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chapter2-NewYorkTimes-clicks.html
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chapter2-NewYorkTimes-clicks.html
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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="2015-03-21" />
<title>Exploratory Data Analysis on New York Times website clicks</title>
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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%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%2FEk6BT4cTXTI0NiAfj5P%2BoIETYlShDj%2F69II6RvwEfJpAW5szBZvWqdgkdGz2eaXmUB2Xfd5gc%2BxjRgcYGEaH6J8nHBXqXKlo5tdEDCjkFH4qKibA7oO5NBX24FTYm8Zhl%2F3jsEs%2Bvc%2FFcWE3iJ5uclyIdSk7EVT14V14eNeuqTwjU645dRxSL40LxbPYojFBH%2FWjw97WALu3nvGPtVnRKrYubyW15zbomGnPATou%2FPTp0xiH7iQ8LuugxB0HG6Tx9va%2B%2FuR24ulr3749eZxpgXGQ1dvXrt2%2BGltmTZ4PcVrvOnkUOqaOQmfDHI%2B2pibMh1iy7e%2Bd43Ea24l%2F3Ay%2Fu4jRg8rHznD0fzPGCbhoVU8pZskUbNqmYtOuY%2FO8Vwo2hyOxRB2f573%2BYFO4pTX58RjFsdZV%2FgR8iufixD4BMqM0%2F7uODOrDE%2FAJ0fy1Tmb3OD7hTCnWDlpVhLIfNReQG5OUCVPZ40mzMBYQZHUG1MoE9wXkZhOtCwvi88aQH2P1fu%2BYzdJeVdpdNCkrgxn24wKRKTVhURho0V6s0zg%2BeWQYaz1OBySK0kgGhoqOS6Jziuf8K52TlSnyr0LHGhdIKiRpCGly35kQ1lZovrkQ9YIGaMhSp0N40mMdEeO6h46aUl7gX4vDw9GH%2FSmi%2BJzZybvlJsoMwRBWWdhdjFd%2FrJrUr%2Fjc%2B4w2kZy4vU6%2BEKW2Q%2FREzrvQuJJ34qc70gVBy%2F3j%2Bb06ri2gE%2BypYRvNgGaAiYtNmQYBlJiEcAucz5ZbaIlOSxgszBYXOoWVQBarUeQsPtdUHHfEtnhpSh11VmKTLh8%2BWHaf2enmKUFiUZ0gYf05yrI%2Fglan1ECUxiy6OlGAJ6hChM%2FuwdXxBKQJ4PxGnah4YtJ8GQ0W7R%2FW6n7w0YP8i%2FxJ9NkKl9MMN%2BpdVuyYqWLSqryjDWYWNtLVah4FzfkTw8A0PmtFkrFffymMqqobDJSSFZ9m4IxgfAQfdLqPsWhPXbaL%2B6xOSXsyIEclM4g2FNTxmECzMCSv7CBEi2A7Llv%2BBhm96Zonnrgm3dX13CVf%2BiU7sobMoBY3eX%2FF5cgHT3%2FwlGPj1b94IGBzbFLv0x8H2YAb%2BvzDDHXrhw%2Bh7kcbF4cBZjFo0BxWFA4zweSsiWBoyRMAhYl8lXzxzGsngqE5LygcX1UvDn6leM3TUyDBNYPouboXg33BAIMLoOhGSY5g01CSQ8OMnAlmmfrBE%2FgfvoSfld3d3bup92Cpuq9W73ot%2FE6B3w1rDuPx%2BmSsTMllCyL8oKg3eaI4pHQMfBJmw13bn%2BEvWDS9C%2B%2BS7lt0gTk7cP0pwS%2BeeeUjrMO86AL2QH695PItuiCs%2Fqi7m2TDFyzyR1rOGzr1s8ZTLnvkSt7Jsxcw%2Fw8un4kSeNpjYGRgYGBkcFz6%2F1NPPL%2FNVwZ5lg1AEYbzPJx6MPq%2F1f85rHdZJYBcDgYmkCgAaDML2XjaY2BkYGCV%2BN8CJq3%2BXWa9ywAUQQHzAYk7Bkt42mPcwaDBsoGBAQmnwNhMPQwMrBIImnETELsxMDDchOLFQD4LkPaA0CA5qP4TjF9A7P%2BfIGb9%2Fww1kw%2BIxSFq%2Fu%2BAYBS7YVgWiLOgasURehikoDQjlGYBmjEHqocRwgezWdD0ofgLB4aZeQJJzBQh9n8rkFbErvf%2FbKh%2BmNgUKL8Ui3qY%2BR1Q9glUOxl1oHbuBLIFgDQzDgzzJwuSv0H4DBBnIPGVoOEA4%2BcD3XsYiudjCRdQ3DwC0m5A2gpICyHCh1EPzc9eQCyKpJcDKp4IxExAzAoVZ0XCDCxHIPYwgMH%2FGwwBDJYMJ4DpRx0oxoQCEeAmmGRBEhFnQAUpYBMFIKz%2Fc1AhSOf%2FT%2F8%2FAeUqAVIarnx42mNgYNCCwjSGJfggowGjB2MAYwvjKsZzjP%2BYzJhmMJ1hesesw%2BzD%2FIWliDWFjY9Nic2F7RG7D%2FsG9hccUzgNOBM4p3BxcblwdXC94w7jnsD