAABAAElEQVRDpHIWOyH9+SG8PznvCE2b+6Q/W4R+bh+Y9HE+3c91tZidn6dK8fg+fh6/YBCAAAQgAAEIQAACEIAABAKBRr98hHFIyxPwlz2blw5WM0fjeI/Qp5KO2yn9dZIngQAEIAABCORJwMvRN5McUbme9G3Jy+K9X3WI6AyOTVX1PIToSmeaaLV+LtlZc9kwms/PlPcS+/+L6shCAAIQgAAEIAABCEAAAl1OoNYvGl2Oq67LfzI5atWMR7+mfttIjsixeQ/R7/bkeIEABCAAAQg0h8B9Gva3klcfOLJyC+l56SIptrAf6ARVVlvZEB+XNR+iOY+ODrCTs5KFHxrdZ37JY3jZ/vGSHaGxdlTZka4YBCAAAQhAAAIQgAAEIAABCORI4M8ayw+FeEUaWsO4o9T3bcnHej+13SXbZZLrrCKavzB77ukv1UW8FuYMAQhAoBsIjNZFviT9Wvqn5L/hL0iXJnnv+xner8L7U57pqxr/yuRcHtdzicffUuVgw5XxD4lxezr/tNrjqNFwLCkEIAABCEAAAhCAAATakcAYTcqfaf25HKuTABGgdYKr4TBHodgWk5xf3IUM9h/12U2y89MPqThX+pHEPRMEDAIQgAAEWkbgTzrTY9L+0hrRWf2EeJtXLJzTk+vX7xSlY5N8XsmiGsh7ZAcLUaKhHKfPq7C89Hvp/6V0ucq25aTP9uR4gQAEIAABCEAAAhCAAAQgAIHcCPxbI4UIlMnK25npL5JZbF91shM0HO992UI+y/Ht1ocI0Ha7I8wHAhCAQHUCP1KX8N7j1PtshqhML4d3dKjr/d62UZIP/eP3sFCXZxpHgOrU/ZaQnpQcOfqo9Csp2NrKbCHNEypIIQABCEAAAhCAAAQg0OYExmh+/vxMBGib3yim1xtt8mDyDzZ86Xu4BjB7qu/M1PEep4iGA7SId405QwAC3U7Aqw92k46UwvuYI0CdHy/FDlBHWIY+Tt+NynaGBodoSOO+5eri+jjvY9+TXpbCCoutlI/HHKdysKWV+ae0cahIpQuq7D52omIQgAAEIAABCEAAAhBoBwI4QNvhLjCHzAQcbXK65KgZfzG7RqrFVlfnm6X4S10tx7dLXxyg7XInmAcEIACB+gjsosPekOL3o6lJ2RGgaQfoJVHf2IEaH99o3k7Q70l7SidI8XjjVA62lzJuu0mKl9W73dGh8Y+NXkJ/VCRHjmIQgAAEIAABCEAAAhBoNQEcoK0mzvlyIfBRjeIHHDlCpR7bXQfdIfnLZxENB2gR7xpzhgAEIDA7ge1UnCL5qfB2Pr4jOTJza6mSA9Q/5h0i2Qn5fJLGzspm5L1EP9jeyoRz+H3Ue5veJdkhuo/0kOSl86FPnDridSMJgwAEIAABCEAAAhCAQCsJ4ADNgbadcVhrCfiLoh9wVK+drwMtDAIQgAAEINBXBLz/p5eL2wZL80l2htopagdoJXs9afTS+FbYIjqJl7W/mDrZIJU/FtVtkpQ/pfQgySs1/J49tzRaWkq6WXIk6A0SBgEIQAACEIAABCAAAQgUhMBHCjJPpgkBCEAAAhCAQHsScGTkK5KdnzY7OFvl3Ow5YZUX/9j7O2lAlX5uHiLtK31C8tJ9yxGr10svSHNJX5cwCEAAAhCAAAQgAAEIQKBABHCAFuhmMVUIQAACEIBAAQjYAfpx6b5krrWsNnHEZTPMS/YdxZnFwmcjp8tK/SVHuXppvFdwHCdhEIAABCAAAQhAAAIQgECBCIQP+QWacldP1dErwyJ1NQwuHgIQgAAE2pbAI5qZH/xn27I36Xn1npqVLLTHW8X8Uwf8NTpoepR31hGowexAvTkUktQPHzxbujpVX0vRDlA7db2H91rJgV5Cv7c0NCmTQAACEIAABCAAAQhAAAJtSqCWqIw2vYSumtaautq7oyv2UrxWmCNn9pDyOJ+jaWz+4ohBAAIQgEDnErhclzZeWia5RDsnz5HC3qGVPoPYYWlno20/6U3pyy7IvNQ+fg85WuWdpbUl79fpCNTYJqnwjbiiwfw3dbydsEtIZ0jHSBOk30jnSRgEIAABCEAAAhCAAAQg0GYEKn35aLOpMp0+JOAvjp/P+fx+KAUGAQhAAAKdS8BLxteQfiIdKPkzx3pSsOAYDeV60wd14MnSH6XdpR2lZtpIDX6hNDY5yTCl1rnSptIBkqNOMQhAAAIQgAAEIAABCECgTQjgAG2TG9Hm0/ADIf4kfSSHef5CYzgK9IUcxmIICEAAAhBobwJTNb2DJUdKLir5feQgadVEfliS616THFGZxRZLdbpK5VnSXEmafq+yo/V9KW31fgbynqC2laQx0q3S0ZKfNL+n5KXyn5HsAMYgAAEIQAACEIAABCAAAQhAoEYC/rK2eKQaD2+L7vdoFt7j7aK2mA2TgAAEIACBviDg9zM7Rf2E9YHSctIMabI0SfqK5PcKyw5PL3kP5Wamf9F5XkzO5fwRSd77h4bzvhTlXfdEUv5XVH+j8sMlDAIQgAAEIAABCEAAAo0S8I/u/tw5utGBOB4CEGgdARygrWPNmSAAAQgUiYB/4FtQ8kOFtpT8Ie89aX9pSFJ23ZQo77L3Gg3vLS7nqfHJeJUcoM8mfbZW+p3o/Kcqj0EAAhCAAAQgAAEIQKBRAjhAGyWo49PLxHIYkiEgAAEIQAACEIBAzQRe0RF2bjoK1A8VsvWXfi2F/TZd97ZfIrOjcSvphKgur2yI4tw8GtBzKme/UsOxkp2wb5TrRD0EIAABCEAAAhCAAAQg0FoCOEBby5uzQQACEIAABCBQncBj6nKYdGnS1dGhNjsWB/fkZn/xsnnvw3my9M7sTbmUvGQ/WHoP0vizlPci3ViaKZ0eDiiR7qE6L51/soRuVt3HJAwCEIAABCAAAQhAAAIQgEDHEFhKV7K69ClpM2mUtIrkhynMI3WahWWKF3XahXE9EIAABCDQFAIjNOpvJUeG2gGalpfLx/YlFeI+dkr6YUtO4/q88n7Aksfyk99Pkx5Pyk8ptTPWEaFpO0UV1c6/X/ogyhCAAAQgAAEIQAACXUmAJfBdeduLf9Hz6xL8peZ2aapU6QuQI0julfzFb3vJT7gtuuEALfodZP4QgAAE+oaAIy8dXek9P/3eGRyaWygfm5fDx++t45LGDZReELWF4+O+jeZf1vh2hMbj3K+ybQHJS+RvkfaQlpW2k/4jXSxtI31f8vJ/H/+6tKSEQQACEIAABCAAAQh0NwEcoN19/wt39V6+5yfeVnN6xl+a0vmHdLwdoUU2HKBFvnvMHQIQgEB7ELhQ03hYulYamppSOQeou+0thfdWR4WGfDPT4ADdPTqfnZu24Mz1+f/QU9Ov39lK/QOo60YndSQQgAAEIAABCEAAAt1LAAdoDvc+3tMqh+EYogyBhVT/b2mNqN1fbBzlMV6aKE2XZki+J176PkTywxdGSHNLNi+Vv1Q6RPJDHzAIQAACEIBANxL4YgEvekA05/5JfmBUF9o/pzp/FrhMuj5qJwsBCEAAAhCAAAQgAAEI1EkAB2id4Go4bLD6XiEF5+ddyp8sXSfZ8VnN/IXI+4M6cmQvyWXvHTZWulLCIAABCEAAAhBoXwLLa2oL1zG9r+mYRaRbpKclR426zkvsPeZfJf9YWsreVuV+krfbwSAAAQhAAAIQgAAEIAABCDSdgJ2Wjva0vPfYR6R6zXuFhSV7DyrfyFj1zqHR41gC3yhBjocABCAAgXIENlTDf6Xwvut0nBSs2hJ4r8SIj80rf4nGPTMa29vh2K6RwjnG9NT06/dqUreo0iOS/PtJuolS26bSLCkcWy61k9R7p2IQgAAEIAABCEAAAsUl4M+J/rzH9kgN3EMiQBuAl/HQDZJ+dlg6itNfWOo1R3weKvkhCo4o9QMUHBWCQQACEIAABCDQ+1ChdVMgvK3MgUndeqm2dPHrqjhNWjDd0GDZy9rrsf6pg+ZKyo8oPV1aSvL12aHqD8X+fPAx6ZeS9x7fRfJKlB2kcjZIDQdLC5ToYIfwb6RXSrRRBQEIQAACEIAABCAAgcIQwAHa/FvlaBSb9/Ka2ZNr7OVCHe4vOLaVJBygPSh4gQAEIAABCPRsEWOnn5eIB7MjMLxvhrpy6eNqeF6yA9Tvr1667rwdgWE/bkdjxo5JOx6DY9J5/9AZt/u9f7LkZen+4TIP21WDHFBioFtV91vpH9JJkqNIz5fC5733orzn6mvZQvq5VM52VsMzSeM7Sn8gjU3KJBCAAAQgAAEIQAACECgEgfCBuBCTLegkhyXz9heqPGySBvGXKe8F6qgNDAIQgAAEIACBXgKvKVlFOlyy8y82f+b5uhQ/eChuD3nvsWn7qrS0ZGfiTdJWkm2itERPrvdlvJIRUnCSxs5P97BT1atBvArkDCnYfMoEx2moy5qGByal+4fPddPV4G13rpPuk7wU3g7cq6RtJTs/X5C+K/navi0tL70p2cm5iDRS2klyRKkV7BplcIAGGqQQgAAEIAABCEAAAoUgED4oF2KyBZ3k05r32tL60lk5XIO/RIUvPv5Sg0EAAhCAAAQg8CEB/0h47IfF2XKOivypZAffypIdl46CTDstVVXWYuenO3kMW4gQ7S19+LqGsnYsxja/Cq5zRGazbFUN7M8L60nzJidZTWm41pHKXyTdJtk5+6RkB+l+kiM+7ejcQppHCraZMpV+fF1e7f5s+YSEQQACEIAABCAAAQhAoG0I4ABt/q24R6ewA3QX6VzJkRb1mpfh+cubzcvpnu3J8QIBCEAAAhCAQBYCduztlnRcQakjG/1Z6C/SLMnvrWEvzHIOzQ/UJ47cDGWnwdLt6frQNzgj3b5O6NTi1JGydgj7wYrOe9m/84tJ10vBllXmiqRwh9I7Q0OSbqr0xiT/E6XeS3VSUiaBAAQgAAEIQAACEIBAnxLAAdp8/MfpFLtLjqC4RDpcOld6V6rF7ET9neTUdmZvwisEIAABCEAAAnUQeErHWLYQIen3WUdO2n4vvd6T633wYJKdzfnpuuDsDGnoF9JS9aXqfN7pUnC8OooyRIiG/vuo7kWpLyww8rkHl5jAs6pzFOmK0tHS1pIdy2nz558LpDfSDZQhAAEIQAACEIAABCDQLAI4QJtF9sNxvQT+h9IJkqNK7Lh0/ibpfslfGF6R/KXH+275nthZOkQaLq0gbSKtLgW7RpmjQoEUAhCAAAQgAIFcCIzRKEtJ20t+/w22ZMgodZTo0Kg8Q/ngtIyqa87ayRkvN18oGiE4QL+iOjsWX47a+iLrpfW3SMtK/5A2k/aQviB5pcpW0nqJlMxhjjL92Ry1H1asoqzH8nX7M9LZ0gcSBgEIQAACEIAABCAAgboI4ACtC1vNB52oI7wMzA8/GCTNL302kZKa7F/q7eV7s2o6is4QgAAEIAABCFQjYKee9SkpLIX3McdI6ztTwiaqbpjkiEa/N/sHzP5SsNhxFxyZoa2e1M5Dqy9tcZ18o2QCOyq1I9Q/1k6RtpQcufonaapkFt5n1eal9XYYOzLUzl7/8GuzA9n1wY5Vxg7QYHamvhoKqfR2lS9P1VGEAAQgAAEIQAACEIAABPqQgPfWcsTDBMlfiLLKXxAuluw0LbrdowvwdV9U9Ath/hCAAAQg0DUEltaVevWF37/eStLwHv5sUnZkpu1xKbQ59WoPm1duhPq3lX9U8vt7qLMD0A5DO1FDnR2Jzoe6d5X3+b1qJPSJ0/GqP14aKu2b9PH2O6HPM1E+1D2hOjt8Xb5T+niS9/t1bKupEI7ZI8qHMQ9Q3TlR/Q7Kj5SmSadJw6U3pTMlO4vtFF1H+oHk6/qkFMyrXux0fkoK5yyXlnOMhrFIIQABCEAAAhCAQNEJjNEF+LPQ6KJfSF/OnwjQ1tJ3lMgRiUYqHSV5ryxHizjSZH5ppuQvC/4S9LTkL0gPSK7DIAABCEAAAhBoPYEXdcpdpF9LjuLcSRoo1WIvRZ0dFell3rF5vPSYIZLU57QNSNRTKPFiJ+Ph0mMl2vqialmddLBkh+ZIaT5pLcmfe2wrSXas+rpWlu6WbA9LX5KWk/xZ6I+SncG2uXuTnohR529OyiQQgAAEIAABCEAAAhAoSwAHaFk0TW8YpzNYGAQgAAEIQAAC7U/gdU0x/Or+W+V/Ka0vhYcDeXl3VnPE43nSF6RFJNskyY7WVSV/PnNEqFM7Qf2Lv52gjgStdB5HVfqH1OCoVbZnz1CnNq9EKYqtqYn6mh196+jSEdKWUohoPVL5o6X9pOultHnLoW9LdroGsxP1fOn5UEEKAQhAAAIQgAAEINAdBHCAdsd95iohAAEIQAACEMiPwK0a6jbJDtDFkmG9wsORi1nMDs19pWWlzyQHXKXUTlA7/mwh0tF5OwJtlZyfbrez1IofphSPEzsD3b8INkCTtON2IckRo2Zhefm805WlUvZZVZ5YosG8L5TsDHX6qoRBAAIQgAAEIAABCHQ4ARygHX6DuTwIQAACEIAABJpC4DyNupE0VLJjbkPpbsnRnfXa2TpwH8nRi94Kx9Gl/qwWIkAd4WmzIzQ4RXsqkhf3s8Vt4VjXx3mXbStK/+nJ9eu3rlJfg80ORkeTjpMOksLYyvZs2eO0ne1yTe5Qaf5kkqsr/aK0aSJXf1ay4zrs0+o6DAIQgAAEIAABCECgAwlUiyTowEvmkiAAAQhAAAIQgEDDBB7RCI4A9V6eP5S8PN3RoMOkes0RpNOSg1dQ+tMkH5yPW6hsp17s4Ey69CSuT7fF5TgfjouPSeftfPU8rpCuDAco9RL7YN531Lax9LGeXO+LHah9YXbi+uFSkyXvL/oJydxelhxhe5Z0tWTbTvqvNJ8LGAQgAAEIQAACEIBA5xLwB1sMAhCAAAQgAAEIQKA+AnZ8HifdKI2RlpdKRVqqOhc7VaMsKP2oxGiXq26EZMdfcGbGc4nz4fBSdaEtSxo+S34p1fkYlX+aqmtF0Q7PsOzfjk87pb0lgB+8tLC0QZL+XWl/6QkpOJ2VncMcjTt9jloqIAABCEAAAhCAAAQKRYAI0ELdLiYLAQhAAAIQgECbErhD89pWcpShnY92LNre7k1yffXy+FJ2jSq9h6gde99KOlyWpE7GRfmQfSaq976YwRkYHqjkuqBwTLg2l8OyfDsJZ4QOSh1xOTYqt0t2DU1kKelCaSfJS+CD7aiMH6hkh7adzI4UfUtyNKkdqxgEIAABCEAAAhCAQEEJhF/tCzp9pg0BCEAAAhCAAATahsCTmomjL8+SHpbsRDtFssVOQ+f3kOyIC7a8Mt+QBoaKFqV2YH5FulN6QJoiOXLScwzOTWV7nLrhc6OjXu1ktYUf00PUZW9t796o5ySFjZWeneQHhw5tmB6qOW0kfVp6TNpK8rUuJO0i3SNhEIAABCAAAQhAAAIFJBA+yBZw6kwZAhCAAAQgAAEItB2BVzSjz5eY1XWqu11aSbJz7TwptvVVsGx2Po7oybX2xQ9dCpGO/oxY7nNicH56do52tQVHaG9pdkeux/F12/wwomB2kN4UCm2QxtcQrj1cnx3Wf5bsJMYgAAEIQAACEIAABApGIHy4K9i0mS4EIAABCEAAAhAoFIHnNNsNkxkvo/R70sCkHJJNlbGj0E63EyUvx26lvamT7SP9TvIS9lskm+cdR6v2VNb5EhyKPtzRoN42wDYmUU8heglOSUdfpnlF3ZqWDfP1XqJnSr+OzuSHLV0mzYzqyEIAAhCAAASaScDvhf4cEd6fKp3LP6g+J2V5n/KY6dUc5caeqAavGKlmQ9Vh4WqdknZvpfNChr7Nuv4Mp6ZL0QngAC36HWT+EIAABCAAAQgUjcB4TXj/EpP2F4WvSqdKdob6S0ts3ouz2RaWeb+kE+2cnMxfNvaRgvPvJuU9vzwsfIELaXrMUL9EquGLSflApQdIfpp7iKBNmnJL/MVxgDQqUTzwvirYYVzO7OTN+uXP55lQbqCo3k5hO6SDc/hV5e2MxSAAAQhAoLgEvqupe9/wM6tcwmVq36pKn7j5QhW853Ul+7oaf1+pQ6rNe5HbYfpGqj4u+n37GWlQXFkl7+1m/JDCStaM6690Pto6iAAO0A66mVwKBCAAAQhAAAKFJuCH7fxK2kzyMvqbpaWlRyV/ybCTry/sXZ30hujE5yofHKDjlfeXoF9Kq0nbSzZ/gbPT8GvS05K3ALAT1V/u5pUateD8s4PUWk+alRp0eFReNMrXmrXj2fu62kEdm6NVroorUnl/6XtWquXc+6n/b1LjpIveT3WvqPJJ5VeKymQhAAEIQKBYBPx+eZKUxQH6H/VbNuPlfaB+WT47jFW/R6SBGce1Y9PvgZXsTTV6rsMqdYra/EOex61mzbj+auekvUMI4ADtkBvJZUAAAhCAAAQg0DEE9taV2Ml4uXROiatKO/pCl88oM0TyF6j3Q2WT03CeF3SeRaJzXan8NMkOUDtJ/yTZAfqgNErK2+wETVtc5y+XjZijTIP5i+di0p2hokxqx/F90sfKtKerHQGa5cufv6Q+J/n6lpFWlC6W0uYvkz+Q7ITFIAABCECgfQmEH/X6Z5jij9THytNu1mDxHt15jP2WBtk8j4FSYzTj+lOnoNipBHCAduqd5bogAAEIQAACECgqgdc18UsrTN5fVErZDqq0bHZItrvZObqN9CXpYOkmyU49Lxv/mbSJZAervxDuKW0s+RjbrdJG0vWS+/kzrSNYbpTsaLW9JDlqc54kHztoVVW3XaQj15SWkCZJs6S0+cus5751uqFC2ceEsZy3uRzqQ91JqrNsPr+vcUcXSti1qnPEaDlbRQ0LlmtM1U9R+bFUXamincPLl2ooUWdG90t2FmMQgAAEIAABCECgaQRwgDYNLQNDAAIQgAAEIACBphC4V6PuLq1cYvSPq25bKSw5i/fFDHt1faB2O57C50BHjdq8ZHuFnlxv3pGLjyflZiSODgmOr9eUtyMs2OSQSVIvtdslqtswyX86qltJeUdDBlsyZJSuEeWd/Wsi59+TZkh2lAazU7GcLaAGOyO95N97kXnbgiOlYI5OOUz6pJSV3+nq+xXJYx4u2dFrR/Cz0uLSddI2ku+btxv4sWQbJa3ak5vz5R1VXTtn9f9qNlDutv+VsmU2Vrdbq3T1v09v3ZDVTlPHg7J2ph8EIAABCEAAAhCoh0D44FvPsRwDAQhAAAIQgAAEINA3BMaUOa0/220nnSctJDlC8LPSwtLd0rqSbSdpT2ms9A/JZifh33py/fo5MvAx6QzpdqkWh5a6524bacT5olEdKWoLaW9p9nLcFufTxw1QhRVb7NCM6+P8SBU8JzudY1tHBTsv7aDO6gD1GL5fIyXnw7Uuo7zvqe/NQMkWn+9JlS2fcznpQimrPa2OV0m1RIA+lWHwv6iP71cWs0P32iwd6QMBCEAAAhCAAAQaIYADtBF6HAsBCEAAAhCAAATai8B7ms6lkh2e/pw3U4rNe3PanHp/yInS+dKakiNDbXYW+vilpP0SKemxd/Vqx1mr7Rc6oSM0v5Gc2I5bR3zaSfuqtKmUpznKM9jcyjgSM1hwBn83qVhBqSNt7wgd+iD9g865tjRCGp/x/K+on53ledv38h6Q8SAAAQhAAAIQgECjBLx8B4MABCAAAQhAAAIQ6CwCdmamnZ/pK7QDzHtMjpbsAF0rkfN26Nmp5mi+oD8r/znpNanV5ut5IjrpA0n+GqWbSV+WTpGuk4JNVcYO4UbNn5dHRgrRoo7KtK0ond2T67uXQcmpQ9roTLbXALdJdu6Ws9+pwQq2mzI3SUtKF0k/kSqZtyE4oUKHC9TmZfxZNF39fixVs13VYZqUZUz3uUfqL2EQgAAEIAABCBScgCMDMAhAAAIQgAAEIAABCMQExqvgfShL2cioMjhZZ6hus6i+1dm/6YTWN6UtkpNPUTpQ8udd57Mu9VbXms37cHpp+r01H9meB3xe09pA2kR6qswUv5HU75OkOyt1/62l/5O8B+rRUinzcv9dpMmS90stZUNU6ejbrDY4Q0dHEc8rOco5i3kOdoB7qX4pW0KVKyUNdrb/V8rD6Z4MSQIBCEAAAhCAQF4EcIDmRZJxIAABCEAAAhCAQHcQGKfL3EOy08/L7b2v6EXSaVKwzyoT9qO0sylETWZ1PIVx8krt0I0doHbchjnldQ4zWC2vwfp4nHCfQpplOum+6XI8RqW20M9RqFkdoI4QfjccWCE9V21jpKxRnR7TY5ezO9WwTNR4jPI/jspkIQABCEAAAhBoEwI4QNvkRjANCEAAAhCAAAQgUCAC50dzvT3JH6z0t0neUYEhMnAz5S3betIsyVF1kxIpmWNZvdubaW9qcEchpi045uz0Cnn3STvB3Bb6hDYi/0wqX3NkcTlzdKb/LXlJey3m+5TXvfqjxtpU8rL/FSVHH0+UYvO/j5ulh+NK8hCAAAQgAAEItJZAsz9ctvZqOBsEIAABCEAAAhCAQF8ROFMnXl56QbLjynIEXZz3vornSo4QvVb6gTRKuloKtqsyOySF8FnVy5vjaMDwI37spAzHZ0m/pU4eO9Yd0YFfj/LOviiNlNx/nGTbuzfp9y+lrl9BeiupI2kugf00/BRpsrRKc09VcXQv8bcD9JdJr42Unp7SGSrbUYpBAAIQgAAEINCHBMKHxz6cAqeGAAQgAAEIQAACEOgQAs/oOobXcC1vq6+XEcfmhxfZseUl62Gp8ti4g/LeY9K2p/RDKQ/HYziXhuuJ6HMabJgydmKdLA1KKtdO0vmUejuAYPMnGR+ztGTnKZYvgZU1nJ3f3sZgpPSY1FfmSGJv9+AIUDvqS9kVpSqTOu9L+j3J/96zmB2/J0jTs3SmDwQgUAgC/qHwfumNQsyWSUKgoARwgBb0xjFtCEAAAhCAAAQg0KEE7CxaRDpKOkyyo8vLiG2OtLSFZfR2uJZ7QE1Px4wvdn76IUbBjg2ZKN1MeSvYQUlmY6WPhMoodSSg90VdV7o3qifbOQS+rUvxfXbE8uF1Xpb//RxT47H+0SCOmq7xcLpDAAJtSGCdNpwTU4JARxHAAdpRt5OLgQAEIAABCEAAAh1D4Ke6EqsVZieqI+sWTU4WPyTJzlfLjthgwSkb0lAf0lDv9O5QmSG9LdUnRKWOjOq9fYAdwKXMjlhfyyTpPMnRsVjzCDjq0/fYab12vQ70dgq1RIB6+4hy9iU1nCddI70rVTL/u/6TdHmlTmpzhLP/LQ2o0O8ytXksDAIQgAAEINCWBHCAtuVtYVIQgAAEIAABCEAAAnUQmJYcY8fOYpIdNs57yXQ1e1IdggM0dvTYwWWlLdSFtFx7ur5SOT1WKIfUx8b59Fh2mFpLSjtL3k4gtsdVeEn6b1xJvk8J2GF9bo4zWEFjzSt9PuOY3sKhmgPUW07sVmW8T6odB2gVSDRDAAIQgEDfEcAB2nfsOTMEIAABCEAAAhCAQL4E/qbhvO+m5eXJIYJybuVjczTbROmGuDLKH6L8SUnZD25aXbJT1I5FO3mWko6Xvi9537YTpWDfUeYTkvcLfUhaSLK9Kc0veQw7qLxfpJf026G5jWTn603SqkleyRyRp67Lasur43FlOm+mep8L6zwCp+iSvCfqwAyX5kjiWzP0879lRxeXGtP/bk+XFpF2kv4pVTLveXqotEClTlHb68r7/+KMqK5U1g7/dUs1lKiz0/k8yT8IVDL/X9xdCn9HKvV1m7cmqHb91cagHQIQgAAEIACBDiFwj67DkRgXdcj1cBkQgAAEIAABCLQngaGa1vBEdmL480csO3R2kYLdokxoj/u/HTok6TNJvz2T9MqkPiQXJ/U7hooM6e3JMesrvTnJey521Dh9K6p7RfmrEzlq1Y7cmZL7TU7Kros1JWn3kuhp0nhpXBm5r/t5PDt//bAdj295PkFut1wObaHsdFbS5vb3kj5hnDC++5jnBVX0Y7XH5r1Vw/m3jRtanLez0fM4uMXnbafTLZ4wMAc7K6uZnf3h3mVNt6w2qNr9A0PW8dzvrAxjnlPjmFmuP8Np6QIBCEBgDgJjVOO/XaPnaKEiMwEiQDOjoiMEIAABCEAAAhCAQIEI2Blo2c6XHpUcgbmR9BPJ0V1nSI4atZ0g2UH3H+lSyU7HwVJfmh2EH5Hs9Fw2mcidSj+X5EPiSLaVJTtQnwiVUbqG8g9KjmK1sl7X3OpbzTw/K1jIO7LVqmRu93VZlcwO1JOlqZU60dYnBPxv8/PSitLdGWZwrfp8Q1owQ193sVPxhgx9d1Sfj2fo5y52yv8jQ99j1OdhKWsEaKXr9/+7tWoYyz8MTJQwCEAAAhDIiQAO0JxAMgwEIAABCEAAAhCAQFsTCM4JR3o+Lw2RvDIlmJ2eVrC/K7NXKBQ89VL8zaWPSXaUziWVsyXVMEoaLvm4SVJwVtmBHJxBI5W3PSs5+m4Zyf3sEHNUoJ2WL0g2O5btUA7m89sZZHM0qCNgK0XkPa12nJ+CkNE+o357SAdKkzMeU2s3/1s4XbpX2kD6vuR/C9XM/y7OrtapjvbrdYyVp43XYKfkNOAJGuegGsZ6UX2H1dCfrhCAAAQgUIUADtAqgGiGAAQgAAEIQAACEOgoAnbAnJfhih5I+jgKcj3JkZdFNkfRWVnMDqqvSb+SvAy4lH2QVC6XpHYe7yDZEXau9LK0rFTKhqrSjlWP4X0lN5N2klyHNU5gHw1hnt6P8uLGhys5gv9P7C5tLPk+3yGdKmGlCdg5u64UfkAo3evD2ts+zJKDAAQgAIE8COAAzYMiY0AAAhCAAAQgAAEIdBqBB3VB3v9zXsmOvaI7QHUJbWdvJDNy5OiTkp3Ng5K6rMkVGTra0TpNsvO7HhurgzaVHK1aBPtIMsmszrZ6rimcI0QTh7IjiCdI3mbB588Subuw+jmK2Hz9/dQPDouXf8+vss8zj/SqlMU8n0UlRyTbFpH8783RyM0yO/M911KOfP9AYOVhe2qQPaTAvtqYF6rDr6t0cnS4HdhmnMUcobq3NKNCZ9//30nLV+gTN/n++wcURxVXsj3V2M3XX4kNbRCAQAUCOEArwKEJAhCAAAQgAAEIQKBrCdygKz9N8hfyr0q/kV6SsPwIzNJQD0ifluz0qseyOIHcZ0g9gyfHjFK6hDS+gTG64dBv6SL9/2Rn6UeSHZtLS77P5cwO02ekK6UvSr+XdpO8R+9Tku0RyffPTlVvnfCoVM2OV4dDpPUlO0HHSnYEfkVqljnidgtpWSmro7aeuTi6d7MaDhygvtUcoI7o3bqGMd9XX/9tfL7CMXYG+176h42s5n8H1Ryg3X79WVnSDwIQSBHAAZoCQhECEIAABCAAAQhAAAIJgTFK/SV/Gel06TtS+PzcX3mscQJbaghHgAZbQJm4HOrj9DAVdk0q9ld6e9yYyttR87r0Vqq+UtF7NR4oOYpwviQdp7ScnayGk6R3pJllOjn61P9+/G+qU82OP9vIRHZYOqK3Ens7lh11GB9rh90wyQ5Q/z8bLn0gzZXkszhAR6qv798IyWM4OnOk1EwbqcEdMe49cJvpALUTd23JPKqZuT1crZPa/yg9Jvl+ZTFH+T5fpeMUtduR7fuXxRwBemeGjt1+/RkQ0QUCEChFIHyAK9VGHQQgAAEIQAACEIAABLqZgB0CZ0n7Sv+XSEmP7RcypA0RcHTg5GiEOB9Vz5Z9LSo5evC+qJxHdogGSTthKzmb3GbZ+VXJHBGJQaBRAt5W4OZGBylx/H9L1DVa5f+fVp7W7defJ0vGgkBXEcAB2lW3m4uFAAQgAAEIQAACEKiBgKOnjpW8PDReoh2iqtZRvaMLYwvljVR5tFTJcRaOWy7JOGIqHO8qRxQ6AtFf+IN5LveGglIelhLByCnrSE3fO0cQ2uwQLWXu83XpCml7aZL0glTKZqmyUiRkqWOogwAEIAABCEAgJwI4QHMCyTAQgAAEIAABCEAAAh1JwA4tOzpL2e9U+Uiqwc6zP0hemv3xVFul4kNqdMSpHWorSytKd0iLSWMlLyXdQPqp5LpgntuzSWFZpXa4erm1lw9j9RN4Mzr0jSgfZ6clhbA3rCM8K0V57qF273GJQSAQsJPd+5R66bf/3wYL9Y7KLLetQuhLCgEIQAACGQjgAM0AiS4QgAAEIAABCEAAAhAoQeDWEnWO4rxFuks6TsoSAapuPU9BdzoxURj7cVfKXpaul/4hhaXW9yjv8e34tF3Vm/S8HqLXk6My2eYR8J6UdloPLnOKtVVvp/jHJN+/Ztsnm30Cxs+NgH/w8DYb6f+vX1XdedIPJf8dwSAAAQhAoEECOEAbBMjhEIAABCAAAQhAAAIQKEHAy9fvL1HfaNUT0QDnKO+l9mlzxNhD6cqobEfdN6RyDzxZLem7lVJHm06QzpNi8zm8FUCwd5OMj7HZSfuDntycL34gja2TItscpVvOZiQNjg7dqVwn6ruSgP9N2BbpTf73Wq7+fx3IQAACEIBAbQRwgNbGi94QgAAEIAABCEAAAhBoFwJ2YtZju+igUzIcuLP6WLa7pHi5v8eI7RcqfFHaNakcqvTnSb5c8u9yDR1W7wjRjSU/8bwR8zYI5bZjCOPaeb1iUjD/w0JDmfR91XtP2beT9rmVOoLU+54GJ1zSNFvifrZhvUm/7yn1WDZv/+Anu9tukLz/6XOSt2VwJOzTEgYBCEAAAhBoKQEcoC3FzckgAAEIQAACEIAABCDQ5wQu1AyWksJS+moTcgSonXix/b+4oLwdpHtKK0tZzNGfZ2Xp2CF9bs3hOrzlQS37yq6U8ZwbZOxXqlv4Prl41LhMlF83ya+XpPMrPTBqJwsBCEAAAhBoCYHwhtWSk3ESCEAAAhCAAAQgAAEIQKDPCfihPsc2YRZ/bMKYDPkhgX2U3eLDYsmctzXYV1pScmSn946tZH7wjh2r3rLBNlByBOgCkp2a3mO2lNl5bkenHdkDJG+B8IK0nPSY5ChUf9e8WnJkqB/UZV0gYRCAAAQgAIGWE8AB2nLknBACEIAABCAAAQhAAAIQKENgTdXvLvUv0+7qT0Rtayh/VVQulR2sSi8Ft1Mvi01Wp19KM7J0bmEfOyqtamaGX5C8BP7Cap0ztP9QfY6S/GRyOztjC98n7TgND+Pyw56CbRUySXpCqhyKflDUrFBQen2Uj7PV7nXc1/m/RRWjlI/PETXNlvXetnYMB/M1lnMEhz5x+kBciPJ2BIfzT1X+01Eb2V7GZp82sy9Vn+6XZznPc+Y5Vp7XyFgQ6DoC4Q2r6y6cC4YABCAAAQhAAAIQgAAE2o7AoZrRV2uYlfvbWVnJ7Gj6UaUOJdpuUd2NJeq7scpRpWFPz/T127kTLORD6vo4H/qVStP9ypXT9aXGiuvi/nE+7pPOu58duvVaufPE370dQRuX6z1Xpxz3TV3IydLm0n+ii5pfeUcU3yTtFtU3M3u8Bvd81pKea/BE3rLCf0uOkE5tcCwOhwAEGiTAH90GAXI4BCAAAQhAAAIQgAAEIJAbgSM10t2Sow2zmPcerWb/UoevSUOqdUzaHQF6c4W+ftiT9zpdJemznlI/BOh86eWkrpMSR3/+RAqOPUeBbiFdIo2TRkq+b4tJB0pHS4dLjrwdKb0t2eLoUUdCOiLSkZ/XSA9LW0v/kLwn6U7SHZL/HTwvOQLQ599FskPJeR/v+vg7rZfku/5s6f+kPaWXJJ/jv5LPkTb3D5GZbvMYaYvnnm4LZTvuVpf87yF+YNiuKv9e+rO0t2RzhKnPua0LWE9Utx3t5meOwbyVw9LSJ0NFC1Kfy9HiK0jPNXi+VXW8nd1x1HqDQ3I4BCBQL4H4zaLeMTgOAhCAAAQgAAEIQAACEIBAHgTGa5DT8hgoGsPOpj9E5Uayjkj7Z2qAL6ts2VnznVRbpxRjp+C7uqh3Uhc2XeWwZUDc9prq30r1jYtut3l8Oyo9tm2S5HJ/FyJ7Q/kJUblc1vfcZufrtJ5cr2N0SpKvNQnzqnRcWKZtFvE1By52eGYZp9I5aIMABCAAgToJ4ACtExyHQQACEIAABCAAAQhAAAJdR+BNXfHu0seiK/cy122kZaWNkno72h5O8iTdSWAJXbYduAsllz9UqSMBF5Yc2WpbsTfpeXiU/w0FWznJjFQa6u1AtWPYTmA7WYO5/mUpOGBDPSkEIAABCEQEcIBGMMhCAAIQgAAEIAABCEAAAhCoQmBMqn1fle2k2jFRaN5AmTtCgbSrCByjqz06dcXbq2yVsl1UaaXtC6qwqtkZ6rB/tU60QwACEOhmAjhAu/nuc+0QgAAEIAABCEAAAhCAQKMErtYA/5LmiwZ6Xfkno3I66wjArA/a8XLusKQ7PU66PLcqvD8m1rcEntLpvZ2DI0CtEPXpe5O+Py6Xit6sVO+IT+9danME6BM9OV4gAAEIQKAsgRB6X7YDDRCAAAQgAAEIQAACEIAABCBQlsA4tfhhNhtH+pzyYX9LZWezxVV6VfIy5izyPpZbSNXsInXw/puORMX6loCjhEdIw6QlJTu7HXxkZ6i/gwcdobzteCnUOT3UlbJTpLjejlXbJpLHtpaRfi1hEIAABCBQgQARoBXg0AQBCEAAAhCAAAQgAAEIQCBnAo7cmyrFEaOVTmEHaHiQTqV+HvM9KXzHc75ZFkcf+hyh3KzzMS4EIAABCECgIQLhzbGhQTgYAhCAAAQgAAEIQAACEIAABDIRcGTocpl61tZpT3V/Rfqe5MjSk6QTpdjsFHX7ZXFlifw+qjtEcvRhKfPybD/oabDkh/L4erI4adUNgwAEIAABCLSeAA7Q1jPnjBCAAAQgAAEIQAACEIAABJpB4Jlk0EFKly9zgtVUX80Buo76rFTm+FLVn1Dl7aUaqIMABCAAAQi0AwEcoO1wF5gDBCAAAQhAAAIQgAAEIACBxgmcpSGukrznZClzBOi4Ug2puv1VPkEqFwEad/d3yhelvZPKl5RaQyXvSbqwtJRUytw2U/Ly/TWkaZIf6uOH/Ni8tN55bxfgaNMJkm2AtLKUfqCQ22whGtUPhVpQ8jieYzVzJKvPk8Umq1M8pvOekyN8Y/M1Li49Lvna8rBrNIi5tbuZ/QJlJul/N+n79zvVWWlbURWBnR8Y5Xwox339781R0KVsEVVmubfBR+L/R6UeTuWxPW/v52rzv61y/cL/n13VZ2d3rmL3qX1UlT40QwACEIBAQQjco3n6DcKbtGMQgAAEIAABCEAAAhCAQGcQsFNopeRSFlK6mDRAmiT5839W/UJ9Y7PjaklpZFT5B+Wzjud+D0mOiq1k26qxljHtTLbDM5ida8NCIUnj6z821ebiDySf8+cuRPZd5V3vbQxi+5cKtcyRvsXi5X9TGARKEfCD1fz/eXSpRuqyEQi/bmTrTS8IQAACEIAABCAAAQhAAAIQgMCcBPzlfGxS/XrUbKedozuzmKMar0t1TEdUuvkW6eNSiLBzXSW7Qo3eF7WSPaXGOyRHm2axV9XJCvaWMlZsvp67pK2lZeKGOvOf03Ej6jy2Lw6zv2EpKR3p6bnYST6vM7I9pc0kO7ZvloI5ctYOcUcBfz+pDFHBSXG2xP9W0vcgdBiojB3p1czn878t75XriMxy5rl5LqX+fYZjtlDG875W8rjlzHPzv1EcoOUIUQ+BHAjgAM0BIkNAAAIQgAAEIAABCEAAAhCAQEkCu5WsbazyXB1u5WlParAN8hwwGevPSu0AzcPe1SCeZ5HssQyT3Uh9NpPsgP6jFMwRxXYceouEuD6015o+kuGA4Ly/V33TzvgMh8/WZYmkZAeunaDlbO5yDdRDAAL5Ecj6i1l+Z2QkCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAItIoADtEWgOQ0EIAABCEAAAhCAAAQgAAEIQCAi8KjyfpjPw1Gds6Hee5diEIAABCCQAwGWwOcAkSEgAAEIQAACEIAABCAAAQhAAAIVCAxT22eTdu8debt0iTRI8tL22Lxvquv7S9tI8ff251TGMSoIGAQgAIFaCMR/SGs5jr4QgAAEIAABCEAAAhCAAAQgAAEIVCbgCE/bpxP1FPRyvrSHlHZ+hnbXe/9LP4wnNjtPl5LiBzDF7eQhAAEIQKAEARygJaBQBQEIQAACEIAABCAAAQhAAAIQyIHAvzXGX6Qh0Vh2il4QlctlL1bDypIjQW12og6WFpBwgAoCBoEGCfj/l/8vhYdfNTgch7czARyg7Xx3mBsEIAABCEAAAhCAAAQgAAEIFJmAnSu71XkBd+i4z0fHjlV+xahMFgIQqJ/A0jr0EekmaYv6h+HIohDgIUhFuVPMEwIQgAAEIAABCEAAAhCAAAQgAAEIQCAPAgtpEEdXL5bHYIzR/gRwgLb/PWKGEIAABCAAAQhAAAIQgAAEIACBTiUwJbmwkIbrnKqMtwtI14f2ZqRhKXQe5wxjhLQZ82VMCEAAAhBoUwL3aF4fSBe16fyYFgQgAAEIQAACEIAABCAAgXYk4CXw/i7Vacvgva/pltJcUtrWVcWwdGUTy4to7I1zGt/Xs7k0f5Xx5la77+s7VfrRnC+B1TWcuT+U77BNGW1MMtfRTRm9SwZlD9AuudFcJgQgAAEIQAACEIAABCAAAQh0DQEv7c264nNmRip26GX1Ifhp9Y7ezGIz1Mn7MJYa+/5kgAFK7ax6LylXS+q9/tc08C1lBq/n+q8vM1Zc7bliEIBAkwlk/YPY5GkwPAQgAAEIQAACEIAABCAAAQhAAAIVCATnX0jLdXWU2Ls16Cn1HVhusKR+CaV+oFPWcd9W302TYyslXhloB2yWcd3v5EqDJW1Fu/63knnbyYtBAAJNIlDqF5YmnYphIQABCEAAAhCAAAQgAAEIQAACEKiTwGE6zst2n61yvJ2JXk6d1aFmZ6WjKyuZozmnS1mjRX3+ao5an6+WMT3HLMvEi3j9vleOMMUgAAEIQKBDCLAHaIfcSC4DAhCAAAQgAAEIQAACEIAABBom4D1C7dzNumVAwydkgB4C7AHaZf8QWALfZTecy4UABCAAAQhAAAIQgAAEIAABCEAAAhCAQDcRYAl839/tpTSFodK8iRzS/4Y0VZokZQnxVzcMAhCAAAQgAAEIQAACEIAABCAAgQIT8FPoscYJ2L8yT5VhRiTtfghVFu5T1C/Ltg5VTktzXxHAAdp68g5v313aTXLItcvlzP+5HpLulC6XrpSq7c2iLhgEIAABCEAAAhCAAAQgAAEIQAACBSLgPUAnFmi+nTLVVTJyf0z9Vu2Ui+7G68AB2rq7vrhOdbT0VamS0zOeke/POom+qfRh6fvSFRIGAQhAAAIQgAAEIAABCEAAAhCAQLEJ+KFNNgc7eRUo1hgBb/W4gJTloVLum5X72MamxdF9TQAHaGvuwEI6zb+lNaLT+T/ZBGm85F95/PS7GZLviUO1h0jDpRHS3JLNEaOXSodIp0oYBCAAAQhAAAIQgAAEIAABCEAAAsUnYEfoosW/jMJcgf0rXnH7iBT7agpzAUy0NgI4QGvjVU/vwTrIEZvhP9Rdyp8sXSdlCW8foH6fkrxsfi/J5VMk//rgJfEYBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIE+I2CnpaM9rQskh1jXa9vpQP8q5LEelBoZS4f3id2js3r+F/XJ2TkpBCAAAQhAAAIQgAAEIAABCECgfQgM1FT8HdmrQrHWEXAEqLk7CrTdbYwm6LmObveJtvP8iuhAa2eepea2QVJph6WjOGeV6pSxzhGfhyZ9HVG6bMbj6AYBCEAAAhCAAAQgAAEIQAACEIBA+xFwkNOvJa/0xCAAgSYRwAHaJLDRsBsm+cuUzozq681eGB24UpQnCwEIQAACEIAABCAAAQhAAAIQgEDxCByoKf+weNNmxhAoDgEcoM2/V8OSUzyf06kmaZzgSB2U05gMAwEIQAACEIAABCAAAQhAAAIQgAAEIACBjiSAA7T5t/Xp5BTr53QqL6n3g5Bs9/UmvEIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAKlCOAALUUl3zo/9Me2i7RpT67+lwV16EnJ4ZOVPlv/UBwJAQhAAAIQgAAEIAABCEAAAhCAAAQgAIHOJ4ADtPn3+DidwkvW55EukfaV/JS3Wm1tHXCN5NR2Zm/CKwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFCOwEfLNVCfGwEvgfdmxidIC0h2XDp/k3S/5CjOV6Tp0juS74mdpUOk4dIK0ibS6lIwO0KPCgVSCEAAAhCAAAQgAAEIQAACEIAABCAAgcwEJqjnG9JjmY+gIwQgkInAXur1tvRBg7pKxw+VimreEsAMLirqBTBvCEAAAhCAAAQgAAEIQAACEIAABApPYF5dQRFWRo/RPO1HGV144n14AUW40X2IJ9dTn6vRRkg/l16uceQZ6u/l8ztI20re/xODAAQgAAEIQAACEIAABCAAAQhAAAIQqI+Ag9Rm1XcoRxWNAEvgW3vHJup0RyQaqXSUtKLk5e5eHj+/5P1Cp0lTJS+ff1R6QHIdBgEIQAACEIAABCAAAQhAAAIQgEBnEfiaLmebjJdkh915kleHVrK11Hi4NKBSp6jtEeV/HJVLZb1d34nS4qUaS9S9pbofSF5uXsn66vodVfl36Z+VJkcbBCAAgXoIsAS+HmocAwEIQAACEIAABCAAAQhAAAKdSuAxXZidcVl1YQYQx9Qwns/rlaeDqozrZ5NknWPo9+UqY7q5L6//hgzz6+suLIHP4Q4QAZoDRIaAAAQgAAEIQAACEIAABCAAAQhAAAJ1EthOx30i47GOAL0lQ99fqM99Ula/z1PqO73KuA+r3Q9priUC9OoqY7q5r67fTto7MsyPLhCAAARqJkAEaM3IOAACEIAABCAAAQhAAAIQgAAEIACBLiVABGgONz7rLwE5nIohciDgvTviX1peyGHMLEMsrE4bSnNl6Vylj/c6teUxVu9IvEIAAhCAAAQgAAEIQAACEIAABCAAAQhAoAwBHKBlwLRp9Zqa193R3FrlRPy9zvl/0XnzyC6dxyCMAQEIQAACEIAABCAAAQhAAAIQgAAEIACBSgRwgFaiQ1sgcF6S+UioaCD9uI4dLt3awBgcCgEIQAACEIAABCAAAQhAAAIQgAAEIACBTARwgGbC1PWdLhUBKw87RYMcLI3PYzDGgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAJQI4QCvRab+2BzSlJdpvWswIAhCAAAQgAAEIQAACEIAABCAAAQhAAALtSQAHaHvel3Kzek8Nr5RrpB4CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCYnUAeezrOPiIlCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJtQoAI0L6/EUtpCkOleRO9o/QNaao0SXIZgwAEIAABCEAAAhCAAAQgAAEIQAACEIAABOoggAO0DmgNHjK/jt9d2k1aXXK5nHnJ+0PSndLl0pXSBxIGAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIZCDAEvgMkHLqsrjGOUN6UTpdWl+q5PxUcz87qNeRvinZAfqgtL2EQQACEIAABCAAAQhAAAIQgAAEIAABCEAAAhkIEAGaAVIOXRbSGP+W1ojGciTnBGm8NFGaLs2QfE/mkYZIw6UR0tySzRGjl0qHSKdKGAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFCBAA7QCnByahqsca6QgvPzLuVPlq6T7PisZgPU4VOSl83vJbl8ijRW8pJ4DAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAnxGw09LRntYFUiPbDmyn499NxvJy+EbG0uF9YnbemsXBfXJ2TgoBCEAAAhCAAAQgAAEIQAACEIAABIpDYIymaj/K6OJMuf1mWkQHWvtRrDyjDZJmOywdxTmrcveKrY74PDTp4YjSZSv2phECEIAABCAAAQhAAAIQgAAEIAABI1MRjQAAJrRJREFUCEAAAl1OAAdo8/8BbJic4jKlM3M43YXRGCtFebIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAigAO0BSQJhSHJWM+n9PYkzROcKQOymlMhoEABCAAAQhAAAIQgAAEIAABCEAAAhCAQEcSwAHa/Nv6dHKK9XM6lZfU+0FItvt6E14hAAEIQAACEIAABCAAAQhAAAIQgAAEIACBUgRwgJaikm/dPclwuyjdtMGhF9TxJyVjTFb6bIPjcTgEIAABCEAAAhCAAAQgAAEIQAACEIAABDqaAA7Q5t/e43QKL1mfR7pE2lcaKNVqa+uAaySntjN7E14hAAEIQAACEIAABCAAAQhAAAIQgAAEIACBcgQ+Wq6B+twIeAn8D6UTpAUkOy6dv0m6X3IU5yvSdOkdyffEztIh0nBpBWkTaXUpmB2hR4UCKQQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFCaAA7Q0lzyrj1RA/rhRWdIfnDR/NJnEympyf6l3rtJs2o6is4QgAAEIAABCEAAAhCAAAQgAAEIQAACEOhCAiyBb91NP1enGiH9XHq5xtPOUH8vn99B2lby/p8YBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgUIUAEaBVAOXcPFHjHZFopNJR0oqSl7t7ebwjQ71f6DRpquTl8/+/vTsBku0qCwD8AiFAWGQJkACSIFAsxWJc2CqySCQoBBEpEIPwKFEEAoUBVKTEIKKlpQgpkMIVq7TQuKBVQNgFkX0HgSQoMSyGJcguSEjw/yd9zHn9ersz/7zXt+c7Vf/c7fS55349f5/p27fvfCTiAxG5TiFAgAABAgQIECBAgAABAgQIECBAYIDAEQPqqkqgQiDvfZr3NL004tsVDWqDAIEtgXw9zw+1MrfcImOLxA8CZQLtA2PjVhmphghsCVw5fuY30jK3vrO1xg8CBCoEMq8yv+RWhaY2CFwh0N5zfTVWXXTF6l2fu3HsIS+c+5mIv9z1vW3oDtof9Bt6eA5rDQWOm/QpB+QMhQCBWgG3Nqn11BqBXsC41WuYJ1AncFRdU1oiQKATkFsdhlkChQL5Dd6MQ1nyg8ILD+UON21fToBu2jO6/sfziujikyNeHJH3NVUIEKgRuHM0c2bEOyKeFaEQIFAjcNVo5mUR34x4cE2TWiFAYCLw+zG9bcQZEedO1pkQILBzgUdFEw+LeEnE2REKAQI1AneKZn47It9z7Y84lCVvi/ipQ7nDTduXE6Cb9oyO53jyj9xzxtNdPSWw9gLtyrS817DcWvunSwdHJHD0pK95awm5NaInTldHIfDMSS/fFtO3j6LHOklgHAInTbr5sZgau8bxnOnlOATyH1Rn+XqED+62KMbzw1clx/Nc6SkBAgQIECBAgAABAgQIECBAgAABAgMFnAAdCKY6AQIECBAgQIAAAQIECBAgQIAAAQLjEXACdDzPlZ4SIECAAAECBAgQIECAAAECBAgQIDBQwAnQgWCqEyBAgAABAgQIECBAgAABAgQIECAwHgEnQMfzXOkpAQIECBAgQIAAAQIECBAgQIAAAQIDBZwAHQimOgECBAgQIECAAAECBAgQIECAAAEC4xFwAnQ8z5WeEiBAgAABAgQIECBAgAABAgQIECAwUMAJ0IFgqhMgQIAAAQIECBAgQIAAAQIECBAgMB4BJ0DH81zpKQECBAgQIECAAAECBAgQIECAAAECAwWcAB0IpjoBAgQIECBAgAABAgQIECBAgAABAuMRcAJ0PM+VnhIgQIAAAQIECBAgQIAAAQIECBAgMFDACdCBYKoTIECAAAECBAgQIECAAAECBAgQIDAeASdAx/Nc6SkBAgQIECBAgAABAgQIECBAgAABAgMFnAAdCKY6AQIECBAgQIAAAQIECBAgQIAAAQLjEXACdDzPlZ4SIECAAAECBAgQIECAAAECBAgQIDBQwAnQgWCqEyBAgAABAgQIECBAgAABAgQIECAwHgEnQMfzXG1KT78yOZA23ZTjchwEDrdAy6kvH+6O2D+BDRP4VhzPNyNajm3Y4TkcAodVoOVVmx7Wztg5gQ0SaH8Pyq0NelIdyloItJxq07XolE4QILCeAteIbp0aceR6dk+vCIxa4JTo/Q1GfQQ6T2A9Bb4vunW79eyaXhEYtcBNovf3HvUR6DyB9RS4WnQr33MdtZ7d0ysCoxY4OXp/7KiPQOcJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgMBGChyxkUfloNZN4MrRof0RD4+4VcS1I94Z8ZaIV0a8O0IhsFcErhQH+oKInK5Szo5Kb5hTsSq3qtqZ002rCeyawN2j5TdHfDHimAF7uUXUfXrE90fk/Kci3hqR41Lm3NcjlpWqvKlqZ1l/bScwVOCceMD9Ip4YkePWolI5tuV+KnK0sp1Fx24bgUUC14+NZ0TkeJPvg46LuCDivIg3R7ww4lsRy0rVWCG3lknbPiaB+0dnfzoicysjcylz66MRL4p4f8SicmpszDZWKf8TlTKX55WqHK1qZ14/rSdAYBcFbhJtfyjiO3Piklj/iAiFwF4RuE0c6Lx8mLX+yXNgqnKrqp053bSawK4JXDdazj9yM28uHrCXp0bd/AN5Vr7lujwRmm0vKlV5U9XOor7aRmA7Ao+PB7UcOX2FBqrGttxVRY5WtrPC4atCYKbAk2JtfkDXcmnW9NzYfq+IRaVqrJBbi5RtG5PA90RnXxsxK6faum/H9udHXCNiXvnr2NDqL5t+aV4jsb4qR6vaWdBVmwgQ2C2BvNLzAxHtxeR9Mf8bEY+N+KuI/BQlt10W8YQIhcBeEHh4HGTLiVWms06AVuVWVTt74XlzjOslkL+7+U2ClkOrngB9dPeYb8T8SyJyTPrNiLxKoLX3wZi/UcSsUpU3Ve3M6qN1BHYikFfTXBrR8mGVE6AVY1v2uSJHK9vJthQC2xE4LR7Uciin+a23p0c8KuLZER+OaNvzPdHtImaVqrFCbs3StW6MAleLTuffaS1/Phvzz414TMSTIv4i4pKItj2X55X2QXqru2g67wRoVY5WtTPvWK0nQGCXBX4v2m8vIn8T80dN7e+kWM4XkqyTL1I3jlAIbLrA78QBtrw4JeaPXRJHzwCpyq2qdmZ00SoCuyZwt2j5IxEtj3J68Qp7u0HUaR+85dhzz6nHXCWWXxrR2s2vJc4qVXlT1c6sPlpHYDsCV48H/W5EXjXT8iCnp0csKxVjW1WOVrWz7JhtJzBP4Oax4SsRmT/5jYMHRUyXHHPOimi5lheK5LrpUjFWVOVEVTvTx2iZwBCBvCVLy5tXxfz1Zjz4TrHuM129h8yok1eGtg/7Xhvzy96T3XBGG7mqIkcr25nTTasJENhNgXwh+mpEvjhdGDF98jNWbZUHxM/2Anbm5av8JLDRAq+Oo8vf+Tzpn59gDi1VuVXVztD+q09guwL5h+rzItofq23syOnFKzT6nKjTHpNXfc4qeR/DdmVpjmHXmqpUlTdV7Ux1zyKBbQvcIx55fkTLkX56+gqt7nRsy11U5GhlOysctioEZgo8Pda2HMrf63kl7/XXxpysf5epilVjhdyagrU4WoEjo+dfi8h8+e+Ied/WiU37HhjR8vCcXDFV8gP1tj2vyt5OqcrRqna2cwweQ4BAgUC+uWwvKPlHwKKS977Juv8VcZVFFW0jsAECn41jyN/392/zWKpyq6qdbR6GhxEYJJBvCj8e0caVPAmab+gumqxb5QRoq/uVeMy8D+Vi076fmrSZ+5q+PUtV3lS1k/1VCOxE4Ih48Asj8nZELb8+GvNndcurnADd6dgWu/v/fN5Jjla2k20pBLYjkFeltXw6fkkDv9zVfdxU3aqxomL8y65VtTN1mBYJrCxw16jZcuvPlzwqP9RuJ0tzjJoumW+trVlXaU/Xn7VclaNV7czqo3WdQP5SKAR2QyA/UWnlNW1mzvR1k/XHxfTec+pYTWATBPI2D+3rE+/Z5gFV5VZVO9s8DA8jMEjgAVE7v1KYJT8sOzniGRH5Vd0s+QfsonJCbDx2UuFNMc2vJM4rr48Nrb3TpipV5U1VO1Pds0hgsEC+F3h8RJ4IzfKnEfnfqvMe7q20fGjL09OKse2EaLQiR6vamT5GywSGCORXb98ecV7EJ5Y8ME8qtnLTNjOZVowVJ0RbcmsK1uJoBfI+mfl19Q9HLHsvlR/sfS4iS96+4apbc1f8OPGK2aVtdVUPmK3I0Wywqp0DOmfhYAEnQA82saZGID+dyZIvPB/cmpv/o/8j+/bzq9lCYPQC39sdwbu7+WvG/C0i8qtQy0pVblW1s6y/thOoEvhCNJQnPW8b8c8DG22/7/mwZVdffz7qtDek02NSa2enY1tVOwMZVCcwVyA/rD4pIv+JRN4rd0ipHNtyvxU5utN2hhy/ugSmBfbHijyhcZuIZR8g5L0KW5l+z1QxVrQ2ch9yq0mbjlUgx6r7RuTfZ3kv0EXlu2LjCZMK58X0fyfzbdLGrjxJ+snJyvww8PiI60+Wl01afvm7cJnUmmx3AnRNnogN7MYtJ8f06ZhesuT4+k9G8w8FhcCmCrSBNo/v/Ig8mXNBRH7d798j8msaeS+oJ0a0q3Fi9oBSlVtV7RzQOQsEdkng7Gj3hIjfish8GVpu1T0gc25ZaePStaJiXt3WSlXeVLXT+mVKYLsC+aYt38CdEvGWbTZSMbZV5WhVO9uk8DACgwRyjDmte0T+DdiXirGiKieq2umPzzyB3RT4+Wi8vZ+azq286OQOk52/J6Z3j3hVRN7//T8jLo7IvwX/NiIvUplXKnI0265qZ14/rZ8IHEmCwC4I5D+qaFeyzbrfxvQu82qbVq7XZkwJbKBA/ybxH+L48mscfblaLPzgJB4c0/0RF0a0UpVbVe20fpkS2G2BD+1wB32ubWdcyq/dV+VNVTs7JPFwAlsCeXXaO3ZosdOxLXdfkaOV7eyQxMMJrCTwa1HrRpOar45p/wFd1Vght1Z6KlTaMIHj4njyQpMs+UHfH23NXfHj1jGb77uy5Lcf3rI1d+CP747FjB+N+KWIP4zoS1WOVrXT9838HAEnQOfAWL0jgbzcvJVvtJkF077O0Qvq2URg7AL9vWbyD9JzI94Q8baIvDfonSMeGpGfVt4r4uUReS+2b0VkqcqtqnYu75WfBNZfoOJ3vqKNlKpqZ/3V9XCvCOx0bEunqryoamevPHeO8/AJ7I9dP22y+/xmw89N5tuk6nd53dppx2dKYLcE8nf+nIj2u//8mJ8+wdmPW3kl9tcj3hTxxojPRORX7H8yIq/+zBOUL4z4YsRLI1pp7edyfz6jbZ+e9nX6cx5V7Uzvz/IMASdAZ6BYtWOBfBFp5ZttZsG0vx9H/2Kw4CE2ERidQOZF/xWK58byUyPy6pu+5AB7dsSxETn4/mrEmRFZqnKrqp3Le+UngfUXqPidr2gjparaWX91PdwLAvn7vNOxLZ2q8qKqnb3w3DnGwydwauz6j7vd/2LMf7Jbztmq3+V1a2fqMC0SKBW4erT2TxF3mrR6fkzblaCTVVuT/psLn4419434SF8h5p8V8byI9uHEWTH/uojPR2SRW5c7jOrnlUbVW50di8AlXUdXOcne11nlhGnXvFkCoxHIqzhPjnhMxKMinhIxffIzVu17c8Tjc2ZS8gToNSfzVblV1U7roymBdReo+J2vaCOdqtpZd3P92xsCFWNbSlXlRVU7e+PZc5SHQ2B/7PTvI9r7n2fH/J9FTJeq3+V1a2f6OC0TqBI4Jhp6fcQ9Jw3mPTzvF9FfeTnZtO/FMfOQiLwKO78CP33yM1Zt/UPAx8X0fbkQJdvPDytakVtNYkTT9sI7oi7r6ggEvtb1sd1bo1t10Gxf58sHbbWCwGYI5JXO+XX3VcrLolIOtidGXCXidhHvjKjKrap2oksKgVEIVPzOV7SRWFXtjAJeJzdeoGJsS6SqvKhqZ+OfOAd4WAR+PfZ6ZrfnvMKsX+42rV1OyK3+2TG/bgK3jA7l195zmuWCiPtMprk8XfKfz2YsK5dGhTMj8qrSLP2Vo1U5UdXO5T30c6GAK0AX8ti4TYGvdo/rb7zdrT5gtq+T98BRCBDYt+8DHcIdJvNVuVXVTtdFswTWWqAfW/oxZ16n+zrtsVV5U9XOvL5bT2CdBWaNbdnflmc53+dfLs8qfZ3+sf18X2dWG7mur9M/dl596wlsR+DIeFBe5Xnm5MF5UuUXuuXJ6gMmVWNF/3vd/74fsLNuoa/TP7af7+t0Dz1gtq/TP/aAShYIFAjcNdp4a0Q7+fmemL9bRJ4ErSjzxq2qHK1qp+JYN74NJ0A3/ik+LAeYl5nnf8zNkv85bVnp63xmWWXbCewRgfzaRivHTGaqcquqndY/UwLrLvAfXQf7MadbfcBsq/PtWPuFyZaqvKlq54AOWyAwEoFZY1t2vSJHK9sZCadujkAgTwS+MuLRk77mP1t5UER+BXdRqRor5NYiZdvGLvATcQD5DbsbTA4kcy2/Av/ZyXLF5FPRyHcmDV2/a7AqR6va6bpmdp6AE6DzZKzfqUC7j0YO+u0FaV6bt+o2vKubN0tgkwTy0//jIu4Y0Q+e847x+G5D3sC7larcqmqn9cuUwDoLtN/37GO7QmBef/O2Ey3/PhTz/b2pWzs7Hduq2pl3DNYTOFQC1WNb9rsiR3fazqHys5/NFsgPsP8l4kcmh3lRTPPkzMsny8smFWNFayP3JbeWids+JoHHRmf/LiL/8VGWF0U8MCI/ZFhW8u+4zIf2LbtF9fND8SMmFT42VbHll78Lp2DWddEJ0HV9Zsbfr3d0h3CPbn7W7A91K/vHdavNEhi9wHPiCPLK6PwaxekrHE3e97OVc9tMTPsc2UluVbXTdc0sgbUVyLzLexVmWZY3d446V92qeWC+5aqqvKlqZ9JNEwKHTaBqbKvK0ap2DhuoHW+MwHXiSF4T0f4b9b/F/F0i8uu5q5aKsaIqJ6raWfXY1SOwSGB/bMwTnnk+K6/OfEpE/hPZSyOWlWtFhfx2T57MzBzr/x9JLB5U5r0ny4oVOVrZzkGdt4IAgUMjkDcIzhejjH9csMubxbb8D6JZz9WfC6BsGr3AyXEELSfyHxy1TxJnHdi9u7p58vPKXaWq3Kpqp+uaWQKHXOCTscfMq8+vsOcci1oOnrigfn4tsdW7/1S9qrypameqexYJlAn8bLTU8uAJC1qtGttyFxU5WtnOgsO2icBSgZdGjZZD+Y8sr7f0EQdXqBor5NbBttaMV+D20fX8D+yZX3nC85ERQ8u/xgNafj5oyYPf2NU9bapuVY5WtTPVPYsECBxKgXfHzvKF5bKIR8zY8dVjXX4y2l58HjKjjlUENkUgP128OKL9vp8x58BuGOvz6xSt3o/PqFeVW1XtzOiiVQQOicCQE6APiB61vMo3o9eZ0cMfi3XtQ7n8+vusDyqq8qaqnRmHYRWBHQusegK0cmyrytGqdnaMqIE9K3CfOPI23uS3f47dgUTFWFGVE1Xt7IDDQwls3Vai5dczt+nxtHhca+PCmL/unHae2NV7b8z7u3AOlNUECOzbd9dAyJOf+eKSn848I+LmEXl/tZMi3hTRXnjeFvNuyRAIykYL5MmVPideEMuZEzmY5onPh0VcFNHy4hUxP6tU5VZVO7P6aB2BQyEw5ARo9ueciJZfeSX2D0fkCZybRDwpop38zDFr+urPWLVVqvKmqp3WL1MClQKrngDNfVaNbdlWRY5WtpNtKQSGCBwVlc+NaGPNeTGf9/xcJfJky3SpGivk1rSs5TEKPDI63XIr/1bL90qr5FbW6f8Hw5Gx3F8F+rFYPjXimhG5La/IfElE29c3Yv4eEbNKVY5WtTOrj9YRIHCIBB4a+/laRHvxyGl7g9nW5QvOMREKgb0g8CtxkPmfpdvvf05zUO2Xc/6siByA55Wq3KpqZ14/rSewmwJDT4DmVxBfHdHn2/SYlNuevKTTVXlT1c6S7tpMYLDAkBOg2XjV2FaVo1XtDIbzgD0vcEoI9GPMkPk/maNXMVZU5URVO3MO1WoCCwXyoqkhOdXXvelUy/nh9/lT7eWFKnnP+P5xn4jlH4hYVCpyNNuvamdRX20jQGCXBW4f7b8rYvqkT764/EFE/2lMLCoENl7gjnGEb4joB9ecvyQibzKfn26uUqpyq6qdVfqsDoFKgaEnQHPf+W2D/McteQP86Rz8YKzLq9lWKVV5U9XOKn1Wh8CqAkNPgGa7VWNbVY5WtbOqmXoEUuCMiOmxZdXleSdAs92KsaIqJ6rayeNSCAwR+HJUXjWfputNnwDN/eYV2/l1+C9FTNf/XKw7O+KGEauUihzN/VS1s0qf91yd/NqlQuBQCRwdO8rLyW8W8fGI/EpIvogpBPaqwLXjwG8dcYuICyPeH5FXgw4tVblV1c7Q/qtP4HAJ5C0oTozIvMurAC6IuCxiSKnKm6p2hvRdXQK7IVA1tmXfKnK0sp3d8NImgSECVWOF3Bqiru6mC+RJ/eMj8n1Z/p+S90bke7PtlKocrWpnO8fgMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCwlwX+D2NuMRIpEU41AAAAAElFTkSuQmCC)
## ss 8.7.4: Hazard rates
## ss 8.7.5: The Cox proportional hazards model
bloodAids.coxph <- coxph(Surv(days, dead) ~ sex, data=bloodAids)
summary(bloodAids.coxph)
## Call:
## coxph(formula = Surv(days, dead) ~ sex, data = bloodAids)
##
## n= 94, number of events= 76
##
## coef exp(coef) se(coef) z Pr(>|z|)
## sexM -0.276 0.759 0.233 -1.18 0.24
##
## exp(coef) exp(-coef) lower .95 upper .95
## sexM 0.759 1.32 0.481 1.2
##
## Concordance= 0.52 (se = 0.032 )
## Rsquare= 0.015 (max possible= 0.998 )
## Likelihood ratio test= 1.38 on 1 df, p=0.239
## Wald test = 1.4 on 1 df, p=0.236
## Score (logrank) test = 1.41 on 1 df, p=0.235
cox.zph(bloodAids.coxph)
## rho chisq p
## sexM -0.127 1.21 0.272
plot(cox.zph(bloodAids.coxph))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
plot(bloodAids$days, resid(bloodAids.coxph))
lines(lowess(bloodAids$days, resid(bloodAids.coxph)))
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)
## Sec 8.8: Transformations for Count Data
## Sec 8.9: Further Reading
library(mgcv)
## Loading required package: nlme
## This is mgcv 1.8-2. For overview type 'help("mgcv-package")'.
hand <- with(cricketer, unclass(left)-1) # 0 for left; 1 for right
hand.gam <- gam(hand ~ s(year), data=cricketer)
plot(hand.gam)
![plot of chunk unnamed-chunk-1 plot of chunk 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BAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECGxEYPeNPMlzCGxC4Jx57t8me25iGp5KgAABAgQIECBAgAABAgQIEFgWgZ+noU9MfrksDZ52O0867Qma3qYF9skULppcPNkv+UrypeSw5Lhk6KWdn/cbeiPUnwABAgQIECBAgAABAgQIECAwR4EvZl6vmOP8RjUrHaCzX5xXzyz+ZGU2z8vlr7Yzy5Pl9geuZK3RkV/OfQ9IXpMMuUza9uo04t1Dboi6EyBAgAABAgQIECBAgAABAgRmLHDbTP/SyaQ/ZcazM3kCGxN4dp72vys583Ymca7c/tlVj5s8fq3L1+dxQ+64fupKO++dS4UAAQIECBAgQIAAAQIECBAgQGD7Ai/JXe0fakeoskGBIXekbbDJC/e0Hof1RcnFVtXsk7n+6eRbSTtHL5JcNmm5fvKU5F79RyFAgAABAgQIECBAgAABAgQIECBAYPsCOkC3bzOve3pMzINWZvaDXN49+e+V/1dfXC3/PDO5cHLP5OPJvyYKAQIECBAgQIAAAQIECBAgQIAAAQLbETjJdm538/wEbrcyqw5nvkWyVudnH/LO5KCknaQt9z3+wl8CBAgQIECAAAECBAgQIECAAAECBLYnoAN0ezLzuX2PzKZne2/5j+S9f7i2/T8/yl2TY2deJNf33v5D3UOAAAECBAgQIECAAAECBAgQIECAgA7QrX0N7J/Z77VShY+ssyodCdrSwxdc4g/X/CFAgAABAgQIECBAgAABAgQIECBAYE0BHaBrssztxh9mTt31vaWjO9dTfpwH/XrlgedazxM8hgABAgQIECBAgAABAgQIECBAgMCyCugA3dolf3Rm/62VKlxxnVXZP4+bjBr92jqf42EECBAgQIAAAQIECBAgQIAAAQIEllJAB+h8F/ufZnaTzsvJnJ+/cuXqudx9cuMOLg9edd+XV113lQABAgQIECBAgAABAgQIECBAgACBbQR6HEllfgJvyqyOTT6ffDz5WPKh5KjkQsmTktUdnPn3/0o7R++T3G3llh4LtM9TCBAgQIAAAQIECBAgQIAAAQIECBDYjoAO0O3ATPHmyTE+J5OseUeCNnec3Lhyed9cfjp58arb98v1v01unFxy5fbjcjk5G/zKTS4IECBAgAABAgQIECBAgAABAgQIENhWQAfotiLT/7+dl09P2nnZs7ZPcsZcX6vsuc2NZ8//D1t1WztUH5R8ZtVtrhIgQIAAAQIECBAgQIAAAQIECBAgsIaADtA1UKZ80+8zvS+t5GWrpn3WXJ90hvayHaTnTQ5PVpfVZ4c/InfcPnnD6ge4ToAAAQIECBAgQIAAAQIECBAgQIDA2gI6QNd2mcet38tMmtWdmfvm/99uM/Mf5/8nJG9N3pf8OlEIECBAgAABAgQIECBAgAABAgQIEFiHgA7QdSDN8SG/WGNePWnSA9a43U0ECBAgQIAAAQIECBAgQIAAAQIECOxE4CQ7ud/dBAgQIECAAAECBAgQIECAAAECBAgQGKyAEaBbv+h6LNDTJadYSXdx/3lyVNJjftrlPQgKAQIECBAgQIAAAQIECBAgQIAAgY0I6ADdiNrmntPjfPZERrdJLpb0/+2V7v7+2eTDyf8kPV5ozwKvECBAgAABAgQIECBAgAABAgQIECCwDgG7wK8DaUoPOVOm88zku8kzkismO+r8zN27tYO6Z4e/a9IO0M8kN0gUAgQIECBAgAABAgQIECBAgAABAgTWIWAE6DqQpvCQ02YaPYv7xVdNqyM5v598K+mZ3o9JfpN0meyVnCo5R3Ku5ORJS0eMvjY5OPnHRCFAgAABArsi0A2f3fjWPQwmOW5XJuCxBAgQIECAAAECBAgQGJqADtDZL7F9MovXJ5POz4/m+lOStyft+NxZ2TMPuFzS3ebvkPT/pyaHJd0lXiFAgACB8QnsnibdLjln0u+RU26T3taOzF423Yj258nnkh2V9+TOA9Z4QDtBJx2ivezxp3+WPC7512RnZe88oHVQCBAgQIAAAQIECBAgsHACOkBnv0hukVl0d/eWlyc99ufv+886y+/yuPev5DW5fHXSTtD+KH1TsivTysMVAgQIEJizwKkzvwsmF0oukPwg6aFQdlQukzvX0/E4mUY7ME8z+WcHl9/Mfd2boN//zR6rLnt9ssdB69xDt1wh2Vk9HpDH9DupJ+/rXg3by7dzn++sICgECBAgQIAAAQIECMxXQAfo7L2vtDKLHr/z9slmfvx1xOchydOSjig9d/K1RCFAgACBrRXYPbPvIUvayTnp7Oz15szJ6tLvgRclR6++cZvrn8z/f590lGcf1/xy1fXJbb38VdLOx18kOyvdCLdWmXSETjpGO6Kz8z58rQdvc9uP8n/n3UO3tHO1Wat0hOgXk5ckDuOylpDbCBAgQIAAAQIECBCYiYAO0JmwnmCik10NX5dbO5pzs+WVmUA7QFs6kkgH6B8o/CFAgMCWCfRz/o1JOwzXKu2g/PJKvpTLDybtuNxR6W7oj9/RA6Z8X0eQNj0WdcvPkx/84drO/7wwD2lOl5xzVc6x6no7h8+WXCrp7vw6QIOgECBAgAABAgQIECAwHwEdoLN3PvvKLLrr3zTKEZlIO1K7G3xH6CgECBAgsLUC3W28+V7Sjs52cq5OP///Nxl7+Wka2HxqOw3tCNGLJuv5Pjwwj3t48oXkw8mHkh77ehkc00yFAAECBAgQIECAAIFpCugAnabm2tPqCM1LJD0O6HPXfsgu3dpd6tv52dJdJBUCBAgQmI1Ad2s/RdJdz3dU3pE790p0zu1I6fjd9Dv6dT3l8nlQO0Gbu6084We5/Egy6RDtZTtcFQIECBAgQIAAAQIECBDYYoEXZP79Udxjn/WH3GbKafLkdnp2eh0JOsTy1FS69b/3ECuvzgQILIXA3mnlPZJvJL9OehxPZb4CJ8nsrpzcL/mv5DtJvztWp8dS/Xzy7OQyiUKAAAECBAgQIEBgjAI9hn7Xg287xsbNq01GgM5e+rGZxe2Tjg7qWdwfkLww+W2yK6WjSJ+X9LLlOcdfzOXvvTKXpj9IN1vOuDKBSTs2Oz3PJ0CAwLQETp0J3T3pBprJZ9VXcr3Hw1TmK9DOzfetZDLnHkP0CklHh/aynZ4XWUm/U7qnhUKAAAECBAgQIECAAIETCegAPRHJ1G/oLvAPTJ6Y9Md1Oy57/d3Jp5LDkx8mHSH666TLpJ2lPVZaTyBxvuSqyeqz6r4l/z84mVfpD8vzTnlmPYGTQoAAgUUQOFMq0U7Pdn72s7flo0k3YL066dZWZesFvpsq9ESATUsPB9NO0Csl6921Pg9VCBAgQIAAAQIECBAgQGBWAnfIhHsm4P6Q3kzemOf3TLvzLHtkZvsn555CPptptP2vShQCBAhspcD+mfkzk26Amnwuvy3Xr5Eo4xN4Upr0o6R7YxycXDbp95tCgAABAgQIECBAYJEFXpLK9feKXeAXeSmp2wkEzpD/Hp18P5n82F7PZUeGdhTSDZOhl4+nAW2zDtChL0n1JzBcgY7yfHHyu6SfR93dup9J7RBTxivQzu5tv3N/kdvenByaXCU5eaIQIECAAAECBAgQWCQBHaBTWBp2gZ8C4i5M4sd5bH9kNfsnPYbZ+ZP+GO/u8fsm/UF+dHJU0t3nv5B8OultCgECBAhsXuDqmcTtkn7e/mvy+OSLiTJugXukeU9IeliZSXo4lmuvJBe7/Sb5RPKBpCft6273CgECBAgQIECAAAECBAgQ2CUBI0B3icuDCRCYgUA3/t0yOecMpm2SwxI4c6p78+Sfkm5sPC6ZjBLtHhsKAQIECBAgQIAAga0WMAJ0CkvACNApIJoEAQIECAxK4NjU9hWDqrHKzkrgB5nwf66k8+geGd0746LJy5OdlXagdg+OryQ9lIJCgAABAgQIECBAgMACCugAXcCFokoECBAgQIDAlgj08DNvWcl6KtDd5c+S9DA1n0y6l8MkX851naJBUAgQIECAAAECBAhstYAO0K1eArs2/z3z8DOtesp3Vl13lQABAgQIEJivQE+mdeukh1PoSZSaSfllrnwqaSdpd69vx2j/VwgQIECAAAECBAgQIEBgBwKXzn2TY5P1cojFMUCHuNTUmcBwBHZPVf8quepwqqymIxA4fdpwneSBySuTbySrv68n12+T2xUCBAgQIECAAAECuyLgGKC7orWdxxoBuh0YNxMgQIDA4AS6K3JH5F0z+Vxy8UQhMA+Bn2Qmb17JZH775cqlkkus5By5/Gyys9I9PfZKvrmzB7qfAAECBAgQIECAAIH1CegAXZ+TRxEgQIDAYgtcI9V7WXKG5EfJvROFwFYKHJGZv3Ul663HHnngF5LTJX3+x5PuQt/L5vBEIUCAAAECBMYp0I2nP02GurfnOJeKVhEgsCUC7bDuyJBJtqQSm5xpf8D1A/1Vm5yOpxMgQGAicK1cOSbpZ0tH4fUzUiEwVIHnpuLtxO/redv0R1E7VR+aHJR0pKhCgAABAgQILJ7AyVOleyTfSt6V7Kw8PA/o9/5vk+7JdL1EITARsAv8RMIlgQEJ6AAd0MJSVQIDELh66virpCuMz0h6DFCFwBgEusv8nyePSF6f/CDZtkP06NzW44MrBAgQIECAwGIItOPzb5PvJJPv7Teso2q3z2N+uOo5fe6zk30ShYAOUK8BAgMU0AE6wIWmygQWVKAnOuqZtruC+JxE52cQlFELnC2tu0ny1KS7xndEaI8zqhAgQIAAAQJbK9C9Mrbt+Pxkbuv39q6so7YD9X7Jr5Ou4x6WXCFRlltAB+hyL3+tH6iADtCBLjjVJrBgAgekPr9IumL4gmRXVizzcIXAUglcLK099VK1WGMJECBAgMB8BNrxec/ku0nXS5t2fHYvjs2sn148z/900ukdmzwy2TNRllNAB+hyLvfRtfqsaVF/mFwuOSjp1p0LJx3lMcZje+kAzYJVCBDYlEA/J49KukL4ouQkiUKAwNoCfb/0vfKbpLvS3zHpSRYUAgQIECBAYHMC/Q2/uuOze2fceHOTPMGzT5b/Hpccl/S7vL+l21egLJ+ADtDlW+ajaPG+aUUPhvyBZPIDvh9ma+V3ub0foj32xw2SzWxBytMXougAXYjFoBIEBi3w1dS+n5n/luj8HPSiVPk5CLSz8y1JR49M1jW6fvHW5K6Jk4YFQSFAgAABArsocPY8voei6Xdrf+P+WTKrcuVM+OtJ53VMcqVEWS4BHaDLtbwH39r+wHhmsrNOz8mPk7UuP5vntyN0yEUH6JCXnroTWAyBe6Yaj072WIzqqAWBQQicIbX86+SNyW+TyXpGR5W8M7llYte6ICgECBAgQGAdAt2Ls9+n/5XMY51038znBSvzvHYuleUS0AG6XMt70K09bWr/mWTyY6OXv086XP6DyWuTVyQvTl6avCp5W/Ll5NfJ6uf1h8q9k6EWHaBDXXLqTYAAAQJjEThNGnK75NVJR5JM1jO+l+s3TRQCBAgQIEBg5wLtlJx3Oem8Z2h+CyGgA3QhFoNK7Exgnzygu7tPflx8JNdvlXQkxnpKR2MckDw3WT1i4/rrefICPkYH6AIuFFUiQIAAgaUVOGVafpeke5l0XeXliUKAAAECBAgQILA4AjpAF2dZqMkOBO6Q+yadny/L9c0cr66dnpNO0I4o3cy08vQtKTpAt4TdTAkQIECAwE4FLplHbMVolp1WzAMIECBAgAABAkssoAN0Cgt/iB1oU2j2XCdxpZW5tcPy9kl3fd9oeUOeeMjKky+ey3NvdEKeR4AAAQIECBDYRuCT+f8X29zmXwIECBAgQIAAAQKDF9ABOvtF2N3XW16X9Kyrmy2vXDWBC6y67ioBAgQIECBAYNYC3WX+L5P1Hspn1vUxfQIECBAgQIAAAQI7FdABulOiTT/g7CtT+Pamp3T8BI7IxaQjde8pTdNkCBAgsGgCV0+F/nTRKqU+BAjsducYvCg5PHl00hMqKQQIECBAYKwC+w2oYbdIXe8xoPqqKgECIxPo7mQ9BuiLptSudgpMjik6xF3gP75S/57pXiFAgMBaAtfNjT1cyGFr3ek2AgS2VOAsmftrk8m6yM9y/UFJR4YqBAgQIEBgLAIdLPZvyXHJlQfSqG+knv1+vt9A6qua6xdwDND1W3nkFgq8IPPuh9AxyYGbrEdHWUw6VDsSdIhFB+gQl5o6E5ifQEfN/zjp5+bfz2+25kSAwC4KXD6Pf2vS92rzo+TgZK9EIUCAAAECQxd4bhrQ77efJ+cbSGNumnp2EEHT68p4BHSAjmdZjrol503rJmduPzLX75KcbAMtvkSe85Fk8kOju50NsegAHeJSU2cC8xE4aWbzvqSfcz3p2+6JQoDAYgscmOq9N5msn3w31++W7JkoBAgQIEBgiAIPT6X7vfar5CoDa0BHf07qfrmB1V11ty+gA3T7Nu5ZMIGeuX3yw6CXRyWvSx6Z3DG5QdJd23vG+Ksm105ultwneWby2WT189+c/zskf4hFB+gQl5o6E5iPwBMzm37WfSvZbz6zNBcCBKYk0ENXfCyZrK98JdevMaVpmwwBAgQIEJiXwGUzo2NX0u+2IZbJ6NUfpPL7D7EB6nwiAR2gJyJxwyIL3CGV6xakyQ+DjV6+MdM43SI3dCd10wG6EyB3E1hSgRul3d1dpyd568YghQCBYQrcJNX+fNL1nG8OswlqTYAAAQJLKtA9NT+X9DvsCQM26F5VHTTVdvQ7+dSJMmwBHaDDXn5LWfszpNXddf37ya50gP46j391csNk6EUH6NCXoPoTmL7A/pnkT5N+Lh6cKAQIDFugP7z+OukeLgqBoQm0o+D8yWWSaybdK+viiUKAwPgFuodm10e/nAz9mNanShsme5L2mN39blaGK6ADdArLzptgCoi7MIme2OPQleyfyyskXcHqh1NXtvZNOvrp6KS7yX8t+ULy6aS3KQQIEBibQLe0vyI5bdIzSz85UQgQGLZAdx3sSSAVAkMQOF8qeUBy5ZVcaI1KH5HbTr/G7atv6m6z/510l9N2Onxu1eX3cl0hQGCxBS6Z6vUEnN0jqYep6yCkIZf2J3RD5IeTbsx5VvI3iUKAAAECcxL4eObTrWqvmtP8zIYAgcUWeFqq18+Ew5N2gioECBAgQGDWAufODP4jaWdlv4NWp4es+kry0eRtyX8lPbHXzspBeUAHMqye1uR65/Oo5IyJQoDA4gn0xH2fSvqe/cfFq96matSNM/1ca9tusakpefJWChgBupX65k1ggwI6QDcI52kERihwvbSpK2O/SbpyphAgQIAAgXkI3CszmXRO/jDXX5ncN7lc0o6QjZbu1dXRpHdJnpG8K+no0cm8jsn1ZyXnSRQCBBZH4MGpSt+nX01OsTjVmlpN+pnU9n1malM0oXkL6ACdt7j5EZiCgA7QKSCaBIGRCNw27ehuRusZWTOSJmsGAQKrBNrp9J3EiJRVKK7OReDkmcuNkh6Kah6lJ/fr8fz7nddOiGOTv0sUAgQWQ6Adn31/HrQY1ZlJLQ7JVP98JlM20XkI6ACdh7J5EJiygA7QKYOaHIGBC+wz8PqrPgECGxd4aZ46GRn3+lw/18Yn5ZkEdjtTDO6R9MzNey2ox4VTr39JuufDkM8wvaC8qkVgwwId/X3dDT/bEwnMXkAH6OyNzYHA1AV0gE6d1AQJECBAgMAgBXZPre+c/CxpR+jRycHJHolCYD0C++VB3bXz7clxyaRD/fK5vsilI1AVAgQIECCwXgEdoOuV8jgCCySgA3SBFoaqECBAgACBBRDoyL2XJZPOq0/k+mUWoF6qsJgCJ0m1rp30JEYdSTl53fSMza9Jbp4oBAgQIEBgTAI6QMe0NLVlaQR0gC7NotZQAgQIECCwSwLd/fDwpB1aPUZiz8R7ykQhUIFzJA9JvpFMOj37OnlDcvvk1IlCgAABAgTGKKADdIxLVZtGL6ADdPSLWAMJECBAgMCGBXr23R4b8XdJO7m+ldwgUZZb4H5p/upd3L+W/w9NzjpilgembXcdcfs0jQABAgTWL6ADdP1WHklgYQR0gC7MolARAgQIECCwsAKXSM0+krQTtGfmPUOiLK/A49P07uLeE2ddPenxY8dcuiFgshHgP3LdSOgxL21tI0CAwM4FdIDu3MgjCCycgA7QhVskKkSAAAECBBZSoMd6vFvyqGTsHV4LuQAWrFInXbD6zLo6f5YZHJl0I8AXkgslCgECBKYt8HeZ4B2nPVHTm7qADtCpk5oggdkL6ACdvbE5EFg0gYNSoaOSnu1ZIUCAAAECBNYncP487LNJO0H7PXrTRCFAYOMCN8pTn5gs2waV7YntkTuOSbqnxTW39yC3L4SADtCFWAwqQWDXBHSA7pqXRxMYusDJ04DDkv54u9fQG6P+BAgQIDAVgXY+3CR5c3JE8qeJsrbAPrm5u/73e7Rp5007LRQCBHZN4Cx5+NFJ30fduKAcL9DjDdfk28lpjr/J3wUU0AG6gAtFlQjsTEAH6M6E3E9gXAKPSHO6UtURLHuOq2laQ4AAAQK7KNAzufd74btJvxuadkj0mK/KjgW6EfG3Sc3emZwxUQgQWL/A8/LQvn9euf6nLMUju0HlA0lt/n0pWjzMRuoAHeZyU+slF9ABuuQvAM1fKoEer+w3SXerOWCpWq6xBAjMU+A2mdnLkgvPc6bmtW6B/ri+UfK65NikP7KbHteyx54z4igI6yxXzuO+l9Tvm8k5E4UAgZ0L9Puhnz89uZjRnyf2Ol9umoyOvcWJ73bLAgjoAF2AhaAKBHZVQAforop5PIHhCrwrVe+PtG5xVwgQIDArgVdlwv2s6ei4xyR7J8rWC7Rz7uHJd5Iun6Ybxbo791UTZWMCZ87TPpjUs53IJ0sUAgR2LPDa3N33zDN2/LClvvcuK0ZH5LKHC1AWS0AH6GItD7UhsC4BHaDrYvIgAoMX+Ku0oCuaP0xOmygECBCYlUBHED47OS7p5863kr9MTpIoWyNw88x2sjy6TL6UHJycPlE2L3DqTOITyU+TfTc/OVMgMGqBbnDp51BPJObQETte1K9fsfqfHT/MvVsgoAN0C9DNksBmBXSAblbQ8wksvsB+qeJPkq5sdtdUhQABAvMQuHxmMlnP6OfPp5PrzmPG5nEigRvnliOSHk/uwBPd64ZpCPREUj1BkkKAwPYFds9dH076nfDg7T/MPSsCHfnZDSv1usPKbS4WQ0AH6GIsB7UgsEsCkx8m3V1NIUBgnAIvTLO64vTWcTZPqwgQWGCB/tjthpfDk34ONW9PLp0oBAgQILBcAj2eZb8HeuzcUyxX0zfc2n6H1uzI5OwbnoonTltAB+i0RU2PwBwEhtABesc4/Dy5whw8zILA2AQOTIO60nRM0gOqKwQIENgKgZNnpvdNOgqxn0m/T3rsyY5QVzYncI7NPd2zCRAgMBeBHh/3q0m/A+48lzmOZyb/veJmV/jFWaY6QBdnWagJgXULDKED9KFpTb8on7ruVnkgAQITgc/nSt8/djOaiLgkQGArBXp80Cck3SjTz6Yeh1LZdYGe0OjQ5LCkjjoTgqAQILDQAvdK7fp51XXTPRa6potXuTOlSj2Ofz/zlcUQ0AG6GMtBLQjsksAQOkAPSov6ZfnJXWqZBxMgUIHPJR9LnJW2GgoBAosi0A68eyenW5QKDaAe3V30dsnbko6g7bpR07O6XzFRCBAgsMgCX0/l+pl1o0Wu5ALXrRsQT7XA9Vu2qukAXbYlrr2jEBhCB+heke5IkeMSP5RG8bLTiDkK9Ph7jUKAAAECwxPYO1X+i6SHC/hFMun07HpRb7tOcpJEIUCAwKIL3CMVfNiiV1L9CKxTQAfoOqE8jMAiCQyhA7Re70y60v/n/UchQIAAAQIECIxYYP+07RXJ0cmk07OX70+6u/upE2U4AoekqkckBw2nympKgAABAjsQ0AG6A5z13mUL7nqlPG7ZBN610uCDlq3h2kuAAAECBJZY4Blp+xeTnkCpu/8tS7llGtqzJXe39w8n90vOnRyQPD/pySGV4Qj0MDTdi+k1ySWHU201JUCAAAECBAiMR2AoI0APDHlHPnx6PPRaQoAAAQIECOxE4JW5fzICsqMhn51cZCfPGcPdp0wjbpU4w/sYlubxh6J5WZrS1/IPkv0ThQABAgSGK2AE6HCXnZovscBQOkBPnmXU4131oP/7LfHy0nQCBAgQILBMAt076obJW5JJR2gvP5P0bPLXSIZykrezpq63Tf4u2SNRlktgzzT3zUlfvx3V2/8VAgQIEBimgA7QYS43tV5ygaF0gHYxvSPpSmNPBqAQIECAAAECyyVw4TT3mclRyerO0I4MfV3yV8kile7y3HWWyW78q+t8mUWqqLrMTaCHcfhG0tfC4xKFAAECBIYpoAN0mMtNrZdcYEgdoA/OsuoK49OXfJlpPgECBAgQWGaBjvi8WvL45FPJ6o7F8+X/rSg9Pmd3WX948orks8lxyeq6teP2f5K7J7snynIKXCnN/l3SvZquuZwEWk2AwJQEujfBx5JuBHQ+mSmhrnMyOkDXCeVhBBZJYEgdoFcNXH9IfGaRANWFwIIInDT1eExy3QWpj2oQIEBgXgJnyYz+KrnHOmbY3Y57FvXuin6V5FxJf0CuLu2c3Ds5bbLP6ju2c/10uf3XyerOzl7voXvenhyaXDHp57RCoAIPSvoa+X5yxkQhQIDARgT6vfKdpJ8nB29kAp6zYQEdoBum80QCWycwpA7QHgf058lPt47LnAksrMDfpmZd+elx8hQCBAgQWFvgRrm5n5Wrc2z+/1HSdYzfbHNfOzHPl+yotAP1X5NXJo9KbpNcKul6i0JgLYGO1Hpn0tfhGxIjgoOgjEagn33vT/5zNC1a7IZcP9XrZ0m/ry642FUdVe10gI5qcWrMsggMqQO0y+QiK1mW5aOdBNYjsG8e1B/vXfm58Xqe4DEECBBYUoFTpN0PTV6W9Ad6R85su6t6d03uD8mfJZ9LzpwoBKYtcLZM8CdJv7vvM+2Jmx6BLRToid76uu6u2cp8BP45s6l5f9vb+DYfcx2g83E2FwJTFRhaB+hUG29iBEYi8Mi0oys97x1JezSDAAEC8xTobvHdDfnUiR+O85Q3rxuFoN/fn0BBYCQCPXzI95O+rvv6VuYjcKrM5qtJ3XviPWX2AjpAZ29sDgSmLqADdOqkJkhgrgI99t0vk67w9BhzCgECBAgQIDAcgWukqhceTnXVlMAOBe6be7tO+tEdPsqdsxDooVcmx6O++SxmYJonENABegIO/xAYhoAO0GEsJ7UksD2B5+WOrmj+1/Ye4HYCBAgQIECAAAECMxboIUZ+kHS99PoznpfJry1w99xc/x7T+rxrP8StUxLQATolSJMhME8BHaDz1DYvAtMV6IiRnrzjd8n5pztpUyNAgAABAgQIECCwboH75ZHtfPvQup/hgbMQ+I9MtMuhv/Md1mUWwsdPUwfo7GxNmcDMBHSAzozWhAnMXOC1mUNXcJ458zmZAQECBAgQIECAAIG1BfbJzT9Kul56nbUf4tY5Caw+HqjfCLND1wE6O1tTJjAzAR2gM6M1YQIzFbhqpt6VzKOSnrxDIUCAAAECBAgQILAVAn+fmXa99P1bMXPzPJHA6uOB7n+ie90wDQEdoFNQPOkUpmESBAgQIDB+gSesNPGJuewWd4UAAQIECBAgQIDAvAX2zQwPWZnpQ+c9c/NbU+ATufVWyZWS76z5CDcSIEBgCQWGOgJ09yyrg5JTLOEy02QCVwlBt7J/L+kuRwoBAgQIECBAgACBrRA4NDPteul7tmLm5klgiwSMAJ0C/EmmMA2TILAMAn+eRr4zeewyNFYbCWwj8Pn8//Lkjskvt7nPvwQIECBAgMDwBf45TfhY0uP5KQQWWeA2K5Uz+nORl5K6EVhAAbvAL+BCUaWFFOjItxYH2T7ewd/lEvhpmnvr5Wqy1hIgQIAAgaUSOGdae+mkG/vvsVQt19ihCdwnFe7rtYNTFAIECBAgsLACQ90FvhsLfpF0d4szL6yuihEgQIAAAQIECBDYdYGL5Sm/TY5LrrjrT/cMAgQIEJihgF3gp4BrF/gpIJrEUggcm1a+d6WlV1uKFmskAQIECBAgQIDAsgh8Lg3tCQ/7+/B5yZ6JQoAAAQIERiOgA3Q0i1JD5iDwrpV5HDSHeZkFAQIECBAgQIAAgXkKPCoz+0rS0aD3n+eMzYsAAQIECMxaQAforIVNf0wC71ppzEFjapS2ECBAgAABAgQIEIjAr5O7rEg8KJfnX7nuggABAhsV6PFaexi8e250Ap5HYFoCOkCnJWk6yyDQD+4eB/QCyVmXocHaSIAAAQIECBAgsFQCPbHMC5O9kucuVcs1lgCBWQicPhO9ZPL05A6zmIFpElivgLPAr1fK4wgcf1D4Hgf0+slByUsThQABAtMU2D0TO3tywaQnXNtnHemP1I7aOWYlv1p1fdvbjsh9P0p+uHL5k1z+PlEIECBAgMBE4JBcuUHS4963w6IdogoBAgQ2IvCJPOleyT8lz0+6LvraRCEwdwEdoHMnN8OBC7wr9W8HaFcIdYAGQRmdwN5p0YuSjgB5TqLMRqDOHU1+oZW0w7PXe1s7PedV2vnZTtDVnaK9/v3kW6vyvVzvmYEVAgQIEBi/wE/TxPsk/548KXl90u8GhQABAhsReEaedIbkIckrkusk70kUAnMV0AE6V24zG4FAO4VaDvrDX38IjE/g7mnSLZLTJDpAp7d8z5NJ3TDpCt9Fkx4PqaM91yodnfnl5NvJ0ckvt5Pe19GeHf3ZUaDtVJ3kFKuu97b+3+yXnCk548rl6Vau9/+LJdsr7fxsJ+ikU7R1m1w/PNe/kbQ+CgECBAiMQ+Clacbtkusmj0vumCgE5i1w38zwb5JrJV33UIYr8NBU/fRJf2t0BOhByacShcDcBHSAzo3ajEYi8Mm046jkfEmPA9oOAYXAWAQ68vD+K435x7E0aovasUfme6WknZ7NRZLV5bf552vJl1bSDs9e7+WRybxK69mV0dWdou0MPVvSTtpzrFyeeeV6/z8gWav8ODd+I2mH6Lb5Zm5rmxUCBAgQGI7A3VLVjyV+Mw5nmY2ppl0feUTS9dN9x9SwJW7LPdP2rnfeInlT0nXKrg8rBOYi4MtsLsxmMiKB49KW7g50s+R3I2qXphCowD2Srmx+KHljouyaQEfNdqRMOzyvl3R05aS0U7Mrev+TfCT5etLPk60urcMPV7KjuuyZO3ts0nMk7RhdnXPn//2T7trUXDbZtvw+N3SDUdvdztHVl73+g+R/E4UAAQIEFkfgG6lKN4AduzhVUpMlErh/2trOz44W/MIStXvMTe364O2S0