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RColorBrewer example
<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
<meta name="author" content="Phil Ewels" />
<title>Using Color Brewer Palettes in R</title>
<script 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xaXpygKB5dWVlFrb5mQOydwB7i0J6ubFjh7npdh1XXdKUdEAmoj3W5Db4m4QE1LVCapO1XgH2D%2FkB08JF83SNM9ZhZf5I9%2B7Rz8J%2FI3IIfrMb5LHcjByu%2BUvGUKxQ%2FkcaLYdZ40f8JWOkw%2BA4iEBtlYSmddP1HFw%2FdKtShd1YQrncW61ZeqsIAcmYleEIEKAhx1ry8ND6aFh%2F8V9VHtiPdBPGObFcRVTzQgcz40RO7WEpW0ba3k2z3i6zBvlL9xO4ka%2F1EVnLTSa%2Buo%2BmkNzrwWDyPcz4lWOAxAp2%2BTrKORXoPGvm6d5aKpzt50u4573rAOfhP1CUXfpbjl36l4XWpysmXBCr6PbGqqsTnSRvReJFj4Xl9rvYfHFko%2FqPrb9YYEpV1CsKxTiSrXhisap%2F%2BC%2B6uu%2F8CZVz1iWlY7fGdnKxd2eM7WS2lcof2ANfjrBHRsoomvoE%2BuiF%2FpXpsCFnJYVZIVk7UsM85PYeLXYofPYf9H42YsMdtUq%2FMTd79Ho4bf2S7Gq9PVRxDC6lKG1VpVBV9cvFXGr6oVycSFZ%2FauXWquCnKooTpFvcfy0YiWVX%2BI%2FD8UOPXvp%2BE5%2Bom3JHt0IXP6MxS5U%2FAqovYd3l62%2BltAxkkq6q7T7LR3xT%2Bcz8gICtekEZU28Hq3d9JkEXhcfclufMmmZusgqh%2B5ww%2B7k3Vwcd9XbHh1JbiELt3Fu67QYbvmRs%2FCg5by%2Fr3TnRlZXhu7ijl5o6qlZ%2BrQrpkGp3PTVTZFKpwyqWabnH%2Fce5T6T%2Ba%2BNhiV5b7vOiQWG1XNvGNzngqewJWX%2BO7%2BPupIVbDas6n8HPju1ZMXmrvkcJ%2FhQ1Ya89RaqlV9P%2Bu0DacBdfrcx5rlPXMqW5%2B%2FVv8cfLHuP4t%2F6ZgDdhPFR8DGRmRoMk6R6Yc9MgU65TdN%2BKH32y1gyJruJn9x3%2BQ4%2B1zUvkZZYoyqq52HfJR1T3OUca8Ss9VrVhgoR1nngEaUXl%2BEwnEj%2B5Lg7fIsNx%2FsEWwXdT%2BI%2FD8UOO75zqXdKad2WS2XFS9L3XHH%2FH3m9r4nePnO%2F7Ys%2Fk6qErLYy0lJ6agZeeN%2FwwccYGT1QoEPwJqvCIveWiGhaw0jqw4olppFhqa8b%2FC%2BdTSMfJ8SlX%2Fp%2B918A8%2Bor5fxP%2FNTuvM3TtoeHe%2FThlVC9NKslFVNwNc6blq86mEHcyuYlSiOqOvmLPKAkLhPzbxCP6j62%2B9f0qwwjHOiiWI80kKVVktH0mD79lpNHuEPZ9yx6Q3iKpAKUiIS%2BdKK4ZmEpg0z1gZ%2FjhD12TDPydq2A6DMfTF%2FCCSlRZO0fLXPJsLM9o5%2FJ%2BS1UU8jHffrIaAVo2H93qXRX3g%2FV5fZeaqtAxwpeeqH3Trtr4z%2Boo5qyzjqus%2FuvixZ5JszVn3T9bAuDz2jM54qngC1XyGupJhFtiO%2BapVZZeFqvBG9bLT64cJ8zEW2juBk3sMRUbTMA9ggQX%2FxuNExVKRpvwrklXWFA5ZaUTl2d%2FRNOseP4pZYB18QoGHvnMyyNx5aXCbSf9x47s%2BV9Vv%2FQ2nBFacueFU%2BfxH298aemcj%2BAollosRz0QwI9ygM56qmBNbdKZpA5nYorobKAtV1yzEXc4xMjWQ2Xzu%2BE7FzK0BZnfYN3ezIOaa7cYL%2BL91Kw6%2BwooX2cJdqES1Yl3fwkumIJzZeGJX6gvVmzcdfOOV0JL6h1jjlZuVAa78e1Xd1scYiWP5mRhHlc9%2F9PFYhwhrwqz%2BfBOLKP8AaClJVcxhKRb%2FbHAgM5D5bBD67tR1UFX8XUSS8JcpqS8QN340V4kWuHQHNRnlvBhKfbH7Vr8H6fkKWPUwq6eGeuYgy1ZNqcPGOz6%2BR9SZ1V7of6CvfPi4Z0Y6zuSjamFa6bv2XhUpNzRDI2ruGXdyLNC1U%2FVs9fxHH4912DsxkOnMds9tPgd%2FPNEpvw99qvKrPL3r8FZaC3Vl26BE558ratV5h5brrxqrSjZWe2oL%2FbGSS62BPrSGWgP31eFR1ZYP7%2F23Jv5tWjqelgG%2BMe9VoU1C5X6i5fIfCh7GYRjtwIM65C%2FhnJc6S%2F9XnldPHdKgJoWtn6q6WQa0qq4yZuwG%2BY%2FxN2PGjBkzZsyYMWPGjBkzZsyYMWPGjBkzZsyYMWPGjBkzZsyYseVnpcgqGjNm7EYTNd1MEGK0kaUITo7BMiNUZj1D6RBgIRmWfxAO%2FFpHr1Vl6qOHh2WCxTJWwxWpzzycMW1rU6TJ5QMexTRpz5cqLpp7Tvw4WJlhBGp%2BBo7p79qA4m5Bmngs%2F5fXJWZFOsN86VmYRFb3agsKnuuswqLabGc2wig6q2t%2BjKX3TfZN4tc1P6Y0CV1XT7c%2Buvjor4tXpcgXo5daH5QVaUf8fJhRy0f8ShZltOdLW1lj1bW5cG1qRVxmL77HjjgmvE9R%2FzPNIBmL4pz2%2FS4zGXS56nQyJ70tVuA43%2FnhhXCDWLVTsHLHWSNKIav78VHwuOp%2FIIMipCx1YtdARq2zGvoUS986vnXcXu35aXmpqlsfXTwuQ3eviwCdg68rVx9cjSm%2F72K8qp0Ka69yLaEXBOWD7i5NogZ0pBfagNRNqJFxxsqEFfWPwLL%2B09uwHqe3jaYjJJ1eWCSe0SKcjaeJvbvxVmCVVIo0mRsZbeHSfvd3JVC1cDG3mnyFKyZVeNRZBYmKOKvFKsJysjg6o%2BzmrAAX9OBrN1HQg9KAVKq66wPik8r6uPCT1iQBH4jbAtCO9c7Gmb8KgVM%2BfqdTH%2Fyu9bWEasxz4a06Nd5xLnewJl9aLgT0WD2Vqon8Ot6IYncG62CUwRrSIF%2FgCGtkgnsnosow2zrYZMcO3HPU%2FiPwqxhxq40cvmkhMjI00%2FaV%2FG5xiVySOYQtkapLVRdU5HNTVb3sG3VWD28VlUA7vFWus3rbPl76oT28l06y2%2FaVj6ru%2BnC8vD4Cb%2FWFUMG%2FT4XH2hcKkKBASfsT6vpA4Buj1ydHk5BqNakbb68qVa4%2BFe7kXqsqkWWbd4sS5D7Nq8qnh9fhq6ASUbCGlDUMzYSvyueGPCTnI541tkrS2bvxqGrS9jZl7inw218N%2Fe75%2B2RdsdMygrCWQjrAh6pe8igqsjo4SsrB0VkV1VPprIau8tLvS92Xk%2BgMXVU0X8ZyaqQIe9z14TWS14fjYceRL%2B1585dWnQL%2FP5PsR790%2F%2BRHvwQRrA%2FU9YliQHhQVZ%2FkNwJPM6d8qumNqgkP%2F0mw8lE1zh7dUfyzR3fECSoZKDuzd6IZZrcwKtdQ8FVVjzwQWaTGlIj%2F8bZ2hrK8%2FmKhznTC9jV7MiHrLH2pir3s0qaWj5Q6KQe3zmoyT2uZzqoVE5InEAzWijBJLnFcKMQlb2pRH8sWpuLEltWH42E86rbr1I2LlGV43EFndIv7J6NbZDvXuNsHHvmrqvpgcshjZLvsG56mlmoIoIpQuUZV3SSUF1VlSr1JNtlU%2FLPJJlp9qqruehS%2F3vUolXr3DHZmdah6zyC%2Fm3sGfdu%2F353R5d2ebHiTzlX1GloX7%2Bisiscu11nlsp9izM7nFX8lu4aOEJeoD253wLdAkNfHqb%2B4Uzne1nzFunMl2j7LFl%2F1byOn%2FJ452FykRVV%2B%2FwUv3dqB93QSKHKdW71RtRSqWnUDmQP7T287sJ%2FL6B3bIU1yVbtd284wVNPqYwVwRMWR1T8ALqz12mMbzupQde2xzeesGEaAsoCZ%2B7I7D5y8HqqKTF%2B5qaqrs4r5U97TYn24Ui%2BMSl%2FL5w4rGd%2FUaKUyJBf1YbWjaZALrVXVx6m%2FuFM5Pr%2BN0IR9NxOqNnLKB6m1enX53u354H7lm700rf1vxKgKMUqcrYAU0Qq1jF6xzJjjwH6jGB6jaR4AQ964gTXA%2FzUUPFDv2r6dcu8vxEe%2BHv9Z62vgq7WUlzWibUsKgIsTMuWnqp7OqjUswt%2FeP%2FExJx8CD9Nqw5NRlPrAcBdU67668PbGCiq8837RST9I1ded8qspOrT6urVcqfn5%2B%2Bj4So%2BqOjPn0bQXVUcVbylY8MQuzMOLvLHqKgJ%2Faotc974YP33f44mOxUd%2BQXtZI8ZXERIvM6rq6ay2vyHKvOOP%2BD3f70P2ZwTFdQkq1P71dV%2F18N6uK6tRZeuDNcJ3rzr4ys9V6Ybqy0upij9VnFeLGzFqXMfGUzUvHTyrAXo3UF7W8PeqPBMsU6QUvxVqiFVVOPzcEKrq6Kx2LIoyh1%2FG74dfFt%2F7adrru4qu7qseXp%2BqpdYHE1IDGTUeXnak9k5sPkfXuV36Z4X%2B9Xf2vHMO%2BW4LelR1Tz2KPy8Pk9Pb%2FXrGsmM%2B2v4Gzp8YYrYjN9a7Y2eS5mu%2F%2Ft6bVJ1VlwJqkPepKi1UPRVd3fro43V1fa%2BjPt2o2k7QrQ3Z%2BA4dnVsNXeKUBzolL1%2BbDK7rU%2Fd6XTZELtRtroeDrMTsRDdVxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjBeb6o%2By0Pt5KEzRo61BQha4rq6dBmzsnnUdfrlhLodptTKuFmDVJLn0sd0ZGdafebSRTli2lRY0tO8OVCkMzSS0VYAfPQuvfUp3VeDG%2BiNKTVLFK3ZU7aM6KnDijC0TqWfiqSo2CGxdvO7TnwP7e2RBZwpo1jB9Nss3n5Eu3rMmwTX%2BdtTuaqr4lULqUjgBkOUvuaJT4gG7ntEQYW3qvxWdWaOgsrn8SpSdDAxm6CnAhXk3WKLNXSzKqWKU%2BVVGCxCXi9rBegxCbcDgJy73WXiOQzpbYhBUUKy5Al9TxZ%2BpD6nolyZQaBC1QcgsKloK4S79Y%2F4gKvIWCpm7TwRa3Pr271z2L1ZTe0ajwxWVTFnZSl9cVo5JMl3qq8r3WNSU5VVFTIKKhAlyMV5HVq9nKS9X2J9xomXApF8O0Ckq3lHKYaKHfDZ7unU0wykYMos4oZh1fpFI18QcvyS8vpwJH7%2BQrGPOqi%2FX%2Bo7EOtngJHDEi6L%2F%2Bs6hlU%2FD6CzWFkAqt1jpU9fZmf77wPSuKNxTJURXJp6cCXIyXk7WyVEWioaCnc%2FzgvKzvcsbf3lmuczj6G5UcJoZr7ez5%2B7b%2FraojcFPVijWdBE3gs1SqYquqRNyKW05noTVR0lxzxxrtADVQQkBb8QA4yaiRVjGqFKqipK%2BsJvamNFdzeR5bmse%2BCp930lWAvfEyslaWqrbu7DcFwcI3lIBq78TU0NTQ3olkXn5ZZrftQ6mrX4LAaDthLszH6iaGTa4KaZ0gHqcWFMJVlqq6Gha6AapXcHpzA2A%2B9y%2FWIqTUJ0%2FySZ324drbsueLHBt5BYmKm4AEFqw6G89CemT1w%2FuTtfJUjRf0n3HCo%2B%2BdPdC5iq1iBzqFgrAi%2FL26%2BW2rL74B0S0vUNwd91fBRFHzx7TNkOL%2FNcnu%2Fh83n6q6Ghb6qhf6AW3lAmD0F0j9pR0lQZ3a81a10iHJSLzUm9e%2FpRIXtfdACCJRo7YAeuPFHN6LfOvfklTWB7%2F%2BLe%2BzKk9V%2FV66%2B9KmNvy6qa37EiHI7otDd4QCa9F8aKImBUhkNY5MRVngeRKRjifZxqM3n6olvSrTPEMnQK1sAIyEG5liIXcATLtXVxooBCX40ttDEN%2FmjzQUr4MXg4Hm%2B6O5M1y7%2BhSTD4SzpPvQeOGt9Pq3vM8qjaq9s6e3UUa80qgahTzx6W2nt4UfjhK6g9DfgxxnP9%2BJzB7D%2B6ikuB8SXrEPKUSKfYZ731WOqtaYHXyNUQitm8%2FVPUMnQK18AIwZdXcATLvXglGwRa89kT%2F%2BeCvWeKUNIr7b%2Fpdn%2Fd3kUxHVC%2B9P1NKoauvk14gNLtTBZnFqW%2F3om1ngo8BHzaT9Q8Ps4eeEk20%2BB3vo%2FD0prRSwxlqvJdmdv6dQCbuMB%2FoqR9Xm3F3rB8CVyAAvlwC4OANMFwHUzQB3gbokPzh%2F%2FPFNuSlcxK%2BrEeSjELUYLyOqN1WHZmQ3Jza0EBtcEGgx7wp2AkmSGGaURUlymJjHPZB%2FvTH4d%2FbcXPJXS9YenlZaBcRIEBNL%2FJxn%2FlqJg82hnSQGbaTkeLeLydIgJQWcyw1%2F3Rlgan3UVHVUHIGB9lFKWq%2FoKkg%2BKlHdeGtMRlS%2FEMAf7955hpNV1RTFfwKhLYYpkcO0DmK%2BrmlBqNnzfHFgwb9GrQUbJ8GfH9QrCZjh5zReUbZ5C7R4i85IKZIe7iPEdF6tlT9AXV4ZYEHVUupTiqpxGahqZ55COsVyPGjMhsoZUhVuEYUC1cp61BaU31DOpsspEafyWxUrlW4L6tJN2VgB%2Fkghh6a0uX8w5o3nSQ%2F3gYmUcgacyw2v73NLz6HVpxRV41Iy8MtUCVj9ZwDGtNqzRf0TY8aMGTNmzJgxY8aMGTNmzJgxY8aMGTNmzJgxY8aMGTNmzJgxY8ZujsFqucCyqMe0eRbGjEmI2nhR%2FHG6FDdmTYPuyzRFFsxGn7Euw%2FqXMzQ8LucGaZThkjub4WXQkmmasrIxYyU5%2Bbrm7ksJ6coR7obNoDIUgX%2FNSo1DlOxuxtV32QT8D%2FgMRcKk%2BWOQRvmKgrSGoRNgjuA1djarJcu%2FXfgzuKpUq%2Fx57MRgjX6dmqhhorKyW1sW20ofqz5LDw%2F327dsPDLvLTS%2FWYrnS%2BJoZ1GwrvZM08R4nFand95Qtux%2B0ckDH00N9c6mvpCPkbgwbCAzmsaF1mHFiklUiBnIgGh3SqwTbbyorOjBqK2ZFHhJTaTVuaW4fJ2rVTd4y4ZTvbN%2BMp0C35UdP4prB1cxaw%2Bl%2FL0TQzNd2eM7Wa2VblPeAZe60pFBF%2B0fZbpYyll6%2BDgsJ4J4iTwNEms3SxV4kZ2D3sJd1vkks6V4viSOdhYF67RnmFQjd%2FuTO2%2FwH8n98sJACwjIeqFfVtDa923hbnyiHUjWte%2FLaB3l2FpnLV5UQW6rry2HDCmD4JavQB40nVsq1Dl4S%2BPFxovn1sGysmoFPsUaISwHAaxWdMs6Zfmw1A%2BXwnESbjglb2gUssrpU4QoMuhcUYfLXulhaWfp4fEa7bhGl7gzgLN2s1RVRBlWuGySUcjqhaesV6Vj3e0ZJZJV4OWqZY5xqTSf0p3Cui%2FtvlW%2BEA2lJIZf5p9RFSHC5LQ%2BvLX4EcnVdNd86SDXLMibAkc8FnTfQ%2FelwVvUeFRYbWZ87AO3PKnET9qhr01U2QJ8KHc6zNzjX1jaFQik0%2F5qN3ewtLN08bzlEyC7CkFY382mqnDZJIkaXnhaq1Kx7vakkdXB62qseJTuFObWYPAzFD0R4l6xD%2FEcf2xssSvLl2W7H1HiG9k4HGc4VguHkSv%2BOU3L7wHrL6OqwAeejwCWb%2BgxNHNunWIUmwyhHut0WNncjRfbc4r9yfzXdkXAbCtAXIySZbgcLOUst2PRruI8pyiGwmn1SFZZqnKXpVHDC08VN6Nh3e1JqZE%2BUSVk1SNqVdWGs3w7DEiv2FtiyMLB7rnOrMcjysrG4aEZHKvzAixX6XM3TlQZMQR%2B3dTpbRAmx7uyeycgXK2W45%2B%2BtwuSYu1CS0oSvm845SW3IQ%2BYhYAklapRl5uoz2o6qYcvplJYKSRTeaoW3rN%2FDOSNp%2BsQUrCFRFVnX0T7g%2Bi7psZKz1zR%2FeoStapq306uqNaWU1U7frc%2FtvdPibxomHNz%2FRdk4fXGo32TDjbOKFQNPBbN1V%2BeNMnv3BJiNfj11BbWIKNeTguq9vhOjCU4UWVqRrw3dG%2FnpO5NedvTqepgKWedW6eHL6bS0MzH99x8qrrvwT8G8sbTqUrB5uV13Eenuv3jTO%2FlnZWOF94vfz2jQ1TcoGhkymlmSLrU%2BGPHnoH55tniRzT2jCy87vjz4fWOsmCSRNWew3sneP2jykdfcC81%2BOKJQG0gK9ckalbUSKi8ijPVYQ8ihZAqxakcLOUsoftIv0rSta8PyLiFVF5ReaqibyZJw4kXnkpVGlZ3Vx%2Bn%2FcNM52VNuPh%2BA4%2Fx1zN0oqK9kxCPHLK7QanjNvTO2sFyzN13yaTKNpyNstW%2F7b8g0PKdXDBIwEwlTKoaWDXqkmOoocbnk0CgSEjDgwRai7p8Tlbcyys3V02rwx57%2FK2mqB4XY2ln6eKF4Cq8zuqkyLhVmqrcN2nDiReeGqvQsXqKiPpk9SAqzAw%2FFa9ndOTHWPWR7Tju9cydT6mwWM0I7rA67%2FRdMvzJjV3ZcF6wuCsr8sc%2BwfgTuEGU6NtW2ptF7Xvi5uELkwK0REIuyCaoHi%2FF0s7Sw%2BM1Np%2BDqUHjcnhZI9yVFvd54Sn0o2NLURR0yKrzsqbgfq0AzvC2%2F63q9YzHxSEg7Jk7tkN9HsqD7p0YyHRme%2BY2n4MkTqf8HFZzagv%2BuQF3dXCYWil6xYH9fPotlHcP7Gcrbh7eTVZqxi8fZCtVj72wlLMEyn7Nr8Tb6sUdsmmNl%2FM6X2l4mqMLd7XqaHGfg3I%2Bqemngy3NeKvrvKwput%2Fdt9p50MZSBD0hIOyW08gdBsOsOgX4DopKL2zMFMpJa4fUDsNWQLlu5d0VNxfvNDc14%2Bc4q1r12AtL0UrmKP6cVXiaevGNMXedKV7qoFyf1KOeBvZ6yKrzsqaoY4IGqKkyZszYjeh2qiuHNmbMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmLEym65O7%2FcNb59Dlp1cnvWvuA8FoEYxnda02A2oVVr3SlbMmlyuNM3p9MYZTaf3%2B4YXZ3EZMXp7JrOdWZ36VAp%2FoyzwEUhYfkStC3XBXMGdZ%2FT3fXj%2BPr0rWbHAAuhkTt7Mrobvb5ETbA24WrRYK0al01sani9qw%2F8rU34yL2pW7vK5OPNKG7tyXq3b7%2Bges9SJXQMZSn1Kxe%2BdoOkq2488o%2B0yGtSwJqNK3aPrpWoUBU%2B19k1A4tGvBCMw4BPgpU%2FfW4n6U4nK97ewh4ZY00JeBg11evllhR6QXKfXwbudXYXvnf1kE67f%2FGQTLrClly%2BEoNR4WEUKomYndtHrT7tftKaTHYtIiiR76CUQO5VrGOd0jzfegd9tvIPFkXzy%2BgidZHthoQbeirVeo9QfhcebFqLajkWnhjUcyoum0UJyXVe3%2Bqw9qF%2B5mtHDU0G8E7uGZij4MAggIB6F2W8eVdc1xxdxfwssH%2BsfX1zXbP8CdXqdy6p1eh28%2B5Dju7K49g7Xb%2BKaPRxZaeX3zn58D6eICg8SMCusPVaM1fK19pTyhQCoSpfYqguz3S%2ByBpvejQ%2B91HpN1tBc9xh6QxTlTMP%2FscNbVfUROhd8awUqXjgitpBcV9maXA0uqO9YVGpYgTULzlNrvUYZi3VcHZQx54MgrZ6XcSeO9m2%2FEsSjL%2FEHUb%2BdlFXYlaMqq0HJvUROWteuP1%2BoGlsUI4wNy400%2Fjq9Dl4canzCFRY1nUwQykf5rYEMEnx8AKmtwsO4wkJXezZbdVFGqb%2B4A7UuMYq0JHFGyA7tObTHAodJSGcpXPeY1Q7N4J41sOofPkPDfyPHw3X2WAHcWqHpJBGfIyo8yAYZHgPfkKtzUsl2uTFUagQ%2BSri6bRgRPiqnq%2BPGI4miKK7pCsnpW0amaMRz16n1NfUc1SpqUcq8liaahugm1%2F0mUOqI47vniptMrtNbGt5RlOGqMSr81BCrhyCvmjukGp%2B0FY9YfdNJlc6wwFsFUYQ%2F3nEQqFG9Wg1I6B7z%2B%2BT33ZmV1Qfx1p5WtopFc0KSBLxD1Fo5vulKVEu2ywurogaX23R1gZ2KGXChq8u3uuoLL6lP7%2ByxHbQsLmuhEFVkiXODT0hNZx0RND0tKe8r2L%2Fo%2FZNoMsF%2FuU6vg3f3L3J8V9ZRbj23DkdJVfkBO5OYJ6oSjweEaiys1Bl28O5m8cez%2Fs8G7Zlwv2WPrKj6JBP14LrHVgxHVBxZ8XNCWh%2FET4cxcOdqOgT8mJuocvyxHY4ibqlUVVNDZ5ycGnILx3Zlp4akQezbmLEYmcKYRugSQyvVliOLW0qWuPJUZf0ndjkt1DMHCUTubajTu9R1%2FXV6Hbz7kOMTtpg%2Fzt0wu5UglG%2FL%2F%2FcJotLq4w5o1XgR8Kt1iVn10AwmkxC37qcdi7tflDU01z1mtdDAMDeH%2F2vXnFXVB%2FAwh7ddEEQ61PjmguSHHM9qsWR30C8XHiue2lCooUdVVvPkU47nPPmUXDKoHXWmu2F0tGMa1V4IelncUrLEhW1D1CvU0je0Arz%2BvCOL4wYsfPqBOr3FaRaZTq%2BDd%2Fe6KnwUXnPg3G3lfJRYPu6WktCqj1793TGBXJcYI4HB0825lAkmmKSPJad7LDLAuFWIqj6ID92OLghjMAGPNYF62COqCm%2FrZ4X2TuCj108rqalRyuyTrRCS7yCCrhCVA6IG8xHFLM7My5fFLSVLXPm00u5bU19g%2FXmKqyub%2BmL3rblfOYrrNJ3e0vAio1Wp8iuH586OYXCSfbJJrbjo6B5b800sQqqPLt5OdBHxnODHd6oFSJcE2wRqlOa8rIUH%2FKxFiQy675z6EoWeTNLNEt%2BADDBEWCipa4%2Fatae2uJQLhU5vF1Wn93uGF2dxdXoKUuged2vVp1J4JxDWdRpa4Fua8x7Z3jMnn6V63Xl5srjXkyWuPFWFjmhOW7mm6K71dHq%2Ff3gx4yBjl2P9q%2FVdRgvdr9VCqCJdAWFbSha3mKz6RNW9W2PGjBkzZsyYMWPGjBkzZsyYMWPGjBkzZsyYMWPGjBkzZsyYMWPGjBkzVgaDZXN7TCsYM1ZICw1dWVC6QQmPPvtzn72m%2F6DGlfrg%2FDNqWUZc2dpzuOL3PW0xqhwm1PqMVtkZlcJBHsm8P2tcK13GNnkOD%2B%2FvvpO%2BHbsxisPqZ3TdT0lXFzf2Ye9sfDEIq%2BytySDoqfXOxj4kXWUMnTfI2tidv1evSQi8FGU%2F3qbRAUwjleD%2FPh18x%2F%2B98wrtj9KtsQi0Dl3a0gpwsU01Ta0CVY1kSfqyoDYx7f3UoPtlHse8f1m9R%2FDw%2Fu67aO1PoG6H1DPn1a1SOl4QFddrXydZdXVxI%2Bzh53D1IwoQ4kq%2Fh5%2BLqB0y1nilmfHrbD7X%2F09qqq4F2cz1D9hjWZ2y6aaDrJ0hldqhK%2FBzWi%2F87eze1wtEkX3P4TKeoAZBHINZDW2ZlK4AiHASrmMPI8Y8J3i7z1NLeJafYOWmKldbLGV8kY824rdC%2F0gp47aka2qVyNlwmbtEvlUoMnF6eIeoOenV0skqdHFhmS8s6hEKDBIdWlu%2Frwkwzz797NOop9acFxXzf4yBhXhOKWbvxIP7w0Bx1aiHzdH%2BRlXVnb%2BXdxwYKLcXuGE7y4scE%2FAPPtJ8VIYXY3wC1HcHMqDG9xK1ZWlUXSrmIV9clVcFBBkPR3sKjw2n6F2BrF7Q2wWdBd2F38laNczU7bh0fJGPNs5vWUjIzsjr339h6b0Ov6zb%2Fv5PQL897auEuMQLbXleYWvkvxO6uPFF%2FC6%2BqNLFdfSL7nrgrgccXSPZpbmgaFd2%2FCjr7jrULJUd4zYeyfVBk%2BvfiUrnwo3vRmGcFuLeXAsI4oJ3qfhX1%2FSmZXg%2BdqE85%2Bs%2FfP2HttQmaV8WvnGGeusMz%2FCUyV0LZbJSX8Q3CKkRfCYgYxoqj2sV1oA0ZtTxyCxKIKtVl%2FjcGV%2FEaJP4XDEWQaSE7u7oGvmVv%2Fm1pfe6dVy3%2FS2JTFzPnF7n6n4S1FC5aHLDySp0cWEwr4NmVOriOg%2FfTVX5xTsWcdQ%2BtWV0i3W5TdnPWcPWQRE%2BhhiOgOGr%2FikuFCz5oDvJpu9DAtpiHXfbakUHKfjUV7DivsUfzw2FxkbTq0D%2BczSNomUUojZe5LVROW9JfTTIeDz7k9Uu1UI%2FopZC1cLfq%2BsjiJokkRXlSHjsBi54OSyVzGEhrlIIVOhwZxRkNbr%2FiaX3%2BnhCt%2F1lio6P%2FAKyLkw3A0ClKu%2BeChVBc2R1dHQDjwUeU%2BviVlVh4IsHUlV8lo9JCXgYR7YH34MkVK78w%2Bv98a2frJvCG%2BudFSNfnPlJRvdNwoz2X1j1QGb1b%2FfZwlGwSUTN%2Bn9Jsr5JP3z3JY6%2F96Uk23Icf%2BqPFwmlnrkZe5yfifTMRdTbTsS43Bt33pXzsnEYHXHpP9UD7eniRJ3YvX2tfQdvlS9g06OqQ1SxaQmdrPE8Uf1Se1x5WcfpxweK7xRGwZryURVKa2j7yvuc7a9eP1VzOtlFh%2F18HV3c1vxWA%2FIAFSlafEjdanNX9uHnAguRfOlIJ3981O5vkYL78j1kfIPfvGoggyPi%2BVTn%2Fw7aJZ9P4cgJVwj64SGgTiMex3fMMVtpf7xIKL3wU1a9%2Bdzmc6z6hZ%2FaWz3UyYiKgakY4zefs%2BeVMf8HyLO%2Bhf9UXUEgR9Tmj5vssv0zwJWlqkNUGNe7%2BWxSvd2VQ1Y5Uf0cXFYj3Jug8E4H3tOPavzLhzG1L%2B5zjmwAolKVz8kLJV5zMZOujm5V1WrGD6So%2BCy9eH3%2FhWaXtH9X9nxKdUvYGHf%2Bnq1wlO390OdTvbNtLPA8nII3Fg881gaP3%2F8KiIcEyLuv%2FxCdhdVbB8NSPCaUgKJw%2FQf3P7gf7wbJJ9vvLLDQmQWJ745czTsO7O%2FMBhbKNapiSCTkM8cjuBFRkzQDXOy44hn4X4HvpwcZ1z7IL6d5d%2BNPug2nckQNOakf7wSXF1lVRF3q4JgJzonD%2BqSiQHPK5ehd2cG%2FKydVYUx92%2FsMaIOacsxVsRXd3%2BcnN7o6urpzVXxrGylI%2BoBAp%2FThiPFo306%2BcR2eI3%2Fom8%2B1wTiM73mty63gWLLHz8WxI%2Fa2E3f92Qq0MSGV7Z2JxhdSJzfi52bIdePXkxu7sjCK%2Bb6%2F3XAWpCFXiLrDllcrTm3ZcLZco6qgmi2HaW9EJM8Ao%2BPyZ%2FrZoMuFJZ0l77zDkPhtyu1WgF2UzLGcmXLhdyqyylrefb%2F5eZsrE0y7Ck6%2B5G%2FndalqBdp9znh0h%2FSVk6KDKWxTn%2B90dXH1qNp4sfvS6W2gTgd5S8xVqgWgT25EYoNoZn3ra7w%2BzjYa3g%2BddcBmVO8l%2FpD4w8B7h%2FYUpiA88ZCuuAeS%2BtsObWoDvKRGzR9jwm1VvhvDr6vsCKH5Y9%2FyO7B3FYrtOJ6CQGRHuUZVQbX8Jo%2BpgiDJ5xrq0cs9bvBx1TVdaVC8iAj5fad6Duo6uWvivLaR3S28xMqTuwnOmmwqJ1Wbj3rjYXirV4W11A5G1mRaurh6VO2%2BBE5Sk3Mrkogjq%2Fn4HiB3A87AemdpOrewTUIHhMBx%2BL%2BedI36TdAN%2FGwjkKhe1idHmd%2BjjCpe2nTbe42c2NU9p3JF%2FbnqUpO6bp0OUfkkYWRKbMQwMiWfrlTail6KhNTdATzTfmenP9ZP82YqVdde88Y%2F%2FJw6rL1OooqelK4rm2%2B2W%2BBQvlXSc5J851GTu1InXedW8xotTClIDZ1Lv%2BSQng1tWcvVbrVcsb80fVmp61bTRL0LzmjJzfhS8Km66jtnogXVLan7JxCFM2HXoeZNqAxErWijfQcftDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxowZM2bMmDFjxoz9%2F2u4KsiaNO1gTOYkgWLZCarynNZV6uyy6zRcFwRkdJzX1iee%2F64%2BhRBIyIR81S6W3CtZKy%2BHR53neZrO8zLFT0NXdhn%2BH9PyuTN2Gx0sqydraWHlz8rYyAyt9KVXs7%2BJjBQLTzbfr0X0PUh2BQokTLBsuXhJvoED6LqNFxsvhph9BYoOXl3o2vjRBNN4jJlcMxzU6Azmya41r%2BcgsAakBv9R0VQdJkfnOUHUeV6O%2BLav%2Bv9p5JV9T9zzWzXescZ3caU0LHMMSkrX1kkubXlF1F7rEyWIzRaWJ1YI8UJ%2BvWSB16%2BJzg594yoW%2Fmr3rSqHCX6ZyHUDwY9U5a5rhvWhGVxmhkvQrMwqtq5ZXZvA853ZX3YnSRLZ1suo5rrhFOt%2F9umRqTbSWAaaCJdv%2F%2Bcnn2omdQbN7Mmnbv9nGAX66FQFXZ1v7QXyhNqM%2FsY5lA6rqfNcKr53VkjTlr98EMwJxT6M%2FjryNUUQRvgnSgQNv4nLHP3JnWDutsQDqSHr8kGmr5jYw%2BquIMkKxNnnZX7Ax187qszwETXn17HPiqka%2B4zguOmVi21fJv5P97%2FGGatWadrF3es8FX0iq%2BmdjbrwsGhXOdZYsTb20EsYH1DGow1HhS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2Fy8vL6%2Bvqfn5%2Ft7e339%2Ff29vbo6Ojz8%2FP6%2Bvr19fX19fWmpqbLy8v6%2Bvr4%2BPjT09Pr6%2Bv6%2Bvrr6%2Buqqqrz8%2FPt7e2ioqLPz8%2Fa2trW1taioqLr6%2Bvi4uL5%2BflVVVXNzc3%2F%2F%2F%2FW1tbj4%2BPh4eHq6ur8%2FPz%2F%2F%2F%2F29vb7%2B%2Fvz8%2FP09PTMzMz%2F%2F%2F%2F%2F%2F%2F%2F5%2Bfn19fX%2F%2F%2F%2Fy8vL9%2Ff0AAADZ2dn8%2FPz7%2B%2Fv8%2FPzp6em%2Fv7%2F7%2B%2Fvq6urp6en%2B%2Fv7%2F%2F%2F%2F4ck%2FmAAAA8nRSTlMAGgDUzwIP8SMQ759fCgUvqfDGFeIYA78fbxNTt98%2FhsV%2FBhdD4Q1rRI%2Bvwo3ATxJTD18IoKWasozTETbQ4D40IX5hC6dAMR7RXydvEsRuotKLkZCATYahkzOxQlFqmbZwJiUhFWy1wyJYcXI7gB2XIEFbgjxgiWFtfTSFMy8wSYgEqFBDTSE2KCpnSyZZUaZHRFAsDuWBYJJ7AVZQpC0Z6njBKWjdN4dlMV30iN8bV7%2BzJJeHMRiDYsR6U9yVYxdP2c1dj8CKFZZVFjtaaTxOI9cMKQk4NnBW4PKUOmiNI%2FkwWoQYUdQOSk6GvkUURFSM3n71h14AAB4tSURBVHhe7J2HfyPHmaa%2FYicCDTQCQRAkQWgABpMcDSkOw3CGM5o8Gk2QRjlZOVjBsizbcs5pndb22r7d23ybc7zbdDnnnHPO%2Bd6%2F4FjdIGu6vmp280CtbF%2B%2Fkkn%2Fnip%2BaPSDDqA%2BFOm7J3ncIoDi0NAQkY3d2IaJSws2NNZZnCouduhAsrgf7o4BYy59O4fvn3ROJQKoREkBGKqYytAJCCEQWh220I81TPFIozLaNiCMH4PJr47WIooL1C1isUUsFSwpkMqPAMARDUIFjLcYpj5tGbmqw%2BP6bhz49jZwbZ9S9k8Kd20QQLDdzFbdIz%2FJJ0OFyJFaI6mOcZ6HGOzAGxdi0tN8JL063CmJwi9FviX34m4FUrlxl0PgaBgIbrXJJfVp08yTrbq2tt99bINtCj9p%2F2TiZMMigCzYGa0WxwBgrEjxCBUici56obyLjsF%2B%2Fez8KGLwUdxVJuq9HZcpljX16lgjlaeg8hTpmUVNqubcUjzNKnBbGIBbJS6pT8nMo5ilAms3kxsAbElvsP0DqP2Ttt9KsEYIoBELpWxWDyHMocSDdUiCYMYDvJmAl5sUE%2BcDgiaiLMd6FrTJUmskFaTyEah8JPZsiru8WGL8ouLpx2rfqshkVQix%2Bz%2FOoyRIte64GalXsb5%2FJFX7J4UfxsVI3EUcMyrVrbqAtbVVB1x96q39f4Yo0goYpBJ6EmhWa31nx3WrUmskFaTyJah8iVSofNrqY2umHOeNsyIQ457ksUTnlP0dq4NfVyuLrpTKLlHy0sUp1UASq%2F2Txr2ASAiiwJvNYrVzBLjUbJ4BjlS0qbdE%2F%2FStUgAExAMyWG2jI2EFDd3qujNsWcPOesxquY6d1OOSmiMbId4YCTT%2BBEq0xDjRKACM8mO1HwF2mYm%2BDnRdrRRht5hUmRPHAeD4CdL3jwBEBQ3OheC84VE%2FXi2L1Q9fB14kOgFc%2F%2BzeVgmgJKuVTnzsPSh2iFoncY82uVrw14aH1%2FxCNVbszO4heYa0vDPk30uc%2F%2BOxv2LgBAAGdjSM8R548OvqoxHiUl0bYWyX7R8h1P5J22%2BHUIlAxXSl5FYDeZS67hHgTO%2F%2F2aoPbWy12r9JqFVifFsqsLYGbGtlJyq%2BV2TuBRrA3WTgs%2FAY70S30519XFebg19X3520%2BbakctBO2j%2BZ%2BNt23qsdwduyWCWnjjB1h%2FZvdWkqhPxKVhi3gMamh2Ilhn304xeIaTVJpVlsTp9FLRt3F9DPgvtmX1czbf4FSeXghcT9k4WXLYxtg8oYrLJRKZNTC7XWa7R%2Fq1RDCDfq7RltpDwixPTcjIdii1R87MYnptUktdKYn6Pz89ZSJj6l6k8NcA%2Bc9bqavvmF6jbdHqwW0vYP5%2Fq9dLGo7qVTrY5OXKnXr0yM7m3V%2BFzIAs4S0crEckCmBDOedY1UCmI3%2BtN0LjUucan0yDOycjD8PZk4VJDCB3%2B%2FqmmtSqlc68g2dUYKlLJ%2FUrgzMl73Gu3xESfFqorzwO0OsXiI4kmrCe%2FSRoQ4T3slOK2ea0qa001Tgci0E2TiQkVk5tHooO9XnYJDWcP3TzovT4xOL5dJixDqXz29gHhGRZTRIRogzT2l5mk6b8F%2BG5KhtyB5%2Fj%2B2mie3mie3mlvNk1vNk1vNk1vNk1vNrZbouy65VR8%2BsST3UJbGpopjJYZdoNsFXGOptDrpfAn9LGWvU5xaLJFvmr9Ycu3kzstYuiHrUuaUFsfGFg%2FyQOFa%2BHaCIAeHMNTnPgA%2FwSrnrg3UPPD%2B1R8AHnwQ%2BIEUq7xONv4w%2Brk7ex2vBhRhng9ks%2BoyGAXU6XYrROTzXnTg4PrRW3EAIQQI8tueVn3I%2BGarnNuoz4%2BOztdZ%2F%2Bpl4KWXgMspVnmdbHwWIgxm91XHA7JxiJ1A64jHvJg0WS0CmBqzWf3NLSG2NmGTnopCOm8l8RZKpNsDSbG0l1UfUXyjVcZLqE8EoGCirj1cC%2F20Eq3yOgjrML6wwHgLFoWxUGHzicx1iB4CQJy7Iee7S4biAw4QUM9k1XhodzE%2B1yRqzo2zk3YXkPZaZODoEJl48avVU5pVQQjFJltVUgHfZJX9N%2FDDuJ3Cerdr%2FasvA5icBPByolVeB6yO5B2go%2FOXdzpJLuAVVseuGOv0%2F2M%2Bce6EnO0uIRO3elPbciars9UyhSlXZ%2FkJvoVSCS3OaeNRCTi%2F59j7UGFc0J7XVSWVad2hpv5VEO9fPQXgwx8GcMr4CRybTHWg6ijungJOuRo%2Fhp%2BgMD%2BBw4Y6Xb3OrOSG1BTPdKxCJZNVfJn6%2BbKhTnMcGG9yTv%2B5Zrb6CQT4LLtQEAkBIRKtFgR2IgpZrDa8aEzvX60AQBAAQIVi6bdzEa9jA7aso3FnGph2NA58ncJ8HTBsz5%2FQ69QkD1OM9TmNju7yYsqxmtFqI46fo36eg8HSzwM%2Fb7L3fR6RkYPwfTdzQVBtOklWuT1ulfevCiH0%2FtV7sZt7zd1ovM5F4KKqozgBpHMA6BB1AIDNb0yuGOvIVPAk8YT1BztW3fq5rXMb9fZjcexEEwEHpjPw%2BLjxDPwH2xHgvIIPMy5EBqtCiBSr6f2rswAaQjQAzCbsFVYn2NwMVB3FCWD1AeC9RO8FADb%2FmZ6az7fzcf15%2BWr7BzhWnYnV5irr1gPtWCX9swSbQHOrXN5qck61ByTgfPY9DzUC%2Fs6GICfsbVXCFKtp%2FatL%2FY9pHQKAJUOZyUnwOnNzYR3GhWAcKmDzHbU9GfpsvfcpPsh11ZhNZXVTG5qbt6hJ8l%2FOT%2FeITPyjX6l9kG8mqe0cwGp6%2F%2BrdAHCd6Lr%2BewKopNbh3Gx1kDoET%2FHBrqvGzCmrc6QlGFFA480k3jxdZpsJEoCgeE8lhfdQQ2JocjKj1fT%2B1RoAvJ%2Fo%2FQBQS7fK63CeZjW9TsOrM14dHW%2Br%2Ban6vF3qZbJKyurBpGnQQpicNDY0E4aAXnQC73%2BNh3XZsv5V1ow6RzQnv4%2FyMjJZ6nDO64jMdaZHJxgvUHnZND%2Bh%2FuguHdXmU0KEUF8PPpES0esZG5pJDAkxdDPOk%2FdC5Mmt5smt5smt5smt5lbz5Fbz5Fbz5Fbz5FZzq%2BYGw13usyHXNjcHKKrHZwuvpKWLinmDsECGlAwdND5R2vIg39VWq0atfV5Y14fs2ryIktVqjbUepmUW9zI2CUyes9AlnvJZtEfiaAEL%2B7OabBqJQ619rSnT4jwKiCHaRaD08MdFvVDnWhVXWpm9jFYrEf5AwoYQz1INNQZ7QG91GJfJkH%2BGBzSyghWyJoUAhJi0SIXRAaw292W1eSBWE4uI3YAIGAOYVsWl1sGsvhLhY3FahN6SqXLs0xZKxud5QurmeQee0xGIRnrRD%2FVGFE6iJKIQj0gdYsjI1RCzKhErnWrVj3Hy0Y3OwCDaqx2Ya92%2FVeBYhK8DbLplAbcC7MT2vh%2FEMZPVyhraZAjgMGRe9S2RQiWJg519D%2BoMnPi4e1n1oReZJXLHKtJqNUFrNaZ1EKuzIswstzp%2B6dK44Vm%2B3Ah%2BCmiZ9%2FsDxFNBnX6%2FrTYVHuwMvJBmdcFs1YdmtYp7yLVRdEFUSNBaiGsdwKqKxq0vAF%2BwuNVTn%2B68buH7uQqxdRYnXWL5XXxtYKtChfHEgcHPwKEeSixPJO3BZHVdt1oQc64NwEZM3zqpxPn6%2Bpth9fiLwIvHmdUOwswaVDTPb%2BB%2BYnkYP3dwx2rmu6XWQZyBhdgogHj5XYTChhCm%2BoWqZtXttn4EYW7Wpy%2Beqbi%2FXshk1dqy9mMVH9ja%2BgCY1YcsIcQW0DGp%2BGkcJpYbeGlfVktAaXCrzYM5A6%2FQ3lZpJWE7C9UYr0wBP4kwSh%2BTKrmSmsWqNdwctrhV0Q%2B3ipMnway6eF7usjYe4lZbpRpeIBbge%2FZlVZnI0nyXOjD4PTCHu8hk26tvh6gQ5ypKH5MacSWVW63G9VnDTriYLnNRhEyLdWSaWzLX8AU5%2Fkn98zpXwW6X1Mj%2F0NkCFhKOym0emVgYbKXag74HNtchGGyPTmyH2VbZ1adLVbykpGpW41xKJalV34qd30KwjkxjS2YX4WLXFfY%2BFmEakz3SYpt%2BH7lSXWFHJVud%2BvfXanNAqzxpj1vQpSpeLmQ7VUmpUivrTw9EmDJlyty25SD6oVHD404zqTQiMaOF3R%2FS%2BIboZ6Mw4PrDB3UGFpRchxTkSX3cwePQd0ZW2P8ZNHkvRJ7cap7cap7cam41T241T241T241T241t%2Bq2aOAs0rdVcquuXawYFrpdTF6%2Fl6eDJUqOu0SDxvdpH8mtus8eR9HUnQ3ftK4vANslPSdxisOlKcjZ8uc6jI9Ryzy%2FWKEuq%2BUn9KOHW5VA%2BVASn%2BrQAcR2wy%2FJvAWwoYjyuD4vFDnwTdi33ZhV1z55ybJYx0B9sw2UDOvrRqK0dAHcZ16C2xp2T1ywntO4d3aCcJXPH696M4EPm0s1aQWkISRQPpTEgcUWGQKAkLknBtIRlFbGm6yUokyeHDJyGLT6QKRVTcPJS8P6Wq%2F1ibnlNg4b1tcFwHR3jOunn8KmEGLkhG3fMeJofPR8yQcWXX1%2BuTAa%2BMAFTWpBAKLAtALSEBIoH0riAIrdwa1KEVA2OAfMQyZ5csjM14llHX2tahqOX2PLSr0%2F6kkwrK9r6ts%2BFcKaq1eZix7h%2BAnG%2B4uZr%2Bl8oUK%2B3p3hLiJURVhkjyANgQzUOJTEIWN3BrUqRSgbBs5KKcrlySHOE1tXIq1qGl8V1MPh0KJlWF%2FX0AVYQjuk9xuvb7CGTzB%2BP6w6UL1D4wsoLrLttrEbW7cRjpGR8iFXcaMl3x3UKmxlw8BZKUWZPF6IS%2BVauVSVNjDWHQMu8PWBI6u1%2BEFc%2FaTBNQE7Um3Gf3RrZMIbLzgaf6cHKTV%2Bgr%2BgrF4w2iAj5UNrGmeWpga2GmXNzHkpjbKXsc22v5HUutIAsDbEpao8gCg%2FxtcHJsn19XV%2F7kGE4VafkvVtMF5oEp0ul3QezHhSKvTXYfSpJ%2FY6BSylSKd86A7FjZaqzwxsNXqEOxI4K2WmI2InI3z7fTLGDx93KHxLY5ZKvQ3IbDYN6wMDgLa%2Brnf5i16C1Y%2BMb9cHGJdp%2BpwHMxsFAkjTGg3qUgkYlo7MlA85ihssWZMFZ1Cr1rA6TgycWzVTFcP2%2B4lSh50hoqfkWxopleddFoD6nGl9YAD6%2BrptrB2SuE6xNNClubLjdtFgfDtmHqworrRG72x0qQSEokzUOJTEw7daI71B75akTyXVwFkpTrlVrjVZ6hDRZZy8ZJZKzkUPjTNkWh%2FYsJL%2BxzzIeLfH8Z3YyZ0D8eS2ZSAUlUD5UBIH2qfPD%2F7ORvpUUg2clTJTocK33%2FzOpi91iFqwfvCaQ%2BYEM43H1FjKerzN01UPqJ4O4nj1XAMyjXOrA%2FHktmUgFJVE%2BZBELueNyeVmQk8mZW7dJ2nI5VIljwaZP0Z5uFZzU34kdYiubY2cdygpwbRylLoeb7MwKkSB7ZjVaSEzvToYT25bFkK1IXPKh0LkcD7dowNIVNkx8ugLO%2FY4TddqbsqPpA6R06TvvORxEnDeCzFo8l6IPLnVPLnVPLnV3Gqe3Gqe3Gqe3Gqe3Gpu1dzf%2B5Zx1ShxcPUHT2uqktR9uN%2F4ST9UWThIq65taI95S7gaAsyddTWPzc%2FCB85JnHT3ZdVuUULel2C1UsTCYK8at0XAUMsNrdqm9pi9uQd4%2B5kPq569Prk%2BgOISkaEPeXS%2BDns%2FfJzXJ2oplMnGAoC1fVlV28%2FkGVX529x750BW5YcvgEox7EYrAYAQrL835ICJW09Xq09b5vkNGPi5kYl5jbPHVVmrjQMfqpWI9SE%2FQvTIRB0lnQdEgZlXarw%2BLRVBaTZ4o3opu9XOVQALCVK9%2BaqxkjcTDGT12RqKQBG1Z4eIDgMAEevvlVyGc2%2FYKRScYc8033pmHIxbq1crgZWxPrm4qwyc%2F1CN9D7kCnwfldtxTOPRRxc4j3biuOLqyKOEmGy0apCptTJa7RYRxnTc3yvlFYxWpdRBrDZnPIQvjuYQUQ0QgkgIredTchnOo5PRGufWZH3Y%2BVmPceDUZ12Ac1ld5zt%2FBF1G60MOqkA1CLxZjdPVlo01zkOpM%2BU4b9kpa5oxGyf7%2FGQ2qz5UCyrLyoaSp1V6KKVtKfvirkNEDWCH1khlL74u8Trnl3oTTqXIOXBnbw0mTgSdQ6bXg4zeh7wePrZX0%2FjVsF%2BS8UhqoPEppFhlNkaEAKA3cJJtvi3oYCfWY4a73BUu1Q%2Bri8JBWj0UjbP%2BXsllOPfCRtc7PJ3L%2B8RKMXsd8%2BOKKzgngMmqJ4TWh1xBtSq%2FHtL4j1uyC4vxUiRV449ZKVa5DfNBecmDjHcpjh9FYyM81VSHg5S7XHZXPJBVMe9J2JgXQ0Rvi8ZZf2%2FIARO3Xd93bc5hd4rmOkIYuSASOienWisBf7J2F%2Bl9yMF8oTAfHNHrHHGGq8MOMY5Qqs6D4SqApHUDlY1Uq803IPNGM46xOb3S60F9JIHd5Wa7K%2B5vjcj8B%2Bdbxei9SbE1FPb3yrD%2B3r14ESgmzR%2BUE93xaQC1u8q8D1neA4%2FxOmO%2FUHAqBo67AmKcnMK4B0qIspFqlVY3AGysanRzTgJrppx2l8vvige7W7pmeTPAjGddG%2Br394L19751nJzCFeDpsrEPucjmZ%2BdK%2BIxFhjAbKVZpxYK1osO56MGDlLtcdlc8sFVn%2BHQABKdl735Cf%2B9bwtUQwOBB1g%2BGiYfZSLVKFxuXyBwn5S6X3RUPbpWcJgkx1JS9%2Bwn9vW8lZ82xB1%2BfiU4ZEOYNCqablDXqLlfXGuz1M3kvRJ7vZKt5cqu51Ty51Ty51Ty51Ty51Ty51dxqntyqe5W%2BrZP3A3dhd4g6NrpkSqc7BibV%2FgjtM4twDXRsjIyxYXMI9dUcn7Lk1VdfVd%2FexFSAA18nOXs%2F8GGrhoUF1KzDxOyVbAAvMKv34RNkSGdxbGyxY%2Bb%2F%2Bs84xFKCefnoFoCUngEebT3LoppfjM265ZZb1Lc3Ma94IgbcItsUxlPWSWZWk%2Fty8fyMBXgzzzN5lSkAaH%2BNDdTwx2jM1aC7iDCLrpE%2F0XLZ86kBNZd4mvuwiv5f%2FAwt2sb5yGrV9d3kA8b3GfUN9Yus0YdvTzrn6ySbrZYAWEJYAEqs6tGjkDG8iBrjj8Mj1oh1N71g8xZ6dTLg%2FHvvk1w75Ot13JexOUCoMNvFViQVFzJYnZubU9%2F44svmAyb6ptNCFWHM%2FVvvT9p%2BkdFqtE4y36DIqi%2BtHo6a%2FGp6X64AgNtuAwBBsawB3tnpf6e%2F6Ih%2BE8DCC9p1%2BAjaaABAFUdM%2FE%2F9Zcm1C8%2FHPw5UiMUF4GY8VoWY96zXZfuIQLWQwSoA9S198WX3BqRAH8AN7TBadAv8L36%2Fhp28lO1YbTDbKuaO1cgq%2FKFIJ1yXrwGrrLLzrHX661PsRbfUbQKsTBfWu%2FHRNoAfs9Dl%2FI87KxZ7HWwCm8o1270Zr6vB6T8ddRkqqZmtmhdf5qsJTmktOoVJQCw7hl3%2F09jJV7JZ%2FWAJKsUUq%2FrfgG4AwFNP8fV%2Bj27nttvkV%2F1Qsi4egcwXY%2FzyjxKssFqLVB7Edae%2B9gBQb17Hgzfz49v8d%2FAXiUKuUkLjV4FfbaBkasYDipUYhdj9h7T8QhHe2%2F820TrtzyqX2kjSyhYX7QHmXf%2Bz6KfRzGS1UT4FlXtSra6ryevJ%2Fbp0224ols96zxchU9c3bwrX7wSA10llro7umXcA9TNd1Odi3Jf8E%2BTHOLk1fMZpt53PoObqUtsA2kpryrFakVJPFivqHjijVSa1Ol2VWolpZVKJkqwGHqI8SZmsfrADFXzRZJWvnyyDaoH166afgXuHEMY7wzfvhVUA6N2Mz1i4f0KIiadgndH4kY9b6HU1fh%2FaPXr8ceq1tcWwi965ZQDL57xilmM1%2BszJb9b023sPO9Hu9uqA36n4QDum7gLkbipUgQvEtTKpBCTcqI6KMN4ns1ktPwqVapNb5Vqj62q1wPqB0626dv%2Fm52mHLeiOBypyRHvqbUwtLEyhPezEeRXAn22hGuMdeB%2BLtvpjHjqx%2BqdXZfXK6ul20rHK%2B2%2FDjxTFhIwKwLoiZEbJ2Nb%2BOFvnVH3TtUYbzy35ScveVvCJbFZbUMGXs7yzKURWC0OsHzjdqn18a1rMzwvWDP2xBsZ7D7GVyclZnnzyHe94cnLZ0Xhh8vfwR1%2FU1s4%2BiSj880rLTYrelzeXsxyr0lpAFIyyNd1hXuS6XEeYepmvc6q%2B6c%2BBVYLSKqVyTc9ls3ofVKxeyjrJrBeC9c2mWD0%2B3CQKAmJpPrNVJlisDlFveWJiuUfE%2BGv4B804ryCWCsXSmBfzjf3%2Fbiku1Y2k8pzZ8ABv4wwNFBGlwF4HTYFtDuFks1qDyvNp6yRzq6pvlm%2Fe6ip7uzTs7NFlTGKkTNmzIgKNBCIWbXg6oGA6bclrngJbG9gYZ2VUiNEVh96sCCmdwYQnMCpUmJtC4YB7IRz67kneC5Ent5ont5ont5ont5pbzZNbzZNbzZNbzZNbXZhaiIPcagtRii5ljQsYJy%2B4rnn3dlGkNzH4KFomHIbz0liR9T8fKF%2BcmlqUnMcdA7qUKXt0xNqAbZgeWu3%2FwFfRz4%2BQKa2rLUOTAYoV0%2FK0tg1qceFu7SzMi58i4Ul2i6a9VUzYIWiimdnqm7%2Fu8amv3XPna5LzHEFjck6C9P7kvZrRhICBhVZFNPYw%2BnmYWNzSGH7lGjR6yrhW47OwJbfxLOm53%2FspZhX4w8AFcXTDcJh1pn7jDRAL3viNqY7RK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<h1 class="title">Using Color Brewer Palettes in R</h1>
<h4 class="author"><em>Phil Ewels</em></h4>
<h4 class="date"><em>Fri Dec 5 13:24:31 2014</em></h4>
</div>
<p>This short tutorial gives an idea of how to use the RColorBrewer package to make plots with nice colours in R. ### Step 1: Install and load the R Color Brewer package Website: <a href="http://colorbrewer2.org/">http://colorbrewer2.org/</a></p>
<pre class="r"><code># uncomment this line if you need to install the package..