9jMeOZwOvDG8Z7yo%2BK74Evi6%2BO%2Fw3BHwEOgSuCfIJqglOERIRShC6JSwm3CfCI5IksktUTXSSWJLYLXEf8TbxFxIWEk0S%2ByR1JGdI%2FpHykqqR2iZ1TeqJtIi0gbSfdJv0NukH0l9k%2BGSiZJbIvJM1kj0kJyDXJfdG3k1%2BgfwB%2BUcKbApaCm4KeQoTFD4pZikeUXJSOqFcp7xORURlksozVRHVDtU5qptU36lFqXWo7VN7oc6nnqV%2BTsNCI0Vjh6aZ5hWtPK032hnam7R%2F6bjozNDdp%2FtML01vkt4vfSsDCYNthmqGdYaXjDiMdhgnGE8wkTJZZMpimma6z0zMLMZsizmXeYL5GvM%2FFgEWWywlLCMsp1lesZKwirNqs7pmrWNdYn3PxsEmw%2BaOrYvtCjsBOw%2B7PXbv7A3sZzkwOSQ4bHFUcuxw%2FODU5PTDucP5m4uNS4LLPABRwojtAAABAAAA2wCbABEAAAAAAAIAAQACABYAAAEAAQEAAAAAeNqtUs1OwkAYnBY0Eo0aSTj34MGLDSAiwsl4EP%2BJRtGjVCiVQomtVBKfwmfw4sWDR59A38On8GCcXRYkyMEYaXZ39ut8s7NTAMzhBRrEL44FzhFo0RjXK%2B56WMMS7hTWMYsHhSPYw7PCUeTwqfAEbrWswpPIak8KTyGhvSscI%2F5QeBqL%2BrzCM8QZhePEZwq%2FIqH3Pbwhqd%2BHYWjabrdddyyv5ZuW18QmPLTRxTUc2KgjgIFHjjSSSGGFqMK3BnZwgRbXXfI7xILfgMnKBlw%2BxpCCL3dVrlWuHc6XZG7x5ucooYhtnnqIAxyTV6SWixqHQ32bPUfk27hhRZySYmdSeinghKeX2VcYq%2FVTaXlE67cOjJG%2BU3kPn%2B89mcGwp5LU6O2%2Bq3UyA1iS3xl0mFjjXECTqg1qCk6NVXFyhYmbWJUjx9zTWP%2FjLcd%2FqfHVUD4mu11%2B5TZ9O8q1z6pAzX%2FjlOmyQueiGgwy2VeZ9v2lmZHIM4e8zDLPLDKD%2F2PmC43JiIUAAHjabdVV15RlAEbh2YBggd3drXO%2F89bYCPPZ3d0CioAoKnZ3d3d3YXd3x4E%2Fwp%2Bg%2BM32zPfkXjNrZj%2FPwTVrOmM6o8%2FfCzpF5%2F%2BePzsdxjC2M7YzsTOJcSzCeCawKIuxOEuwJBOZxFIszTIs2%2FmL5VieFViRlViZVViV1VidNViTtVibdViX9VifDdiQjdiYTdiUzdicLdiSregSCnqUVNQ0tPTZmm3Ylu3Ynh3YkcnsxBSmMmCEndmFXdmN3dmDPdmLvdmHfdmP%2FTmAAzmIgzmEQzmMwzmCIzmKozmGYzmO4zmBEzmJaUxnBidzCjM5lVnMZg6nMZfTOYN5nMlZnM18zuFczuN8LuBCLuJiLuFSLuNyruBKruJqruFaruN6buBGbuJmbuFWbuN27uBO7uJu7uFe7uN%2BHuBBHuJhHuFRHuNxnuBJnuJpnuFZnuN5XuBFXuJlXuFVXmMBr%2FMGb%2FIWb%2FMO7%2FIe7%2FMBH%2FIRH%2FMJn%2FIZn%2FMFX%2FIVX%2FMN3%2FId3%2FMDP%2FITP%2FMLv%2FIbv%2FPH%2BGkz58%2BZngnzZs3odrtThzu5%2B%2B8WC99w4xZuzy3dyq3dxm3dvjt5uMXIcKuRcYN5c2ePvqhGpoxu7WGNX2q6ox8eeImBlxh4iYGHDzx84OEDDx94%2BKCbrmsndmInpWsv9mIv9mKvsFfYK%2BwV9gp7hb3CXmGvsFfY69nr2evZ69nr2evZ69nr2evZ69kr7ZX2SnulvdJeaa%2B0V9or7ZX2KnuVvcpeZa%2ByV9mr7FX2KnuVvdpebae2U9up7dR2aju1ndpOY6fxXo29xl5jr7HX2GvsNfYae6291l5rr7XX2mvttfZae6291l7fXt9e317fXt9e317fXn%2FYi%2B6j%2B%2Bg%2Bwx%2Ffwq3c2v3ve607vEf0H%2F1H%2F9F%2F9B%2F9R%2F%2FRf%2FQf%2FUf%2F0X%2F0H%2F1H%2F9F%2F9B%2F9R%2F%2FRf%2FQf%2FUf%2F0X%2F0H%2F1H%2F9F%2F9B%2F9R%2F%2FRf%2FQf%2FUf%2F0X%2F0H91H99F9dB%2FdR%2FfRfXQf3Uf30X10H92ntqf%2F6D%2F6j%2F6j%2F%2Bg%2F%2Bo%2F%2Bo%2F%2FoP%2FqP%2FqP%2F6D%2F6j%2F6j%2F%2Bg%2F%2Bo%2F%2Bo%2F%2FoP%2FqP%2FqP%2F6D%2F6j%2F6j%2F%2Bg%2F%2Bo%2F%2Bo%2F%2FoP%2F%2B579vpDzsL%2Fz3%2BAcxdM0C4Af%2BFsAGNAEuwCFBYsQEBjlmxRgYrWCGwEFlLsBRSWCGwgFkdsAYrXFhZsBQrAAAAAVLmWK4AAA%3D%3D%29%20format%28%27woff%27%29%2Curl%28data%3Aapplication%2Fx%2Dfont%2Dtruetype%3Bbase64%2CAAEAAAARAQAABAAQRkZUTWpVwvAAAAEcAAAAHEdERUYBCAAEAAABOAAAACBPUy8yZ6dLhAAAAVgAAABgY21hcErwCZoAAAG4AAACcmN2dCAAKAOHAAAELAAAAAhmcGdtU7QvpwAABDQAAAJlZ2FzcAAAABAAAAacAAAACGdseWYeHjMhAAAGpAAAiTxoZWFkAmJY%2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sCwzsATNsCQysB0vsDwzsBTNsDQyAbBAL7AA1rAQMrAJzbAYMrAJELEgASuwMDKwKc2wODKxQQErADAxNRE0NjMhMhYVERQGIyEiJhkBNDYzITIWFREUBiMhIiYBETQ2MyEyFhURFAYjISImGQE0NjMhMhYVERQGIyEiJh0VAZAVHR0V%2FnAVHR0VAZAVHR0V%2FnAVHQJYHRUBkBUdHRX%2BcBUdHRUBkBUdHRX%2BcBUdMgGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHf29AZAVHR0V%2FnAVHR0CbQGQFR0dFf5wFR0dAAAJAAAAAARMBEwADwAfAC8APwBPAF8AbwB%2FAI8AdgCyDQAAK7E8bDMzsATNsTRkMjKwHS%2BxTHwzM7AUzbFEdDIysC0vsVyMMzOwJM2xVIQyMgGwkC%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%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%2B7hbzAVbz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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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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDEzOyIgZD0iTTI5IDQ1NGw0MTkgLTQyMGw4MTggODIwbC0yMTIgMjEybC02MDcgLTYwN2wtMjA2IDIwN3oiIC8%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%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%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%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%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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%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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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUwOyIgZD0iTTIgMzAwbDI5OCAtMzAwbDI5OCAzMDBoLTE5OHY5MDBoLTIwMHYtOTAwaC0xOTh6TTYwMiA5MDBsMjk4IDMwMGwyOTggLTMwMGgtMTk4di05MDBoLTIwMHY5MDBoLTE5OHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUxOyIgZD0iTTIgMzAwaDE5OHY5MDBoMjAwdi05MDBoMTk4bC0yOTggLTMwMHpNNzAwIDB2MjAwaDEwMHYtMTAwaDIwMHYtMTAwaC0zMDB6TTcwMCA0MDB2MTAwaDMwMHYtMjAwaC05OXYtMTAwaC0xMDB2MTAwaDk5djEwMGgtMjAwek03MDAgNzAwdjUwMGgzMDB2LTUwMGgtMTAwdjEwMGgtMTAwdi0xMDBoLTEwMHpNODAxIDkwMGgxMDB2MjAwaC0xMDB2LTIwMHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTU0OyIgZD0iTTIgMzAwbDI5OCAtMzAwbDI5OCAzMDBoLTE5OHY5MDBoLTIwMHYtOTAwaC0xOTh6TTgwMCA0MDB2MTAwaDIwMHYtNTAwaC0xMDB2NDAwaC0xMDB6TTgwMCA4MDB2NDAwaDMwMHYtNTAwaC0xMDB2MTAwaC0yMDB6TTkwMSA5MDBoMTAwdjIwMGgtMTAwdi0yMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE1NTsiIGQ9Ik0yIDMwMGwyOTggLTMwMGwyOTggMzAwaC0xOTh2OTAwaC0yMDB2LTkwMGgtMTk4ek03MDAgMTAwdjIwMGg1MDB2LTIwMGgtNTAwek03MDAgNDAwdjIwMGg0MDB2LTIwMGgtNDAwek03MDAgNzAwdjIwMGgzMDB2LTIwMGgtMzAwek03MDAgMTAwMHYyMDBoMjAwdi0yMDBoLTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTU2OyIgZD0iTTIgMzAwbDI5OCAtMzAwbDI5OCAzMDBoLTE5OHY5MDBoLTIwMHYtOTAwaC0xOTh6TTcwMCAxMDB2MjAwaDIwMHYtMjAwaC0yMDB6TTcwMCA0MDB2MjAwaDMwMHYtMjAwaC0zMDB6TTcwMCA3MDB2MjAwaDQwMHYtMjAwaC00MDB6TTcwMCAxMDAwdjIwMGg1MDB2LTIwMGgtNTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTc7IiBkPSJNMCA0MDB2MzAwcTAgMTY1IDExNy41IDI4Mi41dDI4Mi41IDExNy41aDMwMHExNjIgMCAyODEgLTExOC41dDExOSAtMjgxLjV2LTMwMHEwIC0xNjUgLTExOC41IC0yODIuNXQtMjgxLjUgLTExNy41aC0zMDBxLTE2NSAwIC0yODIuNSAxMTcuNXQtMTE3LjUgMjgyLjV6TTIwMCAzMDBxMCAtNDEgMjkuNSAtNzAuNXQ3MC41IC0yOS41aDUwMHE0MSAwIDcwLjUgMjkuNXQyOS41IDcwLjV2NTAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41IGgtNTAwcS00MSAwIC03MC41IC0yOS41dC0yOS41IC03MC41di01MDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE1ODsiIGQ9Ik0wIDQwMHYzMDBxMCAxNjMgMTE5IDI4MS41dDI4MSAxMTguNWgzMDBxMTY1IDAgMjgyLjUgLTExNy41dDExNy41IC0yODIuNXYtMzAwcTAgLTE2NSAtMTE3LjUgLTI4Mi41dC0yODIuNSAtMTE3LjVoLTMwMHEtMTYzIDAgLTI4MS41IDExNy41dC0xMTguNSAyODIuNXpNMjAwIDMwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoNTAwcTQxIDAgNzAuNSAyOS41dDI5LjUgNzAuNXY1MDBxMCA0MSAtMjkuNSA3MC41dC03MC41IDI5LjUgaC01MDBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMHpNNDAwIDMwMGwzMzMgMjUwbC0zMzMgMjUwdi01MDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE1OTsiIGQ9Ik0wIDQwMHYzMDBxMCAxNjMgMTE3LjUgMjgxLjV0MjgyLjUgMTE4LjVoMzAwcTE2MyAwIDI4MS41IC0xMTl0MTE4LjUgLTI4MXYtMzAwcTAgLTE2NSAtMTE3LjUgLTI4Mi41dC0yODIuNSAtMTE3LjVoLTMwMHEtMTY1IDAgLTI4Mi41IDExNy41dC0xMTcuNSAyODIuNXpNMjAwIDMwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoNTAwcTQxIDAgNzAuNSAyOS41dDI5LjUgNzAuNXY1MDBxMCA0MSAtMjkuNSA3MC41dC03MC41IDI5LjUgaC01MDBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMHpNMzAwIDcwMGwyNTAgLTMzM2wyNTAgMzMzaC01MDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE2MDsiIGQ9Ik0wIDQwMHYzMDBxMCAxNjUgMTE3LjUgMjgyLjV0MjgyLjUgMTE3LjVoMzAwcTE2NSAwIDI4Mi41IC0xMTcuNXQxMTcuNSAtMjgyLjV2LTMwMHEwIC0xNjIgLTExOC41IC0yODF0LTI4MS41IC0xMTloLTMwMHEtMTY1IDAgLTI4Mi41IDExOC41dC0xMTcuNSAyODEuNXpNMjAwIDMwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoNTAwcTQxIDAgNzAuNSAyOS41dDI5LjUgNzAuNXY1MDBxMCA0MSAtMjkuNSA3MC41dC03MC41IDI5LjUgaC01MDBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMHpNMzAwIDQwMGg1MDBsLTI1MCAzMzN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE2MTsiIGQ9Ik0wIDQwMHYzMDBoMzAwdjIwMGw0MDAgLTM1MGwtNDAwIC0zNTB2MjAwaC0zMDB6TTUwMCAwdjIwMGg1MDBxNDEgMCA3MC41IDI5LjV0MjkuNSA3MC41djUwMHEwIDQxIC0yOS41IDcwLjV0LTcwLjUgMjkuNWgtNTAwdjIwMGg0MDBxMTY1IDAgMjgyLjUgLTExNy41dDExNy41IC0yODIuNXYtMzAwcTAgLTE2NSAtMTE3LjUgLTI4Mi41dC0yODIuNSAtMTE3LjVoLTQwMHoiIC8%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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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<h1 class="title">Exploratory Data Analysis on New York Times website clicks</h1>
