## Chapter 3: Statistical Models
## Sec 3.1: Statistical Models
## ss 3.1.1: Incorporation of a error or noise component
## Footnote Code
## Plot depression vs weight: data frame roller (DAAG)
library(DAAG)
## Loading required package: lattice
par(pty="s")
plot(depression ~ weight, data = roller, xlim=c(0,1.04*max(weight)),
ylim=c(0,1.04*max(depression)),
xaxs="i", yaxs="i", # "i"=inner: Fit axes exactly to the limits
xlab = "Weight of roller (t)", ylab = "Depression(mm)", pch = 16)
abline(0, 2.25) # A slope of 2.25 looks about right
![plot of chunk unnamed-chunk-1 plot of chunk 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CBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBWQS2m2Ul6xAgQIAAgXUE7p/3fmWd971FgAABAgQIECAwP4H/l039U/LZ+W3SlggQINAvAQXQfs2n0RAgQKANAmenE3u0oSP6QIAAAQIECBAYiMDHMs5fHchYDZMAAQJTC+w49RpWIECAAAEC6wvsNHr7GXm8eP1FvUuAAAECBAgQILAJgRtk3SclzeevTWzKqgQIECBAgAABAgQITCpwQRb87+RKk65gOQIECBAgQIAAgZkE6rJD9bnrmJnWthIBAgQGIrD9QMZpmAQIECBAgAABAgQIECBAgAABAgQIDFBAAXSAk27IBAgQIECAAAECBAgQIECAAAECBIYioAA6lJk2TgIECBAgQIAAAQIECBAgQIAAAQIDFFAAHeCkGzIBAgQIECBAgAABAgQIECBAgACBoQi4C/xQZto4CRBYlsAVs+PrJbuNskMez03OGeXMPGoECBAgQIAAAQIECBAgQIDAggQUQBcEa7MECAxa4A4Z/ROSg5P9kvWOtj8j7382+VTyD8lpiUaAAAECBAgQIECAAAECBAgQIECAAIHWCTwwPfp88t8z5sKs9+pkj6TL7YJ0vgyu1OVB6DsBAgQIECBAoAMCv5I+1ueuYzrQV10kQIDA0gQcAbo0ejsmQKBnAo/JeF6zYkw/ydffTU5OzkuqwLkt2TWpU+OvlVx/9JiHK+ySPC65S3Kv5JREI0CAAAECBAgQIECAAAECBAgQIECAwFIF6sjPKmzWX9/r6McXJ7dL6nqfk7TrZqEjkuOT5ujROi2+q80RoF2dOf0mQIAAAQIEuibgCNCuzZj+EiBAgAABAgQ6KlBHeVbhso7yvOMmxlBHhn4kaYqgVVjtYlMA7eKs6TMBAgQIECDQRQEF0C7Omj4TIECAAAECBDomsE/62xQsHzyHvtfd4r832uab57C9ZWxCAXQZ6vZJgAABAgQIDFFAAXSIs27MBAhMLbDenYmn3pgVCBAgMECBul5ntYuTD/zs2eb+qeLhh0ebuNHmNmVtAgQIECBAgAABAgQIECBAQAHU9wABAgQ2J1BHgFb7cVI3PZpHO3W0kbpRkkaAAAECBAgQIECAAAECBAhsQsBd4DeBZ1UCBAhE4ISRwrXzuF9yUrLZdshoA/+52Q1ZnwABAgQIEGilQB2IcvukzvbYKanriR+XXJhoBAgQIECAAAECBAgQaJXAvunNtqSuA/q+ZLN/WHp0tvH/Rtt7ch672FwDtIuzps8ECBAgsBUCVfh8UvKDpLmGePNYN1N8YbJ7ohGYVMA1QCeVshwBAgQIECBAgMCmBF6ftZtfXuo6oDedYWt1uvvTk6aYenqeX3eG7bRhFQXQNsyCPhAgQIBA2wTqZ/2/Js1nhrUev5Zlrt+2zutPawUUQFs7NTpGgECbBLZrU2f0hQABAh0V2Dv9/kRywFj/jx+9dkIe67S2Oqrjp8mlya5J/RJ0raR+wbltUh9e90iq1TKHJx9PutiqAHqlpO5oP6/ronbRQZ8JECBAgMC4wNvyxUPHX1jn+Zfz3p2S+uygEVhPoD5DHpN8Mjl4vQW9R4AAAQIECBAgQGCzAntlA/XBc62jOSZ9vW6m9PDNdmbJ6zsCdMkTYPcECBAg0DqBu6dHk34WaJZ7ZutGoUNtFHAEaBtnRZ8IECBAgAABAj0XuGfG97HkkqT5BWaSx29m+ecl10i63hRAuz6D+k+AAAEC8xao64RP8nlgfJlTso4z9uY9E/3bngJo/+bUiAgQWIDAZm/WsYAu2SQBAgQ6LXBkel+pU9zr1PZKFTXr9ParJDsnVSA8P/lhUqfKfzX5drLMtm92fp05daBu8KARIECAAAEClwscevnTiZ/Vz+WbJP818RoWJECAAAECBAgQIECAAIFVBapAe1EyftTJPJ67i+2q3F4kQIAAgYEJXDXjnfXn6mEDszLc6QUcATq9mTUIEBiggCNABzjphkyAAIEVAmfn63cl+614fdYv66YNdcpeHe2qESBAgACBoQts5kZGbiY49O8e4ydAgACBuQgogM6F0UYIECAwtcAuWaPuGr9fUtf4qtPg67qhy2i134fPccf/b47bsikCBAgQINB1gTrL4oTkBlMOpH6efmPKdSxOgAABAgQIECBAgACBLRG4ZvZyYLLajQt2yOt/mNT1P8dPh6tfjj6S3DDpeqtf2Gpse3Z9IPpPgAABAgTmJPDCbGf85/4kzz86p33bTL8FnALf7/k1OgIECBAgQIBA6wR+Iz36UtL8UnNqnr8uGS9qvnbs/Wa58cfz8v6jki43BdAuz56+EyBAgMAiBOp62+ck4z/z13teP0sPWkRHbLN3AgqgvZtSAyJAgAABAgQItFfgfunapclqv8zU6Wt1A4QHrHj/xHz9/uTY5Nyx9+qXnvow29WmANrVmdNvAgQIEFikwH2y8bU+K6z8/PCsRXbEtnsloADaq+k0GAIECBAgQIBAewUOTtfqBgf1y0sV/45PPpycljS/0ByZ5x8dfV2v19Gi423XfFGnxzW/GP1Xnnf1JkIKoOMz6zkBAgQIELhc4J55ekbSfD5Y+VifJ37/8sU9I7ChgALohkQWIECAAAECBAgQmIfAt7OR+gWmruv5qys2+Lh8vS1pfsGp53WX9LXaH+WNZtnHrLVQy19XAG35BOkeAQIECCxV4CrZe/28Py6pzw5nJV9MXpBcP9EITCOgADqNlmUJECBAgAABAgRmEqhiZlOwfNAaW3jR2DJvX2OZ5uXt86TuCF/bfGXzYsceFUA7NmG6S4AAAQIECHRWQAG0s1On4wQIbKVA/aKtESBAgMDsAjcbrfqTPL5rjc28NK9XQbPav1/2sOa/VTz8xOjdZttrLuwNAgQIECBAgAABAgQIECBAYH0BBdD1fbxLgACBjQT2Gi3wgzxW8XK1Vu/VHeGr1V3eN2rfGy1w3Y0W9D4BAgQIECBAgAABAgQIECCwvoAC6Po+3iVAgMBGAieNFtg3jzuts/Bn8l4dJXqTdZZp3rrx6MkJzQseCRAgQIAAAQIECBAgQIAAAQIECBAgsAyBW2anzTVAnzJBB3bbYJnr5P1zR9v8mw2WbevbrgHa1pnRLwIECBAgQKBvAq4B2rcZNR4CBAgQIECAQAsF6kj6LyRVBL0gOSKZte2fFT+bNAXVg2bd0JLXUwBd8gTYPQECBAgQIDAYAQXQwUy1gRIgQIAAAQIElitwt+y+KVrW49eT503Rpbtn2dckzZGftY03T7F+2xZVAG3bjOgPAQIECBAg0FcBBdC+zqxxESBAgAABAgRaKPC/06cLk6YQetwUffza2Hq1/n8m15pi/bYtqgDathnRHwIECBAgQKCvAgqgfZ1Z4yJAYK4CboI0V04bI0BgwAKvy9jvlhyVXJp8OZm0fWdswToS9M7J6WOveUqAAAECBAgQIECAAAECBAgQIECAAIHWCOyZnhwwRW8emmUfmew9xTptXtQRoG2eHX0jQIAAAQIE+iTgCNA+zaaxECCwMIEdF7ZlGyZAgMBwBc7M0CuTtrdPuqDlCBAgQIAAAQIECBAgQIAAgekEnAI/nZelCRAgQIAAAQIECBAgQIBAWwTq0kkaAQIECBAgQIAAAQJbLOAU+C0GtzsCBAgQIEBgkAKPyKgvSeommscMUsCgCRAgQIAAAQIECCxJQAF0SfB2S4AAAQIECAxG4EkZaRU+myiADmbqDZQAAQIECBAgQKANAgqgbZgFfSBAgAABAgT6KvCHGVhT+Py70XMF0L7OtnERIECAAAECBAi0UkABtJXTolMECBAgQIBAxwW2S/9fmlTx89Lk0Ym7wAdBI0CAAAECBAgQILDVAgqgWy1ufwQIECBAgEDfBXbIAN+QVPHzouT+STUF0Msc/EuAAAECBAgQIEBgSwUUQLeU284IECBAgACBngvskvH9S1LFz/OTw5KmKYA2Eh4JECBAgAABAgQIbKGAAugWYtsVAQIECBAg0GuBK2d0H0uq+HlmcsdkvCmAjmt4ToAAgTUEdlzjdS8TIECAAAECBAgQIECAAAECyxPYM7v+UHL75NTk8ORriUaAAAECUwoogE4JZnECBAgQIECAAAECBAgQILBggetm+0cnBybfSeq09xMTjQABAgRmENh+hnWsQoAAAQIECBAgQIAAAQIECCxG4IbZ7HFJFT+/ktw1UfwMgkaAAIFZBRRAZ5WzHgECBAgQIECAAAECBAgQmK/ALbO5Y5N9k08nd0tOSzQCBAgQ2ISAAugm8KxKgAABAgQIECBAgAABAgTmJFBHen4iuVZyVFKnvZ+VaAQIECBAgAABAgQItEzAXeBbNiG6Q4AAAQIECLRe4J7p4QXJfyfvTHZOJmnuAj+JkmUIECBAgAABAgQIzFlAAXTOoDZHgAABAgQI9FrgIRndxUkVP1+TTHOmpgJowDQCBAgQIECAAAECWy2gALrV4vZHgAABAgQIdFXgcen4tqSKny+fYRAKoDOgWYUAAQIECBAgQIDAZgUUQDcraH0CBAgQIEBgCAJPySCr8Fl5xowDVgCdEc5qBAgQIECAAAECBDYjoAC6GT3rEiBAgAABAkMQeFEGWYXPOvrzsZsYsALoJvCsSoAAAQIECBAgQGBWAQXQWeWsR4AAAQIECPRdoK7v+dqkip913c8HJ5tpCqCb0bMuAQIECBAgQIAAgRkFFEBnhLMaAQIECBAg0GuBurN73eG9ip91x/d7JJttCqCbFbQ+AQIECBAgQIAAgRkEFEBnQLMKAQIECBAg0GuB3TK6o5Iqfp6V3CWZR1MAnYeibRAg0HuBHXs/QgMkQIAAAQIECBAgQIAAAQLLE7hadv3B5E7J6cndky8nGgECBAhskYAC6BZB2w0BAgQIECBAgAABAgQIDE7g2hnx0ckvJyclhyffTjQCBAgQ2EIBBdAtxLYrAgQIECBAgAABAgQIEBiMwP4Z6UeSX0qOT6r4+YNEI0CAAIEtFqg70GkECBAgQIAAAQIECBAgQIDA/ATqiM/jkip+fj45OFH8DIJGgACBZQgogC5D3T4JECBAgAABAgQIECBAoK8Cd8zAjkn2Tj6WHJqcmWgECBAgQIAAAQIECPREwF3gezKRhkGAAAECBAhMLXBY1jg/qbu9vyfZJVlkcxf4ReraNgECBAgQIECAAIE1BBRA14DxMgECBAgQINBrgftndBclVfx8Q7JDsuimALpoYdsnQIAAAQIECBAgsIqAAugqKF4iQIAAAQIEei1wREZ3aVLFz1cn2yVb0RRAt0LZPggQIECAAAECBAisEFAAXQHiSwIECBAgQKDXAr+X0VXhs/KsLR6pAugWg9sdAQIECBAgQIAAgRJQAPV9QIAAAQIECAxF4PkZaBU+6/PPE5cwaAXQJaDbJQECBAgQIECAAAEFUN8DBAgQIECAQN8Fts8AX5VU8fOS5BHJMpoC6DLU7ZMAAQIECBAgQGDwAgqgg/8WAECAAAECBHotsFNG97akip8/Te6TLKspgC5L3n4JECBAgAABAgQGLaAAOujpN3gCBAgQINBrgStmdB9Mqvh5TnJwssymALpMffsmQKAzAjt2pqc6SoAAAQIECBAgQIAAAQIEliewR3b9geSg5IzknskXEo0AAQIEWi6gANryCdI9AgQIECBAgAABAgQIEFi6wDXTgw8nt0q+nxyefCPRCBAgQKADAgqgHZgkXSRAgAABAgQIECBAgACBpQnsmz0fnRyQVNGzip9VBNUIECBAoCMCdec6jQABAgQIECBAgAABAgQIEPhFgQPz0rFJFT/rdPe65qbiZxA0AgQIdElAAbRLs6WvBAgQIECAAAECBAgQILBVArfLjj6Z7JMck/yvpK79qREgQIAAAQIECBAgMHABd4Ef+DeA4RMgQIAAgR4IHJIxnJvU3d7fn+yatLG5C3wbZ0WfCBAgQIAAAQIEei+gANr7KTZAAgQIECDQa4H7ZnQXJlX8fEvS5ntnKIBmgjQCBAgQIECAAAECWy2gALrV4vZHgAABAgQIzEvgt7OhS5Mqfr482S5pc1MAbfPs6BsBAgQIECBAgEBvBRRAezu1BkaAAAECBHot8LsZXfM55sUdGakCaEcmSjcJECBAgAABAgT6JdD84rBnv4ZlNAQIECBAgECPBZ6TsdVRn/U55qlJV5oCaFdmSj8JECBAgAABAgR6JaAA2qvpNBgCBAgQINBrgTrF/WVJFT/r1PdHJV1qCqBdmi19JUCAAAECBAgQ6I2AAmhvptJACBAgQIBArwXq5kZvSqr4WTc9ul/StaYA2rUZ018CBAgQIECAAIFeCCiA9mIaDYIAAQIECPRaYNeM7n1JFT/PSw5NutgUQLs4a/pMgAABAgQIECDQeQEF0M5PoQEQIECAAIFeC+ye0X08qeLnj5LbJ11tCqBdnTn9JkBgSwXqkH+NAAECBAgQIECAAAECBAgMQWCvDPLI5LbJKcndk+MTjQABAgR6LKAA2uPJNTQCBAgQIECAAAECBAgQ+B+BffLs6OQmybeTw5OTEo0AAQIEei6wfc/HZ3gECBAgQIAAAQIECBAgQOBGITguqeLnl5KDkpMSjQABAgQGIKAAOoBJNkQCBAgQIECAAAECBAgMWOBWGfsnk+snVQQ9JDk90QgQIEBgIAIKoAOZaMMkQIAAAQIECBAgQIDAAAXqJkEfT66Z1LU/65qfZycaAQIECBAgQIAAAQIEZhZwF/iZ6axIgAABAgQIzFHg3tnWT5K62/s7kp2SvjV3ge/bjBoPAQIECBAgQIBAJwQUQDsxTTpJgAABAgR6LfCwjO6SpIqff5/09exHBdBMrkaAAAECBAgQIEBgqwUUQLda3P4IECBAgACBcYEn5Ivm88hLx9/o4XMF0B5OqiERIECAAAECBAi0X6D5hWPP9ndVDwkQIECAAIGeCTwt46mjPitP79nYVhuOAuhqKl4jQIAAAQIECBAgsGABBdAFA9s8AQIECBAgsKrAS/JqFT63JY9ZdYn+vagA2r85NSICBAgQIECAAIEOCCiAdmCSdJEAAQIECPRIYIeM5fVJFT8vSh6YDKUpgA5lpo2TAAECBAgQIECgVQIKoK2aDp0hQIAAAQK9Ftg5o3tXUsXP85O7J0NqCqBDmm1jJUCAAAECBAgQaI2AAmhrpkJHCBAgQIBArwV2y+g+klTx88fJnZKhNQXQoc248RIgMJPAjjOtZSUCBAgQIECAAAECBAgQILA8gatn1x9K7pCcltSRn19JNAIECBAg8AsCCqC/QOIFAgQIECBAgAABAgQIEGixwHXSt6OSmyUnJocl30k0AgQIECCwqoAC6KosXiRAgMDCBLbLlvdNbp4cmJyVfD05Pjkz0QgQIECAAAECBNYWuEHeOjrZP/lacnhyaqIRIECAAAECBAgQILAggStlu08d5dAN9nHrvP+fSV2namUuyWuvTK6ZdL25BmjXZ1D/CRAgQIBAOwXqD8hV7KzPUZ9J6jT4oTfXAB36d4DxEyBAgAABAgS2QOBa2UdTzHz1Ovt7Rt6rImez7FqP52aZe6yznS68pQDahVnSRwIECBAg0C2BO6e7deZMfYaqI0DrBkjaFa6gAOq7gAABAhMIOAV+AiSLECBAYJMCdWToXyV1+nu1s5Njkzr1vV67cVJ3Ld0r2T15W3L75IREI0CAAAECBAgMXaBucPSepM68eXfysOTiRCNAgAABAgQIECBAYAsENjoC9Mrpw3eT5ojPN+f5NVbp11Xy2kuSS5Natu5i2tUjGxwBmsnTCBAgQIAAgbkIPChbuSipz0evS3ZItMsFHAF6uYVnBAgQIECAAAECCxLYqAB67+y3KX7W3Uo3an+eBZrlf3OjhVv6vgJoSydGtwgQIECAQMcEHpP+bkvqs9ErOtb3requAuhWSdsPAQKdFti+073XeQIECLRf4FZjXXzK2PO1nj4vb3xt9Obt1lrI6wQIECBAgACBngs8OeN7TVK/s/5p8sREI0CAAAECMwkogM7EZiUCBAhMLHDgaMm6uVFd83OjVkdPHjNaSAF0Iy3vEyBAgAABAn0UeEEG9bKkPhc9IfnLRCNAgAABAjMLuAnSzHRWJECAwEQCp46WOmOipS9b6HujZfedYh2LEiBAgAABAgS6LlAH6LwqeWxySfLI5O1Jl1vd8PLaydWS+jw4zWfCLK4RIECAwDwEHAE6D0XbIECAwNoCx4/eukEer7n2Yj/3TnPU6Ak/96ovCBAgQIAAAQL9FdgpQ3tbUsXPnya/kXS5+Lln+v/i5OTkB0ld4uiHyTeTP0nqjvYaAQIECBAgQIAAgU4IjN8E6X3p8fVW9Lru7n5mUhfvf+iK91b7so76vCCp5euu8F1sboLUxVnTZwIECBAgsDyBKgYemdTnn7OTg5Iut4PT+TrSs8azVqoQepNks81NkDYraH0CBAgQIECAAIENBcYLoM0H3NOz1geT5yb3S/4uqfdOSw5I1mp1lOh/JM127rbWgi1/XQG05ROkewQIECBAoEUCV01fjkvq8099hhq/gWS+7Fyr/jd/zG4+0631eEqWvc4mR6gAuklAqxMgQIAAAQIECGwsUKe1r/WhdrXXv7PKJu+V196SnDe2rXeuslxXXlIA7cpM6ScBAgQIEFiuQP0h+UtJfWY6KVnvD8V5u/WtLjHXjGe1z4GrvfauTY5KAXSTgFYnQIAAAQIECBCYTKAuan9I8gfJG5P64HtxstqH3O/n9ZXtPXlhfNlv5OuVp9KvXKfNXyuAtnl29I0AAQIECLRDYL9041tJfQb6r2SfpOvtPhnA+Ge6SZ9vpvCrANr17xr9J0CAAAECBAh0WGCX9P02yRHJy5JPJuckxyQr29/nheYD8jvyfPeVC3TsawXQjk2Y7hIgQIAAgS0WuGn2V6d/1+efzyd7JX1or8ogms900zw+dRODVwDdBJ5VCRAYjsCOwxmqkRIgQGBLBS7K3r4wSrPj7fLk6s0XY48fzvO69ufRyYljr2/V0yq41lGr+23VDu2HAAECBAgQGKzA7TPyuuFRfSb6eHLfpC4D1If2SzMOYtb1Ztyd1QgQIDA8AQXQ4c25ERMgsDyBOhLgzFV2/+5VXtvql3bIDqtAqxEgQIAAAQIEFiVwaDb83uTKyfuShyQXJkNvPoMN/TvA+AkQWLiAAujCie2AAIGBCuyccV+SVNFzmrZTFq4bAlQ7d5SffbHAf+qoi32TeX343jbHbS1w2DZNgAABAgQIbKHA/bKvtyd1maA3J0cklyZ9arOeybPaTTL75GIsBAgQIECAAAECPRKo61e9IvliUjdBOjv5SPJnyRWTSdpts1AVTSvPnmSFFi7jGqAtnBRdIkCAAAECSxT4ney7ip31+eb/JvP6o2s21ar26+lN8zlumscbbWIUrgG6CTyrEiBAgAABAgQITCdweBY/NVnrw+43895dJ9ikAugESBYhQIAAAQIEOiPw+PS0+ePoszvT69k6un1W+3Ky1ufB1V7f7KWQFEBnmytrESBAgAABAgQITClwvSx/fjL+ofakfF2nsI+/VqeG19Gg6zUF0PV0vEeAAAECBAh0SeC56Wx9FqoC6JO71PFN9PU2WfcnyfhnwLWe/yDLXXcT+6pVFUA3CWh1AgQIECBAgACByQT+OYs1H2zfkufXGK1Wp3fVnU4/mjTv1+NfJGs1BdC1ZLxOgAABAgQIdEWgPgO9PKnPPXVN9N9OhtQOyWB/lIx//lv5/Nt5/8Bks00BdLOC1idAgAABAgQIENhQYO8s0Xygfec6Sz8p720bW/aP1lhWAXQNGC8TIECAAAECnRCoG+2+NanPRz9N7psMsdUfxP86WXmJpBPyWp0RtFsyj6YAOg9F2yBAgAABAgQIEFhX4NC82xRA9193yStc4UF5/6LR8nUq2MNWWV4BdBUULxEgQIAAAQKdENg1vfxAUp+N6lJAhyRDb3U07PWSWyTXXgCGAugCUG2SAAECBAgQIEDg5wWekC/rQ/6Pf/7lNb+6f97ZltQ6VQw9JBlvCqDjGp4TIECAAAECXRG4Sjr6iaQ+45yR1GcabfECCqCLN7YHAgR6ILB9D8ZgCAQIEFimwM6jndfF7idp785CTxstWOvW1zcefe2BAAECBAgQINBFgTrd++PJwcnJSRXl/iPRCBAgQIBAKwQUQFsxDTpBgECHBb416nvdwXOPCcfxt1nub0bLXi2PH0zqFweNAAECBAgQINA1geulw8cmt07qc9Fdk68nGgECBAgQaI2AAmhrpkJHCBDoqEBTAK3uP3mKMfyfLPuu0fK/lMcjk0kLqKPVPBAgQIAAAQIElipQZ7Ecl9wo+WJyUPK9RCNAgAABAgQIECBAoEcCdWH7zyZ1vasLk4ckk7a6UcCnklq3cnzyW2NfPzvPu9jqBk81nj272Hl9JkCAAAECBCYSuE2W+mFSP/M/mfhDbhCW0FwDdAnodkmAAAECBAgQGKJAHe1QH/6b1C8BL0pulmzU9soCX0qadbeNPX/2Riu39H0F0JZOjG4RIECAAIE5CdS1Ps9J6vPLvyZXTLTlCCiALsfdXgkQIECAAAECgxT444z60qQpZNbjAyeUuHqWa44iHV//OROu37bFFEDbNiP6Q4AAAQIE5idwn2zqp0l9ZvnHZKdEW56AAujy7O2ZAAECBAgQIDBIgToS9KtJU8S8yxQK9cvD05Pzx9Z/Tp53sSmAdnHW9JkAAQIECGws8IgscklSn3VemdSlgLTlCiiALtff3gkQIECAAAECgxXYOyN/aFJHdk7b9skKb0y+nTxr2pVbsrwCaEsmQjcIECBAgMAcBZ6UbTU/418yx+3a1OYEFEA352dtAgQIECBAgAABAjMJNL8cuQnSTHxWIkCAAAECrROos1SaM1ye1rreDbtDCqDDnn+jJ0CAAAECBAgQWJKAAuiS4O2WAAECBAjMWaBOcf+bpIqfda3zRydauwQUQNs1H3pDgAABAgQIECAwEAEF0IFMtGESIECAQK8Fdsjo3pBU8fOi5P6J1j4BBdD2zYkeESBAgAABAgQIDEBAAXQAk2yIBAgQINBrgV0yun9JqvhZN2g8LNHaKaAA2s550SsCBAgQIECAAIGeCyiA9nyCDY8AAQIEei1w5YzuY0kVP89M7pho7RVQAG3v3OgZAQItEtixRX3RFQIECBAgQIAAAQIECBBYnkDdwPBDye2THyR3T76WaAQIECBAoNMCCqCdnj6dJ0CAAAECBAgQIECAwFwErputHJ0cmJyQHJ6cmGgECBAgQKDzAtt3fgQGQIAAAQIECBAgQIAAAQKbEbhhVj4uqeLnV5KDEsXPIGgECBAg0A8BBdB+zKNRECBAgAABAgQIECBAYBaBW2alY5N9k08nd0tOSzQCBAgQINAbAQXQ3kylgRAgQIAAAQIECBAgQGAqgbtm6Y8n10qOSg5Lzko0AgQIECBAgAABAgQIEFhHwF3g18HxFgECBAgQaInAPdOPC5L/Tt6Z7Jxo3RNwF/juzZkeEyBAgAABAgQI9EBAAbQHk2gIBAgQINBrgYdkdBcnVfx8TeLMwCB0tCmAdnTidJsAAQIECBAgQKDbAgqg3Z4/vSdAgACBfgs8LsPbllTx82X9HuogRqcAOohpNkgCBAgQIECAAIG2CSiAtm1G9IcAAQIECFwm8NQ8VOGz8ozLXvJvxwUUQDs+gbpPgAABAgQIECDQTQEF0G7Om14TGKJA3fjloORXkwOGCGDMgxJ4UUZbhc86+vOxgxp5vwerANrv+TU6AgQIECBAgACBlgoogLZ0YnSLAIH/EbhHnh2XNP9fNUfEnZjXfj/ZKdEI9EWgru/52qS+z+u6nw9OtP4IKID2Zy6NhAABAgQIECBAoEMCTUFhzw71WVcJEBiGwHYZ5kuTpuC51mMVR68xDBKj7LlA3dm97vBe3+t1x/cq/mv9ElAA7dd8Gg0BAgQIECBAgEBHBBRAOzJRuklggALPy5jXKnqufP1TWbaKRxqBrgrslo4fldT39lnJXRKtfwIKoP2bUyMiQIAAAQIECBDogIACaAcmSRcJDFDg5hnztmRloXO9r/9wgE6G3A+Bq2UYn07q+/u05BaJ1k8BBdB+zqtRESBAgAABAgQItFxAAbTlE6R7BAYq8PqMe71i52rvnZJ16rR5jUCXBK6dzn4lqe/pE5MbJlp/BRRA+zu3RkaAAAECBAgQINBiAQXQFk+OrhEYsEAVM1crcm70miPnBvxN08Gh758+nzD6Xv9aHq/TwTHo8nQCCqDTeVmaAIGBCtQdATUCBAgQIECAAAECfRaou7rvPeMArz/jelYjsNUCv5wd1g28fin5fHJw8oNEI0CAAAECgxdQAB38twAAAgQIECBAgEDvBbZlhHV0+iztkllWsg6BLRa4Y/Z3TFKF/o8lhyZnJhoBAgQIECAQAQVQ3wYECBAgQIAAAQJ9F6ji53dmHOS3ZlzPagS2SuCw7OijSd346F+SeyfnJxoBAgQIECBAgAABAgQILEigCg11Tb09F7R9myVAgMAsAi/OShtd73Pl+3UjGY1AmwUekM5dlNT37j8kOyTasARcA3RY8220BAgQIECAAAECLRFQAG3JROgGAQI/J1CnBl+QrCxyrvf1Q35uC74g0C6BI9KdS5P6Hn5Vsl2iDU9AAXR4c27EBAgQIECAAAECLRBQAG3BJOgCAQKrCjwir65X8Bx/702rbsGLBNoh8MR0o/l+fVY7uqQXSxJQAF0SvN0SIECAAAECBAgMW0ABdNjzb/QE2i7wW+ngT5KmeLTaYx1NV3eO1wi0UeD56VR939bP2yqEasMWUAAd9vwbPQECBAgQIECAwJIEFECXBG+3BAhMLLBPlvzb5HtJUwA9J8/fmdw10Qi0UaBuYFvF+fqevSSpI5o1AgqgvgcIECBAgAABAgQILEFAAXQJ6HZJgMDMAlfMmnvMvLYVCWyNQB2R/Lakip8/Te6TaARKQAHU9wEBAgQIECBAgACBJQgogC4B3S4JECBAoLcCVaT/YFLFzzpS+eBEI9AIKIA2Eh4JECCwjsCO67znLQIECBAgQIAAAQIECBBYnkAdnfyB5KDkjOSeyRcSjQABAgQIEJhCQAF0CiyLEiBAgAABAgQIECBAYIsErpn9fDi5VfL95PDkG4lGgAABAgQITCmgADolmMUJECBAgAABAgQIECCwYIF9s/2jkwOSKnpW8bOKoBoBAgQIECAwg0DdSVAjQIAAAQIECBAgQIAAgXYIHJhuHJtU8bNOd69rPCp+BkEjQIAAAQKzCiiAzipnPQIECBAgQIAAAQIECMxX4HbZ3DHJPqPH/5XHuvanRoAAAQIECBAgQIAAAQItEnAX+BZNhq4QIECAQGcEDklPz03qbu/vT3ZNNAIbCbgL/EZC3idAgAABAgQIECCwAAEF0AWg2iQBAgQI9FrgvhndhUkVP9+SuFdDELSJBBRAJ2KyEAECBAgQIECAAIH5CiiAztfT1ggQIECg3wKPzPAuTar4+fJku0QjMKmAAuikUpYjQIAAAQIECBAgMEcBBdA5YtoUAQIECPRa4CkZXfNz80W9HqnBLUpAAXRRsrZLgAABAgQIECBAYB2B5he5PddZxlsECBAgQGDoAn8cgDrqs35uPnXoGMY/s4AC6Mx0ViRAgAABAgQIECAwu4AC6Ox21iRAgACB/gvUKe4vS6r4Wae+PyrRCMwqoAA6q5z1CBAgQIAAAQIECGxCQAF0E3hWJUCAAIFeC9TNjd6UVPGzbnp0v0QjsBkBBdDN6FmXAAECBAgQIECAwIwCCqAzwlmNAAECBHotsGtG976kip/nJYcmGoHNCiiAblbQ+gQIECBAgAABAgRmEFAAnQHNKgQIECDQa4HdM7p/S6r4+aPk9olGYB4CCqDzULQNAgR6L1CnYGgECBAgQIAAAQIECBAgsBiBvbLZI5PbJqckd0+OTzQCBAgQIEBgiwQUQLcI2m4IECBAgAABAgQIEBicwD4Z8dHJTZJvJ4cnJyUaAQIECBAgsIUC22/hvuyKAAECBAgQIECAAAECQxG4UQZ6XFLFzy8lByUnJRoBAgQIECCwxQIKoFsMbncECBAgQIAAAQIECPRe4FYZ4SeT6ydVBD0kOT3RCBAgQIAAgSUIOAV+Ceh2SaAnAlfNOH45ucYoe+ax7mh66ig/yON3k7rYv0aAAAECBAgQGIpA3ZTm/ckeSV378wHJTxKNAAECBAgQIECAAIEOCBycPr4w+XyyLani5nqpC/2/Ovm1ZNdEG4aAu8APY56NkgABAgR+UeDeeamKnfX56O3JTolGYJEC7gK/SF3bJkCAAAECBAYjUEeKPzz5QrJesXOj987P+i9L6mYAWr8FFED7Pb9GR4AAAQKrCzwsL1+S1Gei+gOwy40FQVu4gALowontgACBPgg4Bb4Ps2gMBBYjsF02+7jkmcn1Vuzi0nxdR3d+P/ne6PHkPO6S7DXK3nm84+h5Hq6wW/LkpLb5huQFyYmJRoAAAQIECBDousATMoBXJPX56aXJHyQaAQIECBAgQIAAAQItFrhx+lYX7h8/qvMb+fr5ya2TaY5oqG397+SfkouSZps/zfM/TKbZVhbXOiDgCNAOTJIuEiBAgMDcBOrzTPP55ulz26oNEZhMwBGgkzlZigABAgQIECDwPwJ1VPgfJ1WcrA/yP07+MrlFMo9WR4c+Nflq0vyicFyeH5Bo/RFQAO3PXBoJAQIECKwv8JK8XZ9ptiWPWX9R7xJYiIAC6EJYbZQAAQIECBDos0DdrKg+xNf1Op+dXCVZVLtPNvy1pPZ39KJ2YrtLEVAAXQq7nRIgQIDAFgrskH29PqnPMXWGywMTjcAyBBRAl6FunwQIECBAgECnBe6V3r8uqet3bkWrXx7q9Pg3bsXO7GPLBBRAt4zajggQIEBgCQJ1zfN3Jc0fje++hD7YJYFGQAG0kfBIgAABAgQIECBAYAsFFEC3ENuuCBAgQGBLBa6cvX0kqeJnXSroTolGYJkCCqDL1LdvAgQ6I+Au8J2ZKh0lQIAAAQIECBAgQGCJAlfPvj+U3CE5LakjP7+SaAQIECBAgEDLBRRAWz5BukeAAAECBAgQIECAwNIFrpMeHJXcLDkxOSz5TqIRIECAAAECHRBQAO3AJOkigZYJ1HWv7pHcINkvqa8nbY+fdEHLESBAgAABAgRaIlCfeeqGjfsndQPHw5NTE40AAQIECBAgQIAAgR4K1E2S6miHuu7VLOkhiSGtIuAaoKugeIkAAQIEOilw8/S6ip31ueczSZ0GrxFok4BrgLZpNvSFAAECBAgQ6LxAHfVwQTJL4bNZp/MIBjCRgALoREwWIkCAAIGWC9w5/Tsrqc8xdQTobolGoG0CCqBtmxH9IUCglQJOgW/ltOgUgVYK/Hl6daVRz07O43OTbyZNUXT0lgcCBAgQIECAQOcF6gZH70nqs8+7k4clFycaAQIECBAg0EEBBdAOTpouE1iSwC1H+z0jj3X3U9e+mmwirpjFrpfUUSOVHZJzk3NGOTOPGgECBAgQINAegQelK29Jdk5enzw22ZZoBAgQIECAAAECBAj0XKAKn3UK2Ft7Ps55DK8KxP+QnJDUL0zNJQBWe/xh3n9/8ifJtZM+NKfA92EWjYEAAQLDFPjdDLv52f13wyQw6o4J/Er6W58xj+lYv3WXAAECBAgQINBKgSPTq/pw9cJW9q4dnXpguvH5ZLVC5ySvXZh1X53skXS5KYB2efb0nQABAsMV+P0Mvfl5/czhMhh5xwQUQDs2YbpLgMByBJwCvxx3eyXQRYF/S6fvkdy6i53fgj4/Jvt4zYr9/CRffzc5OTkvqQJnHVWya1Knxl8ruf7oMQ9X2CV5XHKX5F7JKYlGgAABAgQILF7gBdnFM5L6I94Tk/qDpEaAAAECBAgQIECAwMAEbpjxnp3ULwaHDmzsGw23jvxsTperm0K9OLldUtf7nKRdNwsdkRyfNEeefHaSFVu6jCNAWzoxukWAAAECvyCwfV75+6R+/tZNjh6aaAS6JOAI0C7Nlr4SIECAAAECnRC4c3pZRzKelTw1qaMYtcuO8qxfnMrmjpsAqSNDP5I0RdAqrHaxKYB2cdb0mQABAsMT2ClDfkdSP3frrI17JxqBrgkogHZtxvSXAAECBAgQ6IRAHRnRFOiq0FWnd38u+cwEySK9a/tkRI3Hg+cwut2yje+NtvnmOWxvGZtQAF2Gun0SIECAwDQCV8rCRyb1M7zOcDko0Qh0UUABtIuzps8ECBAgQIBAqwUOTu9OTZqC37SPrR7cjJ2romc5XJTUL1PzaHUt0dpmV0+DVwCdx3eBbRAgQIDAogSumg0fl9TP2tOTWyUaga4KKIB2deb0mwCBLRXYcUv3ZmcECHRZ4A7p/EcT/2/8/CzWEaDVfpzU6XPzaFVkruYSA5c5+JcAAQIECMxLoG5AeFRyi6RuVHh48q1EI0CAAAECBHosUBf91ggQIDCJQF0Xqyl+1i8O9QtDFf+qSDdpsmjv2gmjEV07j/vNaXSHjLbzn3Pans0QIEBgswLbZQN1XeJ3JycmdS3obySvTe6SLKtdLTt+ZvKp5LTkh8lnk2cn10g0AuMC++WLY5Mqfn49qdPeFT+DoBEgQIAAAQIECBAgcJnAJ/JQp4p9KambBmiXCeybh21J2bwvaYrEeTpTe3TWak4hf/JMW1j+Sk3/91x+V/SAAIE5CFwv26jrPNf/c2ulrlm81UetPyD7rELsWn06N+/9dqIRKIGbJqck9f3y+WSvRCPQB4FfySDq+/qYPgzGGAgQIECAAAECyxb4QTpQH65esuyOtHD/rx/ZlM8Hkvola9pWhYOnJ00x9fQ8v+60G2nJ8gqgLW/hCw4AAEAASURBVJkI3SAwB4G9s43vJ/X/20b5tyyzVX8ge0T21fxfs1G/Hp9ltWEL1GV8zkzqe6W+T3dPNAJ9EVAA7ctMGgcBAgQIECDQCoF3pRf1i0MV+7SfF6gCwTeT8V/Cv5avX5n8YVKnjd4jOTipU0UPTX4tOSJ5TvL+pO5A26x/SZ4fknS1NUUJR4B2dQb1m8DlAkfnafN/0ySPf3H5qgt7tl+2/NNkkv7UMvV/6ix/mMpqWg8E6mfueUl9L7w32TXRCPRJQAG0T7NpLAQIECBAgMDSBZ6cHtQvD3UkaF0LTvt5gTqV7pPJpL+Qr7Vc3Uzp4T+/6c59pQDauSnTYQKrCtQfbdb6v2qt1y/IOnWH7UW212Tja+1/rdffscgO2XZrBe6Xnl2Y1PfFm5LNXqYmm9AItE5AAbR1U6JDBAgQIECAQJcFrpPON6fBPy/Pt+/yYBbY93tm2x9L6oijtX4RX+31OoK0XPtw0w4F0EykRqAHAi/LGFb7/2qj1x62wLHXz54fzdCvKszussB+2XT7BH4nXbo0qe/Xv0388TYIWi8FFEB7Oa0GRYDAvAX8FXTeorZHoL8CVfw8LDkm+dPkVskLk/9IfpJolwkcmYdKXdPztqNUUXOP5CrJzkn9In5+UncrPj75avLtZFmtrtn3+mS/ZXXAfgkQaKXArKeN32yBo7lWtj3L5TWulPX2S+rO9Vr/BX4vQ3x5UkXPv0qemWgECBAgQIAAAQIECBDYUOCRWeINyeeSlUf/1OllZyZ1VM56ydtaCwWqQHtxsnJeN/t1XRZAI0CguwKfTtdn+X/grxc45BvM2Kcax60X2C+bbo/Ac9OVmu86G6Eu36MR6LuAI0D7PsPGR4DAXAQcAToXRhshMAiBO2eUj1pjpHVaoVML18DpwMtnpI83SeoyB/NodZRwHXVTv4BqBAh0V+CUGbs+63qT7O60LFSFrVkuw1JnMmj9FaifO3+XPDGpU9+PSN6caAQIECBAgAABFwL3PUCAwMQCdZfykyde2oJ1qntzHdBpNOp09DrFs9q5o/zsiwX/851sv6IRIECgEfhonjyg+WKKx49Nsey0i9YlRD6b1B/lpmlfy8KnT7OCZTslUAd1vDF5eFJnpTwkeV+iESBAgAABAgQIECBAgMCcBeqU71ckX0zqlPIqGn8k+bOkrgk6SavrhtaRk5VnT7JCC5epo7Oq/7Ncp6+Fw9ElAoMVuGpGXpc3af5PmuTxuC3QesSUfap+P2EL+mUXyxGon68fSGqe6w+HhyQagSEJOAV+SLNtrAQIECBAgACBJQscnv2fmqxVIPhm3rvrBH1UAJ0AySIECGyZwO9kT2v9v7by9boh3lZcZ7NOdT56in59Ksu67FMQetjq5oKfSOp7sS7nUj9DNQJDE1AAHdqMGy8BAgQIECBAYEkC18t+z0/GiwEn5es6EmX8tW35uo4GXa8pgK6n4z0CBJYh8MzstDmye/z/tPHn9X/gfbawc1fLvo5Nxvuw2vN/zzLX3MJ+2dXWCdQN/L6Q1Lx/P6lrWWsEhiigADrEWTdmAgQIECBAgMASBP45+2x+8X5LntcvZdXqKKXbJx9Nmvfr8S+StZoC6FoyXidAYJkCh2Xn/5GM/19Wz6sw+v5kGcWnutZyFWd/nKzs1zl5rf6vnfTyI1lU65BA/eHxG0nNez1eP9EIDFVAAXSoM2/cBAhMJeB0oKm4LEyAQATqbu/3SG6Q7JdMc/f3x2f5vrW9M6AHjAZVhdDfGhtg/WL2+eRXkyclf5tsnzwrqaOlXpRoBAgQ6IJAXc+4/kBz4+Q2SV0f9PSkTi+vO7Mvo9W1lv8yeXFyl6R+LtUfnk5M6ujQel/rn0B9D9YlEKoIWtfcrs8kP0w0AgQIECBAgAABAgQIzEXgXtnKd5KVR9pM+vVcOtGyjRw65rH/Bn17UN6/aLR8HTX1sFWWdwToKiheIkCAAAECEajiexU763PHJ5M9Eo3A0AUcATr07wDjJ0CAAAECBOYqUMW9C5JJi52rLTfXDrVkY08YmdQpmJO0+2ehbUn5VDH0kGS8KYCOa3hOgAABAgQuE7hbHurSBvXz818TlzcIgkYgAgqgvg0IECAwgYBT4CdAsggBAj8T+PP8e6WRxcl5fG7yzaQpio7eGtxDXYOuWt39eJL27iz0tOSlSa1bX985+UaiESBAgAABAr8ocJ+89M5k1+RtyaOSSxKNAAECBAgQIECAAAECcxX4QrZWR13UqWd7z3XL3d7YvdP9cqlMcyreX4+td0KeXyOp5gjQyxz8S4AAAQIESuARSRU76+fsK5O6lrZGgMDlAo4AvdzCMwIECBAgQIDApgXOyBbql4+3bnpL/drAASOXsvmzKYZWv8CN3z2+7q5cBVQF0CkQLUqAAAECvRaoGwjWNbPrZ2zd7EojQOAXBRRAf9HEKwQIECBAgACBmQWOzJr1C8gLZ95CP1esOw5/NimbC5OHJJO2OpWv7qBc61aOT+ou8s3Xz87zLrbml9U9u9h5fSZAgACBVgg8I71ofh7WpWM0AgRWF1AAXd3FqwQIECBAgACBmQSaX0SOmmntfq90UIbX/JJWj3Vn2hclN0s2antlgS8lzfrbxp4/e6OVW/q+AmhLJ0a3CBAg0AGB+sNiXSe7fi5emjw60QgQWFtAAXRtG+8QIECAAAECBKYWuGHWODup4tahU6/d/xX+OEOsX9SaQmY9PnDCYV89yzVHkY6v/5wJ12/bYgqgbZsR/SFAgEA3BHZIN9+Q1M/Ci5L7JxoBAusLKICu7+NdAgQIECBAgMDUAnW38vOSs5KnJldMtMsF6kjQryZNEfMul7+14bOdssTTk/OTZv3n5HkXmwJoF2dNnwkQILBcgV2y+39J6mdg/Sw8LNEIENhYQAF0YyNLECBAgAABAgSmFnho1mgKdFXoOjn5XPKZCZJFBtH2zijLqY7snLbtkxXemHw7eda0K7dkeQXQlkyEbhAgQKAjAldOPz+W1OeLM5M7JhoBApMJKIBO5mQpAgQIECBAgMDEAgdnyVOTpgA67ePEO7JgpwUUQDs9fTpPgACBLRWoG+bVH1LrM8UpySTXz85iGgECIwEFUN8KBAgQIECAAIE5Ctwh27okmbboOb78HLtjUy0WUABt8eToGgECBFokcN305fikPivUmQ/7JxoBAtMJKIBO52VpAgQGKrDjQMdt2AQITC9w76zS/J9Rd4J/cfJfSZ2qphEgQIAAAQIEphG4YRb+SLJv8pXk7slpiUaAAAECBAgQIECAAIGlCXwie64jNL6U1A17NAJrCTgCdC0ZrxMgQIBACdwyqWJnfa74VHK1RCNAYDYBR4DO5mYtAgQGJrD9wMZruAQIzC5wwGjVOlqjToXXCBAgQIAAAQLTCtw1K3w8uVZSZ5QclpyVaAQIECBAgACBhQkogC6M1oYJ9E7g06MROUqjd1NrQAQIECBAYEsE7pm9VNHzqsk/J7+e/CTRCBAgQIAAAQIECBAg0AqBJ6cXdaraD5LtWtEjnWirgFPg2zoz+kWAAIHlCTwku744qc8Sr0kciBEEjcAcBJwCPwdEmyBAgAABAgQINALXyZMqftYvLs9L/OISBG1VAQXQVVm8SIAAgcEKPC4j35bUZ4iXDlbBwAksRkABdDGutkqAAAECBAgMWOCmGfuPkvoF5gNJfeC6UqIRGBdQAB3X8JwAAQLDFnhahl+fGyrPGDaF0RNYiIAC6EJYbZQAAQIECBAYqsAjM/A3JJ9Lml9kmscL89qZSRVH10ve1gYgoAA6gEk2RAIECEwg8KIsU58V6ujPx06wvEUIEJheQAF0ejNrECBAgAABAgTWFHhV3mkKnrM+rrlxb/RKQAG0V9NpMAQIEJhaoC6T89qkPi/UdT8fnGgECCxGQAF0Ma62SoBAzwR27Nl4DIcAgcUJnJ1Nn7y4zdsyAQIECBAg0AOBnTOGtyYPTOoO7/dPPpxoBAgQIECAAAECBAgQIECgNwKOAO3NVBoIAQIEphLYLUsfldSRn2cld0k0AgQWK+AI0MX62joBAj0RcARoTybSMAgQIECAAAECBAgsUeBq2fcHkzslpyd3T76caAQIECBAgACBpQsogC59CnSAAAECBAgQIECAQKcF9k7v6zT3mycnJYcn3040AgQIECBAgEArBOoC5RoBAgQagX3zpH6J2cpW/w/V0SIaAQIECBAg0D2B/dPlY5Mqfh6fHJQofgZBI0CAAAECBAgQIECgnQK/lm6dl/xZcsUt6OI9s48vJUdvwb7sYusEXAN066ztiQABAssU+OXs/AdJXfPzc8meiUaAwNYKuAbo1nrbGwECBAgQINADgVtkDHXTgvpFpu74/qRkl2Sebbts7LDkI0ntp/I3idYfAQXQ/sylkRAgQGAtgTvmjR8n9XP8o8mVE40Aga0XUADdenN7JECAAAECBHogUKfAvydpipNn5vnrkjpac6dk1rZPVnxWcmIyvu2HzrpB67VWQAG0tVOjYwQIEJiLQP0h8/ykfp7XZ4Z5/7E0m9QIEJhQQAF0QiiLESBAgAABAgRWE3hQXqy7uDbFynqsYujrkzoy9DeS2yTXSFa23fLCDZNHJK9KvpI0RbHaTj3/p+TaidY/gWaunQrZv7k1IgIECDwgBBcl9fP8H5IdEo0AgeUJKIAuz96eCRAgQIAAgZ4I7JFx/FFSp8PXLzpr5ad5r2548P2knq+13La89/akbpSg9VdAAbS/c2tkBAgMW+CIDP/SpH7OvyKpy9poBAgsV0ABdLn+9k6AAAECBAj0SKBOfX9k8oVkreLmeq9XcfRvkhsnWv8FFED7P8dGSIDA8ASenCE3P+ufNbzhGzGB1googLZ2anSMAAECBAgQ6LJAXSO0Tm1/XfLvyXeTnyT1S9HFSR0FWneCfW/yjOTARBuWgALosObbaAkQ6L/A8zPE+jlf/78/sf/DNUICnRJQAO3UdOksAQIECBAg0HWBK2YAToXr+izOp/8KoPNxtBUCBAgsW2D7dKCu5V3Fz0uS+gOoRoBAuwQUQNs1H3pDgAABAgQIECAwEAEF0IFMtGESINBrgbr8zduSKn7W9b3vk2gECLRPQAG0fXOiRwQIECBAgAABAgMQUAAdwCQbIgECvRaoszo+mFTx85zk4EQjQKCdAgqg7ZwXvSJAoGUCO7asP7pDgEA3BG6bbt4r2TPZJalT5CZpj59kIcsQIECAAAECSxPYI3v+QHJQckZyz6RugqgRIECAAAECBAgQIEBgEAL7ZZSfTuqIkFmS1bQBCDgCdACTbIgECPRS4JoZ1X8m9TP+e8mNE40AgXYLOAK03fOjdwQIECBAgEDHBHZOf+vu7rMUPpt1OjZk3Z1RQAF0RjirESBAYIkC+2bf30zqZ/bXk+slGgEC7RdQAG3/HOkhAQItEHAKfAsmQRcIdETgCenn7Ud9vTSPL02OTX6c1J1hNQIECBAgQKCbAgem20cl+yR1unud9l6nv2sECBAgQIAAAQIECBAYlMA7Mto6KqSKnfcY1MgNdloBR4BOK2Z5AgQILE/gdtl1FTvrZ/wnkqskGgEC3RFwBGh35kpPCRAgQIAAgQ4IfCt9rF+OjutAX3VxuQIKoMv1t3cCBAhMKnBIFjw3qZ/v7092TTQCBLoloADarfnSWwIEliQw6Z2bl9Q9uyVAoEUCzSUz6rR3jQABAgQIEOi2wH3T/Q8luydvTX4zuTDRCBAgQIAAAQK9E1AA7d2UGhCBhQnU3d+r7XnZg38JECBAgACBjgo8Mv1+V1JHfL48+e2kru+tESBAgAABAgQIECBAYNACT8ro6xS5ukNsczTooEEMfk0Bp8CvSeMNAgQILF3gKelB8//0C5beGx0gQGCzAk6B36yg9QkQIECAAAECYwJ75XkVP6sI+idjr3tKYKVA84u1o4VXyviaAAECyxV4ZnZfP8fr/+mnLrcr9k6AwJwEFEDnBGkzBAgQIECAAIFGYL88OSWpX57elxyUXDvZLtEINAIKoI2ERwIECLRDoH5Ovyypn991qvujEo0AgX4IKID2Yx6NggABAgQIEGiJwKPTj7ckn0nqF6jx1E0TfjRBsog2AAEF0AFMsiESINAZgbpszZuS+rldP6/vl2gECPRHQAG0P3NpJAQIECBAgEALBF6VPowXPWd53oJh6MIWCCiAbgGyXRAgQGACgbrJUZ2xUT+zz0sOTTQCBPoloADar/k0GgIEFiTgRiYLgrVZAj0UODtjOrmH4zIkAgQIECDQR4HdM6gqfh6SnJncK/l8ohEgQIAAAQIECBAgQIAAAQKbFHAE6CYBrU6AAIFNCtSNC/89qSM/64+XN000AgT6KeAI0H7Oq1ERIDBnAUeAzhnU5ggQIECAAAECBAgsUWCf7Pvo5CbJt5PDk5MSjQABAgQIECAwWIHtBztyAydAgAABAgQIECDQL4EbZTjHJVX8/FJyUHJSohEgQIAAAQIEBi3gCNBBT7/BE9iUwHZZ+4Ckfsm6cbJvck5yRlJHnHwkqbvNagQIECBAgMDiBW6dXRyZXDOpIuh9krp+t0aAAAECBAgQIECAAAECMwjcJut8NlnvTvDn5v3/m+yRaMMScA3QYc230RIgsHyBugZgFTvr5/KHkislGgECwxBwDdBhzLNREiBAgAABAlss8OLsb1uyXvFz/L0Ts2wdIaoNR0ABdDhzbaQECCxf4N7pwk+S+tn79mSnRCNAYDgCCqDDmWsjJUBgEwJOgd8EnlUJDFDgtzLm/zM27v/K8zrSpIqcdZfZPZP9klskv57UafL7Je9K7pDUL2gaAQIECBAgMB+Bh2Uzb0yq6Pn3ye8l9UcojQABAgQIECBAgAABAgRmELhO1vlxUkeY1LU+j0h2SNZqN88b/5bU8pU/T7RhCDgCdBjzbJQECCxX4AnZffP/7UuW2xV7J0BgiQKOAF0ivl0TIECAAAEC/RN4VobUFDMfMOHwds9y3xit9708bj/hehbrtkDzC3kdEawRIECAwPwFnp5NNj+T67lGgMBwBRRAhzv3Rk6AAAECBAgsQOCd2Wb9slV3mJ2m1V1om1/SfnmaFS3bWQEF0M5OnY4TINABgTras36ubkse04H+6iIBAosVUABdrK+tEyDQEwFHY/VkIg2DwBYI1HU9q33qsoeJ//302JL7jj33lAABAgQIEJhcoC478/rkacnFyUOS1yYaAQIECBAgQIDABgJugrQBkLcJEPgfgT1Gz+r6n9O087PwpUn9f+P/nGnkLEuAAAECBC4T2CUP/5jcP7lg9HhUHjUCBAgQIECAAIEJBBwBOgGSRQgQ+JnA10cOt53S45ZZvil8fnXKdS1OgAABAgSGLnDlAPxrUsXPs5LDEsXPIGgECBAgQIAAAQIECBCYt8Ars8G65tjZyf5TbLyOWKn1zku2m2I9i3ZXwDVAuzt3ek6AQLsErp7ufDapn6OnJjdPNAIECIwLuAbouIbnBAgQIECAAIFNCtwp6zeFrc/n+bU22F4dYf5HSf3SVnlHog1DoPk+cRf4Ycy3URIgsBiB62SzdeZE/Qz9TvJLiUaAAIGVAgqgK0V8TYAAAQIECBDYpMCbsn5T0Kxrez4/uUtSv6TV0Z27J3V0ysOTLyfNsmfk+UYF0yyi9URAAbQnE2kYBAgsTeAG2XMVPevn6FeSvRONAAECqwkogK6m4jUCBAgQIECAwCYEqojZnIrXFDebx0vyXvN8/LFugPSATezTqt0TUADt3pzpMQEC7RGoPyTW6e71s/QzSZ0GrxEgQGAtAQXQtWS8ToAAAQIECBDYhMAOWfdPk4uT8ULnas8/kWVukWjDElAAHdZ8Gy0BAvMTuHM29eOkfqYeneyWaAQIEFhPQAF0PR3vESBAYCTQ3JkZCAECBCYV2JYF69T3dyd1J9qbJAcmN0rql7ZvjfLpPL430QgQIECAAIGNBe6eRd6TXCmpn7EPS+qPjRoBAgQIECBAgAABAgQIECDQMgFHgLZsQnSHAIHWCzwoPbwoqSM/X5fU2RYaAQIEJhFwBOgkSpYhQIAAAQIECBAgMGcBBdA5g9ocAQK9FvjdjK7Orqji58t6PVKDI0BgEQIKoItQtU0CBAgQIECAAAECGwgogG4A5G0CBAiMBJ6ax+Ya2s+kQoAAgRkEFEBnQLMKAQIECBAgQOAbITh7lPuOcfz12OvN+9M+jm3O0x4LKID2eHINjQCBuQm8IFuq4mcd/fn4uW3VhggQGJqAAujQZtx4CRCYScBNkGZisxKBXgtcJaPbYzTCncdGesWx18de9nRKge2y/L7JzZO6edRZydeT45MzE40AAQIE+i2wfYb3quSxySXJI5O3JxoBAgQIECBAgMCCBBRAFwRrswQ6LPD99P3CUf8vGBtHFedOGvva08sE6m699UtstS8nH/vZs9X/uXVefn1yq1XevjSvvSZ5TvLDRCNAgACB/gnslCG9JXlw8tPkgckHE40AAQIECBAgQIAAAQIECLRW4FrpWXP9tlev08tn5L060qdZdq3Hc7PMPdbZThfecgp8F2ZJHwkQ2GqB+oPZkUn9/1+XkDko0QgQILBZAafAb1bQ+gQIDELAEaCDmGaDJEBgyQKHZv9/ldTp79XqF99jkzr1vV67cXKnZK9k9+Rtye2TExKNAAECBLovcNUM4V+TuyR1lH/9oeuLiUaAAAECBAgQIECAAAECBFovsNERoFfOCL6bNEd8vjnPr7HKqOraqy9J6lT4WvYryW5JF5sjQLs4a/pMgMCiBOrnxJeS+r/9pOSARCNAgMC8BBwBOi9J2yFAgAABAgQIrCKwyyqv1el9v5G8KvlA8rzkOkmf20YF0Htn8E3x86gJIP58bPnfnGD5Ni6iANrGWdEnAgSWIbBfdvqtpH4O1M3u9kk0AgQIzFNAAXSemrZFgAABAgQIEBgJVIHzvcknVojskK8/mjTFvubxvLx2ixXL9unLjQqgzxwzuckEA6+7A391tM7zJ1i+jYsogLZxVvSJAIGtFrhpdnhKUj8PP5/UZU40AgQIzFtAAXTeorZHgAABAgQIDF7g4RFoCpunr9B44dh7zTLN43fy3p4rlu/LlxsVQOuU93I4Z4oBv3K0zoenWKdNiyqAtmk29IUAgWUI3CE7/VFS////W1LXd9YIECCwCAEF0EWo2iYBAr0TqCONNAIECEwicL0s9IqxBS/M8+ZGanX9yqeM3qtf9v44uVXyp0ld03L/5OXJENupo0GfMcXgvzdadt8p1rEoAQIECLRDoG58V2dE1B/+3pfcK6mzITQCBAgQIECAAAECBAgQaLnAn6V/Vdys/FGya9K0386T5r1/aV4cPf7F6L2mELji7c5/udERoL8zGn/5XHPC0b5xtE7dMbiLzRGgXZw1fSZAYB4Cde3m+gNh/Z//pqT5Q2GeagQIEFiIgCNAF8JqowQIECBAgMBQBf4xA69f6L62CsDbRu/V+w9d8X4dOVqvV/Ze8V4fvhwvgNaRPjXe8VZHx56ZrGYzvlzzfN88uWC0fN0VvotNAbSLs6bPBAhsVuB3soE666H+v//bZLtEI0CAwKIFFEAXLWz7BAgQIECAwKAEvpjR1i91K4tydfOjpsC3Lc+vnoy37fPFxUmtW3dE71sbL4DWGCt1fdQPJs9N7pf8XVKvn5YckKzVbpA3/iNptnO3tRZs+esKoC2fIN0jQGDuAn+QLTb/93X1BnZzR7FBAgS2REABdEuY7YQAAQIECBAYisCPM9AqzD16xYDvPHq93vvMivfqy52SKozW+/dN+tbqtPYa26T5zioAdX24tyR1jbhmO+9cZbmuvNQUAer6dxoBAgT6LvCsDLD+767/+57c98EaHwECrRNQAG3dlOgQAQJtFHBdojbOij4RaKfAyenW1ZKV17G851h3V7treR3xWEeBVvveZQ+9+veHGU0d9XrL5NZJ3fypcmBSxd+VbbXXHpuF6kjRpn0zT57WfOGRAAECBFopUKe41xH+T0zq1PcjkjcnGgECBAgQIECAAAECBAh0VODd6Xcd4XLsWP93zvNvjF6v9+4w9l7z9DWj9+vImCqgDqXtkoHeJqlfiF+WfDI5JzkmWdn+Pi80R36+I893X7lAx752BGjHJkx3CRCYWqAOInhrUv93/zTp4xkOGZZGgEAHBBwB2oFJ0kUCBJYv4AjQ5c+BHhDoikAV5n4zuWtSBb13JY9PbpRUq0Lo53727LJ/rpKHunP8Y0avvTePZ42eD+HhogzyC6M0462jha7efDH2+OE8r2t/Hp2cOPb6Vj59XHa2/1bu0L4IECDQUYErpt91mZJfS+rSJVX8/Hjy/9m7DzD5zrpu+KmkAQFCQgiQABJKQKlSYxKCKXRRRASE0B8pAiIPggooICrlURABaSIK0pESSgCTEHgRkG6kEwKRFEJJr/p+f8kcnSxbZmennPK5r+ubmZ055b4/Z/+z2d/e5xyNAAECBAgQIECAAAECBDousH36/5Wkmak4/lin/tUvgk07PE+aGx/VcnUN0Ns2b3psncA+6dH48ZzV82u2bqQ6RIAAga0J1B/3jkvqc/KMxM+2IGgECCxVwAzQpfLbOQECXREwA7QrR0o/CSxfoIqYhyTvSe6UNK1+CaybPry/eSGP9Uthc63Lc/L8QUnNcNTaKfCf6dYDk+vPqHsvyHZqtmt9b2gECBDoi8CeGUjN2L918v3ksOSriUaAAAECBAgQIECAAAECPROoP5zcMXla8uCkfiFc2XbNC99IqhB2o5Vv+rr3Aq4B2vtDbIAEBiewb0b8taT+sFOP9bVGgACBNgiYAdqGo6APBAgQIECAAAECgxNQAB3cITdgAr0WuElGd3JSxc/PJ3slGgECBNoioADaliOhHwQItFpgu1b3TucIECBAgAABAgQILE/gNtn1x5PrjR4PyePpiUaAAAECBAgQINAhAdcA7dDB0lUCLRPYKf25cEWf6tT3uibakUn9sviF5G+SusakRoAAAQIEuiRwcDpb172uGx8dndw/OT/RCBAgQIAAAQIECBAgQKDnAvfN+P45qbvgjre6S/xHkzpFcDxn5+tfSLThCDgFfjjH2kgJ9FXgXhlYFTvr59mbkubGfnmqESBAoFUCToFv1eHQGQIECBAgQKAPAnU396a4edqKAf352HvNMs3jt/PeHiuW78uXdTOoH84p/7ejSAqgHT1wuk2AwGUCdYO/i5P6GVZnMbhkVBA0AgRaK6AA2tpDo2MECBAgQIBAFwXqlPYfJ01R87t53lxGo04PbGbKVPHr6cktk2cmzS+Rb87zPrY/yqAak1k/PrujYAqgHT1wuk2AwDZPiEHzGVZ/2NMIECDQdgEF0LYfIf0jQKAVAk3xohWd0QkCBFot8LD07mqjHlaB86XJJaOv67T4nUfP63ppzS+NXxy9XkXCQ5I+thdlULsnT0maWULn5XkVi7fa6vIBGgECBAgsRuAZ2c2fjnb11Dy+ZDG7tRcCBAgQIECAAAECBAgQaItAXQOtZjj++yodqtmdzezHB654v2aONu9de8V7ffryoRlMFYRrrGck+yRDbc3sqb5e9mCox9W4CfRVYNsM7C+T+vyuz/GHJxoBAgS6ImAGaFeOlH4SIECAAAECnRCoO7rXL4cvXtHbuvnRmaP3Ls3jNVa8X7MiLxq9f48V7/Xty0ePxllOH02aGaF9G+dG41EA3UjI+wQItEWgfob9XVKf2xckv5poBAgQ6JKAAmiXjpa+EiBAgAABAq0X+FF6WL8grpwZc6fR6/Xep5KVre6cW4XRev8+K9/s4ddHj8Za461TKIfYFECHeNSNmUD3BHZKl9+d1Od1XXLklxONAAECXRNQAO3aEdNfAgSWIjDU2UlLwbZTAh0X+P6o/3utGMeRY19/aOx583T/PGk+a05uXuzx42MztvpFulrdBOoqlz3zHwIECBBok8CV05kPJHUN6/oDXxU/P5JoBAgQIECAAAECBAgQIDBggXdm7DVL5oQxgyvl+ddGr9d7tx97r3n66tH7NSvw6s2LPX/87dGYy+T3ez7W1YZnBuhqKl4jQKAtAnV94k8n9Rl9SnLzRCNAgEBXBcwA7eqR028CBAgQIECglQK/kV7VL4uVugP8wcn4zY++mq/H21XzxV8kzTrvGn+z58/rhhpPT56XPKnnY11teAqgq6l4jQCBNghcJ504MamfTd9MbpBoBAgQ6LKAAmiXj56+EyBAgAABAq0TqBtFfCVpCprjj3XX3HuO9fjwPG9ufFTL1TVAbzv2vqf9FlAA7ffxNToCXRW4UTp+UlI/l76U7J1oBAgQ6LqAAmjXj6D+EyBAgAABAq0TuGZ69MlkvPhZxa465Xu83TpfNMvU9TDvPf6m570XUADt/SE2QAKdE7hlenxqUj+b6ufYUC7JkqFqBAj0XEABtOcH2PAIECBAgACB5QjskN3eMXla8uBkz2Rl2zUvfCN5QVIzbrRhCSiADut4Gy2BtgvcJR38cVLFz7pZ326JRoAAgb4IKID25UgaBwECBAgQIECAQKcEFEA7dbh0lkCvBY7M6M5Nqvj51qRu3qcRIECgTwIKoH06msZCgAABAgQIECDQGQEF0M4cKh0l0GuBunlfcz3qV+f5dr0ercERIDBUAQXQoR554yZAgAABAgQWJlAzaW6S3Cupu53XtT+bdkDzxOPgBBRAB3fIDZhA6wQemx5dmtTMz5e0rnc6RIAAgdkJKIDOztKWCBAgQIAAAQJXENgnX70xqbu/1y+XTZ6Q59WuldRrxyS/mGjDElAAHdbxNloCbRP4vXSo+bn09LZ1Tn8IECAwYwEF0BmD2hwBAgQIECBAoASenJyTNL9cjj82BdA7jL1f116ra7BpwxFQAB3OsTZSAm0TeGE6VD+XavbnY9rWOf0hQIDAHAQUQOeAapMECBAgQIDAsAXum+GPFzy/kq9fl5w1er0pgNap8KeOXqvl6xps+yfaMAQUQIdxnI2SQJsE6vqer0manzkPaFPn9IUAAQJzFFAAnSOuTRMgQIAAAQLDE9g7Qz4jqV8uT0sOT5r2vTyp15sCaL2+S/KypF6vvCHRhiGgADqM42yUBNoiUNejfltSP2vqrIMjEo0AAQJDEVAAHcqRNk4CBAgQIEBgIQJ/mL3UL5cXJwev2ONqBdBmkTflSa1X1wu9SvOix14LKID2+vAaHIFWCeyW3nw4qZ8zP07unGgECBAYkoAC6JCOtrESIDC1QJ0upBEgQGASgVuNFnp3Ho+bZIXRMi8YPW6fxxtuYj2LEiBAgACB9QSunjc/khyW1JkJ9ce5TyYaAQIECBAgQIAAgSsIKIBegcMXBAisI9AUQD+9zjKrvXViXqzZn9UUQC938F8CBAgQ2JrAtbN6/THujslJyYHJlxKNAAECBAgQIECAwM8I7PAzr3iBAAECqwvsNHr5gtXfXvPVOj2xZn9Wq2uzaQQIECBAYCsC9ce0Y5J6rD+y1TWpT0k0AgQIECBAgAABAqsKmAG6KosXCRBYReCLo9eamaCrLLLqS3VH+G1H79Rd4zUCBAgQIDCtwC2y4glJFT8/kxyUKH4GQSNAgAABAgQIEFhbQAF0bRvvECBwRYGmAPqbeXn/K7615lc18/P5o3fr5hT/ueaS3iBAgAABAusL3CFv12nvdfr7x5JDkzMTjQABAgQIECBAgMC6Agqg6/J4kwCBMYG35XndAX6XpJ7fOFmv1R3fX5ncZbTQW9db2HsECBAgQGAdgV/Oex9NrpHUzfjukZyTaAQIECBAgAABAgQIECBAYKYCz8zW/nuU8/L4quShyemj156dx7snf5DUKYnNst/N8yqIasMQ+K8Ms479HsMYrlESIDBngV/L9i9M6nPl9UlzXek81QgQIDB4gV+KQH0+Hj94CQAECBAgQIAAgRkJ1Kzx9yf1P1mTpmbo1GmK2nAEFECHc6yNlMC8BR6RHVyS1M+clyTNNaXzVCNAgACBCCiA+jYgQIAAAQIECMxJ4IHZ7snJRkXQOu39enPqg822V0ABtL3HRs8IdEngSels83Pmj7vUcX0lQIDAAgUUQBeIbVcECHRXYIfudl3PCRBYosA/Zd/vSe6d1A2Rmpyb518f5VN5/NdEI0CAAAECmxWoG+g1l115Yp6/fLMbsDwBAgQIECBAgAABAgQIENisQJ126NTDzaoNc3kzQId53I2awCwE6lIrr0hq5mfdeO/BiUaAAAECawuYAbq2jXcIECBAgAABApsWeEDWOCl5brJfohFYS0ABdC0ZrxMgsJ7AjnnzzUkVP+tGe/dKNAIECBBYX0ABdH0f7xIgQIAAAQIENiXwsSzdXIvtIZta08JDE1AAHdoRN14CWxfYJZs4OqmfMz9NDko0AgQIENhYQAF0YyNLECBAgAABAgQmFjgtS9Yvppcm15x4LQsOUUABdIhH3ZgJTC+we1b9eFI/Y05PbpNoBAgQIDCZgALoZE6WIkBg4AJ1nSWNAAECkwicOFqoPjeuPMkKliFAgAABAhsI7JX3j00OTL6X1C/yn0s0AgQIECBAgAABAjMTUACdGaUNEei9wN+PjbDuyKsRIECAAIGtCOyXlU9IbpV8LbnL6DEPGgECBAgQIECAAAECBAgQWI7A72a3FyR1muIHknskN07qxhUagUbAKfCNhEcCBNYSuFneqBmf9fPk35I9E40AAQIENi/gFPjNm1mDAIEBCuwwwDEbMgEC0wnUjY8OSD6d1P9oHTlKHi67LmhzjdD6eq123bXe8DoBAgQIDEbgdhlp/RGtrid9fHLv5KxEI0CAAAECBAgQIECAAAECSxV4RfZeM3W2kqUOwM4XJmAG6MKo7YhA5wTumh5XsbN+lrw32TnRCBAgQGB6ATNAp7ezJgECAxIwA3RAB9tQCWxR4Nys/8MtbsPqBAgQIDBcgftk6G9Jquj5j8lRySWJRoAAAQIECBAgQIAAAQIECBDolIAZoJ06XDpLYCECD81eLk5q5ufLkm0TjQABAgS2LmAG6NYNbYEAAQIECBAgQIDApgUUQDdNZgUCvRb4nYyu+Vz4016P1OAIECCweAEF0MWb2yMBAgQIECBAgACB/yl07MGCAIHBC/xhBGrWZxVAnzx4DQAECBCYvYAC6OxNbZEAgR4KuAZoDw+qIRFYoEDdwbf+p+vaSRW7fpKcmnw2+U6iESBAgMAwBeoU979KnphcmjwyeUOiESBAgAABAgQIECBAgACBTggcnl6ekNQvtTWzZ7V8Pq