sm05_lowDimLinMod.html

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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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDQiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzNCIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI2IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTciIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYzIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMjEyOyIgZD0iTTIwMCA0MDBoOTAwdjMwMGgtOTAwdi0zMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjVmYzsiIGhvcml6LWFkdi14PSI1MDAiIGQ9Ik0wIDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjYwMTsiIGQ9Ik0tMTQgNDk0cTAgLTgwIDU2LjUgLTEzN3QxMzUuNSAtNTdoNzUwcTEyMCAwIDIwNSA4Ni41dDg1IDIwNy41dC04NSAyMDd0LTIwNSA4NnEtNDYgMCAtOTAgLTE0cS00NCA5NyAtMTM0LjUgMTU2LjV0LTIwMC41IDU5LjVxLTE1MiAwIC0yNjAgLTEwNy41dC0xMDggLTI2MC41cTAgLTI1IDIgLTM3cS02NiAtMTQgLTEwOC41IC02Ny41dC00Mi41IC0xMjIuNXoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDEzOyIgZD0iTTI5IDQ1NGw0MTkgLTQyMGw4MTggODIwbC0yMTIgMjEybC02MDcgLTYwN2wtMjA2IDIwN3oiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDE4OyIgZD0iTTEwMCAxaDIwMHYzMDBoLTIwMHYtMzAwek00MDAgMXY1MDBoMjAwdi01MDBoLTIwMHpNNzAwIDF2ODAwaDIwMHYtODAwaC0yMDB6TTEwMDAgMXYxMjAwaDIwMHYtMTIwMGgtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMTk7IiBkPSJNMjYgNjAxcTAgLTMzIDYgLTc0bDE1MSAtMzhsMiAtNnExNCAtNDkgMzggLTkzbDMgLTVsLTgwIC0xMzRxNDUgLTU5IDEwNSAtMTA1bDEzMyA4MWw1IC0zcTQ1IC0yNiA5NCAtMzlsNSAtMmwzOCAtMTUxcTQwIC01IDc0IC01cTI3IDAgNzQgNWwzOCAxNTFsNiAycTQ2IDEzIDkzIDM5bDUgM2wxMzQgLTgxcTU2IDQ0IDEwNCAxMDVsLTgwIDEzNGwzIDVxMjQgNDQgMzkgOTNsMSA2bDE1MiAzOHE1IDQwIDUgNzRxMCAyOCAtNSA3M2wtMTUyIDM4IGwtMSA2cS0xNiA1MSAtMzkgOTNsLTMgNWw4MCAxMzRxLTQ0IDU4IC0xMDQgMTA1bC0xMzQgLTgxbC01IDNxLTQ1IDI1IC05MyAzOWwtNiAxbC0zOCAxNTJxLTQwIDUgLTc0IDVxLTI3IDAgLTc0IC01bC0zOCAtMTUybC01IC0xcS01MCAtMTQgLTk0IC0zOWwtNSAtM2wtMTMzIDgxcS01OSAtNDcgLTEwNSAtMTA1bDgwIC0xMzRsLTMgLTVxLTI1IC00NyAtMzggLTkzbC0yIC02bC0xNTEgLTM4cS02IC00OCAtNiAtNzN6TTM4NSA2MDEgcTAgODggNjMgMTUxdDE1MiA2M3QxNTIgLTYzdDYzIC0xNTFxMCAtODkgLTYzIC0xNTJ0LTE1MiAtNjN0LTE1MiA2M3QtNjMgMTUyeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMjA7IiBkPSJNMTAwIDEwMjV2NTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgyNzV2MTAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNWgzMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTEwMGgyNzVxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di01MHEwIC0xMSAtNyAtMTh0LTE4IC03aC0xMDUwcS0xMSAwIC0xOCA3dC03IDE4ek0yMDAgMTAwdjgwMGg5MDB2LTgwMHEwIC00MSAtMjkuNSAtNzF0LTcwLjUgLTMwaC03MDBxLTQxIDAgLTcwLjUgMzAgdC0yOS41IDcxek0zMDAgMTAwaDEwMHY3MDBoLTEwMHYtNzAwek01MDAgMTAwaDEwMHY3MDBoLTEwMHYtNzAwek01MDAgMTEwMGgzMDB2MTAwaC0zMDB2LTEwMHpNNzAwIDEwMGgxMDB2NzAwaC0xMDB2LTcwMHpNOTAwIDEwMGgxMDB2NzAwaC0xMDB2LTcwMHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI3OyIgZD0iTTQgNjAwcTAgMTYyIDgwIDI5OXQyMTcgMjE3dDI5OSA4MHQyOTkgLTgwdDIxNyAtMjE3dDgwIC0yOTl0LTgwIC0yOTl0LTIxNyAtMjE3dC0yOTkgLTgwdC0yOTkgODB0LTIxNyAyMTd0LTgwIDI5OXpNMTg2IDYwMHEwIC0xNzEgMTIxLjUgLTI5Mi41dDI5Mi41IC0xMjEuNXQyOTIuNSAxMjEuNXQxMjEuNSAyOTIuNXQtMTIxLjUgMjkyLjV0LTI5Mi41IDEyMS41dC0yOTIuNSAtMTIxLjV0LTEyMS41IC0yOTIuNXpNMzUwIDYwMGwyNTAgMzAwIGwyNTAgLTMwMGgtMTUwdi0zMDBoLTIwMHYzMDBoLTE1MHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI4OyIgZD0iTTAgMjV2NDc1bDIwMCA3MDBoODAwbDE5OSAtNzAwbDEgLTQ3NXEwIC0xMSAtNyAtMTh0LTE4IC03aC0xMTUwcS0xMSAwIC0xOCA3dC03IDE4ek0yMDAgNTAwaDIwMGw1MCAtMjAwaDMwMGw1MCAyMDBoMjAwbC05NyA1MDBoLTYwNnoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI5OyIgZD0iTTQgNjAwcTAgMTYyIDgwIDI5OXQyMTcgMjE3dDI5OSA4MHQyOTkgLTgwdDIxNyAtMjE3dDgwIC0yOTl0LTgwIC0yOTl0LTIxNyAtMjE3dC0yOTkgLTgwdC0yOTkgODB0LTIxNyAyMTd0LTgwIDI5OXpNMTg2IDYwMHEwIC0xNzIgMTIxLjUgLTI5M3QyOTIuNSAtMTIxdDI5Mi41IDEyMXQxMjEuNSAyOTNxMCAxNzEgLTEyMS41IDI5Mi41dC0yOTIuNSAxMjEuNXQtMjkyLjUgLTEyMS41dC0xMjEuNSAtMjkyLjV6TTUwMCAzOTd2NDAxIGwyOTcgLTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDMwOyIgZD0iTTIzIDYwMHEwIC0xMTggNDUuNSAtMjI0LjV0MTIzIC0xODR0MTg0IC0xMjN0MjI0LjUgLTQ1LjV0MjI0LjUgNDUuNXQxODQgMTIzdDEyMyAxODR0NDUuNSAyMjQuNWgtMTUwcTAgLTE3NyAtMTI1IC0zMDJ0LTMwMiAtMTI1dC0zMDIgMTI1dC0xMjUgMzAydDEyNSAzMDJ0MzAyIDEyNXExMzYgMCAyNDYgLTgxbC0xNDYgLTE0Nmg0MDB2NDAwbC0xNDUgLTE0NXEtMTU3IDEyMiAtMzU1IDEyMnEtMTE4IDAgLTIyNC41IC00NS41dC0xODQgLTEyMyB0LTEyMyAtMTg0dC00NS41IC0yMjQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDMxOyIgZD0iTTIzIDYwMHEwIDExOCA0NS41IDIyNC41dDEyMyAxODR0MTg0IDEyM3QyMjQuNSA0NS41cTE5OCAwIDM1NSAtMTIybDE0NSAxNDV2LTQwMGgtNDAwbDE0NyAxNDdxLTExMiA4MCAtMjQ3IDgwcS0xNzcgMCAtMzAyIC0xMjV0LTEyNSAtMzAyaC0xNTB6TTEwMCAwdjQwMGg0MDBsLTE0NyAtMTQ3cTExMiAtODAgMjQ3IC04MHExNzcgMCAzMDIgMTI1dDEyNSAzMDJoMTUwcTAgLTExOCAtNDUuNSAtMjI0LjV0LTEyMyAtMTg0dC0xODQgLTEyMyB0LTIyNC41IC00NS41cS