# install.packages('RColorBrewer')
library('RColorBrewer')</code></pre>
<p>To see what colour schemes are available, we can plot a graphic with all of the brewer palettes</p>
<pre class="r"><code>display.brewer.all()</code></pre>
<p><img 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IAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGD6BLqm79COTGBmCJx77rm9CxYs+FCczeqZcUadcRbDw8PdUR4YZ7su6nd0xlnPiLPs7erqSrfbwm3djDijzjiJ/nBbE2Y3x+ne0xmnPCPOckGcxeqwuz7s7p0RZ9QBJxFei+I0D4pcG25bOuCUZ8opLg27/eNkrgm3bTPlpGb6eYTZijjHVZGrwm1gpp/vDDq/PcNuzzifX4Xb4Aw6rxl/KuF2/XXXXffi5z73udtn/Mk6QQIECMwiAR1ws+jDdCm7JnDeeec9qL+//5e7trWtCBAgQIAAAQIECHSWwMDAwFGPfvSjf9ZZZ+1sCRAg0NkCvZ19+s6ewO4LxL8CjnRE9/cPF2vW+IfAuqLr1vUUt93WWyzo21QcvNc1dTeb8+1u37CquOvevYvF3bcW+/deMuc96gLcMvDQYsPQQcXSTb8o9r3rW3U3m/PtbtzracWmBauL5TdeUux1zbfnvEddgBuOeUGxden+xR7nn1OsuOS8upvN+XbXn3p6sWPlXsW8j/9H0XfexXPeoy7Avf/0hqJYsay45+xPF9t+dHndzeZ8uz3P/Muie+GC4pIzPlisu/LaOe9RF+DRb35lsWT/VUX559+622lHgAABArsvoANu9w1n+h6WxgkeHNk7krc1rI3c2KjHRCkFuruHiyVLhstZ0wkENm8eGmnR0z1YLJm/cYLWVpcCd29evtOt2FYs6bm1XGw6gcCdgw8aadE3sLFYvNVftCbgum917+DmkXr/lruLxeuuum+5yvgC3Tt23nXav+6OYvE1BkiPr3X/2u4dO+867b7xlqL3sl/cv0JtXIGuHQNF/uljYO2NxfbLrhi3rZX3CwwP7rzrdP3V1xe3c7sfZoLawJatE7SwmgABAgSmSqB7qnY8B/f7trjm/Nt0JocD5TNQWi3/HhuU+/hy1MtbhK9uLL+o5g7nRbvTI9+N5DOmLot8M3JuJP/mmr/znhN5ZqQnMpnlVbGz8hrGm94S7X4V+WHkPyN/FTkqMhnlybGT8th5PgoBAgQIECBAgAABAgQIECBAYNoEjICbPPq/j12dEtmvscuzY/r0Rr3O5IXR6DmNhvlP76+L5D+IZsnRa4sjdYYZZefTeyMHR5qV7HR7QiPZIfe8yPcjk1HywdWrdmFHT41t3hp5T+RPIjuHV0VlF0p2QJbnkOejECBAgAABAgQIECBAgAABAgSmTUAH3OTRr49dnRb5SmOXJ8c0O+Q+1Zgfb7JPrDyz0uDPo35FZb5u9RXR8F2RclRbjs2/KJIj4DJbIqsjj4n8ZiRLzudIuTz3j0Ums+SDTJp17HXFur0iB0YOj+Q554jMHLmXI/ReG1EIECBAgAABAgQIECBAgAABAh0voANucj/Cr8buPho5tbHbf4lp3up5e2O+2SRHfe3RWJm3ir67WcNxlv/6qO3yrUYvjTR7yvuRjfaPjen8SJ733ZG89XWyytdiR3U60g6Ldu+M5Oi9LK+OvC+St6gqBAgQIECAAAECBAgQIECAAIGOFsgRR8rkCuQzx25u7HJlTM+aYPfPi/XParTJUXQviZS3njYWTzjJjtRqp92/xfyxkWadb7nD7KB7YuSTOdMo2emV59zukqP9fjuSI+ay5Oi4l43U/CBAgAABAgQIECBAgAABAgQIdLiADrjJ/wBzFNkfVHb73Kg/szJfreYtmNUOuryF9MZqg5r13K58gcHaqGcn4PbIRCXbZIffzxsNV8X0nxr1dk/y9tiPVw5aXk9lkSoBAgQIECBAgAABAgQIECBAoPMEdMBNzWf2n7Hbj1R2nbeYrqjMl9XsfMtOuCyfjXx6pNbajz2j+Vsrm/xZ1PMZanVLdsL9UaVxjshbUJnP6hmRsyO/lzNRXhw5N3Jb5H8i2cmYo9Z2t9xa2cFYXuXqeVHJEXLfilwfuTaSnXd5y21PRCFAgAABAgQIECBAgAABAgQIzBgBz4Cbuo/iT2PXvxnZP7Jv5B8iL4+U5alRyc6uLHnLarUTbGRhzR/HRbtljbY/iOkXam5XbfadmLk6siayOHJy5HORspwalezoy86tvSNvj5Ql5w+JVNuX61qdnlTZIG9LHas8KBZ+PbJ61MqDYz47CHO04WciCgECBAgQIECAAAECBAgQIEBgRggYATd1H0Peilp9jlnWf61xuBxh9u5GPScviayrzLdSfXCl8U8q9VarX6xskJ2DY5U81t9XVgw16h+PaavPravsZqR6dPzMjr+yXFxWKtODon5BpOx8uyrq74icHvlgJA1zHzniUCFAgAABAgQIECBAgAABAgQIzAgBHXBT+zF8LXb/4cYh0jo7hnL6xkjZiZTLvhHZ1ZIjwspybVnZhemPK9scWKlXq4+Jmbz9Mzu98vxz9NsLIx+I7GpZEhtm5+T3IssbO8mXMWSH2ujytliQI/Gy5Ei/YyKvjvxr5Pcjx0ayE3JppCxdZcWUAAECBAgQIECAAAECBAgQIDAdAm5BnXr18lbUA+JQj4icEckRW1mujLx2pLbrP6oj4K7Z9d2MPM+t3Hy/sjLGNG//zE6vsnyirIwxzc65x4+xPBf1R/LW2bxFt/rctptj/tRIPpuuWg6Lmec0Ftwe0xdE8sUN1bI2Zp4dydtXq/uMWYUAAQIECBAgQIAAAQIECBAgMD0COuCm3v2eOESO8MrRcFmyQy7LQCQ7qDbnzG6UB1a23Z0RcOsr+8mRbc3KWc1WjLF8VSzL1CnZ4ZbPbntVpHou5bZPKysxPTMyuvOtXJ23pX42ckq5wJQAAQIECBAgQIAAAQIECBAgMJ0CbkFtj36OGht9S2U+S+2SSTh8duSVZWFZ2YVpddTbXeNsnx1cdUvu52eV5LajO9dy/VMiKyI58m30+lg0Uh7XmObkO5X6WNWvjrXQMgIECBAgQIAAAQIECBAgQIDAdAjogGuf+psrh9oa9b+pzO9O9YbKxtXnwVUW16pWR9Ld1GSLwVjeyii7D0f7oyrJY+wR+c3IzyNZjozkqLflOTNOyTfJluXGstJkOtH6JptZTIAAAQIECBAgQIAAAQIECBCYfAEdcJNv2myP2elWlhy1Vh25Vi7flen1lY2qz4OrLK5VPbTSqlkH1m3RZkel3a5Wz4kNHxfJ0W9ZnhTJUWvjjeDbKxs2yi1lpcm02inZpInFBAgQIECAAAECBAgQIECAAIH2COiAa4/zVB4lb28tyzFlZRemD69s861KvVodqs7sZv2O2D473u5s7OdhMf1opNlbSzc22uVkWaU+VrV3rIWWESBAgAABAgQIECBAgAABAgSmQ0AH3HSoT+4xvxC7K19I8Nion7QLu39GbPOoxna5r//YhX3syib5xtOXVDb8nai/sTJfrd5amTmwUh+retBYCy0jQIAAAQIECBAgQIAAAQIECEyHgA646VCf3GPmyLDPVXb5L1Hvq8xPVM22Z1QafSnqGyrzU139ShzgY5WDvCnqx1bmy+plZSWm+dy48Ur1dtrx2llHgAABAgQIECBAgAABAgQIEJhyAR1wU07clgO8Lo5Svrn08Ki/PVLnNsxs885Ivhwhyz2R14/U2vsjX8JQjnDrifoHIqPP//OVU3pN1JvdqprLT6+0VSVAgAABAgQIECBAgAABAgQITKuADrhp5Z+0g+fLEV5R2dsro35+ZE1l2ehqrrsgUt0uO66uG92wDfPr4xh/XDlOPsvu1ZX5rF4U+XFj2VExzWscq/xhLJxohNxY21lGgAABAgQIECBAgAABAgQIEJgSgdGjjKbkIHbaFoHPxlFWRM6K5Oeaz3S7NJJvHP1RJDuvcnTYwyL5woUnRBZHsuTLFd4c+UTOTFPJ22jzTagnN46f55Oj3q5qzA/H9GWRiyM5Su5dkQdF3hv5RaN+WkxzNF22bTZCLlYpBAgQIECAAAECBAgQIECAAIH2CeiAa591O450dhzkl5FPR1ZFsoPtmY3EZMxyRyx9QeSbY65t78I/isM9LpLnvSDyb5HsKCzLD6PyvEh2FM6P5Oi9zECk/C5viXqOnntPJEt2xikECBAgQIAAAQIECBAgQIAAgWkTcAvqtNFP2YHPjT0fHHlJJEfANSvfjxV/EDkkMhM63/I8b4i8ISuN8hsxzeuolhwVd2LkvyoLy863X8Wyp4xaV2mmSoAAAQIECBAgQIAAAQIECBBov0DZcdH+I8+9I94Vl7yrt0UuaZFra7T/cCN7xPTgyOpIHn9t5LpIjnyrW/aq2zDa/V0jLWzyv5rmLbSZ8UqOhHta5IDIYZEcLZe3pt4eKUtea0tlaKir2LCh5c1aOsZsarx1a/fI5QwO9RQbtiydTZc2pdeyfWDeyP4HinnFxsF9pvRYs2nnO4YXjlzOjt4lxcYF+e8GSh2BgZ6dbtsXrCjuXVm+b6fOlnO7zVBf/rZSFNv32Ku4d03+NqPUERjq3/n/t6EH7FcMHHNEnU20CYHhvp1/HO9d/YCif307X0Tf2fxdPflEknj+yqEHFcND+TQVpY5A74K8iUQhQIAAgekQ0NswHeqOOaMEzjvvvAf19/fnrbsKAQIECBAgQIAAgVkvsGPHjiNPPPHEy2f9hbpAAgQIzCABI+Bm0IfhVKZHYGBg4Jq+vr6PxdFXT88ZdOZRh4eHu6PkkJr1Ua+OPuzMC2rfWfeG26FpFlnXvsN2/JH6u7q61sRV3Bxu93T81bTvAhaEW/6/7fpwu7d9h+34Iy0Kt4PiKq4Nt3y2qFJPIIdD5+j0qyPb6m2iVXzX8iVa+8R37aqY7iBSTyC89orfT1eG35VDUeptpVVD4Lqbb745H92iECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEJiVAt6COis/VhfVqsDFF1/8mHiYbz5wW2lN4CHx8ON8KP7drW02t1uH2VHxvOi1Md04tyVauvr8/ero+K5dGW4eil+TLrx64iHlRw8ODl4e0+01N9OsKPrie3ZkQPwkDAeB1BMIq/nhdli0viwyXG8rrcJtcfz6XB3Tn9JoSWBZtM6XfniTZ0tsRRF/BrnhhBNO+E6Lm2lOgAABArspoANuNwFt3vkCF1544f49PT03xJX49dD5H6crIECAAAECBAgQmEAgOuFWH3/88WsnaGY1AQIECEyiQO8k7suuCHSkQPwBZHF0wHV1d3cVK1b0d+Q1TMdJb906WGzaNFD09gwWy5Zsm45T6Mhjbt7SV2zZ1lf0dW8plvSt68hrmI6TvnfH8mL70KKif/CuYvHgddNxCh15zI09hxQ7epYX8zfdWCzccG1HXsN0nPQ9Kx9aDPYvLfruuLrou3PtdJxCRx5zyyHHFcPzFhWDa39eDN9xY0dew3ScdM9Df73o6p9frP/FpcXWu26fjlPoyGOuOu7xRXdvX3Htpd8vNt+9viOvYTpOes0jji/mL1pSxIjLJdNxfMckQIDAXBbQATeXP/37r31pVA+O7B0ZiKyN5J+csz5nSn9/d7FmTd7NoNQRuO22zdEBd28xf95AseZAf/CtY5Ztbrh1SbHl9r5iYe+G4pCleZeWUkfg2o1HFndtXVQsGbi2OHjLv9fZRJsQuGrR/1fcEx1wS+/8cXHAVZ9gUlPgimP/utgcHXALrvxusfQHvm812YpbX/hvxUB0wA187z+LgQu/UnezOd9uwQM/P9IBd8M3Pl/c/v3vzHmPugB7Puz4kQ64i/7fJ4obLr+07mZzvt1LzvzQSAfcnIcAQIAAgWkQ0AHXXvS3xeFe2Djk5pg+JnJTY77uJP8m8OuNxpfE9Lci+ZyVqyOLIjnE4fjIRGVeNHhZ5LmREyI9kWrJZ958O/LuSP4pOucnq5wdO3rmODvL60mfuyJrI/8d+VzknohCgAABAgQIECBAgAABAgQIEOgoAR1w7f24/j4Od0pkv8ZhsyPq6Y16nckLo9FzGg3zIeSvi2RnVZa9I4sjdR7q/uRo997IwZFmJTvkntBIduo9L/L9yGSUHGa2qsaODok2j4jkNb868tRInotCgAABAgQIECBAgAABAgQIEOgYAR1w7f2o8j690yLlfRknRz075D4VmajsEw3OrDT686hfUZmvW31FNHxXpBzxliPbLorkvXCZLZHVkcdEfjOSJee/G8lz/1hkMsva2Nmdo3aYD2JbEMlrLp9PkW9V+17kGZGLIwoBAgQIECBAgAABAgQIECBAoCMEdMC1/2P6ahzyo5FTG4f+l5ieE7m9Md9s8p5YsUdj5TdjmreGtlry1tXqdj+L+ZdG8lbWscqRsTDbPzYyP5LnfXfky5HJKm+JHeV+xypdsfBRkU9GcjRcjvL7bOTQyJx6Pl1cr0KAAAECBAgQIECAAAECBAh0qEB3h553p5/2q+ICbm5cxMqYnjXBBT0v1j+r0SZH0b0kMtyYrzvJztZq59u/xfyxkWadb7nf7KB7YiQ7wMryvqjkObej5DXmqLeHR7LjL8tBkSeN1PwgQIAAAQIECBAgQIAAAQIECHSAgA646fmQsjPpDyqHfm7Un1mZr1b3iplqB13eQnpjtUHNem53VKPt2phmJ+D2xvx4k2yTHX4/bzRaFdN/atTbNbknDvStysGOqNRVCRAgQIAAAQIECBAgQIAAAQIzWkAH3PR9PP8Zh/5I5fB5i+mKynxZzc637ITLkrdffnqk1tqPPaP5Wyub/FnUt1bmJ6pmJ9wfVRrliLwFlfmsnhE5O/J7ORPlxZFzI7dF/ieSnYx5S+mulqsrG+Y+R5epPv7o45knQIAAAQIECBAgQIAAAQIECNQS8Ay4WkxT1uhPY8/5ooP9I/tG/iHy8khZnhqV7OzKkresVjvBRhbW/HFctMs3j2b5QeQLI7XWfnwnmmcn2JrI4sjJkc9FynJqVLKjL1/usHfk7ZGy5PwhkWr7cl3d6UmNhnlb6tfH2Giqjz/GIS0iQIAAAQIECBAgQIAAAQIECEwsYATcxEZT2SJvRX1Z5QBZ/7XGfI4we3dlXd4Guq4y30r1wZXGP6nUW61+sbJBdg6OVfJYf19ZMdSofzym2Xm2KyVfFPGwxob5TLixRsCV+52K45f7NiVAgAABAgQIECBAgAABAgQItCxgBFzLZJO+wddijx+O5C2b2SGat6LmiLU3RlZHsuSyb4zUdu3HgyqbXVupt1r9cWWDAyv1avUxjZl3xDRvn90YeUrkvMhYJZ9L9+RRK9IhOyBzVOCzIr8RyXJn5EUjteY/Wj1+8z1ZQ4AAAQIECBAgQIAAAQIECBCYBAEdcJOAOAm7KG9FPSD29YjIGZHTG/u9MqavbdR3dVIdAXfNru4ktquOPNtvnP3kLaKvrqz/RKU+uprtqm1Hry/nz4/K70ZuKheMM23l+OPsxioCBAgQIECAAAECBAgQIECAwO4L5EgjZfoF7olTqN6Kmh1yfZGByAsjmyO7Ux5Y2Xh3RsCtr+wnn+vWrJzVbMVuLD8+ts1RdWtq7GMqjl/jsJoQIECAAAECBAgQIECAAAECBP6vgBFw/9dkupbkqK0PRvJ5Z2XJZ6ldUs7sxjQ78sqysKzswrQ66u2ucba/apx1o1fl6Lh8rlu15NtS8zyXR46MPDEyL/LcyGMjT4pcFmlWWjl+s31YToAAAQIECBAgQIAAAQIECBCYFAEdcJPCOGk7eXPsqeyA2xr1v5mkPd8Q+ymf2ZbPg/vWLu63OpLupib7GIzlrYyyOyfaf7TJvsrFR0fls5HDIqsin4zksqHI6NLq8Udvb54AAQIECBAgQIAAAQIECBAgMKkCbkGdVM7d3ll2upUlR61lJqNcX9lJ9XlwlcW1qodWWt1YqVer+Zy4HdUFk1DPN7c+OlJ6HBH132qy36k4fpNDWUyAAAECBAgQIECAAAECBAgQmFhAB9zERrOhRd7eWpZjysouTB9e2abZKLqxRqVVNtvl6rrY8oLK1tVzqSwec1Rcdb06AQIECBAgQIAAAQIECBAgQKCtAjrg2so9bQf7Qhx5S+Po+Qy1k3bhTJ4R2zyqsV3u6z92YR+7u0n1uW977O7ObE+AAAECBAgQIECAAAECBAgQaIeADrh2KE//MTbGKXyuchr/EvW+yvxE1Wx7RqXRl6K+oTLfruqxlQP9oFJXJUCAAAECBAgQIECAAAECBAjMWAEdcDP2o5n0E3td7LF8c+nhUX97pM5LOLLNOyMPjGS5J/L6kVp7f+Qtp4+oHPLCSl2VAAECBAgQIECAAAECBAgQIDBjBXTAzdiPZtJPLF9O8IrKXl8Z9fMjayrLRldzXT53rbrd6TF/3eiGUzifo++eHvlapL9xnB/H9MpG3YQAAQIECBAgQIAAAQIECBAgMKMF6oyAmtEX4ORaEvhstF4ROSuSn30+0+3SyDmRH0WyY6sr8rBIjjh7QmRxJEu+XOHNkU/kzCSWP419PWeM/WXn8MLIkZGVlfX5MobfjgxXlqkSIECAAAECBAgQIECAAAECBGasgA64GfvRTNmJnR17/mXk05FVkexge2YjMRmz3BFLXxD55phrd2/hQ2PzTJ3y82j0R5G1dRprQ4AAAQIECBAgQIAAAQIECBCYCQI64GbCp9D+czg3Dnlw5PmRP44cExmrfD8Wvj+SnXX3jtVgCpdtin3fHLkpckMkz+HrESPfAkEhQIAAAQIECBAgQIAAAQIEOkdAB9zM+qzyJQl5C+iulCUtbrQ12n+4kT1ienBkdSSPvzZyXSRHvtUte9VtGO2y4y8zmaWV40/mce2LAAECBAgQIECAAAECBAgQIDCuQHa2KATmtMD555//4L6+viu64lfDvHk9c9qilYsfGBgqBgaGi66u4WJe/0Arm87ptjsGuovBwZ6iuxgo+nuyH1ypI7BjaF4xONxX9AxvKfqGNtTZRJsQ2N61vBjqnlf07Li36Nt+N5OaAtvm71UM98wrujffXXRv9X2ryVYMLNu3KHr6iqEN8e+JmzfW3WzOt+va64Ciq6e32LrujmJwS94AoNQRWLjvA4qu7p5iwx23Fdu3bqmziTYhsHyf/Yrevv74s8jg0SeccMJPoRAgQIBA+wSMgGuftSPNUIGtW7feGR1wm4aHi0Vbtw7O0LOcqac1XAwPdxVbt+XLapX6AsPxVpP4y9Zg+Y6T+lvO6Zbxi3Swa0Ex2LNgTjPsysUP9i0uMkprAkMLowMzorQm0L003p2UUVoSmL9HDuY3oL8ltGi8dK98pLHSisDw8PCWyG2tbKMtAQIECOy+gBFwu29oD7NA4Jxzzlm5aNGivWfBpbT1EoaGhpYPDAzc299vCFwr8Dt27Nhj/vz5d8e/PufbhZWaAl1dXSvjLwx5q77SgkB3d/ee8Wv1zhY20TQEuO3a18Cv09bdwqwrfi/do6enx//fWuCL/6/1BN3SyPoWNtM0BOIfn+94/OMf7/cF3wYCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIFZK+AlDLP2o3VhdQW+8Y1vLFq+fPnF0X513W20u09gftTy1bE77luiMpFA/n93XmSgkYnaW79TYMQtHra9I17E4HXFNb8VYRXvEujuj2n+GuVW0y2adcd3Ld22R93LUuq75UPx+8JtW2wyXH+zOd+yNwQy3Fr7KpRuW1vbTOv4NXp9vPjjkSeeeOJGGgQIECDQPoH8jUshMKcF4u2nBwTAEXMaYfcuvjs279u9XczJrfvjqjNKCwLxl4bsvFRqCkRnSBFm2ZpbTbOyWcMt/5FBaUGg4baghU00vV+A2/0WrdQWttJY26KI3xsOi3+cOTgsfsqDAAECBNonoAOufdaONMMF5s/vKo44Qj9S3Y/pjjsGi+uvHyzmLdxSrDr0hrqbzfl2d9+6sthw+8piYP6mYsvKW+e8R12A+ev3Kvo2Ly2uHdpUXDJ4d93N5ny7E3v2KPbvXlB8556txZfXb57zHnUBXrnPkuLg+X3FZ668t/jS1Zvqbjbn253xmJXF/ot7i/f/1w3Ft35855z3qAvwnlceUeyxtL8486zLiou/f1vdzeZ8uw+89/HFokV9xeve+NHisp9dN+c96gKcfeZpxeqDVtVtrh0BAgQITKKADrhJxJwBu8rPc99IjuhaFLkjclPEn4IDoU7p6cm73JQ6AjGw5r7S3e1Oo/swJqh0dVWsuE2gdf/q4YZb6g26s+1+mAlq5bctzXaUMxNsY/X995wODg0X292AWvsrUX7FBgbDzReuZbcdO4aK7b5wLbtt3z5QbNvmSRh14Ybj/2sKAQIECEyPgA641t0Pik2+EylvS/lQ1N/Q4m4eFe2/GMkujPxd8PmRb0eyXB3JzrNrI8dHJirLo8HzIqdGcr95O+DoksPLvxp5V6Qd/7R6aBzn/Mh4JZ9FtC5yV+TiyBci34soBAgQIECAAAECBAgQIECAAIFZJTBWZ82susApuJjrYp/vjaxq5HUxfWSkbsnn8Hw4sk8k9/G1yLcjZdk7Krl8z3LBONM/jHU3R86OZGdds8/zqFj3F5GrIn8amerSEwcofZpN94s2R0YeG0nDCyOtdmTGJgoBAgQIECBAgAABAgQIECBAYGYLGAG3a5/PGbHZsyKPimRnU46Ce3gk35Y2UXlzNDi80WhtTP+kUW9lkg+bfV/kBZWN8iE1l0VytFvmnshDIw+LZAfhksjiyDsi2Sn2+kg7Spr8ZNSBsqNwQSTPaf9IjgTM/F1kTeS0SL4hUiFAgAABAgQIECBAgAABAgQIdLyADrhd+wjz9skXR34UyVtR8w2afxV5U2S8kp10r200yKfK5G2jGxvzrUzeFY2rnW+fj/mXR0Y/6+0TjZ3uG9OPR57QmP/zmJ7TSGPRlE1yhN4jxtl7dgpmp+RrGm1eEtOLIh9ozJsQIECAAAECBAgQIECAAAECBDpaoNktix19UW06+V/Ecaodbjmi7Ohxjp2v1/xwpOz0fHvUvztO+2arnhwrfr+xMjvxXhT5ncjozrdGk5HJLfHziZGzKgvfWalPZ/XeOHh2SmYnXFlyBJxCgAABAgQIECBAgAABAgQIEJgVAjrgdu9jzNs5yxcHZAfbhyJlB9voPefzzcoOurxF9I2jG9SYz9td89bTsrw7KjmyrU7Jzro85oZG4yNjmiPyZkr5j8qJPCTqeUuqQoAAAQIECBAgQIAAAQIECBDoeAEdcLv3EZa3om5t7ObYmJa3Ulb3nB1vf9lYkM9Ee2FkW2O+lUneQvqAxgY3xLTcZ9195HPh8oUN2Rl3SWRlZHT5h1iQbfIW2yx7Rk6PfCpybeRXkc9G8tl1/ZHJKrnv4cbObq/Uq/s/M2by3P66unCMej77LttlTh5jvUUECBAgQIAAAQIECBAgQIAAgbYJNBut1bYTmAUHuiKuIUeWva1xLXkrZXZQZYdSluzkzFFrOUIuy5sil43UWv9xSmWTj0Y9b99steSLDv4psq7Jhr8Xyw+ILIqcG/nvyAMj1XJozDw3ks+hy+nayO6W34gdlKPe/qvJzl4ayxdHroqkY7NycKwob2O9JepfbdbQcgIECBAgQIAAAQIECBAgQIDAVAsYATc5wu+I3VzU2FW+lCFfklCWP4hKvi01y/mRsqNuZEGLP36r0n5XO5XyFtRmnW+V3Y90ul0QC7LzLUe9fTDyz5ELIwORLPlyhU+P1HbvR47qe31lF1+q1FUJECBAgAABAgQIECBAgAABAh0tYATc5Hx8eUtn3rJ5aSQ74J4eyVsfvx/5h0iWHK32oki23ZWyPDbKZMl9/HCkNnU/yk7DN8QhstOw7HTLIz4pkh2A+f05LpK33jY7nwWxLl8cMbrk7atLIkdG/iiyNJIlOy9z1J1CgAABAgQIECBAgAABAgQIEJgVAjrgJu9j/GXsKp/J9vbGLrMjKTulyk6zV0W9vC210aSlSd4WWpa7olLtECuXT/b0K7HDsgOxuu9vxMyZkdc0FmYHW17rWGVVLPzaWCtGLcvrOS3yoVHLzRIgQIAAAQIECBAgQIAAAQIEOlpAB9zkfnzZKfXsyAmRQxqJSZEdWXkL5+6UfSobr6/Um1Vz1Nrqxsry2Wo5W9Zzmh15v58Lm5S85bRZOT9WlB1wezZr1MLy/C7ms/TmRd7bwnaaEiBAgAABAgQIECBAgAABAgRmtIAOuMn9ePLW0BdHLo3krZdZ7oiM18k10qjGj7srbVZW6s2qJ8WKY5qtbCy/cYL1V42zvvocufHehprt3jTGfvpiWb5QIZ//9tjIgyMHR94TOTqSt6UORxQCBAgQIECAAAECBAgQIECAQEcL6ICb/I/vytjlJyNlp1veinr7JBym2lm2R+wvO7B2TMJ+m+1iW6y4rdnKWL69sm68l3nkSx/+tdJ2rGp+D98S+YtI7uvlkW9HPhtRCBAgQIAAAQIECBAgQIAAAQIdLTBex0lHX9g0n/zWyvGr9crilqvZGVZ2euXto4dNsIdfi/XZsTU61VtZx9vFxljZrhFo+fy3v4pkZ2VZ3lBWTAkQIECAAAECBAgQIECAAAECnSygA65zPr3sDPufyuk+p1IfqzoYC8dKdnbN1PLlyokdEfVmt7ZmB+R4JTsdFQIECBAgQIAAAQIECBAgQIDAjBDQATcjPobaJ/HxSstTop63oc6mclnlYnqivqwyX61OdN3NtqvuQ50AAQIECBAgQIAAAQIECBAg0BYBHXBtYZ60g3wx9nRPY29rYvq3k7bnmbGjYyuncX3U8wUW1VI+8658wUV1XbW+ujIz0Wi5SlNVAgQIECBAgAABAgQIECBAgMDkC+iAm3zTqdzj5tj56ZUDvDbqL63MT1TNzqgXTdRomtbnuf1B5dgXVuplNV/okGXPSLM3webtpydnI4UAAQIECBAgQIAAAQIECBAgMBMEdMDNhE+htXP4RDTPZMlOqw9E/j3ywEizkp1ST49cFHlHpVH5UofKommpHhRHfX+k+ly7z4xxJpc2luV1v32M9bkoPY5pss5iAgQIECBAgAABAgQIECBAgEDbBbJjRuk8gZfHKecz0p7fOPXsuMpcEvlO5IZIdq5lR1Te1nlUZH6kWs6LmVOrC6aovir2+9Um+85nueX6oyPZqVaWd0blS+VMZfpvUf+txnye+5ZI3pZ7ZeRxkd+O5Oi3myP7RRQCBAgQIECAAAECBAgQIECAwLQL6ICb9o9gl05gU2x1SuSbkbMiiyJZHtnIyEyTH9k594+RsyNDTdpM5uJ8XtvTau5wW7T7cOR1Tdp/PZZ/JZKj+bJkR2SmWrIz7imRqxsLh6sr1QkQIECAAAECBAgQIECAAAEC7RZwC2q7xSf3eNlZtX/ktEjeXtqs5LPjvhZ5SWRN5D2RdnS+xWGaljz+rZEfRbJT7a2RgyJ/GBmIjFWyMy1HwL02cueoBvl8uBw1d2LkulHrzBIgQIAAAQIECBAgQIAAAQIEpk3ACLipoX9l7DazK2VJixvlW1Hf18iymB4YOSCSLyq4K5KdXJdHcnRZnfKAOo2izcWR6m2j1c1+Oc66artdqWcn3BmNZIdd3mabHW4/iVQ7FZudWzQbuwwMDBe33tqs72/sbeby0o0b86MoisGBnmLDHcvnMkVL175t0/yR9l0DvUXfxvwlq9QR6N7RP9JsadFXPLh7cZ1NtAmBxcXO3+YP6O8tHrt0HpOaAst6dv775GEr+ounHVxzI82KxX07f+s9evWSor+35d+G56zg/P6d37djH75XsXLlzt8j5ixGCxfe17vT7bEnHlmsOWTfFrac202XLStvnJnbDq6eAAEC0yHgT0fToe6YM0rgvPPOO6S/v7+8ZXVGnZuTIUCAAAECBAgQIDDZAoODg4efcMIJV0z2fu2PAAECBJoL6IBrbmPNHBL43ve+9ydxuavn0CVPyqV2dXU9fHh4OF96kSMtlRoC4dUT5WExXRsZfSt1jT3M2SZ98X17WFz9leF295xVaP3CczjNQ8Pu8nC7t/XN5+YW4ZVDRI4MsxxdnS/8UeoJ5LDew8Lvx2G3vd4mWoXAyjA7JKY/CrdBIrUFVoXbAWGWjzPZOSy/9qZzu2G4XfeoRz3qnXNbwdUTIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjMZgEvYZjNn65rqy1w0UUXvTIaewlDbbGdDbu7u4+N2k1DQ0NewlDTLh583B05Nh4afW3ESxhqukWzvvi+5Us/fhnxEoaabvFdmxfJl378LOIlDPXdFoXbUdH8svj/m5cw1HdbFm6HxXfNSxhqmmWzMBt5CUO4eQlDC27RNF/C8ICY/jDsvIShBbtwu/644447s4VNNCVAgACBSRDQATcJiHbR2QLnnXfeIf39/Vd39lU4ewIECBAgQIAAAQL1BAYHBw8/4YQTrqjXWisCBAgQmAyB3snYiX0Q6GSB+FfAvjz/3t6uYr/9FnXypbT13Ddu3F6sX7+96OsfKFau2tjWY3fywTbePb/YtHFB0dW/uehZdkcnX0pbz31w48pieOviYkvP+uKevpvbeuxOPtjy7Q8o5g8tLW4ZuKW4fvC6Tr6Utp77Q/qOKJZ0Lyku3/ir4pebrmnrsTv5YCft+ehiae/i4qIbflRcede1nXwpbT3333nIU4tF/QuKr19+fnHNHTe09didfLCXPvrZxby+/uI/vvuN4qY7DcSv+1k+/wnPKPZctiKbj/z5t+522hEgQIDA7gvogNt9Q3uoJ5DftX0jB0Sylyt7Hm6KzJhb8Hp7u4t99lkYp6TUEeiK8bM7O+AGiz330QFXxyzbDAx07+yA69tW9K7wF4a6bkPbFox0wG3rvrdYN0+HSF23hQMrRzrg7hq6s/j5jsvrbjbn2x3cu7pYEv9ds/n64tt3XTznPeoCnLD84SMdcD+9/YrinGsuqLvZnG938oOeMNIBd9E1lxbn/eqHc96jLsALj3vGSAfcuT++qLj0qp/X3WzOt3vqcY8vO+DmvAUAAgQItFugu90HdLwpFTgo9r42kn+rz/x9pNXyqNjglkhun9PHRcqSt2nm8ovKBRNMl8f60yIXRrZFrm/UvxnTSyPZCfeTSJ7nqohCgAABAgQIECBAgAABAgQIEJh1AjrgZtdHmvcXvTeSnVmZ10UeGalb5kXDD0f2ieT2X4t8O1KWvaOSy/csF4wz/cNYd3Pk7MjxkWbftXzI9V9Eror8aUQhQIAAAQIECBAgQIAAAQIECMwqAbegzqqPc+Rizoifz4o8KtIT+VDk4ZHtkYnKm6PB4Y1Ga2P6J416K5O8h/N9kRdUNtoU9csiP23knpg+NPKwSHYQLoksjrwjkh18r48oBAgQIECAAAECBAgQIECAAIFZIaADNzN1eQAAQABJREFUblZ8jP/rIgZj7sWRH0XmR46I/FXkTZHxSnbSvbbRYCimp0Z25cFe74rtqp1vn4/5l0dGP+vtE7EsSz4X7uORJ+RMlD+PnNNIzisECBAgQIAAAQIECBAgQIAAgY4WaHZbYEdflJMvfhEG1Q63HFF29Dgu+RakvPW07JB9e9S/O077ZqueHCt+v7EyO/FeFPmdyOjOt0aTkUk+Z+6JkbMqC99ZqasSIECAAAECBAgQIECAAAECBDpaQAdcR39845583s75vUaL7GD7UKTsYGssvm/yhqiVHXR5m+gb71tTv5K3u+atp2V5d1RyZFudkp11ecwNjcZHxjRH5CkECBAgQIAAAQIECBAgQIAAgY4X0AHX8R9h0wsob0Xd2mhxbExfM0br7Hj7y8byfE7cCyP5xtJWS95C+oDGRjfEtNxn3f3kc+HyhQ3ZGXdJZGVkdPmHWJBt8hbbLPkyiNMjn4pcG/lV5LORfHZdf0QhQIAAAQIECBAgQIAAAQIECEy7QLMRUdN+Yk5gUgSuiL3kyLK3NfaWL1nIDqrsrMqSHbA5ai1HyGV5U+SykVrrP06pbPLRqN9bma9b/bto+E+RdU02+L1YfkBkUeTcyH9HHhiplkNj5rmRfA5dTtdGFAIECBAgQIAAAQIECBAgQIDAtAkYATdt9G07cN6KelHjaPlShnxJQln+ICr5ttQs50fKjrqRBS3++K1K+69W6q1U8xbUZp1v1f1kp9sFkZzmqLcPRv45cmFkIJLlEZFPj9T8IECAAAECBAgQIECAAAECBAhMo4ARcNOI36ZD5y2decvmpZHsgHt65OTI9yN5S2eWHK32oki23ZWyPDbKZMl9/HCkNnU/yk7DN8QhstOw7HTLIz4pkh2A+d0+LpK33k71+cQhFAIECBAgQIAAAQIECBAgQIDA2AJGwI3tMtuW/jIuqPpMthwFd1ak7DR7VdTL21Kj2nLJ20LLcldUqh1i5fLJnn4ldpgdiKOP9Y1YdmblYPlmVoUAAQIECBAgQIAAAQIECBAgMG0CRsBNG33bD5ydUs+OnBA5pJGYFNmRlbdw7k7Zp7Lx+kq9WTVHra1urOyqNCrrOc2OvN+vrBtdzVtOm5XzY8VrGiv3bNbIcgIECBAgQIAAAQIECBAgQIBAOwR0wLVDeWYco3or6oLGKd0R0/E6ueqe+d2Vhisr9WbVk2LFMc1WNpbfOMH6q8ZZX32OnLehjgNlFQECBAgQIECAAAECBAgQIDD1Am5BnXrjmXSEK+NkPlk5obwV9fbK/K5Wq51le8RO+nZ1RzW32xbtbhun7fbKOt/xCoYqAQIECBAgQIAAAQIECBAg0H4BnRPtN5/uI26tnEC1XlnccjU7w8pOr7x99LAJ9vBrsb53jFRvZR1vFxtj5fB4DawjQIAAAQIECBAgQIAAAQIECMwUAR1wM+WT6OzzyM6w/6lcwnMq9bGqg7FwrIx+ocJY21pGgAABAgQIECBAgAABAgQIEOgoAR1wHfVxzeiT/Xjl7E6J+lTfhlo5nCoBAgQIECBAgAABAgQIECBAYOYK6ICbuZ9Np53ZF+OE72mc9JqY/m2nXYDzJUCAAAECBAgQIECAAAECBAhMhYAOuKlQnZv73ByXfXrl0l8b9ZdW5ieq5rPjXjRRI+sJECBAgAABAgQIECBAgAABAp0moAOu0z6xmX2+n4jTy2TJDrUPRP498sBIs5IvY3h65KLIOyqNypc6VBapEiBAgAABAgQIECBAgAABAgQ6TyA7PxQCkynw8thZT+T5jZ3mCxkyl0S+E7khkp1rx0SOjRwVmR+plvNi5tTqAnUCBAgQIECAAAECBAgQIECAQKcK6IDr1E9u5p73pji1fAnDNyNnRRZFsjyykZGZJj+yc+4fI2dHhpq0sZgAAQIECBAgQIAAAQIECBAg0FECbkHtqI+ro072w3G2+0dOi+Ttpc1KPjvua5GXRNZE3hPR+RYICgECBAgQIECAAAECBAgQIDA7BIyAmx2fYytX8cponNmVsqTFjfKtqO9rZFlMD4wcENkzclfk1sjlkW2ROuUBdRpFm4sj+Qy6lsvQ0HDL28zVDYYbVDkd0mVa/2tQ+YoND+3S17T+sWZTy+H7rbqG/dtR3Y+2q+HWFf9L7Bl5OkDdLed2u/TK0tPVU/RGlHoCXV33u/V1+yNmPbX4A0vjf29p1tfDrbZb49dpf29fkVHqCXSXX7h6zbUiQIAAgUkUuP9vNJO4U7si0EkC559//oP7+vqu6KRzdq4ECBAgQIAAAQIEdlVgcHDw6BNOOOGnu7q97QgQIECgdQH/zNa6mS1mmcCmTZtuXLZs2S/islbPskub8suJ0Q79w8PDOf5tYMoPNksOEF5dPT09fTEdzMySy5ryy4jvWhZuLUonWmzSH9nR+LXa4h7mZvNgy2GWOaSGWwtfgXSL9MZ3Ld0q431b2MncbNrT3d3dw621Dz++az2ZcNvu69ay3XXxnbuuta20JkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINA5At6C2jmflTOdQoELL7xwj6Ghob2m8BCzctfxMoHl8QDkjQMDA14m0MInHG/d3SPePrY+vnMeUt6CWzwwemWY3dXCJpqGQPw63TO+b3fCaE2AW2teZWtupUT9afy/rSteIrAisq7+VlrG7wc98fvpkvj/2900WhPYunXrnSeddJLfT1tj05oAAQK7LaADbrcJ7aDTBbLzLd8EFR1Jizv9Wtp//tl/5H8jLbvnywFHXk7Z8pZzewNuc/vzd/UECBAgMFkCm+MfT1c/+tGPvn2ydmg/BAgQIDCxQO/ETbQgMLsFcuRb/Iv94uxGmtffN7svdhKvbmBwqBgYHIzut+Giv3sSdzzLdzUwVBSD0fnWPTRY9A1un+VXO3mXt6Onrxjq7i26d2wv+rZtmrwdz/I9bZ+/uBju7St6tm4uejfdO8uvdvIub/vS5cVwX3/RvWFD0X0vt7qyA3vvXRS9vcXQXeuL4l6/Tuu6de2/b9HV21Nsv+OuYnDzlrqbzfl28w/Yr+jq6S423HZ7sWPrtjnvURdg+X77FDF0cGH8w/Oq2EYHXF047QgQIDAJAjrgJgHRLmaHQHa+Hb3mwNlxMW24itvW3VNcd9udxcKeojjc2MHa4jfF361uiX63xdvuKdbc+cva2831htetOKRYt3hVsfzWa4oDL/ufuc5R+/qv+bWnFBv2WV2s+MnFxX7nfrn2dnO94a9e8MfFlgNWF0v/67+KZV/+0lznqH39N73tjGJg//2L7e/7VDHwxW/U3m6uN1z4lQ8XXXuvLNa+/b3F+nMvmOscta//2HM+V/QuWVz851v+sbjhR5fV3m6uN3zxJ99f7HXoIXOdwfUTIEBgWgR0wE0L+5Qc9FWx19fX2HPeM5j/nL8hcmvkokj+7eKnkZlSnhwn8pHGyfxjTM9s1E0IECBAgAABAgQIECBAgAABAh0noAOu4z6ypie8KNbkUPJWy1Njg7dG3hP5k0jcIDftZV6cQXkteV0KAQIECBAgQIAAAQIECBAgQKBjBXTAdexHN+6JXx5rv9+kRT7qLN/2mfdaHh6JGwiLfILX6ZGtkddGFAIECBAgQIAAAQIECBAgQIAAgUkS0AE3SZAzbDdfi/Op05F2WLR7ZyRv+czy6sj7Ir/KGYUAAQIECBAgQIAAAQIECBAgQGD3Bby7cPcNO3kPV8TJ/3YkR8xlydFxLxup+UGAAAECBAgQIECAAAECBAgQIDApAjrgJoWxo3cS72QsPl65gqMqdVUCBAgQIECAAAECBAgQIECAAIHdFHAL6m4CzpLNb61cx4pKfazqMbHwdyI5fWhkW+TSRj4Q0+q+YnbMki9ZeFHkdyMPjAxGzo98O/KRSJ2Sz67L83he5NDIAZHrIz9v5KMxvSGiECBAgAABAgQIECBAgAABAgSmVUAH3LTyz5iDn1Q5k7wtdaySoyVfH3lLpC9SLWti5tmRP47kLaxfijQrD4oVX4+sHtXg4Jj/vcgzI5+JjFf2jJXfjhwxqlF2HmanYJZ8nt0rIp/KGYUAAQIECBAgQIAAAQIECBAgMF0COuCmS37mHPfoOJWTK6dzcaVerX4lZp7aWJC3rX46kiPf5kceGcmOs3y76hcjfxbJlzuMLgfFggsi2YGW5arIlyPXRB4WeVYkz+XXI81Kfmdzm7LzLfeX53Z75MjIkyMPiSyPfDKyKTJeh2CsVggQIECAAAECBAgQIECAAAECUyegA27qbGf6npfECeYtoO+KLGicbL6M4YONenWS7crOt8ui/pzI6DelZqfZ5yJ7R/4m8tnIzZFqeVvMlJ1vX4j6CyPZQVaWv41KdpZlp2BZ8sUQ1fKImDm+seCsmOaou2rJkW+vi/xTY+FLYqoDroFhQoAAAQIECBAgQIAAAQIECLRfQAdc+83bccTs2Hp8kwP1x/Jlkf0j+Ry1smRn2amR7eWCxnRhTP+5Uc+Rb8+NjO58y9XfjeRxvxFZFMkOsJwvy2FRyY67LLdHXhDJ/VXL2ph5duSKSPXcYva+cuJ9taL4fKVerf5LzLwikqPzciRcPnMun1WnECBAgAABAgQIECBAgAABAgTaLqADru3kbTngqjhKpk7JDrfPRF4VWT/GBk+PZQ9oLP94TK8co0256L+jcnnkiMjzIy+NlB16T4t6Wc6MyujOt3Jd3paao+dOKReMmlZH1b081n0vMrpzbWssOyQyGFEIECBAgAABAgQIECBAgAABAtMqkA/WV2afwF1xST+rJDu1Rneu5fqnRFZEcuTb6PWxaKQ8qKzENJ+3NlG5pNEgR7BVX7TwuMqG36nUx6p+dayFjWXZyTfcqOetsT+JvDVyfKQ6ak7nW4AoBAgQIECAAAECBAgQIECAwPQL6ICb/s9gKs7gw7HToyp5YNT3iPxm5OeRLPnCghz1lrdojldy27KcEZUbJ8jvlI1jWt1238ry3Md4Zbz1d8SGeXtp2cGWHYRvilwYyVtb8+UQL4wsjSgECBAgQIAAAQIECBAgQIAAgWkX0AE37R9BW0/gnDja4yI5+i3LkyI52mxhzjQph1aW7xX1fHbceFlSab+mUs9ty3JLWWkyvaHJ8nLxe6PyW5Fflgsa0+xkzFFxH4vcFvnnSHVUXMwqBAgQIECAAAECBAgQIECAAIH2CvS293CONgMEcgRZdrzl20z3jDws8tFIvlyhvLUzqveVTffViuItUc/bW+uWCyoNN1bqy6J+Z2V+dLXO9/I/Y6PMIyNPjTw58ohI2ak8P+qvjRwbeXpkc0QhQIAAAQIECBAgQIAAAQIECLRdoE5HR9tPygGnXCBfZPCSyJcbR8rbRt8Y+evGfHVyZcyc1FhwSUy/Vl3ZQv3WaHtEo/2BMR2vA+6gFvab55R5S6S8zfb5UX9GpCvyG5G89fZLEYUAAQIECBAgQIAAAQIECBAg0HaBcrRQ2w/sgNMu8JU4g49VziKfo5ajxUaX7IAry8PLyjjTHFH3qMiqSHaAlSVH3JUlnz83Xjl0nJULY10e44ljtFkXy/INqs+M/EVlfY6OUwgQIECAAAECBAgQIECAAAEC0yKgA25a2GfMQfMlDDkyLUs+K+0DkdGjIr+XKxvlj2JafcZbubycLohKjpDLbXK/h0fK8vmyEtPXRKqdc5VVI8tPry4YVc+OvB9F8tl1471o4euV7R5QqasSIECAAAECBAgQIECAAAECBNoqoAOurdwz7mDr44z+uHJWx0T91ZX5rF4c+Vxj2X4xfUek2YsN/jnW5ci3LPnCh/KNqzl/UeTHWYlyVOSVI7X/++MPY9F4I+T+X2OTvpj+5f/d/L4lT7uvVhSXVuqqBAgQIECAAAECBAgQIECAAIG2CuiAayv3jDxYdq7laLKyvDkqo28BzU658iUGvx/170QeF8kRaNkZlx1qn4qUI9ey7Rsi1ZIveHhZZLCx8F0xfXcknwuX38PDIu+M/GtkrJdBxOKR8sH4eW+j/rqYvj/ykEh2yOV+8vlyfx15ayRLtn3PSM0PAgQIECBAgAABAgQIECBAgMA0CGSHhUIgby0tO7XyNtJ/G0VyQ8w/PXJ9Y/mjY3pu5O7I1shPIvnigyw7Is+OfD9nRpUfxvzzIrlNlldEfhbZFvlFJG+J3RLJ5WUZ3Rl3Vaw4JTLUaJAdgpdHcp+Z6yL5Qom8lfbaSJ5rvnRCIUCAAAECBAgQIECAAAECBAhMi4AOuGlhn3EHzQ626oi134j5l4w6y/+J+bw1NDvn8tbVLPkct+zoypIj2z4WyRFtX480K5+PFSdG/qvSoNzHr2LZU0atqzS7r/qVqD0y8sVI2UGX3+UcBZclnz/3mcgjItk5qBAgQIAAAQIECBAgQIAAAQIEpk2g7PiYthNw4EkT+LvYU2ZXy1mxYWa8sjFWvryRfB5cdsgtilzTSK6vU3Ik3NMiB0Ty1tMcdXdx5PZIWbJzb7yS+3hWZEXkoEjeejoQyefM3RJRCBAgQIAAAQIECBAgQIAAAQIzQkAH3Iz4GDryJPK2zt29tfPG2Edmd0qOxsvs9osWtg8MFFfffNvunMuc2nbrtu0j17stbga+dvOcuvTdutjNjacgbulbVFy3x5rd2tdc2vje/iUjl3vvHvsW1z00B+kqdQQ2L9tzpNnGQw4vrl+4uM4m2oTA9j32GnHYdNyjih375b83KXUEBlfkv4nFcPSTn1D0HH14nU20CYGupTt/be7z3GcUKx5zHJOaAt3z5420PO7UU4qjTn5yza00W7JqbwgECBAgME0CE40ymqbTclgC7RO48MIL9+/p6cnbcP16aB+7IxEgQIAAAQIECEyTwNDQ0Orjjz9+7TQd3mEJECAwJwV0OMzJj91Fjxa44IILfr23t/fg0cvNjy8Qf3h7SFdX1y2R8rmA429g7YjA8PDwUVFZG251b9smt7OD/Oj4zv2qu7vbmMua34j4rvVE06Njenm47Ry2WnPbOd6sL8zyMQs/iV+njXGrc1ykxuWH2fzIYfFduyyal89orbHl3G4SZjkE7pD4rnlubQtfhfj9YHk03z++b/kyLqUFgbC7Pjrfvt3CJpoSIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ6CgBL2HoqI/LyU6FwLnnntu7YMGC98fDj1dPxf5n6z7jodHdcW0PjtwVdrfP1uuc7OsKt97welDs97a0m+z9z+L99ce1PTD8bgq/u2fxdU7qpYXXgvA6JHZ6XeTeSd35LN5ZuC0Ot4PiEq+NeOlHzc863JaF2wHR/KrItpqbzflm4bZHuO0TuTLqA3MepD7AXuG1Z7j9MjYZqr+ZluF2/WWXXfbS0047bQcNAgQIEGifgA649lk70gwVOO+88x7U39+ff3hTCBAgQIAAAQIECMx6gR07dhx54okneoPsrP+kXSABAjNJoHcmnYxzITAdAvEvpyMd0f19vcUhB+w7HafQkcdcv2Fjcdtddxfzu7uLAxfM68hrmI6TvnPbjmLdwECxaMf2Yt8tm6bjFDrymLfNX1hs7J9XLF63udjr+vUdeQ3TcdK3rt6j2LJsQbHk53cWK36Qgy6VOgK3Pnl1sX3vhUXP128qer59S51NtAmB7X92RFHsvaC445OXFxvPu5FJTYED//GxRe/y+cUP3/eD4pYf+b7VZCue9I4nFX0L+4v/eOe3ixt/aSB+XbdT3vjEYs/9lxfdUepuox0BAgQITI6ADrjJcbSXWSDQHf1wSxctnAVX0p5L2LJ1+8iBeqL7cklvT3sOOguOsmHHzruLeoaHiyUD7vyo+5GuG9p5d1Hv9oFi8T1b624259v17tjp1rdhe7Ho+g1z3qMuQE98z7J03bal6PmZO57runVtGyyGo/H2+K5t+rEO37puw9sHR5quv2Z9ceuPb6272ZxvNzSY37aiuOnK24urf6zDt+4XYvsWf/aoa6UdAQIEJltAB9xki7Znf6+Kw7y+xqHyTyb5zJ/8W1f+ie6iyJciP43sbnly7OAjjZ38Y0zPbNRzksOh8nlD45WRP6NHg/ybdP5z7/ciH4lcEVEIECBAgAABAgQIECBAgAABArNGQAdcZ36Ui+K0V+3CqT81tnlr5D2RP4nszgNrs5OtPIc8n9GlXDd6+Vjz+UD6x0b+PJKdhM+L3BBRCBAgQIAAAQIECBAgQIAAAQIdL6ADruM/wiIfnvr9JpeRzzbbK3Jg5PBI3ieYz3s4PZIjz14baUf5wRgHyXPL71/e8/mAyPxIluMjOUrvxIg3zwWCQoAAAQIECBAgQIAAAQIECHS2gA64zv788uy/FqnTkXZYtHtn5MmRLK+OvC/yq5yZ4vKICfafnW//HHllo93DYvreyKmNeRMCBAgQIECAAAECBAgQIECAQMcKePtNx350LZ94PlvttyOXN7bMEWgva9Sne5Kj8f44UnbA5fk8K+L7mRIKAQIECBAgQIAAAQIECBAg0NECOjg6+uNr+eS3xBYfr2x1VKU+E6qfipPY+SqweLFm1I+cCSflHAgQIECAAAECBAgQIECAAAECuyOgA2539Dpz21srp72iUh9dzZcs5Ai5b0Wuj1wbyc67l0byWXJTUdbFTi+u7Hj0rav5ptWzI39daTNW9aGNdtn25LEaWEaAAAECBAgQIECAAAECBAgQaJeAZ8C1S3rmHOekyqnkbaljlXwr6dcjq0etPDjmfy/yzMhnIlNR+io7zQ65asnOv8WRqyJvqq4YVT845k9rLLslpl9t1E0IECBAgAABAgQIECBAgAABAm0X0AHXdvJpPeDRcfTqiLDqaLPyxA6KygWRPRsLsrPry5FrIvlyhHw2W+7j1yOTXZbGDo+o7PRnlboqAQIECBAgQIAAAQIECBAgQKAjBXTAdeTH1vJJ5/PUfjfyrsiCxtb5MoYPNurVydtipux8+0LUXxjZVGnwt1H/UiQ788qSL3TY3ZL7eHdkYWNHN8b06kbdhAABAgQIECBAgAABAgQIECDQsQI64Dr2o7vvxLOD7PH3zf3vSn/MLovsH6k+t+3mmD81sj1SLYfFzHMaC26P6Qsi+eKGalkbM8+O5O2r1X3GbNPS7Hu2PLbIczsy8prIMZGy5BtRh8oZUwIECBAgQIAAAQIECBAgQIBApwo06xjp1OuZi+e9Ki46U6dkh1s+u+1VkfVjbPC0yrIzoz66861cnbelfjZySrlggumOCdaPXv3xWPDF0QvNEyBAgAABAgQIECBAgAABAgQ6UUAHXCd+av/7nO+K2XzRQFnmR2VlZEW5IKb5LLXXRr4b2RxpVh5XWfGdSn2s6ldjYd0OuLG2H2tZduz9aST3rfz/7N0HnBxl4f/xuX7pCSkQIIQUIPT2AyEJgvxRKaIgYlcUC4iiP0UsqAj+9PdTBLGCDUHAglhAELGiECB0CL2nEAjpkOSS6//v924GH5bdvdnL3u7t7ed5vb43z8w80967aU+emUEAAQQQQAABBBBAAAEEEEAAAQSGhAAdcJX/MV6sS3DnWmY5TAv8zLddFN/i6VFvC5R8HXCTtT4pzySVHNO+1oeb5RrN5s7DhcqieOqXQmTeFqtFFAQQQAABBBBAAAEEEEAAAQQQQKByBeiAq9zPrq8z/7saHKL8U3EH3OsVjyybq+TqhJuodUkJR9Uly8LpknCmj/qxfaxnNQIIIIAAAggggAACCCCAAAIIIDBkBWqH7JVxYRZYobjjbaVnVPZWfq7UeCZLWRcs88sb8pVydt7mOv/kfMt5bsk5MEUAAQQQQAABBBBAAAEEEEAAAQR6BOiAG/pfBL/x9MTgMt+i+peC+bC6LJjZLqhnq07NtrBEyxr6OE5fnYd9bM5qBBBAAAEEEEAAAQQQQAABBBBAoHgCdMAVz3Iw7+kandylwQmeqfq+wXxSvS+paOrbVvOVmflWDtC65G2qw/rY/7RgfV+j5YKmVBFAAAEEEEAAAQQQQAABBBBAAIHiC9ABV3zTwbpHv4QhGeFWp/pPlcxbNX8XnPynVc/VeeXlHwvalqr6YnygCZr6Ta/Ziq/pDdlWsAwBBBBAAAEEEEAAAQQQQAABBBAohwAdcOVQL88x1+iwHw8OvZfqpwXzrt6q3BMv213TU+N65uQjWtDXCLnMbYoxf2+8E3cAnpdjh+5Y9LVREEAAAQQQQAABBBBAAAEEEEAAgUEhQAfcoPgYSnYSV+pIfhNqUr6sSngrabfmP6R0xg2+o+n3lV0Vf1dmKecrP1DcttTlR8EBT1D9QsUvmZimvF/xrbZe7ufeURBAAAEEEEAAAQQQQAABBBBAAIFBIUAH3KD4GEp6EqfoaOvjI/pZamGnlhffpbxN2eQZlY8qDyitysOKb2XdqHh5UkrVGXe9DuhOtqScrIqXPaX8TPGtp48pBylJKdW5JcdjigACCCCAAAIIIIAAAggggAACCLxMgA64l3FUxcwSXeUZwZUeqvqJwbyrv1PmKtd5Ji7J8+Ie1/wRSrguaTPQU3emvUk5XVmZcTA/H+5qxee9KGMdswgggAACCCCAAAIIIIAAAggggEDZBJJOlbKdAAful8DXtJXT3/I9bejkKx4Jd5SyreJbTz1a7jZluZIUP4stW/FouVzrsrUvZJk74c6NM1VTP+/NHW4LlC4lKQUfv6u7O1q3wYP7KGkENrW39TTr0ieyviO5aznNltXdpk3fM5fOmppofX1DdWMUcPUdtb3/X9TZUBdtGN1UwJbV3bSjodetY2Rj1LLtyOrGKODqOxt7/3rUPak56pw1poAtq7tpd6Pf8RRFjduMiobvPrG6MQq4+hr9vuYydurYaNLukwrYsrqb1tT1/lVv8owJUUc7fw9J+21oHMbfPdJa0Q4BBBAotkDBnRTFPgH2h0C5BW666aYdGxsbHy33eXB8BBBAAAEEEEAAAQRKIdDR0bH7nDlz/JgZCgIIIIBAiQQYAVciaA4zeAUeeuihp/faa69f6AynDd6zHHxn1t3dXVtTUzNTZ7ZGWTH4znBwnpHc6uU2Q9MVmq4enGc5KM+qUWc1XXlOeWFQnuEgPCl9x5r1XdteeUb15Pmfg/BMB90pjdAZTVEWKQyNTv/xjFbTrfV9e1rfN4+Gp6QQkNc4NdtSZk9q2p5iE5r0CkzQZAvlCSW8C6J3LT9zCug7t2jp0qV+bjIFAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEhKcBbUIfkx8pFFSpwyy23zK6rq5ta6HbV3l4P8d1Zea62tnZttVsUeP27dXV1LZQbD8VPD1ej79ruav64HlTOQ/FTusmqNnZ7SJvwcPeUbmrWoF+ju8rvfqUz/WbV3VJWTfq+zers7FygP1O7q1ujoKsfoe/bNP2ZwBspC2KLRsttW7n59zdKAQL6dbrkgAMOmFfAJjRFAAEEECiCAB1wm4/YpF34LWn5iv8S2qZsUvwGv/nKJcojylArfoOX3x73tHJgJVzcvHnztm5oaHhG58qvh0r4wDhHBBBAAAEEEEAAgc0R6O7o6Jg2Z86cvv4NsznHYFsEEEAAgQyB+ox5ZvsnsGUBm+2otgcrn1VuVd6mLFGGSpmkCxmprKugCxqlc63R/6BGY8aMqaDTLu+ptra2Ri0tLVFtbV00rNl9rpQ0Am1tm6L2DvfH18nO/feUNAJdXa1q1hl1dNREbW21aTahjQQaG7ui+vruqGVDZ7R+XRcmKQXGblEnu9pozaq2aO1aBg6mZIu2mTKsx23Z4vXRmpX+P0dKGoGZu42LGhrrooUProrWrsAtjZnb7DZnclTfUBs9csdz0YurGRid3m3baPjIRg1YrRmddhvaIYAAAggUR4AOuOI4hnu5M5yJ6x5ZZevhyhSlWXHxCLGrlblKi0Ipo4BGwUXTtp9exjOorEOvWLFCHXCLo4aGxmjLidtU1smX8WxXr1kerX1xlTrfGvQP1fFlPJPKOnRb2+qoq2tD1Npapw4ROi7TfnpbbLFJHXCd0eqVndHTT7gTk5JGYM99ezuSFj7dEj24oJL+PynN1Q1cm6PfvFVPB9z981dEC+YvH7gDDbE9f/jMvXs64OZd9XT0wC2+UYKSRuDL//V6dcA1Rtf+7L7osbufT7MJbSRw5i/eGA2f2YgFAggggEAZBOiAKz76fn3s0p1v5yinxu321vRC5YR4ngkCCCCAAAIIIIAAAggggAACCCCAwBAS4D6e0n+Yvrfg40rSAeczOFbhs7AEBQEEEEAAAQQQQAABBBBAAAEEEBhiAnT6lO8D/aUOnbxZzc8g2618p8KREUAAAQQQQAABBBBAAAEEEEAAAQQGSoBbUAdKtu/9rlaT25TZcVPfurogrh+m6Vvi+s80vT2uZ5t8QQv9XDmXk3snL/08RLW3x3Of09RvGPD0KGWD8lflPGWx8n/KOOVu5cfKLso7lDnKHsoyxef3XWW+srllL+3A1+jpnoofTnRvnJ9q6uPlK3Va6e39EouZyraKr8Ovond+rgyll1vocigIIIAAAggggAACCCCAAAIIIFCJAnTAlfdTawgO7w65pLhD6qR45iZN83XAJZ1Ybp7ZAberliX7uUD1PypTlaTMUuU+xZ1871bcifVb5WHlGiV8JaifFu/9uVPO7T+sJCP4VE1dPOrSnYBnKeH1azaaoRynfFz5kHK1kq1M0MJ/KT6fsLgD0XYupykfVTzSkIIAAggggAACCCCAAAIIIIAAAgiUTYAOuLLRR6N16LAD6YEBPpVztf+k880dZx5B5jevXqmEZR/N/EUZpvxD+Z3yrOKReh9RfLvsiUqT4k67Qos79o6MN/I743+leORbs7K/cowyUblK+ZRyvhIWf2fdkZjY3ay697lc8W28hysevTdW+YXikX65OvK0ioIAAggggAACCCCAAAIIIIAAAggMrAAdcAPrm2vvNVrxfWV43OAZTZ+M6wM1eW18jE9o+nfFI8W2V9YpYZkez/yfpr69tTuedyfWZcqflO2UdymXKr6NNW3x7bBJ59t9qh+vPJ6x8as1707BScr/KFco7gBMyn6qHBjPfE9Tj5YLy2ma+YzyjXihOwvpgIsxmCCAAAIIIIAAAggggAACCCCAQOkFakt/yCF/RHdqZotvm3Snlzuu7lbeoyTlVFW6kpkBmnr/JyjuQPPz1m5XfqNkKzdo4RlK0vmWtPEovU8mM5qeGdT7qrqz8Zy4kUe+vVXJ7Hzz6huVxGaE6klHmte5zO2d9Pz06Lxs5btauFhZrngknEfrURBAAAEEEEAAAQQQQAABBBBAAIGyCDACrvjs7QXu0qPKfLvlQJe7dADfrpmmfDlPoz9o3YOKbwH1SDR3LK5U+ipHq8GUuJGv+bE8G3hUXXKMd6j+AaUtbh+OhvMz7+Yr7lAMyybNTFc6w4XUEUAAAQQQQAABBBBAAAEEEEAAgXIIMAKuHOq9x3xCE3dKvbdEp+DjpSlr1eimPA09Ku6WeL2/PwflaRuu2jGYSdMReHvcvk7TacG27pxLRub5ltYFytmKOwPdNil0viUSTBFAAAEEEEAAAQQQQAABBBBAoKwCjIArPn+u0WyrdKiFyqJ4epumyaguVQe8ZLvdM9tBfX59lbDN5L4ax+t3CNr5hRD/G8xnq/olFUnxto/GMys0/aji57+5w80de74V1lmtuIPuOsXPfXtRoSCAAAIIIIAAAggggAACCCCAAAJlFaADrvj8xxZ/l0XZ4zMp9+Jnp/VVlgUNxgf1fNWZwcqJQT1NdUZGows17/M8T9kpWLeF6h4V5/g2VHfSfV5hNJwQKAgggAACCCCAAAIIIIAAAgggUB4BOuDK417IUWv6aJz2M+zqYz/Jar8soa/i574lxbespikbgkZnqe4RgWlLtltW/6SNnf2VI5XDlf2U5LbqZtVPV/ZVfKtvi0JBAAEEEEAAAQQQQAABBBBAAAEESi6QtvOm5CfGAV8SaHiplr0yJvvifi/dLsWWYZtwNFy+TR/TysPiBn6+25/zNS5gnfflnKV4BNxrlXcob1TceXmo4mW+JZWCAAIIIIAAAggggAACCCCAAAIIlFwgGS1U8gNzwLwC4ZtUh+Vp6XVb5lnfn1VTtFG+Y3qfuwU7vjOo56u6Ay4p+ySVPNO9te5Viq8vHAU4XPNe9zols/gZcFcoxyi+9TQpHh1HQQABBBBAAAEEEEAAAQQQQAABBMoiQAdcWdj7PGj48oDwGWeZGx6lBY2ZCzdz3rdunpRnH77l89Xx+ns1fTpP23DV/GDmFNVHBfOZVXcAeoSct1mm7Kwk5T5V7lauVUYnC7NMrw+WuVORggACCCCAAAIIIIAAAggggAACCJRFgA64srD3eVB3bCXFnWGzkplguqfqFwXzxax+VjvL1mk1Usv9BtOkfD+ppJjepjZXxu221vRbit9imq2co4Ue+ebyd+Whnlrvj9/Gdd+a+4VgeWbVnZNJCT2TZUwRQAABBBBAAAEEEEAAAQQQQACBkgjQAVcS5oIP4g4jP9fMpUn5vXKqMlPx6LOvKn9RPALsWaXYZSvt8C7lrYrfcjpC8fPbblUOUlzmKT/rqaX/cZqaJi9D+KDq/1YOUXwd7ozbXfml8jHFxW3P6Kn954c7HdfHs5/R9CfKLoo75Px99vPpvqKcrbi47QU9NX4ggAACCCCAAAIIIIAAAggggAACZRCoL8MxOWQ6AXc8uePNnVO+BfO7Smbxc848Ki3fSLDMbfqaX6cG7vz7f8oVSrfSpYSj1dwR9+Z4nSapyxK1PFq5WHFH2RzlBsXH6FTC72O75o9T7lDC8oRm3qlcpbjDzR15js/R+3BHXFKeVuUYZSA6KZNjMEUAAQQQQAABBBBAAAEEEEAAAQTyCrgDgzI4Bf6h0/LLCm5U3LGUFHdWPax8QPm64vlillbt7HDlW4qfRecXICSdb8tVP1M5VFmh9Kf8UxvtpvxIWRPvwMdIOt98rZcquyrhc9w0+1K5RrX9FXfCJdfv73LS+ebnxv1a2U9ZoFAQQAABBBBAAAEEEEAAAQQQQACBsgkknR5lO4EhcGB3WLkDaSDKk9rpwcowxW/+3ELx6LNVSlK+pIqTrfxAC51CS4c28O2ipyt7KDOUp5UHFV9vvjIq38p4nUfZnRzHz4Nzh5xvc30qjtf3Ve5Sg2OVccpUZTvF532P8pxCQQABBBBAAAEEEEAAAQQQQAABBAaFAB1wg+Jj6PMkNqrFLX22Kn6DLu3Sz6NzBqr49tDNuUXUo+icgTzHgbp29osAAggggAACCCCAAAIIIIAAAlUg4Nv2KAgggAACCCCAAAIIIIAAAggggAACCCAwQAJ0wA0QLLtFAAEEEEAAAQQQQAABBBBAAAEEEEDAAgP17DJ0K0/AbyjdVlmpTKy80+//Gc+bN2+nhoaGR2pqaqKmpqb+76jKtuzo6Igcu9XXN1bZ1ff/cjs726OuLt/dXSM7ngKQVrK724947Jad3krTyR9dad3q6rqjWv1XW3t7d9TW6u8dJY1A87DaqK6uJtq4sTNq3eR3A1HSCIwa3dDjtv6FtmhTi3/NUtIIjJvULLfaaO2KjdGmDX4JPCWNwKQpI6Naua1cuk6/Tvm+pTFzm0lTRkcNjXX6s7Rzj9mzZ9+fdjvaIYAAAghsvgD/+tt8Q/ZQ4QKbNm1aqQ64lu7u7uGqV/jVlP705aZ/3Pf1bo7Sn9fgP2J31N3NP7QK/ZzcmVRbm7z8uNCtq7d9Q0NN1NCQvNC6eh0KvfJhw+oih1KYwMgxjZFDKUxg7ES9c8uhFCQwYZs07/8qaJdDvrH+7raptrZ2+ZC/UC4QAQQQGGQCDCMYZB9IGU/HbxQdrrgn5bdlPI+yHPrGG2+cWFdXt2VZDl7BB1XH5Rbt7e0v6hL4r+cCPkf9pXeCRg6u1v8+MySpADc1naTwD4bCzNwat8LNNLK3fpJG+fJ9K9AOtwLB1Fx/FuiPhdrx+nNhReFbV/UW9TIbo86kVVWt0L+LXz5nzhx+f+ufHVshgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIVIAAL2GogA+JUxxYgWuuuWb4xIkTb9VRpg3skYbW3vXQ4xo9NNqva+tQvW1oXd2AXo2eGV3jF560yY3XoKanrpWbv2+tcuOlHyndZKb3xkZ22yS3zpSbVX0zufnVp824FfxV8EPxm7TVRn3feMlMer4Gufm1sX4jO695TukWm9WLbKM2wS2lm5vJbrFeonXg3Llz1xWwGU0RQAABBDZToH4zt2dzBCpeYNy4cVP0F5E9Kv5CSnwBMkuOWKe6/8FFKUygWW7+Bz6lMIFhwXevsC2ru/Vw3Pr1BcCtX2zRCL5v/YIbiVvhbjIbWfhWVb/FrvpP1O2lcH/VSwCAAAIIlFCADrgSYnOowS3Q2NAYzdh+h8F9koPo7Na8sDpatvy5qKGuKRo3cvIgOrPBfSrrN66JWtpe0DgHDUxa3jC4T3Ywnd14DRYc1RW1L22PNt3vwQ6UNALD9hkW1U9qiBpuWx01/nNFmk1oI4GN75kSdW07PBr+k4ejYb98HJOUAmsueU3UNXVU1HbetVHntXel3Ipmzb/5ZFQzcXR0/5cviVbcuACQlAIH/fGrUcOo4dFvP/mV6Jl7H0q5Fc3efdE50YTp2wGBAAIIIFAGATrgyoDOIQepgEZ01dX5riNKGoHeO9t6W9b23OWWZivavGx0Q/dLowiB6UsgubmoSxVupOxL66X1L90E2Nkd1bRxR+BLMH1V4u9bTXtnVNvCHc99cSXra/zr06VNZi08maAXI8XP+K7Trtb2qLOlNcUGNAkF2je1Rm0t/MdMaJKv3t3FnwX5fFiHAAIIDKQAHXADqTtw+/6Cdn1qH7v3P1H9tzgNtYmeUq5UrlI2KQNZ/ls7/1yKA/hv6euVF5Vlip/BdrVSjKHwh2s/lyguX1e+3VPjBwIIIIAAAggggAACCCCAAAIIIFAGATrgyoBehEP6WRdbFrCfvdT2zcpa5avKecpAlRHacSHnlpzHkaqcrVygfELZnP+e8/PIknPw+VAQQAABBBBAAAEEEEAAAQQQQACBsgnQAVc2+qId+FntycksfvOdO6LGK1vFK8dqeq7ynPLLeNlATh7Uzu/IcQDfezdR2U7ZWfG9nz7njykepXe6QkEAAQQQQAABBBBAAAEEEEAAAQQqXoAOuIr/CKMf6xI8cixfmaOVlyvbx40u0vQe5eF4fqAmf9aO03SkzVK78xXfOupymuLr4snX1qAggAACCCCAAAIIIIAAAggggEBFC3jEEWXoC9ysS9xTeTq+1GZN3xDXB8PkEZ2Eb5H1iDkXj477UE+NHwgggAACCCCAAAIIIIAAAggggECFC9ABV+EfYAGn75cd+CUHSTkwqQyS6Uadx2XBuewe1KkigAACCCCAAAIIIIAAAggggAACFStAB1zFfnT9OvHrgq32C+qu+k2hP1S+4pk8xSPp3M4p9ii6ZcFxxwX1zKqfbecRcv9QFise2efOuw8ofpYcBQEEEEAAAQQQQAABBBBAAAEEEBg0AjwDbtB8FCU5kYbgKKuDuqvuvBqpPKGcqeQq22vFSfFKv8zh2rhejMlhwU58W2q2sqMWXq9My1i5vebfrRyj/FqhIIAAAggggAACCCCAAAIIIIAAAoNCgA64QfExlOwkwttOHyjZUdMdaA81C0fU3ZZls6la5ufZTYjXubPwj8pTyt7KsYr38WqFggACCCCAAAIIIIAAAggggAACCAwKATrgBsXHUJKT2E1H+XRwpH8F9XJWR+ngb1e+owyLT8QvY/CbWjPLN7Ug6Xz7g+rvUTYEjb6q+tWKO/OS4hc6UBBAAAEEEEAAAQQQQAABBBBAAIGyCdABVzb6oh3Yz/HL9jl62WRlinKc8mHFbz91uVv5WU9tYH+4g+w1OQ7RqOVjlG2U8Lltz2r+BKVNCcsszRwfL1iu6bsUv7ghLAs142v17avhPjVLQQABBBBAAAEEEEAAAQQQQAABBMojkK3jpjxnwlH7K+DntTlpyxo1dGdcZ9oNNqPdltrWSVPc4eZnt/234nPMLEcFC/zCiMzOt2S1b0u9QnlnsoApAggggAACCCCAAAIIIIAAAgggUE4B3oJaTv3SHtsdbj9UdlDuKtGhV+k4ftZcEneOZXaued0RyjjFI98y12tRTzkknnry76CerXpttoUsQwABBBBAAAEEEEAAAQQQQAABBMohwAi4cqgX95i+3dLJLB5RtkRZpCxU3NH1tFLKcrEOdnqWAx6mZX7m2y6Kn03nUW8LlBYlV/HttEl5JqnkmPa1PsdmLEYAAQQQQAABBBBAAAEEEEAAAQSKL0AHXPFNS71H37Z5dqkPupnH+7u2P0T5p+IOuNcrHrU2V8nVCTdR65LyXFLJMXXHIwUBBBBAAAEEEEAAAQQQQAABBBAYFALcgjooPoZBdRI1fZxNsTptV+g47nhbGR9vb01/ruQ6/rq4nSdjgnq2arHOMdu+WYYAAggggAACCCCAAAIIIIAAAggUJEAHXEFcVdG4oY+r7Kvzq4/NX7babzw9MVjyFtW/FMyH1WXBzHZBPVt1araFLEMAAQQQQAABBBBAAAEEEEAAAQTKIUAHXDnUB+cx2+PTGtbH6U0L1ucarRY06bN6jVpcGrTyG133DeaT6n1JRVPftpqvzMy3knUIIIAAAggggAACCCCAAAIIIIBAKQXogCul9uA+1ovx6U3QdHyOU/WtnW/IsW5zFvslDMkItzrVf6pk3kb6u+AAn1Y9V+efl38saEsVAQQQQAABBBBAAAEEEEAAAQQQKKsAHXBl5R9UB783Pht3YJ2X48zcMbZXjnWbs3iNNv54sAMf47Rg3tVblXviZbtrempcz5x8RAv6GiGXuQ3zCCCAAAIIIIAAAggggAACCCCAwIAJ0AE3YLQVt+MfBWd8guoXKn5JwjTl/YpvFfVyP7dtIMqV2qnfhJqUL6sS3krarfkPKZ1xg+9o+n1lV8Xf41nK+coPFLelIIAAAggggAACCCCAAAIIIIAAAoNCgA64QfExDIqTuF5n4U62pJysipc9pfxM8a2njykHKUkpdkfXKdrx+njnfhZd2CnoxXcpb1M2eUblo8oDSqvysOJbWTcqXp6UYp9jsl+mCCCAAAIIIIAAAggggAACCCCAQCoBOuBSMVVFI3dUvUk5XVmZccV+PtzVylxlUca6Ys4u0c7OCHZ4qOonBvOu/k7xeVznmbgkz4t7XPNHKOG6pA1TBBBAAAEEEEAAAQQQQAABBBBAoCwCScdFWQ7OQfst8Hlt6RS7uBPu3DhTNfWz2NzhtkDpUpJSk1SyTL+mZU5/y/e0oZOveCTcUcq2im899Wi525TlSlLynWPS5mXTzs6OaNWazL7HlzVhJhDY0LKhZ66ruzPa0PpCsIZqPoH2Tg/YVKnXL7dRHb11fvYt0OjfnnS/+cjaqGFqQ9/tadEjUDu89//ZuiY3R237jUMlpUD3yN6/HrXvPj7aePz0lFvRrGt0Yw9C7b4ya/A7lSipBIb1uk04cNeoacKYVJvQSH8eNPT+Ot3xkAOiCTO2gySlQPOYUSlb0gwBBBBAoNgCBXdSFPsE2B8C5Ra4+eabZ9TX1z9R7vPg+AgggAACCCCAAAIIlEKgs7Nz59mzZz9SimNxDAQQQACBXgE64PgmICCBW2+99VOaTAMjvUBNb9lbWzzb1dW1LP2W1d1SbLXKPt3d3QsVhlym/DrIzMPe/H17TG5rU25Gsyhqrq2t3VNmDyrJMzZx6UNA37cRym5qtkC/v/nZopQUAjIbo8zSd+0epS3FJjSRgMzGazJd07v1fUteNoVNHwLy2lLZ1m7qTOodJt3HNqzuFZDZogMOOOA8zeHGlwIBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEBgSArwEoYh+bFyUYUKzJ8//xRtw0sYCoWLon21yVKFlzCktNODj2vVdF89oPxpTXkJQ0o3PZi8QS8T2Ed+j8qOlzCkdJNXk7z21vQBTXkJQ3q3EWq6u75398puU8rNqr6ZvmNj9Ot0lsz8MoH2qgdJDzBebtP1IoG7ZcdLGNK7bammU5S7FF4mkN4t0q/VxQceeOD3CtiEpggggAACRRCgA64IiOyisgVuuumm6Y2NjU9W9lVw9ggggAACCCCAAAIIpBNob2+fNXfu3EfTtaYVAggggEAxBOqLsRP2gUAlC+h/mxt8/vV19dHkCZMq+VJKeu7rWjZEa9e9ENXV1kejmsaU9NiVfLCN7S1Ra8dG/e9zXdTVPaySL6Wk514TbYpqazuiDW010ZqNdSU9diUfbPzwzmhYQ3e0ZF1X9NSLDBBJ+1nuNaE2GtNUE92/vDV6eGVb2s2qvt3hM0ZEo5tqo5sWL5Xb6qr3SAvwrt1mRSMaG6K/Pnxv9NTK59NuVvXt3n/AoVFTQ0N09bx/RktXLq96j7QAbzv08Gj86LH6M7W2Me02tEMAAQQQKI4AHXDFcWQvfQv4uzZZ2VbxrT0rFN+6OGhuwauvq4smT/TdDJQ0ArWrVvR2wNXURaObx6bZhDYS6Ozq7O2Ai+rUCedfCpQ0AjU1HWrWEW1sr42eX9/TZ55ms6pvM7Kxq6cD7vmW7ujO5V1V75EWYOaYmp4OuMdWt0V/eaol7WZV327ulGE9HXB3LXs+uu6JhVXvkRbgzbNm9nTA3fLUI9FNTzyUdrOqb/eu/V7d0wH3z7tvj+594pGq90gL8Pr95/R0wKVtTzsEEEAAgeIJ0AH3SssvaNGpr1z8siV+Pker8oLylHKlcpUy0M+J+aGOcYySq3h4g/+lsEpZqPxV8bn5PMtR3CvzNuUE5VWKn32VWe7XgmuV7yj8t2+mDvMIIIAAAggggAACCCCAAAIIIFDxAnTAvfIjHKlFhQyD2kvt36ysVb6qnKcMVPF9fmnObbra7accr5ymHKk8rZSyfEQHs0Vf99jtrjbOqcqZyvkKBQEEEEAAAQQQQAABBBBAAAEEEBgyAnTA5f8on9VqJ7N4JFeTMl7ZKl7p0V7nKs8pv4yXDeRkoXaeefumn+XgDi+f0yjFZZYyX3mjcpsy0GW4DvBj5V3BgTaofp/i0W6OR+Ttqeyt7K/4XN3x+S3FHYyfUygIIIAAAggggAACCCCAAAIIIIDAkBCgAy7/x+iOpLPzN4nmaP3lyvZxu4s0vUd5OJ4fqMlZ2vHPc+zcb7d9lfILxaPhJilXKDMVP0hpIItvJQ07336n+ZOVzM5Cm7n4uXCXKf/PMyqfVf4ex/MUBBBAAAEEEEAAAQQQQAABBBBAoKIFsj2Tq6IvqAwnf7OO6dFcyS2ezaq/oQznER7Sz4LzqLd9FN8a6zJVeX1PbeB+HK5dfzDevZ/2/V7lLUpm51vcpGfiEYOvU74XLOQ21ACDKgIIIIAAAggggAACCCCAAAIIVLYAHTXndTMAAEAASURBVHDF+fxe1G6uDnZ1YFAvZ9W3ev4jOIFdg3qxq3XaoUcMJuX7qnhkW5rizrovKXZ02U1x5yEFAQQQQAABBBBAAAEEEEAAAQQQqHiB+oq/gsFzAdfpVP47Ph2/ACEs39aMR8YtV/yigVzFI+k+Eq/0m0GdzS1PBjt4Pqgn1cNU8Sg1l58pt/fUsv/wG2KnxKtOzmjiW0iTdUtUd9tCijsL/ZbXTyt3Kn6+Xmb5Py0Yp/hZdhcrE5S3K7MVd3r69tq7lVuUC5U2hYIAAggggAACCCCAAAIIIIAAAgiUVYAOuOLxNwS7Wh3UXf2AMlJ5QsnXAbe91p+kuPjWzGJ0wLmDzcW3pV7fU3v5D3f6Jce8SfV8HXDuqNsr3jyzA+6d8XJP/Gy69cF82urX1PAbSqZfsv27VdlWGaHcoPxV2UEJy0zNvFXxc+g8XahQEEAAAQQQQAABBBBAAAEEEEAAgbIJ0AFXPPrwttMHirfbzdqTO/72jvcwX9NsI+A26wDBxm8K6v3tOExuQQ12lbXqTrebla2Vx5UblVXKXGV/xd9rj0L8lRJ+LpqlIIAAAggggAACCCCAAAIIIIAAAqUVoAOuON5+Ztmng139K6gPVHV37fjwjJ37mX7DlMnKscqhistK5b09tYH5MVa7dVy6lLt6agP3w294dTlD+abS4Zm4vF5TdwD6u32Asq8y0OejQ1AQQAABBBBAAAEEEEAAAQQQQACB7AJ0wGV3SZa6QyubkZe5k8vPPDtO+bDSrLj4GWR+ltpAl9N0AKevMk8N/Jy0pX013Iz1vi00KR6JFnaIJcuLPb1GO/y/LDv9i5b5mXtJh6g7KemAywLFIgQQQAABBBBAAAEEEEAAAQQQKI1Ats6l0hy5Mo7i57U5acsaNXRnXGfaDUrQzrdgfkvxaLEnB+h4WwX7tUFfxaPWpsWNaoLGSd1Td+R9MFiXWT0nc0Ew707HpANuQrCcKgIIIIAAAggggAACCCCAAAIIIFByATrgikPuDrefKF9U3HFUinK5DuLnuoXFHVfDFd8O6ttiX6c0KX4ZwcGKb8+8Tyl2WRvscHxQz1U9TCv2yrUyXv5MH+ufyLM+fIlDY552rEIAAQQQQAABBBBAAAEEEEAAAQQGXIAOuPzEj2i1k1natGCJskhZqDygPK2UsvxdB/t5HwfcQ+uvUGYpWyq/ULzMz2krZgk7y7bQjhuU9mIeIGNfrZrP90IJfz5J8W3EFAQQQAABBBBAAAEEEEAAAQQQQKBsAnTA5af/tVafnb/JoF67QGc3R3FnlT/rXRW/rfQPSjGL9+9OL4828yg8d/jdr+Qq/5VjhW8XXZZjXbh4nWa6wwXUEUAAAQQQQAABBBBAAAEEEEAAgcEqwOig0n4y7pzKVwaiQ9S3Y94cHHSfoJ5Z7e/5uTPsn8HOjg/q2aq+ZTdbSvHyhmznwzIEEEAAAQQQQAABBBBAAAEEEEBgwATogBsw2qw79q2Z+cqYfCs3Y1343DffIpqrbM75XRbs9J2q97WvoDlVBBBAAAEEEEAAAQQQQAABBBBAYOgK0AFXms82eR7asD4ONy1Y39dotKBpn9V9gxZ3BnVXk3NzPd/5eZ2fI5erXKUVL8QrZ2j61VwNWY4AAggggAACCCCAAAIIIIAAAghUkwAdcKX5tF+MD+NnnOV6S6hvP33DAJyObzndL9jvLUHd1eTcXN/JP3KUo7Q83xtFW7T+Y8G2p6v+gWC+r6o7HN/bVyPWI4AAAggggAACCCCAAAIIIIAAApUmQAdcaT6xe+PDuJPpvByH/KmW75VjXX8W+xbQo5U/K0nH2T2qP6aEJTk3LztJ8QsUMsueWnBR5sIs85drmePia/U1/UbZQclV3PHo87xV+VbQKHyTabCYKgIIIIAAAggggAACCCCAAAIIIFBZAu78oAy8wI90iDfFhzlB042Kb9l0Z9ghypsVj357VtlaSVM+qUbZXnbgTtXhym5KONrOL2PwcTLfHuoOuNuV/ZUm5ffKhYo77nwur1M+qIxW0pzfyWpXp7xDcfE5Oj7Gv5UlijvX3NnoW2N3V5qVsNykGTtREEAAAQQQQAABBBBAAAEEEEAAgYoXoAOuNB/h9TrMNYpHerm4k8oJizvjjlCejBdmdpSFbV33qDQnTXlIjU5RFuZofIaWu+PNnWw7K99VMsvntWCk8oXMFRnzGzT/TuVvyveUEYqLO/icfMWdc19Xfqh05WvIOgQQQAABBBBAAAEEEEAAAQQQQKBSBLgFtTSflDvTPALudGVlxiH9DLarlbnKoox1/Zl1B9jjyr+Uy5QjFY+G8+izXOUfWrGPcqPSGTTyeT+sfEBxx1hfnYJq8lK5WLVtFN/W6ttLc5UWrfBouxOVGcoFCp1vQqAggAACCCCAAAIIIIAAAggggMDQEGAE3Cs/R4/0copd3Hl1bpypmvoWTHe4LVDCDqcazecqvq3TGYjikXcHK37b6d7KFoo7zlYpSfmSKk7a4rei/jjOGE23U7ZV/DIK73eZ8qDSqqQpU9I0UpvblHyOOXfT1e2PiZJGoDvoj+3GLQ1ZljZ837Kg5F1Uo1/ZNcF3L29jVr4kYDf+x+0ljj4r9nKp1betrl9/mvRuX20/X3JTpS6ZqTaEzbjeupraqK6WX6lpCZOvmM3qauvSblb17Wr691fkqncDAAEEECiGAH+tLIYi+6hogXnz5u3U0NDwSEVfBCePAAIIIIAAAggggEBKgc7Ozj1mz559f8rmNEMAAQQQKIIAI+CKgMguKltgw4YNz4wdO9bP4JtW2VdSlrP37yEewRmO4izLiVTYQes1arCrpqYGt8I+OH/fOhWGDqZ00/dMX7MaDw3BLaVZ3Mz/QYlbYWZu3eOm712nvnf8Ok3pJ69aeXnoW0fKTWjWK2Az3PrxbdB3blFtbe2ifmzKJggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIVISAH5ZLQaDqBW644YaxTU1NE6oeokAAvUFrjB4cvV4P8vUD3ikpBfTw43F1dXVru7q6eEh5SjM3k9lYfefWFrAJTSXg75t+na4BozABvR17i/b29tWFbUVrvm/9+w7oz4Ox+rOU398K4NOfCbVtbW2jNH2hgM1oKgH9WbrqoIMO4s8Fvg0IIIBAiQXogCsxOIcbfAK33HLLFnW1tQujmppRg+/sOKOhKNCtbrcafvct+KPFrWAyNkAAAQQQQCCbwIaOjo7pc+bMWZ5tJcsQQAABBAZGoH5gdsteEagcAf2v80T97+ko94c0NjZWzomX+Uw7Ojv9P6g6i5qovo7fStJ+HJ1dNuvSqCRvUZd2M9pFnT2dlp1dUdTeRe9l2i9EQ213VFcbRa0d3dEmxqmmZYtGNERRfW1NtL6tK9rQri8dJZXA+GF1PW5rWzqiDbKjpBPYanSDfp3WRKvXbYo2tnWk24hW0eRxI6Jaua1Y82LU2taOSEqBLcePiRrq60doZPSW2oQOuJRuNEMAAQSKIcC/mouhyD6GhEBTY1O0x467DIlrKcVFPL9qRbTouWeixoamaKvx25XikEPiGGvWrYzWbVgddUeNUVfXuCFxTaW4iNqaF9QBtylas7EuWrSWjvK05jO2aI3GDuuKHlnVFc1/lg6RtG5v2qEu2mpkTfSXpzZE1z3Rknazqm/3PwePj7YeVR9dPH9F9KcHuJsy7RfiVyfOjCaObIi+c+2C6KaHnku7WdW3u/qMI6JRwxqjr/zoyujeRxdWvUdagEu+8tFoxpSt0janHQIIIIBAEQXogCsiZol31aTjLerjmB5j06ZsUvw3uvnKJcojykCWmdr5vD4O4LEYfrbOKuU25Q+Kz4+CAAIIIIAAAggggAACCCCAAAIIDCkBOuAq++P00PG0ZUc1PFj5rHKr8jZliTIQxffVpTm3reOD+7xOV76o/G+8jAkCCCCAAAIIIIAAAggggAACCCAwJATogBsSH2PPRdyZ5VL8oCR/xsOVKUqz4nKgcrUyVxnoe2s8Am+BEhY9kSgapvilB9soPk/na8oM5SSFh6AIgYIAAggggAACCCCAAAIIIIAAApUvQAdc5X+GyRXsl1RyTN35do5yarx+b00vVE6I5wdq8qx2nO/cRmr9l5VPxydwoqYeoffTeJ4JAggggAACCCCAAAIIIIAAAgggUNECHolEqQ4BPwfu40rSAeerPlYp93dgvc7Bt5+6Ey4pHgFHQQABBBBAAAEEEEAAAQQQQAABBIaEQLk7X4YEYoVdxC91vn4BgotvAd2tp1b+H78PTsGvIvUtqRQEEEAAAQQQQAABBBBAAAEEEECg4gW4BbXiP8KCL8BvHvVbR2fHW/r20PAZbd/WvG9XXa6cqeQqe2rFR+KV12rqbE55Wht3K+5487FdzyzlOrfM82AeAQQQQAABBBBAAAEEEEAAAQQQSC1AB1xqqiHVsCG4GnfIheUDmvFz2Z5Q8nXAba/1ya2iz6m+uR1wh2ofyai361TPVsp1btnOhWUIIIAAAggggAACCCCAAAIIIIBAKgFuQU3FNKQajdbV7Bpc0QNBvVxVv6H1c8HB/YZWCgIIIIAAAggggAACCCCAAAIIIDAkBBgBNyQ+xtQX4RFm31eGx1s8o+mTcX2gJsO048Oz7LxRy5Jn0J2iujsGXb6j/LWnxg8EEEAAAQQQQAABBBBAAAEEEEBgCAjQATcEPsT4EnJ9lmO1fhvFL1v4tLKXkhS/EbUrmRmg6Zba759T7LtDbXxL689StKUJAggggAACCCCAAAIIIIAAAgggUDECuTptKuYCONGXBNpfqqWrXKZmV6VrWpJW/i5+SWlSLizJETkIAggggAACCCCAAAIIIIAAAgggUAIBOuBKgDzIDuGXK3xS2dyXJqS9LL/kIdvLHPwiCL/swc9/O1jZSdleuUDZQ/FtqdnehKrFFAQQQAABBBBAAAEEEEAAAQQQQKByBOiAq5zPqq8zzTWabZU2XKgsiqe3adqmlKq8qAP9oI+D+Xt4lvJ5xS8GOVn5l3KFQkEAAQQQQAABBBBAAAEEEEAAAQQqWoAOuIr++F528se+bK6yZvz8ty8qfjmER+e5nKHQAddDwQ8EEEAAAQQQQAABBBBAAAEEEKhkAY82oiCQTcBvTM1XBqLz9o/BAXdV3W9KzVbKcW7ZzoNlCCCAAAIIIIAAAggggAACCCCAQJ8CdMD1SVS1DfyMtnxlTL6V/Vx3X7Bdneq5jlGOcwtOjSoCCCCAAAIIIIAAAggggAACCCCQXoAOuPRW1dIyeZvqsD4ueFqwvq8RaUHTvNV9g7WLVV8RzLtaznPLOBVmEUAAAQQQQAABBBBAAAEEEEAAgXQCdMClc6qmVn5pgssEZXxP7ZU/fPvpG165eLOWuBPvw8EebgnqSbVc55YcnykCCCCAAAIIIIAAAggggAACCCBQsAAdcAWTDfkN7o2v0B1i5+W42p9q+V451vVn8VRt9BPl+GDjXwf1pFqOc0uOzRQBBBBAAAEEEEAAAQQQQAABBBDol8BAPEi/XyfCRoNG4Ec6kzfFZ3OCphuVq5THlEOUNyse/fassrXSV9lSDa7N0cjPcvP6PZTwNtbzNX+1klmKfW6Z+2ceAQQQQAABBBBAAAEEEEAAAQQQKLoAHXBFJ634HV6vK7hGOTq+kpM1dcLizrgjlCfjhd3hyoy6nyV3VMayXLOtWnGx8pkcDYp9bjkOw2IEEEAAAQQQQAABBBBAAAEEEECgeALcglo8y6GyJ3emeQTc6crKjIvyM9g8Mm2usihjXaGzXdpgmXK34g6/s5WpykeUDiVbKdW5ZTs2yxBAAAEEEEAAAQQQQAABBBBAAIF+CTACrl9sg2IjjxYLb9ss5km5o+vcOO4U8/Pe3OG2QHHHWVJyHf9RNci1Ltm2v9PNPbf+HpftEEAAAQQQQAABBBBAAAEEEEAAgX4J0AHXL7aq2sgdb85gLEU9t/aO9uipZwbrpQ4+/o2tm3pOqqOzPVr1ggczUtIItLb3utVooGdtzQtpNqGNBGpq2nscRjZ1RVPHtmGSUmBYQ+//mUwZXRs11dek3Ipmo5t6rfbdqjnacgR/VUr7jRjb3HtjxetmjYl23spPoKCkERjVVNfT7JhXTYsO2MmPxqWkEWhu6HV711Gvjg6fs3eaTWgjgUlbjMEBAQQQQKBMAvxtvEzwHHbwCNxyyy3b1NXVLdEZ8eth8HwsnAkCCCCAAAIIIIDAAAl0dXVNO/DAAxcO0O7ZLQIIIIBAFgE6HLKgsKj6BObPn/8aXfX21Xflm3fF3d3du9bW1j6r6ZrN21N1bS2zPfQX34W6aj9XkZJOwH9e7an4JTAt6TahlX5t1vn7JokHVWfoYMqvhH59Nuo/ZnbV9P6amppczyVNubeqajZM37Od9Z27V9PwkRVVhVDoxcpqlL5n07XdfYVuW83tZTZW17+t/B6oZof+XLt+b1s8e/bsf/RnW7ZBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKASBHgJQyV8SpzjgArccMMN9c3NzT/Uw3ynDeiBhtjO9dBjPWe7dpYua5Xqzw+xyxvIy6nXd20nHWCZ3FYN5IGG2L4bdT07Ks8oa4fYtQ3k5QzT922GDrBI37d1A3mgobRvWY3U72/TNH1S18VLP9J/uGPUdIryuNKafrOqb7mFfp1O1vfNL5lpr3qNlADymqRfpxNk94heKsBLP1K6xc0W33fffR8+6aST+L4V5kZrBBBAYLME6IDbLD42HgoCN910046NjY2PDoVr4RoQQAABBBBAAAEEEOhLoL29fbe5c+c+2Fc71iOAAAIIFE+gvni7Yk8IVKaA/ue0pyO6saEumr7N+Mq8iDKc9Zp1G6PnV62Lmus7o+3GMNAh7UewsqUhWr2xIRoRvRhtXbMo7WZV325Z9zbRumiLaNSm56Kt1j1c9R5pAZaO3iNqaZoQjV36YDT+qTvSblb17Z7Z88iodfSkaOS9t0bDH7ir6j3SAqw6+p1R55gtouiPf4xq7uL7ltat+7TTo2j06GjlTy6KWu69N+1mVd9um29+I6obPjy649vfiVY/7sGDlDQCs8/4QjRqm60j38aQpj1tEEAAAQSKJ0AHXPEsB+ueRuvEtlcmKR3KQsW3cLlOCQRq1Q83emRzsIRqPoGNrb13LdSp+3J0U2e+pqwLBNa11vXM1esuo1E1LwRrqOYTWN09sWd1Q+fGaFTr8nxNWRcI1Hf1do43tKyNRq18OlhDNZ9AXfumntX1a1ZGwxb5bkpKGoGa9raeZjVLn4lq7r8/zSa0kUB3e++fp61PPhm13EmHb+ovRWfv3z1WPfpo9Pzdd6ferNobdmzkrvpq/w5w/QggUD4BOuDKZz+QR27Szj+kvFWZrfT+i1+VuPhvLP9Svq9coxSz9+S/tb/PKX2VbjVYr7yoLFNuVa5WivE39sO1n0sUl68r3+6p8QMBBBBAAAEEEEAAAQQQQAABBBAogwAdcGVAH+BDuvPpQmX7PMdxh9z/i+MhEW9TinWvyAjta0ul0HKkNjhbuUD5hLI5D9N1B2RyDj4fCgIIIIAAAggggAACCCCAAAIIIFA2ATrgykY/IAf+qPb6HSUZ8eaRbR5Zdl+cjZpOUw5SXqu4eP5G5STlUqWYxQ92zdWxV6N1vqdsO2VnxefsZ1F8TPG9P3ogCgUBBBBAAAEEEEAAAQQQQAABBBCofAE64Cr/M0yu4NWq+JbSpDygygeU25MFGdPdNO/2ByvNys+VtcoflWKVP2tHaTrSZqnd+YpH77mcpvxY4cE71qAggAACCCCAAAIIIIAAAggggEBFC/D2m4r++F46eXekhp1vP9L8vkquzjdv6A661ym/8Exc3Ok1Ppkp4fQRHevNikfMuXh0nJ9hR0EAAQQQQAABBBBAAAEEEEAAAQQqXoAOuIr/CHsuwLee7h5fykJN/SKE3leRxQtzTNzmROWheL2fm/aNuF7qiW+PvSw4aHI9wSKqCCCAAAIIIIAAAggggAACCCCAQOUJ0AFXeZ9Z5hlP0IKzg4WfUt3PUEtb3Al3StD4baoPC+ZdPVf5ofJuz6i8X7lBeV75p+K3rXrU2uaWZcEOxgX1zKpfsuARcv9QFit+kYQ773zLbZ1CQQABBBBAAAEEEEAAAQQQQAABBAaNAM+AGzQfRb9P5ABtOSbe+k5N/9CPPf1b2zypzFBGKm9QrlSScoIq7uhz59Yk5TwlKZ6froTtk3WFTg8LNvBtqdnKjlp4vTItY+X2mncH4THKrxUKAggggAACCCCAAAIIIIAAAgggMCgEGAE3KD6GzTqJnYKtFwT1QqtXBRscGdTDqo/1v8GCrrh+mabdwfL+VPfQRu74S8ptSSWYTlX9ZiXpfHtC9W8pH1MuUlYr3scFCgUBBBBAAAEEEEAAAQQQQAABBBAYFAKMgBsUH8NmnYRHhCXFt2L2t9wTbLhdUA+rB8Uz7vT6nrJOOUK5SelvGaUN3658R0luffXLGNyhllm+qQUeiefikX7vUTZ4Ji5f1fRqxZ15SSnGrbHJvpgigAACCCCAAAIIIIAAAggggAACBQvQAVcw2aDbIBwB99RmnJ2f55aUrZNKlqlv/zwtWH55UM+suoPsNZkL4/lGTX3r7DaKb21NyrOq+JbXzJdIzNKy4+NGyzV9l+IXN4RloWaOU3z7arhPzVIQQAABBBBAAAEEEEAAAQQQQACB8gjQAVce92IedYdgZ5szAm5NsB8/1y1X8ci3tMVvVXXSFHe4+dltfoNreC7JtkclFU2/rWR2viWrfVvqFco7kwVMEUAAAQQQQAABBBBAAAEEEEAAgXIK0AFXTv3iHLsj2M3woF5oNRz1tirPxu7gSlu8n+eCxs2qj1fCN5w+oPnTlRuVFiVXOSRY8e+gnq16rRbSAZdNhmUIIIAAAggggAACCCCAAAIIIFByAV7CUHLyoh9wSbDH8HlwweJU1XAk3dIcW3RqeSGj7C5W+92D+BhbKK9VHlJcdlM86m2sZ/KUycG6Z4J6tmpf67NtwzIEEEAAAQQQQAABBBBAAAEEEEBgQATogBsQ1pLudHFwtPB5cMHiVNWZQatcHVh+Tlx70K6/1b9rw0MUj35zeb3iUWv5RvBNdMO4hKPqkmXhNOyUDJdTRwABBBBAAAEEEEAAAQQQQAABBEouQAdcycmLfkC/FCEpeyWVfkz3Cbb5R1APq13hzGbWV2h7d7ytjPezt6Y/V3K9tXRd3M4Tv7whX6nPt5J1CCCAAAIIIIAAAggggAACCCCAQCkF6IArpfbAHOsP2m3yQoKDVT+sH4d5o7Z5Vbyd9/X7fuyjP5v4jacnBhu+RfUvBfNhdVkws11Qz1admm0hyxBAAAEEEEAAAQQQQAABBBBAAIFyCNABVw714h7TI8OuDHb5XdUbgvm+qm57btDoatVfDOYHunqNDnBpcJAzVd83mE+q9yUVTf3cuHwlvJ02XzvWIYAAAggggAACCCCAAAIIIIAAAgMuQAfcgBOX5ACf0VGSN5furPp5SprbMN3mfMUvR3B5QflcT620P/wShmSEW53qP1Uyz/93wSl9WvVct6p6+ceCtlQRQAABBBBAAAEEEEAAAQQQQACBsgrQAVdW/qId3C9H+Giwt1NVn6fMCJZlVr3uZiXczh1XizIblmB+jY7x8eA4fpbdacG8q7cq98TLdtfU15itfEQL+xohl207liGAAAIIIIAAAggggAACCCCAAAIDIpA5ymhADsJOSyJwhY4yTvme4s/Vz3S7V/EbR+9W3Hnl0WF7K37hwv9TRioufrnCl5XLPVOm4tto/SbUN8TH9/l41NsT8Xy3ph9SblM8Su47yo7KhcrDcf0kTT2azm1zjZDTKgoCCCCAAAIIIIAAAggggAACCCBQOgE64EpnXYoj/VAHeVT5lbKl4g62Y+JokrWs0NJ3KX/Lura0C0/R4Q5RfN7DlB8p7ihMyl2qvE1xR2Gz4tF7ToeSfJc3qu7RcxcoLu6MoyCAAAIIIIAAAggggAACCCCAAAJlE+AW1LLRD9iBb9Cet1dOVDwCLle5Qys+rExXBkPnm89ziXKGK3E5VFNfR1g8Km6ucl2wMOl8e1zLjshYFzSjigACCCCAAAIIIIAAAggggAACCJReIOm4KP2ROeJACmzSzi+Os4Wm2yvTFN+WuVBZpHjkW9oyMW1DtftanAI2eVlT30Lr5CseCXeUsq0yS/FoOd+aulxJiq+1oNLV3R2tb2ktaJtqbtza7oGHun9ZYwzXt9VWM0VB197W2fvV7NCgzQ3dyV3gBe2iKhu3xy937qhtjjY0+rc1ShqBztrGnmbtzaOiDeO2SbMJbSTQVd/U49AxelzUuvVUTFIKdNc39LTs3lKD8HfYIeVWNIvqe/863rDdlKh5110ASStQ6yeSRNHYadOizlb+/paWra7ZN5FQEEAAAQTKIVBwJ0U5TpJjIjCQAjfddNOOjY2NvnWXggACCCCAAAIIIIDAkBfo6OjYfc6cOQ8M+QvlAhFAAIFBJMAIuEH0YXAq5RF46KGHnt5zzz1/raNPK88ZVOZRu7u7a2tqamYoa1RfWZlXUZaz9u+70+W2Qm5+AzAlhYC8PJTLv0afk9uLKTahiQTk5qEOHsK1VG7rQUknIKsRtbW122q6WFv42aKUdAKj9Z2brKYLZceQpHRmbjVObr7b4Cm59Q4vT79tNbccLzcPibZbZzVDFHrtclu8dOnSxwrdjvYIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCFSKAG9BTfdJ2Wl7ZStlrPKcslBZq1CGgMCtt976Kl2GH1ROKUBAD/GdpQcf+9fDCwVsVvVN6+rqdhXCws7Ozg1Vj1EAgL5vuyuPd3V1bSpgs6puKi+/LGU3mT0siPaqxijg4vX7Wr3cdtX0AU15uHtKO33PmvTyip3U/H6lO+VmNIui4fqeTdP37UEwChLwSz+2ltsjBW1F40i/VpfoDai3QoEAAgggUFoBOuDye++h1Z9QjlD8Vq/MskwLLlZ+qPhNaZQKFJg3b97WDQ0NS3TqtRV4+pwyAggggAACCCCAAAKFCHR3dHRMUyfcokI2oi0CCCCAwOYJ1G/e5kN26xG6su8r71Xydcp4RNznlc8oFyinKYwwEEKFlVE6X/2nfU00dmRzhZ16+U53U2tH1NLaHtXVdEejG7vKdyIVduSNHTXRps7aqKG7LRrRva7Czr58p9tSMyJqq2mOGtteiIZvfL58J1JhR14/fOuoo2Fk1LRuWTTsxWcq7OzLd7rrJsyKOptGRo0rno4aVvr/ZyhpBFqm/1fU3TQ8qln8aBStWJpmE9pIoHv32VHU2Byte+z+qG31CkxSCoz7r4Oi2vqGaNkD90QbX1iTciuabbPX/lHjiJEaPFgzGg0EEEAAgdIK0AH3Sm+PdPuTsnewyn+LnK/cqzymTFJ8i8XblIlKnXKq4hFzxyv87UkIlVYa6+uimdtOqLTTLtv5Pr96XbRo2dqoub47mjGWO7TSfhBL19dGz22ojYZHG6Lp3Y+n3azq2y2Kpker1AE3csMz0fbP/q3qPdICPDHl6OhFdcCNWbYg2ubB36bdrOrbPXrQZ6KWppnRiIf+FY2b/5uq90gLsOQDP4ram7aLauf9sSdpt6v2du3/+/ueDrhlf/5NtOaOf1c7R+rr3+dHf+rpgLv3iouj5x/0X9EpaQTeeP7F7oBL05Q2CCCAAAJFFqAD7pWgl2tR0vnWofo3lbOVViWznK4FH1TOVZqUgxV33um/MiNvS0EAAQQQQAABBBBAAAEEEEAAAQQQqHKBfLdXViPNW3XRh8YXvkrT/ZUzlGydb27mB4H7VtXDlGTs+36qf06hIIAAAggggAACCCCAAAIIIIAAAgggkPf5ZtXG4+e+nRdc9BdVvyeYz1edp5W+BTUpZ6oyPZlhigACCCCAAAIIIIAAAggggAACCCBQvQL11Xvpr7jyz2vJtvFSd7z9+BUt8i/4hVZ/QHmN0qC8U/mqEhbfquqHLrjD7nLl/Ypf9LCL8qDit6leqXQrSfG6Y5VZcdyxt1zxw6OcXyt3KNnKHC18T7ziS5quUA5TXqscqHifjyh3Kz6fO5V8xbfZen9vV2Yojcrtyi2Kz91PlP+WMlzxOV2k5Cp7acVbFE/3VDzK0A/wcH6qLFPyFT93z9v7OXwzFX92i5WH4vxc0yUKBQEEEEAAAQQQQAABBBBAAAEEECirQH1Zjz64Dn54cDrurOrPax1/pu3cAefyDuWrPbX//DhBVT/l351HfpFDOOLO8+5ccweci9t8WjlbccdXWLbQjDvPXD6hfEf5rNKhhMVtTooXuPPvw0rmOU3UsoOUU5TPKN9WspUdtfB6ZVrGymM07/ja3qi8XxmrjFGydcDVavnnlLMUd1SGZYZmjlM+rnxIuVrJVmz4L2XXjJXjNO/OPBe/kfajyi89Q0EAAQQQQAABBBBAAAEEEEAAAQTKJUAH3H/k3cGUlAVJpcCpX8DgTjC77qJMVRYpmWUnLXhPsNCdfe6YukxJRr9dobo7o1xWK79QnlA2Kd7vUYo7m9xR9ynlbsVtcpVztMIj6dqVvygPKFOUQ5XJijvDzlceVrw+LD7ePMWddS5PKX9UPAJvD8UdcO4Mu10ZruQr12jlkXGDjZr+SrlXaVb2V7wvH+cqxdflcwqLbX3spPPtZtW9z+XKboo7UndRxir22KDk6sjTKgoCCCCAAAIIIIAAAggggAACCCAwsAJ0wPX6ugNqVEzdpunSuF7oZI02WKjMjDfcTtNsHXAecebyLeV7yjrlCOUmxcUddG/uqfXeIjpbde87LF/UzFcUT10+qbjDKVdx55s73XzL5kNBowbVPbLNHXEuH1MyO+DcCZZ0vv1e9ROU9UpSvqzKb5RXJws0rQnqSfXtqiSdb/epfrziTryweB9XKh4R+D+KOyKfVZKynyoHxjO2+3iyIp6epqlH8n0jnj9RUzrgYgwmCCCAAAIIIIAAAggggAACCCBQeoHa0h9yUB7RHV5JcYdZVzLTj+nzwTZbB/XMqju93Fm0UFmlXK4knXXuVEo6sP5b9czONy3qGSl3tqZJR9ieqifbeH1m8TW9Xwk739zGI+Leorjj0eX1Srgf79eddy5LlHcqyTG9zMXX7JFrL3gmRxmu5efE6zzy7a1KZuebV9+oJKMDR6iedKR5ncvc3knPz98F9bD6Xc0sVpYrHgnXpFAQQAABBBBAAAEEEEAAAQQQQACBsgjQAdfLvkOg/3RQ70817CzzKK5cxaO3cpUfaIU7xdxB97dcjbS8Q3kqXu/RjI1xPdvkBi3M9ZIFn3PSMecRcaODHSSdb170NaU1WBdWvQ8/Zy5XOVorfMury2XKYz217D/+qsUPxqveoWl4XeFouJO1Llvnmm/Tna5sqRys5DpnraIggAACCCCAAAIIIIAAAggggAACAytAB1yvrzuykuKRWptTtg429si2XOWJXCu03J1hHt31LSXXaLzJWufRaBOUpOS7pTjf8bz96mQnmoYdXocGy/8d1LNV/55tYbxsx2DdzUE9V/X2eEWdptOCRu6c647nfUvrAuVs5UDFbZPSmVSYIoAAAggggAACCCCAAAIIIIAAAuUUyNdhU87zKvWxfWtlUsKOomRZIdOZQeOlQT2sunMo7Ui78Wo7R9lZ2UHx+e2kZBtdF946qiYvK4teNvfKmbZgUdgxu02wvK99LAzaZlZ97knxSLn/TWZyTMNReN720bjdCk0/qngEoTvc7HFmHHciuoPuOsXPfXtRoSCAAAIIIIAAAggggAACCCCAAAJlFaADrpd/cfApuGPLzw1bGyxLW/W2YcfRMzk29DPT2nOsSxZvp8oXlPcqfkNotuLzHhMn2/pwWX87o9wB6OLnvvnZbfmKr8uj07J1BIYdkxPz7STLuhkZyy7UvK/9PMWdkUnZQhWPinN8G6o76T6vMBpOCBQEEEAAAQQQQAABBBBAAAEEECiPAB1wve6PaeIRadPij2EvTf8V1wuZ7BM0Xqj6U8F8WO0KZ7LUt9ayG5WpwTo/Y+1+5T5lgeJbND31c932VVzc+VXs8qx26E6+kXEyX8AQHs8da9k639xmQ9DwLNXz3Z4bNO2p3py5QPN/irO/pkcqhyv7KbWKizstT1dsc7TSolAQQAABBBBAAAEEEEAAAQQQQACBkgvQAfcf8l+q6hFnLv+jHNRTS//DHU9fDZr/QvX+dohdoW2Tzre7VP+wcreSrYQj7pLOp2zt+rvscW3o219dpigP99Sy//CovVzFnZyHxSvdefjnXA0LXO59OWcpHgH3WuUdyhsVfyaHKl7mW1IpCCCAAAIIIIAAAggggAACCCCAQMkFBqLDpuQXUaQDXqr9JC9jmKv6uwrc7wlqH45Eu7zA7ZPm7kSaE8+8qOmrlVydb/VaNzlu64nni12SZ695v8l55TrG7FwrtNwdcEnZJ6nkme6tda9StlTCUXXDNe91r1Myy2otcOflMYpvPU2KR8dREEAAAQQQQAABBBBAAAEEEEAAgbII0AH3H3Z3EH39P7ORXxSwZzCfr+oOof8LGnxX9UeC+UKqvo0y6XC6VfV8t056lJdvDU2KX0pQ7PIz7TB5hpo7tXJ18vmWz8/mOfj8YN0pqo8K5jOrw7TAI+S8zTIlGYGnas8tuO6QvFYZ7QU5yvXBco/coyCAAAIIIIAAAggggAACCCCAAAJlEaAD7uXsX9HsgnjRVprepnxKSTrE4lUvTbzc691R5PYuDyif66n178fSYLNZqjcG82HVo9EuCxeo3pwxX4zZR7STZDTfdNV/omQex52AlypbK7mKLa+MV7rdt5RcHYbnaJ1Hvrn8XXmop9b747dxvUHTLwTLM6tHBQvuDepUEUAAAQQQQAABBBBAAAEEEEAAgZIK0AH3cu52zR6u+JliLk3KeYo7cC5QPqgcoviZbBcqXu71SSeZO4qOVTYp/S0Pa8Nl8cZ+DtxvlNcrPhd/Xvso7vS7ThmuhGVCOFPE+lna1/Px/t6nqUegfV15v/JNxQ7HK8ktvKpmff7daVre4pUqtvy3cojikWzujNtd+aXyMcXFbc/oqf3nx0WqJi+C+Izq7hDcRXGHnH38HLqvKGcrLm57QU+NHwgggAACCCCAAAIIIIAAAggggEAZBHLdTliGUxk0h3xOZ3Kw8iPlvfFZ7aGpk6/8QitPUjbka5RinW/39HH/oniE3ZviuCPJ6/xGUhd3dp2jLFfOVVz2VwZitNdC7fe/lKsUP+fOt4Q6YfFxv6H8Kl6YzWGJ1h2tXKy4o2yOcoPSrfjawu+jO0OPU+5QwvKEZt6p+Fzc4eaOPKdL8T7cEZeUp1U5Rnk2WcAUAQQQQAABBBBAAAEEEEAAAQQQKLWAOzAorxTwCLYTlF0Vd8R5JFa2sk4Lvd6dU+9WsnU6aXHB5W/a4jWKR5olxbd5uvOtTXGnlUfCfVZxR1RSfA4DVZ7Rjg9SPPru14o7wlYr7ij8ojJbcZukvJBUMqb/1Pxuit3WxOvc0Vgf192Jdqli++vjZZmTa7TAnY2+dnfeufi7nHS+eQShz3E/ZYFCQQABBBBAAAEEEEAAAQQQQAABBMomkHR6lO0EBvmBH9L5naycqkxRpilbKb4dc1Ecd4ilLRPTNlS7fyvu2PNIsRnKOOUR5VGlQ0nKk6q4AytbuUgLnTTliBSNNqrN+XnaJaPz3CRXB5zXuePSrs7WijvkRihPxfH6vspdauDbfe0yVbGTXe5RPIqRggACCCCAAAIIIIAAAggggAACCAwKATrg0n0Mvh0y6RxKt0VxWnl0V9LRV5w9Fr4XjyI7XHlM+ZfizsdcxR2GSXFnYZri20M35xZRj6Jz7k1zMNoggAACCCCAAAIIIIAAAggggAACpRagA67U4pV5vK/Ep32tpn6GW7YyUwt9S6xLl/KPnho/EEAAAQQQQAABBBBAAAEEEEAAgSoX4BlwVf4FSHH5vg13U9zuDZq+XwlvNfWqycolyjDF5Q/Kqp4aPxBAAAEEEEAAAQQQQAABBBBAAIEqF8j17LAqZ+HyMwTeq/mfB8v8rLXblKeVKcqBSqPislDxbasrlYoo8+bN26mhoeGRGv1qaG5M3uNQEade1pPs6OiK2js79faL7qipPnkXRllPqSIO3t5ZE3V010S13R1RU9RaEec8GE6yTb/FdNY0RHWdm6LG9jSPiRwMZ13+c2htGB111TVF9a3rooZNa8t/QhVyBptGTIq665uiuvWro7oW3NJ+bG1bbKtXKumvA2v0gvYNL6bdjHaTt4+iuvqodeWyqHPDejxSCgzbdlpUU1cXvbhsadSx0Y8ppqQRGLPNlKiusSnq7OzcY/bs2fen2YY2CCCAAALFEaADrjiO1bCXU3SRZypb5rhY98D8Tvmw4meyVUy54YYbJgwfPnyxTjgZwVcx517+E/XHzm8jBX8O3XJzjy8FAQQQQAABBBAovUBrS0vL9q95zWuWlf7QHBEBBBCoXgH+BVi9n31/rrxZGx2v7KJMVUYqfuPoE8pvlEVKRZb58+dvWVNTs1VFnnwZT1r/ezqhrq7Ob7z1i0ooKQW6urr8RuTVtbW1nSk3oZkE9H3bqru7+/n6eoZcFvKFkNtk/Trl7dCFoKltW1vb5MbGRtwKdOP7ViCYmuvPhDr9HWS8oqGDlLQC+vOgXhmnP0tXpN2Gdr0C6nx7ns43vg0IIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACQ1mAlzBU/qc7RpewrTJZ2aD4QbR+GQIPxRdCmnLNNdcMnzRp0jy1nZamPW16BfTgY//+MVIPjW7TtBWX1AI9brGZ7SjpBGrVbISySeH3t3RmkX6d+uHuw9V8o9KRcrOqb+aHu8vNb8ZuUXhZSvpvRIOa+oVN/vtIV/rNqr5lo75zTfrO4VbYV6FJbo1yW6/N/Fp2SkoBuS3euHHjHL2IwXYUBBBAAIESCdSX6DgcprgCr9Lu3qccr4xXMsuLWvAP5RLljwolj8C4ceOmaPXeeZqwKouA/sKbLPU/Uh1KYQLuFHEohQm4E46SUiD4deq3VlNSCgRuo1JuQrOXC4x++SxzfQnE3znc+oLKWB+7+T+jKQUIyG1sU1OT/+P5/gI2oykCCCCAwGYK0AG3mYAl3twj3X6tzOnjuP4L3LFxbtH0XcpChZJHQH8RiXbdddc8LVgVCqxYsSJasmRJZLfJkz0Ak5JGYM2aNdELL7wQ+R8NDQ0eLEJJI9DR0RF1dXVFLS0tPX5ptqFNFOk/GKLm5uZo8eLF0ZNPPglJSoF99tknGjNmTHTnnXdG9913X8qtaHbcccdFY8eOjTSyPLrrrrsASSnwqU99Kho9enT03e9+N7rjjjtSbkWzH/7wh9GIESMi+/HrNP334Sc/+Uk0ffr09BvQEgEEEECgaAJ0wBWNcsB3dJiO8EtlYnAk/2tqgeL/vXpE2VrxSK59lJ0Vl9nKTcprlCcUSg4Bd4jU1/NLIgfPKxbX1vqOwN5SV1eXVJn2IRD/b31PB1xS72MTVmcI6NaZjCXM5hJIrNx56U5MSjqBxM1mbW3cKZ5OTfcAxr8229vbo02bfLc4JY1A4tba2trznwxptqHNf75vupUyWr+eOynTfif85wEFAQQQQKA8AvQ2lMe90KPuoA2uVpLb1VaqfopypZKrvE8rvq/4di2PnLtYebXCv1yFQEEAAQQQQAABBBBAAAEEEEAAAQRKJfCfISylOiLHKVTAn9ElStL5Nk/13ZR8nW9a3bPNvpqu9ozKXOXNPTV+IIAAAggggAACCCCAAAIIIIAAAgiUTIAOuJJR9/tAH9SWvo3UxePr/Ty35z2TojyqNt8L2p0Q1KkigAACCCCAAAIIIIAAAggggAACCJRAgFtQS4C8mYd4X7D9F1VfHMynqfo21NMVv9o+GQ0XbneIZt4eL/icpn6TlKdHKd7mr8p5SuZx99Kytyie7qm0KvfG+ammy5TMcoAWvC9eeIemF8X1XJPttOKMeKVH/l0eNPRDx3z8tykzFd9m63N8KM7PNV2iUBBAAAEEEEAAAQQQQAABBBBAAIGyCtABV1b+Pg/u14MfGLdyB5c7tgotfl7cLoo7p7I9/21XLT9JcblA+aMy1TNxmaWpXwH3s3i+VlN30J2lZL7CcYaWHad8XPmQ4ufWheUpzXxA8ffO7S5V2pVc5X1akZzbn4NGE1T/l+JzD8s4zbgz0OU05aOKX1xBQQABBBBAAAEEEEAAAQQQQAABBMomQAdc2ehTHfiNQasbVPeItP6URSk3Olftks63TtU9yqxFuVJJyjWqHBnPbNT0V4pHvjUr+yvHKBOVq5RPKecrSVmuyp+UNynuRHu9cq2Sq7wnXrFC0+viur+z7iRMOt9uVt3n5H372XiHK+5wHKv8QrFZZkegFlEQQAABBBBAAAEEEEAAAQQQQACB0gjQAVca5/4exSPgknJHUhnA6Wu17yeVTyh/VzyabHtlneLydiXpfPOouOOVx5Ww+E2r7rCbpPyPcoXyrJKUi1VxB5zLu5VcHXB+7t1MN1JxR1oyUm4/1ZNRgd9T3aPtwnKaZj6jfCNeeKKmdMDFGEwQQAABBBBAAAEEEEAAAQQQQKD0Ar6dkDJ4Bfxcs6Rke6Zasq5Y0y7t6ATFo9R8y+vtym8Ul+HKOT21KPLIt7cqmZ1vXn2jkoxcG6F60hHmdS4eyba8pxZFHuE3Kq5nTt4bLLgkqM8N6r8L6mH1u5pZrPg4HgnXpFAQQAABBBBAAAEEEEAAAQQQQACBsggwAq4s7KkPulXQck1Qz1b1yLDPxitqggaZ9R9onUe3ZSt3aaFv6cxWjtbCKfGKyzR9LFujeJlf3PCg4ttE36H4uW9tiotHsnlE2yeVYcpxyiVKWNxh5g4+F4+0c5ISjqY7WQvnK+4sDMsmzUxXOsOF1BFAAAEEEEAAAQQQQAABBBBAAIFyCNABVw719MdcGzQdH9SzVbfWQndm9VVy3fLp7Z7Is/GOwbpcnXRBk57Rc+6A83PkfCvto8FK34bqDjiXdyuXuBIUd/aNi+cvCZa76s69bsUdi74ldh/l18r1yu1K0umWTLWIggACCCCAAAIIIIAAAggggAACCJRPgFtQy2ef5sjPBI3C0XDB4qJWs91Smhxgh6SiqV/W4HPLl7cE7cNtvfh+xaPtXF6jbNNT+8+P98TVZLTcf9ZE0QrNfFRJOtjcMXimcoviW079UghvP1qhIIAAAggggAACCCCAAAIIIIAAAmUXoAOu7B9B3hNYEqzdOahnq/rNoB7RmC0XZNsgyzJ3qOUqM4MVE1V3p1m+jArazwjqSdWj4Fz8HfRtqknxvo+IZ/y8OHe4ZZYLtcAvcghH1bnNFopHxV2qPK+co3gEHgUBBBBAAAEEEEAAAQQQQAABBBAom4A7ayiDV8DPavtqfHrulBqprI/nMye+LTMZFZa5zi9XSFPytdsQ7OAs1VcF831Vs92y+kttdJ7i5735NlSPqnNxB1pDTy2Kfh5Ps03+pIXO/sqRyuHKfkrSqdys+unKvsrRSotCQQABBBBAAAEEEEAAAQQQQAABBEouQAdcyckLOuBtav2Y4tsshynHK8nIMVVLWnweh8VH9LPW/ryZR/dLJa5W3qrsqfgafQx3wLmsVPI9r66nkX74XJyzFI+Ae63iEXV+w6qfE3eo4mU+FgUBBBBAAAEEEEAAAQQQQAABBBAouUAyWqjkB+aAqQXCUWAeJZb5vLTUO9rMhu4cS4pffNBX2VsNXqVsqbgjLFsJOxOPUYOJygFxQ4+Q8zPgMstwLfC+X5e5QvOrlSsU7+vzSlI8Oo6CAAIIIIAAAggggAACCCCAAAIIlEWADriysBd00G+p9QPxFh7h9TtlcjyfZjJNjV6dpmEfbeYH609RfVQwn1n1aD2PkPM2y5SdlWzlb1q4NF5xrKZvUJLv5CXx8szJfVpwt+LRcaMzVwbz1wf1KUGdKgIIIIAAAggggAACCCCAAAIIIFBSgaSzo6QH5WAFCWxSa9+W6amLR5X5LaJ+bpqfn5arbKsV5ygLlD2CRm1BvZDqbWp8ZbzB1pq6YzDXCw58XI98c/Fz7B7qqb3yh59Zd2m82Nf14bjuc74nrmdOfhsv8HPivpC5Mpg/KqjfG9SpIoAAAggggAACCCCAAAIIIIAAAiUVoAOupNz9PtiD2tK3VSZvBB2v+mWKR5f5FlV3RL1fOVO5WlkSxy8hGKm4bFROVS73TD/LadoueZnBB1X/t3KI4pFo7ozbXfGtox9TXNz2jJ5a7h+XxKtqND0grvuacpWLtCJ5EcVnVP+JsoviDjl/n7dTvqKcrbi47QU9NX4ggAACCCCAAAL/n737gJerrPM//tyZW3LTQ0ISQiodQgkgHWFtiLhY1gWVVWCxALb/34K9sH/bYsEurl3RVXBVBFYQEBQSCIgQQEGaCQlJSO/l1vl/vzfn6GG8c++Zm6l3Ps/r9b3nzDnPKfOeSfvlOecggAACCCCAAAIIVEGguQrH5JBDE/iNNvPDClx4e0G0i/GanhvNF5r0asUvFBfpkvdxK9R/oOUu7J2p+N5tLnSdpNym5BSPZkt+n7r0+lXKH5SBms9pgeJ9uXUrP+6b6//HE1p8jnKN4oKbC4GO36fPwYW4uC3WjAuXK+IFTBFAAAEEEEAAAQQQQAABBBBAAIFKC7iAQasfgZU61RcqHil2heIniRZqLmx9WZmr+Ompu1t80y762q36eajyX0p8fI9ei4tv8WWlPu6NSprmgl7cbtDMqvhFgel1Wn6s4iKci39u/i7HxTePDPypcoziy1lpCCCAAAIIIIAAAggggAACCCCAQNUE4qJJ1U6AAw9JwPdjc96hTFNmKL7nm4tRLj4tUZYqadrX1Mkppm1R54ui+PguyI1S/hrF64tp8f3tvE2yGDfQPv6olX5wwwRlluIReR4953vHuVBJQwABBBBAAAEEEEAAAQQQQAABBGpCgAJcTXwMQz4JF5xcaEtbbBvygQbY0Jd37u4lnudH+/fINz/dtJjmUXjOomI2oi8CCCCAAAIIIIAAAggggAACCCBQKQFftkdDoJoCfoBCfE+772ve946jIYAAAggggAACCCCAAAIIIIAAAsNGgBFww+ajrJs34ktG/dTUjYrv4/ZtxfeQ61S+olStdXd3h1WrBrv9XNVOr+YOvGXLriuNe3p6wqZNm2ru/Gr1hDo6OvpOLZfLBdvR0gnYy625uTmMHDky3Ub06vMyw5gxY8L06b5TAS2NQGtra1+3KVOmhLlzfUtTWhqBtra2vm777LNPyGT4P940Zu4Tf9/mzZsXxo0bl3azhu/X0rLr1r+nnHJKmD17dsN7pAXgO5ZWin4IIIBA6QVc+KAhUEmB5+pgt/dzwHdr2eX9LC/7ogULFuyrf9Q/UfYDcQAEEEAAAQQQQAABBGpAoLe395CIlegfAABAAElEQVQTTjjhkRo4FU4BAQQQaBgBCnAN81HXzBv1AxOW5J3Nt/T6zXnLKvry7rvvvkQHnFPRg9b5wfQXtya1IxU/9IIHX6T8PDWSK2s3TZ/SdE3KzeimpxzLzN83P9HZI2hpKQRkNkJmh2v6iKbFPiAnxRGGbRc/WGiu3B6S245h+y5L/8Y8fOtAxfdl9ch2WjqBifqu7aOu9+v75vv70lIIyGyKuk2X2X2a7homnWI7uggrl1t6/PHHX4Yb3wYEEECgsgIU4CrrzdFCyArhA8oRip+aeqPiEXFciycEGgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAwLAX4B5ww/4j5g2mEdBDGC5UPx7CkAYr0Uc38T1aWZ7JZJ5JLGZ2AAF5ZbTabovltnaArqxKCMir2W662fZfNN2UWMXsAAJya5OZH/rxJ023DtCVVc8WGKmXfnjFIrntfPYqXg0gMFZmB8vMN8XvGqAfqxICMttDZvtqep+m3BM3YTPQrKwm64FQMzT940D9WPePAvqu+SEMX//HNSxBAAEEECinAAW4cuqy77oQUPHNhTc/EIKGAAIIIIAAAggggMCwF+jq6jro5JNPfnTYv1HeIAIIIFBDAh5RQEOgoQX0F5DWlpaWkG3OhklT9mhoi2Le/PatO8KWTVtDpqUptE9oK2bThu7bubUrdG3vCT3N3aF7FANr0n4ZstvbQnNXS9iW2RLWZVen3azh++3ZPTW050aFld0rw7LupQ3vkRbg4NZDwpjMmPDI1ifC49uWpN2s4fs9b+IJYUzzqHDPykXh8Q1PNbxHWoBX7n9aGNnSHm55dH5YvJZfp2ndzj3uX0Nbc2u4dsGNYcVaBuKndTvreS8PE8dOCBqF35p2G/ohgAACCJRGgAJcaRyL2YvN91KmK6OUNcpyhUvRhFDNls1mw55TJ1XzFOrq2OvWrO8rwGWbM2HUniPq6tyrebK53lxfAS7X3BM6x26v5qnU1bHburO6oK0lbNdVlCtbltXVuVfzZEf3jOsrwK3pWRMe6HygmqdSV8ee1TyrrwD3xLanwi1r76yrc6/myR477oi+Atyi1Y+E3z61oJqnUlfHPn3OqX0FuPlP3hPuUGjpBF5z9Mv7CnA33/v7sOiJh9JtRK/womP+qa8ABwUCCCCAQOUFKMBVxny8DvNq5TzlOMX3gMpv/pvD9cqXlFX5K3mNAAIIIIAAAggggAACCCCAAAIIIFCfAv0VgurzndTuWV+sU1uhfEM5QSlkfpjWfUB5QnmnQkMAAQQQQAABBBBAAAEEEEAAAQQQGAYCjIAr34foJ6h9U/m3xCG2ad7XAHm0m7NJOUI5UjlWGaOMVi5XpijvV2gIIIAAAggggAACCCCAAAIIIIAAAnUsQAGufB/el7TrZPHt53p9kZJ/r7cfRafg+8Jdqbwgev0+TW+JEi1iggACCCCAAAIIIIAAAggggAACCCBQbwKFLoest/dRa+d7uk7ojdFJ9Wp6rvKvSn7xLerSN1mpn6cpX0ks/EJinlkEEEAAAQQQQAABBBBAAAEEEEAAgToUoABX+g9Nj+rru/Q03vNXNeORbWmai3UfUTZHnQ/V9KhongkCCCCAAAIIIIAAAggggAACCCCAQB0KcAlq6T80X0I6I9rtMk0/VOQhfF84P7DhPcq9ykQlv31OC0Yr8xVfwvrvikfZHaL8WfH2P1NyStxaNHOBcowyT5mlPKosUnyp6zVKmuZtPZrPU9+/rkPxPpxvK88ohdqntWKCcrfyPWWS8hrlROUEpVu5T7lTuULpVAo1Fzp9Hq9W9lOmK0uVh6P8QFP70xBAAAEEEEAAAQQQQAABBBBAAIGqClCAKz3/OYldugi0NfE67ewn1fEyZX2BDc7TchevXISarHxeiZtf76O4ABe3gzXzY8UPe0g27+Mk5a3KVcrFygalv+bRkn4oxKWKi3nJtq9evEp5h/Im5VdKf+11WuhC2SjlNuUmZX8l2VxMO1vx/fM8XaLkN5/375S5eStc3HNR0O3dit/Xf/sFDQEEEEAAAQQQQAABBBBAAAEEEKiWAAW40su/PLHL6xPzxczGl6AOts2B6vD6RCdfwupC2ZVKLlp+qqY3KO3Ra4+q+42yRDlU8f3qvB+PJDtecQFrk5LfrtOCM6KFOzT9ieJRbyOUY5VXKHsq1yjvUr6gFGouui1QpimPK7cr65STFe/L30uP1PMxPDIu2bzuWiUuvnk/PrfVSvx+PBJwvPJjZZtSqCCoVTQEEEAAAQQQQAABBBBAAAEEEECgvAIU4Err66KP4+Zi2B/75sr347nRri/X9CvKFuUlyh2Kmz/frylx8e0Szbuvzy1uLqBdoZyvzFI+priAlmy+TDQuvj2g+bMUF86S7RS9+JkyWfm4cpWyQumvHRct/KCmn1W6E51erHkXLn3uLggerSQdj9HruCjn9+xRd8n2br14r3JZtPACTSnARRhMEEAAAQQQQAABBBBAAAEEEECg8gIeLUUrnYAvr4ybR3QlC0vx8lJPb9QOXXRaoviYP1KeUtwuUuKRYt/V/OeUZPFNL8NOxfeQu8sv1N6mHNQ3t+vHSE0+E732yLezlfzim1d7FFs8Gm+U5uMCmNf1167Twk8r+UYenffFxAanJ+Y9e3Li9c8T88nZL+vFUmW14oJom0JDAAEEEEAAAQQQQAABBBBAAAEEqiLACLjSsk9N7G5DYr7QrEd/zYlWNiU6xfOeuqj2xsS6/FmPAivU3ppY8eHEfH+zHhn3M6VF8X3sPqq4nanED5Xwpa2PeWGBdpOW/1mZq7xWeYPSqfTX4qJef+vma+F7ohW+31uyJUfVucC4UOlIdtC8i4r7KD15y3mJAAIIIIAAAggggAACCCCAAAIIVFyAAlxpyTcmdjcxMV9o9oVaMa/Qymj504Osf6LA+qyWuwjltlhZ2TdX+Mc9iVX7J+YPSMz7fmuDNe/HBTgf38XFR5X+WqHzdt/1iQ1aE/OedZEvp7g4+RrlKOWnyo2Kjx0X3eKpFtEQQAABBBBAAAEEEEAAAQQQQACB6glQgCutfbJYtod27dFkXaU9xLP25iKTi2v9tVlaGBevpmk+eW799U8uSxbgkvO+hPVTyY79zI9NLPO2/RXgPGJtVaJf/mxy1Fwmb+UavX6r4pF/LvK5QOjReo4Ldy7Q/Vrxfd82KzQEEEAAAQQQQAABBBBAAAEEEECgqgIU4ErL76KSi0cufHmE1kHKQ0qh9pwCK3zZ5TMF1iUX+3iFCnz7JTr6Hmh7J14PNrtvokNyP3smlqeZTe4n2X+LXngU21CbHxrhe7x9XjkwsRMXPT0qztmpuEj3AYXRcEKgIYAAAggggAACCCCAAAIIIIBAdQQowJXW3UWlW5XTo936aaEDFeAKFYa6o+0Hm/QO0GFbYp0vzbwy8Xqw2WRRL7mfS7Wh70mXti1I23EI/f5X2zjHKmcoNj9GiUfMjdD8JcrRiu9jt12hIYAAAggggAACCCCAAAIIIIAAAhUXoABXenIXuuIC3Dma/7iSLGiV/oj97/GxvMVfzXud9qX388Koswt5N6TdsEL9fE7OpYpHwL1Iea3yMsWjEJ+veJkvSaUhgAACCCCAAAIIIIAAAggggAACFReIRwtV/MDD+IDX6L1tit6fL8H8RJXeq++VFj8U4jDNtwxyHiO1/sWKL+lsT/RNFvKOSiwvNHukVhynTFFcACt183n6GKf1s2PfA+4q5RWKLz2NW1wQjV8zRQABBBBAAAEEEEAAAQQQQAABBComQAGu9NS+1PFtid36Msg3JF4PNuui1bmDdUq5fmHUzwW1tw+yzYVa7yeJ/kX5vhK3eB9+/RZlTLyin6mP4xFy3uYZ5WCl1O0B7fA+5Xpl7AA793uJ24x4hikCCCCAAAIIIIAAAggggAACCCBQaQEKcOUR/5F267i5oPZt5Wplf6VQa9YK36vsLuXyRKfOxHyxs+/TBvF95v5D83ML7MCj3j6UWPflxPzdmv9Z9Hqapj63bPQ6f/IZLfDIN7dblIf75kr743+i3XlEX/Kc84/y0sSCRYl5ZhFAAAEEEEAAAQQQQAABBBBAAIGKClCAKx/3Rdr1TxK7P0vzvpzTBS0XqjwizaPOrlDuUfxk0GuV45S43aGZF8YvhjB9UNt8PdputKb3Ku9RXAh0YXC88u/KbcpExc0FrgV9c3//8W7Nxg8xeKPmf6/8k+IRaC7GHab8t/I2xc19P9g3V/of39Eut0a7fa+m31IOUVyQ8/d5pvL/FBcc3dw3NuhbwA8EEEAAAQQQQAABBBBAAAEEEECgkgIedUUrj8A27fYc5WblK8ooxe3YKH0vCvxYpuX/qXxDGehJpwU2f9Zi3wutTXmzMkL5bJROTVuVZPOotdclF0TzPh+Pzvue4gLXSYqLdn7qq0fYJb9HXXr9KuUPSjnaE9qpXa9RXHBzQdCxk8/Fhbi4LdaM7we3Il7AFAEEEEAAAQQQQAABBBBAAAEEEKi0gAsYtPIKuGi1t+LRbncNcCiPGrtBuUDZV/Gord0tvmkXwYVAH/s05SElviQ1WXx7Ust93JcoHUp/7VYtPFT5L2VD1MGj6OLim/f7Q2Wukrz/ml6WvF2nPbqQ6SKci4Bu/i7HxTfff+6nyjGKRwHSEEAAAQQQQAABBBBAAAEEEEAAgaoJxMWTqp1AgxzYT0X9ZpRxmnoU2XRlkrJOccHoz0qh4pdWPavt+axX6V54JN7hikfBHaTsr6xR/qo8raQp9m1Rv4uiTNPUBblRivfheP1AbcZAKxPrfJmui3sDtT9q5SuVCcosZabSrdyvrFSG1HK5uJ43pM0ba6MEFW5D/OgThkPcQ+Ns9jcr/dbwt/nGeftDfaeD/UY61P0O/+1iuaZB/zAa/hbFvMNdblZDLr1b/G3LNGVwS88WmiK4TEbftvhFEds3atf4+9ao75/3jQACCFRTgN+Dq6nPsWtCYP78+Qe2tLT46a80BBBAAAEEEEAAAQSGvUBPT8/hJ554oq+OoSGAAAIIVEiAEXAVguYwtSvQ1dW1XAU4X4Y7p3bPsmbPLC7iMyapuI9I/1nfpIGDsBXH5kEOuBVp5u7+dcqXrXg43Io38xa44TY0geK34u8gxZv1baG/fyzdtm3b0iFuzmYIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCNS8QHzz0po/UU4QgXIKLFy4cKxu7j6xnMcYjvvWTXzH6Cla25qbm3uH4/sr13uym75vW8q1/+G63+7u7nH6rm0aru+vXO8Lt6HJ6ve28dlsduPQtm7crfi+De2z7+zsHNva2rp5aFs35laZTKZJD9IapV+nWxtTYOjvevPmzetf9KIX8efp0AnZEgEEEBiSAAW4IbGx0XASuOOOOyboL71L9J7GDqf3xXupXYGcHkjZ1PegwNo9x1o8M9xq8VPhnBBAAAEE6k1A/xG4VUXffU455ZQ19XbunC8CCCBQzwLN9XzynDsCpRDQSKTJ2s9Y10NaWvglkda0t6c39Ch2yzRTy0/vpuJbb1PINeVCyDJwMK1b6FHJMpcJPaE3dDf1pN6s0Ts257IhGzKhM9cbOlT4paUTGCmzbFNT2K6v2k5+maZDU69x+iM0qz8OtnT0hh3dwKWFm9iuX6eZprBhW3fY2YVbWrcpY1uCBsGF9Zt2hI5O/lxI67bnhJGhuTkzWiPKp2obCnBp4eiHAAIIlECAakMJENnF8BBobW0JBxw6c3i8mQq8i3VrNoWVS9eG7IhMGDNrRAWOODwOsWN1Z+hY3x16R3SH7snbhsebqsC7yK5tD83b2sLGlq1hWTv/XkhLPmfb1DCuZ1R4vKcj/LFnR9rNGr7f6S1jwuSmlnD7hhB+p9DSCbxrVgiTW0O4+uEt4dYl29NtRK/wldMnhz1UhPvyzcvD/Me4CjXtV+KX7zg4jB7RHD7+zfnhgcdWp92s4ft9+2NnhH2mT2h4BwAQQACBaghQgKuGevmO6c9zL2W6Mkrxv1KXK2sVGgIIIIAAAggggAACCCCAAAIIIIBAFQQowFUBvcSHHK/9vVo5TzlOySj57SEtuF75krIqf2UZXu+nfc4fZL++VmC9sk65W/mlslChIYAAAggggAACCCCAAAIIIIAAAsNKgAJcfX+cF+v0P6+0D/I2DtN65+3KR5UvKOVsWe18SooDTIv6nKrpJcqHlU9Fy5gggAACCCCAAAIIIIAAAggggAACw0KAAlx9fowjddrfVP4tcfq+mdQDike7OX60+BHKkcqxyhhltHK54uLY+5VKtE4d5MG8A3mUnouGPqe9Fd/B3/mksq9yodKt0BBAAAEEEEAAAQQQQAABBBBAAIG6F6AAV58foS8lTRbffq7XFyn593r7UfT2fF+4K5UXRK/fp+ktUaJFZZus0J6PGWDvLgp+THlP1OcCTe9Svh29ZoIAAggggAACCCCAAAIIIIAAAgjUtUB/9wur6zfUACd/ut7jG6P36WfVn6v8q5JffIu69E1W6udpylcSC8t9GWriUAPObtVaX37qIlzcPAKOhgACCCCAAAIIIIAAAggggAACCAwLAQpw9fUx+t5qvvQ0bl/VjEe2pWku1n1EiZ9vf6jmj0qzYYX6/CJxnEM070tSaQgggAACCCCAAAIIIIAAAggggEDdC3AJan19hL6EdEZ0yss0/VCRp+/7wn1D8eWe9yoTlfz2aS2YoPjJpN9TJimvUU5UTlB8b7b7lDuVKxTf460UbbF2klNceFsdzWvyrPZFvRqheL0fJlGo+d53fkCF2/VR+l7wAwEEEEAAAQQQQAABBBBAAAEEEKi0AAW4Sovv3vHOSWz+A81vTbxOO+sHHVymrC+wweu0fLoySrlNuUnZX0m2/fTibMX3ofN0ibK77fnaQTzq7dcFdvYGLfc9455QBirAzdb6+DLWlZp3EY6GAAIIIIAAAggggAACCCCAAAIIVEWAAlxV2Id80JcnthxqUSm+BDWxq35nXXRboExTHlduV9YpJyt+qqq/O364wk8Uj4zbneZRfcmnsv5qd3bGtggggAACCCCAAAIIIIAAAggggEAtCVCAq6VPY+BzGa/Vjpvv5/bHvrny/Tgu2vUHNf2s0p041Is17wKgvz/HK0crhc6nXev84Ij81qoFYxTfi+4tyljFzU949ag7GgIIIIAAAggggAACCCCAAAIIIDAsBCjA1c/H6MtC4+aRaMmCWLy81NPrtMNP97PT32iZ78f2nmidC2yFCnBTtO6GqN9AE7+fC5XvDtSJdQgggAACCCCAAAIIIIAAAggggEC9CVCAq59PbGriVDck5gvNetTanGhlfG81v4znPXUh741eWKB9psByL56vxAW4SQP0S7vK30U/pbVN8cMdaAgggAACCCCAAAIIIIAAAggggMCwEKAAVz8f48bEqfb39NLE6r7ZF+rnvPyFea+fznud//KJ/AWJ18mHOPhy0kLN/fp7YEKLlvuBCr7/26nKgcps5evK4YovS/VTUWkIIIAAAggggAACCCCAAAIIIIBAXQtQgKufjy9ZLNtDp+0CVlcZT79D+141wP47E+syifn8WT/04Wv5C/Ne+3t4qfIBxfu6SPmdcpVCQwABBBBAAAEEEEAAAQQQQAABBOpaYKDCSV2/sWF48i6GxUUvXz560CDv8Tla78JWfpKXsg60iy1aWakRaL7/24cVP4Ahbn74Aw0BBBBAAAEEEEAAAQQQQAABBBCoewEKcPXzEboYdmvidM9KzPc326OF/cXFrlpt1yZObK7mC13aGt/HLtH9WbMuOtIQQAABBBBAAAEEEEAAAQQQQACBmhCgAFcTH0Pqk7gy0fMczfsy1OHUHki8mazmxyVeJ2cHe9+Ftkvug3kEEEAAAQQQQAABBBBAAAEEEECgIgIU4CrCXLKDXKM9bYr2tq+mnyjZnmtjR0cnTmOp5tckXns2vudde97y/JdzEgsGGy2X6MosAggggAACCCCAAAIIIIAAAgggUHoBCnClNy3nHrdr529LHOASzb8h8XqwWRejzh2sU5XW+9zenDj2nYn5eNYPdHCbpBR6EqwvP/1nd6IhgAACCCCAAAIIIIAAAggggAACtSBAAa4WPoXizuFH6u64uWj1beVqZX+lUHNR6kzlLuXyRKf4oQ6JRVWZnaWjfktJ3tfup/2cyaJomd/35/tZ70X2mFdgHYsRQAABBBBAAAEEEEAAAQQQQACBigu4MEOrP4GLdMq+R9pro1N34cq5R/m9skxxcc2FKF/WeZgyQkm2O/TivOSCMs1P0X6vL7Bv38vN6w9XXFSL2xc086v4RWL6X5p/efTa575D8WW5jyn/pPyL4tFvK5RpCg0BBBBAAAEEEEAAAQQQQAABBBCougAFuKp/BEM6gW3a6hzlZuUryijF7dgofS8K/HBx7j+Vbyi9BfqUcrHv1/bSlDvsUL/vKe8t0P9GLb9O8Wg+NxcinWRzMe4lypPRwlxyJfMIIIAAAggggAACCCCAAAIIIIBApQW4BLXS4qU9notVeysXKr68tFDzveNuUC5Q9lW+rlSi+KbDFGw+/jPKfYqLav+hzFIuVrqV/pqLaR4Bd4myNq+D7w/nUXMnK0/lreMlAggggAACCCCAAAIIIIAAAgggUDWB5GV/VTsJDlwygXHa00xluuIHFaxTXOT6s+LRZcOtuWDny2xdcHtQGVJRcf78+Qe2tLT8JZPNhHET4sGE2httQIGOHZ1h+7aO0JQNoWW0ftBSCXTv6A29nbmQy2raHj/YN9WmDd2paWdzyHRnQ0emM2zN7mxoi2Le/Oju9tCWawkbervD2lyh/9soZo+N0Xd6pjW0N2XC0/qqrRiOf3qW6WM8bHQI7frj4NG1nWHFVr5vaZlPnD4itDVnwn1LtoZnNnWm3azh+71o7vjQIreFDy0P6zb6riS0NAKnHDUjjBnVFnp6eg4/8cQTH0qzDX0QQAABBEojQAGuNI7spY4FFi5cOL2pqWlZHb8FTh0BBBBAAAEEEEAAgWIE9jnuuOMWF7MBfRFAAAEEdk+AAtzu+bH1MBG46667Xqi3MnuYvJ2KvQ0VLg9VVvT29q6v2EGHwYEymcwRMvNfen3pNC2dgP+8OjKbzf5F/2vvy+pp6QSa9X07PJfL/VlhLFc6s6Df11rldZjsHtCvVYZypXRTt3aZHSy7RcqQRqWnP9Sw6jlG37l97Tas3lWZ34y8Juj7Nl1TRnEVaa3v29Ljjz/+piI3ozsCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAnUjwEMY6uaj4kTLJXD11VdnZ86c+XXtf065jjEc96ubHmd0E9+D9d7WKquG43ss03tqlttB2vczMrQdLYWAzFrV7UBlmdw2ptiELrsE2jXZX/FDP7bsWsTPFAKj9Z3bR9+1J9SXh36kAIu6jJPbTM0/Jjse+pHSTWZ7qOs0mT2qaVfKzegWwmQh7Cm/R2THQz+K+EbIa+mDDz548YUXXsj3rQg3uiKAAAK7K0ABbncF2b7uBRYuXLi//vL2WN2/Ed4AAggggAACCCCAAAIpBLq6ug49+eST/5yiK10QQAABBEok0Fyi/bAbBOpWoLu7O9PS0hKalemzZtft+6j0iW/etDGsX7MmZJpbQ/uEKZU+fN0er3PbxtC1fUvoDC1hWxhVt++j0ic+UoOQ2qS2YWcmLN+SrfTh6/Z4M8d2h7FtubD8mc6w5OnOun0flT7xww5qD2NHZ8OShzaGpx/ZXOnD1+3xjjp9rzBybEt4/KblYeWD6+r2fVT6xI+78ODQNqYlPPidRWH1IgaUp/U/9bLnh5aRLeHaL18bVjy+PO1mDd/vrPefHSbuPTFk1BoeAwAEEECgwgIU4CoMzuFqV8B/Dxk9dmztnmCNnVlHx66ri5oy2dDSTiEp7cfTvXNbX9dcaFI5qS3tZg3fry3s7DPo7GkKGzsowKX9QuzV26OuubB9R29Ys6477WYN36+rK9dnsG1DZ1jzFFegpv1CdHftugpw84ptYdWfuVI8rVtP9y63DY9vCCvvWZl2s4bv19uzy23ZI0vDk/c92fAeaQE6dnB1eFor+iGAAAKlFqAAV2rRyu1vPx1q/iCH87+81iv+b+i7lV8qC5VyN1cVnhrkIP7XjYdj+F/V/tumz+v7yl8UGgIIIIAAAggggAACCCCAAAIIIDBsBCjA1e9H6SEgaa77mxa9xVM1vUT5sPKpaFk5J2nOLT7+AZrx+b1PuUt5tbJMoSGAAAIIIIAAAggggAACCCCAAAJ1L0ABru4/wr434JFkD+a9Fd/XwU+/G6PsrfiBG84nlX2VC5VKXY90r46V33wu/v6NVGYoIxS3E5RfKScrXPcjBBoCCCCAAAIIIIAAAggggAACCNS3AAW4+v784rNfoZlj4hf9TEdr2ceU90TrLtDUI82+Hb0u92Sgc/OxXXz7jPJ2v1A7UrlCOc8vaAgggAACCCCAAAIIIIAAAggggEA9C/D0m3r+9NKf+1Z19eWnLsLFzSPgaqX5PnDvUOICnM/rlQrfT0vQEEAAAQQQQAABBBBAAAEEEECgrgUocNT1x1f0yf8iscUhmvdloLXU/lsn4wdHuPnS2UP75viBAAIIIIAAAggggAACCCCAAAII1LEAl6DW8Yc3hFNfrG1yigtvq6N5TZ7VvqhXviTU6z/6rDXPfnGEXl4cLbpeU2d3m5/Y6qe1nhjtyJeuJu9tV81zi06JCQIIIIAAAggggAACCCCAAAIIIFCcAAW44rzqvffz9QbiUW+/LvBm3qDlvmfcE8pABbjZWh9fxrpS86UowGk3ocU/ouaCXLJV+9yS58I8AggggAACCCCAAAIIIIAAAgggkEqAS1BTMQ2LTn7S6PsT78RPGq21NlYnNDdxUn9KzDOLAAIIIIAAAggggAACCCCAAAII1KUAI+Dq8mP7h5Nu15LT/2FpCK1aFt9L7S2ad4HL7UvKTX1ztfPDI/O+qoyMTulpTZ+M5pkggAACCCCAAAIIIIAAAggggAACdStAAa5uP7pnnfgUvbrhWUv6f9Gtxb5s9Lv9ry7b0kLfs/E64t6KH7bwHmWeEjc/EbU3fsEUAQQQQAABBBBAAAEEEEAAAQQQqFeBQoWRen0/nPfAAv68P6K0KVcM3LWka7uK3NuV6n9NkdvQHQEEEEAAAQQQQAABBBBAAAEEEKhJAQpwNfmxFH1SflhBfw9M8AMN/EAF3//tVOVAZbbydeVwxZel+qmotdL84Id3KqV6oEOtvC/OAwEEEEAAAQQQQAABBBBAAAEEGliAAtzw+PA36218bZC34s/6UuUDih++cZHyO+Uqpdyt0Gi2dTrwEuWpaHq3pp0KDQEEEEAAAQQQQAABBBBAAAEEEBg2AhTghs1HOegb8f3fPqz4IQceZeb2QaUSBbhX9h2NHwgggAACCCCAAAIIIIAAAggggEADCngkFK2xBK5NvN25mveTUvtrfirpQK2axdtaPreBzFiHAAIIIIAAAggggAACCCCAAAINKEABrvE+9AcSbzmr+XGJ18lZ3z9uoFZou4G2KdW6Wj63Ur1H9oMAAggggAACCCCAAAIIIIAAAsNEgALcMPkgi3gbRyf6LtX8msRrz8ZPLG3PW57/ck5iwWAj0hJdd2u2ls9tt94YGyOAAAIIIIAAAggggAACCCCAwPAVoAA3fD/b/t6ZC2VvTqy4MzEfz/qBDm6TlIl9c//4w5ef/vM/Li77klo+t7K/eQ6AAAIIIIAAAggggAACCCCAAAL1KUABrj4/t6Gc9Sxt9C3lrMTGP03Mx7OLohkX6z4fL8ybfluv5+Utq8TLWj63Srx/joEAAggggAACCCCAAAIIIIAAAnUoUM0b6dchV82e8hSd2fUFzs73S/P6w5XkpaJf0OtfKfntv7Tg5dHC8zTdoVyjPKb8k/Ivike/rVCmKZVstXxulXTgWAgggAACCCCAAAIIIIAAAgggUEcCFODq6MMa4FR9v7aXDrA+uapDL76nvDe5MDF/o+avU86Mll2kqZNsLsa9RHkyWphLrizjfC2fWxnfNrtGAAEEEEAAAQQQQAABBBBAAIF6FuAS1Hr+9AY/9151eUa5T3FR7T8UX4p6sdKt9NdcTPMIuEuUtXkdfA82j5o7WXkqb10lXtbyuVXi/XMMBBBAAAEEEEAAAQQQQAABBBCoQwFGwNXhhxad8qOaJi8pLeU7caHrc1FcsPP93lxwe1BxUS9uhY7vUXaF1sXbDnW6u+dW8Li5XC7s2Lat4HpWPFugq9Mfcwi5XG/o7vCVyrQ0Ar29PX3dmkIuNP/tocNptmzsPpnot56WTC6Mbkn+NtTYLoO9++Ym/5YZwoi2TBg/NjtYd9ZHAs3R347ax7SE8VNG4JJSIJvd9Uf/yEkjwoTZo1NuRbdM5DZm+piwx0GFnn+FU75AJrPr+zZ51uTQsb0zfzWvCwi0tPnuNDQEEEAAgWoIlKtIUo33wjERGJLAHXfccUBra6sLmjQEEEAAAQQQQAABBIa9QHd392EnnXTSn4b9G+UNIoAAAjUkwAi4GvowOJXqCDz88MOL582b9zMdfU51zqA+j6oRg5mmpqY5mm7SNP9y5fp8U5U5a/++O1tZp2xQaCkE9D1r1ffMI3JXKb4cnpZOwMO3ZshvhfwY4pvOTCN7c6PUdW+ZLdOUIb4p3dRtjDJVeUphSJIQ0jR938bru7an+i5WCt0iJM2uGq2PhwtOkN1fZcjQ6CI+fXkt3bRp0+NFbEJXBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTqSoCnoNbVx8XJlktgwYIFx2Sz2Znl2v9w3W9vb+8BmUzmGb0/bopfxIcss4N9A2SFm+IX4aYbbR+q79wTmu4sYrOG7iovPyxlrhAe0ZSbu6f8NujXZrO8DlH+pHlu7p7STV6t+s4dqOlDKTeh2y6BkZrMVh7e9ZKfaQT0a3OMvmt7qe9jafrT5+8C+nW67MQTT7zn70uYQwABBBCohAAFuEooc4yaFrj99tv3amtre1onmanpE+XkEEAAAQQQQAABBBDYfYFcV1fX7JNPPnnp7u+KPSCAAAIIpBVoTtuRfggMVwGNRhqr96ZJJowe61laGoHOjo6wc8eO0JTNhtaRo9JsQh8JdHXsDL2dnSGXzYTethZMUgo0dXSFTE9vkF7YkmFAUkq2MLY3E9r0fwsbenaGNT3b027W8P1mNI8J7ZmWsLJjfVjVsbHhPdICHDRqehiRbQ2LNy0Lq7atTbtZw/c7asrc0Cq3h595PKzdur7hPdICnDjn6NCcbQ6LnvhT2Lh1U9rNGr7fMQceGUa1j2zS33vHNTwGAAgggECFBSjAVRi8gQ/n75ovE5iuuFqzRlmu1Mzf0JtbWsLMffbVKdHSCKxbsyasXLY0NLe2hXEzZqfZhD4S2Lr6mbB97erQ29ocuvccj0lKgezaTSGzbWfYkO0Jj7Z0pNyKbod2jghtKsI92bUh3L5jGSApBV49+uCwtwpw9256Ity8flHKrej2wTlnhakqJN28ZH747VMLAEkp8PUXfSJMbG8NV993XbjjSa4KTMkWrnnTd8IYFeC+878/VhGOq57Tun3/A18N+7bPTtudfggggAACJRSgAFdCzArs6hs6xisGOE5O6zzEYZ2yRLlJ+ZlSrf8WdHXh1cp5ynFKf5d4+m9M1ytfUlYpNAQQQAABBBBAAAEEEEAAAQQQQGBYCVCAq6+P00PFp6Q45X3U5xjlLOXdyhnKYqWS7WId7PNK+yAHPUzrnbcrH1W+oNAQQAABBBBAAAEEEEAAAQQQQACBYSNAAa5+P8olOvX8yzdbtcwFr6nKGMXtIGWh8jLlbqXczU/y+qbyb4kD+UmPDyge7eZ4RN4RypHKsYrPdbRyueIC4/sVGgIIIIAAAggggAACCCCAAAIIIDAsBCjA1e/HeKlO/QcFTt9Pt/Ulnz9WPBpusnKVsp/SrZSz+VLSZPHt53p9kZJfLPxRdBK+L9yVygui1+/T9JYo0SImCCCAAAIIIIAAAggggAACCCCAQP0K9HdPrvp9N5x5LOB7wXnU21HKxmjhLE1fHM2Xa3K6dvzGaOd+TOG5yr8q+cW3qEvfZKV+nqZ8JbGQy1ATGMwigAACCCCAAAIIIIAAAggggEB9C1CAq+/Pb7Cz96Wev010mpuYL/VsVjv0padx+6pmPLItTXOx7iPK5qjzoZq6eEhDAAEEEEAAAQQQQAABBBBAAAEE6l6AS1Dr/iMc9A08meixKjEfz75QMx6l5vZd5Z6+uf5/fEiLZ0SrfFlpsvkS0njdMs27bzHNxUI/5fU9yr3KRCW/fVoLJii+l933lEnKa5QTlRMUX157n3KncoXSqdAQQAABBBBAAAEEEEAAAQQQQACBqgpQgKsqf0UO7gKbmy9LvbFv7tk//DCEC6NFd2g6UAHOhbp5Ud/8Atw50XJPfG+6rYnXaWc/qY6XKesLbPA6LZ+ujFJuU25S9leSbT+9OFvxfeg8XaLQEEAAAQQQQAABBBBAAAEEEEAAgaoJUICrGn1FDvwGHeXI6Ei+J1x/I+BKdSIvT+zo+sR8MbPxJaiDbeOi2wJlmvK4cruyTjlZ8VNV/b0+RvmJ4pFxNAQQQAABBBBAAAEEEEAAAQQQQKBqAhTgqka/2wc+THvwQw+Szff0a1f8ZNFXKs9X3PwQBD8QoVxtvHbsuPl+bn/smyvfDz/h1e2DymcVX3oatxdrxgVAf7ePV45Wyn0+OgQNAQQQQAABBBBAAAEEEEAAAQQQ6F+AAlz/LvWw9N06SWewNl8dfJ+05YN13I31viw0bh6JliyIxctLPb1OO/x0Pzv9jZZ9UXlPtM5FSgpwEQYTBBBAAAEEEEAAAQQQQAABBBCovAAFuMqbV/qIvgTzcsWjxZIPZCjleUxN7GxDYr7QrEetzYlWNiU6xfOeupD3xsS6/NnP5C9IvHbRMS7ATUosZxYBBBBAAAEEEEAAAQQQQAABBBCouAAFuIqTl+yAP9KefF+3ZHPhaqTiy0EPVU5T2hQ/jOBUxZdnPqCUum1M7HBiYr7Q7Au1Yl6hldHypwdZ/8QA65MPcWgdoB+rEEAAAQQQQAABBBBAAAEEEEAAgbILUIArO3HZDnCL9vyDQfZ+uNZfpRykTFF+rHiZ79NWypYslu2hHbcoXaU8QN6+OvR6oAdKdCb6+754NAQQQAABBBBAAAEEEEAAAQQQQKBqAhQnqkZfkQM/qKOcpMT3ZJur+eTTSkt1Ei6GxUUvj8JzwW+g9hytdPE3P8lLWQfafotW5gbqwDoEEEAAAQQQQAABBBBAAAEEEECgVgQowNXKJ1G+8/DlmAsSuz8qMZ8/6+LZQK3QiEkXw25NbHhWYr6/2R4t7C9xobC/bViGAAIIIIAAAggggAACCCCAAAII1KUABbi6/NiKPunkfd98iWih5ktHB2rjBlh5ZWLdOZofbF+J7swigAACCCCAAAIIIIAAAggggAACw1eAAtzw/WyT7+zoxIt7E/OeTd6rrT1vXfKl1/k+coXaNVqxKVq5r6afKNSR5QgggAACCCCAAAIIIIAAAggggEAjCVCAG/6fti85PSbxNu9MzHt2c+L1gYn5/NmXasFATxTdrvVvS2x0iebfkHg92Kwvfz13sE6sRwABBBBAAAEEEEAAAQQQQAABBOpNgAJcvX1i6c/Xl4CeqdygxIWz+zX/mJJsixIvLtR8fw9QOELLv5PoV2j2R1rhuLmg9m3lamV/pVDzfeV8nncplyc6xQ91SCxiFgEEEEAAAQQQQAABBBBAAAEEEKg/ARc/aPUp8E6ddn8PO3BRdaRyqDJRiZsfxvAvSv7TQ12Au0c5VmlTfqFcobhwN005TXmjMlZZoXjZQO0ircwqr406+RwdH+P3yjLFxbV5ii+NPUwZoSTbHXpxXnIB8wgggAACCCCAAAIIIIAAAggggEC9ClCAq9dPLgSPSnPStIfV6S3KkgKdP6jlLry5yHaw8mUlv31AC0YrH8pfkfd6m16fo9ysfEUZpbi5wOcM1Fyc+0/lG0rvQB1ZhwACCCCAAAIIIIAAAggggAACCNSLAJeg1ssnlf48XQB7XPmdcqVyhuLRcB59Vqj9Vit8r7jblZ5EJ4+We0R5g+LCWP7oOS0q2L6nNXsrvqzVl5cWatu1wqPtLlD2Vb6uUHwTAg0BBBBAAAEEEEAAAQQQQAABBIaHACPg6utz9GWd8aWdpT7zJ7XDUxU/7fRIZQ/FhbN1Stw+ohknbfNTUb8ZZZymM5XpyiTF+31G+bPSoaRpM9J0Up+7Fd+DjoYAAggggAACCCCAAAIIIIAAAghUXYAiRdU/Ak6g2gLz588/sKWl5S9NTU2hbYTrj7Q0At3dXaG7q0ulzqbQ3JZ/G780e2jMPj0yy/V0h5zcci3ZxkQYwrtu6uoJTblckF7Y2cQg2bSE7Tn9+gyZsL23K2zp9e03aWkEJmRHhNambNjUtS1s7tmRZhP6SGBq6/jQkmkOa7evD5s7t2KSUmDm2GmhWW4rN60OWzp8IQMtjcC+k2aGbCYblq1eHrZ38Os0jZn7zJ46M7S1tIaenp7DTzzxxIfSbkc/BBBAAIHdF2AE3O4bsoc6F+jq6lrX3Ny8U29jxM4dviKWVpSAiiLdO/mLbzFmvpbbxaSmzu5iNqOvBFo0uLUlR+Gy2C/DyExLcGjFCYxrGRUcWnECk0buERxacQJ7jZsc9ipuE3pLYMZk3/GEVqRAh9qaIrehOwIIIIDAbgowAm43Adl8eAhoFNy0bDY7dXi8m8q9i1wut2cmk9mkKUNrimBXwXfKjh071mnkJRW4Itz0PZum79tKTYu5H2URRxi2Xf2v0+XD9t2V6Y3pz4S9NUIEtyJ8NZJc/7eQm8b3rQg0de3t7dXXLbun7HxrDlp6gRaZTdDXbnX6TehpAbmt0ug3fn/j64AAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAwbAV4CMOw/Wh5Y2kF7rzzznbd/Ph29Z+Tdhv69Qn494+xih/AwGNQ+0gG/6EbH2d0w+gx6ukn73YMvgU9IoGs7MbIzo8q5qEf6b8WzXIbLbdt2qQr/WYN39M3dx8lt62S4GEp6b8OrXIbKbct2qQn/WYN37NNAiNkt0V2vQ2vkR5ghLrabrPCw3nSu7nn0u3bt5/yvOc9z7/H0RBAAAEEKiTQXKHjcBgEalZATx+bqQLcc2r2BGv/xPz7yMjaP83aOEP94yo+kdGacWgpBSI7Fy9pRQhEbi6W04oQiNzGFbEJXSUQuY0Ho3gB2U0ofiu2kMAeKBQtMLGtrc3/8fxQ0VuyAQIIIIDAkAUowA2Zjg2Hm0Bra1vY58BDhtvbKtv72bBubVi1YlnItLaHkZNmle04w23HnZvXhM6t60JXpj3saJ083N5e2d7PiK61obVnW1jT3RL+2kG9Ny30AW3bwoTm7vDA+qawcPXfir9pN2/Yfi+f2Rum6mt24+M7w22LGaia9ovw7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" title alt width="624" /></p>
<div id="example-1-categorical-data" class="section level2">
<h2>Example 1: Categorical Data</h2>
<p>Here we will pick colours for a scatter plot with categorical data</p>
<pre class="r"><code># This palette looks nice. How is it with three colours?</code></pre>
<pre class="r"><code>display.brewer.pal(3, 'Dark2')</code></pre>
<p><img 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AECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhsX4E9t+/pnZ0AAQIECBAgQGCdBM5a8968Yr+KL63TOUy78QQuV7d8g4r8O+I7G+/23TEBAgQIECBAgAABAgQIENj+AvvUJXxzRpxWfV+t+FzF+yuOqbh1xe4VO2I5uS4q95PrXbTcsiZ4WcUHK75f8a2K91S8sOKaFcsu/1YT/r7i6cueeAec7351Te29O3R0fXfs+u496ut3k1C6RN+wjvVLT5l7pdc65fBt0rx/neWXFfmzfL5tckYnIUCAAAECBAgQIECAAAECBM4gkARckj6rjY/WMUmc7GiJuM3DvSRhttZy2TrwhIpZJr+p/mdVnKNiGeU6NUnmzAql8y5jwh18jofX9TXfw0bXuqnre/Cor+3eqCofr3hga1inbZ5vEqPfmDL/Sq51yqHbtPnIOlu8j9qmZ3UyAgQIECCwEwvstRNfu0snQIAAAQIEdnyBD40uMQm2s1acq+IiFUnYpWQF2GsqXldxh4rfVuwKJfd6fMXVhpv5dm2zCu4zFWevSKLsLhX5O9mDKpIsSxJmkZK5XlKRFV3/XPGDCmW6wMHV9frp3UvtyYrHa1d8d6mzbvvJnlSnvEfF4RXHVbytQiFAgAABAgQIECBAgAABAgS2kcB4Bdys056lOvNdUm+vyGqaFi+o+o5SNteF5LrWugLuucPxmeOtFeevGJdrVEM+Ptnu//bjAavcf8ww16m1bQnOVU6x0w2ftQJuv7qbQ4e43IQ721Rtzf4BE/qX2bR5ONfpUyadd61TDtsuzY8f7iX3lESzQoAAAQIECBAgQIAAAQIECGwjgdUk4PpLyoqalgTJ9s/7zu1YT3Ih17OWBFxWov1kOP57tc2Kv2klq7Da/b9l2qAVtGdVXT52mrkeuYLxu8qQWQm4efe4qQY0++2dgJt3rTtS/3nqYn422N1nR7ow10KAAAECBHZEgT12xItyTQQIECBAgMCGE3hC3XE+qtnKU1plJ95et6493/mVko845pcuTCtvqo6fDp35iOJay+F14AUqklB6ZYVCYL0EflgTZ1VnysMqdrTvb9xyYX4QIECAAIEdRSD/Z1YhQIAAAQIECGxvgSSM8tHJ2wwXkhVwl6/4wrA/3ly5Gm5bccUh8osO8v1qGZ94RcXJFZPK06vxnBXvrTi2It9ldfeKzPnpihdUvLoi17SScv8adPVhYFa6HVHxq4pzV5xQsW/Fhytmld9VZ67/MhUXqshKwvymydWU/I/VJEJSPlDx1S216T9yjsOGiHWu4X8r3lPx0orc/3MrUpIgTPTlmbWTjx7mup/Qd4zq+YhtfktpyqR5tvZs/c66u9bONSvacz171U+p+HzFxyrybFbrcv06ZlNFyqsq3rGltttuN65tvm/wCsN+NneqaN/X94yq57x9uXLtrOW9y1y5lyRHU/L+5V5Sco70p0y61jzXWOcj27+qeEhFntWs8uTqvGBFfhHHQyt+XdGXvWvnnhXXq4j3fhWfq4jxiRXHV6yk5M9JPA6ouHXFGyoUAgQIECBAgAABAgQIECBAYJ0F1voR1HZZ76tKEj+Jv2uN3Ta/WODRFb+oaOMmbZN4OLJir4pxOb0acsyLKpKwGh//5Wprq3k2D/3TPoL6uO74zJtkxlpKPs6XpEqu5f/WMkEdc/BwfOZoibhpU7Xk5vje234+Bnv+br4nTpjox0P/Fyb09U2HDOMy96R5MvZKFR+saOeftv1sjfmTinGZ9RHUTTW4zffg7sDUW/uk7YHd2EXfu+/PONc7u/Ns6sb11/rarv2vuvGTqkkStvt584QBsf5IN6aN7bdJYJ9vwrHjpnNVQ/uz2BKb4zH2CRAgQIAAgRKY9JdSMAQIECBAgACB7SWQxE9WAaUcWNFWCW1pqB+vrDh02PlebV9WcUpFkgD7Vdyy4hoVSZgkCZVEQ8ZMKlm1c7euIwmwrDY6piLJiHnlMTXgScOgb9X2JhVZQbeWku/Qakm/JKLWUnLvrbymVSZsL15tJ1W01VgxOq4ijtetyIrAm1e8tWJblJzzvRVJ3qa8q+LEipgmCZSE0p0r0n9ARZ5PkkjzVoHVkJnlk9Wb9ytzHjSMzHV8aqh/Y9hms+h7d1TNcbaKwypa0uroqqeMV9ltbT3jzxx/u6HprrWNz7TSv9M5ri8H1k7+jOVaUj5U8T8VX664akWeezzuWPFnFfmz9MOKaeXH1ZHjD67IqtXcW9oUAgQIECBAgAABAgQIECBAYB0F9qm5f9/Fak91r+7Yd48OTmKgXyU2aYVOklhJirVrSIJhXNoKuDbmyBpw6YokpJLc2K+ilc1VybisYOrLI2unHX9q1XNtay0XqwN/UJH5fltxw4q1lKxEyxzfmXPwq4ZxGXtsRZ5ZX/atnbi1+8v2iIpxSaIlfTnvrHJIdba5njhh4Mu7/vtN6E/TpSqSEGvz3CqNXXl41Vtfklx92VQ7re/BfcdQ7/sfMKF/We9dpt5ckWvJOzip9NfSX+ueNbjd/4+q3hJo4zmSQP5qRc7x3YqzVLSyV1WSXExf4hEVGd+Xs9bOURVtzDP6zin1J3Tj+yTwlOGaCRAgQIAAAQIECBAgQIAAgUUFksxp/3jPdrUliZV2/Hg12fO6vpvNmDiJhpYc+nXVk5TrS5+Ay2qgWWVzdeZ6+gTcQ4e2tH+5Yv+KtZbz1IH53q12zytJeEw61yW7OT46acDQdrlu3LerfvYpYy9T7bFr13XEhHHNeJEEXJJ9+V6znOekCefomx49jMvYx/UdVV/PBNyy3rtc8uaKXP9qE3A59qnDsTk+K9QmlYOqMf2J54wGPLDre8mob7z7vmFsns0Vx52j/cNrv50zyWyFAAECBAgQmCAw/r9eE4ZoIkCAAAECBAhsM4GfdGc6R1dPNYmQ21ck2XJCxbTym+r40tCZZFy/Cmh8zDhJMe4f7z+oGlqSLOc4sOKL40Er3M8qptdXXGMY//naPnaor3bT5shxX5tx8CFd37Oq/rNuv69urp1j+4Z1qud5J5l674pHzTlHfFoZvxutfT226/HereU6j+oOykrNSeVuXWM/Ps0P6PrGCcyua0u1veN7195dxp2j/f5969/D0TC7BAgQIEBgYwvkL6UKAQIECBAgQGBHEdivu5D+H/Zp/swQ3ZAzVfNxzqwCumDXk7/v/LLb76un9Dtz6klgJGmV8tuKm1Z8JTtrKLm+N1Rcfzg2HxvM92/9fNhf7eZC3QGZa1q5UdeRVU6zSpKDh88asIS+fJzynUNMmy7P73oVt+gGbMu/w67He9fdyoqrn62RWSWYdyZJy7xD36loJQnd2w87n6jtR1pHbfesuOywv7m2pw31aZsPdh2X7+qTqv371r+Hk8ZqI0CAAAECG1ZgW/7lZcMiu3ECBAgQIEBgxQL7dyPbKrau6Q/VC1TthhVXqkiC4AoVB1RcuGJcdh83DPtJoiUZsZJy7hrUr5ZLQuOeFfNWEk2a+3LVmI++ZpuSa7jJsM3+Wkqf+PjajAku2vXNGpdhfWKlO2xdq9ep2a9V0Z5pnmucxqsYpz3TGrquZRnv3SIXeFQdnATc3hV3qPiPilZuU5X8EoSUjOvLfrXTDPet+ql955z6vARc/x717+GcaXUTIECAAIGNJbDXxrpdd0uAAAECBAjs4AL7d9eXxNS4XKoa8jHNu1fkC+MnlSSOzjPEpP7W9q2q/LrtzNnuMfR/rraXrMh3p+U7yY6v+FDFSkt+s2RWvrVExYerfsuKXMsiJYmhVr7eKhO25+va5q2C2pYJuLvWdcXzqt319dU8pyRkk2TdHmWZ790i1//KOviZFXn/YtYn4NrHT2P1soq+tGRv2vapuHjfOafe/5mcNPQX1Zhf+JB3sH8PJ43VRoAAAQIENqyABNyGffRunAABAgQI7JAC/WqbJFz6kpU776nIap5Wvl+VT1Z8vCIfu8tH57