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<!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="date" content="2016-01-30" />
<title>Practical Machine Learning Course - Final Project</title>
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oPEio8DsNzZQqgUMoq0%2BNMALrygrOlErJohXvIJ%2F0IqziZok6OuApG2eoGAEFsTc6yWf9eRcklYZRO3PkA%2BW8aN5ME8aLNC3Kdwtm64WyqytOEW1WQIg6bOFHAs1ovo3OfCvvZASxBcxg2SRCRTTJDBKajFH0LL1kSBroe6L9xvVxMCIFS7Zo6y4ZOEIkAI9QtGVIKKBlCvUUEq2S8FiR7VkJGbvBFaS6UzQV%2BayV6NKw62tbJbEjkJ7AMC17DK399DZr%2FtE5sUtaAPwaHNj9VCoVB4VAG0iNI9IjDo0mr97FWjYeDRSr3pstZTVZ6nj5Vp3IbssG3g0r9E2eSmHY97LYobIHPnEGkKDJP15WPWtwMgS8HeLd6NEnP4mIFlRJB4zLeDeoBElpUNRIQMzLbRQsGLj3DZhQytDQPLAUE9JWHiLKAJxVTOJNZsObEiutLqwox%2BM51t7vJQhBeQm2i5bTa4D8qIUjqI1sL9G6Vha6U6IPUabeCUMIufG%2F%2F6USyxymXNlfnVinkNvKZGUjz0EWKIgZEC4WkUEr%2BgP%2BFpkIPUVM%2BQEJPxFxKDlpBEeiUSaTgCm4sEfRnBxu0eF%2FLgLp0IFHMEt8aZrsQzTF3wRw8TdpzHNGMZrHHa6nU8KCQppWBVpJ8b2Xjq278mtoTfrgfAMSAm3cYEcDw%2BzcSsXTaUyd2PH6DCU0DdBiauxpsyoKlAh9IUAzS32X%2F0d3x7h4gL36Q5sC4YzkbttmSwhenP5pxxrBEEcoAohUGB1jHGtB2%2BI0FEcCM2y8EY1e2NPXJS7wp7APp46lC7gSit7FEFQCIDnNX%2F196lJs%2BgXTyJrXAze%2FQ%2B9GEFC7p5W7W5FEooh5QlO01B1OcYDH4VTmRSO8fHPjRo4FkT9GrnUZw9pXnDplu0YFyOaAsLOkxdsu2gfYJ%2BDzBNihSUutbDbDy7VKS3KwwUTChYQkWCmldyS%2Fy05EvDGbLbpkDfbbHNGEhTSiaAEDmoKTERX3pEuKYJT%2FlNS4IawkdDACC5Jk4hgNa2EGV8yblsXoSHDrqHDJs4JDXLLA67oCyia7LABDzBMInY5gnZCpFuyyuaWXjKHRgy409j2wNaI1bGlosUnhaB5iqHHZf2%2BbDPpsIwoahsWRL69BhhyPHQBUNCyBR%2BUJzMOBRMxTVhNsS0%2B1n5kboqmNZcC%2Bt6HYVscRaBeox%2Fvv3%2FxwdoUoRvs6CamykRGihd8HTNaL%2BxRuoo3QVZvFT7xS9opWLiNbQRti9PXbNg0J5WDsxaNesdmkYOcwpiqsURuor%2BS8hhgWniGGll%2BtD55enFSsyATy9MonNXUJV5Q7eAouzR%2FP4HlA5YWBYYjm6NDAEk%2Bx9On0MGm65%2FEm1GKndnRp4cv%2FjFAdM7hnXsaXnGKAeK4aE%2F6BhOq1%2FAWmgCMQ4zC8G0wBzhuMSeeVhgAl0jpwicoR64K%2BBYlYbWz0gTGAGtI3puhx3F5%2F5QKXradYFuhJPYWq3ITCUUNLpugdVBegedngCO%2FDN5mJBWzGEL932jL1YntvCgzzLeR0WczKl0J4g8Gcbo6p5LOslpYBw4kE3ZDMiHPjBGyAUjkrWXqYTrl7gRUwex0zKVekIhoI0dsFRDtQxsLctjOlRs5Y2gYpQeBORQFR4C3hXh8EnZUzuloqFLFATXzpzv6k5XoHB3fZLNUiPV5DvAfroLwH8tYhkcOxWnHqePfQulM0DCPTadXa%2FTpoHYkh9BeeAwpmi9Kbo%2Fm88ob17pFzKP2lJpfWxbyD3PccS041A0MQWUqNDHOPOFt57Q6TiHQEKJQsI4v1JqcD7Q3orOdsLvExRQwS0nlUtV%2FpQbx0wSlrRSneWAQ%2FJhPaT6rMvIcid93ahrnKe34YxGA3D30BI2lEiLGh5iAUkBLBoXRshvpjGJGLzGcvonIqzVubgEJv4mbEl7JggQUWb6AYaQMmGUXEwIjylByVLbgcEbUQL5RFiRkX%2FbOhzb9XavzmFpR0cOdx3etgoaCPbiL5gR8o0wJNdPMCYcmyP0SDmmsW8o0O%2Fy5HNRxqz3IhmaxvIT%2FxpN8Pj%2Bx4i%2FGawfTOod%2BpvHN9BMNQUKG555l7yAKsma4r8JwVm6gxqBECXHA3e%2BdCsONR41WrcokynYzYqB0xlCdg9Nu%2FVL4rgwOiTVy8K70TghEjAOHeFBYvGwmkrDIzlwQsyBsr3K%2FEBFKO8UQ6J1hU%2FYGFA8fGgTnBoNnAmZc%2B9S%2BXnpbpJ4QKgdip6TZnI6woSQaYgxGpdaxxSuQkxu0avCBOSwchx0SS0x5HgR6iz9AkbeoDFTnGInFfbnMUP%2B8p3uSQu2CVkHxeVeEMICXKlVDsj89UY7AfyMvxTyws7ilT3y4zYSLVToLb1IwDJHJ804mZKVSKgSOa0mHCQrjWQLaz9LrCiISicIHspx5moJ%2F3Ng4rjU8aMqTDl5gjJAFgAMupkEoWEalYEtHh8CvvMqUP0Ra4v6BRr%2BdgNXFRLo%2BjKWRhaP4x63qqfsnw%2B%2FlDAo2doOxQP7GwahE%2BiZ2OX2l5DodFT8bGiL0YglcRmgDoYIEaRBLqdbj7HFD8xfZz45H2Tg6upN9XjuGCxtdxuVuRjssowtewrBo9gBM3T7d77hNjF9rd8QTMjwGLx3oWax6aa17t0I2gcG6kcQgw%2FphwfsB4gsCGgMGZU8P%2BORAg4iQDmTP9XqByg%2BjtRqWtpaHjiHSL8CNah084UP6Rfjx8GU2eaRw4mH%2BA9Ad42DummqhAj0%2FeMNS3V8lEHUSc1ntW779KspgJUBtJQEpS59ODiBRghAyioIrf%2FKoPh0eAJWqxh%2BSurG%2F5xVdzZBLgKEiYy4izBuKhCRIhfoADEt%2FB%2BirTWSOZVkcfzWBbA%2FAO817phMFhWQnvTwzjirEna6JgrjgHyk%2B8nWk0k06KkkSOOryl2OrOta3U1Vai9SLWxcE3cY161P64wA5VUgBExRGc8qtWCkEHIJfWtybVbTm%2BhrXnbVSsP4ucJTC9onJ8N4r9lRaV%2Fc4a2SZKmPNCgEUW7LDBXhvFxUvZYtnIuGD61WQtIrDXUc13hksUbImFeHrIBgvnG4ogmKBk5CClzY5DWqCCMzdrHBGSSOTyO%2BE8inLMGSApQqKJB3XKm%2F%2FMFoO17KuwfwqcaqjAyaJ5JOWW1Myr%2Fs7ZQiw%2FPqVAMH%2BlK6DYqjGUMcAXnVxy6z6CDl6j5mDa5EG4j8C6pr0hKyRNnoiR1vl9DWOfC2%2BM4v44bO3onXro%2BNlz00ZlGV2ICJ5CcCazVCJHIETBqVFhGT7KSBdNDv5ILpSacSTL0S6fX%2FP1CEIT5NZgcwpI0rkV7LqiHRoLUAPjXEqCZ5mLntX5JkkUEelCsU2tXCMZ6cZivQI6hYQNbXl4nc1sSNtBUTkQ8Y442KxRe7Uy5yOzB%2BUlA3MhvFmXweJJj%2F%2BG%2BqwJFWFLNYp0JhzD%2B4sl4JYn6a%2FvShCCo8hchMfrswjZgUqiToKfoOGaHdIAnKE%2BiEedBkyLwMSoNVX83TJERFy8PLMpBjsXtBITuS9lpPCTVl%2Fvs2Aqzlzwnj7lpl6VX%2FQ74tWqUSzaKziwue1phr9BpcZjNc%2FGXuJUq15TMDnCsJS0X2wAtW5JQA5MaTyUH4cDRif3MDxZx3Se89P4WSIvEEeLjToJbXf%2FrRhBMtRevJxuf%2Fs8EK4woZOFli3yTq3xqjBjrlierqgmUpFA15HFkeUOuLDjuhzLDjAGKK6WThTynzd%2FtCQWU3Nzd8%2Fa0q%2FxwZYn%2FUPEHU6lsdG%2Fn8gN%2BYACURCU%2BW%2FldrXpdUK7WxhgWmNd%2BLDoQFCU0sFyHn3KqFz%2BIg9e2C5oe9EOi7KdTBxPE1k4k5tkX%2FoZzSih8DJDFd%2BrITKNSsAAGtscSW9VDasqkEamMzeUOhRqRRAj9lc%2B7An2YOdL46GdcOLAsgYaFsR9hs0ToUzZ9rFRLG1%2F7eYLz1l5ijumbe1druwaHNFzZjtwt%2Bn7paZaMZu2EIx%2BlxX%2F2SBrWJQQM0wmE19eWrGPIVMeAzVWWRp76m1skeqzaBBZ6So4eD8Gpv31bn%2BnO4WG%2FOg%2FB7xQu9kpA3eZL3w9cwzrZfMmbUSk5OiF3Qx7bQYhL0VoUQQP3Hmps1bBJDQU0qAJpWwnb4iFOMBthzwP81ilVnh1bIuk0C9Xe%2B1kSK%2FK%2FMYOh7vIa7ghqGEKzCiHrehs3cA1pzgec5NpLDtCqMPp1GVECA4QZKiZX0hQ%2FGqjOhhObmpH0vwx0WHctTrmGC84Ub6BOQVdXIqoxqMVNhQjd%2B0CYMRk1zp6%2FPnIOsW7k%2BhQEruSB7%2BDEGv1lziYEEwur9gsigQBG8EJ3zeigdA74WvD0h2IbdNzPw3okAFsdmi3qKH41lxijDPDtvZcEzXwUnRNn4WpCP3vPNHhO8czUiYjRn6GRIQ4SymW9MhjUu%2FjbWOhOqNeh9OSRNh1EaFZcalxYnJMLCpTlEDttzYxhNCcZ86PUpbEkFmkU5HRiAF9AahZ8jQ769NUzJGkq9YLj9HWZLEK%2BIryXyPLZHAAHsBSe5moWq2RRQT655EACRYKQ1AR2mNQU6hNdrqLyfpSeJ5PrccWf3dXVxmIidWyyIkCm1v1oFYgyGcXwrCRPXPMLYHRFvGVuYyAUhzgYntJmDhE4VCNKoSxWlSFiFuMGumZHJnCJyAdT%2BHcgUhIEJZgWOjmy%2FZWisKRYo4JjuPntQGSxlJg3XJ5DBsFM3kGGQjqECyjqYFW6ccOkCDy3EhUt6taBIaHclyblt3Xxs353KjciddJC7gI4cZaPj4zBxOVNfei9MW9cLUHspngSFFni3AL7sLsbqo3totPWMf0yD2bdWKWuK2a4eF5jKcYCZyvORgcHeETtqeqhAYtIyiFGAYJQMOX4VJzPjyDKiavWJRtjWCnaTUdPR6FRkTfFAARc%2B3Ln3oFDETvxxiaDT3roIpaWwEEjRlhjvs9ZKiU2o1HJOMuVRFAA5fWzMgAqSKDaSLNQcQZbaFzsgKxXWIvjaOqsoiS0kA1bx2TN4NrJBVMJcmRWNIqrjepyobiDa9yXYKmJvgQWZhEBvF8wEx0pMQqCzcf9JemmcVMROHpvzARvqDrI5WOXmah0Zkh%2B6PIozOYm78ieRAJObTPxSCLuwQiRlWaLSxJ5hgIIrjsEUKPWMqRFuMgh1FsNDFw5jPGKPTWzyiSEIS6IPweoS55G9SZZ6wcpW%2BHYMSkoSETssJ3QQM9bQRo1JdCQdS1np6F5WR9wujL48y6xB4M6Y7FMnX7f22J6F5gyYVK0QlgEQxVXFUuC964aXqqhT5cX8XaZv5hVzeTU7bSoy40QuTOUjLVShZVi5iWJMAbFhku4I5QyO1x0Pm%2BcTesk5XsjnzwoAIsmXCFbWyIZQuawuVuXuR8DK92lWJDrNrbFtNbCj5sTTCx7e2Wb0UydtbZ%2F0CSIT7OnVIY0fRntwN3jNOdh7nGpmmq9CbBm1uLafMptryjPHHp7tKZEuAL7OjXHySRjUkXydXE%2BSrNxA2Um5Al8Dh3EZC5V4SFynxsMTKCAIMqEqNKzuJCQM3tvVBjRfT7xHSuCO72a6pSo2wn8%2FaXBmKI9sW2BccnPF8aML8%2Bohhb7ciWy%2Fxch7McUey2CPGCyVKaKDX8%2BSBNgqZqMLbCgZ4NPkIF6NfeH7gtElIrOqbudNqU8yyyewVZneKXuzObCUxU5b2tecTa7Jn7SE6UlSYMTkMfCs3Q7fVCaqK5k6pf%2F2wW%2F%2FosIJEgW3skUNgQHyb%2BsAi4ECMNcyjicIITuXGyXkkRIXyN50Jg3r1FpMmaQSUl9pGxnNMp8jf24vS5eX%2FyJYlMUISy9e6JooaPn7fiuG4QEscaDgCZpra85ygZUcJInLV6C314YPJdG2UL6qljb1QV1ZhrNcFecs0j2qb5gvkKHOFxHphwdBgEJc3y8qihwdZCQpJ62h1voTUccffiDJEzkU8jbXRvLFdPbcmVBUhArEuTKQFe570IglefLJ30dWmVAtx23vIGmF7N6auVNpZUQVHNmAlGgjNet51laJgLQSpfZyxBEqLwoCEGlF6ISp0NUmhUHT5a12%2FZElPE5UGO9AVnKpae3D5llVvXAHK0FIH3uE8AXFPF%2FSwx3OdCN6aViMIxEVcqv1UsLJo03R0grVOHRogBCiYVrK%2FqFBPmGrDyXLgr6DxBMSKnf1uSBgiRjCiwL1QoM981XHZnusKIVJ405xXwx6aBUuM2YXS0jaCPwaC2Zdp07J8gxM1KnpWMqNkRCfPaYTelLbBmd97YeNAOFaFOlV29YQn0qIInmIeMFxikX4U1pEusNYtOX6tKZKkgVONLhIF9ZPpxNWGA5fslgv82Lx49LF6FltT3Qp7q4Rcu4hKczn2m1GTA4unFBAkDCqY%2BD5s2dyVIfDeGeBgwDnPbGYXQqwM0E%2FBCl69QtVYbUwkQZAtSB618VkAzCPAs93Ip9qWnBMX%2BRUX0PFxCACZQwpfvNvAMGrD69RE6JSyNNOvRD8v3gzw46n8oB8mFQiYiwgidAyJgrfY1SaNrL5QDEjIIgYLECALRSK49wPmSO8jZLnesJ8oFZjWJyTrfBrNRCeOMoaVxOojhX6WVAhhJ6dvBPZ4AbMXC37YPHBFKUgA7t8mCk8U07mFgWg3wbOZDgsEZBOC%2FApoLJL8CzpXhZuoEh0ntzsvrUPhE40%2BUUkCAm26DxGMecbxuJ%2BpPJct9BZL6lVcWLmHps6SSRwqmRJeypwrd3vNnIawZkqBn%2BumMrwB%2Fc%2F%2BIAx3X3Ehjr%2FzJIVUK8Luxlv5IeNoBQPnIhvJDZfGo8KIpLh8O4iRusiuQOtytJ61yCvQUGFmCxEEliRlQmkN5wrVLkx3CUrlDG3ABe14lLsoysj9hXY%2FTJpUb3tCvpw8Ez7Wb20lfIScq%2F6wGFIrBkgzjtNLBoYqAgJoKvDHcdkTRNbmMKP7Fha6v0z1qPmfqQzKW%2Bi9g0kSWn1vQuqaJyaTAX7hrJwJgfaPjJvb6wXroHZRAD5NH2E2KaWtBw9TGd9mIea9%2BPrxlBpyjnQhg6rLogT7414uB8V19PPcBZUhnNx%2Fhr1%2BtX%2F1jKG4nnHv2EtR3VOjo9oWEibOHX8508Tra1pFg4lnAwoQ2u2JcsDi7diOc%2Fuhvd8qexCvYgoI6m9VYAg7Vl0PRXiuCdgHdKDIIHG0j73u07ULaOJJ60Y178Lsgtd7zYdOUGlMCYhR2Uhyglt3KUjPCpM8MKjVS6OgTHgqD1SSQ%2BqhzInvSk8VzFP1cI8vLxtdDvH35uPzMi4mQtJCrVUqhBWbQRke9Sjt9laOS7Y9YqUkXldpaAoofKmUNsx0D7eYLc%2BspsKbO71qdmmaGglAJjo4kj6XlnIWS1hQZORC%2Fh4i%2FCdcbaFFuxb0AYMJ7EdQExeIHEdPRtCxVECvtxHzbEyldDvie9cGKwImUuI0xEL9W%2B7FhefRJ05ePV427NJDYmhOCwBDNBP5LrIiblD6aw7pSeWFA%2FlDoWYMm%2BZEcF16VDdA3ALq7hDBlLUzNTL9AoVyczpCwb7xHucfK6T64W0AnDzYLg0HYWadOMPdoP%2FlliqiAlAWP4rio6stY02elA%2FLOPBnEr6rsAqtMRsS2g6HJtNANGwpxTdZEP5Xt5mE2gPs7dE0gyQv%2BFdd8QTBEqmAeMHtNnjBtKvg7KmIZCj9303GT9mWQXZxolBupTHIhJT%2B0WN7uu1FbRp6NnSRDIj1aXRJD25s%2FAD5%2FIc2OQ0iDp7%2F3Dbv3Oa8McFBhXrPpAKzhrFANFpcnLmEVTXjq0MO5sJAPVxFbMh93VfD%2FDppG4mBzXSgVfXJeWNNxoKF8QTwcQFXwQPB7QLE2PENdF%2F4vDL9zn0ZgQ1i6Nyr35KAwetsESlUtEENQbCFOeUFb9lg4Q%2FW5lUNo2fsscGbWY4T6pynpP0Krl%2BJFEfY%2BGGHI3aj8aBO0K%2FndAEPa5FX51Niq7CEOhoB2hSpGAgBT5%2BuzxAMzSuVEeQmZIbYew4tM4UsHYdZtT%2F9ibeR1u6rlX6lBQlSBT6LQ9YUEAgmAxLkAKQL9PSm%2F3NQF4w7ZvdqRqMJ5DYZh3j3I1rDmyXyti0llyZjkLnoPtHHwZd%2BfwWVz9ztMTMCFjpKBVWAdcYhRV6wY0kRv47nqddzEhQvXsqNstE6GNiLTd8iliAfI5vfm2KjfTQwbxz2uFzaUL0A9VKWzB7VrWS0QvlqVw9VCXOB6RDSgbNtW05PB7pEz%2FHZkv%2BXQTUD8mSQ3mJk%2FEUe3%2F2ixiuDVAOBfyIscXixo%2Frh7BHtl5KSBigokAOClzsk5pj5X5S9GLKgu5AbQNotZBWU5zoIzScHQKjeFNr0MiX0Mp%2BlHmHKuaDcfU2H%2F%2FhJmeXl1nPE8E%2Fk8ULZ%2FCLYtwJWG4CHI8h5ySfOAFbkRVFJyi0KYkQ%2FfhDAjciw08ETminGEMzG%2FwOERVW0AEslZEl4sfr5AYRKGVSMzkDSQ%2FnhkipQ8y8EF9ZRGKCOxRzfpNMubhc%2Bs9lZBHqNegMaRLozjP%2Bg8CUsaVzp5Wd0ZI5SaeSdNAD1HIc0vTPw7SLi4Jpa1gGgtEY865KzsFCn6I1RvKT3r6BVdYGsBPWdVzeLfbxKi8BVQVzd9f83goEpezGYiAXT8S%2FpW37TxnZ6f%2Bog248Vvj9otMMAmzAfvCpPYmXIx6ZAKAwBH737j2KJpWyuPMnFIBfqRrEBYiTiWVjvdx5T7k0dwFjgjLrLVm28m%2FXLNfjkSOzkoh3hangxcOjvxzVDIGSxYBxI9ak%2BDsrVTPAlMWZD7OThbuxdkWjCtGwtH4QzQdpmaBsHV8Yrg1iAK64TC2WMbQJAFFciwJFPSRQ86OtUrnPSODgRE%2FhD4qWAHDlWBDy1KPUCEbpodyyU4TnaIFzU%2BtJJAes10UhzVTNE6fGDGUN33wCgAZYoIz44wHk6fDO7wGbAEwmcVQg1HGGByFjYGdwJD1joA5AM8olCJ1LlTUGB%2FkhlrmbJbCbD4Uj0GZTy06zCTjOeVkJKZzqk0nE4%2B3RmlgDHpJwCwwZKOl8SEEH%2B8TQK7R6TiIPAy%2F5M08zWqjpXg4KWF%2FMNQpvipZJ4KZfGsivxCXyinAY16NjMD%2Bkgtfc8pGpAgSyN27l%2BuW3OjjOCnldBAJLpzjAYdBoh3b0yuYkLj7c6iwxR9NHW9WBeGVYjvaTEHVq2t96HA16vtKz3ZgtNuJgpjnNZRGEjbmQuiQEBJ2BdgHxFDqf0F1dQJcS4sIvDHlCASh65anDjgr07Qa98i8Jb1rAbSdOOz0cM9wlKXm7ugzOMTmi8EbeTBIoHrudZ9RSwEtADDsgyFwnxyfzXecDzLGFMmkRrGWCdnWVnSMMcc4cl7NaF%2Bt%2BgTHgy9s1SV05LLaw7YYgNxNKt2kpiEgpahsRp%2F0tarSWdfS3AdWYIAnrT68WTwX1vtPgL7EMcIzmOpOxL7oZh%2BcoizveUkJVmjedZZlkwkno1E7%2BjVJIoz8APlgweTgHUL%2FGciPnYgtfrq4TtxE4adiNQ2ZgyJHWYWmrMlW6ebFkPaAUwzKsAhoGXxXGRGKFObHKQOqFOnGgkyLajFNwhUa4fqva2yI2DlREZ6p0CNOGwR4XCrS4K3SH8pDQGvZIaDcMPtJUoLRM0owJ0iT9QcdRK5IRIIpAOzsUotf3TbAVvbQH8n5voA6kUzw6LqVnwPkmnYxgJLYiQ7hQYlEsYL4k5GCZvd58ypvZfwO5t1fXMTj11hE8GuAZhX78JMPsK%2FJ0yQqDPk4Z%2BJbbXS1tia0EBwCjgWUJsUI18clQ%2FL%2FH39pOY3jRcZFFfW7bC5v98f%2FwQjY4osg1CYvJfYmKVWbiPLEpDvlTEGLjUbCmh74cUqKtsVVr9hspTEdTKrKSRjqUHkhwgyUQeNizUsUp3cLmGnOoxPIuzYDGHFJxwclXasrQR5Pp4%2FX9adXL0zyaNRcp5govE%2FKIiLMyYKgb3rKpuxbm7t8U7GiR8qcIvzarYOuIr0z8D1QgHRWmwQj1jMXJlqpuDBiVUQD80Fnr7quJElyEAs47dXRoms8yEtA2VxNaYbJmUQ%2BlsKhyYLlk2q0QMXQSsMctgTGOka0GYae3AxbsfNKwpf8YnyAYZzDx20P8xvD5aQ4OkVtbj%2FxeO9gPGmBGT3BiXsWroQWXXm7Mw8XnUAttSlNyNEsqWLOLy5MJLmMa9m7Abm0SuOJF9RWA8VDp5xMP%2FI6LaAKUmkqt6%2Fxs1XyWrgcDo5hjmvshCSHhWpwCludJPk5i4bpUhqFw%2BRmK4VAI0O11JGtbQ64l%2By0LUdW7GarSUUwP47kW2CYDEdvsA%2FTXw0I4OPf2SvJ0FKjn7aZxxwVp2xjhpWMTDxaZMkiOxaFFLydXq16fefH2qVJybgXVpioGcKFhS4AjNTEa5T37zLo22Qv1apFD5qUjB9w8yA0vSc2RMiA7xIsRIGBTWOjHH9SZlK6QJGru7w%2Bq2GoC22fzSVxkr%2BWlT9rAABqi3RiLzDxns68PSEUIxqrqFw8oMUhIeL%2BSdTHAvw8M5C0b29DIIfScMQS0TKwvPEq3kAQvxMTC0D%2B7tnB7QNRliGiWl0NuVnIUY7QMwRkP%2FgVT2WDBX08%2BWLDc%2BiW0mz2CZ3IAvWqesMkIe3lWqMvUDL5Q33McSklm9U0P9SHgPGGVlX40diyUBp%2BpfWi%2Fh9sKTOvCRCj%2BeFIWvUXobOyAxrHlhKFGhOiw1vyKUiNMgN3k9No1jfVEpQEU35laY1OWX0u%2BF%2F3AcQq9opTw0RwEyxVosGLDgIkSdn7hs%2BIHrv2jR%2BJUh2kADlTtyX8HxtYxLUhMLj3%2FFpJAhfxzoRspqTIQicEOQtI1iv4n0xi9GiED3BLS%2BriXyEyU1v6KfcGAWCaq%2FgQ5kImR6wna1UoP6KtpT9XLI4EebxCRQriHsHkCOgDlZM8hJEHcCfGIERpbdeZFFHtE3lBjH2cIQ5p7TNVfRTwBkflxGhmddY2YfZbMF0bFv76YdpbH3dxSKmVVsblZW2xdvOxqSIQqbw536IFhJKhELagVlMG3LQqHU43e%2BRZjx4BJExsLcLX1oShyJFvhFevBTFOUF3Exw2yNBWwMCW5QA%2B7UmPhwM7AMOXRddPg6OxuaNAmiDYRKlcHo4FwUeta%2FLSOUyYddHQi3OFkb4z35KYG%2BxJAOZ8LTMyJ%2FCgARNXgZ%2FC%2BfKy8W7VwKPzhRpDnIMS0ClN6sPMpa421GfuLwApsG0C4FpdCsaLM0NtsctgKVSkeql94%2BXUmITqdGBajY4m4NmDFEk2HiFjYtNLmZSxNY1QM4KakEvIQIFts%2BOJ0QCRKvhCmQcfRAjN4VmYgb58CBUMiSUpcyuEfRFZS0SThDQPO4aFcJiNJUvlFdO0s8RaeSdpOSHscV%2BJAIchHCniOYTsEqhdLZtWVSiAw6hEDO7LI4or%2BkXTE6zB0CA9o4NUeZIpS0Fn7Q8lU4X9sZNCO0uPfjoWqOaqDVcbxBJSAs8RV9IcKmOPY%2FLDUnXDLSYfFT1xyNTWRLKRW0kFxctTIuvuU6R%2F%2F9ApGo0EHrqGH7dEmsI%2BgA0UXpfNwWFxUHz9CYK9toXP6IlTFRhuGh7z3bhwL5qzzoRAF8dkwboKslbtuftJDrshFMoBNaIvpSXyAFRCCKFOKEkzCkB3NDQB2qtV%2FANwHNea%2BAUDr6WWScJazRx4glReLp8vQ8sFtz%2BhqehlJO6MM5NMIc8%2FkWnwbE768NqCDKBi%2BpY288WynJ1CT2Kq9%2Bo6rhlUpRatsVIsacJhA%2Bq8M9X%2FUQMRZhshDAvsXwlZfxDn%2BWCfyJyLFA2s54on9a54PSC3WgchQWZLZgEl8xGrFUqCofhkvqYtXjA9XyewEKlnAtD26XlSvqtdhXOT%2Bi5BrX6S6hHVcqbZ8qbh%2BEzffUpCfTG5HULg9DQQaQ6ENkkq3DvUSAQwcxh24qkmtdRoIMDxOVDdy0T2w3afIBABsQGxnqJaAOY1gWawTUuhslaSivzrXaPcRyGhUkH0R541UbNvLKiY070WOGYY4R%2Fg1rfKhHcjoV4p45o21tldJXmpG0XsOekNlYucZlkAWkVUHtjkSeUbdfBMKrGATodKL9arS5JFVovaKRlOWbNJIS6GHxuLt8CX%2BBYQUYDfxlQrQQhL7z6vChINNDAVVN0rXxaKjegwIPOJf7rXfHBBHGpBNpaeLGFXCBrWAdpIwF6mcE7pE2z4HdIxcWkU0QA3TKjZQ%2FPNc4VwWA3OqmXuoleHBmMRLsU3ENaVgIpVnIWvBLVDYNLzVRdIefms6mo9VoRQZ6cCkQSOdK6KDkWEMZkQyIEM6QUltTfQ1xFpxUL%2FlFho06RSy0MhFQCIEh5FrTToDEgpZU4QcT%2FbYWc9XTPTTM6ZiDUk6d8MHSyFOgi3cE0Oh5I2Tv%2FThHNjxg7A0zwweFEVnLpE0Ai8Q9OWYcdB1zNKwLEBtxjc45oHjshf4AMMWhwwRhRdBnjEU3iL3TIBscW%2BvDMwGJnW4omSkqIJxsnzyWwZBg9lQCsSZ2CK25fZnAEtrlT3WZ1xUoqsQBEiEMEmCZAjQU8EhBFQSUEVhPwf6Ekh%2FQtYOKDqg%2BIfAJ8CuQ0oaANSG8CrQwYJAhV0I0D4CXAOIBYAcYMUAO4A0AuQNYAwAWgJAFzA9A0AgoIOA4ARIJoBoDTBVATUAVA%2FfmHjl6j%2B5Pa79V8K%2Fh%2FQfNvjz3P7ler%2FHHh7%2FPw68DnObsHvPy3cPPA5wScuOB7qBzX7b8SuTXQrw88fvOjUnszbV9wOhztB3%2FrTR53FdNbVFq3a82jxmuwOcluBDDjLjOjALxD3%2FQiP39Y7a5Rt0oNm7G8V06nAGXPxV3oiByNCcCfXAkpuOrai62YwdiJaYXnQsst7b8q9lbH1AhQ4fOtIhMRO4kqFfJyARyYkd8VFgh1WJGVCPlA1ZMLjSDAUNwDDwkxBcqWcEmILYipcSYqtCIqlSAqaSAqUCAqkjRU7GCpiLFSkWKlAgVIxAqRiBUbDiowGFRIMKhYMKgwKK%2FYQV6wYrughXTBCtmAFaz8VpvxWa%2FFYZ4KujsVY%2FYqr%2BxVOdCp85FSnwKkjcVGeoqJdRUiaio4xFRNgKhy0VBtoqArRXysFeyurkV1bquqMqqonq%2Bh2r6EqfoBp%2B%2BNH3jn%2B5M325m%2BzqX6%2F4%2FrnjqtKKqtoqqPhqmWGqVIapJgqjWCqxYKqxeqp52qenapVdqkp2qOnaopdqh52qD3Krsbqs1uquGqqZaqmdqqVmapLZqjdgLkVYtPvgiXswWobLWxLWyK0qjACE6uL48VDS74vVFa9UPr1QitVAa1XzWq9S1XKUq4ilUQUqiClULTqhKdUDSqgSNX2hV9IVfB9XkdViTasMbVeTarwZVcjKrSZVYS6q6XVVS6qiXVCBdUEF1fgqrzlVcsqrdlVbQqrWk%2FZ8n7Vkfagj7JEfYwf7Cj%2FXof68j%2FW8f62DVWIarWDVaUarJi1YsWrEC1XsWq9C1XQWq1iVWMSqMBKoqEqhgSqBxKvuJV7g6ucHVwg6tqHVrg6vuFV6QquaFVwQatsDVrwatGDVnAascDVhwaoyAqiv9UO%2FqhL9UBfq%2Bn6vB%2F7kf%2B2%2Fx%2BtVskpnZEuCUxHC%2B%2FYuIK6NNKiB%2FEzIk5DuCcPq3Ew4GQBYmlqw4gUEVMiRKFQwiMCQcTgAAAAEDAWAAF5ItM%2B6bFophhd3N1nA4zIKh4NARWfqCooqII1UQ4kBYJ2AQsGyO2lAp%2B6Xiqm%2FCkfz5urtugisAuGzxeNHQh1A73Vh4dG0%2FNDkMQKtSO%2FBTm3DojsrbF3jq6kKdaxNxwpKvTKteAnM7mCQ85oHLN5AxXtO3FxElkoEAFo%2FY7SdVN5daSO3q5Y%2BGBpQAYrusw%2BEY9%2FXMmtYT6y1gbXXfGgzHr8ic6AN9hcvHwEYELAoOjr69A1yaVwaL10euR3YUZUZvQl5xZXoT8YeJLqVKFrjMLT83%2BN7REmekLvRn0TLh%2BZMzVhvjjOcuh7%2FDGoSIzhcgAEyu2q%2BgmErl0SoAyvHf0gOOHkuRFZQSSkFEDSG4HCQ838BiFt5mdNnEIYrPlCai6RoN3%2FEdkyVeA7o%2BHQvKrwD5CYAAo2RJZIeP1xRy%2BlJaWuskPYYJ6GKPdNLzxcio1M6LXHJDQbx0X1i8B9YnLsQYerRiZjBe%2B2alDqaPIASEoxCeRAUMVuivCDeCNo43Zi%2BmFz4viBZJrJMbwxhXGCv8CUG%2BGpgMJzaVH06hQdq5woKyZyKYDByVHQl05OpUqPrSuURMAxrqnfhkQENbMcnlzk3MLnnmnljBLSdHj488rWP0ithH7Mq2sETRkNmgYc3AZSu6gL%2BCk4IDhPtHR057XmxZs5enMzU7IR5rdjAD5bhqPdP0mGax4%2FBC5rzvd%2FNmFSTuivxBTftCPQY%2BTO9CX4l81r5FFfrkZ1yrTcaX%2FE35vu8hUNdTlgS2iD0q93mIVdiG%2Bzz6ZoWvKaG4axR1VGYKVxYs%2FhBQR7uUeb1mU%2F3VlT93WVa55WteFObdmuaGauUaHua6G9Lh9q5rpXj%2Fwgi3iPylvEGKzMA9lXBUjbXHUnsEBSjM4dcmrgF7f0G9lwAQt4RLmuXHbpvBr9TrIO6tAdGiB79MRHozMKD8uVjof8zfR8GjzHzhs033A2Py%2BejgTAGqXxpL%2Fw2WVk1lFTJqz%2B0kBeRuJCR5GRySPRQSmUbztwmWP9kLIWUhlXSVdCicr0AP0QVDW1JhE6NsgqFunp2ST1zYgQv6Qnhu0JlL3GiFmbc6pMG8mzBJsoRi1z3Z5NTM0f1ndDFjciaUQqsNg6uq3fi8dFUAWOQGs1VX8XhLFmvpemPhnFsJ4EJp5fMYZskQQsqfYfD9NJDx6cnQ0sTSuR2L40hG49L%2Bmrs3RoC4ghACgxYOijJAtdpXHsZI0rFXEhZYgy3algwWFOreuLxQmZTNtXroCxgYhVHmAFChJHArQSkYK5FLPlzPCQ38AzsClDlC4ke6RHiVatgqkBMcH5a6mGXLmcLkgxPCTi3IYssNhBMcXoBJkK7iAw%2Fq1cJO27YZZ1dgwK6TjpcOKZhOClzaJK94ByvnLhalwYwwHNGbpKKrMoiCUVvMU4ZDGftbGmdYDSWM4M18njvCm2QeRAFzCJCDrWq4fFsh0jgTZAy3lAyEhSb5p3l%2B7zqhPPDOxcQ5kAj9XEi83gCXQDB330FUKUN8JTMzokg%2BMHLm0D3oGAQxNjGVUC4qv3mNqY80W8Wma%2FG%2FRJg0Pokw2Jil%2BUKRbOEH5QZhYg2DwSICOBEYPtpPgwWBiCfyJ0YCZEGKrTfFYsGyw21JEW52PoQdw%2BSszylGkFpTMhd5kWLnyTIQai8z1ij55qLRN75GxKwkR9E1MhMUCbxmmw63GyiBjM6OORqQNMpJtSUqMssFsiIRB3bOWC1CBqx4cDrtymvUnfKZrNpclIQX0iC%2B0SWyKIyxEbrSIkB4ly9nnkYJu6fFFI5UkewzCvGzpCmkfDtvWO%2FvOQBSKG%2Bw4WeOGpxQqahRKjqs7pmglalwleZKZnV2WNi1CBepIZxSes8CtZlRI0GWmUOVcYlpvK0hUKRhWaEyXRViM53DzUU8eSDYlUJQqDMmUYc2RuqTtfeLBUIWJzpxmeJiOCoAXmCaSqYM441iWisAz0U0EQHSkfuH3o9uyZk0g2C%2B1Huy1lYiCySpvTSdjMKwTiKdQVCax08qRNA1Vs2wiL2IyamfCpg%2BlZwXvOo2sB1QB9xIdX6Bj6VzRgd4UoHI9PenyASnBA8k3EjsE1S2ipMclWB3LPJeWzSHOikaNhJsFX5zoP45XxaGhDK%2FpP%2FDIYztiS6vqMPACWcgP2kpZWjOfJBHYRQNI4tp3WUQGWpE8ZqoZEFvYJaFCTkUJPdTqeYpTEWodgDyHYOTQomy%2BoKxLC8BtejPZfK3UMphCswZ56qASoLK60kVHNgZzT8%2FUWcqkls5xsQ57uoPAv%2BCrnsSCROispXTpjPKe4ND10sCf%2FElOsPgR%2B1K2fX5hXhJfNGzBWCpiE4EjGUBgUzovLqcdL1yqDbTutsHLe0YqwBcpKRqcP65%2Fvot41Eg4cbCrFOObHzAyIO3Np2zmgIymMqrmdZ5wgWiOKMA%2BV8kKigbnyOAnZzQK1uMozbw7SBWI%2BtpCLJTN4yFsnUOPsR6JqbOmnG2mYUYJV0I%2FFDRgDb2YBKeBAzYRv4d82IRIjKNJ6kthxBIf4f6tg5Rewqogb%2BBL89Xa%2B8Y7mPwJBnr%2BqyHL3Me2KqwE3nnFG4NiIrI%2BvziW0DG1jcQIHeE7iAwtWHXwFYTmEfOmdkgt4Pr1n2vJwnSQymN0R0NLRTgAHjDVSIfITmkvlvfz7MU64jgUChw5hCXsYgG5gXyQ1osKsxCRhvPgsghFG5zI1CXCBIAwKkjyKLeqBc%2BfEUFiCvfGOta3gR%2FU26my2RNT0gywIO1yxoMTM8Mlfo35lpDQ4jfU18jrE6QiUumMhcIndvm8iDoRH8amzyNFXNUKcSoCnh5AQYr61lElsUE1avUS%2FnDanpv%2FZFa3VH2JIq5OrC2wDxYOhlkZf5BIr5I2JAQY6MewSa45Ob%2Fz%2BEjpgzBQTlG3AdVyHpu2GkjfOxGCSQ%2F4KBsYV%2B4WC4tHrRIEC3vi8DWBGimk2R3cQNWDhpiR%2F9KQZE618tdreVPJR485XjWwoxbnLTn6IZ4EjKrhRraDtVPs4zmDldmpWjWM5L49vWKkkh21cJ0GELX5Hje5CUKJRNkIrvqKWk7bw8b7gYD5fEhk7VgXTHJI0UsIqSimKH3B62CsLrQWXjB%2BoWwKWamDL6RlAYnwhMdNFIyfJuJIyo2hI%2BRLmmREVRHaJdaBYDQo4bDl91nK3Zy7hcqlXpT%2F%2Fg9jl5m4DVYTnaJOAoq7zjeA2QzPBWRnDjFKG0AJybS5gxwd7oVkVIAgAqWCrwA2TuCFHn%2BlQSxm2EjeZemixAGSIByWTtmzQII9iyI6QxlnEfiedIUpRSDRKzAojtJx830mEfqcSqHRLRGSUmpIkhYAfBXhL3h5wRAsiPnzp5CmVoG70nYHSlNBsQEOYNSYjVHmDMCMyyhMYHx%2BhksBoo78rYc0vB6ClzXpCsSQL0xuJj0lRG0q3NgS%2FgqHn0%2FdBeijOqfmwAAwNmamjdRSr62goEAhLCK0y0mqVtUz8B3F3pE3rUMN9wQoCtpvRAK3sFTK3tcPZnt6Z27rdUEcCb1qxd8b7ARVibBsC%2BRyonUCCcPwOsBKtzEuPpnx3V%2BQo3FTRLkQsTzT%2Ft5GIpAhUffp2BuiRh%2FhQEK3waIhUoJczWFQtyb9PP5ODdKmoRpQHa5EoivjH117VzUEyb9h3I8XFhYGY2GgobkujLXrm%2BbJ7HN7wo3WOTojHaQLy5ZQH60wuIar4h1s2FLyTWktIBtEtP6PSDSPebTewSizvHczvHVzmh8LyM8TZbIzBlYhsTDRW2MtA4tMbKoUyaOwZNB0EcTEoAHayrWzlDMhazQx8GCH8%2BXZI4EskKhE1hnN1De89ZjtBMDWCxLN%2B4bn5AnyOhxpTflbO1kA%2F0EGhUliSyMtWT0UMb%2BqEPinhEFYyHEbAUyp8tYuqYDRipLscjyGJA3zbmKdMTMI8V72v2ZQ8R1C6WY4qjndJBCREkDNEWaBovAOsU5JvqCCECn5%2Fq30Wfs27Q1NX3PB1CxWQYK4rW6gl2DEhCJLvzF%2BBEKd6LLjbQMVuJRpueMSQJN40n5WAdyXvuYQeXUQsoQDysgsemARNTywlJKFiZeuo5AiRfoTmTq6hkwijNVgqADIQ0SrFqBN9hK5RC2ZzmikwVm0CCZzso1HPlzzN0IP%2BQCIQZ%2FzA%2FJ0cIiWLfbbDGvgdRmzRiOWxhWyl0iXpQfpiIVEQuNo2d7rj0OZeiVOeay6x5oKlhwZCcg8KUij44xrtH4IX6UM37YQMPXh6QvlpkcPG94IVYA3iwMJ0L8LuuaogTlCTJsenAjL0PQ7L1Pi8hmGJdOqOJeVo7ECLPOdRHN4hjBEITrTPlmX622a1Nkllc%2BXvRIMYsWFbQasKlkKf0TuoImAklJXaN12zLmMOiREi6fUAhVGrkOVhqjWR2eenOmgUY7GLcmbnAqWpftrThQTmBEC5zJQBDcPyN4AoXnInBM2UJew3uo3Osd%2FVotG4JFRB1dhhN21R2ig74o0Jw8ZN7VnA0lWB0lDFZ5PDtyXLlhvcGuF0S6Wr3U2CqpnkDjwB2mBQdPGRuL5x1IFo03LEOsHEh4MKRvE9edrMh0Snaf0cShzOIJdiyBYWbPeMzTRGYsBHAfX1laNIl1ZVxzggRI5m51PG59wVXQ7HQGRYRRnGy89qI5okgmTpsdUtZgAxPvJ%2BWcqIbSWx6tf5yN%2BuJkKOjROUqEcP4y6WDOTFIXxQkr7hHBS7hmbyT8AljD77OJLW4CQGYAb2Pei8bNTgMttEECV0uBXZksyIJd39JlDyojumSt0T2TM5i3S2cviYGBEzQtmTKzAFB8QEcXkZq4YmJ%2FTDWdYLS0Kazft%2Ba%2BC7HwNZAJaVEY3kfqPHY2SBxchsqiGqJLn5a%2FmjEa8QgmABHka5AWJ%2BG18I9w3WjonkFGEwKhtgp0j8YPUeYEncSOLNhhwVJnEiplRLfp6lN7z5sAMYVx%2BA71pVUbhIzIaaNzUbAarADBLMSSoXqKXumbEiOijClhzIbSA5gGB2qtutd0MjQyWBaAzJmfqki7MMaEQAOCXbwaXixbEGNFnHCqmWg8qjxIZ0oeAxEPKD1A7yRyuS4AIRwOrQJ6DxVHVPpAc7aCkBHpHC9GMxBqe9Qt62zjQGJy9sjB5efNIj3%2Fyv2r6z%2BSM%2FzuFE0Za9wOJ37u2rcQy7P6SvWZqCuEJKtvjAUTarXAcyMQRrVOlrD0HTsN2KDiUivtwmgj5U9inAK5%2BC4IqL6iNHhU7OH98NmQILOWxNwJiPwwlnf1QAEMLagJuGLoYUdlqBRDn8QcRAg9AuLhe4myJn%2FEoxUfepXHhZ8Dk0BKaH6znSNmNJJ2IRdEvxoTfFkKRNn0cEvSio6ek7OG7AZljFvqNgRejEgmOwp7toPkAA5CIjKCsWmYPIlxUdVDDj%2F6UQEQZwMPCocey9jKiCj3ryLWjtGlYDdewTAsT%2FytgOZKoG6jDf%2FUzE%2BDBwpk%2FPx891KJ7wcBDtmnc4Zr8PjCwfnWIE7Tz5Wh4XZOloMKHqBYibF9JCb589kpcmC6MqgAH60Nwcj%2BnBhrvYWI7IfIiYD0IThyXLu%2BBjtuDKdFNmVqTy8ELHUIcco0LUngtn%2BupQtGnWSsHRGOZxzUOEULCoCKWugvY7ZqEN0MDmNHqeKtmwQSOPoR%2FZ0KGKGB2wdDYj1CrZsodEQx2TukU2%2FMDvJyPuRgDSC80jH6IO5DbRYrS0rIXfANDM017avY1V29khrSTX8G%2FWm5HQ3j02j1MGoCeHm%2B25tIebrUOsJUhfKhD0EIEeXj3%2B%2BQ43UQYWPGKRd5tI6RgOxzkuNv3Ji8YcsIU0cpJNn1rQt1eBb5t%2Fe6vSIMsxyrbVRxAHaSs8%2Fijk5AW1W3ajQf6DP51FkKbjEEaQp7ThQOL8pUajXNZgjP%2BAGWp2PntYtYtaMRzL3lOTlAMAU2jKG8l3wMD%2BbxPb8RDFLiiPnwnwm42DzJDXbmbGIZ0jLkON0Ub4bgHg3f5pBR%2FoVAu0YDFztE%2Bzps%2BP3bAAWSgSxlY2S3LazAF0KZAmzACvKJ%2FMz0beXxl%2BeIEFgZCLRMTD0eI7mFnojAK95ZgCTCfQOybhXCo6576fGouBIpcPFCU9ALkeU0pQaG70p3LmSrRNvUUN3vI9R8lCXjgQBKD9twFivCVAT47aBVWQPv7zSwNj8Un%2FSFG3FqLOS5c%2BWZHKZKVGCPSmIgHEwoN5C6HgtxiaB5%2BUvBrgQmTbO5rMJ%2BCuldZzfzxgdXp9XgD508hFWCeR8zw0tDDW2xoicZACrgqgnQ48NRFvjGjGQLa0bZ%2FYIPRHYC9plKdMERvlMGhAQeqDBMhf6LZGmyElMCwEIYOo1BZ6PH7%2BWHUp1YWZa7wqK1XoOCvECZSwoJH1Mkaogtg1cnvzmDI1q5S6K8zNTnhUkglWVoNqdHdJkfg0Fxp37eM%2FnNEjkRlbYvQhIWSCHT%2FqEBqUlbxYgGY%2BMSFSRxt4bg1PVnRhKNZIXooJOn0HVNY%2FcfiwOh4kjntxHmybS7MJkM71QCMhZGbYSMrJ68qAj1YN82a3v5utE6PJoWbuOva8RkRMPNZOJG3h4NcQ9LTUNP7WRG34U%2B6pZFDjhFpbJyEq7ddJp5LrxHhOcWeKH5m0I1Q2anhxKm%2BO1yIfm7BGh7B%2FjqYiPKEBJ6cFrT2ZB6TmSyLIpnTVkU%2FYqVla2WfZcp7SSoTzv6vLYtG8AgtXlxfWZxN6Gzmta1EwxIU6yE9s0x%2FZlSkSYE8X5a7%2FVPKA%2Flig684F00nmacRk4WooPYSFBnHTa1ebr6zgD%2BMcOV4BeWlJJLrL0qnYZSAVtBA5UxpOASkxyTpYRBUMiUqxjxU%2Bce5iSPwywJQRsno2JDcLSzoQnpUALmNJE%2BWSFPdsteXHMocr%2FC0IqI26humQ1wKQoHcGmUNYBVwIFZqI1azUTzdFmIOugxHeiO7FGrlsIVmnE3L1JrCuYeQCJCpQc%2F0JCGgQIe79NvrOoYeDQJ2REZcyhK7ihxb2NeHkVj0aI0LIicFJjQk21YaBO4G64TBu2IKBTzYheH2CASyWnlbZNFDbFlJqA1Q4kIljGpwnmhmXbOSQEgWsMmsHkBZYKRUWBv9HZZ1N1JSN64WPlCBOt7zqAJMKpczyNBpzQk5o%2F%2FxDjQg86ozQyN4waltVoDaLJOfWjYqewlULt9QO8N4AqlP%2Fo1ZIqJMaZ%2FORyILlDFoGoeY2%2FswI7MBMVXSMJXCUeRsJjHIU6kNEsAqZoBDoHo8Y8pZtM%2BGL8OLfcPdBbsbvRZuDQcyyrZ42OoTsMJ2GH21od%2FRCfgHrkeCyZfMOkWTSYgXtqYxGIGLcI5gKg%2FZR2xnb1upteR3rcNGITv8oKHpUWdLK9kIZlFfEtPUNAgnOY66o0dWYJq2a0UT3usCxxDZm0UIViE7Q13vLoyXH6VgLZoJt476o2dZ1DSsnihertfmTnTdREBRHm5ASIGxMbMSITKCmV5fMqgFiewxFtxqh5yfCPkmlKNcrJfmvyKlbaqps0Oa%2FBSPXk4FJjtWF2wOHfpFY63qA49US3T180HXmbqEjYsSpRFkkOVMCBH1C9JAJTRgjCWNAjl2MSA%2BvZjADldAJGTIoWBOcOEUI4qwvBSI4hMj8m7WHoFosA0M4Q4yS8XtN%2B5emVGJDGqX8D5SVbE%2F0bWETJRyRFYKQ8umFTkY2ZnV9Lz%2BVW9hgHq%2BHYhsrghzcANy%2B02yEIiJuDFngZnEHSFnTnqDAicaKOgtLZkRXBqGS3bgcqBK6B%2BmV5G4%2BxzA1IlYTTtL30wAPCkFZuhlgsViFEnA5Rg4UXmBbXBAW7JuNvZlXTVsYDMV305DdUPX6QyUFMwndSexwLkpBDsIQ4lUnD9QoEF8QmpcQk8FJckIIkVwvETqBSrIvHRim18B7iqFwNCcFoUKmSj9cSfX37WL%2BCT4mAKH%2BS76AYlpBE3eYErTSL68qrzEKiOZo1mbN1ujQapDrmTWb1s3iBTeQMCYcYfVeS5ks0rTlCPWr9AjV%2FbgZ8To6s7qOr3%2BkRUCKT5GAAUzFlHOkmV3fJEImmhCZ4S5ivYOcC3SUx70Is%2BgfKTQfQBsES9NEX4x0WTcQkWV5JKEJNl0UV8pDmBNnC%2F4qRYIkjLTUknCCTbfLBLJzy4rnSGTntJHjdpYIWlqzxK%2BG%2BRBy22IJ8gMQIibkjgh8Y9Q2H5aenHLwEJg2iDmhQybR8G3gfKxBAZwppQkDi9rFMfLSe8Fgalu2z9mKNwe%2BF24HWYNjNI3zoQfXsIck6YiAwCMhAsEDMvxfp9PxAAxF94h42eFp8V8BZxS3g%2FoQhPG05yIyOc5GxA27VgPq%2FN9uxGcdZCP9PAWYlmmiIlMHE%2FRj3IzE8YKgGEh8OmOkN4KuO6GYyNnRhoWNSgmY9%2BVfMfhBm7xIwZPp7ggg%3D%3D%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cb08AABFOAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAjPL%2FpQAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAAxADsAUABTACAAMAAwADEALgAwADAAMQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAHa4ADV2ADV8AC1cEs3pishg2FfJaEtxSn94IlU6ciwvljRcm9wVDgxsadLb0%2FGIypoPBp1Fx0xGTbQdxoAU51YoZ9RXGB0bXNPyK3JLMApRwa%2FIMy1PPoJDx39kimekZX1c%2BDSW41tEZBuFiwdwx1dRoPVA2vWPSlsSDqhNkqYfhrqlVUGD0J3HEAgZavmtLnDC5WBriSpD8Uk02KsUkJ9vCFz2CZXAd5viwGZ2xcVYRPa1bEIai51nMYlbL2ERuB2TCzLAbPWWRZ3%2FsZ%2FKBjLk8%2FgAZzK1OaxNw4oGBbsNhx6Reg5HRFVCrwa15kGmJEy5kX1YypVm%2FHo7TjKP3l%2B%2FnuCTOyiOa6S8QEJbuiGYNlCnM7tHChCHRRQHXQh7yPXASlcvc5KrNKol6orb35kbo%2BiEwl8d230cfWPwTy00bFDRYURYGchbwsoDcaR2AJsFGCrbWCzBdQ0qCobWwLfueqAzSkzaHX3yCjDlGYPV0VZqVXlqbr4poRaG5NNPMDv5MCHkLSFyABMRBhMiGSZiDgABYmwsLWDjUZCUnHwvXt0VAUy4%2FqjwVgjfUqp1evzUqutJB7DW99Cq5aEhGePsa4omKUp7LnSQUz%2BZq51pU72ApMxkaVZE9jF3IGKVnF0GlK1E6iqLJXFzy1BEv6Kr0ngCzIgVANRwCkVHYJj86Sv2dzqgVrjYKlg8W94FbPGQghEbTakZ4AoS9h0u39DOoRJTA2iirs9xa5m9Ir0KwkogoqFNVDbTIGO0%2FWuJYfp61Kq0bhgbcbnvbTDj4HBESsXMdvrvpp7Owf%2FS2EbndoEoglO%2FjigGAuLUTUmG07ZGlRCZ4QZLu81tPEgTtAvF99BxfnxNslgVYH5Jc4AfHwsiktDBO4wjgjizFMsIeBTGmIYrhtrK3tvtBu5tYB0PDMXILUkFYPM%2B5yLLGOU9DtoDLYWLQig%2B8wNRZbJZZWeK5JyKNwumLgP7X6pqgiZMFUvfCTl6Urx1gUOjzhcICumUUsiNESZCmTANkgHoh%2BKU0t1fgQYOBkNfp4MRiJysezS1Vz%2BahE7ohM0iJBn4I%2BT9RJN%2FuQk6SjQGwC%2Bom%2FSD7Zq2RxvcSjtdxHfo7NtktA46mEg5gBkTtMKu7oFb1KgqwqBLzQqZI%2Fs4QSRhYF3ani1URTcMD38kDDqlc3DChmYJTCR9WpaWrYFiXeNi7jYa1Oe%2BSP30gxVyeC10DYOakGpWaU1qkQ9OXlujEbM4A6A%2BQ243TA2QnI8mKzNXNo1HPN1CFawST6uC9dkyQTqq5bOKkkuGjz0nkj35Sr%2BQ%2FkLGg2iQMrTKImSGshnX7%2F0Jyh0JziDbTzxp3IrbosXgpchLcBJpLLUBrFbt%2FU6qXqAaNFJoeBItBoqgQlPZkpTq31s5VZsgIkFupAno5G9oKwCGRqv5294xFqOrEpewcjx%2Be06mxDkN85c0ckmWmMzbkFX9YHAf83p0EsnBywjZbcPxZw91kqg7voxasp3VfDhEDAufUx0MTddLO5kCyKkUBwOm%2FMurQH4bJQgK%2Bp14dkBBhgxpBUkTlSbTE8DDu9qKiDSCtvmPY7FRMn0wuS6XR7J%2BnpjjeaDNwiOgIKUWCP9aLb%2BXpc4toQCryp6gjCVq1Cl1Di%2BtEx4WnBp2hmGZpEksZwTSggXuqAWD4B7WAMcir2wmA%2BI43ECxUSeTDT%2BxgR3O4XFPOGxHh09lxpScampLahUbICao0db7%2F%2F%2B4CBMcCokQ7aOQ02MOzh0NEaJGGOvPR1t4sY1I55lNfQ3IkF04onnAomXxiNg2EbBbPTMBBlv%2BggPSmkb4GNFW6Ehd6nDzJlnIXFfzr1bVWQlfylDodFBbhCDf%2FVB13j441dc2rx3h4hfAWIJuZqbH%2Fwbuafg%2FnTQJ9bnMfR3U6TwYgDQJIOPOtmZW4ZHsR2VifZGaC6Pzv4ZzC2nSAaqSe09F9MxuI4UmUVA2RAUqBUIETEIAhB%2BtBhsxhVMXUmv3RPe1grhYWLM%2BPHwwO5W069qIgDXtETXZQ3741DSk%2BvO6y8k%2F7Mg6GFC5fSK02yXZ1XV0NZe8iknoIbSFnDm%2BbMP%2BBCQhoLKOeU3FVNQ%2BgPEntwkHT950cQYEYQc%2FXuL4nxwcRW2bIN%2ByskPaD5Rz6lN8LW5IDLYfuvhxlLcjWXSADeTshWsJk%2FHCuRbwjqLcx66fc6UlF33HipliQ1cvfKlgRpVcsmIsiYnJjzJIovUyqi%2F2OTQcIwt%2B3WW44BAQh%2F2GymOIscSpIt0YUePiwOCJN%2BQ60lqkSRbWi10lotzgWZsqzEI7OGFGeIoFyqli41%2FNn7LfLQ0qtxkaAwbsKZQ0D9s%2FwhBqoxhAlxCVNVF%2FJ6rsUBQ49MLtR3ICtKPLKZ%2FQPEeIRgWUNLbNR3v3tTaL8uiXO%2BOj3tSJc56KJHol9nGPuclbrQpCn4keT05ETSOQ%2FDwwKjCRLgIzBi7x%2BU7ByTZGUWcGLPY0VtXWC7kQ38C5thIGJx%2FxLM3KsoGyRwC5AFUNWPzU0QBCaVXo6z1NCclLuPVA8%2FwWuNhiAG9CPPSSlIOCuh2AQM1d6MyIEIQArIa9YenQ5ug37h9gPNDHVLImcjE91ewI7pz7HgOEVqTD%2FjREYRtEoDIfgxzDePkVvHWJAtcpCJ%2Bg2o4akZpphRUQ0U92lJcKZGJI9mnpl8UVzpMi8SBGXUAPpgcS2cDAusSE6q0hNibhCgZHLReLsA%2BSv8wF6LiDL3TogB1DsO%2FHeMg0ETucRO2hIOvbp1NVkFMclluNmBQbTy%2Bosr2bJ7oWdUtSHi1s%2B2vWxq8njY1eW4BCVr2EqSyIUuFKS9iwVF5FBGeg0hRcHwCKMtqYLBfvVSYXHdGZK3Ug95C2d%2B3t9ZWEYqq6F4TocgcDS4tI8cvEEXK1%2ByB9RofdKpHoA3eP9%2FB%2FEBG%2BIgvmwZ4Iir1SOYFEtUG%2FoVkECQqoPTdHoNpQKpA9K9k7TisAUBsKPtWgBriyeOxs1o%2B4KCIFumN744dH3Yf7X8F426LGtEhFLULhlKFgXF8Wq2D6kFSBkViLad9D9U%2FP6A%2Fr8SE7jsr9s%2Bsb5ODWI5uS6BkZJI5RQ5QDVZ5%2FKOG6Dzc1RLQKAdGkgwLiZLQdEYQ9yhQLtD5kWr4wGHTv4GqloWePyHYyuy3Ek3iQVQkdkAz0MxcsHzccdMLO8KFh7ywo4jXywraIhIicAI4dWdD5wEXBhsMklzbWc8zi8opC3IlPsLXHCWOqOgq4iPU6xyDS2tdSLnlhSFjsCCWvMRt5TAI30EHR4f16NYyzoG%2FoKgCUsW4182Wvj5gpb0bGGLe8YRIYRGVgF2hwIlEfm7eUwwLZWW%2BmmBZPggPnIKI0b6G%2BlHCncx0wkaVPRQpZKWIIrzh4yC4Ar2vTKzhVKSutNi1dSzmM73AGUXSBJrQH5J4Dfb%2BRU25tYrIVdLr4ogiwTE2i2hl39ffJWHNTSWq3PvVJplNqDTJgJcvCHYoQAuHeOew0gZGfmX3p4D0aSr1BhXbXRA1qipfS6LiggtiT1eDg4FTCWwCdAFC9FCOZ52EdrFetMBxUdC0dfnqpr0mELJE2m5FVMvwplyf0XIKclHa6%2FQrw%2FFOVkVKK71Ab5iAVWm4GA3HnkCJhYkW06XJ3TDGB9YhVW9RuC39AFUcFWwU5eTNzuck7IQty7ZC9IjAGNHuZhQ8yDWZhGUoNyhDcKYQiUDqAC782makzJ1o3XJFIEDXgObv%2BTlS%2FdAr5rn2C%2FCDmkI0WO3cSTJwSLrS5dBdkyfpxAu4XghB3jgGShG8UCorOibUp7NciZgEDLmT6eOxDegpLRk7HomganEaTmRZAAMrhobApDjFWtOxht%2BNQngtKVgGL2yy6Qnsmju6DAg4d%2FRvxHa5mBaEMcBekCMtwaPPGeKFPMsgAJTidusMLUbTAUBJMOmXRwhONkoLPqBhpTuLSYN%2Bf8aeX1NKSxF2OUST9ezObkHETTsr04iWClpoFDE8OdIiDPQJqkHhnUPTcE43OsKBGS%2Fzk6F57sqVmhZKjPxle2S%2BiIE%2BMXOiTOoRKF0Q7mbNRYGPZDp5eIdPOZHboa4CTvwnlZb0zCOW6kZJh6klDDvYghmQ2FCDKB5DD%2B0nImiNcfSzaGT8aSPzEZjMQ2GPpA1Ws4Xeysyv0zSSMVVsiOoiowo2SfYFdapUBsWIoRXMAKYdguyVcwqX%2BzVWYLiNddi8p%2BxMV4dQIoUs6SQ4C1%2FBjtBw0ocOzLmMkEv5D8N4%2FZu4gYA4ryDb5Y3gkIxdb37qMCWYmDGgsyEE00y3BZ4FgyT%2FdJLHxMQwx0gViQjWL0QyBfcufCgRYYGiCHrxez874MrcqldLCEQLkCCK6pWCnULCh%2BVK6FW%2B1nm%2BN668e16QTKWprvRw3mkwitjPefHt5QKrVumkXsvsVrHdAJrodfWckxhhzknXZ8cMVIvKphJVfhvWbhoZbbgo3fygOr8PlKcVEYLTmUbjp8rTFlPRtPrdA8tljZ0REfnhwApCZ65Igtn1gBROJdPCCb9ZIqlQUq3W89ZjSgSnUz8nEBW03JCcQ%2FSxouQtYBE7ichYHbASPB5J1%2FzVfPINn38CqTMws1KKo%2FyvNXpDgBvCI08SBLSwX5Szp6WlpzoPEio8DsNzZQqgUMoq0%2BNMALrygrOlErJohXvIJ%2F0IqziZok6OuApG2eoGAEFsTc6yWf9eRcklYZRO3PkA%2BW8aN5ME8aLNC3Kdwtm64WyqytOEW1WQIg6bOFHAs1ovo3OfCvvZASxBcxg2SRCRTTJDBKajFH0LL1kSBroe6L9xvVxMCIFS7Zo6y4ZOEIkAI9QtGVIKKBlCvUUEq2S8FiR7VkJGbvBFaS6UzQV%2BayV6NKw62tbJbEjkJ7AMC17DK399DZr%2FtE5sUtaAPwaHNj9VCoVB4VAG0iNI9IjDo0mr97FWjYeDRSr3pstZTVZ6nj5Vp3IbssG3g0r9E2eSmHY97LYobIHPnEGkKDJP15WPWtwMgS8HeLd6NEnP4mIFlRJB4zLeDeoBElpUNRIQMzLbRQsGLj3DZhQytDQPLAUE9JWHiLKAJxVTOJNZsObEiutLqwox%2BM51t7vJQhBeQm2i5bTa4D8qIUjqI1sL9G6Vha6U6IPUabeCUMIufG%2F%2F6USyxymXNlfnVinkNvKZGUjz0EWKIgZEC4WkUEr%2BgP%2BFpkIPUVM%2BQEJPxFxKDlpBEeiUSaTgCm4sEfRnBxu0eF%2FLgLp0IFHMEt8aZrsQzTF3wRw8TdpzHNGMZrHHa6nU8KCQppWBVpJ8b2Xjq278mtoTfrgfAMSAm3cYEcDw%2BzcSsXTaUyd2PH6DCU0DdBiauxpsyoKlAh9IUAzS32X%2F0d3x7h4gL36Q5sC4YzkbttmSwhenP5pxxrBEEcoAohUGB1jHGtB2%2BI0FEcCM2y8EY1e2NPXJS7wp7APp46lC7gSit7FEFQCIDnNX%2F196lJs%2BgXTyJrXAze%2FQ%2B9GEFC7p5W7W5FEooh5QlO01B1OcYDH4VTmRSO8fHPjRo4FkT9GrnUZw9pXnDplu0YFyOaAsLOkxdsu2gfYJ%2BDzBNihSUutbDbDy7VKS3KwwUTChYQkWCmldyS%2Fy05EvDGbLbpkDfbbHNGEhTSiaAEDmoKTERX3pEuKYJT%2FlNS4IawkdDACC5Jk4hgNa2EGV8yblsXoSHDrqHDJs4JDXLLA67oCyia7LABDzBMInY5gnZCpFuyyuaWXjKHRgy409j2wNaI1bGlosUnhaB5iqHHZf2%2BbDPpsIwoahsWRL69BhhyPHQBUNCyBR%2BUJzMOBRMxTVhNsS0%2B1n5kboqmNZcC%2Bt6HYVscRaBeox%2Fvv3%2FxwdoUoRvs6CamykRGihd8HTNaL%2BxRuoo3QVZvFT7xS9opWLiNbQRti9PXbNg0J5WDsxaNesdmkYOcwpiqsURuor%2BS8hhgWniGGll%2BtD55enFSsyATy9MonNXUJV5Q7eAouzR%2FP4HlA5YWBYYjm6NDAEk%2Bx9On0MGm65%2FEm1GKndnRp4cv%2FjFAdM7hnXsaXnGKAeK4aE%2F6BhOq1%2FAWmgCMQ4zC8G0wBzhuMSeeVhgAl0jpwicoR64K%2BBYlYbWz0gTGAGtI3puhx3F5%2F5QKXradYFuhJPYWq3ITCUUNLpugdVBegedngCO%2FDN5mJBWzGEL932jL1YntvCgzzLeR0WczKl0J4g8Gcbo6p5LOslpYBw4kE3ZDMiHPjBGyAUjkrWXqYTrl7gRUwex0zKVekIhoI0dsFRDtQxsLctjOlRs5Y2gYpQeBORQFR4C3hXh8EnZUzuloqFLFATXzpzv6k5XoHB3fZLNUiPV5DvAfroLwH8tYhkcOxWnHqePfQulM0DCPTadXa%2FTpoHYkh9BeeAwpmi9Kbo%2Fm88ob17pFzKP2lJpfWxbyD3PccS041A0MQWUqNDHOPOFt57Q6TiHQEKJQsI4v1JqcD7Q3orOdsLvExRQwS0nlUtV%2FpQbx0wSlrRSneWAQ%2FJhPaT6rMvIcid93ahrnKe34YxGA3D30BI2lEiLGh5iAUkBLBoXRshvpjGJGLzGcvonIqzVubgEJv4mbEl7JggQUWb6AYaQMmGUXEwIjylByVLbgcEbUQL5RFiRkX%2FbOhzb9XavzmFpR0cOdx3etgoaCPbiL5gR8o0wJNdPMCYcmyP0SDmmsW8o0O%2Fy5HNRxqz3IhmaxvIT%2FxpN8Pj%2Bx4i%2FGawfTOod%2BpvHN9BMNQUKG555l7yAKsma4r8JwVm6gxqBECXHA3e%2BdCsONR41WrcokynYzYqB0xlCdg9Nu%2FVL4rgwOiTVy8K70TghEjAOHeFBYvGwmkrDIzlwQsyBsr3K%2FEBFKO8UQ6J1hU%2FYGFA8fGgTnBoNnAmZc%2B9S%2BXnpbpJ4QKgdip6TZnI6woSQaYgxGpdaxxSuQkxu0avCBOSwchx0SS0x5HgR6iz9AkbeoDFTnGInFfbnMUP%2B8p3uSQu2CVkHxeVeEMICXKlVDsj89UY7AfyMvxTyws7ilT3y4zYSLVToLb1IwDJHJ804mZKVSKgSOa0mHCQrjWQLaz9LrCiISicIHspx5moJ%2F3Ng4rjU8aMqTDl5gjJAFgAMupkEoWEalYEtHh8CvvMqUP0Ra4v6BRr%2BdgNXFRLo%2BjKWRhaP4x63qqfsnw%2B%2FlDAo2doOxQP7GwahE%2BiZ2OX2l5DodFT8bGiL0YglcRmgDoYIEaRBLqdbj7HFD8xfZz45H2Tg6upN9XjuGCxtdxuVuRjssowtewrBo9gBM3T7d77hNjF9rd8QTMjwGLx3oWax6aa17t0I2gcG6kcQgw%2FphwfsB4gsCGgMGZU8P%2BORAg4iQDmTP9XqByg%2BjtRqWtpaHjiHSL8CNah084UP6Rfjx8GU2eaRw4mH%2BA9Ad42DummqhAj0%2FeMNS3V8lEHUSc1ntW779KspgJUBtJQEpS59ODiBRghAyioIrf%2FKoPh0eAJWqxh%2BSurG%2F5xVdzZBLgKEiYy4izBuKhCRIhfoADEt%2FB%2BirTWSOZVkcfzWBbA%2FAO817phMFhWQnvTwzjirEna6JgrjgHyk%2B8nWk0k06KkkSOOryl2OrOta3U1Vai9SLWxcE3cY161P64wA5VUgBExRGc8qtWCkEHIJfWtybVbTm%2BhrXnbVSsP4ucJTC9onJ8N4r9lRaV%2Fc4a2SZKmPNCgEUW7LDBXhvFxUvZYtnIuGD61WQtIrDXUc13hksUbImFeHrIBgvnG4ogmKBk5CClzY5DWqCCMzdrHBGSSOTyO%2BE8inLMGSApQqKJB3XKm%2F%2FMFoO17KuwfwqcaqjAyaJ5JOWW1Myr%2Fs7ZQiw%2FPqVAMH%2BlK6DYqjGUMcAXnVxy6z6CDl6j5mDa5EG4j8C6pr0hKyRNnoiR1vl9DWOfC2%2BM4v44bO3onXro%2BNlz00ZlGV2ICJ5CcCazVCJHIETBqVFhGT7KSBdNDv5ILpSacSTL0S6fX%2FP1CEIT5NZgcwpI0rkV7LqiHRoLUAPjXEqCZ5mLntX5JkkUEelCsU2tXCMZ6cZivQI6hYQNbXl4nc1sSNtBUTkQ8Y442KxRe7Uy5yOzB%2BUlA3MhvFmXweJJj%2F%2BG%2BqwJFWFLNYp0JhzD%2B4sl4JYn6a%2FvShCCo8hchMfrswjZgUqiToKfoOGaHdIAnKE%2BiEedBkyLwMSoNVX83TJERFy8PLMpBjsXtBITuS9lpPCTVl%2Fvs2Aqzlzwnj7lpl6VX%2FQ74tWqUSzaKziwue1phr9BpcZjNc%2FGXuJUq15TMDnCsJS0X2wAtW5JQA5MaTyUH4cDRif3MDxZx3Se89P4WSIvEEeLjToJbXf%2FrRhBMtRevJxuf%2Fs8EK4woZOFli3yTq3xqjBjrlierqgmUpFA15HFkeUOuLDjuhzLDjAGKK6WThTynzd%2FtCQWU3Nzd8%2Fa0q%2FxwZYn%2FUPEHU6lsdG%2Fn8gN%2BYACURCU%2BW%2FldrXpdUK7WxhgWmNd%2BLDoQFCU0sFyHn3KqFz%2BIg9e2C5oe9EOi7KdTBxPE1k4k5tkX%2FoZzSih8DJDFd%2BrITKNSsAAGtscSW9VDasqkEamMzeUOhRqRRAj9lc%2B7An2YOdL46GdcOLAsgYaFsR9hs0ToUzZ9rFRLG1%2F7eYLz1l5ijumbe1druwaHNFzZjtwt%2Bn7paZaMZu2EIx%2BlxX%2F2SBrWJQQM0wmE19eWrGPIVMeAzVWWRp76m1skeqzaBBZ6So4eD8Gpv31bn%2BnO4WG%2FOg%2FB7xQu9kpA3eZL3w9cwzrZfMmbUSk5OiF3Qx7bQYhL0VoUQQP3Hmps1bBJDQU0qAJpWwnb4iFOMBthzwP81ilVnh1bIuk0C9Xe%2B1kSK%2FK%2FMYOh7vIa7ghqGEKzCiHrehs3cA1pzgec5NpLDtCqMPp1GVECA4QZKiZX0hQ%2FGqjOhhObmpH0vwx0WHctTrmGC84Ub6BOQVdXIqoxqMVNhQjd%2B0CYMRk1zp6%2FPnIOsW7k%2BhQEruSB7%2BDEGv1lziYEEwur9gsigQBG8EJ3zeigdA74WvD0h2IbdNzPw3okAFsdmi3qKH41lxijDPDtvZcEzXwUnRNn4WpCP3vPNHhO8czUiYjRn6GRIQ4SymW9MhjUu%2FjbWOhOqNeh9OSRNh1EaFZcalxYnJMLCpTlEDttzYxhNCcZ86PUpbEkFmkU5HRiAF9AahZ8jQ769NUzJGkq9YLj9HWZLEK%2BIryXyPLZHAAHsBSe5moWq2RRQT655EACRYKQ1AR2mNQU6hNdrqLyfpSeJ5PrccWf3dXVxmIidWyyIkCm1v1oFYgyGcXwrCRPXPMLYHRFvGVuYyAUhzgYntJmDhE4VCNKoSxWlSFiFuMGumZHJnCJyAdT%2BHcgUhIEJZgWOjmy%2FZWisKRYo4JjuPntQGSxlJg3XJ5DBsFM3kGGQjqECyjqYFW6ccOkCDy3EhUt6taBIaHclyblt3Xxs353KjciddJC7gI4cZaPj4zBxOVNfei9MW9cLUHspngSFFni3AL7sLsbqo3totPWMf0yD2bdWKWuK2a4eF5jKcYCZyvORgcHeETtqeqhAYtIyiFGAYJQMOX4VJzPjyDKiavWJRtjWCnaTUdPR6FRkTfFAARc%2B3Ln3oFDETvxxiaDT3roIpaWwEEjRlhjvs9ZKiU2o1HJOMuVRFAA5fWzMgAqSKDaSLNQcQZbaFzsgKxXWIvjaOqsoiS0kA1bx2TN4NrJBVMJcmRWNIqrjepyobiDa9yXYKmJvgQWZhEBvF8wEx0pMQqCzcf9JemmcVMROHpvzARvqDrI5WOXmah0Zkh%2B6PIozOYm78ieRAJObTPxSCLuwQiRlWaLSxJ5hgIIrjsEUKPWMqRFuMgh1FsNDFw5jPGKPTWzyiSEIS6IPweoS55G9SZZ6wcpW%2BHYMSkoSETssJ3QQM9bQRo1JdCQdS1np6F5WR9wujL48y6xB4M6Y7FMnX7f22J6F5gyYVK0QlgEQxVXFUuC964aXqqhT5cX8XaZv5hVzeTU7bSoy40QuTOUjLVShZVi5iWJMAbFhku4I5QyO1x0Pm%2BcTesk5XsjnzwoAIsmXCFbWyIZQuawuVuXuR8DK92lWJDrNrbFtNbCj5sTTCx7e2Wb0UydtbZ%2F0CSIT7OnVIY0fRntwN3jNOdh7nGpmmq9CbBm1uLafMptryjPHHp7tKZEuAL7OjXHySRjUkXydXE%2BSrNxA2Um5Al8Dh3EZC5V4SFynxsMTKCAIMqEqNKzuJCQM3tvVBjRfT7xHSuCO72a6pSo2wn8%2FaXBmKI9sW2BccnPF8aML8%2Bohhb7ciWy%2Fxch7McUey2CPGCyVKaKDX8%2BSBNgqZqMLbCgZ4NPkIF6NfeH7gtElIrOqbudNqU8yyyewVZneKXuzObCUxU5b2tecTa7Jn7SE6UlSYMTkMfCs3Q7fVCaqK5k6pf%2F2wW%2F%2FosIJEgW3skUNgQHyb%2BsAi4ECMNcyjicIITuXGyXkkRIXyN50Jg3r1FpMmaQSUl9pGxnNMp8jf24vS5eX%2FyJYlMUISy9e6JooaPn7fiuG4QEscaDgCZpra85ygZUcJInLV6C314YPJdG2UL6qljb1QV1ZhrNcFecs0j2qb5gvkKHOFxHphwdBgEJc3y8qihwdZCQpJ62h1voTUccffiDJEzkU8jbXRvLFdPbcmVBUhArEuTKQFe570IglefLJ30dWmVAtx23vIGmF7N6auVNpZUQVHNmAlGgjNet51laJgLQSpfZyxBEqLwoCEGlF6ISp0NUmhUHT5a12%2FZElPE5UGO9AVnKpae3D5llVvXAHK0FIH3uE8AXFPF%2FSwx3OdCN6aViMIxEVcqv1UsLJo03R0grVOHRogBCiYVrK%2FqFBPmGrDyXLgr6DxBMSKnf1uSBgiRjCiwL1QoM981XHZnusKIVJ405xXwx6aBUuM2YXS0jaCPwaC2Zdp07J8gxM1KnpWMqNkRCfPaYTelLbBmd97YeNAOFaFOlV29YQn0qIInmIeMFxikX4U1pEusNYtOX6tKZKkgVONLhIF9ZPpxNWGA5fslgv82Lx49LF6FltT3Qp7q4Rcu4hKczn2m1GTA4unFBAkDCqY%2BD5s2dyVIfDeGeBgwDnPbGYXQqwM0E%2FBCl69QtVYbUwkQZAtSB618VkAzCPAs93Ip9qWnBMX%2BRUX0PFxCACZQwpfvNvAMGrD69RE6JSyNNOvRD8v3gzw46n8oB8mFQiYiwgidAyJgrfY1SaNrL5QDEjIIgYLECALRSK49wPmSO8jZLnesJ8oFZjWJyTrfBrNRCeOMoaVxOojhX6WVAhhJ6dvBPZ4AbMXC37YPHBFKUgA7t8mCk8U07mFgWg3wbOZDgsEZBOC%2FApoLJL8CzpXhZuoEh0ntzsvrUPhE40%2BUUkCAm26DxGMecbxuJ%2BpPJct9BZL6lVcWLmHps6SSRwqmRJeypwrd3vNnIawZkqBn%2BumMrwB%2Fc%2F%2BIAx3X3Ehjr%2FzJIVUK8Luxlv5IeNoBQPnIhvJDZfGo8KIpLh8O4iRusiuQOtytJ61yCvQUGFmCxEEliRlQmkN5wrVLkx3CUrlDG3ABe14lLsoysj9hXY%2FTJpUb3tCvpw8Ez7Wb20lfIScq%2F6wGFIrBkgzjtNLBoYqAgJoKvDHcdkTRNbmMKP7Fha6v0z1qPmfqQzKW%2Bi9g0kSWn1vQuqaJyaTAX7hrJwJgfaPjJvb6wXroHZRAD5NH2E2KaWtBw9TGd9mIea9%2BPrxlBpyjnQhg6rLogT7414uB8V19PPcBZUhnNx%2Fhr1%2BtX%2F1jKG4nnHv2EtR3VOjo9oWEibOHX8508Tra1pFg4lnAwoQ2u2JcsDi7diOc%2Fuhvd8qexCvYgoI6m9VYAg7Vl0PRXiuCdgHdKDIIHG0j73u07ULaOJJ60Y178Lsgtd7zYdOUGlMCYhR2Uhyglt3KUjPCpM8MKjVS6OgTHgqD1SSQ%2BqhzInvSk8VzFP1cI8vLxtdDvH35uPzMi4mQtJCrVUqhBWbQRke9Sjt9laOS7Y9YqUkXldpaAoofKmUNsx0D7eYLc%2BspsKbO71qdmmaGglAJjo4kj6XlnIWS1hQZORC%2Fh4i%2FCdcbaFFuxb0AYMJ7EdQExeIHEdPRtCxVECvtxHzbEyldDvie9cGKwImUuI0xEL9W%2B7FhefRJ05ePV427NJDYmhOCwBDNBP5LrIiblD6aw7pSeWFA%2FlDoWYMm%2BZEcF16VDdA3ALq7hDBlLUzNTL9AoVyczpCwb7xHucfK6T64W0AnDzYLg0HYWadOMPdoP%2FlliqiAlAWP4rio6stY02elA%2FLOPBnEr6rsAqtMRsS2g6HJtNANGwpxTdZEP5Xt5mE2gPs7dE0gyQv%2BFdd8QTBEqmAeMHtNnjBtKvg7KmIZCj9303GT9mWQXZxolBupTHIhJT%2B0WN7uu1FbRp6NnSRDIj1aXRJD25s%2FAD5%2FIc2OQ0iDp7%2F3Dbv3Oa8McFBhXrPpAKzhrFANFpcnLmEVTXjq0MO5sJAPVxFbMh93VfD%2FDppG4mBzXSgVfXJeWNNxoKF8QTwcQFXwQPB7QLE2PENdF%2F4vDL9zn0ZgQ1i6Nyr35KAwetsESlUtEENQbCFOeUFb9lg4Q%2FW5lUNo2fsscGbWY4T6pynpP0Krl%2BJFEfY%2BGGHI3aj8aBO0K%2FndAEPa5FX51Niq7CEOhoB2hSpGAgBT5%2BuzxAMzSuVEeQmZIbYew4tM4UsHYdZtT%2F9ibeR1u6rlX6lBQlSBT6LQ9YUEAgmAxLkAKQL9PSm%2F3NQF4w7ZvdqRqMJ5DYZh3j3I1rDmyXyti0llyZjkLnoPtHHwZd%2BfwWVz9ztMTMCFjpKBVWAdcYhRV6wY0kRv47nqddzEhQvXsqNstE6GNiLTd8iliAfI5vfm2KjfTQwbxz2uFzaUL0A9VKWzB7VrWS0QvlqVw9VCXOB6RDSgbNtW05PB7pEz%2FHZkv%2BXQTUD8mSQ3mJk%2FEUe3%2F2ixiuDVAOBfyIscXixo%2Frh7BHtl5KSBigokAOClzsk5pj5X5S9GLKgu5AbQNotZBWU5zoIzScHQKjeFNr0MiX0Mp%2BlHmHKuaDcfU2H%2F%2FhJmeXl1nPE8E%2Fk8ULZ%2FCLYtwJWG4CHI8h5ySfOAFbkRVFJyi0KYkQ%2FfhDAjciw08ETminGEMzG%2FwOERVW0AEslZEl4sfr5AYRKGVSMzkDSQ%2FnhkipQ8y8EF9ZRGKCOxRzfpNMubhc%2Bs9lZBHqNegMaRLozjP%2Bg8CUsaVzp5Wd0ZI5SaeSdNAD1HIc0vTPw7SLi4Jpa1gGgtEY865KzsFCn6I1RvKT3r6BVdYGsBPWdVzeLfbxKi8BVQVzd9f83goEpezGYiAXT8S%2FpW37TxnZ6f%2Bog248Vvj9otMMAmzAfvCpPYmXIx6ZAKAwBH737j2KJpWyuPMnFIBfqRrEBYiTiWVjvdx5T7k0dwFjgjLrLVm28m%2FXLNfjkSOzkoh3hangxcOjvxzVDIGSxYBxI9ak%2BDsrVTPAlMWZD7OThbuxdkWjCtGwtH4QzQdpmaBsHV8Yrg1iAK64TC2WMbQJAFFciwJFPSRQ86OtUrnPSODgRE%2FhD4qWAHDlWBDy1KPUCEbpodyyU4TnaIFzU%2BtJJAes10UhzVTNE6fGDGUN33wCgAZYoIz44wHk6fDO7wGbAEwmcVQg1HGGByFjYGdwJD1joA5AM8olCJ1LlTUGB%2FkhlrmbJbCbD4Uj0GZTy06zCTjOeVkJKZzqk0nE4%2B3RmlgDHpJwCwwZKOl8SEEH%2B8TQK7R6TiIPAy%2F5M08zWqjpXg4KWF%2FMNQpvipZJ4KZfGsivxCXyinAY16NjMD%2Bkgtfc8pGpAgSyN27l%2BuW3OjjOCnldBAJLpzjAYdBoh3b0yuYkLj7c6iwxR9NHW9WBeGVYjvaTEHVq2t96HA16vtKz3ZgtNuJgpjnNZRGEjbmQuiQEBJ2BdgHxFDqf0F1dQJcS4sIvDHlCASh65anDjgr07Qa98i8Jb1rAbSdOOz0cM9wlKXm7ugzOMTmi8EbeTBIoHrudZ9RSwEtADDsgyFwnxyfzXecDzLGFMmkRrGWCdnWVnSMMcc4cl7NaF%2Bt%2BgTHgy9s1SV05LLaw7YYgNxNKt2kpiEgpahsRp%2F0tarSWdfS3AdWYIAnrT68WTwX1vtPgL7EMcIzmOpOxL7oZh%2BcoizveUkJVmjedZZlkwkno1E7%2BjVJIoz8APlgweTgHUL%2FGciPnYgtfrq4TtxE4adiNQ2ZgyJHWYWmrMlW6ebFkPaAUwzKsAhoGXxXGRGKFObHKQOqFOnGgkyLajFNwhUa4fqva2yI2DlREZ6p0CNOGwR4XCrS4K3SH8pDQGvZIaDcMPtJUoLRM0owJ0iT9QcdRK5IRIIpAOzsUotf3TbAVvbQH8n5voA6kUzw6LqVnwPkmnYxgJLYiQ7hQYlEsYL4k5GCZvd58ypvZfwO5t1fXMTj11hE8GuAZhX78JMPsK%2FJ0yQqDPk4Z%2BJbbXS1tia0EBwCjgWUJsUI18clQ%2FL%2FH39pOY3jRcZFFfW7bC5v98f%2FwQjY4osg1CYvJfYmKVWbiPLEpDvlTEGLjUbCmh74cUqKtsVVr9hspTEdTKrKSRjqUHkhwgyUQeNizUsUp3cLmGnOoxPIuzYDGHFJxwclXasrQR5Pp4%2FX9adXL0zyaNRcp5govE%2FKIiLMyYKgb3rKpuxbm7t8U7GiR8qcIvzarYOuIr0z8D1QgHRWmwQj1jMXJlqpuDBiVUQD80Fnr7quJElyEAs47dXRoms8yEtA2VxNaYbJmUQ%2BlsKhyYLlk2q0QMXQSsMctgTGOka0GYae3AxbsfNKwpf8YnyAYZzDx20P8xvD5aQ4OkVtbj%2FxeO9gPGmBGT3BiXsWroQWXXm7Mw8XnUAttSlNyNEsqWLOLy5MJLmMa9m7Abm0SuOJF9RWA8VDp5xMP%2FI6LaAKUmkqt6%2Fxs1XyWrgcDo5hjmvshCSHhWpwCludJPk5i4bpUhqFw%2BRmK4VAI0O11JGtbQ64l%2By0LUdW7GarSUUwP47kW2CYDEdvsA%2FTXw0I4OPf2SvJ0FKjn7aZxxwVp2xjhpWMTDxaZMkiOxaFFLydXq16fefH2qVJybgXVpioGcKFhS4AjNTEa5T37zLo22Qv1apFD5qUjB9w8yA0vSc2RMiA7xIsRIGBTWOjHH9SZlK6QJGru7w%2Bq2GoC22fzSVxkr%2BWlT9rAABqi3RiLzDxns68PSEUIxqrqFw8oMUhIeL%2BSdTHAvw8M5C0b29DIIfScMQS0TKwvPEq3kAQvxMTC0D%2B7tnB7QNRliGiWl0NuVnIUY7QMwRkP%2FgVT2WDBX08%2BWLDc%2BiW0mz2CZ3IAvWqesMkIe3lWqMvUDL5Q33McSklm9U0P9SHgPGGVlX40diyUBp%2BpfWi%2Fh9sKTOvCRCj%2BeFIWvUXobOyAxrHlhKFGhOiw1vyKUiNMgN3k9No1jfVEpQEU35laY1OWX0u%2BF%2F3AcQq9opTw0RwEyxVosGLDgIkSdn7hs%2BIHrv2jR%2BJUh2kADlTtyX8HxtYxLUhMLj3%2FFpJAhfxzoRspqTIQicEOQtI1iv4n0xi9GiED3BLS%2BriXyEyU1v6KfcGAWCaq%2FgQ5kImR6wna1UoP6KtpT9XLI4EebxCRQriHsHkCOgDlZM8hJEHcCfGIERpbdeZFFHtE3lBjH2cIQ5p7TNVfRTwBkflxGhmddY2YfZbMF0bFv76YdpbH3dxSKmVVsblZW2xdvOxqSIQqbw536IFhJKhELagVlMG3LQqHU43e%2BRZjx4BJExsLcLX1oShyJFvhFevBTFOUF3Exw2yNBWwMCW5QA%2B7UmPhwM7AMOXRddPg6OxuaNAmiDYRKlcHo4FwUeta%2FLSOUyYddHQi3OFkb4z35KYG%2BxJAOZ8LTMyJ%2FCgARNXgZ%2FC%2BfKy8W7VwKPzhRpDnIMS0ClN6sPMpa421GfuLwApsG0C4FpdCsaLM0NtsctgKVSkeql94%2BXUmITqdGBajY4m4NmDFEk2HiFjYtNLmZSxNY1QM4KakEvIQIFts%2BOJ0QCRKvhCmQcfRAjN4VmYgb58CBUMiSUpcyuEfRFZS0SThDQPO4aFcJiNJUvlFdO0s8RaeSdpOSHscV%2BJAIchHCniOYTsEqhdLZtWVSiAw6hEDO7LI4or%2BkXTE6zB0CA9o4NUeZIpS0Fn7Q8lU4X9sZNCO0uPfjoWqOaqDVcbxBJSAs8RV9IcKmOPY%2FLDUnXDLSYfFT1xyNTWRLKRW0kFxctTIuvuU6R%2F%2F9ApGo0EHrqGH7dEmsI%2BgA0UXpfNwWFxUHz9CYK9toXP6IlTFRhuGh7z3bhwL5qzzoRAF8dkwboKslbtuftJDrshFMoBNaIvpSXyAFRCCKFOKEkzCkB3NDQB2qtV%2FANwHNea%2BAUDr6WWScJazRx4glReLp8vQ8sFtz%2BhqehlJO6MM5NMIc8%2FkWnwbE768NqCDKBi%2BpY288WynJ1CT2Kq9%2Bo6rhlUpRatsVIsacJhA%2Bq8M9X%2FUQMRZhshDAvsXwlZfxDn%2BWCfyJyLFA2s54on9a54PSC3WgchQWZLZgEl8xGrFUqCofhkvqYtXjA9XyewEKlnAtD26XlSvqtdhXOT%2Bi5BrX6S6hHVcqbZ8qbh%2BEzffUpCfTG5HULg9DQQaQ6ENkkq3DvUSAQwcxh24qkmtdRoIMDxOVDdy0T2w3afIBABsQGxnqJaAOY1gWawTUuhslaSivzrXaPcRyGhUkH0R541UbNvLKiY070WOGYY4R%2Fg1rfKhHcjoV4p45o21tldJXmpG0XsOekNlYucZlkAWkVUHtjkSeUbdfBMKrGATodKL9arS5JFVovaKRlOWbNJIS6GHxuLt8CX%2BBYQUYDfxlQrQQhL7z6vChINNDAVVN0rXxaKjegwIPOJf7rXfHBBHGpBNpaeLGFXCBrWAdpIwF6mcE7pE2z4HdIxcWkU0QA3TKjZQ%2FPNc4VwWA3OqmXuoleHBmMRLsU3ENaVgIpVnIWvBLVDYNLzVRdIefms6mo9VoRQZ6cCkQSOdK6KDkWEMZkQyIEM6QUltTfQ1xFpxUL%2FlFho06RSy0MhFQCIEh5FrTToDEgpZU4QcT%2FbYWc9XTPTTM6ZiDUk6d8MHSyFOgi3cE0Oh5I2Tv%2FThHNjxg7A0zwweFEVnLpE0Ai8Q9OWYcdB1zNKwLEBtxjc45oHjshf4AMMWhwwRhRdBnjEU3iL3TIBscW%2BvDMwGJnW4omSkqIJxsnzyWwZBg9lQCsSZ2CK25fZnAEtrlT3WZ1xUoqsQBEiEMEmCZAjQU8EhBFQSUEVhPwf6Ekh%2FQtYOKDqg%2BIfAJ8CuQ0oaANSG8CrQwYJAhV0I0D4CXAOIBYAcYMUAO4A0AuQNYAwAWgJAFzA9A0AgoIOA4ARIJoBoDTBVATUAVA%2FfmHjl6j%2B5Pa79V8K%2Fh%2FQfNvjz3P7ler%2FHHh7%2FPw68DnObsHvPy3cPPA5wScuOB7qBzX7b8SuTXQrw88fvOjUnszbV9wOhztB3%2FrTR53FdNbVFq3a82jxmuwOcluBDDjLjOjALxD3%2FQiP39Y7a5Rt0oNm7G8V06nAGXPxV3oiByNCcCfXAkpuOrai62YwdiJaYXnQsst7b8q9lbH1AhQ4fOtIhMRO4kqFfJyARyYkd8VFgh1WJGVCPlA1ZMLjSDAUNwDDwkxBcqWcEmILYipcSYqtCIqlSAqaSAqUCAqkjRU7GCpiLFSkWKlAgVIxAqRiBUbDiowGFRIMKhYMKgwKK%2FYQV6wYrughXTBCtmAFaz8VpvxWa%2FFYZ4KujsVY%2FYqr%2BxVOdCp85FSnwKkjcVGeoqJdRUiaio4xFRNgKhy0VBtoqArRXysFeyurkV1bquqMqqonq%2Bh2r6EqfoBp%2B%2BNH3jn%2B5M325m%2BzqX6%2F4%2FrnjqtKKqtoqqPhqmWGqVIapJgqjWCqxYKqxeqp52qenapVdqkp2qOnaopdqh52qD3Krsbqs1uquGqqZaqmdqqVmapLZqjdgLkVYtPvgiXswWobLWxLWyK0qjACE6uL48VDS74vVFa9UPr1QitVAa1XzWq9S1XKUq4ilUQUqiClULTqhKdUDSqgSNX2hV9IVfB9XkdViTasMbVeTarwZVcjKrSZVYS6q6XVVS6qiXVCBdUEF1fgqrzlVcsqrdlVbQqrWk%2FZ8n7Vkfagj7JEfYwf7Cj%2FXof68j%2FW8f62DVWIarWDVaUarJi1YsWrEC1XsWq9C1XQWq1iVWMSqMBKoqEqhgSqBxKvuJV7g6ucHVwg6tqHVrg6vuFV6QquaFVwQatsDVrwatGDVnAascDVhwaoyAqiv9UO%2FqhL9UBfq%2Bn6vB%2F7kf%2B2%2Fx%2BtVskpnZEuCUxHC%2B%2FYuIK6NNKiB%2FEzIk5DuCcPq3Ew4GQBYmlqw4gUEVMiRKFQwiMCQcTgAAAAEDAWAAF5ItM%2B6bFophhd3N1nA4zIKh4NARWfqCooqII1UQ4kBYJ2AQsGyO2lAp%2B6Xiqm%2FCkfz5urtugisAuGzxeNHQh1A73Vh4dG0%2FNDkMQKtSO%2FBTm3DojsrbF3jq6kKdaxNxwpKvTKteAnM7mCQ85oHLN5AxXtO3FxElkoEAFo%2FY7SdVN5daSO3q5Y%2BGBpQAYrusw%2BEY9%2FXMmtYT6y1gbXXfGgzHr8ic6AN9hcvHwEYELAoOjr69A1yaVwaL10euR3YUZUZvQl5xZXoT8YeJLqVKFrjMLT83%2BN7REmekLvRn0TLh%2BZMzVhvjjOcuh7%2FDGoSIzhcgAEyu2q%2BgmErl0SoAyvHf0gOOHkuRFZQSSkFEDSG4HCQ838BiFt5mdNnEIYrPlCai6RoN3%2FEdkyVeA7o%2BHQvKrwD5CYAAo2RJZIeP1xRy%2BlJaWuskPYYJ6GKPdNLzxcio1M6LXHJDQbx0X1i8B9YnLsQYerRiZjBe%2B2alDqaPIASEoxCeRAUMVuivCDeCNo43Zi%2BmFz4viBZJrJMbwxhXGCv8CUG%2BGpgMJzaVH06hQdq5woKyZyKYDByVHQl05OpUqPrSuURMAxrqnfhkQENbMcnlzk3MLnnmnljBLSdHj488rWP0ithH7Mq2sETRkNmgYc3AZSu6gL%2BCk4IDhPtHR057XmxZs5enMzU7IR5rdjAD5bhqPdP0mGax4%2FBC5rzvd%2FNmFSTuivxBTftCPQY%2BTO9CX4l81r5FFfrkZ1yrTcaX%2FE35vu8hUNdTlgS2iD0q93mIVdiG%2Bzz6ZoWvKaG4axR1VGYKVxYs%2FhBQR7uUeb1mU%2F3VlT93WVa55WteFObdmuaGauUaHua6G9Lh9q5rpXj%2Fwgi3iPylvEGKzMA9lXBUjbXHUnsEBSjM4dcmrgF7f0G9lwAQt4RLmuXHbpvBr9TrIO6tAdGiB79MRHozMKD8uVjof8zfR8GjzHzhs033A2Py%2BejgTAGqXxpL%2Fw2WVk1lFTJqz%2B0kBeRuJCR5GRySPRQSmUbztwmWP9kLIWUhlXSVdCicr0AP0QVDW1JhE6NsgqFunp2ST1zYgQv6Qnhu0JlL3GiFmbc6pMG8mzBJsoRi1z3Z5NTM0f1ndDFjciaUQqsNg6uq3fi8dFUAWOQGs1VX8XhLFmvpemPhnFsJ4EJp5fMYZskQQsqfYfD9NJDx6cnQ0sTSuR2L40hG49L%2Bmrs3RoC4ghACgxYOijJAtdpXHsZI0rFXEhZYgy3algwWFOreuLxQmZTNtXroCxgYhVHmAFChJHArQSkYK5FLPlzPCQ38AzsClDlC4ke6RHiVatgqkBMcH5a6mGXLmcLkgxPCTi3IYssNhBMcXoBJkK7iAw%2Fq1cJO27YZZ1dgwK6TjpcOKZhOClzaJK94ByvnLhalwYwwHNGbpKKrMoiCUVvMU4ZDGftbGmdYDSWM4M18njvCm2QeRAFzCJCDrWq4fFsh0jgTZAy3lAyEhSb5p3l%2B7zqhPPDOxcQ5kAj9XEi83gCXQDB330FUKUN8JTMzokg%2BMHLm0D3oGAQxNjGVUC4qv3mNqY80W8Wma%2FG%2FRJg0Pokw2Jil%2BUKRbOEH5QZhYg2DwSICOBEYPtpPgwWBiCfyJ0YCZEGKrTfFYsGyw21JEW52PoQdw%2BSszylGkFpTMhd5kWLnyTIQai8z1ij55qLRN75GxKwkR9E1MhMUCbxmmw63GyiBjM6OORqQNMpJtSUqMssFsiIRB3bOWC1CBqx4cDrtymvUnfKZrNpclIQX0iC%2B0SWyKIyxEbrSIkB4ly9nnkYJu6fFFI5UkewzCvGzpCmkfDtvWO%2FvOQBSKG%2Bw4WeOGpxQqahRKjqs7pmglalwleZKZnV2WNi1CBepIZxSes8CtZlRI0GWmUOVcYlpvK0hUKRhWaEyXRViM53DzUU8eSDYlUJQqDMmUYc2RuqTtfeLBUIWJzpxmeJiOCoAXmCaSqYM441iWisAz0U0EQHSkfuH3o9uyZk0g2C%2B1Huy1lYiCySpvTSdjMKwTiKdQVCax08qRNA1Vs2wiL2IyamfCpg%2BlZwXvOo2sB1QB9xIdX6Bj6VzRgd4UoHI9PenyASnBA8k3EjsE1S2ipMclWB3LPJeWzSHOikaNhJsFX5zoP45XxaGhDK%2FpP%2FDIYztiS6vqMPACWcgP2kpZWjOfJBHYRQNI4tp3WUQGWpE8ZqoZEFvYJaFCTkUJPdTqeYpTEWodgDyHYOTQomy%2BoKxLC8BtejPZfK3UMphCswZ56qASoLK60kVHNgZzT8%2FUWcqkls5xsQ57uoPAv%2BCrnsSCROispXTpjPKe4ND10sCf%2FElOsPgR%2B1K2fX5hXhJfNGzBWCpiE4EjGUBgUzovLqcdL1yqDbTutsHLe0YqwBcpKRqcP65%2Fvot41Eg4cbCrFOObHzAyIO3Np2zmgIymMqrmdZ5wgWiOKMA%2BV8kKigbnyOAnZzQK1uMozbw7SBWI%2BtpCLJTN4yFsnUOPsR6JqbOmnG2mYUYJV0I%2FFDRgDb2YBKeBAzYRv4d82IRIjKNJ6kthxBIf4f6tg5Rewqogb%2BBL89Xa%2B8Y7mPwJBnr%2BqyHL3Me2KqwE3nnFG4NiIrI%2BvziW0DG1jcQIHeE7iAwtWHXwFYTmEfOmdkgt4Pr1n2vJwnSQymN0R0NLRTgAHjDVSIfITmkvlvfz7MU64jgUChw5hCXsYgG5gXyQ1osKsxCRhvPgsghFG5zI1CXCBIAwKkjyKLeqBc%2BfEUFiCvfGOta3gR%2FU26my2RNT0gywIO1yxoMTM8Mlfo35lpDQ4jfU18jrE6QiUumMhcIndvm8iDoRH8amzyNFXNUKcSoCnh5AQYr61lElsUE1avUS%2FnDanpv%2FZFa3VH2JIq5OrC2wDxYOhlkZf5BIr5I2JAQY6MewSa45Ob%2Fz%2BEjpgzBQTlG3AdVyHpu2GkjfOxGCSQ%2F4KBsYV%2B4WC4tHrRIEC3vi8DWBGimk2R3cQNWDhpiR%2F9KQZE618tdreVPJR485XjWwoxbnLTn6IZ4EjKrhRraDtVPs4zmDldmpWjWM5L49vWKkkh21cJ0GELX5Hje5CUKJRNkIrvqKWk7bw8b7gYD5fEhk7VgXTHJI0UsIqSimKH3B62CsLrQWXjB%2BoWwKWamDL6RlAYnwhMdNFIyfJuJIyo2hI%2BRLmmREVRHaJdaBYDQo4bDl91nK3Zy7hcqlXpT%2F%2Fg9jl5m4DVYTnaJOAoq7zjeA2QzPBWRnDjFKG0AJybS5gxwd7oVkVIAgAqWCrwA2TuCFHn%2BlQSxm2EjeZemixAGSIByWTtmzQII9iyI6QxlnEfiedIUpRSDRKzAojtJx830mEfqcSqHRLRGSUmpIkhYAfBXhL3h5wRAsiPnzp5CmVoG70nYHSlNBsQEOYNSYjVHmDMCMyyhMYHx%2BhksBoo78rYc0vB6ClzXpCsSQL0xuJj0lRG0q3NgS%2FgqHn0%2FdBeijOqfmwAAwNmamjdRSr62goEAhLCK0y0mqVtUz8B3F3pE3rUMN9wQoCtpvRAK3sFTK3tcPZnt6Z27rdUEcCb1qxd8b7ARVibBsC%2BRyonUCCcPwOsBKtzEuPpnx3V%2BQo3FTRLkQsTzT%2Ft5GIpAhUffp2BuiRh%2FhQEK3waIhUoJczWFQtyb9PP5ODdKmoRpQHa5EoivjH117VzUEyb9h3I8XFhYGY2GgobkujLXrm%2BbJ7HN7wo3WOTojHaQLy5ZQH60wuIar4h1s2FLyTWktIBtEtP6PSDSPebTewSizvHczvHVzmh8LyM8TZbIzBlYhsTDRW2MtA4tMbKoUyaOwZNB0EcTEoAHayrWzlDMhazQx8GCH8%2BXZI4EskKhE1hnN1De89ZjtBMDWCxLN%2B4bn5AnyOhxpTflbO1kA%2F0EGhUliSyMtWT0UMb%2BqEPinhEFYyHEbAUyp8tYuqYDRipLscjyGJA3zbmKdMTMI8V72v2ZQ8R1C6WY4qjndJBCREkDNEWaBovAOsU5JvqCCECn5%2Fq30Wfs27Q1NX3PB1CxWQYK4rW6gl2DEhCJLvzF%2BBEKd6LLjbQMVuJRpueMSQJN40n5WAdyXvuYQeXUQsoQDysgsemARNTywlJKFiZeuo5AiRfoTmTq6hkwijNVgqADIQ0SrFqBN9hK5RC2ZzmikwVm0CCZzso1HPlzzN0IP%2BQCIQZ%2FzA%2FJ0cIiWLfbbDGvgdRmzRiOWxhWyl0iXpQfpiIVEQuNo2d7rj0OZeiVOeay6x5oKlhwZCcg8KUij44xrtH4IX6UM37YQMPXh6QvlpkcPG94IVYA3iwMJ0L8LuuaogTlCTJsenAjL0PQ7L1Pi8hmGJdOqOJeVo7ECLPOdRHN4hjBEITrTPlmX622a1Nkllc%2BXvRIMYsWFbQasKlkKf0TuoImAklJXaN12zLmMOiREi6fUAhVGrkOVhqjWR2eenOmgUY7GLcmbnAqWpftrThQTmBEC5zJQBDcPyN4AoXnInBM2UJew3uo3Osd%2FVotG4JFRB1dhhN21R2ig74o0Jw8ZN7VnA0lWB0lDFZ5PDtyXLlhvcGuF0S6Wr3U2CqpnkDjwB2mBQdPGRuL5x1IFo03LEOsHEh4MKRvE9edrMh0Snaf0cShzOIJdiyBYWbPeMzTRGYsBHAfX1laNIl1ZVxzggRI5m51PG59wVXQ7HQGRYRRnGy89qI5okgmTpsdUtZgAxPvJ%2BWcqIbSWx6tf5yN%2BuJkKOjROUqEcP4y6WDOTFIXxQkr7hHBS7hmbyT8AljD77OJLW4CQGYAb2Pei8bNTgMttEECV0uBXZksyIJd39JlDyojumSt0T2TM5i3S2cviYGBEzQtmTKzAFB8QEcXkZq4YmJ%2FTDWdYLS0Kazft%2Ba%2BC7HwNZAJaVEY3kfqPHY2SBxchsqiGqJLn5a%2FmjEa8QgmABHka5AWJ%2BG18I9w3WjonkFGEwKhtgp0j8YPUeYEncSOLNhhwVJnEiplRLfp6lN7z5sAMYVx%2BA71pVUbhIzIaaNzUbAarADBLMSSoXqKXumbEiOijClhzIbSA5gGB2qtutd0MjQyWBaAzJmfqki7MMaEQAOCXbwaXixbEGNFnHCqmWg8qjxIZ0oeAxEPKD1A7yRyuS4AIRwOrQJ6DxVHVPpAc7aCkBHpHC9GMxBqe9Qt62zjQGJy9sjB5efNIj3%2Fyv2r6z%2BSM%2FzuFE0Za9wOJ37u2rcQy7P6SvWZqCuEJKtvjAUTarXAcyMQRrVOlrD0HTsN2KDiUivtwmgj5U9inAK5%2BC4IqL6iNHhU7OH98NmQILOWxNwJiPwwlnf1QAEMLagJuGLoYUdlqBRDn8QcRAg9AuLhe4myJn%2FEoxUfepXHhZ8Dk0BKaH6znSNmNJJ2IRdEvxoTfFkKRNn0cEvSio6ek7OG7AZljFvqNgRejEgmOwp7toPkAA5CIjKCsWmYPIlxUdVDDj%2F6UQEQZwMPCocey9jKiCj3ryLWjtGlYDdewTAsT%2FytgOZKoG6jDf%2FUzE%2BDBwpk%2FPx891KJ7wcBDtmnc4Zr8PjCwfnWIE7Tz5Wh4XZOloMKHqBYibF9JCb589kpcmC6MqgAH60Nwcj%2BnBhrvYWI7IfIiYD0IThyXLu%2BBjtuDKdFNmVqTy8ELHUIcco0LUngtn%2BupQtGnWSsHRGOZxzUOEULCoCKWugvY7ZqEN0MDmNHqeKtmwQSOPoR%2FZ0KGKGB2wdDYj1CrZsodEQx2TukU2%2FMDvJyPuRgDSC80jH6IO5DbRYrS0rIXfANDM017avY1V29khrSTX8G%2FWm5HQ3j02j1MGoCeHm%2B25tIebrUOsJUhfKhD0EIEeXj3%2B%2BQ43UQYWPGKRd5tI6RgOxzkuNv3Ji8YcsIU0cpJNn1rQt1eBb5t%2Fe6vSIMsxyrbVRxAHaSs8%2Fijk5AW1W3ajQf6DP51FkKbjEEaQp7ThQOL8pUajXNZgjP%2BAGWp2PntYtYtaMRzL3lOTlAMAU2jKG8l3wMD%2BbxPb8RDFLiiPnwnwm42DzJDXbmbGIZ0jLkON0Ub4bgHg3f5pBR%2FoVAu0YDFztE%2Bzps%2BP3bAAWSgSxlY2S3LazAF0KZAmzACvKJ%2FMz0beXxl%2BeIEFgZCLRMTD0eI7mFnojAK95ZgCTCfQOybhXCo6576fGouBIpcPFCU9ALkeU0pQaG70p3LmSrRNvUUN3vI9R8lCXjgQBKD9twFivCVAT47aBVWQPv7zSwNj8Un%2FSFG3FqLOS5c%2BWZHKZKVGCPSmIgHEwoN5C6HgtxiaB5%2BUvBrgQmTbO5rMJ%2BCuldZzfzxgdXp9XgD508hFWCeR8zw0tDDW2xoicZACrgqgnQ48NRFvjGjGQLa0bZ%2FYIPRHYC9plKdMERvlMGhAQeqDBMhf6LZGmyElMCwEIYOo1BZ6PH7%2BWHUp1YWZa7wqK1XoOCvECZSwoJH1Mkaogtg1cnvzmDI1q5S6K8zNTnhUkglWVoNqdHdJkfg0Fxp37eM%2FnNEjkRlbYvQhIWSCHT%2FqEBqUlbxYgGY%2BMSFSRxt4bg1PVnRhKNZIXooJOn0HVNY%2FcfiwOh4kjntxHmybS7MJkM71QCMhZGbYSMrJ68qAj1YN82a3v5utE6PJoWbuOva8RkRMPNZOJG3h4NcQ9LTUNP7WRG34U%2B6pZFDjhFpbJyEq7ddJp5LrxHhOcWeKH5m0I1Q2anhxKm%2BO1yIfm7BGh7B%2FjqYiPKEBJ6cFrT2ZB6TmSyLIpnTVkU%2FYqVla2WfZcp7SSoTzv6vLYtG8AgtXlxfWZxN6Gzmta1EwxIU6yE9s0x%2FZlSkSYE8X5a7%2FVPKA%2Flig684F00nmacRk4WooPYSFBnHTa1ebr6zgD%2BMcOV4BeWlJJLrL0qnYZSAVtBA5UxpOASkxyTpYRBUMiUqxjxU%2Bce5iSPwywJQRsno2JDcLSzoQnpUALmNJE%2BWSFPdsteXHMocr%2FC0IqI26humQ1wKQoHcGmUNYBVwIFZqI1azUTzdFmIOugxHeiO7FGrlsIVmnE3L1JrCuYeQCJCpQc%2F0JCGgQIe79NvrOoYeDQJ2REZcyhK7ihxb2NeHkVj0aI0LIicFJjQk21YaBO4G64TBu2IKBTzYheH2CASyWnlbZNFDbFlJqA1Q4kIljGpwnmhmXbOSQEgWsMmsHkBZYKRUWBv9HZZ1N1JSN64WPlCBOt7zqAJMKpczyNBpzQk5o%2F%2FxDjQg86ozQyN4waltVoDaLJOfWjYqewlULt9QO8N4AqlP%2Fo1ZIqJMaZ%2FORyILlDFoGoeY2%2FswI7MBMVXSMJXCUeRsJjHIU6kNEsAqZoBDoHo8Y8pZtM%2BGL8OLfcPdBbsbvRZuDQcyyrZ42OoTsMJ2GH21od%2FRCfgHrkeCyZfMOkWTSYgXtqYxGIGLcI5gKg%2FZR2xnb1upteR3rcNGITv8oKHpUWdLK9kIZlFfEtPUNAgnOY66o0dWYJq2a0UT3usCxxDZm0UIViE7Q13vLoyXH6VgLZoJt476o2dZ1DSsnihertfmTnTdREBRHm5ASIGxMbMSITKCmV5fMqgFiewxFtxqh5yfCPkmlKNcrJfmvyKlbaqps0Oa%2FBSPXk4FJjtWF2wOHfpFY63qA49US3T180HXmbqEjYsSpRFkkOVMCBH1C9JAJTRgjCWNAjl2MSA%2BvZjADldAJGTIoWBOcOEUI4qwvBSI4hMj8m7WHoFosA0M4Q4yS8XtN%2B5emVGJDGqX8D5SVbE%2F0bWETJRyRFYKQ8umFTkY2ZnV9Lz%2BVW9hgHq%2BHYhsrghzcANy%2B02yEIiJuDFngZnEHSFnTnqDAicaKOgtLZkRXBqGS3bgcqBK6B%2BmV5G4%2BxzA1IlYTTtL30wAPCkFZuhlgsViFEnA5Rg4UXmBbXBAW7JuNvZlXTVsYDMV305DdUPX6QyUFMwndSexwLkpBDsIQ4lUnD9QoEF8QmpcQk8FJckIIkVwvETqBSrIvHRim18B7iqFwNCcFoUKmSj9cSfX37WL%2BCT4mAKH%2BS76AYlpBE3eYErTSL68qrzEKiOZo1mbN1ujQapDrmTWb1s3iBTeQMCYcYfVeS5ks0rTlCPWr9AjV%2FbgZ8To6s7qOr3%2BkRUCKT5GAAUzFlHOkmV3fJEImmhCZ4S5ivYOcC3SUx70Is%2BgfKTQfQBsES9NEX4x0WTcQkWV5JKEJNl0UV8pDmBNnC%2F4qRYIkjLTUknCCTbfLBLJzy4rnSGTntJHjdpYIWlqzxK%2BG%2BRBy22IJ8gMQIibkjgh8Y9Q2H5aenHLwEJg2iDmhQybR8G3gfKxBAZwppQkDi9rFMfLSe8Fgalu2z9mKNwe%2BF24HWYNjNI3zoQfXsIck6YiAwCMhAsEDMvxfp9PxAAxF94h42eFp8V8BZxS3g%2FoQhPG05yIyOc5GxA27VgPq%2FN9uxGcdZCP9PAWYlmmiIlMHE%2FRj3IzE8YKgGEh8OmOkN4KuO6GYyNnRhoWNSgmY9%2BVfMfhBm7xIwZPp7ggg%3D%3D%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Fx%2Dfont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFsYABEAAAAAoUAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABgAAAABwAAAAcalXC8EdERUYAAAGcAAAAHgAAACABCAAET1MvMgAAAbwAAABDAAAAYGenS4RjbWFwAAACAAAAARsAAAJySvAJmmN2dCAAAAMcAAAACAAAAAgAKAOHZnBnbQAAAyQAAAGxAAACZVO0L6dnYXNwAAAE2AAAAAgAAAAIAAAAEGdseWYAAATgAABODAAAiTweHjMhaGVhZAAAUuwAAAA0AAAANgJiWP5oaGVhAABTIAAAABwAAAAkCjIED2htdHgAAFM8AAABFAAAAvTBwRGObG9jYQAAVFAAAAGrAAABuDSPVk5tYXhwAABV%2FAAAACAAAAAgAgQBoG5hbWUAAFYcAAABggAAA3zUr5ntcG9zdAAAV6AAAANAAAAIhLlGpmlwcmVwAABa4AAAAC4AAAAusPIrFHdlYmYAAFsQAAAABgAAAAZYr1LmAAAAAQAAAADMPaLPAAAAAM8MFvIAAAAAzwwJLnjaY2BkYGDgA2IJBhBgYmAEwltAzALmMQAADagBDQAAeNpjYGZpZJzAwMrAwszDdIGBgSEKQjMuYTBi2gHkA6Wwg1DvcD8GBwbeRwzMB%2F4LANVJMNQAhRmRlCgwMAIAC2EJ1gB42s2RP0vDYBDG723aSIrSUESsiHcIWqqDXbvFRe0gBJw6tTgUCx2Kk926dusixc0P4OiXaQZzjx2cnNRFhPiagENdHBx84P693P0O7iUihzLbJGM9mb6tTFrnTWhjSAEVyLfZCgnt060U5UDacrdd3vnYNVWvWlJHPa1oTRva1JZ2tKdDHesUHiqooYEjNNFCD0OMcY2bR0qSr10pcc8S6QfRaEF9Fa1roKElnutARzqBgQ9BHQFOEKKDAUaYYJoSTfKWzJMo6epSPI%2Fv44sHJ9qI1malWVEqsi5lWRZXiN%2F5lV%2F4mZ8YfMWX3Ocud7jNLT7jUz7mQw62ouwafyvj0jfW5KzLLTZkX5EpX6B%2FLXfxYfU3U5%2BPg2iWAAAAAI8AKAL4eNpdUbtOW0EQ3Q0PA4HE2CA52hSzmZDGe6EFCcTVjWJkO4XlCGk3cpGLcQEfQIFEDdqvGaChpEibBiEXSHxCPiESM2uIojQ7O7NzzpkzS8qRqnfpa89T5ySQwt0GzTb9Tki1swD3pOvrjYy0gwdabGb0ynX7%2FgsGm9GUO2oA5T1vKQ8ZTTuBWrSn%2FtH8Cob7%2FB%2FzOxi0NNP01DoJ6SEE5ptxS4PvGc26yw%2F6gtXhYjAwpJim4i4%2FplL%2BtzTnasuwtZHRvIMzEfnJNEBTa20Emv7UIdXzcRRLkMumsTaYmLL%2BJBPBhcl0VVO1zPjawV2ys%2BhggyrNgQfYw1Z5DB4ODyYU0rckyiwNEfZiq8QIEZMcCjnl3Mn%2BpED5SBLGvElKO%2BOGtQbGkdfAoDZPs%2F88m01tbx3C%2BFkcwXe%2FGUs6%2BMiG2hgRYjtiKYAJREJGVfmGGs%2B9LAbkUvvPQJSA5fGPf50ItO7YRDyXtXUOMVYIen7b3PLLirtWuc6LQndvqmqo0inN%2B17OvscDnh4Lw0FjwZvP%2B%2F5Kgfo8LK40aA4EQ3o3ev%2BiteqIq7wXPrIn07%2BxWgAAAAABAAH%2F%2FwAPeNq9vQlgG%2BWVADzfzEijWxpJo5FkS7IkS%2FIpxZJlxfGR4Nx3yM2dgIBCOMIVrhAghXK0CYZCKA0tKSyQco6UUNpu2G3pwoq26hnSQrcsvVhajm0hu90m8fC%2F981Ilu0Eyu7%2F%2F3EkzSXNe%2B973%2FvePQzLtDEM%2BQzXwnCMwKRLhMkMlgWefS9bMhr%2BbbDMsbDJlDg8bMDDZcHIHRssEzyeE6NiIifG28gs9e0%2F%2F5lrOfZmG%2FsThjBFpsgv4ZcwMtPKKExGsecUUlWsWaL4M4rnkGLIKu6qImRLAdLJTOvx5KOpgizmxIIsRKWoLKTEuCikCkXCPb%2Fj%2BQq8CKeO1TYPTzqgjtHLAA0G%2FtH7WplFTNnCMJ14c4He3JAtE8bSuW8W4cydRLFlFMshhc0q5qrCZ8tmC54yC%2BbOssWMmxbG3FmyU%2BgCJCrW%2Fsgo6SKj6mb14PiWupmMUpwN%2FBf4Z5gCs4VRshmlrVpuy%2BJPtaXNFI4ohSOSVQwZpTmnGKtKMKtIGcVaLUtWvFByIWTTM0qBQharlkKRLHy6St2kU3FllXRVcWZL%2FaSzFCuIbkXoV7rFsrUl29%2Ffj1Qs5HoL8UKur9CXy8o%2BOd6bZuMxBytEhahRgrcwn8sOs%2FmcUTDGY6k0SRWLlxleL96WWHzV%2Fg82Dxqfyy1ZFPb3z5npIdcX1YNGsgvezdP6Z%2Bek0KIluWciGzc9Xr26dcRGDhcz%2BeLjp%2B544fwLC%2BunBbxdpw4X033FRVeOdDqD09bln7rwqq%2Bmn7yGwTGpkFF%2BCXsA%2BMtNeYGrEoXPlAzayANRK9wtx7YiORlGH8Pavx7Y%2F%2BgD0sW%2FyJ%2FESEyEUbiM4qjCmBHFlynJ8BMlMye6S1axv39aD%2Bf15aLZvt5kPCakSTxmlLyygzguW86%2Bf80TT1yT7up67pIv%2FZIdWUPeX3H50x885dh49S8eCNgcm5Bt4FXkFeAdHuaBhbEzTJ7IBZIQzQYY9QpgcXQF6VIPsuvZ9TD6XUU8qG6u0L3DY4%2Byp6k20jW2F36H%2B%2BjDjz7kX%2BBfYFjGyLgYRkgAexN4Ffp6MyQZE%2Bxk6b%2Bfeog979DaQ%2BfY7Q84W532zf9%2BsnbgdHvK8YDdXqMFwKQwZibHlI3Iz0JV4WAaWTKK6RCQssyZkHM4AzCuicNNkxEY10qJK0aJCNMpHxV5BYE79iaQUhl7fez1YpFN4u87GBPMl2eZFoZJhklhmOTFhJgUHETW93qTgsFBJDhm5FtvX34SID9r0fJ1bvfty%2BetcljGXBYH7H%2F%2BkvagtKGDPXP32F9dcvDyvkJ7QD65wF1msXLf5TyWseWiP8AANeSP3uX%2FhX%2BA8TBNzClM2YEYuTOKXFWaNMZozijkkCJVFcmFskExwBwAdg9Ionsfx7rcrXK%2FYhCB85mS2wFTwNyvyKLi6lea3PsIIxjg%2FLQetwsQkrwC8XmdxBhLEWB31uVr6XMlW2TSDKzWvIx0CcLFJq9JPXj1zspnXyTu735XfZ%2B8h%2BfU31d2Xq0ehJMXCwLpWsZepP75xe%2FCFRp%2FFpn1%2FLP8HCYAHEmUYEZhDiFPOqqlJo2le4fZMJHhjZW8Dk5I88Xpp1599bVd066%2F5qr1fbOvvWXv8PDjt1w7m3PN2rKqm184Z%2B4CvnvVlln91950Y3nNmvKNN10LtProm8x8%2Fj4YewtjA5aKenKeKPGYiYcrLCD%2Ffg97D%2Fmluv1u9SZ1%2Bz33slwLFUV%2FUmcSj%2Foe%2BWf4pHzY%2BBs%2Bxs8odhC%2FVAzxwERypuSnIE%2F4dY8sFORUIZ4Spt5n9r8s%2FM73Fn33naXLjnNH9sqdv%2F3Cjj984ec%2Fn8C7HpjHeZKPJYdIb1%2FWFyJeY1wiEhlNzFT%2BR5mZIKN3EVK8L1fZqihbK7n7iupHdzE4%2F%2Bj3l9B1yco44Xdk4JoIE2dSTCeTgRmhMGUGOYivlvwtICiFjBLLKaaq0ppVrBklmVNsVaUtqzgzSkdOcVWVrqziySjpnOKtKtOyiH84m0NyEKWXjiNf3WeyubytclbhXSii9pntooS7%2FqrSDO8aV4aySkt1X2tb1zQ81eIqReHKRHt3D%2B5y1VIeBZPNCoIp2NTfrzjFUnMIBVQPXS%2Fz8fykF0pBmKVRcpxzvHJ0f7H%2BD8TN2F76OjB%2BkF%2FSeAnKUhBOx7bWjzC6fNPWRifQMMPMZEaYsh2p15UDtJFkoYwySEnTC7wxi9LDRddHP7y7Si2AOBCtvapMz5ZOonwD8qEPJK5PEmFMo7FkgEzcJ59wPgRcIIVCkroZ38e32fUnOpNtOMxe3LAz9sKJzjAgPSfjvpw5i7mUuZG5C9ZqSoXS4EU5pEOpt5hFSpSWbM0hLUpzroT97kzp9C%2FAfmu1tPqWLFBnFKlTciHTmYH52rKUQtNAUs1aAdv91dKC9fjpKm2AY5tvgu0LqqVrbs9mS3dTyuFcGCDabOgksaSY%2F%2Fh9kv%2F%2F9vqQVEGCneCNjP7fzmfre%2BTR420e%2B6%2F%2F6wWwztbkReMYr9V5fJDyeC%2Bd%2FktySnNVmYOjqpyOY6qshhHdMGFE5ROMaGnj8UfP64PdPjichF2jNPk8jgbyPZV9UY36H7f%2FydRmD%2BDO2Bx8P%2F52I83Hv%2F0pKIoyPMTE%2BA%2F4DsbAMLA4pEgqRB7hsgfHvvYj8rJ6OtcLWz%2FG6y5kLuTn8fNATuN1BTORzUQwkwtJUH3rIAmS4EH1LfoGH8MT9w%2FiNbBWTdANUszzE7QDUAviOSVUVaLZcnMI1ZzmJGg8oWbcDEVAv9b1h7YG%2FSEJAiucVRJVpSVbTiTx0kQcvpVM4GayGb6VqGsZ7TDSSdAyyqwPRHa%2FkhAVd78SAK1DdgUbtA7ZDVqHq78UAu1jH2OQ%2FHiuSSx7A6S%2F%2FxN0Dw7keU7KSXEpnv9YPWResQKi%2