/XL7yu8xaEgbXmVFczQAd24A2XwEig/sD+xqR+NlyQ/EqiESBAgMB8BMwAnY+rrRIgQIAAAQIDFtg+Y/+HZLWC51qvfTzL7zlgsyEOXQF0iEfdmAlcLlB3eH9PUj8Tzk4OTTQCBAgQmJ+AAuj8bG2ZAIEeCTgFvkcH01AILEDgb7OPB4/t59/z/JPJyckPkjolft/kFslBSbUDk39O6pfgmgmkESBAgEA/Ba6SYb03OTg5M7l78plEI0CAAAECBAgQIECAAAECnRC4Y3rZzPL8bp7/arLe6e23z/vHj63zR3muDUPADNBhHGejJDAuUH8Aq+s/18+J7ycHJBoBAgQIzF/ADND5G9sDAQIECBAgMCCBN2Ws9YvtWUnN8JykXTkLfTmp9U5Ldkq0/gsogPb/GBshgXGB6+aL/0jqs/4byfUTjQABAgQWI6AAuhhneyFAgAABAgQGIvCVjLN+uf3zTY73bqP1at3bbHJdi3dTQAG0m8dNrwlMI3DjrFRnBdRn/BeSayUaAQIECCxOQAF0cdb2RIBAhwW263DfdZ0AgcUK7D3aXV3zczPtU1n40tEKN9jMipYlQIAAgVYL3Dq9qxvd7Zt8Ijkkqdn+GgECBAgQIECAAIFWCSiAtupw6AyBVgt8adS7fTbZy7ojcN09vtq3Ln/wXwIECBDouEDNOPqXZK/kg8nhyU8SjQABAgQIECBAgEDrBBRAW3dIdIhAawVqdk+1X0vWu/nRZQuN/adOga9W1w6t64FqBAgQINBtgXuk+x9Kdk/ektwnOS/RCBAgQIAAAQIECBAgQIBApwVult7X7J66ztufTjiS62W500frvHjCdSzWfQHXAO3+MTQCAmsJ/GbeuCipnwWvTPwxPQgaAQIElihQM/LrM/n4JfbBrgkQIECAAAECvRKo/8GqWT71P1kfS+rr1douefHJyQ+SWvYjyQ6JNgwBBdBhHGejHJ7A4zLkS5P6XH/h8IZvxAQIEGilgAJoKw+LThEgQIAAAQJdFXhMOv725FtJ/fLbpGaFfiF5T1KFzq8n5yfN+/VYp7//cJ3cP+9p/RFQAO3PsTQSAo3A0/Ok+Vx/WvOiRwIECBBYuoAC6NIPgQ4QIECAAAECfRJ4RQbT/PI768cH9wnKWLZRAPVNQKA/AnXN57qESX3u1+zPRyUaAQIECLRHQAG0PcdCTwgQaLGAU1JbfHB0jUDLBGqm5/fn1Cc3z5gTrM0SIEBgCwLbZ91XJw9P6rqf9ceqOhNAI0CAAAECBAgQIECAAAECBAgMWsAM0EEffoPvicBOGcc7kpr5eU5yeKIRIECAQPsEzABt3zHRIwIECBAgQIAAgQEIKIAO4CAbYq8FrpzR1TWdq/j5o+SOiUaAAAEC7RRQAG3ncdErAgRaJuAU+JYdEN0h0DGBK6W/N0j2T34uOT75fFLtgOTEy575DwECBAh0ReAa6egHktsnP0iOSL6caAQIECBAgAABAgQIECBAYFAC+2S0b0wuScZviPSEkcK1Rq8fk8dfHL3mYTgCZoAO51gbab8E6rP9K0l9rn87uWGiESBAgEC7BcwAbffx0TsCBAgQIECgowJPTr/renDjhc/meVMAvcPY++fm+ZGJNhwBBdDhHGsj7Y9AzeKvomd9nteMz2snGgECBAi0X0ABtP3HSA8JECBAgACBjgncN/1tip31WDOFXpecNXq9KYDeOl+fOnqtlqu7B9dp8towBBRAh3GcjbI/Aj+fodTp7vV5/amkToPXCBAgQKAbAgqg3ThOekmAAAECBAh0RGDv9POMpH5BPi0ZvyPw90avNwXQfLnNLsnLRq/XOm9ItGEIKIAO4zgbZT8E7pRh1I2O6nO6LluyW6IRIECAQHcEFEC7c6z0lAABAgQIEOiAwB+mj/UL8sXJwSv6u1oBtFnkTXlS69X1Qq/SvOix1wIKoL0+vAbXI4H6Q1ZdpqQ+o9+R1I3tNAIECBDoloACaLeOl94SILAkge2WtF+7JUCgewK3GnX53Xk8bhPdf8Fo2e3z6IYam4CzKAECBOYo8OvZ9nuTXZO6lMkDkrpciUaAAAECBAgQIECgdwIKoL07pAZEYG4CTQH005vcw4lZvmZ/VlMAvdzBfwkQILBMgUdn5/+U1IzPv0oemVyaaAQIECBAgAABAgR6KaAA2svDalAE5iKw02irF2xy63U9uZr9Wa1OtdQIECBAYHkCv5td/21S/w/4B8mTE40AAQIECBAgQIBArwUUQHt9eA2OwEwFvjjaWjMTdNKN1x3htx0tXHeN1wgQIEBgOQJ/lt2+OKnr9P528qeJRoAAAQIECBAgQIAAAQIECIwEnp/HulHGecn+o9eah7VuglQzP09Iar26y7A2DAE3QRrGcTbK7gjUH7xfldRncV3n84GJRoAAAQL9EHATpH4cR6MgQIAAAQIEWiJQMz/rF+f6BfoLyY2Tpq1WAK07vr86qeUrr0y0YQgogA7jOBtlNwR2TDffktTncP0B6+6JRoAAAQL9EVAA7c+xNBICBAgQIECgJQLPTD+agmb9Il0zih6anD56/dl5rF+u67pyp4xeq+W/m1RBVBuGgALoMI6zUbZfoO7w/sGkPod/khyYaAQIECDQLwEF0H4dT6MhQIAAAQIEWiBQp1G+P2mKoJM8npPlD21B33VhcQIKoIuzticCawlcLW98IqnP6dOSmsWvESBAgED/BBRA+3dMjYgAAQIECBBoiUBdP+7kZKMC6FuzzPVa0udldWOX7LguF1A3g6rZVwePnt8wj3skfWwKoH08qsbUJYG909m6cV19Rp+UrLxuc17SCBAgQKAnAgqgPTmQhkGAwHwFdpjv5m2dAIGeCvxTxvWe5N5J/WLd5Nw8//oon8rjvyZDbLfPoH87OSi5flIzZ9dqZ+SNcvpk8vrk1EQjQIDAtALXz4rHJDdK/iM5PPl+ohEgQIAAAQIECBAgQIAAAQIEtixw/2zhM8lGM2PXev+CrPvKZPeky80M0C4fPX3vssAB6fwpSX3G1GfRNRONAAECBPotYAZov4+v0REgMCMBM0BnBGkzBAgMXuBREai73o+3ulFU3QCqZl+dnVSB89Jk56ROjb9Wsu/oMQ/b7JQ8NrlzcvekChkaAQIEJhGomedHJ3VpjWOT+yT1uaMRIECAAAECBAgQIECAAAECBLYsUDM/q7BZs67qMgAvTG6XbJ9M0q6ThR6RnJg0s0PrtPiuNjNAu3rk9LurAndLx6vYWZ8f/5zUH1k0AgQIEBiGgBmgwzjORkmAAAECBAgsWOAm2d9dk19PjkrqF+8bJEOeUV6zPKvwUAWIOyTTtipafCRpiqBVWO1iUwDt4lHT564K3C8dr9nl9bnxhmTIn8UZvkaAAIHBCSiADu6QGzABAgQIECAwL4FDs+F/TOoGPU1xbuXjxXnv28nLkyqIDqVdNwNtLB4wg0Hvlm2cPNrmG2ewvWVsQgF0Ger2OUSBozLoS5L6DPqrZNtEI0CAAIFhCSiADut4Gy0BAgQIECAwB4GbZZsfTZoC36SP9Qt5FUxvnPS9VdGzXC5Mdp3RYOtaorXNrp4GrwA6o28EmyGwjsBT8l7zb+256yznLQIECBDot4ACaL+Pr9ERIECAAAECcxa4S7b/o2Rl0fOivFY39flscmzynaSZgbRy2TPz3q2SPrffzeBq3D+Y4SD/ZLTNL81wm4vcVFOUqZuxaAQIzF7g2dlkfe7Uv7Unzn7ztkiAAAECHRJQAO3QwdJVAgQIECBAoF0CdVOeuplPU9Cs2Y1vTg5Ptk9Wth3zwv7JPZJjkma9evxh8gtJX9t9M7BmvNef0SCPH22zrufXxaYA2sWjps9dEKhT3P86qc+ci5PfSjQC6wnUdbsfmTwj+e2krlPtUglB0Aj0SEABtEcH01AIECBAgACBxQq8NLtrinqn5PntN7n7Kgp+c2wbVRTta9svA7s0Ka/3JFu9AcnDs42mgNjVmV1N/80AzcHUCMxIoD5b6tIi9VlzfnKfRCOwlsAv5o1PJM3P8vHHb+T1unmWRoBAPwQUQPtxHI2CAAECBAgQWLDA3tlf/XJdvyydleyXTNP2zEo/SZpfum46zUY6ss7rxsb5vjw/YIp+75J1npY0xdTT8vw6U2ynDasogLbhKOhDnwTq86E+W5rP5UP6NDhjmbnAg7PFOnOj+fm71uMLZr5nGyRAYBkCCqDLULdPAgQIECBAoPMCdTON5pelusnGVtrvZuVmWy/cyoZavu6107+vj421xvzvyd8kT03unxyRHJTcOTk0uWfyiOQ5yXuT8WLxxfn6kKSrTQG0q0dOv9socNV06rikPlfOSG6baATWEjgwb9S1upufvRs91mnxGgEC3RZQAO328dN7AgQIECBAYEkCR2e/zS9M+2yxD7tl/eYGSTV7qc/tmhncx5PGbtrHuvHUgzoOpQDa8QOo+60RqJn0n0vq8+R7SZ9n0md42hYF6tqeX0g28/On/vjmciVbhLc6gSULKIAu+QDYPQECBAgQINBNgS+n2/XL0+kz6v6Jo+3VL2VDaEdmkB9LahbnZn4J/XqWf15SBY+uNwXQrh9B/W+DwL7pxNeS+hypx/paI7CewJ3y5mZ+7jTLPn69jXqPAIHWCyiAtv4Q6SABAm0Q2OrNOtowBn0gQGC2AruONvfTGW227gJfravXs7y895P/94NZtFLX7KtTVStV1Nw9qVNZr5Scm5yTVJG5CsRfSeqmUctst8rOr7fMDtg3AQL/I1B37j4mqX+T9cejuoTGrP4olU1pPRU4ZMpx1Xovn3JdqxEgQIAAAQIEOiGgANqJw6STBBYqUIW7alWgm0VrtjO0U+zqRlInjDILx3lu41rZ+GeT7We8kzodUyNAYHMCt8ni9UeU+sNJXVbj3sms/iCVTWk9FqjrUU/Tpl1vmn1ZhwABAgQIECCwFAEF0KWw2ymBVgs0RatLZ9TLZjvNdme0WZuZoUDN0q0bNl1/Rtu8V7ZTx7tOr9QIEJhc4OAs+p6kZovX9Zjvn9QfUzQCkwicPclCqywz7XqrbMpLBAgQIECAAIF2CiiAtvO46BUBAgQWKVBF6t+Z4Q7rGqAaAQKbE6g/HLwt2Tl5c/KwpK4lrBGYVODLky64Yrlp11uxGV8SIECAAAECBNorsF17u6ZnBAgQIECAAIFBCDwko3xXUsXPVyT1teJnELRNCdSs4Wlmc751U3uxMAECBAgQIECggwIKoB08aLpMgAABAgQI9EbgCRnJ3yd1Vs6fJ49LzKIOgrZpgbOyRn0Pbaa9Mwt/djMrWJYAAQIECBAg0EUBp8B38ajpM4HFCNRNEZ4zg13deAbbsAkCBAj0UeCZGdTzk7pe7lOTlyQaga0I/FlWvnNyjwk28vUs8+gJlrMIAQIECBAgQIAAAQIEeifwg4yofhmfR3qHZUCrCtTstfr+2WPVd71IgEDdJOwvk/p3ckny8EQjMCuBHbOhlyd1fee1fpZ/IO/5jA6CRqAHAr+UMdS/9eN7MBZDIECAwNwEzACdG60NEyAwEIGnZZxPn9NY/yLbrWgECPRHYPsM5bXJw5ILkwcldRqyRmBWAnX92Mcnr0yOSg5M9kp+nHwueVPysUQjQIAAAQIECAxGQAF0MIfaQAlMLPDXWfLKEy9twbppybxm0eyClwCBXgnslNG8Jblvck5yv+QjiUZgHgJfzkafOo8N2yYBAgQIECBAoGsCCqBdO2L6S2D+AnU9Om1ygRdl0d2TpyTNjeXOy/OaabPVdvZWN2B9AgRaI3CV9OSfk7smP0rqGo3/mmgECBAgQIAAAQIECBAgQIAAgU4IPDS9rGv51TWYzkj2SYbaXAN0qEfeuNcSqFnin07q8+GU5OaJRoAAAQIEZiHgGqCzULQNAgQIECBAgACBiQXqbrpV4Kh8NGlmhObpoJoC6KAOt8FuIHCdvH9iUp8L30xukGgECBAgQGBWAgqgs5K0HQIECBAgQIAAgYkFjs6STRF0qNdeUwCd+NvFgj0XuFHGd1JSnwlfSvZONAIECBAgMEsBBdBZatoWAQIECBAgQIDARALXy1JnJVXwODOp6/4NrSmADu2IG+9qArfMi6cm9VnwyeTqiUaAAAECBGYtoAA6a1HbI0CAAAECBAgQmEjgt7NUMwv09ydao18LKYD263gazeYF7pJV6kZo9TnwoWS3RCNAgAABAvMQUACdh6ptEiDQOwF3ge/dITUgAgRaIPDK9OGqSc3+PL8F/dEFAgQWJ3BkdvWOZNfkbclDkosSjQABAgQIECBAgAABAgQIECBAoCcCZoD25EAaxqYFfiNrVLGzZn6+OhnqjdAydI0AAQIEFiRgBuiCoO2GAAECBAgQIECAwLiAAui4hudDEXhsBnppUsXPFw9l0MZJgAABAksXUABd+iHQAQIECBAgQIAAgSEKKIAO8agPe8xPy/Cb6/4+fdgURk+AAAECCxZQAF0wuN0RIECAAAECBAgQKAEFUN8HQxJ4YQZbxc+a/fmYIQ3cWAkQIECgFQIKoK04DDpBgAABAgQIECAwNAEF0KEd8WGOt67v+Zqkip913c8HJBoBAgQIEFi0gALoosXtjwABAgQIECBAgEAEFEB9G/Rd4EoZYN3SEuJaAABAAElEQVThvYqf5yZHJBoBAgQIEFiGgALoMtTtkwABAgQIECBAYPACCqCD/xboNcBuGd2Hkyp+/ji5c6IRIECAAIFlCSiALkvefgkQ6JTADp3qrc4SIECAAAECBJYncPXs+ujkjslpyeHJlxKNAAECBAgQIECAAIEWCyiAtvjg6BoBAgQIECDQGoFrpycfSn4+OSk5LPlmohEgQIAAAQIECBAg0HIBBdCWHyDdI0CAAAECBJYucMP04JikHk9MaubnKYlGgAABAgQIECBAgEAHBOoOphoBAgQIECBAgMDqArfIyyckVfz8dHJQovgZBI0AAQIECBAgQIBAVwQUQLtypPSTAAECBAgQWLRAXevzuKROf/9YcrfkzEQjQIAAAQIECBAgQIAAAQIECBAYsIC7wA/44Pdo6L+csZyT1N3e35XslGgECBAgQKBtAu4C37Yjoj8ECBAgQIAAAQKDEFAAHcRh7vUgfy2juzCp4ufrk+0TjQABAgQItFFAAbSNR0WfCBAgQIAAAQIEei+gANr7Q9zrAT4io7skqeLnS5JtE40AAQIECLRVQAG0rUdGvwgQIECAAAECBHotoADa68Pb68E9NaOrwmflOYlGgAABAgTaLqAA2vYjpH8ECBAgQIAAAQK9FFAA7eVh7f2g/iQjrMJnff8+vvejNUACBAgQ6IuAAmhfjqRxECBAgAABAgQIdEpAAbRTh2vwnd0uAq9Iqvh5cfLgRCNAgAABAl0RUADtypHSTwIECBAgQIAAgV4JKID26nD2ejA7ZnRvTqr4eV5yr0QjQIAAAQJdElAA7dLR0lcCBAgQIECAAIHeCCiA9uZQ9nogu2R0RydV/PxpclCiESBAgACBrgkogHbtiOkvAQJLEdhhKXu1UwIECBAgQIDA8gR2z67flxyYnJEcmXwu0QgQIECAAAECBAgQ6KGAAmgPD6ohESBAgAABAmsK7JV3PpTcKvlecljytUQjQIAAAQIECBAgQKCnAgqgPT2whkWAAAECBAj8jMB+eeWYZP+kip5V/KwiqEaAAAECBAgQIECAQI8F6s6nGgECBAgQIECg7wI3ywBPSKr4Wae71zXTFD+DoBEgQIAAAQIECBDou4ACaN+PsPERIECAAAECtwvB8cl1k+OSuyZ17U+NAAECBAgQIECAAAECBAgQIECAwKYF3AV+02RWmKNAFTvPSupu7+9Ndk40AgQIECDQFwF3ge/LkTQOAgQIECBAgACBTgkogHbqcPW6s/fN6M5Pqvj5D4lrnwdBI0CAAIFeCSiA9upwGgwBAgQIECBAgEBXBBRAu3Kk+t3Ph2Z4FydV/HxZsm2iESBAgACBvgkogPbtiBoPAQIECBAgQIBAJwQUQDtxmHrdyd/J6Jrvw+f1eqQGR4AAAQJDF1AAHfp3gPETIECAAAECBAgsRaApPO2xlL3b6dAFnhWAmvVZ34dPHjqG8RMgQIBA7wUUQHt/iA2QAAECBAgQIECgjQIKoG08Kv3vU53i/tKkip+XJA9LNAIECBAg0HcBBdC+H2HjI0CAAAECBAgQaKWAAmgrD0uvO1U3N3pjUsXPC5JfSTQCBAgQIDAEAQXQIRxlYyRAgAABAgQIEGidgAJo6w5Jrzu0c0b3nqSKn2cnhyYaAQIECBAYioAC6FCOtHESIECAAAECBAi0SkABtFWHo9eduUpGd2xSxc8fJr+YaAQIECBAYEgCCqBDOtrGSoDA1AJ1yphGgAABAgQIEOiawDXT4Q8mt01OSQ5PTkw0AgQIECBAgAABAgQIXEFAAfQKHL4gQIAAAQIEOiBw3fTxmOSmyTeTw5KTEo0AAQIECBAgQIAAAQI/I7Ddz7ziBQIECBAgQIBAewVunK59Iqni5xeTA5OTEo0AAQIECBAgQIAAAQKrCiiArsriRQIECBAgQKCFArdOnz6e7JtUEfSQ5LREI0CAAAECBAgQIECAwJoCCqBr0niDAAECBAgQaJFA3eThX5K9krr2Z13z8yeJRoAAAQIECBAgQIAAAQIECBAgQGChAu4Cv1DuQezsHhnleUnd7f2fkh0TjQABAgQIENhmG3eB911AgAABAgQIECBAYAkCCqBLQO/xLn8zY7soqeLnKxNnrwRBI0CAAAECIwEFUN8KBAgQIECAAAECBJYgoAC6BPSe7vJxGdelSRU//7ynYzQsAgQIECCwFQEF0K3oWZcAAQIECBAgQIDAlAIKoFPCWe0KAs/IV1X4rDztCu/4ggABAgQIEGgEFEAbCY8ECBAgQIAAAQIEFiigALpA7B7uatuM6cVJFT5r9uejEo0AAQIECBBYXUABdHUXrxIgQIAAAQIECBCYq4AC6Fx5e73x7TO61yVV/LwwuX+iESBAgAABAmsLKICubeMdAgQIECBAgAABAnMTUACdG22vN7xTRvfOpIqf5ySHJRoBAgQIECCwvoAC6Po+3iVAgAABAgQIECAwFwEF0Lmw9nqjV87oPpJU8fNHyR0TjQABAgQIENhYQAF0YyNLECBAYJsdGBAgQIAAAQIElihwjez7A8ntkx8kRyRfTjQCBAgQIECAAAECBAjMREABdCaMNkKAAAECBAhMIbBP1vlwcvPkO8kvJ99ONAIECBAgQIAAAQIECMxMYLuZbcmGCBAgQIAAAQKTC/xcFj0hqeLnV5K7JIqfQdAIECBAgAABAgQIEJitgALobD1tjQABAgQIENhY4OezSBU/b5D8a3JwUqe/awQIECBAgAABAgQIEJi5gALozEltkAABAgQIEFhH4E5577hk76RufHS3pG58pBEgQIAAAQIECBAgQIAAAQIECBDohIC7wHfiMC2lk4dnr+cmdbf3tydXSjQCBAgQIEBgegF3gZ/ezpoECBAgQIAAAQIEphZQAJ2artcr/npGd2FSxc/XJtsnGgECBAgQILA1AQXQrflZmwABAgQIECBAgMBUAgqgU7H1eqVHZ3SXJlX8fFGvR2pwBAgQIEBgsQIKoIv1tjcCBAgQIECAAAEClwkogPpGGBf4vXxRhc/KH46/4TkBAgQIECCwZQEF0C0T2gABAgQIECBAgACBzQsogG7erK9r/FkGVoXPmv35f/o6SOMiQIAAAQJLFFAAXSK+XRMgQIAAAQIECAxXQAF0uMe+Gfl2efKqpIqfFyUPTDQCBAgQIEBg9gIKoLM3tUUCBAgQIECAAAECGwoogG5I1OsFdszo3pJU8fO85O6JRoAAAQIECMxHQAF0Pq62SoAAAQIECBAgQGBdAQXQdXl6/eauGd0Hkyp+/iQ5MNEIECBAgACB+QkogM7P1pYJEOiRwA49GouhECBAgAABAssTuFp2/f7kzsnpyRHJFxKNAAECBAgQIECAAAECSxVQAF0qv50TIECAAIFeCOydUXwo+YXku8lhyTcSjQABAgQIECBAgAABAksXUABd+iHQAQIECBAg0GmB66f3xyQ3Sv4jOTz5fqIRIECAAAECBAgQIECgFQJ1l1aNAAECBAgQIDCNwAFZ6RNJFT8/mxyUKH4GQSNAgAABAgQIECBAoD0CCqDtORZ6QoAAAQIEuiRw+3T2+GSf5Njk0OSHiUaAAAECBAgQIECAAAECBAgQIECg1wLuAt/rw3vZ4O6W/56d1N3e/znZOdEIECBAgACBxQu4C/zize2RAAECBAgQIECAwDYKoP3+JrhfhndBUsXPNyQ7JBoBAgQIECCwHAEF0OW42ysBAgQIECBAgMDABRRA+/sNcFSGdklSxc+/SrZNNAIECBAgQGB5Agqgy7O3ZwIECBAgQIAAgQELKID28+A/JcNqju0f93OIRkWAAAECBDonoADauUOmwwQIECBAgAABAn0QaIpke/RhMMZwmUAVPGvWZx3bJ172iv8QIECAAAECbRBQAG3DUdAHAgQIECBAgACBwQkogPbnkNcp7n+dVPHz4uS3Eo0AAQIECBBoj4ACaHuOhZ4QIECAAAECBAgMSEABtB8Hu25u9I9JFT/PT+6TaAQIECBAgEC7BBRA23U89IYAAQIECBAgQGAgAgqg3T/Qu2QI70uq+HlWckiiESBAgAABAu0TUABt3zHRIwIECBAgQIAAgQEIKIB2+yBfNd0/Lqni5xnJbRONAAECBAgQaKeAAmg7j4teESDQMoE6vU0jQIAAgcUJ1DUV90t+PrlZ8uPkq8mJyZmJRmCZAntm5x9Kbp18Pzksqe/PNrbd0qn9k6skP0i+mWiXC1wvD/smFybfSupzRiNAgAABAgQIECBAgAABAgQITCWwa9Z68iiHbrCFKip9PqmZdStTN5j5m2SvpOvNDNBuHsEqmH0tqe/Neqyv29hukU69I7kgGf939L18/YdJ/ZscYts+g35M8h/JuMsl+fpjySGJRoAAAQL9EzADtH/H1IgIECBAgAABAq0TuFZ61BQbXrlO756e96rI2Sy71mNdb/GIdbbThbcUQLtwlK7Yx5vky5OT+r78XNLWQnwV+C4a9XOtf0M1m/qGyZDa1TPYjyZrmTSv/3mWqVnoGgECBAj0R0ABtD/H0kgIECBAgAABAq0VmKQAWjNDm6JgFSLqdNT3Ji9MXjR6XtdabIoUP8rzn0u62pqx7tHVAQys37fJeE9P6vvv+GT3pI3tN9Kp5t/IRo91Ovw12jiIOfSpLmd0bLKRSfP+c7KsRoAAAQL9EVAA7c+xNBICBAgQIECAQGsFNiqAXjk9/27SFB/emOd1ncWVrW488+KkTletZb+c1DUOu9gUQLtz1A5OV3+a1Pfc+5O6+3sbW81wrD8MNP+OJnmsS0oMoT0xg5zEo1nm0ix/8yHAGCMBAgQGIqAAOpADbZgECBAgQIAAgWUKbFQAvUc61xQePjxBR581tvz9Jli+jYsogLbxqPxsn+6dl85P6vvzTcmOSVvb76Vjzb+jSR/rVPmrtXVAM+zX+B9YJrV57Qz3b1MECBAgsFwBBdDl+ts7AQIdEXAX+I4cKN0kQKCzArca6/nvjD1f6+nz8sYDkpqhdbvkXcki2pWyk5qtqg1D4CEZ5uuT+v+AVyRPSKpw3dZ25BQdq4Lu3ZK6YVJf2wEZ2L5TDG4azyl2YxUCBAgQIECAAAEC7RBQAG3HcdALAgT6K3Cz0dDq5kZfnWCYVYSq6zA2BdAJVtnyIjVL7hvJNbe8JRvogkAVO1+a1M1wXpA8M2l7u/6UHZx2vSl3t/DVph3fPulp/dGjZslqBAgQIECAAAECBHovoADa+0NsgAQILFngB6P9n7GJfpw8Wna/TayzlUWrCFL73G4rGxlbt67X6E7TYyAtevqH6ctzkzpV+qnJS5IutLo27jStrnfZ5zatS/2hpc0zfvt8zIyNAAECBAgQIEBgCQIKoEtAt0sCBAYlcOJotHVX972Sutv2Rq2ZNfqtjRac0fvnZTu3ndG2ajMKKzPEnNGmqiD9/5InJVUUfHRSp8B3pX0zHb3JFJ2tmc19buUyTavrhk5bPJ1mf9YhQIAAAQIECBAgQIAAAQIEOiwwfhOk92Qc11sxlrq7+5lJzbh74Ir3VvuyZn2em9TyL15tgQ68VgXQ6v8eHejrELq4fQb5d0kdkwuSX0261h6TDlf/N5NzsvyuXRvoFP39yiZdyvAvp9iPVQgQIECgnQK/lG7VZ3tdQkkjQIAAAQIECBAgMBeB8QJoU5w5LXs6OqlTjX8leVlS752a7J+s1WqW6L8lzXYOXmvBlr+uANqeA7RTuvLupL6nzk5+Oeli2zmd/l7S/NuY5LH+/Q2h/WYGOYlHs8z5WX7lH2qG4GSMBAgQ6KuAAmhfj6xxESBAgAABAgRaJFCntTeFhUkev71K3++e1/4hqQJVs423rbJcV15SAG3HkbpKuvGxpL6nahbyHZIut4PT+bpebfNvZL3HT2W5KpoOpb0pA13PY/y9Rw4FxTgJECAwEAEF0IEcaMMkQIAAAQIECCxboG76c0jylOQNyReTtQo1NYttZXtXXhgvUHwtX3d5hpYC6MojvPiv6/IDn07q++qU5OZJH9oRGcSPk/F/LyufH5P369/kkFrd0f21yUqL8a8vzPt17VeNAAECBPoloADar+NpNAQIECBAgACBTgnUqce3SR6RvDT5ePLTZLXrM70qrzeFirfkec3c63JTAF3u0btOdn9iUt9TdZOcGyR9atfMYP48+U7S/Lu5OM//Janr7NYNn4ba7pqB17WI68ZmjU3deO1vkxsmGgECBAj0T0ABtH/H1IgIECBAgAABAp0WqMJMzcxb2eqmNHWTl74UqhRAVx7hxX19o+zqpKSKX19K9k763K6cwV072aHPg5xibNtlnbo+8dWmWNcqBAgQINAtAQXQbh0vvSVAgAABAgQIEOiJgALocg7kLbPbutFWFT8/mQztNPAMWSNAgAABAoMTUAAd3CE3YAIEphGoGQIaAQIECBAg0G2Bu6T7xyY16+/DyWFJXStTI0CAAAECBAgQIECAAAECBAgQIEBgxgJmgM4YdIPNHZn3z01q5udbk7ohjkaAAAECBAgMQ8AM0GEcZ6MkQIAAAQIECBBomYAC6OIOyG9kVxclVfysG904syMIGgECBAgQGJCAAuiADrahEiBAgAABAgQItEdAAXQxx+Kx2c2lSRU/X7iYXdoLAQIECBAg0DIBBdCWHRDdIUCAAAECBAgQGIaAAuj8j/PTs4sqfFbquUaAAAECBAgMU0ABdJjH3agJECBAgAABAgSWLKAAOt8DULM9q/BZsz8fM99d2ToBAgQIECDQcgEF0JYfIN0jQIAAAQIECBDop4AC6HyO6/bZ7GuSKn7WdT8fkGgECBAgQIDAsAUUQId9/I2eAAECBAgQIEBgSQIKoLOHrzu7vy2p4mfd8f2IRCNAgAABAgQIKID6HiBAgAABAgQIECCwBAEF0Nmi75bNfTip4uePkzsnGgECBAgQIECgBBRAfR8QIEBgAoEdJljGIgQIECBAgMByBK6e3R6d3DE5LTk8+VKiESBAgAABAgQIECBAgMCEAgqgE0JZjAABAgQILFjg2tlfzfy8RXJScljyzUQjQIAAAQIECBAgQIAAgU0IbLeJZS1KgAABAgQILEbghtnNCUkVP09MDkwUP4OgESBAgAABAgQIECBAYLMCCqCbFbM8AQIECBCYr0AVPav4WUXQTycHJackGgECBAgQIECAAAECBAhMIaAAOgWaVQgQIECAwJwE6lqfxyV1+vvHkrslZyYaAQIECBAgQIAAAQIECBAgQIAAAQItEXAX+OkORF3j85yk7vb+rmSnRCNAgAABAgQIrCfgLvDr6XiPAAECBAgQIECAwJwEFEA3D/trWeXCpIqfr0+2TzQCBAgQIECAwEYCCqAbCXmfAAECBAgQIECAwBwEFEA3h/rILH5JUsXPlyTbJhoBAgQIECBAYBIBBdBJlCxDgAABAgQIECBAYMYCCqCTg/5eFq3CZ+VZk69mSQIECBAgQIDAZQIKoL4RCBAgQIAAAQIECCxBQAF0MvTnZbEqfJbX4ydbxVIECBAgQIAAgSsIKIBegcMXBAgQIECAAAECBBYjoAC6vvN2efsVSRU/L04elGgECBAgQIAAgWkEFECnUbMOAQIECBAgQIAAgS0KKICuDbhj3npzUsXP85J7JhoBAgQIECBAYFoBBdBp5axHgAABAgQIECBAYAsCCqCr4+2Sl49Oqvj50+SgRCNAgAABAgQIbEVAAXQretYlQGAwAjsMZqQGSoAAAQIEliewe3b9vuTA5IzkyORziUaAAAECBAgQIECAAAECcxZQAJ0zsM0TIECAwOAF9orAh5JbJScnhydfSzQCBAgQIECAAAECBAgQWICAAugCkO2CAAECBAYrsF9Gfkyyf1JFz8OS7yUaAQIECBAgQIAAAQIECCxIoO5EqxEgQIAAAQKzF7hZNnlCUsXPOt29rtGl+BkEjQABAgQIECBAgAABAosUUABdpLZ9ESBAgMBQBG6XgR6fXDc5LrlrUtf+1AgQIECAAAECBAgQIECAAAECBAgQ6LjA0O8CX8XOs5K62/t7k50TjQABAgQIECAwDwF3gZ+Hqm0SIECAAAECBAgQ2EBgyAXQ+8bm/KSKn/+QuNZ2EDQCBAgQIEBgbgIKoHOjtWECBAgQIECAAAECawsMtQD60JBcnFTx82XJtolGgAABAgQIEJingALoPHVtmwABAgQIECBAgMAaAkMsgD4pFs24n7uGi5cJECBAgAABArMWUACdtajtESBAgAABAgQIEJhAoCkE7jHBsn1Y5NkZRM36rHE/uQ8DMgYCBAgQIECgMwIKoJ05VDpKgAABAgQIECDQJ4GhFEDrFPeXJlX8vCR5WKIRIECAAAECBBYpoAC6SG37IkCAAAECBAgQIDASGEIBtG5u9Makip8XJL+SaAQIECBAgACBRQsogC5a3P4IECBAgAABAgQIRKDvBdCdM8b3JFX8PDs5NNEIECBAgAABAssQUABdhrp9EiBAgAABAgQIDF6gzwXQq+ToHptU8fOHyS8mGgECBAgQIEBgWQIKoMuSt18CBDolUKfwaQQIECBAgMDGAtfMIh9MbpuckhyenJhoBAgQIECAAAECBAgQINBiAQXQFh8cXSNAgACB1ghcNz05Jrlp8s3ksOSkRCNAgAABAgQIECBAgACBlgts1/L+6R4BAgQIEFi2wI3TgU8kVfz8YnJgclKiESBAgAABAgQIECBAgEAHBBRAO3CQdJEAAQIEliZw6+z548m+SRVBD0lOSzQCBAgQIECAAAECBAgQ6IiAAmhHDpRuEiBAgMDCBeqmAv+S7JXUtT/rmp8/STQCBAgQIECAAAECBAgQIECAAAECBAYs0Ie7wN8zx++8pO72/k/JjolGgAABAgQIEGibgLvAt+2I6A8BAgQIECBAgMAgBLpeAP3NHKWLkip+vjJp09kSR6Y/b0zq7vOnJl9KXpHcIdEIECBAgACB4QkogA7vmBsxAQIECBAgQIBACwS6XAB9XPwuTar4+WctsGy6sGee1F3oq19r5e/z3i6JRoAAAQIECAxHQAF0OMfaSAkQIECAAAECBFok0NUC6DNj2BQXn9Yiz2ukL18f61vTx9Uej8tyV2pR33WFAAECBAgQmK+AAuh8fW2dAAECBAgQIECAwKoCXSuAbptRvDipgmLN/nxU0qb29nRmtWLnWq+1aeZqmxz1hQABAgQI9FFAAbSPR9WYCBAgQIAAAQIEWi/QpQLo9tF8XVLFxAuT+ydtardOZ9YqdK71+vlZp06Z1wgQIECAAIH+CyiA9v8YGyEBAjMQaNONHWYwHJsgQIAAAQITC+yUJd+WPDw5N7lXUrMt29SmKcjunAHUWDQCBAgQIECAAAECBAgQiMAOFAgQIECAwAAFrpwxvzu5W/Lj5B7Jp5K2tVtM2aFp15tyd1YjQIAAAQIECBAgQIBAewUUQNt7bPSMAAECBOYjUDcV+kBy++QHyRHJl5M2tirUTtOmXW+afVmHAAECBAgQIECAAAECrRZQAG314dE5AgQIEJixwD7Z3oeTmyffTg4bPeahle0/p+zVtOtNuTurESBAgAABAgQIECBAoL0CrgHa3mOjZwQIECAwW4Gfy+ZOSKr4+ZXkwKSKoG1uH5uyc9OuN+XurEaAAAECBAgQIECAAAECBAgQIEBgOAL/laHWHcr3aNGQfyF9qdPdq191rc86Db4L7Srp5OnJWnd8X+31L2V5f+DswtHVRwIECBAgsHUBd4HfuqEtECBAgAABAgQIENi0QNsKoHfKCH6UVLHwmGS3pEvtwensaoXO1V67KMvWzFaNAAECBAgQGIaAAugwjrNREiBAgAABAgQItEygTQXQusHRuUkVC9+eXCnpYvv9dLpxXa3wWa9dmDyoi4PTZwIECBAgQGBqAQXQqemsSIAAAQIECBAgQGB6gaZQt+xT4H89Q6iiYBUHX5tsn3S51Q2bvpCsVgA9Nq/fJtEIECBAgACBYQkogA7reBstAQIECBAgQIBASwTaUAB9dCwuTapY+KKWuMyqG7fIhh6WPCWp0+NvkGgECBAgQIDAMAUUQId53I2aAAECBAgQIEBgyQLLLoD+34y/mSX5zCVb2D0BAgQIECBAYJ4CCqDz1LVtAgQIECBAgAABAmsILLMA+mfpUxU/a/bn/1mjf14mQIAAAQIECPRFQAG0L0fSOAgQIECAAAECBDolsIwC6HYRelVSxc+6E/oDE40AAQIECBAg0HcBBdC+H2HjI0CAAAECBAgQaKXAogugO0bhLUkVP89L7p5oBAgQIECAAIEhCCiADuEoGyMBAlsW2GHLW7ABAgQIECCwPIFds+t3JkckP03ulZyQaN0VuHq6fmiyX1Kzeb+eHJdcmGgECBAgQIAAAQIECBAgQIAAAQIEli6wqBmgV8tIP5HUzM/TklslWncFrpmu/21ycVLHdDw/ydfPTGq2r0aAAAECBAj8r4AZoP9r4RkBAgQIECBAgACBhQksogC6d0bzxaSKZCcl+ydadwVukq6flIwXPVd7fmyWuXKiESBAgAABApcLKID6TiBAgAABAgQIECCwBIF5F0CvnzF9I6kC2YnJdROtuwJXTdeb47la0XPla+/q7lD1nAABAgQIzFxAAXTmpDZIgAABAgQIECBAYGOBeRZAD8juT0mqKPaZpE6b1rot8Kfp/soi50Zf37PbQ9Z7AgQIECAwMwEF0JlR2hABAgQIECBAgACByQXmVQC9fbrww6SKY/+SXCXRui2wfbp/RrJRwXPl++/t9rD1ngABAgQIzExAAXRmlDZEgAABAgQIECBAYHKBeRRA75bdn51UIeyfk50TrfsCt8wQVhY3J/n6nO4P3QgIECBAgMBMBBRAZ8JoIwQI9F1gu74P0PgIECBAoPMC98sI3p/UzW/+Pvm15IJE677Ataccwm5Zr64dqhEgQIAAAQIECBAgQGBDAQXQDYksQIAAAQJLFDgq+35bslPy0uSo5JJE64fAtDM5a5bxef0gMAoCBAgQIECAAAECBAgQIECAAIGuCczqFPinZODNtp7dNQT9nUhgjyxVBe1JTnsfX+bfJ9q6hQgQIECAQP8FnALf/2NshAQIECBAgAABAi0UaIqWVdyatj03K1bBq7b1xGk3Yr1OCHwovRwvbk7y/NmdGJlOEiBAgACB+QsogM7f2B4IECBAgAABAgQI/IzAVgqg22ZrL0+qCHZx8luJ1m+BO2R4lyaTFD5rmdOT3RONAAECBAgQ2GYbBVDfBQQIECBAgAABAgSWIDBtAXSH9PUfkypynZ/cJ9GGIfDUDHOSAmjd/OrgYZAYJQECBAgQmEhAAXQiJgsRIECAAAECBAgQmK3ANAXQXdKF9yVVBDsrOSTRhiXwiAy3jv1ahdCT8t6dEo0AAQIECBD4XwEF0P+18IwAAQIECBAgQIDAwgQ2WwC9anp2XFKFrzOS2ybaMAX2zLCfmdT3w3eSrydVGH90slOiESBAgAABAlcUUAC9ooevCBAgQIAAAQIECCxEYDMF0Cp4fS6p4uf3kpsmGgECBAgQIECAwGQCCqCTOVmKAIGBC9T11jQCBAgQILAMgX2z02OSGyc10++w5OREI0CAAAECBAgQIECAAAECMxPYbmZbsiECBAgQIDC5wE2y6AlJFT8/n9TsBcXPIGgECBAgQIAAAQIECBAgMFsBBdDZetoaAQIECGwscJss8vHkeqPHu+bx9EQjQIAAAQIECBAgQIAAAQIECBAgQIBA6wXWuwbowen9T5O65uf7k7r7u0aAAAECBAgQIDCdgGuATudmLQIEBibgGqADO+CGS4DAwgWqwFczHXcbZfs8npVUEbByZjKUdu8M9K3Jzsmbk4clFycaAQIECBAgQIAAAQIECBAgQIAAAQIdErh9+vr65FvJpUnNdlwrder3e5NnJHsnfWirzQB9SAZWxc5y+JvEJViCoBEgQIAAAQIEtihgBugWAa1OgAABAgQIECCwOYH7Z/HPJGsVOzd6/YKs+8pk96TLbWUB9AkZTPPa87o8MH0nQIAAAQIECLRMQAG0ZQdEdwgQaKeAU+DbeVz0igCB7gk8Kl1+9Ypun5evv5t8Pzk7qQJnzQitU8Dr1PhrJfuOHvOwzU7JY5M7J3dPTkm63p6VAfxxUsXfpyYvSTQCBAgQIECAAAECBAgQIECAAAECBDokUDM/m1Pdz83zFya3S+p6n5O062ShRyQnJs0s0X+dZMWWLtPM9qzZrDWeS5KHt7SvukWAAAECBAgQ6LKAGaBdPnr6ToAAAQIECBDokEDN8qxCX83yvMMW+l0zQz+SNEXQKqx2sTUF0BpHzXr91S4OQp8JECBAgAABAh0QUADtwEHSRQIEli/gFPjlHwM9IECg2wLXTffrNPZqj0y2MnOzioX3Tf4jud7o+dvzOO9Wp96/K7nBjHdUBdBtkzfNeLs2t7pAzTgu75pxqy1OoNzrpl7lXt/z2mIEyrzsuS/Gu9kL90ZisY/12V6/t/l+X477mdltpa2tLqukESBAgMAGAgqgGwB5mwABAhsI1PU6q12UvO+yZ1v7T51C/6HkUcmNt7apide+cpY8KNlt4jUmW7B+YbvSZItaaoYCVRTSFi/ge33x5rVH7tyXI7Ccvfp+X477ntltpe3tpLZ3UP8IECCwTAEF0GXq2zcBAn0QuO5oED/KY930aBbtB6ONLOov+jWrYb9kVv9z/7lsq/p+v+TCRFuMwGuzm2sndT3ZUxezS3uJwIuSA5K6yVfN3tYWI/DM7ObA5HnJJxezS3uJwOOSeyUvT96faIsR+M3s5reSNyX/sJhd2ksEjkielLwteVbS5lZnIHyrzR3UNwIECBAgQIAAgW4L1Cnr9T+dlesns2jHZyO1vTfMYmNL2Ma5o/7vuoR9D3mX9YtPfd/ccMgISxj7J0buzWzwJXRhkLt8x8jdNYYXe/ir8FmfM1UI1RYn8EfZVbn/yeJ2aU8RqLNxyv3VNAgQIECg+wLbdX8IRkCAAIGlCnwhe6+b/lR7abLVmfUPzzZqVlO1z17+4L8ECBAgQIAAAQIECBAgQIDAtAIKoNPKWY8AAQKXC3w3D81MzXvn+buTOh12s61OGX9a8ppk2+T05J2JRoAAAQIECBAgQIAAAQIECGxBYKszlbawa6sSIECgNwJ/kJHUrM39k3uOcmIej0vqtOQqkp6dnJ9ckuycVMHzWkndQf62yS8luyfVapnfSE6pLzQCBAgQIECAAAECBAgQIEBgegEF0OntrEmAAIFGoG5aVNf/e1dShdBqNQt0mpmgP856T0iOTTQCBAgQIECAAAECBAgQIEBgiwJOgd8ioNUJECAwEvhhHmsW592Tf0lqFudm2jey8POTmyR1l1eNAAECBAgQIECAAAECBAgQmIGAGaAzQLQJAgQIjAl8MM8rdYp7ndpe2TOp09uvmlwpqbukn5PUdT7rVPmvJN9MNAIECBAgQIAAAQIECBAgQGDGAgqgMwa1OQIECIwE6nqfJ4wChQABAgQIECBAgAABAgQIEFiSgFPglwRvtwQIECBAgAABAgQIECBAgAABAgQIzF9AAXT+xvZAgAABAgQIECBAgAABAgQIECBAgMCSBBRAlwRvtwQIECBAgAABAgQIECBAgAABAgQIzF9AAXT+xvZAgAABAgQIECBAgAABAgQIECBAgMCSBBRAlwRvtwQIECBAgAABAgQIECBAgAABAgQIzF9AAXT+xvZAgAABAgQIECBAgAABAgQIECBAgMCSBBRAlwRvtwQIECBAgAABAgQIECBAgAABAgQIzF9AAXT+xvZAgAABAgQIECBAgAABAgQIECBAgMCSBBRAlwRvtwQIECBAgAABAgQIECBAgAABAgQIzF9gh/nvwh4IECBAYGACZ2W89Qe2iwY27mUPt9z/Kzln2R0Z2P7LvVrzePlX/jtvgca7eZz3/mz/coGfjiC4L/Y7gvtivZu9Nd/njX/zukcCBAgQIECAAAECBAhsc0AMbsNh4QI3zB7vvPC92uE+ITgUw8IF9sgej1z4Xu3wyiG4V7I9ioUK7JS93TvZeaF7tbP6Pr9nclUUBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECQxD4uQzyNcnnk7OSE0dfPzyPuyXafATumc3+Y/Lp5MfJacnxyauSWyXa4gQel12dOsqNFrfbQe1pp4z2sUl91nwhOSf59+Qdyd0SbT4CO2ezz0g+kHwnOTv5XFKfPYcm2mwEyve/kydsYnPbZ9lHJh9JvpvUz4EPJc9KbpdoGwtM475HNvv85IPJt5LzkvosemfylORKiUaAAAECBAgQIECAQM8Efi/juSipX9xWyyfz+tUTbXYCN8ymjklW825euyTv/1WiAB2EObcDsv3zk8b+pnPe3xA3f70Mugr9jfFqj1UIrWKdNjuBg7OpKvCs5t289g95f/fZ7XKQW6o/oDSekxZAr5N1vjy2XrN+83hx3ntIoq0tMI3772RzVWhunFd7/GrePyTRCBAgQIAAAQIECBDoiUDN8Gz+578KQH+X1Ayt5yU1Q6t570t5fq1E27pAFXjKs7GtWZ8vSR6V1C9mb0jqF9/m/fpam59AzfT5fNJ416MC6Gy975DNnTFm/O08f3FyVFJF/nOTxv9v81ybjUAVnccLPVWAflpSRbU/S36SNO5vyXNtOoEHZbVLk8ZykgLoVbP8F8fWqc+gP0nq52/NzK0ZibW9/0oen2g/KzCN+4OzmeY41ePRSc2Ofljy3KRmgTbv1zE4INEIECBAgAABAgQIEOi4wJ7pf/NLVv0ifPCK8eyYr9+cNL8MvHzF+76cTuCvx0zr9LtrrLKZW+a1U8eWu/8qy3hpNgJ/MebcfK8rgM7GtrayU/L1pLGtAtzKVt6nJM0yTsteKTTd1x8YM63P7zrderztky+qGN24P3D8Tc83FNglS9TnR83WbwzrcZIC6IvG1qni88pTrg/Ma02Buv4gVsdKu1xgWvcbZPW6xE8do4uSX0lWtvr/npcmzfGswnS9phEgQIAAAQIECBAg0GGB56fvzf/k16yT1dp2ebFmDdVydd24qyTa9AI7ZNVzkvL8UbLerNr7jJarZauQoc1e4JBsspm51fxiXN4KoLOz/t1sqkwrVfxfq9WsxGa5KkBoWxOownMVecr05GRlgS0vXdbunv827v80es3DxgIHZZGvJ43d+ONGBdBrZL36eVrrfDdZ69jca7RMLfecRNtmm62410zP5jjV//+s1eoPBc3/99TyNYNdI0CAAAECBAgQIECgwwI/SN/rf+6r8LPWL2A1vJoV1PzS4FS8Epm+3TGrNpav32AzVXxuiqWnbbCstzcvcLWsUoWhOh41E7eKP82xuUmea7MRaE7zrdlsdeORtVpd67ZmI34hec1aC3l9YoHbZsnm+7lmGK7VajZdM4PxG2st5PX/Edg2z2o27X8lje9/5HkV7ZuvNyqA1h8cm2WrKLde+2rerGX/MxnyTMRZuNfnfOO+X56v156eN5tlf3u9Bb1HgAABAosTqF+ONAIECBAgsFmB62eFvUcrHZfHmim0Vvto3qhfBKrV9bO06QXqum/HJP+e/NsGm6lfsE8fLbNnHmtGlzY7gVdkU3WNxJqJ+4ik+R7PU21GAjfOdn5htK335vHMdbZ7bt67YXKrpK6Hq81OoD531mr1u0QVl6qt94ewy5fw3/J6XNKYvTbPq9hchf6mbfRZcqdmwTx+eOz5ak8/Mnrx2nm862oLDOS1WbifGqtPJV9LTt7Arf5A3LTrNk88EiBAgMByBepUOo0AAQIECGxW4I5jK9SMq/Va3bykfhnYJ7nFegt6b0OB+mV3o194m43snifXH31Rv7BdOHruYesCVch/4GgzNbunZldpsxeowlDTPtY88bgQgfrMqGs875rU5/01kx8mK9s980IVl6pt9LPg8qX8twTqc/xPkk/UF5tszc/f+iPXlzZYd7ywWj9/J/35scFmO/v2VtyP2sSo6zrcTdvoGDXLeSRAgACBOQs0/8My593YPAECBAj0TGD/sfF8Z+z5Wk+b2RJ1DdB91lrI6zMVeEy21swyquuRabMR2C+bqVNYq/1j8tbLnvnPPAR+fmyjTXFt77xWBehXJTUL+u3JM5IbJdrsBOryGc33+dXy/I3J1VdsvgrULxu9VsW4F65435c/K1BOVcA8Ipmm+FlbbL7XT8nzi+uFdVrzs7cWuek6y/X9rVm4T2pU/59Tn1FN8/O3kfBIgAABAgQIECBAoIMC9YtunaZXqRlAG7X3ZIFmebNAN9La+vvXziZ+MjKvm/TcZeubtIUI1B+Oj0vqe7kKC1UYatqb86T5Hr9J86LHLQmMX1d132zpwKT5vm6sm8cq2Dn1fUvcP7NynSlWhc/G+PQ8r6J/ff6/L2mu/Xlhnh+VaNMLPDKrNs6PX2czu40t95l1lmveus3Y8vXHAu2KApO6X3Gt9b/6i7zdHMsPrr+odwkQIEBgkQL1PzYaAQIECBDYrECdXt2085sn6zyOL7PrOst5a+sCdWw+kDTH6K/yfNqZRlvvTb+28LQM56Ckfrk9KqlinDY/gZpJ1bQ75cnrk7rpzhnJ55JqNQuxTs+uwtCrk/2SP0q0rQtUgfO3kir6vyrZM3lQMt6qKHq35CvjL3o+N4Hmc712MP5zda0dji/jZ+9aSrN7/ahsqn5OVDsrefRlz/yHAAECBAgQIECAAIHOCozPdrvzBKP4+yzTzIg4ZILlLTKdQBWHjk0a66/leb2mbV2gZlJdlJTt/1tlc+P/JswAXQVoipeOzzrN93Kd6lv+f5BsnzStnj87aWYj1nLjp843y3ncvECd8l6z9+v04eY4/DjP63Ol8a7Xz0wel2jTCzwyqzbGj19nM/XZ0iz34XWWa9664djyxzYvevwfgUnd/2eFdZ7cO+/V509zfB6xzrLeIkCAAIElCGy3hH3aJQECBAh0X6D+J79pk5xNML7MBc2KHmcqULPgPpocPNrqyXk8MhmfATR6y8MmBaqIXKf+7picmDwj0eYvMH5X8foM+f3k+Uld1qFp9fyPkxeMXqjl/nL03MP0AjXT8Pikijp1LeETkiosV1G0inA14/ZhyY+SayR1vVD/LoIw5+Zn75yBp9z8UVnvHUnz/zrPzfPXJRoBAgQIECBAgAABAh0X+Jv0v5nlcPgEY3nn2PI3m2B5i2xO4EZZ/BtJc0y+nec32NwmLL2OwF/nvbKtGYi3XmO5N4+WqeWqQKRtXeAj2UTzPf3VPK/Znmu1Or23To2v5euPLOstm7e1DQSqqNzY10zDtSZN/FzeO3u0bM0K3T/RNi/wyKzSeK83A3SvseU+OcFufmFs+bdMsPzQFpnUfT2XZ48Z1zF8znoLe48AAQIEliew1v/MLK9H9kyAAAECXRCoa1s17arNk3Uex5cZX3edVbw1ocAds1z9IlxF0Gr/ltwp+U59oW1Z4O7ZQlOQeHGel2vd/Ghlxmcr1vd7834zIygvaZsUqMJa0z6RJ+MzP5vXm8fz8uQLoy92ymMV5rTpBZrv+Tr9/dFJPa7WvpUXnzV6Y/s8Pmm1hbw2M4HxfxPjP1fX2sH4Mn72rqU03ev12f665Dmj1evz6f+MfT162QMBAgQItEVAAbQtR0I/CBAg0C2B+qW3addrnqzz2CxTM4TOXGc5b21O4H5Z/GNJ3Zyk2tHJwclp9YU2E4H7jG2lTsGuayCull8dW+7TY8vcZex1Tzcn8P2xxScp6H9zbPkbjT33dHMC9Xmyx2iVMv3uBqt/cOz9nx977unsBeqSJv852mzzc3W9vYwvc+p6C3pvUwJVWK6ftw8frXVuHn8ledXoaw8ECBAg0EIBBdAWHhRdIkCAQAcEThzr40aFhh2z7H6j5b+cxzo9Vdu6wGOzibcnu4w29Yo8VrGufhHTCPRBoD4vmnbT5sk6j3V9yqZVkVqbTqApftbaTbFtvS19e+zNa40993Q+As3P3yrCNX/8WmtP45ck+MxaC3l9UwJ1ve3jk8NGa/0gj/WHx/eNvvZAgAABAi0V2KGl/dItAgQIEGi3wBfTvQuTOtX0oA26evvRcrXYv26wrLcnEzgqi1XBc9vkv5PfS16SaLMX+EA2+cMJNlszQA8YLffKsXU2mj03waYHu8j450Vd1mGjNl7smWTG6EbbG+r7Neuz+Xy/bZ7Xqe2XroMxfrmBr66znLdmI1D/Ln55tKn6+fuOdTb7S2Pvjf97GnvZ000I1KVN6pq4txyt85U83iP53uhrDwQIECBAgAABAgQI9FDg3RlTFd8qa90YpoZdp4Q1y92zXtC2JHCLrF13Ai7TKko8NNGWL/DmdKH5Pr/J8rvTmx7UbLfG9Q7rjOpWea/+PdSyCj3rQE341r+NLMtzo8s4/N+xZZ894fYtdkWBR44ZNtdfveIS//tVfa83/ybq5/Babd+8UTduq2XN/lxdaTPutYXxz/m61Mk1Vt+sVwkQIECAAAECBAgQ6JPAvTKY5pew+kXgaqsMrmZGNL+A1emsNWNR25pAnXrXuD9ra5uy9gwFxn8xVgCdHWzdVKT5fq9rGO63yqZ3zmsfH1vu0ass46XNCVQRrnGv2W03WGP1A/L6eaNlz8/jJJcqWGNTg355s4W4z47M/yuPD1lFbpe8VjMVm2N4/1WW8dI222zG/W5jnnVpiL0BEiBAgAABAgQIECAwHIE6Pbj5BevzeX5oUsWI6yS/kzTFz5qZZfZnELbYarZn412m70/qumOTZPy6fllFm7GAAuiMQUebqz+aHJc03/d1ivVjk/qM2Sn5paQ+e5r3P57nrnEfhC22cj8maVy/k+ePSZrLDNTswqck5yTNMk/Kc206gc0U4moPd0yq+Fn29bPgD5IqUu+YHJiM/5v5//K1fxNBWKVN6n6lrFufPc33+tfyfJKfu7XMExONAAECBAgQIECAAIGOC9TpXx9Kml8K6rEpeo6/9uSOj7Mt3a9fZMddN/P8um0ZRE/78eaxY3OTno5xWcPaNTv+u2Tl9/vKz5q6NrHv8yDMqO2T7ZyQrHS/YMVrVYB7aVJFU206gUkLceNbf0C+GC9A13Fa+W/iG3ntmuMreX4FgUndj8haK/8dTPr1a66wR18QIECAwNIE/DVwafR2TIAAgV4I/CijuHvyp0k9r1YzUJpWp73XzM+/bF7wuCWBOt1UIzA0gTrF+qjkUUkVdKrwUK35rPlJnr84uXPy/USbjUCd5lszbB+b1OUHmrbT6EkdhzoVu9xrxn9zXPJUW4DAW7OPmglax6CK0NWafxNVCK2fu/X+DxNtawI339rq1iZAgACBNgj4S20bjoI+ECBAoD8CdQpe3RCprgX39eQ7SZ2mpxEgQGBWArtnQ7dJ9kq+m3wpqSKpNl+B8q4/wuydVCH6q8m5ibZ8gZolfaukLk3w7aRO0f5pohEgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDohcD2vRiFQRD4/9u7F2C7qvqOCgVhcAAAF29JREFU4zFiCIQYMWBIAiQiEHlGbSNKhDDq0ABFRXwEUEfT6TAF61SwQ0XQ6hSfPGa0VVq1UEFFUVF0BAEJOsCgKIoWbSD2BqGSGALFACGB0v5+J+tfV/bsvc/7ce/9/mf+d6+z19prr/O5OzP4d51zEUAAAQQQQAABBPojsJ+mXaycp5yqfFz5tJIYvMChuuUS5RblI23cfl+NPVzp/+3zYBvXMRQBBBBAAAEEEEAAAQQQQAABBBCYkAJ/o3e1LuX5Lb7D72bX+Nq9WrhueXbNl1oY3+6Q29P8q9u9sI3xd6R73NXGNXVDF9Z1Drhvf93vF8r/LeRfDXgdrd7O64rn9sTCRXV9haEj+3KuVvawcpPS7bJYWHZS516gdNH0AeWuSgIBBBBAAAEEEEAAAQQQQAABBBCY1AJL9e6j6PXLFiRcUHkqu8bX/mUL130iu+ZvWxjf7pCxNL+LRv2K+zSx3++GLm8wQ9d/VPm7Lufp1eUzNdGvlPEc5McjenWTHs9zZrbeUwpz1/UVho7sy6vS+zunZIWtPD8XpOsvKbmeUwgggAACCCCAAAIIIIAAAggggMCkEniW3q13mbno5Y86P0dZF29UZxTIPN7tb9RdkPp+nMZ6vD/a2+sY04SeezwUQH+a1joqH08+N63Hfi7KXqR8vXKlchflKEZdkbOubxTfS3FN8W/sfnXsVOzU61aeH/87fkjp3+nRSgIBBBBAAAEEEEAAAQQQQAABBBCY1ALf0bt3ocR5bBOJz6dxG3Vcldr+fkIXUqvCRbTYNeqP5T6jamAX54/RtScqX9PFHM0u7dUO0DHdyNbd7iRttt5W+69I6/Ga/rzVi4Y8rq7IWdc35GU3vf0sjViv9O/inRWjW31+orDt8dMr5uI0AggggAACCExAAX+RO4EAAggggAACCCCwvcAN2Ut/JL4ulqfOH+p4XWo/W0f/0ZWq8Jz+gyyO65Uu7vQ6rtGEX1de3euJJ8F8M7P36O8BJYYncKpu/Tyld29+tstlfFLXb1YuVL5NSSCAAAIIIIDAJBGgADpJftG8TQQQQAABBBBoSyAvgL6i5spD1ee/Du5YpYwCqF9HYdTtYhyZncivyU7THKJA/t/Ijw1xHZP91t5F/a6E8E0d/YeMugnvzL42TXCGjv3Yed3N+rgWAQQQQAABBPoksEOf5mVaBBBAAAEEEEBgPAv8uxa/TrmHconShZgnlcXIi5zfU+fdSn+Me3elP4L+XmVZLEsnvfPTO0Cr4kXqeIPSx8VKF4B+nvJzOnqNVXGeOmYrH1e62FMWO+rkW5UrlP5L2dOU/m7SW5UXKzcpL1TurLxd6Y/714V3Tp6mfKnSbn9Qei6nd6N6vjxibq/T4a8G8H0dtnR/J+H1eh2HKQ9QzlH+WvkLpQvVXksx9taJs9PJg7LOC9R+Ir3+jI53Zn11zfPV6fdzs/Jy5TuU3nV4oPIupd/nlUo/AxGdrDuu7cXRz/lKpX93fuYWKFcr/cz5/xT4prIqjlLHitT5dzr6o+s+Hqd8TOlCvy1/q2w1TtLA+WnwV0su6uT5sfkJykXK45VXKwkEEEAAAQQQQAABBBBAAAEEEEBgUgq4aOXilNOFtLK4USfdvzbr/GI65/Nzs/PR3EkNFzLd78JSWXgHootxW5UeV5a/1/nXKqtiTB2+7uGKAfvr/H+mMWXzuwi8j9LXu//LymLk3wF6sDpdLCuby+dcCJyhzCPmLrtmVT6wjfabNNZFtrI545yLXnsU5vyTJtf42jrvwnSNQriv8ce2z1DGveO4VufyHYidrlvTNOJM/Yy5T0nn4lDXF2NcKL5DGXOUHa9Q/65xQeF4enbtoWqvzV7HXCt1rp2I9WzURS7OFqOT52emJnlC6TX53y+BAAIIIIAAApNAYIdJ8B55iwgggAACCCCAQCcC3vEWhSR/DP5HhUm8u29pOve9rM/tk9Nr7xC9JOtz82XKaelcfl061Th8Wz+PTSc26+jio4ul05XeXfk65e5K78hzce0iZTuxQINdkPQcDhdCXRS8R+nilec/SPlj5c7KZjFLA+zjsf6Y8feVLqC6yHqi0sUrW/l9Ha18SumwjQvCdo7C1KVqO+7edmjrp3f0fSW74ja1f6B0QXSx8jjlfKXHeX0vUbrPsUF5caO1bdxeqf1vOvp34Fjb+Nnej0Ua7l22EU+rMVV5mdJFOEc36942Q3c/l+nya5T+XTh+ovSzuVbpwrafY7+PNyv9/NrSv+eqOF8dfsYc/6P0990+rrxS2WrM1cAXp8Hf0vHJkgs7eX42aR6/t9coj1D6ufM5AgEEEEAAAQQQQAABBBBAAAEEEJh0Ai6AuUDl/EbJu3cBJfpfn/XvkZ3Pi3Ex5ANZ/6viZHZckfW76Llf1hfNI9VYr/T9H1XOUxZjTCfc/3CxQ6/9ftzn/LrSxdw85uiFC4cxxscr8gGpHTtAY9y/6LyLXXkcqhdeY4zx2osxphPudxGy05itC9cpPc9W5buVxdhVJ1zojbVcVRyQXrsYGGM8byfh9xJz+HiBcqHS871FuUDp6NW6z9RccT8XlPOo6/OGCBeD49r3qO0CbR7T9eISZYy5MO9M7dOzfo9bozxOuaPSRXvvcG0n/B7ifu9scuFYGtvq8/P+bG6vkUAAAQQQQAABBBBAAAEEEEAAAQQmrcBqvXMXYVxsLMandcJ93pk2q9B5Z+p7SMdiQfDG1OfvRXRxKA/voPSORM/rHXPeQVkV3knpcc7LSgaNpb5iAXRxOu/rfK/iGnSqES4W/rcy7tGsAPodjS2+18ZE+vGRbJ6z42R2jLW2WsDKLv3/5uVqxVq9A7EqvBvVxbkYW1YA63UB1PNVRa/WXVfkrOtzcTEsPl+1yHT+1jTWBeYXFsaenvo8l3d9Li30t/vSa4l1vbbJxWNpbKvPz9uzuV2YJhBAAAEEEEBgggsU/9/dCf52eXsIIIAAAggggEBbAjek0c/TsbgTc3nqu03HR1I7Dv6IrcNFxJc2Wtt+TNPBHyF2/FC5pdH644/j1fTOU4eLmnc3WuU/rtPpu1LXSTp67lbihGzQeWoX1xDdLpzWFRJjXBz/QQ0XvsrCRhG7RaPHx2PSfJt0dMG1KlywPjfr9E7Dfsenam4w7HW7cBlxTjQqjrHz00XkkyvG+PRPlbfU9LfS5UJ9xH3R6NExny+/T4+mZxoEEEAAAQQQGDUBCqCj9hthPQgggAACCCAwSgJRAPWa8h1t++v189NCo9iZXjYO+blXZB1L1N4pvXYBsxieN6KVApK/o9PhnZexnsaJmh+vzPr8Mfe6yN9/3Tj3uehVFfdnHbOydq+a/i7T56bJXGzd2GRi71aNeGE0+nhcUzH3sNft52aftDbvonygYp1xOp43v94vTpYcq95vydDKU7aJ+G00enTM58vv06PpmQYBBBBAAAEERk1gh1FbEOtBAAEEEEAAAQRGSGCV1uJdjS4UuZB5qdIRu/bczoudfu24WemPsPsj7bHjU80p+fdfll2XF5W8+/LDvqgmnp31+drV2euq5vys496sXdZcW3ay5NyjOuedlVXxVNYxNWv3qnlANtHarF3V9C5RF0lnK110fobSH7fuR/j5cXGxLIa97gVa1LS0sHk65oXqsvXm5/JnNT/v9j3FEx28jsLkZl37YAfX112S7wCN+9SNpw8BBBBAAAEExrkABdBx/gtk+QgggAACCCDQVwF/B6Z3Nvpj7PkO0OXpri7MlO183KLzNymPVeYF0GV67fgv5a8are1/7Ju9bLcw84Ls2rqmi34OFy1dXKqL9ep0YdAFwrp4oq5zAH0uYkbkxa04V3Z0sc8WM9Kx10W2uKcNq4rDw153/rz5u2Dnx6JbONY9b7btJnbSxU7H77YdevrTz2sUwOPfQ09vwGQIIIAAAgggMFoCO4zWclgNAggggAACCCAwcgI3aEUugC5S+js9vbMzCpnXq/20siz8EXcXQL2zbm+li0IvVzrKPv7u84/5R4q/19FFmlbjlhYHuqDkj6HvktKF0KpwEbZZ8bPq2kGe9x+binhONJoc88LXH5qM7aa76vnwnMNed/68+ePtl7XxRquKup6i7j23cgsXKD3/s5QuzPYjYt5N/ZicORFAAAEEEEBgtAQogI7W74PVIIAAAggggMDoCbgAerbShcA/VbowE7vTyj7Gru5G5H3eBfofyvjIelUB9G6NeXXj6ilTXJCq++vhaVjbh3t0xQHpqr10/HXNDC7cjofwe4pYGI2aowtr81K//4DV1pqx/ewa9rr9vOXxj/mLIba963i9ck/lbn1Yh4uf/j8AHA9sO/ATAQQQQAABBCayQD++g2kie/HeEEAAAQQQQGDyCdyqtxwfFV+i9pEZwXVZu9h0wTP+2IoLoEvTAO+Oc1G1LPKC1EvKBhTOvVivD1POUba6U3N1NkesKTu1XfPw7V6N7os1WpqLZo6Dlc0sPCb+O9jXDiuGve4NeuP+mgfHIUoXhutiZ3X+mXKRMv5PgLrx3fRFYXK6JvHXFPQy8qJq3KeX8zMXAggggAACCIyYQPyH34gti+UggAACCCCAAAIjI7BFK7k5rSYvgN6pc82KJ7ELNC+A3qHrHkzzFQ/+C+YRp6kxM16UHF2Aukbpa9YpY1enmrXxr+r1H+ZxvFdZ9YkgF57O8qABRKznmR3ea7Ou8+/D4e/VPLHRqv5xdtZ1VdYedHMU1h3PnJ+nv24CcKr6r1W6uH+psp+R/9ua2+RG7T4/+Xz9+I7RJsulGwEEEEAAAQQGLUABdNDi3A8BBBBAAAEExqNA7Ng8TIt3MdMRxc1tr8p/xhjv5oydo3W7Rn+kcVemqebpeKGyqij4cfXNSWO9vrI/qpS6tzu4eHV5OrOPjp9VutiZhz8e/AWl1zCIiO+idMG3uJZW739mNvAjas/PXufN4/UiCqRb1P5y3jmE9rDXfZbecxQQP6j2QRUGi3T+fVnfJ7N2P5q3ZJP6311dtPv85PN5hzeBAAIIIIAAAggggAACCCCAAAIITHoBFzD9Ees8X9mCiv8gz1OF65Y1uW4v9bugE/fy7tOjlP7+UBdDD1F+SRn9HrtEWYwxnfCYh4sder1QuU4Zc7h4+lHlO5SfUMZHs59UO8aUFQrvS/0bdKyLxeqMeS4pGeiicPS7mPtu5cqScc1OuXgc83hNb1XuqQy3j6ntryCIMe9Suyyu0ckYM7tsQAvnfH/PYaNm0Yt1u5Aaaz6lcMO6Pg91MTOu3az2e5T7Kf1VAn6G/Vx4p2SM8XqLcbpORP9fFDs7eO0dzTHfZ5pc3+7z42fZc/tZGFSRv8lboBsBBBBAAAEEEEAAAQQQQAABBBAYrsBU3d4fW4+CzKNqT2txSd5hFtdtUrvZ9yx6WhdX71XGdVGsyQuSPrdVuVxZFmM66TFlBVCPd2HwJ0qPKcuf6fyKrO9zahejVwXQvHgWa/l98WYtvHax8mvKmCOORTfveHx/zXyDLoD2Yt11Rc66PjPMUP6zMrzi6B2y0Y7j9Tq3o7IY+e+wFwVQz79G6fv+0i9qIr93rLPu+Ynn9vaaOelCAAEEEEAAgQkk4P+YJxBAAAEEEEAAAQTqBbxT7MZsyCq1XXxsJeJj8B57k9LFuGbhex2sdFEqCpjejRff1+kC3heUBymvVXYS9+uiI5RnKK9Qutj0kNLrPUd5uNJjIh6JRh+O/6Q5z1Ouz+beXW0XBtuJjRr8BuXJyt8oXQxz5G7f1utlyg+5Y0Ri2Ov2LuJTlUcrXWz08+XIi/z2XKk8RunC6CDCvyuHn/M9G63yH+08Pwdmc11dPh1nEUAAAQQQQAABBBBAAAEEEEAAAQQGLTBPN3Rx6gSlP04+UzmIOE43iR11dTsme7kWF7r88ecZPZjUTi9Xvkm5VOmi6niIYa97upBepHyj8ijl3sqpykHHIt3QxVg/g+e2ePNmz88Fab4ndPS/KwIBBBBAAAEEEEAAAQQQQAABBBBAYIIJLNH7cTHpzco5Td7bB9QfBVAXEQkEBi3g3cl+BseU3gXdTXhH6wal5/OuUQIBBBBAAAEEEEAAAQQQQAABBBBAYAIKuAAaRc34iHHZ29xXJx9PY70Lb3bZIM4h0GeBQzT/00o/s6/u8l7+egTPs1W5oMu5uBwBBBBAAAEEEEAAAQQQQAABBBBAYEQF/NHyzcoogvovfM8qrHWuXt+cjfEfFiIQGJbAV3VjP683dLEA7x69Pc1zcRfzcCkCCCCAAAIIIIAAAggggAACCCCAwDgQeJvWGAVQH/2HmVzwvEx5k9J/5Cb6x9TeTUkgMCyBPXTjjUo/k8s7XMSKdL3/Anyx4N/hlFyGAAIIIIAAAggggAACCCCAAAIIIDDKAqdpceuUUegsHv2x4yuVuyoJBIYtcJIW4Gf0TmW7f5DJ3/35m3R9pwVUXU4ggAACCCCAwHgV6PaLxMfr+2bdCCCAAAIIIIAAAlOmTBeC/9L3gcoFyl2UDyjXKP2x43uVBAKjInCRFnKw0n/E67Y2FuXvDj0rXeNrCQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDoWuD/AOPnOCJpLJKtAAAAAElFTkSuQmCC)
par(pty="m")
