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oPEio8DsNzZQqgUMoq0%2BNMALrygrOlErJohXvIJ%2F0IqziZok6OuApG2eoGAEFsTc6yWf9eRcklYZRO3PkA%2BW8aN5ME8aLNC3Kdwtm64WyqytOEW1WQIg6bOFHAs1ovo3OfCvvZASxBcxg2SRCRTTJDBKajFH0LL1kSBroe6L9xvVxMCIFS7Zo6y4ZOEIkAI9QtGVIKKBlCvUUEq2S8FiR7VkJGbvBFaS6UzQV%2BayV6NKw62tbJbEjkJ7AMC17DK399DZr%2FtE5sUtaAPwaHNj9VCoVB4VAG0iNI9IjDo0mr97FWjYeDRSr3pstZTVZ6nj5Vp3IbssG3g0r9E2eSmHY97LYobIHPnEGkKDJP15WPWtwMgS8HeLd6NEnP4mIFlRJB4zLeDeoBElpUNRIQMzLbRQsGLj3DZhQytDQPLAUE9JWHiLKAJxVTOJNZsObEiutLqwox%2BM51t7vJQhBeQm2i5bTa4D8qIUjqI1sL9G6Vha6U6IPUabeCUMIufG%2F%2F6USyxymXNlfnVinkNvKZGUjz0EWKIgZEC4WkUEr%2BgP%2BFpkIPUVM%2BQEJPxFxKDlpBEeiUSaTgCm4sEfRnBxu0eF%2FLgLp0IFHMEt8aZrsQzTF3wRw8TdpzHNGMZrHHa6nU8KCQppWBVpJ8b2Xjq278mtoTfrgfAMSAm3cYEcDw%2BzcSsXTaUyd2PH6DCU0DdBiauxpsyoKlAh9IUAzS32X%2F0d3x7h4gL36Q5sC4YzkbttmSwhenP5pxxrBEEcoAohUGB1jHGtB2%2BI0FEcCM2y8EY1e2NPXJS7wp7APp46lC7gSit7FEFQCIDnNX%2F196lJs%2BgXTyJrXAze%2FQ%2B9GEFC7p5W7W5FEooh5QlO01B1OcYDH4VTmRSO8fHPjRo4FkT9GrnUZw9pXnDplu0YFyOaAsLOkxdsu2gfYJ%2BDzBNihSUutbDbDy7VKS3KwwUTChYQkWCmldyS%2Fy05EvDGbLbpkDfbbHNGEhTSiaAEDmoKTERX3pEuKYJT%2FlNS4IawkdDACC5Jk4hgNa2EGV8yblsXoSHDrqHDJs4JDXLLA67oCyia7LABDzBMInY5gnZCpFuyyuaWXjKHRgy409j2wNaI1bGlosUnhaB5iqHHZf2%2BbDPpsIwoahsWRL69BhhyPHQBUNCyBR%2BUJzMOBRMxTVhNsS0%2B1n5kboqmNZcC%2Bt6HYVscRaBeox%2Fvv3%2FxwdoUoRvs6CamykRGihd8HTNaL%2BxRuoo3QVZvFT7xS9opWLiNbQRti9PXbNg0J5WDsxaNesdmkYOcwpiqsURuor%2BS8hhgWniGGll%2BtD55enFSsyATy9MonNXUJV5Q7eAouzR%2FP4HlA5YWBYYjm6NDAEk%2Bx9On0MGm65%2FEm1GKndnRp4cv%2FjFAdM7hnXsaXnGKAeK4aE%2F6BhOq1%2FAWmgCMQ4zC8G0wBzhuMSeeVhgAl0jpwicoR64K%2BBYlYbWz0gTGAGtI3puhx3F5%2F5QKXradYFuhJPYWq3ITCUUNLpugdVBegedngCO%2FDN5mJBWzGEL932jL1YntvCgzzLeR0WczKl0J4g8Gcbo6p5LOslpYBw4kE3ZDMiHPjBGyAUjkrWXqYTrl7gRUwex0zKVekIhoI0dsFRDtQxsLctjOlRs5Y2gYpQeBORQFR4C3hXh8EnZUzuloqFLFATXzpzv6k5XoHB3fZLNUiPV5DvAfroLwH8tYhkcOxWnHqePfQulM0DCPTadXa%2FTpoHYkh9BeeAwpmi9Kbo%2Fm88ob17pFzKP2lJpfWxbyD3PccS041A0MQWUqNDHOPOFt57Q6TiHQEKJQsI4v1JqcD7Q3orOdsLvExRQwS0nlUtV%2FpQbx0wSlrRSneWAQ%2FJhPaT6rMvIcid93ahrnKe34YxGA3D30BI2lEiLGh5iAUkBLBoXRshvpjGJGLzGcvonIqzVubgEJv4mbEl7JggQUWb6AYaQMmGUXEwIjylByVLbgcEbUQL5RFiRkX%2FbOhzb9XavzmFpR0cOdx3etgoaCPbiL5gR8o0wJNdPMCYcmyP0SDmmsW8o0O%2Fy5HNRxqz3IhmaxvIT%2FxpN8Pj%2Bx4i%2FGawfTOod%2BpvHN9BMNQUKG555l7yAKsma4r8JwVm6gxqBECXHA3e%2BdCsONR41WrcokynYzYqB0xlCdg9Nu%2FVL4rgwOiTVy8K70TghEjAOHeFBYvGwmkrDIzlwQsyBsr3K%2FEBFKO8UQ6J1hU%2FYGFA8fGgTnBoNnAmZc%2B9S%2BXnpbpJ4QKgdip6TZnI6woSQaYgxGpdaxxSuQkxu0avCBOSwchx0SS0x5HgR6iz9AkbeoDFTnGInFfbnMUP%2B8p3uSQu2CVkHxeVeEMICXKlVDsj89UY7AfyMvxTyws7ilT3y4zYSLVToLb1IwDJHJ804mZKVSKgSOa0mHCQrjWQLaz9LrCiISicIHspx5moJ%2F3Ng4rjU8aMqTDl5gjJAFgAMupkEoWEalYEtHh8CvvMqUP0Ra4v6BRr%2BdgNXFRLo%2BjKWRhaP4x63qqfsnw%2B%2FlDAo2doOxQP7GwahE%2BiZ2OX2l5DodFT8bGiL0YglcRmgDoYIEaRBLqdbj7HFD8xfZz45H2Tg6upN9XjuGCxtdxuVuRjssowtewrBo9gBM3T7d77hNjF9rd8QTMjwGLx3oWax6aa17t0I2gcG6kcQgw%2FphwfsB4gsCGgMGZU8P%2BORAg4iQDmTP9XqByg%2BjtRqWtpaHjiHSL8CNah084UP6Rfjx8GU2eaRw4mH%2BA9Ad42DummqhAj0%2FeMNS3V8lEHUSc1ntW779KspgJUBtJQEpS59ODiBRghAyioIrf%2FKoPh0eAJWqxh%2BSurG%2F5xVdzZBLgKEiYy4izBuKhCRIhfoADEt%2FB%2BirTWSOZVkcfzWBbA%2FAO817phMFhWQnvTwzjirEna6JgrjgHyk%2B8nWk0k06KkkSOOryl2OrOta3U1Vai9SLWxcE3cY161P64wA5VUgBExRGc8qtWCkEHIJfWtybVbTm%2BhrXnbVSsP4ucJTC9onJ8N4r9lRaV%2Fc4a2SZKmPNCgEUW7LDBXhvFxUvZYtnIuGD61WQtIrDXUc13hksUbImFeHrIBgvnG4ogmKBk5CClzY5DWqCCMzdrHBGSSOTyO%2BE8inLMGSApQqKJB3XKm%2F%2FMFoO17KuwfwqcaqjAyaJ5JOWW1Myr%2Fs7ZQiw%2FPqVAMH%2BlK6DYqjGUMcAXnVxy6z6CDl6j5mDa5EG4j8C6pr0hKyRNnoiR1vl9DWOfC2%2BM4v44bO3onXro%2BNlz00ZlGV2ICJ5CcCazVCJHIETBqVFhGT7KSBdNDv5ILpSacSTL0S6fX%2FP1CEIT5NZgcwpI0rkV7LqiHRoLUAPjXEqCZ5mLntX5JkkUEelCsU2tXCMZ6cZivQI6hYQNbXl4nc1sSNtBUTkQ8Y442KxRe7Uy5yOzB%2BUlA3MhvFmXweJJj%2F%2BG%2BqwJFWFLNYp0JhzD%2B4sl4JYn6a%2FvShCCo8hchMfrswjZgUqiToKfoOGaHdIAnKE%2BiEedBkyLwMSoNVX83TJERFy8PLMpBjsXtBITuS9lpPCTVl%2Fvs2Aqzlzwnj7lpl6VX%2FQ74tWqUSzaKziwue1phr9BpcZjNc%2FGXuJUq15TMDnCsJS0X2wAtW5JQA5MaTyUH4cDRif3MDxZx3Se89P4WSIvEEeLjToJbXf%2FrRhBMtRevJxuf%2Fs8EK4woZOFli3yTq3xqjBjrlierqgmUpFA15HFkeUOuLDjuhzLDjAGKK6WThTynzd%2FtCQWU3Nzd8%2Fa0q%2FxwZYn%2FUPEHU6lsdG%2Fn8gN%2BYACURCU%2BW%2FldrXpdUK7WxhgWmNd%2BLDoQFCU0sFyHn3KqFz%2BIg9e2C5oe9EOi7KdTBxPE1k4k5tkX%2FoZzSih8DJDFd%2BrITKNSsAAGtscSW9VDasqkEamMzeUOhRqRRAj9lc%2B7An2YOdL46GdcOLAsgYaFsR9hs0ToUzZ9rFRLG1%2F7eYLz1l5ijumbe1druwaHNFzZjtwt%2Bn7paZaMZu2EIx%2BlxX%2F2SBrWJQQM0wmE19eWrGPIVMeAzVWWRp76m1skeqzaBBZ6So4eD8Gpv31bn%2BnO4WG%2FOg%2FB7xQu9kpA3eZL3w9cwzrZfMmbUSk5OiF3Qx7bQYhL0VoUQQP3Hmps1bBJDQU0qAJpWwnb4iFOMBthzwP81ilVnh1bIuk0C9Xe%2B1kSK%2FK%2FMYOh7vIa7ghqGEKzCiHrehs3cA1pzgec5NpLDtCqMPp1GVECA4QZKiZX0hQ%2FGqjOhhObmpH0vwx0WHctTrmGC84Ub6BOQVdXIqoxqMVNhQjd%2B0CYMRk1zp6%2FPnIOsW7k%2BhQEruSB7%2BDEGv1lziYEEwur9gsigQBG8EJ3zeigdA74WvD0h2IbdNzPw3okAFsdmi3qKH41lxijDPDtvZcEzXwUnRNn4WpCP3vPNHhO8czUiYjRn6GRIQ4SymW9MhjUu%2FjbWOhOqNeh9OSRNh1EaFZcalxYnJMLCpTlEDttzYxhNCcZ86PUpbEkFmkU5HRiAF9AahZ8jQ769NUzJGkq9YLj9HWZLEK%2BIryXyPLZHAAHsBSe5moWq2RRQT655EACRYKQ1AR2mNQU6hNdrqLyfpSeJ5PrccWf3dXVxmIidWyyIkCm1v1oFYgyGcXwrCRPXPMLYHRFvGVuYyAUhzgYntJmDhE4VCNKoSxWlSFiFuMGumZHJnCJyAdT%2BHcgUhIEJZgWOjmy%2FZWisKRYo4JjuPntQGSxlJg3XJ5DBsFM3kGGQjqECyjqYFW6ccOkCDy3EhUt6taBIaHclyblt3Xxs353KjciddJC7gI4cZaPj4zBxOVNfei9MW9cLUHspngSFFni3AL7sLsbqo3totPWMf0yD2bdWKWuK2a4eF5jKcYCZyvORgcHeETtqeqhAYtIyiFGAYJQMOX4VJzPjyDKiavWJRtjWCnaTUdPR6FRkTfFAARc%2B3Ln3oFDETvxxiaDT3roIpaWwEEjRlhjvs9ZKiU2o1HJOMuVRFAA5fWzMgAqSKDaSLNQcQZbaFzsgKxXWIvjaOqsoiS0kA1bx2TN4NrJBVMJcmRWNIqrjepyobiDa9yXYKmJvgQWZhEBvF8wEx0pMQqCzcf9JemmcVMROHpvzARvqDrI5WOXmah0Zkh%2B6PIozOYm78ieRAJObTPxSCLuwQiRlWaLSxJ5hgIIrjsEUKPWMqRFuMgh1FsNDFw5jPGKPTWzyiSEIS6IPweoS55G9SZZ6wcpW%2BHYMSkoSETssJ3QQM9bQRo1JdCQdS1np6F5WR9wujL48y6xB4M6Y7FMnX7f22J6F5gyYVK0QlgEQxVXFUuC964aXqqhT5cX8XaZv5hVzeTU7bSoy40QuTOUjLVShZVi5iWJMAbFhku4I5QyO1x0Pm%2BcTesk5XsjnzwoAIsmXCFbWyIZQuawuVuXuR8DK92lWJDrNrbFtNbCj5sTTCx7e2Wb0UydtbZ%2F0CSIT7OnVIY0fRntwN3jNOdh7nGpmmq9CbBm1uLafMptryjPHHp7tKZEuAL7OjXHySRjUkXydXE%2BSrNxA2Um5Al8Dh3EZC5V4SFynxsMTKCAIMqEqNKzuJCQM3tvVBjRfT7xHSuCO72a6pSo2wn8%2FaXBmKI9sW2BccnPF8aML8%2Bohhb7ciWy%2Fxch7McUey2CPGCyVKaKDX8%2BSBNgqZqMLbCgZ4NPkIF6NfeH7gtElIrOqbudNqU8yyyewVZneKXuzObCUxU5b2tecTa7Jn7SE6UlSYMTkMfCs3Q7fVCaqK5k6pf%2F2wW%2F%2FosIJEgW3skUNgQHyb%2BsAi4ECMNcyjicIITuXGyXkkRIXyN50Jg3r1FpMmaQSUl9pGxnNMp8jf24vS5eX%2FyJYlMUISy9e6JooaPn7fiuG4QEscaDgCZpra85ygZUcJInLV6C314YPJdG2UL6qljb1QV1ZhrNcFecs0j2qb5gvkKHOFxHphwdBgEJc3y8qihwdZCQpJ62h1voTUccffiDJEzkU8jbXRvLFdPbcmVBUhArEuTKQFe570IglefLJ30dWmVAtx23vIGmF7N6auVNpZUQVHNmAlGgjNet51laJgLQSpfZyxBEqLwoCEGlF6ISp0NUmhUHT5a12%2FZElPE5UGO9AVnKpae3D5llVvXAHK0FIH3uE8AXFPF%2FSwx3OdCN6aViMIxEVcqv1UsLJo03R0grVOHRogBCiYVrK%2FqFBPmGrDyXLgr6DxBMSKnf1uSBgiRjCiwL1QoM981XHZnusKIVJ405xXwx6aBUuM2YXS0jaCPwaC2Zdp07J8gxM1KnpWMqNkRCfPaYTelLbBmd97YeNAOFaFOlV29YQn0qIInmIeMFxikX4U1pEusNYtOX6tKZKkgVONLhIF9ZPpxNWGA5fslgv82Lx49LF6FltT3Qp7q4Rcu4hKczn2m1GTA4unFBAkDCqY%2BD5s2dyVIfDeGeBgwDnPbGYXQqwM0E%2FBCl69QtVYbUwkQZAtSB618VkAzCPAs93Ip9qWnBMX%2BRUX0PFxCACZQwpfvNvAMGrD69RE6JSyNNOvRD8v3gzw46n8oB8mFQiYiwgidAyJgrfY1SaNrL5QDEjIIgYLECALRSK49wPmSO8jZLnesJ8oFZjWJyTrfBrNRCeOMoaVxOojhX6WVAhhJ6dvBPZ4AbMXC37YPHBFKUgA7t8mCk8U07mFgWg3wbOZDgsEZBOC%2FApoLJL8CzpXhZuoEh0ntzsvrUPhE40%2BUUkCAm26DxGMecbxuJ%2BpPJct9BZL6lVcWLmHps6SSRwqmRJeypwrd3vNnIawZkqBn%2BumMrwB%2Fc%2F%2BIAx3X3Ehjr%2FzJIVUK8Luxlv5IeNoBQPnIhvJDZfGo8KIpLh8O4iRusiuQOtytJ61yCvQUGFmCxEEliRlQmkN5wrVLkx3CUrlDG3ABe14lLsoysj9hXY%2FTJpUb3tCvpw8Ez7Wb20lfIScq%2F6wGFIrBkgzjtNLBoYqAgJoKvDHcdkTRNbmMKP7Fha6v0z1qPmfqQzKW%2Bi9g0kSWn1vQuqaJyaTAX7hrJwJgfaPjJvb6wXroHZRAD5NH2E2KaWtBw9TGd9mIea9%2BPrxlBpyjnQhg6rLogT7414uB8V19PPcBZUhnNx%2Fhr1%2BtX%2F1jKG4nnHv2EtR3VOjo9oWEibOHX8508Tra1pFg4lnAwoQ2u2JcsDi7diOc%2Fuhvd8qexCvYgoI6m9VYAg7Vl0PRXiuCdgHdKDIIHG0j73u07ULaOJJ60Y178Lsgtd7zYdOUGlMCYhR2Uhyglt3KUjPCpM8MKjVS6OgTHgqD1SSQ%2BqhzInvSk8VzFP1cI8vLxtdDvH35uPzMi4mQtJCrVUqhBWbQRke9Sjt9laOS7Y9YqUkXldpaAoofKmUNsx0D7eYLc%2BspsKbO71qdmmaGglAJjo4kj6XlnIWS1hQZORC%2Fh4i%2FCdcbaFFuxb0AYMJ7EdQExeIHEdPRtCxVECvtxHzbEyldDvie9cGKwImUuI0xEL9W%2B7FhefRJ05ePV427NJDYmhOCwBDNBP5LrIiblD6aw7pSeWFA%2FlDoWYMm%2BZEcF16VDdA3ALq7hDBlLUzNTL9AoVyczpCwb7xHucfK6T64W0AnDzYLg0HYWadOMPdoP%2FlliqiAlAWP4rio6stY02elA%2FLOPBnEr6rsAqtMRsS2g6HJtNANGwpxTdZEP5Xt5mE2gPs7dE0gyQv%2BFdd8QTBEqmAeMHtNnjBtKvg7KmIZCj9303GT9mWQXZxolBupTHIhJT%2B0WN7uu1FbRp6NnSRDIj1aXRJD25s%2FAD5%2FIc2OQ0iDp7%2F3Dbv3Oa8McFBhXrPpAKzhrFANFpcnLmEVTXjq0MO5sJAPVxFbMh93VfD%2FDppG4mBzXSgVfXJeWNNxoKF8QTwcQFXwQPB7QLE2PENdF%2F4vDL9zn0ZgQ1i6Nyr35KAwetsESlUtEENQbCFOeUFb9lg4Q%2FW5lUNo2fsscGbWY4T6pynpP0Krl%2BJFEfY%2BGGHI3aj8aBO0K%2FndAEPa5FX51Niq7CEOhoB2hSpGAgBT5%2BuzxAMzSuVEeQmZIbYew4tM4UsHYdZtT%2F9ibeR1u6rlX6lBQlSBT6LQ9YUEAgmAxLkAKQL9PSm%2F3NQF4w7ZvdqRqMJ5DYZh3j3I1rDmyXyti0llyZjkLnoPtHHwZd%2BfwWVz9ztMTMCFjpKBVWAdcYhRV6wY0kRv47nqddzEhQvXsqNstE6GNiLTd8iliAfI5vfm2KjfTQwbxz2uFzaUL0A9VKWzB7VrWS0QvlqVw9VCXOB6RDSgbNtW05PB7pEz%2FHZkv%2BXQTUD8mSQ3mJk%2FEUe3%2F2ixiuDVAOBfyIscXixo%2Frh7BHtl5KSBigokAOClzsk5pj5X5S9GLKgu5AbQNotZBWU5zoIzScHQKjeFNr0MiX0Mp%2BlHmHKuaDcfU2H%2F%2FhJmeXl1nPE8E%2Fk8ULZ%2FCLYtwJWG4CHI8h5ySfOAFbkRVFJyi0KYkQ%2FfhDAjciw08ETminGEMzG%2FwOERVW0AEslZEl4sfr5AYRKGVSMzkDSQ%2FnhkipQ8y8EF9ZRGKCOxRzfpNMubhc%2Bs9lZBHqNegMaRLozjP%2Bg8CUsaVzp5Wd0ZI5SaeSdNAD1HIc0vTPw7SLi4Jpa1gGgtEY865KzsFCn6I1RvKT3r6BVdYGsBPWdVzeLfbxKi8BVQVzd9f83goEpezGYiAXT8S%2FpW37TxnZ6f%2Bog248Vvj9otMMAmzAfvCpPYmXIx6ZAKAwBH737j2KJpWyuPMnFIBfqRrEBYiTiWVjvdx5T7k0dwFjgjLrLVm28m%2FXLNfjkSOzkoh3hangxcOjvxzVDIGSxYBxI9ak%2BDsrVTPAlMWZD7OThbuxdkWjCtGwtH4QzQdpmaBsHV8Yrg1iAK64TC2WMbQJAFFciwJFPSRQ86OtUrnPSODgRE%2FhD4qWAHDlWBDy1KPUCEbpodyyU4TnaIFzU%2BtJJAes10UhzVTNE6fGDGUN33wCgAZYoIz44wHk6fDO7wGbAEwmcVQg1HGGByFjYGdwJD1joA5AM8olCJ1LlTUGB%2FkhlrmbJbCbD4Uj0GZTy06zCTjOeVkJKZzqk0nE4%2B3RmlgDHpJwCwwZKOl8SEEH%2B8TQK7R6TiIPAy%2F5M08zWqjpXg4KWF%2FMNQpvipZJ4KZfGsivxCXyinAY16NjMD%2Bkgtfc8pGpAgSyN27l%2BuW3OjjOCnldBAJLpzjAYdBoh3b0yuYkLj7c6iwxR9NHW9WBeGVYjvaTEHVq2t96HA16vtKz3ZgtNuJgpjnNZRGEjbmQuiQEBJ2BdgHxFDqf0F1dQJcS4sIvDHlCASh65anDjgr07Qa98i8Jb1rAbSdOOz0cM9wlKXm7ugzOMTmi8EbeTBIoHrudZ9RSwEtADDsgyFwnxyfzXecDzLGFMmkRrGWCdnWVnSMMcc4cl7NaF%2Bt%2BgTHgy9s1SV05LLaw7YYgNxNKt2kpiEgpahsRp%2F0tarSWdfS3AdWYIAnrT68WTwX1vtPgL7EMcIzmOpOxL7oZh%2BcoizveUkJVmjedZZlkwkno1E7%2BjVJIoz8APlgweTgHUL%2FGciPnYgtfrq4TtxE4adiNQ2ZgyJHWYWmrMlW6ebFkPaAUwzKsAhoGXxXGRGKFObHKQOqFOnGgkyLajFNwhUa4fqva2yI2DlREZ6p0CNOGwR4XCrS4K3SH8pDQGvZIaDcMPtJUoLRM0owJ0iT9QcdRK5IRIIpAOzsUotf3TbAVvbQH8n5voA6kUzw6LqVnwPkmnYxgJLYiQ7hQYlEsYL4k5GCZvd58ypvZfwO5t1fXMTj11hE8GuAZhX78JMPsK%2FJ0yQqDPk4Z%2BJbbXS1tia0EBwCjgWUJsUI18clQ%2FL%2FH39pOY3jRcZFFfW7bC5v98f%2FwQjY4osg1CYvJfYmKVWbiPLEpDvlTEGLjUbCmh74cUqKtsVVr9hspTEdTKrKSRjqUHkhwgyUQeNizUsUp3cLmGnOoxPIuzYDGHFJxwclXasrQR5Pp4%2FX9adXL0zyaNRcp5govE%2FKIiLMyYKgb3rKpuxbm7t8U7GiR8qcIvzarYOuIr0z8D1QgHRWmwQj1jMXJlqpuDBiVUQD80Fnr7quJElyEAs47dXRoms8yEtA2VxNaYbJmUQ%2BlsKhyYLlk2q0QMXQSsMctgTGOka0GYae3AxbsfNKwpf8YnyAYZzDx20P8xvD5aQ4OkVtbj%2FxeO9gPGmBGT3BiXsWroQWXXm7Mw8XnUAttSlNyNEsqWLOLy5MJLmMa9m7Abm0SuOJF9RWA8VDp5xMP%2FI6LaAKUmkqt6%2Fxs1XyWrgcDo5hjmvshCSHhWpwCludJPk5i4bpUhqFw%2BRmK4VAI0O11JGtbQ64l%2By0LUdW7GarSUUwP47kW2CYDEdvsA%2FTXw0I4OPf2SvJ0FKjn7aZxxwVp2xjhpWMTDxaZMkiOxaFFLydXq16fefH2qVJybgXVpioGcKFhS4AjNTEa5T37zLo22Qv1apFD5qUjB9w8yA0vSc2RMiA7xIsRIGBTWOjHH9SZlK6QJGru7w%2Bq2GoC22fzSVxkr%2BWlT9rAABqi3RiLzDxns68PSEUIxqrqFw8oMUhIeL%2BSdTHAvw8M5C0b29DIIfScMQS0TKwvPEq3kAQvxMTC0D%2B7tnB7QNRliGiWl0NuVnIUY7QMwRkP%2FgVT2WDBX08%2BWLDc%2BiW0mz2CZ3IAvWqesMkIe3lWqMvUDL5Q33McSklm9U0P9SHgPGGVlX40diyUBp%2BpfWi%2Fh9sKTOvCRCj%2BeFIWvUXobOyAxrHlhKFGhOiw1vyKUiNMgN3k9No1jfVEpQEU35laY1OWX0u%2BF%2F3AcQq9opTw0RwEyxVosGLDgIkSdn7hs%2BIHrv2jR%2BJUh2kADlTtyX8HxtYxLUhMLj3%2FFpJAhfxzoRspqTIQicEOQtI1iv4n0xi9GiED3BLS%2BriXyEyU1v6KfcGAWCaq%2FgQ5kImR6wna1UoP6KtpT9XLI4EebxCRQriHsHkCOgDlZM8hJEHcCfGIERpbdeZFFHtE3lBjH2cIQ5p7TNVfRTwBkflxGhmddY2YfZbMF0bFv76YdpbH3dxSKmVVsblZW2xdvOxqSIQqbw536IFhJKhELagVlMG3LQqHU43e%2BRZjx4BJExsLcLX1oShyJFvhFevBTFOUF3Exw2yNBWwMCW5QA%2B7UmPhwM7AMOXRddPg6OxuaNAmiDYRKlcHo4FwUeta%2FLSOUyYddHQi3OFkb4z35KYG%2BxJAOZ8LTMyJ%2FCgARNXgZ%2FC%2BfKy8W7VwKPzhRpDnIMS0ClN6sPMpa421GfuLwApsG0C4FpdCsaLM0NtsctgKVSkeql94%2BXUmITqdGBajY4m4NmDFEk2HiFjYtNLmZSxNY1QM4KakEvIQIFts%2BOJ0QCRKvhCmQcfRAjN4VmYgb58CBUMiSUpcyuEfRFZS0SThDQPO4aFcJiNJUvlFdO0s8RaeSdpOSHscV%2BJAIchHCniOYTsEqhdLZtWVSiAw6hEDO7LI4or%2BkXTE6zB0CA9o4NUeZIpS0Fn7Q8lU4X9sZNCO0uPfjoWqOaqDVcbxBJSAs8RV9IcKmOPY%2FLDUnXDLSYfFT1xyNTWRLKRW0kFxctTIuvuU6R%2F%2F9ApGo0EHrqGH7dEmsI%2BgA0UXpfNwWFxUHz9CYK9toXP6IlTFRhuGh7z3bhwL5qzzoRAF8dkwboKslbtuftJDrshFMoBNaIvpSXyAFRCCKFOKEkzCkB3NDQB2qtV%2FANwHNea%2BAUDr6WWScJazRx4glReLp8vQ8sFtz%2BhqehlJO6MM5NMIc8%2FkWnwbE768NqCDKBi%2BpY288WynJ1CT2Kq9%2Bo6rhlUpRatsVIsacJhA%2Bq8M9X%2FUQMRZhshDAvsXwlZfxDn%2BWCfyJyLFA2s54on9a54PSC3WgchQWZLZgEl8xGrFUqCofhkvqYtXjA9XyewEKlnAtD26XlSvqtdhXOT%2Bi5BrX6S6hHVcqbZ8qbh%2BEzffUpCfTG5HULg9DQQaQ6ENkkq3DvUSAQwcxh24qkmtdRoIMDxOVDdy0T2w3afIBABsQGxnqJaAOY1gWawTUuhslaSivzrXaPcRyGhUkH0R541UbNvLKiY070WOGYY4R%2Fg1rfKhHcjoV4p45o21tldJXmpG0XsOekNlYucZlkAWkVUHtjkSeUbdfBMKrGATodKL9arS5JFVovaKRlOWbNJIS6GHxuLt8CX%2BBYQUYDfxlQrQQhL7z6vChINNDAVVN0rXxaKjegwIPOJf7rXfHBBHGpBNpaeLGFXCBrWAdpIwF6mcE7pE2z4HdIxcWkU0QA3TKjZQ%2FPNc4VwWA3OqmXuoleHBmMRLsU3ENaVgIpVnIWvBLVDYNLzVRdIefms6mo9VoRQZ6cCkQSOdK6KDkWEMZkQyIEM6QUltTfQ1xFpxUL%2FlFho06RSy0MhFQCIEh5FrTToDEgpZU4QcT%2FbYWc9XTPTTM6ZiDUk6d8MHSyFOgi3cE0Oh5I2Tv%2FThHNjxg7A0zwweFEVnLpE0Ai8Q9OWYcdB1zNKwLEBtxjc45oHjshf4AMMWhwwRhRdBnjEU3iL3TIBscW%2BvDMwGJnW4omSkqIJxsnzyWwZBg9lQCsSZ2CK25fZnAEtrlT3WZ1xUoqsQBEiEMEmCZAjQU8EhBFQSUEVhPwf6Ekh%2FQtYOKDqg%2BIfAJ8CuQ0oaANSG8CrQwYJAhV0I0D4CXAOIBYAcYMUAO4A0AuQNYAwAWgJAFzA9A0AgoIOA4ARIJoBoDTBVATUAVA%2FfmHjl6j%2B5Pa79V8K%2Fh%2FQfNvjz3P7ler%2FHHh7%2FPw68DnObsHvPy3cPPA5wScuOB7qBzX7b8SuTXQrw88fvOjUnszbV9wOhztB3%2FrTR53FdNbVFq3a82jxmuwOcluBDDjLjOjALxD3%2FQiP39Y7a5Rt0oNm7G8V06nAGXPxV3oiByNCcCfXAkpuOrai62YwdiJaYXnQsst7b8q9lbH1AhQ4fOtIhMRO4kqFfJyARyYkd8VFgh1WJGVCPlA1ZMLjSDAUNwDDwkxBcqWcEmILYipcSYqtCIqlSAqaSAqUCAqkjRU7GCpiLFSkWKlAgVIxAqRiBUbDiowGFRIMKhYMKgwKK%2FYQV6wYrughXTBCtmAFaz8VpvxWa%2FFYZ4KujsVY%2FYqr%2BxVOdCp85FSnwKkjcVGeoqJdRUiaio4xFRNgKhy0VBtoqArRXysFeyurkV1bquqMqqonq%2Bh2r6EqfoBp%2B%2BNH3jn%2B5M325m%2BzqX6%2F4%2FrnjqtKKqtoqqPhqmWGqVIapJgqjWCqxYKqxeqp52qenapVdqkp2qOnaopdqh52qD3Krsbqs1uquGqqZaqmdqqVmapLZqjdgLkVYtPvgiXswWobLWxLWyK0qjACE6uL48VDS74vVFa9UPr1QitVAa1XzWq9S1XKUq4ilUQUqiClULTqhKdUDSqgSNX2hV9IVfB9XkdViTasMbVeTarwZVcjKrSZVYS6q6XVVS6qiXVCBdUEF1fgqrzlVcsqrdlVbQqrWk%2FZ8n7Vkfagj7JEfYwf7Cj%2FXof68j%2FW8f62DVWIarWDVaUarJi1YsWrEC1XsWq9C1XQWq1iVWMSqMBKoqEqhgSqBxKvuJV7g6ucHVwg6tqHVrg6vuFV6QquaFVwQatsDVrwatGDVnAascDVhwaoyAqiv9UO%2FqhL9UBfq%2Bn6vB%2F7kf%2B2%2Fx%2BtVskpnZEuCUxHC%2B%2FYuIK6NNKiB%2FEzIk5DuCcPq3Ew4GQBYmlqw4gUEVMiRKFQwiMCQcTgAAAAEDAWAAF5ItM%2B6bFophhd3N1nA4zIKh4NARWfqCooqII1UQ4kBYJ2AQsGyO2lAp%2B6Xiqm%2FCkfz5urtugisAuGzxeNHQh1A73Vh4dG0%2FNDkMQKtSO%2FBTm3DojsrbF3jq6kKdaxNxwpKvTKteAnM7mCQ85oHLN5AxXtO3FxElkoEAFo%2FY7SdVN5daSO3q5Y%2BGBpQAYrusw%2BEY9%2FXMmtYT6y1gbXXfGgzHr8ic6AN9hcvHwEYELAoOjr69A1yaVwaL10euR3YUZUZvQl5xZXoT8YeJLqVKFrjMLT83%2BN7REmekLvRn0TLh%2BZMzVhvjjOcuh7%2FDGoSIzhcgAEyu2q%2BgmErl0SoAyvHf0gOOHkuRFZQSSkFEDSG4HCQ838BiFt5mdNnEIYrPlCai6RoN3%2FEdkyVeA7o%2BHQvKrwD5CYAAo2RJZIeP1xRy%2BlJaWuskPYYJ6GKPdNLzxcio1M6LXHJDQbx0X1i8B9YnLsQYerRiZjBe%2B2alDqaPIASEoxCeRAUMVuivCDeCNo43Zi%2BmFz4viBZJrJMbwxhXGCv8CUG%2BGpgMJzaVH06hQdq5woKyZyKYDByVHQl05OpUqPrSuURMAxrqnfhkQENbMcnlzk3MLnnmnljBLSdHj488rWP0ithH7Mq2sETRkNmgYc3AZSu6gL%2BCk4IDhPtHR057XmxZs5enMzU7IR5rdjAD5bhqPdP0mGax4%2FBC5rzvd%2FNmFSTuivxBTftCPQY%2BTO9CX4l81r5FFfrkZ1yrTcaX%2FE35vu8hUNdTlgS2iD0q93mIVdiG%2Bzz6ZoWvKaG4axR1VGYKVxYs%2FhBQR7uUeb1mU%2F3VlT93WVa55WteFObdmuaGauUaHua6G9Lh9q5rpXj%2Fwgi3iPylvEGKzMA9lXBUjbXHUnsEBSjM4dcmrgF7f0G9lwAQt4RLmuXHbpvBr9TrIO6tAdGiB79MRHozMKD8uVjof8zfR8GjzHzhs033A2Py%2BejgTAGqXxpL%2Fw2WVk1lFTJqz%2B0kBeRuJCR5GRySPRQSmUbztwmWP9kLIWUhlXSVdCicr0AP0QVDW1JhE6NsgqFunp2ST1zYgQv6Qnhu0JlL3GiFmbc6pMG8mzBJsoRi1z3Z5NTM0f1ndDFjciaUQqsNg6uq3fi8dFUAWOQGs1VX8XhLFmvpemPhnFsJ4EJp5fMYZskQQsqfYfD9NJDx6cnQ0sTSuR2L40hG49L%2Bmrs3RoC4ghACgxYOijJAtdpXHsZI0rFXEhZYgy3algwWFOreuLxQmZTNtXroCxgYhVHmAFChJHArQSkYK5FLPlzPCQ38AzsClDlC4ke6RHiVatgqkBMcH5a6mGXLmcLkgxPCTi3IYssNhBMcXoBJkK7iAw%2Fq1cJO27YZZ1dgwK6TjpcOKZhOClzaJK94ByvnLhalwYwwHNGbpKKrMoiCUVvMU4ZDGftbGmdYDSWM4M18njvCm2QeRAFzCJCDrWq4fFsh0jgTZAy3lAyEhSb5p3l%2B7zqhPPDOxcQ5kAj9XEi83gCXQDB330FUKUN8JTMzokg%2BMHLm0D3oGAQxNjGVUC4qv3mNqY80W8Wma%2FG%2FRJg0Pokw2Jil%2BUKRbOEH5QZhYg2DwSICOBEYPtpPgwWBiCfyJ0YCZEGKrTfFYsGyw21JEW52PoQdw%2BSszylGkFpTMhd5kWLnyTIQai8z1ij55qLRN75GxKwkR9E1MhMUCbxmmw63GyiBjM6OORqQNMpJtSUqMssFsiIRB3bOWC1CBqx4cDrtymvUnfKZrNpclIQX0iC%2B0SWyKIyxEbrSIkB4ly9nnkYJu6fFFI5UkewzCvGzpCmkfDtvWO%2FvOQBSKG%2Bw4WeOGpxQqahRKjqs7pmglalwleZKZnV2WNi1CBepIZxSes8CtZlRI0GWmUOVcYlpvK0hUKRhWaEyXRViM53DzUU8eSDYlUJQqDMmUYc2RuqTtfeLBUIWJzpxmeJiOCoAXmCaSqYM441iWisAz0U0EQHSkfuH3o9uyZk0g2C%2B1Huy1lYiCySpvTSdjMKwTiKdQVCax08qRNA1Vs2wiL2IyamfCpg%2BlZwXvOo2sB1QB9xIdX6Bj6VzRgd4UoHI9PenyASnBA8k3EjsE1S2ipMclWB3LPJeWzSHOikaNhJsFX5zoP45XxaGhDK%2FpP%2FDIYztiS6vqMPACWcgP2kpZWjOfJBHYRQNI4tp3WUQGWpE8ZqoZEFvYJaFCTkUJPdTqeYpTEWodgDyHYOTQomy%2BoKxLC8BtejPZfK3UMphCswZ56qASoLK60kVHNgZzT8%2FUWcqkls5xsQ57uoPAv%2BCrnsSCROispXTpjPKe4ND10sCf%2FElOsPgR%2B1K2fX5hXhJfNGzBWCpiE4EjGUBgUzovLqcdL1yqDbTutsHLe0YqwBcpKRqcP65%2Fvot41Eg4cbCrFOObHzAyIO3Np2zmgIymMqrmdZ5wgWiOKMA%2BV8kKigbnyOAnZzQK1uMozbw7SBWI%2BtpCLJTN4yFsnUOPsR6JqbOmnG2mYUYJV0I%2FFDRgDb2YBKeBAzYRv4d82IRIjKNJ6kthxBIf4f6tg5Rewqogb%2BBL89Xa%2B8Y7mPwJBnr%2BqyHL3Me2KqwE3nnFG4NiIrI%2BvziW0DG1jcQIHeE7iAwtWHXwFYTmEfOmdkgt4Pr1n2vJwnSQymN0R0NLRTgAHjDVSIfITmkvlvfz7MU64jgUChw5hCXsYgG5gXyQ1osKsxCRhvPgsghFG5zI1CXCBIAwKkjyKLeqBc%2BfEUFiCvfGOta3gR%2FU26my2RNT0gywIO1yxoMTM8Mlfo35lpDQ4jfU18jrE6QiUumMhcIndvm8iDoRH8amzyNFXNUKcSoCnh5AQYr61lElsUE1avUS%2FnDanpv%2FZFa3VH2JIq5OrC2wDxYOhlkZf5BIr5I2JAQY6MewSa45Ob%2Fz%2BEjpgzBQTlG3AdVyHpu2GkjfOxGCSQ%2F4KBsYV%2B4WC4tHrRIEC3vi8DWBGimk2R3cQNWDhpiR%2F9KQZE618tdreVPJR485XjWwoxbnLTn6IZ4EjKrhRraDtVPs4zmDldmpWjWM5L49vWKkkh21cJ0GELX5Hje5CUKJRNkIrvqKWk7bw8b7gYD5fEhk7VgXTHJI0UsIqSimKH3B62CsLrQWXjB%2BoWwKWamDL6RlAYnwhMdNFIyfJuJIyo2hI%2BRLmmREVRHaJdaBYDQo4bDl91nK3Zy7hcqlXpT%2F%2Fg9jl5m4DVYTnaJOAoq7zjeA2QzPBWRnDjFKG0AJybS5gxwd7oVkVIAgAqWCrwA2TuCFHn%2BlQSxm2EjeZemixAGSIByWTtmzQII9iyI6QxlnEfiedIUpRSDRKzAojtJx830mEfqcSqHRLRGSUmpIkhYAfBXhL3h5wRAsiPnzp5CmVoG70nYHSlNBsQEOYNSYjVHmDMCMyyhMYHx%2BhksBoo78rYc0vB6ClzXpCsSQL0xuJj0lRG0q3NgS%2FgqHn0%2FdBeijOqfmwAAwNmamjdRSr62goEAhLCK0y0mqVtUz8B3F3pE3rUMN9wQoCtpvRAK3sFTK3tcPZnt6Z27rdUEcCb1qxd8b7ARVibBsC%2BRyonUCCcPwOsBKtzEuPpnx3V%2BQo3FTRLkQsTzT%2Ft5GIpAhUffp2BuiRh%2FhQEK3waIhUoJczWFQtyb9PP5ODdKmoRpQHa5EoivjH117VzUEyb9h3I8XFhYGY2GgobkujLXrm%2BbJ7HN7wo3WOTojHaQLy5ZQH60wuIar4h1s2FLyTWktIBtEtP6PSDSPebTewSizvHczvHVzmh8LyM8TZbIzBlYhsTDRW2MtA4tMbKoUyaOwZNB0EcTEoAHayrWzlDMhazQx8GCH8%2BXZI4EskKhE1hnN1De89ZjtBMDWCxLN%2B4bn5AnyOhxpTflbO1kA%2F0EGhUliSyMtWT0UMb%2BqEPinhEFYyHEbAUyp8tYuqYDRipLscjyGJA3zbmKdMTMI8V72v2ZQ8R1C6WY4qjndJBCREkDNEWaBovAOsU5JvqCCECn5%2Fq30Wfs27Q1NX3PB1CxWQYK4rW6gl2DEhCJLvzF%2BBEKd6LLjbQMVuJRpueMSQJN40n5WAdyXvuYQeXUQsoQDysgsemARNTywlJKFiZeuo5AiRfoTmTq6hkwijNVgqADIQ0SrFqBN9hK5RC2ZzmikwVm0CCZzso1HPlzzN0IP%2BQCIQZ%2FzA%2FJ0cIiWLfbbDGvgdRmzRiOWxhWyl0iXpQfpiIVEQuNo2d7rj0OZeiVOeay6x5oKlhwZCcg8KUij44xrtH4IX6UM37YQMPXh6QvlpkcPG94IVYA3iwMJ0L8LuuaogTlCTJsenAjL0PQ7L1Pi8hmGJdOqOJeVo7ECLPOdRHN4hjBEITrTPlmX622a1Nkllc%2BXvRIMYsWFbQasKlkKf0TuoImAklJXaN12zLmMOiREi6fUAhVGrkOVhqjWR2eenOmgUY7GLcmbnAqWpftrThQTmBEC5zJQBDcPyN4AoXnInBM2UJew3uo3Osd%2FVotG4JFRB1dhhN21R2ig74o0Jw8ZN7VnA0lWB0lDFZ5PDtyXLlhvcGuF0S6Wr3U2CqpnkDjwB2mBQdPGRuL5x1IFo03LEOsHEh4MKRvE9edrMh0Snaf0cShzOIJdiyBYWbPeMzTRGYsBHAfX1laNIl1ZVxzggRI5m51PG59wVXQ7HQGRYRRnGy89qI5okgmTpsdUtZgAxPvJ%2BWcqIbSWx6tf5yN%2BuJkKOjROUqEcP4y6WDOTFIXxQkr7hHBS7hmbyT8AljD77OJLW4CQGYAb2Pei8bNTgMttEECV0uBXZksyIJd39JlDyojumSt0T2TM5i3S2cviYGBEzQtmTKzAFB8QEcXkZq4YmJ%2FTDWdYLS0Kazft%2Ba%2BC7HwNZAJaVEY3kfqPHY2SBxchsqiGqJLn5a%2FmjEa8QgmABHka5AWJ%2BG18I9w3WjonkFGEwKhtgp0j8YPUeYEncSOLNhhwVJnEiplRLfp6lN7z5sAMYVx%2BA71pVUbhIzIaaNzUbAarADBLMSSoXqKXumbEiOijClhzIbSA5gGB2qtutd0MjQyWBaAzJmfqki7MMaEQAOCXbwaXixbEGNFnHCqmWg8qjxIZ0oeAxEPKD1A7yRyuS4AIRwOrQJ6DxVHVPpAc7aCkBHpHC9GMxBqe9Qt62zjQGJy9sjB5efNIj3%2Fyv2r6z%2BSM%2FzuFE0Za9wOJ37u2rcQy7P6SvWZqCuEJKtvjAUTarXAcyMQRrVOlrD0HTsN2KDiUivtwmgj5U9inAK5%2BC4IqL6iNHhU7OH98NmQILOWxNwJiPwwlnf1QAEMLagJuGLoYUdlqBRDn8QcRAg9AuLhe4myJn%2FEoxUfepXHhZ8Dk0BKaH6znSNmNJJ2IRdEvxoTfFkKRNn0cEvSio6ek7OG7AZljFvqNgRejEgmOwp7toPkAA5CIjKCsWmYPIlxUdVDDj%2F6UQEQZwMPCocey9jKiCj3ryLWjtGlYDdewTAsT%2FytgOZKoG6jDf%2FUzE%2BDBwpk%2FPx891KJ7wcBDtmnc4Zr8PjCwfnWIE7Tz5Wh4XZOloMKHqBYibF9JCb589kpcmC6MqgAH60Nwcj%2BnBhrvYWI7IfIiYD0IThyXLu%2BBjtuDKdFNmVqTy8ELHUIcco0LUngtn%2BupQtGnWSsHRGOZxzUOEULCoCKWugvY7ZqEN0MDmNHqeKtmwQSOPoR%2FZ0KGKGB2wdDYj1CrZsodEQx2TukU2%2FMDvJyPuRgDSC80jH6IO5DbRYrS0rIXfANDM017avY1V29khrSTX8G%2FWm5HQ3j02j1MGoCeHm%2B25tIebrUOsJUhfKhD0EIEeXj3%2B%2BQ43UQYWPGKRd5tI6RgOxzkuNv3Ji8YcsIU0cpJNn1rQt1eBb5t%2Fe6vSIMsxyrbVRxAHaSs8%2Fijk5AW1W3ajQf6DP51FkKbjEEaQp7ThQOL8pUajXNZgjP%2BAGWp2PntYtYtaMRzL3lOTlAMAU2jKG8l3wMD%2BbxPb8RDFLiiPnwnwm42DzJDXbmbGIZ0jLkON0Ub4bgHg3f5pBR%2FoVAu0YDFztE%2Bzps%2BP3bAAWSgSxlY2S3LazAF0KZAmzACvKJ%2FMz0beXxl%2BeIEFgZCLRMTD0eI7mFnojAK95ZgCTCfQOybhXCo6576fGouBIpcPFCU9ALkeU0pQaG70p3LmSrRNvUUN3vI9R8lCXjgQBKD9twFivCVAT47aBVWQPv7zSwNj8Un%2FSFG3FqLOS5c%2BWZHKZKVGCPSmIgHEwoN5C6HgtxiaB5%2BUvBrgQmTbO5rMJ%2BCuldZzfzxgdXp9XgD508hFWCeR8zw0tDDW2xoicZACrgqgnQ48NRFvjGjGQLa0bZ%2FYIPRHYC9plKdMERvlMGhAQeqDBMhf6LZGmyElMCwEIYOo1BZ6PH7%2BWHUp1YWZa7wqK1XoOCvECZSwoJH1Mkaogtg1cnvzmDI1q5S6K8zNTnhUkglWVoNqdHdJkfg0Fxp37eM%2FnNEjkRlbYvQhIWSCHT%2FqEBqUlbxYgGY%2BMSFSRxt4bg1PVnRhKNZIXooJOn0HVNY%2FcfiwOh4kjntxHmybS7MJkM71QCMhZGbYSMrJ68qAj1YN82a3v5utE6PJoWbuOva8RkRMPNZOJG3h4NcQ9LTUNP7WRG34U%2B6pZFDjhFpbJyEq7ddJp5LrxHhOcWeKH5m0I1Q2anhxKm%2BO1yIfm7BGh7B%2FjqYiPKEBJ6cFrT2ZB6TmSyLIpnTVkU%2FYqVla2WfZcp7SSoTzv6vLYtG8AgtXlxfWZxN6Gzmta1EwxIU6yE9s0x%2FZlSkSYE8X5a7%2FVPKA%2Flig684F00nmacRk4WooPYSFBnHTa1ebr6zgD%2BMcOV4BeWlJJLrL0qnYZSAVtBA5UxpOASkxyTpYRBUMiUqxjxU%2Bce5iSPwywJQRsno2JDcLSzoQnpUALmNJE%2BWSFPdsteXHMocr%2FC0IqI26humQ1wKQoHcGmUNYBVwIFZqI1azUTzdFmIOugxHeiO7FGrlsIVmnE3L1JrCuYeQCJCpQc%2F0JCGgQIe79NvrOoYeDQJ2REZcyhK7ihxb2NeHkVj0aI0LIicFJjQk21YaBO4G64TBu2IKBTzYheH2CASyWnlbZNFDbFlJqA1Q4kIljGpwnmhmXbOSQEgWsMmsHkBZYKRUWBv9HZZ1N1JSN64WPlCBOt7zqAJMKpczyNBpzQk5o%2F%2FxDjQg86ozQyN4waltVoDaLJOfWjYqewlULt9QO8N4AqlP%2Fo1ZIqJMaZ%2FORyILlDFoGoeY2%2FswI7MBMVXSMJXCUeRsJjHIU6kNEsAqZoBDoHo8Y8pZtM%2BGL8OLfcPdBbsbvRZuDQcyyrZ42OoTsMJ2GH21od%2FRCfgHrkeCyZfMOkWTSYgXtqYxGIGLcI5gKg%2FZR2xnb1upteR3rcNGITv8oKHpUWdLK9kIZlFfEtPUNAgnOY66o0dWYJq2a0UT3usCxxDZm0UIViE7Q13vLoyXH6VgLZoJt476o2dZ1DSsnihertfmTnTdREBRHm5ASIGxMbMSITKCmV5fMqgFiewxFtxqh5yfCPkmlKNcrJfmvyKlbaqps0Oa%2FBSPXk4FJjtWF2wOHfpFY63qA49US3T180HXmbqEjYsSpRFkkOVMCBH1C9JAJTRgjCWNAjl2MSA%2BvZjADldAJGTIoWBOcOEUI4qwvBSI4hMj8m7WHoFosA0M4Q4yS8XtN%2B5emVGJDGqX8D5SVbE%2F0bWETJRyRFYKQ8umFTkY2ZnV9Lz%2BVW9hgHq%2BHYhsrghzcANy%2B02yEIiJuDFngZnEHSFnTnqDAicaKOgtLZkRXBqGS3bgcqBK6B%2BmV5G4%2BxzA1IlYTTtL30wAPCkFZuhlgsViFEnA5Rg4UXmBbXBAW7JuNvZlXTVsYDMV305DdUPX6QyUFMwndSexwLkpBDsIQ4lUnD9QoEF8QmpcQk8FJckIIkVwvETqBSrIvHRim18B7iqFwNCcFoUKmSj9cSfX37WL%2BCT4mAKH%2BS76AYlpBE3eYErTSL68qrzEKiOZo1mbN1ujQapDrmTWb1s3iBTeQMCYcYfVeS5ks0rTlCPWr9AjV%2FbgZ8To6s7qOr3%2BkRUCKT5GAAUzFlHOkmV3fJEImmhCZ4S5ivYOcC3SUx70Is%2BgfKTQfQBsES9NEX4x0WTcQkWV5JKEJNl0UV8pDmBNnC%2F4qRYIkjLTUknCCTbfLBLJzy4rnSGTntJHjdpYIWlqzxK%2BG%2BRBy22IJ8gMQIibkjgh8Y9Q2H5aenHLwEJg2iDmhQybR8G3gfKxBAZwppQkDi9rFMfLSe8Fgalu2z9mKNwe%2BF24HWYNjNI3zoQfXsIck6YiAwCMhAsEDMvxfp9PxAAxF94h42eFp8V8BZxS3g%2FoQhPG05yIyOc5GxA27VgPq%2FN9uxGcdZCP9PAWYlmmiIlMHE%2FRj3IzE8YKgGEh8OmOkN4KuO6GYyNnRhoWNSgmY9%2BVfMfhBm7xIwZPp7ggg%3D%3D%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cb08AABFOAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAjPL%2FpQAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAAxADsAUABTACAAMAAwADEALgAwADAAMQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAHa4ADV2ADV8AC1cEs3pishg2FfJaEtxSn94IlU6ciwvljRcm9wVDgxsadLb0%2FGIypoPBp1Fx0xGTbQdxoAU51YoZ9RXGB0bXNPyK3JLMApRwa%2FIMy1PPoJDx39kimekZX1c%2BDSW41tEZBuFiwdwx1dRoPVA2vWPSlsSDqhNkqYfhrqlVUGD0J3HEAgZavmtLnDC5WBriSpD8Uk02KsUkJ9vCFz2CZXAd5viwGZ2xcVYRPa1bEIai51nMYlbL2ERuB2TCzLAbPWWRZ3%2FsZ%2FKBjLk8%2FgAZzK1OaxNw4oGBbsNhx6Reg5HRFVCrwa15kGmJEy5kX1YypVm%2FHo7TjKP3l%2B%2FnuCTOyiOa6S8QEJbuiGYNlCnM7tHChCHRRQHXQh7yPXASlcvc5KrNKol6orb35kbo%2BiEwl8d230cfWPwTy00bFDRYURYGchbwsoDcaR2AJsFGCrbWCzBdQ0qCobWwLfueqAzSkzaHX3yCjDlGYPV0VZqVXlqbr4poRaG5NNPMDv5MCHkLSFyABMRBhMiGSZiDgABYmwsLWDjUZCUnHwvXt0VAUy4%2FqjwVgjfUqp1evzUqutJB7DW99Cq5aEhGePsa4omKUp7LnSQUz%2BZq51pU72ApMxkaVZE9jF3IGKVnF0GlK1E6iqLJXFzy1BEv6Kr0ngCzIgVANRwCkVHYJj86Sv2dzqgVrjYKlg8W94FbPGQghEbTakZ4AoS9h0u39DOoRJTA2iirs9xa5m9Ir0KwkogoqFNVDbTIGO0%2FWuJYfp61Kq0bhgbcbnvbTDj4HBESsXMdvrvpp7Owf%2FS2EbndoEoglO%2FjigGAuLUTUmG07ZGlRCZ4QZLu81tPEgTtAvF99BxfnxNslgVYH5Jc4AfHwsiktDBO4wjgjizFMsIeBTGmIYrhtrK3tvtBu5tYB0PDMXILUkFYPM%2B5yLLGOU9DtoDLYWLQig%2B8wNRZbJZZWeK5JyKNwumLgP7X6pqgiZMFUvfCTl6Urx1gUOjzhcICumUUsiNESZCmTANkgHoh%2BKU0t1fgQYOBkNfp4MRiJysezS1Vz%2BahE7ohM0iJBn4I%2BT9RJN%2FuQk6SjQGwC%2Bom%2FSD7Zq2RxvcSjtdxHfo7NtktA46mEg5gBkTtMKu7oFb1KgqwqBLzQqZI%2Fs4QSRhYF3ani1URTcMD38kDDqlc3DChmYJTCR9WpaWrYFiXeNi7jYa1Oe%2BSP30gxVyeC10DYOakGpWaU1qkQ9OXlujEbM4A6A%2BQ243TA2QnI8mKzNXNo1HPN1CFawST6uC9dkyQTqq5bOKkkuGjz0nkj35Sr%2BQ%2FkLGg2iQMrTKImSGshnX7%2F0Jyh0JziDbTzxp3IrbosXgpchLcBJpLLUBrFbt%2FU6qXqAaNFJoeBItBoqgQlPZkpTq31s5VZsgIkFupAno5G9oKwCGRqv5294xFqOrEpewcjx%2Be06mxDkN85c0ckmWmMzbkFX9YHAf83p0EsnBywjZbcPxZw91kqg7voxasp3VfDhEDAufUx0MTddLO5kCyKkUBwOm%2FMurQH4bJQgK%2Bp14dkBBhgxpBUkTlSbTE8DDu9qKiDSCtvmPY7FRMn0wuS6XR7J%2BnpjjeaDNwiOgIKUWCP9aLb%2BXpc4toQCryp6gjCVq1Cl1Di%2BtEx4WnBp2hmGZpEksZwTSggXuqAWD4B7WAMcir2wmA%2BI43ECxUSeTDT%2BxgR3O4XFPOGxHh09lxpScampLahUbICao0db7%2F%2F%2B4CBMcCokQ7aOQ02MOzh0NEaJGGOvPR1t4sY1I55lNfQ3IkF04onnAomXxiNg2EbBbPTMBBlv%2BggPSmkb4GNFW6Ehd6nDzJlnIXFfzr1bVWQlfylDodFBbhCDf%2FVB13j441dc2rx3h4hfAWIJuZqbH%2Fwbuafg%2FnTQJ9bnMfR3U6TwYgDQJIOPOtmZW4ZHsR2VifZGaC6Pzv4ZzC2nSAaqSe09F9MxuI4UmUVA2RAUqBUIETEIAhB%2BtBhsxhVMXUmv3RPe1grhYWLM%2BPHwwO5W069qIgDXtETXZQ3741DSk%2BvO6y8k%2F7Mg6GFC5fSK02yXZ1XV0NZe8iknoIbSFnDm%2BbMP%2BBCQhoLKOeU3FVNQ%2BgPEntwkHT950cQYEYQc%2FXuL4nxwcRW2bIN%2ByskPaD5Rz6lN8LW5IDLYfuvhxlLcjWXSADeTshWsJk%2FHCuRbwjqLcx66fc6UlF33HipliQ1cvfKlgRpVcsmIsiYnJjzJIovUyqi%2F2OTQcIwt%2B3WW44BAQh%2F2GymOIscSpIt0YUePiwOCJN%2BQ60lqkSRbWi10lotzgWZsqzEI7OGFGeIoFyqli41%2FNn7LfLQ0qtxkaAwbsKZQ0D9s%2FwhBqoxhAlxCVNVF%2FJ6rsUBQ49MLtR3ICtKPLKZ%2FQPEeIRgWUNLbNR3v3tTaL8uiXO%2BOj3tSJc56KJHol9nGPuclbrQpCn4keT05ETSOQ%2FDwwKjCRLgIzBi7x%2BU7ByTZGUWcGLPY0VtXWC7kQ38C5thIGJx%2FxLM3KsoGyRwC5AFUNWPzU0QBCaVXo6z1NCclLuPVA8%2FwWuNhiAG9CPPSSlIOCuh2AQM1d6MyIEIQArIa9YenQ5ug37h9gPNDHVLImcjE91ewI7pz7HgOEVqTD%2FjREYRtEoDIfgxzDePkVvHWJAtcpCJ%2Bg2o4akZpphRUQ0U92lJcKZGJI9mnpl8UVzpMi8SBGXUAPpgcS2cDAusSE6q0hNibhCgZHLReLsA%2BSv8wF6LiDL3TogB1DsO%2FHeMg0ETucRO2hIOvbp1NVkFMclluNmBQbTy%2Bosr2bJ7oWdUtSHi1s%2B2vWxq8njY1eW4BCVr2EqSyIUuFKS9iwVF5FBGeg0hRcHwCKMtqYLBfvVSYXHdGZK3Ug95C2d%2B3t9ZWEYqq6F4TocgcDS4tI8cvEEXK1%2ByB9RofdKpHoA3eP9%2FB%2FEBG%2BIgvmwZ4Iir1SOYFEtUG%2FoVkECQqoPTdHoNpQKpA9K9k7TisAUBsKPtWgBriyeOxs1o%2B4KCIFumN744dH3Yf7X8F426LGtEhFLULhlKFgXF8Wq2D6kFSBkViLad9D9U%2FP6A%2Fr8SE7jsr9s%2Bsb5ODWI5uS6BkZJI5RQ5QDVZ5%2FKOG6Dzc1RLQKAdGkgwLiZLQdEYQ9yhQLtD5kWr4wGHTv4GqloWePyHYyuy3Ek3iQVQkdkAz0MxcsHzccdMLO8KFh7ywo4jXywraIhIicAI4dWdD5wEXBhsMklzbWc8zi8opC3IlPsLXHCWOqOgq4iPU6xyDS2tdSLnlhSFjsCCWvMRt5TAI30EHR4f16NYyzoG%2FoKgCUsW4182Wvj5gpb0bGGLe8YRIYRGVgF2hwIlEfm7eUwwLZWW%2BmmBZPggPnIKI0b6G%2BlHCncx0wkaVPRQpZKWIIrzh4yC4Ar2vTKzhVKSutNi1dSzmM73AGUXSBJrQH5J4Dfb%2BRU25tYrIVdLr4ogiwTE2i2hl39ffJWHNTSWq3PvVJplNqDTJgJcvCHYoQAuHeOew0gZGfmX3p4D0aSr1BhXbXRA1qipfS6LiggtiT1eDg4FTCWwCdAFC9FCOZ52EdrFetMBxUdC0dfnqpr0mELJE2m5FVMvwplyf0XIKclHa6%2FQrw%2FFOVkVKK71Ab5iAVWm4GA3HnkCJhYkW06XJ3TDGB9YhVW9RuC39AFUcFWwU5eTNzuck7IQty7ZC9IjAGNHuZhQ8yDWZhGUoNyhDcKYQiUDqAC782makzJ1o3XJFIEDXgObv%2BTlS%2FdAr5rn2C%2FCDmkI0WO3cSTJwSLrS5dBdkyfpxAu4XghB3jgGShG8UCorOibUp7NciZgEDLmT6eOxDegpLRk7HomganEaTmRZAAMrhobApDjFWtOxht%2BNQngtKVgGL2yy6Qnsmju6DAg4d%2FRvxHa5mBaEMcBekCMtwaPPGeKFPMsgAJTidusMLUbTAUBJMOmXRwhONkoLPqBhpTuLSYN%2Bf8aeX1NKSxF2OUST9ezObkHETTsr04iWClpoFDE8OdIiDPQJqkHhnUPTcE43OsKBGS%2Fzk6F57sqVmhZKjPxle2S%2BiIE%2BMXOiTOoRKF0Q7mbNRYGPZDp5eIdPOZHboa4CTvwnlZb0zCOW6kZJh6klDDvYghmQ2FCDKB5DD%2B0nImiNcfSzaGT8aSPzEZjMQ2GPpA1Ws4Xeysyv0zSSMVVsiOoiowo2SfYFdapUBsWIoRXMAKYdguyVcwqX%2BzVWYLiNddi8p%2BxMV4dQIoUs6SQ4C1%2FBjtBw0ocOzLmMkEv5D8N4%2FZu4gYA4ryDb5Y3gkIxdb37qMCWYmDGgsyEE00y3BZ4FgyT%2FdJLHxMQwx0gViQjWL0QyBfcufCgRYYGiCHrxez874MrcqldLCEQLkCCK6pWCnULCh%2BVK6FW%2B1nm%2BN668e16QTKWprvRw3mkwitjPefHt5QKrVumkXsvsVrHdAJrodfWckxhhzknXZ8cMVIvKphJVfhvWbhoZbbgo3fygOr8PlKcVEYLTmUbjp8rTFlPRtPrdA8tljZ0REfnhwApCZ65Igtn1gBROJdPCCb9ZIqlQUq3W89ZjSgSnUz8nEBW03JCcQ%2FSxouQtYBE7ichYHbASPB5J1%2FzVfPINn38CqTMws1KKo%2FyvNXpDgBvCI08SBLSwX5Szp6WlpzoPEio8DsNzZQqgUMoq0%2BNMALrygrOlErJohXvIJ%2F0IqziZok6OuApG2eoGAEFsTc6yWf9eRcklYZRO3PkA%2BW8aN5ME8aLNC3Kdwtm64WyqytOEW1WQIg6bOFHAs1ovo3OfCvvZASxBcxg2SRCRTTJDBKajFH0LL1kSBroe6L9xvVxMCIFS7Zo6y4ZOEIkAI9QtGVIKKBlCvUUEq2S8FiR7VkJGbvBFaS6UzQV%2BayV6NKw62tbJbEjkJ7AMC17DK399DZr%2FtE5sUtaAPwaHNj9VCoVB4VAG0iNI9IjDo0mr97FWjYeDRSr3pstZTVZ6nj5Vp3IbssG3g0r9E2eSmHY97LYobIHPnEGkKDJP15WPWtwMgS8HeLd6NEnP4mIFlRJB4zLeDeoBElpUNRIQMzLbRQsGLj3DZhQytDQPLAUE9JWHiLKAJxVTOJNZsObEiutLqwox%2BM51t7vJQhBeQm2i5bTa4D8qIUjqI1sL9G6Vha6U6IPUabeCUMIufG%2F%2F6USyxymXNlfnVinkNvKZGUjz0EWKIgZEC4WkUEr%2BgP%2BFpkIPUVM%2BQEJPxFxKDlpBEeiUSaTgCm4sEfRnBxu0eF%2FLgLp0IFHMEt8aZrsQzTF3wRw8TdpzHNGMZrHHa6nU8KCQppWBVpJ8b2Xjq278mtoTfrgfAMSAm3cYEcDw%2BzcSsXTaUyd2PH6DCU0DdBiauxpsyoKlAh9IUAzS32X%2F0d3x7h4gL36Q5sC4YzkbttmSwhenP5pxxrBEEcoAohUGB1jHGtB2%2BI0FEcCM2y8EY1e2NPXJS7wp7APp46lC7gSit7FEFQCIDnNX%2F196lJs%2BgXTyJrXAze%2FQ%2B9GEFC7p5W7W5FEooh5QlO01B1OcYDH4VTmRSO8fHPjRo4FkT9GrnUZw9pXnDplu0YFyOaAsLOkxdsu2gfYJ%2BDzBNihSUutbDbDy7VKS3KwwUTChYQkWCmldyS%2Fy05EvDGbLbpkDfbbHNGEhTSiaAEDmoKTERX3pEuKYJT%2FlNS4IawkdDACC5Jk4hgNa2EGV8yblsXoSHDrqHDJs4JDXLLA67oCyia7LABDzBMInY5gnZCpFuyyuaWXjKHRgy409j2wNaI1bGlosUnhaB5iqHHZf2%2BbDPpsIwoahsWRL69BhhyPHQBUNCyBR%2BUJzMOBRMxTVhNsS0%2B1n5kboqmNZcC%2Bt6HYVscRaBeox%2Fvv3%2FxwdoUoRvs6CamykRGihd8HTNaL%2BxRuoo3QVZvFT7xS9opWLiNbQRti9PXbNg0J5WDsxaNesdmkYOcwpiqsURuor%2BS8hhgWniGGll%2BtD55enFSsyATy9MonNXUJV5Q7eAouzR%2FP4HlA5YWBYYjm6NDAEk%2Bx9On0MGm65%2FEm1GKndnRp4cv%2FjFAdM7hnXsaXnGKAeK4aE%2F6BhOq1%2FAWmgCMQ4zC8G0wBzhuMSeeVhgAl0jpwicoR64K%2BBYlYbWz0gTGAGtI3puhx3F5%2F5QKXradYFuhJPYWq3ITCUUNLpugdVBegedngCO%2FDN5mJBWzGEL932jL1YntvCgzzLeR0WczKl0J4g8Gcbo6p5LOslpYBw4kE3ZDMiHPjBGyAUjkrWXqYTrl7gRUwex0zKVekIhoI0dsFRDtQxsLctjOlRs5Y2gYpQeBORQFR4C3hXh8EnZUzuloqFLFATXzpzv6k5XoHB3fZLNUiPV5DvAfroLwH8tYhkcOxWnHqePfQulM0DCPTadXa%2FTpoHYkh9BeeAwpmi9Kbo%2Fm88ob17pFzKP2lJpfWxbyD3PccS041A0MQWUqNDHOPOFt57Q6TiHQEKJQsI4v1JqcD7Q3orOdsLvExRQwS0nlUtV%2FpQbx0wSlrRSneWAQ%2FJhPaT6rMvIcid93ahrnKe34YxGA3D30BI2lEiLGh5iAUkBLBoXRshvpjGJGLzGcvonIqzVubgEJv4mbEl7JggQUWb6AYaQMmGUXEwIjylByVLbgcEbUQL5RFiRkX%2FbOhzb9XavzmFpR0cOdx3etgoaCPbiL5gR8o0wJNdPMCYcmyP0SDmmsW8o0O%2Fy5HNRxqz3IhmaxvIT%2FxpN8Pj%2Bx4i%2FGawfTOod%2BpvHN9BMNQUKG555l7yAKsma4r8JwVm6gxqBECXHA3e%2BdCsONR41WrcokynYzYqB0xlCdg9Nu%2FVL4rgwOiTVy8K70TghEjAOHeFBYvGwmkrDIzlwQsyBsr3K%2FEBFKO8UQ6J1hU%2FYGFA8fGgTnBoNnAmZc%2B9S%2BXnpbpJ4QKgdip6TZnI6woSQaYgxGpdaxxSuQkxu0avCBOSwchx0SS0x5HgR6iz9AkbeoDFTnGInFfbnMUP%2B8p3uSQu2CVkHxeVeEMICXKlVDsj89UY7AfyMvxTyws7ilT3y4zYSLVToLb1IwDJHJ804mZKVSKgSOa0mHCQrjWQLaz9LrCiISicIHspx5moJ%2F3Ng4rjU8aMqTDl5gjJAFgAMupkEoWEalYEtHh8CvvMqUP0Ra4v6BRr%2BdgNXFRLo%2BjKWRhaP4x63qqfsnw%2B%2FlDAo2doOxQP7GwahE%2BiZ2OX2l5DodFT8bGiL0YglcRmgDoYIEaRBLqdbj7HFD8xfZz45H2Tg6upN9XjuGCxtdxuVuRjssowtewrBo9gBM3T7d77hNjF9rd8QTMjwGLx3oWax6aa17t0I2gcG6kcQgw%2FphwfsB4gsCGgMGZU8P%2BORAg4iQDmTP9XqByg%2BjtRqWtpaHjiHSL8CNah084UP6Rfjx8GU2eaRw4mH%2BA9Ad42DummqhAj0%2FeMNS3V8lEHUSc1ntW779KspgJUBtJQEpS59ODiBRghAyioIrf%2FKoPh0eAJWqxh%2BSurG%2F5xVdzZBLgKEiYy4izBuKhCRIhfoADEt%2FB%2BirTWSOZVkcfzWBbA%2FAO817phMFhWQnvTwzjirEna6JgrjgHyk%2B8nWk0k06KkkSOOryl2OrOta3U1Vai9SLWxcE3cY161P64wA5VUgBExRGc8qtWCkEHIJfWtybVbTm%2BhrXnbVSsP4ucJTC9onJ8N4r9lRaV%2Fc4a2SZKmPNCgEUW7LDBXhvFxUvZYtnIuGD61WQtIrDXUc13hksUbImFeHrIBgvnG4ogmKBk5CClzY5DWqCCMzdrHBGSSOTyO%2BE8inLMGSApQqKJB3XKm%2F%2FMFoO17KuwfwqcaqjAyaJ5JOWW1Myr%2Fs7ZQiw%2FPqVAMH%2BlK6DYqjGUMcAXnVxy6z6CDl6j5mDa5EG4j8C6pr0hKyRNnoiR1vl9DWOfC2%2BM4v44bO3onXro%2BNlz00ZlGV2ICJ5CcCazVCJHIETBqVFhGT7KSBdNDv5ILpSacSTL0S6fX%2FP1CEIT5NZgcwpI0rkV7LqiHRoLUAPjXEqCZ5mLntX5JkkUEelCsU2tXCMZ6cZivQI6hYQNbXl4nc1sSNtBUTkQ8Y442KxRe7Uy5yOzB%2BUlA3MhvFmXweJJj%2F%2BG%2BqwJFWFLNYp0JhzD%2B4sl4JYn6a%2FvShCCo8hchMfrswjZgUqiToKfoOGaHdIAnKE%2BiEedBkyLwMSoNVX83TJERFy8PLMpBjsXtBITuS9lpPCTVl%2Fvs2Aqzlzwnj7lpl6VX%2FQ74tWqUSzaKziwue1phr9BpcZjNc%2FGXuJUq15TMDnCsJS0X2wAtW5JQA5MaTyUH4cDRif3MDxZx3Se89P4WSIvEEeLjToJbXf%2FrRhBMtRevJxuf%2Fs8EK4woZOFli3yTq3xqjBjrlierqgmUpFA15HFkeUOuLDjuhzLDjAGKK6WThTynzd%2FtCQWU3Nzd8%2Fa0q%2FxwZYn%2FUPEHU6lsdG%2Fn8gN%2BYACURCU%2BW%2FldrXpdUK7WxhgWmNd%2BLDoQFCU0sFyHn3KqFz%2BIg9e2C5oe9EOi7KdTBxPE1k4k5tkX%2FoZzSih8DJDFd%2BrITKNSsAAGtscSW9VDasqkEamMzeUOhRqRRAj9lc%2B7An2YOdL46GdcOLAsgYaFsR9hs0ToUzZ9rFRLG1%2F7eYLz1l5ijumbe1druwaHNFzZjtwt%2Bn7paZaMZu2EIx%2BlxX%2F2SBrWJQQM0wmE19eWrGPIVMeAzVWWRp76m1skeqzaBBZ6So4eD8Gpv31bn%2BnO4WG%2FOg%2FB7xQu9kpA3eZL3w9cwzrZfMmbUSk5OiF3Qx7bQYhL0VoUQQP3Hmps1bBJDQU0qAJpWwnb4iFOMBthzwP81ilVnh1bIuk0C9Xe%2B1kSK%2FK%2FMYOh7vIa7ghqGEKzCiHrehs3cA1pzgec5NpLDtCqMPp1GVECA4QZKiZX0hQ%2FGqjOhhObmpH0vwx0WHctTrmGC84Ub6BOQVdXIqoxqMVNhQjd%2B0CYMRk1zp6%2FPnIOsW7k%2BhQEruSB7%2BDEGv1lziYEEwur9gsigQBG8EJ3zeigdA74WvD0h2IbdNzPw3okAFsdmi3qKH41lxijDPDtvZcEzXwUnRNn4WpCP3vPNHhO8czUiYjRn6GRIQ4SymW9MhjUu%2FjbWOhOqNeh9OSRNh1EaFZcalxYnJMLCpTlEDttzYxhNCcZ86PUpbEkFmkU5HRiAF9AahZ8jQ769NUzJGkq9YLj9HWZLEK%2BIryXyPLZHAAHsBSe5moWq2RRQT655EACRYKQ1AR2mNQU6hNdrqLyfpSeJ5PrccWf3dXVxmIidWyyIkCm1v1oFYgyGcXwrCRPXPMLYHRFvGVuYyAUhzgYntJmDhE4VCNKoSxWlSFiFuMGumZHJnCJyAdT%2BHcgUhIEJZgWOjmy%2FZWisKRYo4JjuPntQGSxlJg3XJ5DBsFM3kGGQjqECyjqYFW6ccOkCDy3EhUt6taBIaHclyblt3Xxs353KjciddJC7gI4cZaPj4zBxOVNfei9MW9cLUHspngSFFni3AL7sLsbqo3totPWMf0yD2bdWKWuK2a4eF5jKcYCZyvORgcHeETtqeqhAYtIyiFGAYJQMOX4VJzPjyDKiavWJRtjWCnaTUdPR6FRkTfFAARc%2B3Ln3oFDETvxxiaDT3roIpaWwEEjRlhjvs9ZKiU2o1HJOMuVRFAA5fWzMgAqSKDaSLNQcQZbaFzsgKxXWIvjaOqsoiS0kA1bx2TN4NrJBVMJcmRWNIqrjepyobiDa9yXYKmJvgQWZhEBvF8wEx0pMQqCzcf9JemmcVMROHpvzARvqDrI5WOXmah0Zkh%2B6PIozOYm78ieRAJObTPxSCLuwQiRlWaLSxJ5hgIIrjsEUKPWMqRFuMgh1FsNDFw5jPGKPTWzyiSEIS6IPweoS55G9SZZ6wcpW%2BHYMSkoSETssJ3QQM9bQRo1JdCQdS1np6F5WR9wujL48y6xB4M6Y7FMnX7f22J6F5gyYVK0QlgEQxVXFUuC964aXqqhT5cX8XaZv5hVzeTU7bSoy40QuTOUjLVShZVi5iWJMAbFhku4I5QyO1x0Pm%2BcTesk5XsjnzwoAIsmXCFbWyIZQuawuVuXuR8DK92lWJDrNrbFtNbCj5sTTCx7e2Wb0UydtbZ%2F0CSIT7OnVIY0fRntwN3jNOdh7nGpmmq9CbBm1uLafMptryjPHHp7tKZEuAL7OjXHySRjUkXydXE%2BSrNxA2Um5Al8Dh3EZC5V4SFynxsMTKCAIMqEqNKzuJCQM3tvVBjRfT7xHSuCO72a6pSo2wn8%2FaXBmKI9sW2BccnPF8aML8%2Bohhb7ciWy%2Fxch7McUey2CPGCyVKaKDX8%2BSBNgqZqMLbCgZ4NPkIF6NfeH7gtElIrOqbudNqU8yyyewVZneKXuzObCUxU5b2tecTa7Jn7SE6UlSYMTkMfCs3Q7fVCaqK5k6pf%2F2wW%2F%2FosIJEgW3skUNgQHyb%2BsAi4ECMNcyjicIITuXGyXkkRIXyN50Jg3r1FpMmaQSUl9pGxnNMp8jf24vS5eX%2FyJYlMUISy9e6JooaPn7fiuG4QEscaDgCZpra85ygZUcJInLV6C314YPJdG2UL6qljb1QV1ZhrNcFecs0j2qb5gvkKHOFxHphwdBgEJc3y8qihwdZCQpJ62h1voTUccffiDJEzkU8jbXRvLFdPbcmVBUhArEuTKQFe570IglefLJ30dWmVAtx23vIGmF7N6auVNpZUQVHNmAlGgjNet51laJgLQSpfZyxBEqLwoCEGlF6ISp0NUmhUHT5a12%2FZElPE5UGO9AVnKpae3D5llVvXAHK0FIH3uE8AXFPF%2FSwx3OdCN6aViMIxEVcqv1UsLJo03R0grVOHRogBCiYVrK%2FqFBPmGrDyXLgr6DxBMSKnf1uSBgiRjCiwL1QoM981XHZnusKIVJ405xXwx6aBUuM2YXS0jaCPwaC2Zdp07J8gxM1KnpWMqNkRCfPaYTelLbBmd97YeNAOFaFOlV29YQn0qIInmIeMFxikX4U1pEusNYtOX6tKZKkgVONLhIF9ZPpxNWGA5fslgv82Lx49LF6FltT3Qp7q4Rcu4hKczn2m1GTA4unFBAkDCqY%2BD5s2dyVIfDeGeBgwDnPbGYXQqwM0E%2FBCl69QtVYbUwkQZAtSB618VkAzCPAs93Ip9qWnBMX%2BRUX0PFxCACZQwpfvNvAMGrD69RE6JSyNNOvRD8v3gzw46n8oB8mFQiYiwgidAyJgrfY1SaNrL5QDEjIIgYLECALRSK49wPmSO8jZLnesJ8oFZjWJyTrfBrNRCeOMoaVxOojhX6WVAhhJ6dvBPZ4AbMXC37YPHBFKUgA7t8mCk8U07mFgWg3wbOZDgsEZBOC%2FApoLJL8CzpXhZuoEh0ntzsvrUPhE40%2BUUkCAm26DxGMecbxuJ%2BpPJct9BZL6lVcWLmHps6SSRwqmRJeypwrd3vNnIawZkqBn%2BumMrwB%2Fc%2F%2BIAx3X3Ehjr%2FzJIVUK8Luxlv5IeNoBQPnIhvJDZfGo8KIpLh8O4iRusiuQOtytJ61yCvQUGFmCxEEliRlQmkN5wrVLkx3CUrlDG3ABe14lLsoysj9hXY%2FTJpUb3tCvpw8Ez7Wb20lfIScq%2F6wGFIrBkgzjtNLBoYqAgJoKvDHcdkTRNbmMKP7Fha6v0z1qPmfqQzKW%2Bi9g0kSWn1vQuqaJyaTAX7hrJwJgfaPjJvb6wXroHZRAD5NH2E2KaWtBw9TGd9mIea9%2BPrxlBpyjnQhg6rLogT7414uB8V19PPcBZUhnNx%2Fhr1%2BtX%2F1jKG4nnHv2EtR3VOjo9oWEibOHX8508Tra1pFg4lnAwoQ2u2JcsDi7diOc%2Fuhvd8qexCvYgoI6m9VYAg7Vl0PRXiuCdgHdKDIIHG0j73u07ULaOJJ60Y178Lsgtd7zYdOUGlMCYhR2Uhyglt3KUjPCpM8MKjVS6OgTHgqD1SSQ%2BqhzInvSk8VzFP1cI8vLxtdDvH35uPzMi4mQtJCrVUqhBWbQRke9Sjt9laOS7Y9YqUkXldpaAoofKmUNsx0D7eYLc%2BspsKbO71qdmmaGglAJjo4kj6XlnIWS1hQZORC%2Fh4i%2FCdcbaFFuxb0AYMJ7EdQExeIHEdPRtCxVECvtxHzbEyldDvie9cGKwImUuI0xEL9W%2B7FhefRJ05ePV427NJDYmhOCwBDNBP5LrIiblD6aw7pSeWFA%2FlDoWYMm%2BZEcF16VDdA3ALq7hDBlLUzNTL9AoVyczpCwb7xHucfK6T64W0AnDzYLg0HYWadOMPdoP%2FlliqiAlAWP4rio6stY02elA%2FLOPBnEr6rsAqtMRsS2g6HJtNANGwpxTdZEP5Xt5mE2gPs7dE0gyQv%2BFdd8QTBEqmAeMHtNnjBtKvg7KmIZCj9303GT9mWQXZxolBupTHIhJT%2B0WN7uu1FbRp6NnSRDIj1aXRJD25s%2FAD5%2FIc2OQ0iDp7%2F3Dbv3Oa8McFBhXrPpAKzhrFANFpcnLmEVTXjq0MO5sJAPVxFbMh93VfD%2FDppG4mBzXSgVfXJeWNNxoKF8QTwcQFXwQPB7QLE2PENdF%2F4vDL9zn0ZgQ1i6Nyr35KAwetsESlUtEENQbCFOeUFb9lg4Q%2FW5lUNo2fsscGbWY4T6pynpP0Krl%2BJFEfY%2BGGHI3aj8aBO0K%2FndAEPa5FX51Niq7CEOhoB2hSpGAgBT5%2BuzxAMzSuVEeQmZIbYew4tM4UsHYdZtT%2F9ibeR1u6rlX6lBQlSBT6LQ9YUEAgmAxLkAKQL9PSm%2F3NQF4w7ZvdqRqMJ5DYZh3j3I1rDmyXyti0llyZjkLnoPtHHwZd%2BfwWVz9ztMTMCFjpKBVWAdcYhRV6wY0kRv47nqddzEhQvXsqNstE6GNiLTd8iliAfI5vfm2KjfTQwbxz2uFzaUL0A9VKWzB7VrWS0QvlqVw9VCXOB6RDSgbNtW05PB7pEz%2FHZkv%2BXQTUD8mSQ3mJk%2FEUe3%2F2ixiuDVAOBfyIscXixo%2Frh7BHtl5KSBigokAOClzsk5pj5X5S9GLKgu5AbQNotZBWU5zoIzScHQKjeFNr0MiX0Mp%2BlHmHKuaDcfU2H%2F%2FhJmeXl1nPE8E%2Fk8ULZ%2FCLYtwJWG4CHI8h5ySfOAFbkRVFJyi0KYkQ%2FfhDAjciw08ETminGEMzG%2FwOERVW0AEslZEl4sfr5AYRKGVSMzkDSQ%2FnhkipQ8y8EF9ZRGKCOxRzfpNMubhc%2Bs9lZBHqNegMaRLozjP%2Bg8CUsaVzp5Wd0ZI5SaeSdNAD1HIc0vTPw7SLi4Jpa1gGgtEY865KzsFCn6I1RvKT3r6BVdYGsBPWdVzeLfbxKi8BVQVzd9f83goEpezGYiAXT8S%2FpW37TxnZ6f%2Bog248Vvj9otMMAmzAfvCpPYmXIx6ZAKAwBH737j2KJpWyuPMnFIBfqRrEBYiTiWVjvdx5T7k0dwFjgjLrLVm28m%2FXLNfjkSOzkoh3hangxcOjvxzVDIGSxYBxI9ak%2BDsrVTPAlMWZD7OThbuxdkWjCtGwtH4QzQdpmaBsHV8Yrg1iAK64TC2WMbQJAFFciwJFPSRQ86OtUrnPSODgRE%2FhD4qWAHDlWBDy1KPUCEbpodyyU4TnaIFzU%2BtJJAes10UhzVTNE6fGDGUN33wCgAZYoIz44wHk6fDO7wGbAEwmcVQg1HGGByFjYGdwJD1joA5AM8olCJ1LlTUGB%2FkhlrmbJbCbD4Uj0GZTy06zCTjOeVkJKZzqk0nE4%2B3RmlgDHpJwCwwZKOl8SEEH%2B8TQK7R6TiIPAy%2F5M08zWqjpXg4KWF%2FMNQpvipZJ4KZfGsivxCXyinAY16NjMD%2Bkgtfc8pGpAgSyN27l%2BuW3OjjOCnldBAJLpzjAYdBoh3b0yuYkLj7c6iwxR9NHW9WBeGVYjvaTEHVq2t96HA16vtKz3ZgtNuJgpjnNZRGEjbmQuiQEBJ2BdgHxFDqf0F1dQJcS4sIvDHlCASh65anDjgr07Qa98i8Jb1rAbSdOOz0cM9wlKXm7ugzOMTmi8EbeTBIoHrudZ9RSwEtADDsgyFwnxyfzXecDzLGFMmkRrGWCdnWVnSMMcc4cl7NaF%2Bt%2BgTHgy9s1SV05LLaw7YYgNxNKt2kpiEgpahsRp%2F0tarSWdfS3AdWYIAnrT68WTwX1vtPgL7EMcIzmOpOxL7oZh%2BcoizveUkJVmjedZZlkwkno1E7%2BjVJIoz8APlgweTgHUL%2FGciPnYgtfrq4TtxE4adiNQ2ZgyJHWYWmrMlW6ebFkPaAUwzKsAhoGXxXGRGKFObHKQOqFOnGgkyLajFNwhUa4fqva2yI2DlREZ6p0CNOGwR4XCrS4K3SH8pDQGvZIaDcMPtJUoLRM0owJ0iT9QcdRK5IRIIpAOzsUotf3TbAVvbQH8n5voA6kUzw6LqVnwPkmnYxgJLYiQ7hQYlEsYL4k5GCZvd58ypvZfwO5t1fXMTj11hE8GuAZhX78JMPsK%2FJ0yQqDPk4Z%2BJbbXS1tia0EBwCjgWUJsUI18clQ%2FL%2FH39pOY3jRcZFFfW7bC5v98f%2FwQjY4osg1CYvJfYmKVWbiPLEpDvlTEGLjUbCmh74cUqKtsVVr9hspTEdTKrKSRjqUHkhwgyUQeNizUsUp3cLmGnOoxPIuzYDGHFJxwclXasrQR5Pp4%2FX9adXL0zyaNRcp5govE%2FKIiLMyYKgb3rKpuxbm7t8U7GiR8qcIvzarYOuIr0z8D1QgHRWmwQj1jMXJlqpuDBiVUQD80Fnr7quJElyEAs47dXRoms8yEtA2VxNaYbJmUQ%2BlsKhyYLlk2q0QMXQSsMctgTGOka0GYae3AxbsfNKwpf8YnyAYZzDx20P8xvD5aQ4OkVtbj%2FxeO9gPGmBGT3BiXsWroQWXXm7Mw8XnUAttSlNyNEsqWLOLy5MJLmMa9m7Abm0SuOJF9RWA8VDp5xMP%2FI6LaAKUmkqt6%2Fxs1XyWrgcDo5hjmvshCSHhWpwCludJPk5i4bpUhqFw%2BRmK4VAI0O11JGtbQ64l%2By0LUdW7GarSUUwP47kW2CYDEdvsA%2FTXw0I4OPf2SvJ0FKjn7aZxxwVp2xjhpWMTDxaZMkiOxaFFLydXq16fefH2qVJybgXVpioGcKFhS4AjNTEa5T37zLo22Qv1apFD5qUjB9w8yA0vSc2RMiA7xIsRIGBTWOjHH9SZlK6QJGru7w%2Bq2GoC22fzSVxkr%2BWlT9rAABqi3RiLzDxns68PSEUIxqrqFw8oMUhIeL%2BSdTHAvw8M5C0b29DIIfScMQS0TKwvPEq3kAQvxMTC0D%2B7tnB7QNRliGiWl0NuVnIUY7QMwRkP%2FgVT2WDBX08%2BWLDc%2BiW0mz2CZ3IAvWqesMkIe3lWqMvUDL5Q33McSklm9U0P9SHgPGGVlX40diyUBp%2BpfWi%2Fh9sKTOvCRCj%2BeFIWvUXobOyAxrHlhKFGhOiw1vyKUiNMgN3k9No1jfVEpQEU35laY1OWX0u%2BF%2F3AcQq9opTw0RwEyxVosGLDgIkSdn7hs%2BIHrv2jR%2BJUh2kADlTtyX8HxtYxLUhMLj3%2FFpJAhfxzoRspqTIQicEOQtI1iv4n0xi9GiED3BLS%2BriXyEyU1v6KfcGAWCaq%2FgQ5kImR6wna1UoP6KtpT9XLI4EebxCRQriHsHkCOgDlZM8hJEHcCfGIERpbdeZFFHtE3lBjH2cIQ5p7TNVfRTwBkflxGhmddY2YfZbMF0bFv76YdpbH3dxSKmVVsblZW2xdvOxqSIQqbw536IFhJKhELagVlMG3LQqHU43e%2BRZjx4BJExsLcLX1oShyJFvhFevBTFOUF3Exw2yNBWwMCW5QA%2B7UmPhwM7AMOXRddPg6OxuaNAmiDYRKlcHo4FwUeta%2FLSOUyYddHQi3OFkb4z35KYG%2BxJAOZ8LTMyJ%2FCgARNXgZ%2FC%2BfKy8W7VwKPzhRpDnIMS0ClN6sPMpa421GfuLwApsG0C4FpdCsaLM0NtsctgKVSkeql94%2BXUmITqdGBajY4m4NmDFEk2HiFjYtNLmZSxNY1QM4KakEvIQIFts%2BOJ0QCRKvhCmQcfRAjN4VmYgb58CBUMiSUpcyuEfRFZS0SThDQPO4aFcJiNJUvlFdO0s8RaeSdpOSHscV%2BJAIchHCniOYTsEqhdLZtWVSiAw6hEDO7LI4or%2BkXTE6zB0CA9o4NUeZIpS0Fn7Q8lU4X9sZNCO0uPfjoWqOaqDVcbxBJSAs8RV9IcKmOPY%2FLDUnXDLSYfFT1xyNTWRLKRW0kFxctTIuvuU6R%2F%2F9ApGo0EHrqGH7dEmsI%2BgA0UXpfNwWFxUHz9CYK9toXP6IlTFRhuGh7z3bhwL5qzzoRAF8dkwboKslbtuftJDrshFMoBNaIvpSXyAFRCCKFOKEkzCkB3NDQB2qtV%2FANwHNea%2BAUDr6WWScJazRx4glReLp8vQ8sFtz%2BhqehlJO6MM5NMIc8%2FkWnwbE768NqCDKBi%2BpY288WynJ1CT2Kq9%2Bo6rhlUpRatsVIsacJhA%2Bq8M9X%2FUQMRZhshDAvsXwlZfxDn%2BWCfyJyLFA2s54on9a54PSC3WgchQWZLZgEl8xGrFUqCofhkvqYtXjA9XyewEKlnAtD26XlSvqtdhXOT%2Bi5BrX6S6hHVcqbZ8qbh%2BEzffUpCfTG5HULg9DQQaQ6ENkkq3DvUSAQwcxh24qkmtdRoIMDxOVDdy0T2w3afIBABsQGxnqJaAOY1gWawTUuhslaSivzrXaPcRyGhUkH0R541UbNvLKiY070WOGYY4R%2Fg1rfKhHcjoV4p45o21tldJXmpG0XsOekNlYucZlkAWkVUHtjkSeUbdfBMKrGATodKL9arS5JFVovaKRlOWbNJIS6GHxuLt8CX%2BBYQUYDfxlQrQQhL7z6vChINNDAVVN0rXxaKjegwIPOJf7rXfHBBHGpBNpaeLGFXCBrWAdpIwF6mcE7pE2z4HdIxcWkU0QA3TKjZQ%2FPNc4VwWA3OqmXuoleHBmMRLsU3ENaVgIpVnIWvBLVDYNLzVRdIefms6mo9VoRQZ6cCkQSOdK6KDkWEMZkQyIEM6QUltTfQ1xFpxUL%2FlFho06RSy0MhFQCIEh5FrTToDEgpZU4QcT%2FbYWc9XTPTTM6ZiDUk6d8MHSyFOgi3cE0Oh5I2Tv%2FThHNjxg7A0zwweFEVnLpE0Ai8Q9OWYcdB1zNKwLEBtxjc45oHjshf4AMMWhwwRhRdBnjEU3iL3TIBscW%2BvDMwGJnW4omSkqIJxsnzyWwZBg9lQCsSZ2CK25fZnAEtrlT3WZ1xUoqsQBEiEMEmCZAjQU8EhBFQSUEVhPwf6Ekh%2FQtYOKDqg%2BIfAJ8CuQ0oaANSG8CrQwYJAhV0I0D4CXAOIBYAcYMUAO4A0AuQNYAwAWgJAFzA9A0AgoIOA4ARIJoBoDTBVATUAVA%2FfmHjl6j%2B5Pa79V8K%2Fh%2FQfNvjz3P7ler%2FHHh7%2FPw68DnObsHvPy3cPPA5wScuOB7qBzX7b8SuTXQrw88fvOjUnszbV9wOhztB3%2FrTR53FdNbVFq3a82jxmuwOcluBDDjLjOjALxD3%2FQiP39Y7a5Rt0oNm7G8V06nAGXPxV3oiByNCcCfXAkpuOrai62YwdiJaYXnQsst7b8q9lbH1AhQ4fOtIhMRO4kqFfJyARyYkd8VFgh1WJGVCPlA1ZMLjSDAUNwDDwkxBcqWcEmILYipcSYqtCIqlSAqaSAqUCAqkjRU7GCpiLFSkWKlAgVIxAqRiBUbDiowGFRIMKhYMKgwKK%2FYQV6wYrughXTBCtmAFaz8VpvxWa%2FFYZ4KujsVY%2FYqr%2BxVOdCp85FSnwKkjcVGeoqJdRUiaio4xFRNgKhy0VBtoqArRXysFeyurkV1bquqMqqonq%2Bh2r6EqfoBp%2B%2BNH3jn%2B5M325m%2BzqX6%2F4%2FrnjqtKKqtoqqPhqmWGqVIapJgqjWCqxYKqxeqp52qenapVdqkp2qOnaopdqh52qD3Krsbqs1uquGqqZaqmdqqVmapLZqjdgLkVYtPvgiXswWobLWxLWyK0qjACE6uL48VDS74vVFa9UPr1QitVAa1XzWq9S1XKUq4ilUQUqiClULTqhKdUDSqgSNX2hV9IVfB9XkdViTasMbVeTarwZVcjKrSZVYS6q6XVVS6qiXVCBdUEF1fgqrzlVcsqrdlVbQqrWk%2FZ8n7Vkfagj7JEfYwf7Cj%2FXof68j%2FW8f62DVWIarWDVaUarJi1YsWrEC1XsWq9C1XQWq1iVWMSqMBKoqEqhgSqBxKvuJV7g6ucHVwg6tqHVrg6vuFV6QquaFVwQatsDVrwatGDVnAascDVhwaoyAqiv9UO%2FqhL9UBfq%2Bn6vB%2F7kf%2B2%2Fx%2BtVskpnZEuCUxHC%2B%2FYuIK6NNKiB%2FEzIk5DuCcPq3Ew4GQBYmlqw4gUEVMiRKFQwiMCQcTgAAAAEDAWAAF5ItM%2B6bFophhd3N1nA4zIKh4NARWfqCooqII1UQ4kBYJ2AQsGyO2lAp%2B6Xiqm%2FCkfz5urtugisAuGzxeNHQh1A73Vh4dG0%2FNDkMQKtSO%2FBTm3DojsrbF3jq6kKdaxNxwpKvTKteAnM7mCQ85oHLN5AxXtO3FxElkoEAFo%2FY7SdVN5daSO3q5Y%2BGBpQAYrusw%2BEY9%2FXMmtYT6y1gbXXfGgzHr8ic6AN9hcvHwEYELAoOjr69A1yaVwaL10euR3YUZUZvQl5xZXoT8YeJLqVKFrjMLT83%2BN7REmekLvRn0TLh%2BZMzVhvjjOcuh7%2FDGoSIzhcgAEyu2q%2BgmErl0SoAyvHf0gOOHkuRFZQSSkFEDSG4HCQ838BiFt5mdNnEIYrPlCai6RoN3%2FEdkyVeA7o%2BHQvKrwD5CYAAo2RJZIeP1xRy%2BlJaWuskPYYJ6GKPdNLzxcio1M6LXHJDQbx0X1i8B9YnLsQYerRiZjBe%2B2alDqaPIASEoxCeRAUMVuivCDeCNo43Zi%2BmFz4viBZJrJMbwxhXGCv8CUG%2BGpgMJzaVH06hQdq5woKyZyKYDByVHQl05OpUqPrSuURMAxrqnfhkQENbMcnlzk3MLnnmnljBLSdHj488rWP0ithH7Mq2sETRkNmgYc3AZSu6gL%2BCk4IDhPtHR057XmxZs5enMzU7IR5rdjAD5bhqPdP0mGax4%2FBC5rzvd%2FNmFSTuivxBTftCPQY%2BTO9CX4l81r5FFfrkZ1yrTcaX%2FE35vu8hUNdTlgS2iD0q93mIVdiG%2Bzz6ZoWvKaG4axR1VGYKVxYs%2FhBQR7uUeb1mU%2F3VlT93WVa55WteFObdmuaGauUaHua6G9Lh9q5rpXj%2Fwgi3iPylvEGKzMA9lXBUjbXHUnsEBSjM4dcmrgF7f0G9lwAQt4RLmuXHbpvBr9TrIO6tAdGiB79MRHozMKD8uVjof8zfR8GjzHzhs033A2Py%2BejgTAGqXxpL%2Fw2WVk1lFTJqz%2B0kBeRuJCR5GRySPRQSmUbztwmWP9kLIWUhlXSVdCicr0AP0QVDW1JhE6NsgqFunp2ST1zYgQv6Qnhu0JlL3GiFmbc6pMG8mzBJsoRi1z3Z5NTM0f1ndDFjciaUQqsNg6uq3fi8dFUAWOQGs1VX8XhLFmvpemPhnFsJ4EJp5fMYZskQQsqfYfD9NJDx6cnQ0sTSuR2L40hG49L%2Bmrs3RoC4ghACgxYOijJAtdpXHsZI0rFXEhZYgy3algwWFOreuLxQmZTNtXroCxgYhVHmAFChJHArQSkYK5FLPlzPCQ38AzsClDlC4ke6RHiVatgqkBMcH5a6mGXLmcLkgxPCTi3IYssNhBMcXoBJkK7iAw%2Fq1cJO27YZZ1dgwK6TjpcOKZhOClzaJK94ByvnLhalwYwwHNGbpKKrMoiCUVvMU4ZDGftbGmdYDSWM4M18njvCm2QeRAFzCJCDrWq4fFsh0jgTZAy3lAyEhSb5p3l%2B7zqhPPDOxcQ5kAj9XEi83gCXQDB330FUKUN8JTMzokg%2BMHLm0D3oGAQxNjGVUC4qv3mNqY80W8Wma%2FG%2FRJg0Pokw2Jil%2BUKRbOEH5QZhYg2DwSICOBEYPtpPgwWBiCfyJ0YCZEGKrTfFYsGyw21JEW52PoQdw%2BSszylGkFpTMhd5kWLnyTIQai8z1ij55qLRN75GxKwkR9E1MhMUCbxmmw63GyiBjM6OORqQNMpJtSUqMssFsiIRB3bOWC1CBqx4cDrtymvUnfKZrNpclIQX0iC%2B0SWyKIyxEbrSIkB4ly9nnkYJu6fFFI5UkewzCvGzpCmkfDtvWO%2FvOQBSKG%2Bw4WeOGpxQqahRKjqs7pmglalwleZKZnV2WNi1CBepIZxSes8CtZlRI0GWmUOVcYlpvK0hUKRhWaEyXRViM53DzUU8eSDYlUJQqDMmUYc2RuqTtfeLBUIWJzpxmeJiOCoAXmCaSqYM441iWisAz0U0EQHSkfuH3o9uyZk0g2C%2B1Huy1lYiCySpvTSdjMKwTiKdQVCax08qRNA1Vs2wiL2IyamfCpg%2BlZwXvOo2sB1QB9xIdX6Bj6VzRgd4UoHI9PenyASnBA8k3EjsE1S2ipMclWB3LPJeWzSHOikaNhJsFX5zoP45XxaGhDK%2FpP%2FDIYztiS6vqMPACWcgP2kpZWjOfJBHYRQNI4tp3WUQGWpE8ZqoZEFvYJaFCTkUJPdTqeYpTEWodgDyHYOTQomy%2BoKxLC8BtejPZfK3UMphCswZ56qASoLK60kVHNgZzT8%2FUWcqkls5xsQ57uoPAv%2BCrnsSCROispXTpjPKe4ND10sCf%2FElOsPgR%2B1K2fX5hXhJfNGzBWCpiE4EjGUBgUzovLqcdL1yqDbTutsHLe0YqwBcpKRqcP65%2Fvot41Eg4cbCrFOObHzAyIO3Np2zmgIymMqrmdZ5wgWiOKMA%2BV8kKigbnyOAnZzQK1uMozbw7SBWI%2BtpCLJTN4yFsnUOPsR6JqbOmnG2mYUYJV0I%2FFDRgDb2YBKeBAzYRv4d82IRIjKNJ6kthxBIf4f6tg5Rewqogb%2BBL89Xa%2B8Y7mPwJBnr%2BqyHL3Me2KqwE3nnFG4NiIrI%2BvziW0DG1jcQIHeE7iAwtWHXwFYTmEfOmdkgt4Pr1n2vJwnSQymN0R0NLRTgAHjDVSIfITmkvlvfz7MU64jgUChw5hCXsYgG5gXyQ1osKsxCRhvPgsghFG5zI1CXCBIAwKkjyKLeqBc%2BfEUFiCvfGOta3gR%2FU26my2RNT0gywIO1yxoMTM8Mlfo35lpDQ4jfU18jrE6QiUumMhcIndvm8iDoRH8amzyNFXNUKcSoCnh5AQYr61lElsUE1avUS%2FnDanpv%2FZFa3VH2JIq5OrC2wDxYOhlkZf5BIr5I2JAQY6MewSa45Ob%2Fz%2BEjpgzBQTlG3AdVyHpu2GkjfOxGCSQ%2F4KBsYV%2B4WC4tHrRIEC3vi8DWBGimk2R3cQNWDhpiR%2F9KQZE618tdreVPJR485XjWwoxbnLTn6IZ4EjKrhRraDtVPs4zmDldmpWjWM5L49vWKkkh21cJ0GELX5Hje5CUKJRNkIrvqKWk7bw8b7gYD5fEhk7VgXTHJI0UsIqSimKH3B62CsLrQWXjB%2BoWwKWamDL6RlAYnwhMdNFIyfJuJIyo2hI%2BRLmmREVRHaJdaBYDQo4bDl91nK3Zy7hcqlXpT%2F%2Fg9jl5m4DVYTnaJOAoq7zjeA2QzPBWRnDjFKG0AJybS5gxwd7oVkVIAgAqWCrwA2TuCFHn%2BlQSxm2EjeZemixAGSIByWTtmzQII9iyI6QxlnEfiedIUpRSDRKzAojtJx830mEfqcSqHRLRGSUmpIkhYAfBXhL3h5wRAsiPnzp5CmVoG70nYHSlNBsQEOYNSYjVHmDMCMyyhMYHx%2BhksBoo78rYc0vB6ClzXpCsSQL0xuJj0lRG0q3NgS%2FgqHn0%2FdBeijOqfmwAAwNmamjdRSr62goEAhLCK0y0mqVtUz8B3F3pE3rUMN9wQoCtpvRAK3sFTK3tcPZnt6Z27rdUEcCb1qxd8b7ARVibBsC%2BRyonUCCcPwOsBKtzEuPpnx3V%2BQo3FTRLkQsTzT%2Ft5GIpAhUffp2BuiRh%2FhQEK3waIhUoJczWFQtyb9PP5ODdKmoRpQHa5EoivjH117VzUEyb9h3I8XFhYGY2GgobkujLXrm%2BbJ7HN7wo3WOTojHaQLy5ZQH60wuIar4h1s2FLyTWktIBtEtP6PSDSPebTewSizvHczvHVzmh8LyM8TZbIzBlYhsTDRW2MtA4tMbKoUyaOwZNB0EcTEoAHayrWzlDMhazQx8GCH8%2BXZI4EskKhE1hnN1De89ZjtBMDWCxLN%2B4bn5AnyOhxpTflbO1kA%2F0EGhUliSyMtWT0UMb%2BqEPinhEFYyHEbAUyp8tYuqYDRipLscjyGJA3zbmKdMTMI8V72v2ZQ8R1C6WY4qjndJBCREkDNEWaBovAOsU5JvqCCECn5%2Fq30Wfs27Q1NX3PB1CxWQYK4rW6gl2DEhCJLvzF%2BBEKd6LLjbQMVuJRpueMSQJN40n5WAdyXvuYQeXUQsoQDysgsemARNTywlJKFiZeuo5AiRfoTmTq6hkwijNVgqADIQ0SrFqBN9hK5RC2ZzmikwVm0CCZzso1HPlzzN0IP%2BQCIQZ%2FzA%2FJ0cIiWLfbbDGvgdRmzRiOWxhWyl0iXpQfpiIVEQuNo2d7rj0OZeiVOeay6x5oKlhwZCcg8KUij44xrtH4IX6UM37YQMPXh6QvlpkcPG94IVYA3iwMJ0L8LuuaogTlCTJsenAjL0PQ7L1Pi8hmGJdOqOJeVo7ECLPOdRHN4hjBEITrTPlmX622a1Nkllc%2BXvRIMYsWFbQasKlkKf0TuoImAklJXaN12zLmMOiREi6fUAhVGrkOVhqjWR2eenOmgUY7GLcmbnAqWpftrThQTmBEC5zJQBDcPyN4AoXnInBM2UJew3uo3Osd%2FVotG4JFRB1dhhN21R2ig74o0Jw8ZN7VnA0lWB0lDFZ5PDtyXLlhvcGuF0S6Wr3U2CqpnkDjwB2mBQdPGRuL5x1IFo03LEOsHEh4MKRvE9edrMh0Snaf0cShzOIJdiyBYWbPeMzTRGYsBHAfX1laNIl1ZVxzggRI5m51PG59wVXQ7HQGRYRRnGy89qI5okgmTpsdUtZgAxPvJ%2BWcqIbSWx6tf5yN%2BuJkKOjROUqEcP4y6WDOTFIXxQkr7hHBS7hmbyT8AljD77OJLW4CQGYAb2Pei8bNTgMttEECV0uBXZksyIJd39JlDyojumSt0T2TM5i3S2cviYGBEzQtmTKzAFB8QEcXkZq4YmJ%2FTDWdYLS0Kazft%2Ba%2BC7HwNZAJaVEY3kfqPHY2SBxchsqiGqJLn5a%2FmjEa8QgmABHka5AWJ%2BG18I9w3WjonkFGEwKhtgp0j8YPUeYEncSOLNhhwVJnEiplRLfp6lN7z5sAMYVx%2BA71pVUbhIzIaaNzUbAarADBLMSSoXqKXumbEiOijClhzIbSA5gGB2qtutd0MjQyWBaAzJmfqki7MMaEQAOCXbwaXixbEGNFnHCqmWg8qjxIZ0oeAxEPKD1A7yRyuS4AIRwOrQJ6DxVHVPpAc7aCkBHpHC9GMxBqe9Qt62zjQGJy9sjB5efNIj3%2Fyv2r6z%2BSM%2FzuFE0Za9wOJ37u2rcQy7P6SvWZqCuEJKtvjAUTarXAcyMQRrVOlrD0HTsN2KDiUivtwmgj5U9inAK5%2BC4IqL6iNHhU7OH98NmQILOWxNwJiPwwlnf1QAEMLagJuGLoYUdlqBRDn8QcRAg9AuLhe4myJn%2FEoxUfepXHhZ8Dk0BKaH6znSNmNJJ2IRdEvxoTfFkKRNn0cEvSio6ek7OG7AZljFvqNgRejEgmOwp7toPkAA5CIjKCsWmYPIlxUdVDDj%2F6UQEQZwMPCocey9jKiCj3ryLWjtGlYDdewTAsT%2FytgOZKoG6jDf%2FUzE%2BDBwpk%2FPx891KJ7wcBDtmnc4Zr8PjCwfnWIE7Tz5Wh4XZOloMKHqBYibF9JCb589kpcmC6MqgAH60Nwcj%2BnBhrvYWI7IfIiYD0IThyXLu%2BBjtuDKdFNmVqTy8ELHUIcco0LUngtn%2BupQtGnWSsHRGOZxzUOEULCoCKWugvY7ZqEN0MDmNHqeKtmwQSOPoR%2FZ0KGKGB2wdDYj1CrZsodEQx2TukU2%2FMDvJyPuRgDSC80jH6IO5DbRYrS0rIXfANDM017avY1V29khrSTX8G%2FWm5HQ3j02j1MGoCeHm%2B25tIebrUOsJUhfKhD0EIEeXj3%2B%2BQ43UQYWPGKRd5tI6RgOxzkuNv3Ji8YcsIU0cpJNn1rQt1eBb5t%2Fe6vSIMsxyrbVRxAHaSs8%2Fijk5AW1W3ajQf6DP51FkKbjEEaQp7ThQOL8pUajXNZgjP%2BAGWp2PntYtYtaMRzL3lOTlAMAU2jKG8l3wMD%2BbxPb8RDFLiiPnwnwm42DzJDXbmbGIZ0jLkON0Ub4bgHg3f5pBR%2FoVAu0YDFztE%2Bzps%2BP3bAAWSgSxlY2S3LazAF0KZAmzACvKJ%2FMz0beXxl%2BeIEFgZCLRMTD0eI7mFnojAK95ZgCTCfQOybhXCo6576fGouBIpcPFCU9ALkeU0pQaG70p3LmSrRNvUUN3vI9R8lCXjgQBKD9twFivCVAT47aBVWQPv7zSwNj8Un%2FSFG3FqLOS5c%2BWZHKZKVGCPSmIgHEwoN5C6HgtxiaB5%2BUvBrgQmTbO5rMJ%2BCuldZzfzxgdXp9XgD508hFWCeR8zw0tDDW2xoicZACrgqgnQ48NRFvjGjGQLa0bZ%2FYIPRHYC9plKdMERvlMGhAQeqDBMhf6LZGmyElMCwEIYOo1BZ6PH7%2BWHUp1YWZa7wqK1XoOCvECZSwoJH1Mkaogtg1cnvzmDI1q5S6K8zNTnhUkglWVoNqdHdJkfg0Fxp37eM%2FnNEjkRlbYvQhIWSCHT%2FqEBqUlbxYgGY%2BMSFSRxt4bg1PVnRhKNZIXooJOn0HVNY%2FcfiwOh4kjntxHmybS7MJkM71QCMhZGbYSMrJ68qAj1YN82a3v5utE6PJoWbuOva8RkRMPNZOJG3h4NcQ9LTUNP7WRG34U%2B6pZFDjhFpbJyEq7ddJp5LrxHhOcWeKH5m0I1Q2anhxKm%2BO1yIfm7BGh7B%2FjqYiPKEBJ6cFrT2ZB6TmSyLIpnTVkU%2FYqVla2WfZcp7SSoTzv6vLYtG8AgtXlxfWZxN6Gzmta1EwxIU6yE9s0x%2FZlSkSYE8X5a7%2FVPKA%2Flig684F00nmacRk4WooPYSFBnHTa1ebr6zgD%2BMcOV4BeWlJJLrL0qnYZSAVtBA5UxpOASkxyTpYRBUMiUqxjxU%2Bce5iSPwywJQRsno2JDcLSzoQnpUALmNJE%2BWSFPdsteXHMocr%2FC0IqI26humQ1wKQoHcGmUNYBVwIFZqI1azUTzdFmIOugxHeiO7FGrlsIVmnE3L1JrCuYeQCJCpQc%2F0JCGgQIe79NvrOoYeDQJ2REZcyhK7ihxb2NeHkVj0aI0LIicFJjQk21YaBO4G64TBu2IKBTzYheH2CASyWnlbZNFDbFlJqA1Q4kIljGpwnmhmXbOSQEgWsMmsHkBZYKRUWBv9HZZ1N1JSN64WPlCBOt7zqAJMKpczyNBpzQk5o%2F%2FxDjQg86ozQyN4waltVoDaLJOfWjYqewlULt9QO8N4AqlP%2Fo1ZIqJMaZ%2FORyILlDFoGoeY2%2FswI7MBMVXSMJXCUeRsJjHIU6kNEsAqZoBDoHo8Y8pZtM%2BGL8OLfcPdBbsbvRZuDQcyyrZ42OoTsMJ2GH21od%2FRCfgHrkeCyZfMOkWTSYgXtqYxGIGLcI5gKg%2FZR2xnb1upteR3rcNGITv8oKHpUWdLK9kIZlFfEtPUNAgnOY66o0dWYJq2a0UT3usCxxDZm0UIViE7Q13vLoyXH6VgLZoJt476o2dZ1DSsnihertfmTnTdREBRHm5ASIGxMbMSITKCmV5fMqgFiewxFtxqh5yfCPkmlKNcrJfmvyKlbaqps0Oa%2FBSPXk4FJjtWF2wOHfpFY63qA49US3T180HXmbqEjYsSpRFkkOVMCBH1C9JAJTRgjCWNAjl2MSA%2BvZjADldAJGTIoWBOcOEUI4qwvBSI4hMj8m7WHoFosA0M4Q4yS8XtN%2B5emVGJDGqX8D5SVbE%2F0bWETJRyRFYKQ8umFTkY2ZnV9Lz%2BVW9hgHq%2BHYhsrghzcANy%2B02yEIiJuDFngZnEHSFnTnqDAicaKOgtLZkRXBqGS3bgcqBK6B%2BmV5G4%2BxzA1IlYTTtL30wAPCkFZuhlgsViFEnA5Rg4UXmBbXBAW7JuNvZlXTVsYDMV305DdUPX6QyUFMwndSexwLkpBDsIQ4lUnD9QoEF8QmpcQk8FJckIIkVwvETqBSrIvHRim18B7iqFwNCcFoUKmSj9cSfX37WL%2BCT4mAKH%2BS76AYlpBE3eYErTSL68qrzEKiOZo1mbN1ujQapDrmTWb1s3iBTeQMCYcYfVeS5ks0rTlCPWr9AjV%2FbgZ8To6s7qOr3%2BkRUCKT5GAAUzFlHOkmV3fJEImmhCZ4S5ivYOcC3SUx70Is%2BgfKTQfQBsES9NEX4x0WTcQkWV5JKEJNl0UV8pDmBNnC%2F4qRYIkjLTUknCCTbfLBLJzy4rnSGTntJHjdpYIWlqzxK%2BG%2BRBy22IJ8gMQIibkjgh8Y9Q2H5aenHLwEJg2iDmhQybR8G3gfKxBAZwppQkDi9rFMfLSe8Fgalu2z9mKNwe%2BF24HWYNjNI3zoQfXsIck6YiAwCMhAsEDMvxfp9PxAAxF94h42eFp8V8BZxS3g%2FoQhPG05yIyOc5GxA27VgPq%2FN9uxGcdZCP9PAWYlmmiIlMHE%2FRj3IzE8YKgGEh8OmOkN4KuO6GYyNnRhoWNSgmY9%2BVfMfhBm7xIwZPp7ggg%3D%3D%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Fx%2Dfont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFsYABEAAAAAoUAAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABgAAAABwAAAAcalXC8EdERUYAAAGcAAAAHgAAACABCAAET1MvMgAAAbwAAABDAAAAYGenS4RjbWFwAAACAAAAARsAAAJySvAJmmN2dCAAAAMcAAAACAAAAAgAKAOHZnBnbQAAAyQAAAGxAAACZVO0L6dnYXNwAAAE2AAAAAgAAAAIAAAAEGdseWYAAATgAABODAAAiTweHjMhaGVhZAAAUuwAAAA0AAAANgJiWP5oaGVhAABTIAAAABwAAAAkCjIED2htdHgAAFM8AAABFAAAAvTBwRGObG9jYQAAVFAAAAGrAAABuDSPVk5tYXhwAABV%2FAAAACAAAAAgAgQBoG5hbWUAAFYcAAABggAAA3zUr5ntcG9zdAAAV6AAAANAAAAIhLlGpmlwcmVwAABa4AAAAC4AAAAusPIrFHdlYmYAAFsQAAAABgAAAAZYr1LmAAAAAQAAAADMPaLPAAAAAM8MFvIAAAAAzwwJLnjaY2BkYGDgA2IJBhBgYmAEwltAzALmMQAADagBDQAAeNpjYGZpZJzAwMrAwszDdIGBgSEKQjMuYTBi2gHkA6Wwg1DvcD8GBwbeRwzMB%2F4LANVJMNQAhRmRlCgwMAIAC2EJ1gB42s2RP0vDYBDG723aSIrSUESsiHcIWqqDXbvFRe0gBJw6tTgUCx2Kk926dusixc0P4OiXaQZzjx2cnNRFhPiagENdHBx84P693P0O7iUihzLbJGM9mb6tTFrnTWhjSAEVyLfZCgnt060U5UDacrdd3vnYNVWvWlJHPa1oTRva1JZ2tKdDHesUHiqooYEjNNFCD0OMcY2bR0qSr10pcc8S6QfRaEF9Fa1roKElnutARzqBgQ9BHQFOEKKDAUaYYJoSTfKWzJMo6epSPI%2Fv44sHJ9qI1malWVEqsi5lWRZXiN%2F5lV%2F4mZ8YfMWX3Ocud7jNLT7jUz7mQw62ouwafyvj0jfW5KzLLTZkX5EpX6B%2FLXfxYfU3U5%2BPg2iWAAAAAI8AKAL4eNpdUbtOW0EQ3Q0PA4HE2CA52hSzmZDGe6EFCcTVjWJkO4XlCGk3cpGLcQEfQIFEDdqvGaChpEibBiEXSHxCPiESM2uIojQ7O7NzzpkzS8qRqnfpa89T5ySQwt0GzTb9Tki1swD3pOvrjYy0gwdabGb0ynX7%2FgsGm9GUO2oA5T1vKQ8ZTTuBWrSn%2FtH8Cob7%2FB%2FzOxi0NNP01DoJ6SEE5ptxS4PvGc26yw%2F6gtXhYjAwpJim4i4%2FplL%2BtzTnasuwtZHRvIMzEfnJNEBTa20Emv7UIdXzcRRLkMumsTaYmLL%2BJBPBhcl0VVO1zPjawV2ys%2BhggyrNgQfYw1Z5DB4ODyYU0rckyiwNEfZiq8QIEZMcCjnl3Mn%2BpED5SBLGvElKO%2BOGtQbGkdfAoDZPs%2F88m01tbx3C%2BFkcwXe%2FGUs6%2BMiG2hgRYjtiKYAJREJGVfmGGs%2B9LAbkUvvPQJSA5fGPf50ItO7YRDyXtXUOMVYIen7b3PLLirtWuc6LQndvqmqo0inN%2B17OvscDnh4Lw0FjwZvP%2B%2F5Kgfo8LK40aA4EQ3o3ev%2BiteqIq7wXPrIn07%2BxWgAAAAABAAH%2F%2FwAPeNq9vQlgG%2BWVADzfzEijWxpJo5FkS7IkS%2FIpxZJlxfGR4Nx3yM2dgIBCOMIVrhAghXK0CYZCKA0tKSyQco6UUNpu2G3pwoq26hnSQrcsvVhajm0hu90m8fC%2F981Ilu0Eyu7%2F%2F3EkzSXNe%2B973%2FvePQzLtDEM%2BQzXwnCMwKRLhMkMlgWefS9bMhr%2BbbDMsbDJlDg8bMDDZcHIHRssEzyeE6NiIifG28gs9e0%2F%2F5lrOfZmG%2FsThjBFpsgv4ZcwMtPKKExGsecUUlWsWaL4M4rnkGLIKu6qImRLAdLJTOvx5KOpgizmxIIsRKWoLKTEuCikCkXCPb%2Fj%2BQq8CKeO1TYPTzqgjtHLAA0G%2FtH7WplFTNnCMJ14c4He3JAtE8bSuW8W4cydRLFlFMshhc0q5qrCZ8tmC54yC%2BbOssWMmxbG3FmyU%2BgCJCrW%2Fsgo6SKj6mb14PiWupmMUpwN%2FBf4Z5gCs4VRshmlrVpuy%2BJPtaXNFI4ohSOSVQwZpTmnGKtKMKtIGcVaLUtWvFByIWTTM0qBQharlkKRLHy6St2kU3FllXRVcWZL%2FaSzFCuIbkXoV7rFsrUl29%2Ffj1Qs5HoL8UKur9CXy8o%2BOd6bZuMxBytEhahRgrcwn8sOs%2FmcUTDGY6k0SRWLlxleL96WWHzV%2Fg82Dxqfyy1ZFPb3z5npIdcX1YNGsgvezdP6Z%2Bek0KIluWciGzc9Xr26dcRGDhcz%2BeLjp%2B544fwLC%2BunBbxdpw4X033FRVeOdDqD09bln7rwqq%2Bmn7yGwTGpkFF%2BCXsA%2BMtNeYGrEoXPlAzayANRK9wtx7YiORlGH8Pavx7Y%2F%2BgD0sW%2FyJ%2FESEyEUbiM4qjCmBHFlynJ8BMlMye6S1axv39aD%2Bf15aLZvt5kPCakSTxmlLyygzguW86%2Bf80TT1yT7up67pIv%2FZIdWUPeX3H50x885dh49S8eCNgcm5Bt4FXkFeAdHuaBhbEzTJ7IBZIQzQYY9QpgcXQF6VIPsuvZ9TD6XUU8qG6u0L3DY4%2Byp6k20jW2F36H%2B%2BjDjz7kX%2BBfYFjGyLgYRkgAexN4Ffp6MyQZE%2Bxk6b%2Bfeog979DaQ%2BfY7Q84W532zf9%2BsnbgdHvK8YDdXqMFwKQwZibHlI3Iz0JV4WAaWTKK6RCQssyZkHM4AzCuicNNkxEY10qJK0aJCNMpHxV5BYE79iaQUhl7fez1YpFN4u87GBPMl2eZFoZJhklhmOTFhJgUHETW93qTgsFBJDhm5FtvX34SID9r0fJ1bvfty%2BetcljGXBYH7H%2F%2BkvagtKGDPXP32F9dcvDyvkJ7QD65wF1msXLf5TyWseWiP8AANeSP3uX%2FhX%2BA8TBNzClM2YEYuTOKXFWaNMZozijkkCJVFcmFskExwBwAdg9Ionsfx7rcrXK%2FYhCB85mS2wFTwNyvyKLi6lea3PsIIxjg%2FLQetwsQkrwC8XmdxBhLEWB31uVr6XMlW2TSDKzWvIx0CcLFJq9JPXj1zspnXyTu735XfZ%2B8h%2BfU31d2Xq0ehJMXCwLpWsZepP75xe%2FCFRp%2FFpn1%2FLP8HCYAHEmUYEZhDiFPOqqlJo2le4fZMJHhjZW8Dk5I88Xpp1599bVd066%2F5qr1fbOvvWXv8PDjt1w7m3PN2rKqm184Z%2B4CvnvVlln91950Y3nNmvKNN10LtProm8x8%2Fj4YewtjA5aKenKeKPGYiYcrLCD%2Ffg97D%2Fmluv1u9SZ1%2Bz33slwLFUV%2FUmcSj%2Foe%2BWf4pHzY%2BBs%2Bxs8odhC%2FVAzxwERypuSnIE%2F4dY8sFORUIZ4Spt5n9r8s%2FM73Fn33naXLjnNH9sqdv%2F3Cjj984ec%2Fn8C7HpjHeZKPJYdIb1%2FWFyJeY1wiEhlNzFT%2BR5mZIKN3EVK8L1fZqihbK7n7iupHdzE4%2F%2Bj3l9B1yco44Xdk4JoIE2dSTCeTgRmhMGUGOYivlvwtICiFjBLLKaaq0ppVrBklmVNsVaUtqzgzSkdOcVWVrqziySjpnOKtKtOyiH84m0NyEKWXjiNf3WeyubytclbhXSii9pntooS7%2FqrSDO8aV4aySkt1X2tb1zQ81eIqReHKRHt3D%2B5y1VIeBZPNCoIp2NTfrzjFUnMIBVQPXS%2Fz8fykF0pBmKVRcpxzvHJ0f7H%2BD8TN2F76OjB%2BkF%2FSeAnKUhBOx7bWjzC6fNPWRifQMMPMZEaYsh2p15UDtJFkoYwySEnTC7wxi9LDRddHP7y7Si2AOBCtvapMz5ZOonwD8qEPJK5PEmFMo7FkgEzcJ59wPgRcIIVCkroZ38e32fUnOpNtOMxe3LAz9sKJzjAgPSfjvpw5i7mUuZG5C9ZqSoXS4EU5pEOpt5hFSpSWbM0hLUpzroT97kzp9C%2FAfmu1tPqWLFBnFKlTciHTmYH52rKUQtNAUs1aAdv91dKC9fjpKm2AY5tvgu0LqqVrbs9mS3dTyuFcGCDabOgksaSY%2F%2Fh9kv%2F%2F9vqQVEGCneCNjP7fzmfre%2BTR420e%2B6%2F%2F6wWwztbkReMYr9V5fJDyeC%2Bd%2FktySnNVmYOjqpyOY6qshhHdMGFE5ROMaGnj8UfP64PdPjichF2jNPk8jgbyPZV9UY36H7f%2FydRmD%2BDO2Bx8P%2F52I83Hv%2F0pKIoyPMTE%2BA%2F4DsbAMLA4pEgqRB7hsgfHvvYj8rJ6OtcLWz%2FG6y5kLuTn8fNATuN1BTORzUQwkwtJUH3rIAmS4EH1LfoGH8MT9w%2FiNbBWTdANUszzE7QDUAviOSVUVaLZcnMI1ZzmJGg8oWbcDEVAv9b1h7YG%2FSEJAiucVRJVpSVbTiTx0kQcvpVM4GayGb6VqGsZ7TDSSdAyyqwPRHa%2FkhAVd78SAK1DdgUbtA7ZDVqHq78UAu1jH2OQ%2FHiuSSx7A6S%2F%2FxN0Dw7keU7KSXEpnv9YPWResQKi%2FhO0EfUUvAile412X6a0izBnHE%2BzapmqWUV1zeo51KyaQx%2BjWz2HulVz%2BBO1Kw6WsY%2FHDLUG8r6O2I5r1VcFH1xlqiH2InG9CIhRXZGR%2BQdAf2iC1X4ug4ajBdDoouuSUC0L1JgTwJhTBFfJBhh5qmWbBw%2FawI5Ck6lkE2CQZH9zHACnmpm7IIE26wVg873JVN7nBg2NjaVZok1g1HfpBJZ%2F9vj5W4%2BQs49sPf%2Fxn522%2B9V3X919Gvl1SCri7CjiAvU8aRt%2BrFC5pnTkSOmaSuGxYfWXz2%2BBq%2BBiYhtfs2DdLTIE5FKprsdMY8o8rjgmWy5HFFdG4REfRMIESFjBTNbQcVZLIpU2BbCwCRjHtb8iGCNdFRj6CkGDhBxWbWh5g6KwAukWZJr4XfwuZj5zMnM2g0ywoqoszih9QL2VlHoLqsoCV2kp3AMWtFVApwUM2lBDwPZLxX1OKdePrNDqLgUyYFiWVgDLlwRQYJTF4j4umpqLZ%2Fvcpc6TkOE93gjrixDBJxdkH2zmsjPZvplE7iukCn2wme%2FNsMkMKSRTQioJm%2FGYkzU6ScooyIIRNg2oFEpeYywZNN7POvzciu7BWw3dPYZkW6wpkzSmM4bPTZ%2B2gvM7yZcMhi8Rl8yt6Br8nKF7mlG7wpDtMtw6kF7BBezs%2FUZy%2FrbyNvjPnhJtTxp7ugyfG0ifzAXhlMFwP2sPcid3DX3O0NWDX27uThpzHYbPzciczAUc2s87AtzJmRmfM2TSxuS0wPpt29afsm0byEKBKX70Ea8YvKD3j2ugBeYOphzFudYK1v603iwsFalMuSPblwN1oakKKiYqFY4uOJ7JULsVzPvgIVx1Wl2lBM7DrNKGmmk50UYlFAMM3eZCeaRMAy3VVeqBre6s0ltV7Nlybw9e1OuBi3pdqGeCUESHAHWi4CJSX0kalhMPqJ3aFrKSB16obnr07aLTQjwD7aSrfYB4LE6H9ehbVkeRu2WgfWxO%2B0CRyhjkM03a8CRrcRbbBwba4XtZq8Nx7BJkvvbBwXb2wNgc9gBYxkf3a5uavQR%2FBon%2FNdggXUzZTPV14HvQz82HUFc3UT0bqQRMXzKYQPAQOlnNJF5zurCj7C0V9SD%2Bsaewt4xtHduLcoRdj%2FyOAvBtkBMORmRiTBmMpU6CXA%2FSzlgtGwkSzGgCieDRZhPVSesUISIpOqzkV2TUYT32jNXBriddAX6b1aHaxs4A9Dg34o4ylmd4%2Fin%2BKZjDHuCB7Qza4M6q4kUhW5a9eBtZgnHx4JBTwxAgsMOouUpeQHD8ogBcJLtwcsO8R6Ox5LWDnLJwDg%2FMrJIow46Zd6Kty5S8TtgTGLsLT3nwlJGINl0Qu1tbeLeL5Vta3boA9qCEkPg9xE3mEPeePer76gH1fd%2BHZO2HH6pPzAeR8Y3GE3v2sGepT3yIp8dUIOlBaiuwHz3IMAYv0BTlVVq3soQcYgwWlTNDHQ9O6nggZmRhlGO6tIqTHAd%2FJMrFOU%2BOixfJsz%2BVHvb%2BhDw79lb7B209bzY9wSvoQDm6gq4FhzW%2FD6vr6No9FzFlK95TuxuYICQ7LirLvIC35hlN9NuBjhYqK0sCD5KKNYOksosgX6lXDL0g6KcEiKjtRf6kvoHyU30Dtn7z7LPUjwciFP14lSKMM%2FAr2PfPAhQyE2bO0TVID53LBhjYCB1YsaqI2kIKymSzqyTBFiiOLbikiqJ7v513y1Q3aBaVcL8iuffbDB5fiI6p7IE1l5jMTFBfUXuH2WyYpUsRqY0kR4U9R87a88bhN%2FacpX2c%2FgFZ%2FcEH6lMrdlV2HSENJ%2BCDZdWnPsDzKp2uwLQTeTbIbKzxrM6iTQ0sipiAjeuv82UzYgJ8uR%2F50ouY%2BEVF6lfgCDKnj2LicSImRoGhetDxWZJrgokcF0%2FEk8uPHNl1Yq5Uz9ZwoUzC1n0KiE%2B7Lk2AR1xUsWcBJW8GRwKMbzOocjxxUJ0sL3qiTTVZmJOjhRwXrXAt%2F0pA1m23OiqVLOnKVjaOPRwgv0LJpSZg4pO3YJk9PIGGEuNn5jXMe6RhgNIQYLDVKRcEyok2IAxvtnA%2Bf30aU0L55CmE8uj6SAvMbMOJyPQhmUHaJ5OJ7IcRf%2BpJOH8nubsCnFvTmZqZVQy6mWFsxYwSADhDFE6A2%2BkqWTReDQOcFoTLwHu8cgCH2CyWJB%2Bu%2BSKOPGHMXgkPB0SFAu0Ns%2BhAjnuNLUkXOpmFqCjAiu4gsq4k7TqifhU0otsvuYeM3v2Vl0EjYn%2F0rqYWbQFVCTSqk%2FHMdaftZjQdj6Hwupgocx1TFnE8YX75qmVfBOe4Lwhz3I7zrmw34AE7gy7ymOacgIHXGDdYLcUBGReqMaK7HwF%2BXjBYLaCbRBH%2BoLtkNiFavggsL1EqHsx4nQGd6JrLDrApiNFCEt3GnBgVQJHpy%2BdgTsZjKcRuy8tfuVvd%2FMXNt5WOLCSj9HOXdphdj4rfdXh2xZESLk34SY8xsOoVdZ49nh9rBaOYMoo%2FhyIumMWgRHMOBy2URWnXkkMxE80ir7XmUHdPZKmJYzpUtrm8qGxYq2WH2wdbqDCAtMOVDZf7BBgaqYaXBxb8IRKVEnntpfmMuFuOvVlzEqEMHH%2Bh1wnd8tryr%2F0f21us7zbIa9SHQF7LOHYtmo7TCiN2CEalbAjioBlQUgdduNQpDgC4CQ86QIdBBYgpteCqxjsMQToz0Kc0MG4w5xq8SaDcaOo5KB9bVpKulVuoInJsK2guIMWp3Vpk17cPVFZu2bKyAgrMXjjP%2FmEX1cR1XYH6gTiYy7K2rmEkAbmJq9J4ApAQ5K5nmITZYVIQHSTNGQVAe%2FC2a7ZefmGxve36W0Zvu%2FJUL9KPjA5Os0ebDMtPJodPnmtpa7PMPRnJwuly6n7g6h7mJOZ8ppxB6gznlGRV6aPjHAIyjei2DK5iMaBNZ1XpdJWysDVQVQZcJRdVG0qzgbWznUAjmzXUTKVJMgOzU3B5vBxytw3WOifKObFuxQyTljCRxvfTbMzBSh5Rc0sgQdEtkZi077CCQrfj98T4%2Bx1085xH3nj7jUfOqdhMe0w2%2BsauH98mHpCSVtJ1408vv%2FynN6oHtb0r4QvwvSvHXiU%2FxAvVXnxv2NbleIVfz73NGEBnY8SoQTRESQHjIzJYBSkwczWpzyo7dsyv%2FSejILMr6pMNh2q%2FxW2mv%2BVk3AxVExyHUL6JehAEfz1RABtDSIGYrf%2F2gbmXXjh7rfar%2Ffnbnv36rX2X3HlPbfy%2BzZ%2FN%2FZX%2BZogZpHEr9BKH9d9G35BHEzwRGB0PrDb7XD5ZW94Jgwqcw6Pxc4BEE2KC1O8PVpIEhrNcQMuIaNCQeygsZwrXXy2cbNw5aiR3A1zH3qyQVwCwJ24tXHLn3VXT%2Fd99YZdpxFT%2B3VtlU90%2FroBUEYGbAwBnlNokM5nZYPstZpYTonF4adocMEbc1XJ7z1yUGcFMOdW5RDNQyonupXgslimxRjgSB4U8C2iWHAtgL1ot9S5Ef%2BcKNFpKhjD6RqslDqOSIc07ZkfTJldV8vDuKqWtnUoHdbnMypbT1M%2BSjpk7y8TqxLskXKUCfGfOAtgeqJaSi%2FDTVVoClBzJKsur5f6heSjLToaLpoVgZfJK%2FkDvTFR9CwlY0Nvap2OosxRrAgp7vNOpnRoXy%2FyMAfTZhN2zzAZfoK8wODRrNiV%2BT1SM59HdkstH0ZmuCUcCLw6EIofqYB5UQ%2BqRwYu0oyAAorirXc2BuCQoQuFFDqPdTUaLRdVGtSw0xFF4dmkWueajh%2B3K2F78wEuobNVlbBcIDYwhHsB3lKfsAfwlelGxAltF7m1kzgqK4814EQpo7hYQvnM0P765Pu5T15PNmvVT5r3NOLr2akkKZbP0GNVcW2nQUPMwoGyxZVGtRX0QTBQryhq0S%2FywBZZrk%2Bbxj1dRSJdcGMwQjP39pSaQ1jScgf5%2FNCGBPCmgmIwrDXxK8JnXP3Gfol2pryKVCvf20RWwxb19zF857bTjfk7Q9QRN1xN0jxZPtTxUZmCKU13PLQBrMEYr1fVED64cZsJ4ZV%2B20NebSsYEAhbu6%2BwBsOh%2BGQqvCofwDYbgVxYn6Ho27nerQ%2BFwCN%2Fo3Cdg%2B%2Fxav28A5Ld2Zzmn3VzxZmu2nVmL%2BNH774f7%2BwKU55rIVAgSOfSeElA4dUB%2Bod0Q3lhrEY9kyYsIktUxCSQF9%2BFkLfao0cQCs1y3yjS910qXEktVsUwwpy0MejQFE501Au4Q3kDplBMLoLuBnhMVi89yXymOuYvs%2Bzx59pgfWLBIhwBj93S9LMH9GMBA7E3COmyUKuRF8mJIOvamFCIH1Ln8Nm847G1Y91A%2Fl0G7OYUpJxBGsJAs1Ga0cLXUCkXIljnLBAuyjaIA3MlmkUFNmm9E0FyzJiuuf85UTPPkAYOhGg%2BTOyp5YItLE4RM4ArDBPWGCPFRlaEC6gCw3LE3823siuEzWZdFHba42JEk67GQwxYPm2StlrG9FhwDmLNzKhX2ta1byam4lh29%2BUsWh8OCbxPyA0JMgukGvriUZiOAqGvPKN2gpmVgMhFM%2FAAsItVyhPonIxnALuIqpejyXsoBKhEYBiXQX%2BpMAUrR1kQLXTS622EvEoujRahExVK6BwSax73fGghmpmmKkZbdoPko0zws2A7WSbMcGHSheY0x1uvD7IcYKn8D7dzbqBzt4p25wqqOSvvKGWmrbRdoSsXRyuhoxTi8fnh4PQHq4FWoNJma5uY7YUfyDrSDKQzXjJIWvGj4TKrv5enYPgs2cQxeGvfZc0q4WmZtKN2JEs%2BUWnUtNA%2BW7EwSlWEYpGg%2BmUoTWOviYAA5iJMQj%2BzJk4vbh1s9p5PbVro68%2BRrsTZ32GhUbzxDvczfbOtwOsmmcvrKEV9f15%2Fe6F43MkI6PGmHnXvrmHtaky0oCORfyStfUL8HPIf%2Bn%2B8Bz7WAlOhhzmXKLQhZtKp9Ejo%2BHVWlJ6NZusBhdJT4Q3ANLlZRWLYwvQa065ZDIjArHaVEGkbJBwPTHoWN5n6lQ4RdpQed%2F4BgniZHpLlU3oDeSxyJMA%2BfJJ5CuwGHKK9txEFHZc2%2B1gj5xTXflqMxqw0I3du55bHlla%2BdctMNZz70%2BSUX7d19ipBr4waa5ZDdKcwnyhcKZxTaTAJny520Zd7qu5dWNq4%2B9ebi9UtXbqzPS%2B5Sqnu36CNBaJgWxIADo94oovR0BAS14OnDIUjlo7KDcxLO6JOlytIrTE9b2uYbzQbydTY6IxYwGG6yTJvfL8zOcCdPb%2FUQjvT3m%2BKphM127F97B439DPvRc7pfyAxzYBtTbtLstTJr8OGCYwOut1GudwHXW4AjklRQahouWp0wW0AHCFFfQ9lPAzn%2BIAZy%2FDSQ0wRf82trk7OKc6ZkAdlaMlDbLdKkxSRsosLDEKRg9hfkuJgTPGIuCjswGp1ElIHdCiKYpJy0ePHiG26A15Fd7IFdWZeUjsYqRXVzsRKLZrwiqH2PP37szce5c3CZDaUkM3vsmWyxmOVWsmYpFaJrUPSjb%2FB3gfxDfO9gQO0CfNkqNVEb0bUA3E4NXcuhT49kCHSbfazJTFDRcfnRGgJRRsUCawL8GRDZSkQE2R2ksnsmASRlAWQfdwLUo49r2BU11L2ZcdTTkit3g0YZ7sd11Me2IOrsnTXU9XyBxngqowsgjHLSZeDT7ockfglaYkf34zvXgu%2B4hsD223TbTyOY62kEcy%2BoLris0IhL5WO3%2Fh5YxUn7nk84PxHW8e3KCcOtdXDI4fqmuvl4R48Db1L3MoJ%2B0Z3B4EAog4kYQxmlt4q5GHq%2BxRCZGCf25D%2FdfiMmxUayVxrHozJhELSQFwDPXlTfVN8%2B3tGPx0vDSMPuk%2FASP3W8%2FPijdaLtcaTIrE%2FYRJRMx80twPyRlTp%2BS2h%2BwRyaQ3M6zaFZTfMLLqL5BcUsYrw1hzGcK0FM3IQ6QtnVMi1Lsw3K%2FrbpaPXc%2FL%2FKDDle5sf%2FjZa1IOfHv6G%2FZcIc%2FsTtT0H1Y6OfZoSMH%2B3Wx8cImmqQ6WBmMItgZUSrPUmz3dJA9cUZNDQ185yuIBiOBylK42CfXrRNSPg495XHHkPzBmcOznOcOTDnu3BbPTg%2B%2F1VbDWoUBWAWohxWbfySo2%2F9vcIO%2FhmpjSI18ONswFdmyrOoP2txRpl1SJldpehO6yn8H3HD0LNHpulo5NPhx7UUo49XKn%2BvHD%2F6FjrV2OQNi4uLdR%2BRwr1NvTrdNHMRphhafx6qYoP15YW108zQfAymxNt15y%2B6XCammYHl0hVh3490dUXG3JEu7hYw1z3snXR%2FC7yTopa4yzXMcxkoe4o%2Bu2G5r4VyaR7FBN9zqIquED38gxkVoQBAJPYrkljyuKniApCVXR4JXRRNouLtn5o4N5MYUsQjRt26Jh908%2Bs9gYDn6F53sPhX0rGIJN495r9o2eZlyzZ3cYfdwaD7mA3e3%2FvGZx8kw%2Bqb5LD6Izy3DOh270cf8s38C4wXtPQhHYOQBnuEwq7lgKAz1qQFrJokIJ2dR1hDCKvA%2BKme4ekFayobJl6qtaf5VBJ5iZoYxnuv%2Fel11%2F%2Fk2oUL%2F7G%2F3xI754wrOme%2BeP%2BFm%2B6%2F%2F9Au9o9bf3Hztlf%2F%2B77L%2F3tkxBzbdOmexZ%2FfRc%2FcjzrVeHxNYhaOR9e8WnTN1xBd82hEldHDJuogYojCgJG9ktcDihJG0Y4bQ8uJsYmhs6VHFWVyxMysfvUItxZguorhuX83OBkf6HkMoM0VwkbU6oU0WwgTuZBmU8m%2BmcRBrppz8RVXhKWFy9ctnZlYtu3Lyy%2F%2F3k3bHKed5hJ8aYuTNZtPL5BdZ37za195acP8u7ZcfcVVn5t7ygPFAd545je3rbwoeLbRt6ht4Y7e3CW76vbyS%2FxnmGYmCmvlOqYcRGo4qxgVwAFL0QHToktIDV%2B11IbUsGEcOBRG01HxiaVIDAliwlCxFNJCHry4ryUWT%2BguSOA2XhYmKDoFSWO9RIGkzIBihrzzKLkk8m31FTQIyeH2gco7j6oHH32H7P8aefBydRP522WXSaejo%2F3Rd4ymb4ORaMMrb6j85tF33rkwSx68DK75n8suW9M8Hs%2B9D%2BZSM5NmFuiYwbSJZZRUVTFrs9mlGAHLDMXSXkWHIlOKuYAFpVArsGDJHIS5lOgv8Ub4TNantmwU4uO45GuokGEuQiQzkWIOAyBjYG9dc%2FdkZB4Pn3%2F%2BWeEQ%2BYz6gOBfMHvt7H4NoxUt62sYPZAHhEg02esxE%2FJTMocM%2F5J1yLnZF4%2FjtZf6AeK4%2FjfpeJm1EWvVcRkP%2B1P%2FGY3wC%2BEI%2Bi8wqyoK42UGRPf5wObXxqvUEm0QXicYLTObIinArWtopKw%2BMhm5taSJLdyhrrxHw0ku1VCaW%2Fk64rRD%2FT2eP%2FmLWn62lpckM3OZshux8FHrEewbs1ao4z2kcFnEzUQLdUouL0xCI5VpPswJssswH1mxxNio541IsEaYSRw%2BzCQPH2bMZ5bQGwoCN%2FU96g2tfE99Dd4r7Gmk7WXtyMvqL9WDL1eoM%2FXlcfv2FqCxB6isRQWtOer202gL8Ej1ZA4tgkHgT1OAKpp6cli10Y2spuWqi8l%2FHN1P3lYX1XIba7IeJX1ZQj%2B53YkZWX56F7GGNVMLSdXuMn4n%2FUY0e2DKzdSAfkN%2F%2FaaEub2up3j1eg7MhREy6O3CnBft129ne%2FE32SSbHP%2BVBn%2FcEuRCoC4tnMGrKF9WmCJ3C10vIwxTmJTQNjnBrXL85N1dx9fe9HsX%2BSX095nCuCtKcwg2fmkXLugN30M6t9Vwpr4KQyPOwDciLNDkMNs79kN%2BCSKMFSrk7SljRGMZINlzNebksyg0AvWfIZPiWXk8BsMzrrSiqoV3gNdz4yYn%2BQYOEtwPswy4t2t8R2F1aHznphVZ1qrOd9Hj3aur8U70PhPuocUfQafh26hO49Z1GlRoUFQgO0%2FWzaNkgpnGLxl7%2FUhdCydOthdo9C1G4P7Gf53m6GLqbepb7Io%2Fqw%2BRjX9m140pfyYbYQtxc330M34lfyVaMwkzKRBZkOAg2ag%2B9Bd2UCJjyov00rGXfISMlTRZxzEc%2FzT%2FNPXnjtDMB0cVS9YQav%2FUzIeAnvmwDzMfqP9CwjRZzHuYmvWQAzmBSmVcinN7iAfkrGfPHvU99YD63h0V%2Bo%2BmO9QP7tlDTqaHJ8DlBB1iPC8J4XI1wGXX4MLcIPsEuGwWjGcwsMTwsGqWiLF%2FMnjRfHQKWFh4cRygptIqS2HS9VV%2F3QmmUUggcEebC8Uoj2DYpSk3lwtyIVVICSlBngzEqld37Hh15054P7hjCixttTPwPhEmcSJM7gaYPHWYHOMwOafABJwlpCZDs4l4ye5n3z1vCiS3qO%2BQ3c%2B8e54WTx2HYzozyFxEIemvKoNUF4hS9bpXG70hOtfCVSWsuWUBvmGAL4zrTbQX1pu0uN%2FMt80YoMOYGtSHUYmKSgdmKpdtzjQq2r1iyUim4JDLood82DCD5hV4jYKDl3PDfL43zWGlpAf4cTKGr9zFOwUja2DNvIP3cB6fSTY4UyE%2FqRjc3bHmeM%2BcnqbsyXOTt0%2FlVzbAGm0WwcCxxOvy2VyElyNDSc7Snl2fzS1p8xv9%2BQ1qujiBPhjJHahxtEQXZDdN4vFVMdeIH3ftltxSjYd9qB1PRbcQxYgnJpwfD7H3yKgWeJwK%2BB1gEBUrcL4xDucHS%2FMCpuzV43ARWhDFZMqOQDRHi6jKtng3jQNMQ%2BlcNjS3o3%2FDUy0L4RT6N3pQcwUVYl8sns7Q4XPDniL1lxhMywn1K0Qsh9vatThePjdMCvmcFGZlQMBBBCmeT5NUDtRxONpXiOdzsAsH4VRO%2Bl7kts9X%2BrZscv%2FgB4HnT6l84fbwBv%2Bliyv39b5SCZy7qLL4Ev9PyeHKDfcFKxXvis%2FOrZy3N%2FrSS03337DwYv%2BPfjTtq5VFF%2Fp%2F%2BAP5ogUVjV8b8%2BYi4zlfnroJWM%2Bb0yUfGn6YM0VzvrzBiclxNC%2FgBMlxDVkPJ0r9WnjbbRfX%2Fp84ffNXDVcxU%2FNVJ%2BMQnIpD0wQc%2FJNwCHwMDoABORH0m3as%2B%2BFO9bETZ%2FjFd6yr7lQfnwJzkw6zj7I%2FXy8O1SR7QIOZFofWcu2cXgqz6NNhdjQdJ9dOJpji5aHpXb2pKVAPs9OLVz75YXXj5ic%2FHJiab3dFkS0Mfzj2wcCHT27eWKtXPof6KYxMkObcYThW125KrAEYm6HKMc1kxuLhsb1snLxEs5l%2FPuX7ep5J7ft1XxXWoIOWpH2fpqx2qQPqLNKtwfBDmKOLYI4aUU8yUC%2BQQHOw%2BCr%2BUIk3NKRVIyA%2FJC%2BSA%2BohrZx5bC%2FWFOLvfAYG4a3a7xhrv0PGfweWCcXYrxdug3ryGdIGsHSoM2u%2FU6PJv1K9DauowZhG0B2ccd4d%2F%2FEgXnWW8g%2FbK7e8%2BvT5JuLUsGBb51zVKGuM8E2xlp%2FlyJScuo4nE%2FjzwEuMyjeT5E719Zvf2UmSN6ubbyaj%2BgHOjEdgF34vxsT5nfxO%2BnsMGLpREWxd7VdiJIUXqa%2BRvTeT1E71tZsVOKJu3q6%2Bxubxx1I71Ne2Y20Nzal8gOrVcWY51dpaqkqc%2BrNDmVpmBWl0Cpk1qy%2FgwuxKm52PxrUs0DjIaTMuVyER6Nk%2F2W9BPGGCajrG61BNR7Fdy6zUPsjaGXzc2%2BeN8zN4v%2FfHkn8aSO%2Ffjp%2BHD3ae%2BjNvKOQlaXgfewlkuKFO1yTTwUxjemGF6WXKKZTkPTkMjqLUhsW4h3Zm6KWdGYYA%2Ft4e0b3favPkZ2hhdzEnRWlyDMDV15vMEKyyd8JUg02cVU7iIF6JlrN6YlgEQrNtCmHMAh%2FF9eRSwrEx61CqJfSfPrdHej8aSg1Z4ix7aRFzwYtczON%2B9Vewedf3DY4WN8u1aBZikVg9pqdS08RRu89vG3WnkyWT10Jo14DDG6Zl%2Fhm31M3cLS%2FZ2tf1Ix999Cf%2BWVo7lB3P88uBtoEpsKVeyk1SvpDGHL9hQ8HLOvg0Gxf6fIW%2BxDAmEaSSMS1WzQu%2FNJs4aXo6c8G5X77j7c90LfrMZZ%2B95vrTVznPcadmF8j0eRs3ndbu402CNyrGvzI0pN51iu%2Bu7%2BYHbzp7%2B8Dgmlx3uD%2F8gvrDn%2BxekzMbPc7CjfZVI3uTM8%2B6aXXWazaEArkrWlpe%2BiHOmUsZGz%2BH%2Fw9mAXAZURZSjppbVea6SoMwFIvgNTgX2GdGH029cXtlWAl9GrBhArCCLhMmiA9f6GNTPtmXSqbSbAE0nDDn4AUjbpNLDeZ58yIjM6a3OVsc3uVrRUPEZzE7Oc7kCLT6%2B%2Bdsmj3LmXz0H3xSar7TvXyVIWfvOH9R2snaeBMhVlfQnZwhC47emeRbI%2BHpN3ZLlsTwUHjkvdSKvcXowi6Pt8Upm6yEN3qbh2ZfMvspsurirjUPGVgh%2BrnX7jNFzrv48VW2gabepjY54OIt6aVrW9KXYJ3695gb%2BPf4HBNlZjLzmdkMLk%2FtVWWGlk66IKMMHlIK1dJCIEIBVL5ZFnMgaGpvyw%2FTPC%2BmZJ4hup9nxNZ0fnhkPhX6QBdjNmyIAFmMsbQhVQgbskCZNJ%2FSio3yvQWj7JMLmJgwFDQ2z1t%2BxZYvjn5xyxXL5zUbg5MP7BZmd5%2B2%2Brqbrl55StcCKymEZvSHe5T%2FUdLn3dpzwQWJJR4vu77N0rZu9Yb5mcz8DavXtWE26MR9y4ahM6d3tuVOH%2FiMgyxMzJ0RWHQKlryvWbjuiq2zL%2FBvaG3FaQq0YIAWCuOjGQ0nMV9jys6aJTqSwWxQpS%2F47aH%2F%2FM9fM1KnRXGmHYrtO4aSg%2FzNodi%2Fozhd%2B6xOm6dzn4u%2BB%2Bh7kL630vcEvpfhbMudLXfGjWCg9SuBfiXYr7T2K4l%2BxdrPPG%2B12V2BYGsirf8jsyxwyOGccDCdVmYFCaPRGtOncySOBC64kaw6gWcSmvoBVxSSMAgsDghfJ%2FiCocHEverL9yZWPnb5BSnL7p89n9h0FyVqRg7PcDpIW9LXnYlN82TIxs7U7JvT9mBQSJx67hfHyS3uPLriLunc86%2Bd7mxT3%2Brb4X78Eo2imXXNK5uCY4%2Ff7UxmkzP9s9gbp93Td9csb1ubrXfT2efR%2FghfBeHopvqGG3PRk9StkQKQBbSkQX2WxCaSj1%2FalDA4Ek3S2DbvdO%2FYtv8iL5AX1Mcx4DNnzvwWviVmaDl6qMj%2BfKy7iIIMu4PU8rUkKnfbYVZj8ihyc0dGSVA568OOOGUfzZL0%2Bc2d5YSvVqNa6gRO9yVguofCaJOZw7DpS1CnfL63r4DeB%2BqPChP0FaQSIvUZZEhcMGKfhYJoMCaLPifZtH7rerLJ6fOL6gPFoOfMN870BIvqA6KfGNu9PQ4yl6waXr9%2BWH1a%2FUdHj7fda7f9Tf3bab5ZXtG8bJlZ9M7ynUaEv9lwNa7le5sndWEowGpSzzllVjHr6tH3PJaZabkwmAUEhj5G3huz0j%2FltuYLObqfXxKSdmHi5C4pVPzYfzT2xL5fuzAkHVtUS2GH9ebv2tL89JzhGv4ZxsK4QJc%2BieppfhpZ9NCkGxNtL8Flx40zQmsRfLDUW8V9gt1N6yhcYKU5cBCHCPZ6QC8pcBmY%2BlFSkLV9WCDX%2FwUXvYfG9qpPEu66Hc%2BpT7KP7bjuITz4l0qFXf8yelBfQpXtup37x%2B7beb12oNFf5gZdUqsBdoEhmZvoZZoYHiNiPJasZYuNPaX%2BpIjZ9JgQpuXPIzcPMFqeFR3%2FBHBzN7OBKUfw983VspmWapgxj0%2FKYg5MRw7N%2Bk6gRpr6UpPYFAMbcXCukpvQDGEZSx5LGeByDlVckDxusRSOALlkTI7TekJJXhAgoKgPG1O9WLzgdRhAlNfaMYGNahTXpPKJgfaIaAUbG%2Fb9qaXnfuU7Xzl3acpvxPZMpItdXzlyWcvpAavV2xxv60r7RdORSsfKbRdetiKXW3HZhdtWkrVaIi9W%2BWG%2Fod8y3%2BQ%2Fw72BWhMno6Ms%2FDuygWz87dg%2Fkd2%2FQ3fZ79jZSOt5zOv8D3mmVhtvJvPYOezIb9WH1D1caOwFdvbv0Amn1dPNYIqGLaDjm2AetTGoU%2BtOGIGq1uiB4QVNRdc2HLiE0QpIGTQoeKFjXXyZdJKuH5Cbf3HsTXLvL8gNuN9ZYQ%2BQJvUPtBUR1rVtVv9AmlCdBxjdMGZPwJhlAdpyDMcrkFO6gPYuJallB2Pwha8im6BsAhWpFbMXMWWxWYtegLJUkpsBpG46KskC8A7oHOj7RM8n52A7CV1R6QjRzzgur3hZNJZMuQ1OR4C7KWloEs%2FEydj3CmsKuyOhjpB6EN6yNI1GnjZ2W0u3gXvS7%2FY8LEpw%2FNhM3u6jszervYe9UqjS4WMacoOxjsPZmAHHozau2LMUl3pFInZdIfmczvRRCQulK3rB62EsXuVu0Qpatd%2FW8n%2Fxt10wVvXfdtL8QYP222IGGbnBPsuRKBgW4%2FeIEmy1pB5suNMxP9aW1aYWOhoISQOPbacyNapVs9HOTtQzhz2cNLccb6YaH8lpTJCDr738MukgHS%2B%2FrB5CDteSyXX%2Bhf8ZsCe3w2820%2BoitEctGdoSajydjIZroihxotL4T8An%2FVH1Fy%2B91JADpgCVtfqChVqGuRKsYmeFEC1RMlDu8VZpWVZTzXcXoVZQOUKbqUWwmRpWaJkjoj69J6f8NBEtc1f2YNAIhGG8JpOO%2BdsHIk8ZWr3sHk%2FC8JR6V1FLtKdDBm9kDfs7X6pbHmul3iy6ru%2FWc3WtIKsKYPXQsmsGC4IVo6vUAbBladl0qcOIfs8gJTAHTDuTSGlezg9yw4YBkhATcY%2FPAfyMHv4US9vZ6HIzljw3GwjwjljQ9wphWd4g8BX2kbEzkhnWYnMauFXeEF%2Fg3g5JyLzYMCDrz9rtR1hB8kXXHAF92sILnIElR449U1HftVlJs0ROVn%2FLraS%2B%2FmdoXgvLLAL6nwf074R1Nq9XEeVoRmskhzLVny2305zq9gTWxfVmtNZD7TnAqqtHi%2BH3DZCCB%2ByCVJIGLASjFEYbuu4ABVTQkDOE0fA0xhY1ed1XzXRet8ptdHvP9ML7quucM7eI3qag2xQuXvjQ8hv%2BMmOGO0get02fN9067SJyphR6msxfus3b4glKnlbiuXGp%2Bq2nAfM2gbOGJHe71yu0%2F1vP0FCPEflTAp3oQf5B1Ldoqyn8S6G3uyCgwzslC7L0x2Vvdu%2Fe3f3msj%2Ft3%2F%2Bn2vYf95EX6Mc%2BevrBrt8s%2B%2BP%2B%2FX9c9puuB7U1uqjXRcSYNKx%2FNK7cdghj5lio4msD1vPWqhaId4BgRAwsbS3xpZ7v4mRBRxFnkpwkRCUunsLgZXFoq%2FNIOvF%2BaCilfrN5KJVtmubYcLe3uKsIhvOLRw7djm2ZPlxc7CfrI53FrpO3CLu6Tm5rfvlfggn1DnL1qwef%2Fc0N6h3FxtqwJTqcm5lyM45qgnp7mRw2A4BVU8CSZ2x2YanHx2G4Yf3kaU2GEtfam2gVu9grQNSwTMZFd9nU1oUucK1et92tdMKqkkYR3kE9STmxIPYOEOQG2aNPwHr6WIZNFiIwBVPRPBcX4jDTPgn3Ioq0sb03kFEggLp3MgEOvgrIk6vpvIT1r2iQ%2BDUU95OYaxl0pbbSFiXtNEPbi2iXe2idfA8t9Rw5Lu7dWnJtN82o7R4E6YJFct2A%2FH6b2OSdSY3CplZAOQ4UEBV%2Ff8nbA5SRB0%2Bi3uWCSIkA0z0BMzpCaElWtLaiEdoqQY566DJHk7ijHSzmv%2BTB8k0ZTJVis8NBLnRYRdvFDusakl6z6eLVm7YLTU71SeExsAESnzU2OX%2FgcrtdaoFYeTMn8DxrsHxxrfo07eC1mLWLCYv5LaNts8Prdly7ZHSZ%2BrQv9XDTKWSV1BaWvCFCWM7A2UwO%2B%2FOr3tVl2rnAN2uZMI2hXEs7omiZorBeT8f6CmVGtjydioPp%2FUi7IbqUYC0CbYIQ6dJqEZBxgNBeF0pAZVALsCQjWFJoa%2BbbKe1CrTThQomICtNf4qZj5Uiqi9KOBSFo0EiBJcCGMFvLYkpx8VgqhzI8WhATAha6CQ5DB0ElMyeeexESyuq42O6yOsjFgjf6lEl90tVk3L5pteUNZ5PxsySxSf36urstBmIAgpl5K1FbuT9W2NmjS8i1Lpdkv8xmfIu3p8SxD%2Bxfa5PIqmK7V336FPLf7636ptVpNXMYaSGqDSmszbWNqLMaHGCx9DEzwEIpF3CuTYc5NZBRpENKAfuZldslKkJnAHlycMCFein280O%2FSzsGWdx9%2Ff0lR4bmdTFY4RNma%2FHvVCKP6VCSmEoancSITVAKw4ZBrA7ow0nlkw2iEMUaso0UdNZuf7hNUp9eNrrkWmfCsdl32qrnfQEN8mwWkTpFNZvY9eyP1fuMnshjAlmLpLlw9SWb1qg%2FW20j9kt81rX3uO11GpEKutK%2Bj4RUXwe7paLHMFjGwr1n8MO63QscM5dR8loPmH6apJ7PKp3VcictwemcDphHs1h8mtKy0mcA5p0YB7SBSl5ypgBzO1X%2FjBEwOWeCrJCw1mSIJLQmkZgF4CScJyqLBgc1SZN5cRBWlVTSSVCTZ12%2Bzfak81qydHQZWeVtf9g%2B9iHMAMuX3yV%2FPUV9ytuWzXKC0e%2F75j2A%2BsKI7xI7sa7JVdOrL7pk9YU4mcha4bFmh1PdDqOuvr7d2Oz8vs%2Ft9pGKVXCZOLv7HvYyijiL%2BjjMkycZB6w0M3R9xUX1Nz2%2FjKbvac1DXTZ0yLq1Hn2Mh1aEl0ze%2FnpNuB42YEEFF8xEMpy159fXPVwPlb27hyRYUJ%2FIPeol7Jrrfr3nrD3qu3oA1EMsr7xIkqTjJV1ffRJgcsGqN123zGAK%2BjSYtGwGi5bKUPJi7yU35nWVLYzYr1Wpo0tLpBBhV0kKErqzC9E8QHRt450r5B4EST2oAUQB1gB6VH39xVdemkKjYZ1GYp06Wvadezz7TkRj1ubsp1aaQcIsPHfJ6tW6zk6gU4J2rSBT6QTraKUGUwORHkXLi4xOhmmpDpO3cdC0vMUGsKQJYLl0sESaHGjDdZBx9U8dyoSZ9qM4Doi0irNyHBg3oyWp6dd8HU4XczvzJebLzFZ9PDuqyvKM8oUMUXZTcDURu17rTvIg5oAx2sCuF2c5HAZPNN46uGjNNbfcese96BuwuGdZ7LHktIFTz9%2FywJepEF7eIbqf903rG5y3YM06vOYL4iyzhfGuv%2BjWHTvvpW5Oz0Se8Bh9gtcnZNE1LIfZgg9dcF4HQaHEFmA6wn%2FsCGwEZRCjqX1pgtuFvkKYlcMkAko5nCkMc4VkAUPlhTSX6kvhjIcrU8aUAyYptocV4D4OnPwFXxbevD4pzRVylKTXUuJpJP2bqckYIzaf3%2BRf7RvuD5nSXEe3kRg%2Bc1U4Fuccabtjnmgeakm7si6eGNt51hQIyh6P1egytjUZbW0Oh4fnE7zBIvh9Rpcp4pbNlvb4TJvVHOmzWYXMSqfH7ewMDpucQ05pmOM8hOshHBfkLKLVLcTMXc2tD5Mp84CcEr262TwvYPXwtrApE%2Bbdi7zzzUaPxcZdEWodjpiJILishLVa4zKbYe0mzpd0hwKh5rDLSIhg8STMJm6hJHdaHB3egNnt4cxWOSW1CCmDnTPwrXGfjeNsbqOFALWElNMqC7HLLrO1ChabyPvXENbI286qxclY%2Fln%2BVsbLMIOkQID0fbJBLoCSniLGWIY42fXRZRv%2BYac6dvdR%2Bz9cv33sKWen89K7Ol3sunNf6Tv93Dvf3vbs6fMyY0%2B5XJcwtAfiBuDNp%2FS8cM03t4LBfgO9VaVArePmDPaVAkMfphPol9OruBQmqjT%2Bkz9U6ukf72lZzlPrLY%2FWG3ZGxJjQ%2F6Jag2CzKdpwaqJRd6JtsEIPqzatdrpS%2BZdxQ%2B9bx9tUH0BHIHugON7fAW0ArNjS6rX0kKrWMVmzq5kSY9INd1ycDKCfCGKRe%2FvYIu4W9eEKv6SIBd7qQWwAwzTaFminJ5gN1INDaFVrKIeagj%2BG1e1aBWgyozgPKTHaddAZQwKCagJg0Ebeca0nIRaGxWlhGHYhZLO47jIlB6y4SkRzD0qNHVPrJR7Ua0fd0rQzbI12pGugvdI%2BgH4GIBz9Rw1jMto%2BoBEKSzppHTozwa7HuKgXtKNaZp47h1F2jKpr4VbMTCA0Fwk9lNgfhStgEFW4ubKzglFX7YN9Td%2BrYEi1gi84wLXQj2MPaCfZt7RrGL1X515%2BL813iYCNPsIsYX6md2x3VtFTviinBKrK3CyWBffTvgS92XIbpVnbSebOWvudpQ0pAbAk6IXrUWsndtpIaqb%2BcFUZdtG4yYLqvsKC2aZOpYdaGwXaB0%2FPfliGSjD2FbA4aFuN0jBI31L3IOg%2FBTAdnjM7PXxGyzoKaz25bKLWG2dfR%2FfgMG62aUk4SlwsZQZw4fGT43X58ekd7%2BKxPupPwC0ZbBGWes20%2FZSghakSWkEA2Ogn6gt0cSTd0iL7lsKrpcUnr2yPXEfM2o7DCXbOghwJt6QjcKqFlE%2FQPug27fzvu6It6ZZvt%2FQYthGHw4c7lrt9odZcbqWvBW9D%2FaO%2FZAb4bwPvLAftCvMdUlW04kCa9MGoVbFXBPZvYEopzDmY2a%2B0iPutzmBTD1JIcpeyOWpEGGG5yWVxVeorEIy3pjCALBDgN71%2FvYCNJeGwfgk26AnDwgNqZoTgN1C5jMdAwpKm4LT4lnkzp0dntafaRHJn3O9sOtVrTp8UV68X5pJrvR65Kel0tY79undh4VSzwTmtNen3ktN7hzb1BeSztpiE046NCXNZw%2Bzpouu85XNXbTq1bb7KkEP%2FtKx%2FVrOrp6OzC3%2F17Mw6kY3G1SuF2eQqn0tuTeEvjsyMD89qbZXw9wp5Xtx99rmn%2Fe0jRhgkH83ef8a6z7VGC374Mc23uILp47%2FHr4cZl2eGGJTC3dSPI2QJkg%2B0Bq2bWIemNWCzjI5mbH0uOLV8HC4HRDVofh0gCHVHYZ0CdlRMsylYhb24jPtkMG2HWbRcY05KJ%2BOKl2656%2Bzz77r5xfi62fNf2iC6Oi%2BfNzJ%2F9rr4E0PDs3xnbFx5mW3W7OEN%2FYtmbLk8t2DwHM712Zduvvmlz6ZPvWj%2BvH%2F%2BrCzPuHneSfPmX3RqumntScO%2BUy89%2FVLb8Lz1zfM3rnrymRXnaPj1f%2FQBfzX%2FT4wf1h7G4wVAYIwJbXqfErADPoyzYKQnQKgQkC7wCSZEL80fgBHvH9kx57QzRkjTyMgOk%2FWCg%2Br1fz3LnQ4VRg6O7BBsFxwkt8J%2BJhyKF0Z2jJxx1iz1DyNk41mzdo7gV749ssNswu%2F8z1nu7umFEcKfAd%2By0G9tEHtyofiFnXBkZET9wyxNrlf03oHYQSWEefA00hqgVrWbemSMWtcXGBnYd2tVGLSDBhU1Gdr%2BpckNyqbR4NMew1AQtZSOmlVciIpRt16ZXxk878EnvlycoYVWimio%2FsvQ2qGhtUXuW1I2HQ6ns9Kx%2BSCx%2F8IeOPYanhia0EvdP54VE8hgozEU0wTjR6lkb6EvKxOfV0DFgYCMJpkf%2FwxUWmvc6XR0OEgT%2FWhV%2F3jwJ2TrTw4SuRV2nU71LSd%2BxNX%2FUg%2F%2B7McMR1KMG%2BzK3zA9wKGzmfsZrGPsoPWNw9lyN089LuhJGKBOSHe17B7AY24Puhzm0AY5sNZlq7hAZl2lLtJZ5t0zMBUQDE5vZJhuuUqzgJAgOpqx5r6pWpqLTY4wu4jtV7pExYyBkG7Ybe9XBsRvMI6m1Awa61fcmDGI3nDQccU0iaf5fK%2BeKcjLcRAKooyV%2BEbMF8Sid483zAGXiQ7ioU1fSerzhnWLjB42PbIsE12%2FfXkxOXflYCf3kKlv0azY4IpCW3l38Utr2gJ7XWKHt1nghxb%2B6Yn1K0lp6TlOspwYHYFM%2F%2FrC6bfNFpYt5z1dMy8YWbDYrlYdgqdr8Nzhzz9hXbpMXNe2iQ2HuvySUQCz3m0aGOt03zprfkCPCZ%2FH3cs%2FDbTdweAqBHYDqChhGk1spo3srNWyhz4QxOPQaSocUvppD%2FrWbNlPux%2F6w%2BbOskD9XwKjVZQ7Na8FUtKPjW%2FZ6SOUYk7xOWukpaMnhzsOt9IFtO3owcUNjUtGLHUNaoHlHNILaEmlSryXPkJDAEsfKJ2T4j7YFoZJrg%2FntIx90ZI0QyY1bMAclOJjfq%2FFzGW6Nz528%2FcfmLOiNbHa2x6Vw395ySRJ7TPiZ0vRL0SXDGbbl6c65J9lU2tlf8EoWUSbaJ5ma2XXF3sKwYG1Z7atL1%2Fdu7g5JHX1N6%2FqyBWz20MDfVYHiYW%2FGJC5EZ4P2qx38w6j3SpaCnfNB5kD1jX%2FjK7LRGr9Px0ZxYbNRJAoJSsYg4qp3lQ0LppZfGdpDAXsZf2TRgFpSQUNhxzbyt2C0T1WlxFG%2BgwF7H7xmN4TxpgDIa1tmmhipbdaYnhgbzvNk6eeuXKIRkdDMrZAwz5LOIosbZah5dXhgwYwtc4uwxct%2BiNfLLSisNSE7chdoLIGstl9bpdkopVyHpRN2Gmjlo6nmERYE8DoNdFaSMUuKiIOqGaLR2nPaQz0aI2QOFFrilQAFZJ9uYIxpNEirb45p3gOOruLBFv2ICFo01c8q7U4OowNiiqVCTRx0DrDGLNHyxcsCRbsPER9koCrifpdQHK6qJO3mYpU31QCCICMUwJkgX9FJIDDReNfoRaNKB4gzr6gxWrSNLwMNt5qJICgESAWwWoD3oDVBqVmF5zzYx2mEmigho49N5kqDdRAGhTrJDlnnBoaBdgD41Q5thVLcigPLtF5xA1csqnWvxRNAnRfACEoU5TtDtrGUMSJLWcUEX1R%2Bzwu0UQf7SLQRyV5aB4hdmSyUuzxIR20A85%2BhuWMtEuEA6tdDTydt7o%2FgyLGYXBDREtL527kZRgzbUxrDA4aOiDCvQ1GDj4oosJ8HA4Chd6NmJTdtL%2B2G9t7YLFYleJgRd%2FVPg8dHTvFU6A4WDQcRMrCFAfPRBx8k3FIUOg1Bk014kBbEBfPacShSIHHP8qVuERSvtTtGgtwJmKxktERsNZqRFz6VKWwOw%2BVBasHlyRgUmw7Sbva%2BixmfAfpq8FtNaE45YxaFUuN4LQvWO2Vk2rihNaD0da2mLrYQHTatrv%2B%2Bt%2FBawV4nRReEDAgfCx0nbC4EV6L7xPgzUlcA8x1eCsakHoz3hODW%2B%2F5qNWdd4zX7jZPLY2W6wXRzNSC7Mn1Y1jQ%2BPD77z2CRYwVraRRq1zU6hi1E%2B%2BcVCt3HGivxdFqsMTQizkJmvhUaFBkyCAWaKklU2r24GbseCXjkyH0dJP3H0ZYsNLykfcmAFkhS9V9COkj72l1mI2QqrYjR8bjfv9reGPj8Eb%2FHnjlJiznrUM0Ad7ikSMatO8%2FPBnaIiCy9P932kY5hLU2zhNhJYePaEyAiACPzGwg7WaAlfKkwUvrC4PMIFNfjqnbBysH3FqnY1AHZNrVGESpQI2oWvaGIooKp%2BXYY0KEJ18HLl%2BDWnvUW6UGFxlFeBCuivqw%2BjA%2BBmxCIS7V814DQXeI%2FyoTxYwfh%2BYbgiWxmUakMRnC16wlQ5Q86PF34kwFwoAtF0HLuI%2FJ9YHhZuhzF%2FoyoImBrsUIxtdMMknvNhjMZrPDZmWdxGE2yerPyZdZVjCbnRb%2BgPrhYhcreNRFXslqctrZCzyiSHjyrM1pM7uMP1d%2FutZTn8uUbn4Y45lMmdPpZsKabCw1CtK8DhCL3vrUtmoTuhTk9MxExSUqzVrnURjSQj6KhZDUY4VZn7R5BKUpjm8mr9Uik8OOyhlnPPoOrkxU6AAxnd%2FS6PctXmDZd2hQQKNsQ01AiGllVutwOumiGgTAEg22mVXz5CRR5QOT7Dl%2FIBxpaUWtF%2FSDOFYtYzWLyRyOxenRoEi9bfUi65Sge920gt9CCvMVE7RqQJ9Ny66rVVQ%2FuGVR8dF3yJ%2FJxvvI4fvUJzSWOHvh9ffWGPS6Ze88aiZr71Nt96kPTaltObVWj9NEH9Lhaaxw0apysKUEWKKBuoeq9iC053mzxeF0e7RKRrkJjhCjYLO7ROaENTqs3ljiRFU68uV7Lr98z4mLdNx4%2BvIGOYa%2BUBfofmm9C7eod3CgD3mUaBGfCfQF%2BnQ6NzqQfbpPsSYLzCxt7Q%2BrvMPK%2B62uY37yAnkRMxmxWyY2l3Va1Pe4FuxGjGwytiXLHOf%2BnZPu%2F%2FfdXEshNE%2B4excWqauzyZnjd2cP0PDU4aNvTbj3jXBv7LtZw11boQ1aY0rQ6GxZvL1Iby%2Fi7aUpuIMZOuHmPezqL6vzdrG3Ntz8u%2BqP2dW71Xn3j83I1p%2FfhXijz9Zfx1yqYgDRoPUi91HMffTWPrx1cDLmciHFJTxYWdoIwMaDGzez3%2BKO3HfwPvKjBvL%2F29mvbjz2JmH%2F8T%2FhjGo%2FHhzpE8Dhyf4doHhkQS7I1gZQth48%2B1UO7%2FY3ck4DMYoHNx4k7wB8977HfuvoH7OaDJPxmRz8s6BJmbDOg6e2n5lWPhmr2HFOK6rHmh8zkfkH1IT6%2FeXsnrEN5CHOdfQV4lKvJnuq3BNj02sysUhxwyrMpQyuHkYYSCMdSHzmhiNbNor0gRI87Jmytef%2FgfwxUhHkpO4hWkrnNIrustkna14hTaTgcwhkWjGOOm4siXiHpCPA8ZWwd9fYnF2YKVYs7uLe9oapEDz2DBboq5tD3PkVyn%2FDtP%2Beh%2BbjzWJQPwQInRRCJxgVZaNzAnjh2kJtpJ2KmZIRRGDZKvv1xvh1oCSQfhSkRAHLo7hxwNR3r9mmfg4hm3v9NWTj9WriN40Qvq6%2Bd82NAGAJTm64Xm3lnqjU5orR4KCwykycPiuxtQGYRENnBY0qQorUaeJpKIvUwTj%2FCfWQ%2BrxOoOITT9xY%2Bz8OivohvYgS6%2Bir9ORNX8f3Cb1J3ZR2F9E1GWjnoLRzoEljdKHKHcRy5BJvytbJ5wQKM%2BOBHLpAOl3Iz9j9x5alTsAgtijxYGk5rOYlJLB2yDKRzvhATkpmTSnnaFa7RufNqo2ip4WhKw00BjsCsHqSCiPaPrhSYY6D02