FhO0EfUUvAile412X6a0izBnHE%2BzapmqWUV1zeo51KyaQx%2BjWz2HulVz%2BBO1Kw6WsY%2FHDLUG8r6O2I5r1VcFH1xlqiH2InG9CIhRXZGR%2BQdAf2iC1X4ug4ajBdDoouuSUC0L1JgTwJhTBFfJBhh5qmWbBw%2FawI5Ck6lkE2CQZH9zHACnmpm7IIE26wVg873JVN7nBg2NjaVZok1g1HfpBJZ%2F9vj5W4%2BQs49sPf%2Fxn522%2B9V3X919Gvl1SCri7CjiAvU8aRt%2BrFC5pnTkSOmaSuGxYfWXz2%2BBq%2BBiYhtfs2DdLTIE5FKprsdMY8o8rjgmWy5HFFdG4REfRMIESFjBTNbQcVZLIpU2BbCwCRjHtb8iGCNdFRj6CkGDhBxWbWh5g6KwAukWZJr4XfwuZj5zMnM2g0ywoqoszih9QL2VlHoLqsoCV2kp3AMWtFVApwUM2lBDwPZLxX1OKdePrNDqLgUyYFiWVgDLlwRQYJTF4j4umpqLZ%2Fvcpc6TkOE93gjrixDBJxdkH2zmsjPZvplE7iukCn2wme%2FNsMkMKSRTQioJm%2FGYkzU6ScooyIIRNg2oFEpeYywZNN7POvzciu7BWw3dPYZkW6wpkzSmM4bPTZ%2B2gvM7yZcMhi8Rl8yt6Br8nKF7mlG7wpDtMtw6kF7BBezs%2FUZy%2FrbyNvjPnhJtTxp7ugyfG0ifzAXhlMFwP2sPcid3DX3O0NWDX27uThpzHYbPzciczAUc2s87AtzJmRmfM2TSxuS0wPpt29afsm0byEKBKX70Ea8YvKD3j2ugBeYOphzFudYK1v603iwsFalMuSPblwN1oakKKiYqFY4uOJ7JULsVzPvgIVx1Wl2lBM7DrNKGmmk50UYlFAMM3eZCeaRMAy3VVeqBre6s0ltV7Nlybw9e1OuBi3pdqGeCUESHAHWi4CJSX0kalhMPqJ3aFrKSB16obnr07aLTQjwD7aSrfYB4LE6H9ehbVkeRu2WgfWxO%2B0CRyhjkM03a8CRrcRbbBwba4XtZq8Nx7BJkvvbBwXb2wNgc9gBYxkf3a5uavQR%2FBon%2FNdggXUzZTPV14HvQz82HUFc3UT0bqQRMXzKYQPAQOlnNJF5zurCj7C0V9SD%2Bsaewt4xtHduLcoRdj%2FyOAvBtkBMORmRiTBmMpU6CXA%2FSzlgtGwkSzGgCieDRZhPVSesUISIpOqzkV2TUYT32jNXBriddAX6b1aHaxs4A9Dg34o4ylmd4%2Fin%2BKZjDHuCB7Qza4M6q4kUhW5a9eBtZgnHx4JBTwxAgsMOouUpeQHD8ogBcJLtwcsO8R6Ox5LWDnLJwDg%2FMrJIow46Zd6Kty5S8TtgTGLsLT3nwlJGINl0Qu1tbeLeL5Vta3boA9qCEkPg9xE3mEPeePer76gH1fd%2BHZO2HH6pPzAeR8Y3GE3v2sGepT3yIp8dUIOlBaiuwHz3IMAYv0BTlVVq3soQcYgwWlTNDHQ9O6nggZmRhlGO6tIqTHAd%2FJMrFOU%2BOixfJsz%2BVHvb%2BhDw79lb7B209bzY9wSvoQDm6gq4FhzW%2FD6vr6No9FzFlK95TuxuYICQ7LirLvIC35hlN9NuBjhYqK0sCD5KKNYOksosgX6lXDL0g6KcEiKjtRf6kvoHyU30Dtn7z7LPUjwciFP14lSKMM%2FAr2PfPAhQyE2bO0TVID53LBhjYCB1YsaqI2kIKymSzqyTBFiiOLbikiqJ7v513y1Q3aBaVcL8iuffbDB5fiI6p7IE1l5jMTFBfUXuH2WyYpUsRqY0kR4U9R87a88bhN%2FacpX2c%2FgFZ%2FcEH6lMrdlV2HSENJ%2BCDZdWnPsDzKp2uwLQTeTbIbKzxrM6iTQ0sipiAjeuv82UzYgJ8uR%2F50ouY%2BEVF6lfgCDKnj2LicSImRoGhetDxWZJrgokcF0%2FEk8uPHNl1Yq5Uz9ZwoUzC1n0KiE%2B7Lk2AR1xUsWcBJW8GRwKMbzOocjxxUJ0sL3qiTTVZmJOjhRwXrXAt%2F0pA1m23OiqVLOnKVjaOPRwgv0LJpSZg4pO3YJk9PIGGEuNn5jXMe6RhgNIQYLDVKRcEyok2IAxvtnA%2Bf30aU0L55CmE8uj6SAvMbMOJyPQhmUHaJ5OJ7IcRf%2BpJOH8nubsCnFvTmZqZVQy6mWFsxYwSADhDFE6A2%2BkqWTReDQOcFoTLwHu8cgCH2CyWJB%2Bu%2BSKOPGHMXgkPB0SFAu0Ns%2BhAjnuNLUkXOpmFqCjAiu4gsq4k7TqifhU0otsvuYeM3v2Vl0EjYn%2F0rqYWbQFVCTSqk%2FHMdaftZjQdj6Hwupgocx1TFnE8YX75qmVfBOe4Lwhz3I7zrmw34AE7gy7ymOacgIHXGDdYLcUBGReqMaK7HwF%2BXjBYLaCbRBH%2BoLtkNiFavggsL1EqHsx4nQGd6JrLDrApiNFCEt3GnBgVQJHpy%2BdgTsZjKcRuy8tfuVvd%2FMXNt5WOLCSj9HOXdphdj4rfdXh2xZESLk34SY8xsOoVdZ49nh9rBaOYMoo%2FhyIumMWgRHMOBy2URWnXkkMxE80ir7XmUHdPZKmJYzpUtrm8qGxYq2WH2wdbqDCAtMOVDZf7BBgaqYaXBxb8IRKVEnntpfmMuFuOvVlzEqEMHH%2Bh1wnd8tryr%2F0f21us7zbIa9SHQF7LOHYtmo7TCiN2CEalbAjioBlQUgdduNQpDgC4CQ86QIdBBYgpteCqxjsMQToz0Kc0MG4w5xq8SaDcaOo5KB9bVpKulVuoInJsK2guIMWp3Vpk17cPVFZu2bKyAgrMXjjP%2FmEX1cR1XYH6gTiYy7K2rmEkAbmJq9J4ApAQ5K5nmITZYVIQHSTNGQVAe%2FC2a7ZefmGxve36W0Zvu%2FJUL9KPjA5Os0ebDMtPJodPnmtpa7PMPRnJwuly6n7g6h7mJOZ8ppxB6gznlGRV6aPjHAIyjei2DK5iMaBNZ1XpdJWysDVQVQZcJRdVG0qzgbWznUAjmzXUTKVJMgOzU3B5vBxytw3WOifKObFuxQyTljCRxvfTbMzBSh5Rc0sgQdEtkZi077CCQrfj98T4%2Bx1085xH3nj7jUfOqdhMe0w2%2BsauH98mHpCSVtJ1408vv%2FynN6oHtb0r4QvwvSvHXiU%2FxAvVXnxv2NbleIVfz73NGEBnY8SoQTRESQHjIzJYBSkwczWpzyo7dsyv%2FSejILMr6pMNh2q%2FxW2mv%2BVk3AxVExyHUL6JehAEfz1RABtDSIGYrf%2F2gbmXXjh7rfar%2Ffnbnv36rX2X3HlPbfy%2BzZ%2FN%2FZX%2BZogZpHEr9BKH9d9G35BHEzwRGB0PrDb7XD5ZW94Jgwqcw6Pxc4BEE2KC1O8PVpIEhrNcQMuIaNCQeygsZwrXXy2cbNw5aiR3A1zH3qyQVwCwJ24tXHLn3VXT%2Fd99YZdpxFT%2B3VtlU90%2FroBUEYGbAwBnlNokM5nZYPstZpYTonF4adocMEbc1XJ7z1yUGcFMOdW5RDNQyonupXgslimxRjgSB4U8C2iWHAtgL1ot9S5Ef%2BcKNFpKhjD6RqslDqOSIc07ZkfTJldV8vDuKqWtnUoHdbnMypbT1M%2BSjpk7y8TqxLskXKUCfGfOAtgeqJaSi%2FDTVVoClBzJKsur5f6heSjLToaLpoVgZfJK%2FkDvTFR9CwlY0Nvap2OosxRrAgp7vNOpnRoXy%2FyMAfTZhN2zzAZfoK8wODRrNiV%2BT1SM59HdkstH0ZmuCUcCLw6EIofqYB5UQ%2BqRwYu0oyAAorirXc2BuCQoQuFFDqPdTUaLRdVGtSw0xFF4dmkWueajh%2B3K2F78wEuobNVlbBcIDYwhHsB3lKfsAfwlelGxAltF7m1kzgqK4814EQpo7hYQvnM0P765Pu5T15PNmvVT5r3NOLr2akkKZbP0GNVcW2nQUPMwoGyxZVGtRX0QTBQryhq0S%2FywBZZrk%2Bbxj1dRSJdcGMwQjP39pSaQ1jScgf5%2FNCGBPCmgmIwrDXxK8JnXP3Gfol2pryKVCvf20RWwxb19zF857bTjfk7Q9QRN1xN0jxZPtTxUZmCKU13PLQBrMEYr1fVED64cZsJ4ZV%2B20NebSsYEAhbu6%2BwBsOh%2BGQqvCofwDYbgVxYn6Ho27nerQ%2BFwCN%2Fo3Cdg%2B%2Fxav28A5Ld2Zzmn3VzxZmu2nVmL%2BNH774f7%2BwKU55rIVAgSOfSeElA4dUB%2Bod0Q3lhrEY9kyYsIktUxCSQF9%2BFkLfao0cQCs1y3yjS910qXEktVsUwwpy0MejQFE501Au4Q3kDplBMLoLuBnhMVi89yXymOuYvs%2Bzx59pgfWLBIhwBj93S9LMH9GMBA7E3COmyUKuRF8mJIOvamFCIH1Ln8Nm847G1Y91A%2Fl0G7OYUpJxBGsJAs1Ga0cLXUCkXIljnLBAuyjaIA3MlmkUFNmm9E0FyzJiuuf85UTPPkAYOhGg%2BTOyp5YItLE4RM4ArDBPWGCPFRlaEC6gCw3LE3823siuEzWZdFHba42JEk67GQwxYPm2StlrG9FhwDmLNzKhX2ta1byam4lh29%2BUsWh8OCbxPyA0JMgukGvriUZiOAqGvPKN2gpmVgMhFM%2FAAsItVyhPonIxnALuIqpejyXsoBKhEYBiXQX%2BpMAUrR1kQLXTS622EvEoujRahExVK6BwSax73fGghmpmmKkZbdoPko0zws2A7WSbMcGHSheY0x1uvD7IcYKn8D7dzbqBzt4p25wqqOSvvKGWmrbRdoSsXRyuhoxTi8fnh4PQHq4FWoNJma5uY7YUfyDrSDKQzXjJIWvGj4TKrv5enYPgs2cQxeGvfZc0q4WmZtKN2JEs%2BUWnUtNA%2BW7EwSlWEYpGg%2BmUoTWOviYAA5iJMQj%2BzJk4vbh1s9p5PbVro68%2BRrsTZ32GhUbzxDvczfbOtwOsmmcvrKEV9f15%2Fe6F43MkI6PGmHnXvrmHtaky0oCORfyStfUL8HPIf%2Bn%2B8Bz7WAlOhhzmXKLQhZtKp9Ejo%2BHVWlJ6NZusBhdJT4Q3ANLlZRWLYwvQa065ZDIjArHaVEGkbJBwPTHoWN5n6lQ4RdpQed%2F4BgniZHpLlU3oDeSxyJMA%2BfJJ5CuwGHKK9txEFHZc2%2B1gj5xTXflqMxqw0I3du55bHlla%2BdctMNZz70%2BSUX7d19ipBr4waa5ZDdKcwnyhcKZxTaTAJny520Zd7qu5dWNq4%2B9ebi9UtXbqzPS%2B5Sqnu36CNBaJgWxIADo94oovR0BAS14OnDIUjlo7KDcxLO6JOlytIrTE9b2uYbzQbydTY6IxYwGG6yTJvfL8zOcCdPb%2FUQjvT3m%2BKphM127F97B439DPvRc7pfyAxzYBtTbtLstTJr8OGCYwOut1GudwHXW4AjklRQahouWp0wW0AHCFFfQ9lPAzn%2BIAZy%2FDSQ0wRf82trk7OKc6ZkAdlaMlDbLdKkxSRsosLDEKRg9hfkuJgTPGIuCjswGp1ElIHdCiKYpJy0ePHiG26A15Fd7IFdWZeUjsYqRXVzsRKLZrwiqH2PP37szce5c3CZDaUkM3vsmWyxmOVWsmYpFaJrUPSjb%2FB3gfxDfO9gQO0CfNkqNVEb0bUA3E4NXcuhT49kCHSbfazJTFDRcfnRGgJRRsUCawL8GRDZSkQE2R2ksnsmASRlAWQfdwLUo49r2BU11L2ZcdTTkit3g0YZ7sd11Me2IOrsnTXU9XyBxngqowsgjHLSZeDT7ockfglaYkf34zvXgu%2B4hsD223TbTyOY62kEcy%2BoLris0IhL5WO3%2Fh5YxUn7nk84PxHW8e3KCcOtdXDI4fqmuvl4R48Db1L3MoJ%2B0Z3B4EAog4kYQxmlt4q5GHq%2BxRCZGCf25D%2FdfiMmxUayVxrHozJhELSQFwDPXlTfVN8%2B3tGPx0vDSMPuk%2FASP3W8%2FPijdaLtcaTIrE%2FYRJRMx80twPyRlTp%2BS2h%2BwRyaQ3M6zaFZTfMLLqL5BcUsYrw1hzGcK0FM3IQ6QtnVMi1Lsw3K%2FrbpaPXc%2FL%2FKDDle5sf%2FjZa1IOfHv6G%2FZcIc%2FsTtT0H1Y6OfZoSMH%2B3Wx8cImmqQ6WBmMItgZUSrPUmz3dJA9cUZNDQ185yuIBiOBylK42CfXrRNSPg495XHHkPzBmcOznOcOTDnu3BbPTg%2B%2F1VbDWoUBWAWohxWbfySo2%2F9vcIO%2FhmpjSI18ONswFdmyrOoP2txRpl1SJldpehO6yn8H3HD0LNHpulo5NPhx7UUo49XKn%2BvHD%2F6FjrV2OQNi4uLdR%2BRwr1NvTrdNHMRphhafx6qYoP15YW108zQfAymxNt15y%2B6XCammYHl0hVh3490dUXG3JEu7hYw1z3snXR%2FC7yTopa4yzXMcxkoe4o%2Bu2G5r4VyaR7FBN9zqIquED38gxkVoQBAJPYrkljyuKniApCVXR4JXRRNouLtn5o4N5MYUsQjRt26Jh908%2Bs9gYDn6F53sPhX0rGIJN495r9o2eZlyzZ3cYfdwaD7mA3e3%2FvGZx8kw%2Bqb5LD6Izy3DOh270cf8s38C4wXtPQhHYOQBnuEwq7lgKAz1qQFrJokIJ2dR1hDCKvA%2BKme4ekFayobJl6qtaf5VBJ5iZoYxnuv%2Fel11%2F%2Fk2oUL%2F7G%2F3xI754wrOme%2BeP%2BFm%2B6%2F%2F9Au9o9bf3Hztlf%2F%2B77L%2F3tkxBzbdOmexZ%2FfRc%2FcjzrVeHxNYhaOR9e8WnTN1xBd82hEldHDJuogYojCgJG9ktcDihJG0Y4bQ8uJsYmhs6VHFWVyxMysfvUItxZguorhuX83OBkf6HkMoM0VwkbU6oU0WwgTuZBmU8m%2BmcRBrppz8RVXhKWFy9ctnZlYtu3Lyy%2F%2F3k3bHKed5hJ8aYuTNZtPL5BdZ37za195acP8u7ZcfcVVn5t7ygPFAd545je3rbwoeLbRt6ht4Y7e3CW76vbyS%2FxnmGYmCmvlOqYcRGo4qxgVwAFL0QHToktIDV%2B11IbUsGEcOBRG01HxiaVIDAliwlCxFNJCHry4ryUWT%2BguSOA2XhYmKDoFSWO9RIGkzIBihrzzKLkk8m31FTQIyeH2gco7j6oHH32H7P8aefBydRP522WXSaejo%2F3Rd4ymb4ORaMMrb6j85tF33rkwSx68DK75n8suW9M8Hs%2B9D%2BZSM5NmFuiYwbSJZZRUVTFrs9mlGAHLDMXSXkWHIlOKuYAFpVArsGDJHIS5lOgv8Ub4TNantmwU4uO45GuokGEuQiQzkWIOAyBjYG9dc%2FdkZB4Pn3%2F%2BWeEQ%2BYz6gOBfMHvt7H4NoxUt62sYPZAHhEg02esxE%2FJTMocM%2F5J1yLnZF4%2FjtZf6AeK4%2FjfpeJm1EWvVcRkP%2B1P%2FGY3wC%2BEI%2Bi8wqyoK42UGRPf5wObXxqvUEm0QXicYLTObIinArWtopKw%2BMhm5taSJLdyhrrxHw0ku1VCaW%2Fk64rRD%2FT2eP%2FmLWn62lpckM3OZshux8FHrEewbs1ao4z2kcFnEzUQLdUouL0xCI5VpPswJssswH1mxxNio541IsEaYSRw%2BzCQPH2bMZ5bQGwoCN%2FU96g2tfE99Dd4r7Gmk7WXtyMvqL9WDL1eoM%2FXlcfv2FqCxB6isRQWtOer202gL8Ej1ZA4tgkHgT1OAKpp6cli10Y2spuWqi8l%2FHN1P3lYX1XIba7IeJX1ZQj%2B53YkZWX56F7GGNVMLSdXuMn4n%2FUY0e2DKzdSAfkN%2F%2FaaEub2up3j1eg7MhREy6O3CnBft129ne%2FE32SSbHP%2BVBn%2FcEuRCoC4tnMGrKF9WmCJ3C10vIwxTmJTQNjnBrXL85N1dx9fe9HsX%2BSX095nCuCtKcwg2fmkXLugN30M6t9Vwpr4KQyPOwDciLNDkMNs79kN%2BCSKMFSrk7SljRGMZINlzNebksyg0AvWfIZPiWXk8BsMzrrSiqoV3gNdz4yYn%2BQYOEtwPswy4t2t8R2F1aHznphVZ1qrOd9Hj3aur8U70PhPuocUfQafh26hO49Z1GlRoUFQgO0%2FWzaNkgpnGLxl7%2FUhdCydOthdo9C1G4P7Gf53m6GLqbepb7Io%2Fqw%2BRjX9m140pfyYbYQtxc330M34lfyVaMwkzKRBZkOAg2ag%2B9Bd2UCJjyov00rGXfISMlTRZxzEc%2FzT%2FNPXnjtDMB0cVS9YQav%2FUzIeAnvmwDzMfqP9CwjRZzHuYmvWQAzmBSmVcinN7iAfkrGfPHvU99YD63h0V%2Bo%2BmO9QP7tlDTqaHJ8DlBB1iPC8J4XI1wGXX4MLcIPsEuGwWjGcwsMTwsGqWiLF%2FMnjRfHQKWFh4cRygptIqS2HS9VV%2F3QmmUUggcEebC8Uoj2DYpSk3lwtyIVVICSlBngzEqld37Hh15054P7hjCixttTPwPhEmcSJM7gaYPHWYHOMwOafABJwlpCZDs4l4ye5n3z1vCiS3qO%2BQ3c%2B8e54WTx2HYzozyFxEIemvKoNUF4hS9bpXG70hOtfCVSWsuWUBvmGAL4zrTbQX1pu0uN%2FMt80YoMOYGtSHUYmKSgdmKpdtzjQq2r1iyUim4JDLood82DCD5hV4jYKDl3PDfL43zWGlpAf4cTKGr9zFOwUja2DNvIP3cB6fSTY4UyE%2FqRjc3bHmeM%2BcnqbsyXOTt0%2FlVzbAGm0WwcCxxOvy2VyElyNDSc7Snl2fzS1p8xv9%2BQ1qujiBPhjJHahxtEQXZDdN4vFVMdeIH3ftltxSjYd9qB1PRbcQxYgnJpwfD7H3yKgWeJwK%2BB1gEBUrcL4xDucHS%2FMCpuzV43ARWhDFZMqOQDRHi6jKtng3jQNMQ%2BlcNjS3o3%2FDUy0L4RT6N3pQcwUVYl8sns7Q4XPDniL1lxhMywn1K0Qsh9vatThePjdMCvmcFGZlQMBBBCmeT5NUDtRxONpXiOdzsAsH4VRO%2Bl7kts9X%2BrZscv%2FgB4HnT6l84fbwBv%2Bliyv39b5SCZy7qLL4Ev9PyeHKDfcFKxXvis%2FOrZy3N%2FrSS03337DwYv%2BPfjTtq5VFF%2Fp%2F%2BAP5ogUVjV8b8%2BYi4zlfnroJWM%2Bb0yUfGn6YM0VzvrzBiclxNC%2FgBMlxDVkPJ0r9WnjbbRfX%2Fp84ffNXDVcxU%2FNVJ%2BMQnIpD0wQc%2FJNwCHwMDoABORH0m3as%2B%2BFO9bETZ%2FjFd6yr7lQfnwJzkw6zj7I%2FXy8O1SR7QIOZFofWcu2cXgqz6NNhdjQdJ9dOJpji5aHpXb2pKVAPs9OLVz75YXXj5ic%2FHJiab3dFkS0Mfzj2wcCHT27eWKtXPof6KYxMkObcYThW125KrAEYm6HKMc1kxuLhsb1snLxEs5l%2FPuX7ep5J7ft1XxXWoIOWpH2fpqx2qQPqLNKtwfBDmKOLYI4aUU8yUC%2BQQHOw%2BCr%2BUIk3NKRVIyA%2FJC%2BSA%2BohrZx5bC%2FWFOLvfAYG4a3a7xhrv0PGfweWCcXYrxdug3ryGdIGsHSoM2u%2FU6PJv1K9DauowZhG0B2ccd4d%2F%2FEgXnWW8g%2FbK7e8%2BvT5JuLUsGBb51zVKGuM8E2xlp%2FlyJScuo4nE%2FjzwEuMyjeT5E719Zvf2UmSN6ubbyaj%2BgHOjEdgF34vxsT5nfxO%2BnsMGLpREWxd7VdiJIUXqa%2BRvTeT1E71tZsVOKJu3q6%2Bxubxx1I71Ne2Y20Nzal8gOrVcWY51dpaqkqc%2BrNDmVpmBWl0Cpk1qy%2FgwuxKm52PxrUs0DjIaTMuVyER6Nk%2F2W9BPGGCajrG61BNR7Fdy6zUPsjaGXzc2%2BeN8zN4v%2FfHkn8aSO%2Ffjp%2BHD3ae%2BjNvKOQlaXgfewlkuKFO1yTTwUxjemGF6WXKKZTkPTkMjqLUhsW4h3Zm6KWdGYYA%2Ft4e0b3favPkZ2hhdzEnRWlyDMDV15vMEKyyd8JUg02cVU7iIF6JlrN6YlgEQrNtCmHMAh%2FF9eRSwrEx61CqJfSfPrdHej8aSg1Z4ix7aRFzwYtczON%2B9Vewedf3DY4WN8u1aBZikVg9pqdS08RRu89vG3WnkyWT10Jo14DDG6Zl%2Fhm31M3cLS%2FZ2tf1Ix999Cf%2BWVo7lB3P88uBtoEpsKVeyk1SvpDGHL9hQ8HLOvg0Gxf6fIW%2BxDAmEaSSMS1WzQu%2FNJs4aXo6c8G5X77j7c90LfrMZZ%2B95vrTVznPcadmF8j0eRs3ndbu402CNyrGvzI0pN51iu%2Bu7%2BYHbzp7%2B8Dgmlx3uD%2F8gvrDn%2BxekzMbPc7CjfZVI3uTM8%2B6aXXWazaEArkrWlpe%2BiHOmUsZGz%2BH%2Fw9mAXAZURZSjppbVea6SoMwFIvgNTgX2GdGH029cXtlWAl9GrBhArCCLhMmiA9f6GNTPtmXSqbSbAE0nDDn4AUjbpNLDeZ58yIjM6a3OVsc3uVrRUPEZzE7Oc7kCLT6%2B%2Bdsmj3LmXz0H3xSar7TvXyVIWfvOH9R2snaeBMhVlfQnZwhC47emeRbI%2BHpN3ZLlsTwUHjkvdSKvcXowi6Pt8Upm6yEN3qbh2ZfMvspsurirjUPGVgh%2BrnX7jNFzrv48VW2gabepjY54OIt6aVrW9KXYJ3695gb%2BPf4HBNlZjLzmdkMLk%2FtVWWGlk66IKMMHlIK1dJCIEIBVL5ZFnMgaGpvyw%2FTPC%2BmZJ4hup9nxNZ0fnhkPhX6QBdjNmyIAFmMsbQhVQgbskCZNJ%2FSio3yvQWj7JMLmJgwFDQ2z1t%2BxZYvjn5xyxXL5zUbg5MP7BZmd5%2B2%2Brqbrl55StcCKymEZvSHe5T%2FUdLn3dpzwQWJJR4vu77N0rZu9Yb5mcz8DavXtWE26MR9y4ahM6d3tuVOH%2FiMgyxMzJ0RWHQKlryvWbjuiq2zL%2FBvaG3FaQq0YIAWCuOjGQ0nMV9jys6aJTqSwWxQpS%2F47aH%2F%2FM9fM1KnRXGmHYrtO4aSg%2FzNodi%2Fozhd%2B6xOm6dzn4u%2BB%2Bh7kL630vcEvpfhbMudLXfGjWCg9SuBfiXYr7T2K4l%2BxdrPPG%2B12V2BYGsirf8jsyxwyOGccDCdVmYFCaPRGtOncySOBC64kaw6gWcSmvoBVxSSMAgsDghfJ%2FiCocHEverL9yZWPnb5BSnL7p89n9h0FyVqRg7PcDpIW9LXnYlN82TIxs7U7JvT9mBQSJx67hfHyS3uPLriLunc86%2Bd7mxT3%2Brb4X78Eo2imXXNK5uCY4%2Ff7UxmkzP9s9gbp93Td9csb1ubrXfT2efR%2FghfBeHopvqGG3PRk9StkQKQBbSkQX2WxCaSj1%2FalDA4Ek3S2DbvdO%2FYtv8iL5AX1Mcx4DNnzvwWviVmaDl6qMj%2BfKy7iIIMu4PU8rUkKnfbYVZj8ihyc0dGSVA568OOOGUfzZL0%2Bc2d5YSvVqNa6gRO9yVguofCaJOZw7DpS1CnfL63r4DeB%2BqPChP0FaQSIvUZZEhcMGKfhYJoMCaLPifZtH7rerLJ6fOL6gPFoOfMN870BIvqA6KfGNu9PQ4yl6waXr9%2BWH1a%2FUdHj7fda7f9Tf3bab5ZXtG8bJlZ9M7ynUaEv9lwNa7le5sndWEowGpSzzllVjHr6tH3PJaZabkwmAUEhj5G3huz0j%2FltuYLObqfXxKSdmHi5C4pVPzYfzT2xL5fuzAkHVtUS2GH9ebv2tL89JzhGv4ZxsK4QJc%2BieppfhpZ9NCkGxNtL8Flx40zQmsRfLDUW8V9gt1N6yhcYKU5cBCHCPZ6QC8pcBmY%2BlFSkLV9WCDX%2FwUXvYfG9qpPEu66Hc%2BpT7KP7bjuITz4l0qFXf8yelBfQpXtup37x%2B7beb12oNFf5gZdUqsBdoEhmZvoZZoYHiNiPJasZYuNPaX%2BpIjZ9JgQpuXPIzcPMFqeFR3%2FBHBzN7OBKUfw983VspmWapgxj0%2FKYg5MRw7N%2Bk6gRpr6UpPYFAMbcXCukpvQDGEZSx5LGeByDlVckDxusRSOALlkTI7TekJJXhAgoKgPG1O9WLzgdRhAlNfaMYGNahTXpPKJgfaIaAUbG%2Fb9qaXnfuU7Xzl3acpvxPZMpItdXzlyWcvpAavV2xxv60r7RdORSsfKbRdetiKXW3HZhdtWkrVaIi9W%2BWG%2Fod8y3%2BQ%2Fw72BWhMno6Ms%2FDuygWz87dg%2Fkd2%2FQ3fZ79jZSOt5zOv8D3mmVhtvJvPYOezIb9WH1D1caOwFdvbv0Amn1dPNYIqGLaDjm2AetTGoU%2BtOGIGq1uiB4QVNRdc2HLiE0QpIGTQoeKFjXXyZdJKuH5Cbf3HsTXLvL8gNuN9ZYQ%2BQJvUPtBUR1rVtVv9AmlCdBxjdMGZPwJhlAdpyDMcrkFO6gPYuJallB2Pwha8im6BsAhWpFbMXMWWxWYtegLJUkpsBpG46KskC8A7oHOj7RM8n52A7CV1R6QjRzzgur3hZNJZMuQ1OR4C7KWloEs%2FEydj3CmsKuyOhjpB6EN6yNI1GnjZ2W0u3gXvS7%2FY8LEpw%2FNhM3u6jszervYe9UqjS4WMacoOxjsPZmAHHozau2LMUl3pFInZdIfmczvRRCQulK3rB62EsXuVu0Qpatd%2FW8n%2Fxt10wVvXfdtL8QYP222IGGbnBPsuRKBgW4%2FeIEmy1pB5suNMxP9aW1aYWOhoISQOPbacyNapVs9HOTtQzhz2cNLccb6YaH8lpTJCDr738MukgHS%2B%2FrB5CDteSyXX%2Bhf8ZsCe3w2820%2BoitEctGdoSajydjIZroihxotL4T8An%2FVH1Fy%2B91JADpgCVtfqChVqGuRKsYmeFEC1RMlDu8VZpWVZTzXcXoVZQOUKbqUWwmRpWaJkjoj69J6f8NBEtc1f2YNAIhGG8JpOO%2BdsHIk8ZWr3sHk%2FC8JR6V1FLtKdDBm9kDfs7X6pbHmul3iy6ru%2FWc3WtIKsKYPXQsmsGC4IVo6vUAbBladl0qcOIfs8gJTAHTDuTSGlezg9yw4YBkhATcY%2FPAfyMHv4US9vZ6HIzljw3GwjwjljQ9wphWd4g8BX2kbEzkhnWYnMauFXeEF%2Fg3g5JyLzYMCDrz9rtR1hB8kXXHAF92sILnIElR449U1HftVlJs0ROVn%2FLraS%2B%2FmdoXgvLLAL6nwf074R1Nq9XEeVoRmskhzLVny2305zq9gTWxfVmtNZD7TnAqqtHi%2BH3DZCCB%2ByCVJIGLASjFEYbuu4ABVTQkDOE0fA0xhY1ed1XzXRet8ptdHvP9ML7quucM7eI3qag2xQuXvjQ8hv%2BMmOGO0get02fN9067SJyphR6msxfus3b4glKnlbiuXGp%2Bq2nAfM2gbOGJHe71yu0%2F1vP0FCPEflTAp3oQf5B1Ldoqyn8S6G3uyCgwzslC7L0x2Vvdu%2Fe3f3msj%2Ft3%2F%2Bn2vYf95EX6Mc%2BevrBrt8s%2B%2BP%2B%2FX9c9puuB7U1uqjXRcSYNKx%2FNK7cdghj5lio4msD1vPWqhaId4BgRAwsbS3xpZ7v4mRBRxFnkpwkRCUunsLgZXFoq%2FNIOvF%2BaCilfrN5KJVtmubYcLe3uKsIhvOLRw7djm2ZPlxc7CfrI53FrpO3CLu6Tm5rfvlfggn1DnL1qwef%2Fc0N6h3FxtqwJTqcm5lyM45qgnp7mRw2A4BVU8CSZ2x2YanHx2G4Yf3kaU2GEtfam2gVu9grQNSwTMZFd9nU1oUucK1et92tdMKqkkYR3kE9STmxIPYOEOQG2aNPwHr6WIZNFiIwBVPRPBcX4jDTPgn3Ioq0sb03kFEggLp3MgEOvgrIk6vpvIT1r2iQ%2BDUU95OYaxl0pbbSFiXtNEPbi2iXe2idfA8t9Rw5Lu7dWnJtN82o7R4E6YJFct2A%2FH6b2OSdSY3CplZAOQ4UEBV%2Ff8nbA5SRB0%2Bi3uWCSIkA0z0BMzpCaElWtLaiEdoqQY566DJHk7ijHSzmv%2BTB8k0ZTJVis8NBLnRYRdvFDusakl6z6eLVm7YLTU71SeExsAESnzU2OX%2FgcrtdaoFYeTMn8DxrsHxxrfo07eC1mLWLCYv5LaNts8Prdly7ZHSZ%2BrQv9XDTKWSV1BaWvCFCWM7A2UwO%2B%2FOr3tVl2rnAN2uZMI2hXEs7omiZorBeT8f6CmVGtjydioPp%2FUi7IbqUYC0CbYIQ6dJqEZBxgNBeF0pAZVALsCQjWFJoa%2BbbKe1CrTThQomICtNf4qZj5Uiqi9KOBSFo0EiBJcCGMFvLYkpx8VgqhzI8WhATAha6CQ5DB0ElMyeeexESyuq42O6yOsjFgjf6lEl90tVk3L5pteUNZ5PxsySxSf36urstBmIAgpl5K1FbuT9W2NmjS8i1Lpdkv8xmfIu3p8SxD%2Bxfa5PIqmK7V336FPLf7636ptVpNXMYaSGqDSmszbWNqLMaHGCx9DEzwEIpF3CuTYc5NZBRpENKAfuZldslKkJnAHlycMCFein280O%2FSzsGWdx9%2Ff0lR4bmdTFY4RNma%2FHvVCKP6VCSmEoancSITVAKw4ZBrA7ow0nlkw2iEMUaso0UdNZuf7hNUp9eNrrkWmfCsdl32qrnfQEN8mwWkTpFNZvY9eyP1fuMnshjAlmLpLlw9SWb1qg%2FW20j9kt81rX3uO11GpEKutK%2Bj4RUXwe7paLHMFjGwr1n8MO63QscM5dR8loPmH6apJ7PKp3VcictwemcDphHs1h8mtKy0mcA5p0YB7SBSl5ypgBzO1X%2FjBEwOWeCrJCw1mSIJLQmkZgF4CScJyqLBgc1SZN5cRBWlVTSSVCTZ12%2Bzfak81qydHQZWeVtf9g%2B9iHMAMuX3yV%2FPUV9ytuWzXKC0e%2F75j2A%2BsKI7xI7sa7JVdOrL7pk9YU4mcha4bFmh1PdDqOuvr7d2Oz8vs%2Ft9pGKVXCZOLv7HvYyijiL%2BjjMkycZB6w0M3R9xUX1Nz2%2FjKbvac1DXTZ0yLq1Hn2Mh1aEl0ze%2FnpNuB42YEEFF8xEMpy159fXPVwPlb27hyRYUJ%2FIPeol7Jrrfr3nrD3qu3oA1EMsr7xIkqTjJV1ffRJgcsGqN123zGAK%2BjSYtGwGi5bKUPJi7yU35nWVLYzYr1Wpo0tLpBBhV0kKErqzC9E8QHRt450r5B4EST2oAUQB1gB6VH39xVdemkKjYZ1GYp06Wvadezz7TkRj1ubsp1aaQcIsPHfJ6tW6zk6gU4J2rSBT6QTraKUGUwORHkXLi4xOhmmpDpO3cdC0vMUGsKQJYLl0sESaHGjDdZBx9U8dyoSZ9qM4Doi0irNyHBg3oyWp6dd8HU4XczvzJebLzFZ9PDuqyvKM8oUMUXZTcDURu17rTvIg5oAx2sCuF2c5HAZPNN46uGjNNbfcese96BuwuGdZ7LHktIFTz9%2FywJepEF7eIbqf903rG5y3YM06vOYL4iyzhfGuv%2BjWHTvvpW5Oz0Se8Bh9gtcnZNE1LIfZgg9dcF4HQaHEFmA6wn%2FsCGwEZRCjqX1pgtuFvkKYlcMkAko5nCkMc4VkAUPlhTSX6kvhjIcrU8aUAyYptocV4D4OnPwFXxbevD4pzRVylKTXUuJpJP2bqckYIzaf3%2BRf7RvuD5nSXEe3kRg%2Bc1U4Fuccabtjnmgeakm7si6eGNt51hQIyh6P1egytjUZbW0Oh4fnE7zBIvh9Rpcp4pbNlvb4TJvVHOmzWYXMSqfH7ewMDpucQ05pmOM8hOshHBfkLKLVLcTMXc2tD5Mp84CcEr262TwvYPXwtrApE%2Bbdi7zzzUaPxcZdEWodjpiJILishLVa4zKbYe0mzpd0hwKh5rDLSIhg8STMJm6hJHdaHB3egNnt4cxWOSW1CCmDnTPwrXGfjeNsbqOFALWElNMqC7HLLrO1ChabyPvXENbI286qxclY%2Fln%2BVsbLMIOkQID0fbJBLoCSniLGWIY42fXRZRv%2BYac6dvdR%2Bz9cv33sKWen89K7Ol3sunNf6Tv93Dvf3vbs6fMyY0%2B5XJcwtAfiBuDNp%2FS8cM03t4LBfgO9VaVArePmDPaVAkMfphPol9OruBQmqjT%2Bkz9U6ukf72lZzlPrLY%2FWG3ZGxJjQ%2F6Jag2CzKdpwaqJRd6JtsEIPqzatdrpS%2BZdxQ%2B9bx9tUH0BHIHugON7fAW0ArNjS6rX0kKrWMVmzq5kSY9INd1ycDKCfCGKRe%2FvYIu4W9eEKv6SIBd7qQWwAwzTaFminJ5gN1INDaFVrKIeagj%2BG1e1aBWgyozgPKTHaddAZQwKCagJg0Ebeca0nIRaGxWlhGHYhZLO47jIlB6y4SkRzD0qNHVPrJR7Ua0fd0rQzbI12pGugvdI%2BgH4GIBz9Rw1jMto%2BoBEKSzppHTozwa7HuKgXtKNaZp47h1F2jKpr4VbMTCA0Fwk9lNgfhStgEFW4ubKzglFX7YN9Td%2BrYEi1gi84wLXQj2MPaCfZt7RrGL1X515%2BL813iYCNPsIsYX6md2x3VtFTviinBKrK3CyWBffTvgS92XIbpVnbSebOWvudpQ0pAbAk6IXrUWsndtpIaqb%2BcFUZdtG4yYLqvsKC2aZOpYdaGwXaB0%2FPfliGSjD2FbA4aFuN0jBI31L3IOg%2FBTAdnjM7PXxGyzoKaz25bKLWG2dfR%2FfgMG62aUk4SlwsZQZw4fGT43X58ekd7%2BKxPupPwC0ZbBGWes20%2FZSghakSWkEA2Ogn6gt0cSTd0iL7lsKrpcUnr2yPXEfM2o7DCXbOghwJt6QjcKqFlE%2FQPug27fzvu6It6ZZvt%2FQYthGHw4c7lrt9odZcbqWvBW9D%2FaO%2FZAb4bwPvLAftCvMdUlW04kCa9MGoVbFXBPZvYEopzDmY2a%2B0iPutzmBTD1JIcpeyOWpEGGG5yWVxVeorEIy3pjCALBDgN71%2FvYCNJeGwfgk26AnDwgNqZoTgN1C5jMdAwpKm4LT4lnkzp0dntafaRHJn3O9sOtVrTp8UV68X5pJrvR65Kel0tY79undh4VSzwTmtNen3ktN7hzb1BeSztpiE046NCXNZw%2Bzpouu85XNXbTq1bb7KkEP%2FtKx%2FVrOrp6OzC3%2F17Mw6kY3G1SuF2eQqn0tuTeEvjsyMD89qbZXw9wp5Xtx99rmn%2Fe0jRhgkH83ef8a6z7VGC374Mc23uILp47%2FHr4cZl2eGGJTC3dSPI2QJkg%2B0Bq2bWIemNWCzjI5mbH0uOLV8HC4HRDVofh0gCHVHYZ0CdlRMsylYhb24jPtkMG2HWbRcY05KJ%2BOKl2656%2Bzz77r5xfi62fNf2iC6Oi%2BfNzJ%2F9rr4E0PDs3xnbFx5mW3W7OEN%2FYtmbLk8t2DwHM712Zduvvmlz6ZPvWj%2BvH%2F%2BrCzPuHneSfPmX3RqumntScO%2BUy89%2FVLb8Lz1zfM3rnrymRXnaPj1f%2FQBfzX%2FT4wf1h7G4wVAYIwJbXqfErADPoyzYKQnQKgQkC7wCSZEL80fgBHvH9kx57QzRkjTyMgOk%2FWCg%2Br1fz3LnQ4VRg6O7BBsFxwkt8J%2BJhyKF0Z2jJxx1iz1DyNk41mzdo7gV749ssNswu%2F8z1nu7umFEcKfAd%2By0G9tEHtyofiFnXBkZET9wyxNrlf03oHYQSWEefA00hqgVrWbemSMWtcXGBnYd2tVGLSDBhU1Gdr%2BpckNyqbR4NMew1AQtZSOmlVciIpRt16ZXxk878EnvlycoYVWimio%2FsvQ2qGhtUXuW1I2HQ6ns9Kx%2BSCx%2F8IeOPYanhia0EvdP54VE8hgozEU0wTjR6lkb6EvKxOfV0DFgYCMJpkf%2FwxUWmvc6XR0OEgT%2FWhV%2F3jwJ2TrTw4SuRV2nU71LSd%2BxNX%2FUg%2F%2B7McMR1KMG%2BzK3zA9wKGzmfsZrGPsoPWNw9lyN089LuhJGKBOSHe17B7AY24Puhzm0AY5sNZlq7hAZl2lLtJZ5t0zMBUQDE5vZJhuuUqzgJAgOpqx5r6pWpqLTY4wu4jtV7pExYyBkG7Ybe9XBsRvMI6m1Awa61fcmDGI3nDQccU0iaf5fK%2BeKcjLcRAKooyV%2BEbMF8Sid483zAGXiQ7ioU1fSerzhnWLjB42PbIsE12%2FfXkxOXflYCf3kKlv0azY4IpCW3l38Utr2gJ7XWKHt1nghxb%2B6Yn1K0lp6TlOspwYHYFM%2F%