## Predicting with models
## Which model is best?
## ss 3.1.2: Fitting models -- the model formula
## Fit line - by default, this fits intercept & slope.
## requires data frame roller (DAAG)
roller.lm <- lm(depression ~ weight, data=roller)
## Compare with the code used to plot the data
par(pty="s")
plot(depression ~ weight, data=roller)
## Add the fitted line to the plot
abline(roller.lm)
![plot of chunk unnamed-chunk-1 plot of chunk 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CBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQILEdg0+WsZB0CBAgQILARgV/Pa7+6kde9RIAAAQIECBAgMDuBH2dT704+PbtN2hIBAgT6JaAA2q/5NBoCBAi0QeDydGLHNnREHwgQIECAAAECAxE4JeM8ZCBjNUwCBAhMLbDF1GtYgQABAgQIbFxgy9HLL8rtjza+qFcJECBAgAABAoMSODKjfXCyPnlrclayknbnrPzcpPn8tZJtWZcAAQIECBAgQIAAgQkFrsly/5VsO+HyFiNAgAABAgQI9F2gvn35lqQ+I12XPCKZRavTDtU2T5vFxmyDAAECBAgQIECAAIHJBBRAJ3OyFAECBAgQIDAMgc0zzLcnVaisz0kHJbNqCqCzkrQdAgQIECBAgAABAlMIKIBOgWVRAgQIECBAoNcC9dX09yRV/Lwyqa+/z7IpgM5S07YIECBAgAABAgQITCigADohlMUIECBAgACBXgtsndH9R1LFzx8m+yWzbgqgsxa1PQIEeingIki9nFaDIkCgRQK3SF92S7Ybpb4CVX/9v2KUS3OrESBAgAABAgQI9EugPgOekNSV2X+QHJp8IdEIECBAgAABAgQI9EJg/4ziLcnXkvVJ/dV/sXw/r9WH4z9Kbpf0oTkCtA+zaAwECBAgQIDAcgVumRXrokT1+e97yT2T1WqOAF0tWdslQIAAAQIECBDYoMCRefazyWLFzqWevz7rvjHZMelyUwDt8uzpOwECBAgQILASgfoc96mkPvd9K7lLsppNAXQ1dW2bAIHeCPgKfG+m0kAIEJizwDOz/zct6MO1eXxB8u3kqqQKnHVE6DZJfS1ql+ROo9vcbFLniXp28qDkkcl3Eo0AAQIECBAgQKAbArdJN09K7pd8M6mrvdetRoAAAQIECBAgQKDzAnXkZ/NV9zr68dXJvkmd73OStmsWOjo5J2mOEv30JCu2dBlHgLZ0YnSLAAECBAgQWDWB22bLX0rqs9x5SX2+W4vmCNC1ULYPAgQIECBAgACBnxzlWR926yjPX1mBRx0ZWkcNNEXQKqx2sSmAdnHW9JkAAQIECBBYrsAdsuK5SX2GOzupb/msVVMAXStp+yFAgAABAgQIDFjgjhl7U7B8wgwc6mrxF462+Q8z2N48NqEAOg91+yRAgAABAgTmIVCnM/paUp8Hz0x2StayKYCupbZ9ESDQWYHNOttzHSdAgEA7BOp8ndV+lPz7T+6t7D9VPDxxtIm7rmxT1iZAgAABAgQIEFhFgTtn22ckv5TUhTAPTH6QaAQIECDQMgEXQWrZhOgOAQKdE6gjQKtdltRFj2bRLhptpC6UpBEgQIAAAQLtFKivOe+Z1Cls6r37q8mPE20YAnfPME9Jbp98PKkLWNbpkDQCBAgQIECAAAECvRM4IiNqvgK/x4xGd9pom2+b0fbWejO+Ar/W4vZHgAABAmslUN+g+63kP5Pm/b+5/V6ee22yc6L1W+DeGd73k5r7KoJum8yr+Qr8vOTtlwABAgQIECAwIIHdM9b1SX0Afn+y0iPrfzvbqKNHanvPS7rYFEC7OGv6TIAAAQJLCdwuC3wiqffoypXJJ5NTk28mzfOX5/6jE62fAvtkWPXNn5rvDyZ1BPA8mwLoPPXtmwABAgQIECAwIIG/y1ibX3rqPKD3XMbY6+vuxyRNMfXi3N91GdtpwyoKoG2YBX0gQIAAgVkK3CYbOz+p9/sLkt9ItkrG233zoD4H1DL1fv7YROuXwAMznCuSmuP3JVsm824KoPOeAfsnQIAAAQIECAxEoM79dF7SFEHr9uzkuOT5yZHJYclDk7po0sFJHRlydHJsckJSR4s069+Y+wcmXW0KoF2dOf0mQIAAgcUE6lse9T5dF7rZabGFRs+/NLe1bJ0PsjlX+OglNx0WOCB9vzqpuX1XstJv/WQTM2kKoDNhtBECBAgQIECAAIFJBOqXodOT+lC8ktRXqp6cdLkpgHZ59vSdAAECBBYK1B8w6739h0n90XOS9i9ZqNZ50yQLW6b1Ag9LD+tilzWndY72zZK2NAXQtsyEfhAgQIAAAQIEBiTwiIz1lKSO4pymEFpHkL4s2TnpelMA7foM6j8BAgQIjAu8OQ/qPf0l408ucf/Oef3HSR0FuvUSy3q53QKPSfduSOpn4Phk06RNTQG0TbOhLwQItFagLYfttxZIxwgQIDClwIeyfKXO6bnPKFXU3DHZIanzhVWBsL5CVVcPPSc5K6nzis2z1Qn8q38aAQIECBAg8IsCB40e1lGdk7avZcEzk/sl+yYfT7TuCTw+XX5nUr83/2Py7EQjQIAAAQIECBAgQKCDArdKny9NpjlidZJlt+2ghS4TIECAAIGFAs3RfwsverRwuYWP6zyR9X75hIUveNwJgaeklzclNYd/2eIeOwK0xZOjawQItEfAEaDtmQs9IUCAwLwE6he7ryZ7zqgDdcRrfT2sjoKt82VpBAgQIECgywJVBKviZ/3u9KMpBtL8rlXra90SeEa6W+dvrc8zxyZ/nmgECBAgQIAAAQIECEwpUOcD++WkzitVX4/bMulLq3Oe1dES6/oyIOMgQIAAgUEL1Olq6n3tV6ZUqPN713p1ShytOwK/ka7WvFVe2IFuOwK0A5OkiwQIECBAgACBPgrcNoO6R1JHDSxsm+eJ5yd1/s/mw3Xd1lGYJyV7JV1vCqBdn0H9J0CAAIFxgdfmQb1X/834k0vc33+0Tr3ft+mK4Ut0e/Avv2A0bzXfz+uIhgJoRyZKNwkQIECAAAECfRE4IgP5QtIUNi/K/Tcn40XN/zv2erPc+O1Vef03ky43BdAuz56+EyBAgMBCgXvlifoae/2x8j4LX9zA4/pWxyeSen//iw287ql2Crw43ao5q88xz2pnFzfYKwXQDbJ4kgABAgQIECBAYDUEHpeN1i9H48XM5v65eb4uNPT4Ba9/I49PSM5Irhx7rT5414fZrjYF0K7OnH4TIECAwGIC/ycv1Pv6t5I6hc1ibZu88O6klr0w2SHR2i/w8nSx5mx98rT2d/cXeqgA+gscHhAgQIAAAQIECKyWwEOz4euS+uBcxb86V9iJyfeSeq7yoeTk0f16vo4WHW/1C9Mrk6aI+uXcn/Zqs+Pbm+d9BdB56ts3AQIECKyGQL0nn5rUe/q1ySuSuyZN2zF3qnBWf/SsZa5I6hzfWvsFXpsu1pzdmDyh/d29WQ8VQG9G4gkCBAgQIECAAIHVEDg/G60PznWer0MW7ODZebw+qdcrdf8ByWLthXmhWfaZiy3U8ucVQFs+QbpHgAABAssSqAsY1pXBm/e5er++JvnBgufOzuM6F7jWfoE3pIs1j3V6g8e2v7sb7KEC6AZZPEmAAAECBAgQIDBLgSpmNgXLoxbZ8KvGlnnnIss0T9eFEs4aLX9c82THbptfDNd1rN+6S4AAAQIEJhHYNwu9Nbk4aT4DXJ/7JyW/ndQFD7V2C9TnrbckNX/1LZ7Dkq42BdCuzpx+EyBAgAABAgQ6JPCM9LU+PNcRIItd5fUOea0pCtbVRZdqr88Ctc2PLbVgS19vxqoA2tIJ0i0CBAgQmJnAttlSvd9tOrMt2tBqC1SB+h1J8/ntoNXe4SpvXwF0lYFtngCBfggs9st6P0ZnFAQIEFh9gZ1Gu/hubqvwt6FWr100euGqDS2w4LkLR493XfC8hwQIECBAgEC7BOp8oJcmVUzT2i+wZbr4z8mTkvpM9rDk1EQjQIAAgZ4LKID2fIINjwCBVRf45mgPu+e2PlQv1j6VF+qXpLsvtsDY83cb3f/a2HPuEiBAgAABAgQILF9g66z6vuTXksuTOm/7JxKNAAECBAgQIECAAIElBO6T1+uoj8rvL7FsvbzdEsvU1+WvTGp7dVXSLjZfge/irOkzAQIECBDor8AtMrQ6R2t9vrokqc9vfWm+At+XmTQOAgQIECBAgECLBepI+s8l9YG6zgN6dLLctmdW/HRS26o8JOliUwDt4qzpMwECBAgQ6KfALTOs05L6bFWnJLpH0qemANqn2TQWAgQIECBAgECLBQ5I35qiZd1+JXnZFP19eJZ9U9Ic+Vnb+Icp1m/bogqgbZsR/SFAgAABAsMU2DHDrtMQ1WerbyV7JX1rCqB9m1HjIUCAAAECBAi0WOAZ6dv1SVMI/fgUfT17bL1a//PJLlOs37ZFFUDbNiP6Q4AAAQIEhiewLkNuvqXzjdzfo6cECqA9nVjDIkCAAAECBAi0VeBX0rETkxuTN0zRyROybFM4/dvc32aKddu4qAJoG2dFnwgQIECAwHAEbpuhnpXU56vzkl2TvjYF0L7OrHERIECAAAECBFouUEcc3GWKPj4pyz49uf0U67R5UQXQNs+OvhEgQIAAgX4L1AUlz02q+Fnfsunyt2rS/SWbAuiSRBYgQIAAAQIECBAgMHsBBdDZm9oiAQIECBAgsLTA7lnk60kVP+uUQvVH6b43BdC+z7DxESAwE4G6erFGgAABAgQIECBAgAABAgS6LHDndP70ZM/ks8lByaWJRoAAAQIENlEA9UNAgAABAgQIECBAgAABAl0WuHs6X8XP3ZK6EOUhyeWJRoAAAQIEfiKgAOoHgQABAgQIECBAgAABAgS6KrB3On5aUudSPyV5eHJVohEgQIAAgZ8JKID+jMIdAgQIECBAgAABAgQIEOiQwD7p60eTnZMPJY9Ork00AgQIECBAgAABAgQIrKqAiyCtKq+NEyBAgAABAhF4YHJFUhc8el+yZTLE5iJIQ5x1YyZAgAABAgQIEJi7gALo3KdABwgQIECAQK8FDsjork6q+PmuZItkqE0BdKgzb9wECBAgQIAAAQJzFVAAnSu/nRMgQIAAgV4L1Dk+r0uq+Pm2ZOindVMAzQ+BRoAAAQIECBAgQGCtBRRA11rc/ggQIECAwDAEDs8wb0iq+Hl8smky9KYAOvSfAOMnQIAAAQIECBCYi4AC6FzY7ZQAAQIECPRa4MiM7sakip9/3+uRTjc4BdDpvCxNgAABAgQIECBAYCYCCqAzYbQRAgQIECBAYCTwlNzelFTx8xWj59z8VEAB1E8CAQIECBAgQIAAgTkIKIDOAd0uCRAgQIBATwWekXE1ny3+rKdjXMmwFEBXomddAgQIECBAgAABAssUaH5JWbfM9a1GgAABAgQIECiBJyd11GflmES7uYAC6M1NPEOAAAECBAgQIEBg1QUUQFed2A4IECBAgEDvBV6QETbFz+f1frTLH6AC6PLtrEmAAAECBAgQIEBg2QIKoMumsyIBAgQIECAQgfqqexU/6zPFsxJtcQEF0MVtvEKAAAECBAgQIEBg1QQUQFeN1oYJECBAgEDvBV6eEVbxc33ytN6PduUDVABduaEtECBAgAABAgQIEJhaQAF0ajIrECBAgAABAhF4bVLFzxuToxJtaQEF0KWNLEGAAAECBAgQIEBg5gIKoDMntUECBAgQINBrgU0zujckVfy8IXlsok0moAA6mZOlCBAgQIAAAQIECMxUQAF0ppw2RoAAAQIEei2wWUb3lqSKn9clhyXa5AIKoJNbWZIAAQIECBAgQIDAzAQUQGdGaUMECBAgQKDXAptndO9Iqvh5dXJQok0noAA6nZelCRAgQIAAAQIECMxEQAF0Jow2QoAAAQIEei2wZUb3nqSKn1cmD0q06QUUQKc3swYBAgQIECBAgACBFQsogK6Y0AYIECBAgECvBbbO6P4jqeLnZcm+ibY8AQXQ5blZiwCBgQlsMbDxGi4BAgQIECBAgAABAgQIzE9g2+z6/ckhyQ+SQ5MvJBoBAgQIEFg1AQXQVaO1YQIECBAgQIAAAQIECBAYE7hl7n8gqaMWv5ccnHw50QgQIECAwKoKKICuKq+NEyBAgAABAgQIECBAgEAEdkw+nOyffDupCx6dn2gECBAgQGDVBTZb9T3YAQECBAgQIECAAAECBAgMWWBdBn9qUsXPbyR1BKjiZxA0AgQIEFgbAUeAro2zvRAgQIAAAQIECBAgQGCIArtk0Ccn90q+mtSRn99JNAIECBAgsGYCjgBdM2o7IkCAAAECBAgQIECAwKAEds1oT0uq+HlOUkd+Kn4GQSNAgACBtRVQAF1bb3sjQIAAAQIECBAgQIDAEAR2zyBPT+6anJk8NLk40QgQIECAwJoLKICuObkdEiBAgAABAgQIECBAoNcCe2V0VfzcM/lMUl97vzTRCBAgQIDAXAQUQOfCbqcECBAgQIAAAQIECBDopcA9Mqr62vtuyRnJocnliUaAAAECBOYmoAA6N3o7JkCAAAECBAgQIECAQK8E9s5oPpbcPjklOSy5KtEIECBAgMBcBRRA58pv5wQIECBAgAABAgQIEOiFwD4ZxUeTnZMPJo9Ork00AgQIECBAgAABAgQI9E7gxxnRfyXrejcyAyJAgAABAgQ2JPDAPHlFUu//7022TLS1EfjV7Kbc67QDGgECBAgQIECAAAECaySgALpG0HZDgAABAgRaIHBg+nB1UkW4dyZbJNraCSiArp21PREgQIAAAQIECBD4mYAC6M8o3CFAgAABAr0WeHhGd11Sxc+3Jk6xFoQ1bgqgawxudwQIECBAgAABAgRKQAHUzwEBAgQIEOi/wOEZ4g1JFT+PTzZNtLUXUABde3N7JECAAAECBAgQIKAA6meAAAECBAj0XODIjO/GpDnys+fDbfXwFEBbPT06R4AAAQIECBAg0FcBR4D2dWaNiwABAgQIbLLJU4NwU1LFz1cAmbuAAujcp0AHCBAgQIAAAQIEhiigADrEWTdmAgQIEBiCwDMzyOZ9/s+GMOAOjFEBtAOTpIsECBAgQIAAAQL9E2h+MVrXv6EZEQECBAgQGKxAHflZR31WjhmsQvsGrgDavjnRIwIECBAgQIAAgQEIKIAOYJINkQABAgQGJVAFz6b4+bxBjbz9g1UAbf8c6SEBAgQIECBAgEAPBRRAeziphkSAAAECgxWor7pX8bPe3+sr8Fq7BBRA2zUfekOAAAECBAgQIDAQAQXQgUy0YRIgQIBA7wXqIkdV/Fyf1FfgtfYJKIC2b070iAABAgQIECBAYAACCqADmGRDJECAAIHeC7w2I6zi543JUb0fbXcHqADa3bnTcwIECBAgQIAAgQ4LKIB2ePJ0nQABAgQGL7BpBN6YVPHzhuSxidZeAQXQ9s6NnhEgQIAAAQIECPRYQAG0x5NraAQIECDQa4HNMrq3JlX8vC45LNHaLaAA2u750TsCBAgQIECAAIGeCiiA9nRiDYsAAQIEei2weUb3jqSKn1cnByZa+wUUQNs/R3pIgAABAgQIECDQQwEF0B5OqiERIECAQK8Ftszo3ptU8fOK5EGJ1g0BBdBuzJNeEiBAgAABAgQI9ExAAbRnE2o4BAgQINBrga0zug8kVfy8LNk30bojoADanbnSUwIE5iiwxRz3bdcECBAgQIAAAQIECBAgMD+BbbPr9yeHJD8Y3X4xtxoBAgQIEOiVgAJor6bTYAgQIECAAAECBAgQIDCRwPZZqo78fEjyveTg5MuJRoAAAQIEeiegANq7KTUgAgQIECBAgAABAgQIbFTgVnn1xGT/5NvJQcn5iUaAAAECBHopoADay2k1KAIECBAgQIAAAQIECGxQYF2ePSm5b/KNpIqfFyQaAQIECBDorcBmvR2ZgREgQIAAAQIECBAgQIDAuMAuefCxpIqf5yV1AR3FzyBoBAgQINBvAQXQfs+v0REgQIAAAQIECBAgQKAEdk1OS+6VnJ08NPlOohEgQIAAgd4LKID2fooNkAABAgQIECBAgACBgQvsnvGfntw1OTM5ILk40QgQIECAwCAEFEAHMc0GSYAAAQIECBAgQIDAQAX2yrir+Lln8pnkoOTSRCNAgAABAoMRUAAdzFQbKAECBAgQIECAAAECAxO4R8Zbxc/dkjOSQ5PLE40AAQIECAxKQAF0UNNtsAQIECBAgAABAgQIDERg74yzLnh0u+SU5LDkqkQjQIAAAQKDE1AAHdyUGzABAgQIECBAgAABAj0X2Dfj+2iyc/LB5FHJtYlGgAABAgQIECBAgAABAjMQ+HG28V/JuhlsyyYIECBAgACB6QQelMWvSOq9+L3JlonWX4FfzdBqrk/r7xCNjAABAgQIECBAgED7BBRA2zcnekSAAAECwxA4MMO8OqmC2DuTzROt3wIKoP2eX6MjQGBGAlvMaDs2Q4AAAQKTCWyaxXZP7p3UhQl+mHwlOSdxRdYgaAQIECBAgMCyBOocn+9Ltknelhyd1B8lNQIECBAgQIAAAQIECKxIYNus/d9HOXiJLd0vr38+qaMyFubGPHdcctuk680RoF2fQf0nQIAAga4JHJ4O35DU54s3JvUHV20YAo4AHcY8GyUBAgQIECBAYK4Cu2TvTTGzfuFYrL0oL1SRs1l2sdsrs0wdwdHlpgDa5dnTdwIECBDomsBR6XDzGeMtXeu8/q5YQAF0xYQ2QIDAEAR8BX4Is2yMBAjMW6CODH1F0hyNcXnun5HUV9/rubslD0h2SrZP3pHsl3wt0QgQIECAAAECiwk8NS/U1903S+qzxh8nGgECBAgQIECAAAECBGYqsNQRoLfM3i5ImiM+/yH3d95AD3bIc69Jbkpq2S8l2yVdbI4A7eKs6TMBAgQIdE3gmelw85774q51Xn9nJuAI0JlR2hABAgQIECBAgMBiAksVQB+VFZvi54cX28jY8382tvyvjT3fpbvNL2PrutRpfSVAgAABAh0SeFr62ny+OKZD/dbV2QsogM7e1BYJEOihQH1VQiNAgACB1RO479imf3/s/mJ3X5YXzh69uO9iC3meAAECBAgQGKxAFTz/fjT65+X21YOVMHACBAgQIDChgALohFAWI0CAwDIF7jFary5uVOf8XKrV0ZOnjRZSAF1Ky+sECBAgQGBYAvVNkVcldfTns5L/k2gECBAgQIDAEgIugrQEkJcJECCwQoGLRutfMsV2Lhwtu/sU61iUAAECBAgQ6LdAXeTofybrk99K/jHR2i9QF7ysP2rvldTFLr+XfGZ0mxuNAAECBAgQIECAQPsFljoH6G9lCM05um474XDqaq61zn9MuHzbFnMO0LbNiP4QIECAQNcF/ioDqM8GNyZHdX0wA+n/NhnnC5P6Y3jzWbC5rc9KpyYPTlbanAN0pYLWJ0CAAAECBAgQWFJgvAD6/iy924I16urulyb1gfdJC17b0MPd8+Q1SS1fV4XvYlMA7eKs6TMBAgQItFGgjh58Y1KfC25IDk+09gvU57kvJDVvlfOTtyfHJx9Ims969dr/Smqel9sUQJcrZz0CBAgQIECAAIGJBcYLoM2H3Iuzdn24rQ+0j0v+JqnX6itPd0kWa3fOC/+ZNNs5YLEFW/68AmjLJ0j3CBAgQKATAnW9hrcm9bnguuSwRGu/wLp08etJzduXk0OShW27PPGSpI7oreVeniy3KYAuV856BAgQIECAAAECEwvU19rrg+ukqQ/EC9sj80Sdx+uqpNnOPy9cqEOPFUA7NFm6SoAAAQKtFKhrNbwzqc8FVycHJlo3BP413ax5+1RS3wTaWKui9o+SWv6gjS24kdcUQDeC4yUCBAgQIECAAIHZCdw6mzow+R9Jnb+zvvLUfJhtCprN7bfy2sL23jzRvF635yYLv0q/cJ02P1YAbfPs6BsBAgQItF1gy3Sw+WxwRe4/qO0d1r+fCdTFjuqzXP1R+w4/e3bjd/4oL9c6VTBdTlMAXY6adQgQIECAAAECBGYisHW2cv/k6OR1yelJ/RJzWrKw1fmgmgLou3J/+4ULdOyxAmjHJkx3CRAgQKA1AtukJ3UanfpccFlSBTWtOwKvSVdr7l49RZdrzn84Wm/PKdZrFlUAbSTcEiBAYCMC9dUKjQABAgRmL3BDNvm5UZqt1wnub9M8GLs9Mffr3J8fSb4x9vxa3t0jO9t1LXdoXwQIECBAgMAvCGybRyckByeXJIcmX0y07gg0V3WveZy0XZ8F6zPgUUmtP6/Pgtm1RoAAgf4KKID2d26NjACB9gnUEQGXbqBb79nAc2v51M7Z2bnJVjPeaRV8NQIECBAgQGBpgfr2Rx35+ZDkoqQunFMX0NG6JXC7UXcvmLLbzfLN+lOubnECBAgQWEpAAXQpIa8TIECg/wKXZ4h10aU9ZjTUOldZFT+r4KsRIECAAAECGxe4VV6ub4Psn9S5wusI0PMTrXsC1466XEfzTtOa5Zv1p1nXsgQIECBAgAABAgTmJlBHU1YRcNpWFz644yhLXTl02m2v1fLOAbpW0vZDgAABAl0XWJcBfD6pPxp+Pdk90borUF99r7l82pRD+PRovboq/LTNOUCnFbM8AQIECBAgQIDAigR2ytqvT85M6irwdWTlScmfJrdIJmn7ZKH64Fx5ySQrtHAZBdAWToouESBAgEDrBHZJj85K6j2/TkXjXNxB6Hj73fS/5vOjU4xj7yxbn52uTuqCSNM2BdBpxSxPgAABAgQIECCwbIGHZc06Z1d96N1QzsvzzYnxc3fRpgC6KI0XCBAgQIBAbwSq2FlFz/rMUEXQKoZq3Reob+/UBaxqXn9zguHUN4Y+Plq+riC/nKYAuhw16xAgQIAAAQIECEwtsFvWqL/ajxc+v5nHVy54bn0e19GgG2sKoBvT8RoBAgQIEOi+wB4ZQn3dvT43fC5Zl2j9EajCZ81tXd39qRsZVl346oSklq2LIN06WU5TAF2OmnUIECBAgAABAgSmFviXrFEfXiv/mNRV1avVOUD3S05Omtfr9qXJYk0BdDEZzxMgQIAAge4L7JUh1IWO6vNAnfexLoCk9U/gFRlS89mvLnD168kdkx2TX05elDTfHKojRu+TLLcpgC5XznoECBAgQIAAAQITC9w+SzYfcOtK6ou15+aFOgK0WfaFiyyoALoIjKcJECBAgEDHBe6R/jdFr9Nzv44A1Por8IwM7bKk+ey3odsz8vqeKyRQAF0hoNUJECBAgAABAgSWFjg4izQfaJf6AHtUlr1htHyd7P43koVNAXShiMcECBAgQKD7AnWEX3NuyJNyf9vuD8kIJhCor7X/YXJqUkf+1gUyv5K8LXlkMoumADoLRdsgQIAAAQIECBDYqMBz8moVQOsv/JO0+gpUcyRoFUMPXLCSAugCEA8JECBAgEDHBfZN/5sjAT+Q+1t3fDy63y4BBdB2zYfeECDQUoHNWtov3SJAgEBXBOrqndWu/enNkv99T5aoIwGq1br1+G71QCNAgAABAgR6J/CgjOjkpI4EfF9yRFJ/ANUIECBAgACBNRRQAF1DbLsiQKCXAl8djWrX3NaJ7Sdpf52FXjtasH4hqqNBmgsnjZ52Q4AAAQIECHRc4MD0/8PJDsk7kyOTGxONAAECBAgQWGMBBdA1Brc7AgR6J9AUQGtgz5tidC/Isv86Wv6XcvuhZNIC6mg1NwQIECBAgEBLBQ5Lvz6YbJfU+R6fktQpcDQCBAgQIECAAAECBAh0TmDT9PjTSZ0H9PrkicmkbZss+ImkuYjSObn/1LHHL8n9Lra6wFONaV0XO6/PBAgQIEBghQKPzfrNRQ/fmPv1WUEjsFoCzgG6WrK2S4AAAQIECBAg8AsCD8mjpohZt6cnr0rulSzVdsoCX0ia9evokOb+S5ZauaWvK4C2dGJ0iwABAgRWXeCo7KG+5l7v5X+36nuzAwKbbKIA6qeAAAECBAgQIEBgzQT+Z/Z0U9IUL+u2zvU1SbtNFmqOIh1f/9hJVm7hMgqgLZwUXSJAgACBVRd4WvbQ/CHz5au+Nzsg8FMBBVA/CQQIECBAgAABAmsqUEeCnpU0Rcy68uukbcsseExyddKsf2zud7EpgHZx1vSZAAECBFYi8Mys3Lz/vXglG7IugSkFFECnBLM4AQIECBAgQIDAbARun808KakjO6dtd8wKdbGE85Ou/gLV/ALoHKDTzr7lCRAgQKCLAnURxOaPly/o4gD0udMCCqCdnj6dJ0CAAAECBAgQ6KqAAmhXZ06/CRAgQGBagWdnhab4+dxpV7Y8gRkIKIDOANEmCBAgQIAAAQIECEwroAA6rZjlCRAgQKCLAi9Jp6v4We979RV4jcA8BBRA56FunwQIECBAgAABAoMXUAAd/I8AAAIECPRe4C8zwip+1gUQn9r70RpgmwUUQNs8O/pGgAABAgQIECDQWwEF0N5OrYERIECAQAT+Kqni543JkYlGYJ4CCqDz1LdvAgQIECBAgACBwQoogA526g2cAAECvRbYNKN7Y1LFzxuSwxONwLwFFEDnPQP2T4AAAQIECBAgMEgBBdBBTrtBEyBAoNcCm2V0b02q+Hlt8vBEI9AGAQXQNsyCPhAgQIAAAQIECAxOQAF0cFNuwAQIEOi1wBYZ3TuTKn5enRyYaATaIqAA2paZ0A8CBAgQIECAAIFBCSiADmq6DZYAAQK9Ftgqo3tvUsXPK5IHJhqBNgkogLZpNvSFAAECBAgQIEBgMAIKoIOZagMlQIBArwW2yeg+kFTx87Jk30Qj0DYBBdC2zYj+ECDQSoH6OodGgAABAgQIECBAgAABAj8X2DZ3T0gOTi5JDk2+mGgECBAgQIBABwUUQDs4abpMgAABAgQIECBAgMCqCWyfLdeRnw9JLkoOSb6caAQIECBAgEBHBRRAOzpxuk2AAAECBAgQIECAwMwFbpUtnpjsn3wrqSNAz080AgQIECBAoMMCCqAdnjxdJ0CAAAECBAgQIEBgZgI7ZUsfSe6bfCM5KLkg0QgQIECAAIGOCyiAdnwCdZ8AAQIECBAg0HKBX07/Hp3sldRXi7+XfDL5YHJlohFog8Au6cTJyb2S85I68vM7iUaAAAECBAgQIECAAAECBG4m4CrwNyPxBIFBCtwzo/5wUlfQ3lCuyPN/nPiDfBC0uQrsmr2fm9TP6VlJFUM1Al0RcBX4rsyUfhIgQIAAAQIECPRKQAG0V9NpMASWJfCYrHVVUgWly5Ljk2cmT0yOST6aNEXROupuh0QjMA+BPbLTryf18/i5ZF2iEeiSgAJol2ZLXwkQIECAAAECBHojoADam6k0EALLEtgva12XVEHprUldVGZD7cA8WV8xruX+I9ks0QispUCdlqEudFQ/g59KFvtZzUsagdYKKIC2dmp0jAABAgQIECBAoM8CCqB9nl1jI7BxgSpifimpgtLrN77oT17dI//9flLLH51oBNZKoE7RcFFSP3unJXV+Wo1AFwUUQLs4a/pMgAABAgQIECDQeQEF0M5PoQEQWLbA47NmFZTOT7accCv1tfhap76GrBFYC4H7ZCeXJPVzd1KybaIR6KqAAmhXZ06/CRAgQIAAAQIEOi2gANrp6dN5AisS+KesXUWlP5hiK5tm2QtH691vivUsSmA5AnWKhjovbf2c1qkXtk40Al0WUADt8uzpOwECayZQX1PSCBAgQIAAAQIECMxCYO/RRk6dYmNViProaPl7T7GeRQlMK/CgrFBHfN46eW/yuOSGRCNAgAABAgR6LqAA2vMJNjwCBAgQIECAwBoKNFfQrq8XT9Oa5XeaZiXLEphC4KAs++Fkh+SdyVHJjYlGgAABAgQIDEBAAXQAk2yIBAgQIECAAIE1Erh0tJ9pC5nN8s36a9RduxmIwGEZ5weS7ZK3Jk9J1icaAQIECBAgMBABBdCBTLRhEiBAgAABAgTWQOCs0T4OnHJfzfLN+lOubnECiwo8Nq+8P9kmeWNydFLnqtYIECBAgAABAgQIECBAgMCyBVwEadl0ViTQeYEnZAR1Ts/zki0mHE1z5fhvTri8xQhMKlA/j/U19/qZ/L+TrmQ5Ah0TcBGkjk2Y7hIgQIAAAQIECPRDQAG0H/NoFASWI7B5VjonqYLTX02wgd2yzEWj5Z81wfIWITCpwNOyYH3NvX4WXz7pSpYj0EEBBdAOTpouEyBAgAABAgQIdF9AAbT7c2gEBFYi8ICsfH1Shae/TbZPNtTqitwXJrXciUkVTzUCsxCoYnrzXvTiWWzQNgi0WEABtMWTo2sECBAgQIAAAQL9FWh+6WyuBt3fkRoZAQKLCfxaXrgmqeJmXeH9b5KnJfX8HyR1Ne56rXJacqtEIzALgedlI83P1gtmsUHbINByAQXQlk+Q7hEgQIAAAQIECPRTQAG0n/NqVASmFdg7K3w0aYpRC2+vzmvHJlsmGoFZCDwnG2l+zv7bLDZoGwQ6IKAA2oFJ0kUCBOYvMOnJ6effUz0gQIAAAQIECBDoksAX09kDk/snj0n2Sm6ZfC/5VHJC8sNEIzALgZdkI8cmVQCtr8C/OdEIECBAgAABAgQIECBAgMCqCDgCdFVYbZQAAQIEFhH4yzxfhc+bkqcssoynCfRVwBGgfZ1Z4yJAgAABAgQIEGi1gAJoq6dH5wgQINArgb/OaKr4eWNyZK9GZjAEJhNQAJ3MyVIECBAgQIAAAQIEZiqgADpTThsjQIAAgQ0IbJrnjk+q+HlDcniiERiigALoEGfdmAkQIECAAAECBOYuoAA69ynQAQIECPRaYLOM7m1JFT+vTR6eaASGKqAAOtSZN24CBAgQIECAAIG5CiiAzpXfzgkQINBrgbqI6zuTKn5enRyQaASGLKAAOuTZN3YCBAgQIECAAIG5CSiAzo3ejgkQINBrga0yuvclVfy8InlgohEYuoAC6NB/AoyfAAECBAgQIEBgLgIKoHNht1MCBAj0WmCbjO6DSRU/L032STQCBDbZRAHUTwEBAgQmEKivkGgECBAgQIAAAQIECBBoq8C26dgJycHJJcmhyRcTjQABAgQIECAwkYAC6ERMFiJAgAABAgQIECBAYA4C22efdeTng5OLkiqCfiXRCBAgQIAAAQITCyiATkxlQQIECBAgQIAAAQIE1lDgVtnXh5P9km8lVfw8P9EIECBAgAABAlMJKIBOxWVhAgQIECBAgAABAgTWQGCn7OMjyX2TrydV/Lwg0QgQIECAAAECUwsogE5NZgUCBAgQIECAAAECBFZR4HbZ9snJPZNzk0OS7yQaAQIECBAgQGBZApstay0rESBAgAABAgQIECBAYPYCd8wmT0uq+HlWckCi+BkEjQABAgQIEFi+gALo8u2sSYAAAQIECBAgQIDA7AT2yKaq+HmX5PPJgcnFiUaAAAECBAgQWJGAAuiK+KxMgAABAgQIECBAgMAMBKroeXqyZ/Lp5ODk0kQjQIAAAQIECKxYQAF0xYQ2QIAAAQIECBAgQIDACgTq6+6nJfX19yqCHppcnmgECBAgQIAAgZkIKIDOhNFGCBAgQIAAAQIECBBYhsB9ss7Hkrrw0UnJI5KrE40AAQIECBAgMDMBBdCZUdoQAQIECBAgQIAAAQJTCOyXZU9Ndko+kDwmuTbRCBAgQIAAAQIECBAgQIBAqwV+nN79V7Ku1b3UOQIECBCYp8CDs/Mrknq/eE+yZaIRIDC9wK9mlfr/qE4joREgQIAAAQIECBAgsEYCCqBrBG03BAgQ6KjAQel3fc29ijZvTzZPNAIEliegALo8N2sRIECAAAECBAgQWJGAAuiK+KxMgACBXgvUOT6vS6r4+ZbEKbmCoBFYgYAC6ArwrEqAAAECBAgQIEBguQIKoMuVsx4BAgT6LXBEhndDUsXPNySbJhoBAisTUABdmZ+1CRAgQIAAAQIECCxLQAF0WWxWIkCAQK8FnpDR3ZhU8fNNvR6pwRFYWwEF0LX1tjcCBAgQIECAAAECPxFQAPWDQIAAAQLjAk/Pg/VJFT//YvwF9wkQWLGAAuiKCW2AAAECBAgQIECAwPQCCqDTm1mDAAECfRV4VgbWvC/8aV8HaVwE5iigADpHfLsmQIAAAQIECBAYrkDzi+664RIYOQECBAhE4PeTOuqz8vxEI0Bg9gIKoLM3tUUCBAgQIECAAAECSwoogC5JZAECBAj0XuD3MsKm+Pnfej9aAyQwPwEF0PnZ2zMBAgQIECBAgMCABRRABzz5hk6AAIEIHJtU8XN98oxEI0Bg9QQUQFfP1pYJECBAgAABAgQILCqgALoojRcIECDQe4G/zAir+HlT8pTej9YACcxfQAF0/nOgBwQIECBAgAABAgMUUAAd4KQbMgECBCLw10kVP3+UHJloBAisvoAC6Oob2wMBAgQIECBAgACBmwkogN6MxBMECBDotcCmGd3xSRU/r08OTzQCBNZGQAF0bZzthQABAgQIECBAgMAvCCiA/gKHBwQIEOi1wGYZ3duSKn5emzw80QgQWDsBBdC1s7YnAgQIECBAgAABAj8TUAD9GYU7BAgQ6LXAFhndu5Iqfl6VHJBoBAisrYAC6Np62xsBAh0VqA8tGgECBAisnsAtsundku1G2Ty3VyZXjHJpbjUCBAgQINA1ga3S4XcnRyT1nvbI5JOJRoAAAQIECBAgQIAAAQIDENg/Y3xL8rVkfVJHxiyW7+e1E5I/Sm6X9KE5ArQPs2gMBAgQWFxgm7z0waTe2+oPefskGgEC8xFwBOh83O2VAAECBAgQIDBYgbri7WeTxYqdSz1fF454Y7Jj0uWmANrl2dN3AgQIbFygvtFwclLvafVHvL0TjQCB+QkogM7P3p4JEOiQgK/Ad2iydJUAgVYLPDO9e9OCHtbFIC5Ivp3UudGqwFlHhNaRM/XV+F2SO41uc7PJ1smzkwcl9VXC7yQaAQIECBBoi8D26Ugd+fng5KLk4OQriUaAAAECBAgQIECAAAECPReoIz+rsFlHw1yTvDrZN6nzfU7Sds1CRyfnJM1Rop+eZMWWLuMI0JZOjG4RIEBgBQK3zrqfSep96sLkzolGgMD8BRwBOv850AMCBAgQIECAwCAE6ijP+oWwjvL8lRWMuI4MPSlpiqBVWO1iUwDt4qzpMwECBBYX2CkvfT6p96evJbsnGgEC7RBQAGytDZsAAEAASURBVG3HPOgFAQIECBAgQKDXAnfM6JqC5RNmMNI6t1odWVPb/IcZbG8em1AAnYe6fRIgQGB1BG6XzZ6d1PtSfd39DolGgEB7BBRA2zMXekKAQIsFNmtx33SNAAECXRCo83VW+1Hy7z+5t7L/1FfoTxxt4q4r25S1CRAgQIDAigTqj3ynJfdMzkoemnw30QgQIECAAAECnRJwEaROTZfOEiDQQoH65bDaZUld9GgWrS4sUa0ulKQRINBPgTra++HJPZI6t+IlSX3F+KPJjUmb2s7pzCOSX0qq3/Vv1MeTzyZ1VKDWT4E9MqxTk7r9XFI/r5cmGgECBAgQIECAAAECBAgMTOCIjLcKAJU9klm0Otqmtve2WWxsDtvwFfg5oNtlZwTqKtp/mdQfTJp/O8Zvf5Dn/zBpwx+pd0s/6lQc65PxPjb3v5rnj0q0/gncJUP6VlJz/alkx0QjQKCdAr4C38550SsCBAgQIECAQK8Eds9omuLA+3N/pUWL3842mgLi8zoq1fR/XUf7r9sEVkugjqA8J6miUv1/cnry8uQFyf9Ozkya4uIpuV9Hhs6rHZAdVzG2+nN9ckJybHJMclzyzaTp6/G5v9J/+7IJrSUC9XX3Osq35rf+IHfLRCNAoL0CCqDtnRs9I0CAAAECBAj0SuDvMpqmEFDnAa1fHqdt9XX3Kiw0xdSLc3/XaTfSkuUVQFsyEbrRKoHbpDfnJ/VvRRU6759sqB2WJ7+d1HIfTbZM1rrdOzu8Kqk+1B92dksWts3zxLOSa5Ja7nWJ1n2B+2YIdTqGmtOPJNsmGgEC7RZQAG33/OgdAQIECBAgQKA3ArfPSM5L6hfGJmfnfh0l9fzkyKSKGg9N6qJJByePTo5Ojk3qyKrLk2bdOv/fgUlXmwJoV2dOv1dT4K3ZeP0//pmkzqO5sVZ//Gi+fvyijS24Cq9tlm1+Iam+1mk4Nk021h6YF69LavmHbWxBr7VeYL/0sM5nXXNZf8zbOtEIEGi/gAJo++dIDwkQIECAAAECvRHYKSOpr7PWL44rSf3y+eSky00BtMuzp++rIbBXNlpHd9dXyfdIJmn1h5L6t+SHyVpeEK3+YFP7/XoyaQHsBaN1PpFbrZsCD063r0xq7v81mceRx9mtRoDAMgQUQJeBZhUCBAgQIECAAIGVCdSVkk9J6ijOaQqhdQTpy5Kdk643BdCuz6D+z1qgjuKsfw/eMuWG6+Iztd5jp1xvJYu/e7TPac5BvE3WaYpnd1zJzq07F4Eqtl+d1M/a25M6vYFGgEB3BBRAuzNXekqAwBwFtpjjvu2aAAECfRT4UAZVqSO29hmlipp1Bd0dkq2Sa5L6ZfP7SV0Q5aykzg04z3Zgdr77PDtg3wR6LFD/FlT78E9vJv5vLf8rSa1f5+Jci9b09cQpdlZHtp6W1Kk97p98O9G6IVB/tHtvUkXsKtA/M6k/YmkECBAgQIAAgV4JKID2ajoNhgCBFgnUOfHOGKVF3dpgV+ocpnXU6lLn+tvgyht5ctbb28iuvESg1QK3HfXuu1P2slm+WX/K1Ze1eLOvZt+TbqRZfpdJV7Dc3AWOSA/qiN+tkjck/y2po0A1AgQIECBAgEDvBBRAezelBkSAAIGpBb6XNV6a7DH1mhte4el5uoqffpHesI9nhydwxWjIt5py6M3yzfpTrr6sxeuCbLdMat91pPqkrelrra+1X+AJ6eI/JfW7wN8mv5doBAgQIECAAAECBAgQIEBgKoE6omY5R0DWhSfqHHqV+sp8F5tzgHZx1vR5NQVemY3XHwReNeVOThit91tTrreSxU8a7fOJU2yk/q379mi9e0+xnkXnI1B/pKqLctXP5F/Mpwv2SoDADAWcA3SGmDZFgAABAgQIECCwtMBOWeT1yZnJj5I6EqqKCX+aTHoV5zr/Xv1SWnlJ0sWmANrFWdPn1RSoK2zX/9N1tHUdXTlJu3MWqn9HbkrW8uJodfGj6mud03PS9rgsWOt8Y9IVLDc3gd/Jnpt/o+u9SSNAoPsCCqDdn0MjIECAAAECBAh0RuBh6elFSRUBNpTz8nwVQZZqCqBLCXmdQDcFTk+369+GN0/Q/ToS/GOj5d80wfKzXGT7bOzi0b4n+Vp0nTP0wtHyv5tbrb0Cv5+uNe9Pz29vN/WMAIEpBRRApwSzOAECBAgQIECAwPIEdstqda685hfLuv1mcuWC59bn8VJH3CiABkkj0EOBvTOm5t+JKmpuu8gY60jyugJ7/TvyraS5KFHurlmr80PW/uvo0yqUbZZsqN0jT345qWXriFHnlg9CS1tzgaM6+rPuawQI9EdAAbQ/c2kkBAgQIECAAIFWC/xLelcFgMo/Js3XVeu8ePslJyfN63X70mSxpgC6mIznCXRf4NEZwjVJ/TvwneTPk0OT+yePSl6b1AWP6vU6ovw+ybzaMdlx81XpL+b+/0gemuybHJn8fXJjUn39fNL8u5e7WssEjk1/ap7qj3DPSDQCBPoloADar/k0GgIECBAgQIBAKwVun17VL5aVf95ID5+b1+qXz2bZFy6yrALoIjCeJtATgftmHJ9Kmn8LNnR7Ql6/YwvGe3j68PWN9LUKoMcl2yVaOwWaC3DV0bxPaWcX9YoAgRUKKICuENDqBAgQIECAAAECSwscnEWaAsaeSyx+VF6/YbR8HVn1GxtYXgF0AyieItBDgfq343XJScl/Jh9KXpHUvwFtalulM3XE598ldV7SzybvT16U/FKitVfgr9O1en+qi2k9vr3d1DMCBFYooAC6QkCrEyBAgAABAgQILC3wnCxSv2BetvSiP1ni1/Pf5kjQKoYe+JNnf/4fBdCfW7hHgAABAtML1OlXjk/qven65DGJRoBAfwUUQPs7t0ZGgMAMBTab4bZsigABAkMUqKOjql3705sl//ueLPGHo6Vq3Xp8t9FjNwQIECBAYCUC9dn+rcnvJNcldRqDf080AgQIECBAgMCgBRRABz39Bk+AwAwEvjraxq653XHC7dXXEutiJ9VunXwgcQGR0tAIECBAYLkCW2TFdyRPT65OHpl8JNEIECBAgAABAoMXqA9KGgECBKYVqK9p1y9W65Ktk0n/mPK7WbZvrSmA1riel7xswgG+IMvdKanzsv1SUuf/OzjRCBAgQIDAtAL1jYJ3J0ckVyT1Hv3JRCNAgAABAgQIECBAgACBKQX2yPL1C1Vz0Z9pb6fcXScWr3OtfXpkUudae+IUvd4my35itG5ZnpM8dezxS3K/i60u8FTjqQK5RoAAAQKrK1DvJR9M6t/dS5P6I6VGgMBwBJwDdDhzbaQECBAgQIDAGgjU0SWfSeoXrOVmDbo5l108ZIHJ6Xn8quReE/RmpyzzhaQxbS6QVI9fMsH6bVxEAbSNs6JPBAj0UWC7DOqUpN4zLk7unWgECAxLQAF0WPNttAQILFPAV+CXCWc1AgMUeE7GvN9o3Dfl9q+SM5K6+vmNyZBbOfxRUl9/3zypgmilCsZnJxtrP8iLByV19M7+yfjpBOroUo0AAQIECGxIYIc8WeeQfnDy3eSQ5CuJRoAAAQIECBAgQIAAAQLLFHhX1qsjTKrYedgyt9H31aroeVZSTpUHJZO2LbPgMUlduKJZ/9jc72JzBGgXZ02fCRDokkBdQK/5VsYFuX/nLnVeXwkQmKmAI0BnymljBAgQIECAwNAF6mI/VZj7+NAhJhj/7bPMk5LbTLDswkXumCfelpyfvHjhix15rADakYnSTQIEOilQp045M6n35K8luycaAQLDFVAAHe7cGzkBAgQIECCwCgLfyDbrl61XrsK2bbJfAgqg/ZpPoyFAoD0Ct0tX6tQq9X5cX3e/Q6IRIDBsAQXQYc+/0RMgMKHA+LnmJlzFYgQIDFSgrv5ezZW9f+rgvwQIECBAYC0F6hsCpyX3TOp0Kw9N6tyfGgECBAgQIECAwBICCqBLAHmZAIGfCXxidK9+4XIBtZ+xuEOAAAECBFZdYM/s4fTkLsnnkgOT7ycaAQIECBAgQIAAAQIECMxQoM45dl5SX7urK55rBBYT8BX4xWQ8T4AAgekFquj5raTef+vbGDsmGgECBBoBX4FvJNwSIECAAAECBGYksEe2852kfgl7f1JXPa/zkW2aaAQaAQXQRsItAQIEViZQX3e/KKn33Y8lt0w0AgQIjAsogI5ruE+AAIFFBHyNdREYTxMgcDOB384zhyR1FEpddOHwUXKzyQ3J1XVniVZHkWoECBAgQIDA0gL3zSIfSeq986TkiOTaRCNAgAABAgQIECBAgACBVRJ4Q7ZbR6CsJKvUNZttmYAjQFs2IbpDgEDnBPZPj3+Y1HvuvydbJxoBAgQ2JOAI0A2peI4AAQILBBwBugDEQwIEFhW4PK98e9FXvUCAAAECBAjMQqBOL/OBZPvkPcmTkhsTjQABAgQIECBAgAABAgQIEGiJgCNAWzIRukGAQOcEDk6Pr0nqyM9/SjZPNAIECGxMwBGgG9PxGgECBAgQIECAAIFVElAAXSVYmyVAoNcCj8zorkuq+Pl3yWaJRoAAgaUEFECXEvI6AQIECBAgQIAAgVUQUABdBVSbJECg1wKPy+jqgoJV/Dwu2TTRCBAgMImAAugkSpYhQGDwAs4BOvgfAQAEli1Qv5zdJbl7crdk9+SK5JLk/KSuWHt9ohEgQIAAAQKLCzwxL/1jUp/Lj09+L9EIECBAgAABAgQIECBAYM4C98/+P53UkSqL5cq89rfJjok2LAFHgA5rvo2WAIHlCzw9q65P6r30ZcvfjDUJEBiwgCNABzz5hk6AAAECBAisnsCrs+nml7XFip/jz38jy9cRotpwBBRAhzPXRkqAwPIFfierNv9e/snyN2NNAgQGLqAAOvAfAMMnQIAAAQIEZi/w1GxyvLh5Th6/JnluUucve0byv5J/S5pf6mr5s5JtE20YAs3crxvGcI2SAAECUwv8QdZo3k+fP/XaViBAgMDPBRRAf27hHgECBAgQIEBgxQJ3yBYuS+oXtjrX59HJ5sli7d554dSk+QXvzxZb0PO9E1AA7d2UGhABAjMUeF62Ve+N9W+l833OENamCAxUQAF0oBNv2AQIECBAgMDqCLw4m22KmY+fcBfbZ7lzR+tdmNvNJlzPYt0WUADt9vzpPQECqydwbDZd76Xrk/pDokaAAIGVCiiArlTQ+gQIECBAgACBMYF/zv36pe1DY89Ncvcxo/Vq3V+eZAXLdF5AAbTzU2gABAisgsArs816L7wpefIqbN8mCRAYpoAC6DDn3agJEJhSwNFYU4JZnMCABfYejf0TUxp8cmz53cfuu0uAAAECBIYi8LoM9IXJjckTk7cnGgECBAgQIECAwBoJbLFG+7EbAgS6L7DjaAh1/s9p2tVZuI52qX9v/JszjZxlCRAgQKDrAptmAMcnz0puSI5M/j3RCBAgQIAAAQIE1lDAEaBriG1XBDou8JVR//eZchz3yfJN4bOuBq8RIECAAIEhCNSFAt+WVPHzuuTwRPEzCBoBAgQIECBAgAABAgTaKnBcOlbnLrs82XOKTtbX/Gq9q5I6Ekbrv4BzgPZ/jo2QAIGNC9Qf/t6VNO9/B2x8ca8SIEBg2QLOAbpsOisSIECAAAECBG4u8IA81RS2Ppv7u9x8kV94po4wr/Od1S9/lfpFUBuGQPNzsm4YwzVKAgQI/ILAVnn0b0m999UfDev9UyNAgMBqCSiArpas7RIgQIAAAQKDFfj7jLwpaF6d+3+RPCi5Q1JHd26f3Dupq9t+MWmWvST3lyqYZhGtJwIKoD2ZSMMgQGBqgW2yxgeTev+7NJn2tDFZRSNAgMBUAgqgU3FZmAABAgQIECCwtEAVMT+dNIXN8du6su344+Z+XQDp8Yk2HAEF0OHMtZESIPBzge1y95Sk3v8uTuoPghoBAgRWW0ABdLWFbZ8AAQIECBAYpEBd1OFPkh8lTZFzsduPZZm9E21YAgqgw5pvoyVAYJNNdgjCGUm9H34nuXuiESBAYC0EFEDXQtk+CBDovEBzZebOD8QACBBYM4H12VN99f09yaFJ/ZJ3j+SuyWXJV0f5ZG7rHGgaAQIECBDos8CtM7gTk/2SC5ODk68lGgECBAgQIECAAAECBAgQINBTAUeA9nRiDYsAgZsJ7JRnzkzqyM/zkzslGgECBNZSwBGga6ltXwQIdFbAEaCdnTodJ0CAAAECBAgQmKPA7bLvk5N7JucmdeTndxONAAECBAgQIECgZQKbtaw/ukOAAAECBAgQIECg7QJ3TAdPS6r4+aXkoYniZxA0AgQIECBAgEAbBRwB2sZZ0ScC8xWoo1jqau/Vnp68/yf3Ntnk/8vt0aP7y7251XJXtB4BAgQIEGiJwJ7pxynJHsnnkocldQ5sjQABAgQIECBAoKUCCqAtnRjdIjBHgR2y7x1H+99qrB+3GHt+7Gl3CRAgQIDAYATqgn/1tfc6AvRTySOSKxKNAAECBAgQIECgxQIKoC2eHF0jMCeBb2W/14/2fc1YHy7N/W+OPXaXAAECBAgMSeBeGexJSZ37s77+/ujk6kQjQIAAAQIECBAgQIAAAQIEBibw44y3roi8bmDjNlwCBPorcN8M7ZKk/m37cFLfitAIECDQBgFXgW/DLOgDAQKtF3ARpNZPkQ4SIECAAAECBAjMUWD/7PvUZKfkP5LDk+sSjQABAgQIECBAgAABAgQIEBiogCNABzrxhk2ghwIPyZiuTOrIz39Jtkw0AgQItEnAEaBtmg19IUCgtQLOAdraqdExAq0X2Do9vGFBL7fN47oabl0UYrfkzOS45LuJRoAAAQIEuiRwcDp7QlLvbW9Pnp6sTzQCBAgQIECAAAECBAgQ6LnAERnfvyUfWzDOzfP45KSOkhnPVXm8d6INR8ARoMOZayMl0FeBR2Zg9TX3ej97c+K0UUHQCBBopcCvplf1b1VdnE0jQIAAAQIECBCYgcCTs42muHnxgu29cuy1Zpnm9ut5zQVxFoD1+KECaI8n19AIDEDgcRljfcOh3sNen2yaaAQIEGirgAJoW2dGvwgQIECAAIFOCuyWXv8waYqaF+R+cxqNHXK/OVKmil8vSu6T/HFyY1LrvCPRhiGgADqMeTZKAn0UeGIG1bxvvaGPAzQmAgR6J6AA2rspNSACBAgQIEBgngJ/mp03xc8X5v42Y5152thr7xt7vu6+dPTaRQue97C/Agqg/Z1bIyPQZ4HfzODWJ/Ve97I+D9TYCBDolYACaK+m02AIECBAgACBeQvUBSDql8KzN9CROrqzKY4+acHru429dvsFr3nYTwEF0H7Oq1ER6LPAszO45t+uP+nzQI2NAIHeCSiA9m5KDYgAAQIECBCYp0Bd0b2KnK9Z0Im6+NGlo9fqyJnbLHi9Lhzxo9Hrj1rwmof9FGiKCM772s/5NSoCfRP4gwyo+SPeH/ZtcMZDgEDvBRRAez/FBkiAwCwEmvP3zWJbtkGAQL8F7jQa3lkLhrl/HjdFz8/m/mULXq8CaaWaf3N+6uC/BAgQINAOgd9PN/4qqQLoc5PjEo0AAQIECBAgQKBnAnVklkaAAIFJBL49Wui2CxZ+xNjjE8fuN3fvkjvNvzUXNk+6JUCAAAECcxb48+z/r5M6av2ZieJnEDQCBAgQIECAAAECBAgMWeA9GXwdIXPGGMJWuX/u6Pl6rY4GXdjelCfqtfoF89YLX/S4lwK+At/LaTUoAr0SeFVGU+9NNyVP7tXIDIYAgaEJ+Ar80GbceAkQIECAAIFVFXhitl6/LFZelxyQjF/86Ct5PN52yIPmF8xa573jL7rfawEF0F5Pr8ER6LxAvYfV+1Kdn/rxnR+NARAgMHQBBdCh/wQYPwECBAgQIDBTgTqPZ53/s35pXJg6gubRSdMenjvNhY9q2bo40j7Ni257L6AA2vspNkACnRTYNL3+26Tel65PHpNoBAgQ6LqAAmjXZ1D/CRAgQIAAgdYJ7JQefSIZL4BWses5C3p6v7Flrsr9wxe87mG/BRRA+z2/RkegiwL1R7y/T+r969rkYYlGgACBPggogPZhFo2BAAECBAgQaJ1AXcn9AckxyVOSnZOFbds88dXkFcleC1/0uPcCCqC9n2IDJNApgXrfendSxc/6o9xDE40AAQJ9EVAA7ctMGgcBAgQIECBAgECnBBRAOzVdOkug1wJ1sb5/S6r4eXlSf8DTCBAg0CcBBdA+zaaxECBAgAABAgQIdEZAAbQzU6WjBHotcIuM7kNJFT8vTe6faAQIEOibgAJo32bUeAgQWBWB+kqQRoAAgeUIbJ2VbliwYn31vc6r9ohkt+TM5Ljku4lGgAABAgTWSmC77OiE5KDk+8mhyZcSjQABAgQIECBAgAABAgQILClwRJaorxN+bMGSdYGJk5M60mY8db61vRNtOAKOAB3OXBspgTYK7JBOfTyp96LvJHdPNAIECPRVwBGgfZ1Z4yJAgAABAgTmJvDk7Lkpbl68oBevHHutWaa5/XpeW7dgeQ/7K6AA2t+5NTICbRe4dTr42aTefy5I7pxoBAgQ6LOAAmifZ9fYCBAgQIAAgTUXqK+0/zBpipr1i2VzGo062ua60WtV/HpRcp/kj5Mbk1rnHYk2DAEF0GHMs1ESaJvAzulQnXql3nPOT+6UaAQIEOi7gAJo32fY+AgQIECAAIE1FfjT7K0pfr4w97cZ2/vTxl5739jzdfelo9cuWvC8h/0VUADt79waGYG2Ctw+HTsnqfepLyd3SDQCBAgMQUABdAizbIwECBAgQIDAmgm8PXuqXyzP3sAe6+jOpjj6pAWv15GjzWv1C6rWfwEF0P7PsRESaJNAvc98Nan3mi8mt000AgQIDEVAAXQoM22cBAgQIECAwJoINF8rfM2CvdXFjy5N6hfP9cltkvG2WR78KKnXHzX+gvu9FVAA7e3UGhiB1gnsmR59I6n3mP8/WfgelKc0AgQI9FpAAbTX02twBAjMSqAKExoBAgQmEWjOpXbWgoX3z+PmF8668MRlC16vAmmlWnPO0J8+8l8CBAgQILB8gbtm1dOTPZJPJYckC9+D8pRGgAABAgQIECAwdAEF0KH/BBg/gckFvj1adOFXCx8xtokTx+43d++SO82/NRc2T7olQIAAAQIrELhX1j0t2TX5WPKw5IpEI0CAAAECBAgQIECAAAECyxZ4T9asrxieMbaFrXL/3NHz9VodDbqwvSlP1Gv1tehbL3zR414K+Ap8L6fVoAi0RuC+6cklSb23fDi5RaIRIEBgqAK+Aj/UmTduAgQIECBAYFUEnpit1i+bldclByTjFz/6Sh6Ptx3y4FVJs857x190v9cCCqC9nl6DIzBXgfpD2w+Tem85Idk60QgQIDBkAQXQIc++sRMgQIAAAQIzF6jzeNb5P5uC5vjtTXn+0WN7fHjuNxc+quXq4kj7jL0+5LubZvB7JIcnL0yeldQH13VJX5oCaF9m0jgItEvgIenOlUm9r/xLsmWiESBAYOgCCqBD/wkwfgIECBAgQGDmAjtli59IxoufVex6zoI93W9smatyv4p9fW3bZmD/fZSDlxhkuXw+Gfdr7t+Y549Lbpt0vSmAdn0G9Z9A+wTqAkfXJPVv5j8l9Uc5jQABAgR++of0+rexzousESBAgAABAgQIzEigruT+gOSY5CnJzsnCVkXBryavSPZa+GLPHu+S8TRFzDduZGwvymtV5GyWXey2jm46bCPb6cJLCqBdmCV9JNAdgUemq9cl9e/mm5PNEo0AAQIEfirgCFA/CQQIECBAgAABAqsuMEkBtI4MbYqC9Qt8nb+uzl336uR/j+43F/So1y9L7px0tTVj7dPX+rs6F/pNoOsCj8sAbkjq38bXJ3UaEY0AAQIEfi6gAPpzC/cIECBAgAABAgRWSWCpAugts98LkvrlvfIPyYaOmq2LRr0mqfOp1nJfSrZLutgUQLs4a/pMoH0CT0qXmiPnq/ipESBAgMDNBRRAb27iGQIECBAgQIDATAW2ytbuljwm+YOkznHZtHs2d3p+u1QB9FEZf1P8/PAEFn82tvyvTbB8GxdRAG3jrOgTgW4J/Ga6uz6pfz9f1q2u6y0BAgTWVEABdE257YwAAQIECBAYksAdMtg6krE5WrEp8D13hNAUBT+Sx/uNnuvrTTPWMtjQOUD/OM83PnefAKHObXfWaJ2/mGD5Ni6iANrGWdEnAt0ReHa62vw78ifd6baeEiBAYC4CCqBzYbdTAgS6JuAk8l2bMf0lMH+BuuL5eclTk8WuwrtHXqt2aPLR5BHJUNs9RgOvixt9ZQKE+qX/tNFy+06wvEUIECDQJ4H6NkH9ManO9fn8pKt/CErXNQIECBAgQIAAgbYIKIC2ZSb0g0A3BI5IN1+bNOemPDv335JclYy3H+XBxaMn6orw/4+9+4CTrazvxw+XriiRq4AoRYlibxhBo6CAKKKxxliiYtcYjSWxxPx/9sRYUmwxaoy9J1HEGhXBEnsXFRsgCAiK0gWu/j9fmKPLsmVmd8qZc97P6/W5MztzyvO8n929u9895YjkOoOP+/ZwymDAdZOjYduJgwX3GHYFyxEgQKADAvUHtn9J6qj5xyX/lGgECBAgQIAAAQIECBAgQGBqArtkT1XEq19Mq7h5SNK0n+RJvd6cAl+vb5e8PKnXK29MuthWOwX+8Ay6MdhpSICyqnU+MOTybVusOXV1Y9s6pj8ECLRW4DnpWX3fq+t+Pqy1vdQxAgQItE/AKfDtmxM9IkCAAAECBOZY4O/S9/rltO7Ie8CicSxVAG0WeVue1Hp1vdArNS926HFhAbSOdN1t0djq7u4/T8rgfoveW+rDPfLiuUktX3eFn8emADqPs6bPBGYn8KLsuvl/4gGz64Y9EyBAYC4FFEDnctp0mgABAgQIEGirwHvSsfoF9d1LdHClAuiNB+vVujddYt15f2lhAbTGWKkjZD+YPC+5R9IcCXtqnq90KYC98v6Xk2Y7B+T5PDYF0HmcNX0mMBuBl2W39T2vLp1yr9l0wV4JECAw1wIKoHM9fTpPgAABAgQItE3gB+lQ/ZL6N0t0bKUC6BZZvo4arXXvucS68/5SndZeYxs2P1piwIfmtbckdS3VZjtLFZqXWLWVLymAtnJadIpAqwTqJkevTep73gXJYYlGgAABAqMLKICObmYNAgR6KLBlD8dsyAQIrE1gm8Fq9YvqKO2KWbiKoNXq1O6utZ9lQDsmdXTrzZObDXL9PG6VLG5LvfaoLFRHijbtuDx5cvOBRwIECHRMoP5P+M/kQcl5SX3/+99EI0CAAAECBAgQIDARAQXQibDaKIFOCnw9o7pmUgW+UVoVBetIn2rfuvShc/+emRF9cpBmcFUwvmHSFETL4SbJj5PFrYqoTXtXnjwiqaNBNQIECHRNoH72rGtD/2lyTlJHfh6TaAQIECBAgAABAgQmJqAAOjFaGybQOYEqgNYvqvdPXph8P1mt1VE+LxgsVEXCn662Qofe/3XG8pVBmmFVIbiOFl3cPpIX6tqfdQTUUgXSxctP4uOHZ6N7TmLDtkmAAIGBwNZ5fHfyJ8mvkjsnn0s0AgQIECBAgAABAgQIECDQCoE6krFuUlHXa/tact2kaT/Jk3r9L5sX8nilpLm+W7336gXvedougV3TnZqjceeq7Rqm3hAgMEOB7bLvDyf1feaM5BaJRoAAAQLrF3AN0PUb2gIBAj0QcARoDybZEAmMSaCKns9O6ojOut5lffzm5DNJc33QjXleN/SpX2z/IqnCWrUTk6VunnTJm/6ZuUAdmVvX4ttzTD15brZTR7tWoUMjQIDAFUNwZHL7pC75cXDyzUQjQIAAAQIECBAgQIAAAQKtE9iQHn0gGeVIwbrG24GtG4kOTVLAXeAnqWvbBOZL4Mrpbv2hrP7fODnZO9EIECBAYHwCjgAdn6UtESBAgAABAgQuI3C/fHRislohtG7os9tl1vRBHwQUQPswy8ZIYHWBq2SRLyb1f8XxyV6JRoAAAQLjFVAAHa+nrREg0FEBp8B3dGINi8AEBOqU5mr1i+w7kiOSuyXXWZBz8/y4QerGFp9PNAIECBDon8DVMuS6sVtdMuWHSZ0JUH840wgQIECAAAECBAgQIECAQGsF7pueHZ88L9kj0QgsJ+AI0OVkvE6gHwJXzzCPTeoPZt9JmutB56lGgAABAmMWcATomEFtjgABAgQIEOi3wCcy/PpltvLn/aYw+lUEFEBXAfI2gQ4L1GVPvp/U/xXfSHZKNAIECBCYnIAC6ORsbZkAgQ4JOAW+Q5NpKAQmLHDDwfaruPXhCe9rnjZfd7d/2oQ6/KJst6IRIEBgHgSulU7WH8v2TL6cHJL8ItEIECBAgAABAgQIzFRAAXSm/HZOYK4E6nTGOpJnQ7J9ckaibbbZtkHYOCGI7Sa0XZslQIDAuAWumw1W8fMayf8lhya/SjQCBAgQIECAAAECMxdQAJ35FOgAgbkReFN6evtBbx+fx6cMnvf94SUB2CF5UlLF4WrnJWde8mx9/5y9vtWtTYAAgakI1BkCH092To5O7pqck2gECBAgQIAAAQIECBAgQGDuBJ6cHl+Q1LXdPpTcJamjfrZK+t4eHICLk7I5PenzTT/qMgnlMKkjY7NpjQCBlgjcPP2oMwLqa/6jiSPXg6ARIEBgigKuATpFbLsiQIAAAQIEui9QNz56XXJMUr/oLkwV/k5OTlolebvT7ZEZXeNSR0M1R4R2etBLDE4BdAkULxHooMC+GVMd7V7f996fbJNoBAgQIDBdAQXQ6XrbGwECBAgQINBxgX/L+Jri3lofO050yfA+uMCpr5cJUADtw2e6MfZdoH7hPiup/w/ekzgTIAgaAQIEZiCgADoDdLskQGD+BFwDdP7mTI8JzErg3Oy4TnPUVhZ4dN7+dnKl5G+T1ySu5RkEjQCBzggclJEckVwheWvykGRTohEgQIAAAQIECBAgQIAAAQI9EXhsxtkcJfv0nox54TAdAbpQw3MC3RKoaz+fn9T3uLosSl8v9ZGhawQIEGiFgCNAWzENOkGAQNsFHAHa9hnSPwIE5lHg1en0lZM6CrQKBRoBAgS6IHDPDOIdydbJK5PHJ1UI1QgQIECAAAECBAgQIECAAAECvRJwBGivpttgeyJwv4zzoqQKni/pyZgNkwABAvMg4AjQeZglfSRAYOYCjgCd+RToAIG5Frhqel8/dF092Zj8Mjk1+VLy40QjQIAAgfkXODxD+I+kTnev4uffJBoBAgQIECBAgAABAgQIEOi0wCEZ3aeTTUkdDbRUvprXH55snmj9EnAEaL/m22i7LfCYDK/5mq4bu2kECBAg0C4BR4C2az70hgABAgQIEOiAwBYZw1uSpQqey732qSx/tQ6M3RCGF2iKJXVUsEaAwPwKPDFdb763P3l+h6HnBAgQ6LSAAminp9fgCBAYl4BT4MclaTsE+iHwmgzzgQuG+u08/2xyYnJKUqfE757cKNk/qXbb5H3JgckFiUaAAAEC7Rd4Urr4T0kVQB+X/FuiESBAgAABAgQIECBAgACBTgvsl9E1RwKdkOf3SlY6vf1Wef+YBev8f3mu9UPAEaD9mGej7K7AczO0+n5flzl5aHeHaWQECBDohIAjQDsxjQZBgAABAgQItEXgbelI/UJ8VlJHeA7Tts9C30xqvdOSbRKt+wIKoN2fYyPsrsCLMrT6nn1xcv/uDtPICBAg0BkBBdDOTKWBECBAgAABAm0Q+FY6Ub8U/+OInTlosF6te4sR17X4fAoogM7nvOl1vwXqiP6XJ/W9+sKkjvLXCBAgQKD9Agqg7Z8jPSRAgAABAgTmSOCM9LV+Mb77iH2+YpavI4lq3XuPuK7F51NAAXQ+502v+yuwIUN/bVLfp+tazYclGgECBAjMh4AC6HzMk14SIDBjgfqBVyNAgMAwAt8YLLTrMAsvWGbbPK+7x1f74aUP/iVAgACBlgjU9+c3Jo9Izkvumnwg0QgQIECAAAECBAh0RkABtDNTaSAEJi7wmcEe6ijOlW5+tLgjdQp8tbp2aF0PVCNAgACBdghslW68Pfnz5Jzk0ORjiUaAAAECBAgQIECAAAECBHopcP2M+pdJnSL590MK7JblfjZY56VDrmOx+RdwCvz8z6ERdF+gbkr3vqS+p9f39v0SjQABAgTmT8Ap8PM3Z3pMgAABAgQItFygfsCqUyTrF+ZPJPXxUm27vPjE5JSklq0jirZMtH4IKID2Y56Ncn4F6nv0h5P6/lzXd3aDuiBoBAgQmFMBBdA5nTjdJkCAAAECBNop8Kh06z3JD5P6pblJHTn0teSIpAqdxyXnJ8379Vinv9cv2cvlPnlP646AAmh35tJIuidQN6Y7KqnvzaclN0o0AgQIEJhfAQXQ+Z07PSdAgAABAgRaKPBv6dPCouY4nz+whePVpbULKICu3c6aBCYpcOVsvK7nXN+/T072TjQCBAgQmG8BBdD5nj+9J0BgSgJOSZ0StN0Q6IBAHel50oTGUafVawQIECAwOYEds+mPJLdMTkgOTH6UaAQIECBAgAABAgQIECBAgAABAiMKOAJ0RDCLE5iwwNWy/a8ndeTnD5LdE40AAQIEuiHgCNBuzKNRECAwYYENE96+zRMgQIAAAQIECMxO4OrZ9dHJTZLvJvsnJyYaAQIECBAgQIAAgd4IKID2ZqoNlAABAgQIEOiZwG4Z7zHJ9ZNvJAckP000AgQIECBAgAABAr0ScA3QXk23wRIYu8DW2eK1kuskeyX1i/ZXk2o3SI695Jl/CBAgQGDaAtfODj+R7JF8OTkk+UWiESBAgAABAgQIECBAgAABAkMI7Jpl3pxcnNQ15Zr8ZZ5X2zmp1/43+aNE65eAa4D2a76Ntn0CdXf3umldfR/+bLJDohEgQIBANwVcA7Sb82pUBAgQIECAwIwFnpj9n5M0Rc+Fj00BdN8F75+b53dOtP4IKID2Z66NtH0CN0qXTk3qe/Mnk+0TjQABAgS6K6AA2t25NTICBAgQIEBgRgJ3z34XFjy/lY9fn5w1eL0pgN48Hze/gNfyFyZ1mrzWDwEF0H7Ms1G2T6C+956R1PfdjyTbJRoBAgQIdFtAAbTb82t0BAgQIECAwJQFdsn+Tk/qF+vTkrqeXNN+kif1elMArdfrF++XJ/V65Y2J1g8BBdB+zLNRtkugjrw/M6nvt0ck2yQaAQIECHRfQAG0+3NshAQIECBAgMAUBf4u+6pfrC9KDli036UKoM0ib8uTWq+uF3ql5kWPnRZQAO309BpcCwXql9/mSPx35/lWLeyjLhEgQIDAZAQUQCfjaqsECHRMYEPHxmM4BAhMTuBmg02/N49Hj7Cbfxgsu0Ue667EGgECBAiMT+CgbOrDSf2B6a3J/ZL6Q5VGgAABAgQIECBAgMBAQAHUpwIBAsMKNAXQLwy7wmC5Y/NYR39WUwC91MG/BAgQGIfAXbKRI5MrJP+RPDjZlGgECBAgQIAAAQIECCwQUABdgOEpAQIrCjTXk7tgxaUu/+YV81Id/Vmt7givESBAgMD6Be6ZTfxPsm3yyuSRSV1+QiNAgAABAgQIECBAYJGAAugiEB8SILCswNcH7zRHgi674KI36q7Emw9eq7vGawQIECCwPoE6zf1dydbJS5O6AV1da1kjQIAAAQIECBAgQIAAAQIE1iHwgqxbv2Cfl1xn0XaWuwlSHfn56aTW+8WidXzYXQE3Qeru3BrZ7AUOTxfqNPf6vvqiRCNAgACBfgu4CVK/59/oCRAgQIAAgTEL1JGfFyb1S/fXkusmTVuqAFo35HhtUstXXp1o/RBQAO3HPBvl9AUek102X19/O/3d2yMBAgQItFBAAbSFk6JLBAgQIECAwHwL1C/cTUGzjgT99