<h4 class="date"><em>2015-03-21</em></h4>
</div>
<!-- For more info on RMarkdown see http://rmarkdown.rstudio.com/ -->
<!-- Enter the code required to load your data in the space below. The data will be loaded but the line of code won't show up in your write up (echo=FALSE) in order to save space-->
<div id="introduction" class="section level3">
<h3>Introduction:</h3>
<p>Chapter 2: Doing Data Science exercise on EDA.</p>
</div>
<div id="data" class="section level3">
<h3>Data:</h3>
<p>The loaded dataset (nytData) represents one (simulated) day’s worth of ads shown and clicks recorded on the New York Times home page in May 2012. Each row represents a single user. There are five columns: Age, Gender (0=female, 1=male), Impressions, Clicks and Signed-In.</p>
<pre class="r"><code>head(nytData)</code></pre>
<pre><code>## Age Gender Impressions Clicks Signed_In
## 1 36 0 3 0 1
## 2 73 1 3 0 1
## 3 30 0 3 0 1
## 4 49 1 3 0 1
## 5 47 1 11 0 1
## 6 47 0 11 1 1</code></pre>
</div>
<div id="lets-do-some-eda" class="section level3">
<h3>Let’s do some EDA</h3>
<ol style="list-style-type: decimal">
<li>Create a new variable, AgeGroup, that categorizes users as “<18”, “18-24”, “25-34”, “35-44”, “45-54”, “55-64”, and “65+”</li>
</ol>
<pre class="r"><code>nytData$AgeGroup = cut(nytData$Age, c(-Inf, 17, 24, 34, 44, 54, 64, Inf), c("<18", "18-24", "25-34", "35-44", "45-54", "55-64", "65+"))
head(nytData)</code></pre>
<pre><code>## Age Gender Impressions Clicks Signed_In AgeGroup
## 1 36 0 3 0 1 35-44
## 2 73 1 3 0 1 65+
## 3 30 0 3 0 1 25-34
## 4 49 1 3 0 1 45-54
## 5 47 1 11 0 1 45-54
## 6 47 0 11 1 1 45-54</code></pre>
<p>To ensure that Gender variable remains readable we turn it as factor</p>
<pre class="r"><code>nytData$Gender = factor(nytData$Gender, levels=c(0,1), labels = c("female", "male"))
head(nytData)</code></pre>
<pre><code>## Age Gender Impressions Clicks Signed_In AgeGroup
## 1 36 female 3 0 1 35-44
## 2 73 male 3 0 1 65+
## 3 30 female 3 0 1 25-34
## 4 49 male 3 0 1 45-54
## 5 47 male 11 0 1 45-54
## 6 47 female 11 1 1 45-54</code></pre>
<ol start="2" style="list-style-type: decimal">
<li>For a single day</li>
</ol>
<ul>
<li>Plot the distributions of numbers impressions and click-through-rate (CTR = #Clicks/#Impressions) for age categories.</li>
</ul>
<pre class="r"><code>installed.packages("ggplot2")</code></pre>
<pre><code>## Package LibPath Version Priority Depends Imports LinkingTo Suggests
## Enhances License License_is_FOSS License_restricts_use OS_type Archs
## MD5sum NeedsCompilation Built</code></pre>
<pre class="r"><code>library(ggplot2)