0xOTggMCAtMzU1IDEyMnoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDU2OyIgZD0iTTAgNTB2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgxMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMCAtMTQuNSAtMzV0LTM1LjUgLTE1aC0xMDBxLTIxIDAgLTM1LjUgMTV0LTE0LjUgMzV6TTAgMzUwdjEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjAgLTE0LjUgLTM1dC0zNS41IC0xNWgtMTAwcS0yMSAwIC0zNS41IDE1IHQtMTQuNSAzNXpNMCA2NTB2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgxMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMCAtMTQuNSAtMzV0LTM1LjUgLTE1aC0xMDBxLTIxIDAgLTM1LjUgMTV0LTE0LjUgMzV6TTAgOTUwdjEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjAgLTE0LjUgLTM1dC0zNS41IC0xNWgtMTAwcS0yMSAwIC0zNS41IDE1IHQtMTQuNSAzNXpNMzAwIDUwdjEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjAgLTE0LjUgLTM1dC0zNS41IC0xNWgtODAwcS0yMSAwIC0zNS41IDE1dC0xNC41IDM1ek0zMDAgMzUwdjEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjAgLTE0LjUgLTM1dC0zNS41IC0xNWgtODAwIHEtMjEgMCAtMzUuNSAxNXQtMTQuNSAzNXpNMzAwIDY1MHYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDgwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIwIC0xNC41IC0zNXQtMzUuNSAtMTVoLTgwMHEtMjEgMCAtMzUuNSAxNXQtMTQuNSAzNXpNMzAwIDk1MHYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDgwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIwIC0xNC41IC0zNXQtMzUuNSAtMTUgaC04MDBxLTIxIDAgLTM1LjUgMTV0LTE0LjUgMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1NzsiIGQ9Ik0tMTAxIDUwMHYxMDBoMjAxdjc1bDE2NiAtMTI1bC0xNjYgLTEyNXY3NWgtMjAxek0zMDAgMGgxMDB2MTEwMGgtMTAwdi0xMTAwek01MDAgNTBxMCAtMjAgMTQuNSAtMzV0MzUuNSAtMTVoNjAwcTIwIDAgMzUgMTV0MTUgMzV2MTAwcTAgMjEgLTE1IDM1LjV0LTM1IDE0LjVoLTYwMHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMTAwek01MDAgMzUwcTAgLTIwIDE0LjUgLTM1dDM1LjUgLTE1aDMwMHEyMCAwIDM1IDE1dDE1IDM1IHYxMDBxMCAyMSAtMTUgMzUuNXQtMzUgMTQuNWgtMzAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xMDB6TTUwMCA2NTBxMCAtMjAgMTQuNSAtMzV0MzUuNSAtMTVoNTAwcTIwIDAgMzUgMTV0MTUgMzV2MTAwcTAgMjEgLTE1IDM1LjV0LTM1IDE0LjVoLTUwMHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMTAwek01MDAgOTUwcTAgLTIwIDE0LjUgLTM1dDM1LjUgLTE1aDEwMHEyMCAwIDM1IDE1dDE1IDM1djEwMCBxMCAyMSAtMTUgMzUuNXQtMzUgMTQuNWgtMTAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1ODsiIGQ9Ik0xIDUwcTAgLTIwIDE0LjUgLTM1dDM1LjUgLTE1aDYwMHEyMCAwIDM1IDE1dDE1IDM1djEwMHEwIDIxIC0xNSAzNS41dC0zNSAxNC41aC02MDBxLTIxIDAgLTM1LjUgLTE0LjV0LTE0LjUgLTM1LjV2LTEwMHpNMSAzNTBxMCAtMjAgMTQuNSAtMzV0MzUuNSAtMTVoMzAwcTIwIDAgMzUgMTV0MTUgMzV2MTAwcTAgMjEgLTE1IDM1LjV0LTM1IDE0LjVoLTMwMHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMTAwek0xIDY1MCBxMCAtMjAgMTQuNSAtMzV0MzUuNSAtMTVoNTAwcTIwIDAgMzUgMTV0MTUgMzV2MTAwcTAgMjEgLTE1IDM1LjV0LTM1IDE0LjVoLTUwMHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMTAwek0xIDk1MHEwIC0yMCAxNC41IC0zNXQzNS41IC0xNWgxMDBxMjAgMCAzNSAxNXQxNSAzNXYxMDBxMCAyMSAtMTUgMzUuNXQtMzUgMTQuNWgtMTAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xMDB6TTgwMSAwdjExMDBoMTAwdi0xMTAwIGgtMTAwek05MzQgNTUwbDE2NyAtMTI1djc1aDIwMHYxMDBoLTIwMHY3NXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDU5OyIgZD0iTTAgMjc1djY1MHEwIDMxIDIyIDUzdDUzIDIyaDc1MHEzMSAwIDUzIC0yMnQyMiAtNTN2LTY1MHEwIC0zMSAtMjIgLTUzdC01MyAtMjJoLTc1MHEtMzEgMCAtNTMgMjJ0LTIyIDUzek05MDAgNjAwbDMwMCAzMDB2LTYwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDYwOyIgZD0iTTAgNDR2MTAxMnEwIDE4IDEzIDMxdDMxIDEzaDExMTJxMTkgMCAzMS41IC0xM3QxMi41IC0zMXYtMTAxMnEwIC0xOCAtMTIuNSAtMzF0LTMxLjUgLTEzaC0xMTEycS0xOCAwIC0zMSAxM3QtMTMgMzF6TTEwMCAyNjNsMjQ3IDE4MmwyOTggLTEzMWwtNzQgMTU2bDI5MyAzMThsMjM2IC0yODh2NTAwaC0xMDAwdi03Mzd6TTIwOCA3NTBxMCA1NiAzOSA5NXQ5NSAzOXQ5NSAtMzl0MzkgLTk1dC0zOSAtOTV0LTk1IC0zOXQtOTUgMzl0LTM5IDk1eiAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDYyOyIgZD0iTTE0OCA3NDVxMCAxMjQgNjAuNSAyMzEuNXQxNjUgMTcydDIyNi41IDY0LjVxMTIzIDAgMjI3IC02M3QxNjQuNSAtMTY5LjV0NjAuNSAtMjI5LjV0LTczIC0yNzJxLTczIC0xMTQgLTE2Ni41IC0yMzd0LTE1MC41IC0xODlsLTU3IC02NnEtMTAgOSAtMjcgMjZ0LTY2LjUgNzAuNXQtOTYgMTA5dC0xMDQgMTM1LjV0LTEwMC41IDE1NXEtNjMgMTM5IC02MyAyNjJ6TTM0MiA3NzJxMCAtMTA3IDc1LjUgLTE4Mi41dDE4MS41IC03NS41IHExMDcgMCAxODIuNSA3NS41dDc1LjUgMTgyLjV0LTc1LjUgMTgydC0xODIuNSA3NXQtMTgyIC03NS41dC03NSAtMTgxLjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA2MzsiIGQ9Ik0xIDYwMHEwIDEyMiA0Ny41IDIzM3QxMjcuNSAxOTF0MTkxIDEyNy41dDIzMyA0Ny41dDIzMyAtNDcuNXQxOTEgLTEyNy41dDEyNy41IC0xOTF0NDcuNSAtMjMzdC00Ny41IC0yMzN0LTEyNy41IC0xOTF0LTE5MSAtMTI3LjV0LTIzMyAtNDcuNXQtMjMzIDQ3LjV0LTE5MSAxMjcuNXQtMTI3LjUgMTkxdC00Ny41IDIzM3pNMTczIDYwMHEwIC0xNzcgMTI1LjUgLTMwMnQzMDEuNSAtMTI1djg1NHEtMTc2IDAgLTMwMS41IC0xMjUgdC0xMjUuNSAtMzAyeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNjQ7IiBkPSJNMTE3IDQwNnEwIDk0IDM0IDE4NnQ4OC41IDE3Mi41dDExMiAxNTl0MTE1IDE3N3Q4Ny41IDE5NC41cTIxIC03MSA1Ny41IC0xNDIuNXQ3NiAtMTMwLjV0ODMgLTExOC41dDgyIC0xMTd0NzAgLTExNnQ1MCAtMTI1LjV0MTguNSAtMTM2cTAgLTg5IC0zOSAtMTY1LjV0LTEwMiAtMTI2LjV0LTE0MCAtNzkuNXQtMTU2IC0zMy41cS0xMTQgNiAtMjExLjUgNTN0LTE2MS41IDEzOXQtNjQgMjEwek0yNDMgNDE0cTE0IC04MiA1OS41IC0xMzYgdDEzNi41IC04MGwxNiA5OHEtNyA2IC0xOCAxN3QtMzQgNDh0LTMzIDc3cS0xNSA3MyAtMTQgMTQzLjV0MTAgMTIyLjVsOSA1MXEtOTIgLTExMCAtMTE5LjUgLTE4NXQtMTIuNSAtMTU2eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNjU7IiBkPSJNMCA0MDB2MzAwcTAgMTY1IDExNy41IDI4Mi41dDI4Mi41IDExNy41cTM2NiAtNiAzOTcgLTE0bC0xODYgLTE4NmgtMzExcS00MSAwIC03MC41IC0yOS41dC0yOS41IC03MC41di01MDBxMCAtNDEgMjkuNSAtNzAuNXQ3MC41IC0yOS41aDUwMHE0MSAwIDcwLjUgMjkuNXQyOS41IDcwLjV2MTI1bDIwMCAyMDB2LTIyNXEwIC0xNjUgLTExNy41IC0yODIuNXQtMjgyLjUgLTExNy41aC0zMDBxLTE2NSAwIC0yODIuNSAxMTcuNSB0LTExNy41IDI4Mi41ek00MzYgMzQxbDE2MSA1MGw0MTIgNDEybC0xMTQgMTEzbC00MDUgLTQwNXpNOTk1IDEwMTVsMTEzIC0xMTNsMTEzIDExM2wtMjEgODVsLTkyIDI4eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNjY7IiBkPSJNMCA0MDB2MzAwcTAgMTY1IDExNy41IDI4Mi41dDI4Mi41IDExNy41aDI2MWwyIC04MHEtMTMzIC0zMiAtMjE4IC0xMjBoLTE0NXEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNXYtNTAwcTAgLTQxIDI5LjUgLTcwLjV0NzAuNSAtMjkuNWg1MDBxNDEgMCA3MC41IDI5LjV0MjkuNSA3MC41bDIwMCAxNTN2LTUzcTAgLTE2NSAtMTE3LjUgLTI4Mi41dC0yODIuNSAtMTE3LjVoLTMwMHEtMTY1IDAgLTI4Mi41IDExNy41dC0xMTcuNSAyODIuNSB6TTQyMyA1MjRxMzAgMzggODEuNSA2NHQxMDMgMzUuNXQ5OSAxNHQ3Ny41IDMuNWwyOSAtMXYtMjA5bDM2MCAzMjRsLTM1OSAzMTh2LTIxNnEtNyAwIC0xOSAtMXQtNDggLTh0LTY5LjUgLTE4LjV0LTc2LjUgLTM3dC03Ni41IC01OXQtNjIgLTg4dC0zOS41IC0xMjEuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTIwMCA1MHYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgxMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQzN2w1MDAgNDg3di0xMTAwbC01MDAgNDg4di00MzhxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MDsiIGQ9Ik0wIDUwdjEwMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM3bDUwMCA0ODd2LTQ4N2w1MDAgNDg3di0xMTAwbC01MDAgNDg4di00ODhsLTUwMCA0ODh2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXoiIC8%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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTA1OyIgZD0iTS02MSA2MDBsMjYgNDBxNiAxMCAyMCAzMHQ0OSA2My41dDc0LjUgODUuNXQ5NyA5MHQxMTYuNSA4My41dDEzMi41IDU5dDE0NS41IDIzLjV0MTQ1LjUgLTIzLjV0MTMyLjUgLTU5dDExNi41IC04My41dDk3IC05MHQ3NC41IC04NS41dDQ5IC02My41dDIwIC0zMGwyNiAtNDBsLTI2IC00MHEtNiAtMTAgLTIwIC0zMHQtNDkgLTYzLjV0LTc0LjUgLTg1LjV0LTk3IC05MHQtMTE2LjUgLTgzLjV0LTEzMi41IC01OXQtMTQ1LjUgLTIzLjUgdC0xNDUuNSAyMy41dC0xMzIuNSA1OXQtMTE2LjUgODMuNXQtOTcgOTB0LTc0LjUgODUuNXQtNDkgNjMuNXQtMjAgMzB6TTEyMCA2MDBxNyAtMTAgNDAuNSAtNTh0NTYgLTc4LjV0NjggLTc3LjV0ODcuNSAtNzV0MTAzIC00OS41dDEyNSAtMjEuNXQxMjMuNSAyMHQxMDAuNSA0NS41dDg1LjUgNzEuNXQ2Ni41IDc1LjV0NTggODEuNXQ0NyA2NnEtMSAxIC0yOC41IDM3LjV0LTQyIDU1dC00My41IDUzdC01Ny41IDYzLjV0LTU4LjUgNTQgcTQ5IC03NCA0OSAtMTYzcTAgLTEyNCAtODggLTIxMnQtMjEyIC04OHQtMjEyIDg4dC04OCAyMTJxMCA4NSA0NiAxNThxLTEwMiAtODcgLTIyNiAtMjU4ek0zNzcgNjU2cTQ5IC0xMjQgMTU0IC0xOTFsMTA1IDEwNXEtMzcgMjQgLTc1IDcydC01NyA4NGwtMjAgMzZ6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEwNjsiIGQ9Ik0tNjEgNjAwbDI2IDQwcTYgMTAgMjAgMzB0NDkgNjMuNXQ3NC41IDg1LjV0OTcgOTB0MTE2LjUgODMuNXQxMzIuNSA1OXQxNDUuNSAyMy41cTYxIDAgMTIxIC0xN2wzNyAxNDJoMTQ4bC0zMTQgLTEyMDBoLTE0OGwzNyAxNDNxLTgyIDIxIC0xNjUgNzEuNXQtMTQwIDEwMnQtMTA5LjUgMTEydC03MiA4OC41dC0yOS41IDQzek0xMjAgNjAwcTIxMCAtMjgyIDM5MyAtMzM2bDM3IDE0MXEtMTA3IDE4IC0xNzguNSAxMDEuNXQtNzEuNSAxOTMuNSBxMCA4NSA0NiAxNThxLTEwMiAtODcgLTIyNiAtMjU4ek0zNzcgNjU2cTQ5IC0xMjQgMTU0IC0xOTFsNDcgNDdsMjMgODdxLTMwIDI4IC01OSA2OXQtNDQgNjhsLTE0IDI2ek03ODAgMTYxbDM4IDE0NXEyMiAxNSA0NC41IDM0dDQ2IDQ0dDQwLjUgNDR0NDEgNTAuNXQzMy41IDQzLjV0MzMgNDR0MjQuNSAzNHEtOTcgMTI3IC0xNDAgMTc1bDM5IDE0NnE2NyAtNTQgMTMxLjUgLTEyNS41dDg3LjUgLTEwMy41dDM2IC01MmwyNiAtNDBsLTI2IC00MCBxLTcgLTEyIC0yNS41IC0zOHQtNjMuNSAtNzkuNXQtOTUuNSAtMTAyLjV0LTEyNCAtMTAwdC0xNDYuNSAtNzl6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEwNzsiIGQ9Ik0tOTcuNSAzNHExMy41IC0zNCA1MC41IC0zNGgxMjk0cTM3IDAgNTAuNSAzNS41dC03LjUgNjcuNWwtNjQyIDEwNTZxLTIwIDM0IC00OCAzNi41dC00OCAtMjkuNWwtNjQyIC0xMDY2cS0yMSAtMzIgLTcuNSAtNjZ6TTE1NSAyMDBsNDQ1IDcyM2w0NDUgLTcyM2gtMzQ1djEwMGgtMjAwdi0xMDBoLTM0NXpNNTAwIDYwMGwxMDAgLTMwMGwxMDAgMzAwdjEwMGgtMjAwdi0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEwODsiIGQ9Ik0xMDAgMjYydjQxcTAgMjAgMTEgNDQuNXQyNiAzOC41bDM2MyAzMjV2MzM5cTAgNjIgNDQgMTA2dDEwNiA0NHQxMDYgLTQ0dDQ0IC0xMDZ2LTMzOWwzNjMgLTMyNXExNSAtMTQgMjYgLTM4LjV0MTEgLTQ0LjV2LTQxcTAgLTIwIC0xMiAtMjYuNXQtMjkgNS41bC0zNTkgMjQ5di0yNjNxMTAwIC05MSAxMDAgLTExM3YtNjRxMCAtMjAgLTEzIC0yOC41dC0zMiAwLjVsLTk0IDc4aC0yMjJsLTk0IC03OHEtMTkgLTkgLTMyIC0wLjV0LTEzIDI4LjUgdjY0cTAgMjIgMTAwIDExM3YyNjNsLTM1OSAtMjQ5cS0xNyAtMTIgLTI5IC01LjV0LTEyIDI2LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEwOTsiIGQ9Ik0wIDUwcTAgLTIwIDE0LjUgLTM1dDM1LjUgLTE1aDEwMDBxMjEgMCAzNS41IDE1dDE0LjUgMzV2NzUwaC0xMTAwdi03NTB6TTAgOTAwaDExMDB2MTUwcTAgMjEgLTE0LjUgMzUuNXQtMzUuNSAxNC41aC0xNTB2MTAwaC0xMDB2LTEwMGgtNTAwdjEwMGgtMTAwdi0xMDBoLTE1MHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMTUwek0xMDAgMTAwdjEwMGgxMDB2LTEwMGgtMTAwek0xMDAgMzAwdjEwMGgxMDB2LTEwMGgtMTAweiBNMTAwIDUwMHYxMDBoMTAwdi0xMDBoLTEwMHpNMzAwIDEwMHYxMDBoMTAwdi0xMDBoLTEwMHpNMzAwIDMwMHYxMDBoMTAwdi0xMDBoLTEwMHpNMzAwIDUwMHYxMDBoMTAwdi0xMDBoLTEwMHpNNTAwIDEwMHYxMDBoMTAwdi0xMDBoLTEwMHpNNTAwIDMwMHYxMDBoMTAwdi0xMDBoLTEwMHpNNTAwIDUwMHYxMDBoMTAwdi0xMDBoLTEwMHpNNzAwIDEwMHYxMDBoMTAwdi0xMDBoLTEwMHpNNzAwIDMwMHYxMDBoMTAwdi0xMDBoLTEwMHpNNzAwIDUwMCB2MTAwaDEwMHYtMTAwaC0xMDB6TTkwMCAxMDB2MTAwaDEwMHYtMTAwaC0xMDB6TTkwMCAzMDB2MTAwaDEwMHYtMTAwaC0xMDB6TTkwMCA1MDB2MTAwaDEwMHYtMTAwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTExMDsiIGQ9Ik0wIDIwMHYyMDBoMjU5bDYwMCA2MDBoMjQxdjE5OGwzMDAgLTI5NWwtMzAwIC0zMDB2MTk3aC0xNTlsLTYwMCAtNjAwaC0zNDF6TTAgODAwaDI1OWwxMjIgLTEyMmwxNDEgMTQybC0xODEgMTgwaC0zNDF2LTIwMHpNNjc4IDM4MWwxNDEgMTQybDEyMiAtMTIzaDE1OXYxOThsMzAwIC0yOTVsLTMwMCAtMzAwdjE5N2gtMjQxeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTE7IiBkPSJNMCA0MDB2NjAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNWgxMDAwcTQxIDAgNzAuNSAtMjkuNXQyOS41IC03MC41di02MDBxMCAtNDEgLTI5LjUgLTcwLjV0LTcwLjUgLTI5LjVoLTU5NmwtMzA0IC0zMDB2MzAwaC0xMDBxLTQxIDAgLTcwLjUgMjkuNXQtMjkuNSA3MC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTI7IiBkPSJNMTAwIDYwMHYyMDBoMzAwdi0yNTBxMCAtMTEzIDYgLTE0NXExNyAtOTIgMTAyIC0xMTdxMzkgLTExIDkyIC0xMXEzNyAwIDY2LjUgNS41dDUwIDE1LjV0MzYgMjR0MjQgMzEuNXQxNCAzNy41dDcgNDJ0Mi41IDQ1dDAgNDd2MjV2MjUwaDMwMHYtMjAwcTAgLTQyIC0zIC04M3QtMTUgLTEwNHQtMzEuNSAtMTE2dC01OCAtMTA5LjV0LTg5IC05Ni41dC0xMjkgLTY1LjV0LTE3NC41IC0yNS41dC0xNzQuNSAyNS41dC0xMjkgNjUuNXQtODkgOTYuNSB0LTU4IDEwOS41dC0zMS41IDExNnQtMTUgMTA0dC0zIDgzek0xMDAgOTAwdjMwMGgzMDB2LTMwMGgtMzAwek04MDAgOTAwdjMwMGgzMDB2LTMwMGgtMzAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTM7IiBkPSJNLTMwIDQxMWwyMjcgLTIyN2wzNTIgMzUzbDM1MyAtMzUzbDIyNiAyMjdsLTU3OCA1Nzl6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTExNDsiIGQ9Ik03MCA3OTdsNTgwIC01NzlsNTc4IDU3OWwtMjI2IDIyN2wtMzUzIC0zNTNsLTM1MiAzNTN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTExNTsiIGQ9Ik0tMTk4IDcwMGwyOTkgMjgzbDMwMCAtMjgzaC0yMDN2LTQwMGgzODVsMjE1IC0yMDBoLTgwMHY2MDBoLTE5NnpNNDAyIDEwMDBsMjE1IC0yMDBoMzgxdi00MDBoLTE5OGwyOTkgLTI4M2wyOTkgMjgzaC0yMDB2NjAwaC03OTZ6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTExNjsiIGQ9Ik0xOCA5MzlxLTUgMjQgMTAgNDJxMTQgMTkgMzkgMTloODk2bDM4IDE2MnE1IDE3IDE4LjUgMjcuNXQzMC41IDEwLjVoOTRxMjAgMCAzNSAtMTQuNXQxNSAtMzUuNXQtMTUgLTM1LjV0LTM1IC0xNC41aC01NGwtMjAxIC05NjFxLTIgLTQgLTYgLTEwLjV0LTE5IC0xNy41dC0zMyAtMTFoLTMxdi01MHEwIC0yMCAtMTQuNSAtMzV0LTM1LjUgLTE1dC0zNS41IDE1dC0xNC41IDM1djUwaC0zMDB2LTUwcTAgLTIwIC0xNC41IC0zNXQtMzUuNSAtMTUgdC0zNS41IDE1dC0xNC41IDM1djUwaC01MHEtMjEgMCAtMzUuNSAxNXQtMTQuNSAzNXEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoNTM1bDQ4IDIwMGgtNjMzcS0zMiAwIC01NC41IDIxdC0yNy41IDQzeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTc7IiBkPSJNMCAwdjgwMGgxMjAwdi04MDBoLTEyMDB6TTAgOTAwdjEwMGgyMDBxMCA0MSAyOS41IDcwLjV0NzAuNSAyOS41aDMwMHE0MSAwIDcwLjUgLTI5LjV0MjkuNSAtNzAuNWg1MDB2LTEwMGgtMTIwMHoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUwOyIgZD0iTTIgMzAwbDI5OCAtMzAwbDI5OCAzMDBoLTE5OHY5MDBoLTIwMHYtOTAwaC0xOTh6TTYwMiA5MDBsMjk4IDMwMGwyOTggLTMwMGgtMTk4di05MDBoLTIwMHY5MDBoLTE5OHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUxOyIgZD0iTTIgMzAwaDE5OHY5MDBoMjAwdi05MDBoMTk4bC0yOTggLTMwMHpNNzAwIDB2MjAwaDEwMHYtMTAwaDIwMHYtMTAwaC0zMDB6TTcwMCA0MDB2MTAwaDMwMHYtMjAwaC05OXYtMTAwaC0xMDB2MTAwaDk5djEwMGgtMjAwek03MDAgNzAwdjUwMGgzMDB2LTUwMGgtMTAwdjEwMGgtMTAwdi0xMDBoLTEwMHpNODAxIDkwMGgxMDB2MjAwaC0xMDB2LTIwMHoiIC8%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="fitting-and-interpreting-linear-models-low-volume" class="section level1">
<h1>Fitting and interpreting linear models (low volume)</h1>
<p>Contributors: Jenny Bryan, Dean Attali, W. Evan Durno</p>
<p>We will start providing less code now, since you should be generating more yourself now. Worst case, you can consult previous seminars, lectures, and your neighbor if you get stuck. Take advantage of R documentation and RStudio’s facilities for accessing it.</p>
<p>You are also strongly encouraged to retain and develop your R code in a script.</p>
<div id="brief-pause-to-load-the-photorec-data-and-necessary-packages" class="section level2">
<h2>Brief pause to load the <code>photoRec</code> data and necessary packages</h2>
<blockquote>
<p>Remember you may need to edit the file paths below, to reflect your working directory and local file storage choices.</p>
</blockquote>
<pre class="r"><code>library(lattice) # if you don't already have this loaded ...