2FrC6bfNFpYt5z1dMy8YWbDYrlYdgqdr8Nzhzz9hXbpMXNe2iQ2HuvySUQCz3m0aGOt03zprfkCPCZ%2FH3cs%2FDbTdweAqBHYDqChhGk1spo3srNWyhz4QxOPQaSocUvppD%2FrWbNlPux%2F6w%2BbOskD9XwKjVZQ7Na8FUtKPjW%2FZ6SOUYk7xOWukpaMnhzsOt9IFtO3owcUNjUtGLHUNaoHlHNILaEmlSryXPkJDAEsfKJ2T4j7YFoZJrg%2FntIx90ZI0QyY1bMAclOJjfq%2FFzGW6Nz528%2FcfmLOiNbHa2x6Vw395ySRJ7TPiZ0vRL0SXDGbbl6c65J9lU2tlf8EoWUSbaJ5ma2XXF3sKwYG1Z7atL1%2Fdu7g5JHX1N6%2FqyBWz20MDfVYHiYW%2FGJC5EZ4P2qx38w6j3SpaCnfNB5kD1jX%2FjK7LRGr9Px0ZxYbNRJAoJSsYg4qp3lQ0LppZfGdpDAXsZf2TRgFpSQUNhxzbyt2C0T1WlxFG%2BgwF7H7xmN4TxpgDIa1tmmhipbdaYnhgbzvNk6eeuXKIRkdDMrZAwz5LOIosbZah5dXhgwYwtc4uwxct%2BiNfLLSisNSE7chdoLIGstl9bpdkopVyHpRN2Gmjlo6nmERYE8DoNdFaSMUuKiIOqGaLR2nPaQz0aI2QOFFrilQAFZJ9uYIxpNEirb45p3gOOruLBFv2ICFo01c8q7U4OowNiiqVCTRx0DrDGLNHyxcsCRbsPER9koCrifpdQHK6qJO3mYpU31QCCICMUwJkgX9FJIDDReNfoRaNKB4gzr6gxWrSNLwMNt5qJICgESAWwWoD3oDVBqVmF5zzYx2mEmigho49N5kqDdRAGhTrJDlnnBoaBdgD41Q5thVLcigPLtF5xA1csqnWvxRNAnRfACEoU5TtDtrGUMSJLWcUEX1R%2Bzwu0UQf7SLQRyV5aB4hdmSyUuzxIR20A85%2BhuWMtEuEA6tdDTydt7o%2FgyLGYXBDREtL527kZRgzbUxrDA4aOiDCvQ1GDj4oosJ8HA4Chd6NmJTdtL%2B2G9t7YLFYleJgRd%2FVPg8dHTvFU6A4WDQcRMrCFAfPRBx8k3FIUOg1Bk014kBbEBfPacShSIHHP8qVuERSvtTtGgtwJmKxktERsNZqRFz6VKWwOw%2BVBasHlyRgUmw7Sbva%2BixmfAfpq8FtNaE45YxaFUuN4LQvWO2Vk2rihNaD0da2mLrYQHTatrv%2B%2Bt%2FBawV4nRReEDAgfCx0nbC4EV6L7xPgzUlcA8x1eCsakHoz3hODW%2B%2F5qNWdd4zX7jZPLY2W6wXRzNSC7Mn1Y1jQ%2BPD77z2CRYwVraRRq1zU6hi1E%2B%2BcVCt3HGivxdFqsMTQizkJmvhUaFBkyCAWaKklU2r24GbseCXjkyH0dJP3H0ZYsNLykfcmAFkhS9V9COkj72l1mI2QqrYjR8bjfv9reGPj8Eb%2FHnjlJiznrUM0Ad7ikSMatO8%2FPBnaIiCy9P932kY5hLU2zhNhJYePaEyAiACPzGwg7WaAlfKkwUvrC4PMIFNfjqnbBysH3FqnY1AHZNrVGESpQI2oWvaGIooKp%2BXYY0KEJ18HLl%2BDWnvUW6UGFxlFeBCuivqw%2BjA%2BBmxCIS7V814DQXeI%2FyoTxYwfh%2BYbgiWxmUakMRnC16wlQ5Q86PF34kwFwoAtF0HLuI%2FJ9YHhZuhzF%2FoyoImBrsUIxtdMMknvNhjMZrPDZmWdxGE2yerPyZdZVjCbnRb%2BgPrhYhcreNRFXslqctrZCzyiSHjyrM1pM7uMP1d%2FutZTn8uUbn4Y45lMmdPpZsKabCw1CtK8DhCL3vrUtmoTuhTk9MxExSUqzVrnURjSQj6KhZDUY4VZn7R5BKUpjm8mr9Uik8OOyhlnPPoOrkxU6AAxnd%2FS6PctXmDZd2hQQKNsQ01AiGllVutwOumiGgTAEg22mVXz5CRR5QOT7Dl%2FIBxpaUWtF%2FSDOFYtYzWLyRyOxenRoEi9bfUi65Sge920gt9CCvMVE7RqQJ9Ny66rVVQ%2FuGVR8dF3yJ%2FJxvvI4fvUJzSWOHvh9ffWGPS6Ze88aiZr71Nt96kPTaltObVWj9NEH9Lhaaxw0apysKUEWKKBuoeq9iC053mzxeF0e7RKRrkJjhCjYLO7ROaENTqs3ljiRFU68uV7Lr98z4mLdNx4%2BvIGOYa%2BUBfofmm9C7eod3CgD3mUaBGfCfQF%2BnQ6NzqQfbpPsSYLzCxt7Q%2BrvMPK%2B62uY37yAnkRMxmxWyY2l3Va1Pe4FuxGjGwytiXLHOf%2BnZPu%2F%2FfdXEshNE%2B4excWqauzyZnjd2cP0PDU4aNvTbj3jXBv7LtZw11boQ1aY0rQ6GxZvL1Iby%2Fi7aUpuIMZOuHmPezqL6vzdrG3Ntz8u%2BqP2dW71Xn3j83I1p%2FfhXijz9Zfx1yqYgDRoPUi91HMffTWPrx1cDLmciHFJTxYWdoIwMaDGzez3%2BKO3HfwPvKjBvL%2F29mvbjz2JmH%2F8T%2FhjGo%2FHhzpE8Dhyf4doHhkQS7I1gZQth48%2B1UO7%2FY3ck4DMYoHNx4k7wB8977HfuvoH7OaDJPxmRz8s6BJmbDOg6e2n5lWPhmr2HFOK6rHmh8zkfkH1IT6%2FeXsnrEN5CHOdfQV4lKvJnuq3BNj02sysUhxwyrMpQyuHkYYSCMdSHzmhiNbNor0gRI87Jmytef%2FgfwxUhHkpO4hWkrnNIrustkna14hTaTgcwhkWjGOOm4siXiHpCPA8ZWwd9fYnF2YKVYs7uLe9oapEDz2DBboq5tD3PkVyn%2FDtP%2Beh%2BbjzWJQPwQInRRCJxgVZaNzAnjh2kJtpJ2KmZIRRGDZKvv1xvh1oCSQfhSkRAHLo7hxwNR3r9mmfg4hm3v9NWTj9WriN40Qvq6%2Bd82NAGAJTm64Xm3lnqjU5orR4KCwykycPiuxtQGYRENnBY0qQorUaeJpKIvUwTj%2FCfWQ%2BrxOoOITT9xY%2Bz8OivohvYgS6%2Bir9ORNX8f3Cb1J3ZR2F9E1GWjnoLRzoEljdKHKHcRy5BJvytbJ5wQKM%2BOBHLpAOl3Iz9j9x5alTsAgtijxYGk5rOYlJLB2yDKRzvhATkpmTSnnaFa7RufNqo2ip4WhKw00BjsCsHqSCiPaPrhSYY6D02nHwel42EyAvxF4JSRinkcJi0LKVlsA%2FUOwSE5GQR8oLdZvJuMoVID6l1AcaLRfPdiIwyUVOjY6Fvj01BoOFZoPZ6acMrl2QNMQwVzR%2BrcdXcErev86MnqE5g4ni7RrxZib%2FiDGls6D33tGt6m0ztg3Y6Si5AvmsL1JSW6mD4ssWZ05fFxkyebSqSPUWuhaqSsNvRA%2BugpTIlktaFUZNOPVh40NeM7p0mNAbq8kah0btZJPUDlKxAv0MyFhtXRb%2BKNuB%2FqiehHuDmDWv6Zf0h7Ro3rTaLoJBtrL7LdpRA%2Fzcg%2B9TON79V72tbrsGVpdNi29ZmpOFdmKS9M%2Bs0s2Yf9njNWYqcZusVJHYY8mHkX9ycvam1DvZ5HwYrXOeA957UmwxWxW%2F08bhtBGgVYL3W4Nqu8GEuwB2h4ba2Bq75t%2FoJ5Ee2D8czGUj%2FqNBvUK2o9vZcQjXinOjTT2Nl7C5DBDhkYjbTklVy2zVgfau22Zsr85gZXmKXxWwniyaxsmuxpbaFPjaB4hp8%2F2kbAHLZenSX7APjRwiksPboc51OqdBCi8OEAOBxaTUZrJmw0E1M2LA6otsFjdXDsy3ZYkd6pbkrbp04nBLDm4a3wBwk6Hw%2BoWcmf98LHb8bAe29RsJz%2FTzLSAnZxmskzZr2sKvgz1mdNSH7cX3UCZjNb4yO2iLBVoplqcOMVKKuQS2K%2B5bsNHZSkB6KSiJJ%2BQtCxz0E4PotE0WrkAdJl1RfWOYq24AQswUxfQY6hQaVdrBs3YnMrZ6qFi3dwfrZx9dqU4Nu%2BRWx%2BBcXExLv4h%2FiF8RrA7zMlhLjeT9GHBJxAwTVKFYYLpw07iIpHhe847%2F6f3Xx%2BJPCIKnu94el1bdh47d4todHze0e1%2BmPt95x13HTzv%2FHuGouRhd9pxu4MXt5x7bOcWscf7oscoPjwxtx%2FXt4zeXwmf45qheXsnZUoj9AEvTWhfZmCCtYn7ku3ZWZRomJpQIPneYS6LzCvp9VE0K8Hrm0mGyRDpa5ElL3aIBo0%2FzcdjDt5JJAe5mPUlV25emfQRQi52SChkvOGQ9%2Fve0A4yvINuGIPFra9vO%2F2xq4ozu8zm7EFvzkEyWd7eEpC8Tc0WS1b9qSPnxXZ47JNSgI%2FyMekev%2F8eKQabAaliCpzU0y5F29qiVkt9%2FmIecKAefycTO%2FdGpUQ0hT1dJa2LPX2JMn16x0fcN26gj%2BPQus5Xdh2hT6TGf%2Brmou5zqN3DTDvatOoRdm%2BOSjvLIepN1vpUaQuB9gSReuO%2FWoubXH2riKkGtEKIfhT1Hc0cr6VwsAc0rqImJj5LSu%2Bph70UsGpsge5PcNXtnq4Gf4Ko%2BRPw%2BX2iiz4DoCXe1qF1I6D7wZZkW7tW5DmpjR6G2jzoPMxpXf0NOXQogjqBfeiVrewBrLccm7NVoZ2TKMNjLyqgm%2F6UM3IYr1Bt8I7VGns1IUa930XNoff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AxNRE0NjMhMhYVERQGIyEiJhkBNDYzITIWFREUBiMhIiYBETQ2MyEyFhURFAYjISImGQE0NjMhMhYVERQGIyEiJh0VAZAVHR0V%2FnAVHR0VAZAVHR0V%2FnAVHQJYHRUBkBUdHRX%2BcBUdHRUBkBUdHRX%2BcBUdMgGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHf29AZAVHR0V%2FnAVHR0CbQGQFR0dFf5wFR0dAAAJAAAAAARMBEwADwAfAC8APwBPAF8AbwB%2FAI8AdgCyDQAAK7E8bDMzsATNsTRkMjKwHS%2BxTHwzM7AUzbFEdDIysC0vsVyMMzOwJM2xVIQyMgGwkC%2BwANaxECAyMrAJzbEYKDIysAkQsTABK7FAUDIysDnNsUhYMjKwORCxYAErsXCAMjKwac2xeIgyMrGRASsAMDE9ATQ2OwEyFh0BFAYrASImETU0NjsBMhYdARQGKwEiJhE1NDY7ATIWHQEUBisBIiYBNTQ2OwEyFh0BFAYrASImETU0NjsBMhYdARQGKwEiJhE1NDY7ATIWHQEUBisBIiYBNTQ2OwEyFh0BFAYrASImETU0NjsBMhYdARQGKwEiJhE1NDY7ATIWHQEUBisBIiYdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0BkB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHQGQHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdMsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAFYAsg0AACuwPDOwBM2wNDKwEy%2BwTDOwHM2wRDKwLS%2BwXDOwJM2wVDIBsGAvsADWsRAgMjKwCc2xFygyMrAJELEwASuxQFAyMrA5zbFIWDIysWEBKwAwMT0BNDY7ATIWHQEUBisBIiYRFBY7ATI2PQE0JisBIgYVPQE0NjsBMhYdARQGKwEiJgE1NDYzITIWHQEUBiMhIiYRNTQ2MyEyFh0BFAYjISImETU0NjMhMhYdARQGIyEiJh0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHQGQHRUCvBUdHRX9RBUdHRUCvBUdHRX9RBUdHRUCvBUdHRX9RBUdMsgVHR0VyBUdHQGlFR0dFcgVHR0VyMgVHR0VyBUdHfz1yBUdHRXIFR0dAaXIFR0dFcgVHR0BpcgVHR0VyBUdHQAAAAEAHQAiBPIEKgAFAAATCQEnAScdAaMDMtT9oc4Bxv5cAzTU%2FaHPAAABAGoAagRGBEYACwAAEwkBNwkBFwkBBwkBagEa%2FubUARoBGtT%2B5gEa1P7m%2FuYBPgEaARrU%2FuYBGtT%2B5v7m1AEa%2FuYAAAMAF%2F%2FsBMQEmQATABsAJwC3ALIOAAArsBIvsBfNsBwvsCMzsB3NsCEyshwdCiuzQBwmCSuyHRwKK7NAHR8JK7AbL7ADzQGwKC%2BwAdawFc2wFRCxJgErsB4ysCXNsCAysiUmCiuzQCUjCSuyJiUKK7NAJhwJK7AlELEZASuwBc2xKQErsSYVERKyAhYbOTk5sCURsBI5sBkSswMXEBokFzmwBRGwBzkAsRcSERKwEDmxHQ4RErMABRUYJBc5sBsRshQZATk5OTAxEhAAIAAVFAcBFhQPAQYiJwEGIyICEBYgNhAmIAM1MzUzFTMVIxUjNRcBHAGQARxOASwHB20IFAj%2B1HeOyIPCARLBwf7uRmTIZGTIAe0BkAEc%2FuTIjnf%2B1AgUCG0HBwEsTgJs%2FvDCwQESwf5ZyGRkyGRkAAADABf%2F7ATEBJoAEwAbAB8AXQCyDgAAK7ASL7AXzbAbL7ADzQGwIC%2BwAdawFc2wFRCxGQErsAXNsSEBK7EZFREStQMCEBIcHSQXObAFEbAHOQCxEg4RErAJObAXEbAQObAbErUBAAcFHB4kFzkwMRIQACAAFRQHARYUDwEGIicBBiMiAhAWIDYQJiADITUhFwEcAZABHE4BLAcHbQgUCP7Ud47Ig8IBEsHB%2Fu5GAZD%2BcAHuAZABHP7kyI15%2FtUHFgdtCAgBLE4CbP7wwsIBEML%2BWcgAAAIAFwAXBJkEsAAbACsARQCwGC%2BwCs0BsCwvsADWsAfNsgcACiuzQAcDCSuwBxCxDAErsBPNsgwTCiuzQAwQCSuxLQErsQwHERKzFxgcIyQXOQAwMRM0EjcVDgEVFBYgNjU0Jic1FhIVFA4CIi4CARQWOwEyNjURNCYrASIGFRfSp2d8%2BgFi%2Bnxnp9Jbm9Xs1ZtbAd0dFWQVHR0VZBUdAli3ASg%2BpjfIeLH6%2BrF4yDemPv7Yt3bVm1tbm9UBDBUdHRUBkBUdHRUABABkAAEEsASxAAMABwALAA8AMACyBAAAK7EIDDMzAbAQL7AE1rAHzbAHELEIASuwC82wCxCxDAErsA%2FNsREBKwAwMTczESMBETMRMxEzETMRMxFkyMgBLMhkyGTIAQEs%2FtQB9P4MAyD84ASw%2B1AAAAIAGgAbBJYElgBHAFEAYgCwEi%2BwUM2wSy%2BwNs0BsFIvsADWsEjNsEgQsU0BK7AkzbFTASuxSAARErELPTk5sE0Rsw8VMzkkFzmwJBKxGS85OQCxUBIRErEHHTk5sEsRswMhJ0UkFzmwNhKxK0E5OTAxExQfAhYfAQcWFzcXFh8CFjMyPwI2PwEXNjcnNzY%2FAjY1NC8CJi8BNyYnBycmLwImIyIPAgYPAScGBxcHBg8CBgU0NjIWFRQGIiYaBpcCDhgDUC08hQUtMQUmKCIbLyYGLi8FhjgwUAMYDwGYBQWYARAXA1AsPIYFLTAGJigiGy8mBTIsBYU7LlADGQ0ClwYBZ36yfn6yfgJZISkmBjEsBYY7LlEDGg0ClwUFlwINGgNRLD2GBSwxBiYoIhwtJgYzKgWGOi9RAxkOAZgFBZgBDhkDUS86hgUvLgYmMBlYfn5YWX5%2BAAAABwBk%2F%2F8EsAUUABkAIwAnACsALwAzADcAiQCyIQAAK7AkzbIoMDQyMjKwJy%2ByKjI2MzMzsBvNsBcvsATNsQ4sMjKwLy%2BwCc0BsDgvsBrWsCTNsCQQsSUBK7AFMrAozbAsMrIlKAors0AlAAkrsCgQsSkBK7AwzbAwELExASuwLTKwNM2wDTKyNDEKK7NANBMJK7A0ELE1ASuwHc2xOQErADAxEzU0NjMhNTQ2MyEyFh0BITIWHQEUBiMhIiYTESERFAYjISImNzMRIxMzESMRITUhEzMRIxMzESNkDwoBEzspASwpOwETCg8OC%2FvmCw5kA4Q7Kf1EKTtkZGTIZGQBLP7UyGRkyGRkBAEyCg9kKTs7KWQPCjILDg78bgMg%2FOApPDwpArz9RAK8ASxk%2B7QCvP1EArwAAAAAAQABAAEFFQTdAAoALACyCQAAK7AEMwGwCy%2BwCdawCM2wCBCxBQErsATNsQwBK7EFCBESsAE5ADAxEwkBIxEhESERIREBApAChMj%2B1P7U%2FtQCWQKE%2FXz9qAGQ%2FnACWAAAAgBkAAAD6ASwAA4AEQAiALIMAAArAbASL7AB1rAGzbIGAQors0AGCAkrsRMBKwAwMTcRNDYzIREhERQGIyEiJgERAWQOCwHbAZAOC%2FyuCw4CWAEsGQR%2BCw7%2BDP1dCw4OAxIBLP7UAAADAAQABASsBKwACwATABkAggCwCi%2BwD82wFC%2BwF82yFxQKK7NAFxUJK7ATL7AEzQGwGi%2BwAdawDc2wDRCxFAErsBfNshcUCiuzQBcZCSuwFxCxEQErsAfNsRsBK7EUDRESswoDDhMkFzmxERcRErMJBA8SJBc5ALEUDxESswcADRAkFzmxExcRErMGAREMJBc5MDESEBIkIAQSEAIEICQSEBYgNhAmIBMRMxEzFQSgARIBRAESoKD%2B7v68%2Fu4W8wFW8%2FP%2BqkdkyAG2AUQBEqCg%2Fu7%2BvP7uoKACX%2F6q8%2FMBVvP9%2FgGQ%2FtRkAAAAAAL%2FnAAABRQEsAALAA8ALgCyAAAAK7AHM7AKL7AMzbAPL7ADzbIDDwors0ADAQkrsAUyAbAQL7ERASsAMDEjATMDMwMzASEDIwMTMwMjZAGv0RWiFNABr%2F3mKfIoMeAbqgSw%2FtQBLPtQAZD%2BcAH0ASwAAAAAAgAAAAAETASwAAsADwBKALILAAArsAzNsA8vsAnNsAEyAbAQL7AE1rAHzbIEBwors0AEAAkrsAcQsQ0BK7AKzbERASuxBwQRErECCTk5sA0RsQgMOTkAMDExESEBMxEhETMBIRElMzUjAer%2B3sgBLMj%2B3gHq%2FuGvrwGQASwB9P4M%2FtT%2BcMhkAAMAAQABBK8ErwAPABcAHgBjALINAAArsBPNsBcvsAXNAbAfL7AB1rARzbARELEZASuwHM2wHBCxFQErsAnNsSABK7EZEREStA0EEhcYJBc5sBwRsB45sBUStAwFExYdJBc5ALEXExEStQEICQAaHiQXOTAxEjQ%2BAjIeAhQOAiIuARIQFiA2ECYgAzMRMxEzAwFfoN703qBfX6De9N6gXPIBVPLy%2FqxQlsiW%2BgHe9N6gX1%2Bg3vTeoF9foAIC%2Fqzy8gFU8v5kASz%2B1P7UAAMABAAEBKwErAALABMAGgBhALAKL7APzbATL7AEzQGwGy%2BwAdawDc2wDRCxGQErsBjNsBgQsREBK7AHzbEcASuxGQ0RErQKAw4TFCQXObAYEbAVObARErQJBA8SFiQXOQCxEw8RErUBBgcAFRgkFzkwMRIQEiQgBBIQAgQgJBIQFiA2ECYgAxsBIxEjEQSgARIBRAESoKD%2B7v68%2Fu4W8wFW8%2FP%2Bqk%2F6%2BpbIAbYBRAESoKD%2B7v68%2Fu6goAJf%2Fqrz8wFW8%2F5iASz%2B1P7UASwAAAACAAAAAASwBLAACwATACkAsgkAACuwDM2wEDKwEy%2BwAs0BsBQvsRUBKwCxDAkRErIEAQ45OTkwMTUREyEbARQGIyEiJhMzFyE3MwMhyAMgxwEOC%2FuCCw7IyDIBLDLIYf2iGQHbArz9RP4lCw4OAebIyAH0AAMABAAEBKwErAALABUAGABGALAKL7APzbAUL7AEzQGwGS%2BwAdawDM2wDBCxEQErsAfNsRoBK7ERDBEStQQJCgMWGCQXOQCxFA8RErUBBgcAFhckFzkwMRIQEiQgBBIQAgQgJBMUFiA2NTQmIAYBEQUEoAESAUQBEqCg%2Fu7%2BvP7uFvMBVvPz%2FqrzAToBKQG2AUQBEqCg%2Fu7%2BvP7uoKABtKzy8qyr8%2FP%2BigGRyAABABcAFwSZBLAAHABTALAFL7ANzbARL7AZzQGwHS%2BwAdawD82wDxCxCgErsAnNsR4BK7EKDxEStQUEExQXGSQXObAJEbEVFjk5ALERDREStAEACRQVJBc5sBkRsBc5MDESFB4CMj4CNSMUBiAmEDYzMhcHIREHJiMiDgEXW5vV7NWbW5b6%2Fp76%2BrGIbpIBkJGdxnbVmwLO7NWbW1ub1Xax%2BvoBYvpRkgGQkXpbmwAAAAIAFwAABJkEsAAQACEAegCyEQAAK7AfL7AWzbIWHwors0AWGgkrsA0vsAXNsg0FCiuzQA0ACSsBsCIvsADWsBDNsBAQsRkBK7AazbEjASuxEAARErEREjk5sBkRtwcFCwoTFB8hJBc5sBoSsQkIOTkAsRYfERKwITmwDRGxCRI5ObAFErAHOTAxEzQ%2BAjMyFzcRITcmIyIGFQMRIQcWMzI2NTMUDgIjIicXW5vVdsadkf5wk3CHsfpJAZCTcIex%2BpZbm9V2xp0CWHbVm1t6kf5wk1D6sf2oAZCTUPqxdtWbW3oAAAoAZAAABLAEsAADAAcACwAPABMAFwAbAB8AIwAnAFAAsAgvsBgzsAnNsBoysAwvsBwzsA3NsB0ysBAvsCAzsBHNsCEysBQvsCQzsBXNsCUyAbAoL7AI1rIMEBQyMjKwC82yDhIWMjIysSkBKwAwMTMhESETESERJTUzFSc1MxUnNTMVJzUzFRMhNSE9ASEVJTUhFSU1IRVkBEz7tGQDhPzgZGRkZGRkZGQB9P4MAfT%2BDAH0%2FgwB9ASw%2B7QDhPx8ZGRkyGRkyGRkyGRk%2FahkZGRkyGRkyGRkAAIAAAAABEwEsAAZACMASgCyFwAAK7AgL7AJzQGwJC%2BwBdawGs2yBRoKK7NABQAJK7AaELEbASuwDs2yDhsKK7NADhMJK7ElASsAsSAXERKzBA4FGiQXOTAxNRE0NjsBNTQ2MyEyFh0BMzIWFREUBiMhIiYBITU0JisBIgYVOylkdlIBLFJ2ZCk7Oyn8fCk7AZABLB0VyBUdZAJYKTvIUnZ2Usg7Kf2oKTs7AuWWFR0dFQAAAAIAZAAABEwETAADABUAFwCyAAAAKwGwFi%2BwANawA82xFwErADAxMxEzERM%2BAR4CPgE3EQ4BLgMGB2RkZDyHeHxyamQpKHuEkId0WhQETPu0AZA8MA0hGwVPUQH0UUUKKCgKRVEAAAAAAwAAAAAEsASXACEAMQBBAGcAsi8AACuwPjOwJs2wNjKwDC%2BwHc0BsEIvsADWsAfNsAcQsSIBK7ArzbArELEyASuwO82wOxCxEAErsBfNsUMBK7EyKxESswwLHRwkFzkAsSYvERK0BxATFAMkFzmwDBGxCA85OTAxERQWOwEyNjURND4BIB4BFREUFjsBMjY1ETQuAiIOAhUTETQ2OwEyFhURFAYrASImJRE0NjsBMhYVERQGKwEiJg4LMgsOjeQBBuSNDgsyCw5jo97o3qNjyAwIoAgMDAigCAwCWAwIoAgMDAigCAwBEwsODgsBLH%2FRcnLRf%2F7UCw4OCwEsdN6jY2Oj3nT91QHMCAwMCP40CAwMCAHMCAwMCP40CAwMAAAAAgAAAMgEWAPoAAUAEQAAESEFEQUhATcnNxc3FwcXBycHASwBLP7U%2FtQCsI2NR42NR42NR42NAZDIAyDI%2FquNjUeNjUeNjUeNjQAAAAIAAADIA3AD6AAFAA8AEgABsBAvsA7WsAnNsREBKwAwMREhBREFISU3FhUUByc2NTQBLAEs%2FtT%2B1AK8RW9qQ1YBkMgDIMg5NYevqYU2boqSAAAAAAMAAAC6BGID9wAFAA8AHQA8ALAAL7ABzQGwHi%2BwDtawCc2wCRCxEwErsBrNsR8BK7ETCRESsxAWFx0kFzkAsQEAERKzCQ4TGiQXOTAxGQEhJRElATcWFRQHJzY1NDcXFhUUDwEXNzY1NC8BASwBLP7UAZJFb2pDVl4He3cHUQaOkAYBkQGQyPzgyAHJNYevqoU3boqRzQiXwb2WCEIIsuPmsggADQAAAAAEsASwAAcAEQAVABkAHQAhAC8AMwA%2FAEMARwBLAE8BAQCyAAAAK7EwRDMzsBLNsikxRTIyMrAaL7InK0wzMzOwG82yJS1NMjIysCIvsQIGMzOwI82wCDKwHi%2BxDkgzM7AhzbE0STIyAbBQL7Aa1rEFHjIysB3NsQMfMjKwHRCxMAErsQ0sMjKwM82wNTKwMxCxLgsrsCoysCXNsEAysi4lCiuzQC4iCSuyAQsPMjIysCUQsTcBK7FESDIysDvNsSZKMjKwOxCxTAErsEIysE%2FNsjk9RjIyMrFRASuxMB0RErUUFRgZND8kFzmxNyURErIoKTg5OTkAsSIbERKzExQ4OSQXObAjEbIEOjs5OTmwHhJACQUWGTY3PD1AQyQXOTAxMSERIzUjFSM1MzUhNTM1IxEhExEhEQERIREDNTMVAzM1IwE1IREzFSMVIzUjNTM1AzUzFQMzETMRITUjNTMRIRMRIREDNSEVATUzFRM1MxUB9MhkyGQBkGRk%2FgxkASz%2B1AEsyGRkZGQBLAEsyGTIZGRkZGRkyAEsyMj9qMgBLMgBLP7UZGRkAfRkZGRkZGQBLPu0ASz%2B1AK8ASz%2B1P2oZGQCvGT%2BDGT%2B1GRkZGTI%2FgxkZAPo%2FtT%2B1MhkAfT%2BcAEs%2FtT84GRkA4RkZP1EZGQAAAAACQAAAAAEsASwAAMABwALAA8AEwAXABsAHwAjAHAAsgwAACuyBBQcMzMzsA3NsRUdMjKyDAAAK7AFzQGwJC%2BwCNawC82wCxCxEAErsAwysBPNsA%2FNsBMQsRQLK7AXzbAXELEYCyuwG82wGxCxIAErsCPNsSUBK7EQCxESsQcGOTmxGxcRErEcHTk5ADAxNTMRIxM1IRUnETMRFzUzFScRMxEVNTMVNREzERU1MxUnETMRZGRkASzIZMhkZMhkZMhkyMgD6PtQZGTIA%2Bj8GMhbW8gD6PwYyFtbyAPo%2FBjIW1vIA%2Bj8GAAAAAIAAAAABLAEsAAHABMAKQCyBwAAK7ASL7AEzQGwFC%2BwAdawCc2xFQErALESBxESsgAGCzk5OTAxERM0NjMhCQEAFBcWMjc2NCcmIgcBDwoB2gK8%2Fgz92B0eUx4dHR5THgK8AdsKD%2F1E%2FgwD41QdHh4dVB0eHgAAAAMAAQAABd0EsAAHABMAGQAxALIHAAArsBczsBIvsATNsBQyAbAaL7AB1rAJzbEbASsAsRIHERK0AAYLFhkkFzkwMRsBNDYzIQkBABQXFjI3NjQnJiIHJTMJAScBAQEOCwHaArz%2BDP3XHh1UHR4eHVQdAgtkArz%2BDDIBwgK8AdsLDv1E%2FgwD41QdHh4dVB0eHrD9RP4MMgHCAAAAAAEAZAAABLAEsAAKAD8AsgAAACuwBy%2BwAs0BsAsvsADWsArNsAoQsQUBK7AEzbEMASuxCgARErICBwg5OTkAsQcAERKyAQQFOTk5MDEzETchEQcRIQchEWSvA51k%2FRJkAu4EAa%2F8GGQD6GT8GAAAAAABAMgAAARMBLEACgAAMwkBETQmIyEiBhXIAcIBwh0V%2FOAVHQG8%2FkUEfhQeHhQAAAADAAAAAASwBLAACwAXACcAWQCyJQAAK7AczbAKL7ADzbIKAwors0AKAAkrsAcysgMKCiuzQAMBCSuwBTIBsCgvsADWsAvNsAIysAsQsQgBK7AFMrAHzbEpASuxCAsRErMMDyciJBc5ADAxNREzFyE3MxEjNSEVExchNwMuASMhIgYHAzc%2BATMhMhYfARYGIyEiJshkAlhkyMj84DUoAlA%2BXgIQCv4%2BChACQiYCEwoB9AoTAiYCCwr9qAoLZAK8yMj9RMjIAtl8fAFaCw4OC%2FuBmAoODgqYCg4OAAAABAAAAGQEsARMAB0AJQAtADEAbwCwAy%2BwJc2wKS%2BwLc2wIS%2BwE80BsDIvsADWsB%2FNsh8ACiuzQB8vCSuwHxCxJwErsCvNsTMBK7EfABESsBk5sSsnERKzISQlICQXOQCxLSkRErMfIiMeJBc5sCERsS4xOTmwExK0CxkaLzAkFzkwMTUUFjMhMjY1ETQmKwEuBCsBIg4CDwEjIgYVADQ2MhYUBiICFBYyNjQmIiU1MxU7KQPoKTs7KZYEDzM3UyrIKVI6LgsMlik7AWSQyJCQyAY%2BWD4%2BWAFYZMgpOzspAlgpOwgbRTUrKTs7FRQ7Kf5wyJCQyJABIFg%2BPlg%2BXmRkAAIANQAABLAErwAeACIAHgCyAAAAK7ANM7AezbICDA8yMjIBsCMvsSQBKwAwMTMhNSIuAT8BIRcWBiMVITUmJy4BLwEBIwEGBw4BDwEBExcTNQFtKT4kE1wBh1IQKzUBoSIoEh4GBv5%2FXf5xGBwMKg8PAWuyLnRCFjYs6t4tV0JCASoTLg4NA%2Bb8EjAbDBoHBwHHAcmM%2FsMAAwBkAAADwwSwACAAKQAxAGUAsiAAACuwIc2yIAAAK7ABzbApL7AqzbAxL7ANzbANELALzQGwMi%2BwBNawIc2wKjKwIRCxLgErsBDNsCUg1hGwHM2xMwErsSUuERKwFjkAsSkhERKwHDmwKhGwFjmwMRKwEDkwMTM1PgE1ETQuAyc1BTIWFRQOAg8BHgQVFA4BIyczMjY1NCYrATUzMjY1NCYjZCk7AgkWJB8B13i6FyEiCwwIG0U0K3amT8ihWYB9Xp%2BLTGyom1kHMygDOxwXHQ0PB0cBsIw3XTcoCAcDDDNBdkZUkU3IYVRagWR7TVJhAAAAAAEAyAAAA28EsAAZACAAsgAAACuwAc2wGDKwCy%2BwDjOwDM0BsBovsRsBKwAwMTM1PgE3EzYmJy4BJzUhFw4DDwEDBhYXFchNcwitCihHBgkFAakCIToiGQUFgAowRzkHQy8DUTgkEwEDATk5CCMnJQwM%2FMc0PAY5AAL%2FtQAABRQEsAAJACUAfgCyGwAAK7AfL7ICBRYzMzOwDM2yHwwKK7NAHxAJK7AKMgGwJi%2BwAdawB82wBxCxCgErsCXNsCUQsR0BK7AYzbIYHQors0AYGgkrsh0YCiuzQB0bCSuwGBCxEAErsA%2FNsScBK7EKBxESsQUIOTkAsR8bERKwCTmwDBGwBDkwMSczESM3FyMRMwcTETMhMxEjNC4DKwERFxUhNTcRIyIOAxVLS0t9fUtLffqWAryWMhAVLiEiyGT%2BcGTIIiEvFBHIAyCnp%2FzgpwNjASz%2B1B0nFQkC%2FK4yZGQyA1ICCRUnHQAAAAIAIf%2B2BI8EsQAJACUAiQCyCAAAK7ACzbAfL7AWM7AMzbIfDAors0AfCgkrsA8yAbAmL7AK1rAlzbAlELEdASuwGM2yGB0KK7NAGBoJK7IdGAors0AdGwkrsBgQsRABK7APzbEnASuxHSURErMCCAkBJBc5sRAYERKzBAYHAyQXOQCxAggRErEABTk5sB8RsgEEGjk5OTAxPwEVITUXBzUhFQMRMyEzESM0LgMrAREXFSE1NxEjIg4DFSGnAyCnp%2FzgZJYCvJYyEBQvISLIZP5wZMgiIS4VEDN9S0t9fUtLA88BLP7UHScVCQL9djJkZDICigIJFScdAAAAAAQAAAAABLAETAAPAB8ALwA%2FAAA1FBYzITI2PQE0JiMhIgYVNRQWMyEyNj0BNCYjISIGFTUUFjMhMjY9ATQmIyEiBhU1FBYzITI2PQE0JiMhIgYVHRUETBUdHRX7tBUdHRUDIBUdHRX84BUdHRUD6BUdHRX8GBUdHRUCWBUdHRX9qBUdMhQeHhRkFR0dFcgUHh4UZBUdHRXIFB4eFGQVHR0VyBQeHhRkFR0dFQAEAAAAAASwBEwADwAfAC8APwAANRQWMyEyNj0BNCYjISIGFREUFjMhMjY9ATQmIyEiBhUTFBYzITI2PQE0JiMhIgYVERQWMyEyNj0BNCYjISIGFR0VBEwVHR0V%2B7QVHR0VBEwVHR0V%2B7QVHcgdFQK8FR0dFf1EFR0dFQK8FR0dFf1EFR0yFB4eFGQVHR0VAfQUHh4UZBUdHRX%2BcBQeHhRkFR0dFQH0FB4eFGQVHR0VAAQAAAAABLAETAAPAB8ALwA%2FACYAsg0AACuwBM2wLS%2BwJM2wHS%2BwFM2wPS%2BwNM0BsEAvsUEBKwAwMT0BNDYzITIWHQEUBiMhIiYTNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJhM1NDYzITIWHQEUBiMhIiYdFQRMFR0dFfu0FR1kHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHcgdFQJYFR0dFf2oFR0yZBUdHRVkFB4eAmxkFR0dFWQUHh7%2B6GQVHR0VZBQeHgJsZBUdHRVkFB4eAAQAAAAABLAETAAPAB8ALwA%2FACYAsg0AACuwBM2wHS%2BwFM2wLS%2BwJM2wPS%2BwNM0BsEAvsUEBKwAwMT0BNDYzITIWHQEUBiMhIiYRNTQ2MyEyFh0BFAYjISImETU0NjMhMhYdARQGIyEiJhE1NDYzITIWHQEUBiMhIiYdFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0yZBUdHRVkFB4eAUBkFR0dFWQUHh4BQGQVHR0VZBQeHgFAZBUdHRVkFB4eAAAAAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AUgCyDQAAK7BMM7AEzbBEMrAdL7BcM7AUzbBUMrAtL7BsM7AkzbBkMrA9L7B8M7A0zbB0MgGwgC%2BwANayECAwMjIysAnNshgoODIyMrGBASsAMDE9ATQ2OwEyFh0BFAYrASImETU0NjsBMhYdARQGKwEiJhE1NDY7ATIWHQEUBisBIiYRNTQ2OwEyFh0BFAYrASImATU0NjMhMhYdARQGIyEiJhE1NDYzITIWHQEUBiMhIiYRNTQ2MyEyFh0BFAYjISImETU0NjMhMhYdARQGIyEiJh0VZBUdHRVkFR0dFWQVHR0VZBUdHRVkFR0dFWQVHR0VZBUdHRVkFR0BLB0VAyAVHR0V%2FOAVHR0VAyAVHR0V%2FOAVHR0VAyAVHR0V%2FOAVHR0VAyAVHR0V%2FOAVHTJkFR0dFWQUHh4BQGQVHR0VZBQeHgFAZBUdHRVkFB4eAUBkFR0dFWQUHh78kGQVHR0VZBQeHgFAZBUdHRVkFB4eAUBkFR0dFWQUHh4BQGQVHR0VZBQeHgAABv%2BbAAAEsARMAAYACgAaACoAOgBKACAAsAAvsCYzsAHNsC4yAbBLL7FMASsAsQEAERKwBDkwMQM1MzUXBzUTMxEjExQWMyEyNj0BNCYjISIGFTUUFjMhMjY9ATQmIyEiBhU1FBYzITI2PQE0JiMhIgYVNRQWOwEyNj0BNCYrASIGFWXJpqbIZGTIHRUCWBQeHhT9qBUdHRUBLBQeHhT%2B1BUdHRUB9BQeHhT%2BDBUdHRVkFB4eFGQVHQH0ZEt9fUv%2BDARM%2B%2BYUHh4UZBUdHRXIFB4eFGQVHR0VyBQeHhRkFR0dFcgUHh4UZBUdHRUAAAAABgABAAAFFQRMAA8AHwAvAD8AQwBKABcAskAAACsBsEsvsEDWsEPNsUwBKwAwMTcUFjMhMjY9ATQmIyEiBhU1FBYzITI2PQE0JiMhIgYVNRQWMyEyNj0BNCYjISIGFTUUFjsBMjY9ATQmKwEiBhUBETMRExc1MzUjNQEdFQJYFB4eFP2oFR0dFQEsFB4eFP7UFR0dFQH0FB4eFP4MFR0dFWQUHh4UZBUdAyBkIafIyDIUHh4UZBUdHRXIFB4eFGQVHR0VyBQeHhRkFR0dFcgUHh4UZBUdHRX75gRM%2B7QCJn1LZEsAAgAAAMgEsAPoAA8AEgAtALANL7AEzbAEzQGwEy%2BwANawCc2xFAErsQkAERKwEDkAsQQNERKxERI5OTAxGQE0NjMhMhYVERQGIyEiJgkBESwfAu4fLCwf%2FRIfLAOEASwBEwKKHywsH%2F12HywsAWQBLP2oAAADAAAAAASwBEwADwAXAB8AWQCyDQAAK7AfL7AbzbAXL7AEzQGwIC%2BwANawEM2wEBCxGQErsB3NsB0QsRUBK7AJzbEhASuxHRkRErARObAVEbETEjk5ALEfDRESshATFTk5ObAbEbAUOTAxNRE0NjMhMhYVERQGIyEiJj8BBScBExEhEjQ2MhYUBiIaEgRYExkZE%2FuoEhpk9wEqSgEl7PwYbE5wTk5wLAP0