JNUuw6FSm/37o508/fnalldkPOcdOKwyr+vSJ/jzq64toVv6qYV25bA5IYOdsw8L9rm1VMPx32F9n8uDs4CZZp5dTqaEms81d91rnbiqlpc7X2eavR5v1987E10ZPbZLXNysRTKvIcY57Ic/+LijdWpEx7plt7l/tz2e/dIlf3ozr4tRVJtmUlXJJjX6y4SMVfV6S8qeL0LbU//uifc/6MHPPHrrm1JPTmlfbO9e/hvGP0EyBAgACBDSUw7y9EGwrDzRIgQIAAAQLbVeBGdfbrDVeQhNbbR1eT1T8t+ZaVY/ep6L/nqh+ej4y20lavtf21bH9eBx1UkYTfsyvuVPGnFVepOKLiHytmlftWZ1YrtWt5ftX/viLJpmWU07pJ8t1g08oXquMmQ2csvzZtYLVn1ddKyt5zBmU14rSSa2nJt99U/R8qXlTxw4pxWfYzHc8/bX97vneTrumoakwCLuXOFfHLds+KlPSPy+dHDc8d7S+ym+TbOYcJ+vdwkTkdS4AAAQIEdjmB9pfAXe7G3BABAgQIECCwUwnk7yTP6q742Kp/vdvPaq0bDvtZBZTVUNOSb3tV38WGsdlkf9Hyy5ogybeUrJy7V0VbGfSoqrfEYVXPVA6vliTcco+/r3h4xf0rlpV8q6nO8KX68xJwGZ9yta2bqT+vMLVna0e7/7aib9rwy3Qd49Vyt+76jqj60ysmJd8yrE8ILuOZZs55ZXu/d5Ou713VuHnouN2wzUrKlG9VvGVL7Yw/siLuB0NTnvu8pGk+4nqzigMq5j3f/n2TgCswhQABAgQITBKQgJukoo0AAQIECBDY1gIPqRNeezhpElxPG11AElwteXNS1X826u93D66dtiIn7W1lUD9m0fqnaoJ/GSbJ/EdX7DPs95ur1k5WdOXac1+HVzyjYtmlT3z0ycfxeU6shlxHShKBsxJZD9oyavqPJEJTkoC5wJbamX9k/ludufkPLVlF2Mp4xWNrz/YsFbfvGpb5TPtE6HjeZb937Vzj83S3NreaJO7Rw6hr1TYrR/PdginHVmQl4aTy/qExCbWsvpxV7ludb634bMXRFbNK/759Y9ZAfQQIECBAYCMLSMBt5Kfv3gkQIECAwPYXSALhhIoju0vJRzU/1+2n+vVu/4pVT0JmUrlhNR4z6pj2yxpGw1a9mwTcp4ejrlzbf5owQ+6lJbnS/18TxiyjKQnBlhDrk1rjuT9RDS8dGvev7aPHA4b9v63tdab0teaPDZUkF/vn1/qzfXHFNfuGUb1/rlcf9bXdJKuOq+ivZ5nP9KftRLW9cFdPtb++Zbx37VznqrkXuYej6/gk4lJinGeQctTWzcSfedYtAZh3MR+fnlQOqMbHdh3P7uqTqv379r5JA7QRIECAAAECBAgQIECAAAECyxXYp6ZLYqDFm6o+jhOr7QMV3+3GtfFttVh1naEkCXNaRRt3fNVvVpHz5X8oXrviYRX5+GIb07bjBFA+jpe+r1XMK5trQMa2j5+Ox2flUZIaGZOVR30y4u5De/oy5s0VY4tp+9NWlNUUU8srqyfnSlxk6qitfT/qxiYhd42KGF++4qkVbZ62PaLaxuUW1dD6s31+RZ7JZSruUfHGirQnidXGHVH1vjygdlpfjLPqLsenXLDithVtnjYu2zz/vjy8dlr/YX1H1Td1fQ8e9WX3Bl3/j6v+5IrMF4tlvnc13W5vq2jXmT8HD624Z0Ur8661jcv2hIo2V7YfTOOckmRaO+bnVX9ERe5z94rzVuS5ZRVbG/Pqqs8rx9WAjM/Kyn3nDdZPgAABAgQIECBAgAABAgQILC6QhFj7x/tqtt+u4x5XkUTAtHLT6sg/8vt5kzD5Qdf266ongdQnZO5T+31ZZgIu8z6zol3TZ6reVjad1LW3/pVuL1HHrrbctQ5o8x865+AkDr/Sjc9xsWvH/6rqSb60/SOqPi55Vm+oaGMmbbOS8bLdmCdWvS9Jnr67Ynxsknb9s/5U7d+o4pvD2FNrm2Nb6Z/3ahNwZ6tJxha5nvsPky/rvct0fcKx3XPe/VY2VaW1T0oWtnHZ3qUbm2Pul8Y55RzV/8KKdo62/eWEtiT48ud5XkkiO/OcPG+gfgIECBAgQIAAAQIECBAgQGA5AitJwGXlzRcr3lNxXEUSRyv5h34N2+3Aig9XtMRB2yaB8I6Kq1Wk7F/R+nKevpxeO+lL4mBe2VwDMjars6aVJDXauIx92jBw0mq89K8k1pKAu0DN/Zth/v8crmHW5vzV+eqKn1X015Tv/Tqw4pCu/YlVn1SShMsqqmba5sm9Z5XahSqyiqy1T5onH8f814q8F21c255WbY+p2Lsi5ZiK1nfjLS1bfyySgMsMV6g4uSKJxzb/c6reyoFVWfS9a3NlhV1LJLZz5dmlbKpobfMScEn0tuRz7M5bsdKSpOInKtr70s6Z7SkV96hoH52u6tRy5eppxz5+6igdBAgQIECAAAECBAgQIECAwE4nkKTPfhVJwBxacZWKlSQLatguX46tO0xC5EcV51jh3cbuWhVJuF20O2YlCbhu+JZnkmOuWbFH37HCen5xRo7NMz2oIh9B3dYlieAkcfetGN/Dst+7JFmvVLHS51RDl16SxIv531T8ZcWlKsb3XU1Ty5HVk/ftFxUxUwgQIECAAAECBAgQIECAAAECu7xAViS1j24evuDdrjYBt+DpHL6TCZylrvf0iiTgnreTXbvLJUCAAAEC21xgNf+Ha5tfnBMSIECAAAECBAisSiDfQfe64Yh7repIgwmsTuDgGp5VivnuwPax69XNYDQBAgQIECBAgAABAgQIECBAYCcVuHpdd/turz9f4B6sgFsAbxc/NB/HPbkiq99esIvfq9sjQIAAAQIECBAgQIAAAQIECEwUeEq1Jjly0sTelTVKwK3MaSOOulPddN6v/CKT82xEAPdMgAABAgQIECBAgAABAgQIEMj3c+W3XCZJkl9qsJYiAbcWtV3/mLxb+S3GebduvuvfrjskQIAAAQLLEcivhVcIECBAgAABAgR2LYHf1u28v2L/iqxQenPFastP64CPVOQ75d5V8e0KhUB+Q+1VKl5e8SIcBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhsVIH/B1T45E9kog61AAAAAElFTkSuQmCC" title alt width="624" /></p>
<pre class="r"><code># Nice! Let's save this palette to a variable so that we can use it
scatter_cols &lt;- brewer.pal(3, 'Dark2')
# Test with an example scatter plot using dummy data
attach(mtcars) # example data about cars
cyl # categorical data - all 4s, 6s and 8s</code></pre>
<pre><code>## [1] 6 6 4 6 8 6 8 4 4 6 6 8 8 8 8 8 8 4 4 4 4 8 8 8 8 4 4 4 8 6 8 4</code></pre>
<pre class="r"><code># Convert categories to colours
cyl[cyl == 4] &lt;- scatter_cols[1]
cyl[cyl == 6] &lt;- scatter_cols[2]
cyl[cyl == 8] &lt;- scatter_cols[3]
cyl # Check that it looks right</code></pre>
<pre><code>## [1] &quot;#D95F02&quot; &quot;#D95F02&quot; &quot;#1B9E77&quot; &quot;#D95F02&quot; &quot;#7570B3&quot; &quot;#D95F02&quot; &quot;#7570B3&quot;
## [8] &quot;#1B9E77&quot; &quot;#1B9E77&quot; &quot;#D95F02&quot; &quot;#D95F02&quot; &quot;#7570B3&quot; &quot;#7570B3&quot; &quot;#7570B3&quot;
## [15] &quot;#7570B3&quot; &quot;#7570B3&quot; &quot;#7570B3&quot; &quot;#1B9E77&quot; &quot;#1B9E77&quot; &quot;#1B9E77&quot; &quot;#1B9E77&quot;
## [22] &quot;#7570B3&quot; &quot;#7570B3&quot; &quot;#7570B3&quot; &quot;#7570B3&quot; &quot;#1B9E77&quot; &quot;#1B9E77&quot; &quot;#1B9E77&quot;
## [29] &quot;#7570B3&quot; &quot;#D95F02&quot; &quot;#7570B3&quot; &quot;#1B9E77&quot;</code></pre>
<pre class="r"><code>plot(wt, mpg, main=&quot;Scatterplot Example&quot;, col = cyl, xlab=&quot;Car Weight &quot;, ylab=&quot;Miles Per Gallon &quot;, pch=19)</code></pre>
<p><img 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" title alt width="624" /></p>
</div>
<div id="example-1-numerical-data" class="section level2">
<h2>Example 1: Numerical Data</h2>
<p>Here we use a gradient scheme for numerical data</p>
<pre class="r"><code># Nice divergent colour scheme - we want as many colours as possible</code></pre>
<pre class="r"><code>display.brewer.pal(11, 'PuOr')</code></pre>
<p><img 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AgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwDYW2GMb39/tCRAgQIAAAQI7osCmWvTBFTesOKziChU/n0Udtpuyd63k7hUHVnxtu1mVhWxvAveoBR1asbni19vb4qyHAAECBAgQIECAAAECBAgQWE7g+Lr8vAVxbvUnefSZirdXPKgiiaVtUW5aNz254tsVvxmJ71TbX1ccULE9lBfUIrLOE7dyMUnetZ/PE0fmOHPW/+WRPk3bl0D+4v06c5aUz3Q+J0+b06+ZAAECBAgQIECAAAECBAgQ2IEFnl9rH0tkLWr7YV33lA187n3qXqdU/Kpi0drS/8uKl1XsVbGtyuF146zj/IqrbOUi7lvXtedNsnRYNldD+vPzULZfgdvX0j5X8bg5S7xWtV9Y8bOK7IRTCBAgQIAAgTUW2HON5zMdAQIECBAgQGBrBbKrLDEsu1fDZSv2rbjmrDMJpezqyo6zN83a1uuQ5MR7K27R3SC78j5R8dmKr1RcvSKJiwdWXK0iu40eX5Edc/ev+F7FRpb8N152NWUdz674UYWyawrcpx77nxc8ev45elHFMytOqrhDRRKrCgECBAgQIECAAAECBAgQILATCDy/nqHtsDphBc9zuxqzubsmO3byPWzrWf6lJm9r/EXV84rpZefccO9qzy6jfB9cu+ZTVd/ov/TMq4S5/7cq5q21uhaWRTvg8t1h96tIkkfZPgWOrWW1z+JxE0u8UvX9YDb2TyfG6SJAgAABAgQIECBAgAABAgR2MIHVJuDyeEkU5DvhWlLhz9O4TuUBNW+7T17l7HfBTd0yr/y1ZEauf/rU4DXuu3zNl7XmvsvaLErArfHSTbcOAsfWnO0zPJWAy62TXM7Yb1RsdNK4bqkQIECAAIGdVyCvdCgECBAgQIAAgR1J4Ce12P6Vutuu0+L3qXlf3M2dJNpnuvOp6unVmVdQW3lGVa7bTtb5+NCaP6/rJpHy5gqFwEoFTpsN3L+OST4rBAgQIECAAAECBAgQIECAwE4gsDU74PLYd6lou3q+OXD4uzp/VUW++2yq3Kw6My5x75GBz622do9PV31r/uLyw90cY7vgTqz+3P+YipSHVfxrxXcrcm2SIJsqVlqyxrMrsu4zVnBRXk99ZEVes/1GxeaK11c8vCLfH7doB9zzakzW/5KKVvJaanNNfVG5TQ1o44+eM/jm1Z6fx3sq8vPOM76tIqbXrJgqW2N8o5rwNRX5uZ9fcWZFfqnGURUpd6xoa77GJS3jf+xVzY+uOKniPyq+V5Hk7Csq/rBiquSfjdwjn4mU/SoeV5HvPMzP6ayKJFj/rOIyFcPS1th/Bj9Wg9q6rz+8YHae32ibz0+eXSFAgAABAgQIECBAgAABAgR2AoEkGfJ/9hMnrOJ57tld97nBdRfM+pKgmCp9cmns3kmYtLXda2qiib5jujm+NDIuCZnc47UVT57V2z1zPKdiNQm4+3RzZL6pkgTM1yr6+/X1d1ffg7v+46s+LJurIdf8sOs4bNaW9iSbFpW31IB231sNBu9e539VcXE3po1tx/+tvvws55XVGiep+OuKNn9//FW1/0XFE7v+Q6s+Vm5YjUli9dcP69lxdtWxi6sticaMf33FQRX5ZR/D69v5p2Zj6rClJDHX+seOR24Z+duVPH8bf4ff7nJGgAABAgQIECBAgAABAgQI7IgCW5uAe049bEsSvHHw4GuVgMurru0eeSVva0qSK7+oaPMcOJikJYc+Wu0/78Yl0ZNr8pyrKa+uwe1eB0xcmHW0e2f8WRV53fa4iuzW+n5F2n88O6a+0gRcDb1kt1euSSLr4DTMKVeu9vwijYz94siY98760v/TipMrHl+R77Z7a0Vv+6Q6HyvtOVdi/Dc1Qe6VyM/gnyqeWpGddh+saH3f7upjCbgjqz/rbePPrHp28D2iIjs0/6ei9Z1T9TgMS0vAfaI6zq3I+CTh8vPJOj9e0T//GXXel+yAe2XFhyvavT42a0v79SrGyi2qsY3PfRQCBAgQIECAAAECBAgQIEBgBxfYmgTcTeqZW9ImiYJHDgzWIgF3rZqzJSEuqnp2Ym1tOasubHMdMZikJYdaf5JgB1XsW5HdcwdWrKa0e52/4KJ+11mSTPsMxh9U55+raOvKMUmoYdlcDen74aDjsbP29B0/6OtPk5DKmEQSXX15UJ20vs9WfSxhlB1a352Nu7CO164YlpUa37wubInPPM89hhPV+UMr+s9e1neDir7sWSdJJra157mGn5+9q+2UbsxLqj4sLQHX5vnLGpC5+3K3OumTcIf3nbP6sXVscxw30j9sylrbnGcOO50TIECAAAECBAgQIECAAAECO55An4B7Vi0/CYZhJFmRXVRJtry0ok+A/Ged71HRl7VIwB1VE7akRXYdLVNOr4vbXA8cTNQnh9436Fvt6f7dfT4zcXESRm09SV5dbs7YQ6r9l93Y1STgrlrXtR19/z1n/jR/pCJrScLnGhWtXL4q36hIX3aSzfu+sura7a4V7Xlen4ZBWanxO+q6Ns9jBnP0p/mctnE5DhNw+Z621n9yf+FI/d9nYy+u43CePgH3rpFrW9OLZnPknmPJzmO7/uPaRQuO58yuSULyKgvG6iZAgAABAgRWIDD827gVXGIIAQIECBAgQGBdBJ5RsyYRM4yfVdvXKpKseUJFEnIp2aX0qIokCda69LutNi85edbZytVbZeT48pG21TTdrBuc5M28cq+uI69DxnesnF2Nbx7rWEFbnvkds3FJLI3tzDqo2o+YjXlfHZMMbOXoquw/O0lSbSoJ+oHqb9+v98dVv8zsurHDPOMkIbObLCWJv5MuqY3/kV2KPxjvuqS1T3KNJS37S9vOt72q8U/6jkH9hYPz/jQJ3lb2a5Ulj+3zk/+vkB2nCgECBAgQILCkgATckoAuJ0CAAAECBDZcIAm3V1UkSZYdcOtRftlNmt1Yy5Rrdxd/v6sPq0l4LVOu1l2cJNK8clTXkaTmVHnPVOeCvlO6/mO6equmbdPspB+bpuvP2nP4eFefV/3UrGOPOh48b1C1zzO+bfUlCZdyRkWSwPNKvhvwzDmduf91Z31J3H5nzrjW3Nad8z7p2/rbcd66098nA6eSj22ulRz7z0//uVrJtcYQIECAAAECIwJ5xUMhQIAAAQIECGwPAvli+sSwXFwN2ZHz9YpzKvL9WsvuSqspJkvbAZRBfTJo8qI5nXmVs5VzW2VwTFJx2WfqEyX9+ge32u1aXcO3uvpYdVH/2DWt7UNVyTqyk+1BFfkutDxnKw+ZVb5Xx2Gir09GnVj9f90umnO8Uteea7/cnbfqlPHvtEF1PKerz6vOG3NgXdCSYEm8rsavf+b+vhfVSb87sO9LPf98tLJWf7nef376z1W7jyMBAgQIECCwSoE9VznecAIECBAgQIDAegmcVhM/a70mX+W8/Q6gvDaa78H60SrnyPBc2yeH5iVkkmCZ2nWVuRaVfbsB8xJ9GdInVBbt0OoTMd30K6r+uka9ruLpFdesuFPFBypSfr+iJTbfWPXhsx+SQbPSr7e1TR1/d07nlHFvl4TgojLPrV/3ZWuSPrG3aM55676gLvzNoovXuL//nPY2a3wb0xEgQIAAgV1HYM9d51E9KQECBAgQILCLCWxa8LxT/x30lbo2O9IOns1x8zr+26y+msPvdYPPqXq+y26sJFm1bEmippUkf+aVftyVa9DUb0ydMpo3f99+ap0kAZdyTEVLwLXdb2k/JX8Myv9158+s+tSru93QS6ofHzbMzqeMv91d0+8Q7Jp/q9r/woi+o193Xi99fd+5oD5MQi4Yvq7d/een/7ys601NToAAAQIEdmaBZf+jame28WwECBAgQIDAji2w14LlJ/k0Vd5UncfPBjynjkdMDR7pSwLwuV17dnqt506mflfWft19h9XzquHGs8YD6jiVgDtwePEqz79a4z9acYeKP6rIL9D4ZUVeSU35dMXnL6n99h9JgN551pREVn5Jw3qWs7rJ9+/q86pxGytZd19e0Z/sQPX+89N/rnagR7BUAgQIECCwfQms1fdEbF9PZTUECBAgQIDArizQdhK1L9WfZ9F2t6V/bLfcP1Z7kkUpt6948CW1lf9xbA09fDY8ibc3rPzSrRrZJ0r6BMpwss91DYt+w+Uh3ditrf7D7MIr1PGuFXesaOs7tepjpU9k9bsIx8am7RYVt67IzrSxn2U1T5Yk4H49G5HXY/ecGJ3dYfPWlNdX26vKh1V9URL48jXmbhWHViz6vNaQDSvt55Mb9p+rDVuAGxEgQIAAgZ1NQAJuZ/uJeh4CBAgQIEDgJzOCJBH2ncORBMu95/S15iSBXtBO6nhixc2686lqEkLP7wa8rOpjv2CiG7J0tU+UTL1G+fbuTk+t+ryEVdof143d2urb6sILZxdnF9z9Z/WL65hdhmPlE13jY6t+xe58WE3iKjvkcs15FTesWG3J+k6bXXRQHftXZGfNWw6PrtqUb1t71vX4LVeNVzLX+yvy2Ti1Yj3Kr7pJ9+jqU9X++frXc6eu0UeAAAECBAgQIECAAAECBAhspwJJUmV3WOKENVrjO7s5T50zZ9rbfXN8ZsVYyQ6m7BhrY39e9SdXTCWt0n9Rd80Xqr53xVjJjqnM/c2xzlW2Za0/rsh8/SuVw2my9rz62Z7pCcMBs/MkvtqYHJ8+Mm7zbMwPR/r6ppNm486vY3vmt/YDRupvmV2Te7+2Yl7y6OXduA9WfVja/RYZX68u/EVF7vfdirw2Oyx3q4Y8a8a0uMFg0E3rPDsn039BxY0rxsqh1RiPNs/tBoOy3vRl/VMlO//aHK8cGZikZ+t/7kj/WFMzO7c6533Wx67TRoAAAQIECBAgQIAAAQIECGyHAuuRgLtHPWdLOOSYpEQSJwdXPKzi3RVpT3KhjXtm1eeV7Ab6ZEUbm2OScn9f8YiKoyoeVZH79Mm6jPtSxSEV80pLdCxKDs27ftj+5mpo67zGsLM7P7zqLUmU8a+oSKIob0ckofS3FWnPa5ltvmUScEkutXna8Z7VNlXyXWz5pQZt/OlVP6riShVJxuUVz+yga/0Ze6uKYVmN8Qvq4jZfknFvrMgutidWJCHYPFqiLmOTSBuW7Hhs8/ys6tlpmARfkllXqcjnMDvL2pi3Vn1Y1ioB9wc1cbtPEoJJwj2lIusZK3meNv5VYwO0ESBAgAABAgQIECBAgAABAjuWwHok4JLkeFdFSyKMHb9c/dftxpxQ9amSHWyvqxiba17bG2r8PlOTVt9qkkMLprqk+5j6s63nfgsuSH+SQ218jn1i6ad1/piu//iqD8vmash1i3bA5bqYt3sl+Zkk2qJyxxrw9Yp2XY5JgvXrTFteZ717xVhZrXESbsP52/2TtEwy7X0Vre06VR+W/NxfXdHGtONFI20frLbLVgzLWiXgLlcTDw2znuxwHCsPr8a23nuNDdBGgAABAgQIECBAgAABAgQI7FgC65GAi0CScEmUtORLSyjkFc28onq1iiSAWvsJVV9JuVENyq6gfmdWmyPHn8z6D6/jSkpbX5Ita1H2rUmSJMpaXrOCCbPO987G98/xlWo7suLArm/ZBNzTurmy02yl5Yo1MOY/qOjXmHqeNYnRebu5qmvLZ2A1xtk19uKKj1T8qOKLFSdXHFGR8qGKtpasb165S3V8vqL9TNo1OZ5d8bCKPSvGStabcfmMTJVbV2eb95VzBl6/2s+sSKKyjX35nLHZ6ZcxF1Yk8awQIECAAAECBAgQIECAAAECBBYKHFgj7ltx84q8YrkWZa+aJDvo7lTx4Io7VyQJdJmKbV2y8y4JlCQD91nhYq5T4/IMR1dcfYXXbIth166b3rUi32t2s4qp5Fd1r1tJMivGSawl2buoJJGVz9/9K46qOKBirT6LNdWKS3baHVYRx7H771ftbZfey6quECBAgAABAgQIECBAgAABAgQIjAhkl177rrKHjvRrGhfIDr28lnmH8e4trfkOuuyKSwLuv7a07hyVJ82eK0m4JGUVAgQIECBAgAABAgQIECBAgACBOQJvq/YkiE6f06/50gL9q7i3vHT3lpbXVC22iZduad05KnnVNs+V769TCBAgQIAAAQIECBAgQIAAAQIEJgRuWn15PTLJlPa9ZRPDdZXAsytaYi3f/ZZXNfuSV00fUtHG5PvUbtEP2MHr9549W34xx8E7+LNYPgECBAgQIECAAAECBAgQIEBgQwSeV3dJsuiMDbnbjn+TfF9efmFCS7Dl+O2K0yreWfHVir7vKXW+s5Q96kG+VJHn25mea2f5+XgOAgQIECBAgAABAgQIECBAYDsVyC+EaAml+22na9zelnVgLejdFX2ibVg/r/p3Ns+Hz57543Uc++UM1awQIECAAAECywis5Lc2LTO/awkQIECAAAECBLadQF6RfGHFWRX5BQPKygTyCu89KpKQ27/igopzK/Jq6vsr8nrvzlReVw+T34yaz0g+KwoBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQWCPw/qGbDKJ+7hqcAAAAASUVORK5CYII=" title alt width="624" /></p>
<pre class="r"><code>numerical_cols &lt;- brewer.pal(11, 'PuOr')
# Example data again - this is numerical rather than categorical though
drat</code></pre>
<pre><code>## [1] 3.90 3.90 3.85 3.08 3.15 2.76 3.21 3.69 3.92 3.92 3.92 3.07 3.07 3.07
## [15] 2.93 3.00 3.23 4.08 4.93 4.22 3.70 2.76 3.15 3.73 3.08 4.08 4.43 3.77
## [29] 4.22 3.62 3.54 4.11</code></pre>
<pre class="r"><code># 11 different colours isn't enough, lets make 500 so that it looks smooth
grad_cols &lt;- colorRampPalette(numerical_cols)(500)
# Ok, figure out colour indexes from the data
# I'd normally do this in one or two lines but have split it up for clarity
drat.range &lt;- range(drat) # gives min and max
drat.min &lt;- drat.range[1]
drat.max &lt;- drat.range[2]
drat.datarange &lt;- drat.max - drat.min # span of the data
drat.proportions &lt;- (drat - drat.min) / drat.datarange
drat.proportions &lt;- drat.proportions * 500 # as we have 500 colours
drat.indexes &lt;- round(drat.proportions, digits = 0)
# Assign colours based on the indexes that we just worked out
plot_cols &lt;- grad_cols[drat.indexes]</code></pre>
<pre class="r"><code>plot(wt, mpg, main=&quot;Scatterplot Example&quot;, col = plot_cols, xlab=&quot;Car Weight &quot;, ylab=&quot;Miles Per Gallon &quot;, pch=19)
points(wt, mpg, pch=1) # draw circles around the dots so that the white ones show</code></pre>
<p><img 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" title alt width="624" /></p>
<p>Ok, sorted! You can use colours like this for pretty much any plot and they nearly always look nicer than the R defaults..</p>
</div>
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#' ---
#' title: "Using Color Brewer Palettes in R"
#' author: "Phil Ewels"
#' ---
#' This short tutorial gives an idea of how to use the
#' RColorBrewer package to make plots with nice colours
#' in R.
#' ### Step 1: Install and load the R Color Brewer package
#' Website: http://colorbrewer2.org/
# uncomment this line if you need to install the package..
# install.packages('RColorBrewer')
library('RColorBrewer')
#' To see what colour schemes are available, we can plot a
#' graphic with all of the brewer palettes
#+ fig.width=6.5, fig.height=9
display.brewer.all()
#' ## Example 1: Categorical Data
#' Here we will pick colours for a scatter plot with categorical data
# This palette looks nice. How is it with three colours?
#+ fig.width=6.5, fig.height=2
display.brewer.pal(3, 'Dark2')
# Nice! Let's save this palette to a variable so that we can use it
scatter_cols <- brewer.pal(3, 'Dark2')
# Test with an example scatter plot using dummy data
attach(mtcars) # example data about cars
cyl # categorical data - all 4s, 6s and 8s
# Convert categories to colours
cyl[cyl == 4] <- scatter_cols[1]
cyl[cyl == 6] <- scatter_cols[2]
cyl[cyl == 8] <- scatter_cols[3]
cyl # Check that it looks right
#+ fig.width=6.5, fig.height=7
plot(wt, mpg, main="Scatterplot Example", col = cyl, xlab="Car Weight ", ylab="Miles Per Gallon ", pch=19)
#' ## Example 1: Numerical Data
#' Here we use a gradient scheme for numerical data
# Nice divergent colour scheme - we want as many colours as possible
#+ fig.width=6.5, fig.height=2
display.brewer.pal(11, 'PuOr')
numerical_cols <- brewer.pal(11, 'PuOr')
# Example data again - this is numerical rather than categorical though
drat
# 11 different colours isn't enough, lets make 500 so that it looks smooth
grad_cols <- colorRampPalette(numerical_cols)(500)
# Ok, figure out colour indexes from the data
# I'd normally do this in one or two lines but I have split it up for clarity
drat.range <- range(drat) # gives min and max
drat.min <- drat.range[1]
drat.max <- drat.range[2]
drat.datarange <- drat.max - drat.min # span of the data
drat.proportions <- (drat - drat.min) / drat.datarange
drat.proportions <- drat.proportions * 500 # as we have 500 colours
drat.indexes <- round(drat.proportions, digits = 0)
# Assign colours based on the indexes that we just worked out
plot_cols <- grad_cols[drat.indexes]
#+ fig.width=6.5, fig.height=7
plot(wt, mpg, main="Scatterplot Example", col = plot_cols, xlab="Car Weight ", ylab="Miles Per Gallon ", pch=19)
points(wt, mpg, pch=1) # draw circles around the dots so that the white ones show
#' Ok, sorted! You can use colours like this for pretty much any plot
#' and they nearly always look nicer than the R defaults..
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