library(ggplot2) # we'll make figures with both
library(reshape2) # for the function melt
prDat &lt;- read.table(&quot;../examples/photoRec/data/GSE4051_data.tsv&quot;)
str(prDat, max.level = 0)</code></pre>
<pre><code>## 'data.frame':    29949 obs. of  39 variables:</code></pre>
<pre class="r"><code>prDes &lt;- readRDS(&quot;../examples/photoRec/data/GSE4051_design.rds&quot;)
str(prDes)</code></pre>
<pre><code>## 'data.frame':    39 obs. of  4 variables:
##  $ sidChar : chr  &quot;Sample_20&quot; &quot;Sample_21&quot; &quot;Sample_22&quot; &quot;Sample_23&quot; ...
##  $ sidNum  : num  20 21 22 23 16 17 6 24 25 26 ...
##  $ devStage: Factor w/ 5 levels &quot;E16&quot;,&quot;P2&quot;,&quot;P6&quot;,..: 1 1 1 1 1 1 1 2 2 2 ...
##  $ gType   : Factor w/ 2 levels &quot;wt&quot;,&quot;NrlKO&quot;: 1 1 1 1 2 2 2 1 1 1 ...</code></pre>
</div>
<div id="write-a-function-to-prepare-a-mini-dataset-for-a-small-number-of-genes" class="section level2">
<h2>Write a function to prepare a mini-dataset for a small number of genes</h2>
<p>We will be working at a low-volume today and thus will need the data for one (or maybe several) genes represented in a analysis- and visualization-friendly data.frame. Write a function that takes as input the Affymetrix probeset ID(s) and gives as output a data.frame. More details and hints given below, so read this whole section before you dive in.</p>
<p>I called my function <code>prepareData</code>, though you can choose any name you like. Here’s a demonstration of it in action. Write your own function that takes the same input and gives the same output. (Big-picture, long-term, this foreshadows a popular software development process known as <a href="http://en.wikipedia.org/wiki/Test-driven_development">test-driven development</a>).</p>
<pre class="r"><code>(luckyGenes &lt;- c(&quot;1419655_at&quot;,&quot;1438815_at&quot;))</code></pre>
<pre><code>## [1] &quot;1419655_at&quot; &quot;1438815_at&quot;</code></pre>
<pre class="r"><code>jDat &lt;- prepareData(luckyGenes)
str(jDat)</code></pre>
<pre><code>## 'data.frame':    78 obs. of  6 variables:
##  $ sidChar : chr  &quot;Sample_20&quot; &quot;Sample_21&quot; &quot;Sample_22&quot; &quot;Sample_23&quot; ...
##  $ sidNum  : num  20 21 22 23 16 17 6 24 25 26 ...
##  $ devStage: Factor w/ 5 levels &quot;E16&quot;,&quot;P2&quot;,&quot;P6&quot;,..: 1 1 1 1 1 1 1 2 2 2 ...
##  $ gType   : Factor w/ 2 levels &quot;wt&quot;,&quot;NrlKO&quot;: 1 1 1 1 2 2 2 1 1 1 ...
##  $ gExp    : num  10.93 10.74 10.67 10.68 9.61 ...
##  $ gene    : Factor w/ 2 levels &quot;1419655_at&quot;,&quot;1438815_at&quot;: 1 1 1 1 1 1 1 1 1 1 ...</code></pre>
<pre class="r"><code>head(jDat)</code></pre>
<pre><code>##     sidChar sidNum devStage gType   gExp       gene
## 1 Sample_20     20      E16    wt 10.930 1419655_at
## 2 Sample_21     21      E16    wt 10.740 1419655_at
## 3 Sample_22     22      E16    wt 10.670 1419655_at
## 4 Sample_23     23      E16    wt 10.680 1419655_at
## 5 Sample_16     16      E16 NrlKO  9.606 1419655_at
## 6 Sample_17     17      E16 NrlKO 10.840 1419655_at</code></pre>
<pre class="r"><code>tail(jDat)</code></pre>
<pre><code>##      sidChar sidNum devStage gType  gExp       gene
## 73 Sample_38     38  4_weeks    wt 8.211 1438815_at
## 74 Sample_39     39  4_weeks    wt 8.436 1438815_at
## 75 Sample_11     11  4_weeks NrlKO 8.465 1438815_at
## 76 Sample_12     12  4_weeks NrlKO 8.841 1438815_at
## 77  Sample_2      2  4_weeks NrlKO 8.506 1438815_at
## 78  Sample_9      9  4_weeks NrlKO 8.952 1438815_at</code></pre>
<p>Helpful info and tips:</p>
<ul>
<li>The gene expression data for one gene is given in one row of <code>prDat</code>.</li>
<li>One row of a data.frame is still a data.frame (!), which is a list, remember? <code>unlist()</code> and <code>as.vector()</code> can be handy when converting a list or array to an atomic vector.</li>
<li>Recycling can help you.</li>
</ul>
<p>To be more sure your function is working, see if your data.frame yields the same figure as this one. Don’t worry if our color schemes are different. You should use the same probe IDs (at least this once) to make it easy to compare.</p>
<pre class="r"><code>stripplot(gExp ~ devStage | gene, jDat,