+TByc8Grz8rj4cmz0xOHrxWy5+QVEFU64dAU6DZ2I/hGiWBqQg8MXtpvv8+aSp7tBMCBAgQmAcBBdB5mCV9JECAAAECBOZKoK4b/IGk+SV8mMdzsvyBczVKnV2vgALoegWtT+CyAk/Oh/X9tr62HnvZt3xEgAABAj0XUADt+SeA4RMgQIAAAQKTE6gbcJyYrFYArZt07Da5bthySwUUQFs6Mbo1lwLPTa/re+2m5KFzOQKdJkCAAIFJCiiATlLXtgkQ6IzAlp0ZiYEQIDBNgXdkZ0ckd0vqhkhNzs3z4wb5XB4/n2gECBAgsDaBF2e1v04uTh6cvD3RCBAgQIAAAQIECBAgQIAAAQIEZizgCNAZT4Ddz73A5hnBy5M68rNuPnevRCNAgAABAksJOAJ0KRWvESBAgAABAgQIEJiwgALohIFtvtMCda3l1yZV/LwgOSzRCBAgQIDAcgIKoMvJeJ0AAQIECBAgQIDABAUUQCeIa9OdFtgio3tzUsXPuqTIwYlGgAABAgRWElAAXUnHewQIEBgIuAaoTwUCBBYLPDEvbL/4xTF9/PwxbcdmCBAg0DWBrTKgtyX3Sc5O6sjPTyUaAQIECBAgQIAAAQIECBAgMGaBU7K9OvpoEhlzV22upQKOAG3pxOhWawW2Sc/qxnL1fffMZN9EI0CAAAECwwg4AnQYJcsQINB7AUeA9v5TAAABAgQIECAwQ4Htsu/3JockPx88fiWPGgECBAgQIECAAAECYxJQAB0TpM0Q6JDAQzOWOhppqVanxr8quXKyKXlncmRyUvKTpL6n7JH8YfKXyY2SOqLpcckHE40AAQIEfi9Q31Pfn9w+OS05OPlWohEgQIAAAQIECBAgQIAAAQIzEKibc9Qv6lXQ/HpSRc6V2uZ58y+SWv685IBE64eAU+D7Mc9GuT6BHbL6Z5L6HnlSsneiESBAgACBUQWcAj+qmOUJECBAgAABAisIPDzv1S/qdYrmnsmw7Z+zYK133LArWG7uBRRA534KDWDCAjtm+19M6nvj8cm1E40AAQIECKxFQAF0LWrWIUCAAAECBAgsI/DmvF6/rL9umfeXe/l6g/Vq3Z2WW8jrnRJQAO3UdBrMmAWulu3VUfT1PfH7ye6JRoAAAQIE1iqgALpWOesRINArgQ29Gq3BEiCwHoHbDlb+6ogbqSM/Lx6s487GI+JZnACBTglcPaM5OrlJ8p1k/+TERCNAgAABAgQIECBAYIICCqATxLVpAh0TqGuAVhv1VM3rZ50tL1lzs83OHzx6IECAQN8EdsuAj0nqe+I3kgOSUxKNAAECBAgQIECAAAECBAgQaInAx9OP5pTNK47Qp1cM1qt1rznCehadXwGnwM/v3On5ZATqD0fHJ/V98EtJXQNUI0CAAAEC4xBwCvw4FG2DAAECBAgQIDAQeGQe65f3yn8n2yUrtboL/BOSZp0PrrSw9zoloADaqek0mHUK1N3d6y7v9b3ws0nd/V0jQIAAAQLjElAAHZek7RAgQIAAAQIEIrBN8qOkKWielufPSG6T7J5slVw1uUXy4KRO8WyWrVPf90m0fggogPZjno1ydYEbZZFTk/peeFSyfaIRIECAAIFxCiiAjlPTtggQIECAAAECEbhucnrSFDaHeawbIN070fojoADan7k20uUFbp63zkjq++RHktWOms8iGgECBAgQGFlAAXRkMisQIECAAAECBFYX2COLvCsZpvj5lSznyM/VTbu2hAJo12bUeEYV2DcrnJnU98kjkjqCXiNAgAABApMQUACdhKptEiDQOYHmzsydG5gBESAwMYETsuX7JtdLDktun1w9uVpydlKne349+a/k/5IqAGgECBDoi0D9IvqB5ErJe5IHJBclGgECBAgQIECAAAECBAgQIECAQEcEHAHakYk0jJEFDs4a5yb1h583J1skGgECBAgQmKSAI0AnqWvbBAgQIECAAAECBJYRUABdBsbLnRa4S0ZXN3yr4ufrkg2JRoAAAQIEJi2gADppYdsnQIAAAQIECBAgsISAAugSKF7qtMA9M7oLkyp+viLZPNEIECBAgMA0BBRAp6FsHwQIECBAgAABAgQWCSiALgLxYacF7p/R1TU+q/j54k6P1OAIECBAoI0CCqBtnBV9IkCAAAECBAgQ6LyAAmjnp9gABwIPzeOmpIqfLxy85oEAAQIECExTQAF0mtr2RYAAAQIECBAgQGAgoADqU6EPAo/NIJvP9Wf0YcDGSIAAAQKtFFAAbeW06BQBAgQIECBAgEDXBZqi0MauD9T4eivwpIy8jvqs1HONAAECBAjMSkABdFby9kuAAAECBAgQINBrAQXQXk9/5wf/1xlhFT7r8/wxnR+tARIgQIBA2wUUQNs+Q/pHgAABAgQIECDQSQEF0E5Oq0FF4LlJFT83JYcnGgECBAgQmLWAAuisZ8D+CRAgQIAAAQIEeimgANrLae/8oOsO71X8rDu+153fNQIECBAg0AYBBdA2zII+ECBAgAABAgQI9E5AAbR3U97pAW+e0b0iqeLnhck9E40AAQIECLRFQAG0LTOhHwQIECBAgAABAr0SUADt1XR3erAbMrrXJVX8PD+5S6IRIECAAIE2CSiAtmk29IUAgdYKbNnanukYAQIEuiGwXYaxW3LFQbbI41nJrwb5eR41AgTaJ1Bfq29MHpicl9w9+ViiESBAgAABAgQIECBAgAABAgR6L3CrCPxn8sNkU1JHjy2Xn+W99yfPSHZJutAcAdqFWez3GLbK8N+d1Ndt/cGijq7RCBAgQIBAGwXq/6j6/+qYNnZOnwgQIECAAAECBLoncJ8M6YvJcsXO1V6/IOu+OtkhmeemADrPs6fv24TgiKS+Xs9M9k00AgQIECDQVgEF0LbOjH4RINAqAafAt2o6dIYAgTkWeET6/tpF/a/TZk9ITkrOTqrAWUeEbpvUqfE7J7sPHvOwWRVeHp3cJjk0OTnRCBCYnkB9Xb43OSSpy1PcMflqohEgQIAAAQIECBAgQIAAAQIEei1QR35WYbOOGDs3eXFyy6SuIThMu0YWelhybNIcJfr5YVZs6TKOAG3pxOjWigLb591PJvU1eGpyo0QjQIAAAQJtF3AEaNtnSP8IECBAgAABAh0RqKM8q2hSR3mu53TZOjK0brLSFEGrsDqPTQF0Hmet332uy058NqmvvTpie+9EI0CAAAEC8yCgADoPs6SPBAgQIECAAIE5F7hm+t8ULO87hrHU3eJPHGzzzWPY3iw2oQA6C3X7XKvAjlnxS0l9HR+fXDvRCBAgQIDAvAgogM7LTOknAQIzFdgw073bOQECBOZfoK7XWe3C5MhLnq3vnzqF/iODTVx3fZuyNgECqwjslPePSvZJfpDUL5E/SjQCBAgQIECAAAECBDok4CZIHZpMQyFAYCYCdQRotV8kddOjcbRTBhupG7JoBAhMRuDq2ezHk+sn30kOSpqvvTzVCIxN4OBs6Z5JXVd2Y3JG8o3kv5NPJhoBAgQIECBAgAABAgQIEGi1wN3Tu+YU+D3H1NNjBtt845i2N+3NOAV+2uL2N6rA7lnh+0l97X49uVqiERi3wI2zwc8lzf8RSz3W93vXnB23vO0R6JeAU+D7Nd9GS4AAAQIECBCYicAe2eumpH6xPSJZ75H1D802mgLi4/N8HlvT/zrSSSPQNoG6xufxSX3NfjGpa4BqBMYtcEg2WDfGq8+zk5NnJQckN0zukDwvOS2p93+ZVAFDI0CAwFoEFEDXomYdAgQIECBAgACBkQVenzXql9hKXQf0BsmorU53/5ukKabWL8bXGHUjLVleAbQlE6EblxOoI+3qLu/1tfqZpO7+rhEYt8D1ssFfJfV59p/JFZKl2pXy4juSWq5Oi98z0QgQIDCqgALoqGKWJ0CAAAECBAgQWJNAXUvwuKR+iW3y7Tx/VfKU5D7JnZL9k7pp0oHJYcnDkmcn70/qCKBm3Yvy/PbJvDYF0HmduW73u66/eGpSX2dHJdsnGoFJCNSN7Orz7K1DbHzzLPPewfL/NcTyFiFAgMBiAQXQxSI+JkCAAAECBAgQmJjAVbPlTyVNEXOtj3UzpQdMrJfT2bAC6HSc7WV4gVtk0TrCrr4uqzhVR1xrBCYhcNNstD7P6nv5VYbcwc5Z7pyk1ttryHUsRoAAgUZAAbSR8EiAAAECBAgQIDA1gTtnT59I6ijOUYqgdQTp85Mu3IxFATQTqbVGYN/05Mykvh7rOr3bJBqBSQn8XTZcn2t1BsAo7U1ZuNZ74igrWZYAAQIRUAD1aUCAAIEhBNZ7s44hdmERAgQI9ErgwxltpY4w22eQKmrWtQavnGydnJvU0T4/S45NvpX8IJlV25AdvyDZc1YdsF8CExLYP9s9MqlrLb47eWBSf5zQCExKoK4zW+2zlz4M/W8t/6CkWX/oFS1IgAABAgQIECCwuoAC6OpGliBAgMBaBM7PSp8eZC3rT3OdnbKzpyV1LbpxtnFvb5x9s63uCxycIb4vqRvQvCU5PNmUaAQmKdDcWKtugjRKO2uwcP2hTCNAgAABAgQIEBizgALomEFtjgABAnMoUDeG+eNkjzH1/W3ZThU/63ROjcAsBOomY3VDmTrd/XXJo5O6NINGYNICpw12cI0Rd9QsX2cGaAQIECBAgAABAgQIECBAgEDLBVwDtOUT1PHu3SvjuzCpAvzLE0ciB0GbmsCjsqf63Ks7u4/SPp6Fa715vwneKGO2LAEC4xFwDdDxONoKAQIECBAgQIAAgZEEFEBH4rLwGAXun23VNT6rkPTiMW7XpggMK1B3dL8gqcst3GTIlfbLcvU5W9eGbk6hH3JVixEgQMBNkHwOECBAgAABAgQIEJiFgALoLNTt86EhqKJTFZL+AQeBGQr8U/Zdn4ffSTau0o9d8v6Pk1r+Oass620CBAgsJeAI0KVUvEaAAAECBAgQIEBgwgIKoBMGtvnLCTw2rzSfd8+43LteIDBdgbrx1leTKmr+IDkgWaodkhdPTGq5ugt8XbNWI0CAwKgCCqCjilmeAAECBAgQIECAwBgEmkLUakc+jWFXNkFgsyfFoApIlSfyINASgTqy8/NJ87n5lTz/5+SZyb8m30ia947J86smGgECBNYioAC6FjXrECBAgAABAgQIjCTwN1n6jAnlqSP1pD0LK4C2Zy663pP6+qsiUn3OPabrgzW+uRPYNj2uI5J/kTTFzoWPp+f1JydbJRoBAgTWKqAAulY56xEg0CuBLXs1WoMlQIDA+AXqF9xJHem43fi7a4sEOiPwvIzk75Iqfj48eUOiEWiTQN0Mqa5H+9Lk9smNkh2T+qNZHQFaR35enGgECBAgQIAAAQITFlAAnTCwzRMg0HmBl2SEddfeOg13w2C05+XxzMHz9TycvZ6VrUugwwL1dfeUpIpHD0rekWgE2ipwYTr20UHa2kf9IkCAAAECBAgQIECAAAECqwo8OEtUMaZOb6zTGndN+tqcAt/XmZ/8uDfPLl6R1NfZr5N7JhoBAgQIEOizgFPg+zz7xk6AAAECBAgQmIHAI7PP5vpuH8/z5ojQGXRlprtUAJ0pf2d3Xl9Pr0vqa+z85C6JRoAAAQIE+i6gANr3zwDjJ0CAAAECBAjMQOCD2WdTBK1TdPvYFED7OOuTHfMW2fxbkvraOjc5KNEIECBAgACBzTZTAPVZQIAAAQIECBAgMHWB3bLHs5Iq1Pw8uVLSt6YA2rcZn+x46w7Z707qa6q+tuoXPY0AAQIECBC4VEAB1GcCAQIECBAgQIDATAQem702R4E+fSY9mO1OFUBn69+lvW+TwRyR1NdT3Vhs30QjQIAAAQIEfi+gAPp7C88IECCwrIC7wC9L4w0CBAisWeDVWfPKSR39Wdcq1AgQGF1gu6zy3uSQpI6mvmPy1UQjQIAAAQIECBAgQIAAAQIECBAgMFMBR4DOlL8TO98+o/hkUkd+nprcKNEIECBAgACByws4AvTyJl4hQIDA5QQcAXo5Ei8QIECAAAECMxTYIfv+UHLr5OTkwOS4RCPZUjGJAABAAElEQVRAgAABAgQIECBAgMCaBBRA18RmJQIECBAgQGACAjtmmx9N9kmOT+pu7z9KNAIECBAgQIAAAQIECKxZQAF0zXRWJECAAAECBMYosFO29b/JTZIfJHXk508SjQABAgQIECBAgAABAusSUABdF5+VCRAgQIAAgTEI7JptfDy5XvKdpI78PCXRCBAgQIAAAQIECBAgsG6BDevegg0QIECAAAECBNYusHtWPSap4uc3kgMSxc8gaAQIECBAgAABAgQIjEdAAXQ8jrZCgAABAgQIjC5w7axSxc+9ki8ld0hOTzQCBAgQIECAAAECBAiMTUABdGyUNkSAAAECBAiMILB3lv1Uskfy2aROe/9FohEgQIAAAQIECBAgQGCsAgqgY+W0MQIECBAgQGAIgRtnmaOTuvbnJ5NDkrMSjQABAgQIECBAgAABAmMXUAAdO6kNEiBAgAABAisI3CLvHZXsnHwkuUtybqIRIECAAAECBAgQIECAAAECBAgQmAuB36SXv002zkVvdXKaAvtlZ2cm9fnxvmSbRCNAgAABAgTWLnC7rFr/r9Y1tTUCBAgQIECAAAECBKYkoAA6Jeg5283+6e/ZSf2S9q5kq0QjQIAAAQIE1iegALo+P2sTIECAAAECBAgQWJOAAuia2Dq90sEZXZ3mXsXPNydbJBoBAgQIECCwfgEF0PUb2gIBAgQIECBAgACBkQUUQEcm6/QKh2V0FyRV/Hxt4vrjQdAIECBAgMCYBBRAxwRpMwQIECBAgAABAgRGEVAAHUWr28veK8O7MKni58uTzRONAAECBAgQGJ+AAuj4LG2JAAECBAgQIECAwNACCqBDU3V6wQdkdBclVfx8UadHanAECBAgQGB2Agqgs7O3ZwIECBAgQIAAgR4LKID2ePIHQ39oHjclVfz8+8FrHggQIECAAIHxCyiAjt/UFgkQIECAAAECBAisKqAAuipRpxd4bEbXfA48vdMjNTgCBAgQIDB7AQXQ2c+BHhAgQIAAAQIECPRQoCl+bezh2Ps+5CcHoI76rDyx7xjGT4AAAQIEpiCgADoFZLsgQIAAAQIECBAgsFhAAXSxSD8+fmqGWYXPmv/H9GPIRkmAAAECBGYuoAA68ynQAQIECBAgQIAAgT4KKID2b9aflyFX8XNTcniiESBAgAABAtMRUACdjrO9ECBAgAABAgQIELiMgALoZTg6/8FLMsIqftYd3+/X+dEaIAECBAgQaJeAAmi75kNvCBAgQIAAAQIEeiKgANqPid48w3xFUsXPXyf3TDQCBAgQIEBgugIKoNP1tjcCBAgQIECAAAEClwgogHb/E2FDhvi6pIqf5yd3STQCBAgQIEBg+gIKoNM3t0cCBAgQIECAAAECl9wEpwpj7gLfzU+GLTKstyQ1x+cmByUaAQIECBAgMBsBBdDZuNsrAQIECBAgQIBAzwUcAdrdT4CtMrT3JFX8PCupX7o0AgQIECBAYHYCCqCzs7dnAgQIECBAgACBHgsogHZz8rfJsN6fVPHzzGTfRCNAgAABAgRmK6AAOlt/eydAgAABAgQIEOipgAJo9yZ+uwzpo0kVP09Pbp5oBAgQIECAwOwFFEBnPwd6QIDAHAhsOQd91EUCBAgQIEBgdgLbZ9dHJgckpyV1zc9vJxoBAgQIECBAgAABAgTmQkABdC6mSScJECBAgMBMBHbIXj+U3Do5OTkwOS7RCBAgQIAAAQIECBAgMDcCCqBzM1U6SoAAAQIEpiqwY/ZWp73vkxyfVPHzx4lGgAABAgQIECBAgACBuRJQAJ2r6dJZAgQIECAwFYGdspePJTdOfpBU8fMniUaAAAECBAgQIECAAIG5E9gwdz3WYQIECBAgQGCSArtm40cnVfz8TrJ/ovgZBI0AAQIECBAgQIAAgfkUUACdz3nTawIECBAgMAmB3bPRY5LrJV9P6sZHpyQaAQIECBAgQIAAAQIE5lZAAXRup07HCRAgQIDAWAX2ytaq+FmPX0rukJyeaAQIECBAgAABAgQIEJhrAQXQuZ4+nSdAgAABAmMRqCM+q/i5R/LZ5KDkzEQjQIAAAQIECBAgQIDA3AsogM79FBoAAQIECBBYl0Bd67Ou+VnX/jwqOSQ5K9EIECBAgAABAgQIECDQCQEF0E5Mo0EQIECAAIE1Cdwia1XRs+76/pHksOTcRCNAgAABAgQIECBAgAABAgQIECBAYBmB3+T13yYbl3nfy+0Q2C/d+GVSc/W+ZOtEI0CAAAECBOZL4Hbpbv1fXpey0QgQIECAAAECBAgQmJKAAuiUoNexm/2z7tlJ/cL0rmSrRCNAgAABAgTmT0ABdP7mTI8JECBAgAABAgQ6IKAA2u5JvGO6V6e5V/HzTckWiUaAAAECBAjMp4AC6HzOm14TIECAAAECBAjMuYACaHsn8K7p2gVJFT9fk7gWeBA0AgQIECAwxwIKoHM8ebpOgAABAgQIECAwvwIKoO2cu3unWxcmVfx8WbJ5ohEgQIAAAQLzLaAAOt/zp/cECBAgQIAAAQJzKqAA2r6Je0C6dHFSxc8Xta97ekSAAAECBAisUUABdI1wViNAgAABAgQIECCwHgEF0PXojX/dh2WTm5Iqfj5//Ju3RQIECBAgQGCGAgqgM8S3awIECBAgQIAAgf4KKIC2Z+7/Il1p5uPp7emWnhAgQIAAAQJjElAAHROkzRAgQIAAAQIECBAYRaApuG0cZSXLjl3gydliHfVZ+auxb90GCRAgQIAAgTYIKIC2YRb0gQABAgQIECBAoHcCCqCzn/I62rMKnzUXj559d/SAAAECBAgQmJCAAuiEYG2WAAECBAgQIECAwEoCCqAr6Uz+vbrOZxU/NyUPmfzu7IEAAQIECBCYoYAC6Azx7ZoAAQIECBAgQKC/Agqgs5v7l2TXVfy8KLnf7LphzwQIECBAgMCUBBRApwRtNwQIECBAgAABAgQWCiiALtSYzvPNs5tXJlX8/HVyj0QjQIAAAQIEui+gANr9OTZCAgQIECBAgACBFgoogE53UjZkd/+RVPHz/OTQRCNAgAABAgT6IaAA2o95NkoCBAgQIECAAIGWCSiATm9Ctsiu3ppU8fPc5KBEI0CAAAECBPojoADan7k2UgIECBAgQIAAgRYJKIBOZzK2ym7ek1Tx86zktolGgAABAgQI9EtAAbRf8220BAgQIECAAAECLRFQAJ38RGyTXbw/qeLnmcmtEo0AAQIECBDon4ACaP/m3IgJECBAgAABAgRaIKAAOtlJuEI2/9Gkip+nJzdPNAIECBAgQKCfAgqg/Zx3oyZAYESBLUdc3uIECBAgQIDA7AS2z66PTA5ITk0OTr6daAQIECBAgAABAgQIECCwjIAC6DIwXiZAgAABAi0T2CH9+XCyX3JSUjc8Oi7RCBAgQIAAAQIECBAgQGAFAQXQFXC8RYAAAQIEWiKwMf34SLJPcnxyYPLjRCNAgAABAgQIECBAgACBVQQUQFcB8jYBAgQIEJixwE7Z/8eSGyffT+rIz58kGgECBAgQIECAAAECBAgMIbBhiGUsQoAAAQIECMxGYNfs9uikip/HJnXtT8XPIGgECBAgQIAAAQIECBAYVkABdFgpyxEgQIAAgekK7J7dHZNcL/l6cvvklEQjQIAAAQIECBAgQIAAgREEFEBHwLIoAQIECBCYksBe2c+nknr8YnKH5PREI0CAAAECBAgQIECAAIERBRRARwSzOAECBAgQmLBAHfFZR37WEaCfSQ5Ozkw0AgQIECBAgAABAgQIEFiDgALoGtCsQoAAAQIEJiRQ1/qsa37WtT+PSu6UnJVoBAgQIECAAAECBAgQILBGAQXQNcJZjQABAgQIjFlgn2yvip511/cPJ4cl5yYaAQIECBAgQIAAAQIECBAgQIAAAQItEvhN+vLbZGOL+tT2ruyXDv4yKbf3JVsnGgECBAgQIEBgNYHbZYH6+aEun6MRIECAAAECBAgQIDAlAQXQ0aAPyOJnJ/XLyzuTLRONAAECBAgQIDCMgALoMEqWIUCAAAECBAgQIDBmAQXQ4UHvmEXrNPcqfr4p2SLRCBAgQIAAAQLDCiiADitlOQIECBAgQIAAAQJjFFAAHQ7zrlnsgqSKn69JXJc7CBoBAgQIECAwkoAC6EhcFiZAgAABAgQIECAwHgEF0NUd751FLkyq+PmyZPNEI0CAAAECBAiMKqAAOqqY5QkQIECAAAECBAiMQUABdGXEB+Tti5Mqfv7jyot6lwABAgQIECCwooAC6Io83iRAgAABAgQIECAwGQEF0OVdH5a3NiVV/Hze8ot5hwABAgQIECAwlIAC6FBMFiJAgAABAgQIECAwXgEF0KU9/yIvNzZPX3qRdb26fdZ+QvKJ5JSkri/6k+SI5MGJu8sHYYVW12D90+TdyQlJ+Z2WfCp5arJjohEgQIAAgbYJKIC2bUb0hwABAgQIECBA4JJrPe4Zh7slVVR5ZFI/uG5MutKaIl+XxrTeuXlKNlBHfVb+ar0bW2L9uqZoFeuafSz1+L28v+8S63pps81uGISvJUu5Na+dmffrCF6NAAECBAi0SUABtE2zoS8ECBAgQIAAgY4KXCHjeuIgB64yxpvn/a8mTUFl4eNFef1VyU7JvDcF0MvO4DPyYc11uTz6sm+N5aMqqDbmx+R5HcW4S7JNskfyiOTYpPpwfnKXRPu9wB/n6VlJ+fw4eVyyV1J+9fV49+RDSb1fcemCIGgECBAg0BoBBdDWTIWOECBAgAABAgS6K7BzhtYURl69wjCflveqyNksu9xjFWLutMJ25uGtphjnCNDNNnv+YM7rpkcPmcDkHZJtbhqkTn9frtXp7y9P6vOuPseum2ibbXb1IDRHzr41z7ddAeVBee/XSRnWjaw0AgQIECDQBgEF0DbMgj4QIECAAAECBDouMEwBtI4MbYqCVTypU2nfn7w4ecng+el5rPcqv0jqCLR5bc1Y+14AfWkmsOazCt9/NoHJrKLmd5Pax98Ouf0q8tXy7xty+a4v9rqBx4fzuGGIwdYlK8rvlOSKQyxvEQIECBAgMGkBBdBJC9s+AQIECBAgQIDAZqsVQOvGNHVDlSqaVN6cXC1Z3K6cF6pgVkcK1nLfTOa1wNL3AujmmbtXDuaxjhi8RzKJdlg2Wp8r30u2GHIH9bl3dlLr7THkOl1dbIcM7MKkCtTXHmGQ/5dly+/wEdaxKAECBAgQmJSAAuikZG2XAAECBAgQIEDgdwKrFUDreotVLKl89HdrLf/k/w2WreXvufxirX6nzwXQOorwP5Kav/OTQ5NJtabI+swRd/D2LF/9e+yI63Vt8fsMHD424sAeNVjvXSOuZ3ECBAgQIDAJAQXQSajaJgECnROo0+c0AgQIEJicwM0WbHqlazQ2i9U1I++b3DC5ZfI/yaTb1tlBnRp9rUnvqOPbr6Mw35TU9SHPTf4k+UQyqdbM11dG3MGXs/z9klGOehxxF3Ox+Hr8aoB995uLSdZJAgQIECBAgAABAiWgAOrzgAABApMVuP5g83Xjmbpe42qtjp48JmkKoKstP4736/T7uyXbjGNjC7ZRp4L3pW2VgdaRlfdO6hTzOvL308kk2xUGGz9vxJ3UkanVtrv0obf/8uvt1Bs4AQIECBAgQIBA3wQUQPs248ZLgMC0BU4Z7PD0EXZ84mDZPUZYZz2LnpGV90p2Wc9GFqz7xTyv4medZt2HVoXj9yR3TeoGV3dOvpBMujWfW3Uk49Ej7KyWr9asf+lH/fu3GX/jMaxAs3yz/rDrWY4AAQIECBAgQIAAgRkJKIDOCN5uCRDojcCxg5FWgXGn5GdDjLw5avSHQyw7rkVOzoYq2mgCdRThe5M7JlVIrsevJdNodYRpncpep9q/IRmmbZ6F6mjfapM+QvXSvbT332b8VbCuy0DUDZGGaeVdrVn/0o/8S4AAAQIECBAgQIAAAQIECBDoqMDCmyAdkTHutmicdXr5z5M6GrKKVau1Ouqzrh9Zy790tYVb+n5fboK0ffyPTmqu6mjAumzBNNvVs7M6nb2863qxw7QHZ6Hq7wlJXbO07+2rASiPpwwJ8YdZ7tfJpuR6Q65jMQIECBAgMEkBN0GapK5tEyBAgAABAgQIXCKwsABahZTKackHk+cl90hentTrpybXSZZrdZTol5NmOwcst2DLX+9DAXSHzMH/DebqJ3m87ozm5IWDPhyfx8XF98VdulVeqOuT1ufXgxa/2dOP6+jP8qiiZh29u1K7Wt78ZlLLv36lBb1HgAABAgSmKKAAOkVsuyJAgAABAgQI9FWgTmuvgsiw+dESUIfmtbckTXGqtvXuJZabl5e6XgDdmIloCtU/zvPmmpCzmJ86dfszSX3OVIH9gcniIzu3zWtPSc5Lark3JNrvBV6Up+VyUfLs5ErJwlaXDbh7cnxSy1URdPEyeUkjQIAAAQIzEVAAnQm7nRIgQIAAAQIE+idwlQz59smTkjcmX0/qeoJVLFmcOlpwcfufvLBwue/l49WO5lu8jTZ93OUCaBW8v5HUfB2XtGGe6mjUDw36VP2qG269L/nP5MPJwsL6q/Lxlon2e4EqcL4gab4G67IC/5u8Ifnv5KdJ814Vm+uob40AAQIECLRFQAG0LTOhHwQIECBAgACBHgpskzHfInlY8rLkU8mvkmOSxe3f80JTYHlnns/70WVdLYDumrn5zmCuvp3HXZK2tA3pyIOSY5Pmc6l5rPmowt0dE215gdvkrY8nm5LGrnn8YV57bKJ4HASNAAECBFolcLv0pv6/WupnzFZ1VGcIECBAgAABAgT6IVBHmtXp04vbvfLCo5JrLX5jTj/uYgF0j8zFD5L6BaPu8l7Xg2xrq+uR1inbhyeHJddItOEF6ijfujboQ5J7JtO+uVV2qREgQIAAgaEFFECHprIgAQIECBAgQIAAgfEJdK0AuldoTkiq+PmF5CqJRoAAAQIECBBog4ACaBtmQR8IEGi9QJ0ypxEgQIAAAQJLC1wvL9cpZbsndRr5wcmZiUaAAAECBAgQIECAAAECcyKgADonE6WbBAgQIDB1gRtnj0cnde3Po5I7JWclGgECBAgQIECAAAECBAjMkYAC6BxNlq4SIECAwNQE9smePpnU9SDrTup1Lc1zE40AAQIECBAgQIAAAQIECBAgQIAAgZ4LzPs1QG+d+ftlUtf8fG+ydaIRIECAAAECBNoo4BqgbZwVfSJAgAABAgQIEOi8wDwXQA/I7JydVPHzncmWiUaAAAECBAgQaKuAAmhbZ0a/CBAgQIAAAQIEOi0wrwXQO2ZWzkuq+PnGZItEI0CAAAECBAi0WUABtM2zo28ECBAgQIAAAQKdFZjHAuhdMxsXJFX8fE2yeaIRIECAAAECBNouoADa9hnSPwIECBAgQIAAgU4KzFsB9N6ZhQuTKn7+a6L4GQSNAAECBAgQmAsBBdC5mCadJECAAAECBAgQ6JrAPBVAHxj8i5Mqfv5j1ybCeAgQIECAAIHOCyiAdn6KDZAAAQIECBAgQKCNAvNSAH148DYlVfx8Thsh9YkAAQIECBAgsIqAAugqQN4mQIAAAQIECBAgMAmBeSiAPi4Db/r5tEkg2CYBAgQIECBAYAoCCqBTQLYLAgQIECBAgAABAosFmsLixsVvtOTjp6QfddRn5a9a0ifdIECAAAECBAisRUABdC1q1iFAgAABAgQIECCwToE2F0CfmbFV4bP6+Kh1jtPqBAgQIECAAIFZCyiAznoG7J8AAQIECBAgQKCXAm0tgL4gs1HFz7rp0UN6OTMGTYAAAQIECHRNQAG0azNqPAQIECBAgAABAnMh0MYC6EsjV8XPi5I/mwtFnSRAgAABAgQIrC6gALq6kSUIECBAgAABAgQIjF2gTQXQzTO6VyVV/Px1co9EI0CAAAECBAh0RUABtCszaRwECBAgQIAAAQJzJdCWAuiGqL0+qeLn+cmhiUaAAAECBAgQ6JKAAmiXZtNYCBAgQIAAAQIE5kagDQXQLaP11qSKn+ckByYaAQIECBAgQKBrAgqgXZtR4yFAgAABAgQIEJgLgVkXQLeK0n8lVfz8VXLbRCNAgAABAgQIdFFAAbSLs2pMBAgQIECAAAECrReYZQF0m+gcmVTx8xfJrRKNAAECBAgQINBVAQXQrs6scREgMFaBOkVQI0CAAAECXRC4QgbxvuTg5IzkjsnXEo0AAQIECBAgQIAAAQIEeiygANrjyTd0AgQIdEjgShlLHfm5f3JqUkXQbycaAQIECBAgQIAAAQIECPRcQAG0558Ahk+AAIEOCPxBxvChZL/kpOSg5LhEI0CAAAECBAgQIECAAAECmymA+iQgQIAAgXkW2JjOfzS5RXJ8Und7/3GiESBAgAABAgQIECBAgACBSwQUQH0iECBAgMC8Cuycjv9vcuPk+0kVP+sIUI0AAQIECBAgQIAAAQIECPxOQAH0dxSeECBAgMAcCVwjff14sndybFKnvde1PzUCBAgQIECAAAECBAgQIHAZgQ2X+cgHBAgQIECg/QJ7pIvHJFX8rLu8H5AofgZBI0CAAAECBAgQIECAAIHLCyiAXt7EKwQIECDQXoG90rUqfl47+WJyYHJGohEgQIAAAQIECBAgQIAAgSUFFECXZPEiAQIECLRQ4HrpUxU/d08+kxycnJloBAgQIECAAAECBAgQIEBgWQEF0GVpvEGAAAECLRK4SfpydLJr8onkTslZiUaAAAECBAgQIECAAAECBFYUUABdkcebBAgQINACgX3Sh6OSnZIPJ4cl5yYaAQIECBAgQIAAAQIECBAgQIAAAQIEpi7wm+zxt8nGMez51tnGLwfbe28etx7DNm2CAAECBAgQINAVgdtlIPVzV10mSCNAgAABAgQIECBAYEoC4yqA1t3dz07qh/p3JlsmGgECBAgQIECAwO8FFEB/b+EZAQIECBAgQIAAgakJjKMAekh6e15Sxc83JlskGgECBAgQIECAwGUFFEAv6+EjAgQIECBAgAABAlMRWG8B9G7p5QVJFT//Pdk80QgQIECAAAECBC4voAB6eROvECBAgAABAgQIEJi4wHoKoPdJ7y5Mqvj5rxPvqR0QIECAAAECBOZbQAF0vudP7wkQIECAAAECBOZUYK0F0AdmvBcnVfx84ZyOXbcJECBAgAABAtMUUACdprZ9ESBAgAABAgQIEBgIrKUA+vCsuymp4uezE40AAQIECBAgQGB1AQXQ1Y0sQYAAAQIECBAgQGDsAqMWQB+XHjTrPG3svbFBAgQIECBAgEB3BRRAuzu3RkaAAAECBAgQINBigaaYuXGIPj4ly9RRn5UnDLG8RQgQIECAAAECBH4voAD6ewvPCBAgQIAAAQIECExNYNgC6N+lR1X4rOUftULv7pz3XpP8X/L95HPJa5O7JO4QHwSNAAECBAgQ6K2AAmhvp97ACRAgQIAAAQIEZikwTAH0BelgFT/rpkcPXqazN87rX0iaI0SXevxS3r/ZMut7mQABAgQIECDQdQEF0K7PsPERIECAAAECBAi0UmC1Aug/pddVzLwo+bNlRnBwXj87qeVOSp6Z3Dr5w8HjM/J4YlLvn5vUUaIaAQIECBAgQKBvAgqgfZtx4yVAgAABAgQIEGiFwHIF0Dpd/VVJFS1/ndw9WapdJy/+Mqnl3pBslyzVts2LdSp8LXdWcv1EI0CAAAECBAj0SUABtE+zbawECBAgQIAAAQKtEViqALohvXt9UsXK85OVjtg8crDcO/I4THtzFqrtfnSYhS1DgAABAgQIEOiQgAJohybTUAgQIECAAAECBOZHYHEBdMt0/W1JFSnPSQ5MlmvXyxu13K+SYe4iX9v5g+QXSa13k0QjQIAAAQIECPRFQAG0LzNtnAQIrEugjsjRCBAgQIDApAS2yobfmdw/qdPU75R8Ilmu3W3wxrvz+PPlFlr0ep0uX/uo1qx/6Uf+JUCAAAECBAgQIECAAIHeCyiA9v5TAAABAgQmJrBNtvw/yb2SM5O6sdFnkpXadQdvfm6lhZZ4r1m+rh+qESBAgAABAgQIECBAgACB3wnUaYkaAQIECBCYhECd9n5AckZyx+RryWrtyoMF6mjRUVqzfLP+KOtalgABAgQIECBAgAABAgQ6LKAA2uHJNTQCBAjMWKCKn6cmByXHDtmXWr7abpc+DP3vNQdLnjb0GhYkQIAAAQIECBAgQIAAgV4IOAW+F9NskAQIEJiJwE+z1/2TYYuf1ckv1D9ph176MPS/zfLN+kOvaEECBAgQIECAAAECBAgQIECAAAECBAiMItDcBf7mo6w0WLbu6F53iq87ut968NpqD7fMArXP85Krrraw9wkQIECAAAECHRJwF/gOTaahECBAgAABAgQIzI9AUwDduMYuPyfrVQH0+GTXZKW2c978YVLL//1KC3qPAAECBAgQINBBAQXQDk6qIREgQIAAAQIECLRfYL0F0K0zxE8nVdQ8KTksWardOS+ekNRydRf4bRONAAECBAgQINAnAQXQPs22sRIgsGYBN0FaM50VCRAgQGBCAhdmu3+SvCe5Q3Jk8r3kqORnydWS2yfXT6p9KrlXckF9oBEgQIAAAQIECBAgQIAAAQIECBAgQGCSAus9ArTpW/2R7vHJKUkd5bk4dcf3JyZbJRoBAgQIECBAoI8CjgDt46wbMwECIws4AnRkMisQIECAwJQELs5+Xp68MrlNcpOkriv68+RbyWeSTYlGgAABAgQIECBAgAABAgSWFVAAXZbGGwQIECDQEoE6ovTTg7SkS7pBgAABAgQIECBAgAABAvMisGFeOqqfBAgQIECAAAECBAgQIECAAAECBAgQGFXAEaCjilmeAAECBAhMX+CG2eV+yS7J2cn3k08m5ycaAQIECBAgQIAAAQIECBAgQIAAAQJTFBjXTZCm2OXW7uru6dk3k8U3gKqPz0lenPxBohEgQIAAAQL9FHATpH7Ou1ETIECAAAECBAjMWEABdP0TUGdo/FvSFD5PzfM3Jc9P/jX5XNI4/yjP6whRjQABAgQIEOifgAJo/+bciAkQIECAAAECBFog0BTm6o7t2toEXpXVqvh5XvK4ZKlL1tw0r38+qeVOSa6ZaAQIECBAgEC/BBRA+zXfRkuAAAECBAgQINASAQXQ9U3EXbN6U/y89Sqb2ibvf3SwfD1qBAgQIECAQL8EFED7Nd9GS4AAAQIECBAg0BIBBdD1TcTXsnoVQB8/5GZ2zHI/H6xTvwRpBAgQIECAQH8EFED7M9dGSoDAOgQ2rGNdqxIgQIAAAQLjFdg7m6tT289IXj3kpn+R5eqU+Wp/dumDfwkQIECAAAECBAgQIECgEVAAbSQ8EiBAgACB2QvcatCFj+XxohG688HBsvuOsI5FCRAgQIAAAQIECBAg0AsBBdBeTLNBEiBAgMCcCOwy6OdJI/a3WX7nEdezOAECBAgQIECAAAECBDovoADa+Sk2QAIECBCYI4GzBn290oh9vvJg+bNHXM/iBAgQIECAAAECBAgQ6LyAAmjnp9gACRAgQGCOBL4/6Ot+I/a5OfX9uBHXszgBAgQIECBAgAABAgQ6L6AA2vkpNkACBAgQmCOBT6Wvv0zqRkijFEEfPRjj+wePHggQIECAAAECBAgQIECAAAECBAgQmJDAb7Ld3yYbJ7T9rm/2OQO/r+fxikMM9gmD5U/O43ZDLG8RAgQIECBAoDsCt8tQ6ueuY7ozJCMhQIAAAQIECBAg0H4BBdD1zdH2Wf07Sf0yU0eENjdGytPLtM3z0ROTi5Myv1eiESBAgAABAv0SUADt13wbLQECBAgQIECAQEsEFEDXPxF/mE2ckFQRtG6M9JLkDkm9frOkTnn/UlLvl/dfJxoBAgQIECDQPwEF0P7NuRETIECAAAECBAi0QEABdDyTsFM28z9JFTmXy0/y3j0SjQABAgQIEOingAJoP+fdqAkQGFFgyxGXtzgBAgQIECAwHYGfZTf3TP4o+bOkboq0c3JOUneLPzJ5V3JBohEgQIAAAQIECBAgQIDAMgIKoMvAeJkAAQIECLRE4IvpR0UjQIAAAQIECBAgQIAAgTUIbFjDOlYhQIAAAQIECBAgQIAAAQIECBAgQIDAXAgogM7FNOkkAQIECBAgQIAAAQIECBAgQIAAAQJrEXAK/FrUrEOAAIHhBbbLorslVxxkizzWXb1/NcjP86gRIECAAAECBAgQIECAAAECExJQAJ0QrM0SINBrgVtl9I9N9k/2TFY62v70vP/55LPJfyanJhoBAgQIECBAgAABAgQIECBAgAABAgRaJ3Cf9KhuVvPbNabu5v3qZIdknttv0vky2DjPg9B3AgQIECBAgMAcCNwufayfu46Zg77qIgECBGYm4AjQmdHbMQECHRN4RMbz2kVjOi8fn5CclJydVIFzU7JtUqfG75zsPnjMw2bbJI9ObpMcmpycaAQIECBAgAABAgQIECBAgAABAgQIEJipQB35WYXN+uv7ucmLk1smdb3PYdo1stDDkmOT5ujROi1+XpsjQOd15vSbAAECBAgQmDcBR4DO24zpLwECBAgQIEBgTgXqKM8qXNZRnvuuYwx1ZOjHkqYIWoXVeWwKoPM4a/pMgAABAgQIzKOAAug8zpo+EyBAgAABAgTmTOCa6W9TsLzvGPped4s/cbDNN49he7PYhALoLNTtkwABAgQIEOijgAJoH2fdmAkQGFnANUBHJrMCAQIELiNQ1+usdmFy5CXP1vdPnUL/kaSuKXrd9W1q6LWvkCXrLvR7Dr2GBQkQIECAAAECBAgQIECAwJwIKIDOyUTpJgECrRWoI0Cr/SKpmx6No50y2EjdKGkabavsZNdk3HefP38anbcPAgQIECBAgAABAgQIECCwkoAC6Eo63iNAgMDqAj8cLLJLHvdMjk/W224/2MBX17uhIdf/VZarAmidfj+O9tNspI4q1QgQIECAAAECBAgQIECAwMwFFEBnPgU6QIDAnAt8Lf2va15uSF6W3Cu5OFlre2hWvO1g5S+tdSNrWK/6XIXQcbavZGN1fdRJts2z8b0GO9g0yR3Z9lgE6ueO+pwwV2PhnOhGzNVEece6cXM1Vs6JbsxcTZR3rBuvufp1Utdlb3ub1hlDbXfQPwIECKwoUL84agQIECCwPoHXZ/UqXFb7QPLU5Nj6YIRWP7z+ZfLCpIqpP0tukZyczFv7djp8g3nrtP4SIECAAAECBOZYoG6e+eA57r+uEyBAYKICCqAT5bVxAgR6InD1jPPo5DoLxlsF0HqtTpE/ITk7qWti1pGW2yZV8Nw52T3ZJ7ld0lyDs5a5Y/LJZB5bnUq/25Q6Xvv5aFKn3T9iSvu0m7UJ1GUi6o8FdY3bh69tE9aaksBO2c8bktOShyZaewXMVXvnZnHPrpYX3pjUHzgPT7T2Clw1XXtTcmpyh/Z28zI9q7Mr6mfO+hlSI0CAAAECBAgQIDAxgfph+VNJ/QC6ntTNlB6QaMMJ7JXFyvsHwy1uqRkKXDv7bn5Bm2E37HoIgT2zTM3Vj4dY1iKzFdgju6+5On623bD3IQTqD541V/VHUa3dAtdM92quftLubuodAQIECIwiUKdZagQIECCwfoEzsok6ivPQ5Khk1L/Afz/rvCDZO3lbohEgQIAAAQIECBAgQIAAAQJjEKiLO2sECBAgMD6BD2dTlTrFvU5tr9Rpb3V6+5WTrZNzk3OSOg2uTpX/VuIIxiBoBAgQIECAAAECBAgQIEBg3AIKoOMWtT0CBAhcKlDX+/z0IEwIECBAgAABAgQIECBAgACBGQk4BX5G8HZLgAABAgQIECBAgAABAgQIECBAgMDkBRRAJ29sDwQIECBAgAABAgQIECBAgAABAgQIzEhAAXRG8HZLgAABAgQIECBAgAABAgQIECBAgMDkBRRAJ29sDwQIECBAgAABAgQIECBAgAABAgQIzEhAAXRG8HZLgAABAgQIECBAgAABAgQIECBAgMDkBRRAJ29sDwQIECBAgAABAgQIECBAgAABAgQIzEhAAXRG8HZLgAABAgQIECBAgAABAgQIECBAgMDkBRRAJ29sDwQIECBAgAABAgQIECBAgAABAgQIzEhAAXRG8HZLgAABAgQIECBAgAABAgQIECBAgMDkBRRAJ29sDwQIECBAgAABAgQIECBAgAABAgQIzEhAAXRG8HZLgAABAgQIECBAgAABAgQIECBAgMDkBRRAJ29sDwQIECBAgAABAgQIECBAgAABAgQIzEhAAXRG8HZLgAABAgQIECBAgAABAgQIECBAgMDkBRRAJ29sDwQIECAwOYFzsunfJGdNbhe2PCYBczUmyCls5tzso76ufjWFfdnF+gSaufI9cH2O01i75mpTYq6mob2+fTRz5Xvg+hytTYAAAQIECBAgQIDAGAVuk21de4zbs6nJCZirydmOe8s1V3uNe6O2NxGBW5uribhOYqM1V384iQ3b5tgF9jNXYze1QQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgd8JbMyzFyQfTn6YnJd8O/nv5EnJ1onWXoErp2tfS05NXt3ebvayZ/tk1M9NPpicNsjReayvtx0SrR0C26Ybz0g+lPw4OTv5SvLW5MBEm53AbbLrTckZI3Rhiyz78ORjyQnJmclHkv+X3DLRJiOwlrny88dk5sJWCRAgQIAAAQIECBBYJPCEfFy/HP52hXw3790+0dop8MZ0q5m/d7Szi73s1eMz6gsXzE0zR83jz/LeYb2UadegD0h36g8/zbws9fiWvK9gPf15u0p2+b3B3AxbAL1Glv/mYJ2l5vKivPfniTZegbXMlZ8/xjsHtkaAAAECBAgQIECAwDICD8zrC39BrKPU6iiohyTPS+oo0Ob9Oir0BonWLoH7pjvNHNWjAujs52fzdOFNC+bl13n+geQxyd8kn02aOasjDfdOtNkI7JbdLvwD0Bfycc1RFchemPwyaebqnXmuTU+gjmyv+Wj8hymA1jpfX7DOV/O8jsB+dFJH89b/Y7W93ySPS7TxCKxlrvz8MR57WyFAgAABAgQIECBAYBWBa+X9s5L6ZbCOUrtHsrhtlRdeljS/gNYvk/Wa1g6Ba6Ybv0ia+alHBdDZz83DFsxJHb1WR6QtbBvywYuSZt6OWfim51MVqFPem3l4ZZ7XqdML26754EdJs8z9Fr7p+cQEbp0tH5s07vU4TAH0JQvWqYL14su33DavNUXtOhK05ldbn8Ba5srPH+sztzYBAgQIECBAgAABAiMIPCPLNr9cvmCF9aogsPAonH1XWNZb0xOooww/ltQcNoXseq4AGoQZtm2y79OTmotzk92TpVp9XVVxtJar6xteLdGmK1Bz1Vyi4MQ8X1wsa3pzaJ7UPPn6akQm93jFbPpfkvqaaMybx9UKoDtmnTqiupY/IVluPu86WKaWe3airU1gPXPl54+1mVuLAAECBAgQIECAAIE1CNQNj5pfLPdYZf2nLVj2sass6+3pCDx5MCdVKHjE4HnN59sTbXYC98yum6+ruozESq2KAMcldUr8H6+0oPcmIrBPttrM1Uqnt2+X5S4eLPv9ifTERkug/ri28Gjb+t5Wf5w7Jal5Wq0A+ujBcrVsfW2t1Oq61rXcTxNnNawktfR7650rP38s7epVAgQIzJ1AndakESBAgACBtgucmg5+Lqmj0Orop5Va/QLatDrtWputwE2y+78fdKFOpf7UbLtj7wsE/nTB8zcseL7U03/Ii9dNbpN8ZqkFvDY1gbqG4XKtfravI66rbX3pg38nIFBHZtap0dWqMHlw8sykis/VqmC5Urv1gjc/uuD5Uk/r6PlqV0/ucMkz/4wisN658vPHKNqWJUCAQIsFtmxx33SNAAECBAg0Aoc3T4Z4vOmCZb6x4Lmn0xfYJrt8a1KPX0uelTRFgzzVZixQRxVWqz8q/PCSZ/5pq0D98aduinOFZL/kqslSRxkeltebAxzqa06bnMDPs+l/Sl6R1KU9Rmk1h9XqBker/T9VN0pq2o3yZLWCabOsx98LrGeuDv/9ZlZ95uePVYksQIAAAQIECBAgQIDAOASulI3U0Rp19E1FsS0IM2z/nH3XPFyQ1C/u1fZOmvl5+yWv+GcWAnWqdHPtwvcNOlCFs9smf5vUaZ91pOfLkvslTVEtT7UZCSy8GdWH0oerLOpHFbRPS+rrq+a25lKbjMCNs9ntl9j0T/Ja+de1dVdqdaRoLVd/fFit3SkLNN8zX7Pawt6/nMB65+pyG1zmBT9/LAPjZQIECBAgQIAAAQIExi+wsEBQBRxtdgJ3zK7r6Kb6xf3JC7qhALoAY4ZPr5d9N0WV1+f5VkkVpJvXFj9+PO9dM9FmJ1Bnbr05aebmZ3leR1i/ODkyaYpqv87zwxNt+gLDFEDrhjzNHH5xiC7eYsHy7xlieYsMJzDMXA23pUuX8vPHKFqWJUCAAAECBAgQIEBgzQKHZ83ml8pf5flua96SFdcrsGM2cHJS8/GJZPOkaQqgjcRsH/8ou2++Xl6V53VEYX18UVKn3FahpR7r42a5Oqptl0SbrUDdSKw5ereZm+axjgBtjraebS/7ufdhimq7hqaZr2OGYLr+guU/OMTyFhlOYJi5Gm5Ll/7BoZlTP38Mq2Y5AgQIECBAgAABAgRGFrhb1lhYqHnYyFuwwjgFqnhWvwz+Mtl90YYVQBeBzOjDA7Pf5hf25mvnK3ntBov6U8W0by5Y9h2L3vfh9ASukl0dkTRHVtf8nZnU9UGboz/rtZ8nf5Fo0xcYpqi28HvgMNfzvHaG0XytfnL6Q+rsHoeZq2EG7+ePYZQsQ4AAAQIECBAgQIDAugUOzxYuTJpfEJ+77i3awHoEDs/KzVw8aIkNLfzl/+1LvO+l6QjcObtp5qkeT0rqGnZLtbrhThXamuX3X2ohr01UYIdsfWEh+lP5eOGRntvk4wcnVfxs5ukZea5NV2CYotrCguYnhujedbNMM6cu7TIE2JCLDDNXq23q8Czg54/VlLxPgAABAgQIECBAgMC6BZ6VLTS/GNbjs9e9RRtYj0D9Yn9WUnPx7mU2pAC6DMyUX75t9rfwa+eBq+z/qQuW/7tVlvX2+AWes8C/jhrcsMwu9srrZw+WraNCr7PMcl6ejMAwRbWdsuvma++zQ3TjJguWf+cQy1tkOIFh5mqlLT0rbzbzWI/PXmlh7xEgQIAAAQIECBAgQGAtAltmpdcnzS8f9Yv+o9eyIeuMTWCLbOkzSc3JGUkVYv5giSy89uR/LXh/+zzXpidw0+yq+fqpx9WumfvHC5Z/2/S6aU8Dgfqaqnmqa3/uMXhtuYcn5Y1mbl+x3EJen4jAMEW17RbMz7eG6MXCP1a8dojlLTKcwDBztdSW/PyxlIrXCBAgQIAAAQIECBAYu8CVs8U6Aqr5Bf+cPL/r2Pdig6MK7JwVmjlZy+NRo+7Q8usS2LhgvuoUzoU3qlpqwwvn9wtLLeC1iQlcLVtuvqbqep+rtYU3zTl6tYW9P1aBYYtqzU3i6oY5q7X7Z4Fm/p+32sLeH1pg2LlauEE/fyzU8JwAAQJzJrDc6TNzNgzdJUCAAIGeCNS1CI9J7jgY7yl5PCA5cvCxBwIEhhOoa0XW10+1rZK9Lnm2/D91A56m1fVAtekJVLG6aT9tnqzw+KMF71XhWmufwLGDLlVBrQrcK7XrLHjziwueezpdAT9/TNfb3ggQIDB2gTqEXyNAgAABAvMgUKdT15GfdeputW8ld0nqKA5t9gLnpgvPH6Ib9UvkYwbLVRHgvwfPfzx49DA9gc9nV/cY7O7WefzBCrteWIQxVytATeCtmpdfJ9sk+yRbJHUq/HJtYTH7u8st5PWZCtTX3sGDHuyfx7ocyHLtdgveqPW06Qv4+WP65vZIgAABAgQIECBAoLcCb8/Im9MA6xTcHXsrMd8D33vBPNacarMTuG923XxNfSDPVzoNvgrVzbKHzq7Lvd3zlxf41/VYV2pPzZvNXD1rpQW9N3aB+oNc2Z++ypZvNliuln3vCsvunvfqEhW1nKM/V4Baw1vDzlVt2s8fawC2CgECBAgQIECAAAECowsclFXqF8BKnQK6S6LNp4ACaHvmbdt05fik+dr6h2W6VtfYbZY5Ic+3WGY5L09O4HHZdDMHVbi51jK7ukFeP2+w7Pl5vN4yy3l5MgKjFNW+lC7UnP4m+fMlurNdXlt4vev7LLGMl9YuMOxcHZRdNF97fv5Yu7c1CRAgMHMBp8DPfAp0gAABAgRWEdg6779ywTJn5/nrFny80tOP5M2Xr7SA9wj0WOCCjP1RyQeTLZKnJzsk70o+nVw9eVDy3KRpj8yTlU6/bpbzOF6BV2VzdbmCOm36msknkipYH5V8P6kjBe+dPC+pwlm1ms/vXvLMP20U+Mt06rNJHXn9xmSP5G3JScm+yQuS/ZNqn0uay4Vc8oJ/piLg54+pMNsJAQIECBAgQIAAAQIlcKekOfpi1MdhC6Wkpyew94L5fPv0dmtPKwjcIe+dmiz8+qprTi78uIqeT0y02Qnsml1XYXrhvNTzKmQvfK3m6mVJFda06QoMe1Rh06v75sk5ycL5a055b16rAnddO1kbr8Awc+Xnj/Ga2xoBAgRmKuAu8DPlt3MCBAgQGELghkMsYxECBNYucFRWvXnyvqSOsK5WRz41rYpuhyT/0rzgcSYCP81eb5c8OqmCddO2GTypglmdVn2b5AlJfay1W6COtt4vqXlrjqzeatDlKoTW11y9f8bgNQ/TFfDzx3S97Y0AAQITFfCX4Yny2jgBAgQIECBAYK4E6mfD6yY3Tc5Kjkt+lGjtE9gpXaprfu6S1FGC303OTbT5FLhCun2zpC5nUF9z30t+lWgECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEuifwxQzp1OR7ExraAwbbr308dEz72HNM27EZAgQIECDw/7d3r6GaVWUcwHU0827eyzQzL+UlLcuiJBlNrbQoo8CIgvKbUZBJH7oLWUJSYQVGlpKhYjfTIjXzhhWElVZ20amjZWaKmWWaWlP/Z9gLlu+873uOzZkzZ+b8HnjOXnut9e7Lb77I49p7EyCwJASWLYm7dJMECBAgQIAAAQIExgvslO5dk7uMH17j3i2G49c5tlzDo22V35+R/OEaHsfPCRAgQIAAAQJLSmDTJXW3bpYAAQIECBAgQIDA+itwfS790OR96+8tuHICBAgQIECAwMILKIAuvLkzEiBAgAABAgQILB6Bk3MptTLzscVzSROvZIdh5L8TZxggQIAAAQIECBBYTUABdDUSHQQIECBAgAABAktI4LtL6F7dKgECBAgQIEBgSQp4B+iS/Gd30wQIECBAgAABAgQIECBAgAABAgSWhoAVoEvj39ldEiBAgAABAgQWUuD9OdkewwlPzfbBCSf/dPo3H8bem+3fx8zbOH0178nJFckzk6PxvHS8IVnbQ5KPJG8a8pxs6wvskX+tnwAADQJJREFUk+L0DOyYfCh5yoRJde63JE9M7p3cLPnjZH2M6OzkP5KfTNaj9PVV+S8mp8WRGXx98rDkXsmfJutYVyTruKPRjl3XWbF1ss5bcWuyxgUBAgQIECBAgAABAgQIECBAgAABAgskcFbOU++prHzNhHMe1M2pea+eMO8F3byPjsypp5nel3y0m9PO27b3ZOy1yUkxk4Gae/+ECful//fDnHbMfvvLjD0rWb+v/guTfZyUnTb/XWnXPazs+tpYbf+drELuaLRj93Nb+5rRyfYJECBAgAABAgQeL2AF6OM97BEgQIAAAQIECKy5wLdyiHcOhzk228vGHPKYkb6jsv/tkb7aPb7ru6RrV7OOe9zQ93C2VXyslZ+1qvRFydcld07W72p156eSTyT2zOQbknWMiiqEXpq8LXlwso5/YLJWbW6ZnC1Oy4SnJKt4eXPyqmT99/jRyTrOJskLkg8mL0+2ODeNLZJvTm6T/FfyvGRFrQAVBAgQIECAAAECBAgQIECAAAECBAgsoMCTcq6/JavQN6lAVx8fqvGWN6U9Lqq4WHP+mKzH4VucmEb/233bQLc9Iu2/DPOqqLhbN9aaM8P4uBWg3xjG6jxfT9aj533smp3rku06antRPyHtfgVojdd5DhmZU0XQLyXbca4eGW+7M8Oce1uHLQECBAgQIECAAAECBAgQIECAAAEC60agVmO2gl6957KPeqfmP5M1XgXS2q5M7pTs46nZqf4a/2w3UKst/zD017s76zH1SVErUNt1nD9m0swwPloArSJl+12dq655XGyfzlbsrfnTCqD1btIjxh0kfTskm0nN64u97SftWhVAm4gtAQIECBAgQGAOAsvmMMcUAgQIECBAgAABAk9UoB6Db1FFyD4Oz057ZPzjw0AV/JYP7bY5Lo1WCLykdWZb7xVtH1mqouakVab1kyuTt1Qj8abkZqtas/85oZtyetpVlBwXVTg9c9zAmL5r0nf9mP7q+muy3UddYz3qLggQIECAAAECBOZBQAF0HhAdggABAgQIECBAYDWBesT9saH3FSOjxwz7taKxVky2eUeNzGsfRqoVltd1Y/t17R907UnNeoy+YpPkXqtas//pr6U/97hf1rs85xI/mWXSnd34dl1bkwABAgQIECBAYA0E6n1DggABAgQIECBAgMB8CzyQA9Zqx5cnq5hY/91ZXzmvaCtCv592fbzoxuRLkn3RsVZBtkLpd9JuRdI0N9q3/gxRqy8/1nYmbLft+uu3v+32JzWf3g3c0bXHNW8f1zmmr1Z5TovmU3OWTZtojAABAgQIECBAYO4CCqBztzKTAAECBAgQIEDgiQnUY/BVAK3VjC9O1mrNes/n85MVVQCtqBWUVQB9drIKj39KLk9unazoH3+v/X3qzxA7t8Yct3vPcd6Ow7z6eFIVaadF+9DSxtMmZay+3i4IECBAgAABAgQWWEABdIHBnY4AAQIECBAgsIQELsu9njXcb636rALo0ckqFNYHg9rXzqsA+sFkxZHJryTb4+9VNLw82Ud9LKjFR9K4r+3MYVvXMJe4K5OqcFtF2MoqhE6KKsLOVvyc9Fv9BAgQIECAAAECa1lAAXQtAzs8AQIECBAgQGAJC9yee/958uBkvQf0w8kqgFb8InnPqtZGG/0o2ypqbpWsFaN9AbRWiY4WH+tjQe049X7Pet/ofMdtOeD+w0H3yPbXU07wjCljhggQIECAAAECBNaxgHcLreN/AKcnQIAAAQIECGzgApcO93dYtjsklw/77fH32q33e14/9FcB9IDkXsP+6OPv1d2+ll7tQ+vPLFGP3Ncj+Lsm57pSs39P6OGzHP+ls4wbJkCAAAECBAgQIECAAAECBAgQIEBgAxV4Ye6rHnevfE/XPj7tPk7JTpv3haH9n2x36ScN7Spmtrn1vtBtxsxpXVukcXeyza/iah8z2amx+/vOtJ+TrI8S1djvkpOenNo8Y3UN7fj1Vfs+TspOG3tHPzCm/c1u7p5jxlcM47N9TGnMT3URIECAAAECBAgQIECAAAECBAgQILA2BGrFZSsQ3pt2FQMfTbYPHKW5Kuox+VYobIXHG4axcZuLu/lVMN1k3KT0faab970xc2aG8dECaE09bxir6zo3WcXOPuoe+uuoeWuzAHpzjl/neCw5ei3pEgQIECBAgAABAgQIECBAgAABAgQIrAuBs3PSKty1HFfYrEJp+5p6m3fqlIut93LWe0Pb3Drm8uS2ySqGPjd5QbKN19x6DH80ZtJRc8YVQJ+Z/ruH8Zrzq+QZybclP5FsKzKrINnOc2HafcznCtArc+B2nqvSfnfy7f3JtAkQIECAAAECBAgQIECAAAECBAgQWHiBV+WUrXBX29MmXEJfsKx5+0yY17qPSuOOZH/sldnvC5I1VitOX5kcFzPprDnjCqA1f/fkjcn+HH37Zxk7sRs/J+0+5rMAWo/Q9+eu9j39ybQJECBAgAABAgRWF1i2epceAgQIECBAgAABAvMqcHWO1n/Jvf8AUn+iWtXY4pY0VrSdCds67kHJzydbAbNWkm6arKh3iH45eWDy8uT/E3fmRy9L1jtKL0rWNdU7OK9IfiBZH0CqOS0eaI21sP1cjnl6slbKttg5jR3bji0BAgQIECBAgAABAgQIECBAgAABAhuuwG65tWOTJyQPSU77OFKG5y2Oz5HayswPzdtRpx9o9wzvn9xq+jSjBAgQIECAAAEC7f+OkyBAgAABAgQIECCwvgvclRuonI+o94XWY/O3Jq9N9qsus/u4qC/dt/hNa6zlbb/qdC2fyuEJECBAgAABAgQIECBAgAABAgQIENjQBKoA2lZ1Xjbl5vbJ2EPD3Hrk3uPoU7AMESBAgAABAgQIECBAgAABAgQIECCwOATq0fKHk60IWl9+327k0p6W/Ru6OV8bGbdLgAABAgQIECBAgAABAgQIECBAgACBRSvw1lxZK4DWtr4uXwXP85PXJh9JtvGZtHdKCgIECBAgQIAAAQIECBAgQIAAAQIECKw3AifnSu9OtkLn6HZlxr6a3D4pCBAgQIAAAQIEFqHAxovwmlwSAQIECBAgQIAAgcUksHku5o3JA5J7JrdO/jm5Inlx8o6kIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwBIS+B+3CqHK4lLqLwAAAABJRU5ErkJggg==)
par(pty="m")
## Footnote Code
## For a model that omits the intercept term, specify
lm(depression ~ -1 + weight, data=roller)
##
## Call:
## lm(formula = depression ~ -1 + weight, data = roller)
##
## Coefficients:
## weight
## 2.39
## Fitted values, residuals and coefficients
round(fitted(roller.lm), 1)
## 1 2 3 4 5 6 7 8 9 10
## 3.0 6.2 6.7 10.7 12.0 14.2 15.0 18.2 24.0 31.0
round(resid(roller.lm), 1)
## 1 2 3 4 5 6 7 8 9 10
## -1.0 -5.2 -1.7 -5.7 8.0 5.8 8.0 -8.2 6.0 -6.0
coef(roller.lm)
## (Intercept) weight
## -2.087 2.667
## Model objects
names(roller.lm) # Get names of list elements
## [1] "coefficients" "residuals" "effects" "rank"
## [5] "fitted.values" "assign" "qr" "df.residual"
## [9] "xlevels" "call" "terms" "model"
roller.lm$coef
## (Intercept) weight
## -2.087 2.667
## Summary information about model objects
summary(roller.lm)
##
## Call:
## lm(formula = depression ~ weight, data = roller)
##
## Residuals:
## Min 1Q Median 3Q Max
## -8.18 -5.58 -1.35 5.92 8.02
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -2.09 4.75 -0.44 0.6723
## weight 2.67 0.70 3.81 0.0052
##
## Residual standard error: 6.74 on 8 degrees of freedom
## Multiple R-squared: 0.644, Adjusted R-squared: 0.6
## F-statistic: 14.5 on 1 and 8 DF, p-value: 0.00518
## Sec 3.2: Distributions: Models for the Random Component
## ss 3.2.1: Discrete distributions -- models for counts
## Bernoulli distribution
## Binomial distribution
## Footnote Code
## To get the labeling (0, 1, 2) as in the text, specify:
probs <- dbinom(0:2, size=2, prob=0.5)
names(probs) <- 0:2
probs
## 0 1 2
## 0.25 0.50 0.25
pbinom(q=2, size=4, prob=0.5)
## [1] 0.6875
pbinom(q=4, size=50, prob=0.2)
## [1] 0.0185
qbinom(p = 0.70, size = 4, prob = 0.5)
## [1] 3
## Means and standard deviations
## Poisson distribution
## ss 3.2.2: Continuous distributions
## Normal distribution
## Footnote Code
## Plot the normal density, in the range -3.25 to 3.25
z <- pretty(c(-3.25,3.25), 30) # Find ~30 equally spaced points
ht <- dnorm(z) # By default: mean=0, standard deviation=1
plot(z, ht, type="l", xlab="Normal deviate", ylab="Ordinate", yaxs="i")
polygon(c(z[z <= 1.0], 1.0), c(dnorm(z[z <= 1.0]), 0), col="grey")