nHwel42EyAvxF4JSRinkcJi0LKVlsA%2FUOwSE5GQR8oLdZvJuMoVID6l1AcaLRfPdiIwyUVOjY6Fvj01BoOFZoPZ6acMrl2QNMQwVzR%2BrcdXcErev86MnqE5g4ni7RrxZib%2FiDGls6D33tGt6m0ztg3Y6Si5AvmsL1JSW6mD4ssWZ05fFxkyebSqSPUWuhaqSsNvRA%2BugpTIlktaFUZNOPVh40NeM7p0mNAbq8kah0btZJPUDlKxAv0MyFhtXRb%2BKNuB%2FqiehHuDmDWv6Zf0h7Ro3rTaLoJBtrL7LdpRA%2Fzcg%2B9TON79V72tbrsGVpdNi29ZmpOFdmKS9M%2Bs0s2Yf9njNWYqcZusVJHYY8mHkX9ycvam1DvZ5HwYrXOeA957UmwxWxW%2F08bhtBGgVYL3W4Nqu8GEuwB2h4ba2Bq75t%2FoJ5Ee2D8czGUj%2FqNBvUK2o9vZcQjXinOjTT2Nl7C5DBDhkYjbTklVy2zVgfau22Zsr85gZXmKXxWwniyaxsmuxpbaFPjaB4hp8%2F2kbAHLZenSX7APjRwiksPboc51OqdBCi8OEAOBxaTUZrJmw0E1M2LA6otsFjdXDsy3ZYkd6pbkrbp04nBLDm4a3wBwk6Hw%2BoWcmf98LHb8bAe29RsJz%2FTzLSAnZxmskzZr2sKvgz1mdNSH7cX3UCZjNb4yO2iLBVoplqcOMVKKuQS2K%2B5bsNHZSkB6KSiJJ%2BQtCxz0E4PotE0WrkAdJl1RfWOYq24AQswUxfQY6hQaVdrBs3YnMrZ6qFi3dwfrZx9dqU4Nu%2BRWx%2BBcXExLv4h%2FiF8RrA7zMlhLjeT9GHBJxAwTVKFYYLpw07iIpHhe847%2F6f3Xx%2BJPCIKnu94el1bdh47d4todHze0e1%2BmPt95x13HTzv%2FHuGouRhd9pxu4MXt5x7bOcWscf7oscoPjwxtx%2FXt4zeXwmf45qheXsnZUoj9AEvTWhfZmCCtYn7ku3ZWZRomJpQIPneYS6LzCvp9VE0K8Hrm0mGyRDpa5ElL3aIBo0%2FzcdjDt5JJAe5mPUlV25emfQRQi52SChkvOGQ9%2Fve0A4yvINuGIPFra9vO%2F2xq4ozu8zm7EFvzkEyWd7eEpC8Tc0WS1b9qSPnxXZ47JNSgI%2FyMekev%2F8eKQabAaliCpzU0y5F29qiVkt9%2FmIecKAefycTO%2FdGpUQ0hT1dJa2LPX2JMn16x0fcN26gj%2BPQus5Xdh2hT6TGf%2Brmou5zqN3DTDvatOoRdm%2BOSjvLIepN1vpUaQuB9gSReuO%2FWoubXH2riKkGtEKIfhT1Hc0cr6VwsAc0rqImJj5LSu%2Bph70UsGpsge5PcNXtnq4Gf4Ko%2BRPw%2BX2iiz4DoCXe1qF1I6D7wZZkW7tW5DmpjR6G2jzoPMxpXf0NOXQogjqBfeiVrewBrLccm7NVoZ2TKMNjLyqgm%2F6UM3IYr1Bt8I7VGns1IUa930XNoff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AxNRE0NjMhMhYVERQGIyEiJhkBNDYzITIWFREUBiMhIiYBETQ2MyEyFhURFAYjISImGQE0NjMhMhYVERQGIyEiJh0VAZAVHR0V%2FnAVHR0VAZAVHR0V%2FnAVHQJYHRUBkBUdHRX%2BcBUdHRUBkBUdHRX%2BcBUdMgGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHf29AZAVHR0V%2FnAVHR0CbQGQFR0dFf5wFR0dAAAJAAAAAARMBEwADwAfAC8APwBPAF8AbwB%2FAI8AdgCyDQAAK7E8bDMzsATNsTRkMjKwHS%2BxTHwzM7AUzbFEdDIysC0vsVyMMzOwJM2xVIQyMgGwkC%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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%2B7hbzAVbz8%2F6qGQEsZGTIyMjIZAG2AUQBEqCg%2Fu7%2BvP7uoKACX%2F6q8%2FMBVvP9mgGQZGRkZGRkZGQA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%2F4WwAY0AS7AIUFixAQGOWbFGBitYIbAQWUuwFFJYIbCAWR2wBitcWFmwFCsAAAABUuZYrgAA%29%20format%28%27truetype%27%29%2Curl%28data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPD94bWwgdmVyc2lvbj0iMS4wIiBzdGFuZGFsb25lPSJubyI%2FPgo8IURPQ1RZUEUgc3ZnIFBVQkxJQyAiLS8vVzNDLy9EVEQgU1ZHIDEuMS8vRU4iICJodHRwOi8vd3d3LnczLm9yZy9HcmFwaGljcy9TVkcvMS4xL0RURC9zdmcxMS5kdGQiID4KPHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPgo8bWV0YWRhdGE%2BPC9tZXRhZGF0YT4KPGRlZnM%2BCjxmb250IGlkPSJnbHlwaGljb25zX2hhbGZsaW5nc3JlZ3VsYXIiIGhvcml6LWFkdi14PSIxMjAwIiA%2BCjxmb250LWZhY2UgdW5pdHMtcGVyLWVtPSIxMjAwIiBhc2NlbnQ9Ijk2MCIgZGVzY2VudD0iLTI0MCIgLz4KPG1pc3NpbmctZ2x5cGggaG9yaXotYWR2LXg9IjUwMCIgLz4KPGdseXBoIC8%2BCjxnbHlwaCAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZDsiIC8%2BCjxnbHlwaCB1bmljb2RlPSIgIiAvPgo8Z2x5cGggdW5pY29kZT0iKiIgZD0iTTEwMCA1MDB2MjAwaDI1OWwtMTgzIDE4M2wxNDEgMTQxbDE4MyAtMTgzdjI1OWgyMDB2LTI1OWwxODMgMTgzbDE0MSAtMTQxbC0xODMgLTE4M2gyNTl2LTIwMGgtMjU5bDE4MyAtMTgzbC0xNDEgLTE0MWwtMTgzIDE4M3YtMjU5aC0yMDB2MjU5bC0xODMgLTE4M2wtMTQxIDE0MWwxODMgMTgzaC0yNTl6IiAvPgo8Z2x5cGggdW5pY29kZT0iKyIgZD0iTTAgNDAwdjMwMGg0MDB2NDAwaDMwMHYtNDAwaDQwMHYtMzAwaC00MDB2LTQwMGgtMzAwdjQwMGgtNDAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGEwOyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDA7IiBob3Jpei1hZHYteD0iNjUyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwMTsiIGhvcml6LWFkdi14PSIxMzA0IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwMjsiIGhvcml6LWFkdi14PSI2NTIiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDMyOyIgZD0iTTEwMCAwaDExMDB2MTIwMGgtMTEwMHYtMTIwMHpNMjAwIDEwMHY5MDBoOTAwdi05MDBoLTkwMHpNMzAwIDIwMHYxMDBoMTAwdi0xMDBoLTEwMHpNMzAwIDQwMHYxMDBoMTAwdi0xMDBoLTEwMHpNMzAwIDYwMHYxMDBoMTAwdi0xMDBoLTEwMHpNMzAwIDgwMHYxMDBoMTAwdi0xMDBoLTEwMHpNNTAwIDIwMGg1MDB2MTAwaC01MDB2LTEwMHpNNTAwIDQwMHYxMDBoNTAwdi0xMDBoLTUwMHpNNTAwIDYwMHYxMDBoNTAwdi0xMDBoLTUwMHogTTUwMCA4MDB2MTAwaDUwMHYtMTAwaC01MDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAzMzsiIGQ9Ik0wIDEwMHY2MDBxMCA0MSAyOS41IDcwLjV0NzAuNSAyOS41aDEwMHYyMDBxMCA4MiA1OSAxNDF0MTQxIDU5aDMwMHE4MiAwIDE0MSAtNTl0NTkgLTE0MXYtMjAwaDEwMHE0MSAwIDcwLjUgLTI5LjV0MjkuNSAtNzAuNXYtNjAwcTAgLTQxIC0yOS41IC03MC41dC03MC41IC0yOS41aC05MDBxLTQxIDAgLTcwLjUgMjkuNXQtMjkuNSA3MC41ek00MDAgODAwaDMwMHYxNTBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTIwMCBxLTIxIDAgLTM1LjUgLTE0LjV0LTE0LjUgLTM1LjV2LTE1MHoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDUyOyIgZD0iTTAgNTBxMCAtMjAgMTQuNSAtMzV0MzUuNSAtMTVoMTEwMHEyMSAwIDM1LjUgMTV0MTQuNSAzNXYxMDBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTExMDBxLTIxIDAgLTM1LjUgLTE0LjV0LTE0LjUgLTM1LjV2LTEwMHpNMCAzNTBxMCAtMjAgMTQuNSAtMzV0MzUuNSAtMTVoODAwcTIxIDAgMzUuNSAxNXQxNC41IDM1djEwMHEwIDIxIC0xNC41IDM1LjV0LTM1LjUgMTQuNWgtODAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41IHYtMTAwek0wIDY1MHEwIC0yMCAxNC41IC0zNXQzNS41IC0xNWgxMDAwcTIxIDAgMzUuNSAxNXQxNC41IDM1djEwMHEwIDIxIC0xNC41IDM1LjV0LTM1LjUgMTQuNWgtMTAwMHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMTAwek0wIDk1MHEwIC0yMCAxNC41IC0zNXQzNS41IC0xNWg2MDBxMjEgMCAzNS41IDE1dDE0LjUgMzV2MTAwcTAgMjEgLTE0LjUgMzUuNXQtMzUuNSAxNC41aC02MDBxLTIxIDAgLTM1LjUgLTE0LjUgdC0xNC41IC0zNS41di0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1MzsiIGQ9Ik0wIDUwcTAgLTIwIDE0LjUgLTM1dDM1LjUgLTE1aDExMDBxMjEgMCAzNS41IDE1dDE0LjUgMzV2MTAwcTAgMjEgLTE0LjUgMzUuNXQtMzUuNSAxNC41aC0xMTAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xMDB6TTAgNjUwcTAgLTIwIDE0LjUgLTM1dDM1LjUgLTE1aDExMDBxMjEgMCAzNS41IDE1dDE0LjUgMzV2MTAwcTAgMjEgLTE0LjUgMzUuNXQtMzUuNSAxNC41aC0xMTAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41IHYtMTAwek0yMDAgMzUwcTAgLTIwIDE0LjUgLTM1dDM1LjUgLTE1aDcwMHEyMSAwIDM1LjUgMTV0MTQuNSAzNXYxMDBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTcwMHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMTAwek0yMDAgOTUwcTAgLTIwIDE0LjUgLTM1dDM1LjUgLTE1aDcwMHEyMSAwIDM1LjUgMTV0MTQuNSAzNXYxMDBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTcwMHEtMjEgMCAtMzUuNSAtMTQuNSB0LTE0LjUgLTM1LjV2LTEwMHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDU5OyIgZD0iTTAgMjc1djY1MHEwIDMxIDIyIDUzdDUzIDIyaDc1MHEzMSAwIDUzIC0yMnQyMiAtNTN2LTY1MHEwIC0zMSAtMjIgLTUzdC01MyAtMjJoLTc1MHEtMzEgMCAtNTMgMjJ0LTIyIDUzek05MDAgNjAwbDMwMCAzMDB2LTYwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDYwOyIgZD0iTTAgNDR2MTAxMnEwIDE4IDEzIDMxdDMxIDEzaDExMTJxMTkgMCAzMS41IC0xM3QxMi41IC0zMXYtMTAxMnEwIC0xOCAtMTIuNSAtMzF0LTMxLjUgLTEzaC0xMTEycS0xOCAwIC0zMSAxM3QtMTMgMzF6TTEwMCAyNjNsMjQ3IDE4MmwyOTggLTEzMWwtNzQgMTU2bDI5MyAzMThsMjM2IC0yODh2NTAwaC0xMDAwdi03Mzd6TTIwOCA3NTBxMCA1NiAzOSA5NXQ5NSAzOXQ5NSAtMzl0MzkgLTk1dC0zOSAtOTV0LTk1IC0zOXQtOTUgMzl0LTM5IDk1eiAiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEzNiA1NTBsNTY0IDU1MHYtNDg3bDUwMCA0ODd2LTExMDBsLTUwMCA0ODh2LTQ4OHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc4OyIgZD0iTTEwMCAyNTB2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgxMDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41ek0xMDAgNTAwaDExMDBsLTU1MCA1NjR6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3OTsiIGQ9Ik0xODUgNTk5bDU5MiAtNTkybDI0MCAyNDBsLTM1MyAzNTNsMzUzIDM1M2wtMjQwIDI0MHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDgwOyIgZD0iTTI3MiAxOTRsMzUzIDM1M2wtMzUzIDM1M2wyNDEgMjQwbDU3MiAtNTcxbDIxIC0yMmwtMSAtMXYtMWwtNTkyIC01OTF6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA4MTsiIGQ9Ik0zIDYwMHEwIDE2MiA4MCAyOTkuNXQyMTcuNSAyMTcuNXQyOTkuNSA4MHQyOTkuNSAtODB0MjE3LjUgLTIxNy41dDgwIC0yOTkuNXQtODAgLTI5OS41dC0yMTcuNSAtMjE3LjV0LTI5OS41IC04MHQtMjk5LjUgODB0LTIxNy41IDIxNy41dC04MCAyOTkuNXpNMzAwIDUwMGgyMDB2LTIwMGgyMDB2MjAwaDIwMHYyMDBoLTIwMHYyMDBoLTIwMHYtMjAwaC0yMDB2LTIwMHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDkxOyIgZD0iTTAgNTQ3bDYwMCA0NTN2LTMwMGg2MDB2LTMwMGgtNjAwdi0zMDF6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA5MjsiIGQ9Ik0wIDQwMHYzMDBoNjAwdjMwMGw2MDAgLTQ1M2wtNjAwIC00NDh2MzAxaC02MDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA5MzsiIGQ9Ik0yMDQgNjAwbDQ1MCA2MDBsNDQ0IC02MDBoLTI5OHYtNjAwaC0zMDB2NjAwaC0yOTZ6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA5NDsiIGQ9Ik0xMDQgNjAwaDI5NnY2MDBoMzAwdi02MDBoMjk4bC00NDkgLTYwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk1OyIgZD0iTTAgMjAwcTYgMTMyIDQxIDIzOC41dDEwMy41IDE5M3QxODQgMTM4dDI3MS41IDU5LjV2MjcxbDYwMCAtNDUzbC02MDAgLTQ0OHYzMDFxLTk1IC0yIC0xODMgLTIwdC0xNzAgLTUydC0xNDcgLTkyLjV0LTEwMCAtMTM1LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA5NjsiIGQ9Ik0wIDB2NDAwbDEyOSAtMTI5bDI5NCAyOTRsMTQyIC0xNDJsLTI5NCAtMjk0bDEyOSAtMTI5aC00MDB6TTYzNSA3NzdsMTQyIC0xNDJsMjk0IDI5NGwxMjkgLTEyOXY0MDBoLTQwMGwxMjkgLTEyOXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk3OyIgZD0iTTM0IDE3NmwyOTUgMjk1bC0xMjkgMTI5aDQwMHYtNDAwbC0xMjkgMTMwbC0yOTUgLTI5NXpNNjAwIDYwMHY0MDBsMTI5IC0xMjlsMjk1IDI5NWwxNDIgLTE0MWwtMjk1IC0yOTVsMTI5IC0xMzBoLTQwMHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTI2OyIgZD0iTTAgNDAwdjYwMGgyMDB2LTYwMGgtMjAwek0zMDAgNTI1djQwMHEwIDc1IDEwMCA3NWg2MXExMjQgMTAwIDEzOSAxMDBoMjUwcTQ2IDAgODMgLTU3bDIzOCAtMzQ0cTI5IC0zMSAyOSAtNzR2LTEwMHEwIC00NCAtMzAuNSAtODQuNXQtNjkuNSAtNDAuNWgtMzI4cTI4IC0xMTggMjggLTEyNXYtMTUwcTAgLTQ0IC0zMC41IC04NC41dC02OS41IC00MC41aC01MHEtMjcgMCAtNTEgMjB0LTM4IDQ4bC05NiAxOThsLTE0NSAxOTYgcS0yMCAyNiAtMjAgNjN6TTQwMCA1MjVsMTUwIC0yMTJsMTAwIC0yMTNoNTB2MTc1bC01MCAyMjVoNDUwdjEyNWwtMjUwIDM3NWgtMjE0bC0xMzYgLTEwMGgtMTAwdi0zNzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyNzsiIGQ9Ik04IDIwMHY2MDBoMjAwdi02MDBoLTIwMHpNMzA4IDI3NXY1MjVxMCAxNyAxNCAzNS41dDI4IDI4LjVsMTQgOWwzNjIgMjMwcTE0IDYgMjUgNnExNyAwIDI5IC0xMmwxMDkgLTExMnExNCAtMTQgMTQgLTM0cTAgLTE4IC0xMSAtMzJsLTg1IC0xMjFoMzAycTg1IDAgMTM4LjUgLTM4dDUzLjUgLTExMHQtNTQuNSAtMTExdC0xMzguNSAtMzloLTEwN2wtMTMwIC0zMzlxLTcgLTIyIC0yMC41IC00MS41dC0yOC41IC0xOS41aC0zNDEgcS03IDAgLTkwIDgxdC04MyA5NHpNNDA4IDI4OWwxMDAgLTg5aDI5M2wxMzEgMzM5cTYgMjEgMTkuNSA0MXQyOC41IDIwaDIwM3ExNiAwIDI1IDE1dDkgMzZxMCAyMCAtOSAzNC41dC0yNSAxNC41aC00NTdoLTYuNWgtNy41dC02LjUgMC41dC02IDF0LTUgMS41dC01LjUgMi41dC00IDR0LTQgNS41cS01IDEyIC01IDIwcTAgMTQgMTAgMjdsMTQ3IDE4M2wtODYgODNsLTMzOSAtMjM2di01MDN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyODsiIGQ9Ik0tMTAxIDY1MXEwIDcyIDU0IDExMHQxMzkgMzhsMzAyIC0xbC04NSAxMjFxLTExIDE2IC0xMSAzMnEwIDIxIDE0IDM0bDEwOSAxMTNxMTMgMTIgMjkgMTJxMTEgMCAyNSAtNmwzNjUgLTIzMHE3IC00IDE3IC0xMC41dDI2LjUgLTI2dDE2LjUgLTM2LjV2LTUyNnEwIC0xMyAtODYgLTkzLjV0LTk0IC04MC41aC0zNDFxLTE2IDAgLTI5LjUgMjB0LTE5LjUgNDFsLTEzMCAzMzloLTEwN3EtODQgMCAtMTM5IDM5dC01NSAxMTF6TS0xIDYwMWgyMjIgcTE1IDAgMjguNSAtMjAuNXQxOS41IC00MC41bDEzMSAtMzM5aDI5M2wxMDcgODl2NTAybC0zNDMgMjM3bC04NyAtODNsMTQ1IC0xODRxMTAgLTExIDEwIC0yNnEwIC0xMSAtNSAtMjBxLTEgLTMgLTMuNSAtNS41bC00IC00dC01IC0yLjV0LTUuNSAtMS41dC02LjUgLTF0LTYuNSAtMC41aC03LjVoLTYuNWgtNDc2di0xMDB6TTEwMDAgMjAxdjYwMGgyMDB2LTYwMGgtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMjk7IiBkPSJNOTcgNzE5bDIzMCAtMzYzcTQgLTYgMTAuNSAtMTUuNXQyNiAtMjV0MzYuNSAtMTUuNWg1MjVxMTMgMCA5NCA4M3Q4MSA5MHYzNDJxMCAxNSAtMjAgMjguNXQtNDEgMTkuNWwtMzM5IDEzMXYxMDZxMCA4NCAtMzkgMTM5dC0xMTEgNTV0LTExMCAtNTMuNXQtMzggLTEzOC41di0zMDJsLTEyMSA4NHEtMTUgMTIgLTMzLjUgMTEuNXQtMzIuNSAtMTMuNWwtMTEyIC0xMTBxLTIyIC0yMiAtNiAtNTN6TTE3MiA3MzlsODMgODZsMTgzIC0xNDYgcTIyIC0xOCA0NyAtNXEzIDEgNS41IDMuNWw0IDR0Mi41IDV0MS41IDUuNXQxIDYuNXQwLjUgNi41djcuNXY2LjV2NDU2cTAgMjIgMjUgMzF0NTAgLTAuNXQyNSAtMzAuNXYtMjAycTAgLTE2IDIwIC0yOS41dDQxIC0xOS41bDMzOSAtMTMwdi0yOTRsLTg5IC0xMDBoLTUwM3pNNDAwIDB2MjAwaDYwMHYtMjAwaC02MDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzMDsiIGQ9Ik0yIDU4NXEtMTYgLTMxIDYgLTUzbDExMiAtMTEwcTEzIC0xMyAzMiAtMTMuNXQzNCAxMC41bDEyMSA4NXEwIC01MSAtMC41IC0xNTMuNXQtMC41IC0xNDguNXEwIC04NCAzOC41IC0xMzh0MTEwLjUgLTU0dDExMSA1NXQzOSAxMzl2MTA2bDMzOSAxMzFxMjAgNiA0MC41IDE5LjV0MjAuNSAyOC41djM0MnEwIDcgLTgxIDkwdC05NCA4M2gtNTI1cS0xNyAwIC0zNS41IC0xNHQtMjguNSAtMjhsLTEwIC0xNXpNNzcgNTY1bDIzNiAzMzloNTAzIGw4OSAtMTAwdi0yOTRsLTM0MCAtMTMwcS0yMCAtNiAtNDAgLTIwdC0yMCAtMjl2LTIwMnEwIC0yMiAtMjUgLTMxdC01MCAwdC0yNSAzMXY0NTZ2MTQuNXQtMS41IDExLjV0LTUgMTJ0LTkuNSA3cS0yNCAxMyAtNDYgLTVsLTE4NCAtMTQ2ek0zMDUgMTEwNHYyMDBoNjAwdi0yMDBoLTYwMHoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTQ0OyIgZD0iTTU3IDM1M3EwIC05NSA2NiAtMTU5bDE0MSAtMTQycTY4IC02NiAxNTkgLTY2cTkzIDAgMTU5IDY2bDI4MyAyODNxNjYgNjYgNjYgMTU5dC02NiAxNTlsLTE0MSAxNDFxLTggOSAtMTkgMTdsLTEwNSAtMTA1bDIxMiAtMjEybC0zODkgLTM4OWwtMjQ3IDI0OGw5NSA5NWwtMTggMThxLTQ2IDQ1IC03NSAxMDFsLTU1IC01NXEtNjYgLTY2IC02NiAtMTU5ek0yNjkgNzA2cTAgLTkzIDY2IC0xNTlsMTQxIC0xNDFxNyAtNyAxOSAtMTdsMTA1IDEwNSBsLTIxMiAyMTJsMzg5IDM4OWwyNDcgLTI0N2wtOTUgLTk2bDE4IC0xN3E0NyAtNDkgNzcgLTEwMGwyOSAyOXEzNSAzNSA2Mi41IDg4dDI3LjUgOTZxMCA5MyAtNjYgMTU5bC0xNDEgMTQxcS02NiA2NiAtMTU5IDY2cS05NSAwIC0xNTkgLTY2bC0yODMgLTI4M3EtNjYgLTY0IC02NiAtMTU5eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNDU7IiBkPSJNMjAwIDEwMHY5NTNxMCAyMSAzMCA0NnQ4MSA0OHQxMjkgMzh0MTYzIDE1dDE2MiAtMTV0MTI3IC0zOHQ3OSAtNDh0MjkgLTQ2di05NTNxMCAtNDEgLTI5LjUgLTcwLjV0LTcwLjUgLTI5LjVoLTYwMHEtNDEgMCAtNzAuNSAyOS41dC0yOS41IDcwLjV6TTMwMCAzMDBoNjAwdjcwMGgtNjAwdi03MDB6TTQ5NiAxNTBxMCAtNDMgMzAuNSAtNzMuNXQ3My41IC0zMC41dDczLjUgMzAuNXQzMC41IDczLjV0LTMwLjUgNzMuNXQtNzMuNSAzMC41IHQtNzMuNSAtMzAuNXQtMzAuNSAtNzMuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUwOyIgZD0iTTIgMzAwbDI5OCAtMzAwbDI5OCAzMDBoLTE5OHY5MDBoLTIwMHYtOTAwaC0xOTh6TTYwMiA5MDBsMjk4IDMwMGwyOTggLTMwMGgtMTk4di05MDBoLTIwMHY5MDBoLTE5OHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUxOyIgZD0iTTIgMzAwaDE5OHY5MDBoMjAwdi05MDBoMTk4bC0yOTggLTMwMHpNNzAwIDB2MjAwaDEwMHYtMTAwaDIwMHYtMTAwaC0zMDB6TTcwMCA0MDB2MTAwaDMwMHYtMjAwaC05OXYtMTAwaC0xMDB2MTAwaDk5djEwMGgtMjAwek03MDAgNzAwdjUwMGgzMDB2LTUwMGgtMTAwdjEwMGgtMTAwdi0xMDBoLTEwMHpNODAxIDkwMGgxMDB2MjAwaC0xMDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUyOyIgZD0iTTIgMzAwaDE5OHY5MDBoMjAwdi05MDBoMTk4bC0yOTggLTMwMHpNNzAwIDB2NTAwaDMwMHYtNTAwaC0xMDB2MTAwaC0xMDB2LTEwMGgtMTAwek03MDAgNzAwdjIwMGgxMDB2LTEwMGgyMDB2LTEwMGgtMzAwek03MDAgMTEwMHYxMDBoMzAwdi0yMDBoLTk5di0xMDBoLTEwMHYxMDBoOTl2MTAwaC0yMDB6TTgwMSAyMDBoMTAwdjIwMGgtMTAwdi0yMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE1MzsiIGQ9Ik0yIDMwMGwyOTggLTMwMGwyOTggMzAwaC0xOTh2OTAwaC0yMDB2LTkwMGgtMTk4ek04MDAgMTAwdjQwMGgzMDB2LTUwMGgtMTAwdjEwMGgtMjAwek04MDAgMTEwMHYxMDBoMjAwdi01MDBoLTEwMHY0MDBoLTEwMHpNOTAxIDIwMGgxMDB2MjAwaC0xMDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTU0OyIgZD0iTTIgMzAwbDI5OCAtMzAwbDI5OCAzMDBoLTE5OHY5MDBoLTIwMHYtOTAwaC0xOTh6TTgwMCA0MDB2MTAwaDIwMHYtNTAwaC0xMDB2NDAwaC0xMDB6TTgwMCA4MDB2NDAwaDMwMHYtNTAwaC0xMDB2MTAwaC0yMDB6TTkwMSA5MDBoMTAwdjIwMGgtMTAwdi0yMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE1NTsiIGQ9Ik0yIDMwMGwyOTggLTMwMGwyOTggMzAwaC0xOTh2OTAwaC0yMDB2LTkwMGgtMTk4ek03MDAgMTAwdjIwMGg1MDB2LTIwMGgtNTAwek03MDAgNDAwdjIwMGg0MDB2LTIwMGgtNDAwek03MDAgNzAwdjIwMGgzMDB2LTIwMGgtMzAwek03MDAgMTAwMHYyMDBoMjAwdi0yMDBoLTIwMHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTY3OyIgZD0iTTAgMHYyNzVxMCAxMSA3IDE4dDE4IDdoMTA0OHExMSAwIDE5IC03LjV0OCAtMTcuNXYtMjc1aC0xMTAwek0xMDAgNzAwaDMwMHYtMzAwaDMwMHYzMDBoMjk1bC00NDUgNTAwek05MDAgMTUwaDEwMHY1MGgtMTAwdi01MHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTY4OyIgZD0iTTAgMHYyNzVxMCAxMSA3IDE4dDE4IDdoMTA0OHExMSAwIDE5IC03LjV0OCAtMTcuNXYtMjc1aC0xMTAwek0xMDAgNzA1bDMwNSAtMzA1bDU5NiA1OTZsLTE1NCAxNTVsLTQ0MiAtNDQybC0xNTAgMTUxek05MDAgMTUwaDEwMHY1MGgtMTAwdi01MHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTY5OyIgZD0iTTAgMHYyNzVxMCAxMSA3IDE4dDE4IDdoMTA0OHExMSAwIDE5IC03LjV0OCAtMTcuNXYtMjc1aC0xMTAwek0xMDAgOTg4bDk3IC05OGwyMTIgMjEzbC05NyA5N3pNMjAwIDQwMGw2OTcgMWwzIDY5OWwtMjUwIC0yMzlsLTE0OSAxNDlsLTIxMiAtMjEybDE0OSAtMTQ5ek05MDAgMTUwaDEwMHY1MGgtMTAwdi01MHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTczOyIgZD0iTTAgMTUwdjEwMDBxMCAyMCAxNC41IDM1dDM1LjUgMTVoMjUwdi0zMDBoNTAwdjMwMGgxMDBsMjAwIC0yMDB2LTIxOGwtMjc2IC0yNzVsLTEyMCAxMjBsLTEyNiAtMTI3aC0zNzh2LTQwMGgtMTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXpNNTgxIDMwNmwxMjMgMTIzbDEyMCAtMTIwbDM1MyAzNTJsMTIzIC0xMjNsLTQ3NSAtNDc2ek02MDAgMTAwMGgxMDB2MjAwaC0xMDB2LTIwMHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTg0OyIgZD0iTTEwMCAwdjEwMGgxMTAwdi0xMDBoLTExMDB6TTE3NSAyMDBoOTUwbC0xMjUgMTUwdjI1MGwxMDAgMTAwdjQwMGgtMTAwdi0yMDBoLTEwMHYyMDBoLTIwMHYtMjAwaC0xMDB2MjAwaC0yMDB2LTIwMGgtMTAwdjIwMGgtMTAwdi00MDBsMTAwIC0xMDB2LTI1MHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTg4OyIgZD0iTS0xMDAgMzAwdjUwMHEwIDEyNCA4OCAyMTJ0MjEyIDg4aDcwMHExMjQgMCAyMTIgLTg4dDg4IC0yMTJ2LTUwMHEwIC0xMjQgLTg4IC0yMTJ0LTIxMiAtODhoLTcwMHEtMTI0IDAgLTIxMiA4OHQtODggMjEyek0xMDAgMjAwaDkwMHY3MDBoLTkwMHYtNzAwek0yMDAgMzAwaDMwMHYxMDBoLTIwMHYzMDBoMjAwdjEwMGgtMzAwdi01MDB6TTYwMCAzMDBoMzAwdjEwMGgtMjAwdjMwMGgyMDB2MTAwaC0zMDB2LTUwMHoiIC8%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%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<div id="discriminant-analysis-of-geochemical-composition-vs.eruption-phase-iia" class="section level1">