          group = gType, jitter.data = TRUE,
          auto.key = TRUE, type = c('p', 'a'), grid = TRUE)</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAHgCAIAAAD17khjAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdd3wT9R/H8VfSpoO2UDqAskuh0EL5IXtToGUoyJChgiyVjaggIAiWJVMBARkqIFtQWbJkFwoyyhTKRhBBZqGFrjTJ749SZneTXJp+ng/+MHeXu7dtrp/cfe/7/aoMBgNCCCGEsC5qpQMIIYQQwvikwAshhBBWSAq8EEIIYYWkwAshhBBWSAq8EEIIYYWkwAshhBBWSAq8EEIIYYWkwAshhBBWSAq8EEIIYYWkwAshhBBWSAq8EEIIYYWkwAshhBBWSAq8EEIIYYWkwAshhBBWSAq8EEIIYYWkwAshhBBWSAq8EEIIYYWkwAthbX777beVK1cqnUIIoTAp8EJYGynwQgjAVukAQohcQatn5kFCrwIElqRfdTRyfSGEKckZJkSOUbt27TZt2iT9d2hoqEql6tKlS9LLjRs3qlSqY8eO1axZc9myZevWrVOpVA8ePFAu7Au0eoIWc+A6H1Tm/cqEXqXJEhL1SscSwqpJgRcixwgODg4NDdXr9cD+/fuBffv2Ja0KDQ0tUKDA//73v9WrV7/55puNGze+cOGCi4uLknGfM/cIrg6sbk8LX1r68msHnDTMC1c6lhBWTQq8EDlGkyZN7t+/f/r0aWD//v2NGjW6cuXKv//+C+zduzc4OFitVhcrVszFxcXZ2bl06dI2NjZKR35i3zXeDXj2UqWiU0X2XVMukBC5gBR4IXKM6tWru7i47Nmzx2Aw7N+//6OPPnJwcAgLC4uNjT1y5EiTJk2UDpgqjZq4xBeWxGqlDV4I05IzTIgcQ6PRNGzYcM+ePefPn793716DBg1q1aq1b9++gwcParXa4OBgpQOmqoUvsw89a3TX6plzhDfLKppJCGsnT9ELkZM0adJkzJgxYWFh5cuXd3V1rVev3oYNGzw9PStWrOjl5aV0ulS9XYHNF6ky/8mN+qUnqVaYdv5KxxLCqskVvBA5SXBw8O3btxcsWFC7dm2gfv36J06c2LRpkyXfn0/yU2umNSUylshYvm3OglZKBxLC2kmBFyInKVOmTPHixcPCwurUqQPUrFlTrVb/+eefzxd4tVp95syZHTt2aLVa5ZKmoJE3E4OYGETDkkpHESIXkAIvRE6iUqmSannSFbyTk1PVqlUdHBzq1q37dJsOHTrodLrWrVvHxMQoFlQIoTSVwWBQOoMQQgghjEyu4IUQQggrJAVeCCGEsEJS4IUQQggrJAVeiJykZs2adnZ2ERERzy+8e/euSqVKbYrYQoUKTZ8+Pem/g4KCAgMDn197584df3//EiVKXL169enCP/74o127dj4+Pq6urvXr1x8xYsSjR4+M/H8ihDAxKfBC5DBarbZ3795GeTw2MjKySZMmDx8+3LlzZ4kSJQCDwfDxxx83bdr02rVrHTt2/PLLL729vadNm1apUqWTJ09m/4hCCLORAi9EDlOuXLnQ0NBFixZlcz/R0dHNmze/efPmzp07fXx8khauWLFixowZ48aN+/PPP7/66qtPPvnkp59+Cg8PV6lUXbt21el0WT/eDegDPuADfeFmNuMLIdIhBV6IHKZGjRo9evT47LPP7t69m+IGRYsWXbFiRUhIiJub28WLF1PcJiYmpkWLFpcuXdq+fXvZsk8GhdfpdIMGDWrYsOHw4cPV6md/HPz8/GbPnn38+PHFixdnMXQ0NICCsA22gTs0ALnrL4QpSYEXIueZPHky8Nlnn6W2wYIFC5YvX96jRw83N7dX18bHx7dt2/b48ePbtm2rUKHC0+WXL1/+77//+vTpo1KpXnpLkyZNfHx89u7dm8XE0yEQQqAUlIKxUBdmZHFnQoiMkMlmhMh53N3dp06d2r17927dujVo0ODVDc6cOXPy5El3d/dXV2m12rfffnvHjh1qtdrW1valdwF+fn4pHtTPz++lh/sy4QS8/eKSZvBLFncmhMgIuYIXIkfq2rVr/fr1e/fuHR8f/+raN998M8XqDuzfv//IkSNHjx4tUqRI165dMz5eva2tbVRUVBbjusL9F5fcg7xZ3JkQIiOkwAuRI6lUqrlz5166dGnKlCmvrk16JD5FHh4eO3fuDAgIWLBgwdGjR7/66qunq/z9/YHULtPPnDnj7e2dxbhvw2S4k/zyFkyFTlncmRAiI6TAC5FT+fn5DRkyZNy4ca8+SffSvffnlS9fvkyZMkBgYGD//v3HjRt37NixpFXe3t6FChWaM2fOq33wdu7cef78+RYtWmQxaxD0gf9BV+gClaA/NMzizoQQGSEFXogcbMSIEUWKFOnfv3/W3j5x4sTixYt37do16T6/ra3t1KlTd+3aNX78eL1e/3Szs2fP9urVK2nLrGcdBHuhCTSFMPgk63sSQmSEPGQnRA7m6Oj43XffNWvWLGtvd3JyWrBgQWBg4JgxY8aPHw+8++67Bw8eHDly5IYNG4KDgz08PI4fP75q1SonJ6dt27Y5OjpmK25SJ3ghhFnIFbwQOVvTpk07duyY5bc3aNBgwIABEydOPHToEKBSqb799tstW7YUKVJkxYoVX3zxxcmTJwcOHHjhwoVKlSoZL7UQwuRkPnghhBDCCskVvBBCCGGFpMALIYQQVkgKvBBCCGGFpMALIYQQVkgKvBBCCGGFpMALIYQQVkgKvBBCCGGFpMALIYQQVkgKvBBCCGGFpMALIYQQVkgKvBBCCGGFpMALIYQQVkgKvBBCCGGFpMALIYQQVkgKvBBCCGGFpMALIYQQVkgKvBBCCGGFpMALIYQQVkgKvBBCCGGFpMALIYQQVkgKvBBCCGGFpMALIYQQVkgKvBBCCGGFbJUOkF3DPukXfuy40imEsB5370Vq7OzyueZXOogQ1qNK5coTp3xt5oOqDAaDmQ9pXBX9yw7o3t67eBGlgwhhJQaNmfY//zJd2rVQOogQVuLKtX9nLlx98sw5Mx83x1/BAzWrBASUK610CiGsRP58eUsVLxpUr7rSQYSwEqfOXpy5cLX5jytt8EIIIYQVkgKfS302dsbgMdNTXKXX6xt36NN5wMiMvCtBqw35en65+m+5lgsM6tj30PHTz6+NuHClzfuD3cs3KlG9xdjpP+j1+qTl6/8IVRWp+vy/DwaPTXdV1vy2aefKdX9kZw9CZFCmTquo6McfjZxSskZLp9J1X2vy7vI1W56uSkzUTZ27pGy9tk6l61Zu2mnVhm0ZWZVGDDmtcidruEUvMuvi3/8sWLmue8c3U1w7b+lvO8MOd2rbPCPv6vHpmLVbdn/W5z2fEkVX/7498K2e+9cvrFTeF4i4cKV+2w+rVyo/+YuB4ScjRk2Za6fRDO3XFbh09bp7/nzD+nd7up+njSxprMqa3zbvevQ45u1WTbKzEyHSldnTqtfQ8eu27hnar6tvqRJrNu/q1P+LfHmd32hcFxg348dxM374tGfnin6lt+w+0LH353kcHVoE1Ut7VRox5LTKnaTA5y6hfx4dMem7P4+eSkzUpbjBlWs3hoz71tkpT0bedfbi38t+27x4xpj32r0OdGrbvHGHPjN+WLFw2pfAlDlL/H1LrV80zcZG/f47rfI4Ohw+8eT6/tLf1wPKlR7c+71XA6SxSgjLlIXTKvJh1Mp1f8wcN6R/9w5AxzeDT5w5v3zNlqQC//2yNR+803ryFx8Bndo2P3fp6o8r1iVV8TRWpRFDTqvcSW7R5y5urvlaNW0w4fP+bq55X12r1+vfHzSmTfPA//mXyci7TkZcAILr10h6qVKp3giqu3bLbiA2Lv7n9X/06tzWxkat0+mBqaM+/mX+5KQtL1297lOyKJDCX6LUV6UhKvrxwFFTy9Rp4+Bd27vmm6OmzE1qDqjZotuy3zav27pHVaTqg6jojO9QiIzLwml1L/LhG43rNq5bLemlWq32dM+fkKAFDAZDglZbwMMtaZVKpSrk6R4Xn5D2qrRjyGmVO0mBz10qlPMZ3Pu9wb3fy58vhb9Ec5f8GnHxyvTRgzP4Lk/3/MDf1288XXLxyj8PoqJj4+Kv37wVExsH1G/7YR6fOsWqvj5uxo9JlR649Pf1i3//U7ZeW7uSNX1qt5r2/fKnzfNprErD+4PGLP11U6e2zRd8M6p5w9pjp/+Q1KK5ev6kN5vUb1y3+oWwNS5OThn/QQmRcVk4rUqXLPb74ul+Zbzj4hMuXLn244p1R05EvN2qKaBSqTq/9fr8Zb/tPXjsYfSjn9f/sXX3gU5tmqW9Ku0YclrlTnKLXjyRdBdx2axxKV6FpKjGaxVKFivc9/OJ8yaNKOLluXbL7h9WrAXu3Iv87/Y94MPPxvXp0m5Y/24HjpwM+XqeTqf78tOeOp3+739uRD6MGj24V4miXr9v2/tpyDdxcfGfD+iexqq0k+gNhm9CPu3avgXwbptm+w4dPxlxEShWuKCLs5NKpSpdsli2fjpCZEm6p9X075d/PmEW0K9bh7avN0xaOOWLgfsPn6jf9sOkl327tu/81uvprkqNnFa5lhR4Acl3EVs3C2zVtEHG35XH0WHNj1Pf7Tei+htdgNIli33Wp8uEmQtdnPNEP44BenZuO3XUx8DrjepEPXo8Zc6SER+9rzfoV82b+FqFsiWKegFvNK4bn6D9aubCIX276vS61FbZ2KR1t+nX7ycn/V9cunp9z4GjZy/+3aRBzWz8PIQwgoycVu+1e71G5Qr7j5wcO+0HRwf7KSMHGgyGd/oOv/rvzXmThvv6lNh36Pj4GT+WKOo1pG+XNFalEUNOq1xLCrwAWLTq9+Onz38/9YukFrXERF1CgvZBVLRTHkeNbVofkkrlff/a+fPV6/9pExPLeBf7Zv4yO43GNa+Lh5srkPTEUJKgetW//XHllX/+LeNdvHWzwOd30jK43sKf11/559/SJYulsSqNGAfCT342dsaJMxcKeOSvWTkgqe1ACGVl5LQqUqhAkUIFGtauGhX9aPr3K776vN+f4ad+2bhjy7KZTQNrAYG1qhgMhlFT5vZ6r+3JMxdSW5XPxTm1GHYajZxWuZO0wQuAM+cvRz6MKl27dX6/hvn9Gh489tfq37fn92u4cfu+NN4VF5+w+0D4/QdR3sUL+5YqrlKpDh79y9enuEql8irgAcTGxT3dWKtNBFycnG7curP7QPjzTYAqlQrI65zWqjRiRD6MCnyrl18Z7/AtSy/tX7ds1riiXgWy+IMQwnjSOK3WbN5Vtfl7T59KAcp4F0/QauPiEq78cwOoUtHv6aqqFf3jExJu/HcnjVVpxJDTKteSAi8A+nRtt+uXeU//VSjnE1Sv+q5f5tWtXimNd9na2LTuPmjEpO+SXl7797+NO/YldcAt6lWgckC5pb9ufrrxLxt3FC9SqKCn24XL/zRs12vL7gNPV63ZvMu7eOECHmmtSiPG4eNnErTaUZ986FuqOBATG3f135tZ+jEIYUxpnFalvYuFn4zYe+jY041DDx4tUdTLxTmPfxlvYNf+I09X7T5wxE6j8SlZNI1VacSQ0yrXklv0AsCnRFGfEs/+RuRzcS7o6R5Yq0ra77K1tenfvcPk7xYXKeTpnj/fzAU/u7nm7dahJaBSqT4f0L19z6E2NuqmgbV27Du0Yu3WFd99pVKp6tWo1LB21fcGjBzSt2vhgp5bdu9fvmbLbz9MAdJYlYayPiVsbW0+nzDr/Xda3Y+Mmjh7UVxcwrG/zv1z41axwgXVatWZ81d27DtUv2bltJsbhDCuNE4rN9e8lcr7vt3n88G93yvk6b4z7MiSXzb9+PUooEpFvxZB9Xp8Oub0uculSxYNO3xi/rI1X376oZ1Gk8aqNGLIaZVryS9GZMuoTz9M1OnmLP7FRm3TqG7VMYN7P31auN0bjX+eO+Gbecv6j5hc1qfEr99Pbvt6I0CtVm9e9u2XU+ct/mXjPzf+CyhXeuvyWUkP76SxKg0linotnz3+i0nfrd2yO6Bc6a+G9bsX+bDf8Ik/LF87enCvDi2Dww6faN1j8PXwTWm0UwphTmq1evPSmYPHTp84a1FcfIJfGe+f505o3yIIUKlUP8+dMP7bBcvXbLl+81YZ7+LfTRj24but016VzrHktMqVrGG62GWzxshsckIYS2C7XoG1qoQM6ql0ECGsxKmzFzv1H2X+6WKlDV4IIYSwQnKLXuQAG7aFJg0GkqKF34RUq+RvzjxCWAE5raxejr9FX75s6ZqVy0sHTSGMZdGq30uXLJp2BwohRMbduRf559HTp89dNPNxc/wVvI93CZ1KE/lYa7pD6BITbSz7MVGDXm8wGNQ2NkoHSYtep1OpVCq1RbcKye8ayJPHMa+Ls0nPKfkwGIWc+MZi6t+1TqXx8S5huv2nxqI/vhnx940746dMDwgIMN0hbt686eXlZbr9Z19sbGx8fLyrq6vSQdLy4MEDe3t7R0dHpYOkxfJ/13FxcbGxsfnzm/CWVWBgYIyOeQuXme4QkZGRjo6ODg4OpjtE9ln+h0FOfGMx9e/61KlTnTp1Mt3+U2PR36qEEEIIkTVS4IUQQggrJAVeCCGEsEJS4IUQQggrJAVeCCGEsEJS4IUQQggrJAVeCCGEsEJS4IUQQggrpEyBHzdu3PTp0zOyUAghhBBZYO4Cf+TIkeHDh0+YMCHdhUIIIYTIMnMX+MOHD9+/f9/T0zPdhUIIIYTIMnOPRd+nTx+gdevW6S58SUJCwqlTp15dHhcXl5iYqNWacGIMwNT7zyadTqfX6y08pF6v1+l0Fh4S+V2DwWBwcnIy6SHkw2AUcuIbkUkTJiYmxsXFhYeHv7oqICDAzs7ORMfNMZPNhIeHDxgw4NXlsbGxDx48ePjwoUmPbur9Z5NerzcYDBYeUqfTJX3KlQ6SDgv/MZrhd52YmFiiRAmTHkKn0z1+/Dg2NtZ0hzAK+TBkn5z4wIMHD2JiYnr16vXSco1GM23atJo1a5rouDmmwNeqVevIkSOvLq9YsaKHh4eHh4fpDn3z5k2T7j/7ZFIpY7H837UZZpPTaDQREREm/TnklNnkLPzDICe+sZj6d+3h4eHm5pZiCTMp6SYnhBBCWKEccwWviEP/svgE/953/V9RPqqBm0V/BxVCCCGekQKfqu+PMnE38+9R8oBtdCITCtNvFiUt+o6dEEII8YQyBX7t2rUZXKiUG9F8uZ3Lv+OQj8i3H/nkz59/BpEN4CTYKB1OCCGESI+0wafswHVGXcAhD6wnrmUc7fHcyb0EDD8onUwIIYTIACnwqSp/BrqA6slLg4olr6HarWQkIYQQIoOkwKesbnFux3HnwbMl88N5zUPuzwshhMgZ5CG7lBV0wrMtV6fwgz95bRyPHWbnBSKOQn+lkwkhhBAZIAU+VfWH8+AYRXuwvbpTZy/mhWLjD52UjiWEEEJkgNyiT50K118o9A1t8iUEqrAZCj8+a5IXViIKDEpnyJoEGAvFwAZKwXTQKx1JCGFJpMCnpzVxTeLYBj0gPzSDy0pHEtlngBngAcXBBQaBpQ+L/orhsAt2QSKsg6UwVelIQghLIgU+PSfI3y8/0+ARRENzaAYWPbmDyIAZsByOwAO4Dteht9KRMuUOLIRfoTSoIADWwASw9Bk9hBDmIwU+PROJ/iSaIADUMBCqwVKFQ4ls0cFYWAUlAXCFn2Bbjro3cxnKwPMzzhQDN7ihWCIhhKWRAp+eS2gDXpwnuCpcVCiMMIr7oIYSzy1xgAo56tfqAf++2OgeB/fAXbFEQghLIwU+PYWwvfZiX4NLUFihMMIo8kE83HtuiR6u5Khfqw/4wefJNT4B+kNLyKdwLiGE5ZACn56PcJnowpXklztgDXRWMpHILjv4EPrAYwB0EAIloAI2/9nwO2x9sfxbpkXwJ/hBa/CF/2Cm0pGEEJZE+sGnJ4hHfR7lq5WPkhADcbAcvJROJbLpK+gHJcEfLkEALIFv8BjrQQ2Ih9MwG9ornTMNhWEPnILLUA7KKp1HCGFhpMCnL6ZLTL4B+TgFecBPfmZWwR5+gAkQASWgBGyCedzddbdApQIAf0ET8IMKSkdNWwAEKJ1BCGGR5BZ9xuSBGhAg1d26eEL95KftFsKX6ArqnqyqAB/CCuWyCSFE9ki9yqioeH6N4Eokfp609cNeZp2xMvdeaXkpAuHKZBFCiOyTK/gMOXID/9lsu4TGhpV/4T+bvx+k/y6Rk/jB7heX7ILyikQRQggjkCv49PXanv/cQ+a0oKXvkyWzDvH+enZ0UTSWMK7hUJ08efPwIcTDHDgBPyqdSgghskqu4NP3SKt6EPesugN9qnH0Jvdz3