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gQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoBGBSiOV1CHQhMAzou6LIwabaENVAgQIECBAgAABAgQIECBAgECvCHw5BvqmiL/vlQG3epwDrW5QewROIZDJz4dOcY7DBAgQIECAAIFZFRgaGipOO+204stf/nLx9a9/fVav7WIECBAgQIAAgWkIfCbOeWIa5zllEgEJ0ElQ7GqrQG3m57+Pq/xqW6+kcQIECBAgQIDA5AL7YvfOiMURE09ELV68uNi4cWPxiU98YvwrX/lK7Smp8Tj+pYiPRfx+hEKAAAECBAgQmG2B58YFr4io5VNm+/pdcT0J0K64jR05iEx+vr0je67TBAgQIECAQCcKXBydfnPE/oiJv0D09fWNb9mypTh8+HBx2WWXFbFd/PM//3Pl4x//ePGxj32s+MxnPpOJ0DMj7oq4OeJnIh6JyKSoQoAAAQIECBCYDYFMfmYoTQhIgDaBpyoBAgQIECBAgECpBTKB+XBEvoJndcTEzM4VK1YUBw8eLPbv319ZunRp7P63Mm/evGLv3r0T8fnPf774pV/6peJXfuVXclboaXHW8YhMhn464rURH4xQCBAgQIAAAQIESi4w8Utgyfuoe90l8LYYzgMRD0aYAdpd99ZoCBAgQIBAWQSmmu1ZqZ/tOd3OxqzQom5WaH21r8RGzgrN95v/Vf0B6wQIECBAgACBFgn8WLSTj8HfGfHjLWqz55oxA7TnbrkBEyBAgAABAgS6UmDGsz2nq2BW6HSlnEeAAAECBAgQKKeAGaDlvC/d3CszQLv57hobAQIECBCYfYGWzvacbvdzVuhv/uZvTjwiH+8Kra9mVmi9hnUCBAgQIECgWQEzQJsVjPpmgLYAURMECBAgQIAAAQKzKtC22Z7THUXOCt2zZ89EeFfodNWcR4AAAQIECBCYGwEzQOfGvZevagZoL999YydAgAABAs0JzMlsz+l22azQ6Uo5jwABAgQIEJiBgBmgM8Ca6lQzQKeSsZ8AAQIECBAgQKAMAnM+23O6CCfOCv3Yxz5WPPnkk74gP11A5xEgQIAAAQIE2iRgBmibYDU7pYAZoFPSOECAAAECBAjUCeRsz7dE7IsYzP19fX3jW7ZsaehL7ll/LopZoXOh7poECBAgQKCrBMwAbcHtNAO0BYiaIECAAAECBAgQaJnADdHSuyJWR0z8Y/2KFSuKgwcPFvv3768sXbq0ZReajYZmMCv0lujPZ2ejT65BgAABAgQIEOg1AQnQXrvjxkuAAAECBAgQKK/A7ujaz0XEZM+J2Z7F4cOHi8suuyx3lLfX0+zZmjVrinvuuae48847K/kF+XxE/tOf/nQmeXO26+9GrIv4qwiFAAECBAgQIECghQISoC3E1BQBAgQIECBAgEDDAudEzY9F9G3evLn49m//9o6b7TndkZ84K/T1r3998cUvfnFB1P+DiDURX5tuW84jQIAAAQIECBA4tUDn/1P6qcfoDAIECBAgQIAAgXILjET3cgbkvNHR0eLhhx8uOu1R90Z5c1bo448/XoyMjIxHGyurDo02px4BAgQIECBAgMAkAhKgk6DYRYAAAQIECBAgMGsC+Qj4pyJOX7Zs2fgrX/nKYv78+bN28TJcaNWqVcWjjz5aGRwczCTopogPl6Ff+kCAAAECBAgQ6BYBCdBuuZPGQYAAAQIECBDoTIHfiG6vGx4eHo+ZkJVIgnbmKJrs9YUXXlg88MADmQzOJOi1Ed/bZJOqEyBAgAABAgQIVAUkQP1RIECAAAECBAgQmCuB98WFt+UHj+Kx98q6devmqh+luO727duL48ePZxI04+UR95SiYzpBgAABAgQIEOhwAQnQDr+Buk+AAAECBAgQ6FCBR6Lfz8u+33fffZXLL788V3u+3HTTTRNfvg+ITIL+YMTunkcBQIAAAQIECBBoUkACtElA1QkQIECAAAECBGYscHPUeH1E5ZZbbikOHTo04wa6ucK9995bVBPC+bv6xyLO6ebxGhsBAgQIECBAoN0CEqDtFtY+AQIECBAgQIBAvcClsfFERGXHjh3FHXfcUX/Megj09/cXDz30UDE6Opoe8yJ+L2IkNxQCBAgQIECAAIGZC0iAztxMDQIECBAgQIAAgcYEVka134wYyI/+3H///UWlkk96KycKzJ8/v3jlK19ZxEeh8qNIiyM+FQHrRCjbBAgQIECAAIFpCEiATgPJKQQIECBAgAABAk0LDEYLn4xYsGrVquIVr3hFMTiYu5SpBCL5WTz++OOV4eHhTIKui/iNqc61nwABAgQIECBAYGoBCdCpbRwhQIAAAQIECBBonUA+xr1yZGRk/FWvelWxaNGi1rXcxS2tW7euePjhhyt9fX2ZBN0W8f4uHq6hESBAgAABAgTaIiAB2hZWjRIgQIAAAQIECNQJfCTWN8aMz/FHH320kjNAlekL5AeR7rvvvtrj78ej5iPTr+1MAgQIECBAgAABCVB/BggQIECAAAECBNop8L3R+NGI8QceeKCS7/5UZi5w6NCh4pZbbsmKmQh9fcTNuaEQIECAAAECBAicWkAC9NRGziBAgAABAgQIEGhM4J6o9vKIyvHjxyvbt29vrBW1JgTuuOOOYseOHbmeSdAnIjbnhkKAAAECBAgQIHByAQnQk/s4SoAAAQIECBAg0JjA3qj2gxGVw4cPFzfddFNjraj1DYFKpVLcf//9RXUW7UAcyI8irfzGCVYIECBAgAABAgQmFZAAnZTFTgIECBAgQIAAgSYEzom6H43oy/dX3nvvvU00pWq9QLxHtXjFK15RVN+juiCOfTJisP4c6wQIECBAgAABAk8XkAB9uoctAgQIECBAgACB5gRGonp+8X3e6Oho8dBDDxX9/f3Ntaj20wQWLVpUvOpVrypGRkbyy/A5AzS9FQIECBAgQIAAgSkEJECngLGbAAECBAgQIEBgxgL5bspPRSxetmzZ+OOPP17Mnz9/xo2ocGqBnAH62GOPVWJGaCZBN0Z85NS1nEGAAAECBAgQ6E0BCdDevO9GTYAAAQIECBBoh0C+k3Ld8PBwJj8rS5cubcc1tFkV2LBhQ/HAAw9k0jmToEcj3lw9ZEGAAAECBAgQIFAnIAFah2GVAAECBAgQIECgYYH3R81tfX1944888khl3bp1DTek4vQFtm/fXhw/fjyToBkvjXjB9Gs7kwABAgQIECDQGwISoL1xn42SAAECBAgQINBOgUei8eN5gfvuu6+yefPmdl5L2ycI3HTTTcXhw4dzbyZB3xuxNzcUAgQIECBAgACBpwQkQP1JIECAAAECBAgQaEbg5qj8+ojKLbfcUhw6dKiZttRtUODee+8trrjiiqydv99/NOKc3FAIECBAgAABAgSe+gWJAwECBAgQIECAAIFGBHKq5xMRlR07dhR33HFHI22o0wKB/v7+4uUvf3kxOjqarc2LyC/Dj+SGQoAAAQIECBDodQEzQHv9T4DxEyBAgAABAgQaE1gZ1fKjRwMXXnhhcf/99xeVSj6BrcyVwPz584v4+FSxbNmy/CjS4ohPRbgpc3VDXJcAAQIECBAojYAEaGluhY4QIECAAAECBDpGYDB6msm1BWeddVbx6KOPFoODuUuZa4GlS5dmErQSydBMgq6LyCS1QoAAAQIECBDoaQEJ0J6+/QZPgAABAgQIEGhIIB+vXjEyMjKeMw5j2VAjKrVHYN26dcXDDz9c6evryyTotoj3t+dKWiVAgAABAgQIdIaABGhn3Ce9JECAAAECBAiUReAj0ZGNMeNz/LHHHqusWrWqLP3SjzqBzZs3F/fdd1/t8ffjceg76g5bJUCAAAECBAj0lIAEaE/dboMlQIAAAQIECDQl8OaofTRi/MEHH6xs2LChqcZUbq/AoUOHiltuuSUvkonQ10XcnBsKAQIECBAgQKDXBCRAe+2OGy8BAgQIECBAoDGBF0S1l0ZUjh8/Xtm2LZ+sVsoucMcddxQ7d+7MbmYS9ImIzbmhECBAgAABAgR6SUACtJfutrESIECAAAECBBoT2BvV3htRGRsbK2666abGWlFr1gUqlUrxkpe8pLjooovy2gMR+VGklbmhECBAgAABAgR6RUACtFfutHESIECAAAECBBoTOCeqfTSi74orrihe8IKcCKp0kkC8r7V4xSteUZx11lnZ7QURn4oYzA2FAAECBAgQINALAhKgvXCXjZEAAQIECBAg0JhAft49v/g+b3R0tHj5y19e9Pf3N9aSWnMqMDIyUjz++OPFokWL8svwKyJ+f0475OIECBAgQIAAgVkUkACdRWyXIkCAAAECBAh0kEC+M/IPIhYvW7ZsPJNn8+fP76Du6+qJAqtWrSoeffTRSswIzSToxREfOfEc2wQIECBAgACBbhSQAO3Gu2pMBAgQIECAAIHmBZ6MJtZG0jOTn5WlS5c236IW5lxgw4YNxYMPPpjJ7UyCHo34njnvlA4QIECAAAECBNosIAHaZmDNEyBAgAABAgQ6UGAs+rwrPqAz/sgjj1TWrVvXgUPQ5akEtm3bVhw/fjyToBmPRCyb6lz7CRAgQIAAAQLdICAB2g130RgIECBAgAABAq0V+EA0Vzl8+HDlsssua23LWiuFwI033lice+652Zd8qetPl6JTOkGAAAECBAgQaJOABGibYDVLgAABAgQIEOhQgZdHv1fmo++33XZbhw5Bt08lELN7i3vuuad22p5Y2VzbsCRAgAABAgQIdJuABGi33VHjIUCAAAECBAg0LpCzAV+T1W+99dbK6aef3nhLapZe4MILLyzycfgo+Sj8E6XvsA4SIECAAAECBBoUkABtEE41AgQIECBAgEAXCvxwjGn+ihUriuuvv74Lh2dIJwrcddddxcDAQH4QKZ+Hv/3E47YJECBAgAABAt0gIAHaDXfRGAgQIECAAAECzQusjCaem83EB3KKwcHB5lvUQukFzjzzzOK6666rfRDpnaXvsA4SIECAAAECBBoQkABtAE0VAgQIECBAgEAXCnwoxtR/wQUXFNu3b+/C4RnSVALxuoNiZGQkZ4EuiXjdVOfZT4AAAQIECBDoVAEJ0E69c/pNgAABAgQIEGidwNZoKrOe43Ufxmld61oqtcDChQuL22+/PWeBZnlZxPyJNT8IECBAgAABAl0iIAHaJTfSMAgQIECAAAECTQjkB3Aqu3btqpx//vlNNKNqpwocOnSoOPvss7P78yL+n04dh34TIECAAAECBCYTkACdTMU+AgQIECBAgEDvCNwVQ10b7/wcv/POO3tn1Eb6NIH+/v7i7rvvru07Fivn1DYsCRAgQIAAAQKdLiAB2ul3UP8JECBAgAABAs0JfH9Urxw7dqyyfPny5lpSu6MFrrjiiuKyyy7LMeTfEX6mowej8wQIECBAgACBOgEJ0DoMqwQIECBAgACBHhN4S4x30eLFi8ef+cxn9tjQDXcygZwFWqlU8oNIl0Ycmuwc+wgQIECAAAECnSYgAdppd0x/CRAgQIAAAQKtERiJZr49m7rjjjsq8+f77k1rWDu7lbVr1xbxPtD8IFLGj3T2aPSeAAECBAgQIPCUgASoPwkECBAgQIAAgd4U+GAMezATXvv37+9NAaOeVOA5z3lOMTw8nLNAz4x4cNKT7CRAgAABAgQIdJCABGgH3SxdJUCAAAECBAi0SCA/9X4k28pHnvMDOAqBmsDpp59e3HrrrTkDNMtrI/wBmaDwgwABAgQIEOhUAQnQTr1z+k2AAAECBAgQaFwgP3BTufLKK2sfvWm8JTW7UuD6668vqh/FWhAD/KGuHKRBESBAgAABAj0jIAHaM7faQAkQIECAAAECEwLXx8+L+/r6xo8fP46EwKQC8+bNK+66667asVxZXtuwJECAAAECBAh0moAEaKfdMf0lQIAAAQIECDQn8MNRvTI2NlZZs2ZNcy2p3dUCO3fuLM4/P9+WMPEI/Ie6erAGR4AAAQIECHS1gARoV99egyNAgAABAgQIPE3gO2Jr+YIFC8Zvu+22px2wQWAygec///m13Ttj5crahiUBAgQIECBAoJMEJEA76W7pKwECBAgQIECgcYHBqPrqrP6sZz2rsmjRosZbUrNnBDZs2FDs2LEjx5sfRXqiZwZuoAQIECBAgEBXCUiAdtXtNBgCBAgQIECAwJQC748jwytXriyuvfbaKU9ygMCJAvku0MHBwfHYPxpx54nHbRMgQIAAAQIEyi4gAVr2O6R/BAgQIECAAIHmBVZFE8/JZp73vOdlMqv5FrXQMwIrVqwo4qvwOQM04/t7ZuAGSoAAAQIECHSNgARo19xKAyFAgAABAgQITCnwM3Gk78ILLyyuueaaKU9ygMBUArfeemuxePHinAW6OOJ7pzrPfgIECBAgQIBAGQUkQMt4V/SJAAECBAgQINA6gW3R1NUR4/fcc0/rWtVSTwnMnz+/uP3223MGaJYHIhZOrPlBgAABAgQIEOgAAQnQDrhJukiAAAECBAgQaELgJ6NuZc+ePZVzzz23iWZU7XWBAwcOFM94xjOSId+hkH+uFAIECBAgQIBARwhIgHbEbdJJAgQIECBAgEBDAjnl8xn5AZvnPve5DTWgEoGaQH9/f3H33XfXNvNLWufXNiwJECBAgAABAmUWkAAt893RNwIECBAgQIBAcwJvy+o33XRT5YwzzmiuJbUJhMDmzZuLyy+/PC3y7xEfyhWFAAECBAgQIFB2AQnQst8h/SNAgAABAgQINCbwjqg2smTJkvGbb765sRbUIjCJQM4CrVQq+UGkjRFHJjnFLgIECBAgQIBAqQQkQEt1O3SGAAECBAgQINASgfxS9wuzpXj0vTI8PNySRjVCIAXWrFlTjI2N5QeRMt6f+xQCBAgQIECAQJkFJEDLfHf0jQABAgQIECDQmMATUW1gdHS02Lt3b2MtqEXgJAK33XZbsWDBgpwFujLioZOc6hABAgQIECBAYM4FJEDn/BboAAECBAgQIECgpQIXRWuHssXnP//5RV+fX/daqquxCYHFixcXt956a84AzfKaiP6JNT8IECBAgAABAiUU8BtxCW+KLhEgQIAAAQIEmhDID9NUtm7dWmzatKmJZlQlcHKB6667rlixYkWelO9YeN/Jz3aUAAECBAgQIDB3AhKgc2fvygQIECBAgACBVgvcGA1u6O/vHz9+/Hir29YegacJDA4OFnV/zu6Ig6uedoINAgQIECBAgEBJBCRAS3IjdIMAAQIECBAg0AKBH4o2KkeOHKmsXr26Bc1pgsDJBbZv315s2LAhT8pH4H/65Gc7SoAAAQIECBCYGwEJ0Llxd1UCBAgQIECAQKsFXhUNnrFw4cLxZz/72a1uW3sEphTId81GyQ8ibYu4OjcUAgQIECBAgECZBCRAy3Q39IUAAQIECBAg0JjAUFR7NKtG8rMyMjLSWCtqEWhA4Pzzzy927dqVH0TK+MkGmlCFAAECBAgQINBWAQnQtvJqnAABAgQIECAwKwIfiKsMrVq1qjh69OisXNBFCNQL3HnnnUW8EzRnga6NmJgSWn/cOgECBAgQIEBgLgUkQOdS37UJECBAgAABAs0LrIkmnpXNPO95zysGBgaab1ELBGYosHz58uLYsWO1WaBvm2F1pxMgQIAAAQIE2iogAdpWXo0TIECAAAECBNou8KG4Qt/GjRuLq666qu0XcwECUwk885nPLE4//fScBboo4q1TnWc/AQIECBAgQGC2BSRAZ1vc9QgQIECAAAECrRPYGU1tqVQq49UP0bSuZS0RmKHA/PnzizvuuCNngWZ5cYSX0U5Q+EGAAAECBAjMtYAE6FzfAdcnQIAAAQIECDQu8BNRtbJ3797KOeec03grahJokcD+/fuLtWvzNaDFYMQHW9SsZggQIECAAAECTQlIgDbFpzIBAgQIECBAYM4E7osrnz00NDT+3Oc+d8464cIE6gX6+vqKutnIR+LYhvrj1gkQIECAAAECcyEgAToX6q5JgAABAgQIEGhOIB8zflM2cfPNN1eWLl3aXGtqE2ihwKWXXlpceeWV2WL+Oc131CoECBAgQIAAgTkVkACdU34XJ0CAAAECBAg0JPDOqHVaJD7Hb7zxxoYaUIlAOwXuvvvuImaD5geRLoq4oZ3X0jYBAgQIECBA4FQCEqCnEnKcAAECBAgQIFAugSXRnXuzS3feeWclHoEvV+/0hkAIrF69ujhy5EjOAM34d1AIECBAgAABAnMpIAE6l/quTYAAAQIECBCYucBPRZWB9evXF3v27Jl5bTUIzJLAs5/97GLBggU5C3R5xKOzdFmXIUCAAAECBAh8k4AE6DeR2EGAAAECBAgQKK3ApujZ/uxdfmimUsnJdQqBcgosWrSoiCRo7Q/p49HL/DK8QoAAAQIECBCYdQEJ0Fknd0ECBAgQIECAQMMCPx01K1dffXVx8cUXN9yIigRmS+Do0aPFmWeemZcbjvhArigECBAgQIAAgdkWkACdbXHXI0CAAAECBAg0JnBrVDu/v79//Pjx4421oBaBWRYYHBws6v683haXXz3LXXA5AgQIECBAgEAhAeoPAQECBAgQIECgMwTeG92sXHvttZVVq1Z1Ro/1kkAIXHPNNcVFF+XH4Cf+7vEhKAQIECBAgACB2RaQAJ1tcdcjQIAAAQIECMxc4DVRZelpp502/qxnPWvmtdUgMMcC+c7aKPlBpKsitueGQoAAAQIECBCYLQEJ0NmSdh0CBAgQIECAQGMCQ1Htkax62223VSIJ2lgrahGYQ4Fzzz232LNnT34QKeMn5rArLk2AAAECBAj0oIAEaA/edEMmQIAAAQIEOkrgx6O3884666ziyJEjHdVxnSVQL3DnnXcW8+bNy1mgz4h4Qf0x6wQIECBAgACBdgpIgLZTV9sECBAgQIAAgeYElkX1m7OJu+++u4gPIDXXmtoE5lBg2bJlxY033pgzQLO86amFnwQIECBAgACB9gtIgLbf2BUIECBAgAABAo0KvCcq9m3YsKHYsmVLo22oR6A0AjfffHOR77KNDi2OMAu0NHdGRwgQIECAQHcLSIB29/01OgIECBAgQKBzBXK6543Z/Zg117mj0HMCdQLDw8PF2NhYbRboq+sOWSVAgAABAgQItE1AArRttBomQIAAAQIECDQl8MaoPXjmmWcWW7dubaohlQmUSeDaa68tBgYGchboWRF7y9Q3fSFAgAABAgS6U0ACtDvvq1ERIECAAAECnS9wbw4hZ3/29fmVrfNvpxHUBJYsWVL/Rfh31PZbEiBAgAABAgTaJeC36XbJapcAAQIECBAg0LjAi6LqSL4rce9eE+QaZ1SzrALHjh3LruUs0I0R5+aGQoAAAQIECBBol4AEaLtktUuAAAECBAgQaFzglVk1HhWuDA0NNd6KmgRKKrBmzZriiiuuyHeBZry3pN3ULQIECBAgQKBLBCRAu+RGGgYBAgQIECDQNQIHYiQrBwcHx48cOdI1gzIQAicK1H3ca08cGznxuG0CBAgQIECAQKsEJEBbJakdAgQIECBAgEBrBL4vmqns27evcvrpp7emRa0QKKHApk2bivXr12fP+iPeWcIu6hIBAgQIECDQJQISoF1yIw2DAAECBAgQ6AqB82MUGyLGb7jhhq4YkEEQOJlA3SzQZ8d5+Ti8QoAAAQIECBBouYAEaMtJNUiAAAECBAgQaFjgB6NmZevWrZXVq1c33IiKBDpFYNu2bcXy5cuzu/my2+/qlH7rJwECBAgQINBZAhKgnXW/9JYAAQIECBDoXoElMbSdOby6WXHdO1ojIxAC/f39Rd1s55dAIUCAAAECBAi0Q0ACtB2q2iRAgAABAgQIzFzgXVGl77zzzisuuuiimddWg0CHChw4cKBYsGDBeHR/ccRdHToM3SZAgAABAgRKLCABWuKbo2sECBAgQIBAzwjkR2CemaO96aabembQBkogBebPn1+MjY3V3v/5WioECBAgQIAAgVYLSIC2WlR7BAgQIECAAIGZC3xPVJm3YsWK4qqrrpp5bTUIdLjAddddl4/D5yzQsyO2d/hwdJ8AAQIECBAomYAEaMluiO4QIECAAAECPSnwbTnqY8eOTbwTsScFDLqnBZYuXVrs3r07Z4Fm5OsgFAIECBAgQIBAywQkQFtGqSECBAgQIECAQEMC90StRQsXLhzfv39/Qw2oRKAbBPIfAKrlkliuq21YEiBAgAABAgSaFZAAbVZQfQIECBAgQIBAcwLfldWPHDlSGR4ebq4ltQl0sMDatWuLzZs35whyFugPdPBQdJ0AAQIECBAomYAEaMluiO4QIECAAAECPSWwN0Z71sDAwPi1117bUwM3WAKTCdx444213TkdemFtw5IAAQIECBAg0IyABGgzeuoSIECAAAECBJoTeEdUr+zZs6eyZMmS5lpSm0AXCFx66aXF6OhojqQ/4vu7YEiGQIAAAQIECJRAQAK0BDdBFwgQIECAAIGeFDg3Rr0xYrzu3Yc9CWHQBOoF6maBPif25+PwCgECBAgQIECgKQEJ0Kb4VCZAgAABAgQINCyQ7zisXHnllZU1a9Y03IiKBLpNYMeOHcUZZ5yRw8qX4j7ebeMzHgIECBAgQGD2BSRAZ9/cFQkQIECAAAECI0GwOxnqZrtRIUAgBPr7+4vrrruuZvFAbcWSAAECBAgQINCogARoo3LqESBAgAABAgQaF3h3VO1fv359sXFjPgWvECBQL3Do0KFi/vz547EvX457e/0x6wQIECBAgACBmQpIgM5UzPkECBAgQIAAgeYE8p2Gt2YTZn82B6l29wosWLCgOHz4cO39n9/TvSM1MgIECBAgQGA2BCRAZ0PZNQgQIECAAAEC/ybw3bE6tHz58mLbtm3/ttcaAQJPE8jH4ONx+JwFujbi6qcdtEGAAAECBAgQmIGABOgMsJxKgAABAgQIEGiBwIuzjRtuuGHiXYctaE8TBLpSID+EtHPnzpwFmvHOrhykQREgQIAAAQKzIiABOivMLkKAAAECBAgQmBC4K34ujsd7xw8cOICEAIFTCBw7dqx2xuWxsqa2YUmAAAECBAgQmImABOhMtJxLgAABAgQIEGhO4LVZfWxsrBIfeGmuJbUJ9IDA6Ohocemll+ZIcxboD/TAkA2RAAECBAgQaIOABGgbUDVJgAABAgQIEJhEYHvsOzvfaZjvNlQIEJieQN3Hwg5FDf9yMD02ZxEgQIAAAQJ1AhKgdRglW10V/dkZMRZxZsn6pjsECBAgQIDAzAXeFVUqu3fvrixdunTmtdUg0KMCmzdvLtauze8gFf0R7+hRBsMmQIAAAQIEmhCQAG0Cr8GqQ1Hvgoip/uazKY59JOKLEb8W8R8j/jziCxEvjcjHfxQCBAgQIECgswTWRXcvyS7XvdMwNxUCBKYhUDcL9M5pnO4UAgQIECBAgMDTBCRAn8bR1o0l0Xq+t+h/R3w24i8jfj3i2yJqJZOfmfS8trajbnlWrL8l4mMRZoTWwVglQIAAAQIdIJC/A1TqZrJ1QJd1kUB5BOJr8MWSJfnrdDEc8Wh5eqYnBAgQIECAQCcISIDOzl3KdxV9OOLeiNp7i/IRnh0R746oJUF/ItZPj8jy1YjfifiFiD+OGI/Ikp+M/bGJNT8IECBAgACBThBYGJ3cnx2tm8XWCf3WRwKlERgYGCiuv/76Wn/yqSiFAAECBAgQIDBtAQnQaVM1fGImOp+IyA8fZPk/Eb8S8bsRX4vI8n0Rj0VszI0omQhdE3F1xLGIcyOuiciZo1kyCerxnwkKPwgQIECAQOkFvj962D/6b1+zLn2HdZBAGQUOHz5cDA8P56SAZRG3lrGP+kSAAAECBAiUU0ACtP335fa4RO2fq3801jOxuTfiyur678VyIOK1EVl+MeKOiL/JjbqSs0G3RXyxuu/1dcesEiBAgAABAuUUyHd3Pye7ZvZnOW+QXnWOwMKFC4uDBw/W3of/hs7puZ4SIECAAAECcy0gAdr+O5DJzCyfjLgn4iu5US1fimV+5T0fd6+Vl9VWJlnm+0MfrO5fHcsVk5xjFwECBAgQIFAegcejK8NnnHFGsWNHvvlGIUCgGYEbbrih6Ovry1mgoxE5oUAhQIAAAQIECJxSQAL0lERNn3BxtYWfjOXXJ2ntr2Lfj1f3/10s/79Jzqnf9WTdRq3tul1WCRAgQIAAgRIJPJB9yXcX9vfnW3EUAgSaEVi+fHmxffv2nAWa8e5m2lKXAAECBAgQ6B0BCdD23+szqpf4Xye51H+tHvv7WNY+djTV6Zkw/cfqwZwFqhAgQIAAAQLlFMjX4CyZP3/+eDy2W84e6hWBDhSoe51EzgD1+3AH3kNdJkCAAAECsy0gAdp+8T+tXuLck1wqZ33+ecTKiMUnOS8PPSNiuHrOH1eXFgQIECBAgED5BF6XXYoPt1QWLFhQvt7pEYEOFVi/fn2xcePEt0NzFuh7OnQYuk2AAAECBAjMooAEaPuxa19uz/d/njbF5X4t9p8VkX87qn9H6GSnv6Ru56fr1q0SIECAAAEC5RG4OrryjHjsffy6664rT6/0hECXCNTNAj0SQxrqkmEZBgECBAgQINAmAQnQNsHWNfsj1fX8+vvPR5zsMZ18tP1fqudPtsjk5/3VA/8pll+e7CT7CBAgQIAAgTkXeFf0oLJz585KfgBJIUCgtQJXXHFFcfbZZ2ejAxFvbW3rWiNAgAABAgS6TUACtP139N/HJX6lepl9sfzDiA9HXFHdd6pFPhafX4b/RMQ7IvKXvK9F1M8EjU2FAAECBAgQKIlA/qPn5uzLsWPHStIl3SDQXQKVSqW46aabaoN6Xm3FkgABAgQIECAwmYAE6GQqrd93WzT58Wqz+Zh7Pgu3tLp9qsWuOOHNEVuqJ+aX5B+M+Ex124IAAQIECBAol8APRHcql156aTE6OlqunukNgS4S2LVrV3H66afnB0Tz9+uHumhohkKAAAECBAi0WEACtMWgUzT3pdi/N+K1EZ+vnvOp6vJUi8/VnfCFWM9ZpPlYnUKAAAECBAiUT2B+dOlQdqvuHYXl66UeEegCgcHBwSLesZsfQsry8FMLPwkQIECAAAEC3ywgAfrNJu3ak4+tPx6xNiI/jJBJ0emUP4qTXhOxI2JdxK9HKAQIECBAgEA5BfJ1Nf1r164tNm+eeAq+nL3UKwJdIjA2NlYMDQ3lLNB82e6NXTIswyBAgAABAgRaLCAB2mLQaTSXv6D9zjTOq53y5Vh5dUQ+Qp+PvysECBAgQIBAeQXuzK6Z/VneG6Rn3SVw2mmnFQcOHKjNAn1Td43OaAgQIECAAIFWCUiAtkpSOwQIECBAgECvCzwaAMNLly4t4uvvvW5h/ARmTeCGG24o4qNIOclgfYSp17Mm70IECBAgQKBzBCRAO+de6SkBAgQIECBQboGXZvfinYTFwMBAuXuqdwS6SGDlypXFtm3bchZoxru7aGiGQoAAAQIECLRIQAK0RZCz1MxgXOfsupily7oMAQIECBAgcAqBW+P4suHh4fHDhw+f4lSHCRBotUDdaye2RtsrW92+9ggQIECAAIHOFjA9obPu3yXR3f9a1+Xa+47qdrVldV+0ekdEK66XH3PKcuZTCz8JECBAgEBXCLwhR3Hw4MHKwoULu2JABkGgkwTOO++84qKLLio+/elP5wSP90Tc3En911cCBAgQIECgvQISoO317ZbW74+B3NDiwWRSVSFAgAABAt0gcGUMYrSvr2883kXYin8s7AYTYyAw6wI5CzQSoHnd6yPyyamv5YZCgAABAgQIEJAA9WdgOgIvipN+NqIVr0zIL9qvjfhChEKAAAECBLpBIN85WNmxY0exfPnybhiPMRDoSIEtW7YUq1evLr7whS/k33HeHJH/iK8QIECAAAECBAoJ0M76Q/DJ6O5cPDr+v+K6P9IiqhdHO5kAzS91KgQIECBAoNMFVscAcgZocezYsU4fi/4T6GiB+BL8xP8O3/3uie8g3RODkQDt6Duq8wQIECBAoHUCrZjR17reaOlUAl+PE75UF6c633ECBAgQIECgvQLvjeYrmzZtKtavX9/eK2mdAIFTCuzZs6dYvHhx/kN7voxXAvSUYk4gQIAAAQK9ISAB2hv32SgJECBAgACB1gsMRZNj2WzdF6hbfxUtEiAwbYF58+YVR48erb2L9xXTruhEAgQIECBAoKsFJEC7+vYaHAECBAgQINBGgbdF2wNr1qwpLr/88jZeRtMECMxE4MiRI0UkQnMW6IqIa2dS17kECBAgQIBAdwpIgM79fT0rurAxYmvEnoirIy6MyHeKDUcoBAgQIECAQDkFjme3cvZnvntQIUCgHAKLFi0q9u/fn/+jzHhLOXqlFwQIECBAgMBcCkiAzr7+SFwyv6r+mxF/G5FfQ/+DiN+JeDLityI+HZEfHvq7iN+LeE9E/uu1v10FgkKAAAECBEog8FD0YcGSJUuKXbt2laA7ukCAQL3ADTfckP8wkbNAz4/YVH/MOgECBAgQINB7AhKgs3fPV8al3hWRCc93RlwTkcnQk5WBOLg54r6Ij0R8KsJjPIGgECBAgACBORZ4OK9/7bXXFoODg3PcFZcnQOBEgVWrVhVXX311bRZoTiZQCBAgQIAAgR4WyASb0n6BJXGJX46o/9fn/BfpP4/4s4i/iviHiH+KyHuSj74vilgTsTYiP7KQJR+V/4WIl0W8PUIhQIAAAQIEZl/g5rjkGUNDQ+NjY2Oezph9f1ckMC2BfD3Fb/1WPlw1MfFgeSzzd26FAAECBAgQ6EEBCdD23/SFcYn/EFFLfv6XWH9rxH+OmM4vYTmtJN8PelfE3RG5nR9d+MOIX4xQCBAgQIAAgdkVeGNe7sCBA5XTTjttdq/sagQITFvgggsuKDZs2FB89rOfzafe3h1x67QrO5EAAQIECBDoKgGPwLf/dj4rLpGPu2f5YER+5CiX00l+xmnF1yI+HvGtETdWt2NRvCHC/UsJhQABAgQIzJ5Avppmfb5bMN8xqBAgUG6BnAVaLcdi6X0VNQ1LAgQIECDQYwISaO2/4duql8j3d+Yszn9t4pI54/Pl1fo5o3S0ibZUJUCAAAECBGYukLPIKtu2bausXJmv91YIECizwNatW4t8H2iUTH7mBAKFAAECBAgQ6EEBCdD23/Tt1Ut8OJY5m7PZ8jN1DeRXLRUCBAgQIEBgdgQy47k1L1U3q2x2ruwqBAg0JNDX11ccO5aTPyfKvbUVSwIECBAgQKC3BCRA23+/z65e4vMtutRfRzu1ROr8FrWpGQIECBAgQODUAvkl6b6LLrqoOO+88059tjMIECiFwN69e4uRkZH8AGm+tPdFpeiUThAgQIAAAQKzKiAB2n7uP65eovYe0GavmI/U195f9PvNNqY+AQIECBAgMC2BoTjr+jzT7M9peTmJQGkEhoaGiqNHj1aqHXplaTqmIwQIECBAgMCsCUiAtp/6d6uXeHYsdzd5udOj/luqbfxNLP+kyfZUJ0CAAAECBKYn8N1x2sDq1auLLVu2TK+GswgQKI1AJECLwcHBnAWar7LYWZqO6QgBAgQIECAwKwISoO1nfn1cIh9ZH474+Yj8mvu8iJmWy6LCxyJymeW9Ty38JECAAAECBGZB4J68RiZR4gvws3A5lyBAoJUCixcvLnbs2JH/4814cyvb1hYBAgQIECBQfoGB8nex43uYj8A/GvGmiMURmbjM9V+N+G8ROYvzSxH/EPGPEXlPMlm6KGJNxLkRuyI2RtRKJkIfr21YEiBAgAABAm0VOBStL4nHaMf37Nkj+9lWao0TaJ/AkSNHiieffDIvcGXESMTf5YZCgAABAgQIdL+ABOjs3OP8V+a/jnhXRH64KH/huq4asZhR+WicfUfEv86olpMJECBAgACBRgXeGBUru3fvLhYuXNhoG+oRIDDHAueff35xzjnnFJ/73OfyKbickHDfHHfJ5QkQIECAAIFZEvAI/CxBx2XeH7E24nURfxExk/JPcXI+Pn99xJGIfP+nQoAAAQIECLRfYFlc4pK8zNjYWPuv5goECLRVIF9jUS2311YsCRAgQIAAge4XMAN0du/xX8XlHqvGulheHXFeRD7uno/H58zQfF/oVyL+NiIfn/90xCcjcp9CgAABAgQIzK7AW+JyfRs2bJiYOTa7l3Y1AgRaLbBz587ife973/hXv/rV/L37WRE/1epraI8AAQIECBAon4AE6Nzdkz+NS2coBAgQIECAQHkFbs2u5bsDFQIEOl8g3uVb7N+/v/LhD384B/NdERKgnX9bjYAAAQIECJxSwCPwpyRyAgECBAgQINCjAvnl9wUjIyPj27Zt61ECwybQfQLV11mMx8guiMiPjioECBAgQIBAlwtIgHb5DTY8AgQIECBAoGGBR7PmwYMHK4ODgw03oiIBAuUSWL16dXHJJZdUolcZby9X7/SGAAECBAgQaIeABGg7VLVJgAABAgQIdLrAuTGA0UqlMn748OFOH4v+EyBwgkDdx5CuPeGQTQIECBAgQKALBSRAu/CmGhIBAgQIECDQtMA7ooXK5ZdfXlm5cmXTjWmAAIFyCWzZsqVYunRpdmoo4qXl6p3eECBAgAABAq0WkABttaj2CBAgQIAAgU4XyMdiD+YgfPyo02+l/hOYXKC/v7+om9394ORn2UuAAAECBAh0i4AEaLfcSeMgQIAAAQIEWiXwymhocMWKFUXMAG1Vm9ohQKBkAvF+36Kvry8/hrQ6YnPJuqc7BAgQIECAQAsFJEBbiKkpAgQIECBAoCsEXpSjyC9FR3KkKwZkEAQIfLNAPgJ/zTXX1D6G9NZvPsMeAgQIECBAoFsE/FbfLXfSOAgQIECAAIFWCGyLRlYMDAyMHzhwoBXtaYMAgRIL1L3mYmd0M98HqhAgQG0PxHMAAEAASURBVIAAAQJdKCAB2oU31ZAIECBAgACBhgXeHDUrO3bsqCxatKjhRlQkQKAzBDZu3FicffbZ2dn+iO/pjF7rJQECBAgQIDBTAQnQmYo5nwABAgQIEOhWgYUxsKtycHWzwrp1rMZFgEBVoO5/78+HQoAAAQIECHSngARod95XoyJAgAABAgRmLvC9UaVvdHS0uOCCC2ZeWw0CBDpSYO/evcXQ0FB+DGlJxFhHDkKnCRAgQIAAgZMKSICelMdBAgQIECBAoIcEnptjrZsN1kNDN1QCvSuwYMGCYs+ePfkxpCyvf2rhJwECBAgQINBNAhKg3XQ3jYUAAQIECBBoVOCZUXFRJELGd+3a1Wgb6hEg0KECY2PfmPh5SQxhWYcOQ7cJECBAgACBKQQkQKeAsZsAAQIECBDoKYHX5GjjUdjK8PBwTw3cYAkQKIp89cWGDRuSIv9+9FYmBAgQIECAQHcJSIB21/00GgIECBAgQGDmAqujyoVZrW4W2MxbUYMAgY4WqHv9xS0dPRCdJ0CAAAECBL5JQAL0m0jsIECAAAECBHpM4G0x3sqmTZuKNWvW9NjQDZcAgZrAtm3bikWLFuXHkBZEvKC235IAAQIECBDofAEJ0M6/h0ZAgAABAgQINCdwfVavm/3VXGtqEyDQkQKDg4PFwYMHax9D+o6OHIROEyBAgAABApMKSIBOymInAQIECBAg0CMC98c4h5csWVJcddVVPTJkwyRAYCqBQ4cOFZVKJWeBjkacO9V59hMgQIAAAQKdJSAB2ln3S28JECBAgACB1gq8LJs7fPhw0d/f39qWtUaAQMcJrFy5srjiiityFmjG93XcAHSYAAECBAgQmFRAAnRSFjsJECBAgACBHhDYFGM8u6+vbzwee+2B4RoiAQLTEah7HcaBON+/jEwHzTkECBAgQKDkAhKgJb9BukeAAAECBAi0TeDt0XIlHn2vLFu2rG0X0TABAp0lsHnz5mLFihXZ6cGIxzqr93pLgAABAgQITCYgATqZin0ECBAgQIBAtwtkYmNXDrJutle3j9n4CBCYhkDMCq//78ILp1HFKQQIECBAgEDJBSRAS36DdI8AAQIECBBoi8B3R6sDZ511VnHJJZe05QIaJUCgcwX2799fDAwM5MeQciro9s4diZ4TIECAAAECKSAB6s8BAQIECBAg0IsC35KDPnr0aC+O3ZgJEDiFwKJFi4odO3bUPob05lOc7jABAgQIECBQcgEJ0JLfIN0jQIAAAQIEWi6QHzZZOm/evPE9e/a0vHENEiDQHQJ1/0CyNUa0sDtGZRQECBAgQKA3BSRAe/O+GzUBAgQIEOhlgTfG4Cu7d++unHbaab3sYOwECJxE4Pzzzy9GR0fzjPw705tOcqpDBAgQIECAQMkFJEBLfoN0jwABAgQIEGipwJJo7bJs0cePWuqqMQJdKVD334nnduUADYoAAQIECPSIgARoj9xowyRAgAABAgQmBN4aP/tyZtc555yDhAABAicViJnixYIFC/JjSCMRt570ZAcJECBAgACB0gpIgJb21ugYAQIECBAg0AaBiQRG3ayuNlxCkwQIdIvA0NBQsW/fvvwYUpbvemrhJwECBAgQINBpAhKgnXbH9JcAAQIECBBoVOB5UXHhyMjIeHzdudE21CNAoMcExsbGaiPeECuraxuWBAgQIECAQOcISIB2zr3SUwIECBAgQKA5gcey+oEDByqDg4PNtaQ2AQI9I3D22WcXl1xySY43Z4K+vWcGbqAECBAgQKCLBCRAu+hmGgoBAgQIECAwpcA5cWR9pVIZP3z48JQnOUCAAIHJBOpem3H9ZMftI0CAAAECBMotIAFa7vujdwQIECBAgEBrBN4RzVQuv/zyyplnntmaFrVCgEDPCGzdurVYsmRJjnco4sGeGbiBEiBAgACBLhGQAO2SG2kYBAgQIECAwJQC+djqxLTPullcU57sAAECBE4U6O/vL+pmj7/0xOO2CRAgQIAAgXILSICW+/7oHQECBAgQINC8wKPRxOCKFSuKmAHafGtaIECgJwUOHTpU9PX1jcfg80NIl/YkgkETIECAAIEOFZAA7dAbp9sECBAgQIDAtAVenGfm7K1IXky7khMJECBQL7B06dLiqquuyhnlGW+tP2adAAECBAgQKLeAvwWU+/7oHQECBAgQINCcwNVRfWU8vjoeX39vriW1CRDoeYGjR4/WDHbHymBtw5IAAQIECBAot4AEaLnvj94RIECAAAECzQm8OapXtm/fXlm8eHFzLalNgEDPC2zatKlYvTqfgC/6I17b8yAACBAgQIBAhwhIgHbIjdJNAgQIECBAYMYCC6PGNVnLx49mbKcCAQJTCNT99+RbpjjFbgIECBAgQKBkAhKgJbshukOAAAECBAi0TOD10VLfunXrigsvvLBljWqIAIHeFti7d28xNDSUH0NaEnGotzWMngABAgQIdIaABGhn3Ce9JECAAAECBGYucFdWqZutNfMW1CBAgMAJAgsXLix2795d+xjSG044bJMAAQIECBAooYAEaAlvii4RIECAAAECTQvcHC0snj9//ngkKppuTAMECBCoFxgbG6ttXhory2oblgQIECBAgEA5BSRAy3lf9IoAAQIECBBoTuA1WX3fvn2V4eHh5lpSmwABAicInHPOOcUFF1yQe/PvU2854bBNAgQIECBAoGQCEqAluyG6Q4AAAQIECDQtsCpauChbqZul1XSjGiBAgEC9QN3rNW6t32+dAAECBAgQKJ+ABGj57okeESBAgAABAs0JvD2qVzZu3FisWbOmuZbUJkCAwBQC27dvL0ZGRvJjSAsinj/FaXYTIECAAAECJRCQAC3BTdAFAgQIECBAoKUCN2RrdbOzWtq4xggQIJACg4ODxcGDB/NjSFkefWrhJwECBAgQIFBGAQnQMt4VfSJAgAABAgQaFXhxVBxesmRJcdVVVzXahnoECBCYlsDhw4eLSqWSs0DPiTh3WpWcRIAAAQIECMy6gATorJO7IAECBAgQINBGgYey7ZiVVQwMDLTxMpomQIBAUaxcubK4/PLLcxZoRr5+QyFAgAABAgRKKCABWsKboksECBAgQIBAQwIXR601ORsrZ2UpBAgQmA2ButdtHIrr1R6Jn41LuwYBAgQIECAwTQEJ0GlCOY0AAQIECBAovcDEx4/i0ffKsmXLSt9ZHSRAoDsEYgZosWLFihzMYMQru2NURkGAAAECBLpLQAK0u+6n0RAgQIAAgV4VyMTDnhx83Wys3FQIECDQVoG+vr6ibtb5i9p6MY0TIECAAAECDQlIgDbEphIBAgQIECBQMoHviv4MnHXWWcUll1xSsq7pDgEC3S5Qfe9wfgwpp4Ju6/bxGh8BAgQIEOg0AQnQTrtj+kuAAAECBAhMJnBv7hwbG8svMk923D4CBAi0TWDRokXF9u3b8z8+GW9q24U0TIAAAQIECDQkIAHaEJtKBAgQIECAQIkEDkRfls6bN2983759JeqWrhAg0EsCda/fuDrGvbCXxm6sBAgQIECg7AISoGW/Q/pHgAABAgQInErgDXFCZdeuXZXTTjvtVOc6ToAAgbYIbNiwoRgdHc228+9Yb2zLRTRKgAABAgQINCQgAdoQm0oECBAgQIBASQSWRD82Z1/qZl+VpGu6QYBArwnU/Xfozl4bu/ESIECAAIEyC0iAlvnu6BsBAgQIECBwKoE3xwl95513XrF+/fpTnes4AQIE2ioQM9GLBQsW5MeQFkU8s60X0zgBAgQIECAwbQEJ0GlTOZEAAQIECBAoocCzs09Hjx4tYdd0iQCBXhMYHh4u9u7dW/sS22t6bfzGS4AAAQIEyiogAVrWO6NfBAgQIECAwKkE7ooTFsZ7P8fj68unOtdxAgQIzIrA2NhY7ToXxsrq2oYlAQIECBAgMHcCEqBzZ+/KBAgQIECAQHMCr8zqBw4cqMQX4JtrSW0CBAi0SGDNmjXFxo0bs7WcCfrWFjWrGQIECBAgQKAJAQnQJvBUJUCAAAECBOZM4Jy48rkR44cPH56zTrgwAQIEJhOoey3HscmO20eAAAECBAjMroAE6Ox6uxoBAgQIECDQGoG3RTOVzZs3V1atWtWaFrVCgACBFglcddVVxZIlS7K1oYiXtKhZzRAgQIAAAQINCkiANginGgECBAgQIDBnAvlY6cRL9o4cOTJnnXBhAgQITCXQ399fHDp0qHb4ZbUVSwIECBAgQGBuBCRA58bdVQkQIECAAIHGBR6JqvOWL19eXHnllY23oiYBAgTaKJAJ0L6+vvG4xJqITW28lKYJECBAgACBUwhIgJ4CyGECBAgQIECgdAITj5Pmuz8juVC6zukQAQIEUmDZsmVFPAqfM9Yz8rUdCgECBAgQIDBHAv7WMEfwLkuAAAECBAg0JHB11DozHi8dj6+/N9SASgQIEJgtgbGxibd15OV2R/TP1nVdhwABAgQIEHi6gATo0z1sESBAgAABAuUWeHN0r7J9+/bK6aefXu6e6h0BAj0vsHHjxprBQKzcUNuwJECAAAECBGZXQAJ0dr1djQABAgQIEGhcYH5UzRmghY8fNY6oJgECcybwwjm7sgsTIECAAIEeF5AA7fE/AIZPgAABAgQ6SOAN0df+tWvXFhdeeGEHdVtXCRAgUOTHkPZHnM+CAAECBAgQmH0BCdDZN3dFAgQIECBAoDGB41nN7M/G8NQiQGDOBfJjSN82573QAQIECBAg0IMC7U6ALg/TbRH5F5YX1/muj/Xhum2rBAgQIECAAIGTCdwYBxcPDw+P796d3xJRCBAg0FECOQM0S/69KF/noRAgQIAAAQKzKNCuBOhtMYY/jfjLiI9HfCDiOyNq5eWx8mcR3xkxGKEQIECAAAECBE4m8N15cN++fZX58+UOTgblGAECpRX47ejZkojnlLaHOkaAAAECBLpUoNUJ0NFw+vWIn4xYexKzdXEsZ4e+OuLnIvxNJhAUAgQIECBAYFKBlbH34jwyNjY26Ql2EiBAoAME3l3to8fgO+Bm6SIBAgQIdJdAKxOgA0HzRMSOKtHfxfKjEf+pul2/+HzdxrWxXvtloG63VQIECBAgQIDAhMDb4mfl4osvLp7xjGcgIUCAQKcK/FR0/K8jrozY2qmD0G8CBAgQINCJAq1MgOZszi1VhPfFcl3EkYgPRpxY7o0dV0X8efXAnbE8r7puQYAAAQIECBCoF7gpN3z8qJ7EOgECHSjwT9HnH6722yzQDryBukyAAAECnSvQqgRozv7M93pm+aWIF0T8TW6cpHwijh2I+JeI/ohviVAIECBAgAABAvUCL4qN4cWLFxdXX311/X7rBAgQ6ESBH4hOj0c8O2JpJw5AnwkQIECAQCcKtCoBuiEGP1wFeFks/3WaGJ+O836+eu7506zjNAIECBAgQKB3BCb+gfXQoUPFwED+e6tCgACBjhb4XPQ+XxM2P+Lujh6JzhMgQIAAgQ4SaFUC9LLqmPO9n5+Z4fg/VT3/nBnWczoBAgQIECDQ3QIXxfDWViqV8UyAKgQIEOgSgdr3D+6L8VS6ZEyGQYAAAQIESi3QqgToUHWU/xzL6c7+rMGMVFf+vrbDkgABAgQIECAQAhMfP9q6dWtl+fLlQAgQINAtAr8YA/mfEedGHOyWQRkHAQIECBAos0CrEqCfrA5yWSzXzHDAV1TP/+8zrOd0AgQIECBAoHsF8v3g+3J4Pn7UvTfZyAj0qEBOGMl3gWZ54VMLPwkQIECAAIF2CrQqAZrJy/yYUZb8Gvx0y1icuKd6sgTodNWcR4AAAQIEul8gf58YOPPMM4tLL720+0drhAQI9JpAfg0+n567LmKmE0h6zcp4CRAgQIBA0wKtSoD+Y/TkZ6u9uSeWD0Wcqu29cc77q3W+GsuPVNctCBAgQIAAAQL5bryJ2Z/xDlAaBAgQ6DaBv4wBfSgiZ7t/a7cNzngIECBAgEDZBE6VpJxJf78tTv7zaoXvjeVvRzwWUftAUv7tJdfvjvipiP834syILI9G5BcRFQIECBAgQIDA7iA4Y3BwcHzfvn00CBAg0K0CtY8h5QSSwW4dpHERIECAAIEyCAy0sBN/HW0dj8iZoKdFbKlGLCbK0vj5+9X1+kW+BPz76ndYJ0CAAAECBHpa4E0x+srOnTuLkZHatxJ72sPgCRDoToGPx7D+IGJTxM0RT0QoBAgQIECAQBsEWjkDNLv3yxEXRPxYxHjEycpfxMFMmOZ7b0517snacYwAAQIECBDoHoHFMZSJDyT6+FH33FQjIUBgSoHaLFAfQ5qSyAECBAgQINC8QCtngNZ688VYuSvirRHbIs6rxvJY/knEH1bjF2L5txEKAQIECBAgQKAmkK/R6Vu/fn1x3nn5K4RCgACBrhb48Rhd/ndvV8TFEf8jQiFAgAABAgRaLNCOBGiti/8tVjIUAgQIECBAgMB0BW7PE48ePTrd851HgACBThb4SnT+RyNeFJHfVHhxhEKAAAECBAi0WKBVj8DnS7v3VGPeDPt4a5z/6ogbZ1jP6QQIECBAgEB3CdwWwzlt4cKF4zt27OiukRkNAQIEphZ4T/XQnbHMbykoBAgQIECAQIsFWpUAXRr9erIauT6T8sNx8ndGmOoxEzXnEiBAgACB7hPIfxAt4svvlaGhoe4bnRERIEBgcoF87P3XIhZFPHfyU+wlQIAAAQIEmhFoVQK00T7Mj4oZWZY9tfCTAAECBAgQ6EGBNTHm/JDi+NjYWA8O35AJEOhxgdrHkPIxeIUAAQIECBBosUAj7wC9Ofpw1gn9GKnbvjvW/65ue6rVnNpxJKLWBy/8nkrKfgIECBAg0P0Cb48hVi699NJi9erV3T9aIyRAgMDTBX42Nr8UcUnE9oiPRygECBAgQIBAiwRqyceZNNcfJ3//SSq87iTHTnbod0520DECBAgQIECgqwWuzdEdOZL/NqoQIECg5wS+FiP+dxGPRbwwQgI0EBQCBAgQINAqgUYegf/puPgvt6oD1XbeEMv/0OI2NUeAAAECBAh0hsBLo5tDy5YtK7Zs2dIZPdZLAgQItF7gB6LJf4m4JWJ565vXIgECBAgQ6F2BRmaApta3ROyrY8sXdr+juv1ALL9cd2yy1fHY+Y8RX4nIR9//NEIhQIAAAQIEelPgwRz2oUOHiv7+fNBEIUCAQE8KfD5G/ZGIYxH5963XRygECBAgQIBACwQaTYD+WVz7A3XXXxnrtQToE7H+F3XHrBIgQIAAAQIEphLYHAdWR+Jz/ODBg5WpTrKfAAECPSKQH0PKBOi9EW+M+NcIhQABAgQIEGhSoNEE6ImXzY8e5czPLH/71MJPAgQIECBAgMApBd4aZ1SuvvrqYunSpac82QkECBDocoF81dgfRZwbcTQiZ4QqBAgQIECAQJMCjbwDdLJLfjV25gzQjFyfaTkzKmycaSXnEyBAgAABAh0tMBS935kjGBsb6+iB6DwBAgRaJJCvCntvta38GJJCgAABAgQItECgVTNA67uyOjaeGbEiYl7EiUnWfLlXRl779IizI7ZFvDbiv0coBAgQIECAQG8IfHcMs//ss88uNm3a1BsjNkoCBAicWuD9cUr+3ehwxGjEn0QoBAgQIECAQBMCrU6AvjP6ku+rGWyiT6oSIECAAAECvSFwTw7zyJEjvTFaoyRAgMD0BP4mTvtgxPMi7ot4JEIhQIAAAQIEmhA4cXZmE00Vx6PyiyJmmvz8l6jzWxG/HaEQIECAAAECvSGQz7wvHRoaGt+7d29vjNgoCRAgMH2B91RPfX4s83UhCgECBAgQINCEQKtmgGYiNT9iUCs/FSsfjfhSxE9HLIh4dcQfROQXDrZG3BkxP+LJiIMRCgECBAgQINA7Aq/Loe7evbuyYEH+mqAQIECAQJ3AJ2L9dyOuiHhWxI9FKAQIECBAgECDAq2aAbomrl/7dGu+tPvZEe+P+MWI34jIsjDi5yJ+OOJbI/J5t69EHIh4ToRCgAABAgQI9IbAshjmpTlUj7/3xg03SgIEGhJ4d7XWCxuqrRIBAgQIECDwDYFWJUDP/0aLRfGGuvVc/Xh1e/8J+381tnPm53jE2yLyg0gKAQIECBAg0P0Cb4kh9m3YsKEYHc3veygECBAgMInAB2Pf/4m4OuKySY7bRYAAAQIECExToFUJ0HOr1/tqLP/nCdf+THX74lj2n3As3/uZj8WvjMhZowoBAgQIECDQ/QK35hDN/uz+G22EBAg0JZB/t/pAtQWzQJuiVJkAAQIEel2gVQnQ/D/nLP/7qcXTfv5hdWs4lvUzRWsn5UzQLJueWvhJgAABAgQIdLHA82NsC0ZGRsa3bdvWxcM0NAIECLRE4D3RSj4xd3vE4pa0qBECBAgQINCDAq1KgH62arcilpUTHP//2M7/084y8b6vp1a/8TNngGaRAH3KwU8CBAgQINDNAo/m4A4ePFgZHBzs5nEaGwECBFohkJNJ/nNEfk/heCsa1AYBAgQIEOhFgVYnQPNvMrtOgMzZoV+s7rvyhGO5uaO6r/YRpUlOsYsAAQIECBDoAoF8Zc45lUpl/PDhw10wHEMgQIDArAi8u3qV+2blai5CgAABAgS6UKBVCdAvh82fVn3eHstV1fXa4verK/mezyW1nbHM6x+tbn+ubr9VAgQIECBAoPsE8neEyuWXX15ZuTJf/60QIECAwDQEPhznfCHiwoi90zjfKQQIECBAgMAJAq1KgGaz91fbzi8UfibiXdXtXHygun52LD8ScWPEnoifiTgjIkvtUfintvwkQIAAAQIEukkgX5FzKAfk40fddFuNhQCBWRD4elzjB6vX8TGkWQB3CQIECBDoPoFWJkB/IXh+tEqUL+g+Vsf1c7Ge7wLNsi0it5+MyERolr+N+L6Jtd75MdTgUJdFvUwkZygECBAgQKBTBPLdn4MrVqwoYgZop/RZPwkQIFAWgR+KjmQiNP/+dOLTdmXpo34QIECAAIHSCrQyAZqD/LaI+yP+KKL+kfZ/je182Ve+xPvE8g+x41sj/vLEA124fUuM6T9GfCkix50zZTNpvD1iuuUDceLnqzHdOs4jQIAAAQJzLfB/2bsPOCuqu43jM9uXpexSpLM0AZGOIAJKld4sCIqi2AALtqBgb9ix9xZjEmNiEqNRY3p8bUk0xZiYvCZGYzTqa4kaO+p9n/91Lrmu7HLv3LllZn7n83mYW+acOec7JLhnz8wcYR2we3+WlQX9nx/FHhrHRwABBPIu8JKOYItIKpRD8n40DoAAAggggEDEBIL+CcQeeGQrOQcoBzexelbvbfXnMcpdysPKlcoOyu1KlIs9tfEryh3KLGUbxS4FHKTsp/yPcrFSq1AQQAABBBCImsA4DahzRUVFYvr06VEbG+NBAAEECiVwjXegQ7W1iVAKAggggAACCGQoEPQEaOqwCb3Y0mrP1/X5pYpdujFROVJ5Sol6OUcDXJ42yHf12iaEzcmKnQebGP690kehIIAAAgggECWBizQYd/z48W67du2iNC7GggACCBRS4Oc6mF1B1l1ZUMgDcywEEEAAAQTCLpCvCdCwuwTZ/xFq7HCvQbv0faHSVumrNCjHK28pVmzl7C8UJkGFQEEAAQQQiISAXQWxk42Ehx9F4nwyCAQQKK5AahUoD0Mq7nng6AgggAACIRNgAjT/J8zui1qu2E3L7T6odyt2T1QrNvF5obKd8oRipZfyU6WzvaEggAACCCAQcoFz1f+y3r17O9ttZ//cURBAAAEEchC4VXXtarKpii2eoCCAAAIIIIBABgL5uHdMax13sTJQsVUfdgy73+XWyj3awRK1kvpp7zYNLDXJ2XSMdlPzXRSbHJ2k2ArQe73X9h84FAQQQAABBMIqkLwFDKs/w3r66DcCCJSYgC2gsJ8r7EFIttDiGIWCAAIIIIAAAlsRCHoC1C7nPkmxS7yzLS+rQhQnQG0i2MpvPts0++fb+ma2Yqs/7VLB0cq3FLu/zycKBQEEEEAAgbAJ2D2/29XW1iYmTZqUyS9DwzY++osAAggUQ+BqHdQmQA9Q7Gev9xQKAggggAACCLQgEOQl8PZDzvmKn8nPFroY+q+qvBFk8h8m72tfm/D8m1dnjrZXeK/ZIIAAAgggEDaBs6zDU6ZMcWtqasLWd/qLAAIIlKqAPTj1UaVe2btUO0m/EEAAAQQQKCWBoFaA2kTqTWkD+61eX6vYk87tEu7U0871stnyQrPfhPuLv6r7Y5TBGQ7jNe03S7H/qOmk2KUtNiF6sUJBAAEEEEAgLAJd1dHtrbNc/h6WU0Y/EUAgRAK2CtSuGrOfFdJ/DgvREOgqAggggAAChRMIagLULvNu73X7h9rurmSy4tGrEulNagJ0mUZ5tvJGBqN9RvvYStCfKbXKRYpNjNpNzykIIIAAAgiEQcB+cecOGTLE6dmzZxj6Sx8RQACBMAncoc5eothts8Yqv1YoCCCAAAIIINCMQFCXwI9Ka3+jXjP5+V8Qu0m5lW0Ue53p091/qX1t0vRTxe6b9mXlNCWoc6amKAgggAACCORNwG6N48yaZRc1UBBAAAEEAhb4UO3d7LV5WMBt0xwCCCCAAAKREwhqMi21ktQudX84ckq5DeheVf+J18RMbf+s2GTmEd5nLW3u1Jf2HzTmaufqdIWfJIVAQQABBBAoaYHD1bua+vp6Z9y4cSXdUTqHAAIIhFjAbjlmiyWWKKmr8UI8HLqOAAIIIIBA/gSCmgC1+1VasZWK/OObpPjcHyv17knvkwZtD1BWee+3trlOOxyofOztGNQ529px+R4BBBBAAAG/Amut4owZM5yKitTvSP02RT0EEEAAgWYEntXn9ys1yopm9uFjBBBAAAEEEJBAUJNpT6ut1z3Rach+QeDv+sTuzXOV8q737b+8bSabW7TTSOXBTHZmHwQQQAABBIooYA8+6uW6bsImQCkIIIAAAnkVuMZr3RZX2GIUCgIIIIAAAghsQSCoCVBr+iyv/XO07ei9ZvNfgQ/00i57r1fsiY32YKNsyh+18y7K/sovlbcVCgIIIIAAAqUmkHz40dixY92OHfnPgVI7OfQHAQQiJ3CfRvSc0l/ht05CoCCAAAIIILAlgSAnQC/TAWzys5vyF8XuXTlIsaeYU/4rYJey2wTmj/77UVavbtXeNoHaLqta7IwAAggggED+BSp1iKl2mNmzZ+f/aBwBAQQQQMDuAWq3zLLCw5A+c+BPBBBAAAEEviAQ1ASoTcZ9TWlU3lc6KHa5tz3wx54I/2/lta3keH1PQQABBBBAAIHwCpymrld07drVGT58eHhHQc8RQACBcAncpO5+pMxVeoWr6/QWAQQQQACBwggE9WSCGnV3WQtdtsu+t1ZYKbo1Ib5HAAEEEECgtAXsoX/J1Z+6B2hp95TeIYAAAtEReFVD+bayj3KocrJCQQABBBBAAIE0gaAmQO3SixfS2vXzkntabl3NLi3snLZbruZpTW31pa3yDWLFcPlWj8QOCCCAAAJhFJiiTneoqqpKTJ06ldnPMJ5B+owAAmEWuFqdtwnQg5UzlE0KBQEEEEAAAQQ8gaAmQO23jj1RzbvAMB3h8bSjFOoHzCt1zMPTjhvEy22CaIQ2EEAAAQRKRuB89cSdOHGi07p165LpFB1BAAEEYiLwsMb5B8V+XthDuV2hIIAAAggggIAnENQEKKDRFnhJw3tDCWLCtY3asb93/FZaCBQEEEAgIgJ2lcBoG8ucOXMiMiSGgQACCIROwFaBXqusVpgADd3po8MIIIAAAvkUCOKS5nz2j7ZLQ2CDumEPtmofQOw301bswVgUBBBAAIFoCFyoYZT179/fsVAQQAABBIoi8HUd1W4rtosypCg94KAIIIAAAgiUqAAToCV6Yprp1hP6vEtamtmNjxFAAAEEECiowN52tNmzZxf0oBwMAQQQQOBzAu/o3Ve9T2wVKAUBBBBAAAEEPIFsJ0BXqN6bXh5JU7T7OaY+97tdl9YeL7cs8LE+fiUtW96LTxFAAAEEECicgD10o3VdXV3C7v9JQQABBBAoqsA13tH305YbMhf1VHBwBBBAAIFSEsj2HqBV6rzd58tK2882yT/t3pCpz9M+zupldVZ7szMCCCCAAAIIlILAqdaJadOmudXV/FNeCieEPiCAQKwF/qTRP6BMUvZV7J6gFAQQQAABBGIvkO0E6H8k9pyn9mKa3idpn6d9nNVLWzlKQQABBBBAAIHwCPRSVwcoiVmzZgXxoLzwjJyeIoAAAqUrYKtAbQL0MIUJ0NI9T/QMAQQQQKCAAtlOgN6mvlmaltf0QZ+mH/I+I4Fu2sseLtTKywfavqXYDcxfV+w9BQEEEEAAgVIUuESdcocPH+5062b/nFEQQAABBEpA4Lvqw8vKUMXuTfKQQkEAAQQQQCDWAtlOgMYaK6DBt1E7y5Vlij2d0d43V+yen08qv1LuUe5TEgoFAQQQQACBUhCYZ53g4UelcCroAwIIILBZYJNe3aicrNgqUCZAhUBBAAEEEIi3QLYPQYq3Vm6j76zqVyl264ArlZ2UliY/9bVjE9QjlVWKTYD+QZmrUBBAAAEEECi2wDp1oKpDhw7OmDFjit0Xjo8AAggg8HmB6/XWblO2h9L181/xDgEEEEAAgfgJsAK0MOe8QYf5sWKXoaSKreR8SXleeVV5X/lQsXNSo9hDpnoqjUrqqRK2YvRu5TjlUoWCAAIIIIBAsQTs3yJnzpw5Tnl5ebH6wHERQAABBLYs8E99bJfCL1aOUE5SKAgggAACCMRWINsJ0FGSmpMnrf9Ru5aolToN6F4lNfn5mF5frPxUsYnPrZVK7TBWscvmVyj23u659rRil8RTEEAAAQQQKLTAXB2wQ1VVVWLmzJk8/KjQ+hwPAQQQyEzAFkzYBOhK5WzFFlxQEEAAAQQQiKVAthOgdo3bWXmSOl3tRnECdC+Nyy53t3K7Yvf+/NTeZFjsHj4Pe7lL2+8pNgl6nnK/kk1b2p2CAAIIIIBAzgIb1YI7ffp0p3Xr1jk3RgMIIIAAAnkReEStPqrYzyIHKPZ0eAoCCCCAAAKxFCiL5agLO+jx3uHs/p22ijOXCUtb8fklrz1bUdrHe80GAQQQQACBQgkM0IEsiXnzks9AKtRxOQ4CCCCAQPYCduWYlTUKK/aTFPyBAAIIIBBHgWxXgP5QSItagLLVjvt43z+r7VXKX5QXlNeULord03KqcrBi97Z8QlmivKxEsUzwBvV9bW01Z67lO2rgMq8R+wH0mVwbpD4CCCCAAAJZCFyrfd0dd9zR6datWxbV2BUBBBBAoAgCdh/Q55VBit2+xB6sSkEAAQQQQCB2AtlOgD4nIcuWys76cE/vi2O1vUL52Huf2ryoF79R7B/i8xW7pHukcoGyhxLF0sMblN2IPIjyuhqxiVS7DL42iAZpAwEEEEAAgQwF2mi/XWzfBQsWZFiF3RBAAAEEiijwiY5t9wK9WDlGYQJUCBQEEEAAgfgJBHkJ/NfFV6XYP652qUXTyU999LliE4K7KW8q9lOUrR6NYkmt0EzdBzTXMdol9Tb5aeV3n234EwEEEEAAgYIIXK6jlPfp08fZfvvtC3JADoIAAgggkLPAzWrhP4pdhTcs59ZoAAEEEEAAgRAKBDUB2k9j7+mNP3WfmUw4/qGd7LJ6K6lLxT97F50/bcWrFbvMf1Lylf8/6lV1o1f9DW3tNgMUBBBAAAEECiWw1A60aFFLd8MpVFc4DgIIIIBAhgJvab8bvX2Py7AOuyGAAAIIIBApgaAmQCd6KnafT7vfZzblKW/ncdlUCtG+56qvdsl6jXKXslKxlbLZlhGq8CPFtlbsHmwUBBBAAAEECiWwTgeqaWhocCZMiOrvLAtFyXEQQACBggvY7cnscnj7RVaXgh+dAyKAAAIIIFBkgWzvAdpcd8u9Lzpo206x3zJmWoZ6O76faYWQ7WeXwJ+oXKiYjU1c2usHlN8rtorzFcXG/4Fi58QmS9sqtqq2v2L3WxuipIpNhJ6SesMWAQQQQACBAggkVw3Zk98rKoL6z4cC9JpDIIAAAgiYgP3Mcadiz2w4QjlZoSCAAAIIIBAbgaB+gvmrJ+Zqa79VvC5DQbt0foa3758zrBPG3S5Sp19XrlLswUVtlHletMmq3K+9lymfZlWLnRFAAAEEEPAvMFtVO1RVVSVmzJhh/9ZTEEAAAQTCJ3CxumwToHZF2gYlqgtQNDQKAggggAACnxcI6hL4R9Ws3c/TyqVKJve67KH9vqfYSkcrN3y2ieyfX9bIGpVzlJezHOWH2t8un5+v2A+hdv9PCgIIIIAAAoUSsB+a3WnTprlt2tjv8CgIIIAAAiEUsJ/Zfq10VJaHsP90GQEEEEAAAd8CQa0A/Vg9sN8iXq/Y5du/UH6g2OXef1deUN5T7JJumwRcpByqVCtWvq3YP8ZRL69qgCd56a3tOGVbxSaB7fJ4+6lyk/KO8rZil8/bPVKfUOwzCgIIIIAAAoUWGKADDlQSuvyd1Z+F1ud4CCCAQLACG9XcN5WjFPvZLaFQEEAAAQQQiLxAUBOgBmUrOIcoa+yNiq1UtGyt2G8i4/gbyOc0bgsFAQQQQACBUha4Rp1zx4wZ43Tv3r2U+0nfEEAAAQS2LvBd7fJPZTvFfla7T6EggAACCCAQeYGgLoFPQR2tFyuUTC7x/kj7nalMUbj/jBAoCCCAAAIIlJhAnfozyfq0cOHCEusa3UEAAQQQ8CFgV+5d5tU71kd9qiCAAAIIIBBKgSBXgBqAXUJxi/ItZboyR7HfLm6j2KXxryh2Obw9yMfu//maQkEAAQQQQACB0hS4XN0q79OnjzNkiF3kQUEAAQQQiIDAjRrD6co0ZajypEJBAAEEEEAg0gJBToCWS+oTT8vu93m3F+8jNggggAACCCAQMoG9rb+s/gzZWaO7CCCAQMsCb+nrmxS7D6itArUr+CgIIIAAAghEWiCoS+DtoQi/Ub6v7KnYewoCCCCAAAIIhFfgBHW9tqGhwZkwYUJ4R0HPEUAAAQS2JGAr/D9V7Bddnbe0A58hgAACCCAQJYGgJkB3FspwZZ5ynsLTBIVAQQABBBBAIMQCx1nf586d61RWVoZ4GHQdAQQQQGALAn/XZ3cq1coRW/iejxBAAAEEEIiUQFAToNunqdyb9pqXCCCAAAIIIBA+AXsycMeqqqrEjBkzwtd7eowAAgggkInAJd5OK7W15zVQEEAAAQQQiKxAUBOgT6UJtUt7zUsEEEAAAQQQCJ/ARnXZnTZtmtu2bdvw9Z4eI4AAAghkIvCwdnpM6aQsz6QC+yCAAAIIIBBWgaAmQB8SwLMewkJte4UVhH4jgAACCCAQc4H+Gv8gJTFvnt3ZhoIAAgggEGEB+4WXlaMUnuOQpOAPBBBAAIEoCgQ1AWpPf5+q2G8Q65UnlaOVcUoHhYIAAggggAAC4RC4Vt10x4wZ43bv3j0cPaaXCCCAAAJ+Bb6jiv9UBiuz/DZCPQQQQAABBEpdIKgJULs+7mTlT8rbir23e8o8qrymvKm8sJUcq+8pCCCAAAIIIFA8gToderIdfsGCBbahIIAAAghEW+BjDc+eCG+Fn8c+c+BPBBBAAIEIClQENKZatXNQC23ZfUEtLZU2LX3JdwgggAACCCCQd4FLdYTy3r17O0OHDs37wTgAAggggEBJCNyoXpymTFeGKH9UKAgggAACCERKIKgJ0IRUbKVnLuW9XCpTFwEEEEAAAQRyFlhmLSxcuDDnhmgAAQQQQCA0Ana13s3KGsVWgR6oUBBAAAEEEIiUQFAToP8nFXt6IAUBBBBAAAEEwinwJXW7tr6+3pk4cWI4R0CvEUAAAQT8Cthl8Eco+yjrFPv5joIAAggggEBkBIK6B2hkQBgIAggggAACMRVYa+OeO3euU1lZGVMCho0AAgjEVuAZjfwupVo5PLYKDBwBBBBAILICTIBG9tQyMAQQQAABBDIWsCf/dqqqqkrMnDkz40rsiAACCCAQKYGLvdGs1rYmUiNjMAgggAACsRcI6hL4FKQ9PXZbpZsXa/9FL/ZbxbcUCgIIIIAAAgiUlsBGdcedMmWK07Zt29LqGb1BAAEEECiUwEM60OPKDsq+ij0ciYIAAggggEAkBIKYALU25il7e9tWzchs0uf3K19T7lY+UCgIIIAAAgggUFyBvjr8dkpi/vz5bnG7wtERQAABBIosYKtAb1OOVpgALfLJ4PAIIIAAAsEJ5HoJ/BB15dfKncpeSnOTn/rKsRuKzVe+qfxJ2UmhIIAAAggggEBxBa7V4d3Ro0e7PXr0KG5PODoCCCCAQLEF7lAHXlC2V+z2KBQEEEAAAQQiIZDLBOihErBLJEY2kXhN759QfqT8RHlO+VRJL7ba5EHl5PQPeY0AAggggAACBRWwW9dMtSMuXLiwoAfmYAgggAACJSnwsXp1hdezY0qyh3QKAQQQQAABHwJ+J0Dtt4HXKPaUQCtvK+coY5RtlBGKPUVhV6WPUqvY5XW2T+rS93K9Pks5QKEggAACCCCAQOEFLtEhyxsbG51hw4YV/ugcEQEEEECgFAWuV6feVWYothKUggACCCCAQOgF/EyA2urNbyipunfptU1unqTYitCE0rR8pA/+otg+gxS7tCJVrtaLoak3bBFAAAEEEECgYALL7Eis/iyYNwdCAAEEwiDwpjp5s9fRY8PQYfqIAAIIIIDA1gRSk5hb2y/9+/V6U+998H1td1f+5b3PZPMP7WT3C01NgtrqUFsZSkEAAQQQQACBwgnYD7Wt6uvrEzvvvHPhjsqREEAAAQTCIHC5Omm3MdtH6RSGDtNHBBBAAAEEWhLIdgLUJj7tH0Erzyv25Pem9/e07zIph2ona8PKbKV78hV/IIAAAggggEAhBI63g8ydO9etrLTnFFIQQAABBBDYLPA3vbpbqVEO3/wpLxBAAAEEEAipQLYToEs0ztST3i/Ta7s3jN9il1bY6hMrdj/Q/ZKv+AMBBBBAAAEE8i1g93XbpqqqKjFzpt2ym4IAAggggMAXBC72PlmtberZD1/YiQ8QQAABBBAIg0C2E6B2r89U+UrqRQ7bh9Lqch/QNAxeIoAAAgggkEcB+6HWnTJlitu2bds8HoamEUAAAQRCLPCg+v4bxR5yu2+Ix0HXEUAAAQQQ2Pwgo0wpens7vqHt65lWamG/V/TdS973jS3sx1cIIIAAAgggEIxAXzUzWEnMmzcvmBZpBQEEEEAgqgKpVaBHR3WAjAsBBBBAIB4C2a4A7eqx2MRlUOVpr6HOQTVIOwgggAACCCDQrMA1+sYdPXq027Nnz2Z34gsEEEAAAQQkYA+ufVEZotjtUygIIIAAAgiEUiDbCVC7b6cVWz1SkXyV+x/9vSZezr0pWkAAAQQQQACBFgRq9d00+37BggUt7MZXCCCAAAIIJAU26c8rPIvU8xugQQABBBBAIHQC2U6ApiYp7SbYgwIYrd1PJvX092cDaI8mEEAAAQQQQKB5gUv0VXljY6MzfPjw5vfiGwQQQAABBP4rcL1e2sNvbQWo3UKFggACCCCAQOgEsp0AfTRthJPTXvt9OTGt4l/SXvMSAQQQQAABBIIX2M+aZPVn8LC0iAACCERY4N8a2y2KqxyjUBBAAAEEEAidQLYToPeljfBMve6S9j7bl/WqYCtRrHys3Jp8xR8IIIAAAgggkA+Bo9Roq3bt2iV22WWXfLRPmwgggAAC0RW4TEP7VLGnwXeK7jAZGQIIIIBAVAWynQB9XhDf8TAatL0qB5hrVbeXV/9ObV/IoS2qIoAAAggggEDLAuvs6zlz5riVlZUt78m3CCCAAAIIfF7gr3r7faVGWf35r3iHAAIIIIBA6QtkOwFqIzpR+dAb2u7a2j+EqQcZeR+3uLF7fn5DWeLt9Z62Z3qv2SCAAAIIIIBA8ALT1WRnTXwmZs2aFXzrtIgAAgggEAeB1NV7h2mw9kwICgIIIIAAAqER8DMB+rRGd2DaCOfp9R+VDcowpY3StJTrg36KrT75X2WpYiWhLFesPgUBBBBAAAEE8iNwsZp1J0+e7OoS+PwcgVYRQAABBKIu8IAG+Fuls7Is6oNlfAgggAAC0RLwMwFqArcphypv2xsV+w2grQx9QrHPXlV+pdyrPKXYKs+/KecqdYoVu+/nsUrqknr7jIIAAggggAACwQr0VnNDlAQPPwoWltYQQACBGAqkVoEeHcOxM2QEEEAAgRAL+J0AtSHfoAxUvmpvmpSOej9WmaNsp1Qp6eVJvdlRuTT9Q14jgAACCCCAQOACds9td9SoUW7Pnj0Db5wGEUAAAQRiJfBNjfZfylBl11iNnMEigAACCIRaIJcJUBv4y4pdwr6zcp/ynGJPB9xS+Ugf3q3Y5e87KHb5BAUBBBBAAAEE8idQq6bt/p8Oqz/zh0zLCCCAQIwENmmsV3jjtav5KAgggAACCIRCoCKgXj6kduZ6bdmTAfsrtjq0i/KS8oJi9/58S6EggAACCCCAQGEENuow5b169XJGjBhRmCNyFAQQQACBqAtcrwGeosxU7Gq/PysUBBBAAAEESlogqAnQ9EF+oDf2UCMebJSuwmsEEEAAAQQKL7C/HXLhwoWFPzJHRAABBBCIqsAbGtgtij0N/hjFng1BQQABBBBAoKQFcr0EvqQHR+cQQAABBBCIscAajb2Vnvqe2GWXXWLMwNARQAABBPIgcJnaTCj7Kvb8BwoCCCCAAAIlLcAEaEmfHjqHAAIIIICAb4H1VnPOnDluZWWl70aoiAACCCCAwBYEntZn9yh2r+nVW/iejxBAAAEEECgpASZAS+p00BkEEEAAAQQCEZiqVjpr4jMxa9asQBqkEQQQQAABBJoIXOy9t0vhq5p8x1sEEEAAAQRKSoAJ0JI6HXQGAQQQQACBQAQuVSvu5MmTXV0CH0iDNIIAAggggEATgV/o/e8Ve/DtPgoFAQQQQACBkhVgArRkTw0dQwABBBBAwJdAb9UaYjXnz59vGwoCCCCAAAL5EkitArWHIVEQQAABBBAoWQEmQEv21NAxBBBAAAEEfAlcrVruyJEjnV69evlqgEoIIIAAAghkKHC79ntJGaZMz7AOuyGAAAIIIFBwASZAC07OARFAAAEEEMibgD2MYldrfcGCBXk7CA0jgAACCCDgCWzS9krvNatA+WuBAAIIIFCyAkyAluypoWMIIIAAAghkLXChalT07NnTsRWgFAQQQAABBAogcK2O8Z4yWxlUgONxCAQQQAABBLIWYAI0azIqIIAAAgggULICB1jPWP1ZsueHjiGAAAJRFHhDg/qK4ipHR3GAjAkBBBBAIPwCTICG/xwyAgQQQAABBEzgCKVOT31PTJo0CREEEEAAAQQKKXCZDpZQlisdCnlgjoUAAggggEAmAkyAZqLEPggggAACCJS+wHrr4qxZs9yqqqrS7y09RAABBBCIksD/ajD3KnYv6tVRGhhjQQABBBCIhgAToNE4j4wCAQQQQCDeAlM0/K4VFRWJ2bPtFmwUBBBAAAEECi5wiXfEw7XlN3EF5+eACCCAAAItCTAB2pIO3yGAAAIIIBAOgUvVTXfy5MlufX19OHpMLxFAAAEEoibwMw3oCaWLsnfUBsd4EEAAAQTCLcAEaLjPH71HAAEEEECglwiGGsP8+fPRQAABBBBAoJgCF3sHP6aYneDYCCCAAAIINBVgArSpCO8RQAABBBAIl8DN6q47YsQIp7GxMVw9p7cIIIAAAlETuF0DekkZrnBPlqidXcaDAAIIhFiACdAQnzy6jgACCCAQe4GeErD7fzp77LFH7DEAQAABBBAousBH6sGFXi/OKHpv6AACCCCAAAKeABOg/FVAAAEEEEAgvAJfU9fLhgwZ4gwdmrwKPrwjoecIIIAAAlERuFYDeVkZoyyIyqAYBwIIIIBAuAWYAA33+aP3CCCAAALxFeitoe9sw99nn31sQ0EAAQQQQKAUBN5XJzZ4HTldW9d7zQYBBBBAAIGiCTABWjR6DowAAggggEBOAl9X7eS9PwcPHpxTQ1RGAAEEEEAgYIEb1N6Lykhlt4DbpjkEEEAAAQSyFmACNGsyKiCAAAIIIFB0gQHqwU7Wi7333rvonaEDCCCAAAIINBH4UO/P9j47XVtWgXoYbBBAAAEEiiPABGhx3DkqAggggAACuQjYvT/d0aNHOwMHDsylHeoigAACCCCQL4Gb1fDzit2keq98HYR2EUAAAQQQyESACdBMlNgHAQQQQACB0hGw6913sO6w+rN0Tgo9QQABBBD4goA9Ef4s79NTteVnzy8Q8QECCCCAQKEE+EeoUNIcBwEEEEAAgWAEvqpm3LFjxzr9+/cPpkVaQQABBBBAID8CX1Gzzyr2yzvu2ZIfY1pFAAEEEMhAgAnQDJDYBQEEEEAAgRIRGK5+2AMlEkuXLi2RLtENBBBAAAEEmhXYpG/O8L61VaDlze7JFwgggAACCORRgAnQPOLSNAIIIIAAAgELJFd/7rTTTm7fvn0DbprmEEAAAQQQyIuA3bf6r4o9wG/fvByBRhFAAAEEENiKABOgWwHiawQQQAABBEpEwO77OURh9WeJnBC6gQACCCCQkcAn2iu1CvQUva7IqBY7IYAAAgggEKAAE6ABYtIUAggggAACeRSw+6i5EydOdBsbG/N4GJpGAAEEEEAgcIFvqMW/KP2UAxQKAggggAACBRVgArSg3BwMAQQQQAABXwLjVWs713VZ/emLj0oIIIAAAkUW+FTHP83rw0naVha5PxweAQQQQCBmAkyAxuyEM1wEEEAAgVAK3Kxeu7vssovbo0ePUA6ATiOAAAIIxF7g2xL4o9JbOUihIIAAAgggUDABJkALRs2BEEAAAQQQ8CUwSbUG2OrPJUuW+GqASggggAACCJSAQPoq0BPVn+oS6BNdQAABBBCIiQAToDE50QwTAQQQQCC0Ajep5+6UKVPcbt26hXYQdBwBBBBAAAEJ3Kk8ofRUDlEoCCCAAAIIFESACdCCMHMQBBBAAAEEfAlMV62+5eXlrP70xUclBBBAAIESE0ioP6d6fVqvbU2J9Y/uIIAAAghEVIAJ0IieWIaFAAIIIBAJgRs0Cnfq1Klu586dIzEgBoEAAgggEHuBuyXwG8Uua1gdew0AEEAAAQQKIsAEaEGYOQgCCCCAAAJZC8xVjUZb/bnXXntlXZkKCCCAAAIIlLDAKV7fTtC2VQn3k64hgAACCEREgAnQiJxIhoEAAgggEDmBqzUid8aMGW6nTp0iNzgGhAACCCAQa4EfaPS/UuzyhsNjLcHgEUAAAQQKIsAEaEGYOQgCCCCAAAJZCSzS3j0rKioSe+65Z1YV2RkBBBBAAIGQCKRWgR6v/rYOSZ/pJgIIIIBASAWYAA3piaPbCCCAAAKRFrhKo3NnzpzpdujQIdIDZXAIIIAAArEV+LFG/rDSUVkTWwUGjgACCCBQEAEmQAvCzEEQQAABBBDIWMBu+Nm1srKS1Z8Zk7EjAggggEBIBVJPhD9O/W8b0jHQbQQQQACBEAgwARqCk0QXEUAAAQRiJXCZRuvOmTPHbWhoiNXAGSwCCCCAQOwEfqYR/1xprxwdu9EzYAQQQACBggkwAVowag6EAAIIIIDAVgX20x5dqqurE7vttttWd2YHBBBAAAEEIiBwmjeGY7Stj8B4GAICCCCAQAkKMAFagieFLiGAAAIIxFZgo4187ty5bn09PwPG9m8BA0cAAQTiJfCghmv3A7V/+I6N19AZLQIIIIBAoQSYAC2UNMdBAAEEEECgZYGD9HWnmpqaxKJFi1rek28RQAABBBCIlkBqFehRGpZdDk9BAAEEEEAgUAEmQAPlpDEEEEAAAQR8C5xvNefPn++2bctzIHwrUhEBBBBAIIwCj6rTP1DsH8C1YRwAfUYAAQQQKG0BJkBL+/zQOwREw5hMAABAAElEQVQQQACBeAis1jA7tGrVKrFw4cJ4jJhRIoAAAggg8HmB1CrQI/Rxp89/xTsEEEAAAQRyE2ACNDc/aiOAAAIIIBCEwAZrZMGCBW7r1q2DaI82EEAAAQQQCJvAY+rw3Yr9Q3h82DpPfxFAAAEESluACdDSPj/0DgEEEEAg+gL2wIeGurq6hCZAoz9aRogAAggggEDzAqfrq4RymNJZoSCAAAIIIBCIABOggTDSCAIIIIAAAr4FTrWaevCRq0vgfTdCRQQQQAABBCIg8DuN4U7F/kFcF4HxMAQEEEAAgRIRYAK0RE4E3UAAAQQQiKWA/XDXrk2bNol58+bFEoBBI4AAAggg0ETgdL23VaCrlG4KBQEEEEAAgZwFmADNmZAGEEAAAQQQ8C1wotXcbbfd3NraWt+NUBEBBBBAAIEICTypsdyh1CjJfycjNDaGggACCCBQJAEmQIsEz2ERQAABBGIvYJe+t2nXrl1i7ty5sccAAAEEEEAAgTSBM/T6U+VgpWfa57xEAAEEEEDAlwAToL7YqIQAAggggEDOAskn3O6xxx5udXV1zo3RAAIIIIAAAhESeEpj+YZi/0CeFKFxMRQEEEAAgSIJMAFaJHgOiwACCCAQa4ENGn1dQ0NDYubMmbGGYPAIIIAAAgg0I3CmPv9EOVDprVAQQAABBBDwLcAEqG86KiKAAAIIIOBLwFWto60mqz99+VEJAQQQQCAeAk9rmF9TKpVT4jFkRokAAgggkC8BJkDzJUu7CCCAAAIIbFngfH3cqkOHDg6rP7cMxKcIIIAAAgh4Amdp+7GyXOnnfcYGAQQQQACBrAWYAM2ajAoIIIAAAgj4FrDVn0da7cWLFzuVlbaohYIAAggggAACzQg8o89vUSoUe3ggBQEEEEAAAV8CTID6YqMSAggggAACvgQuUa2aTp06OdOmTfPVAJUQQAABBBCImYDdN3uTskwZELOxM1wEEEAAgYAEmAANCJJmEEAAAQQQ2IpAub5fZfuw+nMrUnyNAAIIIIDAfwWe08ubFPt39DSFggACCCCAQNYCTIBmTUYFBBBAAAEEfAlcoVrVnTt3ZvWnLz4qIYAAAgjEWMBWgX6oLFUGx9iBoSOAAAII+BRgAtQnHNUQQAABBBDIQsBu9nmQ7b9kyRKnvNwWsVAQQAABBBBAIEOBF7TfDYr9/Hq6QkEAAQQQQCArASZAs+JiZwQQQAABBHwJXK1aVV27dnUmTZrkqwEqIYAAAgggEHOBczX+D5Q9laExt2D4CCCAAAJZCjABmiUYuyOAAAIIIJClQLX239/qLF26lNWfWeKxOwIIIIAAAp7Av7S9RnGVM7zP2CCAAAIIIJCRABOgGTGxEwIIIIAAAr4FrlfNyh49ejg777yz70aoiAACCCCAAALO+TJ4T1mkjMQDAQQQQACBTAWYAM1Uiv0QQAABBBDIXqBOVfaxarb6s6yMf3azJ6QGAggggAACmwVe0aurFFaBbibhBQIIIIBAJgL8JJaJEvsggAACCCDgT8Ae2FDR2NjoTJgwwV8L1EIAAQQQQACBdIEL9OYdZb4yJv0LXiOAAAIIINCcABOgzcnwOQIIIIAAArkJtFH1xdaErf50XVusQkEAAQQQQACBHAVeU/0rvDbOzLEtqiOAAAIIxESACdCYnGiGiQACCCBQcIGbdcSKPn36OOPGjSv4wTkgAggggAACERa4SGN7W5ml7BThcTI0BBBAAIGABJgADQiSZhBAAAEEEEgTaNDr3ez93nvvzerPNBheIoAAAgggEIDAG2rjUq8dVoEGAEoTCCCAQNQFmACN+hlmfAgggAACxRC4RQct79evnzN27NhiHJ9jIoAAAgggEHWBSzTAN5Xpys5RHyzjQwABBBDITYAJ0Nz8qI0AAggggEBTgQ76YJ59uM8+yQfAN/2e9wgggAACCCCQu4BNfl7sNXNW7s3RAgIIIIBAlAWYAI3y2WVsCCCAAALFELhVBy0bOHCgM3r06GIcn2MigAACCCAQFwG7DN4uh5+kTI3LoBknAggggED2AkyAZm9GDQQQQAABBJoT6Kwv7IEMrP5sTojPEUAAAQQQCE7gP2rqQq+5M4NrlpYQQAABBKImwARo1M4o40EAAQQQKKbArTp42eDBg53hw4cXsx8cGwEEEEAAgbgIXKGBvqpMUGbEZdCMEwEEEEAgOwEmQLPzYm8EEEAAAQSaE+iuL+xBDMknvze3E58jgAACCCCAQKAC76q1C7wWWQUaKC2NIYAAAtERYAI0OueSkSCAAAIIFFfgWzp82ZAhQ5yhQ4cWtyccHQEEEEAAgXgJXK3hvqLsqOwer6EzWgQQQACBTASYAM1EiX0QQAABBBBoWWCuvt5JSSxfvrzlPfkWAQQQQAABBIIWeE8Nnuo1epm2rYM+AO0hgAACCIRboCLc3Q9F7+1+NG6eetoxT+3SLAIIIIBAdgJf1e7uzJkznQEDBmRXk70RQAABBBBAIAiBG9XIgYqtAj1DOU6hIIAAAgggkBRgAjT/fxHa6xCstM2/M0dAAAEEiiVwvQ7c0K5du8R+++2Xr194FWtsHBcBBBBAAIGwCHyqjq5SHlfWKLcqTygUBBBAAAEEHCZA8/+XYGcd4stK+pKgl/X+k/wfmiMggAACCORZoLfaP8iOsWLFCrd1a664MwsKAggggAACRRL4vY5rl8Afq1yrjFcSCgUBBBBAIOYCTIDm/y/AIzrEOOV+Zax3uJu1Pcl7zQYBBBBAILwCP1DXkw8+mjx5cnhHQc8RQAABBBCIjsBpGspeiv0MdqhynUJBAAEEEIi5AJdmF+YvwL91mF2VP3uHW6ftVO81GwQQQACBcAocom4PLC8vT6xevTqcI6DXCCCAAAIIRE/gHQ3JLoG3cq6yTfIVfyCAAAIIxFqACdDCnf63dSi7TNLuTWPu9sCMtgoFAQQQQCB8AtXqsl1i5+6xxx5u9+7dwzcCeowAAggggEB0Be7U0O5VGpSLoztMRoYAAgggkKkAE6CZSgWz36Nq5gqvqW7aHhFMs7SCAAIIIFBgge/oeLVdunRx9txzzwIfmsMhgAACCCCAQAYC9rPWe8oyhavvMgBjFwQQQCDKAkyAFv7s2r0/n/UOazfn5okZhT8HHBEBBBDIRcDuKTbHGli5cqVTVVWVS1vURQABBBBAAIH8CDynZs/0mr5aW/7B9jDYIIAAAnEUYAK08Gf9XR1yb2WDcq3SR6EggAACCIRH4Lvqqjtx4kRn5MiR4ek1PUUAAQQQQCB+Anb5+1PKQMWew0BBAAEEEIipAE+BL86J/5UOa6EggAACCIRLwH551bW2tjZx4IEHuuHqOr1FAAEEEEAgdgKbNOJVygPKeuU25W8KBQEEEEAgZgKsAI3ZCWe4CCCAAAK+BTqp5vFWe99993Xbt2/vuyEqIoAAAggggEDBBB7Ukb6s1ChXFeyoHAgBBBBAoKQEmAAtqdNBZxBAAAEESljAniZb0a9fP2f27Nkl3E26hgACCCCAAAJNBE7Q+9eVGcrSJt/xFgEEEEAgBgJMgMbgJDNEBBBAAIGcBXZXCzu4rptYvXq1U1bGP585i9IAAggggAAChRN4TYda6x3uEm3bFe7QHAkBBBBAoBQE+AmuFM5C5n2o1K490pJ5TfZEAAEEEPArYPf6tEvn3Dlz5rj9+/f32w71EEAAAQQQQKB4Arfo0A8pXRS7pzcFAQQQQCBGAjwEKVwne5i6+3halwv1AI4ROqatfgrieF29/vN3L+1E8hIBBEpa4Bb1rm1DQ0Ni2bJlQfz/YEkPls4hgAACCCAQUYGExmUPRPqdslq5RUn/2UpvKQgggAACURVgEiqqZzbYcZ2t5uYG22TyN68BN0lzCCCAQOACg9TivtbqwQcf7LZq1SrwA9AgAggggAACCBRM4E860kZlnXKdMlb5RKEggAACCERcgAnQiJ/ggIZnNw1/VAli5dMCtTNGuVuhIIAAAqUuYA8+Khs5cqQzYcKEUu8r/UMAAQQQQACBrQucpV3sQUijlMOVyxUKAggggEDEBZgADdcJfkLdtXvWFLrYb0otQZQOasQmQN8JojHaQAABBPIocJTa7ltZWZlYuXJlEL8AymNXaRoBBBBAAAEEMhR4T/sdqXxfsSvdvq38S6EggAACCERYgIcghevkfqzuvpKWcPWe3iKAAALhEahTV8+37u61115uly7F+N1TeLDoKQIIIIAAAiETuEf9/a7SRrk0ZH2nuwgggAACPgSYAPWBRhUEEEAAgcgLfE8jrO7evbuzaNGiyA+WASKAAAIIIBBDAbvSw65KW6zMiuH4GTICCCAQKwEmQGN1uhksAggggEAGApO0zzTbb9WqVY4ugc+gCrsggAACCCCAQMgEXlB/T/X6fJW2tSHrP91FAAEEEMhCgHuAZoGVp127qd32ij1a2PKB8pbytvK6914bCgIIIIBAgQTu0HHcyZMnO0OHDi3QITkMAggggAACCBRBwB6AtL8yXDlZOUmhIIAAAghEUIAJ0MKfVLvPzHJlmTJEsffNFbvn55PKrxS7T819SkKhIIAAAgjkR+BiNduprq4usWLFCh58lB9jWkUAAQQQQKBUBD5RR1YpjyhfUr6m/FmhIIAAAghETIBL4At3QjvrUHZpxYvKlcpOSkuTn/rasQnqkYr9o2wToH9Q5ioUBBBAAIHgBbqryTXW7P777++2a9cu+CPQIgIIIIAAAgiUmsAv1aHrlCrlmlLrHP1BAAEEEAhGgBWgwThurZUG7fBjJf1aSlvJ+ZLyvPKq8r7yoWLnpEZpq/RUGpVqxYqtGL1bOU7haYVCoCCAAAIBCtyrtsoHDRrk7LrrrgE2S1MIIIAAAgggUOIC69W/3ZVJyv7KVxQKAggggECEBJgAzf/JrNMh7Ifq1OTnY3ptl1j+VLGJz60Ve/rGWMUum1+h2PtLlKcVuySeggACCCCQu4DdlmRYWVlZQg8+clVyb5EWEEAAAQQQQCAsAm+qo8cqX1MuVL6vvKFQEEAAAQQiIsAl8Pk/kXvpEHa5u5XblXHeNpPJT6uzSXlYWaks8t5r45yncP5MgoIAAgjkJlCu6nbpm7tgwQK3d+/eubVGbQQQQAABBBAIo8DX1emfKZ2U88M4APqMAAIIINC8ABNozdsE9c14ryG7f6et4vw0h4ZtxafdnNuKrSjtk3zFHwgggAACuQh8Q5XrOnbs6CxdujSXdqiLAAIIIIAAAuEWWK3u223JDlJSP8eFe0T0HgEEEEAgKcAEaP7/IkzwDmGXUdhqzlzLd9IaGJD2mpcIIIAAAtkLDFeVPa3aIYcc4tTU2C2YKQgggAACCCAQUwG7zZit/rR74VyrcMs4IVAQQACBKAgwAZr/s9jDO8Q/AzrU62onNZFaG1CbNIMAAgjEVcAeLOeOHTvW2XHHHeNqwLgRQAABBBBA4L8C5+rl3xS74u6Y/37MKwQQQACBMAswAZr/s/eMd4jUfUBzPaJdimEPQrLyu882/IkAAggg4ENgner0qq6uTtjqTwoCCCCAAAIIICCBD5TDPInTtO3lvWaDAAIIIBBiASZA83/yfuMdYom2k3I8XL3qb/TasKcSPptje1RHAAEE4irQTgM/0wav+366nTrZ8w4oCCCAAAIIIIBAUuDH+tMeYFunXJH8hD8QQAABBEItwARo/k+fXUJhl6zbjeXuUuxp7lVKtmWEKvxIsa0VuycNBQEEEEDAn4Ddl7mysbHR0ZPf/bVALQQQQAABBBCIsoBd/v6WYv+hsDDKA2VsCCCAQBwEuKlz/s+yXQJ/onKhYiuObOLSXj+g/F6xVZyvKO8rdrmFnRObLG2r9FT6K7soQ5RUsYnQU1Jv2CKAAAIIZCUwS3tPVBKrVq1yy8vLs6rMzggggAACCCAQC4GXNcqTlCsVWwX6E+VdhYIAAgggEEIBJkALc9Iu0mHs4UVXKfbgojbKPC/aZFXu197LlE+zqsXOCCCAAAIpgdv0wt11112d7bbbLvUZWwQQQAABBBBAoKnANfpgf2WMcrqyVqEggAACCIRQgEvgC3fSvqxDNSrnKPbbxGzKh9rZLp+fr8xW7P6fFAQQQACB7AVsFX5D27ZtE8uXL8++NjUQQAABBBBAIE4CtuhklfKJcrQyTKEggAACCIRQgBWghT1pr+pwdhmFpbcyTtlWscvd7fJ4Wxm6SXlHeVuxy+efUp5Q7DMKAggggIB/gd6qmnzc+4oVK9w2bez/cikIIIAAAggggECLAr/Vt3Yl3xrFfpE6QUkoFAQQQACBEAkwAVq8k/WcDm2hIIAAAggURuA+HaZsyJAhzpQpUwpzRI6CAAIIIIAAAlEQOFmD2FPZSbFfpl6vUBBAAAEEQiTAJfAhOll0FQEEEEDAt8BBqjlIDzyyBx/5boSKCCCAAAIIIBBLgf9o1HYJvJXzlE7JV/yBAAIIIBAaASZAQ3Oq6CgCCCCAgE+BatWzp7e6u+22m9ujRw+fzVANAQQQQAABBGIscIfGbg+kbVA2xtiBoSOAAAKhFGACNJSnjU4jgAACCGQhYD+w1Hbu3NlZvHhxFtXYFQEEEEAAAQQQ+JzA4Xr3vrKfMlmhIIAAAgiERIAJ0JCcKLqJAAIIIOBLYKxqzbOaK1eudKqrbTEoBQEEEEAAAQQQ8CXwd9Xa4NW8RtsqX61QCQEEEECg4AJMgBacnAMigAACCBRQ4E4dyx0/frwzatSoAh6WQyGAAAIIIIBARAUu1Lj+ogxSjo/oGBkWAgggEDkBJkAjd0oZEAIIIICAJ3Cmtt1qa2sTBx98MCgIIIAAAggggEAQAh+pkdQTFU/S635BNEobCCCAAAL5FWACNL++tI4AAgggUByBDjrsejv0smXL3Pbt2xenFxwVAQQQQAABBKIo8IAGdatSo1wVxQEyJgQQQCBqAkyARu2MMh4EEEAAARO4V6no16+fM3v2bEQQQAABBBBAAIGgBb6kBt9QZip7Bd047SGAAAIIBCvABGiwnrSGAAIIIFB8gUXqwljXdROrV692ysvLi98jeoAAAggggAACURN4VQNa5w3qUm3bRm2AjAcBBBCIkgAToFE6m4wFAQQQQMAufb9NcbXy0+3fvz8iCCCAAAIIIIBAvgRuVMOPKF2V6/N1ENpFAAEEEMhdgAnQ3A1pAQEEEECgdAQeV1dqu3Xr5uy3336l0yt6ggACCCCAAAJRFEhoUAcqbytLFLssnoIAAgggUIICTICW4EmhSwgggAACvgTuUq3eNTU1ifXr1zt6+ruvRqiEAAIIIIAAAghkIfC/2nd/xSZDz1OmKBQEEEAAgRITYAK0xE4I3UEAAQQQ8CWwRrXmW82jjjrK7dmzp69GqIQAAggggAACCPgQ+J7qbFDsxuPfVPgPESFQEEAAgVISYAK0lM4GfUEAAQQQ8COwgypdorh77rmns9NOO/lpgzoIIIAAAggggEAuAqep8v1KJ+U7SrVCQQABBBAoEQEmQEvkRNANBBBAAAFfAm1U6+dK2YgRI5x99tnHVyNUQgABBBBAAAEEchT4VPXtP0T+roxRrlIoCCCAAAIlIsAEaImcCLqBAAIIIOBL4Feq1XqbbbZxjjvuOKesjH/WfClSCQEEEEAAAQSCEPi3GtldeU85SFmlUBBAAAEESkCAnxRL4CTQBQQQQAABXwJfVa3tKisrE+vWrXPatLHFoBQEEEAAAQQQQKCoAk/o6Id6PbhM23FF7Q0HRwABBBBICjAByl8EBBBAAIEwChygTi+zjh922GFu37597SUFAQQQQAABBBAoBYGvqxOXKlXKt5XOCgUBBBBAoIgCTIAWEZ9DI4AAAgj4EhisWjco7ty5c50pU6b4aoRKCCCAAAIIIIBAHgXWqu3/UbordygVCgUBBBBAoEgCTIAWCZ7DIoAAAgj4ErAnqj6sVGy33XbOihUrfDVCJQQQQAABBBBAIM8CH6v9vZQXlZ2VixUKAggggECRBJgALRI8h0UAAQQQ8CXwiGrVNzQ0JI4//ninooLFFL4UqYQAAggggAAChRB4RQfZQ/lIOVLZV6EggAACCBRBgAnQIqBzSAQQQAABXwKXq9ao8vLyxAknnOBqEtRXI1RCAAEEEEAAAQQKKPArHesI73jXazuigMfmUAgggAACngAToPxVQAABBBAIg4Ctnkj+8HDIIYe4gwYNCkOf6SMCCCCAAAIIIGACdu/ym5Ra5btKe4WCAAIIIFBAASZAC4jNoRBAAAEEfAn0Vq1vKO7UqVOdWbNm+WqESggggAACCCCAQBEFDtexH1P6KLcp/CwuBAoCCCBQKAH+T7dQ0hwHAQQQQMCPQLkq/Vqp7Nevn7Nq1So/bVAHAQQQQAABBBAotsCH6sDuyqvKTOVshYIAAgggUCABJkALBM1hEEAAAQR8CfxCtTq1adMmsW7dOqeqqspXI1RCAAEEEEAAAQRKQOAF9cGeDG9PiF+n7KZQEEAAAQQKIMAEaAGQOQQCCCCAgC+BDao1wXXdxNq1a91OnTr5aoRKCCCAAAIIIIBACQn8Qn05XnGVryjc2FwIFAQQQCDfAkyA5luY9hFAAAEE/AjMUKX1irv//vu7w4YN89MGdRBAAAEEEEAAgVIUuESdul1po9zpbbWhIIAAAgjkS4AJ0HzJ0i4CCCCAgF+Bzqp4t+JOmDDBWbRokd92qIcAAggggAACCJSqwEHq2JOKrQC1laC2IpSCAAIIIJAnASZA8wRLswgggAACvgUeV83qXr16OUceeaTvRqiIAAIIIIAAAgiUsMB76pvdA/RNb2tXvlAQQAABBPIkwARonmBpFgEEEEDAl8APVKtHq1atEuvXr3dqamp8NUIlBBBAAAEEEEAgBALPqI/LlE+VsxR7OjwFAQQQQCAPAkyA5gGVJhFAAAEEfAmcoFr2H/6JY445xu3atauvRqiEAAIIIIAAAgiESOA+9fV0xX42v03po1AQQAABBAIWYAI0YFCaQwABBBDwJTBBtc5R3KVLl7pjxozx1QiVEEAAAQQQQACBEAqcrT7b/c/bK99VahUKAggggECAAkyABohJUwgggAACvgQaVOtHStkOO+zgLFmyxFcjVEIAAQQQQAABBEIqkFC/lytPKyOU6xUKAggggECAAkyABohJUwgggAACvgQeU61WXbp0cXTpu+O6PATVlyKVEEAAAQQQQCDMAm+p8/ZQpHeUfZU1CgUBBBBAICABJkADgqQZBBBAAAFfAt9SrX7V1dXJhx7V1dX5aoRKCCCAAAIIIIBABASe0hhWeOPYqO3OERgTQ0AAAQRKQoAJ0JI4DXQCAQQQiKXAKo16Txv5kUce6TY2NsYSgUEjgAACCCCAAAJpAt/W6wuUCuUOpbtCQQABBBDIUYAJ0BwBqY4AAggg4EtguGpdqbiLFi1yJk6c6KsRKiGAAAIIIIAAAhEUOFFj+onSWbEJ0SqFggACCCCQgwAToDngURUBBBBAwJeAPdn0f5TyoUOHOvvtt5+vRqiEAAIIIIAAAghEVOATjWup8g9lnHK5QkEAAQQQyEGACdAc8KiKAAIIIOBL4Neq1bZjx46JtWvXOuXl5b4aoRICCCCAAAIIIBBhgdc1tt2VD5SVyoEKBQEEEEDApwAToD7hqIYAAggg4EvgBtUaUllZmVi3bp3btm1bX41QCQEEEEAAAQQQiIHAbzVGu2e6lauVHZKv+AMBBBBAIGsBJkCzJqMCAggggIBPgWWqd5DVXbVqldu/f3+fzVANAQQQQAABBBCIjcBXNNKrlGrlu0onhYIAAgggkKUAE6BZgrE7AggggIAvgQGqdYvizpw505k2bZqvRqiEAAIIIIAAAgjEUOAYjflhpafyTYX7BwmBggACCGQjwARoNlrsiwACCCDgR6BSlR5VKgYOHOgcfPDBftqgDgIIIIAAAgggEFeBTRr4YuUlZYpyvkJBAAEEEMhCgAnQLLDYFQEEEEDAl8BDqtW+vr4+ccIJJzi6/6evRqiEAAIIIIAAAgjEWMAmP20S1CZDj1OWKBQEEEAAgQwFmADNEIrdEEAAAQR8CWxUrbF60rs98d1t3769r0aohAACCCCAAAIIIJC8DN4uh7dykzIk+Yo/EEAAAQS2KsAE6FaJ2AEBBBBAwKfAAtVL/kf6ihUr3O23395nM1RDAAEEEEAAAQQQ8ATsgUj2YKQ65U6lXqEggAACCGxFgAnQrQDxNQIIIICAL4HZqmVPKnUnT57szJs3z1cjVEIAAQQQQAABBBD4gsAqffJbpb9yv9KgUBBAAAEEWhBgArQFHL5CAAEEEPAlsEy17lHKbdXn6tWrfTVCJQQQQAABBBBAAIEtCnygT3dTnlV2VB5QuigUBBBAAIFmBJgAbQaGjxFAAAEEfAkcrlpfVcpGjx7tnHrqqU51dbWvhqiEAAIIIIAAAggg0KzA8/pmZ+UpZajyoNKoUBBAAAEEtiDABOgWUPgIAQQQQMCXwCmqdYXiTpw40Vm/fj2Tn74YqYQAAggggAACCGQk8KL22kV5XLHL4R9SBikUBBBAAIEmAkyANgHhLQIIIICAL4GLVesMxZ0xY4Zz7LHHOhUVFb4aohICCCCAAAIIIIBAxgKva89pil0G30OxlaCjFAoCCCCAQJoAE6BpGLxEAAEEEPAlcItqHa24ixYtcg477DCnrIx/XnxJUgkBBBBAAAEEEMhe4G1VsQdQ3qt0VH6u2OXxFAQQQAABT4CfUPmrgAACCCCQi8Ddqry/4i5btsw54IADcmmLuggggAACCCCAAAL+BN5XNXsw0u1KW+WHik2KUhBAAAEEJMAEKH8NEEAAAQT8CtilVvOVxKGHHuosXrzYbzvUQwABBBBAAAEEEMhdYJOaWKZcr9Qqdyl7KRQEEEAg9gLcoC32fwUAQAABBLIWcFXj98owXeqeWLNmjTt58uSsG6ECAggggAACCCCAQOACn6rFlcpbylrlG4qtCL1RoSCAAAKxFWACNLannoEjgAACvgQqVevPSj895Chx/PHHu2PHjvXVEJUQQAABBBBAAAEE8iZwvFq2SdCzlRuUdspGhYIAAgjEUoAJ0FiedgaNAAII+BJoo1p/UbpVV1cnTjrpJHfYsGG+GqISAggggAACCCCAQN4FNugI/1auVC5SbBL0VIWCAAIIxE6Ae4DG7pQzYAQQQMCXQCfVelbp1rp168RZZ53F5KcvRiohgAACCCCAAAIFFbhaR1uufKycolyu2O2MKAgggECsBJgAjdXpZrAIIICAL4HeqvWM0qG+vj6xYcMGd8CAAb4aohICCCCAAAIIIIBAwQW+piPuqXyoHKncopQrFAQQQCA2AkyAxuZUM1AEEEDAl8D2qvWU0mabbbZxzj33XLexsdFXQ1RCAAEEEEAAAQQQKJqAPRF+jvKOYitC71CqFQoCCCAQCwEmQGNxmhkkAggg4EtgvGr9Vqnt0aOHTX46Xbt29dUQlRBAAAEEEEAAAQSKLvAz9WC6YvcF3U25R6lTKAgggEDkBZgAjfwpZoAIIICAL4HZqvWAUtWvXz/nnHPOcTp06OCrISohgAACCCCAAAIIlIzAr9STScrLik2G/kRpUCgIIIBApAWYAI306WVwCCCAgC+BpaplKwIqBg8e7OiBR07btm19NUQlBBBAAAEEEEAAgZITeFI9mqg8p4xTfqF0VigIIIBAZAWYAI3sqWVgCCCAgC+B1ap1m1I2evRo57TTTnNatWrlqyEqIYAAAggggAACCJSsgD3g0iZB/6wMUx5UuNG7ECgIIBBNASZAo3leGRUCCCDgR+AkVbpKcSdOnOisX7/eqa7m3vh+IKmDAAIIIIAAAgiEQOBF9XEX5TfKtspDykCFggACCEROgAnQyJ1SBoQAAgj4EtioWmcp7q677uoce+yxTkVFha+GqIQAAggggAACCCAQGoHX1NOpiq0A7eFtR2pLQQABBCIlwARopE4ng0EAAQR8CXxZtY5R3EWLFjmHH364U1bGPw++JKmEAAIIIIAAAgiET+BtdXmm8gOlk/JzxS6PpyCAAAKREeAn3MicSgaCAAII+BK4S7UOUNxly5Y5BxxgLykIIIAAAggggAACMRN4X+NdqHxLaaf8UJmlUBBAAIFICDABGonTyCAQQAABXwK/UK0FSuKQQw5xFi9e7KsRKiGAAAIIIIAAAghEQmCTRrG3coNiT8G0X5TvqVAQQACB0AswARr6U8gAEEAAgawFXNX4nTJJl7onjjrqKHfu3LlZN0IFBBBAAAEEEEAAgcgJfKoRHapcpFQptysHKhQEEEAg1AI84SLUp4/OI4AAAlkLVKrGU0p/PeQosXbtWnfHHXfMuhEqIIAAAggggAACCERaYK1G95ZiD8m8UbHL4i9RKAgggEAoBZgADeVpo9MIIICAL4E61Xpa6VZdXZ048cQT3eHDh/tqiEoIIIAAAggggAACkRc4WyN8U7lcuVipV05TKAgggEDoBLgEPnSnjA4jgAACvgTsiZ7/ULrV1dUlzjzzTCY/fTFSCQEEEEAAAQQQiJXAlRrt/srHyqnKZYrdTomCAAIIhEqACdBQnS46iwACCPgS6KVazygd6uvrExs2bHAHDhzoqyEqIYAAAggggAACCMRO4KsasT0t80NljfJlpVyhIIAAAqERYAI0NKeKjiKAAAK+BA5Srb8qbTp16uSce+65bu/evX01RCUEEEAAAQQQQACB2Ap8TyO3p2a+q9iK0B8pvRUKAgggEAoBJkBDcZroJAIIIJC1QINqPKbcoFQ1Njba5KfTtWvXrBuiAgIIIIAAAggggAACEvipMl35P2Wq8qRymMIl8UKgIIBAaQswAVra54feIYAAAn4EVqnSy8oOrus6u+++u3PRRRc5HTt29NMWdRBAAAEEEEAAAQQQSAn8Ui+2V76ltFauUn6m9FUoCCCAQMkK8BT4kj01dAwBBBDIWqCDatjlSCMVt1evXs6aNWvc/v37Z90QFRBAAAEEEEAAAQQQaEbgNX2+RLlduUaZrPxBWa/YQ5MSCgUBBBAoKQFWgJbU6aAzCCCAgG+BI1TzX8qosrIyZ/Hixc7GjRsdJj99e1IRAQQQQAABBBBAoGWBO/W1rQa9TalTLlceUPjtuxAoCCBQWgKsAC2t80FvEEAAgWwFOqnCj5VhSvIBR7bqs29frkKSBwUBBBBAAAEEEEAgvwKvq/llyjeVa5WdFVsNeqJiE6KfKhQEEECg6AKsAC36KaADCCCAgG+BY1TzRWV4eXm5s2TJkuS9Ppn89O1JRQQQQAABBBBAAAF/Anermq0G/apSq1yiPKgMUCgIIIBA0QVYAVr0U0AHEEAAgawFOquGrfocorh9+vRJ3uvTthQEEEAAAQQQQAABBIok8G8dd7liq0GvV8YrTygnKzYhympQIVAQQKA4AqwALY47R0UAAQT8CnxJFV9Qhtqqz7333ju56pPJT7+c1EMAAQQQQAABBBAIWOBetWerQW9RapSLlIeVQQoFAQQQKIoAK0CLws5BEUAAgawFuqrGT5TBVrNfv37JVZ+NjY32loIAAggggAACCCCAQCkJvKnOrFBsNegNyjjl98ppik2IfqJQEEAAgYIJsAK0YNQcCAEEEPAtsE41n1cGV1RUJJYtW+ZccMEFDpOfvj2piAACCCCAAAIIIFAYgft1GFsNeqNSrZynPKrYZxQEEECgYAKsAC0YNQdCAAEEshboqRp2r8+BVnPbbbdNrvrs2dM+piCAAAIIIIAAAgggEAqBt9XLQ5RvKTYROkb5rXKGcoHysUJBAAEE8irACtC88tI4Aggg4FvgFNX8uzKwsrIysXz5cue8885zmPz07UlFBBBAAAEEEEAAgeIKpB7ieZ26UalsUH6pDFUoCCCAQF4FWAGaV14aRwABBLIW6KUadq/Pba3mwIEDnSOPPNLt0aOHvaUggAACCCCAAAIIIBBmgf+o86sUWw16kzJaeVw5W7HL4zcpFAQQQCBwAVaABk5KgwgggIBvAbsMyFZ9bmurPg844ADn3HPPdZj89O1JRQQQQAABBBBAAIHSFPiZumUrP69WbDXomcqvleEKBQEEEAhcgBWggZPSIAIIIJC1QF/VsEuCbOsMGjQoea/Pbt262VsKAggggAACCCCAAAJRFHhHgzpcuUOx1aAjlMeUcxVbEcpqUCFQEEAgGAFWgAbjSCsIIICAXwG799HTSt+qqqrEgQce6JxzzjkOk59+OamHAAIIIIAAAgggEDKBX6i/thr0csUWaZ2q2GXxoxQKAgggEIgAK0ADYaQRBBBAIGuB/qphqz57W83Bgwcn7/XZtWtXe0tBAAEEEEAAAQQQQCBOAu9psEcp31ZuVoYpv1LOV+zy+I8UCgIIIOBbgBWgvumoiAACCPgWuEA1/1fpXV1dnTjkkEOcDRs2OEx++vakIgIIIIAAAggggEA0BB7UMGzy8xLF5itOUn6r7KBQEEAAAd8CrAD1TUdFBBBAIGuBQarxQ6WX1RwyZEhy1Wfnzp3tLQUBBBBAAAEEEEAAAQQc530hHKvYatAvK9srv1QuVE5XPlQoCCCAQFYCrADNioudEUAAAV8C41XL7mP0lNKrpqYmsXLlSuess85ymPz05UklBBBAAAEEEEAAgegLPKIh2lPhL1JcZZ3yjHK8Uq9QEEAAgYwFmADNmIodEUAAgawFDlSNfygPKaMVd9SoUc7ll1/uzp4923Fd++84CgIIIIAAAggggAACCDQj8IE+X6vYgoI/KN0Vuy/oC4o9NKmfQkEAAQS2KsAl8FslYgcEEEAgK4Fy7X2OskppazXLy8sTEydOdBYuXOj07dvXPqIggAACCCCAAAIIIIBA5gL2QCRbDTpTscvjZyhHKocr31MuVh5WKAgggMAWBZgA3SILHyKAAAJZC9iNPK9UFiqVVruuri4xc+ZMd968eW779u3tIwoCCCCAAAIIIIAAAgj4F7D76VuGKDYRuo+yu5dfa2sToXbv0E8UCgIIILBZgAnQzRS8QAABBHwJ2BMpbeJzjJK8rUiXLl2c+fPnO9OmTXN1v09fjVIJAQQQQAABBBBAAAEEmhX4o76x202tV2wV6GplrHK78rxymXKj8rZCQQABBBwmQPlLgAACCPgTsN82n630VpI38xw8eLCzYMECZ+zYsU5ZWXIuVF9REEAAAQQQQAABBBBAIE8Cr6jdU5VzleXK0cogZaNymnKTYpOhdl9+CgIIxFiACdAYn3yGjgACWQvYROdZiv2WOfnkSU10JsaPH+8sWrTI6d+/f9YNUgEBBBBAAAEEEEAAAQRyFnhfLVynXK/MUY5TpijHKGuU7yh2ebzdS5SCAAIxFGACNIYnnSEjgEDWAh1U4wplD6XKardq1SoxY8YMd+7cuW6nTp3sIwoCCCCAAAIIIIAAAggUVyChw9/rZYS2dp/QpcpeXh7R1laH2oOTPlUoCCAQEwEmQGNyohkmAgj4ErAnTV6l7KQkr2nfZpttHD3UyNl1113d2tpaX41SCQEEEEAAAQQQQAABBPIu8HsdwS6LX6fYE+NXKuO9/F1buzT+ZuUdhYIAAhEXYAI04ieY4SGAgC8BW+l5ntJPSd7fc8CAAcnL3HfccUenvLzcV6NUQgABBBBAAAEEEEAAgYIL/EtHtIclna0coByt9FdsAvQMxS6bt6u9XlAoCCAQUQEmQCN6YhkWAghkLWATnScr9h9E7a2267qJcePGOQsXLnQGDbJ7qVMQQAABBBBAAAEEEEAgpALvqt92ddc1ygLFLo/fWTnee/0tbe0+ob9RKAggEDEBJkAjdkIZDgIIZC3QTjUuV5Yo1Va7pqYmMX36dHf+/Plu586d7SMKAggggAACCCCAAAIIREPA7v1p9wC17KDYROhiZR8vD2hrE6H3KLYvBQEEIiDABGgETiJDQAABXwKDVct+A7yLkry/Z8eOHR091MixhxvV1dX5apRKCCCAAAIIIIAAAgggEBqBx9VTm/g8QVmjHKJM8vJXbS9VblHeUygIIBBiASZAQ3zy6DoCCGQt0F017D9s7B6ffZXk/T379euXvL/n+PHjub+nUCgIIIAAAggggAACCMRM4J8a71rlTOVA5ShlW8UWTJyl3KrYitAHlY8UCgIIhEyACdCQnTC6iwACWQssUg37Ta49yb1eSU562v09x44d6yxYsMDZfvvt9TEFAQQQQAABBBBAAAEEYi7wH43fHo50pbKbYpfH288RR3t5V9ufKD/w8ry2FAQQCIEAE6AhOEl0EQEEshLoqr2PVGzic4BSriRLWVlZwh5mNHr0aEerPd2uXW1XCgIIIIAAAggggAACCCDwOYFP9O7bXsZou7syWxmuLPSijfOUcp+Xh7TdpFAQQKAEBZgALcGTQpcQQCBrgfmqcagyXmlQkqs8tXUaGhqckSNHJic9R4wYwb09DYWCAAIIIIAAAggggAACmQo8ph0t65Vuik2EzlGmK/ZcAcuXFFs9mr469AW9pyCAQIkIMAFaIieCbiCAQFYC9mj21CrPgXq9+f/L7NL2gQMHJic8baVn3759s2qYnRFAAAEEEEAAAQQQQACBZgT+pc9v8mI/g0xUbELUMlSxy+YtVp5U7FJ5WyH6iMLqUCFQECiWwOZJg2J1gOMigAACGQrYf1SsUiYo7ZXNqzzbtWvnjBo1Khmt9nRbt26trykIIIAAAggggAACCCCAQN4EPlbLv/BiT5HvoaRWh07Ta5sQtRyvvK38WEndO9QmUikIIFBAASZAC4jNoRBAICuBDtrbnthuv0EdpFQqyWKrPAcMGJBc5WkTn/YUd32W+potAggggAACCCCAAAIIIFBogRd0wBu82M8uOyup1aH21NU9vGjjPKGkVoc+qtc2mUpBAIE8CjABmkdcmkYAgawFZqjGSmUXxSZAN89q2ipPu5enTXjaKs82bdroawoCCCCAAAIIIIAAAgggUHICdrn7z7ys1baXklodOlWv7WFKlnXKW8qPFJsQvV95SaEggEDAAkyABgxKcwggkJVAg/Y+UrHfhm6nfG6VZ//+/Z0ddtghOelpr1nlKSEKAggggAACCCCAAAIIhE3geXX4Oi9V2tqCj9TqUPs5aLGXhLa/V+y+oTYh+kvFnkhPQQCBHAWYAM0RkOoIIJCxwDjtOVOxrV3S3kWpVjav8rRVnaknttsqz7Zt2+prCgIIIIAAAggggAACCCAQGYGPNJKfeDlO295K+urQkXpvOUl5T3lK+YPyZFr+T68pCCCQhQAToFlgsSsCCGQk0Ft72T/g9ltNu+l3T8WuV9880anXyWL38rT7d9rT2i22yrOsrCz1NVsEEEAAAQQQQAABBBBAIOoCz2mA13ixBSKTlNTq0IF6vYMXbTYXmwC1CdH0idE/6f37m/fgBQIIfE6ACdDPcfAGAQSyEKjTvrMUu4fNKKWv0l7Z4v+v2D08Gxsbk+ndu3dy27NnT7e62v6NpyCAAAIIIIAAAggggAACsRf4UAJ2P1DLMUq9YotKhnlbez1E2UaxJ81bUuVTvXhGSZ8UtUlS+8y+oyAQa4EtTlTEWoTBI4DAlgTG68OZyo6K/RbyC5ev67NkqaqqSvTq1cttOtlpE6AUBBBAAAEEEEAAAQQQQACBjAXe1J4Pekmv1Kg3Nhmaik2QDlC29bKHtqlil9Hb6tD0S+jtNZfRp4TYxkKACdBYnGYGiUDGAr2151xlomL/iPZQ2ihfuHxdl6onunTp8rkVnTbp2blzZ5fL2CVGQQABBBBAAAEEEEAAAQTyI/APNWu5J615e6CsPVApNSma2totycZ40WZzsQnQpqtFuYx+Mw8voibABGjUzijjQaB5AZvEtNWbNrFpDyHqp9g/hraas5Nil1ds8f8T6uvrN1++nlrZyeXr0qIggAACCCCAAAIIIIAAAqUhsEndsAlNS3qxn/PssvktXUY/XZ9bUsUulf+b8hflRS//arL9t95TEAidwBYnO0I3CjqMAAKdRWBPCrTf+NllD3ZJRDelo2LXntcq5coXVnLqs81F9+P83OXrNtlp9+vkaeybiXiBAAIIIIAAAggggAACCIRJwC6jf8hLer976U1qlWhqctQWzNil9Jbmij1oqemk6Jbef9BcA3yOQDEEmAAthjrHRCBzAZu4HK5sr9g/Rn0Uuyzdbnptv8mzBxFVKS1ObOr7ZGnTpo3Tvn37zenQoUPytW179Ojh6JJ2PZg9o6ZSTbJFAAEEEEAAAQQQQAABBBAIn8Dz6rLl3rSu22X0drVgf8UW1HT3knptW1tgY1cTWloqb+hLW0W6pcnR1OpSuwyfBzS1pMh3gQkwARoYJQ0h0KKA/UOS/o+HTWBabIVme6VBsX9ILPbe7rtZo9hs5FZnJPXgoc0TmTbBmZrYTE12pt5XVlo3KAgggAACCCCAAAIIIIAAAgh8QcAuo089LOkLX3of2CKc9AnR9J9z7bV9Z7Gfay22yrS58rG+eFlJTZLa638rbzXJ203e/0fvEwoFgYwFmADNmIodYyxgqzDtXpn2f+ZdFbvc3CYuU5OXthLTJi5bK/aPQSulWrGVmfa/sTJlq5OY2ucLxR40ZPffTE1gNp3QtM8bGhqc1q3t0BQEEEAAAQQQQAABBBBAAAEE8irwrlr/q5fmDmQ//3ZQtjQ5mpokta09i8KucLRkU2zyM31SNP1108lTe7+l7+2zT7I5KPuGW4AJ0HCfvzD3fr06v7JEB2D/R21JTVqmtgXrrj1d3SY3NfnplpfbrTs/K2+88Ybz/vvvOy++aFcMqIPe5eqpbeqz1PvUtunnzb1PfW5bK1a/uTaa+zxVL31rrz/88EOnttbmkj8r6W1n01Zq39TWWsumrfR61qeamppmx5hqO7VNr5t+zNT36dvU6+bqNPd5ql76NvU60zpN90vV39I29VlzdZp+3vR9qr5trdj3ze3T9POm71P1kw0101bTOps2bXJsBXTTz/20larTUlup71LbrdVJ38/2pSCAAAIIxFbA/nuS++HF9vTnZeD2d8p+nrcJHC4hzgtxbBtN/QD69zz/3bJL5C3299hilyvasW0BUdNt+mf22pK6glIvfRf73479b8hiP2RvUkqx2IpaSo4CBZ/YybG/VA+/wFEawqVhGIZNXGgF5ucmVlL9LvSkRpDHy6Stre2zte9TTplsg2wryOMF1a9M28l0vyDGGOSxguiPtRFknzJtK9P9WhpjEG201H7T71LHS22bfs/77AWwzN7Mbw2s/co1Xw/T5m2y/Saflh999JHz6quvZtsl9kcAAQQQQCBdwFa9TlIeTP+Q15kLMAGauRV7BifQT01xM8rgPHNtaYEaOF/5qbIx18aoj0CawEV6PVg5Tvlz2ue8RCAXgb6qfKXyjHJkLg1RF4EmAvb3abZyhfKDJt/xFgG/ArZK6R7FVhnN89sI9RDYgsB8fbZauVu5dgvf8xECfgWuUcVGxf4/y/57i1IaAu+oGy+URlfoBQIIIBBOgf3Ubftt0q3h7D69LmGBR9Q3+7u1Uwn3ka6FT2CEumx/r34Xvq7T4xIXuE79s79bh5Z4P+leuATsMk77e/VJuLpNb0MgcIT6aH+37Jc2FASCFPiTGrO/W7aQgYJAZATsN5IUBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgkgJMgEbytDIoBBBAAAEEEEAAAQQQQAABBBBAAAEEEDABJkD/v717Abu2KusEDnJQBEFFQkFRFEFQ1DIzExGskcljHiYrJDEbHaWcQrtI7TIyjXKsKa2UdEQvk8bU0bQ0kWRESwc8hIqKIh8CAgaJnCSBYP437pWLzX72e36/9937t67r/p6111rPYf32w2bv+32evZ0HBAgQIECAAAECBAgQIECAAAECBAjMrIAE6Mw+tSZGgAABAgQIECBAgAABAgQIECBAgIAEqHOAAAECBAgQIECAAAECBAgQIECAAIGZFZAAndmn1sQIECBAgAABAgQIECBAgAABAgQIEJAAdQ4QIECAAAECBAgQIECAAAECBAgQIDCzAhKgM/vUmhgBAgQIECBAgAABAgQIECBAgAABAhKgzgECBAgQIECAAAECBAgQIECAAAECBGZWQAJ0Zp9aEyNAgAABAgQIECBAgAABAgQIECBAQALUOUCAAAECBAgQIECAAAECBAgQIECAwMwKSIDO7FNrYgQIECBAgAABAgQIECBAgAABAgQISIA6BwgQIECAAAECBAgQIECAAAECBAgQmFkBCdCZfWpNjAABAgQIECBAgAABAgQIECBAgAABCVDnAAECBAgQIECAAAECBAgQIECAAAECMysgATqzT62JESBAgAABAgQIECBAgAABAgQIECCwPQICBOZe4KqRQFvOPQiAVRNo59SVq7ZFGyKwzTbtvGpLJgRWS6CdU225Wtu1nfkWuCnTvyZxw3wzmP0aCLTXqrZcg13Y5JwK1Dl1c+LqOZ2/aRMgQIDAjArUleCPT9x5RudnWltPYO/s+vCtt3t7nmGBx2Ru+8zw/Ext6wjcKbt9YmK7rbN7e51hgYdkbgfP8PxMbesI1MVM9Zq1y9bZvb3OsMB9MrdHz/D8TI0AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgZkX+JnM8L2JLyeuS1yY+PvEUYntEgqB5QjsnpVenahz6euJ7ybOTvyfxK8ndkwoBFZD4CeykX9PXL4aG7ONuRCo/7c9N3Fq4huJKxIfTrwi8aMJhcBqCXh9Wi3J+d6O91Tz/fyv5ex9DlxLXdsmQIAAgQ0jsGeO5LTEzVPi/enbKaEQWIrAizK4EgrTzq2vpP+whEJgJQJ3ycrnJOpckwBdieT8rLt3pvqFxNDr0w3pe9b8cJjpGgp4fVpD3DnatPdUc/Rkr+NUfQ5cR2y7IkCAAIGtK7BDdv+JRPsAeEHqv504MnFc4p8Tra/G1Zt4hcBiBOocaudOLT+YeGni2YnfTdRVoK2/rgo9KKEQWI7ArlnpjEQ7nyRAl6M4X+vUOXNWd858LvVXJp6feEeiXpPqfLopcUxCIbBcAa9Py5WzXi/gPVWvob5aAj4Hrpak7RAgQIDAphCoRFRLGvxD6ruMHfX2efy2bsyJ8N7/LQAAIthJREFUY/0eEpgksG8ar0rUuXV9om6rGS/1put1iXb+VQKi2hQCSxF4ZAZ/KdHOo1pKgC5FcD7HvrY7Z96Z+vhXcRyStu+MxtSVoHslFAJLFfD6tFQx4ycJeE81SUXbagj4HLgairZBgAABAptCYNsc5YWJShhcm9g7MalUUrTdxlxXxdx+0iBtBDqButKzJaRe3bWPV7dLQ3/l3iPGB3hMYEBg57T/caK+87Oda20pATqApvkWgbvm36sTdb58IzGe/EzTLeWJ+bedU8d/v8m/BBYl4PVpUUwGLVLAe6pFQhm2JAGfA5fEZTABAgQIbHaBSja1D3cfWGAyp3VjD1hgrG4C9YNH7dy69wIc9VULbewLFhirm0AJ1GvXeYl23lQStBLtl4zaJEADoQwK1G3u7dypxMK0Ut9RXGMvTrhCfZqUvibg9alJWK6WgPdUqyVpO72Az4G9hvpcCNStrQoBAvMr8P8y9bsnHpz49gIM9R1WVSrRcNktNf8QGBa4NF2fStR3xtb3yk4rlbRq5Z6tYklgikBdmVe3BFapxFT9UM1piV9MVKmElUJgSKBuS27llFYZWJ6a9vqj3z0ShycWGp8hypwLeH2a8xNgDabvPdUaoNrkNj4HOgkIECBAgMAEgT3TVt/jWEmFj0/o10RgJQJ/mJXr3Kp45ko2ZN25EajvrKqrPF+WaH+cqcm3r/TwR5rSUIYE2lWd9Qe9ha7q/K8Z016fjh3aoHYCnYDXpw5Ddd0FvKdad/KZ36HPgTP/FJsgAQIECDSBPVL5TKJ9AHSLcpOxXA2BO2UjdWVDO7/aVX2rsW3bmF2BgzO1XSZMTwJ0Aoqm2wjcmJZ6zVno6vRa8YjR2Br/F9WgEFhAwOvTAkC610zAe6o1o53bDfscOLdPvYkTIEBgfgQOzVTrqpcTE/XjSPXBr34FV/IzCMqqCrwmW2vJz/qOK4XASgQkQFeiNx/r1o/TtNecMxcx5R/pxr97EeMNITAk4PVpSEb7agl4T7VakvO9HZ8D5/v5N3sCBAjMnUB9p177gNiWL587BRNea4Gjs4N2fl2Z+r3Weoe2P/MCEgwz/xSveIJ7ZQvtdef0RWztwG78Bxcx3hACQwJen4ZktK+GwNHZSHtt855qNUTndxs+B87vc2/mBAgQmDuBO2TGNyXqh2muSrQ3U7X8QqJu7VIIrFTgSdlAXVXczq9fWukGrU8gAhIMToOFBOoHjdrrzikLDU7/fbvx/3cR4w0hMCTg9WlIRvtKBbynWqmg9ZuAz4FNwpIAAQIE5kJgu8xyt9FMt83yAYm66qV9YLwidUnQICjLFjg6a16faOfUK5e9JSsSuLWABMOtPTy6rUCf0Pzobbtv07J/Wtprla/puA2PhiUIeH1aApahixY4OiO9p1o0l4ELCPgcuACQ7s0tsP3mPnxHT4DABIG/SVv9z2uonJ6O+o6goVK/ilu3zlSpD331a7mPT7wj8QuJOydOSDwxocyPQP06+1ELTPe/pf+iBcb8dvqP78b8ztjjrkt1TgRW69yaEy7TXKHANd36daXLQqUf0/7fuNA6+gkQILAeAt5TrYfyfO3D58D5er7NlgABApteoL+tuF210i//apkzvGvWaz+IVNu7xzK3Y7XNKVDfAdufR5PqdWvpUKk/uL0l0darX2F+/tBg7XMlsNJzq8dyhVWvoT5JYKc0ttehL04aMNZ2SDf+TWN9HhJYioDXp6VoGTtNwHuqaTr61kLA58C1ULXNdRe43brv0Q4JENisAt/Ogdd3gLayX6tYElhAYNf019coPGc0rhLpP5M4cfTYggABAuslcF12VD/wUGUxP7zWj7n0+6v5lwABAltNwHuqrUY/1zv2OXCun/7ZmXz99UghQGC2BBZKTFbyqZX6rs8aX9+JVrfGfysxrfT9O08bqG/mBP40M/rLBWb1zQn9d0vbqYmHjPouybK+rP8zo8cWBJZ7bpEjsFyBL2XFvRKVSNgjcVliqNy/6zizq6sSIEBgvQW8p1pv8dnen8+Bs/38mh0BAgQIjAnU9y+2WwFfPNY36eG53fi7TxqgjUAnUN8X+9lEO8fqCuL+aqpuqCqBVRFwi+mqMM78Rl6VGbbXpacvMNuPdGP3XGCsbgLTBLw+TdPRt5CA91QLCelfqoDPgUsVM54AAQIENrXAo3L07UPgGQvM5BHpv2k0ftKVfgusrnsOBer7Zvvzq74/SCGwlgISDGupOzvbfmim0l6b3jdlWvukr/26sqs/p0DpWpSA16dFMRk0IOA91QCM5mUL+By4bDorEiBAgMBmFNg+B31Ron0QfNHAJO6S9i93444dGKeZQBP4yVTaeVXft+eK4SZjuZYCEgxrqTtb2/50plOvUfWHvWdNmFr9WNIpifY69owJYzQRWIqA16elaBnbC3hP1Wuor5aAz4GrJWk7m0Zg201zpA6UAIG1Enh0NnxaYrvEjYk/SbwucUGivhvt8MT/TNT3pVWp73N8XKI+FCoEJgnsmMbPJw4YdX41y6+N6gstPpwBr19okH4CAwKVYLhn4vJEvX4pBIYEfjwd/5So98KVBH1F4uRE/VGw7nh4deLQRJVPJepKmRqnEFiugNen5crN93reU83387/Ws/c5cK2FbZ8AAQIENpzAC3NE7Ta/drXLdWlr9bb8SNpcybfhnr4Nd0BHTDh32jm00PLNG242DmgzCVSCoc6xaT9qs5nm41jXVuBns/lrEv3r0vj/C+uPN/XDIwqBlQp4fVqp4Hyu7z3VfD7v6zlrnwPXU9u+CBAgQGBDCByYo6gEZ/9BsNXripijNsRROojNIFBfkdDOnaUuJUA3wzO8cY9RgmHjPjcb9cgelAOr7/e8MdG/Xn0vj+vuh90TCoHVEPD6tBqK87cN76nm7znfGjP2OXBrqNvnugu4BX7dye2QwIYX2C1HeFDifon6saOzE/+SUAgQIECAwKwK3DETqx9H2idxXuKcxJUJhQABAgQIzIuAz4Hz8kybJwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIF5Etg1k720i6cucfJnj9a9aInrGf59gReM/Oo5ePoao5w62tdGfq7OHB3jOWtsUZvfLnHPddiPXRAgQIAAAQIECBAgQIAAAQIECGxFgd2y75u7qETc7ks4nstG696whHUM/YHAi0d+9Rwc+YPmNal9brSvjfxcbRkd4xVrIvCDjR6S6lmJX/lBkxoBAgQIECBAYP0Fbrf+u7RHAgQIECBAgMDcC+wZgT+bewUAsyzw5Ezu44kHz/IkzY0AAQIECBDYHALbb47DdJQECBAgQIAAgZkTeGZm9K7Ee2ZuZia00QVemAO8Y2Itr1K9S4dQV94qBAgQIECAAIGtJiAButXo7ZgAAQIECBAgsM2fx+BjictZEFhHgQ+t477sigABAgQIECCw1QXcAr/VnwIHQIAAAQIECMyZwNcz38+O5vxDWboVfs5OANMlQIAAAQIECBBYXwFXgK6vt70RIECAAAECBOq246MTn07smPjZxLsTdTv8Skvd1ly3Nz8icWCivmv0y4nPJ05LTLvd/rD0/1yiym8m6oebavmExLWJUxJ/mLggcUKibnH+ZOJtib0TT0sclnhk4muJ2t8HE2ckWtkvlfoV9sMTD0tcmKgfyXllon6YZ1qpXxN/VuKhiQeMouZ7buKriX9OvDHxvcRalgdm47+WeHiift38S4n6rsuTE2cnFlt2yMBfStR2ak73TtSvstc8Tk28LzFefjoNTxk1/k2WC13J+eMZc/Ro/N9l+YFR/dVZ7p74buLYUdukxUFpfGqied839X9J1PNb8b8TZyb68tg8qHN6/67x51I/ePT4j7Ks52u8lMEzErV8SKKex7KoeHOifjhMIUCAAAECBAgQIECAAAECBAgQ2KAClUy8eRSVkKzy8kRrq6TSHtU4UC5Le429YaC/mivpdEGibXPS8v3pv3tiUjkmjW2d+uGa87vHrb0SdlUqcVltJyUqIXjx6HEb15Z1vIcmqlRi9DuJ1tcvr017JfeGSiVzz0j060yqfyVjfmzCRl7crXvkhP7FNlXi8KZuW/0xXJ32JyQ+N+qf9lzVfOoq4H798XolFyvJ3JdKIrZxn+g7Bup/3Y2vRGsrW1Kp7VzRGsaWlWw+LvFviba/Scsb019J8f6iiv++wDqPSX9fbpcHL0tcn5i0j2qr/z6eklAIECBAgAABAgQIECBAgAABAgQ2qMBuOa6W3GkJ0Eoa1VWgrf1dU479stG4oaTak7rt1PbqyszfT7wwcWLiokTbT33f6D6J8XJMGtqYU7p6JbmqvZKUd0pUaQnQSkrW9qq/kqBvSbw2UVd1tm1dknpdAVgJwkoe1rb/IPGORCW22rjzUr99Yrz8aBr6RNxpefzyxC8nfiNxUqLvr6soK6nWl9VIgL4mG2zH+u+pvztRV08enzg9UX1ldc2oPvRcPSb9deVl29aZqb8qUfP548RXEq3v/NTr3OnLp/Og+sty375jrF7rXZeosV8c69syar9irL09rLm1Y/jX1F+XeFHieYlKAtdVma2/lkcmWnlsKm9IfDTRxnx81Fbt90/05e/yoI0rl/+V+NVEPbf130Q5tv5fT10hQIAAAQIECBAgQIAAAQIECBDYgAKTEqB1mA9K1K2+LcFTV3FOKtMSoLtnhbo9uLZRV9FNShLVlYR19Wfbz3tTHy99ArTGnZt4QqKSknVVZX9sLQHatlcJvL7skAcfTrT+WlayrZJjfblHHlyUaOOe3HeO6id3/S+Y0F9N+yT6q1CfODZupQnQg7O9lgi+MvWfHtt+PXxJohKjbS41frxsn4ZKRrYxtc54svYOaTupG/NHqfelktpt/UoED5VKqLZxtZ++bMmD6puUAD0g7ZVcrf5K1te5M162TcPvJtr2Kyk7Xp6dhtZf59akUonxNqaSquPJ0Vrn0MS3EjXumsReCYUAAQIECBAgQIAAAQIECBAgQGCDCQwlQOswX5ZoSaBKdP5QNY6Vaq8xk64q/MtRX/W/NjFUKilZSc22r0pu9qWSVK2vEnmP6jvH6n0C9G/TVwmx8fJTaWjbq+WvjQ8YPa6rCtu48eRtJbsqqVv9n0xMK8els23nt8YGrjQB+lfdtmtbQ+Wt6WjHMCkB+itdf13pOK38UzprWzX/B3QDKyHZrnitBOVQ+Vg6av06Z/YcG7Rl1DcpAfpno75a94ix9fqHlcy9OtH2MX4OPHvUV/11bo2XO6bhgkT1fzexf2KoPC4dNa7i7UODtBMgQIAAAQIECBAgQIAAAQIECGw9gWkJ0EoknZloCZ73TDjMy0b9kxKgdYtyrXtVYvfEtPLz6Wz7OXlsYJ8APWOsb/xhnwB99Hjn6PHeWbZ91RWFOw2MO6wb9ydjY3bN48MTv5wY2k9b5amptP2d0BpHy5UkQOv5qURhbbusd0kMlQPSUcnjGjspAVoJy3aMdfXrtPKMdLaxrxwb2CdkHzbWVw/vk2hXcdaVv+NlSxpq25MSoAel/emJYxPjV6em6VblrDxqx3j7W/Vss82zu75JCdBndv0njq076eEXR+PLdcdJA7QRIECAAAECBIYEFnpTM7SedgIECBAgQIAAgdURqITO0Ym60q/K0xJ1a/Biyh4ZdNfRwE9lWQm6aaWu1mylv6qwtbXlua2yiOVnBsb0x3Jxxlw3MO7arn08sXVV+k5LvDnx8W5cX60E5SMT/W3p1bZa5SHZ0J1HG6u5XjNlw+ekb8huu/Tdd7TuliwvGdWHFn0SevzW8JO6lZ7V1Vu12toVmf3Y1j9t+aV0vidRt95XEnVSqeTtLyTu1nUu1Xz/bt1/7OpD1eZRjvsODdJOgAABAgQIEJgksNQ3KpO2oY0AAQIECBAgQGBlAmdn9eMTvzfazJ9mWYm/+u7DaeXArvP8rj5UvTodlZjcPVEJqEqS3ZwYL18bbxh4/L201+3Lk0q/3YsnDRi1DSXZJq1SVzv+cKISgnX8Ffsldkz0pSX/+rbl1ivZ18pFrTJlWWPquMbLvdPQjnOv1BezrbaN8QToqem4MHGvRCXLX5KoK09bOWpUqSuH/7Y1LmNZ58mjEnWeNfO6ynXS1zQs1byfU311w+8lppW6GriVWreSzQoBAgQIECBAYFEC2y9qlEEECBAgQIAAAQJrLfCa7KBu4354ohJPb0jU1aDTSp9oq4TYYkol3mr7O4+Wl09YabHJuf7qzQmb+Y+mPjn3H41LqNQVjcclHjSwTn01wHmJSs6tdtmj2+DFXX2oOvQ87NetULeL11cELLbcb2xgJY3flvitxN0TP5k4JVHlxxLtvHhH6mWz1LJPVnh54hcT9aNMk8oFaayvdqhYTuk9euPFbGvcYzHrGEOAAAECBAjMscD2czx3UydAgAABAgQIbCSBShI+J1G3WVeCrJKhdZvxyYmh8u2uo92m3TVNrFbys5W6xXxSqQTbYspixy1mW0NjKhH3qq6znM5NfD5R30FZcXri0MQHElX6q0+/37L8f6/uVl2M8dD76z5ZXLdzv73b7kLVSUnMt2alSoBWqQRxS4C2qz+r/aT6Z4mlrk4tz7pitZX6rtAvJMq63Ov4a/npxMMSVZZq3nscn/XryuTFln9c7EDjCBAgQIAAAQIlMPQGjQ4BAgQIECBAgMD6C5ydXR6fOGG069dn+dFRfdLia13jfbr6UHWHdFSCq8qVietvqW3cf+rKxpb8vDH1lybelKhjHy/9LdK3G+9cweNLu3X36epD1T5x2I/5av8g9fqag5WUr2fllvh9aup1pWYZte+P/WzqlaRcanlnVmhzqGT88xK1rUllJebl8VOjjVZC9UOTdqCNAAECBAgQILAaAqv55nA1jsc2CBAgQIAAAQLzLvA/AlAJoSp3TbwxMfT9iuemr115V7eHD41L1y2lxrT3f7XuRi9P6g7w+NRfm5iU/KxhfXJyNf/IX0npSixWOSgxzbj6hm7Pru/j/E6iysGJSkZPK3dM5xGJAxI7DQx8y6h9lywfl3hs4m6jtreOlktZ1Pn2qNEKV2V5aGIo+VnG/fejLtW8Twj/yGif0xY/nM5HJPZMTHsOpm1DHwECBAgQIDCnAu0N8JxO37QJECBAgAABAhtOoN0K/73RkT0ly90HjvK6tJ816qvvfXz6wLjW/LJWyfK9XX2jVivh1co/tMqE5Y5pe0bXvl1XX2m1bv8+bbSRSm4+bcoGy79PCo4P/dSooRKavzreOfb4+Xn894mvJN6amFTencZrRh11Feh/GdWvz/LkUX0pi4dncEsufjL1oR+4qm0+OVGJ11bGzes8bmW8r9qbRdVfmLhTVQZKeX0oUetcmjgwoRAgQIAAAQIECBAgQIAAAQIECGwggd1yLHWlZsWXF3lcx3XrtHXblYj9Juqqv9Zft8Tv3Xd29bqa8qZEjf23xH0TfTkmD9p2ntt3TKhfOBpbVzUOlduno22vkmlD5WHpaOPeMDaoEnyt73ljfe1hJdfe042r8W9unaPli7v+I8f6FvOwktDtOCohOelX0OvqyXpu27hJz9WD01/tNebqxAMTk8oBabw80bbVrsqcNLbmWuNqfD0fVX9XYlrZks4aV8ndvjwoD6q94vxEJZYnlTqeaxNtbC3vOTawErKt/1Vjfe3hX3dj3pT6pERpjX19N+4j1aAQIECAAAECBAgQIECAAAECBAhsLIHlJEArGVRXvLUkUi0nJdVqppXwauMqCXZUohJStY2DE3+QaMnPGveixHg5Jg1tG88d7xx7fOFobO1rqKxGArQ/pkrW1XHvO9ph3epdSbYPJNpxt+X7RmPaYqUJ0NpObbNt/4LUKylaz+uuiScktiSqvzkPPVevG42rsdclXpK4f6KuvKwfWXpO4uJE29e7Up9WKhnZxrbl46etkL4to3XKtC91vlySaNupOR+RqOey7hyrW9WPTVyZaGPa8qFp68tP5EHrq2RvJUHreai5tnKvVPpE6ify+LBEmbZzt65kbdupsXWVqkKAAAECBAgQIECAAAECBAgQILDBBCpR1pI4dZXgYkvd6ltJsrbuUFJt94zpr5Zs42/o1q22ui35FYlJpU82bpQEaCXdPpZo82nLb6atJRqr7YuJQxJ1e3Q9vihR67ayGgnQSsqdmmjHUMvyrGhtH0z9naPHZT+p7JzGExNtnbasrzxo9basqx0r+bhQOScD2jplU8nDaWVLOmv8eAK01vlPid62xlUC8zuJto+aWyXVe9fxK3R3Sv83unXaunW7e18emwfj42r/4+du3db/n/sV1QkQIECAAAECBAgQIECAAAECBDaOwHIToDWD30i05NFQArTN9OdTOTcxnsCq9d6fOCQxVDZiArSOtb4b8oREnwhuHpek/TcTOySqvD3R+iqx1kqfqDuyNS5jWbeEvzTxrUTbTy3rezhPSlR/LautEnjTSiUaP5+o56bG91HPYV0Jun1iMaUM2vq/v4gVtozGT0qA1uqPSXxmNKZtt5aVpP1ooq4qrnK/ROs//ZaWW/+zfx6emajkZRv3+lsPueVRPcdvTHw70ca1Zfm8LXH/hEKAAAECBAgQWJbAtstay0oECBAgQIAAAQIbWaASSvV9jnWL8TcTX01cltjMZZcc/H6JSrpVouwLicsTW6PUVZkPTOybOD9xVqISdcspd8hKD0hUgq+eo/MSdQVrJbG3ZqnPCfskyvsuifru07rSdDnzLK9Khv5r4tLEtLntlf46d3dOlEXF1QmFAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQILBhBf4/jb5eNL2RzJAAAAAASUVORK5CYII=)