yYd1fuWpJ2gXQ9UCBAgMDqBj6dF/ZH7qtG1TIMIDFvglKl+R/D1/dkVEmV9At2QePvknUk3itRvko7mfFJyUDL2DY7dnf8sSUe93iY5NHlB8vakHZzb2kyMJpc9WVN/3Lw+6UHye+y5Gyd/khj1EQSFAAECBAgskUA73n+VtMPsEkvU7mVpaju2P5x0PfDTSQcRKDsWeEnurtdtd/ww9+5IYOw/yHbUdvcRIECAwB8FenbG7pLy/uStf7zZte0I7J3b75Qckpxr5THt5Htn8rqkIz2/kixL6QrZ91fygTUa3V3tz5l0tOh51rjsyNELryQXJyo/yS3tSD18m8uv5f9vJ8clCgECBAgQIDAOgb9PM7qu1UEznxpHk7RilcAvc/36yXuTbux+cfJniUJgpgI6QGfKa+IECBAYhMCpUsuDV2r6kEHUeOsqeerMuocKuHfSTruWLyZPTLqS/vNEObFAOyjbedm848R379YRyJPO0W07SHt7O+ebyyXblnY8fzNpB2k7RJvJ9V4enSgECBAgQIDAMATOlmreJenG1YclyjgFjkizrpO8OTlynE3UqkUT0AG6aEtEfQgQIDB/gb/LLHu8yncna3VOzb9GizfH7orVTs+7Je0wbumxPB+XvDrpSrqycYF2Un52JdtOZffc0JM0tWN0dedor583OWtyvpXk4kTlR7nlq8lhK+nI3F7vbd29TiFAgAABAgQWR+CBqcpeyX8kXTdQxivQvXguMt7maRkBAssu4Bigy/4K0P5FE+iIxp8l7cC76qJVbgHq09GHz0p6jMoaNW9NrpEoiyHQH0ndff4Gyb2Sf0x6GILPJ+3gnCy3bS9/n/u64v325DnJfZNO41xJO10VAgQIECBAYL4C58zsfpN0z5F+tysECBwv8JJcdF3WMUA38YowAnQTeJ5KgACBEQj0ZDOnSTry8z0jaM+0mtARsT2B0e2TPZJ2lnUX98cmH0uUxRH4darSwxA025Z2ZHaE6PlXcoFcNv3/vMnZV3L1XK4uHZHaDtTPrbrs9R7nVCFAgAABAgRmI3BoJnuy5N+Ttb7XZzNXUyVAgAABAjMQMAJ0BqgmSWATAj/Nc7s18YBNTGNsT71RGtSOrrr8NnlhcqFEGZdAO7a7G32PP3XP5OlJR/dOln2X/7Y5Ird1Q0FHBd8xuXjS6SgECBBYJoFrpbHdNflKy9RobZ25QPe66XrXsUk3VioECPxR4CW52vVSI0D/aLLL14wA3WUyTyBAgMCoBJ6Z1nR04/tH1aqNNaYjYZ+WdNRnSzu62snVk+oo4xPo7nVfX0kPwL+67Jd/LppcbCWT6x0ZfJWV5OIPpbvZfzL56Kp8Nde7kqoQIEBgjAIdRd/Px+cll0jaYaUQ2KzArTOBPZN/TQ7b7MQ8nwABAgQIbLXAx1OB/ijsrqRDLydJAx6R9JhxCgECwxa4Xqr/naSfT+3Q6omhHAcyCMoJBM6S/66ZHJy8LJl0dPZ1szo9rm5Hkz4m6XfEqRKFAAECYxE4eRrylaSfe/ceS6O0Y8sFzpkaPDo545bXRAUWReD0qchrkw5IWPZiBOiyvwK0f5ACY+oA7W4aXfH71iCXhEoTIFCBdkw9P5l0XnUkbEe2KATWK9BRoddODk1enXw3mbyeJpcdHfXh5HFJd7nfJ1EIECAwZIHrp/L9jDsyOdOQG6LuBAgsrMBlU7PJulSPzd8BSMtadIAu65LX7kELjKkDtKPDfpj0Q/mCg14qKk9gOQU6ku+bSd/DxySHJMu8YpXmK1MSOGumc+OkI1nel/SYZpMV+F72/3a2PzK5erJ3ohAgQGBoAq9LhfuZ9sKhVVx9CRAYjMBfpaa/SfpZ0w3Ny7oRWQdoFr5CYGgCY+oArf1Lk34Y373/KAQIDELglKnls5Me+7Tv347Mu3CiEJiVwCky4Y4SfWzyoeR3SV97k/RM9u9IeuiF/ROFAAECQxA4byrZz69+n15hCBVWRwIEBilwYGp9RNL1pvYndEPzshUdoMu2xLV3FAJj6wC9U5ZKP4jHcEzTUbzANILATgT+NPd/Pen7tluT/yHZI1EIzFNg38ysu492d65+L/aETH1NTvKpXH94cqlEIUCAwCILPCqV62fXxxJ7USzyklI3AsMWuECqf1jSz5vvJJdJlqnoAJ3C0u4uvAqBeQr0h15/0P138hfznPGM5nWuTPcbSY9/1IM090esQoDAYgpcI9Xqxooe9/MTyV8mn0sUAlstcNpUoMcG7W7z7Rjta3RSvp0rr0m629e7E2dbDoJCgMDCCHSE+5eScyR3SZ6XKAQInFDgbPm374/9k36Pd0+QZnvXf5L7XpH8IlH+KNDjrrcf4apJ7Z6QPCLpoIaxl3aA3ja5XfJvY2+s9hEYi8DYRoB2uXwl6Zaoy/UfhQCBhRS4dWrVlaO+V1+WnCxRCCyiQF+b3V3+WUlHOPQ1O8nPcr0rvT2z/EkThQABAosgcPNUop9TP066QUchQOB4gT/NxYuTHvt78l2+3st2gv59cspE+aNA15Oekkz2nvlCrl/+j3eP9poRoKNdtBo2ZoExdoD2WIL9InvgmBecto1C4BZpxb8ke42iNetvxMF5aI9P1vfpkxN7PwRBGYRAX6s9A+qjks8mq380/SD/9/X8J4lCgACBrRZ4RyrQz6h/2uqKmD+BLRbod/d1k7clk+/tjlZ8eXL75A7J3yT3SP4u6Uk4e0imhyQdzfjY5D3J5LndsPCAZJ9E+aPAFXP1i0mdeizi1XvP5N/RFR2go1ukGrQMAmPsAL1ZFlw/eN++DAtQGwcrcJrUvIdq6Gv1AoNtxa5VvCug3ULcNrcD9D6JQmDIAudN5TsapKMd+rqe5FO53tf3GROFAAECWyFw0cy0e1p8Yitmbp6DE7hYatxDJ/y/wdV8+xU+ee66Y9LDK02+n4/K9a6LnivZ1XKNPOF9yWRaP8r1+yU97IRyvEDNH5Y8M+l6/5iLDtAxL11tG63AGDtAeyySDsHvlqe9R7vkNGzoAt2q3BWobo1ehtLdY7qlvW3uD7JbJQqBMQl0ZOgzku4iN/lx1OOJvS65edIfBQoBAgTmKXCRzOys85yheQ1W4H9S8353PWywLfhjxffL1Qcl3TNj8n387VxvZ+Wpk82Wa2UC708m0/5hrh+c6AgNwhIVHaBLtLA1dTwCY+wA7dL5WNIvpX5BKQQWTaC7hPw06Wv0qotWuRnUpyub70ja3p8nV0sUAmMVaGf/TZKeJGn1Mcb6nn96csFEIUCAAAECiyJwuVSk62i/SE6/KJXaYD26gf3opO1pPpHcJtkzmXa5Tib4wWQyr3a4du8PGzyDsARFB+gSLGRNHJ/AWDtAH5dF1S+jh45vkWnRCAS6Vbqvz3YKjr105Mmnk7b3u8mfJAqBZRHoD8l7JpONcn0f/D55Y3L9ZOy7h6WJCgECBAgsuMCbUr9+Pz16weu5s+rdPw/od2zb8obk6sk8ynUzkw8nnW/T3eT3TZRxC+gAHffy1bqRCoy1A/ScWV4vTHo8G4XAIp/S7ycAAEAASURBVAl0heiIpCtIByVjLhdO476ZtK1fSPq+VAgsq8DF0/DnJr9M+p5ovpL0hAunShQCBAgQIDBvgYMyw34fdQ+dHkZsiGWPVPqZSdvRDtCOwtyK0g2bk/XeD+X6NHa334p2zGOeN8lMnpCcYx4zm9E8dIDOCNZkCcxSYKwdoLM0M20CmxF4YJ7cFbR3b2YiA3huzwTZXX7b1m4JH+pKdaquEJiqwGkztUOSryd9fzTd7fAZyYUShQABAgQIzEOgeyF8JOn30KHzmOEM5nGKTPM1SdtwTHKzZCvLuTLzyff7R3O93/nKiQXem5u6zHpegHZeny0ZWtEBOrQlpr4EIqAD1MuAwPwETplZ/STpF/68dsuZX+v+OKeeefZnSdv538leiUKAwAkFTpJ/b5z0RGh9rzQdufLm5AZJf5gqBAgQIEBgVgI9Xma/e3qIonYkDq2cMRWe7Hre9esDFqQBHdXYPTxq22OQ9qRMygkFzp1/X5r0xMV1+nXytOQsyVCKDtChLCn1JLBKQAfoKgxXCcxY4AGZfr/ku9VzrKVbcL+dtJ3/lbSTRyFAYMcC3Wjw7OTopO+d5jPJrZM9EoUAAQIECExToCfs+1rS75s7TXPCc5rWBTKfSf172f8XqXR9+MtJfT+dnCFRTizQw2W9IukG4Fr9KnlKcqZk0ctLUsHW+baLXlH1I0DgjwI6QP9o4RqBWQrsk4n/OOkX5TVnOaMtnHaPdfTZpG18T2LkZxAUArsgcJo89uBkshGh76WvJndO+mNVIUCAwGYFeqiNfs74TNms5LCff+9Uv98xn0uGtqHtSqnzZI+q7sLfkaCLWM6cSvUY+BPnIXTqbZXjxTLjDpyYdIT2eOlPSBb5t4QO0CwghcDQBHSADm2Jqe9QBe6aincF6P1DbcBO6n3y3P/OpG38fOKYR0FQCGxQoB0Td0oOS/qear6T3CfpxhSFAAECGxX4lzyxnykP3+gEPG/wAt1gPelAvMHAWnPT1PeYpK/h1yaLvut+O2cngwO+mOtD2sU71Z17+ZPMsYfPmqz73HLuNVj/DHWArt/KIwksjIAO0IVZFCoycoErpH0fTC4/wnb2WIXdfWXSSXOOEbZRkwhshUAPIdGV/08lkx8D/dH64MRGhiAogxTorqA3TO6fPCx5fPL05PnJvyUdBfT65B1Jvzd7DL1XJw9LbpL02HH93lE2JnBAntbPk2OSWirLJ3CLNLmvgb7HhlQ6avW4pHV/VjKUkaunT10n3+PdsNnd45UdC1wyd98vWeSNvjpAd7wM3UtgIQV0gC7kYlEpAoMS6LF6ujJ6ZHLxQdVcZQkMR6CjdDqCvO+15qikHUcdXaIQWFSBPVOxyyR/m7Rzs4d0mLyGN3P580ynh1r5p6SjpTuPRd5VMtVbqPLi1Kb+7VhWlk9g7zT575KzD6jpj0hd+5rtLtIPGFC9J1U9Xa5Mfnf3c/CckztcDlZAB+hgF52KL7PA5IP4VcuMoO0ECGxYoMcR6wrpb5KDEoUAgdkKHJjJvznp+645Onlcsl+iENhqgXbI3yx5UvK+pKMMJ6/VyeUvcts7kycnD03un9wz+evktslNk+snV0u698Slk1slfZ2/MfleMpnW6stjc3tHjN4ucXzLIOygdDfcbkSp33V28Dh3EVgEgVumEn2t/i659SJUaIN1OE2e12OWti2HJ/snynAFdIAOd9mp+RILLEMH6EOzfH+SnGeJl7OmE5iFQH+Qdkt805VThQCB+Qm0U6ijt/pDqmlnxiOT/sBSCMxToLsotuPyTUk7ISevyV72++GLyQuTuyR/muyRbLa0o/VaSXeR7MjSzyXtHJnM+we5/vCkHX3K2gIH5+Z6fTnRYby2kVu3XqCfGb9M+lrtSPKhl1OnAd1Q0/Z8Pen/yjAFdIAOc7mp9ZILLEMH6POzjPslc8iSL2vNJzBNgY7M+U3S99Z9pjlh0yJAYJcELpNHvyHpe7E5MnlIcqpEITArgXZiXi9p5+Okc6Kvv34vtCP0oUlHFs6zQ74nQ7lj8slk8n74ba7/e3L5RDmhQA9P8IWkVg844V3+I7AQAvulFocnfY3+y0LUaDqV2DeT+VjSdvUzVBmmgA7QYS43tV5ygWXoAL11lnG/YLpCrhAgsHmBi2cS7WTp++rJm5+cKRAgMAWBK2Qab036vmyOSP4hWeQTCKR6ysAELpv6Pi35YTJ5rXWU53uTjvDsce4WoVw1lfjPZPWI1O562pGqRjsGYaVcM5ddjr9IzrZymwsCiyDQjSxvS/r6/FBy8mRM5fxpzNFJ22cvqmEuWR2gw1xuar3kAsvQAdrdpLpy3hEKVnqX/AWv+ZsW6Bnev5N0he3lye6JQoDA4ghcJVV5V9L3aPOjpLu69qQXCoGNCHQ96kHJl5PJ66qXHT34wGT/ZFFLv7Mem/RQSJO6d/f4hyanTJTddvuvINTmpTAILJDA5ASb30+dzrpA9ZpmVf4mE+t776fJ2ac5YdOai4AO0LkwmwmB6QosQwdoxT6d9AvmwP6jECCwIYHuXtjjrPW99I7EBoUgKAQWVOAaqdf7k75fm+8ld0+626tCYD0CF8mDehihXyerX0ftmLhUMqSyVyp7p+RTyaQtX8v1bjBY9nLOAPwqqUtHzioEtlqgI7X7euwhNa601ZWZ8fxfm+m3rR3talDBjLGnPHkdoFMGNTkC8xBYlg7QyVbER84D1TyWXqAdhU9KDhiZxAvTnq6ktRPUQdtHtnA1Z7QC103LPpL0vdscnvxlskeiEFhL4Bq58Q1J957pa+a45FXJtZIxvG4OTDs+kUza1u/rdpAuc3lwGl+P1ywzwojbfqYBte3SqesxSV+Pdx5QvTda1Y6wnxxS5L4bnYjnbYnASzLXvk7bYa8QIDAQgWXpAL1+lkc/oD44kOWimsMWODTV7+ttTAc2n2yN76EkLjzsxaP2BJZS4CZp9WQEdz+fuvvyTRMjToKg/GFk8O3isPoEQv28f0ZyvhH6dCT0I5LfJX0/fD5px8uylh5f8cnJtZcVYMTtvk/a1td4z4mw6KWdgd9KWt9nL3plp1i/G660uaPtLzbF6ZrUbAV0gM7W19QJzERgWTpATxm9ngn02MTItZm8lEx0ReBUufxp0pW3g5IxlAukEb9I2qY7jKFB2kBgSQVOknZ3Y8bXkr6fm48lHSWqLKdAz9L+gGRybOe+Jnq4hB7bc1FOaJSqzKxcNlPuxoC2u52hD0tOmigExiDQ9/DPkr6+r7bgDer77t0rdX1fLpftcC3PWWl7D9vWDRLK4gvoAF38ZaSGBE4ksCwdoG34e5KuANy4/ygEZiTw0Ey3r7MeI3MMpSthkxFB/aJXCBAYvkB/WN41+U7Sz6um35FXTpTlEDhzmtkRf5ONW30NfCb5q+RkyTKV7v5ei+7qX4euG180UQgMXeCpaUBf028aQEM62rx17ffSkHbZnxZtD591WFKDJ01roqYzUwEdoDPlNXECsxFYpg7Qh4SwXypPnw2lqRLYrSNpjkz6OrvKSDwmK6RdKetIaoUAgfEItOPn4OTHST+3mjcml0mUcQqcPc36p+SYZLLM35zrdn0+/gRAX19x6a6ohyQdNa0QGKLAuVPpnkSoHft/suANuGPq18+jvu86KntZy+XS8I5E7/GXF33E7rIuo9Xt1gG6WsN1AgMRWKYO0AOyTPrl2l2dFAKzEHhEJtrX2FtnMfEtmOZfrLSnK6SX2IL5myUBAvMR2DezeWjy86SfYc1rEu/7IIyktDPkuUk7RLp8+wP7vxLLOAirSjf01WnyPnhvrtdOITA0gdelwn0dv3DBK3751K/rma3rXy54XedRvQevWHwrl6eZxwzNY8MCOkA3TOeJBLZOYJk6QHtsmZ8kPRaOQmDaAj3O0lFJV+CuOO2Jb8H09s88+15pe+6RKAQIjF9gvzTxccnRSd/7k06yi+W6MkyB86faL0w6qqjLtMdCf2lykUTZvsB1c9d3k5r1DM06ioOgDEbgZqlpX7tdj1vk3cnbwTc5FMvTcl3Zbbc9gvCBpMuvn9XK4groAF3cZaNmBLYrsEwdoEU4T3K+7Wq4g8DGBR6Tp3ZlpbuPDr30+IAfStqeVw29MepPgMAuC/RMvE9OfpX0c6C7UL4suVCiDEOgHZz98dwOzy7DdoC+KGmHqLI+gdPmYW9K6ndk4hi5QVAWXqAn45x03t9lwWv7wtSv76+OtO5AFeV4gfPm4hdJbf7f8Tf5u4ACOkAXcKGoEoGdCSxbB+jOPNxPYCMCp8+TJisqPX7P0MsT0oCudH0jsftNEBQCSypwlrS7x82e7J7YzrQXJzYkBmFBy6VSr+7a3tG7/RzvLu/PS+zGHYQNlJPlOa9IatkNAtdPlqnslcYu+vEjl2l5rKetz8iD+np9f7L7ep6wRY+5TuY7eV/ZMHPihXCnFZ+O4j3Hie92ywII6ABdgIWgCgR2VUAH6K6KeTyBEwtMOgz/58R3De6W66XG/eHc0UJXGFztVZgAgVkInD0TfVbSzrT+YO3nwz8nHaWiLIZARyd2D4Qun+aY5J8SP5yDsMlykjz/uUldf5ss04isSWfaMrU5i3iwpRvhO2K/r9NFPnTJvqnfN5O+pw5JlLUF/js31+idySJ3Zq9d+/HfqgN0/MtYC0cooAN0hAtVk+YqsE/m9sukKyiXnuucpz+zs2aSP0ralvtPf/KmSIDAwAXOlfo/P2kHaD8nOiL05cklE2VrBK6b2b4n6fJoujfCE5MzJ8p0BR6bydW4GwmX5djYt1tp849zuV+iLLbAR1O9vkb7Wl3k0g1qreeHkz0WuaJbXLfTZ/7fT2p15y2ui9mfWEAH6IlN3EJg4QV0gC78IlLBBRfYM/V7a/LUBa/nzqrXES7vTLqS1VFEtjQHQSFAYE2Bjvx8QTIZEdrPjTcnV0uU2Qv08/mmyWQdrv5HJA9LekI+ZXYCHa1W7+bBs5vNQk35bSvt/deFqpXKrCXw7tz4qWTvte5ckNsOTD26EaHfHxddkDotcjVukcr18+Z7yT6LXNElrJsO0CVc6Jo8fIHJyrMTnQx/WWoBgc0IPDRPnqxgnWEzE/JcAgSWRqCjxp+UdNRhPz+ajui5SdJOOmW6Aj1JyO2TLyQT744Oul9yykSZj8CdMpuOfu4y6MbPsb/Wu8HjVyvtvVYuFQIbFWjH7FeSvneWZQPCRq1WP+9DK2YPXX2j61suoAN0yxeBChDYdQEdoLtu5hkExiZw5TSox4xqrja2xmkPAQIzF+jZsh+UTA6h0R+3X0zukHSUvLI5gfoenBye1Lbp9bslPUmNMn+BjsCdjIB+Ua7vMf8qzHWOD8jc+rr7WnKKuc7ZzMYk8OQ0pq+jjlL13bD+Jdv19Lp1Y+OZ1v80j5yxgA7QGQObPIFZCOgAnYWqaRIYjsDJU9V2VHTF6pHDqbaaEiCwgAId3fO3yeFJP1Oabyf3T4wsD8Iulp59+3nJ5DjT9ezoz44C7WhQZWsFrpnZT0Y/vzrXx9wZ3dfbJ5O+BnviR4XArgpcPk/ohvYeQ/pSu/pkj99tckKk57BYGAEdoAuzKFSEwPoFlrkD9HphOt/6qTySwCgFHpFW9QfN55OTjbKFGkWAwLwF2llym+QzST9fmo6We0Vy9WTsuwyniRsutbtZ8u5kYtfj5b0puUHCLggLVNqpc0TSZfX2pBsVx1ouk4Z11//Gic/GupRn066uX3Y9s++Tx8xmFqOf6gXTwnYe9/13odG3dhgN1AE6jOWkljsR6PGsLpZcLjkouUJy4eRsyRi37C5rB+i5szz7Jdyt2QqBZRXowed/m/TH9ZWWFUG7CRCYmUA767qx8TVJf7RNOvS+kusdFXrGRDleoBaHJt9JJk4/z/WnJRdIlMUV6Hfpd5Mut3byj7mT+ikr7ezvhz0ShcB6BB6VB/X90T2OxryRYD0Wm3nMs/LkOvY7Vdl6AR2gW78M1GADAvvmOfdIPpAclUxWOte67FaXTyTPTsayFX5ZO0B73JnJ8j5HrisElk2gZ33v514/6565bI3XXgIE5i7QDckPTr6RTNaxugHmP5JrJmPuNErz1iz9HD4weXEyOZ5kbTpS6m6JExsFYSClgyeOTLr8Hj+QOm+kmvvkSYcnbWePS6sQ2JnAJfKA/obu7u9X3NmD3b9DgW4om/x+veoOH+nOeQjoAJ2HsnlMTeBMmVJ/9E8+RPpFvqv5bJ7TjtAhl2XtAO0ye2XSZX7X/qMQWDKBbvjp67+jjU61ZG3XXAIEtk6gnX4dFdrjmfVH8WTd66u5/sDkwsmYy6TT8xlp5PeTSfs7QrYmV0+UYQq0I7+d+l2mdxlmE9ZV6+uutPHoXJ50Xc/woGUV6Oujg4f6nnjqsiJMud0PWvH8cC6XccPhlDk3NTkdoJvi8+R5Cpw2M/tMMlnp7GV3Ae3uKx9MXpu8IukW+Zcmr0relnw5+XWy+nndmnXvZKhlmTtA75SF1mXZ5a0QWK/AffPAoXeanz1tOCrp6//GiUKAAIGtEDhrZtofc4cnq9etvpr/n5JcLRlDB8uk07Mb3ld3erbNhyWPTM6ZKMMX+Ks0ocv12KQd/WMth6ZhfY8qWyPQDvZvJBfdmtmve659nfT98LXkFOt+lgfuSKCOk0Nu3HJHD3TfzAV0gM6c2AymIdBdNya7ffYD+SPJrZIzJOsp3XX6gOS5yWQrb6dz/WSIZZk7QM+SBdaO718mJx/iwlPnuQt0d5O+3/sDdsilnf5tx38OuRHqToDAaATaQXid5F+SHyb9fJrkZ7nejdFdVztNMpSyo07Pr6QRj066a6gyPoGHp0l9/fYM8ZccX/O0aIsF9s/8+9ulr7FF3qX8IqlfBw71t1Y3ZinTE5gM4mnH8smmN1lT2kUBHaC7CObhWyNwh8x2slL9slzvCupGSzs9J52gn8n1zUxro3XY7POWuQO0dpP294eXQmBnAh/MA/r50RFLQy03T8XbhnYqdCOAQoAAgUUS6LpUf9Q/Nvl8Mlln6+Xvkrcn3fPm8skpkkUpp0tFOuLvYcmbkp8mq+veTs/HJDo9g7AE5cVpY5d/R2qdYwnaq4nzEdg9s3lL0tfWv89nlhuaSz/HP5S0ns/Z0BQ8aUcCe+TOzyX17fehsjUCOkC3xt1cd1Hg+Xl8Pyw+nXQ052bLvTKBTq8572YntgXPn3QAvmoL5r0Is3xkKtFl9/RFqIw6LLTATVK7vlZ+kHQk+RBLD//x/aTtuPMQG6DOBAgsncB50uL+wHtH0g7Qfn5Nclyufyl5efIPSTsgz5rMunT98TLJPZL+ADosmdRp9WVv1+kZhCUsHZXV12xfDx0kcapEIbBZgUMzgb6mfpT0hDiLWv42FWs9v5147c9mKXUgVo2PSE4zm1mY6k4E+v3fZXDbnTzO3QS2VOALmXtfqI+aUi3OtjK9TnOIx/pZ9g7QK6wsvx5vTCGwPYE9cscXk77P7769Bw3g9hestOHduewoAoUAAQJDEuiPvFsnL0q6Ifu3ST+Xt82Pc9tbkycl/SF+++TPk2skl00umLSj9JTJ6s/Cftb3JJkXT66e3Cq5Z/LIpKOYurG4o5qOSbadZ3dJfU/yhOSmydkTZbkF+nqdjGLu63EaAy+WW3S5W39gmn9s0g0/115giv1St58m/Yz8swWu5xiq1j0i6vz4MTRmgG14yYr/bQdYd1VeIoGjVl6od5lSm/fKdCYr4H8xpWnOczLL3gHaXTT6Q6lfHv1BpBBYS+Cvc2NfI19JhvoD5qCVNvw6l17rQVAIEBi8QEfZXSL5y6RnGO6IuyOSfl6vN+1M+PnK836/zuf1cd0o9qLkrsklkzGcrCnNUKYscK5M7/tJX4//MuVpm9zyCHTDzPeSvo4eseDNfvZKPd+84PUcQ/UulUb0+6gb5c45hgYNrA06QAe2wJa1up9Mw/vl8aIpAXSEQKfXnHtK05znZJa9A7TWkw+v+8wT3rwGI7B3avqdpO/xWw6m1iesaDfUdFfMtuHQE97lPwIECIxO4Bxp0Y2Sft49I3lx8uqko2U+mnwpaWfC0clkHa6X7QztrqU9tto7k1ckff5DkrslHdl55aQj+xQC6xW4dB44ea09eL1P8jgCKwIdrPG2pJ9R70j2SBa1/Gkq1lGqv0suvKiVHFm9/i3t6Wujv2eV+QpM+hCMAJ2vu7ntosAL8vh+SHRLyYG7+NxtH94V4EmHakccDLHoAD1+d7q+Jt4wxAWozjMXeEDm0NfHx5LVu0rOfMZTnMFjMq224bPJUEewTpHDpAgQIPB/Au1cOHXS3TZ7XSEwC4F2yLdjqN/FY/6xfKW0r4cKGur6Uqq+cOXhqVFfNx1JfOaFq90JK/Su/Nu6PvWEN/tvhgLnyrS7d1dHgnZvBGV+AjpA52dtTpsQOG+eO9ll/chcv0vSXah2tVwiT/hI0g/55tHJEIsO0OOPAfaWLLy/G+ICVOeZCpw2U/9Z0vf4NWc6p9lN/E8y6W6J78imy89uNqZMgAABAgQI7ECgJ83q+sRvkivv4HFDvuvdqXzbeL8hN2KB6n6t1KXrb83VFqhea1XlFrmxy76j6LtRSZmfwBMzq9q/bX6zNKcI6AD1MhiMwCGpaT8kJulxQV+XPDK5Y3KD5OpJt2JeNbl2crOku0g/M+koqslze9ljnAx11IAO0Cw8hcB2BJ6Q2/sebwf5EEs/lz6ctA1PH2ID1JkAAQIECIxI4MlpS7+Te2id04+oXZOm9DdUR6J1sImNrhOVjV9+Jk/t62XRD52wd+r4zZW63jmXynwFulfqEUlfK9eb76yXem46QJd68Q+v8XdIlX+V9INiM3ljnn+6ZKhFB+hQl5x6z1rg5JlBPyO6In+pWc9sRtPvqOZ+vn0r6dmOFQIECBAgQGDrBPbIrCejJN+U67tvXVVmNudJJ+/hmUM7ZpSNC9wpT+1hjBZ9oM3DUseub/Z35aLXNVUcZelArS6DHrJLmY+ADtD5OJvLFAXOkGl11/XJ2Rn7obGe9Dgbr05umAy96AAd+hJU/1kKdNTk389yBjOcdkeWHJn0M20Mn1UzpDJpAgQIECAwN4GzZk7dTbjfzw+c21znN6M9M6vJ3ievnN9szWmLBM6Z+U4GFR2wRXUw29126wlPf5D0c2Woh+0a2nLUATq0Jaa+JxDYP//dKukuBj2OxvOSlyUvTp6VPC7pkP5+sI9pJJUO0CxQhcAIBZ6dNnUl6PUjbJsmESBAgACBIQtcJ5XvHiY9MdJVhtyQ7dT93Ll9shH2Htt5jJvHIfAfaUbXN/99HM0ZdCs6aKPL4q2DbsVwKq8DdDjLSk0J/J+ADtD/o3CFwGgELpqW9EdVT350odG0SkMIECBAgMB4BB6VprSzoscD7V5pYys9f0Lb1z3nLjG2xmnPHwQOzN8u46OTs//hFn+2UqAnnzoq6TIZ6uG7ttJvV+etA3RXxTyewAII6ABdgIWgCgSmLNATs3Xlp7vwKwQIECBAgMDiCeyRKo39eKDdi67rI4clY9qDLs1Z+tLX76eTLt9Dl15jcQAmJ3DtyFxltgI6QGfra+pzEuhxeS6WXC45KLlCcuHkbEmPrTG2ogN0bEtUe5ZdoGdg7croT5PTLTuG9hMgQIAAgQUW6O+OMR8PtL+dPpV0veTfEmU8AndLU7pcv56M8TfyUJdUP1N+kxyXnG+ojRhIvXWADmRBqeYJBfbNvz02zQeSyZDxfpivle5O+omkx9ZrJ8MYztyoAzQLUiEwEoGTph1fTPr51TPAKwQIECBAgMBiC1w71ZscD/Sqi13VDdXugnnWL5Kum9xyQ1PwpEUTOG0q9JOky/Qmi1Y59dnt+SvL5jksZiqgA3SmvCY+bYEzZYLPTHbW6blWR+jkts/m+e0IHXLRAXrCpbdf/u3uHA864c3+IzAIgXullv18+nLSs7AqBAgQIECAwOILPCpV7Pf3d5MxHg/0VmnXMcmtE+WEAj3JbkcBX/OENy/0f/+U2vX1+raFruXyVq4bHToCtO+59nkosxHQATobV1OdgUC3Wn0mmXRk9rJbXrvS8cHktckrkp4B/qXJq5J+wLdToQfyXv28frjcOxlq0QF6wiV3nvzb5dutmnuc8C7/EVhogdOldkckff3ecKFrqnIECBAgQIDAaoGuc479eKCr2+v68QJ3yEV/gw5p3a2Hijs26Z6RF02UxRR4ZarV19VjF7N6o6iVDtBRLMbxN2KfNLG7u/cDoflI0q2S693a2lFVByTPTX6bTKZz/VwfYtEBeuKldlhu6nK90onvcstIBbp19JPJAwfcvqel7n3dvnXAbVB1AgQIECCwrAJnTcMnxwM9dFkRlqjdt01bO5Cm6273GVC7375S56cPqM7LWNWez6SvrSOTfZcRYA5t1gE6B2Sz2LxAt7T1w6B5WXKSZKOlnZ6/TTqtjijdzLTy9C0pOkBPzP6PuanL9NEnvsstIxV4YdrVZd4vsiGW7urSLfHdIn/xITZAnQkQIECAAIHdxn48UIv4eIFb5qLrbF33fMDxNw3i701X6tw95bpHpbLYAu9I9foau99iV3OwtdMBOthFt1wVf36a2w+CTycdzbnZMjnmXqd53s1ObAuerwP0xOjXyk1dnh0RqIxf4LJpYnc/6uEthvge7hL6n6Sv2ef0H4UAAQIECBAYrMDYjwc62AUzpYr/RabTjdZdb3vwlKY5j8mcLDP5WtJ633UeMzSPTQtcJ1Po8vpu0uWnTFdAB+h0PU1tRgJfyHT7QdCVi2mUs2UinV5zvWlMcM7T0AF6YvCT56ajky7T7o6kjFdg9zTtg0mX9WMH2syOFmn9f56s91AeA22qahMgQIAAgdEL7JEWTo4H+obRt3a5GnijNHey9+AjB9b0+6a+Xd/sSYD7GlWGIdABPV1ufz2M6g6qljpAB7W4lreyR6Xp/RC4y5QI9sp0Jl9k3aI3tKIDdO0l9urc7MtibZsx3Xq7leX8vVyecoAN6wpoV0T7WrV7ywAXoCoTIECAAIE1BLoBvrsZT/M3yxqzWZib9k9NTr8wtZlNRa6byU5Opvv42cxiZlPt7u4/Tfp6HOKAn5nBDGDCt15Zbj2Z8xAP17fIxDpAF3npqNv/CUy2grzo/27Z3JWr5+n9MmjOvblJbcmzdYCuzf43ubnL9FVr3+3WEQi0w7O7hHQ5336g7bnbSv27S5JdWwa6EFWbAAECBAisIXDz3NZ1lF8k51nj/rHcdIo05JdJN0afbyyN2qYd18z/xyRdnk/d5r4h/PuUlbq/dQiVVccTCHSwxNeTvvaGOFjrBI1ZsH90gE5hgZx0CtMwiR0LtMPvEkkPPv3CpLuYbLScJk988sqTu1Xs8I1OaBefd+Y8/sCku+9utkwOYD2NaW22Lov0/MkuRz0eaDuWOspXGZfAoWlOR1h8OOkX2NDKqVPhh69UuqM/vUaHtgTVlwABAgQIbF/gP3PXS5P/l/xr0nX/HrN8bKUdg+9Lrp28LblK8u1kTKXLr3sNPiu5z8Aa1s73eyR97R0ysLqr7m67HReEJyXPTHrCLYN7gqAQWCaB86ax7Sj43+TIpLvCt4NrV0s7UT+SdDrNo5N5lVdnRpP5Tuvyo/Oq/IDm8+kV52sMqM6quj6Bfg50N6SuzF1ufU9ZuEd1Zabv/3ctXM1UiAABAgQIEJiGQAcqTPZW6cbOsZZ90rD3J12vOSzpYI8xlbunMf+QDHHAyStS7y6XFybKMAX2TrV/lHQ5Xm2YTVjIWr9kxfS2C1m7gVRqiB+KA6E9QTW79eqJq27priXvTj6VHJ78MOnWyHaQdFRut9idKjlHcr7kqsnFkkl5S65cL5nXVtnrZF63T6ZxHI9ubT1d8sbk+onyR4HH5GpXVrqryn3/eLNrIxDoRoQbJy9K7pAMrbQD9wtJP58uk3wyUWYn0O/m/hj7/jpmcZs8pq+tnyQ/SPp90qy+/qv8rxAgQIAAgfUIdL3/Tclvkn7nfy4ZYzl1GvWO5FLJN5LbJR0ZqmydwBUy6w8m/V18/qSd8cowBR6Uaj8yeXNy3WE2YeFq3Q7Qdn72s+rfFq52KkRgG4F2evRHaLeEbCbtOGwH4lCLY4Buf8ldPnf1tfHK7T/EPQMUuGbq3OV6VNJOrSGW/06l24Z/HmLlB1DnbvC6VvKQpD86j0zq3Q1POysfyAP62B2lG92+kvSH3a0ShQABAgQI7Ejg2bmz3yufSPbc0QMHft/pU/8PJ23rccmjkzG3N81b6NL1lC6LdpwpwxboaPKuf3Z5XmLYTVmY2rcDtJ5GgC7MIlGRnQmcIQ/oF2tH9fTFu978Oo/tCLIbJkMvOkB3vASvmLu7MqaMR+DhaUrf64cMtElXWql/V2KG2oG7aPTnT4Xaufmc5DNJf3Rt+33w9dzWz4OdlbPlATdPerys/mB4XvKa5EPJN5KOolg97fUei2mPPE8hQIAAgeUU6C7iX036/TH2zqiTpo2PSo5dae/HcnnBRJmvwE0zu77euhfLvvOdtbnNSODJmW6X6UtnNP1lm6wO0GVb4iNr7/5pT0fiPDjp7vH90fqy5MXJs5LHJXdODkhOmYyl6AAdy5LUjvUK7JUHHph0t+Yhlnel0l15aUeusjmBO+Xpa20A626GH0y6oniz5KzJNEtHmLbTtZ3Zvb6z8rA8oJ2yHTXa0b/98XvL5KLJnolCgAABAuMX6G+Qfhe0Y/By42/uH35zdeNj13l++f/ZOw94SYrqbS8ssKQl57QLSw6Sc1pBJSlZRcmCApIlKEmQ8BeJIhlUwERQQUQl56SAZBEQ2JWMgOQcvu993SmYvXvn3gk901XVz/n93jt9O1Sd81RPT/fp6mrJv9lYbwj43MLnHGa/c2+qpJYeEJhLdbwv+Rgybw/qy70KEqC5tzDxZUmABGiWzUpQmRLwmL0+GX1ZaiZxlimGwsIKj9k5CeqemO4V7KTkMCkm20vO+ITVbd9Xnv+gdIF0sLSJNJ2EQQACEIBAfgR+pJD8O/CwNEV+4U0Qkc91zpMcs5O/Mcb8Nfn1gLSBlIvtoUDM/CFpaC5BEcf/CJyjv27bU+HRMQESoB0jpAAI9J4ACdDeM6dGCLRL4E5t6JOW/dotgO3GIzCH/vPLFlIw98ZYXPKTCn400D1B3TvDF4TeJ+p1lf7HIAABCEAgPwK+Qedkm4/5J+UXXsOIPOzY1xsuLWeBX9r0Kyn8/u5ejhuF1+qbqC/V4jJ3LC8CiyicjyW/CyXl95jE0CokQGNoBXzoKQFfkLoreVBPKy+oMhKgBYGkGAh0mYB79vkk+1kpxh4QXQ6f4hsQ8L6wrLStdIzk8Ua3lwazdbWCH/O/XDpHOlraW/IF5tqSk60zSxNLGAQgAAEIxENgKbnyvuQkxlrxuFUZTzxG6cbSWMnnZW9KO0q5mM8lHNd1uQREHBMQ+LPmuI3pUDEBmpZmkABtCRcr50DAF50+eASlGBMJ0BRbDZ+rRsBJKD/m7GPNLlULvo14Z9M2m0lD29i2KpscqkDDb9dAnx4n6kXpd02AMe+tJY8Xtp3kxwI3ldaX1pZWk5aTlpDmk4ZLGAQgAAEItE7gIG3iY/e/JYbEaZ1fO1t8RhsdLz0vhd/Nv2l6ASkXG6FA3pWcXE/lCZlc2PcyDp+XeR9+XOJGd/vkf1njuFX7RbAlBNIiQAI0rfbCWwikSsBJJZ+oPCG55znWmIBZ/Vcyrw0br1b5JT7hXVrymGXfkA6QfiydL7nXxz8kPwLniyCzfFQazMIYtV6/GfllU+7JNJj5xR9bSqtLIyT3vsEgAAEIVJmAbzj9VfKx9lwJG/fCQt8kLjIh6UeE95Tulup/1/wbuZeU2++R3w7uOJ3YwfIl4HNAJz/d1jmNXdvrFiMB2mvi1Fc6ARKgpTcBDkAgewJOeIaTlG2yj7b9AOfQppdJ4QLlT5r2+FxYZwR8cTeTNFkTxfhx/MOlM6RzJF9IXSz5UatrpFskj2N7v+Rk/sPSYG8hnUjrvCOFdvWne6U+Kbk81+HH993rdEXJ4+NhEIAABKpAYEEF6XH8fFzcqAoBDxKjb+KF3wonLL8rjZQ6sXu0cSjzZU2fIi3fSYERb+u4fNPTv7nzROwnrhVDYF8V4337L8UUV8lSSIBWstmrHbQvDGetU4o0/i6nffDzRSo2MAE/LrDDwKuwNDICO8qf1O9sujeDv6PubeA7ttiEBLbTrFckc/LnthKWDwEfdy+QbpOekj6S3Nb9yRduJAIEAYMABCpBYHdF6WPhC5JvVlXZfEPtPOlVqf734W/638lQn0/tKe0nfU9qpqfooVrP10geVmcyKWe7UcGZ2w9zDpLYPiHg3s0+Z3LSe9Qnc5lohcAvtbK/MzwC3wo11oVAyQRIgDbfAH4E1Ae5xZrfhDVLJOAkiNurmUd3S3RzwKqn0NJnJMex6YBrVnPhnAr7z5L5WH+U3BMUy5uAbz6OlNaQfNJ5oPQz6QHpfekrEgYBCECgCgQmUpDXSv4N9BAm2LgnATYUiF9Lb0jhHKHvp5dj4wiEc+YX9e80QKkMgZ8rUn8vjqtMxMUGSgK0WJ6UBoGeECAB2jzms7SqfyT8iCcWN4Hhcs89xdxe7h2RqoXHU+5KNYAu+v0NlR16ebysae6+dhF2hkV7TNFtJfeAwCAAAQikTGBeOf+m5HMeesCP35K+kezem6dKp0l+TN5vOfe5/CISNm4cUw9J4/1nN4BUisCytXb3ebS/K1hrBEiAtsaLtSEQBYG/ywv/4PEI/ODNsVaN1SODr8oaJRM4pdZWfkHAxCX70m71vgPvl9D4+7lOu4VkuN3MiukKyVysP0izSRgEmiUwlVb0I1/efz6QrpJ2kjykDQYBCEAgRQJOXPmY9qw0fYoB4HNpBMK+4+sbP2GBVYuAr5V87HDHAqw1AiRAW+PF2pESmEN+LS6tII2WVpJ8h9CPWk4u5WYkQJtv0aFa9XnJPxJ+ezIWJwF/Zz1GoB+FXSJOF5vy6jCt5X3NYzJhnxLwOF7m4uTw1z6dzRQEWiLgx+SvlHyc8P5k+bhxk+Qx4uaWMAhAAAKpEPCj8D5++Vh2roRBoBkC02olP/bu/Ybew80Qy2+drWvtf1d+oXU9IhKgXUdMBd0gMFyF7ir55QqvS+FCqL9P9xS5Wzpd2kDyyUbqRgK0tRYMPQuPbm0z1u4RgUlVj8cB9Pf3qB7V2Y1qZlSh4Xi0ajcqSLjMmeS7E1SzJBwDrsdDwD2ltpUulfwygPDb7x6iPi/YRhomYRCAAARiJ7CAHHxb8nFs3didxb8oCHg4AO8v10fhDU6UQcDnOCEJvmIZDiRcJwnQhBuviq7PqqA9HkxIMoSLnlY+nWhxIjRlIwHaWuutptW9j4xpbTPW7hGBg1WP2+dRKeUe28fV4vALfjAIQKA3BKZWNV+VLpLCeHo+ntwnYRCAAARSILCPnPRx60mJl9mk0GLl+ThSVb8r+YbfMhJWXQI/VOg+bvyiugjaipwEaFvY2KgMAu7xcb/kL3qQD/7PSLdLf5QulHwQ+I3k8TGvkTw2in8owjb+9CNze0mpGgnQ1lrOvX6fktz23CVrjV23115QFYTv5+huV9bF8j0Mh3tw+Ji0dBfroWgIQKAxAb8MYHvpb9IljVdjCQQgAIGoCEwsb/4q+Tz1zKg8w5nYCFwgh7yfnBebY/jTcwIjVKNzGr6O8lj7WHMESIA2x4m1SiYwler3Y20+4Ft3SFtIzX7Z/YitH0n1SUX92GHr6/8UjQRo6612gjbxvnNi65uyRZcIODF9g+R2+ZmUsp0u5x2He6FhEIAABCAAAQhAoBUCi2plJzJ8I3WtVjZk3coQWEmR+lzTN9znqkzUEwbqYSM89qlveO4ruSfk/pKvK6pm7gDmfeJ7VQu8g3hJgHYAj017R8AHOH+5rfMl3ylt15z0DElQ9yjtpKx2feh0OxKgrRNcQZt4/3laquIPZOvEur/FDqrCbfK85B7eqdp8ctzHlA+lhVINAr8hAAEIQAACECiVwIGq3edFT0ju/IFBoJ5A6Ax0RP3MikwPU5xbSjdK/o70p3k1fyCbQQvdYcFj0o8YaMWElq0jX81irJRiTkNu99xIgPYcORW2Q+BsbeQvt8f0cm/OTm0PFRAOnKM6LayE7UmAtgfdJ5Ru99Xb25ytCiZwvcpze7g3d8oWfkh/nnIQHfr+JW3vHvbDOyyHzSHQKwLeV6+VzpIGu2jqlU/UAwEIVJvAJAo/nOP/pNooiL4Pga/of58zPyd57Ouq2EIK9HjpJcnxW69Ll0nnSB5/3zcONpYGsy9qhVCGP++WDpGWkFI1d+p5VHI8G6YaRI/9DtdtW/W4XqqDQEsEHtLa/mIf2dJWjVees1aey1yv8WrRLgknRxdH62Gcjv1QbrnN/WOHlU9gMbnw5fLd6MgDx/CR9J40oqOS0t3Y4ymbgb9bfjwLg0AKBOaWk+9K3m8/kHwDI8UbonIbgwAEMiKwpGJ5X/pYWi2juAilfQLDtGnoxPHN9otJbsvz5bF/o4Pu0rTjn1pqx5ws9HWH3xniJGoo15+PSe5hmqLtLacdw5UpOl+CzyRAS4BOla0TCAepnVrftN8t/KZpn1z4YLFpv2vEPZMEaHvtM4M2O1iao73N2QoCExDwmJ8+jpw8wZL8Z/hRm5Mkx+8Lte9KGARSIjC/nD1HcgLU+/GH0nmSX86GQQAC4xPwUDUep9JDCvl8CusegR+oaB+T3LPLL3fDqk3A41x6f3hAGlohFP9SrG9IZ0nLFhy3k8oeFu9s6QXJfK2fSO6JnZJNJ2ffknwu7vFRsYEJkAAdmA9LIyFwj/zwQencgvxZq1aey5y3oDJ7WQwJ0F7Spi4I9E/AF4Lu+eheZFVLqvsm0iWSj6GOfwsJg0CqBDyO70+l9yXv006E/kpaWMIgUCUCvvDfTXIS4LfSrZJ7nr0j+btRL4/ffZnki2+sWAKTqTgnu8z72GKLprTECMwof1+RvC98ITHfO3XXyf9e3ADwDf1vSeGpkBs1PYuUkjmR633kxJScLslXEqAlgafa1gj4wsRfap+ArdnaphOs7RO1kFB9eYKlacwgAZpGO+Fl3gTCozkn5x3mBNH5AvmPko/JPoauLmEQyIHASAXhsWxDItQ3OPw9X0TCIFAFAj7H9rG9P72m+f+UfA76Rm0d9zhaSsKKJ7CcivTNGGvF4ounxEQI+GaEv4+XJ+Jvym76e/a0ZN6PSyn1tvVx2H47WT6lhDUmQAK0MRuWRERglHwJFySvatqPwvvuaKvmg8MdUjixO6rVAiJZnwRoJA2BG5Ul4J5hoffnXBWi4LvkIfH7oqbdCxaDQG4E5lFAp0se29fnC35EflkJg0DuBCZVgHvV9FV9+gbX/FLfC+qJNM/fk4Wkwczrriq1O27fYOXnvPxoBedj0D+kYTkHSmz9ElhQc/374yT44v2uwcyiCcyqAq+SbpZ87ErJ3GPfx4tvpuR0Cb6SAC0BOlW2RyCMfxKSl6+rmMukI6RvSBtIa0mrSGtIfkxgc8kDA58qPSCFbf3pgYJ9MZ+ikQBNsdXwOScCv1YwPo6cllNQTcRyVi1u9wRapon1WQUCKRPwzQ2fP9wvzZtyIPheaQK+YXeQ5BdnzlcCic1Up38v3YHhBKkMH1Rtkja5vP6nZH5HJRkBTndC4FJt7Lb3kwk52UgFc67EW8sFoUD7usry/nJvgWXmWBQJ0BxbNeOYtldsb0v+cneiy7X9DFKqRgI01ZbD7xwIuMeLe3+6d9jcOQTUZAzHaT0fd30Mdq8gDAIQgAAE4iQwVG5tKzl5X3++XMZ4zXPKhxvq/PDv5x+kz0rY4ARW1ipm5p6A9EQfnFcua4xWIP7uvi65V2Iu5uOSb6I7tgtyCSqSOPx0bHih06qR+BSjGyRAY2yVmk/udu3HC92TcUvJPRm/K/nA4XlLSNNIVbOZFbDvgj4n+eDZrDywsU+4viilbiRAU2/Bavm/icJ1z8FeDGTeC7K/UCU+7pzRi8oiqWO0/HDMTvquK2EQgAAEIBAfAY/R/A3pMSmcH7+s6XOk9SRfW5RlS6li+xFeNGL/nKDdUXJPR6wxgXAD0k+zOcmB5U3A39NwrXdQJqHOqDh+L4Xjkl+ylnJnpFib5cga49/E6mAEfpEAjaAR6l3wwWEn6SLJ46uFg0SjT98NvF76juQxeqpmIxWw72YfIh0rOclyvuQEhR9NPVr6puS7IFNLuVj4UfTjTBgEYiawsJwLvbZzGC9yAcXjsZjel0ZIVbFZFKhPVr9UlYCJEwItEphK65eZXGrRXVbPjICTYt+SxkjhmuFhTW8tTSrFZP498Xn7s1Lw9WlNc3NNEBqYbyA/IpnXEQ3WYXY+BLZRKG7rJ6UcOg/45kvouOTen44P6w6BuVWsr1PcYSGnnsNF0iIBWiTNDsoapW1Pkd6SwslAO59OjHncS07CBSFjIwFaTOMuqWKWKKYoSumHgC+67pJ8LDunn+UpzjpXTjse32zBIAABCJjACMk3ev4hbSxhEOgVAZ/vu+OEEyX+bbIekr4mTSzFbD5H8BNu4ZzWvvtaCOufwCqa/ZHkzi/L9L8KczMg4ITnU5K/D76Bkbq5M1I4Nt2g6RGpByT/fWyN+fjqDlJmfoCETUiABOiETHo6Zz7V9jvJP2jh4BA+X9G8+6Q/SadJ3om/LR0inST9WrpbcpY/bBM+fRLuk4qYv5xyD2uTQDhZpAdomwBrm/kupDVlZ8WwdQMCR2i+j0lPSMMbrJPSbN+o8oWHNVLCIAABCJiAn955VArnYLdrerSEQaDbBFZWBWG/8+PkX5FSO/e3v/tJfjT+Y2lmCeufwAma7fZ2W8fWs7d/j5nbKoHDtIHb2B0IUu7QZN99Q8OxvCftK6V2bJLL/dptmuvf/On6XVr+TPemN/d/SSnvQ90iSQK0W2QHKdcHAD+2/pbkHdR6R7pEcuJyeqlZc2Lh89LhUv0JuMv0F3QhCcuLAAnQYtrT3w9/T75cTHGUUkfAF2W+OeObO6vVzU958udy3vvLz1IOAt8hAIGuEHAyYlfpecnHCesKaWkJg0C3CAxTwb7ZuImU+oXugophdQlrTMC9A8O1nq/7sLwIzKtwnA/w70fK587Oc5xdi8PxrC/lZDcoGLfRhZEGZf5P1nz8bKQ+lukWCdAS6C+mOv8qhRPk6zTtcSyLGqNyTZX1C8mPY7kOfzrZ6i8DlgcBEqDFtOOeKsbfEd94wIoj4GPZY5LZ/rC4YkstySel7vlpzVeqJ1QOAQjETMBjgR4kvSr5GOgebedLVRynXWFjEIBAwQScGPPNZZ+PcIOlYLglF3eZ6vfvhq/jUzb36HYc7uj1uZQDaeC7rwNelxzjtg3WKXv2YXLA/vmJYWx8AiRAx+fRk//uVC3eIW+Runmnc2aV/xPpfcn1rSpheRAgAVpMO3pwaD+W8aE0UsKKIfBTFeNjjofoyOURrbNrMZ2jTwwCEIDAYARm0ArHSqE3j5MVp0uzSxgEIACBTgj8WBv7POteKZfzrE545LDtBgrCbfqaNFviAW0s/++T1kg8joHc31YL3V5OhMbYMWKE/PKNEp+DTC9hnxIgAfopi55NXaSaevnI7SjV5y7aq/QsQirqNgESoMURPkdF+QfsxOKKrHRJG9V4+gd30UxI+CTCN5KcKM+5F5fHMdxa8iOVGAQgUAyBuVSMbwr5+OHfGl/cziRhEBiMgHsTrzjYSiyvJAGPXf8vyceUwyQsbQI+73pMcnv66TQsDQLOr7jNPKTa0Ahd9jA89m+3CH0r0yUSoGXSp24ItEmABGib4PrZbEnN84+D7+BN089yZjVPYFat+h/JPPdofrPo1zyzFtN50XvavoM++Q5Ds2zZfjFsCQEINCCwkOb7Yul2yYktDAKNCEykBb4Z9Yzk39MvSNg4Atvrwy/4wMb1rvMQG75B63NZLF0C35fr/q7fL02SbhiV89w9K5+U3HaHSbHZ5nLIvrmnOPYpARKgn7JgCgLJECABWmxTXavi/APxnWKLrVxp4U7oVYrcF3A52DwKIgyT4Bc05GrnKjB/B8ZIM0gYBCAAAQj0nsAKqjLcjPIx2QnzWXrvRpQ1+ia1E34WveTGNdFP9OH95B6JR+HHMUnt70g5HN7bsUZqzuPvkNFi4EfN/ZTHylJMNpmcCR1TlovJsZJ9IQFacgO0Wv0obTC6plwSDK0yYP0hQ0iAFrsXhHF3xqrYocUWXanSfqto3WNlzoyiPl2x+OLiVxnF1DeUvWoxvqnPz/RdyP8QgAAEINB1Ah4b9jzJyT3/5vi3dBuJc31BqDPfqA6MjtZ01fn4UfjHJe8z35ew9Aj8QS7nfp6ZXqu05rGPRW7DJ6ThrW3a9bWPUw327Yyu15ROBSRA02mr/3l6ov56J7boIv8/JJX8QwK02Gb3CfTDkr9XvRyft9go4iht4jjcKMSLuVSKe3/6zu7ChZQYXyGfk0u+a+0LSj8qg0EAAuUTWFYuMCRL+e3QCw/cQ2d/6XXJ5yDvSv8nTS1h/RPYSrP92Ld5OWlc9euhNcXAv+Fmwk1MQUjI1pOv3o/9/fdNECxNAu59fZcUjkkxRbFIzS+PP+4bJtiQISRAE9sLSIAm1mBdcpcEaPFgd1aR/uHy42YYBEzgFMn7xG/8T4bmJwr+KznGwzOMj5AgkCKBleS0v5OvSIdIJEIFIVP7ouIKL7Jxm18izZdprEWH9QUV+IZkbpdLVR9X9+Qai7v1WfWEsBAkYcPkZfj+752Ex5866USa9zk/QYeNI7CQPt6SfExaYNysaP7eUvNru2g8KtcREqAl8J9Odbo3UTvynU5/sazF+iljJs3D8idAArT4NvaP+UuSv1vTFl88JSZGwI/xuyeOe38umpjvzbjrR3T+IXl/9+NXVX+MUAgwCERBwOeI10jhXM+9No6V5pawfAicplBCG/tY7N74WGsEltPqL0jmeIc0s1RVcwLYj9+ahW+cYPETOFguur0elFJLWv+25rvPH7FPCayvyaOl2Npze/nkfc2JUIweoKXsAzupVu+E3dChpUREpb0mQAK0O8RXVLGbdKdoSk2MQHixgF/slJs52emTVv8G+cTbyVAMAhCIi8AacudaKZwrfqDpX0lLSVj6BNzb0z3w95Riu1hOie78cvZxyd+TR6V5paraZxW4H4X3sWL5qkJIJO4R8vMtyfvtaCklC4nbV+W0ez1i8RPwDZIwzIo74FXd6AFawh5AArQE6JlVSQI0swYlnKgIzCZv3pF8IbF4VJ4V44wfd/dJty++/Rg8BgEIxEtgGbn2a8lJDX9vLfcQXVfC0iXgG1EeNw7rnMCsKiKcFz+n6SU7LzLZEo6X5z5GOBnspAcWJ4GL5ZbbKbUhljaUzz43/khyb0csHQJnylXvc8el43LXPCUB2jW0jQueW4vcBdk7YdDtmj6/CT1St417JvXdZjPNw/InEE70/AOKQQACxRI4VsX52Pz7YouNojQnU3zy+qH0uSg8wgkIQKAZAvNoJSc3Qi8OH6Pulzwfg0DVCQwXgKslfy9uqjCMYYr93hqHsyvMIebQ16m1j4/lc8TsaB/fFtP/4ffHL27D0iLgXuE+Pv5HqvrNNxKgJe27Q1XvQVK4o+8DynbSYHaiVvDOa/HIzGC08l1OAjTfto09ssnl4B7SiNgdbdO/GbRdeLHCMm2WEfNmPtm+VdoxZifxDQIQaEhgWi3ZT3pK8rng2hIGAQiMu6j3tZVfkFRlc6LKT7H4+LBxlUFEGPtk8il0ZtonQv8aueRz48ck71N+IgFLk8B9ctttuHma7hfm9S9rHLYqrEQKaomAB/AOB0LvkO7RN9MAJZAAHQBOhRaRAK1QY0cW6rnyx8eqUyL6AfvtAABAAElEQVTzqyh3wuPhfymqQMqBAAQg0AUC7sExqgvlUmRnBDxG66+kb3RWDFtDoCMCu2lrn6v55Z6zd1QSGxdJ4AAV5nb5h5RKL7yh8tXDrtjvO6UpJCxNArvLbbfjFWm6X5jXJEALQ9l+QVNq0zMk75DW89IXpf6MBGh/VKo3jwRo9do8hoi/JSd8jPLA7e5hkJtNo4BekRzjKrkFRzwQgAAEINA1An6xxEWShxjxb8hVEgaBMgn4Rm7YFz3mLFYuAQ+B5/Nnt4lfWJWK/ViO2ufnpLlScRo/+yUwvea6d7jHcK3y8DkkQPvdPcqZ+SVV63EZfJCxzpSmkuqNBGg9jepOkwCtbtuXFbl7q78r+dj09bKc6HK9B9biu67L9VA8BCAAgV4R2FIV/UH6muTxAbFiCcyr4s6VPpT8+/i25JdMzChhECiTgF8OFa4r9yrTEer+H4FL9NfHiAsS4rF9zef39LlyQn7H5uqIiBzyEAbeDw+LyKdeu0ICtNfEB6nPP1Z/krxjWo9J9QccEqACgn3ytktegsTO0AsCvpAbK/mYdLKUo7kn/ouSY1wrxwCJCQIQqCQBX2yHc8qXNX2StJJEjzBB6MDce+Y06X3JfP3p/+eQMAjEQsCda7x/+gb2ErE4VUE/tlLMbofXpDkTij+cFzOkR/uNtpk2ddsf0n4RhW7p3sf259/SxIWWnE5hJEAjbatd5JfvInsH9V3lIyWPFUICVBAwEqA92gdWUT1XSn60rarmH8crJB+LbpNSGbNIrrZke2ttx3h7S1uxMgQgAIG4CfhJop2luyQf44Ke1rRvaI2WhkrY4AT8e7iBdJnkRwjN0ufo50gjJQwCMRI4XU55X31AmjxGBzP3yQnPVyS3wXZSSubE7Y4pORyhr+7I5rb/rzR1BP755udjkn1aNwJ/ynCBBGgZ1JuscyGtV3/C6see63uHTtJkOayWHwHvCz5w0QO0u217QI3zhd2tJurSj6gx8GNUKd21bgWqHwt9phanL24xCEAAAjkS8At6TpDGSj6HCPLx/WzpcxLWmMDPtSgwc4+6X0g+V8fSILCF3PT53ExpuFuYl37C5Z+S9133AMd6S8AdKcz+0t5WS20REbhZvngfcGeLGCxc3/42BmdK8IEEaAnQW6nSva3+Twp3msOJlz9JgLZCMq91SYD2pj39KJsfa3MPjyoOFv0Nxe1jjeNfS8rV3OPecd6TUYBO5Hrg+skyiolQIACB4gh4XGefXz4i1Z9brl5cFdmV9F1FdK+0rzRjdtHlH9AFCtH7ujuXDM8/3PEiXEb/+Xz2Y2md8ZbwTzcJhPPLF1WJh7nDqkngSwrbx54npRiepJtdfnwg+Zgws1Q1IwGaSIv7hHSsVH+SSgI0kcbrgpskQLsAtUGR4SB5XIPluc52As0/jj7m7JRrkIrLx9ExkuPcTMrBFlYQ4U2ji+YQEDFAAAJdJbCYSv++5B6N03e1JgqHQHkEnID6l+Tf+xukqj0Ovn8t9uf0WbVesAq55zZKNb4p5XR+2XOImVTox84frO0L20QSk3ske9/cJxJ/eulGuLb3EA9Y5ASmkX++W39GTRNH7i/udY8ACdDuse1bsu+a+wfiVakqPQaGKdbXa3Efrs+cbTsF5/Z9SPIJSurmtnNPVsd0roRBAAIQKJKAjzE7SKMlT6duvgm2qvTF1APB/6YIjNRaT0v+jfyjVKXOJL5uvL4WO49jC0QXzaxvkbyf/aqL9VB0OgS2laveH5wIjeF6I/RK9fAYVTMSoFVrceLNggAJ0N424w2qzj9ae/a22lJr+6lqP7JUD7pfuU9Qw+OfudwF9GPv3lfdy2VqCYMABCBQJIGvqjAfY6x3pOukH0ibSvNLPq7Gbu6Z5UdTL5Fek0I8i2say5/AIgrxJcnt7gvhGJIRcqMnNrdq8ctYHPtOPamxmpWE3rZPK3x61VdzH+gbtR99f1Lydy+GG25D5cczNX98E7BKRgI0odaeRL4uJfkxzfUkP8qBVZMACdDetvtGqs4/WE9I/h5ieRDwCxHcro9JPhFI3dZXAI7HY/osl3ow+A8BCERJwE8jHSt5LMyPJR9z6uXhN+6QfBPNNw3LTipOIR/8iP+XJT9B5d/xen897R4wR0v8vgtCRWx5xfmG5Pb/SUViDmF+pRa3v6tLhpl8FkbAx7x3Je9b6xRWKgXlQGBvBeH94uZIgjmq5s85kfjTKzdIgPaK9AD1TKdla0m+G+1Ei08u+9rWmvG45C9NvcbofydDsWoRIAHa2/Z2j5aHJX/33NMFS5+Ae3zcL7lNd0w/nCGzKYb/1OLZL4N4CAECEIifwAxycRPph9KfpdC7pf481UmWZm4w+YVtRfbEc3l3Sf0laV/SfL8QZwfJPeKwahL4rMIOiSon66tkvkHh7+kYacYqBd7lWN3L727JbE/vcl1FFb+ECrpP+nJRBVJOQwJTa0nogb1Kw7V6t2CUqvK+6rFq7VtVjARoiS3tO81HSh9J3vmC/MVwwjPYAZoIyxp9nqJ1ijxxDHXzGScBEqC9b5c1VKW/qx9Iy/e+emosmIBvNvl4+pTkC+WUzcf+qyTH409+CwQBgwAESiHgm/qrS7tKZ0gHSYPZClrhPcm915+WfI5zi/RX6U7pHsk3rP4hediS26VZpIFsSi18VnK53ubP0oGSe8f7piYGARP4quQk+YdSlXrrDVO8/n75vOFaydekWOcEjlARZvq4NFXnxXW9BO8HD0j2+ftdr40KTCDsI5dGguNG+eH23z4Sf3rhBgnQXlDupw7/0NwseYfrT060fFHymAxhuX+gb5L8qMbJUt/tv6l5WDUIkAAtp52PU7X+PvpxOT9Wh6VLwI9oui13TzeETzzfrxaLe4C6JygGAQhAICUCfkQ9jEUWznkH+vSNyEWaCHCo1iHZ2QSoiq/yA8Xv/e1VaUSFWMyhWH2TwLGfVKG4uxWqb+T42ORr+NW6VUnB5R6j8tz+vknEdU3BcBsU55t3b0veV/wbVbY58el9wInQqtgvFahj3qoqAccS5z418Ib/uvRz6WDJDeK71Z7/sOTePJ7+tzRa6mtf0IznJK/jnqOD3RHXKlgGBEiAltOIvlP6oOTv25bluECtBRBYR2W4DZ+XUj/hc28m95pyPOtLGAQgAIFUCbg3/tySj2urSivWppfW5xLSotKC0swSBoGiCEykgi6S/Du6ZlGFJlLOyvIzXHdum4jPMbrpc0l3jvA+dGyMDvbjk5O0TtZ+KPlYi/WOwNqqyk+ixWB+9P1NyR3t5ovBoR74QAK0B5D7VjGNZrwh+SDpOy4jpXrzSd5LkpdbPjD5ZLCR+UsU1t230UrMz4oACdDymtMXX75jOmN5LhRW88IqafrCSkunIPek9zHTPSdTt3DC/ePUA8F/CEAAAhCAQEkEhqreeUqqu+xqd5ADPifyeKjuxYi1TsDnYGb4oOTOErGbH89/XLLPR8buLP51ncC5qsH7wuFdrymOCkiAltAOvtvmnczyHe7+LPwYeZ1f9LdCn3mhp6h7kmL5EyABmn8bdzvCTVWB7/xe2e2KIit/Dfnj4+rLku96pm5O5t4gpXDCnTpr/IcABCAAAQjkSOAUBeVzo6clhtJprYVHa3X3nvPTOMtIKdgZctLtfbfkFzdh1SYwWuF7fxgruUd87kYCtIQWDslNP7LeyObSAu+I1m6NVqqbf3RtXQ9ojeVPgARo/m3czQid/PSdfh9fPBxHlSzcLPp+lYImVghAAAIQgAAEINCAgN9NcYPk88JbpckkbHACfhpsrGRuqZxXrlvz19cBi0sYBJz0fELyfrx2BXCQAC2hkb9T28HGDlC336LpndBqZqzBo2rruus9lj8BEqD5t3G3IvQNFff89LHlhG5VEmm5HuPIcb8m+RiLQQACEIAABCAAAQiMG1v33wLh86SzATIoASeJb5TMyx2QnESO3WaQg+GFczkMAxU775T8O1TOel92cjB3IwFaQgtvoDq9g7m7/EwN6l+rto7X+2GDdepn+26d1/1t/UymsyVAAjTbpu1aYL67F3qK+1hxQNdqirfgy+SaY/cNIwwCEIAABCAAAQhA4FMCfuGY31Dtc6VvfzqbqX4InKt55uRhA+aQUrDz5aR9vlmaOAWH8bFnBEaqJuem3pL8vpqcjQRoCa07n+r0wcc6r5/6J9W8v9WWex3fjRtoRxyp5R53xOv+QMLyJ0ACNP82LjJCH1PCwd7Hiq2LLDyRspaSnz5Gvik1uvGUSCi4CQEIQAACEIAABLpC4Gsq1edLPl9coys1pF/ogQohnFP6/DIF+5yctM9vSM5FYBDoS+A6zfA+smPfBZn9H66Jt8osrujDCT2RvJNdKn1WWkDaWLpH8vxXpMdq0xfpc0qpr43SDCdIvb4fa11ewvInQAI0/zYuKsLhKuhqyceI16XPS1W03yloMziuisETMwQgAAEIQAACbRFYT1sdLA1ta+s0NzpGbvuc6QVp7jRD6JrXm6tk95TzdfeGXaul+IKXVJGPSF8vvmhKzITANorD3/tbMomnURgkQBuR6fL8eVV+eMTAO1p/Okjz96hb5mToXpIfj/+KdIrkH6aw7WmaxqpBgARofO3su6lOrs0ekWv2JdxQeU7TfrSpiraogvbJ6jtSTO1TxbYgZghAAAIQgEBKBG6Ss77W+nFKTnfo68Ta/grJcfuaYwoJGzJkBUEI1+9+pwcGgSIIrKNCfi/NUkRhHZQxlbZ1D2F/790xL1cjAVpiy/og+i8pJDDrPy/UfN9p9I4Ykl31y/tO/1PrTSth1SAQ9omLqxFuElGGx2GulbcTReCxfXhU8rHiYWmkVFX7tQI3h5MTBuDfAy5AEm5AXIcABCAAgSQJrCKv35N8HrF9khG05/T02ixcpzoZOnl7xWSz1TyKxJ0JvB+cmU1UBBIDgTPkhPcrX0uWbT+TA/blqLId6WL9JEC7CLeZop3g3Ek6S3Li5DzpS5KTF8Fm1sT1knfGvnKvJvcE7e/xeM3GMiVAAjS+hvX3NPTIds/tGOw6OeHH32eMwZmSfPAdzA+l96W5S/Kh02qd/LxVekmautPC2B4CEIAABCAAgZYIOPHpazA/SZLKmI8tBdhg5YU1/3nJsV8lVfVG7HDFfn+Ng8+rJ5EwCBRFYAMV5O/YvUUV2EE5q9d8eUqf7gmeo5EATahVR8vXI6TfSKdK35SWkLDqESABGmebbyS3/APmx2NWidPFynn1c0XsNvFNplRtfznuGMZKk0kYBCAAAQhAAAK9JRB6aT2uaqfrbdWl1raIag89H6/RdNWSoL4J/WfJ52F+4rJKba9wsR4Q8Ln9K5L3sYV6UN9gVYSe318YbMVEl5MATbThcLvaBEiAxtv+IeH2kVw8QaJ3dnltNUJVu+fnB5LHaE3RFpTT7nHik6JcT0RSbBd8hgAEIACBahEYpnDvlPx77JfZ1j+tp3+zNvcEfVZy7H66qErntifV4n5Rn6meS8p1LHIC4frxkAj89Evf/F3/TQS+dMMFEqDdoEqZEOgyARKgXQbcQfGTadsfSk66+cfDLy/7rIT1nsDpqtJtcF7vqy6kRl9c3SQ5Bp8YYRCAAAQgAAEIlEdghKp+WfLv8oHluVFKzQuq1mckx3695GHccrdvK0DH+660au7BEl+pBNZV7d7XHizVi3GVz6MPd+RxB4wc3zFDAnRcO/MXAkkRIAEaf3MtIxc9lot/zD6WPGD6NFKR5t4IWP8E5tRsn7D6B9w9F1K0XeW09x/3uuCRqxRbEJ8hAAEIQCA3Ak5U+LzO5xdr5xbcIPF4XPWnJZ+b3CjlnARdR/F5DHnHupWUkvkGuoWlQ8Djynqsf+9vi0bg9tU1X3aKwJeiXSABWjTREsrzC07mqqnoBEsJ4VBlEwRIgDYBKYJVJpUPB0lOxPkH7SlpIalTW08FeDD216TZOi0s0+1/rLjM/IJE4xshv9+oxbBxojHgNgQgAAEIQCBHAocpKJ9j/EfyNViVbH4F6/NZx3+zlOPLGZdVXD7HdoyHSymZcwH/kq5NyWl8/R+Bs/XX+9wPIuCxZc2X2yPwpWgXSIAWTbSE8jwOjb8s1qEl1E+VvSdAArT3zDup0QPI+wfE39FNOyhoOW17Xa0cl+UTHHoGCkIfm0X/+0VU7qGxRJ9lqfx7pRx1G1+YisP4CQEIQAACEKgIgYkV5xWSf6dTvdHaSVON0sZP1uK/RZ/DOykssm03kz9vSaFtU+tJGToAXB8ZV9wZnMDnavudX7ZVtvllZ+EmQKpP0jViSAK0EZmE5pMATaixCnKVBGhBIHtYjE+Wfdd8MBuqFTzO0lLSytLa0pek8yUn9HxC9rK0t+TxRrEJCfxIs8zpkgkXJTFnO3lp//0ozMwSBgEIQAACEIBAXARmlDt/kLaNy62eeTOvavq35POV26QcnkI8SHGEc+2fadpPcqVkvnbwY/vWZ1JyHF//R8DXgO5V7u9UDO13Vs2Xo/WZk5EAzaA1SYBm0IgthkACtEVgCa3uEy7/8PUnD0bt5N50EtY/gRk0+w3J/Jbtf5Wo504v7/ymUfvvx08wCEAAAhCAAAQgECOBkXJqjORzlr9Kqb4wZXL5/utaHB7bdR8pNXNPVSei3RYnpuY8/n5CILzA9chP5pQ3sYqq9v70jOTkbC5GAjSDlnQyZNaach6MOoOmKiwEEqCFoYyuIL9x8iHpHsknMh7D50/SSdLcEjYwAY/V5B/rvwy8WrRLfcJj/93uGAQgAAEIQAACEIiZwAg594Tkc5d/SH4JaErma2gnb+3/69IGUoq2g5x2DE5WDU8xAHz+H4E19NfteHEkPB6p+bNeJP4U4QYJ0CIoUgYEekyABGiPgVNdEgTc8+AVyScOvmuZon1ZTt8lFfGyrBTjx2cIQAACEIAABNIiMI/c9c17n399IB0qTSLFbkvKwTCW6RhNLx67ww38m1HzPWyS+X+1wTrMTofAWnI1lpfcHiBfvF9dmA6+QT0lATooIlaAQHwESIDG1yZ4VD4Bj93kH2l6T5bfFngAAQhAAAIQgEB1CPgx8hOlMIamb+YuGnH4G8u3NyWfN94ipTzm+tm1OK7WJwaBIgnMqcI+kt6VPExXDkYCNIdWJIbKESABWrkmJ+BBCHj4j3D3+7ODrMtiCEAAAhCAAAQgAIHiCaypIsdITiw6abKv5BeBxmTfkzMhUXuuplN+qehKtVje0ydPDwkCVjiBK1Siv88epi0HIwFaQitOoTq3qGn2EuqnyvQJkABNvw2JoFgCPsH2j7Pv4mMQgAAEIAABCEAAAuUQmFrVhjdI+9zsZmlUOa6MV+sw/XeeZJ/cq+27Uso2VM7fIzkejyGPQaAbBJy38j52RzcKL6FMEqAlQHdXYu9E1rNSqmPVyXWsJAIkQEsCT7VREvBjV89LPqauG6WHOAUBCEAAAhCAQFUIfEWBXiD5RbVVNr84xS/l8fmZHzffWSrDJlel35LCC13e0PRGZThScJ07qTyzHSO5gxUGgW4Q8PfnFcn72mLdqKDHZZIA7TFwV1efAPWO5C7rPihjEGiWAAnQZkmxXhUI7KkgfSy9swrBEiMEIAABCEAAAlETcPLT5yWXRO1lb5zzuIG/lszDulKaS+qFzaBKDpZekEL9j2p6SSkH211BvC850YxBoJsETlfh/g4d081KelQ2CdAega6vpm8CNByQ/YMwqn5FpiHQgAAJ0AZgmF05Ar7j7Z70Po5+qXLREzAEIAABCEAAArERGCmHQo8p36TFhgzZXBBelHy+9rbk5PBW0rRS0TavCjxZeksK19l+KZPfkD5UyskmyykYYomWgMea9XfJ11ypf4dIgJawm9UnQG9W/U9K4eD8jqYPkjiYCQLWkAAJ0IZoWFAxAnsrXh8/6f1ZsYYnXAhAAAIQgEDEBDaRbz4/8ZN+y0XsZy9dm1WV/U4KLyAKfP6ieTtIM0md2PLa+ELpQ8llux6XzcsxBQGDQIcEHtH2/l6t22E5ZW9OArSEFqhPgJ6h+meULpe8QwWN0fTOkgdrxiDQlwAJ0L5E+L+KBKZU0M9LPm6unxgA91z9m/SbxPzGXQhAAAIQgAAEmiNwklbzOcrjUjd6OjbnRXxrzS6XdpWuk0Ky0pw8fa30bcnr9GfuJDSLtKDkhOfnpa2lGySXYTnpfI60mIRBIGUCq8t5fx9isAPlhL9f58fgTAc+kADtAF67m/ZNgLqciaR9JA/KHA7e/nxa8qMTvtDHIBAIkAANJPisMoF9FbyPk04kpmaHy2H7fmtqjuMvBCAAAQhAAAJNEXCyzo9e+/f+t01tUb2V3OtzR8mdgTyepVlZH0l3SLdLD0nPSm9LYXl/n69q+dHSHBIGgRwIeP/3vr5aBMHMLR/8vfQTyynf0CEBWsLO1F8CNLjhZc6q9z2oOzHqxlpPmkTCqk2ABGi125/ohwyZShD+I/lYmdqjGPPJZ588+NGsVSQMAhCAAAQgAIE8Cfg334k5n6+41yPWmMB0WrS19AfJ50l9r4f9v5OkPv97VLpTulpycnkvabiEQSAnAj9SMN7vT44kqGtq/nwrEn/acYMEaDvUOtxmoARoKHoNTVwl9Xfg90HfDfddaQNphOQepFh1CJAArU5bE2n/BPbXbB8fb+t/cdRzL635fl7UXuIcBCAAAQhAAAJFENhchfic5V1p6SIKrEAZUytGj925srSoNIc0pYRBoEoEllGwPnY8J00cQeC+QWF/Un6CjQRoCTtSMwnQ4JZ/JN0jtH58FO90ffW65rmL9GYSlj8BEqD5tzERNibgk+IXJR8HPfZTSuZe/Pb7NWm2lBzHVwhAAAIQgAAE2iZwqrb07/+/JHoqto2RDSFQOQI+ZvjYMTqCyKeSD2HIxvkj8KcdF0iAtkOtzzbdzMbfo7q+Jvmu1y7StZKToX3NP6QrSUv0XcD/EIAABDIjsLvi8ZhRvvt4dUKxeSywk2r+HqZPv8AJgwAEIAABCEAgfwLfUYj3Sk4aHJh/uERYMIGdVd4RBZdJcWkQuKjm5lcicPct+eAhJ2zbjvvgLwQGJ9BKD9D+SvOF/5el4yUnAOrHSDlM/2P5E/i7QvSdoIvzD5UIITAegeH67yXJ+//a4y2J/5/v1fz+hz4Zyzn+9sJDCEAAAhCAQJEERqkw37j10yAYBJolsKRW9Mtn3pcmb3Yj1suGgNvf1z0vSEMjiGrNmj9j9ZniMIy/rPm/lT6xHhHoNAHa1033QJ1F8pdjpITlT4AEaP5tTIT9EzhIs30ScFP/i6Od68fd35Ts+1rReoljEIAABCAAAQhAAAIxEbhOzvj88cSYnMKXnhJ4WLV5H4ih84eTnmNq/nic3tSMBGgBLdbNR+Cbcc9vEvaLke6TxkoYBCAAgRwJTKOg9qkF9v3EAjxU/nrcnEskn8hiEIAABCAAAQhAAAIQGIjAxlroJNPL0g8GWpFlWROI6TF4J2J/UaO9bdbUCa4wAkX3AC3MMQpKhgA9QJNpKhwtkICTnv7Rvb7AMntR1AKq5APJ4zcv1IsKqQMCEIAABCAAAQhAIGkCHjv+Mcnnvt9OOhKc75TAYirA+8GLUgyPwY+q+eMXIrmDR0pGD9ASWstj2PkxTosxYEpogAyqJAGaQSMSQksEptXar0j+8V+jpS3LX3nzmt+nl+8KHkAAAhCAAAQgAAEIJEBgP/no894HpRiSXgkgy9rFRxWd9we/+DoGu1lO2J9tYnCmBR9IgLYAi1UhEAsBEqCxtAR+9IrAYarIP7LX9KrCgutZUeX5Tj4GAQhAAAIQgAAEIACBgQj4/R6vST73/cJAK7KsMgROUaTeH/aIJOIda/5cG4k/zbpBArRZUqwHgYgIkACNqDFwpesEplcNr0r+0V+167VRAQQgAAEIQAACEIAABMojcKaq9nnvn8pzgZojIzCP/PmRNHskfvndDG9LH0v2LRUjAZpKS+EnBOoIkACtg8Fk9gSOUIQ+Cbwq+0gJEAIQgAAEIACBKhLYTUHvWsXAiXkCAp/RnI+k9yXGjp8ADzMiIvAb+eJrNA/tmIqRAE2lpQbwc3Itm7qmYQOsx6J8CJAAzactiWRgAjNocXgEaOWBV2UpBCAAAQhAAAIQSJJAeNLlq0l6j9NFEvAjxU4qnVhkoZQFgS4QWEdlel/1+KSpGAnQVFpqAD8v0zLveJbvFj0gnS2tJmF5EiABmme7EtWEBI7SLB/bLp9wEXMgAAEIQAACEIBAFgR2VhQ+3/FN31FZREQQ7RBYUBt5P3hJ8hBQGARiJjBUzj0jeZ9NpaMKCdCY96gmfatPgN6tbW6T3pXekNyFHsuPAAnQ/NqUiCYkMKNm+TjmH1W/RAiDAAQgAAEIQAACuRK4SIH5nOcuabJcgySuAQlMrKXfk9YccC0WQiAeAh6X1MetM+JxaUBPSIAOiCeNhfUJ0ENrLvux0X9K16cRAl62SIAEaIvAWD1JAkfLa/+g/jlJ73EaAhCAAAQgAAEINE9gWq36uORznx83vxlrQgACECiNwKKq2cesVyQPzRi7kQCNvYWa8G8ureMBki33mArmN4RNGf7hMysCJECzak6C6YfAHJr3luQf1OX6WR7rrEnlmMfDoedGrC2EXxCAAAQgAIF4CSwv1/zyG5//bBivm3gGAQhA4BMCd2rKx6wUxjAmAfpJs8UxMTQON/AicgIkQCNvINzrmIDHMfYPqR8HS8n+T87a7++k5DS+QgACEIAABCAQDYG95YnPJV6W5o7GKxyBAAQg0D+B3TTbx6y/9L84qrkkQCNqjonky72SH2nfXPL/GAT6I0ACtD8qzMuFwCIK5EPpA2mBhIKaU76+LX0spdRrNSHEuAoBCEAAAhCoBIEwxNktinaSSkRMkBCAQLMEnCeautmVe7Cen0J+T/L122w9qK+TKkiAdkKv4G3XUHnOnFuPFVw2xeVFgARoXu1JNOMTuFT/+jh4yvizo/8v1V6r0YPFQQhAAAIQgEDFCDih8JTk8yE/XYJBAAIQCAR8jfSO5CEQY7HfyxEfr/aNxaEGfpAAbQCmjNm7qFLvNNZJZThAnckQIAGaTFPhaIsEVtP6Pga+Ic3S4rZlrl7fa3X+Mh2hbghAAAIQgAAEsiDgcyL3qPKTJUtnERFBQAACRRA4S4X4eum7RRRWUBkes9g+PVBQed0qhgRoAWQnLqAMF/FQXTl+CyAGAQhAoGoEjqkFfKw+/5NQ8D+Ur0Mln5DQgz+hhsNVCEAAAhCAQKQE/Pj7PtIT0puR+ohbnRGYq7PN2bqiBK6uxf35iOK/XL68KC0uccMmooaJ2RVfPPsHzpnzV6R5JAwC/RGgB2h/VJiXOoFNFYCPf89LUyUUzCo1v31xMmtCfuMqBCAAAQhAAAIQgEA5BPZTtT7v3aqc6qk1YQIzyPePpHelKSKKwx1ZvE9/MSKf+rpCD9C+REr+f6Tqv0PyjvOatJe0kuRxYDAIBAIkQAMJPnMh4AH+H5F87Ns5saBurvn9g8T8xl0IQAACEIAABCAAgd4TmF1Vergnn/eu0fvqqTEDAncqBu8/60QUizv0eViwmI0EaEStM418+al0juTkp3foer2q/58eRN/Rcix/AiRA82/jqkXopKePd06COhmaivkOp/324/rDU3EaPyEAAQhAAAIQgAAESiNwjmr2+ePFpXlAxakT8MvRvA8dl3ogPfafBGiPgQ9UnR+d9E7ciQ4dqAKWZUOABGg2TUkgIuDH3Z+TfOzzY/Ap2V1y1n7vmZLT+AoBCEAAAhCAAAQgUAqB5VTrx5IfX56vFA+oNAcCoxWEr0HuyyGYHsZAArQA2EX1VvIO/FKH/rzd4fZsDgEIQKDXBDzA/2zSX6WU7oSvK3+XlZy8PVPCIAABCEAAAhCAAAQgMBCBH2vhRJI//f4PDALtELhNGzn3s4TkjnQvSBgEIACBLAnQAzTLZq1kULMo6tcl3wBaPTECG8lf38H/VmJ+4y4EIAABCEAAAhCAQO8JbKEqfc77vMTQSb3nn1uNf1FA3p+2zC2wLsZDD9AuwqVoCHSLAAnQbpGl3F4TOEUV+of70l5XXFB9Mb15saCQKAYCEIAABCAAgcgJTCz//BbxVSL3E/c+JeBzxn9LPu/d4dPZTEGgbQJ7a0vvT+e1XUL1NiQBWr02J+IMCJAAzaARCWHI/GLwvvShtCg8IAABCEAAAhCAAASaIuDzJic+/JJcxpFsClnpKx0iD9xmd0tOYGMQ6JTA4irA+9QznRZUoe1JgGbU2B5Dz18CLH8CJEDzb+MqRHiRgvSP9tlVCJYYIQABCEAAAhCAQIEEfq+yfB7lFzIOK7BciiqewJwq8i3J7bVG8cVTYoUJPKrYX5SGVphBK6GTAG2FVoN1i3oJUn3xPkhuJnl8vMmkvneJvINbrns6aS7Jj0AcKT0oYRCAAARiJrCCnPuy9I50aMyO4hsEIAABCEAAAhCIkMA35NOSkl/IeIK0q4TFSeAIuTWl9FvppjhdxKtECSwvv50T+ihR/3E7QQJFJ0A9Jp5fqjFpgixwGQIQgEAzBI6prXSiPp9tZgPWgQAEIAABCEAAAhD4hMBrmvqKdJv0bcmJtQslLD4CHv/zFWn/+FzDo8QJ+DiAQSBZAtvKc3eNb1UeQ88/futKWP4EeAQ+/zbOOcINFJyPcS9J0+QcKLFBAAIQgAAEIACBLhPYWeX7vOp1acEu10Xx7RGYSJsxTEF77NgKAkUS4BH4Iml2WJYfc39ZCslP38HbXlpfCmOGfF/Tm0g7SGdKb0te/2oJqw4BEqDVaevcIvXQHQ9IPm7tmVtwxAMBCEAAAhCAAARKIHC+6vS5lc+xpiqhfqqEAAQgkAIBEqARtdII+eIfLuv0Pn5dWZv/oz7z19T/b9SWfa3PMv7NlwAJ0HzbNvfIdlOAPsY9IU2WWLAetN7jM2MQgAAEIAABCEAgJgJTy5mHJJ9jXRSTY/gCAQhAICICJEAjaozPyxf/aFkj+vjlnp+e77f89bWVNONj6XnJL0TCxt35XEEg3FPWY6241+wiknuf5WAkQHNoxerFMKtCflXysexLiYXv5Kf9vioxv3EXAhCAAAQgAIFqEPDj7+E867vVCJkoIQABCLREgARoS7i6u/IuKt4X2H7cva/5bcle5jcm95fEu6+2fCd95mhrKai9appygADdo+ww6X3JvPrqYc3bSErdSICm3oLV9D/84PwxwfCvlc8+nhySoO+4DAEIQAACEIBANQh8UWG6Y4zfCL1oNUImSghAAAJNEwjXo1s1vQUrdo3AtirZF9hP91PDkrVlXu6ejH3tJ5rhZX6DfI7mIQEcnzVbgwBHaH4YWzCs2+jzz1p3kgblpDCbBGgKrYSP9QTW1D/+Pnrc4pFSSraanLXvfnvntCk5jq8QgAAEIAABCFSOwN6K2E8Nzl65yAkYAhCAwMAESIAOzKeppX55URHm3om2WSS/Ka7e/qV/fAFuczK0rznxZ1ti3Efl/prXudLidZHfU5t3uD7Pk+6sW+YXS51Q9z+TEIBA9whMqqJPqxV/lD7H1qZT+Ti05uhJ+nwtFafxEwIQgAAEIACBShI4UVEvJz1XyegJGgLVJbCDQl+5uuETeWoE3LPISU5rzX6cd89QLzuun2VO8HlZSIT2s0rSswbrAbp7LX4z8I/9Jg2i/azmPyR5PWtbKUWjB2iKrVZdn/dX6P6+PSKl9uKjVWq+e0yt6SQMAhCAAAQgAAEIQAAC/RFYVTPdCWd0fwuZB4EuEphbZft664ku1pFD0fQAjawVx8gf77g+cPZ9bOGy2rKn9Dm9FMw9UF+UvN2lYWZmn4MlQO+oxe8xb1YfJHb3sHWS1LzuG2TdWBeTAI21ZfCrLwH/GL8p+fvmF72lZlfIYfvunuQYBCAAAQhAAAIQgAAE+iMwTDN9s9/njTv1twLzINBFAn4iNuSEFuhiPakXTQI0shbcUP74oGm5x9GpUrDNNBGW3arpjaXR0iVSmH+kpnO0gRKgQxXwO5IZXNBk8F+trf+BPqdocpuYViMBGlNr4MtABH6vha18Nwcqq9fLVqz5/ro+62869doP6oMABCAAAQhAAAIQiJvAD+Sez3kflCaN21W8y5SAcyHeB7+daXxFhEUCtAiKBZcRHmf3zlv/QiT39HxU8vz+9Jrmu3djjjZQAnSUAg48vtNk8OYUtklxnAwSoE02NKuVSmDd2vfMCcQ5SvWkvcr9sjQfJ45qb3O2ggAEIAABCEAAAhCoAIGFFON7kp9G9MszMQiUQeAbqtTXLu4gh/VPgARo/1xKnTulat9D8ouPburjybz6P3StDwk8f74tbdFn3Zz+HSgBOrUC9Y+NOWzVZNDuIv5ObZsUuZEAbbKhWa00ApOr5sckfy/3Ls2L9iv2ywPs+xvSjO0Xw5YQgAAEIAABCEAAApkTuF7x+bzxrMzjJLy4CYRxQP0ksZ+SxSYkQAJ0QibRzHGSbsF+vPHF+F7SH6RbpJOlRaWcbaAEqOMeK/lHp37IAP3b0JxI9vrW8g3XincBCdB42wbPxhE4VB/+ft0vTTJuVlJ/fXy1/z9MymuchQAEIAABCEAAAo0J+JrqmMaLWdIGge20jc8ZX5AYMkkQsFIJPKzavT/6Ra7YhARIgE7IhDkREqhPgK4j/9y7rN4O0j/+ov9TcuJ4MDtFK3h9a5rBVo5wOQnQCBsFlz4hMEpT70gpPwZ0n/z3sCIzSxgEIAABCEAAAhBInYB7hL0i+fpnv9SDicT/meTHS5KZfj0Sn3Cj2gRCnuPAamNoGD0J0IZoWBATgfoEqH9g/PKie6WfSbtIa0tOVnjZ8VIjc3LU44R+JHnd66QUjQRoiq1WHZ//olD9/Ton4ZCnk++zJew/rkMAAhCAAAQgAIG+BPzCXd+g9rXQxn0X8n/LBM7VFj7nvarlLdkAAt0h8FUV633S12PYhARIgE7IJLo57oHkLszbSrvVeTdK0317QtYtzmryNEXjL3Kz2qZP9B424FDp7royPtT0Z6QUjQRoiq1WDZ83VZj+nv5XovdkNdqcKCEAAQhAAAIQSIeAe4b5XM3vkEjxZbCxkN6oxtFPPfm6HINADATmlBP+fru3t1+ijY1PgATo+Dyi+s8v5xkreQcOchf7YO4V+R/pMGlSKWfzl3dh6WvSj6QrJY+zErj0/dxBy+ptSf1Tv47vfH6vfoXEplNIgC4lpmdI8yTGFnfbJzCVNn1S8ndt5/aLYUsIQAACEIAABCAAgS4S8Dm6z9d8bblQF+vJtWjf5PfNfjPcK9cgiStZAmPluffNJZKNoHuOkwDtHtu2S/YLem6WvNP2VX0C9PK65X/S9BRS1WwOBby+5DuZF0n/kpzcXEuqt9n1T2Bpht4mZUshAeqXx5j5s5IT0Fj+BHxzwm1+h8Qdx/zbmwghAAEIQAACEEiTwFC5fank87Yx0mwS1jyBkVr1LcnXnxgEYiPwKznk7/Y3Y3MsAn9IgEbQCPUu+G3JTh54h7Vel5zovLr2f30C9KzavLDuOfofGzJkuCAM6wPCXJ2c+ZyUw7ABKSRApxHr6yTvnx6f1eyxfAksqtDelzym1HL5hklkEIAABCAAAQhAIAsCUyqK2yWfq98tTS1hzROoYuej5umwZpkEVlPl7lBHJ6QJW4EE6IRMSp1zhGoPCU2/4GeGmjc71ObXJ0C9aAXJPey8jce0XEDC8ieQQgLUrTCZ9BvJ+6eTY1tKWH4EPARH2CdPzS88IoIABCAAAQhAAAJZEvBbzB+RfK7uIcZyH1ZNIWIQgECFCZAAjajx3UvRgyj7B+gKqf4R0kYJUK02xD2vnPz0du7liOVPICSbLk4g1Ink47GS908PT/BdCcuLQHj0/XGFNTyv0IgGAhCAAAQgAAEIZE1gPkX3vORz9bOzjpTgIACBqhMgARrRHrC4fPEPj7VYH78GSoB61d9L3u4S/1NBm0Mxm597xI6WVpIWkeaUcnjkXWGMZyklQIPje2jCj0d7Pz1Fqk/w618sUQJryW+36weSv3epGonbVFsOvyEAAQhAAAIQ6JTAsirgDemJTgtiewhAAAIREyABGlHjbCVfnBzyuJ99k0ODJUAPrW17nz6rYE5W7CrdJpmXuTWSEzMe1+Z0aQPJPRJTtxQToGa+uRR6Obv3ao7JacdZFfMQHU9L/u4dknDQ68l3J3H3TjgGXIcABCAAAQhAAAKdEJhbG/MypE4Isi0EIBA7ARKgEbXQQEnOgZY5hOMkJyGcEMzZZlVwHmNwsKRno2So5z8gORGasqWaADXz1aX/Sm6LWyQn0bA0Cfxebrsdb5aGphnC/7wOLwDYJeEYcB0CEIAABCAAAQhAAAIQgAAEGhP4pRb5+tWdD7E2CXjsziIs9N6cUYX5DtxTLRTqxxZsD477yPLv9IrqammJuui88z4nPSm9KLl34XuS28S9C6eRzHKEFN4M70fl/yjtI/1YwnpLwMmy1aTLpVWlW6V1pX9LWDoEdpSrm0qvSf4B+UhK0daQ0350/yXpvBQDwGcIQAACEIAABCAAga4Q8HW5r1cuk3zdiUEAAhCAQEEEnLD7UPLB9ad9ytyhNt8X6X3NySNvY+3Rd2Em/0+lONy7NcR5h6a3kGaWmjG/0dA/XmdKfht5KGd9TadoKfcADbw9buu9ktviWWlpCUuDwIJy803Jbfe1NFxu6OWfanEc2nANFkAAAhCAAAQgAAEIVI3AZArY15w+312nasETLwQyJUAP0Mga9iL544OstZ8UxgJtlAD9rNZxD0iv/5Y0n5Sjba+gApfzNR24tBOrk54hCXp/h2W1U38R2+SQADUH99C9RnLbviGlmpCW65Ux30y4U3Kb/SLxqBeT/x9LPnb6Dj8GAQhAAAIQgAAEIAABE/CTgj7fHSP5mgWDAATSJ0ACNLI29EW4e8P5YGv5rtNB0sm1/1/W51KSE4L1yVKvu6eUq52twByjhwlwAqZTc0/ZwHhUp4WVsH0uCVCj891VJ9LcHu4BzTiMghCxHS3f3FZ+S2jqJ4N+5N2x+PiKQQACEIAABCAAAQg0JjBR40XZLdlEEfkc0UOrLZ9ddARUFQLuNObr7AOrEnATcZIAbQJSr1f5vCp8Q/JBt1n9Wevm/KP0UI3FkfoswuZUIYGt3wCdmuWUAA3sf6CJ0CbHajrn/TnEnNrnaDnssT6dqF5ZStnmkvPuCe5YRkoYBCAAAQhAAAIQgED/BA7W7NelDftfnNXc+RXNK5KvS3LuYJRVoxFMvwSGa66fdvN7UtzpCBsyhARopHuBx0d0tt47bEgK9ffpx9+3kXJPFvkH1/HvJBVhHm81PAbvF7mkZjkmQN0G20qhXX6n6Sk8E4uCwPTy4inJ38NDo/CoMyeOr8Xym86KYWsIQAACEIAABCCQPYH9FaHPAT+Qts442gUVWzjfvSTjOAmtOgT8kmx/d1PvvFJUi5EALYpkl8rx4+7flk6U/LKOv0kXSIdLW0mpP4KqEJqye7SWv7jnNrX24CutpVVcnjXv4KtHt0auCVCD/qz0iuS2uV2aWcLKJ/BbueA2uVUaWr47HXkwnbYON1V4+VZHKNkYAhCAAAQgAIGKEPD1p88F3UHHw4nlZh4b/nnJMd4oTS1hEEidwBkKwPv0fqkHUpD/JEALAkkx3SXwUxXvL667b6/ZYVVOfoSE6ssdllXW5jknQM10EWmM5DZ/XFpIwsoj8A1V7bZ4TRoppW4HKADHc1XqgeA/BCAAAQhAAAIQ6CGBvVVXeELx0B7W2+2qfEP8RSmcH07Z7QopHwI9IuBOc96vL+1RfbFXQwI0ohZyYs4/JCMj8ikWV0bJkfBo9Kua9qPw7YxjsZS284ulfBCwjpJStNwToG6TWaXQVv/V9BqeifWcwAKq8U3J35cte157dyq8rxbP2t0pnlIhAAEIQAACEIBAtgS2U2QfSj43PEmaSErZ/JKj8PTZZZoelnIw+A6BPgTm1f/+rjrBjzEGaFT7gBM+3jl9V+16aVtpKgkbR2BffZhPkB9h9Y/UEZJ7qG0g+dH2VSQny74gbS7tLZ0qPSCFbf15pTSxlKJVIQHqdvHd10skt9d7Ui4JOIWShA2Xl/dK5v/rJDxuzsn1tdqeza3KWhCAAAQgAAEIQAACfQhsov/flXyOeJ40iZSqXS7HHcdvpUlTDQK/ITAAgWe0zPv4wgOsU5VF9ACNqKVDAtQ7Z5B7Xp0rjZZSv7umEDq27VXC21Lg0+6nf+hm6Nib8gqoSgLUhJ2kPlEKbX2IZ2JdJ+ATwGskc39Yqsp4wwoVgwAEIAABCEAAAhAYhICfpHlD8rniH6RUe04uI993k4ZKGARyJHChgvL3dMccg2sxJhKgLQLr5upO9Gwk/V5yb7eQ8AmfYzTvMGk+qcrml+IcJT0nBTbNfPoupX+cvyilblVKgIa28olJeNzmIk3TOzqQKf7TN1t+Jfl75e/ZSAmDAAQgAAEIQAACEIBAPYEV9M/Lks8Zb5XaGaJMm2EQgEAXCeyusv0dPbeLdaRSNAnQSFvKvRN3kW6X+ib3/Ij8jZJ7Q1b97XQjxWALyb0Cj5XOks6XfiGdJh0tfVNaVcqJVRUToGrCIX50+VXJ3wmP4zivhBVP4BgVacYeZmLp4ounRAhAAAIQgAAEIACBTAgspjj+LfkpvRkziYkwIJATAV/P+drusZyCajMWEqBtguvlZguosiOkMZJ33Hr5EXkn+9aSJpKweAl8S645aXd/AQrDAPgR5arZQgr4n5K/By9Ja0tYcQT2UFFm65eOfb64YikJAhCAAAQgAAEIQCBTAlMoLg/nhkEAAvERGCqX3LHF13izxedeTz0iAdpT3J1V5gSnX+5ztvSCVJ8I9fRY6XCJXnGCEKGFL1vfduvk/79GGGcvXPJ4lH+UzM6Pxe8tYZ0T+LKK+EhyL/OtOi+OEiAAAQhAAAIQgAAEIAABCECgZAJXqH5fO69Tsh9lVx9yMlzrlt0SLdY/sdb328792PdbUn0SzckL9wzcWKJXqCBEYh4Tx4+ILFGAHlIZbvOLpaqa9+0jJO/vZuGe0JNLWHsEfHPF4+Sa5f7tFcFWEIAABCAAAQhAAAIQiIaArxc2l/aVuC6OpllwpAQCfgz+KGnKEuqOqUoSoDG1RpO++BGDDaWfSy9K9cnPvtMeK3IeCfuUwKSanKtOny5JZ6qqY4D210KbamZ4A+Vdmp67v5WYNyCBxbX0FcnHj58MuCYLIQABCEAAAhCAAAQgED8BDxF3pxSuj0fG7zIeQgACXSZAArTLgIsqfqgK+oLkXm4h2RMO5v58WTpZcpdm9wp9TgrLn9f08hI2jsCy+ghs/JmikQAdv9WcwHtMcnt6eIjVJaw5Ar4Z8JRkdr+V3Ls8J/MNozOkL+UUFLFAAAIQgAAEIACBxAicL399DbNal/1eSuVfKYXrvWc0vZ2EQQACECABGvk+sIz8O0GqT2iGg/mHmv8XyeP2DZPqzb0c3cU5rHtj/cKKT5MAzXMHmF5hhZMdv8BnlzzDLDSq6VTag5KPEz5G9D2OaFbytpsicHyXJB8JAUAAAhCAAAQgAIF0CVwn18O16eOa9jXumpI7+hRh86qQX0sfS67nVel7km+GYxCAAARMgARohPvBCPl0oBTGeQw/FOHzES3zwXxOaTC7VSt4uw+kaQZbuSLLSYDm29A+gTpGCt+VCzTtxCg2IQEnO530NCsnQZ0Mzc3cmzX0DN4kt+CIBwIQgAAEIAABCCREwOeeR0h+OjGcq/vzJek8ycNaTSW1arNpg5Ok9ySX9650nDSDhEEAAhCoJ0ACtJ5GydPDVf9NUrhrVf/D8Lrm++3vfvFRK3aiVg7lLNbKhhmvO4lim7VOKYbKI/ADt9rXtNjfGe/7T0lrS9inBNxD/HdS4OPH4HO0jRWUY3Qvg9we7c+xvYgJAhCAAAQgAIH8CficbGXpaOlhKVyr+vMd6U+Sn3AczBbSCvXJ1I/0/7kS778QBAwCEOiXAAnQfrGUM9NJufofACdCr5O2ltp9W9c5tTJ9J8yJPywPAiRAB2/H+bRK6AHt79LxUo6PeA9OYvw1ZtK/N0g+1vjFR4tLuZpvKDnOPXINkLggAAEIQAACEIBA4gScyNxf8