EhoaEvwMEhoa7baDnAE%2B%2FuAB9P7OcE5OcE4AAgCU%2F%2FMEHAS9ABQAHgA9ALINAAArsB0vsATNAbAfL7AA1rAVzbAVELEbASuwCM2xIAErsRsVERKxDQQ5OQCxHQ0RErIHABg5OTkwMRM0PgEzMh4BFAcOAQ8BLgQnJjcUFjMyNjQmIgaUedF6e9B5SUm7OTkKImNdcys%2Fwpdqa5eX1pYC6XzXgX7V9pVy9kJCCSJrb6BLi5Zrl5fWlpcAAAIAAQABBK8ErwAPABUASQCyDQAAK7ATzbAUL7AFzQGwFi%2BwAdawEc2wERCxEwErsAnNsRcBK7ETERESsQ0EOTmwCRGxBQw5OQCxFBMRErMBCAkAJBc5MDESND4CMh4CFA4CIi4BEhAWMxEiAV%2Bg3vTeoF9foN703qBN%2B7CwAd703qBfX6De9N6gX1%2BgAgn%2BnvoDVgACAHUABAPfBQ8AFgAlAAATND4DNx4GFRQOAgcuAjceARc3LgInJjY%2FAQ4BdURtc3MeFUlPV00%2FJU5%2Bmk9yw4B%2BDltbEAcWLgoPAgkJXDcBll64oZ3FYEePdndzdYZFWZlkOwQGXrh%2BUmwaYgYWSihJjTQzbpYAAAADAAAAAATFBGgAHAAhACYAVwCyGgAAK7APzbAIL7AEzQGwJy%2BwANawDM2wDBCxEwErsBbNsSgBK7ETDBESswYdHiAkFzmwFhGxHyI5OQCxCA8RErMVHR8hJBc5sAQRsyAiIyUkFzkwMRkBNDYzBBcHISIGFREUFjMhMjY9ATcVFAYjISImJTcBJwkBFzcvAeulAW4fuv7JKTs7KQH0KTvI66X%2B1KXrAbShAZxy%2FmsB%2BXFxFVwBkAEspesGCLo7Kf4MKTs7KX3I4aXr62oyAZxx%2FmsB%2BHFxVRwAAAAAAgAAAAAElQRMABwALgBIALIaAAArsBDNsCIvsCfNsAkvsATNsAQQsAbNAbAvL7AA1rANzbEwASsAsSIQERKyFR0kOTk5sQkaERKwJTmxBAYRErAmOTAxGQE0NjMhFwYHIyIGFREUFjMhMjY1NxUUBiMhIiYBPgMfARUJARUiDgXrpQEFAoVVkSk7OykB9Ck7yOul%2FtSl6wGnHmdnXx4dAWj%2BmQcYSENWQzkBkAEspetQIFg7Kf4MKTs7KZk1pevrASEmNBMJAQHRAUQBPtgCDhczQ20AAAAAAgAAAAAEqARMAB0AIwBSALIbAAArsBDNsAkvsATNAbAkL7AA1rANzbANELEUASuwF82xJQErsRQNERKzBx4fIiQXObAXEbAhOQCxCRARErMWHyIjJBc5sAQRsSAhOTkwMRkBNDYzITIXByEiBhURFBYzITI2PQE3FRQGIyEiJgkCJwEn66UBLD1Csv6jKTs7KQH0KTvI66X%2B1KXrAVYBGwI3if5SkgGQASyl6xexOyn%2BDCk7OylFyKml6%2BsBjf7kAjeJ%2FlGTAAABAAAAAQSwBLEAFwBFALISAAArsBYvsA4zsALNsAkyAbAYL7AU1rADMrAQzbAIMrEZASuxEBQRErEGEjk5ALEWEhESsQ0XOTmwAhGxAAw5OTAxEQEVMzUjCQEjFTM1CQE1IxUzCQEzNSMVASzIyAEsASfDyAEs%2FtTIw%2F7Z%2FtTIyAJbASjGyAEs%2FtTIxv7Y%2FtTGyP7UASzIxgAAAAABAMgAAAOEBEwAEwAdALIRAAArsAszAbAUL7AA1rANzbAIMrEVASsAMDE3ETQ2OwEyFhURAREBERQGKwEiJsgdFWQVHQH0%2FgwdFWQVHTID6BUdHRX%2BSwHn%2B7QB6P5KFR0dAAAAAQAAAAAEsARMABcAHwCyFQAAK7ENDzMzAbAYL7AA1rARzbAIMrEZASsAMDE1ETQ2OwEyFhURAREBEQERAREUBisBIiYdFWQVHQH0AfT%2BDP4MHRVkFR0yA%2BgVHR0V%2FksB5%2F4ZAef7tAHo%2FhgB6P5KFR0dAAABAIgAAASwBEwABgAUALIGAAArsAQzAbAHL7EIASsAMDETAREBEQERiAI0AfT%2BDAImAib%2BGQHn%2B7QB6P4YAAAAAQDIAAAETARMAAIAADMJAcgDhPx8AiYCJgAAAAIAyABkA4QD6AAPAB8AADcUFjsBMjY1ETQmKwEiBhUBFBY7ATI2NRE0JisBIgYVyB0VyBUdHRXIFR0BkB0VyBUdHRXIFR2WFR0dFQMgFR0dFfzgFR0dFQMgFR0dFQAAAAEAyABkBEwD6AAPAAA3FBYzITI2NRE0JiMhIgYVyB0VAyAVHR0V%2FOAVHZYUHh4UAyAVHR0VAAAAAQAAAAAEKARMAAYAFACyAAAAK7AFMwGwBy%2BxCAErADAxMREBEQkBEQH0AjT9zARM%2FhkB5%2F3a%2FdoB6AAAAQAAAAAEsARMABcAHwCyAAAAK7EQFjMzAbAYL7AU1rAEMrANzbEZASsAMDExEQERARE0NjsBMhYVERQGKwEiJjURAREB9AH0HRVkFR0dFWQVHf4MBEz%2BGQHn%2FhkBtRUdHRX8GBUdHRUBtv4YAegAAAEBLAAAA%2BgETAATAB0AsgAAACuwDjMBsBQvsBLWsAIysAvNsRUBKwAwMSERARE0NjsBMhYVERQGKwEiJjURASwB9B0VZBUdHRVkFR0ETP4ZAbUVHR0V%2FBgVHR0VAbYAAAIAZADIBLAEKAAPABIAEgCwDS%2BwBM0BsBMvsRQBKwAwMTc1NDYzITIWHQEUBiMhIiYRIQFkHRUD6BUdHRX8GBUdBEz92vpkFR0dFWQVHR0BDwI0AAEAuQAHA%2FkEqQAFAAATATcJASe5AlDw%2Fp8BYfACV%2F2w8AFhAWHwAAABARD%2F0gRSBHQACAAAJQkBNwEXBxUBARABYf6f8QI8FQH9sMIBYQFh8P3FFgEB%2FbEAAAAAAgADAAMErQStAAsAFwBCALAKL7AOzbAVL7AEzQGwGC%2BwAdawDM2wDBCxEQErsAfNsRkBK7ERDBESswQJCgMkFzkAsRUOERKzAQYHACQXOTAxEhASJCAEEhACBCAkEzMVMzUzNSM1IxUjA6ABEwFEAROgoP7t%2Frz%2B7YnIyMjIyMgBtgFEAROgoP7t%2Frz%2B7aCgAVHIyMjIyAACAAMAAwStBK0ACwAPAEkAsAovsAzNsA8vsATNAbAQL7AB1rAMzbAMELENASuwB82xEQErsQ0MERKzBAkKAyQXOQCxDAoRErEHADk5sQQPERKxAQY5OTAxEhASJCAEEhACBCAkEyE1IQOgARMBRAEToKD%2B7f68%2Fu2JAlj9qAG2AUQBE6Cg%2Fu3%2BvP7toKABUcgAAAAAAgADAAMErQStAAsAFwAyALAKL7AEzbAEzQGwGC%2BwAdawB82wB82xGQErsQcBERKxDBA5OQCxBAoRErENFTk5MDESEBIkIAQSEAIEICQTFzcXNyc3JwcnBxcDoAETAUQBE6Cg%2Fu3%2BvP7tU9WNjdWOjtWNjdSNAbYBRAEToKD%2B7f68%2Fu2goAEo1Y6O1Y2N1I2O1Y0AAAIAAwADBK0ErQALABEAMgCwCi%2BwBM2wBM0BsBIvsAHWsAfNsAfNsRMBK7EHARESsQwOOTkAsQQKERKxDQ85OTAxEhASJCAEEhACBCAkEwkBJwcnA6ABEwFEAROgoP7t%2Frz%2B7WsBFAGbr%2BxmAbYBRAEToKD%2B7f68%2Fu2goAGE%2FusBm67sZgAAAAADAAMAAwStBK0ACwA4ADwAbACwCi%2BwOc2wPC%2BwJ82wIS%2BwG82wNC%2BwBM0BsD0vsBLWsB7NsB4QsS4BK7AHzbE%2BASuxHhIRErEhNDk5sC4RtAkEKDo7JBc5ALEnPBESsQcAOTmwIRGwKjmwGxKyDA8uOTk5sDQRsQYBOTkwMRIQEiQgBBIQAgQgJBMzMhYyNjQ%2BBToBMzIWFRQGBw4EFzM%2BBDU0LgMjIg4CEzM1IwOgARMBRAEToKD%2B7f68%2Fu3JjwQPBwYCBQIJBA4EEwMTFggXBQ8nHRgByAUSLSIcIzFEMRsyUUUmiMjIAbYBRAEToKD%2B7f68%2Fu2goAIZAgYMCgcFAwIBFBAWDBABBBcfPSYDCikyWDIzTCgYBhg1YP4uZAADAAMAAwStBK0ACwAVABkAOwCwCi%2BwDM2wFS%2BwDjOwEs2wES%2BwFs2wGS%2BwBM0BsBovsRsBKwCxEhURErEHADk5sRYRERKxBgE5OTAxEhASJCAEEhACBCAkNyE1IxEhFTMVIxMzNSMDoAETAUQBE6Cg%2Fu3%2BvP7t7QGQZP7UZGRkyMgBtgFEAROgoP7t%2Frz%2B7aCgiWQBLGTIAZBkAAACAAAAAASwBLAAGAAvAGkAshQAACuwEi%2BwH82wHDKwAC%2ByDhkhMzMzsAHNsgwjLTIyMgGwMC%2BwFNayBRwpMjIysBPNsgceJzIyMrExASuxExQRErMiIy4vJBc5ALESFBESsBU5sQAfERKwHTmwARGyHigpOTk5MDERNTM%2BATc1MxUeAhczFSMOAQcVIzUuASczHgEXNTMVNjcjNTMuAScVIzUOAQczFcMfh4vINnZrEsvLGbdZyIyIHmAYb0vIlTTJyBllSshLbhjRAfTIfZUayMgUUINFyGaoIcXFG5d9SW0Yzs4wnshKahjMyxdsSMgAAAAAAwAEAAQErASsAAsAEwAfAEYAsAovsA%2FNsBMvsATNAbAgL7AB1rANzbANELERASuwB82xIQErsRENERK1BAkKAxQaJBc5ALETDxEStQEGBwAXHSQXOTAxEhASJCAEEhACBCAkEhAWIDYQJiADNyc3FzcXBxcHJwcEoAESAUQBEqCg%2Fu7%2BvP7uFvMBVvPz%2FqpJh4dth4dth4dth4cBtgFEARKgoP7u%2Frz%2B7qCgAl%2F%2BqvPzAVbz%2FduHh22Hh22Hh22HhwAAAAMABAAEBKwErAALABMAGQBGALAKL7APzbATL7AEzQGwGi%2BwAdawDc2wDRCxEQErsAfNsRsBK7ERDREStQQJCgMUGCQXOQCxEw8RErUBBgcAFxkkFzkwMRIQEiQgBBIQAgQgJBIQFiA2ECYgAzcXNxcBBKABEgFEARKgoP7u%2Frz%2B7hbzAVbz8%2F6qa41XzI7%2BpgG2AUQBEqCg%2Fu7%2BvP7uoKACX%2F6q8%2FMBVvP%2BI41XzY7%2BpwAAAAMABAAEBKwErAALABMAGwBGALAKL7AWzbARL7AEzQGwHC%2BwAdawDM2wDBCxGQErsAfNsR0BK7EZDBEStQQJCgMPFCQXOQCxERYRErUBBgcADhskFzkwMRIQEiQgBBIQAgQgJBMUFwEmIyIGExYzMjY1NCcEoAESAUQBEqCg%2Fu7%2BvP7uFj4COGR0q%2FPNYXCr8zsBtgFEARKgoP7u%2Frz%2B7qCgAbRzZAI3PvP98jvzq3BhAAAAAAEAAABjBLAD6AAGABoAsAUvsALNAbAHL7EIASsAsQIFERKwADkwMREBESERIRECWAJY%2FagCIwHF%2FtT%2B1P7TAAABAAAAYwSwA%2BgABgAaALAAL7ABzQGwBy%2BxCAErALEBABESsAQ5MDEZASERCQERAlgCWP2oAZABLAEs%2Fjv%2BQAEtAAAAAAEAzAAABEoEsAAGAB8AsgUAACsBsAcvsAXWsATNsQgBK7EEBRESsAE5ADAxEwkBIREhEcwBwgG8%2Ftb%2B1AJYAlj9qP2oAlgAAAEAaAAAA%2BYEsAAGAB8AsgYAACsBsAcvsAHWsATNsQgBK7EEARESsAY5ADAxEyERIREhAWgBKAEsASr%2BPwJYAlj9qP2oAAAAAAEAAADHBLAETAANAAA1PgM3EQkBEQ4DBkaJ55wCWP2oX7CkgsiE1a1nCAEP%2Fjv%2BQAEtAiREdQAAAgAAAAAEsASwAAYADQARALIAAAArAbAOL7EPASsAMDExERcBFwEXExcBFxEhF4EBJo7%2B2oHrjgEmgf5wgQGQgQEmjv7agQMJjgEmgQGQgQACACIAIwSOBI4ABgANAAA3ASchEScJAREXARcBFyIBJ4EBkIH%2B2QGogQEnjv7ZgbABJ4H%2BcIL%2B2QI1AZCBASeN%2FtmCAAMAFwAXBJkEmQAPAB8AIwBPALANL7AgzbAjL7AUzbAdL7AFzQGwJC%2BwAdawEM2wEBCxGQErsAnNsSUBK7EZEBEStQUMDQQhIyQXOQCxFCMRErEJADk5sB0RsQgBOTkwMRI0PgIyHgIUDgIiLgEBEx4BOwEyNjcTNiYrASIGEzM1Ixdbm9Xs1ZtbW5vV7NWbAVY6BCMUNhQjBDoEGBTPFRgwyMgB4uzVm1tbm9Xs1ZtbW5sCRv7SFB0dFAEuFB0d%2FcVkAAAFAAAAAASwBLAAJgAqADAANAA7ADQAsicAACuwMTOwKs2wMjIBsDwvsDHWsAUysDTNsAcysT0BK7E0MREStAsMEzU6JBc5ADAxETMVIREzESE1MzUjNjQmLwEuASMiDwEGByYvASYjIgYPAQ4BFBUjEyERIRMiNj8BFxMRIREBNx4DI2QBkMgBkGRvAQMCIgs9JyAd7xYSExXuIR0nPQojAgJvZAGQ%2FnBkAyITEtXbAZD%2Bj8oFDiASAgMgyAEs%2FtTIZAELEwisJzARkA0WGAyQEi4msQgUCgH8fAGQAfRgMC%2B%2F%2FHwBkP5wA4TFDClXOQACAAD%2F6gSvBLAAGwAyABcAsgAAACsBsDMvsCfWsA%2FNsTQBKwAwMRU1Ny4CPgE3PgU3FAIOBC4CIwc2Fjc2JT4DNz4BJyYiBgcOAQ8BBAfYCQgDFTguL2llmonoaCxKaHGDeHtcUw9jEidDNwE4RmFrWykWBAgHFCERI509Pf6PWRaPwTU8gGKCOzxVMy0eOR69%2FszQm1UzCQYTDzd%2FDVNCqCY%2FX4BUMhQJBR0ZM3MgIMXMAAABAG8ADAREBOcASAAjAAGwSS%2BwAdawRc2wRRCxPAErsUoBK7E8RRESsTo2OTkAMDESFBceARcWPgM3PgEnHgEHDgEHDgQeAT4BNz4ENzYCJxYXFicmJy4CNw4EFx4DDgQHBi4CNw4BbwUJRkYfQjo4KA8gDhRPVhEFHxYKCQ8DAwgOGSQYOURrQ0APJqWkFhUnRw8ST1MFMw0qZ0ouDwIMBAgBAQsQGhImOhcHDjQ%2FAblCHjh%2FLRUKJT49HkLtJ1CoZCFJLBMUIA8XCAsBBAYUHD1DbkOsAVNtLFWfBQIHIYbZlQgfZm2nUww7GzQbKBcZEAQKLk1WIC5uAAAD%2F8MAfQTtBDMAIQA%2FAEcAQwCwGi%2BwKc2wOi%2BwCc0BsEgvsDzWsDfNsUkBK7E3PBESQAoJGRoIKSg1PkBDJBc5ALEJOhEStwARJC41PkJHJBc5MDEDNz4GMh4FHwEHDgYiLgUnNx4FMj4ENy4EJxYVFAYiJjU0NwYXFhc3LgEvAT0aBhxGT3N2k5CTdnNPRhwGGhoGHEZPc3aTkJN2c09GHAabB0MtW1R6gHdSWSxICwE3HTo5HjGw%2BLAuZoUxaWklTBMUAlgoCihXVGBHLy9HYFRXKAooKAooV1RgRy8vR2BUVygKKApgPV44KygzXDtoDgFJJUU6GUpZfLCwfFVJV3N8Q2kYYCQkAAAABP%2FDAAAE7QSwABYAIAApAEEAoQCyDwAAK7AOMwGwQi%2BxQwErsDYauj3v790AFSsKsA8uDrAMwAWxDgH5DrANwLAPELMLDwwTK7MQDwwTK7MZDwwTK7MaDwwTK7MkDwwTK7MlDwwTK7IQDwwgiiCKIwYOERI5sBk5sBo5sCQ5sCU5sAs5ALcLDA0QGRokJS4uLi4uLi4uAUAKCwwNDg8QGRokJS4uLi4uLi4uLi6wQBoBADAxAzc%2BBjMyFzczASM3LgQnNxIXNy4BNTQ3BhcWFz8BLgEvAQE3PgY3Jic3HgIfAQcOBD0aBhxGT3N2k0g9PCWU%2FsaUJVKmcmknCpvStyVrjy5mhTFpLxceOg8OASgmFi0vIjATLwFhKydDgS4NGhoHJVplkwJYKAooV1RgRy8RjvtQjxVlZ3k4Dyj%2B5jaNEqduVUlXc3xDL1ccUhsa%2FaeRDyYyJj8YQAJ%2FMJI2j0AUKCgMNGtiZgAAAAP%2FngAABRIErAALABIAFwAAJhYzITI2JwEuAQcBNwkBITUjFREbATUjbxslBQ4lGxX9fhQ4FP1%2B9QG9Ab3%2Bp8hkZMhEREcgBCAiBSD71mQC0%2F0tZGQBkP7UASxkAAAAAAEAZAAVBLAEsAApAEgAsB4vsAnNAbAqL7Al1rAFMrAWzbALMrIWJQors0AWGAkrsiUWCiuzQCUjCSuxKwErsRYlERKxHR45OQCxCR4RErEWJTk5MDETNTQ2NwERNDYyFhURAR4BHQEUBiclERYdARQGLwEjBwYmPQE0NxEFBiZkFg8Ba1h8WAFrDxYYEf6ZZBoTXt5eExpk%2FpkRGAEGKRQxDgFFAVM%2BWFg%2B%2Fq3%2Buw4xFCkUDQz5%2FvlbFkAUEQlOTgkRFEAWWwEH%2BQwNABEAAAAABEwEsAAJABsAHwAjACcAKwAvADMANwA7AD8AQwBHAEsATwBTAFcAADUUFjMhMjY1ESE1ITU0JisBNSMVITUjFSMiBhUTNTMVJzUzFSc1MxUTNTMVJzUzFSc1MxUTNTMVJzUzFSc1MxUTNTMVJzUzFSc1MxUTNTMVJzUzFSc1MxUdFQPoFR37tARMHRWWZP4MZJYVHWRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZDIUHh4UAu5klhUdZGRkZB0V%2FEpkZMhkZMhkZP5wZGTIZGTIZGT%2BcGRkyGRkyGRk%2FnBkZMhkZMhkZP5wZGTIZGTIZGQAAAMAAAADBXgErgAKABAAGQBBALAAL7AYM7ABzbATMrALL7AIM7AQzbADMgGwGi%2BxGwErALEBABESsREWOTmwCxGzBw0SFSQXObAQErEGDjk5MDE9ASEBMzUJATUjCQEhFzcnIQE3FzM1CQE1IwEDAljxASz%2B1J%2F9qP6rAQN6jbX%2BqwKmjXqfASz%2B1PHIyAJYxv7Z%2FtTF%2FagCWHqOtP2VjnvG%2Ftn%2B1MUAAAEAAAAABLAETAASABoAsg4AACuwEC%2BwDDOwBM0BsBMvsRQBKwAwMRkBNDYzITIWFREUBiMhAREjIiY7KQPoKTs7Kf2s%2FtBkKTsBkAJYKTs7Kf2oKTv%2B1AEsOwAAAwBkAAAETASwACUAKQAtAGAAsh8AACuwCc2yCR8KK7NACQEJK7AVMrAmL7AqM7AnzbArMgGwLi%2BwANawJjKwA82wKDKwAxCxEgErsCoysBfNsCwysS8BK7EDABESsCQ5sBIRsR4fOTmwFxKwGTkAMDETNSEVFBcWFxYzMj4GJzQ9ASEVFA4FIi4FGQEhESERIRFkASwGEVUnNSU7KR8RCwMCAQEsBhgnTWWdwJ1lTScYBgEsAZABLAJYyPpxIFwZCwsUHCMoLC4YEQj6yCpSfmpxUDMzUHFqflIBVgEs%2FtQBLP7UAAAAAAH%2F4gC4BGgD3gAFAAADFwkBNwEe4wFgAWHi%2Fb4Bm%2BMBYf6f4wJDAAABAEYA2gTMBAAABQAAEwkBJwkBRgJEAkLi%2Fp%2F%2BoAMd%2Fb0CQ%2BP%2BnwFhAAAAAAL%2FOgBkBXYD6AAIABEAKACwBy%2BwBM0BsBIvsAfWsATNsRMBK7EEBxESsAE5ALEEBxESsA45MDEDCQEjESEXIREBFyERIwkBIxHGASsBLMsBgdf84AGU1wF9xgErASvIArwBG%2F7l%2FnDIAlgBLMj%2BcP7lARsCWAAAAAEAEgAABKoEsAAyAEYAsiIAACuwGTOwLM2wLBCwJs2xFR0yMrAvL7AEzbAQL7AJzQGwMy%2BwJNawH82wHxCxHAErsBfNsTQBK7EXHBESsC05ADAxEyY3NjMhNz4BOwEyFhQGKwEDDgIrARUUBiImPQEhFRQGIiY9ASMiJjU0NjMhNyEiJicSBQ8OGQOAJgUbEV4UHh4UNskCCB4SHx0qHf7UHSodMhUdHRUCFzD9hyAtBQOrGBITohEVHSod%2FD8EDRYyFB4eFDIyFB4eFDIeFBUdyCoWAAAAAAIAAAAABLAETAADAA8AIACyAAAAK7ABzbAEL7AFzbANMrAJzQGwEC%2BxEQErADAxMREhEQE1MzQ2MyEyFhUhFQSw%2B1DIOykBLCk7AfQDIPzgA4RkKTs7KWQAAAAAAgABAAAF3QRMAAMAEAAoALIAAAArsAHNsA8vsA3NsAUysAnNAbARL7ESASsAsQEAERKwBDkwMTMBIQkBETM0NjMhMhYVIRUhAQEsBLD%2B1PtQyDspASwpOwH0%2FBgCvP1EAZACWCk7OynIAAAAAQEuAAADggSwAAkAIQCyCQAAKwGwCi%2BwAdawB82xCwErsQcBERKxBAk5OQAwMQEzESMJASMRMwEBLsbGASoBKsbG%2FtYBLAJYASz%2B1P2o%2FtQAAAAAAQAAAS8EsAOCAAkAHACwCC%2BwAs0BsAovsQsBKwCxAggRErEABTk5MDERARUhNQkBNSEVASwCWAEs%2FtT9qAJYASrGxv7W%2FtfFxQAAAAQAAAAABLAEsAAPABkAHQAhAEkAsgwAACuwGs2wHjKwHS%2BwIDOwBc2wEC%2BwFM0BsCIvsBvWsB7NsB4QsR8BK7AJzbIfCQors0AfAAkrsSMBK7EJHxESsBk5ADAxPQE0NjMhMhYdARQGIyEiJhsBPgEzITIWFxMBMzUjFzM1IzspA%2BgpOzsp%2FBgpOx%2BsBSQUAqATJQWs%2Fo9kZMhkZGRkKTs7KWQpOzsBVQLjFictF%2F0k%2FtRkZGQAAAAD%2F5sAZASwBEwACwApADcAJgABsDgvsADWsAbNsAYQsSoBK7AyzbE5ASuxKgYRErEMGjk5ADAxAzU0Nj8BFS4EFzU8Az4FOwElESUjExYOASMiKwEiJicCARE0NjMyFhURFAYjIiZlMhkZBA4iGhbJAQICBAUHBMgCo%2F1dJi8CCgwPBQNTFB0ENwPoHRUUHh4UFR0CWDIYMg0N%2BgIHFRYhVfoCDAQKBAcDBQIB%2BvyuyP7sDAsBHBUBUf7iA1IVHR0V%2FK4UHh4AAAIASgAABGYEsAArADMANQCyLwAAK7AzzbApL7AfM7ADzbAYMrIpAwors0ApJQkrAbA0L7E1ASsAsSkzERKxLDE5OTAxEzQ2OwE3Ez4BNycmNjsBMhYHBhUeARcTFzMyFhUUBgcOBCMiJi8BLgEFHgEyNjcGIkobFBJ1Pw96UxIGEhReFBIGElN6Dz92ERQbGhIIHmRqn0998To6EhoBpww4RjgLMGwBXhUdrQFHTX4UIBMaFRMkARN%2FTf65rR0VFCgHAwsdFRIpFBQHKdwxPT0xBgAAAQAVABUEnAScABcAABMXBzcXNxc3Fyc3JzcnNwcnBycHJxcHFxXpTuAtm5st4E7qtLTqTuAtm5st4E7pswG9LeBO6bOz6U7gLZucLOFO6bS06U7hLJwAAAMAAABkBLAEsAADACIALgAaAAGwLy%2BwKNawFs2xMAErsRYoERKwFDkAMDE1MxEjARQ7ARY7ATI3EzY9ATQmIyE2PQE0JisBIgYPAgYVExE%2FATMVByEVAyMnyMgBLGQ9fA%2F6LiXuHT0n%2FrgcPScyGzAOYJEUZJZkMjIBwvrWiMgCWP3zS2Q5AVgfK2QsUXYHlixRKBzGxBol%2FokBd9XUr%2BF9%2FolkAAAAAAMAAAAABLAETAADACIALgBwALIcAAArsCXNsBUvsAAzsCjNsC4vsAfNsAEysCwvsArNAbAvL7AA1rADzbADELEEASuwI82wIxCxJgErsBjNsBgQsSkBK7ARzbEwASuxJiMRErIIKCw5OTmwGBGwFTmwKRKwKzkAsS4cERKwKjkwMRkBMxE3ETQ7ATY7ATIXExYdARQGIyEWHQEUBisBIiYvAiY3HwEzNSchNQMjByPIZGQ9fA%2F6LiXuHT0n%2FrgcPScyGzAOYJEUZJZkMjIBwvrWiGQBkAJY%2Fah9AZBLZDn%2BqB8rZCxRdgeWLFEoHMbEGiXU1a%2FhfQF3ZAAAAAMACABkBRUEVQADACIAQQB5ALAgL7AkzbAbL7ApzbAxL7AUzbABMrIxFAors0AxAAkrAbBCL7AA1rADzbADELEEASuwI82wIxCxLQErsBjNsi0YCiuzQC08CSuxQwErsS0jERK0DBEbFD8kFzkAsRskERKwIzmwKRGwGDmxFDERErIXPEE5OTkwMTcRMxE3ETQ2PwElNjMyHwEWFRQPASEyFhQGKwEDDgEjISImNxchEz4BOwEyNjU0JiMhKgIuBCcmNTQ%2FAScFCMhkHA4OAWoOCxEMbQ4LVQEuVWttVGuCBxsP%2FqsHpmRkASWDBhsPyxASEhD%2BNwELBAkDBwQEAgUKk1b%2BrcgCWP2oSwINESUKCeYGDHAOFBIOeUyQTv6tFieiG1kBUxUoHhUUHQEBAgMFAwwIDg23U%2BwAAAAD%2F5sAZQSwBFYAHgA4ADwAeQCwGC%2BwJM2wHS%2BwH82wOC%2BwA82wOjKyOAMKK7NAODkJKwGwPS%2BwAdawH82yHwEKK7NAHywJK7AfELEmASuwFM2wFBCxOQErsDzNsT4BK7EmHxEStAcMHAQpJBc5ALEdJBESsCY5sB8RsAA5sQM4ERKyAScsOTk5MDECNDYzBScmNTQ%2FATYzMhcFHgIVERQGIyEiJicDIyInMzIWFxMhNxElBxcWFRQHDgUqASMhAREzEWVsVQEuVQsObQ0QCw4BbQcUIawI%2FqsQGwaCa1QK3g8bBoMBJWv%2BqVeRCgUBBQMHBAkECwH%2BJAPpyAJDkEwBeRAQFQ1xDAbmBA0nEf3yDaEoFQFTZCkU%2Fq1ZAfbtU7gLDwsJAwUDAgEB%2FgwCWP2oAAAAAAMAYQAABEwFDgAbADYAOgBHALI3AAArsDjNAbA7L7AV1rA3MrApzbIpFQors0ApOgkrsDMysCkQsS8BK7AOzbE8ASuxKRURErESNjk5sQ4vERKwETkAMDEbAR4CMyEyNjURNCYnJTU0JiIGFREnJgYPAQYXNxcWNz4FPAE1ETQ2Fh0BFBYXBREHIQM1IRVh5gQNJxECDQ2iKBX%2BrU6QTHkPJQ5wFltTtxYZAwUDAgEBMjIoFQFTWf4JCAJYAs%2F%2BlQYTH6YHAVYPGwaDalRua1X%2B0lQMAQ1uFgtWkhINAQUDBwQJBAsBAcgWEhMVyhAbBoL%2B2mT%2BcMjIAAAAAAMAAgAKA%2B0FGAAdADQAOABFALA1L7A2zQGwOS%2BwCtawNTKwK82yKwoKK7NAKzgJK7AhMrArELEnASuwD82xOgErsSsKERKxDB85ObEPJxESsA05ADAxEwYfAR4BPwEUBhUUFjI2PQElPgE1ETQmIyEiBg8BAxMhFxEFDgEdARQGJjURPAEuAScmDwETNSEVAhAWcA0mD3kBTZBOAVMUKaIN%2FfMRJQoKmuwB91n%2BrBQoMjIDBwYYFriSAlgCSR8Wbg0BC1UzzS5UbG5UaoMGGw8BVgemHA4P%2FoIBU2T%2B2oIGHA%2FKFhISFgHICwcQCAMNEpICccjIAAAAAgAFAAAEsASrAA4AFQA6ALIMAAArsBDNsA8vsAXNAbAWL7AA1rAQzbEXASsAsRAMERKxCRI5ObAPEbEAEzk5sAUSsQgUOTkwMRM0PgIzMgQSEAIEICQCARchBwkBFQVfoN16ogEToKD%2B7f68%2FuygASUCASwCAZL%2BbgJVet2gX6D%2B7P68%2Fu2goAETAQrJwgEmASrFAAIAAAAABKsEqwAQABcAOACyDgAAK7AUzbAWL7AFzQGwGC%2BwFNawCs2xGQErALEUDhESsBI5sBYRsgoAETk5ObAFErAXOTAxETQ%2BAjMyHgIVFAIEICQCNwEnITchNV%2Bg3Xl63aBfoP7s%2Frz%2B7aDIAZICASwC%2FtQCVXrdoF9foN16ov7toKABE6X%2B2sLJxQAAAAIABQAABLAEqwAOABUAPgCyDAAAK7ARzQGwFi%2BwANawEc2wERCxEgErsAnNsRcBK7ERABESsQwPOTmwEhGxBRU5ObAJErELFDk5ADAxEzQ%2BAjMyBBIQAgQgJAIlMxEzETMBBV%2Bg3XqiAROgoP7t%2Frz%2B7KABJ8jIyP7UAlV63aBfoP7s%2Frz%2B7aCgAROl%2FtQBLAGQAAACAAUAAASwBKsADgAVAE0AsgwAACuwFC%2BwBc0BsBYvsADWsBXNsBUQsRIBK7AJzbEXASuxFQARErEMDzk5sBIRsQUQOTmwCRKxCxE5OQCxFAwRErIIABA5OTkwMRM0PgIzMgQSEAIEICQCJQkBIxEjEQVfoN16ogEToKD%2B7f68%2FuygAScBLAEsyMgCVXrdoF%2Bg%2Fuz%2BvP7toKABE6X%2BcAGQASz%2B1AAAAAAEAAUAAASwBKsAEACIAJgAmgB8ALIOAAArsCrNsE8vsIwvAbCbL7AA1rAUzbAUELFYASuwCs2xnAErsRQAERKwEjmwWBFADg4FEyEjJDxKVXiEhYmUJBc5sAoSQAoNIiYwO1pndpmaJBc5ALFPKhEStxYwNjxGSFVXJBc5sIwRQAkKABRYbIWNjpQkFzkwMRM0PgIzMh4CFRQCBCAkAhMGFgcUFgcyHgEXFhceAjcWBhcWFxQOARcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQcGJyY3NjceAhceAR8BNDYnJjY3PgM3JjcyFjI2Ny4DJzYnHgE%2FATYuAScGJw4DBwYmBw4BBwYWBw4BJT4BNxYyPgE3FBYVLgM3MwVfoN16ed2gX6D%2B7f68%2Fuyg%2BQgbBiIBDBYYCBhUFj45HQguAyotBgEFaHUeIiMDDi4NDkYRCT0gLhAyEAQBBikEAggZGhcTEwsGEAYoGwYMKA4OEwQEJQQFCgcYFgYQCB8SFwkKKSM%2FDAsJHzYMCwcvUg8TEg8rGj4IDz0PFT4DAxMBAzEBAwMaAwoRCxIHIgksHCSiAQJVet2gX1%2Bg3Xqi%2Fu2goAETAVkhdxwJRhkLEwQMHggvHgQSShRHCQYTCgwDcx0kPh8JAQcHEAsBAgsLIxcCLwINCAMWJhIdGR0cHhAGAQEHChMlCQgDSRUXKwoOKhQZCRITAwkLFycVIAcnBQ0DBQQkIxYMAwMMEgYKAQMHBgcnDwsXByJxcQwkBwoMEQQYVQECBgQMXwAAAAABAAAAAgSvBIUAFAAAPAE3ASY2NzYXBRc3FgcGJwEGIi8BDwJYIU5gpI7%2B%2FZH7DaR7gv2sDysPb48rEAJXZck2XGWK6H6vXEYv%2FawQEG4AAAYAAABgBLAErAAPAB8ALwAzADcAOwBQALAML7A0zbA3L7AFzbAcL7AwzbAzL7AVzbAsL7A4zbA7L7AlzQGwPC%2BwNdaxMTkyMrAJzbEYKDIysjUJCiuzQDUACSuxECAyMrE9ASsAMDE9ATQ2MyEyFh0BFAYjISImETU0NjMhMhYdARQGIyEiJhE1NDYzITIWHQEUBiMhIiYBITUhEyE1IRMzNSM7KQPoKTs7KfwYKTs7KQPoKTs7KfwYKTs7KQPoKTs7KfwYKTsCWAH0%2FgzIASz%2B1GTIyMRkKTs7KWQpOzsBuWQpOzspZCk7OwG5ZCk7OylkKTs7%2Fplk%2FgxkArxkAAACAGQAAARMBLAAAwAJACUAsggAACuwAC%2BwAc0BsAovsAjWsAfNsQsBKwCxAAgRErAEOTAxEzUhFQUhAREHEWQD6PxKA4T%2BosgETGRkZP4M%2FtTIAfQAAAAAAwAAAGQEsASwAAkAIQAlAGAAsAcvsAHNsAovsB0zsA7NsRgiMjKwJS%2BwE80BsCYvsA%2FWsCLNsCAysg8iCiuzQA8LCSuwADKwIhCxIwErsB4ysBjNshgjCiuzQBgcCSuwAjKxJwErALEOChESsB85MDE9ASEVFAYjISImGQE0NjMhNTQ2OwEyFh0BITIWFREhNSMVETM1IwSwOyn8GCk7OykBLDspyCk7ASwpO%2F4MyMjIyMjIKTs7AVUBkCk7ZCk7OylkOyn%2BcGRkAfRkAAAAAAQAAAAABLAEsAAGAA0AFAAbABQAsgAAACuwEjMBsBwvsR0BKwAwMTERFzcXBxcBNxc3JzchATcXNxEhNwM3JyERJweByI7Igf5wgciOyIH%2BcALZjsiB%2FnCByMiBAZCByAGQgciOyIEDIIHIjsiB%2FJmOyIH%2BcIEC5siB%2FnCByAAABgAAAAAEqASoAAsAFQAfACkAQgBMANIAsgoAACuwD82wHi%2BwSjOwGc2wRTKwKC%2BwOTOwI82wNDKyKCMKK7NAKEEJK7AUL7AEzQGwTS%2BwAdawDM2wDBCxFwErsBvNsBsQsSELK7AmzbAmELEqASuwPs2wPhCxQwErsEjNszdIQwgrsDHNsDEvsDfNsEgQsREBK7AHzbFOASuxJhsRErMKDhQDJBc5sT4qERKxLTw5ObE3MREStQkPEwQvOyQXOQCxHg8RErMHAAwRJBc5sBkRsyotPD4kFzmwKBKxBgE5ObAjEbEvOzk5MDEYARIkIAQSEAIEICQTFBYgNjU0JiAGFjQ2MhYVFAYjIjY0NjMyFhQGIyIXNDY%2FAiY1NDYzMhYUBiMiJwcWFRQGIiYlNDYyFhQGIyImoAESAUQBEqCg%2Fu7%2BvP7uFvMBVvPz%2FqrzbR8uICAXFk0gFxYgIBYXUikfegEJIBcWICAWDg83ETNIMwEeIC4fIBYXIAGyAUQBEqCg%2Fu7%2BvP7uoKABtKzy8qyr8%2FOHLh8gFhcg5CwhIC4guiAxBX4BDg4WISAuIAqRFh0kMzNSFiAfLiAgAAAAAf%2FYADsEugSwAE8AOgCwBS%2BwJ82wIC%2BwFc2wNi%2BwSs0BsFAvsVEBKwCxJwURErA%2FObAgEbQLDxobMSQXObAVErEyMzk5MDECBhceATMyNz4CNzY3AT4BJyYnJiMiBgcBBxcBNjc2MzIXFgcBBiMiJicmPgI3NjcBPgIzMhceAQcGDwEDHwEBPgEnLgEnJiMiBwYHARsaMCN2Rj84IUApJygRAYojGA8bWhQJLkEj%2FnsHRQF5FBMXGyYPECT93TRJN1oJBQ8wJCYYFAFcND1rNhkXX3YIB1v8%2FQdFAgVDOBEQZk9FU2taKEf%2BAAHWvk45QBwQMSorLBEBiiNiL1cRAiEj%2FnQHQwF1FhAXJCck%2Fd00Qj8jPkAkJBUUAVw0NzUEEZtiZVv5%2FwAHPAH%2FQ7RdV4YkITcYR%2F4AAAAAAAIAUAA2BMMEWAAbADUAPQCwMy%2BwLTOwA82wBzIBsDYvsADWsBzNsBwQsSoBK7AKzbE3ASuxKhwRErMDBw8YJBc5ALEDMxESsAU5MDETNDYzMhc2MzIWFRQOAgcGDwEnLgInLgM3FB4BHwEWFzY%2FAT4CNTQmIyIPAScmIyIGUMWEj2Jnj4HCI1dDR8VgERArckZCR0NXI6o9PkAWXWFScQxAQz5gOUo6dnIzSDxjAxCDxYGBxYMuWmxHRr%2BDFxc6gUZBRkdsWi4bVkE%2BFlpvXG8MPkZYHEdhU6uuUGMAAAAAAgA5%2F%2FIEdwS%2BABgAMwAAExQfARYzMjcBNjQvASYnBxcBJzcnJicHBhMUHwEWFzcnARcHFxYXNz4BNTQvASYjIgcBBjlCjURbXUIBG0JCjQgLadT%2Be%2FdfEi4dN0LUQo0HDGnUAYX3XxIvHh0jN0KNQl1fQP7lQgFhX0COQkIBG0K6Qo0JCGnU%2Fnv4XxItODdCAQRdQo0HCmnUAYX3YBExMx0jaitdQo1CQv7lQAAAAAADAMgAAAPoBLAAEQAVAB0ARQCyDwAAK7AZzbAdL7ASzbAVL7AGzQGwHi%2BwANawEs2wEhCxEwErsAvNsAsQsBvNsBsvsR8BK7EbEhESsgYFFjk5OQAwMTcRND4CMh4CFREUBiMhIiY3IREhEhQWMjY0JiLIPGacqppkOjsp%2FagpO2QCWP2oxD1WPT1WZAO5FTIuHh4uMhX8Ryk7O%2FECvPzZVj09Vj0AAAABAAAAAASwBLAAGAARALIAAAArAbAZL7EaASsAMDExATcnIQEnJjQ3NjIXARYUBwYiLwEBEScHAS%2FP0gEsAQsjDw8OKg4BGw8PDioOJP7p1NABfNDUARckDioODw%2F%2B5g8qDg8PI%2F71%2FtTSzwADAScAEgQJBOEAMQA9AEMAlwCwLS%2BwKjOwBM2wPjKyLQQKK7NALSwJK7A7L7AfM7ASzbISOwors0ASEwkrAbBEL7AO1rAAMrAyzbABzbAyELEsASuyBBI6MjIysCvNshQfPjIyMrArELFAASuwJ82wHCDWEbAbzbFFASuxMgERErACObAsEbAJOQCxBC0RErApObA7EbYADhsnOkBDJBc5sBISsBU5MDEBMx4BFxEuASMuBDU0PgE3NTMVHgQXIy4BJxEXHgQVFAYHFSM1JicuARMUHgMXFhcRDgETNjU0JicBJ4sFV0oGEwIuQk4vIViCT2QmRVI8KwOfCDZKQCI8UDcosptkmFUoGagQESoUHAcEPUnqqlhSAbFNYw8BTwEGDhkvOVg3XIdDB05PBBMsP2lCSEsN%2Fs0OBxMsPGU%2Bi6oLTU4RVyhrAh4dLBgVBgcCAQESCDv9KxKFQEcZAAAAAQBkAGYDlAStAEMAjQCwMS%2BwKs2wAC%2BwHjOwAc2wHDKwEy%2BwC82yEwsKK7NAEw4JKwGwRC%2BwB9awOTKwGM2wJDKyGAcKK7NAGB4JK7IHGAors0AHAAkrsBgQsQ8BK7AOzbFFASuxGAcRErMCOEJDJBc5sA8RtQsfICoxMyQXObAOErAsOQCxKjERErEtOTk5sAARsSw8OTkwMRM1MyYnLgE%2BATc2MzIWFSM0LgEjIgYHBhUUHgEXMxUjFgYHBgc%2BATM2FjMyNxcOAiMiJgcOAQ8BJz4FNz4BJ2SmGBQKCQMvLWGmgcqZRFAkJVQUKSEXHvHFCBUVKTojYhUhjCFMPDIpTycqF9IyJ1YXGDcGFQoRDBEJMAwkAlhkMTcaO1ZeKFiydzRLHB0VLDkcUyozZDKCHTs2Cw4BIh6TGRcDQgQEGgwLkQQOBg0LEQo3j0cAAgACAAAErgSwAAYADQAfALIMAAArAbAOL7AM1rALzbEPASuxCwwRErAIOQAwMRMJASMRIxEJAiMRIxECASoBKsbIAZIBKgEqxsgBLP7UASwDhPx8AlgBLP7U%2FHwDhAAABQACAAAD6ASwAAYADAAWAB4AIgCmALIHAAArsAYzsArNsgcAACuwCM2wEy%2BwFM2xAAQyMrANL7AOzbAdL7AfzbIdHwors0AdFwkrsBoysCIvsBjNsAIyAbAjL7AB1rAEzbAEELEIASuxDRcyMrAKzbEdHzIysAoQsRUBK7EbIDIysBDNsQsZMjKzEhAVCCuwE82wEy%2BwEs2xJAErsQQBERKwBjmwCBGwBTkAsRQIERKwEDmwDRGwETkwMRMzETMRMwEhNTMVMxUBNSEVIxUjNTM1AxEhESM1IxU3MzUjAsbIxv7WAZBkyP7UASxjZGPIASxkZAFkZAEsA4T8fP7UyGRkAZBkyGRkZAEsAfT%2BDGRkyMgABQACAAAD6ASwAAYADgAUAB4AIgCgALIGAAArsQcKMzOwDS%2BwH82wIi%2BwCM2wDy%2BwEs2wEM2wGy%2BwHM2wFS%2BwFs2wAjIBsCMvsAHWsATNsAQQsQcBK7EPFTIysA7NsREfMjKwDhCxCwErsR0gMjKwCs2xExcyMrMaCgsIK7AbzbAbL7AazbEkASuxBAERErAGObAHEbAFOQCxIh8RErMBBAUAJBc5sRwQERKwGDmwFRGwGTkwMRMzETMRMwEhESERIzUjFQM1MxUzFQE1IRUjFSM1MzUDMzUjAsbIxv7WAZABLGRkZGTI%2FtQBLGNkY2NkZAEsA4T8fP7UAfT%2BDGRkArzIZGQBkGTIZGRk%2FHzIAAAEAAIAAARMBLAABgAMABIAFgBrALILAAArsAwvsBPNsBYvsAjNsA0vsA7Nsg0OCiuzQA0RCSsBsBcvsBHWsBDNsxMQEQgrsAfNsAcvsA0zsBPNsBAQsRQLK7ALMrAKzbEYASsAsQgLERK0AAIDBgEkFzmxDg0RErEFBDk5MDETCQEjESMRBREhESM1AzUzESMREzM1IwIBKgEqxsgCWAEsZMjIZAFkZAEs%2FtQBLAOE%2FHzIAZD%2BDGQD6GT%2BDAGQ%2FHzIAAAABAACAAAETASwAAYADAASABYAawCyCwAAK7AHL7AIzbASL7ATzbISEwors0ASEAkrsBYvsA7NAbAXL7AL1rAKzbMTCgsIK7ANzbANL7AHM7ATzbAKELEUCyuwETKwEM2xGAErALETCxEStAACAwYBJBc5sQ4WERKxBQQ5OTAxEwkBIxEjESU1MxEjEQMRIREjNSczNSMCASoBKsbIAljIZGQBLGRjZGQBLP7UASwDhPx8ZGT%2BDAGQAZABkP4MZGTIAAAAAAUAAgAABLAEsAAGAAoADgASABYAUgCwBy%2BwCM2wCy%2BwDM2wDy%2BwEM2wEy%2BwFM0BsBcvsA%2FWsgcLEzIyMrASzbAWzbIWDwors0AWCgkrs0AWDgkrsRgBKwCxCwgRErMCAwYAJBc5MDETCQEjESMRBTUhFQE1IRUBNSEVATUzFQIBKgEqxsgB9AH0%2FgwBkP5wASz%2B1MgBLP7UASwDhPx8yMjIASzIyAEsyMgBLMjIAAAABQACAAAEsASwAAYACgAOABIAFgBSALAHL7AIzbALL7AMzbAPL7AQzbATL7AUzQGwFy%2BwC9ayBw8TMjIysA7NsArNsgoLCiuzQAoSCSuzQAoWCSuxGAErALELCBESswIDBgAkFzkwMRMJASMRIxEFNTMVAzUhFQE1IRUBNSEVAgEqASrGyAH0yMgBLP7UAZD%2BcAH0ASz%2B1AEsA4T8fMjIyAEsyMgBLMjIASzIyAAAAAACAAAAAARMBEwADwAfACoAsg0AACuwE82wHC%2BwBM0BsCAvsADWsBDNsBAQsRcBK7AJzbEhASsAMDEZATQ2MyEyFhURFAYjISImNxQWMyEyNjURNCYjISIGFeulASyi7u2j%2FtSl68g7KQH0KTs7Kf4MKTsBkAEspevto%2F7UpevrQSk7OykB9Ck7OykAAAMAAAAABEwETAAPAB8AIgA%2BALINAAArsBPNsBwvsATNAbAjL7AA1rAQzbAQELEXASuwCc2xJAErsRcQERKxICE5OQCxHBMRErEgIjk5MDEZATQ2MyEyFhURFAYjISImNxQWMyEyNjURNCYjISIGFRMtAe6iASyl6%2Bul%2FtSj7cg7KQH0KTs7Kf4MKTvIAU3%2BswGQASyj7eul%2FtSl6%2BtBKTs7KQH0KTs7Kf4M%2BvoAAAAAAwAAAAAETARMAA8AHwAiAD4Asg0AACuwE82wHC%2BwBM0BsCMvsADWsBDNsBAQsRcBK7AJzbEkASuxFxARErEgIjk5ALEcExESsSAhOTkwMRkBNDYzITIWFREUBiMhIiY3FBYzITI2NRE0JiMhIgYVFxsB66UBLKPt66X%2B1KXryDspAfQpOzsp%2FgwpO2T6%2BgGQASyj7e6i%2FtSl6%2BtBKTs7KQH0KTs7KWT%2BswFNAAMAAAAABEwETAAPAB8AIgA%2BALINAAArsBPNsBwvsATNAbAjL7AA1rAQzbAQELEXASuwCc2xJAErsRcQERKxICE5OQCxHBMRErEgIjk5MDEZATQ2MyEyFhURFAYjISImNxQWMyEyNjURNCYjISIGFRMhA%2BulASyl6%2B2j%2FtSl68g7KQH0KTs7Kf4MKTtkAfT6AZABLKXr66X%2B1KLu7T8pOzspAfQpOzsp%2FnABTQACAAAAAAUUBEwABgAaADwAsgcAACuwCM2wAC%2BwAc2wES%2BwEs0BsBsvsAzWsBfNsRwBKwCxCAcRErAFObEBABESsAQ5sBERsAM5MDEZASE1CQE1EzUhMjY1ETQmIyE1ITIWFREUBiMBLAGQ%2FnDIAfQpOzsp%2FgwBkKXr66UBkAEsyP6i%2FqLI%2FnDIOykB9Ck7yOul%2FtSl6wAAAAEA2QACA9YEngAhACgAsA4vsBPNAbAiL7Ac1rAWzbEjASuxFhwRErAZOQCxEw4RErAPOTAxExYzIQIHBh8BMzI3NgAzNicmIwU2Ejc2LwEjIgcOAQAHBtkIFwEumwUFCQkJDgwLAg8BDgkIF%2F7TAZoCAgcJCQ8KBLz%2B80sQAgcT%2FkoUFQsIDw0CaRMREQEEAa8MDwwJEAbT%2FtFWEwAAAAACAAAAAAUUBEwAGAAfAD8AsgMAACuwCM2wCBCwBs2wGS%2BwGs2wEC%2BwEs2wFM0BsCAvsADWsAvNsSEBKwCxGgMRErEdHjk5sBARsBw5MDERFBYzITI3NSEiJjURNDYzITUuAS8BIgYVAREhNQkBNeulASwvNf4MKTs7KQH0DshdXaXrAlgBLAGQ%2FnABkKXrD7k7KQH0KTu5BAcCAuul%2FtQBLMj%2Bov6iyAACAAAAAASwBLAAHQAkAFQAsgMAACuwD82wFi%2BwGs0BsCUvsADWsBLNsBIQsQsBK7AHzbEmASuxCxIRErUYGR4fICQkFzmwBxGwIzkAsRYPERK1CAkeIiMkJBc5sBoRsB85MDERFBYzITI2PQEnBxUUBiMhIiY1ETQ2OwE3JyMiBhUlASchEScB66UBLKPtTno7Kf4MKTs7KZx2SmSl6wHwAWGVAfSV%2FqoBkKXr66ViSXuUKTs7KQH0KTt6TuulCQFWlf4Mlf6fAAMABAAEBKwErAALABMAGwBaALAKL7APzbAbL7AXzbATL7AEzQGwHC%2BwAdawDc2wDRCxFQErsBnNsBkQsREBK7AHzbEdASuxGRURErcECQoODxITAyQXOQCxFxsRErcBBgcMDRARACQXOTAxEhASJCAEEhACBCAkEhAWIDYQJiACNDYyFhQGIgSgARIBRAESoKD%2B7v68%2Fu4W8wFW8%2FP%2BqhdyoHJyoAG2AUQBEqCg%2Fu7%2BvP7uoKACX%2F6q8%2FMBVvP%2BEqBycqByAAAAAwAAAAAETASwAAkAEAAUAC4AsgkAACuwEc2wFC%2BwBc2wCzIBsBUvsBLWsAjNshIICiuzQBIACSuxFgErADAxMRE0NjMhMhYVEQkCIREhEQEzNSMOCwQYCxD8GAG9AcL%2B2f7UAfRkZAETCw4PCv7tAyD%2BDAH0AZD%2BcP12MgAAAAADAAAAAARMBLAACQAQABQAKwCyCQAAK7ARzbAUL7AFzQGwFS%2BwEtawCM2yEggKK7NAEgAJK7EWASsAMDExETQ2MyEyFhURASERIREhCQEzNSMOCwQYCxD8GAEsASwBJ%2F5DAV5kZAETCw4PCv7tArz%2B1AEsAfT75jIAAAAAAwAAAAAETAR%2FAAkADwATAC4AsgkAACuwEM2wEy%2BwBc0BsBQvsBHWsAwysAjNshEICiuzQBEACSuxFQErADAxMRE0NjMhMhYVEQkCJwEnATM1Iw4LBBgLEPwYATECVJr%2BRpYChWRkARMLDg8K%2Fu0Cwf7PAlSb%2FkaX%2FToyAAQAAAAABEwEsAAJAA0AFAAYACsAsgkAACuwFc2wGC%2BwBc0BsBkvsBbWsAjNshYICiuzQBYACSuxGgErADAxMRE0NjMhMhYVEQEXNycDJRMHJwcXATM1Iw4LBBgLEPwYYdRhcAK5A%2FqV1JUBzmRkARMLDg8K%2Fu0D3GLVYfzgAQK775XUlf4NMgAEAAAAAARMBLAACQANABQAGAAuALIJAAArsBXNsBgvsAXNAbAZL7AW1rATMrAIzbIWCAors0AWAAkrsRoBKwAwMTERNDYzITIWFREBFzcnExcHFzcXCwEzNSMOCwQYCxD8fNRi1QPvldSV%2BQFjZGQBEwsODwr%2B7QJk1GHUAev6ldSU7QK5%2B%2BkyAAAAAAIAF%2F%2F%2FBLAErwAFAAgAFwCyBAAAKwGwCS%2BwBdawBs2xCgErADAxEwERCQERFwkBFwSZ%2FiX%2Byk8CoP1gAZ8DEPvJARD%2BdwGgzQOq%2FTgAAAAAAgAAAGQETASwABUAGQBNALARL7AGzbIRBgors0AREwkrsA4ysgYRCiuzQAYECSuwCDIBsBovsADWsBLNsAbNsBIQsQ8BK7ALzbEbASuxDwYRErIJFhc5OTkAMDE1ETQ2OwERIREzFxEUBisBESERIyImATM1Ix0V%2BgH0ZMgeFJb9RJYVHQJYZGSWA%2BgUHv7UASzI%2FK4VHQGQ%2FnAdA2fIAAMAAAA%2BBRQEsAATABkAHQBAALAPL7AGzbIPBgors0APEQkrsgYPCiuzQAYECSuwCDIBsB4vsADWsBDNsAbNsR8BKwCxBg8RErILFxg5OTkwMTURNDY7AREhETMXFQEnByERIyImJTcXARcBAzM1Ix0V%2BgH0ZMj%2B7Hh%2B%2FoaWFR0CRXt4AWF7%2FiXhZGSWA%2BgUHv7UASzI2v7teH%2F%2BcB2xe3gBYHv%2BJAOqyAAAAAADAAAABgUOBLAAEwAXACMAFQABsCQvsADWsBDNsAbNsSUBKwAwMTURNDY7AREhETMXEQcnASERIyImATM1IxM3JzcXNxcHFwcnBx0V%2BgH0ZMhnqv7W%2FreWFR0CWGRkZKqqf6qqf6qqf6qqlgPoFB7%2B1AEsyP7zZ6r%2B1v5wHQNnyPvVqqp%2FqqqAqap%2FqqoAAAADAAAAAASwBLAAEgAZAB0AbACwDi%2BwBs2yDgYKK7NADhAJK7AGELAMzbAaL7AbzbEECDIyAbAeL7AA1rAPzbIPAAors0APCwkrsAAQsAbNsA8QsRoBK7AdzbAMMrEfASuxGgYRErATOQCxDA4RErEXGDk5sRoGERKwCjkwMTURNDY7AREhETMXESEVIREjIiYlCQEjESMRAzUzFR0V%2BgH0ZMj%2BcP4MlhUdAlgBLAEsyMjIZJYD6BQe%2FtQBLMj%2B1Mj%2BcB2r%2FtQBLAEs%2FtQCvMjIAAAAAAMAAAAABLAEsAASABkAHQBbALAOL7AGzbIOBgors0AOEAkrsBovsBvNsQQIMjIBsB4vsADWsA%2FNsAbNsA8QsRoBK7AdzbEfASuxGgYRErATObAdEbANOQCxBg4RErILDBk5OTmwGhGwCjkwMTURNDY7AREhETMXEScBIREjIiYlMxEzETMJATUzFR0V%2BgH0ZMjI%2Ftb%2BbpYVHQJYyMjI%2FtT%2B1GSWA%2BgUHv7UASzI%2Fm7I%2Ftb%2BcB2r%2FtQBLAEsAZDIyAAAAAADAAAAyASwBEwACQATABcAADUUFjMhMjY1ESE1ITU0JiMhIgYVEzUhFR0VBEwVHftQBLAdFfu0FR1kAZD6FR0dFQImZJYVHR0V%2FRLIyAAAAAYAAABmBLAErgAGAAoADgAVABkAHQCBALAFL7EWGjMzsALNsRccMjKwBy%2BxCw8zM7AIzbEMEDIyAbAeL7AH1rAKzbAKELELASuwDs2wDhCxFgErsBnNsR8BK7ELChESswIFBgEkFzmxFg4RErMEAw8QJBc5sBkRsxIUFREkFzkAsQIFERKwADmwBxGxARQ5ObAIErATOTAxEQEVIRUhFQM1MxUzNTMVMzUhNQkBNQM1MxU7ATUjASwBkP5wyGRkZGQBkAEs%2FtRkZGRkZAGQASrGyMYCusjIyMjIxv7W%2FtbG%2FgzIyMgAAAACAGQAAASwBLAAGAAvADoAshQAACsBsDAvsADWsATNsAQQsRcLK7AQzbMJEBcIK7AFzbAFL7AJzbAQELEKCyuwDs2xMQErADAxExE3FxEzETcXETMRNxcRBxEUBisBIiY1ESUUHgIfAREUFjsBMjY1ETQmBwUOARVkMjJkMjJkMjJkHRXIFR0CWBUdHQsKHRXIFR0kGv7sGSUCvAGQZGT%2B1AEsZGT%2B1AEsZGT%2BcMv%2BQRUdHRUBv2QdNSEYBgX%2BcxUdHRUEUh8TEXQRRR8AAAAAAQBkAAAEsARMADMAOACyAAAAK7AMM7AzzbICCw4yMjKwKC%2ByGBwlMzMzsCfNsBoyAbA0L7E1ASsAsSgzERKxBiA5OTAxMyE1IiY1ESERFAYjFSE1Ii4DNRE0Nj8BNSEVMhYVESERNDYzNSEVMh4DFREUBg8BZAGQSxkB9BlLAZAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGTgMJgGK%2FnYmDDg4AQUJFQ4DeBYZAQI4OAwm%2FnYBiiYMODgBBQkVDvyIFhkBAgAGAAAAAARMBEwADwAYABwAIAAqAC4AMgCyGAAAK7AQzbAWL7ASzbISFgors0ASFAkrAbAvL7EwASsAsRIQERKzBAMZHCQXOTAxERQWMyEyNjURNCYjISIGFRMhNzMlESEHIQM1IRUBNSEVASEXFSUzNSEnIQE1JRU7KQEsKTs7Kf7UKTtkAZDIaQEn%2Fldk%2FolkASz%2B1AEs%2FtQBkMgBJ2n%2BV2T%2BiQH0AZABLCk7OykB9Ck7Oyn9RMhi%2FtZkASzIyAEsyMgBkMhiYshk%2FUajhaMAAQAQABAEnwSfACAAABIeAxceAzM%2FATYmLwEmBg8BLgEnNz4BLwEuAQ8BEAEfPpJmZ9GXex8foxEHE8ATNBB2jvxldhEGDosOLRKiA%2BQriY%2FUZmeSPSEBohIuDogOBBF2ZfyOdhExFMITBhGiAAAAAAIAAAAABLAETAAdAEAALwCyGwAAK7AMzbAoL7A4zQGwQS%2BxQgErALEMGxESsSAvOTmwKBGzJikyQCQXOTAxPQE0NjcBNTQ%2BAzIeAh8BFQEeAR0BFAYjISImERQWPwE%2BAT0BNiAXFRQWHwEWNj0BLgQjIg4EDwEVDgFtAhYmUnBSJhYBAQFtDhUdFfu0FB4dFMoUHY0BPo0dFMoUHQYaZHzaflymdWQ%2FLAkJMtQUMw4BLzIEDSAZFRQbHAoKMv7RDjMU1BUdHQKrFRkEIQQiFZIYGJIVIgQhBBkVyAgZQTEpFSEoKCELCgACAGQAAASwBEwAAwAZABQAsgAAACuwAc0BsBovsRsBKwAwMTM1IRUlISc1NxEjFSM1IxUjNSMVIzUjERcVZARM%2B%2F8Dtn1kZGTIZMhkZGRkZMiW%2BmQBkMjIyMjIyP5wZPoAAAAAAwBkAAAEsARMAAkAEwAdACQAsgoAACuwFDMBsB4vsArWsBPNsBMQsRQBK7AdzbEfASsAMDEzIRE0JisBIgYVARE0NjsBMhYVETMRNDY7ATIWFRFkASw7KWQpOwGQOylkKTtkOylkKTsBkCk7Oyn%2BcAPoKTs7KfwYArwpOzsp%2FUQAAAAABf%2BcAAAEsARMAA8AEwAfACcAKwBIALINAAArsBDNsBMvsATNAbAsL7AA1rAQzbAQELERASuwCc2xLQErsREQERK1FBUgIygqJBc5ALETEBEStRQaICYoKSQXOTAxAxE0NjMhMhYVERQGIyEiJjchESETIREjNTM1IREzFSMFMzUzESM1IxMRMxFksHwCvHywsHz9RHywyAOE%2FHxkASzIyP7UyMgBkMhkZMhkZAEsAfR8sLB8%2Fgx8sLAYArz9qAEsZGT%2B1GRkZAEsZP5wASz%2B1AAAAAAF%2F5wAAASwBEwADwATAB8AJwArAEgAsg0AACuwEM2wEy%2BwBM0BsCwvsADWsBDNsBAQsREBK7AJzbEtASuxERARErUUGSAjKCokFzkAsRMQERK1FBogJigpJBc5MDEDETQ2MyEyFhURFAYjISImNyERIRMzNTMVMxEjFSM1IwEzNTMRIzUjExEzEWSwfAK8fLCwfP1EfLDIA4T8fGRkZGRkZGQBkMhkZMhkZAEsAfR8sLB8%2Fgx8sLAYArz9qMjIAfTIyP4MZAEsZP5wASz%2B1AAABP%2BcAAAEsARMAA8AEwAbACMARACyDQAAK7AQzbATL7AEzQGwJC%2BwANawEM2wEBCxEQErsAnNsSUBK7EREBESsxQVHB0kFzkAsRMQERKzFBocIiQXOTAxAxE0NjMhMhYVERQGIyEiJjchESETITUjETM1IQEhNSMRMzUhZLB8Arx8sLB8%2FUR8sMgDhPx8ZAEsyMj%2B1AGQASzIyP7UASwB9HywsHz%2BDHywsBgCvP2oZAEsZP4MZAEsZAAAAAAE%2F5wAAASwBEwADwATABYAGQBEALINAAArsBDNsBMvsATNAbAaL7AA1rAQzbAQELERASuwCc2xGwErsREQERKzFBUXGCQXOQCxExARErMVFhcZJBc5MDEDETQ2MyEyFhURFAYjISImNyERIRMFERMtAWSwfAK8fLCwfP1EfLDIA4T8fGQBLGQBLP7UASwB9HywsHz%2BDHywsBgCvP6ilgEs%2FtSWlgAAAAAF%2F5wAAASwBEwADwATABcAHwAnAFoAsg0AACuwEM2wFC%2BwGM2wIzKwHy%2BwJTOwFc2wEy%2BwBM0BsCgvsADWsBDNsBAQsRQBK7AYzbAYELEcASuwIc2wIRCxJAErsBfNsBcQsREBK7AJzbEpASsAMDEDETQ2MyEyFhURFAYjISImNyERIRMRIRElMzI2NCYrAQQUFjsBESMiZLB8Arx8sLB8%2FUR8sMgDhPx8ZAK8%2FaiCKTY5JoIBEzYpgoImASwB9HywsHz%2BDHywsBgCvP2oAfT%2BDGRUglZWglQBLAAABf%2BcAAAEsARMAA8AEwAfACMAKQBIALINAAArsBDNsBMvsATNAbAqL7AA1rAQzbAQELERASuwCc2xKwErsREQERK1FBUgISQnJBc5ALETEBEStRQaICImKCQXOTAxAxE0NjMhMhYVERQGIyEiJjchESETIREjNTM1IREzFSMFMzUjEzMRMxEjZLB8Arx8sLB8%2FUR8sMgDhPx8ZAEsyMj%2B1MjIAZFkZGNkZMgBLAH0fLCwfP4MfLCwGAK8%2FagBLGRk%2FtRkZGQBLP5wAfQABv%2BcAAAEsARMAA8AEwAZAB0AIQAnAEwAsg0AACuwEM2wEy%2BwBM0BsCgvsADWsBDNsBAQsREBK7AJzbEpASuxERARErcUFRocHh8iJSQXOQCxExARErcUGBobHiAkJiQXOTAxAxE0NjMhMhYVERQGIyEiJjchESETIREjNSMTNTMVFzM1IxMzETMRI2SwfAK8fLCwfP1EfLDIA4T8fGQBLMhkZWTIZGRjZGTIASwB9HywsHz%2BDHywsBgCvP2oAZBk%2FnDIyGRkASz%2BcAH0AAAAAAb%2FnAAABLAETAAPABMAHQAhACUAKwCbALINAAArsBDNsB4vsSIpMzOwH82wIzKwGi%2BwG82wFC%2BwJjOwFc2wJzKwEy%2BwBM0BsCwvsADWsBDNsBAQsR4BK7AUMrAhzbAhELEcASuwF82zGRccCCuwGs2wGi%2BwGc2wFxCxIgErsCXNsCUQsSoBK7ApzbApELAmzbAmL7ApELERASuwCc2xLQErALEbHxESsBc5sBQRsBg5MDEDETQ2MyEyFhURFAYjISImNyERIRc1IREjFSM1MzUDNTMVITUzFQM1MxEjEWSwfAK8fLCwfP1EfLDIA4T8fGQBLGNkY8dkASxkAchkASwB9HywsHz%2BDHywsBgCvMhk%2FtRkZMj%2BcGRkZGQBkGT%2BDAGQAAADAAQABASsBKwACwATAB0AeQCwCi%2BwD82wHS%2BwGs2wGS%2BwFs2wEy%2BwBM0BsB4vsAHWsA3NsA0QsRQBK7AazbAaELERASuwB82xHwErsRoUERK1Cg4TAxYdJBc5sBERtQkPBBIXGyQXOQCxGh0RErQHDRAAFCQXObAZEbAVObAWErMGDBEBJBc5MDESEBIkIAQSEAIEICQSEBYgNhAmIAM1NyEVIRUhFSEEoAESAUQBEqCg%2Fu7%2BvP7uFvMBVvPz%2FqodZAEs%2FtQBLP7UAbYBRAESoKD%2B7v68%2Fu6goAJf%2Fqrz8wFW8%2F3%2ByGRkyGQAAAQAAAAEBKgErAALABMAIAAkAKAAsAovsA%2FNsCEvsBQzsCLNsBsvsBXNsBMvsATNAbAlL7AB1rANzbANELEUASuwIM2wGzKyIBQKK7NAIB4JK7AgELEhASuwGTKwJM2wFzKwJBCxEQErsAfNsSYBK7EgFBESswoOEwMkFzmwIRGwFjmwJBKzCQ8SBCQXOQCxIiERErQHDRAAHiQXObAbEbIXGB85OTmwFRKzBgwRASQXOTAxGAESJCAEEhACBCAkEhAWIDYQJiADESEXFSM1IxUzFSMVMzUzFaABEgFEARKgoP7u%2Frz%2B7hbzAVbz8%2F6qGQEsZGTIyMjIZAG2AUQBEqCg%2Fu7%2BvP7uoKACX%2F6q8%2FMBVvP9mgGQZGRkZGRkZGQA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%2F4WwAY0AS7AIUFixAQGOWbFGBitYIbAQWUuwFFJYIbCAWR2wBitcWFmwFCsAAAABUuZYrgAA%29%20format%28%27truetype%27%29%2Curl%28data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPD94bWwgdmVyc2lvbj0iMS4wIiBzdGFuZGFsb25lPSJubyI%2FPgo8IURPQ1RZUEUgc3ZnIFBVQkxJQyAiLS8vVzNDLy9EVEQgU1ZHIDEuMS8vRU4iICJodHRwOi8vd3d3LnczLm9yZy9HcmFwaGljcy9TVkcvMS4xL0RURC9zdmcxMS5kdGQiID4KPHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPgo8bWV0YWRhdGE%2BPC9tZXRhZGF0YT4KPGRlZnM%2BCjxmb250IGlkPSJnbHlwaGljb25zX2hhbGZsaW5nc3JlZ3VsYXIiIGhvcml6LWFkdi14PSIxMjAwIiA%2BCjxmb250LWZhY2UgdW5pdHMtcGVyLWVtPSIxMjAwIiBhc2NlbnQ9Ijk2MCIgZGVzY2VudD0iLTI0MCIgLz4KPG1pc3NpbmctZ2x5cGggaG9yaXotYWR2LXg9IjUwMCIgLz4KPGdseXBoIC8%2BCjxnbHlwaCAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZDsiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDQiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzNCIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI2IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTciIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYzIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMjEyOyIgZD0iTTIwMCA0MDBoOTAwdjMwMGgtOTAwdi0zMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjVmYzsiIGhvcml6LWFkdi14PSI1MDAiIGQ9Ik0wIDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjYwMTsiIGQ9Ik0tMTQgNDk0cTAgLTgwIDU2LjUgLTEzN3QxMzUuNSAtNTdoNzUwcTEyMCAwIDIwNSA4Ni41dDg1IDIwNy41dC04NSAyMDd0LTIwNSA4NnEtNDYgMCAtOTAgLTE0cS00NCA5NyAtMTM0LjUgMTU2LjV0LTIwMC41IDU5LjVxLTE1MiAwIC0yNjAgLTEwNy41dC0xMDggLTI2MC41cTAgLTI1IDIgLTM3cS02NiAtMTQgLTEwOC41IC02Ny41dC00Mi41IC0xMjIuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDA4OyIgZD0iTTAgMHYxNDNsNDAwIDI1N3YxMDBxLTM3IDAgLTY4LjUgNzQuNXQtMzEuNSAxMjUuNXYyMDBxMCAxMjQgODggMjEydDIxMiA4OHQyMTIgLTg4dDg4IC0yMTJ2LTIwMHEwIC01MSAtMzEuNSAtMTI1LjV0LTY4LjUgLTc0LjV2LTEwMGw0MDAgLTI1N3YtMTQzaC0xMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMDk7IiBkPSJNMCAwdjExMDBoMTIwMHYtMTEwMGgtMTIwMHpNMTAwIDEwMGgxMDB2MTAwaC0xMDB2LTEwMHpNMTAwIDMwMGgxMDB2MTAwaC0xMDB2LTEwMHpNMTAwIDUwMGgxMDB2MTAwaC0xMDB2LTEwMHpNMTAwIDcwMGgxMDB2MTAwaC0xMDB2LTEwMHpNMTAwIDkwMGgxMDB2MTAwaC0xMDB2LTEwMHpNMzAwIDEwMGg2MDB2NDAwaC02MDB2LTQwMHpNMzAwIDYwMGg2MDB2NDAwaC02MDB2LTQwMHpNMTAwMCAxMDBoMTAwdjEwMGgtMTAwdi0xMDB6IE0xMDAwIDMwMGgxMDB2MTAwaC0xMDB2LTEwMHpNMTAwMCA1MDBoMTAwdjEwMGgtMTAwdi0xMDB6TTEwMDAgNzAwaDEwMHYxMDBoLTEwMHYtMTAwek0xMDAwIDkwMGgxMDB2MTAwaC0xMDB2LTEwMHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDEzOyIgZD0iTTI5IDQ1NGw0MTkgLTQyMGw4MTggODIwbC0yMTIgMjEybC02MDcgLTYwN2wtMjA2IDIwN3oiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDE4OyIgZD0iTTEwMCAxaDIwMHYzMDBoLTIwMHYtMzAwek00MDAgMXY1MDBoMjAwdi01MDBoLTIwMHpNNzAwIDF2ODAwaDIwMHYtODAwaC0yMDB6TTEwMDAgMXYxMjAwaDIwMHYtMTIwMGgtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTk7IiBkPSJNMjYgNjAxcTAgLTMzIDYgLTc0bDE1MSAtMzhsMiAtNnExNCAtNDkgMzggLTkzbDMgLTVsLTgwIC0xMzRxNDUgLTU5IDEwNSAtMTA1bDEzMyA4MWw1IC0zcTQ1IC0yNiA5NCAtMzlsNSAtMmwzOCAtMTUxcTQwIC01IDc0IC01cTI3IDAgNzQgNWwzOCAxNTFsNiAycTQ2IDEzIDkzIDM5bDUgM2wxMzQgLTgxcTU2IDQ0IDEwNCAxMDVsLTgwIDEzNGwzIDVxMjQgNDQgMzkgOTNsMSA2bDE1MiAzOHE1IDQwIDUgNzRxMCAyOCAtNSA3M2wtMTUyIDM4IGwtMSA2cS0xNiA1MSAtMzkgOTNsLTMgNWw4MCAxMzRxLTQ0IDU4IC0xMDQgMTA1bC0xMzQgLTgxbC01IDNxLTQ1IDI1IC05MyAzOWwtNiAxbC0zOCAxNTJxLTQwIDUgLTc0IDVxLTI3IDAgLTc0IC01bC0zOCAtMTUybC01IC0xcS01MCAtMTQgLTk0IC0zOWwtNSAtM2wtMTMzIDgxcS01OSAtNDcgLTEwNSAtMTA1bDgwIC0xMzRsLTMgLTVxLTI1IC00NyAtMzggLTkzbC0yIC02bC0xNTEgLTM4cS02IC00OCAtNiAtNzN6TTM4NSA2MDEgcTAgODggNjMgMTUxdDE1MiA2M3QxNTIgLTYzdDYzIC0xNTFxMCAtODkgLTYzIC0xNTJ0LTE1MiAtNjN0LTE1MiA2M3QtNjMgMTUyeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMjA7IiBkPSJNMTAwIDEwMjV2NTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgyNzV2MTAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNWgzMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMGgyNzVxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di01MHEwIC0xMSAtNyAtMTh0LTE4IC03aC0xMDUwcS0xMSAwIC0xOCA3dC03IDE4ek0yMDAgMTAwdjgwMGg5MDB2LTgwMHEwIC00MSAtMjkuNSAtNzF0LTcwLjUgLTMwaC03MDBxLTQxIDAgLTcwLjUgMzAgdC0yOS41IDcxek0zMDAgMTAwaDEwMHY3MDBoLTEwMHYtNzAwek01MDAgMTAwaDEwMHY3MDBoLTEwMHYtNzAwek01MDAgMTEwMGgzMDB2MTAwaC0zMDB2LTEwMHpNNzAwIDEwMGgxMDB2NzAwaC0xMDB2LTcwMHpNOTAwIDEwMGgxMDB2NzAwaC0xMDB2LTcwMHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTS0xMDAgMGw0MzEgMTIwMGgyMDlsLTIxIC0zMDBoMTYybC0yMCAzMDBoMjA4bDQzMSAtMTIwMGgtNTM4bC00MSA0MDBoLTI0MmwtNDAgLTQwMGgtNTM5ek00ODggNTAwaDIyNGwtMjcgMzAwaC0xNzB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAyNTsiIGQ9Ik0wIDB2NDAwaDQ5MGwtMjkwIDMwMGgyMDB2NTAwaDMwMHYtNTAwaDIwMGwtMjkwIC0zMDBoNDkwdi00MDBoLTExMDB6TTgxMyAyMDBoMTc1djEwMGgtMTc1di0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAyNjsiIGQ9Ik0xIDYwMHEwIDEyMiA0Ny41IDIzM3QxMjcuNSAxOTF0MTkxIDEyNy41dDIzMyA0Ny41dDIzMyAtNDcuNXQxOTEgLTEyNy41dDEyNy41IC0xOTF0NDcuNSAtMjMzdC00Ny41IC0yMzN0LTEyNy41IC0xOTF0LTE5MSAtMTI3LjV0LTIzMyAtNDcuNXQtMjMzIDQ3LjV0LTE5MSAxMjcuNXQtMTI3LjUgMTkxdC00Ny41IDIzM3pNMTg4IDYwMHEwIC0xNzAgMTIxIC0yOTF0MjkxIC0xMjF0MjkxIDEyMXQxMjEgMjkxdC0xMjEgMjkxdC0yOTEgMTIxIHQtMjkxIC0xMjF0LTEyMSAtMjkxek0zNTAgNjAwaDE1MHYzMDBoMjAwdi0zMDBoMTUwbC0yNTAgLTMwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI3OyIgZD0iTTQgNjAwcTAgMTYyIDgwIDI5OXQyMTcgMjE3dDI5OSA4MHQyOTkgLTgwdDIxNyAtMjE3dDgwIC0yOTl0LTgwIC0yOTl0LTIxNyAtMjE3dC0yOTkgLTgwdC0yOTkgODB0LTIxNyAyMTd0LTgwIDI5OXpNMTg2IDYwMHEwIC0xNzEgMTIxLjUgLTI5Mi41dDI5Mi41IC0xMjEuNXQyOTIuNSAxMjEuNXQxMjEuNSAyOTIuNXQtMTIxLjUgMjkyLjV0LTI5Mi41IDEyMS41dC0yOTIuNSAtMTIxLjV0LTEyMS41IC0yOTIuNXpNMzUwIDYwMGwyNTAgMzAwIGwyNTAgLTMwMGgtMTUwdi0zMDBoLTIwMHYzMDBoLTE1MHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI4OyIgZD0iTTAgMjV2NDc1bDIwMCA3MDBoODAwbDE5OSAtNzAwbDEgLTQ3NXEwIC0xMSAtNyAtMTh0LTE4IC03aC0xMTUwcS0xMSAwIC0xOCA3dC03IDE4ek0yMDAgNTAwaDIwMGw1MCAtMjAwaDMwMGw1MCAyMDBoMjAwbC05NyA1MDBoLTYwNnoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI5OyIgZD0iTTQgNjAwcTAgMTYyIDgwIDI5OXQyMTcgMjE3dDI5OSA4MHQyOTkgLTgwdDIxNyAtMjE3dDgwIC0yOTl0LTgwIC0yOTl0LTIxNyAtMjE3dC0yOTkgLTgwdC0yOTkgODB0LTIxNyAyMTd0LTgwIDI5OXpNMTg2IDYwMHEwIC0xNzIgMTIxLjUgLTI5M3QyOTIuNSAtMTIxdDI5Mi41IDEyMXQxMjEuNSAyOTNxMCAxNzEgLTEyMS41IDI5Mi41dC0yOTIuNSAxMjEuNXQtMjkyLjUgLTEyMS41dC0xMjEuNSAtMjkyLjV6TTUwMCAzOTd2NDAxIGwyOTcgLTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDMwOyIgZD0iTTIzIDYwMHEwIC0xMTggNDUuNSAtMjI0LjV0MTIzIC0xODR0MTg0IC0xMjN0MjI0LjUgLTQ1LjV0MjI0LjUgNDUuNXQxODQgMTIzdDEyMyAxODR0NDUuNSAyMjQuNWgtMTUwcTAgLTE3NyAtMTI1IC0zMDJ0LTMwMiAtMTI1dC0zMDIgMTI1dC0xMjUgMzAydDEyNSAzMDJ0MzAyIDEyNXExMzYgMCAyNDYgLTgxbC0xNDYgLTE0Nmg0MDB2NDAwbC0xNDUgLTE0NXEtMTU3IDEyMiAtMzU1IDEyMnEtMTE4IDAgLTIyNC41IC00NS41dC0xODQgLTEyMyB0LTEyMyAtMTg0dC00NS41IC0yMjQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDMxOyIgZD0iTTIzIDYwMHEwIDExOCA0NS41IDIyNC41dDEyMyAxODR0MTg0IDEyM3QyMjQuNSA0NS41cTE5OCAwIDM1NSAtMTIybDE0NSAxNDV2LTQwMGgtNDAwbDE0NyAxNDdxLTExMiA4MCAtMjQ3IDgwcS0xNzcgMCAtMzAyIC0xMjV0LTEyNSAtMzAyaC0xNTB6TTEwMCAwdjQwMGg0MDBsLTE0NyAtMTQ3cTExMiAtODAgMjQ3IC04MHExNzcgMCAzMDIgMTI1dDEyNSAzMDJoMTUwcTAgLTExOCAtNDUuNSAtMjI0LjV0LTEyMyAtMTg0dC0xODQgLTEyMyB0LTIyNC41IC00NS41cS0xOTggMCAtMzU1IDEyMnoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDU5OyIgZD0iTTAgMjc1djY1MHEwIDMxIDIyIDUzdDUzIDIyaDc1MHEzMSAwIDUzIC0yMnQyMiAtNTN2LTY1MHEwIC0zMSAtMjIgLTUzdC01MyAtMjJoLTc1MHEtMzEgMCAtNTMgMjJ0LTIyIDUzek05MDAgNjAwbDMwMCAzMDB2LTYwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDYwOyIgZD0iTTAgNDR2MTAxMnEwIDE4IDEzIDMxdDMxIDEzaDExMTJxMTkgMCAzMS41IC0xM3QxMi41IC0zMXYtMTAxMnEwIC0xOCAtMTIuNSAtMzF0LTMxLjUgLTEzaC0xMTEycS0xOCAwIC0zMSAxM3QtMTMgMzF6TTEwMCAyNjNsMjQ3IDE4MmwyOTggLTEzMWwtNzQgMTU2bDI5MyAzMThsMjM2IC0yODh2NTAwaC0xMDAwdi03Mzd6TTIwOCA3NTBxMCA1NiAzOSA5NXQ5NSAzOXQ5NSAtMzl0MzkgLTk1dC0zOSAtOTV0LTk1IC0zOXQtOTUgMzl0LTM5IDk1eiAiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEzNiA1NTBsNTY0IDU1MHYtNDg3bDUwMCA0ODd2LTExMDBsLTUwMCA0ODh2LTQ4OHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc4OyIgZD0iTTEwMCAyNTB2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgxMDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41ek0xMDAgNTAwaDExMDBsLTU1MCA1NjR6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3OTsiIGQ9Ik0xODUgNTk5bDU5MiAtNTkybDI0MCAyNDBsLTM1MyAzNTNsMzUzIDM1M2wtMjQwIDI0MHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDgwOyIgZD0iTTI3MiAxOTRsMzUzIDM1M2wtMzUzIDM1M2wyNDEgMjQwbDU3MiAtNTcxbDIxIC0yMmwtMSAtMXYtMWwtNTkyIC01OTF6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA4MTsiIGQ9Ik0zIDYwMHEwIDE2MiA4MCAyOTkuNXQyMTcuNSAyMTcuNXQyOTkuNSA4MHQyOTkuNSAtODB0MjE3LjUgLTIxNy41dDgwIC0yOTkuNXQtODAgLTI5OS41dC0yMTcuNSAtMjE3LjV0LTI5OS41IC04MHQtMjk5LjUgODB0LTIxNy41IDIxNy41dC04MCAyOTkuNXpNMzAwIDUwMGgyMDB2LTIwMGgyMDB2MjAwaDIwMHYyMDBoLTIwMHYyMDBoLTIwMHYtMjAwaC0yMDB2LTIwMHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDkxOyIgZD0iTTAgNTQ3bDYwMCA0NTN2LTMwMGg2MDB2LTMwMGgtNjAwdi0zMDF6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA5MjsiIGQ9Ik0wIDQwMHYzMDBoNjAwdjMwMGw2MDAgLTQ1M2wtNjAwIC00NDh2MzAxaC02MDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA5MzsiIGQ9Ik0yMDQgNjAwbDQ1MCA2MDBsNDQ0IC02MDBoLTI5OHYtNjAwaC0zMDB2NjAwaC0yOTZ6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA5NDsiIGQ9Ik0xMDQgNjAwaDI5NnY2MDBoMzAwdi02MDBoMjk4bC00NDkgLTYwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk1OyIgZD0iTTAgMjAwcTYgMTMyIDQxIDIzOC41dDEwMy41IDE5M3QxODQgMTM4dDI3MS41IDU5LjV2MjcxbDYwMCAtNDUzbC02MDAgLTQ0OHYzMDFxLTk1IC0yIC0xODMgLTIwdC0xNzAgLTUydC0xNDcgLTkyLjV0LTEwMCAtMTM1LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA5NjsiIGQ9Ik0wIDB2NDAwbDEyOSAtMTI5bDI5NCAyOTRsMTQyIC0xNDJsLTI5NCAtMjk0bDEyOSAtMTI5aC00MDB6TTYzNSA3NzdsMTQyIC0xNDJsMjk0IDI5NGwxMjkgLTEyOXY0MDBoLTQwMGwxMjkgLTEyOXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk3OyIgZD0iTTM0IDE3NmwyOTUgMjk1bC0xMjkgMTI5aDQwMHYtNDAwbC0xMjkgMTMwbC0yOTUgLTI5NXpNNjAwIDYwMHY0MDBsMTI5IC0xMjlsMjk1IDI5NWwxNDIgLTE0MWwtMjk1IC0yOTVsMTI5IC0xMzBoLTQwMHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTI2OyIgZD0iTTAgNDAwdjYwMGgyMDB2LTYwMGgtMjAwek0zMDAgNTI1djQwMHEwIDc1IDEwMCA3NWg2MXExMjQgMTAwIDEzOSAxMDBoMjUwcTQ2IDAgODMgLTU3bDIzOCAtMzQ0cTI5IC0zMSAyOSAtNzR2LTEwMHEwIC00NCAtMzAuNSAtODQuNXQtNjkuNSAtNDAuNWgtMzI4cTI4IC0xMTggMjggLTEyNXYtMTUwcTAgLTQ0IC0zMC41IC04NC41dC02OS41IC00MC41aC01MHEtMjcgMCAtNTEgMjB0LTM4IDQ4bC05NiAxOThsLTE0NSAxOTYgcS0yMCAyNiAtMjAgNjN6TTQwMCA1MjVsMTUwIC0yMTJsMTAwIC0yMTNoNTB2MTc1bC01MCAyMjVoNDUwdjEyNWwtMjUwIDM3NWgtMjE0bC0xMzYgLTEwMGgtMTAwdi0zNzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyNzsiIGQ9Ik04IDIwMHY2MDBoMjAwdi02MDBoLTIwMHpNMzA4IDI3NXY1MjVxMCAxNyAxNCAzNS41dDI4IDI4LjVsMTQgOWwzNjIgMjMwcTE0IDYgMjUgNnExNyAwIDI5IC0xMmwxMDkgLTExMnExNCAtMTQgMTQgLTM0cTAgLTE4IC0xMSAtMzJsLTg1IC0xMjFoMzAycTg1IDAgMTM4LjUgLTM4dDUzLjUgLTExMHQtNTQuNSAtMTExdC0xMzguNSAtMzloLTEwN2wtMTMwIC0zMzlxLTcgLTIyIC0yMC41IC00MS41dC0yOC41IC0xOS41aC0zNDEgcS03IDAgLTkwIDgxdC04MyA5NHpNNDA4IDI4OWwxMDAgLTg5aDI5M2wxMzEgMzM5cTYgMjEgMTkuNSA0MXQyOC41IDIwaDIwM3ExNiAwIDI1IDE1dDkgMzZxMCAyMCAtOSAzNC41dC0yNSAxNC41aC00NTdoLTYuNWgtNy41dC02LjUgMC41dC02IDF0LTUgMS41dC01LjUgMi41dC00IDR0LTQgNS41cS01IDEyIC01IDIwcTAgMTQgMTAgMjdsMTQ3IDE4M2wtODYgODNsLTMzOSAtMjM2di01MDN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyODsiIGQ9Ik0tMTAxIDY1MXEwIDcyIDU0IDExMHQxMzkgMzhsMzAyIC0xbC04NSAxMjFxLTExIDE2IC0xMSAzMnEwIDIxIDE0IDM0bDEwOSAxMTNxMTMgMTIgMjkgMTJxMTEgMCAyNSAtNmwzNjUgLTIzMHE3IC00IDE3IC0xMC41dDI2LjUgLTI2dDE2LjUgLTM2LjV2LTUyNnEwIC0xMyAtODYgLTkzLjV0LTk0IC04MC41aC0zNDFxLTE2IDAgLTI5LjUgMjB0LTE5LjUgNDFsLTEzMCAzMzloLTEwN3EtODQgMCAtMTM5IDM5dC01NSAxMTF6TS0xIDYwMWgyMjIgcTE1IDAgMjguNSAtMjAuNXQxOS41IC00MC41bDEzMSAtMzM5aDI5M2wxMDcgODl2NTAybC0zNDMgMjM3bC04NyAtODNsMTQ1IC0xODRxMTAgLTExIDEwIC0yNnEwIC0xMSAtNSAtMjBxLTEgLTMgLTMuNSAtNS41bC00IC00dC01IC0yLjV0LTUuNSAtMS41dC02LjUgLTF0LTYuNSAtMC41aC03LjVoLTYuNWgtNDc2di0xMDB6TTEwMDAgMjAxdjYwMGgyMDB2LTYwMGgtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMjk7IiBkPSJNOTcgNzE5bDIzMCAtMzYzcTQgLTYgMTAuNSAtMTUuNXQyNiAtMjV0MzYuNSAtMTUuNWg1MjVxMTMgMCA5NCA4M3Q4MSA5MHYzNDJxMCAxNSAtMjAgMjguNXQtNDEgMTkuNWwtMzM5IDEzMXYxMDZxMCA4NCAtMzkgMTM5dC0xMTEgNTV0LTExMCAtNTMuNXQtMzggLTEzOC41di0zMDJsLTEyMSA4NHEtMTUgMTIgLTMzLjUgMTEuNXQtMzIuNSAtMTMuNWwtMTEyIC0xMTBxLTIyIC0yMiAtNiAtNTN6TTE3MiA3MzlsODMgODZsMTgzIC0xNDYgcTIyIC0xOCA0NyAtNXEzIDEgNS41IDMuNWw0IDR0Mi41IDV0MS41IDUuNXQxIDYuNXQwLjUgNi41djcuNXY2LjV2NDU2cTAgMjIgMjUgMzF0NTAgLTAuNXQyNSAtMzAuNXYtMjAycTAgLTE2IDIwIC0yOS41dDQxIC0xOS41bDMzOSAtMTMwdi0yOTRsLTg5IC0xMDBoLTUwM3pNNDAwIDB2MjAwaDYwMHYtMjAwaC02MDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzMDsiIGQ9Ik0yIDU4NXEtMTYgLTMxIDYgLTUzbDExMiAtMTEwcTEzIC0xMyAzMiAtMTMuNXQzNCAxMC41bDEyMSA4NXEwIC01MSAtMC41IC0xNTMuNXQtMC41IC0xNDguNXEwIC04NCAzOC41IC0xMzh0MTEwLjUgLTU0dDExMSA1NXQzOSAxMzl2MTA2bDMzOSAxMzFxMjAgNiA0MC41IDE5LjV0MjAuNSAyOC41djM0MnEwIDcgLTgxIDkwdC05NCA4M2gtNTI1cS0xNyAwIC0zNS41IC0xNHQtMjguNSAtMjhsLTEwIC0xNXpNNzcgNTY1bDIzNiAzMzloNTAzIGw4OSAtMTAwdi0yOTRsLTM0MCAtMTMwcS0yMCAtNiAtNDAgLTIwdC0yMCAtMjl2LTIwMnEwIC0yMiAtMjUgLTMxdC01MCAwdC0yNSAzMXY0NTZ2MTQuNXQtMS41IDExLjV0LTUgMTJ0LTkuNSA3cS0yNCAxMyAtNDYgLTVsLTE4NCAtMTQ2ek0zMDUgMTEwNHYyMDBoNjAwdi0yMDBoLTYwMHoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUwOyIgZD0iTTIgMzAwbDI5OCAtMzAwbDI5OCAzMDBoLTE5OHY5MDBoLTIwMHYtOTAwaC0xOTh6TTYwMiA5MDBsMjk4IDMwMGwyOTggLTMwMGgtMTk4di05MDBoLTIwMHY5MDBoLTE5OHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUxOyIgZD0iTTIgMzAwaDE5OHY5MDBoMjAwdi05MDBoMTk4bC0yOTggLTMwMHpNNzAwIDB2MjAwaDEwMHYtMTAwaDIwMHYtMTAwaC0zMDB6TTcwMCA0MDB2MTAwaDMwMHYtMjAwaC05OXYtMTAwaC0xMDB2MTAwaDk5djEwMGgtMjAwek03MDAgNzAwdjUwMGgzMDB2LTUwMGgtMTAwdjEwMGgtMTAwdi0xMDBoLTEwMHpNODAxIDkwMGgxMDB2MjAwaC0xMDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUyOyIgZD0iTTIgMzAwaDE5OHY5MDBoMjAwdi05MDBoMTk4bC0yOTggLTMwMHpNNzAwIDB2NTAwaDMwMHYtNTAwaC0xMDB2MTAwaC0xMDB2LTEwMGgtMTAwek03MDAgNzAwdjIwMGgxMDB2LTEwMGgyMDB2LTEwMGgtMzAwek03MDAgMTEwMHYxMDBoMzAwdi0yMDBoLTk5di0xMDBoLTEwMHYxMDBoOTl2MTAwaC0yMDB6TTgwMSAyMDBoMTAwdjIwMGgtMTAwdi0yMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE1MzsiIGQ9Ik0yIDMwMGwyOTggLTMwMGwyOTggMzAwaC0xOTh2OTAwaC0yMDB2LTkwMGgtMTk4ek04MDAgMTAwdjQwMGgzMDB2LTUwMGgtMTAwdjEwMGgtMjAwek04MDAgMTEwMHYxMDBoMjAwdi01MDBoLTEwMHY0MDBoLTEwMHpNOTAxIDIwMGgxMDB2MjAwaC0xMDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTU0OyIgZD0iTTIgMzAwbDI5OCAtMzAwbDI5OCAzMDBoLTE5OHY5MDBoLTIwMHYtOTAwaC0xOTh6TTgwMCA0MDB2MTAwaDIwMHYtNTAwaC0xMDB2NDAwaC0xMDB6TTgwMCA4MDB2NDAwaDMwMHYtNTAwaC0xMDB2MTAwaC0yMDB6TTkwMSA5MDBoMTAwdjIwMGgtMTAwdi0yMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE1NTsiIGQ9Ik0yIDMwMGwyOTggLTMwMGwyOTggMzAwaC0xOTh2OTAwaC0yMDB2LTkwMGgtMTk4ek03MDAgMTAwdjIwMGg1MDB2LTIwMGgtNTAwek03MDAgNDAwdjIwMGg0MDB2LTIwMGgtNDAwek03MDAgNzAwdjIwMGgzMDB2LTIwMGgtMzAwek03MDAgMTAwMHYyMDBoMjAwdi0yMDBoLTIwMHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTY3OyIgZD0iTTAgMHYyNzVxMCAxMSA3IDE4dDE4IDdoMTA0OHExMSAwIDE5IC03LjV0OCAtMTcuNXYtMjc1aC0xMTAwek0xMDAgNzAwaDMwMHYtMzAwaDMwMHYzMDBoMjk1bC00NDUgNTAwek05MDAgMTUwaDEwMHY1MGgtMTAwdi01MHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTY4OyIgZD0iTTAgMHYyNzVxMCAxMSA3IDE4dDE4IDdoMTA0OHExMSAwIDE5IC03LjV0OCAtMTcuNXYtMjc1aC0xMTAwek0xMDAgNzA1bDMwNSAtMzA1bDU5NiA1OTZsLTE1NCAxNTVsLTQ0MiAtNDQybC0xNTAgMTUxek05MDAgMTUwaDEwMHY1MGgtMTAwdi01MHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTY5OyIgZD0iTTAgMHYyNzVxMCAxMSA3IDE4dDE4IDdoMTA0OHExMSAwIDE5IC03LjV0OCAtMTcuNXYtMjc1aC0xMTAwek0xMDAgOTg4bDk3IC05OGwyMTIgMjEzbC05NyA5N3pNMjAwIDQwMGw2OTcgMWwzIDY5OWwtMjUwIC0yMzlsLTE0OSAxNDlsLTIxMiAtMjEybDE0OSAtMTQ5ek05MDAgMTUwaDEwMHY1MGgtMTAwdi01MHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTczOyIgZD0iTTAgMTUwdjEwMDBxMCAyMCAxNC41IDM1dDM1LjUgMTVoMjUwdi0zMDBoNTAwdjMwMGgxMDBsMjAwIC0yMDB2LTIxOGwtMjc2IC0yNzVsLTEyMCAxMjBsLTEyNiAtMTI3aC0zNzh2LTQwMGgtMTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXpNNTgxIDMwNmwxMjMgMTIzbDEyMCAtMTIwbDM1MyAzNTJsMTIzIC0xMjNsLTQ3NSAtNDc2ek02MDAgMTAwMGgxMDB2MjAwaC0xMDB2LTIwMHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTg0OyIgZD0iTTEwMCAwdjEwMGgxMTAwdi0xMDBoLTExMDB6TTE3NSAyMDBoOTUwbC0xMjUgMTUwdjI1MGwxMDAgMTAwdjQwMGgtMTAwdi0yMDBoLTEwMHYyMDBoLTIwMHYtMjAwaC0xMDB2MjAwaC0yMDB2LTIwMGgtMTAwdjIwMGgtMTAwdi00MDBsMTAwIC0xMDB2LTI1MHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTg4OyIgZD0iTS0xMDAgMzAwdjUwMHEwIDEyNCA4OCAyMTJ0MjEyIDg4aDcwMHExMjQgMCAyMTIgLTg4dDg4IC0yMTJ2LTUwMHEwIC0xMjQgLTg4IC0yMTJ0LTIxMiAtODhoLTcwMHEtMTI0IDAgLTIxMiA4OHQtODggMjEyek0xMDAgMjAwaDkwMHY3MDBoLTkwMHYtNzAwek0yMDAgMzAwaDMwMHYxMDBoLTIwMHYzMDBoMjAwdjEwMGgtMzAwdi01MDB6TTYwMCAzMDBoMzAwdjEwMGgtMjAwdjMwMGgyMDB2MTAwaC0zMDB2LTUwMHoiIC8%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%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<div id="header">
<h1 class="title">Practical Machine Learning Course - Final Project</h1>
<h4 class="date"><em>30 January 2016</em></h4>
</div>
<div id="introduction" class="section level2">
<h2>Introduction</h2>
<p>Using devices such as Jawbone Up, Nike FuelBand, and Fitbit it is now possible to collect a large amount of data about personal activity relatively inexpensively. These type of devices are part of the quantified self movement - a group of enthusiasts who take measurements about themselves regularly to improve their health, to find patterns in their behavior, or because they are tech geeks. One thing that people regularly do is quantify how much of a particular activity they do, but they rarely quantify how well they do it.</p>
<p>In this project, we will use data from accelerometers on the belt, forearm, arm, and dumbell of 6 participants to predict the manner in which they did the exercise.</p>
</div>
<div id="data-sources" class="section level2">
<h2>Data Sources</h2>
<p>The training data for this project are available here:</p>
<p><a href="https://d396qusza40orc.cloudfront.net/predmachlearn/pml-training.csv" class="uri">https://d396qusza40orc.cloudfront.net/predmachlearn/pml-training.csv</a></p>
<p>The test data are available here:</p>
<p><a href="https://d396qusza40orc.cloudfront.net/predmachlearn/pml-testing.csv" class="uri">https://d396qusza40orc.cloudfront.net/predmachlearn/pml-testing.csv</a></p>
<p>The data for this project comes from this original source: <a href="http://groupware.les.inf.puc-rio.br/har" class="uri">http://groupware.les.inf.puc-rio.br/har</a>.</p>
</div>
<div id="data-processing" class="section level2">
<h2>Data Processing</h2>
<div id="load-required-packages" class="section level3">
<h3>Load Required Packages</h3>
<pre class="r"><code>library(caret)
library(rpart)
library(rpart.plot)
library(RColorBrewer)
library(rattle)
library(randomForest)</code></pre>
</div>
<div id="getting-and-loading-data" class="section level3">
<h3>Getting and loading data</h3>
<pre class="r"><code>set.seed(12345)
trainUrl <- "http://d396qusza40orc.cloudfront.net/predmachlearn/pml-training.csv"
testUrl <- "http://d396qusza40orc.cloudfront.net/predmachlearn/pml-testing.csv"
training <- read.csv(url(trainUrl), na.strings=c("NA","#DIV/0!",""))
testing <- read.csv(url(testUrl), na.strings=c("NA","#DIV/0!",""))</code></pre>
</div>
<div id="partioning-the-training-set-into-two" class="section level3">
<h3>Partioning the training set into two</h3>
<pre class="r"><code>#Partioning Training data set into two data sets.
#60% for myTraining, 40% for myTesting:
inTrain <- createDataPartition(training$classe, p=0.6, list=FALSE)
myTraining <- training[inTrain, ]
myTesting <- training[-inTrain, ]
dim(myTraining); dim(myTesting)</code></pre>
<pre><code>## [1] 11776 160</code></pre>
<pre><code>## [1] 7846 160</code></pre>
</div>
<div id="cleaning-the-data" class="section level3">
<h3>Cleaning the data</h3>
<p>Remove NearZeroVariance variables</p>
<pre class="r"><code>nzv <- nearZeroVar(myTraining, saveMetrics=TRUE)
myTraining <- myTraining[,nzv$nzv==FALSE]
nzv<- nearZeroVar(myTesting,saveMetrics=TRUE)
myTesting <- myTesting[,nzv$nzv==FALSE]</code></pre>
<p>Remove the first column of the myTraining data set</p>
<pre class="r"><code>myTraining <- myTraining[c(-1)]</code></pre>
<p>Clean variables with more than 60% NA</p>
<pre class="r"><code>trainingV3 <- myTraining
for(i in 1:length(myTraining)) {
if( sum( is.na( myTraining[, i] ) ) /nrow(myTraining) >= .7) {
for(j in 1:length(trainingV3)) {
if( length( grep(names(myTraining[i]), names(trainingV3)[j]) ) == 1) {
trainingV3 <- trainingV3[ , -j]
}
}
}
}
#Set back to the original variable name
myTraining <- trainingV3
rm(trainingV3)</code></pre>
<p>Transform the myTesting and testing data sets</p>
<pre class="r"><code>clean1 <- colnames(myTraining)
clean2 <- colnames(myTraining[, -58]) # remove the classe column
myTesting <- myTesting[clean1] # allow only variables in myTesting that are also in myTraining
testing <- testing[clean2] # allow only variables in testing that are also in myTraining
dim(myTesting)</code></pre>
<pre><code>## [1] 7846 58</code></pre>
<pre class="r"><code>dim(testing)</code></pre>
<pre><code>## [1] 20 57</code></pre>
<p>Coerce the data into the same type</p>
<pre class="r"><code>for (i in 1:length(testing) ) {
for(j in 1:length(myTraining)) {
if( length( grep(names(myTraining[i]), names(testing)[j]) ) == 1) {
class(testing[j]) <- class(myTraining[i])
}
}
}
# To get the same class between testing and myTraining
testing <- rbind(myTraining[2, -58] , testing)
testing <- testing[-1,]</code></pre>
</div>
<div id="prediction-with-decision-trees" class="section level3">
<h3>Prediction with Decision Trees</h3>
<pre class="r"><code>set.seed(12345)
modFitA1 <- rpart(classe ~ ., data=myTraining, method="class")
fancyRpartPlot(modFitA1)</code></pre>
<p><img 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" title alt width="672" /></p>
<pre class="r"><code>predictionsA1 <- predict(modFitA1, myTesting, type = "class")
cmtree <- confusionMatrix(predictionsA1, myTesting$classe)
cmtree</code></pre>
<pre><code>## Confusion Matrix and Statistics
##
## Reference
## Prediction A B C D E
## A 2150 60 7 1 0
## B 61 1260 69 64 0
## C 21 188 1269 143 4
## D 0 10 14 857 78
## E 0 0 9 221 1360
##
## Overall Statistics
##
## Accuracy : 0.8789
## 95% CI : (0.8715, 0.8861)
## No Information Rate : 0.2845
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.8468
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: A Class: B Class: C Class: D Class: E
## Sensitivity 0.9633 0.8300 0.9276 0.6664 0.9431
## Specificity 0.9879 0.9693 0.9450 0.9845 0.9641
## Pos Pred Value 0.9693 0.8666 0.7809 0.8936 0.8553
## Neg Pred Value 0.9854 0.9596 0.9841 0.9377 0.9869
## Prevalence 0.2845 0.1935 0.1744 0.1639 0.1838
## Detection Rate 0.2740 0.1606 0.1617 0.1092 0.1733
## Detection Prevalence 0.2827 0.1853 0.2071 0.1222 0.2027
## Balanced Accuracy 0.9756 0.8997 0.9363 0.8254 0.9536</code></pre>
<pre class="r"><code>plot(cmtree$table, col = cmtree$byClass, main = paste("Decision Tree Confusion Matrix: Accuracy =", round(cmtree$overall['Accuracy'], 4)))</code></pre>
<p><img 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" title alt width="672" /></p>
</div>
<div id="prediction-with-random-forests" class="section level3">
<h3>Prediction with Random Forests</h3>
<pre class="r"><code>modFitB1 <- randomForest(classe ~ ., data=myTraining)
predictionB1 <- predict(modFitB1, myTesting, type = "class")
cmrf <- confusionMatrix(predictionB1, myTesting$classe)
cmrf</code></pre>
<pre><code>## Confusion Matrix and Statistics
##
## Reference
## Prediction A B C D E
## A 2231 2 0 0 0
## B 1 1516 2 0 0
## C 0 0 1366 3 0
## D 0 0 0 1281 1
## E 0 0 0 2 1441
##
## Overall Statistics
##
## Accuracy : 0.9986
## 95% CI : (0.9975, 0.9993)
## No Information Rate : 0.2845
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.9982
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: A Class: B Class: C Class: D Class: E
## Sensitivity 0.9996 0.9987 0.9985 0.9961 0.9993
## Specificity 0.9996 0.9995 0.9995 0.9998 0.9997
## Pos Pred Value 0.9991 0.9980 0.9978 0.9992 0.9986
## Neg Pred Value 0.9998 0.9997 0.9997 0.9992 0.9998
## Prevalence 0.2845 0.1935 0.1744 0.1639 0.1838
## Detection Rate 0.2843 0.1932 0.1741 0.1633 0.1837
## Detection Prevalence 0.2846 0.1936 0.1745 0.1634 0.1839
## Balanced Accuracy 0.9996 0.9991 0.9990 0.9980 0.9995</code></pre>
<pre class="r"><code>plot(modFitB1)</code></pre>
<p><img src="data:image/png;base64,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" title alt width="672" /></p>
<pre class="r"><code>plot(cmrf$table, col = cmtree$byClass, main = paste("Random Forest Confusion Matrix: Accuracy =", round(cmrf$overall['Accuracy'], 4)))</code></pre>
<p><img 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" title alt width="672" /></p>
</div>
<div id="predicting-results-on-the-test-data" class="section level3">
<h3>Predicting Results on the Test Data</h3>
<p>Random Forests gave an Accuracy in the myTesting dataset of 99.89%, which was more accurate that what I got from the Decision Trees or GBM. The expected out-of-sample error is 100-99.89 = 0.11%.</p>
<pre class="r"><code>predictionB2 <- predict(modFitB1, testing, type = "class")
predictionB2</code></pre>
<pre><code>## 2 31 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
## B A B A A E D B A A B C B A E E A B B B
## Levels: A B C D E</code></pre>
<pre class="r"><code># Write the results to a text file for submission
pml_write_files = function(x){
n = length(x)
for(i in 1:n){
filename = paste0("problem_id_",i,".txt")
write.table(x[i],file=filename,quote=FALSE,row.names=FALSE,col.names=FALSE)
}
}
pml_write_files(predictionB2)</code></pre>
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