ggplot(data=nytData, aes(x=AgeGroup, y=Impressions, fill=AgeGroup)) + geom_bar(stat="identity") + theme_bw()</code></pre>
<p><img 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" title alt width="672" /></p>
<p>But wait. It seems the category “<18” is over-represented in the dataset, which might be counter-intuitive considering these data come from the New York Times home page. So let’s inspect more narrowly our dataset.</p>
<pre class="r"><code>table(nytData$AgeGroup, nytData$Signed_In)</code></pre>
<pre><code>##
## 0 1
## <18 137106 13828
## 18-24 0 40694
## 25-34 0 58174
## 35-44 0 70860
## 45-54 0 64288
## 55-64 0 44738
## 65+ 0 28753</code></pre>
<pre class="r"><code>table(nytData$Gender, nytData$Signed_In)</code></pre>
<pre><code>##
## 0 1
## female 137106 153070
## male 0 168265</code></pre>
<p>We concluded that only signed in users have ages and genders so we should not rely on values for unsigned users.</p>
<pre class="r"><code>nytData$AgeGroup[nytData$Signed_In == 0] = NA
nytData$Gender[nytData$Signed_In == 0] = NA
summary(nytData)</code></pre>
<pre><code>## Age Gender Impressions Clicks
## Min. : 0.00 female:153070 Min. : 0.000 Min. :0.00000
## 1st Qu.: 0.00 male :168265 1st Qu.: 3.000 1st Qu.:0.00000
## Median : 31.00 NA's :137106 Median : 5.000 Median :0.00000
## Mean : 29.48 Mean : 5.007 Mean :0.09259
## 3rd Qu.: 48.00 3rd Qu.: 6.000 3rd Qu.:0.00000
## Max. :108.00 Max. :20.000 Max. :4.00000
##
## Signed_In AgeGroup
## Min. :0.0000 35-44 : 70860
## 1st Qu.:0.0000 45-54 : 64288
## Median :1.0000 25-34 : 58174
## Mean :0.7009 55-64 : 44738
## 3rd Qu.:1.0000 18-24 : 40694
## Max. :1.0000 (Other): 42581
## NA's :137106</code></pre>
<p>Now, by replotting the distributions of Impressions we can clearly distinguish important categories.</p>
<pre class="r"><code>ggplot(data=na.omit(nytData), aes(x=AgeGroup, y=Impressions, fill=AgeGroup)) + geom_bar(stat="identity") + theme_bw()</code></pre>
<p><img 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" title alt width="672" /></p>
<p>Plot the distributions of Click-through-rate according to age category. We dont’ care about clicks if there are no impressions. So far, we use the whole dataset to make plot but it may slow down the image processing and our analysis. Let’s group data by AgeGroup and count the Impressions and Clicks</p>
<pre class="r"><code>library(dplyr)</code></pre>
<pre><code>##
## Attaching package: 'dplyr'
##
## The following object is masked from 'package:stats':
##
## filter
##
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union</code></pre>
<pre class="r"><code>nytSummaryPerAge = na.omit(subset(nytData, Impressions>0)) %>% group_by(AgeGroup) %>% summarise(Impressions = sum(Impressions), Clicks = sum(Clicks))