nm7k5jhenhqTQ9kn9HCt6W3pEulnM9pFR4GAQgUQIAEaAEQiyoiJEDHqMDDJI9j0qktpwL84zBtpwWxfVQESIA21xxDtdpBkscE9cnUA5K/D1W1JRX4WMksnpZ8fMjVwlAXTvIOdgKdKwPiggAEIAABCEAAAikRmEXOfkPatkmnfa6PQQACEGiWAAnQZkn1YD2PebKWNFEP6sqtijkUkO/6rSCNllaSFpE8TurkUm5GArS1FnWiLzxi497Q+0hV+55trpjflJz8vF2aXcrZfq3gHKvHhMUgAAEIQAACEIAABCAAAQhAoNoESIBWu/2TjX64PN9Vuk0KYz062dGf/AKou6XTpQ2kHBJfJEDVkC2ah5E4TQr7iIeXmLvFMlJc3fv74ZKHAXDs50i5DwXgMU39vbeq0MYKE4MABCAAAQhAAAIQgAAEIDAgAXcce0k6bsC18l1IArSEtnXvxF7bSFXonT118zABp0qDJT1Dkqu/Tz8G7URoykYCtP3WW1+bhgHT/Xi0X5iUq/nR70skfw8+lPaSqmA/UpCO+fwqBEuMEIAABCAAAQhAAAIQgAAEmiAwv9bxddJzTayb4yokQEto1TtV5y3S8j2oewbVcbzkx35X7UF93axiehV+v1Sf1HSvtmckP9L7R+lC6RfSb6SLpWukRyTHX7+dB9hOORlEAlQN2IHNrG3/IIV9wtMLdVBejJvOJ6ec7HeM/5U+L1XBplKQTmw77l4cY6vAlBghAAEIQAACEIAABCAAgTwIvKAwfK3kZGjVjARoCS3+M9XpHc7Ju99JS0hFm3tKHiSFRMCLmh5VdCU9LM9JDT/ubm7WHdIWkhNZzdikWskJ4DOl8EIcl+PegCkaCdBiWm1HFfOG5H3Bj0t7mAR/d1K3tRXAy5Lj+odUpR+3XWpx36xPDAIQgAAEIAABCEAAAhCAAAQ+JeCOYr5O3O7TWZWZ+qUidexbVSbiSALdUn547AXDdyL0r9J3pHmkdm2oNtxA8iOvTua4bMv/+416Kdv2cj7E48daJ+4gGCc9QxLUPUo7KasDNzralARoR/jG23g2/XeGFL4zflHQYZIfH0/RdpfTIRb3ih6eYhAd+Oyktr/f63RQBptCAAIQgAAEIAABCEAAAhDIkYDzTs6t/DTH4AaJiQToIIC6udi9Fy+QQmLPnyEZ+n1NbyONlkZJw6R6c7LT268hHSD9WQq9PUN5z2qeE6052NkKwnHdJ7k3Z6e2hwoInMw3NSMBWnyLLawifbMg7BceJ9S9CSeRUrA15eQNUvD/KE3n8MIvhdGy+fiIQQACEIAABCAAAQhAAAIQgMD4BFbQv75m/Of4syvx3y9rsdMDtMTmXk11ewxCj0sZkhd9P50Y9VgNj0ovS/6/7zrh/7Fa9m2pb9JUs5K1h+S54zuyoAjmrJXnMtcrqMxeFkMCtHu0V1XRt0rh++QxZDfrXnUdl+ybINdJwV8fH77ScakUAAEIQAACEIAABCAAAQhAAAK5EXAHn7ckXz/OlFtwg8RDAnQQQL1cvKAq86O4YUzCkNBo5vMdbfcXaVupiB6SKiYqe13emMNOBXk1ucoJj8FvWlCZvSyGBGj3aW+iKh6Wwvfvdk2vJcXSq3J1+XJtnX9+0dHB0jQSBgEIQAACEIAABCAAAQhAAAIQ6I9A6ECzUX8LM55HAjTCxnVGfhXJyYyrJPd+9EuMQg9RP+rued5pz5I2lvySoJztHgXnRNS5BQXpRFZIbM1bUJm9U7DICAAAQABJREFULIYEaG9o+7u4s/ScFPaXpzR9vLSiVIa5h+o1UvDHx4PvSyQ+BQGDAAQgAAEIQAACEIAABCAAgQEJHK6lvp48dsC18ltIAjShNh0qX3N6rL0V9D/Vyv6Cuqfrmq1s2M+602leSKj6ceEUjQRob1vNNxh8Q2KsFBKP/vT/x0jLSt023xTxDZFQ/6uaPlSaVsIgAAEIQAACEIAABCAAAQhAAALNEPiCVvJ1pYd+q5KRAK1Saycc6yj5/r7kL6kTPztJk0mt2lLa4A4pJJGOarWASNYnAVpeQ7jn5wnSU1LYj/z5mPR/0pJSp+aEq3t67i6dKz0ghbq8/x8mTSdhEIAABCAAAQhAAAIQgAAEIACBVgj4WvJjyR3MJm1lw8TXJQFaQAPGMiZgAaFEXcS+8q6+i7bHSr1RulcaI/klUf4Cvyv50WWP8+nHgueW5pfWkBaXgrk3nV+A5C9+auYE6DLSJVKKY5imxrs/f/29d6/Mr0qbS7NLwR7XhBOi3iet//Tz+aLmfSB5H11aci9St6m1kDSxVG+v65+TJCdfnQTFIAABCEAAAhCAAAQgAAEIQAAC7RBwJ5vFJF/H+pq1CuYE6FbS1tKvqhBwSjE6wdJfNn4Rzd9Hukz6hbSxVJUk7PaK9W0p9IZr9/NylTGDlKrRAzSulnOyck3pVMk/Hs3sl068vyL5s+/67u18t/RTaRdpRckJfWxCAk4gzzrhbOZAAAIQgAAEIAABCEAAAhCAQAMCfsrWncSqZPQAjbC155BPP5DGSB6bod4+p38+lPomTM6rXynz6ZkVnx9df07qy2Gg/90z9A/SF6XUjQRovC04VK4tJa0vbSd9Vzpe8h0m9zq+T/K+G77H72jawzKcLn1Tck/QdoZ30GaVMyee/ym9JpEgrlzzEzAEIAABCEAAAhCAAAQgAIGmCZAAbRpV4xUnabyo5SXDtMUV0hK1LUfVleBHuS+QnGDpa9tohhMrfjw2d/OjwwfVNFKfK0kLSO4J5hfCDJf8aPGbkh8b9uPID0nm43kYBLpJ4CMVfm9NA9XjXtvuhezknZOhWOsE3Pt9Yekx6b3WN2cLCEAAAhCAAAQgAAEIQAACEIAABMog4J5ioRejH43dqc4J93oMy+7RtF+Ssrb099p8J1E8hgOWP4HQ5hfnHyoRQqAhgVu1xMfEXRuuwQIIQAACEIAABCAAAQhAAAIQgMCQIfQAjWgvcM9OP6btC3onuJaW6s09GUMCtH7Z9JrvXmReVp8w1b9YpgRIgGbasITVNIEVtaaPef+Vpmp6K1aEAAQgAAEIQAACEIAABCAAgSoSIAFaQKv3fVtzu0WO0oZ+BN52tORensEW0sR8tX8e0Wf9slf0/+9qy5apffIxZMj+guAhAyyPG4pBAAL5EPhOLZQz9PlWPmERCQQgAAEIQAACEIAABCAAAQhAIE4CRSVAF62F5zEEr+4T6np1/19eNx0mx9Ym6nuGhmVV/VxdgX+1JnqIVXUvIO4cCYxQUJtJHuv3lBwDJCYIQAACEIAABCAAAQhAAAIQgEBsBIpKgM5TC+wZfb7aJ8j6BOiVfZb530lr84p8IVM/1TALAhCAQOkE9pQHHjLEvbufLd0bHIAABCAAAQhAAAIQgAAEIAABCFSAQFEJ0KdrrGbpw2wK/b9GbZ7HCL2xz3L/u3Bt3pP9LGMWBCAAgVwITKNAdqwFc0IuQREHBCAAAQhAAAIQgAAEIACBEgg4nzVfCfVSZaIEikqAPlaLf3J9fq6OhR/j9jzb9dI7/5v69M+8mty49u+YT2czBQEIQCA7At9URMOl66R7s4uOgCAAAQhAAAIQgAAEIAABCPSOwMGqyi/c3qB3VVJTygSKSoA+IAj/rIH4mT43lL4u1fdy8lur6m1l/XONFB6BP69+IdMQgAAEMiLgIT72qMVTf1zMKERCgQAEIAABCEAAAhCAAAQg0DMCfgeN7fPjPvgLgd4R2EJV/b8G8qPvk9W5ckOf9S6tW8bkkCGX1fEZmRmQv9diuzizuAgHAgMRWF4LfXz0jaKJBlqRZRCAAAQgAAEIQAACEIAABCAwKAE/fexrrNsHXTP9Fdyh0LFulX4o5UXgXklFmV/qMUw6Wwq9Ol22L/j9mPv7/qdmr4UJff5JohHrgDAJAQhkR+BuRbSPdL3kHy4MAhCAAAQgAAEIQAACEIAABNoncKc29bXV0pI73NXnnPQvBoHxCRSZAHXJfoz9KmlNaaTki33vlB9L9ebx79wL6kLpfKnvcs2qtJnHhzUCJEsqvSsQfCYE/HgGj75n0piEAQEIQAACEIAABCAAAQiUTsAd6x6WFpGWlJx7wiDQkEDRCVBX9Jzk3qAD2aEDLWTZkI1gAAEIQAACEIAABCAAAQhAAAIQgAAEINCQwN+0xAnQFSUSoA0xscAEinoJEjQhAAEIQAACEIAABCAAAQhAAAIQgAAEINArAk6A2pwAxSAwIAESoAPiYSEEIAABCEAAAhCAAAQgAAEIQAACEIBAhARIgEbYKLG6RAI01pbBLwhAAAIQgAAEIAABCEAAAhCAAAQgAIFGBB7QgrelBaQZGq3EfAiYAAlQ9gMIQAACEIAABCAAAQhAAAIQgAAEIACB1Aj45dF315xeITXn8be3BEiA9pY3tUEAAhCAAAQgAAEIQAACEIAABCAAAQgUQ4DH4IvhmH0pJECzb2IChAAESiCwquq8QJq9hLqpEgIQgAAEIAABCEAAAhCAQFUIXFsLdIqqBEyc7RGYpL3N2AoCEIAABAYgcKqWLSmdL106wHosggAEIAABCEAAAhCAAAQgAIH2CVyuTReT/tV+EWxZBQIkQKvQysQIAQj0ksD6qszJz2cl/xhjEIAABCAAAQhAAAIQgAAEINA9Ag91r2hKzoUAj8Dn0pLEAQEIxELggJojx+vz/Vicwg8IQAACEIAABCAAAQhAAAIQgEBVCZAArWrLEzcEINANAqur0NWk/0pndaMCyoQABCAAAQhAAAIQgAAEIAABCECgNQIkQFvjxdoQgAAEBiIQen+erJXeHGhFlkEAAhCAAAQgAAEIQAACEIAABCDQGwIkQHvDmVogAIH8CSylENeT3pJ+kn+4RAgBCEAAAhCAAAQgAAEIQAACEEiDAAnQNNoJLyEAgfgJhN6fZ8pVPwKPQQACEIAABCAAAQhAAAIQgAAEIBABARKgETQCLkAAAskTWEARbC75pUcnJB8NAUAAAhCAAAQgAAEIQAACEIAABDIiQAI0o8YkFAhAoDQC+6tmH0/Pk54pzQsqhgAEIAABCEAAAhCAAAQgUF0Cyyn0kdUNn8gHIkACdCA6LIMABCAwOIEZtco20kfSMYOvzhoQgAAEIAABCEAAAhCAAAQgUDCB6VXe36S/FFwuxWVCYJJM4iAMCEAAAmUReE8VPyBdLz1WlhPUCwEIQAACEIAABCAAAQhAoMIEXlfs70iLSDNJL0kYBD4hQA/QT1AwAQEIQKAtAm9qKz9qsV9bW7MRBCAAAQhAAAIQgAAEIAABCHRKwE/k/b1WyAqdFsb2+REgAZpfmxIRBCAAAQhAAAIQgAAEIAABCEAAAhCoGgE/Am9bcdwHfyHwKQESoJ+yYAoCEIAABCAAAQhAAAIQgAAEIAABCEAgTQIkQNNst554TQK0J5ipBAIQgAAEIAABCEAAAhCAAAQgAAEIQKCLBEIC1I/AT9TFeig6QQIkQBNsNFyGAAQgAAEIQAACEIAABCAAAQhAAAIQGI/A0/rvGclvhF9gvCX8U3kCJEArvwsAAAIQgAAEIAABCEAAAhCAAAQgAAEIZEHgjloUjAOaRXMWFwQJ0OJYUhIEIAABCEAAAhCAAAQgAAEIQAACEIBAeQTCY/AkQMtrgyhrJgEaZbPgFAQgEDGBUfJti4j9wzUIQAACEIAABCAAAQhAAAJVJUACtKotP0jcJEAHAcRiCEAAAnUEPJD2xdL50jJ185mEAAQgAAEIQAACEIAABCAAgfIJ3CUXPpKWlIaV7w4exEKABGgsLYEfEIBACgQ2kJOfkTyw9oMpOIyPEIAABCAAAQhAAAIQgAAEKkTgTcV6nfRfiZxXhRp+sFAnGWwFlkMAAhCAwCcEDqhNHa/P9z+ZywQEIAABCEAAAhCAAAQgAAEIxEJgXTkyqfReLA7hR/kEyIaX3wZ4AAEIpEHgC3JzFell6aw0XMZLCEAAAhCAAAQgAAEIQAAClSPwsSIm+Vm5Zh84YBKgA/NhKQQgAAET8NifP6yh+JE+36pN8wEBCEAAAhCAAAQgAAEIQAACEIBA5ARIgEbeQLgHAQhEQcBvffdLj56WTo7CI5yAAAQgAAEIQAACEIAABCAAAQhAoCkCJECbwsRKEIBAhQl47Jgja/Efqs93K8yC0CEAAQhAAAIQgAAEIAABCEAAAskRIAGaXJPhMAQg0GMCO6m++aSHpPN6XDfVQQACEIAABCAAAQhAAAIQgAAEINAhARKgHQJkcwhAIGsCUyu6Q2oRHqjPj7KOluAgAAEIQAACEIAABCAAAQhAAAIZEiABmmGjEhIEIFAYgd1V0izSbdKlhZVKQRCAAAQgAAEIQAACEIAABCAAAQj0jAAJ0J6hpiIIQCBBAh7v0298/06CvuMyBCAAAQhAAAIQgAAEIACBKhMYpeB3kIZWGQKxjyNAApQ9AQIQgEBjAidq0XDpb41XYQkEIAABCEAAAhCAAAQgAAEIREjAL7P9qbR+hL7hUo8JkADtMXCqgwAEkiPw/5LzGIchAAEIQAACEIAABCAAAQhA4IkaghVBAQESoOwDEIAABCAAAQhAAAIQgAAEIAABCEAAArkRuKsW0PK5BUY8rRMgAdo6M7aAAAQgAAEIQAACEIAABCAAAQhAAAIQiJvAnTX3lovbTbzrBQESoL2gTB0QgAAEIAABCEAAAhCAAAQgAAEIQAACvSTwtCp7QZpBmq+XFVNXfARIgMbXJngEAQhAAAIQgAAEIAABCEAAAhCAAAQg0DkBeoF2zjCLEkiAZtGMBAEBCEAAAhCAAAQgAAEIQAACEIAABCDQhwDjgPYBUtV/SYBWteWJGwIQ6Etgac34vjSs7wL+hwAEIAABCEAAAhCAAAQgAIEkCYQEKOOAJtl8xTk9SXFFURIEIACBZAn4WHihtIB0g3SThEEAAhCAAAQgAAEIQAACEIBA2gTCI/DLKoyJpP+Xdjh43y4BeoC2S47tIACBnAh8U8E4+fmIdGtOgRELBCAAAQhAAAIQgAAEIACBChP4j2J/ShouLVRhDpUPnQRo5XcBAECg8gSmEgE/+m47QProf1P8gQAEIAABCEAAAhCAAAQgAIEcCNT3As0hHmJogwAJ0DagsQkEIJAVgQMVzWzSX6VLsoqMYCAAAQhAAAIQgAAEIAABCEDAw529JP0bFBCAAAR6ReDvqshjblzcqwqpBwIDEPCLjz6Q3OtzpQHWYxEEIAABCEAAAhCAAAQgAAEIQKAMAr9Upc6jbFVG5bnUSQ/QXFqSOCAAgVYJTKoNzpH8AqSTJPcAxSAAAQhAAAIQgAAEIAABCEAAAhDIjAAJ0MwalHAgAIGmCfjR9yWlx6SDm96KFSEAAQhAAAIQgAAEIAABCEAAAhBIigAJ0KSaC2chAIGCCCyhcg6S/BjBDtLbEgYBCEAAAhCAAAQgAAEIQAACEIBAhgRIgGbYqIQEAQgMSMCPvJ8r+RH4U6WbJAwCEIAABCAAAQhAAAIQgAAEIACBTAmQAM20YQkLAhBoSGB5LVlGGit9T8IgAAEIQAACEIAABCAAAQhAAAIQyJiAe0JhEIAABKpE4A4Fu6t0vfRWlQInVghAAAIQgAAEIAABCEAAAhCAQBUJkACtYqsTMwSqTeAjhX9atREQPQQgAAEIQAACEIAABCAAAQhAoDoEeAS+Om1NpBCAAAQgAAEIQAACEIAABCAAAQhAoKoEplfgh0vzVRVAleMmAVrl1id2CEAAAhCAAAQgAAEIQAACEIAABCBQDQIbKsxDpAOrES5R1hMgAVpPg2kIQAACEIAABCAAAQhAAAIQgAAEIACBHAk8XAtqhRyDI6aBCZAAHZgPSyEAAQhAAAIQgAAEIAABCEAAAhCAAATSJ3CfQvhQWlSaMv1wiKAVAiRAW6HFuhCAAAQgAAEIQAACEIAABCAAAQhAAAIpEnhXTj8gDZWWTjEAfG6fAAnQ9tmxJQQgEDeBieTe/tJ6cbuJdxCAAAQgAAEIQAACEIAABCDQIwJ31epZvkf1UU0kBEiARtIQuAEBCBRO4Nsq8UfSoYWXTIEQgAAEIAABCEAAAhCAAAQgkCKBkABdLkXn8bl9AiRA22fHlhCAQLwE1pJrJ9TcOyZeN/EMAhCAAAQgAAEIQAACEIAABHpI4M5aXfQA7SH0GKoiARpDK+ADBCBQJIH/3959wMtz1fXDJ6QQShIIPdQYQvtTIkWaEEDxEUJQhAcQIlJUpIoI/ung8xdUkPJXURD+EppUeZQgICBIf0AjVURa6C0SIJSE1Ofz/WUPmd9m69259255n9fre+fszJkzZ95z7szu2dndG6Sy/zdxQKIGQV+fkAgQIECAAAECBAgQIECAwCdCUN8FemTiEBybI2AAdHOOtT0lsAkCV81OvjlxcOJViUcnJAIECBAgQIAAAQIECBAgUAJnJurX4Os3I26UkDZEwADohhxou0lgAwQOzT6+JXFY4p2JX0+cm5AIECBAgAABAgQIECBAgEATaN8D6mPwTWQDpgZAN+Ag20UCGyBwYPbxDYnrJD6WuGvijIREgAABAgQIECBAgAABAgS6Au17QN0B2lVZ87wB0DU/wHaPwAYI1HnsbxO3SnwpccfE9xISAQIECBAgQIAAAQIECBAYFqhPDtYg6LuGF3i8vgL7re+u2TMCBDZE4M+yn3XH53cSv5j4WkIiQIAAAQIECBAgQIAAAQKjBL6ZmT8zaoF56yvgDtD1Pbb2jMAmCNSv9j00Ub/id5fEfyYkAgQIECBAgAABAgQIECBAgMBPBNwB+hMKGQIEVlCgPup+90Td9fmBFWy/JhMgQIAAAQIECBAgQIAAAQLbLGAAdJuBVU+AwLYL/N22b8EGCBAgQIAAAQIECBAgQIAAgZUV8BH4lT10Gk6AAAECBAgQIECAAAECBAgQIECAwDQBA6DThCwnQIAAAQIECBAgQIAAAQIECBAgQGBlBQyAruyh03ACBAgQIECAAAECBAgQIECAAAECBKYJGACdJmQ5AQK7LXBoGnCN3W6E7RMgQIAAAQIECBAgQIAAAQKrKWAAdDWPm1YT2BSBX8iO/mfik4nLbspO208CBAgQIECAAAECBAgQ2HaBfbKFP04ct+1bsoFdFzAAuuuHQAMIEBghsF/mPT3xlsTlEu9IfCchESBAgAABAgQIECBAgACBPgTqJpv/mXhOH5WpY7kFDIAu9/HROgKbKHCV7PS/JB6XOCfxxMSdEmclJAIECBAgQIAAAQIECBAg0IfAt1JJxWUSV09IayxgAHSND65dI7CCAsemzR9O3CrxlcTtEk9L1ECoRIAAAQIECBAgQIAAAQIE+hT4t0FlN+6zUnUtn4AB0OU7JlpEYBMFDsxOPzvxhsSlE/+YOCrxnoREgAABAgQIECBAgAABAgS2Q+BlqfSkxGe3o3J1EiCwuQInZtfPTbx+cwnseUfgoOTrI+7fTFS/OCPxe4n6MmqJAAECBAgQIECAAAECBAhsukAN0tbr5eM2HWKR/a8fGpEIECCwWwJ/lA0/dLDx+uhB5T80eGxCgAABAgQIECBAgAABAgQIEFhYwADowoQqIEBgAYFXZd2LJ16aeOcC9ViVAAECBAgQIECAAAECBAgQIDBSwADoSBYzCRDYIYH3ZjsVEgECBAgQIECAAAECBAgQIEBgWwT8CNK2sKqUAAECBAgQIECAAAECBAgQIECAAIFlEDAAugxHQRsIrI/A/tmVOydemTgl8esJiQABAgQIECBAgAABAgQIECCwawI+Ar9r9DZMYK0Ebpm9uU/iHonLDPasfqXOOWaAYUKAAAECBAgQIECAAAECBAjsjoDBid1xt1UC6yBw7exEDXreO/FTnR36RPKvSPxt4kud+bIECBAgQIAAAQIECBAgQIAAgR0XMAC64+QX2OBhmXNo4mKDOD3T7yVOTXw7UY8lAsskcPc05jGJn+k06ivJ18feX574WGe+LAECBAgQIECAAAECBAgQIEBgVwUMgO48/0HZ5H0Tdefc9RL1eFw6Kws+nvhg4o2JNyXqY8USgd0SuEs2/NrBxmug/nWJGvR8d+KchESAAAECBAgQIECAAAECBAgQILChApfPfj8vUXd21iDmVqIGQ49JrHI6MY2vfX/9Ku/EBrf9Stn3VyV+O3HgBjvYdQIECBAgQIAAAQIECBAgsBMCL8tGahzluJ3Y2Lpuwx2gO3NkL5XNvC1x/c7mqvN+PVHfkXhy4rTEjxN1TGpg6eDEVRJXS1wkUanuGH1D4vcSz01IBHZa4KvZ4L12eqO2R4AAAQIECBAgQIAAAQIECBAgsLwCF0/T3p+oAc+KDyVqAOmyiVnS/il0q8QLEmckWj13Sn4VkztAV/GoaTMBAgQIECBAgAABAgQIECCwGwLuAN0NdducW+D+WaMNWtaPxFx47hrOX6EGPdsgaP3QzCJ1nV/rzuYMgO6s9zxbe0AK/+Y8KyhLgAABAgQIECBAgAABAgQIbKuAAdBt5VV5XwIvTEU1APrRRN3NuWh6RCpoA6pHLFrZLqxvAHQX0Kds8hJZ/upE9av6KoZ9EhIBAgQIECBAgAABAgQIECCw+wIGQHs4Bqt4B2EPu72jVdTH1yudkDhzT26xP3/XWf2anbwsga0IXCsrfTBxj0T9QFd9PUMNhEoECBAgQIAAAQIECBAgQIAAgbUQMAC6/YfxyoNNfLmnTX079bSB1Iv2VKdqNlPgbtntf01cN/EfiZsm/iEhESBAgAABAgQIECBAgAABAgTWRsAA6PYfys8NNnGLnjZ1y9TTPkr/4Z7qVM1mCeyb3X1G4nWJgxKvStws8emERIAAAQIECBAgQIAAAQIECBAgQGAugReldPtuxaPnWvOChS+ZWTXoWfXVnaCrmE5Mo6v9r1/Fxq9Bmy+XfXhnoo5B/aDW7yQkAgQIECBAgAABAgQIECBAYDkFfAfoch4XrRoSOCKP2y+3fzf5ByUOGCozy8OjUuhDiRq4qnhaYhWTAdDdO2p1F/JXEtV/vpZo30+brESAAAECBAgQIECAAAECBAgsoYAB0B4Oyn491KGKyQL1EfjHJ56ZOCTx/EH+XZl+JHFS4puJ+vXt0xN1TA5MHJy4SuIaidskrpdo6a3JPKk9MCUwg8BNUqb6XH19wrsT90x8IyERIECAAAECBAgQIECAAAECBAgQ6EXg/qnlR4l2B+dWp29OHYf20qLdqcQdoLvjfoNstu76rIF4b3zszjGwVQIECBAgQIAAAQIECBAgMK+AO0DnFVN+1wUumxbUR9e/nphnALTuDP37xJ0Tq54MgK76EdR+AgQIECBAgAABAgQIECBAYKcEDID2IO1OsB4Q56ji5JR9wiCununNE0cm6uPu9fH4gxJnJn6QODVRH5//ZOKjiZonESBAgAABAgQIECBAgAABAgQIECAwh4AB0Dmwei76hdRXIREgQIAAAQIECBAgQIAAAQIECBAgsE0CF96melVLgAABAgQIECBAgAABAgQIECBAgACBXRcwALrrh0ADCBAgQIAAAQIECBAgQIAAAQIECBDYLgEDoNslq14COy+wbzZ5rZ3frC0SIECAAAECBAgQIECAAAECBJZXwADo8h4bLSMwj8A+KfzyxKcSd5lnRWUJECBAgAABAgQIECBAgAABAussYAB0nY+ufdskgadlZ++VODXxyU3acftKgAABAgQIECBAgAABAgQIEJgk4FfgJ+n0s+zkVFN3521Husx2VKrOlRN4QFr8uMRZibsnPpuQCBAgQIAAAQIECBAgQIAAAQIEImAAdPu7waHZhDttt995U7fwc9nx5w92/iGZvm1TIew3AQIECBAgQIAAAQIECBAgQGCUgAHQUSr9zrt1qntx4pqdar+R/Nmdx7IEtiJwnaz0usT+iWckXpiQCBAgQIAAAQIECBAgQIAAAQIECOy4wKWyxQ8mzh1EfV/jpqYTs+Pl8PpNBehpv6tPnZQoy9cmtutrFlK1RIAAAQIECBAgQIAAAQIECOySwMuy3Xrtf9wubd9mCcwlcHBK14/TVKetuz9vn9jEZAC0n6P+klRTfakG1i/aT5VqIUCAAAECBAgQIECAAAECBJZMwABoDwfEd1P2gDhjFfXr3A9MnJMo9+rANSgqEZhX4I5Z4b6J0xL3GUwzkQgQIECAAAECBAgQIECAAAECBIYFDIAOi2zv4w+k+j8fbOKwTB+2vZtT+xoKHJh9esFgv56UqV98X8ODbJcIECBAgAABAgQIECBAgACB/gQMgPZnOWtNT0jBkwaFH5XpJWZdUTkCg/5y6Uzfl3guEQIECBAgQIAAAQIECBAgQIAAgckCfgV+ss92LP1hKv3VxLGDyg/P9OODvAmBaQL/nQJXTlQ/qu+SlQgQIECAAAECBAgQIECAAAECBCYIGACdgLONi+qHayokAlsR+M5WVrIOAQIECBAgQIAAAQIECBAgQGATBXwEfhOPun0mQIAAAQIECBAgQIAAAQIECBAgsCEC7gDdkAO94G4emvVvkehjwPyQQVv2WbBNVidAgAABAgQIECBAgAABAgQIECAwVcAA6FQiBSLwosRde5a4Us/1qY4AAQIECBAgQIAAAQIECBAgQIDABQQMgF6AxIwRAi/JvH0Tfdy1+dOpp37Ep37FXCJAgAABAgQIECBAgAABAgQIECCwrQIGQLeVt/fK90+Nl+/U+pVOfjuz/5DKK/pIz0klj0x8sY/K1EGAAAECBAgQIECAAAECBAgQIEBgkoAB0Ek6y7fsBmnSv3Wa1ccdmZ3qZJdIoP4335A4PfErS9QuTSFAgAABAgQIECBAgAABAgQIrJSAAdCVOlwau0ECj82+3jHxqQ3aZ7tKgAABAgQIECBAgAABAgQIEOhdoI9f9e69USoksOEC183+PylxbuIhG25h9wkQIECAAAECBAgQIECAAAECCwm4A3Qhvh1f+aPZ4hV2fKs2uJMC9abE3yQOSLwg8c6ERIAAAQIECBAgQIAAAQIECBAgsEUBA6BbhNul1c7Kdr+5S9u22Z0ReFg2c7PElxO/vzObtBUCBAgQIECAAAECBAgQIECAwPoK+Aj8+h5be7Z6ApdMk58yaHZ99P3U1dsFLSZAgAABAgQIECBAgAABAgQILJeAAdDlOh5as9kCj8/uH5p4R+KNm01h7wkQIECAAAECBAgQIECAAAEC/Qj4CHw/jovUclhWrkGviw3i9Ey/l6i7/76dqMfS+gtcNbv48ET98NFj1n937SEBAgQIECBAgAABAgQIECBAYGcEDIDujHN3KwflwX0T90lcL1GPx6X6zs+PJz6YqDsC35SoATJp/QSell06MPGKxL+v3+7ZIwIECBAgQIAAAQIECBAgQIAAgXUXuHx28HmJurOzBjG3EjUYekxildNz0vja90eu8k703PYbpr5zEnW379V6rlt1BAgQIECAAAECBAgQIECAwOoKvCxNr3GU41Z3F3a/5e4A3ZljcKls5m2J63c2V53364kvJU5OnJb4caKOSd0JeHDiKokaELtIolLdMfqGxO8lnpuQ1kOgjus+iTqmX1yPXbIXBAgQIECAAAECBAgQIECAAAECmyJw8ezo+xM14FnxocS9EpdNzJL2T6FbJV6QOCPR6rlT8quY3AE6+qjdILP9KNloG3MJECBAgAABAgQIECBAgMCmCrgDdFOP/Irt9/3T3jZo+crkFxnkqkHPNgj6sQXryuq7kgyA7gq7jRIgQIAAAQIECBAgQIAAAQIrKGAAtIeDtshgXA+b34gqbjnYyxqwrB8/qu963GqqH0F69GDl+jj94VutyHoECBAgQIAAAQIECBAgQIAAAQIENkHAAOj2H+X6+HqlExJn7skt9ufvOqtfs5OXJUCAAAECBAgQIECAAAECBAgQIEBgSMAA6BDINjy88qDOL/dU97dTTxtIvWhPdaqGAAECBAgQIECAAAECBAgQIECAwFoKGADd/sP6ucEmbtHTpuoj9fXDSJU+fN7EXwIECBAgQIAAAQIECBAgQIAAAQIERgkYAB2l0u+8EwfV3TPToxes+pJZ/1mDOk7J9KQF67M6AQIECBAgQIAAAQIECBAgQIAAgbUWMAC6/Yf3j7KJ+sj6gYl/SDwocUBi3nRUVnhroqaVnn/exN8VE6hB7Hsl2l28K9Z8zSVAgAABAgQIECBAgAABAgQIrJbAfqvV3JVsbX0E/vGJZyYOSdTAZeXflfhIou7i/GbitMTpiTomNVh6cOIqiWskbpO4XqKlGgh9UntgulICL0pr75a4T+JvV6rlGkuAAAECBAgQIECAAAECBAgQIEBggsD9s+xHiXMXjDdn/UMTq5qek4aXwSNXdQcWaHd9D2zt+w8TV1ygHqsSIECAAAECBAgQIECAAAECmyHwsuxmjSUctxm7uz176SPw2+M6qtYXZ+bVEk9PfGNUgQnzfpxl9fH5YxN3TNT3f0qrJ1B3/laq73H9+p6cPwQIECBAgAABAgQIECBAgAABAtsq4CPw28p7gcpPzpwnDOLqmd48cWSiPu5eH48/KFHfF/qDxKmJ+vj8JxMfTdQ8aXUF7pqm3yrxrcQzVnc3tJwAAQIECBAgQIAAAQIECBAgsFoCBkB373h9IZuukNZfoO60rh/DqvTUhMHskpAIECBAgAABAgQIECBAgAABAjsg4CPwO4BsExsvcM8IXCtRd/S+cOM1ABAgQIAAAQIECBAgQIAAAQIEdlDAHaA7iD3Hpn4/ZW80KP/wTOuj89JqCuyTZj9x0PT6/tezVnM3tJoAAQIECBAgQIAAAQIECBAgsJoC7gBdzuN26zSr7hqsuPhyNlGrZhS4W8pdN/HFRP1ym0SAAAECBAgQIECAAAECBAgQILCDAgZAdxDbpjZOoHv35x9n7+sHriQCBAgQIECAAAECBAgQIECAAIEdFDAAuoPYNrVxAnfKHt8w8dXE32zc3tthAgQIECBAgAABAgQIECBAgMASCBgAXYKDoAlrK1D/X2cnnpw4Y2330o4RIECAAAECBAgQIECAAAECBJZYwI8gLfHB0bSVFzghe3CxhMHPlT+UdoAAAQIECBAgQIAAAQIECBBYVQF3gK7qkdPuVREw+LkqR0o7CRAgQIAAAQIECBAgQIAAgbUUMAC6lofVThEgQIAAAQIECBAgQIAAAQIECBAgUAI+Ar+c/eCcNOusQdPOXc4mahUBAgQIECBAgAABAgQIECBAgACB5RcwALqcx+iXlrNZWkWAAAECBAgQIECAAAECBAgQIEBgtQR8BH61jpfWEiBAgAABAgQIECBAgAABAgQIECAwh4AB0DmwFCVAgAABAgQIECBAgAABAgQIECBAYLUEDICu1vHS2uUWuFWad9XlbqLWESBAgAABAgQIECBAgAABAgQ2S8AA6GYdb3u7fQI3TdXvSbxi+zahZgIECBAgQIAAAQIECBAgQIAAgXkFDIDOK6Y8gdECT8rsfRLvHb3YXAIECBAgQIAAAQIECBAgQIAAgd0QMAC6G+q2uW4CR2WHjk38KPHsdds5+0OAAAECBAgQIECAAAECBAgQWGUBA6CrfPS0fVkEnjhoyPMzPXlZGqUdBAgQIECAAAECBAgQIECAAAECF7qQAVC9gMBiAv8jq/9K4vTEMxerytoECBAgQIAAAQIECBAgQIAAAQJ9CxgA7VtUfZsmUHd/1nd/vjDxjU3beftLgAABAgQIECBAgAABAgQIEFh2AQOgy36EtG+ZBa6Zxt0jcUbiT5a5odpGgAABAgQIECBAgAABAgQIENhUAQOgm3rk7XcfAr+XSup/6PjEVxMSAQIECBAgQIAAAQIECBAgQIDAkgkYAF2yA6I5KyNwubT0volzEs9amVZrKAECBAgQIECAAAECBAgQIEBgwwQMgG7YAbe7vQk8LDUdmHhD4tO91aoiAgQIECBAgAABAgQIECBAgACBXgUMgPbKqbINEqhffz838YwN2me7SoAAAQIECBAgQIAAAQIECBBYOQEDoCt3yDR4SQQekHbcMPGBJWmPZhAgQIAAAQIECBAgQIAAAQIECIwQMAA6AsUsAjMIfC9lPj5DOUUIECBAgAABAgQIECBAgAABAgR2UcAA6C7i2zQBAgQIECBAgAABAgQIECBAgAABAtsrYAB0e33VToAAAQIECBAgQIAAAQIECBAgQIDALgoYAN1FfJsmQIAAAQIECBAgQIAAAQIECBAgQGB7BQyAbq+v2gkQIECAAAECBAgQIECAAAECBAgQ2EUBA6C7iG/TBAgQIECAAAECBAgQIECAAAECBAhsr4AB0O31VTsBAgQIECBAgAABAgQIECBAgAABArsoYAB0F/FtemUELpeWfi3x1yvTYg0lQIAAAQIECBAgQIAAAQIECBDYI2AAVEcgMF3gESlyxcQh04sqQYAAAQIECBAgQIAAAQIECBAgsEwCBkCX6WhoyzIKXDyNevCgYc9dxgZqEwECBAgQIECAAAECBAgQIECAwHgBA6DjbSwhUAIPSByaeH/iAwmJAAECBAgQIECAAAECBAgQIEBghQQMgK7QwdLUHRfYN1v83cFWn7njW7dBAgQIECBAgAABAgQIECBAgACBhQUMgC5MqII1Frhb9u3wxGcSb1jj/bRrBAgQIECAAAECBAgQIECAAIG1FTAAuraH1o71IPDoQR3PyvScHupTBQECBAgQIECAAAECBAgQIECAwA4LGADdYXCbWxmBo9PSmyZOTrxkZVqtoQQIECBAgAABAgQIECBAgAABAnsJGADdi8MDAj8RaHd//kXmnP6TuTIECBAgQIAAAQIECBAgQIAAAQIrJWAAdKUOl8bukMB1sp1jEqcl/nKHtmkzBAgQIECAAAECBAgQIECAAAEC2yBgAHQbUFW58gK/nj3YJ/HixH+v/N7YAQIECBAgQIAAAQIECBAgQIDABgvst8H7btcJjBN4XRZcIfGH4wqYT4AAAQIECBAgQIAAAQIECBAgsBoCBkBX4zhp5c4K/Fs2d7+d3aStESBAgAABAgQIECBAgAABAgQIbIeAj8Bvh6o6CRAgQIAAAQIECBAgQIAAAQIECBBYCgEDoEtxGDRiyQTunPacOaVNZ00pc9ssP2eGOqqeSanq+OUJBaqd0+o4O2XeM6GOM7KsykxKtfyUCQV+nGWz1FE/LDUu1bJZ6qhtjUv1na2z1FH7PC6V1bQ6ph3/30gdfR3/3xrX0Myf9fh/bkIdsx7/H0yoY1mOf7Vx2rGr5ZOO/ydmqGPa8X9I6ujr+N83dY1Lsx7/+r8Ylxz/vWVmOYdMO/59/v8/du/m7fXI8d+L40J9/P9/LVVOO4dMO/5PTR19/f//r713ca9Hjv9eHL0c/y+kykWP/x+kjr6O/wP23sW9Hs16/D+911p7P5j1/P/dvVfb69E6Xf+/lT1b9Pg/M3X0dfyft5f03g9mPf6u/+e7TXv+96UUXfT4/0nq6Ov4P/H8pl8gN+vxP/kCa54/Y9b//015/v/F0Ew7/ufrya2sgAHQlT10Gr6NAjdN3ftOqb/+dyb9/9xkyvq1uH5oqWJaOnpCgWntqFVrG/9jQh21r9PaUcsv3kMdk752o5bN0o5Jx+agHuooq2ntmOZ+hwlWbVFtY9p2quykuqa1o9avbdR32o5Lsx7//cdVkPmz1rHdx7/aOM20lk/qQ4fPUMc090nHLNXvSdWOaW2tgpPqmtaOWr+2cdHKjEmzHrtNOf5lNe24THOfdMzaYXD8m8R50z7O/9VHpx27Wj7p//+QGeqYdvx/7rxdmvh31uM/qa5p7agG1Hb8/59/KKYd/8sOzM5f44K5ae6TjlmrbdbjP+lcMq0dta3azpXaRkdM63+hykxKtbyPPrQK1/96njvNY5p7n8d/Ul3T2lHHtK9jtynX/0sv2fHv4///YtURxqRZ//835fhfJk7T/v/HUJq9SgJ18pQIECBAgAABAgQIECBAgAABAgQIECCwlgIGQNfysNopAgQIECBAgAABAgQIECBAgAABAgRKwACofkCAAAECBAgQIECAAAECBAgQIECAwNoKGABd20NrxwgQIECAAAECBAgQIECAAAECBAgQMACqDxAgQIAAAQIECBAgQIAAAQIECBAgsLYCBkDX9tDaMQIECBAgQIAAAQIECBAgQIAAAQIEDIDqAwQIECBAgAABAgQIECBAgAABAgQIrK2AAdC1PbR2jAABAgQIECBAgAABAgQIECBAgAABA6D6AAECBAgQIECAAAECBAgQIECAAAECaytgAHRtD60dI0CAAAECBAgQIECAAAECBAgQIEDAAKg+QIAAAQIECBAgQIAAAQIECBAgQIDA2goYAF3bQ2vHCBAgQIAAAQIECBAgQIAAAQIECBAwAKoPECBAgAABAgQIECBAgAABAgQIECCwtgIGQNf20NoxAgQIECBAgAABAgQIECBAgAABAgQMgOoDBAgQIECAAAECBAgQIECAAAECBAisrYAB0LU9tHaMAAECBAgQIECAAAECBAgQIECAAIF9EBDYYYHnZHuPTHwrccoOb3vWzV0pBS+RODNx7piVDhgsqzLjUpU5Y9zCzN9/sGzROur/eNJ2ZmnHLHVM8tgvbag3VKa14+yUqRiV9s3Miml1nJMyZ42qIPNqP8p1Wh11XBdxd/wD2EmOfwdjkJ3l/66KLtIPq6/P8r876f9h1joW+f9v/5f+/wedIxPn//MtKrcs5/+6jtX5bFJ/d/6vI3Z+cv4/36LlnP+bxHnT8nD+P99kk87/rv/nH/eW26TjX/u8Kv//7fr/5bT5R+1gLdn0sLTn4MSvJV6+ZG1bmebUSUkisJMCv5ONPXcnN2hbBAgQIECAAAECBAgQIECAAIEVFqibeI5OvGeF92FXm24AdFf5N3bjR2TP27tfy4jwB2nUPRJ/nnjzMjZQmwgMBF6d6UGJ6q8/GMwzIbBsAkelQU9PfDjxhGVrnPYQ6Ag8PPk7Jlz/OyiySyng+r+Uh0WjhgRc/4dAPFxagXb9f0pa+JqlbeV5r/e+ssTtW/qm1cdWJAI7LfC5nd7gnNv77qD8JzI1ADonnuI7KtC+CuDt2ep3dnTLNkZgdoH2Mf9vZxXn1NndlNx5gV8ebNL1f+ftbXE+Adf/+byU3h0B1//dcbfV+QXa9f8bWfVT869ujVUR8CNIq3KktJMAAQIECBAgQIAAAQIECBAgQIAAgbkFDIDOTWYFAgQIECBAgAABAgQIECBAgAABAgRWRcAA6KocKe0kQIAAAQIECBAgQIAAAQIECBAgQGBuAQOgc5NZgQABAgQIECBAgAABAgQIECBAgACBVREwALoqR0o7CRAgQIAAAQIECBAgQIAAAQIECBCYW8AA6NxkViBAgAABAgQIECBAgAABAgQIECBAYFUEDICuypHSTgIECBAgQIAAAQIECBAgQIAAAQIE5hYwADo3mRUIECBAgAABAgQIECBAgAABAgQIEFgVAQOgq3KktJMAAQIECBAgQIAAAQIECBAgQIAAgbkFDIDOTWYFAgQIECBAgAABAgQIECBAgAABAgRWRcAA6KocKe0kQIAAAQIECBAgQIAAAQIECBAgQGBuAQOgc5NZgQABAgQIECBAgAABAgQIECBAgACBVREwALoqR0o7CRAgQIAAAQIECBAgQIAAAQIECBCYW8AA6NxkViBAgAABAgQIECBAgAABAgQIECBAYFUEDICuypHSTgIECBAgQIAAAQIECBAgQIAAAQIE5hYwADo3mRUIECBAgAABAgQIECBAgAABAgQIEFgVAQOgq3KktHMnBU4dbOx7O7lR2yKwBYHqq2ckTtvCulYhsFMC7Vzazq07tV3bITCvQOujbTrv+soT2CkB1/+dkradRQRc/xfRs+5OCrTrfpvu5LZtiwABArsqcFC2fufEvrvaChsnMF3g2ilyk+nFlCCw6wJ3SAsuv+ut0AACkwVc/yf7WLo8Aq7/y3MstGSygOv/ZB9Ll0PA9X85joNWECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQ2TODN2d9zEw+bY78PTNnHJWrdkxLfT/x74hWJ2ycWSQ/Jyt8YxDVmrOiIlHtR4sOJUxOfHDy+f6YXT0irL3DL7MLZif+ec1d+JuVfmvjXRPWNLyf+KfH/JA5KzJoukoIPSlQ/+0jiB4n/SPxd4ucSs6R9U+iBibcnvpj4TqLa8uTETRLSeghspa/2dU7tqx59dT364rS92Mr1/zKp9A8Tb0p8LXFKos6vz0hcKTFrOiIF+7hu91XPrO1WbucFtnJOrVb+UuJvEvX89IeJzyXemPjlxD6JWdMxKVjPbz+UqOv2NxPvTrwgcVRiluScOovS6pfZSl/t65w6Su/gzKznrPW66vmjCoyYp6+OQFnDWbt5/e/jNVUdEtf/NeyYdonAdgvUYGMNfs4zAHp0yteTyLbeqOnLs/yQxLzpulnhtESr89ozVPDolDmjs05bt03fn2WXmqEeRZZXoI7ffyXqmM46AHpAyv5VogZNW18Ynn41y+6SmJaukgL1wmd4/e7jGgitwadxqQYGPp7ortPNn5llx41b2fyVEdhKXz06e9fHObWvevTVleluCzV0K9f/Y7PFeiHdPXd18z/Ost+boVV9Xbf7qmeGJiuySwJbOadeMm2t56Hdvjmc/3CW17V9UvqpLHxbYnjd7uOzsvx/Jya92e6cGqANSFvpq32dU8fxviQLWn991bhCnfn6agdjjbO7ef3v4zVVHRrX/zXuoHaNwHYJ3DsVn51oF8ZZ7gCtk1a9+93WqUGhxyRq4OaPE99NtGWvTn6eVANW9YS0rV/Ta0+poO7wbOVr4PT4RN2lV3en1DuebdnHkr98Qlo9gXr3ujv4OOsA6J9mvXb8T0/+zxP3Szwi0X1BUy/Yj0qMSzfLgpMTra7PJ/+sxP0S9aKn7ippy/46+VGp9uGjiVau+nndgVp9te4q+VGilp2TeGhCWk2BrfTVvs6pfdWjr65m35u31Vu5/t8rG2nnsJrWOa2utQ9IPDfxrURb/ifJj0t9Xbf7qmdcO83ffYGtnFP3T7PrOV/ri3WNr0GgByfq+eo/JdqyryR/ZGJUOjAzu/XUXZ/PTvxG4hGJqvPMRKurHo9KzqmjVNZv3lb6al/n1HGa98iC1j9rOm0AVF8dJ7le83fz+t/Ha6o6Gq7/69Un7Q2BbRe4aLbwjES9a929MM4yAPrmzjrPS74+JtFNh+VBDRC1euviPmuqNrX12nTSAOhlU74NHNXA69FDG6onwa9MtLqqvdJqCdwizf1koh3Dms4yAFrr1WBilT8lcZ3EcHpsZrR6/yP5Cw8XyOP6iManE63cY0aUqT761U6Z248o0x2MfXWW12B/N/1sHlQfru3UC6r6P5JWS2CrfbWvc2pf9eirq9Xv5m3tVq//dWfTNxLtXFhv/tQ1tpvqvPWBRCtz2+7CQb6v63Zf9YxoollLIrDVc+rj0/7WB7+Y/E1H7E8NYrbnwO8csbxm/UWi1fOW5A+tmUPphnnc/b+4+9DyeuicOgJlzWZtpa/2dU4dR3nlLKjnv60P1/RV4woP5uurU4BWfPFuX//7ek3l+r/iHVHzCey0wG2ywe6ATvfC+LApjakT1xmJWudLieFBnMzak+6Yv63eaRfbwSoXum0y7W7UUzvrX7sVGDF9Wqfcg0Ysr1k1qNXuHqzvKT2oZkpLL1AfJas7ilqfaP2ppv89Q+v/IGXaOg8eU36fzP//OuVG9bVHdZbXi6Fx6bgsaNv7s6FC9aKp+l4trxdj4/5v7jwoU+WempBWQ2CRvtrXObWvevTV1ehzW23lItf/Oh+3c9xbJzTgall22qDsx0eU6+u63Vc9I5po1i4LLHJOvWLa3t4Yr/56qwn78pdZ1vr03YbK7ZfHPxgsr0Gkyw8t7z68y6Bc1VVvRHWTc2pXY/3yi/TVvs6po1Tr+e3bE9UnTx1MKz/pNZm+GqA1Tstw/X9UfNs5d6uvqeoQuf6vcUe1awT6FKiL4fMS7a64OgH9Z+LPEu1kNG0A9Madsq9Oflyqd5jaO+ufGVeoM/+SydeAarWj3mWvC3Rr07WSH5e+ngVVri7u4waVat26C7XV99CaIS21wM3Sus8n2jGrQdC62LXjPcsA6Amd9a+T/Lj09Cxo27nPiEL1Ec9a/t3EpUcsb7PqSXC1+SOJF7WZg+mDMm3beNzQsuGHnxqU/Vqm+w8v9HjpBBbtq32dU/uqR19dui7WS4P6uP7/e1rSzmPXndKqeq7Ryg6/sdTO44tet/uqZ8quWLzDAoueU7uDka+Z0vbLZXnrp8MDQzfvLHvxlHrqjfY2WPrNobLOqUMga/Rw0b7a1zl1FGkbaKrnz3W3c+vnrxxVeDBPX52As8KLlun638drqjoUrv9L2CHrQigRWDaB6pcPSdSJsNL/SdSL5joZtVQXyFnTwRMK1rbadiYNTLYq/iqZqyROSTwgMUs7rp5yV0hUelei7kwdl/45C1qdowa5xq1n/u4I1J2Qhw82XQOBP594QqIG1Su1Y3neo+l/J/XV7lc4DPfVa6bqGwyqPyHTb0/Y1A+z7KcSRyXqyWY31UejWpp051SVqXfsK9VdLLfbk/NnmQX67KuT+uk859RF6tFXl7m3bb1t1X8Wuf7X+m0g85Tk62tJJqV6I6ilOn+3dPVk+rhu91VPa5fp8ggsek7tDs6/Z8pufSvL6zlGpdsn2vPWelzn0bcl/iNxYmJSqhsLqq5Kl01cZE/uvD/OqR2MNcsu0lf7OqeOIr1BZj59sOAZmU77P2h16KtNYr2my3L97+s11dVzePp4HrFeR3kJ9qY6mkRgWQVqAOZnEzVIUx8Tmif9Vwq3derd8RjppYoAACOTSURBVMuMWfmYzG//B90XQqOK14DkvQYLHpxpezI6qmx3Xm2/pWnbODkF692iStc7b+LvkgvUYGMNetbdm+/cQlvrR4ZaOrZlhqb75fEvduYN96N6g6Cld7TMFqatr9aLpI9NWb/7hoS+OgVrSRYv0lf7Oqf2VY++uiSdapuasdXrf71BedFBm6qvTUtf6BS4RSff+lfNGj7fdortyU66bvdVz/A2PV4OgUXOqdfq7MI8fbUGLq/RWbf+V34hUdfhSR/VrFUOSVy9Mkm1zR/vyZ33p/VV1/8Oyhplt9pX+zqnDlPW4PsrEjWtc+xTErMmfXVWqdUst9vX/75fU9VRWOR5xGoexSVudRv4WeImatoGCtSTr7q4/V+J921x/+sjPs8brHvJTF+WuNTgcZvUCe7PBw9qm89sC0ZMr5Z5rb66YL9mRJlxs47sLDipkx+X/dJgwUGZHjaukPlLIVD94OqJege7Pia5lVT96vuDFX8/018aquSAPP7fiXqnvFLd6dEdNK15168/g9QuslfI4xq0f0HixMTrEo9LdF845eFeqS37auaeudeSCz5o/bSWtDuuLljKnGURWLSv9nVO7asefXVZela/7Vj0+l93fbZUd8ZNS3WebOkyLZNpX9ftvurpNE12SQQWPafWgFRLi/TVVscs099KoXb36IeGVnBOHQJZo4eL9NW+zqnDnH+cGTVoX4Pwv5Y4IzFr0ldnlVqtcsty/e/rNZXr/5L2v/2WtF2atdkC52b3P9gDweNTxxUTxyXq7rn/StTg0dcSdbdezauPFddF90GJ9yZGpXqj4KWJeuf8y4mHJeZJ3Se235xhxbqbpKVDk6n2Sssp8PEemlV9ovriCYk63n+fqI8B/XviEonbJo5IVKr/i3vuye3956c6D+tFVd05/cZE9dmWbpTM3RJPSDwy8aJEN108D+r/odJW+ul5a/q7rAJ99NW+zqmL1qOvLmsvW7xdi17/v58mfCVx5cQ1E3V3Ub3AHpeu01lQb5a21Nd1u696WrtMl0dg0XPqf3Z2pV5w15uU49JFs6DeiG+p21fbvGnTej5c1/9KNdDw13ty5/1xTu1grGF2kb7a1zm1y3qHPPidwYx6PvCJ7sIpeX11CtAKL16W638fr6nqMLj+L2lnvPCStkuzCPQhcFYqqXcVfzNRT/bqY0P3Tjw6cUyiBnu+lbhx4vjEuPSYLLhNok7M90t8NzFP6g5CnTbDit0yF5uhvCKrL/D+7MK1EicOduXWmdaTwwcmjhjM+/NMb5n4zuBxd3JQ58Etkn9rovrdyYl/GsR/Z1qpnjy+MPG/6kEn6acdDNmRAn2dUxetR18deXjMHAi0F/v753Fd78elGkSq5wctdT8l0lcf66ue1kbT9RFo/bT26LcT9QbouPSoLNi3s7DbVzuzx2arH7450fpjfarkfZ3SbX7N6j4H7RTZK9st43nqXjRr+aD11UXOqQ2m+vnxiboT+Z2J5yTmSfrqPFqbV7aPvtrHa6qS11eXtP8ZAF3SA6NZvQjUE8Q3JP460fp6DV5+OnF2otLlEu9KPKQejEg3yrw2UFRPGN8xosy0Wd0T6enTCmd5924VTyxnAFuDIr+afah3wG882JcasP9s4tuDxzV5eKIGM69UD4ZSt4+9PMvq7v4nJq6YqLtLK+qjnk9NtL7/2OSvn2ipW4d+2lRMuwJ9nFOrvkXr0Ve7R0V+WOCPMqPesKxU58E778nt/ae9EXSZzuzuAFNffayvejrNlF0TgQ9lP94+2Jd6LvrSxKg7O2+f+Y8blGuTbl9t88ZN6+7Rf0jccFCgngO3O0EHsy6knzYJ01ECfZxTW731muywxPcS90u0c3WyMyV9dSamjS3UR1/t9rGtvqaqA9Ctx+uqJeqSbVBoiZqkKQR6Eah3Xd6dODZR7zK+N3H9RL3wrjvt6sXPrydOSdS7kfU9jMNPMOtJ4ysS9Y7nJ0csz6yZ0pmdUjUwNS11y8xywpxWn+XLLfAbaV71s8snfpR4ZKIumkcm6sX5EYl68VLp5xPVr69cDzrpgE6++k8Nbj4t0QY7a3Hl/yBRTw4qVbnn7smd90c/7WDIXkCgj3NqVdpHPfrqBQ6PGR2B9yR//ODxgZmekHh14kGJuyRq8OfDibsn/jlRb4xWatPK99XH+qqn2iStn0C9+f7jwW4dk+nHEk9J/HLiAYkXJ2qQtK7Xb0y01O2rbd6oaT2HqD5+9GDhlzKtN0S7d3DWIv20FKRxAn2cU6vu+yXuVpmkhyeqP86b9NV5xTarfB99tY/XVKWur25W37O3BLZF4IGp9dxBPHTKFmqgp5V9a/IXHlP+iMz//qDsWZnWoFNLf5FM1XFG4qfbzKHpK/O4bacGVkelv8zMVuYXRhUYmvf6TvnrDC3zcDUEvjw4hidPae4ls7xeyFT/qLs+66sWxqVuP3rpUKF6gdT62KeS33doefdh3VVc7aryNcDeyl5uMK/m10fyp6UbpEDbZg0uSKspMGtf7eOcWkJ91KOvrmZfW6TVD8zK7Xwz7fpf2zk48drOOm3d7rTeWLp4ol6k1PzuJzy659tFrtt91ZPmSSsiMOs5te1OvVFfX1HT7Zvd/A+yrN78fHKnzKTnCim2J10jfz+TaHV9PvnD9yy54B/n1AuabMKcefrqoufUnwroqYnqj3VuHpXqdVTrr/X6alTSV0eprPe8nb7+9/Gaqo6I6/+S9stxg0JL2lzNIjCzQHuBdE7W+M1ETUelz2XmkwcL9s30dwb5O2ba6nhW8iclarBqOLrvEtWTg7a83q1vqS74LVWZaalbprvutPUsXz2B49LkuiOu0t8k3r0nN/pPfRft1waL7p1p3THaUg3it/S+ZOpuz3HpR1nwkcHCi2R6xCDfraPbBweLLzDpltFPL8CzdjPa+XCr59QG0kc9+mrTNB0nUOek/ztx/8THEvUGZ0vfSOapibslLp1o1+vvJd9S95zWPde15cPTbpnuut18t8zw+u1xt0x33bbcdP0ETsguXT/xmsTJnd2rgaC3JG6XqBfkV0+01O2rbV53evM8qDcyaxC00omJWyTqueyo5Jw6SsW8rkCdj7Z6Tq3XVy9LHJT4duKxifZ6qTvtnv/q9VVbdonkW9JXm4TpOIFF+mrV2e1jW31NVfV0r+Hdvl3LRqVume66o8qat4CAAdAF8Ky6tAKXTcsuPWjdZzP94pSW1hPMlupJaKW7nDfZ87cu1N8ZE7/SKVff59TK3aozvwZZW7pKy0yYtjL1gq2eKEjrK9C9w/efp+zmD7P8vYMy9WTyup3yX+nkx73A6RTZ8/2i7XF7gVQfiWsDrK0PtjKjpt0yNaAgra9AH+fU0umrHn11ffta33t2fCq8YaJeeNcnOa6WuFLiDxJ1ja3HLdXdci19rmUy7Z7rOrP3yrYyw9ftvurZa2MerJ3A17NH90zU3W1XTVSfrcGfejP+XxOVWl89O/nP75kz+s9dM/sdiTrfVnpT4ujEN+vBmOScOgbG7AsIHJ85855T66sYbjmoqV6f1Wuz9nqpO63XUS3V66u27IQ2M1N9tYMhO1Hg+Cydt69WhX28pqp6XP9LYQmTAdAlPCiatLBAG/ysitqAzqRKu08kLz+p4BaXfbKzXhts6szaK7t/HrUnuR9P/vS9lnqwbgJ99dXqKy1du2UmTC/VWVZPMFtqfbXehWwvntqy4emRnRntBVpnluwaCfTVT/uqp2j11TXqYDuwK3Ut/UjiS4lzOtu7SSf/3k6+9a+atch1u696Ok2TXXOBL2f/Ppbo3gFUzw1vMNjvWvb9QX548qDMeF3iooMFf5VpvaH/w8HjSZPWV13/JylZ1gTmPae29fqY6qt9KG5OHfP21b5fU5X0Is8jNudI7dCe7rdD27EZAjspUO8s1pfK18d7b5you+XqHfNx6YjOgk8N8m/OtL6TaVqqdyjbnXjPT76t073r9KOZ39pzmykV/kyWV7srffC8ib9rLPAfnX2rY/+uzuNR2VF9tcp1+0p9zG1a6g5entQpXPX8/OBx9dW/6ywbzt66M6O7/c5s2TUR6OOcWhR91VN16aulII0S+NnMrE9z1BuaT0/U93iPSw8cLDg30/d1CvV13e6rnk7TZNdEoO7wPDZxhUS94H5LYlz6pSyou+gqvfe8yQX+3i9zasBzn0T150cnnp2YNTmnziq1eeUWPafWAPwfzsBWffy3B+VqkPP1g3z3eWrN0lcHMCYXEFi0r1aF3dc0i7ymcv2/wOExgwCBeQXqhUo9qato3yM3ro4TO2W7H0cfVf73O2WfMqrAhHmv7Kx7rQnl/r5T7qcnlHtBp9wxE8pZtNwCXx4cx5OnNLNe/LQ+/bYpZeuujPqoeZWvAfW6I6Sb6sliq+tm3QVD+aPyuN4QqLLdi3wVq2Wtjuqz49JVs6AGFaqsuz/HKa3G/Fn7al/n1L7q0VdXo3/11cp5rv9Py0bbeewOExpw8065N40oV+fAVs8i1+2+6hnRRLOWUGDWc2p9r2Fdy6uPdQffR+1SDY62vjjq+n69LD9zUKau7/dNzJucU+cVW/3ys/bVvs6p08TqdVTr5/X6alzSV8fJrOf83bj+9/Gaqo6G6/969kl7RWDHBOY5AdYAabuI1gX+8DGtrLs3fzQoe1qms3x8uFvVrAOgdx5so9pU33FzyW4lg/ydMm2DSnU3QL2LL62mwKxPKusF0EmJ1lfHvUNefeHFnXLHJz+c6l3zVk8NlF5tuEAeH5h4T6KV+80RZf5tsPycTI8bsfyimffWQZmq5+4jypi1OgKz9tW+zql91VPC+urq9LNFW/rAVNDOW9WHJqW6O72V/efkR33dU72J87lOufq0yHDq67rdVz3D7fN4OQVmPadW66t/Vl+t6+3tEqPSEzKz9ec3jCqQee/ulHnymDKzzHZOnUVpfcrM2lf7OqdOk5t1ALTq0Venaa7P8t24/vf1msr1f336oT0hsCsC85wAa8Co7qhrTxpPSv63EkcmKtWLn99N/CDRyvxO8vOmWQdAq943J9q2Ppz87RM1IHWlxCMSbfDz7OSPSUirKzDrk8raw9sk6pi3vvHC5O+QuNggbpnpvyTa8i8kX3eDDqfq8+9KtHKfSv5BiepfF0nUE9jqd235e5IfNTBQd0XVi7EqV+16QuLwxP6J+mhJdxsfyONRdWS2tCICs/bV6l9vS7T+c1LyWzmn9lVP8eqrpbAZaZ7rf52T/iXR+uprkq9rf/W9uvbfL/H5RFv+vOTHpb6u233VM66d5i+PwKzn1GpxXevb9f9byd8ncfHEAYmjE3+VaP3028lfOzGc7psZrUzV9Y+JN84Yl065bnJO7Wqsf37WvtrnOXWS6rWysPXlV04qmGX66hSgNVq8G9f/er7wrkTrj59K/kGJeV9TZRWv/wtBIkBgawLznABrC4cl6ruS2smrTU8fmldPGP8sUSe7eVNdoFu9deGelA7Nwn9KtPI1bYOe3XmPnFSJZSshMOuTyrYzD06mviOp2w+qb7QXRm3+ZzPvJolxqQZNj0+08m063M/qe2munBiX7pEF3TcHqp7hOj6TeZcZV4H5KyMwT189LHvVxzm1r3oKWV9dma62UEPnvf5fMVv7eqKdA2s6fO2veX+TmHTt7+u63Vc9aa605ALznFNrV56a6PbTc/K4fTS+zT8l88Z9DcMHhtZv68wyHfU8wDk1oBuS5umrfZ1TJ9HW66jWb185qeBgmb46A9IaFNmt639fr6lc/9egE9oFArslMO8JsNpZL2zqLqXhF0J1ga0nmf+auFliq6ku0O1iXRfuaaneRX1aot7Jb+u16ccy704JafUF5nlS2fb26smckDgz0fpEm34/86rf1B3Ds6T6X/l0ovp4q6Om30n8aaLuMJmWrpcC9f9xVqJbR70we05i+M6RzJJWUGDevtrXObWveopcX13Bjjdnk7dy/a83aP4yMXwOq/NZXW/vnpg0+JnFe1Jf1+2+6mntMl1OgXnPqbUXxybqmt291la+Bu3/IjFqoDKz96Tv5e/werM+Hlevc+oAd80n8/bVvs6p41jrdVTru/X6apakr86itNpldvP6X3K1/UVfU7n+L1EfnOWJ3xI1V1MILCRwuax93cQVEnX32qcSddfdbqXDs+F6R/+0RJ1YT0rUgJW02QL10bcjE9dJ/CDxyUR7kprsXOmQlL5Rovr+FxP1ov9HiXlSvQNaXzh/1cTnE/+VqBdcEoG+zql91aOv6pOjBOorQ+qF9RGJupOurv9fSNQL7XlTX9ftvuqZt/3KL69AvUC+WqL6al27P5uo54b1BuhuJefU3ZJf7u32eU7ta0/11b4k16uePvtqH6+pStf1f736mL0hQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgf4F9um/SjUSIECAAAECBAgQ2LLAzbPm/QZr/2um/2eQHze5ahY8frDwvZm+fETBozLv7oma3jDx48RHBvGiTL+RmJb2TYHjElXHtQdxsUw/m/h0oup7fqLqHk63zYx7DWY+NtNDEjU9JvHDxFsTz0p8KSERIECAAAECBAgQIECAAAECBAgQILDGApfLvp2ZODdxcmL/xKT05CysshW/NFTwwnlcg6NnJFqZ4em3smx4vczaK10njz6UGF53+PGnUuZn9lrzvAcP7ax7g+S/0Hnc6nhA5kkECBAgQIAAAQIECBAgQIAAAQIECGyAwN9nH9vA4J2n7O9nBmVrIHN4sPQfO/X8KPm6m/ThicckXptoA621rd9NjEo3yczTE60970z+CYnfSFQ9L050l/9XHtfAazd1B0Drbs9W11mDfN0FelB3BXkCBAgQIECAAAECBAgQIECAAAECBNZXoO7IbIOEr5qwm7fslHvOULl7dZbVx9OPHFpeD2+T+GaitvWDxGGJ4fS3mdHa8uDhhYPH9TH8r3XKDQ/adgdAq6762PwxiYsk6o7ReyQkAgQIECBAgAABAgQIECBAgAABAgQ2RKDu5GwDk3Xn5ri7I5+fZW1w8oYdm/puzvo+zVpW618zMS79Qha0Ol42VKgGRM8YLP/A0LLhh/9zUK7qeuLQwu4A6NlZdquh5R4SIECAAAECBAgQIECAAAECBAgQILBhAs/O/raByfuN2Pe6e/KUQZm6w7Ob7pkHbd0XdBeMyX9iUL4+kn5Ap8zByd8uUR93v3Vn/qjsXTOzbfOPhgp0B0Dru0QlAgQIECBAgACBHRQY/n6iHdy0TREgQIAAAQIECBAYK/DizpLjOvmWPTaZSw0eHN9mDqbdOz7fN7Rs1MM2KFm/9H54p8Cpyb8z8aLEezrzu9n98uAWiTt2Zta8cemz4xaYT4AAAQIECBAgsD0Ck56cbc8W1UqAAAECBAgQIEBgusDHU+TExI0TdRfmlRJfTbT0a4NM/ZDRK9rMwfTIzuM/Tf7pncejsnWnZ0u1bv2Q0ahUbfnpRJWpQdaKayQOSHTTPt0HQ/nPDD32kAABAgQIECBAYJsFDIBuM7DqCRAgQIAAAQIEtixQd4HWoGN9aulXEzWYWemyiXbH5ZuSP7lmdlINSrZUZedJR4woXHeg1nd8Xm/EsppVg7CfT1yrHkxJX5my3GICBAgQIECAAIGeBQyA9gyqOgIECBAgQIAAgd4E/jY1PStR3/dZg5BtALR+4X3/RKWXnDfZ6+8PO4+emvy3O4+nZd83VOAJefyHnXn1I0b1MfaPJT46iHdnWr8of0KiUn0X6Lh0zrgF5hMgQIAAAQIECBAgQIAAAQIECBAgsHkCr84u14BiRX3kvFINUtbjuvOzDYQm+5P0vOTaOu1O0Z8snCPzc5166i7PRycOGbP+vTtla9C2m7o/gvTA7gJ5AgQIECBAgACB7RfwI0jbb2wLBAgQIECAAAECWxd4cWfVX06+PtJ+88G8ukO0BiaH06c7M27UyY/L1vd63ixx+UT3+zuP7azw1OTrDtTvdeZ1s1ftPPApqw6GLAECBAgQIECAAAECBAgQIECAAAEC4wX2zaL63sy6o/MDifsP8vW4Bi5HpRrMbHeAfjX5g0YVGsy7aKbfSLTy1+2Ure21+W3QtbP4J9n6EaR/65T9i58sOS/jDtAhEA8JECBAgAABAjsp4A7QndS2LQIECBAgQIAAgXkF6js3XzpYqQY2f2uQr+/g/PAgPzz5YGa8djDzsEyfnaiB1FHpGZlZd35Wenvik3ty5/2pwdOWbtAyQ9Oq95WJ+rGmlg5sGVMCBAgQIECAAAECBAgQIECAAAECBAhME6jv/mx3Yrbpo6asdJUsrx9DauXfm/xtEwcnatDy+on6CH1bXmVvmuim7p2b38mCRyQOHxS4TKZ3TdQPH7U62vTvB2XapFvPA9tMUwIECBAgQIAAAQIECBAgQIAAAQIECDSBGsBsA4z1vZ/trs22fNT09pn5xURbr6b1K+y1fnfeGXn8i4nhVJ+WeleiW7bydWdo1dPmfyL5n020j9LXR/Zr3ZYMgDYJUwIECBAgQIAAAQIECBAgQIAAAQIERgrUnZNtwPENI0uMnlnf//n8xCmJtn6bnpV5L0kcmRiXav0/SpyWaOu16dcz77GJ/ROVXpZoy2rwtSUDoE3ClAABAgQIECBAgAABAgQIECBAgACBkQL3ydw2uFgfPd9Kqu8D/YVErX/DxKQfR8rivdIl8uioxN0St0vUR+AlAgQIECBAgAABAgQIECBAgAABAgQI9CLwttRSA6D1MfN2x2UvFauEAAECBAgQIECAAAECBAgQIECAAAECuylw3Wy8fefmH+9mQ2ybAAECBAgQIECAAAECBAgQIECAAAECiwpcKhVcLXFI4g6J9kNGP07+SgmJAAECBAgQIECAAAECBAgQIECAAAECKytw67S8fd9nd/qold0jDSdAgAABAgQIECBAgAABAgQIECBAgMBAoO7+7A58Vv6v6RAgQIAAAQIECBDYisA+W1nJOgQIECBAgAABAgS2UWDf1P24RP1S++cTb0m8O3F2QiJAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBXRf4/wGVyiRGDSkZTQAAAABJRU5ErkJggg==)
ndf <- data.frame(year=seq(from=1840, to=1960, by=2))
fit <- predict(hand.gam, newdata=ndf, type="response", se.fit=TRUE)
plot(fit$fit ~ ndf$year, ylim=range(fit), type="l")
![plot of chunk unnamed-chunk-1 plot of chunk 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QIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgsBGBvTcyk3kIbELgYpn3gcn+m1iGWQkQIECAAAECBAgQIECAAAECyyLwvTT0z5OTlqXBs27nfrNeoOUR2INABz8fsYdp/JkAAQIECBAgQIAAAQIECBAgQOB0gU/k7itO/6976xEwALoeLdPOQmDY8/M1WdjbZ7FAyyBAgAABAgQIECBAgAABAgQILKjA4WnX1ZNhPGVBmznfZhkAna+vpe9aoIOff7HrP/sLAQIECBAgQIAAAQIECBAgQGDpBTr42SibENhnE/OalQABAgQIECBAgAABAgQIECBAgAABAqMWMAA66u5ROQIECBAgQIAAAQIECBAgQIAAAQIENiNgAHQzeuYlQIAAAQIECBAgQIAAAQIECBAgQGDUAgZAR909KkeAAAECBAgQIECAAAECBAgQIECAwGYEDIBuRs+8BAgQIECAAAECBAgQIECAAAECBAiMWsAA6Ki7R+UIECBAgAABAgQIECBAgAABAgQIENiMgAHQzeiZlwABAgQIECBAgAABAgQIECBAgACBUQsYAB1196gcAQIECBAgQIAAAQIECBAgQIAAAQKbETAAuhk98xIgQIAAAQIECBAgQIAAAQIECBAgMGoBA6Cj7h6VI0CAAAECBAgQIECAAAECBAgQIEBgMwIGQDejZ14CBAgQIECAAAECBAgQIECAAAECBEYtYAB01N2jcgQIECBAgAABAgQIECBAgAABAgQIbEbAAOhm9MxLgAABAgQIECBAgAABAgQIECBAgMCoBQyAjrp7VI4AAQIECBAgQIAAAQIECBAgQIAAgc0IGADdjJ55CRAgQIAAAQIECBAgQIAAAQIECBAYtYAB0FF3j8oRIECAAAECBAgQIECAAAECBAgQILAZAQOgm9EzLwECBAgQIECAAAECBAgQIECAAAECoxYwADrq7lE5AgQIECBAgAABAgQIECBAgAABAgQ2I7DfZmY2LwECBAgQILDtAnunBvuupD9srr7f/5+Y/DBRCBAgQIAAAQIECBAgsJQCBkCXsts1mgABAgRGJnBw6vMLq3LF3L9MckCyekBzZ/czyR7LCZni+ORba7zttKcmCgECBAgQIECAAAECBCYvYAB0+7vwQqnCIcmBK+kXzu8lw5dVX0CDoRAgQGBBBM6Rdlwh6QBnBzyH2wvn/kbLTzLjj5PhtveH//excyXnXMklcrvWclImHAZMv5L7x+0inU4hQIAAAQIECBAgQIDAaAUMgG591xyUVd49uWvSL779/67KafnD0cl7kzck/578X6IQIECAwLgFzpbqXT4ZBjiHwc6L5bEesr5jOTkPfCL5aPKxlfT/HVxcPaA53B8GOHu7ltIB0PMk513JcH+47ePD/eH27HmsOTS5WrKr8t384dhkVwOkfbw/6ikECBAgQIAAAQIECBDYFgEDoFvHfv6s6rHJ3ZLdDXqurlH756oruV9u+8X4kcm/JQoBAgQIjEug59u8WdL365snPVx9x/KDPPDJpIOcw2Bnb7+QzPMHrg5ANl3PWss5MmEHRpvuoXqRHXLRlcd7+H5zpWRX5cT8oYOkX9rFbQdJHfEQBIUAAQIECBAgQIAAgdkLGACdvenOlnjuPPiWZPWXw37R/WrSL4PfTE5J+sW4fXLWpHvr9MvloUnPAdfSPYlelzws+YtEIUCAAIHtF7hgqnDv5LeSvme3dA/+YU/OYaCz//9ssta9NjPptpbvZ+3NMckHkl2VDpDuODi64//7w18P/W92Vb6RP+xukLSfmT2kXyFAgAABAgQIECBAgMC6BAyArotrQxP38MHusTkMfr4/95+Z/FfSgc89lf0zwS8lPWz+Xkn//6zk00kPiVcIECBAYOsFehj7TZLfSW6TDJ+nn8v9FyZHJGt5j89kky/fSguaD+2mJd1DtIf/94e94Xb1/Q6Y/txKrp7bnZXT8uBxSX84/OIOt32sOSlRCBAgQIAAAQIECBAgcAaB4QvbGR70n5kK3DFLu/bKEl+e2577cz17sPwo079rJa/N7WuSDoI+NXlTsp5lZXKFAAECBDYh0EG6/hj128klV5bT9+l/Sf46+c+ke/grZxT4bv7bfOSMD////9sn93qqmGFwdLhdPUjav198JbnZaTk+j3YgdGcDpH2se5nqnyAoBAgQIECAAAECBJZJwADo/Hv7Oiur6Je+uyebGbDsHp8PT56ddI/SSyTd20ghQIAAgfkK3CiL796et0vOsrKqY3L7t8nfJV9LlI0L9LOxh7g3vfDfzkrdOyDa0wx0gHTH2/6tF3BqrprsrPRUM19IPpt8ZuW295sOkP44UQgQIECAAAECBAgQWDABA6Dz79DDVlbx+tx2L6HNlu5l1AHQlssmn/vpPf8QIECAwKwFOpB2j6QDn32/bekAWc/F/FfJfySb+VErsyvrEPhhpu1n3u4+94a9SHc2QNrHer7Sn19Jbs5Q+hl9TLLjwGgHR/v4LD7DsxiFAAECBAgQIECAAIGtFjAAOn/xi6ysohd2mEXp4X39EtbD4M82iwVaBgECBAicQeC6+V8HPX8jOWDlL8fl9m9X8uWVx9yMT+DrqVLT823vrByYBy+VXHpVLrNyv5/Xvd/sWE7LA91D9LMr+Xhuj0p6dIfzjgZBIUCAAAECBAgQIDBmAQOg8++d7qlylaTnAe354TZbekj9/isL6ZcvhQABAgRmI9C9B/8uucXK4rp3Z0890vfuXszux4kybYGTU/2jV7JjS86aB3pe1w6ODoOiw0Bp9x7twGnza8lQ+hz5VNLP4+aDyYeSbycKAQIECBAgQIAAAQIElkagewz9X3JKcoNNtvrgzN8vWF1e9wSdYnlWKt36P2SKlVdnAgQWVuA2adlwgZwOXj0pOXRhW6th6xXo+Ucvl9wy6edXB8r7edzD8vuZtmOOyWOvTh6TdJ4LJwoBAgQIECBAgACBjQj8Q2bq9ubhG5nZPAS2SqB7iwxfkL6b+z2ssl+k1luukhnelwxfsp683gWMZHoDoCPpCNUgQOCnAufIvy9MhvfWN+f+hX76F/8Q2LNAP8+vltwneW7yruT7yfB8Wn3bQ/PflDwl6ekVDk0UAgQIECBAgAABAnsSMAC6J6E1/N0h8GtA2uQkn8v8f5T8eXKupBfO6P23Jx9KvpD0S1H3ED01aZ/0MLxzJhdNevjd9ZMrJkPpF/TuVaIQIECAwMYFfjmzdmOi77N9/31k8pykg1YKgbUI/DATfXAlw/T75M5lk16JvoOjvW1+Lunh86sPoe8Fl96S/Gfy1uR7iUKAAAECBAgQIECAAIHJCtwrNe+5x1bvDbKR+2/MMg6ZrMJee9kDdMKdp+oEFkSgPzQ9ITkt6ftwD2X+hUQhME+BQ7Pw2yZ97r0++U6yejugz8f3JH+SXC8ZzveduwoBAgQIECBAgMASC9gDdIk7f6pNP18q3kPXv5qs/tKzp/vdM+k1Sc8jNvViAHTqPaj+BKYtcJlU/71J33d/nPxZspHTkmQ2hcCmBPbN3NdKHp30qJAfJKu3B07M/9+QPDi5QqIQIECAAAEC0xXoD5t3Tx6S9IfOgxKFwFoFDICuVWo303UvGGXrBL6ZVfWLTnPxpIdf9st4D3c/V9I3wR8lPX/YCcnnko8nH076mEKAAAECGxf47cz6zOTsyReTeyQdeFIIbIdAB+A7GN/0x9E+L2+Q/OpKulfyLVaSm72+kvRQ+bes3H4ttwoBAgQIECAwboGzpXr3TR6RXHRVVfuj52eS/016Op3eHpV8N1EIECBAYAEE7AG6AJ2oCQQmJtBzL/aQ42Hvuv6C2h+dFAJjFrhgKne35CVJBz+H5+9w+5E81j2Yr5IoBAgQIECAwLgEunNTzy//9WT47D4691+YvD/pUZ7D46tvuxPUPyed96bJeROFgD1APQcITFDAAOgEO02VCUxY4Fap+7Dh+e3cv+OE26Lqyy3QPUJ72Ny/JT0qZPWXpR4t0qNLLpkoBAgQIECAwPYJnCerfkLynWT4rH5v7t8m2TsZSg+J74+Y90mel/Q84Ccnwzyrb3vk0quTP05unhycKMslYAB0ufp74Vp7wAZb1DfUi6xkg4vY1tkMgG4rv5UTWBqBs6elf50MG489bPjCS9N6DV10gX5pukHyl8kwwD8819+dxx6Q9LzjCgECBAgQILA1Aj1y4+nJ6h8pj8z/e2qbtZZ9M+EVk54r9NnJO5MTk+Ezfrjt4OoNE2V5BAyALk9fL0xL75CW9Cru/bLyk+QTSQ9tOyxZa3l9Jhze+NY6z5imMwA6pt5QFwKLKdALy3wm6XvlKUn3mlv9i3v+qxBYGIF+WbpZ0u2J1V+SfpT//3tyeHKORCFAgAABAgRmL3DxLPL5yepD2nu0xnWSWZR9spCfT34zeUby/qTbuF3fnRJlOQQMgC5HPy9EK7sn0ouTYeByx9teCKEX5jhbsqdiAHRPQv5OgMCyCvTCfo9LOvDT99kPJf0VXSGwLAIHpqF3Tl6X/DAZtjdOyv1/Sm6ZdO9RhQABAgQIENicQAclX5QM2539Tv/PyVWTeZYOiP5F0s/47lT10ERZfAEDoIvfxwvTwu6+PnwJ6W13i/980jes1Y9/Kv+/RLK7YgB0dzr+RoDAsgqcJQ1/Q9L31G6APi3pYwqBZRU4Txp+v+QdyertjW/l/91T5bqJPaODoBAgQIAAgXUIXCXTvjLp9ma3OzsA2p2dOiC6leVhWdnw+d6dqXymb6X+1q/LAOjWm1vjBgT6Bnla0jfHryW3TvqrTcu5kkck302GgdAv5v4lkl0VA6C7kvE4AQLLKtA9P/816fvoN5IbJgoBAqcLXCx3/zDpleOH7Y3eHpM8KenfFQIECBAgQGDXAtfMn3po+/A52kPQX5BcPNmu0qM+fpC0Tq9INnqdkcyqjFzAAOjIO0j1fiYwXISjvwxdeRcoPWHyh5LhzfTzuX/+XUxrAHQXMB4mQGApBfZNq1+e9P3z+GRX77P5k0KAQASulPxp0h9ch+2O/lD7L8kNE4UAAQIECBA4o8Ct8t/hUPcezfmMpN/hx1BulEoMO1QdmfsHj6FS6jBzAQOgMye1wHkI9NCzfsF48R4Wfs78/chk+DLygdzvuUN3LAZAdxTxfwIEllWge9O/JOn7Zjf8rpEoBAisTWDvTHa95B+TYe+RvpaOTn4n6flEFQIECBAgsOwCNwlA9/bsZ2RPIXOeZGylP24elwyf4xcZWwXVZ9MCBkA3TWgBWyHQK773jej31rCyXgTp3SvTd57uYt+9m1YXA6CrNdwnQGBZBTp48zdJ3ytPTK6dKAQIbEygR508Nvly0tdU852ke7hcKlEIECBAgMAyChyWRnePz34uPmfkABdN/T66Utdjc+tCoCPvsHVWzwDoOsF2Nvl+O3vQYzMVGC7CcfIalnpKpuk5Qt+TXDq5efKXyf0ThQABAgROF+h7432TvrfeIun7pkKAwMYE+mPtnyQ9NP72yYOSfun7/eQhyRuTvubenPRLoEJgKgIXSEWvs5Jfzm33bO7nxkk73O7ssV1N86XM2212hQCBxRa4epr370mPyvy75MHJmEsHPXuBw9cm10/+O7ltcmSiECBAYEsE3pe19MvCM9extu5t8Y2V+Tpvv4AM5fW508em+gXkWSt17xcqhQABAhsR6F5pfQ/sF9CbbGQB5iFAYI8CV80Uf5/0dTZsd3wq9zs42tP2KATGJrBvKtTzQP9u8o9Jz6k/PHdneXtCltsjEBx5EASFwIIKdO/JbyV973hZ0tMuTaUckIq+Mmnde4qbOyXK9AXsATqDPtxvBsuwiN0LfCZ/vmZy1+RJybeTPZXPZYLuCfrWpIfFPz3pG3DPdbcd5XxZaX9NmsUb/2VXGjCLZW2HhXUSILC9Ak/J6vuj0A+T2yf/mSgECMxe4Kgs8t7JI5L7JvdP+hn+nKSvw57b/LnJJxOFwHYInCsr7V6dwx6e18r9g3aoSAcr35v0KIF3Jd9MujfXgatuV9/f0986+N8dFfqaaPr87w8F/WL6tUQhQGD6ApdJE96SnCd5XXK35CfJVEoHPe+cfCV5cNIB3Asnz0wUAgQIzFXgFln68Kvzm3L//OtY2+0y7Y9X5u/t45J/W/l/l7lV5V+zoqENs7rtRqhCgACB9Qg8NhP3PehHyW3WM6NpCRDYtED3rut2SX+cHbYF+oWwh8XfKul5eRUC8xS4dBZ+9+SvkqOTYRt5eD729nNJByO7F+iVk3n84H65LPfPkg4uDOvu51IPO+3hpvslCgEC0xQ4NNX+YtLXdj/fujfllMvDUvl+Vrc9HQD1WR2EiZZ+trUfD59o/VV7iQT6C1KfrM23kyOSByZrKb+TiYY3rc6/emNvLfPPYpoO4v5z8qoZpO1vO96YKAQIEFirwB9kwr53nJbcca0zmY4AgbkI/EKW+oJkuDBEX5vdE657xE39y2KaoIxIoHtidY/j45I+z1bn1Py/P6j/edLB+fXsZJDJN136o8Atk1cnPSphqNvXc//pyRUShQCB6QhcMFX9TNLX8juT7h2+COXOaUT3Cm27XpH4nA7CBIsB0Al22rJW+ZJp+EeSYcOot71C21rLPTNhf1lePX/vT7H8byrdundjUSFAgMBaBHr4Tt83+gOQXz3XImYaAlsjcHBW89DkmGTYRulhwI9Ozp0oBDYi0EGH7ul5ZDI8r3rb51a3Hx+e9LD3MX2J7+mifj/p9v3qOv9P/v/byTkThQCB8QqcN1X7WNLX7/uTRXvN3iht+u5K+47MbT+/lWkJGACdVn8tfW3PGoHnJt9P+sbaXerXU66Yid+RrN6oWs/8Y5nWAOhYekI9CExD4H6pZt/3uif8faZRZbUksHQCPeT3LsnwGd/XbLd3np1cPFEIrEXgmpmoh7d/Lxm2d0/M/b9PDkumUn4pFW07hsGGtuWk5CXJDROHoAZBITAigXOlLsPnV0+vcZ4R1W2WVblSFjbsTd92XmSWC7esuQsYAJ07sRXMQ6BfEn45uekGF95fxN+TdONwimX4cLEH6BR7T50JbK3AvbK6Dnz2y+P9t3bV1kaAwAYFbpz5epqbYQCrp614WXL1RCGwo0AHGh6S7Hik1LvzWH/0Okcy1XK2VPyuyX8lw2dZXxc9T2nbvE+iECCwvQJnz+p7Ko2+Nj+dbPWpNLLKLS0Xzdo+mrS9X0rOmyjTEDAAOo1+UksCZxAwAHoGDv8hQGAXAr+Zx3vIezfQHrqLaTxMgMB4BbqnyYuTHyZ9HTcdCLpZoiy3QAf+fi3pueiG89L1+TGcO/Pyub9o5RJp0BOSLybD6+Etub/ogy1pokJgtAI9QrOfS31NHpN0cHAZSg9/7w5VbXffh5VpCBgAnUY/qSWBMwgYAD0Dh/8QILATgTvkse411g2zR+7k7x4iQGA6AhdOVXuRmtWHNffQu3sk+yfK8ghcPE3tIGD3Our7e9P3+n9Lbpcsw/Ohg7+3TTrY2/Z/NblxohAgsLUCfb95Q9LX4VeSSyXLVC6exp6YtP2/nijjFzAAOv4+UkMCZxIwAHomEg8QILBK4Na5P+wx9vhVj7tLgMC0BXpBiUckw/nH+qWr9/vYol1sIk1SVgQ6yHCnpHs7rj4M/LP5/x8lHSBfxtKrTb816eugRzt0YHjfRCFAYP4Cfa29Munr75vJFZJlLL+bRtegP8g4FH78zwADoOPvIzWcsUA3Ii+yKjNe/JYszgDoljBbCYFJCvTQ2OFwyD+dZAtUmgCBPQl0W+buyepzPnbv0O4lemiiLIbABdKMxyXdw7FfsJuTk36Bu2Gyd7LspXuD1qgDoPU5MrlQohAgMD+BvvcckfQ1993kqsmylloMpwB4+bIiTKjdBkAn1FmqOhuBq2cxfbMeMpulbu1SDIBurbe1EZiKwI1S0VOSvr89ayqVVk8CBDYl0B89hi9ffe33cOh/SW6YKNMUuHaq/U/JsCd/+/XDSfc06pWWlTML3DAP9RDcWn0j+bVEIUBgPgLPzWL7Wvt+0verZS8XD8BwKPztlx1j5O03ADryDlK92QsYAJ29qSUSILD9At2z/VtJN0ifv/3VUQMCBLZY4GpZXzfshz3A+17QPUTvk5wtUcYtcECqd4/kA0n7rulg9quSGyTKngV+LpP8R1K7niqgR0HslygECMxO4M+yqL7G+oO7c++e7nr/FZceCn+e0x92b2QCBkBH1iGqM38BA6DzN7YGAgS2VmDfrO4dSTdIeyEMh0UGQSGwpAK9IvbjkmFvuL4vHJ88NblYooxL4KKpzpOTnkOvfdV0D8anJP1hS1mfQD//HpV08LiW/53UWCFAYPMCj8ki+rrq3um32PziFmoJfe8Zzkn8soVq2WI1xgDoYvWn1qxBoL8E98vBkDXMMrpJHAI/ui5RIQLbKvDErL0bpF9OnIB9W7vCygmMRqDnCb1r8t6k7w/NsEfh9XNf2V6BG2T13btzGKhr/3Tvz3sk3RtU2ZzAdTP7sUld+wPALROFAIGNC9wqs/b11Pes39j4YhZ6zkukdT0tQJ1ut9AtnW7jDIBOt+/UfIkFDIAucedrOoEdBH4l//9x0g3SG+zwN/8lQIBABX4p+cdk9eHxH8r/752cNVG2RuDArOa3ktUXr+qeVD3f57UTZbYCPQz1DUkHI5pnJP1hQCFAYH0CPb1ED+3u6+ih65t16aZ+wIrT13LrUPjxdb8B0PH1iRoR2KOAAdA9EpmAwFIIdIP0q0k3SB+7FC3WSAIENiPQq4o/PhneN/re0UOvHW4dhDmW7hX09OTbSc2bnqLgcUn7RJmfQA9LfXgyXFCqe0RfPFEIEFi7wGszad+3/jPpa0rZtUB93pbUqz9uKeMSMAA6rv5Qmw0KXCjzXTHpHg43TH45uXxy4WQR92wwAJqOVQgsuUA3sIaLPfScQ/ssuYfmEyCwdoGzZNLDk9WHx/8o/39l0sPjfcENwibLuTN/9/Y8MvlJ0i/DzbuTuyT2RAzCFpZrZV3HJO2D7ySu1BwEhcAaBPo+1tdNf8C5yBqmN8lee10yCMOh8LcFMioBA6Cj6g6VWavAQZmwu5d3I/KEZNio3NltN+g/mLwg6cmaF2Gj3gBoOlIhsOQCj0r7+57Xi2VccMktNJ8AgY0L9EfjlybDHnJ9X/li8oykg0bK2gX6o3vPjfea5AfJsF16cu4fkVwtUbZP4OCs+tXJ0C9/mfvOt7p9/WHN4xe4VKo4DOTdafzVHVUNH5ja9L2mR1wcMqqaLXdlDIAud/9PrvXnT42fl+xp0HPYsNnZ7dGZvwOhUy4GQKfce+pOYPMC18ki+uNO9yq62eYXZwkECBD46Q8pT4hDBz9Xbz8dk//38O0eZaOcWWDfPPSryYuS1dunPS/zfyR3T/rDvTIegQelKsMA9ftyv3vrKgQInFGg723vSfp50B/JlPUJdKerIxN+63Ob99QGQOctbPkzE+jGyUeS1Rvl/fL/5aRvzq9LXpG8JPmnpL/w9jwln0pOTVbP1wuGPCSZajEAOtWeU28Cmxfoe+EwQPFnm1+cJRAgQOAMAv3S1r1Cn5F8KVm9/fSF/P9pyTWTZS81+Iuke/esNuppBX4v6Y/2yngFrp6qfS5p3/WIsrMnCgECpws8Nnf7+ujnQPeeVtYvsPpQ+Nusf3ZzzEHAAOgcUC1y9gLdKOnGybCB2V9r75ycL1lL2T8THZb8dbL6EK+br2XmEU5jAHSEnaJKBLZI4F+znr4X9oef/bZonVZDgMByCnQw9NrJs5Jjk2E7rLefT/ojTAeSlqVcJg19fPLpZLVFf2zvYMGlE2U6Aj2f4ReS9mV3mjggUQgQ2GuvawRhONLoRkA2JdA9zvse0x/LDtnUksw8CwEDoLNQtIy5C9wraxg2NF+W+/tsYo0d9BwGQbtH6WaWtYlqbGpWA6Cb4jMzgckKdK+ivhf2Ag6HTrYVKk6AwBQFOhja0290r8fjkmG7rLfdk+6pydWSRSsXSIN61FB/fF/d5q/k/89MOlCgTFfgUql6Bybat69J/LAYBGWpBQ5M6z+Z9DXR058omxPoZ+fbk3r+4+YWZe4ZCBgAnQGiRcxf4G+yir5pfDjp3pybLcMgQpfZDZ+pFQOgU+sx9SWweYEOLPwg6fvW7Ta/OEsgQIDAhgX6he66yXOSnoqo70tDPpv73TP09km3sTrtVMpBqej1k4clPZ1S9/T8STK07Xu5//fJTZIp/oCeais7EbhiHjs+aT/3y/GUnrOprkJgpgLPz9L6WvhIYq/o2dD2s/CkpK63ns0iLWWDAn2Pbz8cvsH5zUZgSwQ+nrX0ifqkGa3twivL6zL/34yWuZWLMQC6ldrWRWD7Bfql/DNJ37P+cvurowYECBD4/wU6EHi9pO9Nw550fa8a0isIvyfpaYjun3Tg9FzJdpeeXumw5MFJvxB9Iuk54od6D7e9gvu/JndIepV3ZTEFepGvE5L2eweAFALLKNDvxX0N9Af3X1xGgDm2edgBq0cP9Hz+yvYIGADdHndrXafAsEHyO+ucb1eTdwN2OAy+eyhMrRgAnVqPqS+BzQl0T6RukH4w8Wv85izNTYDA/AQ6GHqD5CnJvyfHJX3v2lmOyeOvTZ6Y/EZyuWRee1V2u68Xdnpg8qLk6OS0ZMd69Uv/+5MXJPdJrpzslyjLIXDDNPOUpM+LP00UAsskcN409qtJn/8PX6aGb1Fbu2f5O5L6dhBO2R4BA6AzcLdhNAPEPSyi55a6SnLtpHsQbLb0HFbDofRHbXZh5idAgMAcBfol/C5J96K6U9Iv6AoBAgTGKNDDxd++kqF+h+RO9yRqOqDY219IDl3JrXM7lA4+fTT5SPKJ5EdJB0X3XcnO7u/ssU7fx7uXZ7cfu74dt9e77K7nAyvpj8sdGO0P5MpyChyZZncw/tXJI5Oe8qDntlUILIPAC9PInvP4yOSZiTJbgQ583jv5cNLDr1+ZvD5RCBAgcCaBv80jfdPohvENzvTX9T1wcCbvoGeXd/z6Zh3N1PYAHU1XqAiBuQpcIUsfzhl017muycIJECCwdQIdoPz55I7Jk5LXJV9Mum02j3Rvzw529vydPQy/hzvbmz4Iyk4F7pxHh9Mh/O5Op/AggcUSuFea0/fe7yYXW6ymja41D06Nau1Q+O3pmn9Y8e8gtLJBgR1/Ud7gYsy2G4EehnL3pIcw9XCpP0yOSNb7K333AuivW71t+auf3fiXAAECoxM4W2rUX4cPTPp+99JEIUCAwCIIdHDpkyvp+9xQzpU73UO0uUzSQwa7V2mnb3Z2f2ePDdN2j/nuSdofvvsjukJgLQIvz0QHJf3O8LzkhMRncBCUhRS4RFr17JWW9TQhX1rIVo6nUT1f9h2S6yZ/kdwjUQgQIHAmgZ6LpL+WDOnGSHcbf2LS3clvkdw4uU5y/eSmSd9cHpp046WHNQ3z9vY/kn2SKRZ7gE6x19SZwPoE/iaT973q40kHQRUCBAgQIEBg6wSG7x49XcKtt2611kRgywT6XfidSbc3X7Fla7WiS4dgOMLrlji2VMAeoFvKbWWbFeju+ScnqwcyN3L/jVnGIZutzDbObwB0G/GtmsAWCPTwu7639f3uiluwPqsgQIAAAQIEzizQHS36eXxq0h0tFAKLJPCoNKbP7+OSKX83nmKfPGTF/su5PXiKDZhonQ2ATrTjlrna50vjn5wMV6lb6wBoN1xekyzCrywGQNORCoEFFbhU2tU93Pve9lsL2kbNIkCAAAECUxF4Tiraz+QTk1+eSqXVk8AeBK6av/d0cj2NyK/uYVp/nr3A6r1vXzT7xVviLgQMgO4CxsPTELh4qtk9pR6T/HnSc/W8LHlJ8vykV27sAMJhyTmSRSkGQBelJ7WDwBkFzpL/fiDpF62eg0whQIAAAQIEtleg56I9Iuln87eTnqNWITBlgV5Xo6dY6nN6OP/nlNsz1bpfJhUfjm693lQbMbF6GwCdWIepLoEKGAD1PCCwmAI9GXo3Rj+bnHMxm6hVBAgQIEBgcgL7psavSvoZ/bWkAxcKgakKdNCzz+WPJR0MVbZP4LFZdfvibdtXhaVaswHQpepujV0UAQOgi9KT2kHgdIFeYKEbQL1q8TVOf9g9AgQIECBAYAQCPUrjTUk/q7+YXDRRCExNoIe797D3Hv7ew+CV7RXoDg/HJ31fudH2VmUp1m4AdCm6WSMXTcAA6KL1qPYsu0BPft49Srrx85Blx9B+AgQIECAwUoEDU6//Tvp5/ank5xKFwFQEeqGjXvCoz99eAEkZh8BwMap3jqM6C10LA6AL3b0at6gCBkAXtWe1a1kFXpCGd2P0yGUF0G4CBAgQIDARgXOlnh9M+rl9VNIfMRUCUxB4RSrZ520H2noRHmUcAr1WyTeT9s1Nx1Glha2FAdCF7VoNW2QBA6CL3LvatmwC10qDf5z00PefX7bGay8BAgQIEJigwPlS508kHbB4V+I8ikFQRi1weGrX5+sJySVGXdPlrNwj0uz2z3uWs/lb1moDoFtGbUUEZidgAHR2lpZEYDsF9svKP5R0g+dJ21kR6yZAgAABAgTWJXDhTP2FpJ/hR6xrThMT2FqBi2R13036XL1nooxPoKfX+HrSPrr5+Kq3MDUyALowXakhyyRgAHSZeltbF1ng99O4buj0qu/2HlnkntY2AgQIEFhEgSumUd9P+ll+v0VsoDYthMBr04o+R/91IVqzuI146Eo/vX9xm7jtLTMAuu1doAIE1i9gAHT9ZuYgMDaBXj32xKQbpL82tsqpDwECBAgQILAmgbtkqn6W91Q2Pa2NQmBMAr+eyvT52T1ALzSmiqnLmQTOlke+krS/bn2mv3pgFgIGQGehaBkEtljAAOgWg1sdgTkI9Ff4buC8fA7LtkgCBAgQIEBg6wSelVX1M/3YpOcHVQiMQeCcqcSXkz437aE8hh7Zcx0etNJfvcDa3nue3BTrFDAAuk4wkxMYg4AB0DH0gjoQ2LjArTJrN0a/l1xw44sxJwECBAgQIDACgZ7T+x1JP9vfmuybKAS2W+AFqUCfk71Ql8G07e6Nta3/gEzWH1Lab7df2yymWoeAAdB1YJmUwFgEDICOpSfUg8D6Bc6eWb6YdMPmgeuf3RwECBAgQIDACAUukDoNh6/++Qjrp0rLJXCdNPcnyQ+TX1iupk++td1bt98Tjk4MXM+2Ow2AztbT0ghsiYAB0C1hthICcxF4WpbajZqe4HyfuazBQgkQIECAAIHtEDgsK+2AUz/n77AdFbBOAhHYP/lo0ufhnyTKtATOkuoek7T/7pQosxMwADo7S0sisGUCBkC3jNqKCMxU4EpZ2o+S05KrzXTJFkaAAAECBAiMQaBHd3Tgohc6vPwYKqQOSyfwmLS4z8FPJT2kWpmewH1T5fbhxxM7TMyu/wyAzs7SkghsmYAB0C2jtiICMxPoISzvTrox8+yZLdWCCBAgQIAAgbEJDF+yP5mKHTS2yqnPQgtcNq07Nen25g0TZZoCPa/w55L2412n2YRR1np4bz58lLVTKQIEdipgAHSnLB4kMGqB307tuhHTq3H6MjTqrlI5AgQIECCwKYEDM/eHk37u/8umlmRmAusTeFsm7/Pub9c3m6lHKHDP1Kl92T15902UzQsYAN28oSUQ2HIBA6BbTm6FBDYl8HOZ+9tJN2KcE2xTlGYmQIAAAQKTELhUavmdpJ/9j5xEjVVy6gL3TgP6fPt6csjUG6P+Px30/HQc2qf34DETAQOgM2G0EAJbK2AAdGu9rY3AZgWGD9t/3+yCzE+AAAECBAhMRuAWqWmvxN1zf//KZGqtolMU6I/txycdLLvLFBugzjsV6KHa7dMeDt/D4pXNCQzfyRwCvzlHcxPYUgEDoFvKbWUENiVw48zdDZeTk0tsaklmJkCAAAECBKYm8PhUuNsB30wuligE5iHwT1lon2dvnMfCLXPbBHoBpE8k7dv7bFstFmfFBkAXpy+1ZIkEDIAuUWdr6qQFeuXNXgChGy2PmnRLVJ4AAQIECBDYiEAvgvhvSbcF3p+4KncQlJkK3CxL6/PrpOTiibJYAndKc9q/xyT7J8rGBQyAbtzOnAS2TcAA6LbRWzGBdQk8NlN3g+VjiQ2WddGZmAABAgQILIzAudOS4YrOf7MwrdKQMQj0gltfSLq9+bAxVEgdZi7QvUCPTtrH95v50pdrgQZAl6u/tXZBBAyALkhHasZCC1w6rTsl6bm/rrfQLdU4AgQIECBAYE8CV84EPR1OBzHuu6eJ/Z3AGgWenun6nPpgsu8a5zHZ9AR+PVVuPx+b2It84/1nAHTjduYksG0CBkC3jd6KCaxZ4M2Zshsqf7/mOUxIgAABAgQILLLA3dK4bhucmlxjkRuqbVsicNWspRfYaq6+JWu0ku0S6Kk0PpT0/eOB21WJBVivAdAF6ERNWD4BA6DL1+daPC2BXn2zGyjfSs4zraqrLQECBAgQIDBHgedm2d1G+GJy3jmux6IXW6B7e34g6XPpGYvdVK1bEbhNbtvfX07OuvKYm/UJGABdn5epCYxCwADoKLpBJQjsVODgPPq1pBso99rpFB4kQIAAAQIEllWg5wR/V9LthLckHchSCKxX4KGZoc+hY5KzJ8pyCAyD3g9ZjubOvJUGQGdOaoEE5i9gAHT+xtZAYKMCz8+M3SB9e9LDVRQCBAgQIECAwGqBC+U/w4+lT139B/cJrEHgYpnm+0m3N2++hulNsjgCt0hT2u99/+gFsJT1CRgAXZ+XqQmMQsAA6Ci6QSUInEngWnnkx8kPkyuc6a8eIECAAAECBAj8TOD6uflR0sGM2/3sIf8SWJPAv2WqPm9evqapTbRoAv+TBrX/H75oDduC9hgA3QJkqyAwawEDoLMWtTwCmxfoIWxHJd0gecrmF2cJBAgQIECAwIIL9DDWbjeckFx2wduqebMRuFMW0+fMt5Pzz2aRljIxgZumvn0OfCM5x8Tqvt3VNQC63T1g/QQ2IGAAdANoZiEwZ4HhXEyfz3rONud1WTwBAgQIECCwGALdi6+DGb3C81kXo0laMSeB1eeZv++c1mGx0xD471Sz7xuPmkZ1R1NLA6Cj6QoVIbB2AQOga7cyJYGtELhIVnJi0g2R/7cVK7QOAgQIECBAYCEEugfXp5JuQ7xwIVqkEfMS+JssuM8T55mfl/B0lnvjlefC8bk9aDrV3vaaGgDd9i5QAQLrFzAAun4zcxCYp8C/ZOHdIP3nea7EsgkQIECAAIGFFPjFtOqUpNsSv7mQLdSozQr0nLE/SU5NLrfZhZl/IQSOTCv6nvGYhWjN1jTCAOjWOFsLgZkKGACdKaeFEdiUwA0ydzc+ugdor+qqECBAgAABAgTWK9BDmoftCQNc69Vb7OkPSPM+sfL8eOxiN1Xr1iHQQfG+Z3wn6ekRlD0LGADds5EpCIxOwADo6LpEhZZUYO+0e3g9PnpJDTSbAAECBAgQmI3AP2YxHdD4SOJ84rMxXYSlPD6N6PPi48lZEoXAIPCfudPnxhOGB9zuVsAA6G55/JHAOAWGAZdXj7N6akVgaQTukZZ2o+NLiS8qS9PtGkqAAAECBOYicPYsddjT7+/msgYLnZrAL6TCP0h6+Pt1p1Z59Z27wHWyhn4X+V5yyNzXNv0VGACdfh9qwRIKGABdwk7X5NEJHJgaHZd0o+Ouo6udChEgQIAAAQJTFLhiKn1y0u2Lu02xAeo8M4H9sqT3J30uvGBmS7WgRRN4UxrU58gfL1rD5tAeA6BzQLVIAvMWMAA6b2HLJ7Bngcdlkm5svC/pofAKAQIECBAgQGAWAvfKQrqN8f3k8rNYoGVMUqADWn0eHJMclCgEdiYwXBH+q/mjUyTsTOj0xwyAnm7hHoHJCBgAnUxXqeiCCvRiR/1S0o1ShyMtaCdrFgECBAgQ2EaBF2fd3c74aNKjTpTlEvjFNHc49L0DXAqB3Ql8KH/s+8U9dzeRv+1lANSTgMAEBQyATrDTVHmhBI5Ia7qR8c8L1SqNIUCAAAECBMYi0EHPjyXd3uh2h7I8AvunqUcl7fu/XJ5ma+kmBO6eeft8+fAmlrEMsxoAXYZe1saFEzAAunBdqkETErhq6vrjpL/KX3JC9VZVAgQIECBAYFoCV0h1T0o6sHHPRFkOgV7Ru33+2aQXxlII7Emgh75/Jenz5iZ7mniJ/24AdIk7X9OnK2AAdLp9p+bTF3hrmtCNi6dPvylaQIAAAQIECIxc4B6pX7c7OhDaK4Iriy1wtTTvR0l/bL/eYjdV62Ys8EdZXt8r/n3Gy12kxRkAXaTe1JalETAAujRdraEjE7hN6tMNi28lB4+sbqpDgAABAgQILKbA36dZ3f74eGKPwMXs47aqe/EdnbSvn5koBNYjcEgm7g8lP0l+fj0zLtG0BkCXqLM1dXEEDIAuTl9qyXQEej6mTyXdKH3gdKqtpgQIECBAgMDEBXo+0GFg7CUTb4vq71rgT/Onbmd2e/Nsu57MXwjsUuD5+UufQy/c5RTL/QcDoMvd/1o/UQEDoBPtONWetMCDU/tuUHwi2W/SLVF5AgQIECBAYGoC3aPr+0m3Re4ztcqr7x4FfilTnJb00Pdr73FqExDYucBl83D3AD05Oe/OJ1nqRw2ALnX3a/xUBQyATrXn1HuqAudOxY9P+qXjllNthHoTIECAAAECkxY4PLXvtkgHN6406Zao/GqBs+Y//YG9fftnq//gPoENCLwu8/S59NgNzLvosxgAXfQe1r6FFDAAupDdqlEjFnhW6tYNif8ccR1VjQABAgQIEFh8gb9JE7tN8snkHIvf3KVo4dPTyvbpx5IDlqLFGjlPgRtm4X0+fS3xfArCqmIAdBWGuwSmImAAdCo9pZ6LIHDpNOKHSQ9JuvIiNEgbCB7yuHwAAEAASURBVBAgQIAAgckK9NyQH046wPHSybZCxQeBw3Kn25i98vs1hgfdEtikwAczf98j7r3J5Sza7AZAF61HtWcpBAyALkU3a+RIBF6denQD4m9HUh/VIECAAAECBJZb4HJp/olJt09+e7kpJt36Xtzq00n78YmTbonKj01gOF1GL56mnC5gAPR0C/cITEbAAOhkukpFJy5w/dS/G6X9knGBibdF9QkQIECAAIHFEbhLmtJtlFMSR6hMs1+fvdKH3aP3LNNsglqPVGD/1Ou4pO8RNx1pHbejWgZAt0PdOglsUsAA6CYBzU5gDQJ7Z5oPJN1w+OM1TG8SAgQIECBAgMBWCvxVVtbtlO5FeNBWrti6Ni1wgyyhV+vuaZausumlWQCBMws8Mg/1/eFNZ/7T0j5iAHRpu17DpyxgAHTKvafuUxG4eyrajYZjk55vSyFAgAABAgQIjEmgVw8/Kun2ysvGVDF12a1AL171+aT99tjdTumPBDYucO7M+v2kA+1X2PhiFmpOA6AL1Z0asywCBkCXpae1c7sEek6m4bCRnkNHIUCAAAECBAiMUeAyqdQJSQfTHjbGCqrTmQRekEfaX/1Ot9+Z/uoBArMTeG4W1eeaaxn8zNQA6OyeW5ZEYMsEDIBuGbUVLalAf43vxsL7kx4KrxAgQIAAAQIExipw+1Sse3n1auK3HGsl1eunAjfJv93G/EFyxZ8+4h8C8xO4dBbd94WeK/h881vNZJZsAHQyXaWiBE4XMAB6uoV7BGYtcMEssIeLdOP0erNeuOURIECAAAECBOYg8Ogss9su3RvUwNocgGewyHNmGV9M2k+PmsHyLILAWgRek4n6nHv8WiZe8GkMgC54B2veYgoYAF3MftWqcQj8farRjYRXjaM6akGAAAECBAgQWJPASzNVt2G+kNjba01kWzpRD0Nu/7w32XdL12xlyyxw/TS+z7uvJz1v8DIXA6DL3PvaPlkBA6CT7ToVH7lAr8LZw0R6WNKlRl5X1SNAgAABAgQIrBbo4Mb/JB3seGdylkQZh8D/SzXaLz0U+efHUSW1WCKBD6Stff7dd4navLOmGgDdmYrHCIxcwADoyDtI9SYr8NbUvBsHz5hsC1ScAAECBAgQWGaBC6TxX0q6PXPEMkOMqO0Hpy7HJe0TF6oaUccsUVV+c+X599ElavPOmmoAdGcqHiMwcgEDoCPvINWbpMCtU+tumH4r6YaqQoAAAQIECBCYokCPaBnOZ/4HU2zAgtX5xWlPtzHfleyzYG3TnGkI7JdqHpv0eXizaVR5LrU0ADoXVgslMF8BA6Dz9bX05RPYP03+VNKNggctX/O1mAABAgQIEFgwgdumPcOV4fsjr7I9AsMP7Cdl9ZfZnipYK4GfCvTHkH7XefMSexgAXeLO1/TpChgAnW7fqfk4BX4v1eoGwSeT/kKqECBAgAABAgSmLtArjXf75sTkF6femAnWvxei+mrSPui2pkJgOwV6hFvfC/p8vOJ2VmQb120AdBvxrZrARgUMgG5UznwEzixw7jx0fNKNgVud+c8eIUCAAAECBAhMVuAlqXm3cY5Jfi5RtkbggKzmnUntj0z2ThQC2y3wnFSgz8m/3+6KbNP6DYBuE7zVEtiMgAHQzeiZl8AZBZ6Z/3ZD4L/O+LD/ESBAgAABAgQmL9CBuHcn3dbpOSj7f2X+Ai/NKmreC1JdcP6rswYCaxK4VKb6cXJqcv41zbFYExkAXaz+1JolETAAuiQdrZlzF+hGwA+Sbghcee5rswICBAgQIECAwNYLdM/PLyYdkOseocp8Bf4ki6/1CcmV5rsqSyewboFXZ44+P/s8XbZiAHTZelx7F0LAAOhCdKNGjEDgn1OHbgD83QjqogoECBAgQIAAgXkJ9Bygw/n/em5QZT4Cd8tiu215WrLMV9uej66lzkLgullIn6PfTM46iwVOaBkGQCfUWapKYBAwADpIuCWwcYFrZ9Z++PeqnBfa+GLMSYAAAQIECBCYhMCtU8se9dKrw/cq8cpsBa6fxfXIom5f3n+2i7Y0AjMVeF+W1ufpb890qeNfmAHQ8feRGhI4k4AB0DOReIDAugWG82E9Yd1zmoEAAQIECBAgME2BP0i1O/Dx/cTpf2bXh5fJoo5PatvzyysExixw51Suz9WPJ8t0gS4DoGN+VqobgV0IGADdBYyHCaxR4DcyXT/0v5acY43zmIwAAQIECBAgsAgCL0ojuh3UC/Qs44VQ0uyZlvNkaZ9OavraZJ9EITBmgf1SueG8wDcfc0VnXDcDoDMGtTgCWyFgAHQrlK1jUQX2T8M+m3QjddkO+1jUPtUuAgQIECBAYO0CZ8mk/510W+g9ybKdBzBNnlmp5TuSWvY72tkThcAUBB6eSvZ5+59TqOyM6mgAdEaQFkNgKwUMgG6ltnUtmsBD0qB+2H8s2XfRGqc9BAgQIECAAIE1CJwv03wh6TbRS9cwvUl2LjAMqBybPzun/M6NPDpOgXOlWickfQ/oRdKWoQyv18OXobHaSGBRBAyALkpPasdWCxycFR6f9IN+mQ732Gpn6yNAgAABAgTGL3DFVHEYAHn0+Ks7uho+PjXqNuWJifOpBkGZnMBfpMZ9Dr9ocjXfWIUNgG7MzVwEtlXAAOi28lv5hAWenrr3Q/6/JtwGVSdAgAABAgQIzErgllnQcGX4289qoUuwnLumjd2mPC3xo/oSdPiCNvESK8/hH+T2AgvaxtXNMgC6WsN9AhMRMAA6kY5SzVEJ9AP+1OQnyVVHVTOVIUCAAAECBAhsn8BwLsCTUoUbbl81JrPm66Wm3absAOgDJlNrFSWwc4FX5eE+l5+08z8v1KMGQBeqOzVmWQQMgC5LT2vnLAVeloX1w/3Fs1yoZREgQIAAAQIEFkDgb9OGbid1T7A7L0B75tWES2fB30pq1cOHFQJTF7hOGtDnc5/XZ5t6Y/ZQfwOgewDyZwJjFDAAOsZeUacxC/xSKtc9P09OLjrmiqobAQIECBAgQGAbBPbJOp+VdCCk20yPSJQzChyS/34qqdHrkpopBBZB4H/SiD6v77cIjdlNGwyA7gbHnwiMVcAA6Fh7Rr3GKvCOVKwf6k8eawXViwABAgQIECAwAoGHpg4dAO12018mBvmCkHKW5O1JXT6YnD1RCCyKwB3TkD63j16UBu2iHQZAdwHjYQJjFjAAOubeUbexCdw2FeoH+jeSc46tcupDgAABAgQIEBiZwG+kPsM5Ll+d+4t+WOxa+F+Sibo9eVxy4bXMYBoCExLYP3X9StLn+I0nVO/1VtUA6HrFTE9gBAIGQEfQCaowCYH9UsvhUKX7T6LGKkmAAAECBAgQ2H6BXujn20kHRN6VnCdZ1vKYNLwOJyZXWVYE7V54geF53h89FrUYAF3UntWuhRYwALrQ3atxMxR4YJbVDdZPJh0MVQgQIECAAAECBNYmcPlMdkzSban+oHyJZNnKXdLgtv+05JbL1njtXSqB86e1P0j6XL/YgrbcAOiCdqxmLbaAAdDF7l+tm41AD3f/ZtKN1lvPZpGWQoAAAQIECBBYKoELprVHJd2e+lpyjWRZymFp6HAqgActS6O1c6kFhgHCpy6owtC+wxe0fZpFYCEFDIAuZLdq1IwF/jTL68Z6T1ivECBAgAABAgQIbEzgoMz2H0m3q76f3DxZ9HLNNHD4If05i95Y7SOwInCt3PZ1/q3krCuPLdKNAdBF6k1tWRoBA6BL09UaukGBHrZxStKrmHYDViFAgAABAgQIENi4QC+SckTSwZEfJfdNFrH0lEmPS9rGtvUNyb6JQmBZBN6fhva5f68FbLAB0AXsVE1afAEDoIvfx1q4OYHhw+2lm1uMuQkQIECAAAECBFYJ/Enud3Ck6f1FKpdLY96XtG39Ef0ZyQGJQmCZBO6WxvY10DGHRSvDd0SHwC9az2rPQgsYAF3o7tW4TQpcLfN3o7XnbDp0k8syOwECBAgQIECAwBkFfiv/7YVSOkhyRDL1C03unTb0wpknJ23TMckNE4XAMgp00P8bSV8LPQ/uIhUDoIvUm9qyNAIGQJemqzV0AwJvzTz9wH7aBuY1CwECBAgQIECAwJ4Feh7Qng+021xvSg5Kplgukkq/OWk7mhclvZCmQmCZBZ6Uxvf18PIFQzAAumAdqjk/Ezh7bn4puU/yB8ntkssn+yaLUAyALkIvasM8BG6ZhfbDuifuPngeK7BMAgQIECBAgACBnwr0ivBfT7rt9cGkV4yfUvnNVPY7SevfPd5umygECOy1V38Y6Hlwf5hM7XW9u/4zALo7HX8bjcCNU5OHrOTA3dTqLPnb45O+UPtBtmM+mcduk0y9GACdeg+q/zwE+gPHx5O+7n9vHiuwTAIECBAgQIAAgTMIXDL/+1TS7a9jku50MvZySCr4imT4rvja3P+5sVda/QhsscArs76+Rp6wxeud5+oMgM5T17JnJvCCLGn4gLrALpZ6aB4/etV0w/Q7u/23TDflc9UYAN3Fk8DDSy1wv7S+r/fPJL1SqUKAAAECBAgQIDB/gfNkFe9Ouh327eQPk/MmYyw3S6W+krSuJyT3SRQCBM4scP081NfJV5NF+W5lAPTM/eyREQrsaQC0J65+W9IX6JAehnFE0l8sXpS8Lxn+1tvnJFMtBkCn2nPqPS+Bg7LgryV9bf/6vFZiuQQIECBAgAABAjsVOFsefXUyfN/qxShfnFwzGUPpKdKenwz1e0fuX2IMFVMHAiMW+HDq1tfMXUdcx/VUzQDoerRMu20CexoAfVBqNnyY9ReKnvNzZ+VGeXA4RLbT32NnE03gMQOgE+gkVdxSgSdmbX1Nv2tL12plBAgQIECAAAECg8DeufNryeuTHyfD97PuiHL35IBkO8ovZ6U9Qqj16cDsI5J9EoUAgd0L3Dd/7uvmPbufbDJ/NQA6ma5a7oruaQB02LvzJ2G63h6oen6XDpL2hdxfNKZYDIBOsdfUeV4CF86CT0r6mu4GrkKAAAECBAgQILC9At278mlJL0zZbbTmm8lTk0OTrSg9bLdXsz4t6fo/lFwpUQgQWJvAgZmsp7Xo6+fqa5tl1FMZAB1196jcILC7AdB9M9EpSV+ULx9m2MPtnVam/1Fue7jG1IoB0Kn1mPrOU+CILLyv/57MXiFAgAABAgQIEBiPwFlTlXsmH0i6vdZ079BeeOimSfcanUe5QhbaU6IN6+vAay+YqxAgsD6B/pDR19GL1zfbKKc2ADrKblGpHQV2NwB6qUw8fJj+/o4z7uL/3Qt0mOfau5hmzA8bAB1z76jbVgpcOSvrRvQPkl6FVCFAgAABAgQIEBinwLVSrQ5A9DD04btYryD/4ORcyXpLD6m/XHKz5P7J05Oeh7R7enbbsOv4XHJYohAgsDGB7s3d71t93Z5vY4sYzVwGQEfTFSqyO4HdDYCeIzP20Pd+wB2+u4Ws+lt/aTwl6Tx3XvX4VO4aAJ1KT6nnvAXenBX0dfzMea/I8gkQIECAAAECBGYi0EGURyVfTLod13w/+atkx0PUL5DHrpP0e95jkiOStyfHJsN3wGEZq287YPPCpN8VFQIENifQPbb7+vqjzS1m2+c2ALrtXaACaxHY3QBo5z8m6QvyeclaSn/FGD4gr7mWGUY2jQHQkXWI6myLwG2z1r6Oe16aQ7alBlZKgAABAgQIECCwUYF9M2O3596SDN/NetvD5T+anLTD46un6f2ezqx7eHb+v07+MPmN5BrJwYlCgMBsBG6SxfQ11x8e9pvNIrdlKQZAt4XdStcrsHoA9Ncyc88ls7o8Ov/pC/ITSffu3FN5biYYPkDPuaeJR/h3A6Aj7BRV2lKBvgd8IenruIc8KQQIECBAgAABAtMV+PlU/TnJ95Lhe1pve+Gk9yUvT56S9KrUN066Q0sHUBUCBOYv0DGWjrX0NXmH+a9ubmswADo3WguepcDqAdC+6PprX8/t8nfJ7ya/kgwfls/I/V2VvnB7ntAeEtHlvDWZYjEAOsVeU+dZCjw+C+tr+KjExm8QFAIECBAgQIDAAgj0kPXubdbzvB+0AO3RBAKLIvCANKTfv94+4QYZAJ1w5y1T1Z+fxvbFttbcfQec8+T/j0s+uGoZp+X+LyZTLAZAp9hr6jwrgf7if0rS8z4dNquFWg4BAgQIECBAgAABAgQI7FSgP0gMO51daadTjP9BA6Az6KN9ZrAMi9i9wAPz58snv5k8LXlz8o1kV2X/Hf5wkfz/8clVVx7vQOofJx9Z+b8bAgSmI/CsVLWHwPcD7F3TqbaaEiBAgAABAgQIECBAYJICJ6bWL1qp+YMm2QKVJjBxgQul/jdPejWyVyafSbpXWM8Ls7pcMP8Z9h79Vu53nikXe4BOuffUfTMCN8vMfS3318deFVQhQIAAAQIECBAgQIAAgfkLXDar6HhLL1B27vmvbuZrsAfozEktcLsFumv2ATtUolcq+7Ok55PpnmNTLwZAp96D6r8RgbNkpk8nHQB96EYWYB4CBAgQIECAAAECBAgQ2LDAmzJnv489fMNL2L4ZDYBun701E9iwgAHQDdOZccICj0rd+2H7saQ/aigECBAgQIAAAQIECBAgsHUCt8iq+p3s88nUTgdpAHQGz5OpdfoMmmwRBAgQ2FKBnsf30Str7DmBexEzhQABAgQIECBAgAABAgS2TuCNWdXnkl6YtoOhypIJGABdsg7XXAIEtlzgGVnj2ZNXJG/b8rVbIQECBAgQIECAAAECBAj0HKDPW2F4EI7lEzAAunx9rsUECGydwI2zqjsmPdn2FM81s3VS1kSAAAECBAgQIECAAIH5ChyRxZ+c9Borl5vvqix9bAIGQMfWI+pDgMCiCPRcn3+50pgn5fa4RWmYdhAgQIAAAQIECBAgQGCCAt9NnXs+zb2Tnp5MWSIBA6BL1NmaSoDAlgr8XtZ2heQzyTO3dM1WRoAAAQIECBAgQIAAAQI7E3juyoP3yO1BO5vAY4sp0D2UlPkKfDOL768L8yjnncdCLZMAgU0LXCBLeNzKUjoQ+sNNL9ECCBAgQIAAAQIECBAgQGCzAh/NAnpthhsl90yGo/ZyVyFAYDMCP87M/zenbKZe2zXv/65YvHq7KmC9BLZA4CVZR1/3/7oF67IKAgQIECBAgAABAgQIEFi7wO0zab+vfTKZ1w5ra6/NnqfsYfut7+F7ntQUuxKwB+iuZGb3+PWyqCOSy65a5NdyvwOjCgECiydwWJp0t+TU5KGL1zwtIkCAAAECBAgQIECAwKQFXpvafynphZB+NXlzohAgMAOBc2cZ7006Yt88OVnWYg/QZe355Wj3vmnmUUlf549bjiZrJQECBAgQIECAAAECBCYn8MjUuN/bXj+BmtsDdAKdpIqnC5wzdz+e9AXWvT9vnCxjMQC6jL2+PG1+QJra1/jnk7MuT7O1lAABAgQIECBAgAABApMS6DVVTkk6PnPJkdfcAOgMOmifGSzDItYmcEImu0/yk6TufQJ3UFQhQGAxBPoB+sSVpvTQ9x4CrxAgQIAAAQIECBAgQIDA+AS+lSq9POn4THdkURZcwDlAt7aD35PV9QpjD04ulDwweUoy9vIrqWBPtjuLkwMfutJYe8eNvdfVb70Cf5oZerqLNyU9p4xCgAABAgQIECBAgAABAuMV6PjMPZN7J49JTk4UAgRmJHD2LKeHx/Yw2f7icI5k7KWDOa3vLPOBsTda/QisQ+CambZ7d/8gucw65jMpAQIECBAgQIAAAQIECGyfwLuy6o513GH7qrDHNfcI4tbRVeD3SLXrCewBumubef3lpCz4LsmtVlZwidwevXJ/rDf3T8VelczilAmPz3IunhybKAQWQaB7Rj8v6e0zks8kCgECBAgQIECAAAECBAiMX6CnL3tQ8u7xV1UNCRCYkoCLIE2pt9R1LQL3zUT9Na6D+t3DWyFAgAABAgQIECBAgAABArMSsAfoDCRnsUffDKphEQQIEJikQM/52XN/tjws6R7eCgECBAgQIECAAAECBAgQIDAiAQOgI+oMVSFAYHICT0yNe/X3tyavnFztVZgAAQIECBAgQIAAAQIECCyBgAHQJehkTSRAYC4CV8lS75eclvScMQoBAgQIECBAgAABAgQIECAwQgEDoCPsFFUiQGASAs9NLfdNnpN8fBI1VkkCBAgQIECAAAECBAgQILCEAq4CP61O3z/VPf+qKh+36r67BAhsncDdsqrDkq8lT9i61VoTAQIECBAgQIAAAQIECBAgsF4BA6DrFdve6X8xq//Aqirsveq+uwQIbI3AIVnN01ZW9Qe5PWFrVmstBAgQIECAAAECBAgQIECAwEYEHAK/ETXzECCwzAJ/ncZfIHl78g/LDKHtBAgQIECAAAECBAgQIEBgCgIGQKfQS+pIgMBYBO6Zitwh6V6fva8QIECAAAECBAgQIECAAAECIxdwCPzIO2iH6n04/++eZwoBAlsvcMmsshc8anlAckzvKAQIECBAgAABAgQIECBAgMC4BQyAjrt/dqzdaXng6zs+6P8ECMxdoFd7/8fkoOTlK/dzoxAgQIAAAQIECBAgQIAAAQJjF3AI/Nh7SP0IEBiDwKNTiWsnxya/O4YKqQMBAgQIECBAgAABAgQIECCwNgEDoGtzMhUBAssrcK00/THJT5K7J99NFAIECBAgQIAAAQIECBAgQGAiAg6B3/6OulCqcEhy4EpOze33kl5k5fik/1cIENgegXNktT30ve+VT0uOTBQCBAgQIECAAAECBAgQIEBgQgIGQLe+s3oOwe5Fdtfkikn/v6vSc34enbw3eUPy78n/JQoBAlsj8Oys5tLJUUn3AlUIECBAgAABAgQIECBAgAABAgR2IXD+PP68pHt2dhBzI+lg6C2SKZf/TeXb9ldPuRHqvhQCt0sr+1w9Obn8UrRYIwkQIECAAAECBAgQIEBgbAL/kAr1u+nhY6vYlOpjD9Ct6a1zZzVvSa60anV98n41+VLyzeSU5AdJ++SsyTmTiyaHJgckLd1j9HXJw5K/SBQCBOYjcMEs9m9WFv2I3H5iPquxVAIECBAgQIAAAQIECBAgQIDA9AXOnia8O+mAZ/O+5M7J+ZK1lP0z0WHJXyc/TIbl3Dz3p1jsATrFXluuOu+d5v5H0tdaTzuhECBAgAABAgQIECBAgACB7RKwB+h2yVvvugTulamHQcuX5f4+65r7jBN30HMYBP3IJpd1xiVv3f8MgG6dtTVtTOAhma2v2W8kPXWFQoAAAQIECBAgQIAAAQIEtkvAAOh2yVvvugR6GG0HUz6cdG/OzZbfywKGAdVLbXZh2zC/AdBtQLfKNQv0NBOnJn2N3WrNc5mQAAECBAgQIECAAAECBAjMR8AA6AxcN7M34gxWvxSL6OHrLa9PfvTTe5v7519WzX7ZVffdJUBgcwI91+4/Jb3tKSf6mlUIECBAgAABAgQIECBAgACBiQsYAJ1/B15kZRXHzmhVx2c5w0Dq2Wa0TIshQGCvvf40CFdKPp38PhACBAgQIECAAAECBAgQIEBgMQQMgM6/Hz+3soprz2hV18lyhkPpj5rRMi3mjAI9DPo5yaFnfNj/FljgJmlbz/3ZHxfumpycKAQIECBAgAABAgQIECBAgAABAmsQ+NtM0/MJnpLcYA3T726Sg/PHDnp2ed0TdIrlf1Pp1v/VI678U1fq+K3c3mzE9VS12QgcksV8Oenz8o9ms0hLIUCAAAECBAgQIECAAAECMxFwDtCZMFrIvAV6oaLhyu3fzf3fSc6ygZVeJfO8L+kgTfPkZIplCgOg5wpsz/9Y5x8nj0vsLR2EBS2vSrva1+9M9POCdrJmESBAgAABAgQIECBAYKICBkAn2nHLWO2Hp9EdYBlyQu53gO2Jyb2TWyQ3Tnp4+/WTmyZ3SB6aPC85Ohnm7e1/JFMdqJnCAGh499o7eXTSAdCavzE5T6IslsC90pz27/eSQxeraVpDgAABAgQIECBAgAABAgsgYAB0ATpxmZrQgZaeV7CDLZtJB+J6yO5Uy1QGQAffnhvyG0n77JjkGomyGAKXTDNOTNq3hy9Gk7SCAAECBAgQIECAAAECBBZMwADognXoMjTnfGlkD13/arKeQdBTM/1rklsmUy9TGwCt90WS9yTts/ZFT2OgTFtg31T/3Un79GXTboraEyBAgAABAgQIECBAgMACCxgAnUHn7jeDZVjE2gW+mUl7WHVz8eSXk8sk50x63smDkh8l3096mHyvIP/x5MNJH1O2R+C4rLanJnhm8sDkr5KeruB+SS9upUxP4I9T5Wsnxya/O73qqzEBAgQIECBAgAABAgQIECBAgMBYBaa4B+hqy7vkPx2M7p6DHZi+dKJMS6A/PPSHhp7f9YaJQoAAAQIECBAgQIAAAQIExipgD9AZ9MxUL6Qzg6ZbBIENCfRw6V9KPpX8YvKB5LaJMg2B86aaL0269/vTkyMThQABAgQIECBAgAABAgQIECBAgMDMBKa+B+gA0dMVvDIZzuX6Z7nf80oq4xU4d6p2VNI+68D1WRKFAAECBAgQIECAAAECBAiMWcAeoGPuHXUjsAuBRRkAHZr30Nzp4dQdVHtbcv5EGZ9AB6z/J2k/fTLRT0FQCBAgQIAAAQIECBAgQGD0AgZAR99FKkjgzAKLNgDaFl43+XLSwbWvrPw/N8pIBA5MPd6RtH8+n1w4UQgQIECAAAECBAgQIECAwBQEDIDOoJecA3QGiBax9AL/HYGrJUcmF0y6J2j3DFW2X+CAVOG1yfWSY5MbJx2sVggQIECAAAECBAgQIECAAAECBAjMRWAR9wAdoPbNnZ4LtHsaNj1H6DkTZXsE9s9q35C0L76aXCZRCBAgQIAAAQIECBAgQIDAlATsATql3lJXAisCizwAOnRyrwr/3aQDb19IDkuUrRXoYPQ/J+2Dbya/kCgECBAgQIAAAQIECBAgQGBqAgZAp9Zj6ksgAsswANqOvnTy/qQDcKclT0z2S5T5C/TUHsMHxHdy/6rzX6U1ECBAgAABAgQIECBAgACBuQgM328Pn8vSLZQAgbkILMsAaPF6CPaTkx8nHQh9X+Iw7CDMseydZb8wqfcJybUShQABAgQIECBAgAABAgQITFXAAOhUe069l1pgmQZAh47uVeK/kHRQ7vvJbyXKfASencXW+aTk+vNZhaUSIECAAAECBAgQIECAAIEtEzAAumXUVkRgdgLLOABavV4MaXjT6gDda5LzJsrsBJ6aRdX21ORXZ7dYSyJAgAABAgQIECBAgAABAtsmMIwlOAR+27rAigmsX2BZB0AHqTvnTs9L2YG6Xpn8ZomyeYHHZRE1/WFyy80vzhIIECBAgAABAgQIECBAgMAoBAyAjqIbVILA+gSWfQC0WhdN3pZ0wO4nyXOSsybKxgQekdlq2YtN3WFjizAXAQIECBAgQIAAAQIECBAYpYAB0FF2i0oR2L2AAdCf+fRK5X+Q/CDp4N3HkisnyvoEHpDJ69cLTd1tfbOamgABAgQIECBAgAABAgQIjF7AAOjou0gFCZxZwADoGU2umv9+POkgXgdDH570SubKngXuk0m6B23jwlJ79jIFAQIECBAgQIAAAQIECExPwADo9PpMjQnsZQD0zE+Cs+Wh5yYdBG3+K7lIouxa4Dfzp+71Wa/f2/Vk/kKAAAECBAgQIECAAAECBCYtYAB00t2n8ssqYAB01z1/8/zpa0kH9b6d3DFRzixw+zz0o6ROjzzznz1CgAABAgQIECBAgAABAgQWRsAA6MJ0pYYsk4AB0N339vny59clHdxrXpycO1F+JtBB4uG8qU+AQoAAAQIECBAgQIAAAQIEFlzAAOiCd7DmLaaAAdC19evvZLKTkg6Cfifpno4HJstaepqAP0mGwc8/X1YI7SZAgAABAgQIECBAgACBpRIwALpU3a2xiyJgAHTtPXm5TPqWZNgb9Cu5f79kv2SZyu3S2GOSOvSCRwY/g6AQIECAAAECBAgQIECAwFIIGABdim7WyEUTMAC6/h79lczyvmQYCP1M7t85WfSrxV8mbXzjqnZ/MPevnSgECBAgQIAAAQIECBAgQGBZBAyALktPa+dCCRgA3Xh3/npm/UQyDIR2QPBmG1/caOfsof5PSk5N2tZeEOoByT6JQoAAAQIECBAgQIAAAQIElknAAOgy9ba2LoyAAdDNdeW+mf0+ybHJMBB6ZO4vyp6RPdz9iytt6+Huf5f0wlAKAQIECBAgQIAAAQIECBBYRgEDoMvY69o8eQEDoLPpwrNmMQ9LvpUMA6H/H3t3Ai/NVdaJnwDZiAmQAIEQTEIIm2FREQgoYJT5D4So4wZKhiGiRhaREZxBUIG/Eh0RBTGyuJCRcSI4ZJCwCSLDIgoYIMkQAYGETRJCAiQhC4Fkfs+bKq10uu/tvrfqVne/3/P5PG9VV50+depb563qfrq67+sy/22JVSx3Taffkmj3pcbJA1dxR/SZAAECBAgQIECAAAECBAj0KCAB2iOmpgjslIAEaL/SB6S5X09cnqjk4TcTpyYOS6xCqa+7Pz/R/nX3+rr7ExO+7h4EhQABAgQIECBAgAABAgR2ewEJ0N1+CABYRQEJ0GGO2u3S7EsSbSKxpi9KLPPXx+s3Tbtfd//jPL5NQiFAgAABAgQIECBAgAABAgSuF5AANRIIrKCABOiwB+2INF8nx7oTtO4IvSzxvEQtX5Zyt3TkrxPt193/MfMPWJbO6QcBAgQIECBAgAABAgQIEFgiAQnQJToYukJgXgEJ0HmltlfvXnn66xNtkrGmn0uclnhS4t6Jnf6a+X7Z5m8m2rtUL878z43Qj2xSIUCAAAECBAgQIECAAAECKyEgAboSh0knCdxQQAL0hh5DP3pwNvDaxEWJbjK05r+ceGPimYmqt3eir3LHNHRsopKtL07UHZ9tH+qvu78icVBCIUCAAAECBAgQIECAAAECBGYLSIDOtpl7zc3nrqkiAQKrKPB36XTFHom7J76nie/O9PDEI5vI5CZXJT6QeHcT78300sSsUn+Jvv56e32lvdruTr8lj6eV+rr7kxPvn7bSMgIECBAgQIAAAQIECBAgQIBA3wISoH2Lao/AcgrUHZ//1ETdfVnl0EQlRCsZWtOjm2nNV6k7Nc9OVEL0HxL1F+e7ic5vzeNZX6Ovuz0/lvhoZ1rzn0goBAgQIECAAAECBAgQIECAAIEdE5AA3TFqGyKwdALtb4Ke1vTs1pnWV+HbhOj9Mn/fJn4+08lyTRZ8PDGZ6KzHl0xW9pgAAQIECBAgQIAAAQIECBAgMIaABOgY6rZJYDkF6jdB39BE9bC+4n7/RN0RWsnQSmp27+j8VB5/I6EQIECAAAECBAgQIECAAAECBJZWQAJ0aQ+NjhEYXaB+E/RdTYzeGR0gQIAAAQIECBAgQIAAAQIECGxFYNbv922lLc8hQIAAAQIECBAgQIAAAQIECBAgQIDAUglIgC7V4dAZAgQIECBAgAABAgQIECBAgAABAgT6FJAA7VNTWwQIECBAgAABAgQIECBAgAABAgQILJWABOhSHQ6dIUCAAAECBAgQIECAAAECBAgQIECgTwEJ0D41tUWAAAECBAgQIECAAAECBAgQIECAwFIJSIAu1eHQGQIECBAgQIAAAQIECBAgQIAAAQIE+hSQAO1TU1sECBAgQIAAAQIECBAgQIAAAQIECCyVgAToUh0OnSFAgAABAgQIECBAgAABAgQIECBAoE8BCdA+NbVFgAABAgQIECBAgAABAgQIECBAgMBSCUiALtXh0BkCBAgQIECAAAECBAgQIECAAAECBPoUuHlPje2Zdh7ctPXeTL++QLs/lrr3TJyVeN0Cz1OVAAECBAgQIECAAAECBAgQIECAAAECGwr0lQA9MFt5R7OlO2R6wYZbveHKP8nD/RN/lJAAvaGNRwQIECBAgAABAgQIECBAgAABAgQIbENg7K/A75u+V1Q56PqJfwkQIECAAAECBAgQIECAAAECBAgQINCPwFbuAP3hbPqQic3XHZxtOTEzl7UPNpjunXWPSLR9+MgGda0iQIAAAQIECBAgQIAAAQIECBAgQIDAwgJt8nGRJ94slV+ywRNO3mDdRqvet9FK6wgQIECAAAECBAgQIECAAAECBAgQILCowFa+Av+X2cjbFt3QJvV/K+vfuEkdqwkQIECAAAECBAgQIECAAAECBAgQILCQwFbuAK0N/HTi2M6WDsj8i5vHT8v0q51102avy8KrEpcn6qvv5ycUAgQIECBAgAABAgQIECBAgAABAgQILKXAwelVJTUrbr+UPdSpZRE4Mx2pcXL6snRIPwgQIECAAAECBAgQIECAAAECSyrwqvSr8ignLGn/VqJbW70DdHLn6o8e1Z2fVS69fuJfAgQIECBAgAABAgQIECBAgAABAgQIjCvQVwL0iuxG+xX4cffI1gkQIECAAAECBAgQIECAAAECBAgQINAIbOWPIMEjQIAAAQIECBAgQIAAAQIECBAgQIDASghIgK7EYdJJAgQIECBAgAABAgQIECBAgAABAgS2IrBoAvTEbOQrTby3s8HbdZa36xedPrPTnlkCBAgQIECAAAECBAgQIECAAAECBAhsW2DR3wDdK1u8ZbPVAzpb36OzvLN4odm9F6qtMgECBAgQIECAAAECBAgQIECAAAECBDYRWDQBWn/t/fymzc932v5mZ3ln8UKzdceoQoAAAQIECBAgQIAAAQIECBAgQIAAgd4EFk2Afnu2fHni7xM/2+nFlzJ/ROexWQIECBAgQIAAAQIECBAgQIAAAQIECIwusGgC9M7p8dGJm030/KA8fnuz7PsyvXhivYcECBAgQIAAAQIECBAgQIAAAQIECBDYcYFFE6AHNz28dab1u5/XNY+rnfs083s2UxMCBAgQIECAAAECBAgQIECAAAECBAiMKrDoX4Fvf6fz9un1A0btuY0TIECAAAECBAgQIECAAAECBAgQIEBgE4FF7wD9cNo7rmnzrZlWXJjYt1lWk5MTV3Qezzv7plSsUAgQIECAAAECBAgQIECAAAECBAgQINCLwKIJ0Jdlq49P3DGxf+JHEpPlxMkFcz6uP6QkATonlmoECBAgQIAAAQIECBAgQIAAAQIECGwusOhX4D+XJu+XePfmTatBgAABAgQIECBAgAABAgQIECBAgACBcQUWvQO0entB4iGJ+h3Q+qNI+yTqr8C/MVGlviJ/ya65xf6p5KpCgAABAgQIECBAgAABAgQIECBAgACB3gS2kgBtN16J0Ioq7V+Hr/kPJtrl9VghQIAAAQIECBAgQIAAAQIECBAgQIDAKALbSYB2O3x1HryhWXBVd4V5AgQIECBAgAABAgQIECBAgAABAgQIjCXQVwL0K9mB48faCdslQIAAAQIECBAgQIAAAQIECBAgQIDANIG+EqDT2p5cdoss+LZm4UcyvWKygscECBAgQIAAAQIECBAgQIAAAQIECBDoU2DRvwLf3fZhefDUxE90F06Z/64se1/issT7m6j5SoK6azQICgECBAgQIECAAAECBAgQIECAAAECyyOwR7ryG4nrmjhtg649Leu+0anbPqc7/Yus33ODNqxaL4Ezszt1/E9fr92yNwQIECBAgAABAgQIECBAgACB3gVelRYrj3JC7y3vRg1u5Svwr47Pj3WM7taZ787eOw9+O3GzzsJKfv1z4h6J+zTLH53pJxK/0jw2IUCAAAECBAgQIECAAAECBAgQIECAwCgCP5itdu/efEce//CMntTX3tu6f5b5QyfqHZvHn27qfCPT+0+s93A9BdwBup7H1V4RIECAAAECBAgQIECAAAEC/Qu4A7R/001bfFdqtEnN792g9tGdeudmfu8Zdesu0PpjSNXmf5tRx+L1EpAAXa/jaW8IECBAgAABAgQIECBAgACB4QQkQHuwXeSPINXX5e/XbPO1mdbdn7PKv++s+P3MX9153J09Kw9e3yw4prvCPAECBAgQIECAAAECBAgQIECAAAECBLYrMO9vgNbX3H8ysW+zwVtnemozP23yPZ2F35f5B3YeT87euVlQfy3+1Gb+vEyf18ybECBAgAABAgQIECBAgAABAgQIECBAYFCBX0/r7Vffd2L6gUH3RuNjCvgK/Jj6tk2AAAECBAgQIECAAAECBAiskoCvwPdwtOb9CnzdjXlIZ3uPyfw+M+LhnXq/NqNO97kvburXX4dvlz+404ZZAgQIECBAgAABAgQIECBAgAABAgQIbElg3q/A119p/0LiE4m7JB6deHViWjmpWXhtpq9MzPr9z6q2X+I/1EzKWxMb1d1VaQ3/qcTygYlbNHFVpl9NXJq4OFGPFQIECBAgQIAAAQIECBAgQIAAAQIEdkDgZdlG+xX4Z2R+j4ltPqmz/i0T6yYf7pUFb+zUP36ywpo+3j/79eTEexOV5Gw9p02vyfoPJl6aOC4x6Z1FK1d8BX7lDpkOEyBAgAABAgQIECBAgAABAiMJ+Ar8CPCHZptfS7TJuvdl/uRE/UbouzrL6+7PSthNlkrgHZ14auL8RNvOFzP/LYl1Lgdn505JbJb0bE2mTc/J86e5rpKbBOgqHS19JUCAAAECBAgQIECAAAECBMYUkADtQX/er8C3m/pcZv5T4pWJSljev4lM/rVU4u5nE3V352Sp5N0ZEwvrLsdq8/KJ5ev08NbZmbcl7tXZqXKqnxX4TOKixJWJ+gmAOib1W6gHJO6UOCyxd6JKJY9fn3h64kUJhQABAgQIECBAgAABAgQIECBAgACBAQSOSpv1Fe5vJiqRV1F3fdYdio9LzCqV0Gvr1/T8xHcn1rnsl50rq3a/35/5xyRum5in7JlK9UehXp74eqJt55GZX8XiDtBVPGr6TIAAAQIECBAgQIAAAQIECIwh4A7QMdQntll3gVZyru7sPHBi3ayHb8+KP01UEnDRO1BntbnMy09M59qk5WmZv+k2OltJzzYJevY229pGN7b1VAnQbfF5MgECBAgQIECAAAECBAgQILAbCUiA7kYHe5V39Y/S+UqAnpWouzm3W+r3U9uE6pHbbWyE50uAjoBukwQIECBAgAABAgQIECBAgMBKCkiA9nDYtnM3Ynfzldh7WBN7dVfMMf9jqfOcxA/NUXcVq9QdslXqt0+v2TW3vX9e23n6XTvzZgkQIECAAAECBAgQIECAAAECBAgQmBDo6yvo9fX3dzRt3yHTCya2s9HDP8nK/RN1p+TrNqq4ousObfr92Z76f3HaqURqJZ337alNzRAgQIAAAQIECBAgQIAAAQIECBBYS4G+7gDdKk4l8Nok3kFbbWTJn/fJpn/H9NTPB6Wd9qv0H+qpTc0QIECAAAECBAgQIECAAAECBAgQWEuBrdwB+sOROGRCo+7gbEv90Z/L2gcbTPfOukck2j58ZIO6q7zqzHT+volHJ16ZeGdiq+VWeeILmydfkul5W23I8wgQIECAAAECBAgQIECAAAECBAgQmC5Qv9l53QBRf0l+HUv9oaL2L7d/JfMnJRb9ndRyqSTq+xOt/fNr4QqWSgjXPpy+gn3XZQIECBAgQIAAAQIECBAgQIDATgr4I0g9aLd3Xy7S1F+m8tsSD1/kSZvU/a2sf+MmdVZ1dX0F/lmJFyRumXhZM193gn44UXdxXpi4MnFVoo7JPokDEndK3CXxkMTRiba8NTO/2j4wJUCAAAECBAgQIECAAAECBAgQIEBgusBWEqDV0k8nju00Wcm6FzePn5bpVzvrps3WHYCV7Ls8UV99Pz+xzuV3snMXJ05J1G+e7p94VBOZLFTektqPTVy70LNUJkCAAAECBAgQIECAAAECBAgQIEBgywIH55ntV7Nvv+VW1v+Jt80u1lfXv5BoveaZVrL4dYlKmq568RX4VT+C+k+AAAECBAgQIECAAAECBAjslICvwPcgvdU7QCc3XX/0qO78rHLp9RP/ThG4KMue3cThmT4wcVSi7qCtr8fXnaHXJOrO2HKsr8+fmzgrUcsUAgQIECBAgAABAgQIECBAgAABAgQWEOgrAXpFttl+BX6Bze/WVc/P3lcoBAgQIECAAAECBAgQIECAAAECBAgMJHDTgdrVLAECBAgQIECAAAECBAgQIECAAAECBEYXWDQBemJ6/JUm3tvp/e06y9v1i06f2WnPLAECBAgQIECAAAECBAgQIECAAAECBLYtsOhX4PfKFuu3KqvU71a2ZY/MtMvbZYtO9170CeoTIECAAAECBAgQIECAAAECBAgQIEBgI4FFE6D1x47Obxr8fKfhb3aWdxYvNFt3jCoECBAgQIAAAQIECBAgQIAAAQIECBDoTWDRBOj/zJYrJsuXsuCIyYUeEyBAgAABAgQIECBAgAABAgQIECBAYEyBRX8D9AXp7DmJV4zZadsmQIAAAQIECBAgQIAAAQIECBAgQIDAPAKL3gF65zR6dOJmE40flMdvb5Z9X6YXT6zfnR9elJ2v30gdotxmiEa1SYAAAQIECBAgQIAAAQIECBAgQGBdBBZNgB7c7PitM62k3nXN42rnPs38ns3U5HqBAzNZ9E5bdgQIECBAgAABAgQIECBAgAABAgQI9CCwaAK0/UNFt8+2H5D4hx76sO5NfE928JWJu3Z29ILM1x+OUggQIECAAAECBAgQIECAAAECBAgQGFBg0QToh9OX45r+vDXTigsT+zbLanJy4orO43ln35SKFetW3psdemDiLYn7Nzv3p5k+u5k3IUCAAAECBAgQIECAAAECBAgQIEBgSQQOTT8+l6ivvvcdz02b61wOyM6dmyi3uvvz2MTuWM7MTpfB6bvjzttnAgQIECBAgAABAgQIECBAgMACAq9K3cqjnLDAc1SdEFj0tykr+Xm/xLsn2vFwc4FLU+UJiWsT5V4DuJKiCgECBAgQIECAAAECBAgQIECAAAECAwks+hX46kb9fuVDEvU7oPVHkfZJ1F+Bf2OiSn1F/pJdc4v9U8nVdS9/nx18SeIXEocknpKonwxY9vKsdPAXE4smzKft1/7NwvpDWgoBAgQIECBAgAABAgQIECBAgACBlRCoRGj7lfhKjCqzBfbLqk8lyutLiW9JLHs5JR1sj29f0/cs+07rHwECBAgQIECAAAECBAgQIEBgZAFfge/hAGzlDtBpm706C9/QrLhqWgXL/lXga5n7icTxzZIjMj2nmV/WyZPTsfqjTXv00MF3pI37JL7YQ1uaIECAAAECBAgQIECAAAECBAgQILChQF8J0K9kK21Cb8MNWrlL4H35t2KVSh3jPkr9ASiFAAECBAgQIECAAAECBAgQIECAwI4I9PGbjjvSURshQIAAAQIECBAgQIAAAQIECBAgQIDAogISoIuKqU+AAAECBAgQIECAAAECBAgQIECAwMoISICuzKHSUQIECBAgQIAAAQIECBAgQIAAAQIEFhWQAF1UTH0CBAgQIECAAAECBAgQIECAAAECBFZGoK8/grQyO7ziHd0z/T+4sw+f68ybJUCAAAECBAgQIECAAAECBAgQIEBgQkACdAJkyR/eO/37x04f9+jMmyVAgAABAgQIECBAgAABAgQIECBAYELAV+AnQDwkQIAAAQIECBAgQIAAAQIECBAgQGB9BCRA1+dY2hMCBAgQIECAAAECBAgQIECAAAECBCYEfAV+AmTJH56V/t1+yfuoewQIECBAgAABAgQIECBAgAABAgSWRkACdGkOxVwd+UZqXThXTZUIECBAgAABAgQIECBAgAABAgQIELiJr8AbBAQIECBAgAABAgQIECBAgAABAgQIrK2ABOjaHlo7RoAAAQIECBAgQIAAAQIECBAgQICAr8CPPwYOSRcOTNyiiasy/Wri0sTFiXqsECBAgAABAgQIECBAgAABAgQIECCwBQEJ0C2gbfMp++f5j0s8NnF0oh7PKvWbn+ck3pd4Q+JNiesSCgECBAgQIECAAAECBAgQIECAAAECBJZK4OD05pRE3dlZScytRCVDj0uscjkzna99P32Vd0LfCRAgQIAAAQIECBAgQIAAAQI7IPCqbKPyKCfswLbWdhPuAN2ZQ3vrbOZtiXt1NleD9wuJzyQuSlyZuDpRx2SfxAGJOyUOS+ydqFJ3jL4+8fTEixIKAQIECBAgQIAAAQIECBAgQIAAAQIERhXYL1t/b6ISnhXvTzwmcdvEPGXPVHpw4uWJryfadh6Z+VUs7gBdxaOmzwQIECBAgAABAgQIECBAgMAYAu4AHUPdNhcWODHPaJOWp2X+pgu38G9PqKRnmwQ9e5tt/VurOzsnAbqz3rZGgAABAgQIECBAgAABAgQIrK6ABGgPx247ybgeNr9bNPGgZi8rYVl//Ojabex1/RGkZzTPr6/TH7GNtjyVAAECBAgQIECAAAECBAgQIECAwNoLSIAOf4jr6+tVzkhcs2tue/+8tvP0u3bmzRIgQIAAAQIECBAgQIAAAQIECBAgMCEgAToBMsDDQ5s2P9tT2xennTaRum9PbWqGAAECBAgQIECAAAECBAgQIECAwFoKSIAOf1g/2WzimJ42VV+prz+MVOVD10/8S4AAAQIECBAgQIAAAQIECBAgQIDANAEJ0Gkq/S6rP/pT5dGJh+6a2/o/t8pTX9g8/ZJMz9t6U55JgAABAgQIECBAgAABAgQIECBAYP0FJECHP8a/mU3UV9b3SfxV4qTEXolFy33zhLcmalrlZddP/EuAAAECBAgQIECAAAECBAgQIECAwCyBm89aYXlvAvUV+GclXpC4ZaISlzX/zsSHE3UX54WJKxNXJeqYVLL0gMSdEndJPCRxdKItlQj91faBKQECBAgQIECAAAECBAgQIECAAAECBMYWODEduCJx3TbjzXn+gYlVLfWTAGVw+qrugH4TIECAAAECBAgQIECAAAECBHZI4FXZTuVRTtih7a3lZnwFfucO6yuzqcMSJycuWHCzV6d+fX3++MQjEvX7nwoBAgQIECBAgAABAgQIECBAgAABApsI+Ar8JkA9r74o7T27icMzfWDiqER93b2+Hr9/on4v9PLEpYn6+vy5ibMStUwhQIAAAQIECBAgQIAAAQIECBAgQGABAQnQBbB6rnp+2qtQCBAgQIAAAQIECBAgQIAAAQIECBAYSMBX4AeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECAAS+d0AABAAElEQVRAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQQkQAeC1SwBAgQIECBAgAABAgQIECBAgAABAuMLSICOfwz0gAABAgQIECBAgAABAgQIECBAgACBgQRuPlC7mt26wH556rcl7pU4KPHPiY8mPp74ZkIhQIAAAQIECBAgQIAAAQIECBAgQGBOAQnQOaG2Ue3YPPfezfNfkekVM9raK8uf1cSeU+p8LMv+a+KvpqyziAABAgQIECBAgAABAgQIECBAgAABAqMIvDRbva6J28/owWFZfk6nXlt/2vSNqbfKieszm/08PVOFAAECBAgQIECAAAECBAgQIEBgtsCrsqryQyfMrmLNZgKrnEjbbN9WZf0e6eipiaM7Hf5Q5s9KfCZRydF7Jr4rUeWRid9NPLUeKAQIECBAgAABAgQIECBAgAABAgQIzBaQAJ1ts1NrnpINPazZ2AWZPinxv5vH3cn35sEpiXskfj5Rd1L+94RCgAABAgQIECBAgAABAgQIECBAgMAMAX8FfgbMDi7+j8226nbmH09MS35WlXckHpaoJGmVX7x+4l8CBAgQIECAAAECBAgQIECAAAECBGYJSIDOktmZ5TfLZuqvvVd5TeLdu+Zm//PFrHpas/qeme47u6o1BAgQIECAAAECBAgQIECAAAECBAhIgI47Bg7P5vdpuvD+ObtSd4JWqZ8vuO+uOf8QIECAAAECBAgQIECAAAECBAgQIDBVQAJ0KsuOLbwwW6qvvlepuzvnKRel0lVNxcPmeYI6BAgQIECAAAECBAgQIECAAAECBHZXAQnQcY/85dn8Z5ouHDNnVw5Pvfau0U/O+RzVCBAgQIAAAQIECBAgQIAAAQIECOyWAhKgO3vY75PNtcnLdst/1Mwcm+ke7cINpk/vrPtYZ94sAQIECBAgQIAAAQIECBAgQIAAAQITAvU7ksrOCbwlm/pG4iOJMxP/mPiHxKWJuyd+J9FNcObhv5ZKjv7nxBObJfVboPU8hQABAgQIECBAgAABAgQIECBAgAABAqMJ/GG2XL/zOW88bqKnB+XxcxIf7LRRSdR7J1axVOK3LE5fxc7rMwECBAgQIECAAAECBAgQIEBgBwVelW1VHuWEHdzm2m3KHaDDH9KnZBO/n/j2RP3V9jZul/lpZc+JhYfm8XM7y2rQ/0ri7M4yswQIECBAgAABAgQIECBAgAABAgQITBGQAJ2C0vOia9PeR5s4rdP2IZlvk6E1rQTpkYnzEt3S/evwF2dF3SH6pm4F8wQIECBAgAABAgQIECBAgAABAgQITBeQAJ3ushNL/yUbqegmM/fP469PbPyiPP7txNsS70lclVAIECBAgAABAgQIECBAgAABAgQIEJhDQAJ0DqQdrHLZlG3V733+1ynLLSJAgAABAgQIECBAgAABAgQIECBAYBOBm26y3moCBAgQIECAAAECBAgQIECAAAECBAisrIA7QMc/dPVboAcmbtFEfcX9q4lLE/Wbn77yHgSFAAECBAgQIECAAAECBAgQIECAwFYEJEC3ora959TvfNYfMnps4uhEPZ5V6uvv5yTel3hDon4vtP4KvEKAAAECBAgQIECAAAECBAgQIECAAIGlEjg4vTklUXd2VhJzK1HJ0OMSq1zOTOdr309f5Z3QdwIECBAgQIAAAQIECBAgQIDADgi8KtuoPMoJO7Cttd2EO0B35tDeOpupv+J+r87mavB+IfGZRP2l9ysTVyfqmOyTOCBxp8Rhib0TVeqO0dcnnp54UUIhQIAAAQIECBAgQIAAAQIECBAgQIDAqAL7ZevvTVTCs+L9icckbpuYp+yZSg9OvDzx9UTbziMzv4rFHaCreNT0mQABAgQIECBAgAABAgQIEBhDwB2gY6jb5sICJ+YZbdLytMzfdOEW/u0JlfRsk6Bnb7Otf2t1Z+ckQHfW29YIECBAgAABAgQIECBAgACB1RWQAO3h2G0nGdfD5neLJh7U7GUlLOuPH127jb2uP4L0jOb59XX6I7bRlqcSIECAAAECBAgQIECAAAECBAgQWHsBCdDhD3F9fb3KGYlrds1t75/Xdp5+1868WQIECBAgQIAAAQIECBAgQIAAAQIEJgQkQCdABnh4aNPmZ3tq++K00yZS9+2pTc0QIECAAAECBAgQIECAAAECBAgQWEsBCdDhD+snm00c09Om6iv19YeRqnzo+ol/CRAgQIAAAQIECBAgQIAAAQIECBCYJnDzaQst61Wg/ujPfROPTrwy8c7EVsut8sQXNk++JNPzttrQgs+rv2R/n8QeCz5vWvVqSyFAgAABAgQIECBAgAABAgQIECBAYE0Ejsx+tH+5/SuZPymx1xb2rZKo70+0f1H++VtoY6tPeXVnu+32tzt931Y743kECBAgQIAAAQIECBAgQIAAgd1EwF+B7+FAuwO0B8RNmqivwD8r8YLELRMva+brTtAPJ+ouzgsTVyauStQx2SdxQOJOibskHpI4OtGWt2bmV9sHOzCtP+B0h0QfP5lQf7jptom6M1YhQIAAAQIECBAgQIAAAQIECBAgQGBNBE7MflyR2O6dk29OGweusMnvNQZPW+F90HUCBAgQIECAAAECBAgQIECAwE4IuAO0B+U+7ujroRu7RROvzF4eljg5ccGCe3x16v9V4vjEIxL1+58KAQIECBAgQIAAAQIECBAgQIAAAQKbCPgK/CZAPa++KO09u4nDM31g4qhEfd29vh6/f+KaxOWJSxP19flzE2claplCgAABAgQIECBAgAABAgQIECBAgMACAhKgC2D1XPX8tFehECBAgAABAgQIECBAgAABAgQIECAwkICvwA8Eq1kCBAgQIECAAAECBAgQIECAAAECBMYXkAAd/xjoAQECBAgQIECAAAECBAgQIECAAAECAwn4CvxAsAM1u2faPbjT9uc682YJECBAgAABAgQIECBAgAABAgQIEJgQkACdAFnyh/dO//6x08c9OvNmCRAgQIAAAQIECBAgQIAAAQIECBCYEPAV+AkQDwkQIECAAAECBAgQIECAAAECBAgQWB8BCdD1OZb2hAABAgQIECBAgAABAgQIECBAgACBCQFfgZ8AWfKHZ6V/t1/yPuoeAQIECBAgQIAAAQIECBAgQIAAgaURkABdmkMxV0e+kVoXzlVTJQIECBAgQIAAAQIECBAgQIAAAQIEbuIr8AYBAQIECBAgQIAAAQIECBAgQIAAAQJrK+AO0PEP7SHpwoGJWzRxVaZfTVyauDhRjxUCBAgQIECAAAECBAgQIECAAAECBLYgIAG6BbRtPmX/PP9xiccmjk7U41mlvvJ+TuJ9iTck3pS4LqEQIECAAAECBAgQIECAAAECBAgQIDCHgK/Az4HUU5WD084pic8n/iBxTGKj5GdW36QS1N+e+LlEJUDPThyXUAgQIECAAAECBAgQIECAAAECBAgQmEPAHaBzIPVQ5dZp422Je3Xaqjs5v5D4TOKixJWJqxN1TPZJHJC4U+KwxN6JKnXH6OsTT0+8KKEQIECAAAECBAgQIECAAAECBAgQILCBgAToBjg9rdov7bwx0SY/P5D53028PVGJz83Knqlw/0R9bf7ERD3+vcTHE/WVeIUAAQIECBAgQIAAAQIECBAgQIAAAQKjCVTSsu72rDgtsZ2fHXhknv/1pq36Ovx22srTRymVvC2Lp42ydRslQIAAAQIECBAgQIAAAQIECKyOwKvS1cqjnLA6XV6+nq5iAm35FDfu0YOa1ZWwrLs4r924+oZr647PZzQ16o7SIzasbSUBAgQIECBAgAABAgQIECBAgACB3VxAAnT4AfDgZhNnZHpND5t7baeNu3bmzRIgQIAAAQIECBAgQIAAAQIECBAgMCEgAToBMsDDQ5s2P9tT2xennTaRum9PbWqGAAECBAgQIECAAAECBAgQIECAwFoKSIAOf1g/2WzimJ42VV+prz+EVOVD10/8S4AAAQIECBAgQIAAAQIECBAgQIDANAEJ0Gkq/S47s2nu0Zk+dJtN3yrPf2HTxiWZnrfN9jydAAECBAgQIECAAAECBAgQIECAwFoLSIAOf3h/M5uor6zvk/irxEmJvRKLlvvmCW9N1LTKy66f+JcAAQIECBAgQIAAAQIECBAgQIAAgVkCN5+1wvLeBOor8M9KvCBxy0QlLmv+nYkPJ+ouzgsTVyauStQxqWTpAYk7Je6SeEji6ERbKhH6q+0DUwIECBAgQIAAAQIECBAgQIAAAQIEpgtIgE536Xvp76TB+uNFpyTqDxftn3hUE5ksVN6S2o9NXLvQs1QmQIAAAQIECBAgQIAAAQIECBAgsBsK+Ar8zh30V2ZThyVOTlyw4GavTv36+vzxiUck6vc/FQIECBAgQIAAAQIECBAgQIAAAQIENhFwB+gmQD2vvijtPbuJwzN9YOKoRH3dvb4eX3eG1u+FXp64NFFfnz83cVailikECBAgQIAAAQIECBAgQIAAAQIECCwgIAG6AFbPVc9PexUKAQIECBAgQIAAAQIECBAgQIAAAQIDCfgK/ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHwBCdDxj4EeECBAgAABAgQIECBAgAABAgQIECAwkIAE6ECwmiVAgAABAgQIECBAgAABAgQIECBAYHyBm4/fBT3YTQV+Oft90pLu+0HpV8U3EtctaR91i0AJtOfwGqsKgWUV2CMdq7F6beKby9pJ/SIQgbox4GYJ13/DYdkFXP+X/QjpXwm4/hsHqyLQXv8/lw5fsaSdPmRJ+7VS3WovnivVaZ1daYHzm97fLtOKZS57LXPn9I1AR6DesCsEll2gXlx63bHsR0n/SsD13zhYFQHX/1U5Urt3P13/d+/jv0p7/61L3tm6OevTS97Hpe5efSqjENhpgSOzwT13eqMLbO95qfvjiZck3rzA81QlsNMCr84G90/UeL18pzduewTmFLhv6p2c+FDi2XM+RzUCYwj8fDb6iITr/xj6trmIgOv/IlrqjiXg+j+WvO0uKtBe/5+TJ75m0SfvYP16v1d3qSpbFHAnxhbhPG1bAp/c1rOHf/JXmk3830wlQIf3toWtC7Rfff+bNPHlrTfjmQQGFbimaf3iTJ1TB6XW+DYFfqh5vuv/NiE9fXAB1//BiW2gBwHX/x4QNbEjAu31/4Js7aM7skUbGUWgbkdXCBAgQIAAAQIECBAgQIAAAQIECBAgsJYCEqBreVjtFAECBAgQIECAAAECBAgQIECAAAECJSABahwQIECAAAECBAgQIECAAAECBAgQILC2AhKga3to7RgBAgQIECBAgAABAgQIECBAgAABAhKgxgABAgQIECBAgAABAgQIECBAgAABAmsrIAG6tofWjhEgQIAAAQIECBAgQIAAAQIECBAgIAFqDBAgQIAAAQIECBAgQIAAAQIECBAgsLYCEqBre2jtGAECBAgQIECAAAECBAgQIECAAAECEqDGAAECBAgQIECAAAECBAgQIECAAAECaysgAbq2h9aOESBAgAABAgQIECBAgAABAgQIECAgAWoMECBAgAABAgQIECBAgAABAgQIECCwtgISoGt7aO0YAQIECBAgQIAAAQIECBAgQIAAAQISoMYAAQIECBAgQIAAAQIECBAgQIAAAQJrKyABuraH1o4RIECAAAECBAgQIECAAAECBAgQICABagwQIECAAAECBAgQIECAAAECBAgQILC2AhKga3to7RgBAgQIECBAgAABAgQIECBAgAABAhKgxgCBGwtc2iz66o1XWUJgqQRqrH49ceVS9UpnCNxQoD2XtufWG671iMDyCLRjtJ0uT8/0hMANBVz/b+jh0XIKuP4v53HRqxsLtNf9dnrjGpYQIEBgTQX2z349KnGzNd0/u7U+AnfPrtxvfXbHnqyxwMOzbwev8f7ZtfUQcP1fj+O4O+yF6//ucJTXYx9d/9fjOK77Xrj+r/sRtn8ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgaUUeHN6dV3iKQv0bp/U/eVEPfe8xGWJDyb+PHFsYjvlSXnyBU3cZc6Gjky9P058KHFp4tzm8YmZ7pdQVl/gQdmFbya+tOCu3D/1/yzxgUSNjc8m/jrx/yf2T8xb9k7FkxI1zj6cuDzxkcRrE9+XmKfcLJWekPibxKcTX05UX34tcb+Esh4CWxmrfZ1T+2rHWF2PsbjZXmzl+n+bNPobiTcl/iVxSaLOr7+duGNi3nJkKvZx3e6rnXn7rd7OC2zlnFq9/MHEnybq9enXEp9MvCHxQ4k9EvOW41KxXt++P1HX7QsT70q8PHHfxDzFOXUepdWvs5Wx2tc5dZreAVlYr1nrfdXLplWYssxYnYKyhovGvP738Z6qDonr/xoOTLtEYGiBSjZW8nORBOhDU79eRLbPmzb9H1l/y8Si5Z55wpWJts27z9HAM1Ln653ntM9tp+/NulvP0Y4qyytQx+9jiTqm8yZA90rdlyYqadqOhcnp57PuBxKblTulQr3xmXx+93ElQiv5NKtUYuCcRPc53flrsu6EWU+2fGUEtjJWH5q96+Oc2lc7xurKDLdtdXQr1//js8V6I909d3Xnr866p8/Rq76u2321M0eXVRlJYCvn1Fulr/U6tDs2J+c/lPV1bd+o3Dkr35aYfG738Tey/sWJjT5sd04N0G5QtjJW+zqnzuL971nRjte/mFWps9xY7WCs8eyY1/8+3lPVoXH9X+MBatcIDCXwk2n4m4n2wjjPHaB10qpPv9vnVFLolxKVuPmtxFcS7bpXZ36RUgmrekHaPr+md9+kgbrDs61fidNTE3WXXt2dUp94tuvOzvzBCWX1BOrT627ycd4E6O/kee3xvyrzL0k8PvHURPcNTb1hv29iVnlAVlyUaNv6VOZfmHh8ot701F0l7bpXZH5aqX04K9HWq3Fed6DWWK27Sq5I1LprE09OKKspsJWx2tc5ta92jNXVHHuL9nor1//HZCPtOaymdU6ra+1PJV6U+GKiXf/fMj+r9HXd7qudWf20fHyBrZxT90y36zVfOxbrGl9JoCcm6vXqXyfadZ/L/FGJaWWfLOy2U3d9/m7ipxNPTVSb1yTaturxtOKcOk1l/ZZtZaz2dU6dpfnjWdGOz5pulgA1VmdJrtfyMa//fbynqqPh+r9eY9LeEBhcYN9s4bcT9al198I4TwL0zZ3nnJL5+ppEtxySB5Ugatuti/u8pfrUPq+dbpQAvW3qt4mjSrw+dGJD9SL4tETbVvVXWS2BY9LdcxPtMazpPAnQel4lE6v+JYl7JCbLM7Ogbfcjmb/pZIU8rq9ofDzR1vulKXVqjH6+U+fYKXW6ydhXZ30l+7vlu/OgxnBtp95Q1f8jZbUEtjpW+zqn9tWOsbpa427R3m71+l93Nl2QaM+F9eFPXWO7pc5bf59o6zysu7KZ7+u63Vc7U7po0ZIIbPWc+qz0vx2Dn878d03Zn0pitq+B3zFlfS36g0Tbzlsyf2AtnCj3yePu/4sfnVhfD51Tp6Cs2aKtjNW+zqmzKA/Ninr9247hmv7FrMrNcmN1E6AVXz329b+v91Su/ys+EHWfwE4LPCQb7CZ0uhfGp2zSmTpxfT1Rz/lMYjKJk0W7yiPyb9vuZhfb5ik3eVhm2rtRL+08/+5thSnT53fqnTRlfS2qpFZ792D9Tun+tVBZeoH6KlndUdSOiXY81fRLc/T+eanTPueJM+rvkeX/0Kk3baz9Ymd9vRmaVU7IinZ7vz9Rqd401dir9fVmbNb/m0c1darecxPKaghsZ6z2dU7tqx1jdTXG3FZ7uZ3rf52P23PcWzfowGFZd2VT95wp9fq6bvfVzpQuWjSywHbOqXdI39sPxmu8PniDffnDrGvH9I9M1Lt5Hl/erK8k0sET67sPf6CpV23VB1Hd4pza1Vi/+e2M1b7OqdNU6/Xt3yRqTF7aTGt+o/dkxmqA1rgsw/X/F+PbnnO3+p6qDpHr/xoPVLtGoE+BuhiekmjviqsT0D8lfj/Rnow2S4B+Z6fuqzM/q9QnTO0n6/88q1Jn+a0yXwnV6kd9yl4X6LZPd8v8rPKFrKh6dXGflVSq59ZdqG17T64FylILPCC9+1SiPWaVBK2LXXu850mAntF5/j0yP6ucnBXtdh47pVJ9xbPWfyVx0JT17aJ6EVx9/nDij9uFzfSkTNtt/PLEusmHH23q/kume06u9HjpBLY7Vvs6p/bVjrG6dEOslw71cf3/YHrSnsfuuUmv6rVGW3fyg6X2PL7d63Zf7WyyK1bvsMB2z6ndZORrNun77bK+HaeTiaEHdta9cpN26oP2Nll64URd59QJkDV6uN2x2tc5dRppm2iq1891t3M7zk+bVrlZZqxugLPCq5bp+t/He6o6FK7/Szgg60KoEFg2gRqXT0rUibDKnyTqTXOdjNpSF8h5ywEbVKxttdvZKDHZNvHSzNwpcUnipxLz9OPw1Lt9oso7E3Vn6qzy9qxo25yW5Jr1PMvHEag7IY9oNl2JwO9PPDtRSfUq7bG8/tHm/240Vrs/4TA5Vu+apu/dNH9GphdvsKmvZd2dE/dN1IvNbqmvRrVlozunqk59Yl+l7mL53l1z/llmgT7H6kbjdJFz6nbaMVaXebRtvW81frZz/a/nt4nMSzJfP0uyUakPgtpS5++2HJ6ZPq7bfbXT9st0eQS2e07tJuffvclufTHr6zVGlWMT7evWelzn0bclPpI4M7FRqRsLqq0qt03svWvu+n+cUzsYaza7nbHa1zl1Gum9s/DkZsVvZ7rZ/4O2DWO1lViv6bJc//t6T3V4Dk8fryPW6ygvwd7UQFMILKtAJWC+O1FJmvqa0CLlY6ncPqc+Hb/NjCcfl+Xt/4PuG6Fp1Ssh+ZhmxRMzbV+MTqvbXVbbb8tm27goFevToipHXz/x75ILVLKxkp519+Y7ttDX+iNDbTm+nZmY3jyP/31n2eQ4qg8I2vK37cwWpu1YrTdJZ2/y/O4HEsbqJlhLsno7Y7Wvc2pf7RirSzKoBurGVq//9QHlvk2faqxtVs7vVDimM9+Or1o0eb7tVNs1u9F1u692Jrfp8XIIbOecerfOLiwyVitxeZfOc+v/yr9L1HV4o69q1lNumTi8ZlJqm1fvmrv+n3asuv53UNZodqtjta9z6iRlJd//PFHTOsc+JzFvMVbnlVrNemNf//t+T1VHYTuvI1bzKC5xr9vEzxJ3Udd2Q4F68VUXt/8v8Xdb3P/6is8pzXNvlemrErduHreTOsG9pHlQ23xBu2LK9LAsa9urC/ZrptSZteiozorzOvOzZj/TrNg/00NmVbJ8KQRqHByeqE+w62uSWyk1ri5rnvhfMv3BiUb2yuMXJ+qT8ip1p0c3aVrL7lX/NKW9yN4+jytp//LEmYn/lfjlRPeNUx7eoLTrPp+l19xgzY0ftOO01rR3XN24liXLIrDdsdrXObWvdozVZRlZ/fZju9f/uuuzLXVn3GalzpNtuU07k2lf1+2+2ul0zeySCGz3nFoJqbZsZ6y2bcwz/dlUau8eff/EE5xTJ0DW6OF2xmpf59RJzt/KgkraVxL+Pya+npi3GKvzSq1WvWW5/vf1nsr1f0nH382XtF+6tXsLXJfdf18PBM9KG3dInJCou+c+lqjk0b8k6m69WlZfK66L7kmJ9ySmlfqg4M8S9cn5ZxNPSSxSui9sL5zjiXU3SVsOzEz1V1lOgXN66FaNiRqLZyTqeL8uUV8D+mDiWxIPSxyZqFL/Lx69a+6G/9y587DeVNWd029I1Jhty3dk5kcSz048LfHHiW7ZLw/q/0OVrYzT65/p32UV6GOs9nVO3W47xuqyjrLt92u71//L0oXPJQ5N3DVRdxfVG+xZ5R6dFfVhaVv6um731U7bL9PlEdjuOfWfOrtSb7jrQ8pZZd+sqA/i29Idq+2yzab1eriu/1Uq0fCKXXPX/+Oc2sFYw9ntjNW+zqld1ofnwS80C+r1wP/trtxk3ljdBGiFVy/L9b+P91R1GFz/l3Qw3nRJ+6VbBPoQ+EYaqU8VfyZRL/bqa0M/mXhG4rhEJXu+mPjOxKmJWeWXsuIhiToxPz7xlcQipZuEunKOJ3br3GKO+qqsvsB7swt3S5zZ7Mr3ZFovDp+QOLJZ9pJMH5T4cvO4O9m/8+CYzL81UePuosRfN/GlTKvUi8c/Svx6PegU47SDYXaqQF/n1O22Y6xOPTwWNgLtm/0987iu97NKJZHq9UFbut8S6WuM9dVO20fT9RFox2nt0c8l6gPQWeUXs+JmnZXdsdpZPHO2xuGbE+14rG+V/F2ndru8FnVfg3aq3GC2W8fr1BvQrOWDdqxu55zawtQ4PzVRdyK/I/F7iUWKsbqI1u5Xt4+x2sd7qpI3Vpd0/EmALumB0a1eBOoF4usTr0i0Y72Slx9PfDNR5XaJdyaeVA+mlO/IsjZRVC8Y/3ZKnc0WdU+kV21WOeu7d6t4YTkH2BpU+YnsQ30C/p3NvlTC/hOJi5vHNfn5RCUz71gPJkp3jP2PrKu7+38lcYdE3V1aUV/1fG6iHfvPzPy9Em3ptmGctiqmXYE+zqnV3nbbMVa7R8X8pMBvZkF9YFmlzoOP2jV3w3/aD4Ju01ncTTD1Ncb6aqfTTbNrIvD+7MffNPtSr0X/LDHtzs5js/yXm3rtpDtW22WzpnX36F8l7tNUqNfA7Z2gzaKbGKethOk0gT7OqW279Z7skMRXE49PtOfqzM5VjNW5mHbbSn2M1e4Y2+p7qjoA3Xa8r1qiIdkmhZaoS7pCoBeB+tTlXYnjE/Up43sS90rUG++6067e/PynxCWJ+jSyfodx8gVmvWj880R94nnulPVZNFe5plOrElOblW6deU6Ym7Vn/XIL/HS6V+Ps4MQViacl6qJ5VKLenB+ZqDcvVb4/UeP60HrQKXt15mv8VHLz+Yk22Vmra/55iXpxUKXqvWjX3PX/GKcdDLM3EujjnFqN9tGOsXqjw2NBR+DdmT+1ebxPpmckXp04KfEDiUr+fCjxo4m3J+qD0SrttOb7GmN9tVN9UtZPoD58v7rZreMyPTvxnMQPJX4q8cpEJUnrev2GRFu6Y7VdNm1aryFqjD+0WfmZTOsD0e4dnLXKOC0FZZZAH+fUavvxiR+pmZSfT9R4XLQYq4uK7V71+xirfbynKnVjdfcae/aWwCACT0ir1zXx5E22UImetu5bM3/TGfWPzPLLmrrfyLSSTm35g8xUG19PfHu7cGJ6Wh6326nE6rTyh1nY1vl30ypMLDu9U/8eE+s8XA2BzzbH8KJNunurrK83MjU+6q7P+qmFWaU7jv5solK9QWrH2Eczf7OJ9d2HdVdx9avqV4K9rXu7Zlktr6/kb1bunQrtNiu5oKymwLxjtY9zagn10Y6xuppjbTu9fkKe3J5vNrv+13YOSPxl5zntc7vT+mBpv0S9Sanl3W94dM+327lu99VOuqesiMC859R2d+qD+vqJmu7Y7M5fnnX14eevdeps9Foh1XaVu+Tff060bX0q80fsWnPjf5xTb2yyOyxZZKxu95x654BemqjxWOfmaaXeR7Xjtd5fTSvG6jSV9V6209f/Pt5T1RFx/V/ScTkrKbSk3dUtAnMLtG+Qrs0zfiZR02nlk1n4a82Km2X6C838IzJt23hh5s9LVLJqMrqfEtWLg3Z9fVrflrrgt6XqbFa6dbrP3ex51q+ewAnpct0RV+VPE+/aNTf9n/ot2n9pVv1kpnXHaFsqid+Wv8tM3e05q1yRFR9uVu6d6ZHNfLeN7hhsVt9o0q1jnN6IZ+0WtOfDrZ5TW5A+2jFWW03TWQJ1TvqxxImJsxP1AWdbLsjMcxM/kjgo0V6vv5r5tnTPad1zXbt+ctqt031ud75bZ/L57eNune5z2/Wm6ydwRnbpXonXJC7q7F4lgt6S+N5EvSE/PNGW7lhtl3WnD8yD+iCzkqBVzkwck6jXstOKc+o0Fcu6AnU+2uo5td5fvSqxf+LixDMT7ful7rR7/qv3V+26b8l8W4zVVsJ0lsB2xmq12R1jW31PVe10r+HdsV3rppVune5zp9W1bBsCEqDbwPPUpRW4bXp2UNO7T2T66U16Wi8w21IvQqv8wPWTXf/WhfrLM+KHO/Xq95zaeg/uLK8ka1vu1M5sMG3r1Bu2eqGgrK9A9w7ft2+ym1/L+vc0derF5D079T/XmZ/1BqdTZdfvi7aP2zdI9ZW4NsHajsG2zrRpt04lFJT1FejjnFo6fbVjrK7vWOt7z05Ng/dJ1Bvv+ibHYYk7Jp6XqGtsPW5L3S3Xlk+2M5l2z3WdxTeYbetMXrf7aucGG/Ng7QS+kD16dKLubvvWRI3ZSv7Uh/EfSFRpx+o3M/+pXUum//MfsvhvE3W+rfKmxEMTF9aDGcU5dQaMxTcSODVLFj2n1k8xPKhpqd6f1Xuz9v1Sd1rvo9pS76/adWe0CzM1VjsYZjcUODVrFx2r1WAf76mqHdf/UljCIgG6hAdFl7Yt0CY/q6E2obNRo90XkgdvVHGL687tPK9NNnUW3WB2zzxqX+Sek/mrbrDWg3UT6Gus1lhpy93bmQ2mt+6sqxeYbWnHan0K2b55atdNTo/qLGjfoHUWmV0jgb7GaV/tFK2xukYDbAd2pa6lH058JnFtZ3v368y/pzPfjq9atJ3rdl/tdLpmds0FPpv9OzvRvQOoXhveu9nvWndZMz85OSkL/ldi32bFSzOtD/S/1jzeaNKOVdf/jZSsawUWPae2z+tjaqz2obj7tLHoWO37PVVJb+d1xO5zpHZoT2++Q9uxGQI7KVCfLNaPytfXe78zUXfL1Sfms8qRnRUfbebfnGn9JtNmpT6hbO/Ee1nm2+d07zo9K8vb/jxkkwbvn/XV7yrvu37i3zUW+Ehn3+rYv7PzeNrstLFa9bpjpb7mtlnpJi/P61Sudr6/eVxj9bWddZOz39NZ0N1+Z7HZNRHo45xaFH21U20Zq6WgTBP47iysb3PUB5onJ+p3vGeVJzQrrsv07zqV+rpu99VOp2tm10Sg7vA8PnH7RL3hfktiVvnBrKi76Kq85/rJjf59fJZUwnOPRI3nZyR+NzFvcU6dV2r3q7fdc2ol4H9jDrYa4z/X1Ksk5+nNfPd1ai0yVhsYkxsJbHesVoPd9zTbeU/l+n+jw2MBAQKLCtQblXpRV9H+jtysNs7s1O1+HX1a/f/SqfucaRU2WHZa57l326De6zr1vn2Dei/v1Dtug3pWLbfAZ5vjeNEm3aw3P+2YftsmdeuujPqqedWvhHrdEdIt9WKxbesB3RUT8/fN4/pAoOp2L/JVrda1bdSYnVW+NSsqqVB13f05S2k1ls87Vvs6p/bVjrG6GuOrr14ucv1/fjbanscevkEHHtip96Yp9eoc2Laznet2X+1M6aJFSygw7zm1ftewruU1xrrJ92m7VMnRdixOu74fnfXXNHXq+v64xKLFOXVRsdWvP+9Y7eucuplYvY9qx3m9v5pVjNVZMuu5fIzrfx/vqepouP6v55i0VwR2TGCRE2AlSNuLaF3gj5jRy7p784qm7pWZzvP14W5T8yZAH9Vso/pUv3Fzq24jzfwjM22TSnU3QH2Kr6ymwLwvKusN0HmJdqzO+oS8xsIrO/VOzfxkqU/N23YqUXrYZIU83ifx7kRb72em1PnHZv21mZ4wZf2+WfbWpk6186NT6li0OgLzjtW+zql9tVPCxurqjLPt9vQJaaA9b9UY2qjU3elt3bdnftrPPdWHOJ/s1Ktvi0yWvq7bfbUz2T+Pl1Ng3nNq9b7GZ43Vut5+b2JaeXYWtuP59dMqZNm7OnV+bUadeRY7p86jtD515h2rfZ1TN5ObNwFa7Rirm2muz/oxrv99vady/V+fcWhPCIwisMgJsBJGdUdd+6LxvMz/bOKoRJV68/OfE5cn2jq/kPlFy7wJ0Gr3zYl2Wx/K/LGJSkjdMfHURJv8/Gbmj0soqysw74vK2sOHJOqYt2PjjzL/8MQtmnhQpv8n0a4/P/N1N+hkqTH/zkRb76OZPylR42vvRL2ArXHXrn935qclBuquqHozVvWqX89OHJHYM1FfLelu4+/zeFobWaysiMC8Y7XG19sS7fg5L/NbOaf21U7xGqulsHuURa7/dU76P4l2rL4m83Xtr7FX1/7HJz6VaNefkvlZpa/rdl/tzOqn5csjMO85tXpc1/r2+v/FzD82sV9ir8RDEy9NtOP04szfPTFZHpcFbZ1q642JN8wZB6VetzindjXWf37esdrnOXUj1btlZTuWT9uoYtYZq5sArdHqMa7/9XrhnYl2PH408yclFn1Plad4/18ICgECWxNY5ARYWzgkUb+V1J682ulVE8vqBePvJ+pkt2ipC3Tbbl24NyoHZuVfJ9r6NW2Tnt1lT9uoEetWQmDeF5XtzjwxM/UbSd1xUGOjfWPULv9Elt0vMatU0vTURFu/nU6Os/pdmkMTs8qPZ0X3w4FqZ7KNf86y28xqwPKVEVhkrB6SverjnNpXO4VsrK7MUNtWRxe9/t8hW/tCoj0H1nTy2l/L/jSx0bW/r+t2X+2ku8qSCyxyTq1deW6iO06vzeP2q/Ht8kuybNbPMPz9xPPb58wznfY6wDk1oLtJWWSs9nVO3Yi23ke14/a0jSo264zVOZDWoMpY1/++3lO5/q/BILQLBMYSWPQEWP2sNzZ1l9LkG6G6wNaLzA8kHpDYaqkLdHuxrgv3ZqU+RX1+oj7Jb5/XTs/OskcmlNUXWORFZbu3h2fmjMQ1iXZMtNPLsqzGTd0xPE+p/ysfT9QYb9uo6ZcTv5OoO0w2K0enQv3/+Eai20a9Mfu9xOSdI1mkrKDAomO1r3NqX+0UubG6ggNvwS5v5fpfH9D8YWLyHFbns7re/mhio+RnVu8qfV23+2qn7Zfpcgosek6tvTg+Udfs7rW25itp/weJaYnKLN5Vvpp/J5837+NZ7TqnNrhrPll0rPZ1Tp3FWu+j2rFb76/mKcbqPEqrXWfM63/J1fa3+57K9X+JxuA8L/yWqLu6QmBbArfLs++ZuH2i7l77aKLuuhurHJEN1yf6VybqxHpeohJWyu4tUF99Oypxj8TliXMT7YvUzC5Ubpna35Gosf/pRL3pvyKxSKlPQOsH57818anExxL1hksh0Nc5ta92jFVjcppA/WRIvbE+MlF30tX1//xEvdFetPR13e6rnUX7r/7yCtQb5MMSNVbr2v2JRL02rA9AxyrOqWPJL/d2+zyn9rWnxmpfkuvVTp9jtY/3VKXr+r9eY8zeECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABd8JYdQAAFZxJREFUAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACB/9fefcdqUpVxAEaBtQQsgKBYFgvYXQQVNULsDURRRIxIbDGW2FCj2IIFsNcYsbKKvST2BkZFimhsWGKLWAArEkWqWH7v3Tnh3HG+b9dl94bd+7zJu3PmnDPle/afzbtnZggQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIEruMCVc39bXcHv0e0RIECAAAECBAgQIECAAAECBAgQIEBgvQSOzlH/Sa5cr6MdRIAAAQIECBAgsEkLbLlJ372bJ0CAAAECBAgQWK4Cu+aHr0runKwVnhck/51sUSs+90kelDwwuVNyu+Q1k39JnpcUBAgQIECAAAECBAgQIECAAAECBAgQWDKBE3KlPyTPnHPF3TJ2erJWdPb55O6Y+6T9k9F4P/fCjB2VXJEUBAgQIECAAAECBAgQIECAAAECBAgQWBKB7+UqVaj854yrbZv+WYXNvYdjantpshU8/572b4b9P3f9Nf6upCBAgAABAgQIECBAgAABAgQIECBAgMCSCKytAPri3EUrbJ6d9huSD00+LrlNcodkrR6tOfU4/MuStcqzvQP05mk/K3lusp3nsWkLAgQIECBAgAABAgQIECBAgAABAgQIbHSBtRVAP5w7aIXL/Sbu5pnd+Ju68VYAXTn0Pbubd2o3T5MAAQIECBAgQGAzFKgXxgsCBAgQIECAAAECm4JAPQLfot4DOo49uo7Xdu1xc3U6Lho698q2PpAkCBAgQIAAAQIENlOB+jqmIECAAAECBAgQILApCPT/eX/+xA3fbui7JNvfTYy3rnPS2D9Z5/h5sr4KLwgQIECAAAECBDZTAQXQzfQv1s8iQIAAAQIECGwAgXp0/NrJ05LHJusdmwcn75q8S7I+NvTd5CnJtyWr8Dgvbp3Bekz9jskbJOuDRt9IfjD54+RU3CidLxgG6vgWr0ujreKsa/8geUZyVbLe+3ndZH1RflYcPzFw5/Q9Zuj/drbvHtqzNv29nZRJ75+YuHv6DkzWtu7t4uT3h6yPMM27xwwvxJb585BkneMWQ149218mq4Bb5zsmWeeeiloNu02y3WO99/TQ5K2S5V7HfixZrxcQBAgQIECAAAECBAgQIECAAAECBJaNQK2irKLYccldklVsq/2p/Fb6d0nOiiMzUB8mmjr2vPTvm5x6B+ieM47pz/PgzKk4LNn6X7HQs+aP8TtAu6FFzR2zV1+gr3P8Obl1cl68JIPteu0e2vxarVqF20u6OW1u2/4pY+Pj0rUobpm9sm3HzNr+NHPutOjIy3bqt9Rx70z2Ru1cv07/lZKCAAECBAgQIECAAAECBAgQIECAwLISaAXQb+ZXn5WsglkVQWvl4quSJydbwbDGZn1Q6NUZa8W2f6X98WQV4o5InpissUuT/xjadc4WtcqyVnhW/jbZzrN66Kv+VcmK2rYia12nvhp/leS6FkAzdYtPJts19quOOfGLjNXcKmSOi6WfG8Zq/IJkrSZ9WvK5yVpt2bvVl+mn4g7pvCjZ7uerab8w+YRknefYZD/+s+z3rwnI7kK0AmhZ9/PLqM798oVZ/iBAgAABAgQIECBAgAABAgQIECCwzARaAbQV4A7P799qZHC/7PfFvFqx2cdts1PFzTrH35IPSI7jOeloxbiaV/On4gvpbPey/dSE9FVxsBVBa24VJ+sx72rXI+Rri1qR2a7x4TmT79rNe8No3sHdWD2evutovHb3Sf4xWdeqwu/OyXHUqwHavTx5PDjsV4H47G7eVNG2FUDbuer1Absky/CQ5MqkIECAAAECBAgQIECAAAECBAgQILDsBPoC6Kfn/PrXZKwV12qFYh8fyk4be3Y/MGqv7uZdngJonbaKoBd252vXr8JovSv0pclZBdRaydkKk7Vyc9vkVByTznbetgK15l092Vaq1vG7VeeMuG/62zmOG82pguglw/ipo7Hx7vOGeXWuF40Hs98XQKuILAgQIECAAAECBAgQIECAAAECBAgQiEBfAL3bHJF+1WS/GrJWi56brMLcOcn6EM+suHkG2irQy1sArWtcK/mk5GnJVmTst1XkfHhyKl6fzjb3MRMTrpK+vw5zaoVnH4/ITjv27f3AjPaPhvn1m1d0c66R9j2SVczdu+ufah6QznbNoycm9AXQB06M6yJAgAABAgQIECBAgAABAgQIECCwLAX6Auh15whUga4V4N7azduz6/9y1z+rWe+wrPNsiAJof403Duf9RratyNru99B+4tCux/bb+AkT4wd2488cjb+4G5s692j6Fu/p5lcR+P+JKjDfJfmOZLvfWo07jr4AOm9F6vg4+wQIECBAgACBzUKg/tEkCBAgQIAAAQIECMwTuDiDtWJyVtSj2i36j/Bcr3Vme2bXntWsORujQFePw1cckqyvnb8l2d6VWStWv5Tsf98Ps/+dZBVwaxXm9ZNnJVs8emjUu08/0DqHbf++z9em76jR+Hi3Vnq2qGN/1nZG27qX2ydrThlV3iy5ItlH/b5ZUcXfM2YN6idAgAABAgQIbK4CCqCb69+s30WAAAECBAgQ2HAC5+VUtcLw/43rdAec3bVnNWvF6caOX+cC+ydPSd45uV3ykclaJdrHsdmpomMVdGu8ipkV9ZsesNDaYovPZ1urK/uoomSL/ve3vnnbm04MVtG23vF5m4mx6qoi7K+S67J6tIq8NV8QIECAAAECBJaVgALosvrr9mMJECBAgAABAksqUIXTFtdqjTnbpfq3aRVzP5GsAmjF7dZsFv35wey9Llnv+6wiZCuAHpz21smK967ZLPrz/G7viLTP6fbX1jx5NOGF2X9F11crOH+ZPD1ZH3OqPDG5T/IzyYp5hep/r5niTwIECBAgQIDA8hJYqn9kLi9Vv5YAAQIECBAgQKAE/tAx3Khrz2qunDWwDv03zpwnJHdPnprsC4fZ/Z+or6G392Xe5H9G13y86VPpPyi5Krlb8ufJKoBW/CX52YXW4j9qzr2Hrm9lW9dZn7hXDmq/4dK0D0++M/m35Dj6x+j7VxCM59knQIAAAQIECCxLAf9AWpZ/7X40AQIECBAgQGBJBH6cq1TxruJWyXnvp6yxqUfA69h1iR0y6QXJ+sp5PeK+trhmN6EeIZ+Kegy+xUPSqEfa26rRWiE69Th5FUBb7NEac7a3z9heyZ2Svc+DumOOSLtWoE4VP2taX1zeqjoEAQIECBAgQIDAZQIKoJdZaBEgQIAAAQIECGxYgXNzuq8Op6zi5kPnnP5hGbvenPG1DVWx9ZJhUhUe1/ZOzHt2J/xR1+6bx2fnrKHjgGz3S7Z/P68e+sebb3YdT0l7225/3LxaOmqFaB1Tq2VvmWxRRdEWX2mNie2K9NVX6Vts2Rq2BAgQIECAAAECawTaP+B4ECBAgAABAgQIENgYAm/tTnpk2jt2+625XRovbzvrub0gx9WqzIoqAr45We/vnIqbpPN5w8BF2X56alL66p2b7xvGqiD5xKF9erbfG9rjzWnp+NjQuXO2r0/OKkq+OmM7DXNPyPYnQ7s2rfBa7al3lFZ/nfdDyfpYU4urtoYtAQIECBAgQIAAAQIECBAgQIAAAQLzBX6X4fqozvhL5+OjqjhY8yrfNh7M/ieHsRr/bfLByXoEvd5duW/yjGSN1Ud6atsem09zUXwhezVeuf2ikTU7u2ZzXrLN+Vrad0y+cuirx/DrHZ71/s42pz40NC92y2Cb27aHzTsgYzdMnt8dd1Lad0/W762i5W2TVaxt56u5dZ99PDU7bbxW0j49We85rajH/WtF6meSbU7blvU46u+vxuvvUxAgQIAAAQIECBAgQIAAAQIECBAgMAhsqAJoFf5qhWMr0tW2VldWtr7Pp/2RYX/q3ZoZWnhcvM2fKoDWnP2Ttaqzzattna+29Yh83//R7G+dXFtUAbMdV+dqqzbnHXfPDP6mO66OrwJvu5d2vrqn+yfHceV0fD3Z5rVtrQxtheLqq8f375asR+hr/8xkHduHAmivoU2AAAECBAgQIECAAAECBAgQIEBgENhQBdA63Ypkfcn8j8lWzKvtP5LHJmu8ttV3eQqgOXzhkfEqbv41Wecb55/Sd2hyXePxmdjOMetx+alz1fs/j0lO3Uetcn1vslatzoo6/ujkhcl2/bb9ffqen2wF3OO6OVV87UMBtNfQJkCAAAECBAgQIECAAAECBAgQILARBeq9nHskH5bcM7kxv1peKyH3Sn45WYXDZyTnFRwzPBmPSm8rPNaj5+sT9T7Q+ybr+FXJeR9HyvCi2CZ7uyfL7B7JegReECBAgAABAgQIECBAgAABAgQIECBAYEGgVlFWAXPlenocPxxfj5m3FZfreSqHESBAgAABAgQILLXA+P1AS3191yNAgAABAgQIECBwRRaoDyfda7jB1dnOejx/mGJDgAABAgQIECBAgAABAgQIECBAgACBpRW4RS63b/Jq63DZa2dOrRStr9TfJ9k+ZHRx2tdPCgIECBAgQIAAAQIECBAgQIAAAQIECGyyAnvnztv7PvvtYZvsL3LjBAgQIECAAAECBAgQIECAAAECBAgQGARq9Wdf+Kz2O+gQIECAAAECBAhsugJX2nRv3Z0TIECAAAECBAgQ2OACW+aMhyfrS+2/Sn4xeWLyX0lBgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgsC/wWxGgIBAoLsWAAAAABJRU5ErkJggg==)
library(survival)
coxph(Surv(life, dead) ~ left + poly(year, 4), data = cricketer)
## Call:
## coxph(formula = Surv(life, dead) ~ left + poly(year, 4), data = cricketer)
##
##
## coef exp(coef) se(coef) z p
## leftleft 0.044 1.05e+00 0.0442 0.998 3.2e-01
## poly(year, 4)1 -68.477 1.82e-30 6.7158 -10.196 0.0e+00
## poly(year, 4)2 -25.029 1.35e-11 6.0217 -4.156 3.2e-05
## poly(year, 4)3 -3.215 4.02e-02 4.3242 -0.743 4.6e-01
## poly(year, 4)4 3.159 2.35e+01 2.5087 1.259 2.1e-01
##
## Likelihood ratio test=526 on 5 df, p=0 n= 5960, number of events= 3387