<h1>Discriminant Analysis of Geochemical composition vs. Eruption Phase (IIa)</h1>
<div id="major-compounds-decepcion-island-adelina-geyer-2014" class="section level2">
<h2>Major compounds Decepcion Island (Adelina Geyer 2014)</h2>
<ul>
<li><a href="mailto:Agustin.Lobo@ictja.csic.es">Agustin.Lobo@ictja.csic.es</a></li>
<li>Data by <a href="mailto:ageyertraver@gmail.com">ageyertraver@gmail.com</a></li>
<li>20160721</li>
</ul>
<p><strong>Goal: do samples defined by their geochemical composition cluster according to field-diagnosed eruption phase?</strong></p>
<pre class="r"><code>knitr::opts_chunk$set(fig.path='figure/decepcionADE_major-')
require(MASS)
require(ggplot2)
require(reshape2)
require(plyr)
require(scales)
require(robCompositions)
require(subselect)

rwd &lt;- &quot;/media/alobo/LACIE500/Adelina/GQDecepcion/RGQDecepcion&quot;
dirdata1 &lt;- &quot;/media/alobo/LACIE500/Adelina/GQDecepcion/GQDecepcionData&quot;</code></pre>
</div>
<div id="data-handling" class="section level2">
<h2>1. Data handling</h2>
<div id="data-reading" class="section level3">
<h3>1.1 Data reading</h3>
<pre class="r"><code>decepade.ori &lt;- read.csv(file.path(dirdata1,&quot;resultados_analiticos_Decepcion.csv&quot;),header=TRUE,stringsAsFactors = FALSE)
head(decepade.ori,1)</code></pre>
<pre><code>##   Muestra      x       y  fase SiO2  TiO2 Al2O3  FeO.   MnO  MgO  CaO Na2O
## 1    DI-7 616577 3014630 dique 52.3 2.583 15.24 10.83 0.192 3.97 7.86 4.76
##    K2O  P2O5   Sum LOI.... SiO2.N TiO2.1 Al2O3.1 FeO..1 MnO.1 MgO.1 CaO.1
## 1 0.58 0.413 98.74   -0.36  52.97  2.616   15.44  10.97 0.195  4.02  7.96
##   Na2O.1 K2O.1 P2O5.1 Total Na.KO Ni Cr Sc   V Ba Rb  Sr  Zr  Y  Nb Ga Cu
## 1   4.82  0.59  0.419   100  5.41 10  3 31 335 96  7 367 205 40 7.9 21 46
##   Zn Pb La Ce Th Nd U La.ppm Ce.ppm Pr.ppm Nd.ppm Sm.ppm Eu.ppm Gd.ppm
## 1 94  3 12 28  1 21 1  12.54  32.02   4.71   22.2   6.27   2.23    7.2
##   Tb.ppm Dy.ppm Ho.ppm Er.ppm Tm.ppm Yb.ppm Lu.ppm Ba.ppm Th.ppm Nb.ppm
## 1   1.25   7.75   1.58   4.24    0.6   3.62   0.58     93   1.25   6.79
##   Y.ppm Hf.ppm Ta.ppm U.ppm Pb.ppm Rb.ppm Cs.ppm Sr.ppm Sc.ppm Zr.ppm
## 1 40.14   4.77   0.51  0.39    3.3    6.9   0.41    372   31.8    204</code></pre>
<pre class="r"><code>names(decepade.ori)</code></pre>
<pre><code>##  [1] &quot;Muestra&quot; &quot;x&quot;       &quot;y&quot;       &quot;fase&quot;    &quot;SiO2&quot;    &quot;TiO2&quot;    &quot;Al2O3&quot;  
##  [8] &quot;FeO.&quot;    &quot;MnO&quot;     &quot;MgO&quot;     &quot;CaO&quot;     &quot;Na2O&quot;    &quot;K2O&quot;     &quot;P2O5&quot;   
## [15] &quot;Sum&quot;     &quot;LOI....&quot; &quot;SiO2.N&quot;  &quot;TiO2.1&quot;  &quot;Al2O3.1&quot; &quot;FeO..1&quot;  &quot;MnO.1&quot;  
## [22] &quot;MgO.1&quot;   &quot;CaO.1&quot;   &quot;Na2O.1&quot;  &quot;K2O.1&quot;   &quot;P2O5.1&quot;  &quot;Total&quot;   &quot;Na.KO&quot;  
## [29] &quot;Ni&quot;      &quot;Cr&quot;      &quot;Sc&quot;      &quot;V&quot;       &quot;Ba&quot;      &quot;Rb&quot;      &quot;Sr&quot;     
## [36] &quot;Zr&quot;      &quot;Y&quot;       &quot;Nb&quot;      &quot;Ga&quot;      &quot;Cu&quot;      &quot;Zn&quot;      &quot;Pb&quot;     
## [43] &quot;La&quot;      &quot;Ce&quot;      &quot;Th&quot;      &quot;Nd&quot;      &quot;U&quot;       &quot;La.ppm&quot;  &quot;Ce.ppm&quot; 
## [50] &quot;Pr.ppm&quot;  &quot;Nd.ppm&quot;  &quot;Sm.ppm&quot;  &quot;Eu.ppm&quot;  &quot;Gd.ppm&quot;  &quot;Tb.ppm&quot;  &quot;Dy.ppm&quot; 
## [57] &quot;Ho.ppm&quot;  &quot;Er.ppm&quot;  &quot;Tm.ppm&quot;  &quot;Yb.ppm&quot;  &quot;Lu.ppm&quot;  &quot;Ba.ppm&quot;  &quot;Th.ppm&quot; 
## [64] &quot;Nb.ppm&quot;  &quot;Y.ppm&quot;   &quot;Hf.ppm&quot;  &quot;Ta.ppm&quot;  &quot;U.ppm&quot;   &quot;Pb.ppm&quot;  &quot;Rb.ppm&quot; 
## [71] &quot;Cs.ppm&quot;  &quot;Sr.ppm&quot;  &quot;Sc.ppm&quot;  &quot;Zr.ppm&quot;</code></pre>
<pre class="r"><code>names(decepade.ori)[1:4] &lt;- c(&quot;Sample&quot;,&quot;Longitude&quot;,&quot;Latitude&quot;,&quot;Phase&quot;)
decepade.ori$Longitude &lt;- -decepade.ori$Longitude
decepade.ori$Latitude  &lt;- -decepade.ori$Latitude
names(decepade.ori)[16] &lt;- &quot;LOI&quot;
names(decepade.ori)[c(8,20)] &lt;- &quot;FeO*&quot;
table(decepade.ori$Phase)</code></pre>
<pre><code>## 
## dique  Mush  pipe  post   pre   syn 
##     8     3     1    27     9     7</code></pre>
<pre class="r"><code>decepade.ori$Phase &lt;- factor(decepade.ori$Phase,levels=c(&quot;pre&quot;,&quot;syn&quot;,&quot;post&quot;,&quot;dique&quot;,&quot;Mush&quot;,&quot;pipe&quot;))</code></pre>
<p>Check percentages were calculated without LOI</p>
<pre class="r"><code>a.suma &lt;- apply(decepade.ori[,5:14],1,sum)
a.suma</code></pre>
<pre><code>##  [1]  98.728  98.603  98.176  99.336  98.422  97.398  97.722  85.941
##  [9]  98.288  98.976  99.849  98.463  98.328  98.431  98.060  98.845
## [17]  98.446  98.150  99.261  98.405  99.854  98.831  99.849 100.550
## [25]  99.702 100.188  99.590 100.099  98.550  99.868  99.409  99.490
## [33]  99.176  99.866  98.484  99.327  99.761  99.535  99.598  98.371
## [41]  97.411  96.954  94.797  94.746  96.305  96.694  98.980  95.158
## [49]  98.109  97.899 100.595  99.490  99.359  98.812  95.985</code></pre>
<pre class="r"><code>a.percent &lt;- decepade.ori[,5:14]*100/t(a.suma)
a.percent[1:3,]</code></pre>
<pre><code>##       SiO2     TiO2    Al2O3     FeO*       MnO      MgO      CaO     Na2O
## 1 52.97383 2.616279 15.43635 10.96953 0.1944737 4.021149 7.961267 4.821327
## 2 52.57447 2.434003 15.50663 11.05443 0.1937061 4.300072 8.356744 4.705739
## 3 53.62818 1.952616 16.24633  9.74780 0.1792699 4.328960 8.556063 4.634534
##         K2O      P2O5
## 1 0.5874727 0.4183210
## 2 0.5375090 0.3367038
## 3 0.4583605 0.2678862</code></pre>
<pre class="r"><code>decepade.ori[1:3,17:26]</code></pre>
<pre><code>##   SiO2.N TiO2.1 Al2O3.1  FeO* MnO.1 MgO.1 CaO.1 Na2O.1 K2O.1 P2O5.1
## 1  52.97  2.616   15.44 10.97 0.195  4.02  7.96   4.82  0.59  0.419
## 2  52.57  2.434   15.51 11.05 0.194  4.30  8.36   4.70  0.54  0.337
## 3  53.64  1.953   16.24  9.75 0.180  4.32  8.56   4.63  0.46  0.268</code></pre>
<pre class="r"><code>dim(decepade.ori)</code></pre>
<pre><code>## [1] 55 74</code></pre>
<pre class="r"><code>cbind(1:ncol(decepade.ori),names(decepade.ori))</code></pre>
<pre><code>##       [,1] [,2]       
##  [1,] &quot;1&quot;  &quot;Sample&quot;   
##  [2,] &quot;2&quot;  &quot;Longitude&quot;
##  [3,] &quot;3&quot;  &quot;Latitude&quot; 
##  [4,] &quot;4&quot;  &quot;Phase&quot;    
##  [5,] &quot;5&quot;  &quot;SiO2&quot;     
##  [6,] &quot;6&quot;  &quot;TiO2&quot;     
##  [7,] &quot;7&quot;  &quot;Al2O3&quot;    
##  [8,] &quot;8&quot;  &quot;FeO*&quot;     
##  [9,] &quot;9&quot;  &quot;MnO&quot;      
## [10,] &quot;10&quot; &quot;MgO&quot;      
## [11,] &quot;11&quot; &quot;CaO&quot;      
## [12,] &quot;12&quot; &quot;Na2O&quot;     
## [13,] &quot;13&quot; &quot;K2O&quot;      
## [14,] &quot;14&quot; &quot;P2O5&quot;     
## [15,] &quot;15&quot; &quot;Sum&quot;      
## [16,] &quot;16&quot; &quot;LOI&quot;      
## [17,] &quot;17&quot; &quot;SiO2.N&quot;   
## [18,] &quot;18&quot; &quot;TiO2.1&quot;   
## [19,] &quot;19&quot; &quot;Al2O3.1&quot;  
## [20,] &quot;20&quot; &quot;FeO*&quot;     
## [21,] &quot;21&quot; &quot;MnO.1&quot;    
## [22,] &quot;22&quot; &quot;MgO.1&quot;    
## [23,] &quot;23&quot; &quot;CaO.1&quot;    
## [24,] &quot;24&quot; &quot;Na2O.1&quot;   
## [25,] &quot;25&quot; &quot;K2O.1&quot;    
## [26,] &quot;26&quot; &quot;P2O5.1&quot;   
## [27,] &quot;27&quot; &quot;Total&quot;    
## [28,] &quot;28&quot; &quot;Na.KO&quot;    
## [29,] &quot;29&quot; &quot;Ni&quot;       
## [30,] &quot;30&quot; &quot;Cr&quot;       
## [31,] &quot;31&quot; &quot;Sc&quot;       
## [32,] &quot;32&quot; &quot;V&quot;        
## [33,] &quot;33&quot; &quot;Ba&quot;       
## [34,] &quot;34&quot; &quot;Rb&quot;       
## [35,] &quot;35&quot; &quot;Sr&quot;       
## [36,] &quot;36&quot; &quot;Zr&quot;       
## [37,] &quot;37&quot; &quot;Y&quot;        
## [38,] &quot;38&quot; &quot;Nb&quot;       
## [39,] &quot;39&quot; &quot;Ga&quot;       
## [40,] &quot;40&quot; &quot;Cu&quot;       
## [41,] &quot;41&quot; &quot;Zn&quot;       
## [42,] &quot;42&quot; &quot;Pb&quot;       
## [43,] &quot;43&quot; &quot;La&quot;       
## [44,] &quot;44&quot; &quot;Ce&quot;       
## [45,] &quot;45&quot; &quot;Th&quot;       
## [46,] &quot;46&quot; &quot;Nd&quot;       
## [47,] &quot;47&quot; &quot;U&quot;        
## [48,] &quot;48&quot; &quot;La.ppm&quot;   
## [49,] &quot;49&quot; &quot;Ce.ppm&quot;   
## [50,] &quot;50&quot; &quot;Pr.ppm&quot;   
## [51,] &quot;51&quot; &quot;Nd.ppm&quot;   
## [52,] &quot;52&quot; &quot;Sm.ppm&quot;   
## [53,] &quot;53&quot; &quot;Eu.ppm&quot;   
## [54,] &quot;54&quot; &quot;Gd.ppm&quot;   
## [55,] &quot;55&quot; &quot;Tb.ppm&quot;   
## [56,] &quot;56&quot; &quot;Dy.ppm&quot;   
## [57,] &quot;57&quot; &quot;Ho.ppm&quot;   
## [58,] &quot;58&quot; &quot;Er.ppm&quot;   
## [59,] &quot;59&quot; &quot;Tm.ppm&quot;   
## [60,] &quot;60&quot; &quot;Yb.ppm&quot;   
## [61,] &quot;61&quot; &quot;Lu.ppm&quot;   
## [62,] &quot;62&quot; &quot;Ba.ppm&quot;   
## [63,] &quot;63&quot; &quot;Th.ppm&quot;   
## [64,] &quot;64&quot; &quot;Nb.ppm&quot;   
## [65,] &quot;65&quot; &quot;Y.ppm&quot;    
## [66,] &quot;66&quot; &quot;Hf.ppm&quot;   
## [67,] &quot;67&quot; &quot;Ta.ppm&quot;   
## [68,] &quot;68&quot; &quot;U.ppm&quot;    
## [69,] &quot;69&quot; &quot;Pb.ppm&quot;   
## [70,] &quot;70&quot; &quot;Rb.ppm&quot;   
## [71,] &quot;71&quot; &quot;Cs.ppm&quot;   
## [72,] &quot;72&quot; &quot;Sr.ppm&quot;   
## [73,] &quot;73&quot; &quot;Sc.ppm&quot;   
## [74,] &quot;74&quot; &quot;Zr.ppm&quot;</code></pre>
<pre class="r"><code>decepade &lt;- decepade.ori[,c(1:14,28:74)]
decepade[,5:14] &lt;- a.percent
options(width=180)
head(decepade,1)</code></pre>
<pre><code>##   Sample Longitude Latitude Phase     SiO2     TiO2    Al2O3     FeO*       MnO      MgO      CaO     Na2O       K2O     P2O5 Na.KO Ni Cr Sc   V Ba Rb  Sr  Zr  Y  Nb Ga Cu Zn Pb
## 1   DI-7   -616577 -3014630 dique 52.97383 2.616279 15.43635 10.96953 0.1944737 4.021149 7.961267 4.821327 0.5874727 0.418321  5.41 10  3 31 335 96  7 367 205 40 7.9 21 46 94  3
##   La Ce Th Nd U La.ppm Ce.ppm Pr.ppm Nd.ppm Sm.ppm Eu.ppm Gd.ppm Tb.ppm Dy.ppm Ho.ppm Er.ppm Tm.ppm Yb.ppm Lu.ppm Ba.ppm Th.ppm Nb.ppm Y.ppm Hf.ppm Ta.ppm U.ppm Pb.ppm Rb.ppm
## 1 12 28  1 21 1  12.54  32.02   4.71   22.2   6.27   2.23    7.2   1.25   7.75   1.58   4.24    0.6   3.62   0.58     93   1.25   6.79 40.14   4.77   0.51  0.39    3.3    6.9
##   Cs.ppm Sr.ppm Sc.ppm Zr.ppm
## 1   0.41    372   31.8    204</code></pre>
<pre class="r"><code>summary(decepade)</code></pre>
<pre><code>##     Sample            Longitude          Latitude          Phase         SiO2            TiO2            Al2O3            FeO*             MnO               MgO        
##  Length:55          Min.   :-624494   Min.   :-3021349   pre  : 9   Min.   :47.51   Min.   :0.4192   Min.   :14.85   Min.   : 3.520   Min.   :0.06206   Min.   :0.5507  
##  Class :character   1st Qu.:-620047   1st Qu.:-3018885   syn  : 7   1st Qu.:52.45   1st Qu.:1.5107   1st Qu.:15.95   1st Qu.: 7.774   1st Qu.:0.15047   1st Qu.:3.2150  
##  Mode  :character   Median :-617160   Median :-3014741   post :27   Median :54.42   Median :1.8760   Median :16.16   Median : 8.925   Median :0.17323   Median :3.9735  
##                     Mean   :-618262   Mean   :-3016014   dique: 8   Mean   :55.46   Mean   :1.7359   Mean   :16.75   Mean   : 8.407   Mean   :0.16558   Mean   :3.8441  
##                     3rd Qu.:-616082   3rd Qu.:-3014031   Mush : 3   3rd Qu.:56.38   3rd Qu.:2.0344   3rd Qu.:16.71   3rd Qu.: 9.482   3rd Qu.:0.17835   3rd Qu.:4.8629  
##                     Max.   :-614727   Max.   :-3012506   pipe : 1   Max.   :68.73   Max.   :2.6163   Max.   :26.92   Max.   :11.054   Max.   :0.19729   Max.   :6.3624  
##       CaO              Na2O            K2O              P2O5            Na.KO             Ni             Cr               Sc              V               Ba              Rb       
##  Min.   : 1.774   Min.   :2.065   Min.   :0.1017   Min.   :0.0661   Min.   :2.170   Min.   : 1.0   Min.   :  0.00   Min.   :10.00   Min.   :  6.0   Min.   : 36.0   Min.   : 1.00  
##  1st Qu.: 6.725   1st Qu.:4.089   1st Qu.:0.4718   1st Qu.:0.2421   1st Qu.:4.550   1st Qu.: 6.0   1st Qu.:  2.00   1st Qu.:23.00   1st Qu.:201.5   1st Qu.: 93.5   1st Qu.: 5.00  
##  Median : 7.923   Median :4.821   Median :0.6438   Median :0.2956   Median :5.410   Median : 9.0   Median : 11.00   Median :26.00   Median :251.0   Median :110.0   Median : 8.00  
##  Mean   : 7.770   Mean   :4.814   Mean   :0.7511   Mean   :0.2993   Mean   :5.565   Mean   :16.4   Mean   : 43.27   Mean   :25.33   Mean   :226.5   Mean   :124.1   Mean   :10.15  
##  3rd Qu.: 9.781   3rd Qu.:5.206   3rd Qu.:0.8627   3rd Qu.:0.3503   3rd Qu.:6.025   3rd Qu.:24.0   3rd Qu.: 64.50   3rd Qu.:30.00   3rd Qu.:272.0   3rd Qu.:141.0   3rd Qu.:12.00  
##  Max.   :14.742   Max.   :6.884   Max.   :1.8662   Max.   :0.6446   Max.   :8.740   Max.   :66.0   Max.   :268.00   Max.   :36.00   Max.   :553.0   Max.   :262.0   Max.   :29.00  
##        Sr              Zr              Y               Nb               Ga              Cu               Zn               Pb               La              Ce       
##  Min.   :129.0   Min.   : 36.0   Min.   : 7.00   Min.   : 1.300   Min.   :15.00   Min.   :  4.00   Min.   : 24.00   Min.   : 1.000   Min.   : 4.00   Min.   : 6.00  
##  1st Qu.:343.0   1st Qu.:170.5   1st Qu.:31.50   1st Qu.: 6.500   1st Qu.:18.50   1st Qu.: 38.00   1st Qu.: 74.50   1st Qu.: 3.000   1st Qu.: 9.50   1st Qu.:26.50  
##  Median :357.0   Median :213.0   Median :39.00   Median : 8.200   Median :20.00   Median : 48.00   Median : 92.00   Median : 4.000   Median :12.00   Median :32.00  
##  Mean   :360.0   Mean   :234.6   Mean   :38.24   Mean   : 8.069   Mean   :19.47   Mean   : 45.56   Mean   : 84.07   Mean   : 4.509   Mean   :13.56   Mean   :33.65  
##  3rd Qu.:404.5   3rd Qu.:259.5   3rd Qu.:42.50   3rd Qu.: 9.200   3rd Qu.:21.00   3rd Qu.: 58.50   3rd Qu.: 94.00   3rd Qu.: 5.000   3rd Qu.:17.00   3rd Qu.:38.50  
##  Max.   :596.0   Max.   :513.0   Max.   :64.00   Max.   :14.800   Max.   :22.00   Max.   :101.00   Max.   :102.00   Max.   :10.000   Max.   :27.00   Max.   :61.00  
##        Th              Nd              U              La.ppm          Ce.ppm          Pr.ppm          Nd.ppm          Sm.ppm          Eu.ppm          Gd.ppm          Tb.ppm     
##  Min.   :0.000   Min.   : 5.00   Min.   :0.0000   Min.   : 3.11   Min.   : 7.26   Min.   :0.990   Min.   : 4.35   Min.   :1.090   Min.   :0.530   Min.   :1.230   Min.   :0.210  
##  1st Qu.:1.000   1st Qu.:17.50   1st Qu.:0.0000   1st Qu.:10.27   1st Qu.:25.59   1st Qu.:3.715   1st Qu.:17.02   1st Qu.:4.710   1st Qu.:1.690   1st Qu.:5.350   1st Qu.:0.940  
##  Median :2.000   Median :22.00   Median :1.0000   Median :12.92   Median :32.27   Median :4.710   Median :21.90   Median :5.900   Median :2.020   Median :6.660   Median :1.160  
##  Mean   :2.036   Mean   :21.85   Mean   :0.7273   Mean   :13.82   Mean   :33.97   Mean   :4.819   Mean   :21.59   Mean   :5.828   Mean   :1.916   Mean   :6.492   Mean   :1.136  
##  3rd Qu.:2.000   3rd Qu.:25.00   3rd Qu.:1.0000   3rd Qu.:15.27   3rd Qu.:37.48   3rd Qu.:5.319   3rd Qu.:23.90   3rd Qu.:6.402   3rd Qu.:2.159   3rd Qu.:7.218   3rd Qu.:1.260  
##  Max.   :5.000   Max.   :35.00   Max.   :2.0000   Max.   :26.56   Max.   :62.68   Max.   :8.450   Max.   :35.64   Max.   :9.090   Max.   :2.600   Max.   :9.586   Max.   :1.748  
##      Dy.ppm           Ho.ppm          Er.ppm          Tm.ppm           Yb.ppm          Lu.ppm           Ba.ppm          Th.ppm          Nb.ppm           Y.ppm      
##  Min.   : 1.280   Min.   :0.270   Min.   :0.730   Min.   :0.1000   Min.   :0.650   Min.   :0.1000   Min.   : 31.0   Min.   :0.340   Min.   : 1.350   Min.   : 6.85  
##  1st Qu.: 5.880   1st Qu.:1.200   1st Qu.:3.310   1st Qu.:0.4700   1st Qu.:2.930   1st Qu.:0.4600   1st Qu.: 90.0   1st Qu.:1.105   1st Qu.: 5.235   1st Qu.:30.47  
##  Median : 7.340   Median :1.510   Median :4.108   Median :0.6000   Median :3.620   Median :0.5753   Median :105.1   Median :1.440   Median : 6.880   Median :38.06  
##  Mean   : 7.164   Mean   :1.487   Mean   :4.072   Mean   :0.5925   Mean   :3.681   Mean   :0.5750   Mean   :120.2   Mean   :1.756   Mean   : 7.092   Mean   :37.62  
##  3rd Qu.: 7.860   3rd Qu.:1.636   3rd Qu.:4.469   3rd Qu.:0.6532   3rd Qu.:4.033   3rd Qu.:0.6308   3rd Qu.:134.4   3rd Qu.:1.970   3rd Qu.: 7.970   3rd Qu.:41.29  
##  Max.   :11.270   Max.   :2.422   Max.   :6.790   Max.   :1.0317   Max.   :6.625   Max.   :1.0500   Max.   :261.0   Max.   :4.650   Max.   :13.920   Max.   :61.82  
##      Hf.ppm           Ta.ppm           U.ppm            Pb.ppm           Rb.ppm           Cs.ppm           Sr.ppm          Sc.ppm          Zr.ppm     
##  Min.   : 0.900   Min.   :0.0900   Min.   :0.1100   Min.   : 1.030   Min.   : 0.700   Min.   :0.0300   Min.   :132.0   Min.   : 9.30   Min.   : 35.0  
##  1st Qu.: 3.890   1st Qu.:0.3900   1st Qu.:0.3100   1st Qu.: 2.985   1st Qu.: 4.600   1st Qu.:0.2300   1st Qu.:344.6   1st Qu.:23.23   1st Qu.:167.5  
##  Median : 4.920   Median :0.5100   Median :0.4100   Median : 3.840   Median : 7.741   Median :0.4500   Median :358.2   Median :26.30   Median :209.0  
##  Mean   : 5.412   Mean   :0.5193   Mean   :0.5066   Mean   : 4.487   Mean   : 9.717   Mean   :0.5356   Mean   :363.1   Mean   :25.57   Mean   :232.8  
##  3rd Qu.: 5.924   3rd Qu.:0.5853   3rd Qu.:0.5700   3rd Qu.: 5.129   3rd Qu.:11.716   3rd Qu.:0.7062   3rd Qu.:402.5   3rd Qu.:30.75   3rd Qu.:254.1  
##  Max.   :12.020   Max.   :1.0100   Max.   :1.3400   Max.   :10.358   Max.   :29.297   Max.   :1.7158   Max.   :597.0   Max.   :35.50   Max.   :525.0</code></pre>
<pre class="r"><code>options(width=80)</code></pre>
</div>
<div id="data-transformation-centered-log-ratio" class="section level3">
<h3>1.2 Data transformation: Centered Log-Ratio</h3>
<pre class="r"><code>barplot(apply(decepade[,5:14],1,sum))</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-4" /></p>
<pre class="r"><code>decepade.cenLR &lt;- cenLR(decepade[,5:14])
decepadecen &lt;- decepade[,1:14]
decepadecen[,5:14] &lt;- decepade.cenLR$x.clr
head(decepadecen,1)</code></pre>
<pre><code>##   Sample Longitude Latitude Phase     SiO2       TiO2    Al2O3    FeO*      MnO
## 1   DI-7   -616577 -3014630 dique 2.763627 -0.2444182 1.530554 1.18895 -2.84363
##         MgO       CaO     Na2O       K2O      P2O5
## 1 0.1853964 0.8684169 0.366878 -1.738097 -2.077677</code></pre>
<pre class="r"><code>decepadecen.melt &lt;- melt(decepadecen,id=1:4,variable.name=&quot;Compound&quot;,value.name=&quot;LRC_Concentration&quot;)
head(decepadecen.melt,10)</code></pre>
<pre><code>##    Sample Longitude Latitude Phase Compound LRC_Concentration
## 1    DI-7   -616577 -3014630 dique     SiO2          2.763627
## 2    DI-9   -616659 -3014432 dique     SiO2          2.784673
## 3  DI-13E   -615927 -3016139 dique     SiO2          2.877524
## 4  DI-13D   -615927 -3016139 dique     SiO2          2.860052
## 5   DI-20   -615626 -3016371 dique     SiO2          2.905471
## 6   DI-22   -615639 -3016390 dique     SiO2          2.856397
## 7   DI-23   -615637 -3016434 dique     SiO2          2.821196
## 8   DI-49   -624081 -3013413 dique     SiO2          2.870585
## 9   DI-67   -614727 -3019246  Mush     SiO2          3.376769
## 10  DI-69   -614732 -3019248  Mush     SiO2          2.940840</code></pre>
<pre class="r"><code>ggplot(data=decepadecen.melt) +
    geom_histogram(aes(x=LRC_Concentration)) +
    facet_wrap(~Compound,scales=&quot;free&quot;)</code></pre>
<pre><code>## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.
## stat_bin: binwidth defaulted to range/30. Use 'binwidth = x' to adjust this.</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-4" /></p>
<pre class="r"><code>pairs(decepadecen[,-(1:6)])</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-4" /></p>
</div>
</div>
<div id="lda-of-major-compounds-all-phases-considered" class="section level2">
<h2>2. LDA of Major Compounds (all Phases considered)</h2>
<pre class="r"><code>decepadecen.lda &lt;- lda(decepadecen[,5:14], grouping=decepadecen$Phase)</code></pre>
<pre><code>## Warning in lda.default(x, grouping, ...): variables are collinear</code></pre>
<pre class="r"><code>decepadecen.pc &lt;- prcomp(decepadecen[,5:14])$x
decepadecen.lda &lt;- lda(decepadecen.pc[,-10], grouping=decepadecen$Phase)
decepadecen.lda &lt;- lda(decepadecen.pc[,-10], grouping=decepadecen$Phase)
decepadecen.ldaclas &lt;- predict(decepadecen.lda)$class
decepadecen.ldc &lt;- predict(decepadecen.lda)$x
table(decepadecen$Phase)</code></pre>
<pre><code>## 
##   pre   syn  post dique  Mush  pipe 
##     9     7    27     8     3     1</code></pre>
<pre class="r"><code>adecolorines &lt;- as.character(mapvalues(decepadecen.ldaclas,from=c(&quot;pre&quot;,&quot;syn&quot;,&quot;post&quot;,&quot;dique&quot;,&quot;Mush&quot;,&quot;pipe&quot;),
                                    to=c(&quot;green&quot;,&quot;red&quot;,&quot;blue&quot;,&quot;brown&quot;,&quot;pink&quot;,&quot;black&quot;)))</code></pre>
<pre class="r"><code>#bmp(&quot;adeLDAmajor1.bmp&quot;,width=969,height=800)
plot(decepadecen.ldc, type=&quot;n&quot;, ,main=&quot;LDA Plot&quot;)
text(decepadecen.ldc,col=adecolorines, labels =decepadecen$Phase, cex=0.75)
legend(&quot;topright&quot;,title=&quot;Predicted Phases&quot;,title.col=&quot;black&quot;,
       legend=c(&quot;pre&quot;,&quot;syn&quot;,&quot;post&quot;,&quot;dique&quot;,&quot;Mush&quot;,&quot;pipe&quot;),
       text.col=c(&quot;green&quot;,&quot;red&quot;,&quot;blue&quot;,&quot;brown&quot;,&quot;pink&quot;,&quot;black&quot;)
       ,cex=0.75)
#dev.off()
#bmp(&quot;adeLDAmajor2.bmp&quot;,width=969,height=800)
plot(decepadecen.ldc,col=adecolorines,pch=&quot; &quot;,main=&quot;LDA Plot&quot;)
text(decepadecen.ldc,col=adecolorines, labels =decepadecen$Sample, cex=0.75)
legend(&quot;topright&quot;,title=&quot;Predicted Phases&quot;,title.col=&quot;black&quot;,
       legend=c(&quot;pre&quot;,&quot;syn&quot;,&quot;post&quot;,&quot;dique&quot;,&quot;Mush&quot;,&quot;pipe&quot;), 
       pch=19,col=c(&quot;green&quot;,&quot;red&quot;,&quot;blue&quot;,&quot;brown&quot;,&quot;pink&quot;,&quot;black&quot;),bty=&quot;o&quot;,cex=0.75)
#dev.off()</code></pre>
<p><img src="data:image/png;base64,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" title="plot of chunk unnamed-chunk-6" alt="plot of chunk unnamed-chunk-6" width="50%" /><img 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" title="plot of chunk unnamed-chunk-6" alt="plot of chunk unnamed-chunk-6" width="50%" /></p>
</div>
<div id="lda-of-major-compounds-phases-pre-and-pipe-discarded-at-model-fit" class="section level2">
<h2>2. LDA of Major Compounds (Phases pre and pipe discarded at model fit )</h2>
<p>We exclude from the model:</p>
<ul>
<li>All “pre”, as they do not cluster at all (they cannot be considered a group in GQ terms)</li>
<li>DI-48: conflicting diagnostic (“pre” for some authors, “post” for some others)</li>
<li>DI-66: early phase? weird as “post” in any case</li>
<li>All samples classified with a prob &lt; 0.95</li>
</ul>
<p>All samples will be reprojected to the LDA space to assess where thy go</p>
<pre class="r"><code>decepadecen$sel &lt;- 1
decepadecen$sel[decepadecen$Phase==&quot;pre&quot; | decepadecen$Phase== &quot;pipe&quot;] &lt;- 0
decepadecen$sel[decepadecen$Sample==&quot;DI-48&quot;] &lt;- 0
decepadecen$sel[decepadecen$Sample==&quot;DI-66&quot;] &lt;- 0
decepadecensel &lt;- decepadecen[decepadecen$sel==1,]
decepadecensel$Phase &lt;- droplevels(decepadecensel$Phase)
decepadecensel.lda &lt;- lda(decepadecen.pc[decepadecen$sel==1,-10], grouping=decepadecensel$Phase)
decepadecensel.ldaclas &lt;- predict(decepadecensel.lda)$class
decepadecensel.ldc &lt;- predict(decepadecensel.lda)$x
decepadecensel.ldp &lt;- predict(decepadecensel.lda)$posterior
decepadecensel.ldp &lt;- apply(decepadecensel.ldp,1,max)</code></pre>
<p>Now we discard samples classified with prob&lt;0.95</p>
<pre class="r"><code>decepadecensel$sel[decepadecensel.ldp&lt;0.95] &lt;-0
bad &lt;- decepadecensel$Sample[decepadecensel.ldp&lt;0.95]
exclude &lt;- decepadecen$Sample%in%bad
decepadecen$sel[exclude] &lt;-0 #we need this to keep a record of all excluded samples
decepadecensel &lt;- decepadecen[decepadecen$sel==1,]
decepadecensel$Phase &lt;- droplevels(decepadecensel$Phase)</code></pre>
<p>And repeat the lda:</p>
<pre class="r"><code>decepadecensel.lda &lt;- lda(decepadecen.pc[decepadecen$sel==1,-10], grouping=decepadecensel$Phase)
decepadecensel.ldaclas &lt;- predict(decepadecensel.lda)$class
decepadecensel.ldc &lt;- predict(decepadecensel.lda)$x
decepadecensel.ldp &lt;- predict(decepadecensel.lda)$posterior
decepadecensel.ldp &lt;- apply(decepadecensel.ldp,1,max)
table(decepadecensel$Phase)</code></pre>
<pre><code>## 
##   syn  post dique  Mush 
##     6    25     7     2</code></pre>
<pre class="r"><code>adecolorines2 &lt;- as.character(mapvalues(decepadecensel.ldaclas,from=c(&quot;syn&quot;,&quot;post&quot;,&quot;dique&quot;,&quot;Mush&quot;),
                                       to=c(&quot;red&quot;,&quot;blue&quot;,&quot;brown&quot;,&quot;cyan&quot;)))</code></pre>
<pre class="r"><code>#bmp(&quot;adeLDAmajor1.bmp&quot;,width=969,height=800)
plot(decepadecensel.ldc, type=&quot;n&quot;, ,main=&quot;LDA Plot&quot;)
text(decepadecensel.ldc,col=adecolorines2, labels =decepadecensel$Phase, cex=0.7)
legend(&quot;bottomleft&quot;,title=&quot;Predicted Phases&quot;,title.col=&quot;black&quot;,
       legend=c(&quot;syn&quot;,&quot;post&quot;,&quot;dique&quot;,&quot;Mush&quot;),
       text.col=c(&quot;red&quot;,&quot;blue&quot;,&quot;brown&quot;,&quot;pink&quot;)
       ,cex=0.75)
#dev.off()
plot(decepadecensel.ldc, type=&quot;n&quot;, ,main=&quot;LDA Plot (probabilities)&quot;)
text(decepadecensel.ldc,col=adecolorines2, labels = round(decepadecensel.ldp,2), cex=0.7)
legend(&quot;bottomleft&quot;,title=&quot;Predicted Phases&quot;,title.col=&quot;black&quot;,
       legend=c(&quot;syn&quot;,&quot;post&quot;,&quot;dique&quot;,&quot;Mush&quot;),
       text.col=c(&quot;red&quot;,&quot;blue&quot;,&quot;brown&quot;,&quot;pink&quot;)
       ,cex=0.75)
#dev.off()
#bmp(&quot;adeLDAmajor2.bmp&quot;,width=969,height=800)
plot(decepadecensel.ldc,col=adecolorines2,pch=&quot; &quot;,main=&quot;LDA Plot (labels)&quot;)
text(decepadecensel.ldc,col=adecolorines2, labels =decepadecensel$Sample, cex=0.5)
legend(&quot;bottomleft&quot;,title=&quot;Predicted Phases&quot;,title.col=&quot;black&quot;,
       legend=c(&quot;syn&quot;,&quot;post&quot;,&quot;dique&quot;,&quot;Mush&quot;), 
       pch=19,col=c(&quot;red&quot;,&quot;blue&quot;,&quot;brown&quot;,&quot;pink&quot;),bty=&quot;o&quot;,cex=0.75)
#dev.off()</code></pre>
<p><img 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" 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" 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" title="plot of chunk unnamed-chunk-10" alt="plot of chunk unnamed-chunk-10" width="50%" /></p>
<div id="composition-of-phases" class="section level3">
<h3>3.2. Composition of Phases</h3>
<pre class="r"><code>decepadesel &lt;- decepade[decepadecen$sel==1,c(1:4,5:14)] 
decepadesel$class &lt;- decepadecensel.ldaclas
decepadesel.melt &lt;- melt(decepadesel,id=c(1:4,15),variable.name=&quot;Compound&quot;,value.name=&quot;Concentration&quot;)
head(decepadesel.melt,3)</code></pre>
<pre><code>##   Sample Longitude Latitude Phase class Compound Concentration
## 1   DI-7   -616577 -3014630 dique dique     SiO2      52.97383
## 2   DI-9   -616659 -3014432 dique dique     SiO2      52.57447
## 3 DI-13E   -615927 -3016139 dique dique     SiO2      53.62818</code></pre>
<pre class="r"><code>ggplot(data=decepadesel.melt) +
    geom_boxplot(aes(x=Compound,y=Concentration)) +
    facet_wrap(~Phase) +
    ggtitle(&quot;Composition (major compounds) of modeled Phases&quot;)</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-11" /></p>
</div>
<div id="selection-of-variables" class="section level3">
<h3>3.3 Selection of variables</h3>
<pre class="r"><code>#TBD</code></pre>
</div>
<div id="predict-with-all-samples" class="section level3">
<h3>3.4 Predict with all samples</h3>
<pre class="r"><code>decepadecensel.ldaclasall &lt;- predict(decepadecensel.lda,decepadecen.pc[,-10])$class
decepadecensel.ldcall &lt;- predict(decepadecensel.lda,decepadecen.pc[,-10])$x
decepadecensel.ldpall &lt;- predict(decepadecensel.lda,decepadecen.pc[,-10])$posterior
decepadecensel.ldpall &lt;- apply(decepadecensel.ldpall,1,max)
adecolorines3 &lt;- as.character(mapvalues(decepadecensel.ldaclasall,from=c(&quot;syn&quot;,&quot;post&quot;,&quot;dique&quot;,&quot;Mush&quot;),
                                        to=c(&quot;red&quot;,&quot;blue&quot;,&quot;brown&quot;,&quot;cyan&quot;)))</code></pre>
<pre class="r"><code>#bmp(&quot;adeLDAmajor1.bmp&quot;,width=969,height=800)
plot(decepadecensel.ldcall, type=&quot;n&quot;, ,main=&quot;LDA Plot&quot;,xlim=c(-6,5))
text(decepadecensel.ldcall[decepadecen$sel==1,],col=adecolorines3[decepadecen$sel==1], labels =decepadecen$Phase[decepadecen$sel==1], cex=1)
text(decepadecensel.ldcall[decepadecen$sel==0,], col=adecolorines3[decepadecen$sel==0],labels =decepadecen$Phase[decepadecen$sel==0], cex=0.75)
text(decepadecensel.ldcall[decepadecen$sel==0,], labels =round(decepadecensel.ldpall[decepadecen$sel==0],2), 
     pos=4, offset=0.5,cex=0.75)
text(decepadecensel.ldcall[decepadecen$sel==0,], labels =decepadecen$Sample[decepadecen$sel==0], 
     pos=1, offset=0.3,cex=0.75)</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-14" /></p>
<ul>
<li>Larger Phase labels indicate samples used to fit the LDA</li>
<li>Smaller Phase labels indicate samples not used in the fit</li>
<li>Color indicates predicted Phase</li>
<li>Text indicates field diagnosed Phase</li>
<li>Number (in black to the right) indicates probability of the prediction</li>
<li>Sample ID is displayed below the Phase label</li>
</ul>
</div>
</div>
</div>


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