ggplot(data=nytSummaryPerAge, aes(x=AgeGroup, y=Clicks/Impressions, fill=AgeGroup)) + geom_bar(stat="identity") + theme_bw()</code></pre>
<p><img 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" title alt width="672" /></p>
<p>Based on the graph above, it suggests that “<18” and “65+” people are more likely to click on ads. However, when it is comme to data exploration process, we want to understand the data and gain good intuition about the process that generated the data. We will split the population into two user segments and check if the CTR remains the same. The user behaviour can be segmented in two groups: 1) Impressions and no click 2) Impressions and at least one click.</p>
<ul>
<li>Define a new variable to segment or categorize users based on their click behaviour.</li>
</ul>
<pre class="r"><code>nytData$UserSegment[nytData$Impressions > 0] = "ImpsNoClick"
nytData$UserSegment[nytData$Clicks > 0] = "Imps&Clicks"
nytData$UserSegment = factor(nytData$UserSegment)
summary(nytData$UserSegment)</code></pre>
<pre><code>## Imps&Clicks ImpsNoClick NA's
## 39838 415537 3066</code></pre>
<ul>
<li>Explore the data and make visual and quantitative comparisons across user segements/demographics.</li>
</ul>
<pre class="r"><code>nytCompressedData = na.omit(nytData) %>% group_by(AgeGroup, UserSegment, Gender) %>% summarise(Impressions = sum(Impressions), Clicks = sum(Clicks))
head(nytCompressedData)</code></pre>
<pre><code>## Source: local data frame [6 x 5]
## Groups: AgeGroup, UserSegment
##
## AgeGroup UserSegment Gender Impressions Clicks
## 1 <18 Imps&Clicks female 3830 683
## 2 <18 Imps&Clicks male 7626 1382
## 3 <18 ImpsNoClick female 17970 0
## 4 <18 ImpsNoClick male 39813 0
## 5 18-24 Imps&Clicks female 5809 1002
## 6 18-24 Imps&Clicks male 6852 1165</code></pre>
<pre class="r"><code>ggplot(data=subset(nytCompressedData,UserSegment == "Imps&Clicks"), aes(x=AgeGroup, y=Clicks/Impressions, fill=Gender)) +
geom_bar(colour="black", stat="identity", position=position_dodge(), size=0.3) +
scale_fill_hue(name="Sex of user segment") +
xlab("Age category") +
ylab("CTR") +
ggtitle("Click-through-rate by age categories and gender for the 2nd user segment.") +
theme_bw()</code></pre>
<p><img 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title alt width="672" /></p>
</div>
<div id="conclusion" class="section level3">
<h3>Conclusion:</h3>
<p>By segmenting users in according to their behaviours, we conclude that click-through-rate does not vary significantly by age and gender.</p>
</div>
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