# Around 84.1% of the total area is to the left of the vertical line.
## Plot the normal density, in the range -3 to 3
z <- pretty(c(-3,3), 30) # Find ~30 equally spaced points
ht <- dnorm(z) # By default: mean=0, standard deviation=1
plot(z, ht, type="l", xlab="Normal deviate", ylab="Density", yaxs="i")
![plot of chunk unnamed-chunk-1 plot of chunk 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gQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQITCKw7iSV1CGwDIEdU/fpyQbLaENVAgQIECBAgAABAgQIECBAgEBfBM7LQA9PLurLgKc9zvWn3aD2CCwiUJOf+y+yjZcJECBAgAABAgQIECBAgAABAgSuEfhO7v7LNQ/dG0fABOg4WradhsDwzM8PpbFTp9GgNggQIECAAAECYwhcN9v+ZXL7ZJuRemfl/unJLZOtRp7/Se5/OTktOX/keXcJECBAgAABAvMQ2D07uUMynE+Zxz7tgwCBZQq8OvV/m+y7zHZUJ0CAAAECBAgsVWD7bPjspCYy6+eQYX6c+4clt0mGpS4RtWvyluTcZLjtqtw/Kdkj2SJRCBAgQIAAAQLzEHhndlI/j9REqEKAQEsETIC25EDpJgECBAgQaLnAlun/nsmnkpq8HE5k/jr335zcI6nJzrWVjfLiQ5J/TS5Nhm1ckvvvTR6YbJgoBAgQIECAAIFZCZgAnZWsdgnMUMAE6AxxNU2AAAECBHouUJORD0rel9Qk5eiE5fvz+MHJpBOWNaH6xOTkZOGE6rF57m7JYhOq2UQhQIAAAQIECIwlYAJ0LC4bE2iGgAnQZhwHvSBAgAABAl0RqEnHuydvSurszuGkZ01Sfjp5QlKTl9Ms109jtajjV5Ph/uq2PlL/yuTWiUKAAAECBAgQmIaACdBpKGqDwJwFTIDOGdzuCBAgQIBARwX+POM6NKlJx9FJyNPyeL+krvs5j1KLJr08OT0Z7cfX8/i5yQ0ShQABAgQIECAwqYAJ0Enl1COwggImQFcQ364JECBAgEDLBXZM/w9IvpGMTjb+MI9fltwiWalSZ6L+dXJM8stk2L+rcv8zyZOTaycKAQIECBAgQGAcAROg42jZlkBDBEyANuRA6AYBAgQIEGiJwNbp51OSU5OaTBxOLJ6T+29I7po0rWyQDv1D8p7k4mTY58ty/4PJw5KNE4UAAQIECBAgsJiACdDFhLxOoIECJkAbeFB0iQABAgQINEygJgcfnnwoqUnD4QTiRbl/QnL/pCYZ21A2Tycfl3wyuTIZjuW83H9bcq/kTxKFAAECBAgQILA6AROgq1PxHIGGC5gAbfgB0j0CBAgQILBCAjUJeO/kuKQmB4cThTVp+InksclmSZvLdun8PsmXkuH46vbM5FXJ7ROFAAECBAgQIDAqYAJ0VMN9Ai0RMAHakgOlmwQIECBAYE4CO2Y/RyY/S0YnBb+Yx89MatKwi2XnDOrA5PvJ6Li/nccvSOrMUYUAAQIECBAgYALU1wCBFgqYAG3hQdNlAgQIECAwI4Gbpt06+3E4Afi93D8wuVnSp7JLBvva5OxkaFETwFskCgECBAgQINBvAROg/T7+Rt9SAROgLT1wuk2AAAECBKYssFPa+0lSE36fSe6Y9L2sF4C/S36QlMt/JW3/2H+GoBAgQIAAAQLLEDABugy8YVUXXB9KuCVAgAABAgQIEJiXwA2yo5OTHZL/TO6X1HUx+15WBaCud3rP5MfJXZKPJtdKFAIECBAgQIAAgQkFTIBOCKcaAQIECBAgQIDARALbp9YpyY2Szyc1+VmruyvXCPwod3dN6vIAd09OTDZOFAIECBAgQIAAgQkETIBOgKYKAQIECBAgQIDARAK1oFGd+XmT5H+S+yYXJMofC/wwT9WZoD9P7p18INkwUQgQIECAAAECBMYUMAE6JpjNCRAgQIAAAQIEJhLYNrU+ndw8+Wpyn+S8RFmzQC0Kda/knKQmi9+XbJAoBAgQIECAAAECYwiYAB0Dy6YECBAgQIAAAQITCWydWiclt0q+mfxtcm6iLC7w7WxSk6C/Sh6QnJCsnygECBAgQIAAAQJLFDABukQomxEgQIAAAQIECEwksFVq/Xty2+R/k5rM+2WiLF3gG9m0Jo1/kzw0eUfi5/ggKAQIECBAgACBpQj4wWkpSrYhQIAAAQIECBCYRGDzVKpVze+QfD+5Z/KLRBlf4LRU2S05P3l0clziZ/kgKAQIECBAgACBxQT80LSYkNcJECBAgAABAgQmEdg0lT6e7JKcntTk51mJMrnAl1K1rgV6YfK45Nhk3UQhQIAAAQIECBBYi4AJ0LXgeIkAAQIECBAgQGAigU1S66PJXZMfJ7smP02U5Qt8Lk3cL7k4eVLyukQhQIAAAQIECBBYi4AJ0LXgeIkAAQIECBAgQGBsgY1T48TkHsmZyT2THyXK9AT+I03VgkiXJnsnr04UAgQIECBAgACBNQiYAF0DjKcJECBAgAABAgTGFtgwNT6Q1II9P09q8vMHiTJ9gU+nyQcnlyX7JocmCgECBAgQIECAwGoETICuBsVTBAgQIECAAAECYwtskBrvS+oalecktdr79xJldgK1wNTDkyuS5yaHJAoBAgQIECBAgMACAROgC0A8JECAAAECBAgQGFtgvdR4d1Ify/5Vcu/k24kye4GPZBePSq5MXjhIbhQCBAgQIECAAIGhgAnQoYRbAgQIECBAgACBSQTq58l3Jg9LfpPcJ/l6osxPoC478NhkVVJngdbZoAoBAgQIECBAgMBAwASoLwUCBAgQIECAAIFJBdZNxbclj07OT3ZLvpIo8xd4T3a5Z3JVUtcD3SdRCBAgQIAAAQIEImAC1JcBAQIECBAgQIDAJAI1+fmm5PHJhUld+/NLibJyAnUm7lOS3yZHJU9NFAIECBAgQIBA7wVMgPb+SwAAAQIECBAgQGAigdel1pOSi5P7J59LlJUXeGu68LRBN16f2yeufJf0gAABAgQIECCwsgImQFfW394JECBAgAABAm0UeHU6vXdyafLA5NREaY7AMenKvsnwLN3HNadrekKAAAECBAgQmL+ACdD5m9sjAQIECBAgQKDNAq9M52ty7fLkIcmnEqV5Aq9Jl2oxpPp5v67TWivFKwQIECBAgACBXgqYAO3lYTdoAgQIECBAgMBEAgen1gHJFcnDk48nSnMFDk/XXpisl9T1QR+aKAQIECBAgAABAgQIzFigPjJXF+avM0cUAgQIECBAoD0CL0hX6z28Jj9NpLXnuFVPD0rq2NVZuw9IFAIECBAgQKA9AvVHzHof3709XdZTAgRMgPoaIECAAAEC7RPYP12uH7yvTHyUun3Hr3pcly6oY3hZct9EIUCAAAECBNohYAJ0CsfJR+CngKgJAgQIECBAgECHBfbJ2A5LrkqekLwnUdon8Lx0uf4QvWHygeTeiUKAAAECBAgQ6IWACdBeHGaDJECAAAECBAhMJPDU1DoqqTMHn5K8I1HaK/DsdP0NycbJicndE4UAAQIECBAg0HkBE6CdP8QGSIAAAQIECBCYSOCJqfX6Qc2n5fatE7WiUtMEnp4OvTm5VvLR5C6JQoAAAQIECBDotIAJ0E4fXoMjQIAAAQIECEwk8NjUelOyblILFx6TKN0QqLN590renmyWfDy5Y6IQIECAAAECBDorYAK0s4fWwAgQIECAAAECEwnUIkfHJfVz4gHJaxKlWwI1CfqE5IRki+STye0ThQABAgQIECDQSQEToJ08rAZFgAABAgQIEJhI4CGpVSuNrpe8KKnFj5RuCtSiVnWm7/uTrZJ/T26TKAQIECBAgACBzgmYAO3cITUgAgQIECBAgMBEAv+QWrXC+/rJIclLE6XbAqsyvMcktSDSNsmnklsmCgECBAgQIECgUwImQDt1OA2GAAECBAgQIDCRwN+l1vuSDZI66/PFidIPgSsyzEck/5Zsm3w62TlRCBAgQIAAAQKdETAB2plDaSAECBAgQIAAgYkE7pVaH0w2So5K6rqfSr8ELs9wH5qclFwvOTm5SaIQIECAAAECBDohYAK0E4fRIAgQIECAAAECEwncPbU+nGycvCF5VqL0U+DSDPuByWeS6yc1CXrDRCFAgAABAgQItF7ABGjrD6EBECBAgAABAgQmErhLan00uVbyluTpidJvgUsy/Psn/5XsmJyS7JAoBAgQIECAAIFWC5gAbfXh03kCBAgQIECAwEQC106tDySbJe9I9kp+mygELgrBfZMvJjsl703WTRQCBAgQIECAQGsFTIC29tDpOAECBAgQIEBgYoEjUnO75DPJnslViUJgKHBB7tQk6M+SOyd7JwoBAgQIECBAoLUCJkBbe+h0nAABAgQIECAwkUBd97MmPS9L6sxPk59BUP5I4Nw8M7wswstzv64LqhAgQIAAAQIEWilgArSVh02nCRAgQIAAAQITCdRK729K6iPNhyTfSxQCaxL4YF44MdkiOXpNG3meAAECBAgQINB0AROgTT9C+keAAAECBAgQmJ7AC9PUzsm3ksOm16yWOizwtIytPhL/4OQhHR6noREgQIAAAQIdFjAB2uGDa2gECBAgQIAAgRGBW+X+AUktdvSU5IpEIbCYwJnZ4PmDjV6b2zobVCFAgAABAgQItErABGirDpfOEiBAgAABAgQmEqiPvNdH3zdI3pB8LlEILFXgmGz4haSuA/rKpVayHQECBAgQIECgKQImQJtyJPSDAAECBAgQIDA7gX9K03dJfpb88+x2o+WOCtRCWU9O6qzhWjirVoZXCBAgQIAAAQKtETAB2ppDpaMECBAgQIAAgYkEtk+t4Vl7tar3+RO1olLfBb4ZgMOT+v1heDZx302MnwABAgQIEGiJgAnQlhwo3SRAgAABAgQITCjwutSr6zbWit4VhcCkAoek4veTWyd1PVmFAAECBAgQINAKAROgrThMOkmAAAECBAgQmEjggalVq3fXWZ/PmKgFlQhcI3Bp7tblFKq8ILnZ7+75hwABAgQIECDQcAEToA0/QLpHgAABAgQIEJhQYPPUe/2gbq3iXat5KwSWK3ByGjgu2Tg5drmNqU+AAAECBAgQmIeACdB5KNsHAQIECBAgQGD+Aq/ILmvV7i8kb5z/7u2xwwL7ZWznJLsmT+jwOA2NAAECBAgQ6IiACdCOHEjDIECAAAECBAiMCNwp95+a1KrdtXp3reKtEJiWwK/T0L6DxmphpOtOq2HtECBAgAABAgRmIWACdBaq2iRAgAABAgQIrJzABtn1m5P6Oe/QpFbvVghMW+DdafCTydbJUdNuXHsECBAgQIAAgWkKmACdpqa2CBAgQIAAAQIrL7B/ulCrdH8/ednKd0cPOixQZxlfnDw62a3D4zQ0AgQIECBAoOUCJkBbfgB1nwABAgQIECAwInCz3H/R4PFeua1VuxUCsxI4PQ2/ZNB4XWf2WrPakXYJECBAgAABAssRMAG6HD11CRAgQIAAAQLNEqhVuWt17rclpzSra3rTUYFXZ1ynJTdKDk4UAgQIECBAgEDjBEyANu6Q6BABAgQIECBAYCKBPVOrVuX+RVIfg1cIzENgVXZSC23VbS2M9BeJQoAAAQIECBBolIAJ0EYdDp0hQIAAAQIECEwksG1qHTGoWZNQtUq3QmBeAl/Ojl6TrJfUAlx1qxAgQIAAAQIEGiNgArQxh0JHCBAgQIAAAQITC9Qq3LUa9yeSEyZuRUUCkwu8OFV/lNwhqUl4hQABAgQIECDQGAEToI05FDpCgAABAgQIEJhIoFbffkxSq3HXqtwKgZUQuCg73Xuw44Nye8OV6IR9EiBAgAABAgRWJ2ACdHUqniNAgAABAgQItEOgVt0+ZtDVWv39jMF9NwRWQuDfstP3JJsmw6/LleiHfRIgQIAAAQIE/kDABOgfcHhAgAABAgQIEGiVQJ1pt1PylaSuwagQWGmB+vj7ucl9k0evdGfsnwABAgQIECBQAiZAfR0QIECAAAECBNopUKttPysZXYW7nSPR6y4JnJ3B7D8Y0Ktze+0uDc5YCBAgQIAAgXYKmABt53HTawIECBAgQKDfAqOrbdcCSHUGqEKgKQJvS0dOTbZLjmhKp/SDAAECBAgQ6K+ACdD+HnsjJ0CAAAECBNorsE+6Xqttn5G8JFEINEngt+nMU5LLkj2TuycKAQIECBAgQGDFBEyArhi9HRMgQIAAAQIEJhKo1bUPHtSsVbdr9W2FQNMEvpcOvTRZN3lTslGiECBAgAABAgRWRMAE6Iqw2ykBAgQIECBAYGKBWl27Vtk+Ifn4xK2oSGD2AodmF99Kdk5eOPvd2QMBAgQIECBAYPUCJkBX7+JZAgQIECBAgEATBR6VTtXq2r9OarVthUCTBa5I5+qj8PWR+AOSWyYKAQIECBAgQGDuAiZA505uhwQIECBAgACBiQRqNe1a8KjKfskvfnfPPwSaLfC5dO+NyQbJm5P6SLxCgAABAgQIEJirgAnQuXLbGQECBAgQIEBgYoHDU7NW1f5MclyiEGiLwPPS0Z8ld0n+qS2d1k8CBAgQIECgOwImQLtzLI2EAAECBAgQ6K5AraL9hKRW1d6ru8M0so4KnJ9xPWMwtlfkdvuOjtOwCBAgQIAAgYYKmABt6IHRLQIECBAgQIDAQKBWz65VtOujw4ck30sUAm0T+EA6fGKyZXJ02zqvvwQIECBAgEC7BUyAtvv46T0BAgQIECDQfYFaPXvnpFbTPqz7wzXCDgs8LWO7IHlI8sAOj9PQCBAgQIAAgYYJmABt2AHRHQIECBAgQIDAiMCtcr9Wz65VtJ+c1KraCoG2CpyZjj9/0PnX5Xbztg5EvwkQIECAAIF2CZgAbdfx0lsCBAgQIECgPwL1kff66Hutnn1M8vlEIdB2gfpa/kKyQ1LXA1UIECBAgAABAjMXMAE6c2I7IECAAAECBAhMJFCrZd8lGT1rbqKGVCLQIIGr0pfh2cxPzf1dGtQ3XSFAgAABAgQ6KmACtKMH1rAIECBAgACBVgtsn96/cjCCWj27VtFWCHRF4JsZyOFJ/S7y5qTOclYIECBAgAABAjMTMAE6M1oNEyBAgAABAgQmFqhVsrdIPjjIxA2pSKChAoekX99P/jzZv6F91C0CBAgQIECgIwImQDtyIA2DAAECBAgQ6IxArY5dq2TXWZ919qdCoIsCl2ZQdZmHKi9Kbvq7e/4hQIAAAQIECMxAwAToDFA1SYAAAQIECBCYUKBWxX79oG6tll3X/1QIdFXg5Azs+GTj5NhEIUCAAAECBAjMRMAE6ExYNUqAAAECBAgQmEigVsW+flIrvr9xohZUItAugeeku+ck90z2SBQCBAgQIECAwNQFTIBOnVSDBAgQIECAAIGJBO6UWrUq9hXJU5JaLVsh0HWBX2eA+w4GeURut+36gI2PAAECBAgQmL+ACdD5m9sjAQIECBAgQGChQK2CXath189mhyW1SrZCoC8C785AP5lsk7y6L4M2TgIECBAgQGB+AiZA52dtTwQIECBAgACBNQnUKti3TmpV7JeuaSPPE+iwQJ39fHHyj8l9OjxOQyNAgAABAgRWQMAE6Aqg2yUBAgQIECBAYETgZrlfq2BX2Sup1bEVAn0TOD0Dfslg0HX922v1DcB4CRAgQIAAgdkJmACdna2WCRAgQIAAAQJLEajVr2sV7Lclpyylgm0IdFSgPv5+WrJTcmCiECBAgAABAgSmImACdCqMGiFAgAABAgQITCSwZ2rtmvwiqY/BKwT6LLAqg39yUrfPSm6XKAQIECBAgACBZQuYAF02oQYIECBAgAABAhMJ1GrXtep1lVoFu1bDVgj0XeDLAXhtsn5SC4OtlygECBAgQIAAgWUJmABdFp/KBAgQIECAAIGJBY5Kza2TTyQnTNyKigS6J1DXxP1R8pfJM7o3PCMiQIAAAQIE5i1gAnTe4vZHgAABAgQIEFhnnd2C8JikVr2u1a8VAgSuEbgod4f/L16a+zte85J7BAgQIECAAIHxBUyAjm+mBgECBAgQIEBgOQK1uvUxgwZenNszBvfdECBwjcDHc/c9yabJG6552j0CBAgQIECAwPgCJkDHN1ODAAECBAgQILAcgYNSeafkK0l9DF4hQGD1AnVt3HOT+yWPXP0mniVAgAABAgQILC5gAnRxI1sQIECAAAECBKYlcOM0VJM6o6tdT6tt7RDomsDZGdD+g0HVgmEbdW2AxkOAAAECBAjMR8AE6Hyc7YUAAQIECBAgUAIHJrW69fFJnQGqECCwdoG35uVaGX6HZK+1b+pVAgQIECBAgMDqBUyArt7FswQIECBAgACBaQvsnAZr4aMrklrYRSFAYGkCtSp8lecnm/zunn8IECBAgAABAmMImAAdA8umBAgQIECAAIFlCNS1P9dL6oy2MxKFAIGlCdSCSF9MrpfsvbQqtiJAgAABAgQIXCNgAvQaC/cIECBAgAABArMSuGUafkRyWfLyWe1EuwQ6LPDCwdgOyG2tDK8QIECAAAECBJYsYAJ0yVQ2JECAAAECBAhMLHBwatbPXW9KfjJxKyoS6K/ApzL0zybbJs/oL4OREyBAgAABApMImACdRE0dAgQIECBAgMDSBW6TTR+SXJq8YunVbEmAwAKBFw8e75fbzRe85iEBAgQIECBAYI0CJkDXSOMFAgQIECBAgMBUBA5JK+smb0jOmkqLGiHQT4FTMuyTk22SfftJYNQECBAgQIDAJAImQCdRU4cAAQIECBAgsDSB22ezByQXJ4curYqtCBBYi8BLBq89O7dbrWU7LxEgQIAAAQIEfi9gAvT3FO4QIECAAAECBKYu8NJBi0fn9hdTb12DBPonUNcB/WRSk581CaoQIECAAAECBBYVMAG6KJENCBAgQIAAAQITCeySWvdNLkgOn6gFlQgQWJ3A8CzQffLi1qvbwHMECBAgQIAAgVEBE6CjGu4TIECAAAECBKYnMDz78zVp8lfTa1ZLBHov8MUIfDTZItm/9xoACBAgQIAAgUUFTIAuSmQDAgQIECBAgMDYAn+dGvdOzkuOHLu2CgQILCZw4GCDZ+R228U29joBAgQIECDQbwEToP0+/kZPgAABAgQIzEbg4EGzNfl57mx2oVUCvRb4ckb/wWTT5IBeSxg8AQIECBAgsKiACdBFiWxAgAABAgQIEBhL4J7ZetekJj6PGqumjQkQGEfgoGz822Tv5HrjVLQtAQIECBAg0C8BE6D9Ot5GS4AAAQIECMxeoCZlqtTCR+f/7p5/CBCYhcDX0uj7kk2S589iB9okQIAAAQIEuiFgArQbx9EoCBAgQIAAgWYI7JZu1PU/f5kc3Ywu6QWBTgscnNFdleyVXL/TIzU4AgQIECBAYGIBE6AT06lIgAABAgQIEPgjgeHZn4fmlQv/6FVPECAwbYFvpcETko2SF0y7ce0RIECAAAEC3RAwAdqN42gUBAgQIECAwMoL3D9d2CU5O3nDyndHDwj0RuCQjHRV8sTkhr0ZtYESIECAAAECSxYwAbpkKhsSIECAAAECBNYqcODg1Vfk9uK1bulFAgSmKfDdNPbOZMPkhdNsWFsECBAgQIBANwRMgHbjOBoFAQIECBAgsLICD87u75D8LDl2Zbti7wR6KfDSjPrKZI/kxolCgAABAgQIEPi9gAnQ31O4Q4AAAQIECBCYSGDd1DpwUPNlub10cN8NAQLzE/hBdnVcsn7y4vnt1p4IECBAgACBNgiYAG3DUdJHAgQIECBAoMkCD0/nbpP8OHlLkzuqbwQ6LlB/gLgi2T3ZueNjNTwCBAgQIEBgDAEToGNg2ZQAAQIECBAgsECgfpZ6yeC5+gju5Qte95AAgfkJ/Ci7qj9CrJcM/1/Ob+/2RIAAAQIECDRWwARoYw+NjhEgQIAAAQItEHh0+njL5PTk+EQhQGBlBV6e3V+WPCqp/5sKAQIECBAgQGAdE6C+CAgQIECAAAECkwnUWWbDaw0enPv10VuFAIGVFfhpdl8LkdXvOQcmCgECBAgQIEDABKivAQIECBAgQIDAhAKPTb26zuD3k3dO2IZqBAhMX+CVafKS5GFJXZ9XIUCAAAECBHou4AzQnn8BGD4BAgQIECAwkUCtNP2iQc2DcrtqolZUIkBgFgJnpdE3JOsm9f9TIUCAAAECBHouYAK0518Ahk+AAAECBAhMJLBnat04+U5ywkQtqESAwCwFDkvjFyUPSm4/yx1pmwABAgQIEGi+gAnQ5h8jPSRAgAABAgSaJbBhuvOCQZcOzO1Vg/tuCBBojsAv0pWjB905uDnd0hMCBAgQIEBgJQRMgK6Eun0SIECAAAECbRZ4Ujp/w+QbyfvaPBB9J9BxgSMyvguS+yW7dHyshkeAAAECBAisRcAE6FpwVvilP83+/yb5u+R6K9wXuydAgAABAgSuFtgoN/88wHhJbn87uO+GAIHmCfwqXTpq0C1ngTbv+OgRAQIECBAg0GGB+sXp5snWaxjjn+f5jyb1C9VozszjZyd1Mfc2l1en8zWufds8CH0nQIAAgd4K7JOR1/vYV5K2vyf39iAaeK8Etspof5PU/9u79mrkBkuAAAECXRF4ZwZS72O7d2VAxtFtgWtneMcmFyf1hXtl8p/JU5NhqcnPc5N6fU05Ka+1+YxQE6A5gAoBAgQItFJgk/T6rKTeo+/fyhHoNIF+Crwow67/tyf3c/hGTYAAAQItFzAB2vID2Kfu1y9Mn03WNKk5nASta4kNt6lVK7+QnJj8X1ILLAxfq0nQthYToG09cvpNgAABAvuFoN6Lv4SCAIFWCWyR3tbH4ev/7z0ShQABAgQItEnABGibjlaP+7pexv7hZDh5WWd4npL8T3L54PkrcvuCwf3a7l3Jwo/I14XbvzOyzWNzv43FBGgbj5o+EyBAgMCmIahVpet9ejccBAi0TuB56XH9/61PYCkECBAgQKBNAiZA23S0etzXmqisH7Yqb082S4Zlu9z5cjJ8vW4/NnxxNbf1Mfq6Fmht99PVvN6Gp0yAtuEo6SMBAgQILBR4fp6o99//WviCxwQItEKgfgY/J6n/x/dpRY91kgABAgQIXC1gAtRXQisEPpFe1g9aX03WX02Pt81z9XH32qbyZ8nayiPy4nDb665tw4a+ZgK0oQdGtwgQIEBgjQKjH5+95xq38gIBAk0XeE46WD9H12WmFAIECBAg0BYBE6BTOFJ/MoU2NLF2gVsNXj4ht7Xw0cJSf4n+f4MnL8jtdxdusODxKSOPh22PPOUuAQIECBAgMGWBfdNeXZrm1MQiKlPG1RyBOQock32dndSlpe43x/3aFQECBAgQILDCAiZAZ38ArjPYxdo+sl7XA60yPBP06ker/7cmTC8dvHT91W/iWQIECBAgQGBKAlulnWcN2qqVpBUCBNorcHG6/opB9w9q7zD0nAABAgQIEBhXwATouGLjb3/GoMpN11K1zvo8K6lrgm65lu3qpR2TjQfb/GBw64YAAQIECBCYjUB9ZLYmQU9KLJ4yG2OtEpinwLHZ2c+SOyQPmueO7YsAAQIECBAg0GWBD2Zwda2hHyejCyCtbsw1sbne6l4Yee6I3B9eA3SxydKRao256xqgjTkUOkKAAAECiwhsk9fPT+p9986LbOtlAgTaI7B3ulr/r7+arNuebuspAQIECPRUwDVAp3DgnQE6BcRFmqiV36vcIDkxWdvH1uuj7auSNZVn5oV9Bi9+KrfnrWlDzxMgQIAAAQLLFtg/LWye/Fvy+WW3pgECBJoi8JZ0pE5OuG3ysKZ0Sj8IECBAgAABAm0XOCUDGJ61Wdf5/EhSH7tZSqmPxT8n+VIybOPy3L9F0sbiDNA2HjV9JkCAQP8Ets2QL0zqvfcv+zd8IybQeYEnZ4T1//tbiZNCOn+4DZAAAQKtFnAGaKsPX786X5OYn02GE5h1+7dLJHj4gnpX5PHTlli3iZuZAG3iUdEnAgQIEFgo8Ko8Ue/XH1r4gscECHRCYIOM4odJ/T9/TCdGZBAECBAg0FUBE6BdPbIdHVf9kHVIUh+3qR+0alJ0KaXOFK3tK7WS/N8kbS4mQNt89PSdAAEC/RC4XoZZq0VfldyuH0M2SgK9FNgjo66fsWtB0vUShQABAgQINFHABGgTj4o+LSpQF1rfZdGtrtlgy9w9KLlrsv41T7f2ngnQ1h46HSdAgEBvBF6bkdakyPt6M2IDJdBPgZr0/F5S/98f308CoyZAgACBFgiYAG3BQdJFAgsFTIAuFPGYAAECBJoksEM6M1yU8FZN6pi+ECAwE4F/TKs1Afp/SRdONpgJkkYJECBAYEUFTIBOgd8Fv6eAqAkCBAgQIECgMwIvyEg2Sv4lqcVRFAIEui1wQob3neQmyR6JQoAAAQIECHRQwARoBw+qIREgQIAAAQITCdwwtZ6QrErq8jMKAQLdF6hr/R44GOYLc7vh4L4bAgQIECBAoEMCPubRroNZCymNLp700zl1f8fsp1atn8aE+W0HffbD5ZwOnt0QIECAwJIFXpQt6/3pHUktiqIQINAPgbreb01+/nnyxOSYRCFAgAABAgQIEFghgdEV4etaRfMqH86Oan/TzBfm1Xn7IUCAAAECSxCoj79eMchNl7C9TQgQ6JbAgzOc+ln3J0ldBkMhQIAAAQJNEXhnOlLvUbs3pUNt7IczQNt41Obf51dll2cltYL9ckv9cHmd5JfLbUh9AgQIECAwRYEXp636ueitSS2GohAg0C+BD2W4pyV/keyVvDZRCBAgQIAAAQIEVkBgpc4AneZQv5zG6i8XH5hmo9oiQIAAAQLLELh56l6ZXJ7cKFEIEOinwP0z7Po5tf7wv0k/CYyaAAECBBoo4AzQKRyUaVzTcQrd0MQSBb6W7a43kiVWsxkBAgQIECCwFoGX5LX1kjr784xEIUCgnwIfzbD/O6mft/fuJ4FREyBAgAABAgQITEPAGaDTUNQGAQIECExL4FZpqFZ9vzTZYVqNaocAgdYK/F16XmeB/iLZtLWj0HECBAgQ6JKAM0CncDSdAToFRE0QIECAAAECrRU4MD2vn4felPw0UQgQ6LfAJzL8zyXbJs/oN4XREyBAgACB7ghYBGnlj+X26cLWybUGqTNQzkvOT36V1GOFAAECBAgQmL7AbdPkQ5NLkldMv3ktEiDQUoFaFO1TyX7J65MLEoUAAQIECBAgQGAMgc2z7dOS+styTXLWR2zWlCvy2leSY5L7JdNYhT3NrGjxEfgV5bdzAgQIEBgRqFWf6z34VSPPuUuAAIESODWp7w8vqgcKAQIECBBYQQEfgV9BfLseX2C7VKm/IC826bmmydB6/htJTYS2uZgAbfPR03cCBAh0R+AOGUq9t16YXLc7wzISAgSmJHC3tFPfI85NtppSm5ohQIAAAQKTCJgAnURtQR0fgV8AMqOH1067JyV/PtJ+/UB1VvLj5JykPn53WVLHZONki+QGyQ2TjZIqt04+nDwnOSpRCBAgQIAAgckEDh5Ue11ua7EThQABAqMC/5EH9TH4eyfPTupj8QoBAgQIECBAgMAaBDbN8/Vx95rwrHwpeVRSF1ZfStkgG901OTa5PBm28/e538biDNA2HjV9JkCAQLcE7pTh1PtpfSpjm24NzWgIEJiiwJ3TVn2vqOvzbz3FdjVFgAABAgTGEXAG6Dhatl0xgT2z5+Gk5Qm5XyvNTlpq0nM4Cfr13F9OW5P2Ybn1TIAuV1B9AgQIEFiuwL+ngXpvPmS5DalPgEDnBT6eEdb3Cwuldf5QGyABAgQaK2ACtLGHRsdGBd6cB/VD09eSOptzueWZaWA4oXqT5Ta2AvVNgK4Aul0SIECAwO8F/ib36n30N0ldokYhQIDA2gT+Ki/W94y6XvBSP8G1tva8RoAAAQIExhUwATqu2Gq2b+MZhKsZRqOfqo+vV/lIcsXv7i3vn38dqb7zyH13CRAgQIAAgcUFDh5scmRua3EThQABAmsT+O+8WD/H12WtDljbhl4jQIAAAQIEmitgAnT2x2aHwS5+MqVd/SrtDCdSN5lSm5ohQIAAAQJ9ELhnBnmP5NeJxQSDoBAgsCSBWgCpzgLdO7nekmrYiAABAgQIEGiUgAnQ2R+OHwx2URdRn0a5SxoZfpT+tGk0qA0CBAgQINATgYMH4zwit7UAkkKAAIGlCHw1G30wqZMPnr+UCrYhQIAAAQIECPRN4C0ZcP3F+JLk7ssc/FapX5Oe1V6dCdrG4hqgbTxq+kyAAIH2C+yaIdT75znJZu0fjhEQIDBngVtnf6uS+pn+unPet90RIECAQL8FXAN0CsffGaBTQFykiVoxsj6yvnFyYrJXsmEybrldKtSqtXVb5Y1X3/iXAAECBAgQWILA8Np9R2XbWsxEIUCAwDgC38zGdS3++pl+n3Eq2pYAAQIECBAg0BeB/TLQOutkmPrYXV1M/ZDkCcn9knsm9fH2uyX3SR6WPCt5ffKNZFi3bj+ZtHXy2hmgOXgKAQIECMxV4LbZW71/XpBY+X2u9HZGoFMCwxXhz82onEneqUNrMAQIEGi0gDNAG314dG6hwJ554uJkdCJzkvsfTxtbL2y8RY9NgLboYOkqAQIEOiLw7oyj3nNf1ZHxGAYBAisn8Knsur6fPGflumDPBAgQINAzAROgPTvgXRjuthnEy5KzknEmPy/N9h9K7p+0vZgAbfsR1H8CBAi0S2CndPfK5PJkh3Z1XW8JEGigwN+mT/Vz/E+T4cKkDeymLhEgQIBAhwRMgE7hYK4/hTY0sXSBWnjhBYPcKLd3Sm6WbJFsmWye1PVC69pk9TH5WkH+28nXknpOIUCAAAECBMYTqLO01kvqB8easFAIECCwHIGTUrl+Nq9La+yeHJcoBAgQIECAAAECBP5AwBmgf8DhAQECBAjMUKA+eVGXn7kqueUM96NpAgT6JfDIDLfOAq0TFdbt19CNlgABAgRWQMAZoFNAb+tCOlMYuiYIECBAgACBjgs8M+PbJPlIUhMVCgECBKYh8P40cnpyi+QB02hQGwQIECBAgMBsBUyAztZX6wQIECBAgMDKCGya3e492PWhK9MFeyVAoKMCqzKuwwdjO6CjYzQsAgQIECDQKQEToJ06nAZDgAABAgQIDASektutk88mnxs854YAAQLTEjg+DdX1/e+c/E2iECBAgAABAg0WMAHa4IOjawQIECBAgMBEArUy87MGNZ39ORGhSgQILCJwSV5/zWCb5y2yrZcJECBAgACBFRYwAbrCB8DuCRAgQIAAgakLPCYt3iD5VvKxqbeuQQIECFwtcExuLkrum9z66qf8S4AAAQIECDRRwARoE4+KPhEgQIAAAQKTCtSKzPsPKh+W21qpWSFAgMAsBH6dRo9N6vuOa4HOQlibBAgQIEBgSgImQKcEqRkCBAgQIECgEQL3Ty9ulfwkOaERPdIJAgS6LHBUBndF8qhkxy4P1NgIECBAgECbBUyAtvno6TsBAgQIECCwUGB4FtaReaEmJRQCBAjMUqD+2PKuZP3kObPckbYJECBAgACByQVMgE5upyYBAgQIECDQLIG7pjuV+ljqm5vVNb0hQKDDAkdkbHW5jScm23R4nIZGgAABAgRaK2ACtLWHTscJECBAgACBBQLDsz9fn+drYRKFAAEC8xD4VnbykWTT5Onz2KF9ECBAgAABAuMJmAAdz8vWBAgQIECAQDMFbplu1fU/L0mObmYX9YoAgQ4LHD4YW02AXqvD4zQ0AgQIECDQSgEToK08bDpNgAABAgQILBB4bh7XSsxvTc5Z8JqHBAgQmLXAZ7ODynWS+ii8QoAAAQIECDRIwARogw6GrhAgQIAAAQITCeyQWo9JViW1+JFCgACBlRA4dLDTWgypFkVSCBAgQIAAgYYImABtyIHQDQIECBAgQGBigWen5gbJvySnT9yKigQIEFiewMdS/dvJDZNHLq8ptQkQIECAAIFpCpgAnaamtggQIECAAIF5C1w7O3zyYKeHzXvn9keAAIERgVoJfngWaF2WQyFAgAABAgQaImACtCEHQjcIECBAgACBiQRqwZHNkk8kX5uoBZUIECAwPYET0tRPk9sk951es1oiQIAAAQIEliNgAnQ5euoSIECAAAECKymwSXb+jEEHhmddrWR/7JsAAQJXhOBVA4YDcBAgQIAAAQLNEDAB2ozjoBcECBAgQIDA+AJPSJVtky8ln0kUAgQINEHgLenEucndk12a0CF9IECAAAECfRcwAdr3rwDjJ0CAAAEC7RRYL92ulZarOPvzagf/EiDQDIEL043XDbriLNBmHBO9IECAAIGeC5gA7fkXgOETIECAAIGWCjwi/d4p+V7yoZaOQbcJEOiuQE2AXpI8KLl5d4dpZAQIECBAoB0CJkDbcZz0kgABAgQIEPhDgeEKy4fn6av+8CWPCBAgsOICv0gP3pasmwy/X614p3SAAAECBAj0VcAEaF+PvHETIECAAIH2CuyWrt8uOSt5Z3uHoecECHRc4MiMb1Wye7J9x8dqeAQIECBAoNECJkAbfXh0jgABAgQIEFiNwPCaekfltctW87qnCBAg0ASBH6YT7002TJ7VhA7pAwECBAgQ6KuACdC+HnnjJkCAAAEC7RT4q3R71+S85I3tHIJeEyDQI4G6TEeVvZItf3fPPwQIECBAgMDcBUyAzp3cDgkQIECAAIFlCAzP/qzJz/OX0Y6qBAgQmIfAadnJJ5PNk73nsUP7IECAAAECBP5YwAToH5t4hgABAgQIEGimwM3SrQcn9bH3+vi7QoAAgTYIHDro5D653bgNHdZHAgQIECDQNQEToF07osZDgAABAgS6K7B/hlY/u7w9+Xl3h2lkBAh0TOCUjOd/ku2Sx3dsbIZDgAABAgRaIWACtBWHSScJECBAgEDvBa4XgcclVyVH9F4DAAECbRN45aDD++XW72BtO3r6S4AAAQKtF/Dm2/pDaAAECBAgQKAXAvtmlBslH0i+34sRGyQBAl0S+GAG83/JTZOHdmlgxkKAAAECBNogYAK0DUdJHwkQIECAQL8Ftsjw/2lAcFi/KYyeAIGWCtTZ68PvX8PF3Fo6FN0mQIAAAQLtEzAB2r5jpscECBAgQKBvAjX5uWVycvLffRu88RIg0BmBd2Qkdf3iO1bdA+MAAEAASURBVCT36syoDIQAAQIECLRAwARoCw6SLhIgQIAAgR4L1Mfe6+PvVYYrKV/9yL8ECBBol8Bl6e5Rgy47C7Rdx05vCRAgQKDlAiZAW34AdZ8AAQIECHRcoBY++tPkq8m/d3yshkeAQPcF3pghnp/8bXL77g/XCAkQIECAQDMETIA24zjoBQECBAgQIPDHAvVzSq2YXMXZn1c7+JcAgXYLnJfu1yRoledefeNfAgQIECBAYNYCJkBnLax9AgQIECBAYFKBB6fizsnpyfsmbUQ9AgQINEzgNenP5cnDkps0rG+6Q4AAAQIEOilgArSTh9WgCBAgQIBAJwSGZ0cdkdGs6sSIDIIAAQLrrPOzILwjWS8ZnuXOhQABAgQIEJihgAnQGeJqmgABAgQIEJhYYNfUvGNyTnLcxK2oSIAAgWYK1B92rkr2SK6bKAQIECBAgMAMBUyAzhBX0wQIECBAgMDEAsMVkl+bFi6ZuBUVCRAg0EyB76ZbH0o2TvZpZhf1igABAgQIdEfABGh3jqWRECBAgACBrgjcNgPZLbkweX1XBmUcBAgQWCBw2ODx3rndbMFrHhIgQIAAAQJTFDABOkVMTREgQIAAAQJTERie/fnmtHbuVFrUCAECBJon8MV06TPJVsleiUKAAAECBAjMSMAE6IxgNUuAAAECBAhMJLBTaj0iuSI5cqIWVCJAgEB7BA4ddPVZud2gPd3WUwIECBAg0C4BE6DtOl56S4AAAQIEui7wnAywVkZ+d/LTrg/W+AgQ6L3AJyLw9eT6ye691wBAgAABAgRmJGACdEawmiVAgAABAgTGFtg2NZ6Q/DYZXhtv7EZUIECAQMsEhmeB7p9+r9uyvusuAQIECBBohYAJ0FYcJp0kQIAAAQK9EHhGRrlJ8pHk270YsUESIEBgnXXeG4QfJbdIHgCEAAECBAgQmL6ACdDpm2qRAAECBAgQGF9g01R52qDa8Gyo8VtRgwABAu0TuDJdPmLQ7eEicO0bhR4TIECAAIEGC5gAbfDB0TUCBAgQINAjgSdnrFsnn00+16NxGyoBAgRK4G3JL5M7J3+TKAQIECBAgMAUBUyAThFTUwQIECBAgMBEArXy8bMHNZ39ORGhSgQItFzg4vT/6MEYnAXa8oOp+wQIECDQPAEToM07JnpEgAABAgT6JvCYDPgGybeSj/Vt8MZLgACBgcDrc3tR8vfJrQfPuSFAgAABAgSmIGACdAqImiBAgAABAgQmFqgVj/cf1K6V32sFeIUAAQJ9FPhVBv2WpL4vPrePAMZMgAABAgRmJWACdFay2iVAgAABAgSWInD/bHSr5CfJCUupYBsCBAh0WODIjK0WRXp0smOHx2loBAgQIEBgrgImQOfKbWcECBAgQIDAAoHhte7ql/4rFrzmIQECBPom8OMMuP4YtH4yvDZy3wyMlwABAgQITF3ABOjUSTVIgAABAgQILFHgrtmu8uvkzUusYzMCBAh0XeDwwQCflNttuj5Y4yNAgAABAvMQMAE6D2X7IECAAAECBFYnMDz7c7jwx+q28RwBAgT6JvCNDPhjyabJ0/s2eOMlQIAAAQKzEDABOgtVbRIgQIAAAQKLCdwyG9T1Py9Jjl5sY68TIECgZwKHDsZbE6DX6tnYDZcAAQIECExdwATo1Ek1SIAAAQIECCxBoFY4rpWO35acs4TtbUKAAIE+CfxnBvuF5DrJE/s0cGMlQIAAAQKzEDABOgtVbRIgQIAAAQJrE9ghLz4mWZW8am0beo0AAQI9FnjlYOy1GFItiqQQIECAAAECEwqYAJ0QTjUCBAgQIEBgYoH6ZX6D5L3J6RO3oiIBAgS6LfDhDO9/kxslj0wUAgQIECBAYEIBE6ATwqlGgAABAgQITCRw7dR68qDm8Bp3EzWkEgECBDou8NuM77DBGOuyIQoBAgQIECAwoYAJ0AnhVCNAgAABAgQmEnhaam2WfCL52kQtqESAAIH+CLwrQz0zuU1y3/4M20gJECBAgMB0BUyATtdTawQIECBAgMCaBTbJS88cvOzszzU7eYUAAQJDgctz59WDBwcMn3RLgAABAgQIjCdgAnQ8L1sTIECAAAECkwvsmarbJl9KPpMoBAgQILC4wJuyyW+Suye7LL65LQgQIECAAIGFAiZAF4p4TIAAAQIECMxCYL00ut+gYWd/zkJYmwQIdFXgggzsDYPBOQu0q0fZuAgQIEBgpgImQGfKq3ECBAgQIEBgIPDw3O6UfC/50OA5NwQIECCwNIHXZrNLkwclN19aFVsRIECAAAECQwEToEMJtwQIECBAgMAsBYZnLR2enVw1yx1pmwABAh0UODtjOj5ZN9k/UQgQIECAAIExBEyAjoFlUwIECBAgQGAigd1S63bJWck7J2pBJQIECBA4IgSrkscm2+MgQIAAAQIEli5gAnTpVrYkQIAAAQIEJhMYnv15VKpfNlkTahEgQKD3Aj+IwL8mGyb79l4DAAECBAgQGEPABOgYWDYlQIAAAQIExha4Y2rsmpyXvHHs2ioQIECAwKjAYYMH/5TbrUZfcJ8AAQIECBBYs4AJ0DXbeIUAAQIECBBYvsDzBk3UCsbnL785LRAgQKDXAl/O6E9KNk/27rWEwRMgQIAAgTEETICOgWVTAgQIECBAYCyBnbP1A5P62HutYKwQIECAwPIFXjlo4pm53Xj5zWmBAAECBAh0X8AEaPePsRESIECAAIGVEnhudlw/axyf/DxRCBAgQGD5AieniToTdLtkj0QhQIAAAQIEFhEwAboIkJcJECBAgACBiQSul1q7J1clr5qoBZUIECBAYE0Cw7NAn5MN/E63JiXPEyBAgACBgYA3S18KBAgQIECAwCwEnpVGN0r+Nfn+LHagTQIECPRY4AMZe60Kf9PkYT12MHQCBAgQILAkAROgS2KyEQECBAgQIDCGwBbZdq/B9oePUc+mBAgQILA0gTq7fvj9df+lVbEVAQIECBDor4AJ0P4eeyMnQIAAAQKzEnhqGt4y+XTy37PaiXYJECDQc4G3Z/xnJ3+Z3LvnFoZPgAABAgTWKmACdK08XiRAgAABAgTGFNgw2+8zqHPomHVtToAAAQJLF7g0m75msPkBS69mSwIECBAg0D8BE6D9O+ZGTIAAAQIEZinw+DT+p8lXk5NmuSNtEyBAgMA6x8TggqTOAP0LHgQIECBAgMDqBaY1AbpVmn9JcqPV78azBAgQIECAQA8E6ueKWpG4irM/r3bwLwECBGYp8Js0fuxgB84CnaW0tgkQIECAQAS2S36b1MW4T0nq7I9NE4XAQoEv54n6WqmVKxUCBAgQ6JbAQzOc+h7/w2S9bg3NaAgQINBYgeunZ5cnVyY3bmwvdYwAAQIEJhV4ZyrWz9i7T9qAeuusM60zQIeW6+bOPZLjk7ogd93eI6nnFQIECBAgQKDbAsOViI/IMFd1e6hGR4AAgcYInJme1C/H9Yen/RrTKx0hQIAAAQIdFKiJ1Acm/5pcltTM9GhOz+MDkxsnSr8FnAHa7+Nv9AQIdFfgHhlavff/ItkkUQgQIEBgfgK3yK7q03gXJ9vOb7f2RIAAAQJzEHAG6ByQJ9nF1qn01OTzyegkaN2vN+VTkz2TzRKlfwImQPt3zI2YAIF+CHw8w6z3+hf2Y7hGSYAAgcYJfCg9qu/DL21cz3SIAAECBJYjYAJ0OXpzqnuz7OeQ5PSk3oxHc2EevyO5Z+Ij8kHoSTEB2pMDbZgECPRK4DYZbb3H13t7/SFUIUCAAIH5C9wlu6zvxb9OnGwyf397JECAwKwETIDOSnYG7dYE592SNyd1bdDRidC6f0ZycLJTonRbwARot4+v0REg0E+Bd2XY9X5+ZD+Hb9QECBBojMB/pCf1/fjZjemRjhAgQIDAcgVMgC5XcIXq/0n2W3+dPDy5KBmdDK2PyH8qeVDirNAgdLCYAO3gQTUkAgR6LXDDjP6KQXbstYTBEyBAYOUF7pcu1O9XP042WPnu6AEBAgQITEHABOgUEOfdRC2K8IDkbck5yejk58L7NVHmF6kgdKyYAO3YATUcAgR6L3B0BOo9/O29lwBAgACBlReok0i+mdT35cevfHf0gAABAgSmIGACdAqI82hivezkPsk7kguShROdv8pz9cvTbkmdFXpWMtzm57n/V4nSHQEToN05lkZCgACBbUJQn+aoT3DcGgcBAgQINELgselF/T5VE6E+VdeIQ6ITBAgQWJaACdBl8c2+8u2zi7oW2OiE5nBi88o8/2/Jw5ONktFSH9V4WTLc9tTRF91vvYAJ0NYfQgMgQIDA7wUOzL16v/7I759xhwABAgRWWqB+n6qPwNf3539Y6c7YPwECBAgsW8AE6LIJp9/ADdPkPyffToYTmKO3383zz0uunyxW/isbVN26rtgWi23s9dYImABtzaHSUQIECKxV4Fp59ZdJvVf/9Vq39CIBAgQIzFtgn+ywvj9/dt47tj8CBAgQmLqACdCpk07e4Oap+h9JfQRudMKz7p+f1OrvtfDROOXV2XjY1q3GqWjbRguYAG304dE5AgQILFngmdmy3qc/t+QaNiRAgACBeQlslh39Oqnv0+P+HjavPtoPAQIECCxNwATo0pzmstV22ctwsrJuayL05KSuP1NniExSjkulauvSZP1JGlCnkQImQBt5WHSKAAECYwnU+/IZSb1PPyBRCBAgQKB5AgenS/V9+sPN65oeESBAgMAYAiZAx8Ca9abDCdDTs6MDk52msMO/TBu3SbacQluaaI6ACdDmHAs9IUCAwKQCu6di/VL9ncQCG5MqqkeAAIHZCmyb5i9O6uSUW8x2V1onQIAAgRkKmACdIe64TW+aCvdM/BI0rlz/tjcB2r9jbsQECHRP4GsZUk2A7tm9oRkRAQIEOiXwuoymvl8f16lRGQwBAgT6JWACdArH+0+m0EY1cXlSf1m8e7JhMk6pleBfkjxonEq2JUCAAAECBFZE4O+z1/qExpnJu1akB3ZKgAABAksVODIbrkr+MVnKQrRLbdd2BAgQIECglwLDj8DXXxevN6ZALZJU9d40Zj2bt1PAGaDtPG56TYAAgaHAqblT79vPGT7hlgABAgQaLfDu9K6+b7+q0b3UOQIECBBYk4AzQNckM8bz0zoDdIxd/sGmm+RRpco2V9/4lwABAgQIEGiowC7p192S3yT+cNnQg6RbBAgQWCBw+ODxk3O71YLXPCRAgAABAr0QmGR19YdEZvsFOpuPPK7rgV0w8nhNdzfKC/dNhn341po29DwBAgQIECDQCIEDBr14Q26X8l7fiE7rBAECBHoucFrG/8lkt+RpycsShQABAgQIEFhEoK7ZWR+hmHbut8h+vdwNAR+B78ZxNAoCBPonsHOGXNeRuySpS98oBAgQINAegVqwtn5/OzvZuD3d1lMCBAgQiICPwE/hy2CSj8C/L/s9aQr7Hm3ilXnwsdEn3CdAgAABAgQaJfDc9KZ+bjg+qV+gFQIECBBoj8DJ6er/JNdN6hN7CgECBAgQ6JXA8OPn4w76SalQf0Ucli1y5zWDB/vm9rzhC2u4rb8+XppcmNRH389IFAIECBAgQKCZAn+abu2eXJVYRKOZx0ivCBAgsJjAodmgTmapRezqOs51Vr9CgAABAgQIjCFQH4UbfiR+3FXgx9iNTTsg4CPwHTiIhkCAQO8EDsuI633+vb0buQETIECgOwJ1Fv/3k/p+/ojuDMtICBAg0HkBH4GfwiGe5CPwq9ttLYRQZ35Wzl/dBp4jQIAAAQIEWimwZXq916DnNRGqECBAgEA7Beos/sMHXa/LmigECBAgQIAAAQIzEnAG6IxgNUuAAIEZCTwv7dbZQp+aUfuaJUCAAIH5CdQCSD9P6vv6vee3W3siQIAAgWUIOAN0GXjDqtM6A3TYnlsCBAgQIECgOwIbZSjPHAynrh2nECBAgEC7BWodhqMGQzig3UPRewIECBAgsHSBcSdAa8XA3wzyuZHd1GqCw+cnva0zTBQCBAgQIECgOQKPS1dqAaTTkpOa0y09IUCAAIFlCLwxdesSZnUG6O2X0Y6qBAgQIECgNQLjrgK/YUZW1wKrUiu/D8u6uTN8fvjcuLd1lolCgAABAgQINEOg/ki636Arzv5sxjHRCwIECExDoE5YOTap7/F1FugjE4UAAQIECHRaYNwJ0PpL4RkDkTNHZFaNPD/y9Fh3641YIUCAAAECBJoh8OB0Y+fkh8n7m9ElvSBAgACBKQkclXbqEicPTW6c1Pd6hQABAgQIECBAYEoCFkGaEqRmCBAgMGOBL6b9WiTjqTPej+YJECBAYGUE3prd1vf5Y1Zm9/ZKgAABAksUsAjSEqHWttm41wBdW1teI0CAAAECBLohsGuGccfknOT4RCFAgACB7gkcniHVBOgeSa3poBAgQIAAgc4KmADt7KE1MAIECBAgMLHAcGXg16aFSyZuRUUCBAgQaLLA/6ZzJyYbJ/VxeIUAAQIECHRWYFYToLUo0garUbtFnntO8pHkHcmDktpWIUCAAAECBJohcNt0Y7fkwuT1zeiSXhAgQIDAjAQOG7S7d243m9E+NEuAAAECBDonsH1GdFByenKfBaO7dx5fmdTHLEbz9gXb9eXhpKvebxOgHQZpo5VrgLbxqOkzAQJ9EnhXBlvv00f2adDGSoAAgR4LnJqx1/f9Z/fYwNAJECDQZAHXAG3Y0akJva8nw8nN0UUTbpDnfzny2nCb4W1f3mwfFoOPJ2cnVyXfSepM2LsmSy119uzQbal1mrSdCdAmHQ19IUCAwB8K3CgPr0guT+q9WyFAgACB7gv8fYZYv1/8JFndp/i6L2CEBAgQaLaACdCGHZ9XpT/Dibma3NtrpH8vG3nttNyvCb97JcPJsDoz9FZJV8umGVid6Tr0WXi7Kq/VmTabJIsVE6CLCXmdAAECBCYVODoV6z3q+EkbUI8AAQIEWiewbnr8jaS+/++RKAQIECDQLAEToA06HuulL5cm9aZZk5p/kYyWH+TBcNJv9LVr5/nzBq+NTpiO1u3C/dcMxjg0qOuq/TCpieLhc3X73WSnZG3FBOjadLxGgAABApMKXCcVL0rqvanLf5Sc1Ec9AgQIdFngsRlc/T7yraQmRBUCBAgQaI6ACdDmHIt1dk5fhhN5D1/Qr5uPvFYrDS4sb80TVffYhS905PHtMo7htU9/nvsPSIaLT22Z+/snv0mGfj/K/bVNgpoADZBCgAABAlMXOCgt1nvRh6fesgYJECBAoOkC66eD9XtIvQ/U7ysKAQIECDRHwAToFI7FcCJuuU3dctBAfZT7pAWN3XfkcV3/cmE5Y/DE6JmhC7dp8+O6FmqdIVuToLsl9YtlnV1Tpc5+PTy5RfK1pMqOyaeT7eqBQoAAAQIE5iBQl2p52mA/wxWB57BbuyBAgACBhgjU7yrDxe+e25A+6QYBAgQIEJiawLQmQGvSrsqZSZ3NOFpGJ0A/OfrC4P7wQtv1V8culprcrPLuZDjJ+bsnRv45K/fvlpw6eK7OAP1YUr+QKgQIECBAYNYCT8oOtkk+l3x21jvTPgECBAg0UuAt6dWvk1qvoaIQIECAAIHOCExrAvSnA5HrLpDZJI9rYq9KXSN0OMH3uycG//zZ4PbHo0926H5dAqBKXRt1beX8vFiTxZ8fbHSH3L43qbNHFQIECBAgMCuB+gPksweNHzqrnWiXAAECBBovcFF6+LpBLw9ofG91kAABAgQIjCEwrQnQ/xvsc+Pc3ntk/4/M/XquyinJJb+7d80/dabjgwYPT7/m6U7d23AwmouXMKryqWvuDD3/PvePXkI9mxAgQIAAgUkFHpWK9UmO7yR1nWmFAAECBPorUBOg9TvJ/ZPhZc76q2HkBAgQIEBggcC6efztpC6a/aOkJvEek9RHKOq5yqOT0XLnPPhBMny9FgvqYvlSBlVjPHKMwd0k2/5iUK/qDs/MqSbql9OhWT1uW6kzYav/H2hbx/WXAAECHRX4esZV35f36Oj4DIsAAQIExhOoEzDqfeH48arZmgABAgRmJPDOtFvfl3efUfuaHVOgziCpA7K61Effh2dCVrOfSUa3O7Ge7Gh5V8ZVYz072XqMMd4p29ZZo1X3quRxSRUToFc7+JcAAQIEli9QnzSo95m6lM3wmtzLb1ULBAgQINBmgfqU3pXJ5ckObR6IvhMgQKAjAiZAG3ggH58+1Rtl/TI1TJ0Zeu1ktNSE5/D1mtDbfPTFjt2/38hYP5H7240xvgdn21WD+nX7kqQWRxra5W7rijNAW3fIdJgAgQ4L1B8o6z1l9JMGHR6uoREgQIDAEgXene3q/WGcT7EtsWmbESBAgMCYAiZAxwSb1+Z/mh3V2aDPS3ZJVned0YPy/IeTf1zD63m6U+WkjGY4aVmXBTguefoSR7hXtqszQIf1hxOi9biNxQRoG4+aPhMg0EWB+qRBvZecm3T5D5FdPHbGRIAAgVkL1OXJ6j3igmThySyz3rf2CRAgQOAPBUyA/qGHRw0WuHH6NrzG2nAi85tj9HePbHtFMqw7vB2jicZsagK0MYdCRwgQ6LnABzP+ej95Wc8dDJ8AAQIEVi9Qn16r94kXrP5lzxIgQIDAnARMgM4J2m6mI7BxmqlVFS9M6geJf0/GKbfOxv+RDCc/67aNxQRoG4+aPhMg0DWBm2dA9emCWun3ul0bnPEQIECAwFQEdk0r9TtHrWVQv8soBAgQILAyAiZAV8bdXpcpsH7q18cO7zNhO7UY0ueT8yasv9LVTICu9BGwfwIECKyzzluDUL/UHgODAAECBAisReBLea3eL566lm28RIAAAQKzFTABOgXfmoybdtksDT48qbNLNk1qH+smi5WPZoNK10utqPiFZQzyHalbUQgQIECAwCQC26fS7kldU/qISRpQhwABAgR6I3BoRvr+ZL/kTUm9dygECBAgQKB1AtOeAH1uBOoaMVtMIPHz1OnDBOgENKoQIECAAIGpCeybljZM3pv8YGqtaogAAQIEuihQ14v+fnKz5GHJvyQKAQIECBBoncCfTLHHD0pb9RfCSSY/p9gNTREgQIAAAQJrENgyz+81eO2wNWzjaQIECBAgMBSo60UPPy1QJ7soBAgQIECglQLTOgO0JlLremLD8pXceWNyenJRUteNWaz8dLENvL7OBjHYbsSB2QiGuwQIECCwqEBdw63+UPmppK7JrBAgQIAAgcUE3p4NDkpun/xtclKiECBAgACBVglMawK0rve59WDkn8ztQ5KLB4/dTE/gNmnqf0aaW8q1VUc2n/ju3VPzMck0zhjecdCLjSbujYoECBAgMIlAfd/dZ1CxPrGhECBAgACBpQhclo1ek7wiOSAxARoEhQABAgT6KfCPGXad5VmpvwoqsxG4Q5odOtftvMqHs6PR/U7j/uhE7rzGYT8ECBDos8BTMvj6/u3Mzz5/FRg7AQIEJhOoS6icl9T7SP1OohAgQIDA/ASsAj8F62mdATpsp94Q/2sK/dJEswSenu6cmEzjDNAXpp06C9TH94OgECBAYE4C9f27VvCt4tqfVzv4lwABAgSWLlCTn8cm+yd1LdBHJgoBAgQIEOidwM4Z8fCswB16N/r5DbgmmusaoMPMb8/T21OdeVRfKx+YXpNaIkCAAIFFBGrl3vreW6u+r7fItl4mQIAAAQKrE9g+T9bH4a9MbrK6DTxHgAABAjMRcAboFFincUZfdeN7ya8G/bnX4NbN9AXqh42zRzL9PWiRAAECBLooMFy5t1byXdXFARoTAQIECMxc4GfZQ/0Svl4y/FTBzHdqBwQIECBAoGkCtbBCnV1yZnKdpnVOfxoj4AzQxhwKHSFAoCcCu2ac9f5cf0DbuCdjNkwCBAgQmI1ALX57VXJJct3Z7EKrBAgQILBAwBmgC0AmeTitM0Br37Uy4MuT+mjE/yZ7J3+WbJIoBAgQIECAwMoIHDDY7Wtze+nKdMFeCRAgQKAjAt/NOGptgPqDWp0AoxAgQIAAgV4J1KqA/2+Qi3NbZ5qM5tw8/uUiGX48L5v1qtSE8a2TOyb3SO6U3CK5ftLFM3WcAZoDqxAgQGBOArfLfur9+ILk2nPap90QIEDg/7N3H2CyVHXegMFLziCKIAoGVMzruooJ0wZzXiMqJtQ1ZzGAohgRWXP6RAVFVhfjinFF16yYQdFVREAMRBEl8/3+bJc01zt3Zno6VFW/53l+t3t6qk6d89bcDqdPVRHot0B9XqnXlvqMt3m/u6p3BAgQaIWAGaBj2A3N1dtXWlUN1D1sLZVstZbfNb+al5mi9SbhEUl51cDn2t401Dk/f5R8M/lk8qmk3mwoBAgQIEBgKQLNl4vvyML1QVUhQIAAAQIrFfhGKvhysnuyV/K6RCFAgAABAnMhcKX08sQV5hk9l6ort785+WMyPDt2OfdrMPTuSZfL0Wl89dlV4Lu8F7WdAIEuCFwjjawv0s5PduxCg7WRAAECBDojcLe0tN7Tn5Rs0JlWaygBAgS6KWAG6Bj227hmgP4hbbnaGNrT1yrqsMPPJTca6mC9YTgl+XVSfnUi8fOS2ic1o3aLpEx3SjZMqtSM0Y8nz0oOShQCBAgQILCQwIvyi1VJvWGqD6gKAQIECBAYl0AdmfbD5MbJY5K3JgoBAgQIECAwxwKbpu9fS2rAs/Kt5MFJzZpdSlk/C90meXtSs3iaeupb1y4WM0C7uNe0mQCBrgnsnAbXa0bNAL12ohAgQIAAgXEL3C8V1meTExKzQMetqz4CBAhcJmAG6GUW7rVY4FFpWzNoeVjuX2EFba1Bz2YQtL5xXUldK2jGilY1ALoiPisTIEBgSQLvylL12nPwkpa2EAECBAgQWL7AulmlTtFVrzdPWP7q1iBAgACBJQoYAF0i1CwXq1mOt04emTx5qCHXyv06zHseyjvTyXpT8IOkZnOutDw1FVR9lXLsWjEA2rU9pr0ECHRNYKc0uJn9uUvXGq+9BAgQINApgfuntfW5pGaBjuOzTqc6r7EECBCYkoAB0ClBj7KZOsT7V0kzUFe3pyZNqXPE/D55SdL3F8pj08fq/8uTcZSrppLG9a7jqHDKdRgAnTK4zREgMHcCZn/O3S7XYQIECMxMwCzQmdHbMAECcyRgALSFO/saadP/JM0A3fDt8ADokUPLfDL3N076Wv6YjpXD48fUwZo52xwGX+fd6VoxANq1Paa9BAh0SWCnNNbszy7tMW0lQIBA9wWaWaC/Slf6Prml+3tLDwgQ6KKAAdAx7LVxnkNyvbTn8OS2g3adndtPJ58f/Dx8c+LQD3fP/bcM/dy3u78YdOhWY+pYnVKgeWPxvTHVqRoCBAgQ6IfAi9KNeo04NPl5P7qkFwQIECDQcoEj0r5jkvoS7tEtb6vmESBAgACBFQu8LDU0Mz7/X+5vM6jxMYPHh2eA1q9ukfxm8LsLc7tL0sfyrnSqXP6S3H6FHdwq69egZ9V32grrmtXqZoDOSt52CRDou8BO6aDZn33fy/pHgACBdgo8IM2qzyi/SprJGrmrECBAgMAYBMwAHQPiuKqo2Z81wFcvejXrc3hm6UIDoFlsnesnNfhZ67066WO5VjrVHLJ+Zu7XofAbjNDRm2adbyVlVdk/6WIxANrFvabNBAh0QaC56N57utBYbSRAgACBXgnUuUB/nNTnlHGd+qtXQDpDgACBFQgYAF0B3rhXvWEqbAbmbrBa5WsbAK1F/3Ow7kdWW69PPz570MfGqM4L+onkZUkdJlKnAbhTUoe37578c1Lfoj4jeXPyo6RZt24/kwwPMufHzhQDoJ3ZVRpKgECHBK6etjazP6/ToXZrKgECBAj0R8As0P7sSz0hQKBdAgZAW7Q/9khbamCuBvZWH5hbbAB038G6P8htn8uj0rk/J8MDmaPcrwtINacX6KKXAdAu7jVtJkCg7QLvSAPrNeW9bW+o9hEgQIBAbwWGZ4Hu1dte6hgBAgSmL2AAdAzmqw9WjlrlhoMVa/bJxcusZPPB8ucsc72uLX5wGrxT8orkt8ts/HlZ/mPJPZO7JqcnCgECBAgQKIGa/fnI5KKkq6dHSdMVAgQIEOi4QH0R99JBH/bOrXOBdnyHaj4BAgT6JFDn7hxHaWZvXjGVXS05cRmV/v1g2TpnTN/LH9LBFw6yc253S3ZJtki2TGow+ILkT0nNpq0ryB+blG89phAgQIAAgdUFXpQHNkjel/xs9V/6mQABAgQITFHgP7Ot+vxS13qoI+DqCAWFAAECBAj0RmCj9KS5mNG7VuvV2g6Bv0uWrW8KK09dbT0/9lPg6HSr9vcR/eyeXhEgQGCqAjX7s44SqNdg5/6cKr2NESBAgMACAv+ax+v9/vGJWaALIHmYAAECyxBwCPwysBZadFyHwJ+bDTQDWjXg+ZxksbrvmGUOTqrUuTE/eek9/xAgQIAAAQJLFaijCmr25wcSsz+XqmY5AgQIEJikQDMLdOdsZM9JbkjdBAgQIEBgFgJ1+Ptvkvq2r/KtpD6YvXHw82m5vWlSh0L8x+CxZtmn5WdlPgTMAJ2P/ayXBAhMXqBOOVOzP+vcn9ed/OZsgQABAgQILFnggVmyPusdn5gFumQ2CxIgQGCNAmaArpFltg/+UzZ/dtIMbC7l9r+y/LqzbbatT1HAAOgUsW2KAIFeC7w9vavX2Tr3p0KAAAECBNokUEcDHpPU69Tj2tQwbSFAgEAHBQyAtnSn7ZB21Yexuhr82gZAT8nvH5EY/AzCHBUDoHO0s3WVAIGJCZj9OTFaFRMgQIDAmASaWaC/TH3juvjumJqmGgIECHRKwADoGHbXJF6I6jD4Gtg8MLl1sssgV8rt8Umdo6zy8aSudK4QIECAAAECyxNozv15aFY7bnmrWpoAAQIECExF4MPZyk+SXZM9k9UvlpuHFAIECBAgQIBAPwXMAO3nftUrAgSmJ2D25/SsbYkAAQIEVibwoKxeRwWaBboyR2sTIDDfAmaAjmH/L3al9jFsQhUECBAgQIDAGAWa2Z915XezP8cIqyoCBAgQGLvAh1JjzQK9RrJnohAgQIAAgZkIjPsQ+C3SizrEYdtBzsltfdtXh76fkSgECBAgQIDA6AI1+/NRycXJ/qNXY00CBAgQIDAVgXq9emnyweQFyXuSCxOFAAECBAh0TmCrtPhFydeTejFb6MJHNQD6leQhyapEmU8Bh8DP537XawIExiPw1lRTr7N17k+FAAECBAh0QaCOOjw2qdevx3ShwdpIgACBlgk4BH7GO6Su3v7cpAY2Fxr0XOjxmhX6hKTqUOZLwADofO1vvSVAYHwCO6aq85KLkuuNr1o1ESBAgACBiQs8OFuoz4a/SMZ9FOLEG28DBAgQmLGAAdAZ7oD1s+2afbKmAc4z8/hPky8lNdhVP69puXrsnYlB0CDMUTEAOkc7W1cJEBirgNmfY+VUGQECBAhMUaBmgda5QOszoFmgU4S3KQIEeiFgAHSGu/Hfs+3hQc26CMPzkh0WaNMV8/gtkpoxuvqA6DsWWMfD/RQwANrP/apXBAhMVqBmf56bmP05WWe1EyBAgMDkBMwCnZytmgkQ6LeAAdAZ7d/ts936ENYMgL4l92tG6FLLlbLg25P6ENfUcZulrmy5zgsYAO38LtQBAgRmIFCvtfWa+f4ZbNsmCRAgQIDAOASGZ4E+ehwVqoMAAQJzImAAdEY7+vXZbjNwWTNBRy37Z8WmnsNGrcR6nRMwANq5XabBBAjMWGB49ueuM26LzRMgQIAAgZUIPCQr12dA5wJdiaJ1CRCYNwEDoDPY45tnm+ck9aJ1crJZMmqpdauOquv8ZOtE6b+AAdD+72M9JEBgvAJmf47XU20ECBAgMDsBs0BnZ2/LBAh0V8AA6Bj2Xb0ALafUzJNNBiv8V27/tJyVV1u21q2dWGX95FqX3vMPAQIECBAg0AhcNXfqMMGLk5c3D7olQIAAAQIdFajXs/0GbX9Bbl0RvqM7UrMJECDQNYHlDoBebaiD3x+6P+rd7w6tWB/yFAIECBAgQOAygfpwuGFyeFJXz1UIECBAgEDXBeo1rS6iWxNgHt71zmg/AQIECHRDYLkDoM3sz+rdWWPo4qlDddQ5zhQCBAgQIEDg/wTqi8HHJDVb5mX/95B/CRAgQIBA5wWGZ4G+ML0xC7Tzu1QHCBAg0H6B5Q6AbjzUpZUc/t5UM1zHts2DbgkQIECAAIF1zP70R0CAAAECfRX4YDpmFmhf965+ESBAoIUCyx0AXXeoDxcN3R/17jjqGHXb1iNAgAABAm0VGJ796dyfbd1L2kWAAAECowqYBTqqnPUIECBAYCSB5Q6AjrQRKxEgQIAAAQLLEtg7S9e5P/8jOXZZa1qYAAECBAh0Q2D4XKB7dKPJWkmAAAECXRUwANrVPafdBAgQINBXgR3Ssccmzv3Z1z2sXwQIECBQAnU0YHOO6zoX6Kp6UCFAgAABApMQMAA6CVV1EiBAgACB0QWac3+a/Tm6oTUJECBAoBsCdS7QnyXXTlwRvhv7TCsJECDQSYGVXHHvoenxzVfY6+1XuL7VCRAgQIBAnwSGZ38692ef9qy+ECBAgMCaBGoW6H7JoUnNAj0kcZ2IICgECBAgMF6BlQyAPmS8TVEbAQIECBCYe4Hm3J91XrRj5l4DAAECBAjMg0DNAt0nuU5S5wJ9b6IQIECAAIGxCjgEfqycKiNAgAABAiMLNLM/L0kNzTnRRq7MigQIECBAoCMCw+cCfVHa7FygHdlxmkmAAIEuCSx3Buj307lXTaiDX5lQvaolQIAAAQJdEKjZnxslZn92YW9pIwECBAiMU+CwVFazQHdJzAIdp6y6CBAgQIAAgZkIHJ2t1uymI2aydRslQIBAOwVq9udfkrry+w3a2UStIkCAAAECExWogc/6nPCzxCzQiVKrnACBjgnU+ZHr+bGeJ5URBRwCPyKc1QgQIECAwBgFnp+6avbnhxLn/hwjrKoIECBAoDMCNQv050nNAn1YZ1qtoQQIECDQCQEDoJ3YTRpJgAABAj0W2D59e1zi3J893sm6RoAAAQKLCjgX6KJEFiBAgACBUQUMgI4qZz0CBAgQIDAegebcnzX788fjqVItBAgQIECgkwIfSKvNAu3krtNoAgQItFvAAGi794/WESBAgEC/Bcz+7Pf+1TsCBAgQWJ6AWaDL87I0AQIECCxRwADoEqEsRoAAAQIEJiDQnPvzw6nb7M8JAKuSAAECBDonULNA/zepc4E+tHOt12ACBAgQaKWAAdBW7haNIkCAAIE5EKjZn3slde7P/eagv7pIgAABAgSWImAW6FKULEOAAAECyxIwALosLgsTIECAAIGxCZj9OTZKFREgQIBAzwTen/7ULNDrJGaB9mzn6g4BAgRmIWAAdBbqtkmAAAEC8y4wPPvzZfOOof8ECBAgQGA1AbNAVwPxIwECBAisTMAA6Mr8rE2AAAECBEYReF5W2ij5z+RHo1RgHQIECBAg0HOB4VmgD+l5X3WPAAECBCYsYAB0wsCqJ0CAAAECqwlcJT879+dqKH4kQIAAAQKrCdQs0JcPHntxblet9ns/EiBAgACBJQsYAF0ylQUJECBAgMBYBOrcnxsnZn+OhVMlBAgQINBjgUPTt18kdS5Qs0B7vKN1jQABApMWMAA6aWH1EyBAgACBywTM/rzMwj0CBAgQILCYwOrnAvX5dTExvydAgACBNQp4AVkjiwcJECBAgMBEBOrcnzX784jEuT8nQqxSAgQIEOiZQJ0LtGaBXjcxC7RnO1d3CBAgMC0BA6DTkrYdAgQIEJh3gZr9+fjkkmS/ecfQfwIECBAgsESBC7Pc8LlAfYZdIpzFCBAgQOAyAS8el1m4R4AAAQIEJikwPPvzh5PckLoJECBAgEDPBJpzgZoF2rMdqzsECBCYloAB0GlJ2w4BAgQIzLPAdum82Z/z/Beg7wQIECCwEoHhWaAvSkU+x65E07oECBCYQwEvHHO403WZAAECBKYu0Mz+/Ei2bPbn1PltkAABAgR6INDMAr1e+vLgHvRHFwgQIEBgigIGQKeIbVMECBAgMJcCNfvzCYlzf87l7tdpAgQIEBiTQM0C3X9Q14tz67PsmGBVQ4AAgXkQ8KIxD3tZHwkQIEBglgLDsz9/MMuG2DYBAgQIEOi4wCFp/y8Ts0A7viM1nwABAtMWMAA6bXHbI0CAAIF5EjD7c572tr4SIECAwKQFhs8FahbopLXVT4AAgR4JGADt0c7UFQIECBBoncBz06KNk48mZn+2bvdoEAECBAh0UGB4FuiDOth+TSZAgACBGQgYAJ0Buk0SIECAwFwIDM/+fOlc9FgnCRAgQIDA5AWcC3TyxrZAgACB3gkYAO3dLtUhAgQIEGiJQM3+3CQx+7MlO0QzCBAgQKA3Au9LT+pcoLsmZoH2ZrfqCAECBCYnYAB0crZqJkCAAIH5Fbhyuu7K7/O7//WcAAECBCYrYBboZH3VToAAgd4JGADt3S7VIQIECBBogUAz+/Njacv3W9AeTSBAgAABAn0TqFmgxyc1C/SBfeuc/hAgQIDAeAUMgI7XU20ECBAgQKBmfz4xuSRx7k9/DwQIECBAYDICw7NA98kmfLadjLNaCRAg0AsBLxK92I06QYAAAQItEnhx2lLn/jT7s0U7RVMIECBAoJcCw7NA9+hlD3WKAAECBMYiYAB0LIwqIUCAAAEClwpcL//WuT8vSmogVCFAgAABAgQmJ3BBqm5eb1+Z+5tOblNqJkCAAIEuCxgA7fLe03YCBAgQaJvAgWnQesnbkh+3rXHaQ4AAAQIEeijwgfTpm8kOyfN72D9dIkCAAAECBDoocHTaXOfFO6KDbddkAgQIrE3gbvllPb+dkWy7tgX9jgABAgQIEBirwG6p7eLkz8nVx1qzyggQIDB7gUPShPqc4VQfK9gXZoCuAM+qBAgQIEBgIFCzPg8Y3H9Jbk8d3HdDgAABAgQITF7gG9lEzQTdOHnN5DdnCwQIECDQNQEDoF3bY9pLgAABAm0UeFIatWvys+QtbWygNhEgQIAAgZ4L1OHvNQP0Qcmte95X3SNAgACBZQoYAF0mmMUJECBAgMBqAtvk530Gjz0zt3VBBoUAAQIECBCYrsBJ2Vwz+/Og3F93upu3NQIECBBos4AB0DbvHW0jQIAAgS4IvDSNrEHQzyX/1YUGayMBAgQIEOipwGvTrxoI/YfkET3to24RIECAwAgCBkBHQLMKAQIECBAYCNRh709ILkpq9qdCgAABAgQIzE6gDoF/3mDzr8jtprNrii0TIECAQJsEDIC2aW9oCwECBAh0TeDANLgugPS25Mdda7z2EiBAgACBHgoclj59M9kh2buH/dMlAgQIECBAoAMCR6eNlyRHdKCtmkiAAIG1Cdwtv6znszOSbde2oN8RIECAAAECUxXYLVu7OKkZoVef6pZtjAABAuMXOCRV1ueOPcZf9fzUaAbo/OxrPSVAgACB8QnUrM/XDap7SW5PHdx3Q4AAAQIECMxe4BtpwvuTjZPmwkizb5UWECBAgMDMBAyAzozehgkQIECgwwJPStuvl/wseUuH+6HpBAgQIECgrwJ1+HvNAH1Qcpu+dlK/CBAgQGBpAgZAl+ZkKQIECBAg0AjUFd/3HfzwjNxe0PzCLQECBAgQINAagboafDP786DcX7c1LdMQAgQIEJi6gAHQqZPbIAECBAh0XGC/tH/r5LPJpzreF80nQIAAAQJ9FnhtOlcDoTdPHtnnjuobAQIECKxdwADo2n38lgABAgQIDAvsmh8en1yUPHP4F+4TIECAAAECrROoQ+CfN2jV/rndtHUt1CACBAgQmIqAAdCpMNsIAQIECPRE4PXpR10A6a3JMT3pk24QIECAAIE+CxyWztVFkXZI6rygCgECBAgQIEBg4gJHZwuXJEdMfEs2QIAAgfEK3D3V1fPXGckVx1u12ggQIECAAIEJCtwydV+c/CXZaYLbUTUBAgQmIXBIKq3PIXtMovJ5qdMM0HnZ0/pJgAABAisRqFmfBwwq2De3p62kMusSIECAAAECUxX4Zrb2/mSjpLkw0lQbYGMECBAgMFsBA6Cz9bd1AgQIEOiGwJPTzOslxyV1+LtCgAABAgQIdEugDn+vc4I+MLlNt5qutQQIECCwUgEDoCsVtD4BAgQI9F2gDnffZ9DJZ+T2gr53WP8IECBAgEAPBepq8K8e9Oug3K7bwz7qEgECBAgsIGAAdAEYDxMgQIAAgYHAfrndOvlscuTgMTcECBAgQIBA9wRemyafmNw8eWT3mq/FBAgQIDCqgAHQUeWsR4AAAQLzIHD9dHKv5MKkZn8qBAgQIECAQHcF6iJIzxs0/xW53ay7XdFyAgQIEFiOgAHQ5WhZlgABAgTmTeDAdLgugFTn/Tx23jqvvwQIECBAoIcCh6VPX0+2T+q8oAoBAgQIECBAYOwCR6fGS5Ijxl6zCgkQIDBegXukunq+Oj2p84AqBAgQIECAQD8EbpFuXJzUjNCd+tElvSBAoMcCh6Rv9blkjx73ceJdMwN04sQ2QIAAAQIdFFg/bT5g0O6X5Pa0wX03BAgQIECAQPcFvpUuHJpslNR5QRUCBAgQ6LmAAdCe72DdI0CAAIGRBJ6Uta6bHJe8ZaQarESAAAECBAi0WaAOf/9z8q/JbdvcUG0jQIAAgZULGABduaEaCBAgQKBfAnW4+z6DLtWFj+oCSAoBAgQIECDQL4GT051XDbp0UG7X7Vf39IYAAQIEhgUMgA5ruE+AAAECBNZZZ78gbJ18JjkSCAECBAgQINBbgTrdzYnJ3yd7JgoBAgQI9FTAAGhPd6xuESBAgMBIAjfIWo9PatbnM0eqwUoECBAgQIBAVwTqIkjPGzR2/9xu1pWGaycBAgQILE/AAOjyvCxNgAABAv0WODDdW5W8NTm2313VOwIECBAgQCAChyVfT7ZPXpAoBAgQIECAAIEVCxydGi5JjlhxTSogQIDAeAXukerq+en0ZJvxVq02AgQIECBAoMUCt0jbLk5qRujOiUKAAIE2CRySxtTnlD3a1KiutcUM0K7tMe0lQIAAgUkIrJ9KXzeoeN/c1iCoQoAAAQIECMyHwLfSzRpg2Ch5zXx0WS8JECAwXwIGQOdrf+stAQIECKxZ4Ml5+DrJT5M6/F0hQIAAAQIE5kugDn8/J/nX5Hbz1XW9JUCAQP8FDID2fx/rIQECBAisXeCK+fU+g0Xqwkd1ASSFAAECBAgQmC+Bk9PdVw+6fFBufVaer/2vtwQI9FzAk3rPd7DuESBAgMCiAi/LElslRw6y6AoWIECAAAECBHopcEB69evkZskje9lDnSJAgMCcChgAndMdr9sECBAgcKnADfLvXknN+nzWpY/4hwABAgQIEJhXgboI0vMGnX9FbjebVwj9JkCAQN8EDID2bY/qDwECBAgsR+D1WXhV8pbkJ8tZ0bIECBAgQIBALwU+mF59LblKUucFVQgQIECAAAECyxY4Omtckhyx7DWtQIAAgfEK3DPV1fPRack2461abQQIECBAgECHBf4hbb84qRmhOycKAQIEZilwSDZen1v2mGUjur5tM0C7vge1nwABAgRGEVg/K9V5vqrsm5x+6T3/ECBAgAABAgTWWefbQagBh42S1wIhQIAAge4LGADt/j7UAwIECBBYvsBTssp1kjrs/W3LX90aBAgQIECAQM8F9k7/zkkekNyu533VPQIECPRewABo73exDhIgQIDAagLb5ucXDx57Zm7rAkgKAQIECBAgQGBY4Df54VWDBw7Krc/OwzruEyBAoGMCnsQ7tsM0lwABAgRWLLBfatgq+VTy6RXXpgICBAgQIECgrwKvS8d+ndws2TNRCBAgQKCjAgZAO7rjNJsAAQIERhK4YdbaK6lZn88aqQYrESBAgAABAvMiUBdBeu6gs/vndvN56bh+EiBAoG8CBkD7tkf1hwABAgTWJvD6/HJV8ubkp2tb0O8IECBAgAABAhE4PPlqcpXkBYlCgAABAgQIEFhU4OgscUlyxKJLWoAAAQLjFbhXqqvnn9OSrcdbtdoIECBAgACBHgvcPH27ODk3uUaP+6lrBAi0U+CQNKs+x+zRzuZ1o1VmgHZjP2klAQIECKxMYP2sfsCgin1ze8bKqrM2AQIECBAgMEcC30lf35dsmLx2jvqtqwQIEOiNgAHQ3uxKHSFAgACBtQg8Jb/bJflJ8ra1LOdXBAgQIECAAIE1CdTh7+ck9092X9MCHiNAgACB9goYAG3vvtEyAgQIEBiPwLapZp9BVc/IbV0ASSFAgAABAgQILEfgN1n4lYMVDsqtz9LL0bMsAQIEZizgSXvGO8DmCRAgQGDiAi/LFrZMPpV8ZuJbswECBAgQIECgrwKvS8dOSP4ueVRfO6lfBAgQ6KOAAdA+7lV9IkCAAIFG4Ea587ikZn0+q3nQLQECBAgQIEBgBIG6CNLzBuvtn9vNR6jDKgQIECAwAwEDoDNAt0kCBAgQmJrAgdnSquTNyU+ntlUbIkCAAAECBPoqcHg69tVku6TOC6oQIECAAAECBP5G4Og8cklyxN/8xgMECBAYr8C9Ul0935yabD3eqtVGgAABAgQIzLHAzdP3i5OaEXqNOXbQdQIEpiNwSDZTn2v2mM7m+rkVM0D7uV/1igABAvMusEEADhgg7JvbM+YdRP8JECBAgACBsQl8JzW9L9kwee3YalURAQIECExMwADoxGhVTIAAAQIzFHhKtr1Lcmzy9hm2w6YJECBAgACBfgrsnW79Kbl/cvt+dlGvCBAg0B8BA6D92Zd6QoAAAQL/J3Cl3Lx4gPHM3NYFkBQCBAgQIECAwDgFTkllrxpU+Prc+mw9Tl11ESBAYMwCnqTHDKo6AgQIEJi5wMvSgi2T/0o+M/PWaAABAgQIECDQV4HXpWMnJH+XPKqvndQvAgQI9EHAAGgf9qI+ECBAgEAjcKPceWxyQfKs5kG3BAgQIECAAIEJCNRFkJ47qHf/3G4+gW2okgABAgTGIGAAdAyIqiBAgACB1gjUIWirkjcnx7WmVRpCgAABAgQI9FXgP9KxryTbJS/sayf1iwABAgQIEFiewNFZ/JLkiOWtZmkCBAgsKnDvLFHPL6cmWy+6tAUIECBAgAABAuMR+PtUc3FSM0KvNZ4q1UKAAIG/ChySe/U5Z4+/PuLOsgXMAF02mRUIECBAoIUCNeBZsz6r7JOccek9/xAgQIAAAQIEJi9Qkzzem2yYvDvxOTsICgECBNoksF6bGtPTtvwh/Vp3Qn3bdkL1qpYAAQJdE3hLGnzV5KvJ27rWeO0lQIAAAQIEOi/w7PTgX5LdkzoP+WsThQABAgQIzI3ARelpTVWeRLqI6BD4Lu41bSbQboGHpnn1HHt2cs12N1XrCBAgQIAAgR4L3DV9q/ckdSj8jXrcT10jQGC6Ag6BH4O3GaBjQFykitvl9wcn1xla7re5XwOjCgECBAisTGDHrP6mQRVPy+0vV1adtQkQIECAAAECIwscmTXrqJR/Sw5N/iE5P1EIECBAgMBcCNS56b6ZNLNA95+LXq+5k2aArtnFowQILF+gTi/yuaSeWz+2/NWtQYAAAQIECBAYu8AmqfFnSb0/ec3Ya1chAQLzKGAG6Dzu9Q73eYu0/dikXghr9uedknksBkDnca/rM4HJCNSMz3pO/V1y5clsQq0ECBAgQIAAgWUL3DJrXJjU5746J6hCgACBlQgYAF2JnnVnInCrbLVeBOsD+8lJDYrOWzEAOm97XH8JTEZg11T756SeT+81mU2olQABAgQIECAwssBLsma9Tzk+2TxRCBAgMKqAAdBR5aw3U4GDsvV6Iay8YKYtmc3GDYDOxt1WCfRJYP105jtJPY++s08d0xcCBAgQIECgNwJ1vY1vJ/V+5T2JQoAAgVEFDICOKme9mQpsmq0DEGaVAABAAElEQVTXRTrqhfDUZLNknooB0Hna2/pKYDICL0+19Rxaz6Xz9hw6GVG1EiBAgAABApMQuG4qbY5Yue8kNqBOAgTmQsAA6Bh28xXGUIcqlidwThZ/SFIXQnpbco1EIUCAAIGlCeyWxZ6fXJw8IvlTohAgQIAAAQIE2ihwXBr1nEHD3pHb7drYSG0iQIAAAQIExi9gBuj4TdVIYF4Eagb9z5Oa/fmKeem0fhIgQIAAAQKdFlg3rf9MUu9fPtHpnmg8AQKzEjADdAzyZoCOAVEVBAgQIDAVgddnK9dOvp+8JFEIECBAgAABAm0XqIHPRydnJPdI9koUAgQIEJiygAHQKYPbHAECBAiMJHD3rPW45Lzk4cn5iUKAAAECBAgQ6ILAyWnkEwcNPTC31+pCo7WRAAECfRIwANqnvakvBAgQ6KfAtunWuwZd2zu3P+5nN/WKAAECBAgQ6LHA4enbB5I6pU8dzroqUQgQIEBgSgIGQKcEbTMECBAgMLLA27PmVZIvJgeNXIsVCRAgQIAAAQKzFXhSNn9ScqukLuqoECBAgMCUBAyATgl6TJtZP/XsOJQxVasaAgQItFZgz7TsfslZSd2v82gpBAgQIECAAIEuCpyZRu+Z1PuZfZObJQoBAgQITEFgvSlswybGJ3DjVPWdoerqioLTKHXevX9LxrG9XQYN3nwaDbcNAgQ6LbBTWv/vgx48Obe/7nRvNJ4AAQIECBAgsM46XwjCG5KnJXUo/N8n5yYKAQIECBAgMBCoF8f6trDJtGAOHdpms+2V3tYLv0KAAIGFBOoIhaOSeq75UKIQIECAAAECBPoisFE6cmxS73Oc3qcve1U/CExOoL4sqeeLPSa3if7XbAZo//fxOHr46FTy6mQcp0x4duqp/7SfSBQCBAgsJPCs/OL2ySnJExZayOMECBAgQIAAgQ4K1IzP+kz0jeSpSX02MkEkCAoBAgQIECiBGrDebij1WNfK69Pg+ubi6V1ruPYSIDA1gRtlS/XBoJ4r7jq1rdoQAQIECBAgQGC6Ai/I5ur9zonJVtPdtK0RINAhATNAx7CzxjGjbwzNUMUSBS7Mcr8byhJXsxgBAgQ6I7BBWlqn3dgweWtyZKIQIECAAAECBPooUEfZfT3ZMXlzHzuoTwQIEGiLgAHQtuwJ7SBAgACBEnh5Uhd8+3lSp8xQCBAgQIAAAQJ9FbgoHXt4ck7y0ORBiUKAAAECExAwADoBVFUSIECAwEgCu2etOvdn82HgzyPVYiUCBAgQIECAQHcEfpGmPmPQ3LfkdofuNF1LCRAg0B0BF0Ga/b6qF7htkk0GqfPenZX8MTktqZ8VAgQI9F1g83TwvUl9MffS5JuJQoAAAQIECBCYB4F3ppP3Tu6eHJzcJalzgyoECBAgQKCzAvUh/0nJ15Ia5KwXtoVyQX733aTOg1cvhusmXS8ugtT1Paj9BCYjUG/267nw24kv5yZjrFYCBAgQIECgvQLbpWl/SOr90JPb20wtI0BgBgIugjQDdJscXaBe0OrE1osNei40GFqP/yipgdAuFwOgXd572k5gMgL3TbX1HFeHvF93MptQKwECBAgQIECg9QLeE7V+F2kggZkIGAAdA7tZNmNAXEIVW2eZzyU3Glq2Puyfkvw6qW/6/pKcl9Q+2SjZIrlaslNSV0OucsPk40mdI++gRCFAgEDXBerLoXcMOvGc3B7X9Q5pPwECBAgQIEBgRIGPZL33JHsmhya3Si5MFAIECBAg0HqBTdPCOty9Bjwr30oenFwpWUpZPwvdJnl7cn7S1HO33O9iMQO0i3tNmwlMTuATqbqe1z6T9OE0H5OTUjMBAgQIECAwDwI1Eeb4pN4f1XnRFQIECJgB6m+gEwKPSiubQcvDcr8u8DFqqUHPZhD0h7m/krpGbcNK1zMAulJB6xPoj8Be6Uo9P56e1AXhFAIECBAgQIAAgXXW2T0IFyV1TYhbAiFAYO4FDIDO/Z9ANwDemWbWB/wfJDWbc6XlqamgGVC91korm8H6BkBngG6TBFooUM9ff0rq+exBLWyfJhEgQIAAAQIEZinwmmy83if9LNlklg2xbQIEZi5gAHQMu6CLMwjH0O2pVlGHr1epwzzrG7yVlv8cquA6Q/fdJUCAQFcEVqWh9SJepwj5QHJ4ohAgQIAAAQIECFwm8KLcraP+dkkOuOxh9wgQIEBgFAEDoKOoLW+dHQeLn7i81RZc+rT8phlI3XjBpfyCAAEC7RV4fppWJ/U/KXlSe5upZQQIECBAgACBmQnUqc8entTtE5O7JAoBAgQIjChgAHREuGWs9ovBsvVhfxzl1qmkOZT+e+OoUB0ECBCYosDNsq19kzqka8/kzEQhQIAAAQIECBD4W4GaAVozQau8O7nipff8Q4AAAQLLFjAAumyyZa9w9GCNOsfd7Ze99uVX2Co/vm7wUF005PjL/9pPBAgQaLXARmldHfpeX+K8IflCohAgQIAAAQIECCwsUJ//vpxsn7xt4cX8hgABAgQIzFbgWtl8HbZQs51qptPjkw2S5ZabZoVvJVVPZf+ki8VFkLq417SZwHgEDko19fx1bFKDoQoBAgQIECBAgMDiAjtnkbOSeh9Vh8UrBAjMl0BNIqn//3vMV7fH29v1xlud2tYgUIfAvyB5bbJlUt/a1f0vJd9Pjk9+l/wlOTepfVIDA1skV0uuneye3DBpymdz58XND24JECDQAYE7p41PTeocxvXCXc93CgECBAgQIECAwOICv8oi9T7qPckbk/os+etEIUCAAAECrRN4VFr056RG7VeSI7P+NklXixmgXd1z2k1gdIGtsuqJST33vXD0aqxJgAABAgQIEJhrgSPS+3o/9d/JunMtofME5kvADND52t+96O2V0os6dP2UZDmDoDVT6qPJPZKuFwOgXd+D2k9g+QLvzyr1nPe1ZNXyV7cGAQIECBAgQIBABLZNfpvU+6pnJgoBAvMhYAB0DPvZIfBjQFxGFX/IsjX7qbJzsluyS1KHu9fh8ZsndXjon5I/JnX4fJ0r7wdJPaYQIECgawJ1AbiHJuckD08uShQCBAgQIECAAIHlC5yaVR6TfDJ5RfKZ5JhEIUCAAAECBFomYAZoy3aI5hCYoMAOqfv0pGYpPG6C21E1AQIECBAgQGCeBN6eztb7q+8lo1xgd56s9JVAHwTMAB3DXrzCGOpQBQECBAgQWF2gzkt1cLJ1UrMU3pkoBAgQIECAAAECKxeow9//N7lp8tKVV6cGAgQI9F/AAGj/97EeEiBAYBYCT8pG/zmpQ7UeO4sG2CYBAgQIECBAoKcCdWqhRyR1aqHnJrdNFAIECBBYi4AB0LXg+BUBAgQIjCRw3az1msGae+X2dyPVYiUCBAgQIECAAIGFBL6eX7wqqc/070s2SxQCBAgQWEDAAOgCMB4mQIAAgZEE6uJ6hyYbJ+9JPpIoBAgQIECAAAEC4xeow9+/m1wjOWj81auRAAEC/REwANqffaknBAgQaIPAi9OImye/Sp6aKAQIECBAgAABApMRuCDV7pGcm9TV4e+VKAQIECCwBgEDoGtA8RABAgQIjCRwy6z1wuTi5JHJ2YlCgAABAgQIECAwOYGfpOrnD6qvi05eeXKbUjMBAgS6K2AAtLv7TssJECDQJoFN0phDklXJ65IvJwoBAgQIECBAgMDkBd6QTXwhqcHPGgRVCBAgQGA1AQOgq4H4kQABAgRGEjgga+2S/DB50Ug1WIkAAQIECBAgQGAUgUuy0p7JmUkdBl+HwysECBAgMCRgAHQIw10CBAgQGEngrlnricl5SZ2H6vxEIUCAAAECBAgQmJ7ASdnUkwabqwsiXXN6m7YlAgQItF/AAGj795EWEiBAoM0C10vj6qrvVeoCSD+69J5/CBAgQIAAAQIEpi3wgWzw8GSz5GPJlolCgAABAhEwAOrPgAABAgRGFdg+K3462Sb5aFLn/lQIECBAgAABAgRmJ/CEbPrY5IZJvT/bMFEIECAw9wIGQOf+TwAAAQIERhLYPGt9Ktkp+Xry0KSu/q4QIECAAAECBAjMTqDOA3qX5OTkDsl7k3UThQABAnMtYAB0rne/zhMgQGAkgfWz1hHJTZPjknsmf0kUAgQIECBAgACB2QucmCbcLTkreVDiKJ0gKAQIzLeAAdD53v96T4AAgeUK1AyCdyf/mPw2qRkGpyUKAQIECBAgQIBAewR+mKbcN6mLUz4jeWaiECBAYG4FDIDO7a7XcQIECIwk8KqsVVd6PzupmQW/ShQCBAgQIECAAIH2CXwxTdozuSQ5IKnZoAoBAgTmUsAA6Fzudp0mQIDASAJPzlrPTS5IHpB8L1EIECBAgAABAgTaK3BYmvacpI7iqfOB3iFRCBAgMHcCBkDnbpfrMAECBEYSuF/W+vfBmo/N7WdHqsVKBAgQIECAAAEC0xaoc4DW+7i6InxdGb6uEK8QIEBgrgQMgM7V7tZZAgQIjCRw26z1/qReM16QvC9RCBAgQIAAAQIEuiNQ5wD9ULJlcmSyY6IQIEBgbgQMgM7NrtZRAgQIjCSwa9b6WLJR8pbklYlCgAABAgQIECDQLYGL09yHJ19OavCzBkG3ShQCBAjMhYAB0LnYzTpJgACBkQS2z1r15nibpA6XekqiECBAgAABAgQIdFPgvDT73skxSR0GX+/v6rB4hQABAr0XMADa+12sgwQIEBhJYIusVYOfOyVfSx6a1MwBhQABAgQIECBAoLsCZ6bpd01OTm6fvC+pCyQpBAgQ6LWAAdBe716dI0CAwEgC62etI5KbJMcl90z+kigECBAgQIAAAQLdFzgxXahB0LOSByZ1kSSFAAECvRYwANrr3atzBAgQWLZAzQA4OLlz8tvkLsnpiUKAAAECBAgQINAfgR+lK/dNzk+ekdRFkhQCBAj0VsAAaG93rY4RIEBgJIFXZa2HJWcnd0t+lSgECBAgQIAAAQL9E/hiuvTI5JLkgORBiUKAAIFeChgA7eVu1SkCBAiMJFAXOXpuckFy/+R7iUKAAAECBAgQINBfgQ+ma89J6iig9yV3SBQCBAj0TsAAaO92qQ4RIEBgJIEa8DxosOZjcvu5kWqxEgECBAgQIECAQNcE6hyg9T5wg6SuDH+jRCFAgECvBAyA9mp36gwBAgRGErht1jo0qdeEvZNDEoUAAQIECBAgQGB+BOocoB9KtkyOTHZMFAIECPRGwABob3aljhAgQGAkgV2z1seTjZK3JHUOUIUAAQIECBAgQGC+BOo8oA9PvpRcNfl0slWiECBAoBcCBkB7sRt1ggABAiMJ7JC16s3t1slHkjoHqEKAAAECBAgQIDCfAuel2/dJjklukNTh8BsmCgECBDovYAC087tQBwgQIDCSwBZZ61PJ1ZOvJQ9NLk4UAgQIECBAgACB+RU4M12/a3JycvukTo1UF0hSCBAg0GkBA6Cd3n0aT4AAgZEE6gT3RyQ3SX6a3DM5N1EIECBAgAABAgQInBiCGgQ9K/nX5MBEIUCAQKcFDIB2evdpPAECBJYtUN/gH5zcOTkluUtyeqIQIECAAAECBAgQaAR+lDt1OPz5ydOTZyUKAQIEOitgALSzu07DCRAgMJLAq7NWHe5+dnK35IREIUCAAAECBAgQILC6wFF54BFJXSDptcmDE4UAAQKdFDAA2sndptEECBAYSaAucvSc5ILkfsn3E4UAAQIECBAgQIDAQgKH5xfPTuooovcmd0wUAgQIdE7AAGjndpkGEyBAYCSB+2etg5L6Bv/RyecThQABAgQIECBAgMBiAnUO0NcndR75jyQ3ShQCBAh0SsAAaKd2l8YSIEBgJIHbZa1Dk3rO33twPzcKAQIECBAgQIAAgSUJ1DlA/yPZMjkyuVqiECBAoDMCBkA7s6s0lAABAiMJXD9rfSzZKHlzUucAVQgQIECAAAECBAgsR6COIqrzgX4puWpSg6BbJQoBAgQ6IWAAtBO7SSMJECAwksAOWavenG6d1OFKT00UAgQIECBAgAABAqMInJeV7pP8OLlBUl+yb5goBAgQaL2AAdDW7yINJECAwEgCW2StGvy8evLVpK78fnGiECBAgAABAgQIEBhV4MyseNfkpGT35JDEuEIQFAIE2i3giard+0frCBAgMIpAc4L6G2flnyb3Ss4dpSLrECBAgAABAgQIEFhNoAY/axD0rORfkwMThQABAq0WMADa6t2jcQQIEFi2wLpZ4+DkTskpyV2S0xOFAAECBAgQIECAwLgE6jD4Ohy+Dot/WvLsRCFAgEBrBQyAtnbXaBgBAgRGEnhN1qrD3c9O7packCgECBAgQIAAAQIExi1wVCp8ZFIXSKr3oA9JFAIECLRSwABoK3eLRhEgQGAkgadmrfr2/YLkfsn3E4UAAQIECBAgQIDApAQOT8XPSuoopPckd0wUAgQItE7AAGjrdokGESBAYCSBB2St1yf1Dfyjk88nCgECBAgQIECAAIFJC9R70MrweegnvU31EyBAYFkCBkCXxWVhAgQItFLgdmnVoUk9p+89uJ8bhQABAgQIECBAgMBUBGoWaM0G3TL5VHK1RCFAgEBrBAyAtmZXaAgBAgRGErh+1vpYsmHypuTViUKAAAECBAgQIEBgmgJ1FFKdD/So5KrJp5OtE4UAAQKtEDAA2ordoBEECBAYSWD4zeURqeFpI9ViJQIECBAgQIAAAQIrF6grwteV4X+cDH9Jv/Ka1UCAAIEVChgAXSGg1QkQIDAjgWtmu3Wezzq86CvJw5KLE4UAAQIECBAgQIDArATOyobvmpyU1GmaPppskSgECBCYqYAB0Jny2zgBAgRGEtg9a30zuV7yw+TeybmJQoAAAQIECBAgQGDWAjX4WYOgf0juknwtqS/vFQIECMxMwADozOhtmAABAiMJPDprfS7ZNvmv5LbJ6YlCgAABAgQIECBAoC0CdRj8LZNjkhsk9eV9zQhVCBAgMBMBA6AzYbdRAgQILFugnq8PSP5fskFyYHKv5OxEIUCAAAECBAgQINA2gePToFsl9aV9fXlfp2+qL/MVAgQIECDQe4HXp4d1hcCn976nOkhgfAKbp6pPJvV/5/zEG8cgKAQIECBAgAABAp0QqC/yX5fUe9lKfalfjykECCxN4JAsVv939lja4pYiQKANAgZA27AXtKFLAtdIY+sQonrBq/Mo1fk/FQIECBAgQIAAAQJdE3hMGlxf5tf72vpyv77kVwgQWFzAAOjiRosu4VuXRYksQIAAgZkJ1HmSvpXUeZOOTeo8Sl9OFAIECBAgQIAAAQJdE6hTOf1jcmpy96QujrRzohAgQGDiAgZAJ05sAwQIEBhJ4FFZq86TVOdL+lRS50/6ZaIQIECAAAECBAgQ6KpAfZlfX+rXl/s3TOrL/rqop0KAAIGJChgAnSivygkQILBsgXpefk3y7qQudnRQcs/kj4lCgAABAgQIECBAoOsC9aV+fbl/ZHKl5AvJnolCgAABAgR6I+AcoL3ZlToyAYE6D9InkjovUp0f6bGJQoAAAQIECBAgQKCPAqvSqebzYb3/rUkAJmn1cU/r00oFnAN0pYLWJzADgeYFzlXgZ4Bvk60W2Dmt+1FSb/7qvEi3TxQCBAgQIECAAAECfReoL/2biyPVZAAXR+r7Hte/5QoYAF2u2BqW9+3KGlA8RIAAgSkL3Cbbq/Mf1XmQfpLcIvlSohAgQIAAAQIECBDou8C70sF/Sk5L7pF8Ndk5UQgQIDA2AQOgY6NUEQECBEYSeGTW+u+kzn/06WS3xMWOgqAQIECAAAECBAjMjUB9+V8XR6rJADdKanJATRJQCBAgMBYBA6BjYVQJAQIEli1Qz7+vTt6T1MWO/j2pb7xd7CgICgECBAgQIECAwNwJ/CI9rskANSmgJgfUJIGaLKAQIECAAIHOCTgHaOd2mQZPQGCz1PnxpM73Wec7elyiECBAgAABAgQIECCwzjp1caSDknqvXKlJAyZvBUGZWwHnAJ3bXa/jXRYwANrlvaft4xDYKZX8MKk3c3WeozskCgECBAgQIECAAAEClxeoSQLNxZE+lvs1iUAhMI8CBkDHsNd9izIGRFUQIEBgiQK3znJ1PqM6r1FzsaOjcl8hQIAAAQIECBAgQODyAu/Mj/+cnJ7cK6mLI9VkAoUAAQLLFjAAumwyKxAgQGAkgUdkrTqP0ZWTzyS3Suo8RwoBAgQIECBAgAABAmsWOCoP3yL5aXLjpCYT1KQChQABAssSMAC6LC4LEyBAYNkC9Tz7quS9yYbJG5K7J2clCgECBAgQIECAAAECaxdoLo5UkwhqMkFNKqjJBQoBAgQIEGitgHOAtnbXaNgEBOo8RR9N6nyfFySPTxQCBAgQIECAAAECBJYvUBdHqskE9d668srEpK4gKL0XcA7Q3u9iHeyjgAHQPu5VfVqTwNXz4A+SenNWFzu6Y6IQIECAAAECBAgQILAygZpUUJML6n12TTZwcaQgKL0WMAA6ht3r25IxIKqCAAECqwnU+T2/ndR5iup8RbdMvpgoBAgQIECAAAECBAisTODtWb25ONK9c/8rSU0+UAgQILCggAHQBWn8ggABAiMJPDxr1WBnnZ/os8luyf8mCgECBAgQIECAAAEC4xGo99s1yeC45CZJXRypJiEoBAgQWKOAAdA1sniQAAECyxZYN2u8InlfUhc7elNyt8TFjoKgECBAgAABAgQIEBizQE0yqMkGNelgu6QGRfdIFAIECBAgMHMB5wCd+S7QgAkIbJo6P5JcktT5iJ6QKAQIECBAgAABAgQITF6gLo70xqTei1dqUkJNTlAI9EXAOUD7sif1Y64EDIDO1e6ei85eLb38flJvtk5P7pQoBAgQIECAAAECBAhMV6AmITQXR6rJCTVJQSHQBwEDoGPYiw6BHwOiKggQmFuBOuSmLnZ0k6TOP1TnIfrvRCFAgAABAgQIECBAYLoCb8vm7pKckdwnqYsj1WQFhQABAusYAPVHQIAAgdEEHpbVjkrqfEOfS2ow9OeJQoAAAQIECBAgQIDAbAS+kM02F0e6ae7XZIV6n64QIDDnAgZA5/wPQPcJEFi2QF3g6NXJoUndf3NSFzs6M1EIECBAgAABAgQIEJitQE1KqEHPzyc1WeGo5LGJ84IGQSFAgACB6Qg4B+h0nG1lMgL3SLW/SJqLHf3bZDajVgIECBAgQIAAAQIEViiwXtZ/U9JcHOmruX+zFdZpdQKzEHAO0Fmo2yaBFQoYAF0hoNVnInCdbPXIpHnz9MPcv+1MWmKjBAgQIECAAAECBAgsR6BOXXVKUu/lL0renlwxUQh0RcAAaFf2lHYSGBIwADqE4W7rBTZLC1+VnJfUG6Y6ofpTk1WJQoAAAQIECBAgQIBANwQ2TzMPSM5P6n396UkdzeV9fRCU1gsYAG39LtJAAn8rYAD0b0080k6Bh6ZZJyfNN8Xvyv0rtbOpWkWAAAECBAgQIECAwBIErpdlPpPUe/zKD5LdE4VAmwUMgLZ572gbgQUEDIAuAOPh1gjU1SL/J2neFH0992/emtZpCAECBAgQIECAAAECKxW4byr4ZdK8539/7l91pZVan8CEBAyATghWtQQmKWAAdJK66l6JwDZZ+S1JnReo3gj9NtkzcbXIICgECBAgQIAAAQIEeiawUfqzT/LnpN7//yl5frJBohBok4AB0DbtDW0hsEQBA6BLhLLY1ASukC09ITktqTc+dV6gA5MtEoUAAQIECBAgQIAAgX4LXD3d+3DSzAb9ee7frd9d1ruOCRgA7dgO01wCJWAA1N9BmwTqSu7fS5o3O5/N/V3b1EBtIUCAAAECBAgQIEBgKgJ3ylZ+nDSfDT6Z+9eeypZthMDaBQyArt3Hbwm0UsAAaCt3y9w1aof0+NCkeXNzfO7fb+4UdJgAAQIECBAgQIAAgWGB9fLD05Mzk/qscF7yimTTRCEwKwEDoLOSt10CKxAwALoCPKuuWKDO5/Pc5Oyk3tDU+X5ekmycKAQIECBAgAABAgQIECiBKyfvTi5O6nPDScmDE4XALAQMgM5C3TYJrFDAAOgKAa0+ssBds+bPknoDU/nPZKdEIUCAAAECBAgQIECAwJoEbpEHv5k0nyG+lPs3XtOCHiMwQQEDoBPEVTWBSQkYAJ2UrHoXErhWfvHxpHnTcmzu/+NCC3ucAAECBAgQIECAAAECQwLr5v6jk98l9ZniwuRNydaJQmAaAgZAp6FsGwTGLGAAdMygqltQYJP85uXJuUm9UTkreWayXqIQIECAAAECBAgQIEBgOQJbZuGDkguS+nzxh2Sv5AqJQmCSAgZAJ6mrbgITEjAAOiFY1V5O4IH56cSk3pjUeXsOTrZLFAIECBAgQIAAAQIECKxE4AZZ+QtJfdaoHJ3cOlEITErAAOikZNVLYIICBkAniKvqdW4Ug6OS5s3It3P/lolCgAABAgQIECBAgACBcQo8IJWdkNRnj5p08b5k+0QhMG4BA6DjFlUfgSkIGACdAvIcbmKr9PkNSZ2Pp96A/D55bOJwlCAoBAgQIECAAAECBAhMRGDj1Lpf8pekPof8MXl2sn6iEBiXgAHQcUmqh8AUBQyAThF7DjZVA5w10Fnn36k3HHU+nhoIrQFRhQABAgQIECBAgAABAtMQuEY28tGkPpNUfpr8c6IQGIeAAdBxKKqDwJQFDIBOGbzHm9stfftO0rzJ+GLu37DH/dU1AgQIECBAgAABAgTaLVCDnjX42XxG+Uju1+CoQmAlAgZAV6JnXQIzEjAAOiP4Hm32KunLe5I6z069sfh1Uhc9UggQIECAAAECBAgQIDBrgTr8vQ6Dr8Ph6/NKHR5fh8lvkigERhEwADqKmnUIzFjAAOiMd0CHN79l2v7c5Kyk3kicm7ws8UYiCAoBAgQIECBAgAABAq0SqIkb70uaiRt1waQ9kg0ShcByBAyALkfLsgRaImAAtCU7okPNuHXa+p7kz0lzKMnHcv+aiUKAAAECBAgQIECAAIE2C9TnmaOT5rNMXb/ggOS6iUJgKQIGQJeiZBkCLRMwANqyHdLS5myTdj0tOSZp3ijUN6efS5xMPAgKAQIECBAgQIAAAQKdEbhCWvqo5HtJ8/mmbo9KHpZslCgEFhIwALqQjMcJtFjAAGiLd04LmrZ72nBoUufJad4YnJL7r0jM+AyCQoAAAQIECBAgQIBApwX+Ia1/R3J20nzmOS3367Py9ROFwOoCBkBXF/EzgQ4IGADtwE6achO3zfaelQxfLfGi/Hxkct9kvUQhQIAAAQIECBAgQIBAnwQ2S2f2Sr6dNAOhdfuV5JHJxolCoAQMgPo7INBBAQOgHdxpE2jyuqnzTskHk/OS5gX/pNzfL9kpUQgQIECAAAECBAgQIDAPAn+XTr41aS74Wp+PzkjemNw4UeZbwADofO9/ve+ogAHQju64MTV7u9TzvOTnSTPoeWHufyK5Z7IqUQgQIECAAAECBAgQIDCPApuk049Ovp40n5fq9huDxzfNrTJ/AgZA52+f63EPBAyA9mAnLrMLNduzLlz04eT8pHkhPyH390l2TBQCBAgQIECAAAECBAgQuEzgRrlbM0BrJmjzGapmiNZM0ZslyvwIGACdn32tpz0SMADao525SFe2z+9fmPwyaV6wL8j9jyR3S66QKAQIECBAgAABAgQIECCwsECdC/QRSZ0btPlcVbffSeocopsnSr8FDID2e//qXU8FDID2dMcOulWDmjW4WYOcNdjZvEDXIOgLkhoUVQgQIECAAAECBAgQIEBg+QK7ZpX6TF1XjW8+a52d++9M6urySj8FDID2c7/qVc8FDID2cwfXYez7JnVYe/NCXIe7fyipw9/rMHiFAAECBAgQIECAAAECBFYusGGqeGhyVNJ8/qrb7yf/lmyZKP0RMADan32pJ3MkYAC0Pzt7Vbpyr6QuYFQXMmpeeH+e+3WhoysnCgECBAgQIECAAAECBAhMTuA6qfq1ye+T5jPZObl/cHKrROm+gAHQ7u9DPZhDAQOg3d/pO6UL+yUnJc0L7Hm5f1hyp8RszyAoBAgQIECAAAECBAgQmKLABtnWA5PPJxcnzWe1H+X+U5OtE6WbAgZAu7nftHrOBQyAdvMPYL00+37JkclFSfNi+tPcf1aybaIQIECAAAECBAgQIECAwOwFrpUmvDL5bdJ8dvtL7tdA2u0SpVsCBkC7tb+0lsClAgZAu/OHcI009dFJPdn+Lhl+4Tw0P++eKAQIECBAgAABAgQIECDQToH106yayPLpZHgiy//m57cmNWPUqcuC0PJiALTlO0jzCKxJwADomlTa8VhdyOjhybuTXyXNgGdz++M89rTEoRNBUAgQIECAAAECBAgQINAhgZ3T1pclJyfNZ7zmtg6Tf0Nyn2SbRGmXgAHQdu0PrSGwJAEDoEtimspCV8lWHpy8PakLFzUvfs3tqXnsw8mTkl0ThQABAgQIECBAgAABAgS6LbAqzd8t2Tv5bFIXTGo+A9ZtzRT9bnJAcvdki0SZrYAB0Nn62zqBkQQMgI7ENpaVrpha6vCHNyXHJMMvcnX/jORjydOTmyQuZhQEhQABAgQIECBAgAABAj0WqMPk67yg+yRHJecmw58VL8zP30jqnKL/lGySKNMVMAA6XW9bIzAWAQOgY2FcUiVbZql7Jgcm30+GrwRYL2hnJ3VRo+ckN0+ukCgECBAgQIAAAQIECBAgML8CG6Xrd0pennw1OT8ZHhCtn/8neWlyh2TDRJmsgAHQMfjWlZ0VAgT6IbBZunHb5I6D3Cy3q5Km1FX/vpZ8Mfnv5NtJfZunECBAgAABAgQIECBAgACBEqgZoPV5sVJl06RmiA5/zqzPnZV9klp+9c+ZF+QxhUCrBAyAtmp3aAyBZQlsnKVvnTQvRLfI/eH/0/XNXH1jVwOela8n9ZhCgAABAgQIECBAgAABAgSWIlDnCP30ILV8nRP09knzObROn1YzRisvS2r5ryQ1gFqfQ+t8onVeUYXATAWGB0tm2hAbJ0BgUYENssQtk3phqReb3ZLhww1qNmcNcjYDnjX4WbM+FQIECBAgQIAAAQIECBAgMA6BP6aSTwxS9dVV4++Q1GfU+qx6/eRfBsnNOmclX07qc2oNiv4wuSRRCExVwADoVLltjMCyBOpQgxsnd0jqheQ2Sc36bMrFuXN00nyzVudh+VPzS7cECBAgQIAAAQIECBAgQGDCAqen/iMGqU1tl9whqc+wNSi6S1LXpqhUOS35UlKfY+sz7E8TRyoGQZmsgAHQyfqqncBSBLbPQtcbyq6D+zvmdt2kKfUtWX1b1nxz9uXcP7P5pVsCBAgQIECAAAECBAgQIDBjgd9l+4cPUk25atIMhtaA6M7J/QbJzaWHx/8ytzUQ+pPBbd0/LqnBVYXAWAQMgI6FUSUEFhVYP0tcO7lu0gxwNoOeWyyw9nl5vJ70v5LUoOdRyamJQoAAAQIECBAgQIAAAQIEuiBwchp5yCDV3p2TZkC0rmNxzaRmiTYzRXP3r+X3uVeDoavnhDxWR0QqBJYsYAB0yVQWJLAkga2yVDOwOXx7rTy+0P+3OgRg9Sf0+rm+BfOkHgSFAAECBAgQIECAAAECBHoh8Kv04t2DVIdqslANfg5/fm7uXzmPV3ZPhsu5+aEmC63+OfpneezPwwu6T6ARWGhApvm9WwIE/lZg3Tx09aR5Uh6+vcrfLn7pIzWQ+ctk+Am6md5vVucCaB4mQIAAAQIECBAgQIAAgV4LXJDeHTvI6h2tw+eHP2/X/Tqish6vq89XhkudNq5mhw5/7m7u16H5yhwLGACd452v64sKbJQlrpOs/oRbh7FvssDa5+Tx+tapnmSbAc66X4/VIe0KAQIECBAgQIAAAQIECBAgsLjAyVmk8oXVFt0sPw9/Tm9OM3ftPL7zIHfJ7XCp62cMf0ZvBkZrotKFwwu6308BA6D93K9d6NXeaeTjW9rQ7dOu5rycNdtzTaW+WVpT6v/U9QdZ03oeIzBOgeY53Av2OFXVNW6Beh6tv9WaCX/RuCtXH4ExClwhda1K6jm1XuMVAm0V8Prf1j2jXcMCXv+HNdyflkC9ftcV5evvb/XU6epuNUhu/lqa1/zf5pGz/vpou+7s0K7mdLM1zYtnN1uv1V0U+NWg0c25PLrYh2pz82Ta1fZrd78E6gO7QqDtAjW45H1H2/eS9pXABhgIdETA639HdtScN9Pr/5z/AXSg+/XZvkpNhKq0tdRA7QltbVwX2tXs6C60VRv7I1AXBKoTHbe1vDQNe2DyxuTItjZSuwhE4PBk86T+Xv+UKATaKHDTNOoVyfeSF7axgdpEYCDwlNzeNfH670+i7QJe/9u+h7SvBLz++zvoikDz+r9vGvwfLW50fd47qcXta33TzMRo/S7qZQN/0fJe1blBqvw4MQB6KYV/WirQHPr++bTvjJa2UbMI1Intq5yWeE69lMI/LRW4z6BdXv9buoM0668CXv//SuFOiwW8/rd452ja5QSa1/86BL7OC6r0VKCmoysECBAgQIAAAQIECBAgQIAAAQIECBDopYAB0F7uVp0iQIAAAQIECBAgQIAAAQIECBAgQKAEDID6OyBAgAABAgQIECBAgAABAgQIECBAoLcCBkB7u2t1jAABAgQIECBAgAABAgQIECBAgAABA6D+BggQIECAAAECBAgQIECAAAECBAgQ6K2AAdDe7lodI0CAAAECBAgQIECAAAECBAgQIEDAAKi/AQIECBAgQIAAAQIECBAgQIAAAQIEeitgALS3u1bHCBAgQIAAAQIECBAgQIAAAQIECBAwAOpvgAABAgQIECBAgAABAgQIECBAgACB3goYAO3trtUxAgQIECBAgAABAgQIECBAgAABAgQMgPobIECAAAECBAgQIECAAAECBAgQIECgtwIGQHu7a3WMAAECBAgQIECAAAECBAgQIECAAAEDoP4GCBAgQIAAAQIECBAgQIAAAQIECBDorYAB0N7uWh0jQIAAAQIECBAgQIAAAQIECBAgQMAAqL8BAgQIECBAgAABAgQIECBAgAABAgR6K2AAtLe7VscIECBAgAABAgQIECBAgAABAgQIEDAA6m+AwN8K/HHw0Fl/+yuPEGiVQP2tnp/8pVWt0hgClxdonkub59bL/9ZPBNoj0PyNNrftaZmWELi8gNf/y3v4qZ0CXv/buV+06m8Fmtf95vZvl/AIAQIEeiqwefp1j2RVT/unW/0RuF66cvP+dEdPeizwT+nbdj3un671Q8Drfz/24zz0wuv/POzlfvTR638/9mPfe+H1v+97WP8IECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAnMvcOUIvC75n+QPyR+THycHJNdNFAJtEbh7GvL+5FvJGcnvki8nb09umigE2ipw6zTsouTUtjZQu3ovsCo9fEzy+eSEpJ5DP5Psk9w8UQi0VcDzZ1v3zHy364rp/v7Jp5NfJH9OjkmOSJ6RbJAoBNog4LN+G/aCNhAg0AqBx6UVZyWXLJA/5fF/SRQCsxS4Zjb+uWShv9N6/MLk35NNE4VAmwS2TmOOS+rv1ABom/bM/LTlqunqj5KFnkMvyO/2mB8OPe2QgOfPDu2sOWrqU9PX+hJpoefUevynyR0ShcAsBXzWn6W+bRMg0CqBmk13cdK8eH8w95+YPDp5a3J+Ur+r24cmCoFZCGyUjf4waf5Oa9bngcljk3oD+t6kPrw3v6+fFQJtEdgiDakZy83fpwHQtuyZ+WlH/Q3+YOhv8Hu5v1/y+KRm1Nespfr7rPcDT0oUAm0R8PzZlj2hHcMCD8sPzWt63X4q2Tt5ZPKypGaBNr+v59frJwqBWQj4rD8LddskQKCVAtukVWcm9QJdh2XeI1m9/F0eOCepZWqA6eqJQmDaAm/KBps3knWYUf3trl5ukgd+mzTLPWD1BfxMYAYCt8o2j02av8u6NQA6gx0x55s8YOhv8PDcX/2wzNvmseb9QL3W75AoBGYt4Plz1nvA9tckcI08WKcKq9fzmiByn2T1sn4eeEPSvPbXl071mEJgmgI+609T27YIEGi9QM2ea16YD1pLa180tNyL17KcXxGYhMB6qbROw1B/q6cn2yULlXvlF83f9JELLeRxAlMQqNMw1PNqfbnU/E02twZAp7ADbOKvAvUB6Oyk/v7qvJ+rD37moUtLfQna/I2+5P8e8i+BmQh4/pwJu40uUaBmejbPlfuvZZ065/Lw0R+3XMuyfkVgEgI+609CVZ0ECHRWoAaImhfwv19LL24/tNxha1nOrwhMQmC3VNr8nR68yAaukN83g6V1mLxCYBYC9SHnl0nzd1uDoPUh6ZTBYwZAA6FMTaAOc2/+FuuD+9pKna+ulv1NYrbS2qT8blICnj8nJavecQnUkUjNc+pOi1T6vKFl6xRjCoFpCvisP03tFm6rPhgrBAhcJnDv3K3Dhus8Nt+97OG/uVfnX2pKfYBXCExToP7+PpfU+ZSOXmTDdf663w+WuVJuN1xkeb8mMAmBmklXh8hVqYGkf0xemNRFuqrUByeFwLQE6jDipny2ubPA7ecHj2+f2zsusIyHCUxSwPPnJHXVPQ6BOt3SN5Ljkl8vUuHw56YdF1nWrwmMW8Bn/XGLqo8AgbkQGD6HzZ3nosc62VWBLdPwGgStAaafdLUT2t15gboAQs3yfEEy/AXSifm5/jb/kCgEpiXQzOqsmciLzep8XJapv9HKMxOFwLQFPH9OW9z2JinwulTePKc+aJIbUjeBFQj4rL8CPKsSINAvgcekO82A0km5v9iHp371Xm+6JvCcNLh5o/nerjVee3sjcKP0ZLM19MYA6BpQPDRxgZp5XM+Li81Uqob8y2DZWv4d9YBCYMoCnj+nDG5zExPYPDUPX5yzOTJkYhtUMYERBHzWHwHNKgQI9EfgKulKXT37+UkdFt8MJtVJvHdIFAJtFahDNpurGNdMp9u0taHaNbcCBkDndtfPrON1MZnmdfzbS2jFzYaW//ASlrcIgWkJeP6clrTtjEvgNamoef6t84YqBNog4LN+G/aCNhAg0BqBvdKS5sW6ua1ZIzW4pBBoq0Ad+v79pPmbPbCtDdWuuRbwAX6ud/9MOl9fXDbPi19eQgt2HVr+U0tY3iIEpiXg+XNa0rYzDoE9U0nz3HtW7l9tHJWqg8AYBHzWHwNiV6q4Qlcaqp0EZiiwc7Z9XlKHu9cLd5V60f5F8spk3UQh0CaBjdOYjyV1Qa8qP0vqgjMKAQIE5l2gDsFsyrnNnbXc1ut/UzZp7rglQIAAgSUL3DNLvnNo6Wfkfg3gKwTaILBzGuGzfhv2hDYQINAKga3SilWDltQ57B6TnJE032K+a/A7NwTaILBtGvG1pPn7PCH3nWOpDXtGG9YkYAbTmlQ8NkmBa6by5vnxv5ewoesMLe+QzSWAWWRqAp4/p0ZtQysQ2DPrnp80z7v7raAuqxKYhIDP+pNQbWmd67W0XZpFYJwCNROuGcBcU711CFydk2ahUudQbMqfcuf/Jd9Mjk42SGpA9O3JUs4llsUUAmsUqCthPnyNv7nswSfkbs1EXqhcO784MqnbKscndx7c1s8KgXEIjONvdRztUAeBUQTqdbwpGzV31nI7vEwdtqkQIECAwNIE9s1iLxla9KWr/Tz0K3cJzEzAZ/2Z0dswAQKTELgglTbfOq7p9rARN1qHvzf1vW3EOqxGoBGoQ9Sbv6eFbq/bLLyG293y2O+H6vhO7m+3huU8RGClAiv9Wx3evhlMwxruT0OgThHSPMf+eAkbvO3Q8sOHcC5hVYsQmKiA58+J8qp8BQLrZd13J81z7YW5//gV1GdVArMQ8Fl/FuoT3qZzgE4YWPW9FvjSUO92GbrvLoFpC9w3G6xDOa802HBdqOP2ye8GP7shQIAAgf8T+EtufjPAqPN5L1aGl/ntYgv7PQECBOZcYIv0v96HPmrgcE5u75PU0XIKgS4J+Kzfpb21xLbWtzMKgb4LNIcDL9TPemGuUl8I7Jxcc3D/s7ldWxkeXNp0bQv6HYElCLwpyxy6yHInr+H39Y36W5LmC6235v5TkosShcAkBEb9W51EW9RJYBSBY7NSXQ2+PqjXF0d/SBYqw19wOtXNQkoeJ0CAwDrrbBuEzyfNRThPyf26AFKdNkwhMGsBn/VnvQdsnwCBVgnUYXF1Rdg6XOP0ZLEvCPYYLFvLOwQ+CMrUBfbMFi9O6m+wbp+ZKAS6JOAQzi7trf609eXpSj1vVu6/SLc+N7Ss04osguXXUxXw/DlVbhtbRKAuJPPdpHlu/VHuD8+gX2R1vyYwcQGf9SdObAMECHRNYPiDzt0XaXwd3tG8yD9ukWX9msC4BW6YCi9I6m+wZns+IlEIdE3AB/iu7bF+tPem6Ubz+v3RtXTp6vldc/Visz/XAuVXMxHw/DkTdhtdQOCwPN48r34r97dZYDkPE5ilgM/6s9S3bQIEWidQV9luXryPz/06PG5NZXi5E7JAfeupEJimwJezseZvdZ9pbti2CIxRwAf4MWKqalkCdaG4eg6t2fN1RMfqpWaK1KlwmufZB6y+gJ8JzFjA8+eMd4DN/1XgzrnXPFfWOZav8tffuEOgXQLDn+GPT9N81m/X/pl4a9ad+BZsgEC3BOr/RM3svMug2XWesDqs+H+SmgWy6+DnPXNbpT443Sn5Uv2gEJiSwCOynfcOtlV/g59O6o3nUsojs9BpS1nQMgSmIFAf4HdMTk2ai3hNYbM2QWCd3WLwtaRe9+t5dJ/kA8lJyS2T/ZPdkyrfSG6T1HIKgbYIeP5sy56Y73ZskO7/MLnugOFnuf354P5iN5/JAm9cbCG/JzBGAZ/1x4ipKgIE+iFQJ/D+QdJ8k1m3dYjxeas9dlZ+flSiEJi2wNezweG/z+Xcr8EmhUBbBOoDfP39ru0iNG1pq3b0T+CB6dKfkuHn0OaQ9+ax+iBf7wsUAm0T8PzZtj0yn+35l3S7eb5c7u275pNMr2cs4LP+jHeAzRMg0D6BugDS05Mzk9VfzOvD0YeTqyYKgVkI1OD76n+XS/3ZAOgs9phtLiTgA/xCMh6flkCdT7nO73lhMvw8Wl96vj65YqIQaKOA58827pX5a1MdKTf83Lmc+wZA5+/vpS099lm/LXtiyu2oKcAKAQILC1whv7pmUoe+1/nAjknq0I4LEoUAAQIECBDoh8Am6cZNk6snv0yOS+rLJoUAAQIECBDop4DP+v3cr3pFgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA4PICW+TH3w7lvpf/9aI/HTNY96RFl7TAmgSeOPCrfXD/NS0wxsc+P9hWm/fVtwdtPG6M/V6oqlX5xY4L/dLjBAgQIECAAAECBAgQIECAAAEC/7+9ewHarSrrAO6Fi+ItPSImiYJclIuXSM0wRDLJSB2UUkMT06FJ1Ax0UHAaxky85ZRmykgCQ1IKjCYqZQbjLRzwEihe0UOAoIECAqJg2vOnvWSxZ++X7zvnbyTNBgAAFMpJREFUcM4H57dm/uy111p7v/v9va8zp6e93+/2IXCvehs/75JC3KplvLXLhmNvWMYxlt4kcOjgl8/ggJuGb5XeF4fXWsmf1erhGq+4VQRuOunjq3tO5SU3DekRIECAAAECBNa/wJ3W/0t6RQIECBAgQIDARi+wVQm8Y6NXAHB7FnhavblPVR5+e36T3hsBAgQIECBw2xDY5LZxma6SAAECBAgQIHC7E3hWvaOTKqfc7t6ZN7TSBV5cF7hF5da8S/XeHULuvNUIECBAgAABAhtMQAF0g9F7YQIECBAgQIDAHf6+DD5RuZwFgfUocNp6fC0vRYAAAQIECBDY4AIegd/gH4ELIECAAAECBDYygW/V+/3C8J7vV1uPwm9kXwBvlwABAgQIECBAYP0KuAN0/Xp7NQIECBAgQIBAHjs+sPK5ymaVP6icXMnj8Gvb8lhzHm9+bOVhlfzW6Fcr51bOqCx63H6vmn92Je1Vlfzhpmz3rVxb+VjlrysXVo6q5BHnMyvHV7auPKOyV+VxlW9W8nofrZxVaW376uSvsD+xsnvlokr+SM5rK/nDPIta/pr4cyuPrDx0SN7v+ZVvVP6r8q7KTyq3ZtulTv7yyqMr+evmX6nkty5PrJxXWWrbtBb+cSXnyXt6UCV/lT3v4+OVD1bG7Sk18PRh8F9qe0t3cv56rTlwWP+R2p469P+qtqsqP6ocMoxNbXauwf0qzXu76v9PJZ9v8s+Vsyt927t28p3esRt8dvV3G/bfWtt8XuMWg/0r2T6iks8xFskxlfzhMI0AAQIECBAgQIAAAQIECBAgQGCFCqSY+PMhKUimHVFpYykqbZnBmXZZjWftDTPzGU7R6cJKO+fU9kM1f//KVDu4Btsx+cM1F3T7bTwFu7QULjN2bCUFwUuG/baubXO9e1bSUhi9stLm+u21NZ7i3lxLMfesSn/MVP9rteYxEyc5tDv2gIn5pQ6lcPiz7lz9NVxd4/tWvjjML/qs8n5yF3B//Lif4mKKzH1LEbGt+3Q/MdN/f7c+hdbWVlcn57miDYy2KTYfVvlxpb3e1PanNZ+ieH9TxZ/dwjFPqPm+3al2Dq9cX5l6jYzlfx9Pr2gECBAgQIAAAQIECBAgQIAAAQIrVOBedV2tuNMKoCka5S7QNn7Sgmu/bFg3V1R7aneenC93Zr6h8uLK0ZWLK+118nuj21TG7eAaaGs+1vVT5Mp4ipT3qKS1AmiKkjlf5lMEfU/lLZXc1dnOdWn1cwdgCoQpHubcb6y8t5LCVlv37epvXhm3X6uBvhB3Ru0fUXlR5ZWVYyv9fO6iTFGtb+uiAPqmOmG71v+t/smV3D15ZOWTlczF6pqhP/dZPaHmc+dlO9fZ1X9dJe/nbypfq7S5C6qf707fPlc7mY/ltv3EqJ/jrqtk7ZdHc6uH8StG4203761dw/er/7bKyyoHVVIEzl2ZbT7bAyqt7V2dd1ZOr7Q1nxrGMr5DpW8fqZ22Li7/UHlpJZ9t/jcRxzb/59XXCBAgQIAAAQIECBAgQIAAAQIEVqDAVAE0l7lrJY/6tgJP7uKcaosKoKvqgDwenHPkLrqpIlHuJMzdn+11PlD9cesLoFl3fmXfSoqSuauyv7ZWAG3nSwGvb5vWzr9V2ny2KbalONa3X66diytt3dP6yaF/Yjf/pxPzGdqm0t+F+nujdWtbAN2tztcKwVdV/ymj82f3FZUURtt7yfpx26QGUoxsa3LMuFh7lxo7tlvz1ur3LUXtdnwKwXMtBdW2Lq/Tt9W1k7mpAuhONZ7iauZTrM93Z9zuWAN/WWnnT1F23J5fA20+362plsJ4W5Oi6rg4mmP2rHyvknXXVB5Q0QgQIECAAAECBAgQIECAAAECBFaYwFwBNJd5eKUVgVLovF8GRy3jWTN1V+E/DnOZf0tlrqUomaJme60UN/uWIlWbSyFvj35y1O8LoB+uuRTExu1JNdDOl+3LxwuG/dxV2NaNi7cpdqWom/kzK4vaYTXZzvOa0cK1LYD+U3funGuuHVcT7RqmCqAv6eZzp+Oi9p81mXPl/T+0W5iCZLvjNQXKufaJmsjx+c5sNVq0epibKoC+Y5jLsfuMjut3U8y9utJeY/wdeP4wl/l8t8Ztixq4sJL5H1V2rMy1J9dE1iUnzC0yToAAAQIECBAgQIAAAQIECBAgsOEEFhVAU0g6u9IKPKdMXOZlw/xUATSPKOfYH1ZWVRa159Rke50TRwv7AuhZo7nxbl8A/c3x5LC/dW3ba+WOwrvOrNurW/e3ozX3rP0nVl5UmXuddsh+1Wmvd1QbHLZrUwDN55NCYc4d67tX5tpONZHicdZOFUBTsGzXmLtfF7X9a7Ktfe1oYV+Q3X00l90HV9pdnLnzd9xW10DOPVUA3bnGn1k5pDK+O7WGbtbOqb12jZvfbOYOd3h+NzdVAH1WN3/06Nip3S8P6+O62dQCYwQIECBAgACBOYFb+kfN3HHGCRAgQIAAAQIE1o1ACjoHVnKnX9ozKnk0eClty1p0n2HhZ2ubAt2ilrs1W+vvKmxjbXt+6yxh+/mZNf21XFJrrptZd203Pi5s/bDmzqgcU/lUt67vpkD5uEr/WHrG1lV7RJ3ol4aT5b1es+DEX6+5Obs719x2w7Gra3vp0J/b9EXo8aPhx3YHPbfrt27G2h2Z/do2v2j7lZo8pZJH71NEnWop3v5h5b7d5HLNd+yO/UzXn+s2jzhuO7fIOAECBAgQIEBgSmC5/1CZOocxAgQIECBAgACBtRM4rw4/svL64TR/V9sU/vLbh4vaw7rJC7r+XPfqmkhhclUlBagUyX5eGbdvjgdm9n9S43l8ear1571kasEwNldkmzokdzs+qpKCYK4/2b6yWaVvrfjXj61pP8W+1i5unQXbrMl1jduDaqBd5wOqv5RztXOMC6Afr4mLKg+spFj+ikruPG3teUMndw5/uA2uwTbfkz0q+Z4189zlOvUzDcs1799Tfrrh9ZVFLXcDt5ZjU2zWCBAgQIAAAQJLEthkSassIkCAAAECBAgQuLUF3lQvkMe4H11J4emdldwNuqj1hbYUxJbSUnjL+e82bC+fOGipxbn+7s2J0/xiqC/O/WJwGZ3c0XhYZdeZY/LTAN+upDi3rtuW3Qkv6fpz3bnPYfvugDwunp8IWGp7yGhhisbHV15TuX/ltyofq6Q9ptK+F++tfmyW27apA46o/FElf5Rpql1Yg/lph2RNWu/RGy/lXGOPpRxjDQECBAgQILARC2yyEb93b50AAQIECBAgsJIEUiR8QSWPWadAlmJoHjM+sTLXftBNtMe0u6HJboqfreUR86mWAttS2lLXLeVcc2tSiHtdNxmn8yvnVvIblMknK3tWTq2k9Xef/v/Imv/36u7QpRjP/fu6Lxbnce4TuvPeUneqiHlcHZQCaFoKxK0A2u7+zPix+c8yW+5OjWfuWG0tvxX6pUqs457rz/Zzld0racs17z2OrONzZ/JS22eWutA6AgQIECBAgEAE5v6BRocAAQIECBAgQGD9C5xXL3lk5ajhpd9e29OH/tTmm93gg7v+XHfTmkiBK+2qyvU39lbuf3JnYyt+/rT6r668u5JrH7f+Eek7jSfXYv+73bHbdP25bl847Nd8o9+pfn7mYG3at+rgVvjdr/q5UzNG7fdjv1D9FCmX295XB7T3kGL8QZWca6qtjXk8njScNAXV06ZewBgBAgQIECBAYF0IrMt/HK6L63EOAgQIECBAgMDGLvDmAkhBKO0+lXdV5n5f8fyaa3fe5fHwuXU1dWPLmvbvvxy70ttTuws8svpvqUwVP7OsL06uy/8nf4rSKSym7VxZZJy5ucez83ucV1bSdqukGL2obVGT+1R2qtx1ZuF7hvG71/bJlb0r9x3Gjhu2y9nk+7bHcMAPa7tnZa74GeP+91GXa94XhH91eM1Fm0fV5GMrW1UWfQaLzmGOAAECBAgQ2EgF2j+AN9K3720TIECAAAECBFacQHsU/ifDlT29tqtmrvK6Gj9nmMvvPj5zZl0bPrx1avuBrr9Suyl4tfYfrTOx3azG9u/G79z117abx7/PGE6S4uYzFpww/n1RcLz0s8NACpovHU+O9v+k9v+18rXKcZWpdnINXjNM5C7Q3x/619f2xKG/nM2ja3ErLp5Z/bk/cJVzPq2SwmtrY/N8j1sbz2W8WaT/4so90plp8TqtkmO+W3lYRSNAgAABAgQIECBAgAABAgQIEFhBAveqa8mdmslXl3hdh3XHtGPbnYj9KXLXX5vPI/Fb95NdP3dT/qyStT+ubFfp28G1087zwn5ion/RsDZ3Nc61zWuinS/FtLm2e020de8cLUqBr80dNJpruymundKty/pj2uSwPbSbP2A0t5TdFKHbdaQgOfVX0HP3ZD7btm7qs3p4zWc8a66u7FKZajvV4OWVdq52V+bU2rzXrMv6fB7pn1RZ1FbXZNaluNu3XWsn48kFlRSWp1qu59pKW5vtr4wWpiDb5l83mmu77+/WvLv6U4XSrH17t+7fM6ARIECAAAECBAgQIECAAAECBAisLIE1KYCmGJQ73loRKdupolreaQpebV2KYM+rpCCVc+xWeWOlFT+z7mWVcTu4Bto5XjieHO1fNKzNa821dVEA7a8pxbpc97bDC+ZR7xTZTq20627bDw5r2mZtC6A5T87Zzn9h9VMUzed6z8q+ldWVzDfnuc/qbcO6rL2u8orKDpXceZk/svSCyiWV9lonVX9RSzGyrW3b3110QM2tHo6Jad/yfbm00s6T97xPJZ9lnhzLo+qHVK6qtDVt+8ga69tv1E6bS7E3RdB8DnmvrT2wOn0h9dO1v1clpu27mztZ23myNnepagQIECBAgAABAgQIECBAgAABAitMIIWyVsTJXYJLbXnUN0WyduxcUW1Vrenvlmzrb+iOzVgeS/6LylTri40rpQCaotsnKu39tO13aqwVGjP25crjK3k8OvsXV3Jsa+uiAJqi3Mcr7RqyjWfSxj5a/fcN+7GfanerwaMr7Zi2zU8etH7b5m7HFB9vqX29FrRjYpPi4aK2uiazflwAzTG/Xeltsy4FzCsr7TXy3lJU713Hd+jeteb/uzumHZvH3fu2d+2M1+X1x9/dPNb/O/2B+gQIECBAgAABAgQIECBAgAABAitHYE0LoHkHr6y04tFcAbS90+dU5/zKuICV4z5UeXxlrq3EAmiuNb8NeVSlLwQ3j0tr/FWVTStpJ1TaXAprrfWFugPa4Bps80j4qyvfq7TXyTa/w3lsJfPZZiwFvEUthcZzK/lssr5PPsPcCbpJZSktBu34NyzhgNXD+qkCaA5/QuXzw5p23mxTpD29kruK0x5SafOfvHHk5v/ZsXbPrqR42da9/eZLbtzLZ/yuyg8qbV3bxuf4yg4VjQABAgQIECCwRgJ3XKOjHESAAAECBAgQILCSBVJQyu855hHj71S+Ubmscltud6+L376SolsKZV+qXF7ZEC13Ze5S2bZyQeWcSgp1a9LuUgc9tJICXz6jb1dyB2uK2Buy5f9O2KYS73tX8tunudN0Td5nvFIM/X7lu5VF7+0BNZ/v7t0qsUiurmgECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgRUr8H81PpsNANu6dgAAAABJRU5ErkJggg==)
# yaxs="i" locates the axes at the limits of the data
pnorm(1.0) # by default, mean=0 and SD=1
## [1] 0.8413
## Footnote Code
## Additional examples
pnorm(0) # .5 (exactly half the area is to the left of the mean)
## [1] 0.5
pnorm(-1.96) # .025
## [1] 0.025
pnorm(1.96) # .975
## [1] 0.975
pnorm(1.96, mean=2) # .484 (a normal distribution with mean 2 and SD 1)
## [1] 0.484
pnorm(1.96, sd=2) # .836 (sd = standard deviation)
## [1] 0.8365
qnorm(.9) # 90th percentile; mean=0 and SD=1
## [1] 1.282
## Footnote Code
## Additional examples:
qnorm(0.841) # 1.0
## [1] 0.9986
qnorm(0.5) # 0
## [1] 0
qnorm(0.975) # 1.96
## [1] 1.96
qnorm(c(.1,.2,.3)) # -1.282 -0.842 -0.524 (10th, 20th and 30th percentiles)
## [1] -1.2816 -0.8416 -0.5244
qnorm(.1, mean=100, sd=10) # 87.2 (10th percentile, mean=100, SD=10)
## [1] 87.18
## Other continuous distributions
## Different ways to describe distributions
## Sec 3.3: Simulation of Random Numbers and Random Samples
set.seed(23286) # Use to reproduce the sample below
rbinom(10, size=1, p=.5)
## [1] 0 0 0 0 1 0 1 0 1 1
## Sampling from discrete distributions
rbinom(10, size=1, p=.5) # 10 Bernoulli trials, prob=0.5
## [1] 1 1 1 0 0 1 1 1 1 0
rbinom(25, size=4, prob=0.5)
## [1] 3 2 1 2 1 1 2 1 4 2 2 2 1 2 3 2 4 2 2 3 2 2 2 2 3
set.seed(9388)
rpois(20, 3)
## [1] 3 3 4 1 2 2 3 1 1 4 3 0 1 1 3 1 0 4 5 2
## ss 3.3.1: Sampling from the normal and other continuous distributions
options(digits=2) # Suggest number of digits to display
rnorm(10) # 10 random values from the normal distribution
## [1] -1.01 0.59 -0.74 -0.85 -0.42 1.87 2.18 0.01 0.64 1.92
## Footnote Code
## The following gives a rough equivalent of the figure:
set.seed (21) # Use to reproduce the data in the figure
par(mfrow=c(2,3))
x <- pretty(c(6.5,13.5), 40)
for(i in 1:5){
y <- rnorm(50, mean=10, sd=1)
hist(y, prob=TRUE, xlim=c(6.5,13.5), ylim=c(0,0.5), main="")
lines(x, dnorm(x,10,1))
}
par(mfrow=c(1,1))
![plot of chunk unnamed-chunk-1 plot of chunk 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)
runif(n = 20, min=0, max=1) # 20 numbers, uniform distn on (0, 1)
## [1] 0.16 0.33 0.61 0.34 0.95 0.24 0.93 0.49 0.59 0.38 0.21 0.85 0.53 0.46
## [15] 0.95 0.47 0.12 0.72 0.97 0.53
rexp(n=10, rate=3) # 10 numbers, exponential, mean 1/3.
## [1] 0.440 0.153 0.094 0.054 0.324 0.024 0.045 0.311 0.576 0.149
## Exercises at the end of this chapter explore further possibilities.
## ss 3.3.2: Simulation of regression data
options(digits=3)
n <- 8; x <- seq(1,n); sigma <- 2.5; b0 <- 2; b1 <- 3
error <- rnorm(n, sd=sigma)
y <- b0 + b1*x + error
t(data.frame(x,y))
## [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8]
## x 1.00 2.0 3.0 4.0 5.0 6.0 7.0 8.0
## y 8.14 5.3 11.3 14.3 21.2 19.1 22.4 23.1
roller.lm <- lm(depression ~ weight, data=roller)
roller.sim <- simulate(roller.lm, nsim=20) # 20 simulations
matplot(roller$weight, roller.sim, pch=1, ylim=range(roller$depression))
points(roller, pch=16)
![plot of chunk unnamed-chunk-1 plot of chunk 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)
## ss 3.3.3: Simulation of the sampling distribution of the mean
## Function to generate n sample values; skew population
sampvals <- function(n)exp(rnorm(n, mean = 0.5, sd = 0.3))
## Means across rows of a dimension nsamp x sampsize matrix of
## sample values gives nsamp means of samples of size sampsize.
samplingDist <- function(sampsize=3, nsamp=1000, FUN=mean)
apply(matrix(sampvals(sampsize*nsamp), ncol=sampsize), 1, FUN)
size <- c(3,10,30)
## Simulate means of samples of 3, 9 and 30; place in dataframe
df <- data.frame(y3=samplingDist(sampsize=size[1]),
y9=samplingDist(sampsize=size[2]),
y30=samplingDist(sampsize=size[3]))
## Simulate source population (sampsize=1)
y <- samplingDist(sampsize=1)
densityplot(~y3+y9+y30, data = df, outer=TRUE, layout = c(3,1),
plot.points = FALSE, panel = function(x, ...) {
panel.densityplot(x, ..., col = "black")
panel.densityplot(y, col = "gray40", lty = 2, ...)
})
![plot of chunk unnamed-chunk-1 plot of chunk 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)
## Footnote Code
## Use strip.custom to customize the strip labeling
doStrip <- strip.custom(strip.names = TRUE, factor.levels = as.expression(size),
var.name = "Sample size", sep = expression(" = "))
## Then include the argument 'strip=doStrip' in the call to densityplot
## ss 3.3.4: Sampling from finite populations
## For the sequence below, precede with set.seed(3676)
sample(1:9384, 15, replace=FALSE)
## [1] 850 7077 8261 9379 3601 105 4963 6488 5651 8913 2022 9348 9165 9375
## [15] 920
## For the sequence below, precede with set.seed(366)
split(sample(seq(1:10)), rep(c("Control","Treatment"), 5))
## $Control
## [1] 2 3 9 8 7
##
## $Treatment
## [1] 1 5 10 4 6
# sample(1:10) gives a random re-arrangement (permutation)
# of 1, 2, ..., 10
## With replacement samples
sample(1:10, replace=TRUE)
## [1] 2 4 1 5 2 10 2 1 4 1
## Cluster sampling
## Simulation in teaching and research
## Sec 3.4: Model Assumptions
## ss 3.4.1: Random sampling assumptions -- independence
## ss 3.4.2: Checks for normality
## Graphical tools for checking for normality
## The normal probability plot
## Use qreference() (DAAG)
## With seed=21, the random numbers are as in the previous figure
qreference(m=50, seed=21, nrep=5, nrows=1) # 50 values per panel
![plot of chunk unnamed-chunk-1 plot of chunk 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)
## Footnote Code
## Set seed to get the same data as earlier
library(lattice)
qqmath(~rnorm(50*5)|rep(1:5,rep(50,5)), layout=c(5,1), aspect=1)
![plot of chunk unnamed-chunk-1 plot of chunk 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)
## The sample plot, set alongside plots for random normal data
## Compare normal probability plot for normal-ambient difference
## with simulated normal values: data frame pair65 (DAAG)
qreference(pair65$heated - pair65$ambient, nrep=8)
![plot of chunk unnamed-chunk-1 plot of chunk 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)
## How close to normal is the sampling distribution of themean?
## Formal statistical testing for normality?
## ss 3.4.3: Checking other model assumptions
## ss 3.4.4: Are non-parametric methods the answer?
## ss 3.4.5: Why models matter -- adding across contingency tables
str(UCBAdmissions)
## table [1:2, 1:2, 1:6] 512 313 89 19 353 207 17 8 120 205 ...
## - attr(*, "dimnames")=List of 3
## ..$ Admit : chr [1:2] "Admitted" "Rejected"
## ..$ Gender: chr [1:2] "Male" "Female"
## ..$ Dept : chr [1:6] "A" "B" "C" "D" ...
## Tabulate by Admit and Gender
byGender <- margin.table(UCBAdmissions, margin=1:2)
round(100*prop.table(byGender, margin=2)["Admitted", ], 1)
## Male Female
## 44.5 30.4
## Admission rates, by department
round(100*prop.table(UCBAdmissions,
margin=2:3)["Admitted", , ], 1)
## Dept
## Gender A B C D E F
## Male 62.1 63 36.9 33.1 27.7 5.9
## Female 82.4 68 34.1 34.9 23.9 7.0
## Calculate totals, by department, of males & females applying
(applicants <- margin.table(UCBAdmissions, margin=2:3))
## Dept
## Gender A B C D E F
## Male 825 560 325 417 191 373
## Female 108 25 593 375 393 341
## Calculate proportions of male & female applicants
round(100*prop.table(applicants, margin=1), 1)
## Dept
## Gender A B C D E F
## Male 30.7 20.8 12.1 15.5 7.1 13.9
## Female 5.9 1.4 32.3 20.4 21.4 18.6
## Sec 3.5: Recap
## Sec 3.6: Further Reading
x <- rpois(7, 78.3)
mean(x); var(x)
## [1] 80.9
## [1] 37.8
Markov <- function (N=100, initial.value=1, P)
{
X <- numeric(N)
X[1] <- initial.value + 1 # States 0:5; subscripts 1:6
n <- nrow(P)
for (i in 2:N){
X[i] <- sample(1:n, size=1, prob=P[X[i-1], ])}
X - 1
}
plotmarkov <-
function(n=10000, start=0, window=100, transition=Pb, npanels=5){
xc2 <- Markov(n, start, transition)
mav0 <- rollmean(as.integer(xc2==0), window)
mav1 <- rollmean(as.integer(xc2==0), window)
npanel <- cut(1:length(mav0), breaks=seq(from=1, to=length(mav0),
length=npanels+1), include.lowest=TRUE)
df <- data.frame(av0=mav0, av1=mav1, x=1:length(mav0),
gp=npanel)
print(xyplot(av0+av1 ~ x | gp, data=df, layout=c(1,npanels),
type="l", par.strip.text=list(cex=0.65),
scales=list(x=list(relation="free"))))
}