OjlIg1F4A/s/7CnGJSHK7AN8iidSgghskoKfPo6+8Xcj+XW42dLbFQ4aYhNVC7TSwzY/WbHh9AFZsqA5FlVnshFkTyE27AQiiidRwghskEKfPrqFYm3VTN0+7MlB66jVlHYWblML7LrZmc/257a0AT2QPUcODeaZVDfkTNCCGElpA0+VQYDq8+w8i+uR7rVLMKSE1TxolZRTt3mi50saIXKQuaG34DqrCpqW5RrQVeAztAZJsJopYPlLAYYTcGxBWkBE8Bf6TxCpEd1U+X4tSMnwBPehg5gIX+UhGWQAp+qQX+w/x8+q4MmPjr8gfvBfxmzB4MBA/h58jhB6XxP7Ub3jg7755Z8AKOkwGfGTWgAN9FW0WocNARDHZgAPkoHEyI1V7GvYx//XjwT4TZMgf0wQ+lUwpJIgU/ZiVv8GsFffXGx4+bNhDcr8TCObw8ypA5t/fjvESN3EXGXEfWUDgqoQffiEr20vWTGRQiAIrCWqIdR7svc8YPKUAvawFgooHRCIV71KYmfJsZ9GOfg6gAQDBWgG7ymcC5hOaQOpOzAPzQrjYvdsyU7r2Cv4c/rVC/Cm2XZ3oVvD1pGb/gm2C6zfeHBunnQTLE4OcwFqAZl4Rw0JqFWAqshEYpABOSH8jAMopXOKcRLwtC1e+6rvQu8AfuVyyMsjxT4lDnYEvfcQ/JaPRF38XDkbgxbLgJ45qFOMY7eVCrgc4LR1dW5BLswGxbA63AdPlU6VY4QBnXADWbC06EJ1dAWDoM7TIRwiITyMB8sp9+EEA6vPEsbBw7KZBGWSQp8yhqX4o9LXLj/5KWtCoOB5mUY35gh29AbAKLiyaNRMOMz2m+1sSGxREAYvA2hYJf+u3K7VdAS5kFpiHpxVdRzPeCLwzzYBOshAFabO6YQKWuJ7bTn2lgvwmYIUi6PsDzSBp+yYnn5ugn1F9K5IjZa56P3cHUgvwOtyjJ1P0tP4uvOuXvULa500GSJjRN5S+kQOchM+Ao2Qw24A1OhWfJF/H34AVa9uH0F+B22wxD4BiaDJTx+IXKziagbq53bOtMYHsBSmJo8c5IQgBT4NLwbQLUirDvLv/dUPV5jSVuCFnP0Jv6e9N2Ikx1L2+JsURfKifAveMr4a2nSwyewFcKgFAAfwm6oCK3Jey8vv0N/qJ7Se4MgHH6BblAKpln8ZLLCijkRvz3esMpge8WWArAHfNN/k8hVpMCnpYwbg2tz82a0l5czcKwX689x/D983WlVjuBSSud7yoDDNAemghvcguawENyUTmWBYqET3IX9z/18VLAc9kEoOo2ObeCX+h5U0B5awSJoCi0g5JVp6IQwDxsS2ibkcZVv9CJl0gafCbZq2voxpiEr2zH7kAWNRW87y1azScMccIAisBuKwzalY1ma29AQ7GFbSt9+6sIw4l6PQwuP0tuVHfSEc+AFFWEYPDRJZCGEyDIp8Fnh605bPybuUzpHMtuptrGfxzIUFsAViAQ3eBcuKJ3McpyDWtAMlvPCoEBPnYfauLd3pwuUgm8ysE9nCIHjEAllYRLEGze0EEJknRT4LBrTkEXHuWYJ122xqKJVmm0a+iU/+aWGqhAM3ykczVLsg/owDEJSGcvzMbSCHtz+8zbH4Sj8BEsytvMiMA92QTiUhcVgMGJ0IYTIIinwWVTAid5VGbVL6RyAIwYng/qS+lnLsQHOw2twTclclmIltIL58GHq2/wOpaFn8sui8B18nZmj+MEqWAHfQw2whA+GECJ3kwKfdUPq8Mcljv2ndA5I/DTRJsKGwwAkwAjwghiwmF58igmBT2ALtEpzs5uvDDtfBrIwilEt2AsjoRcEw/HM70EIIYxECnzWOdsxvB4jdiidAxIHJiY2TmQyeENBOA49YB70VzqZgnQwEFbBfqiW3sberxTjY8md6LKgJZyG9vAGdIArWd2PEEJkgxT4bOlVlYv32aH4X3A1MdNj2AyAPRyHMbA6F0+GFgPt4ASEgXcGtn8dHsNYVFoVwAkYACOzEUADPeE8VIHqMBAis7E3IYTIPCnw2aJRM64Rw7ZjsITnqprCFTgBxyAC6iidRym3oCE4wR+QP2Nv0cBvcJyC5QtSGFrCSHg920mcYChEgCP4wyRemBNICCFMSQp8drX3R6Nm1RmlczxVEAoqnUFBZ6E2NIclmRyQvxj8yq2TtwiHa/Ce8SJ5wETYA+HgC/Nfmd5XiAyKgu9gAHwDt5UOIyyeFPjsUqmYGMTn24mXv9qKC4UGMCL17nDpMTgYTDUsnS+sgl9hBVSUSWtE5p2FsnAAysIF8Ee9T/6Ai7TI58MI6pfAz5P54UrnsDRh8Al0g7lmGQFmBbSDpdDD9MfKsmqwC2bA+OSR7YXIoB4wBpZAf5gDS7H70A6t0qmEBZMCbxwTgxgfSpQiA5k9RvWPShWVpStW0xkL3aE4NIRdUBlVtCkTzoJBsAGCTXgQowmCw9AGWkIPuJ75PcTBt/AWdIIVMrROLnAHzsEHzy1phiGvwea0jWKRhMWTyWaMI6AAzcswdT9jGhppj3q4B/fh3nP/7sNduPvichvs3eztY+3pCoMtY+KTUzAfTiQP+d4VPsZhrIN+ht74x9LDEPgd9mWjY5v5aaAfdIGp8Bq8D8PANUNvVcWpaAiloDPEwXRYCz+bOLBQViLYvdLw5JDc70OIlEiBN5pxjXhtLn2q4eWc+kaJcBsik//dhEh142AAACAASURBVBvPvXz+nwMUhvwv/isAZaEweCUvcQSIi41LuJeQb1k+XoMm8IXSE0fugDYvTujSC01LTbzR79RHQ3tQw2FwMfK+zcEFRsNAmAxl4H0Ykf7/iP239pSHZcmv34KasC69wXxEjuYFeWAnNEpecgbVZZWuvDz7I1IlBd5IHlLkOiG2rJlM39Ivlurnq7gWCjxXsJNKdalXCnly5c44g7OBodAPfoRGUBtGpzntqUkZXrnUUJvgNvItaAmvwewc/kF2g4nQD8ZBGfgc+qX1f6TZpyHkudf20AV2SYG3dr2hORSE4lAVfkE7QWvII80zIlU5+u+imahvq7mbfD/87os3zJ//73z0duO4lke+OHuBG3hAWXAHD3BP/mfSuZudYSB0h1nQGJrAcCWu5hvAdAh5rhv6AhIbJBrzEJegObSBiVl8YN7iFIN50B2GwEKYBE1T2VINL7V16ORxGmu3DL6FEDgCF+AHGIius04mMBRpkAKfvvw98xMD7uAG7uAJhaHCczU7abkNati5n3H/8FtHRRPnheHwEcyFhsk9x8qbMUBl6AbVoS8UhO1wgNjNsXaZ65meuj+hDXwJvY2zPwtSE0JhA3wKXjAJqry8ibah1naWLUHJ32wewwKYZvaowmwS4BPYAQHJS85AfRhsLd9uhWlIgU/fvbX3vLwy+uha/+rMOkTYP9QpZtJQGeAMg2EgrIC2UBzGQC1zHX001IY1EA4VYRaGBCPdS1wGn8JyaGyc/VmiltACfoGO4A3fQABcgS+wD7U36AxooTZ8AHEwG+qlfrkvrMBlcHuuugP+4IX6opoyioUSlk/u6xmZgy1jGjL4D8sYvBbQQBeIgJ7QA+rCBnMduinMhaUwxHgNEyEwAnZadXVPooL2EAHtoSm8Aw2gLAmhCdE7oxkE52AXnIFvYJ7SaYVJOUL0KwujUR1ROY5y5J4CiTLksdIBcj0p8MbXuSLxiaw/r3SO56mhPZyGoRBi3jJvLFp4HzbAAfM2Nyjr6aQ1ST0kYzDkMegL6hkGXaAozIZmSocUplYCCsP855YsAD2a8RpVlAp/+BYLGvFGD99CiSfDZjtMcpAHBZQiBd741Cq+aszQbSSaoNd3tqihJRyCPjAMGoIFzHWbIbHQEa7ADsvo6G9mzuAOE+A69lXsNZs1AI3BcmZAEKa2GMZBWxgLbWEgOBO/Nz5megxhsA9Kw2KlQyaZDj/DFngEh7EJt9F8pLGg7x+5iRR4k2hWmmL5WHg8/S0VYAOd4BT0g0FQhyfzzFqsO9AInGFLRoeCsUL5QQdL0f6qxR6Amy+ONCCsmx+chTYQA9egDhzCUMgAUBpWwSL4BhrBCUVzJsA4WAl+EA2j0ezW2C6zxQVGvdL7Q5iYFHhTmRLM6N08ttjvrWpoB8dhEnwNFWAxGLUjm3Ech8rwNizO5OxwVqYLfA2X0f9Pr22k5R/4CropnUqYUx5oCrugKvwOLw2o1RCOQjdoBl3gliIR4RY4Q9Ijxh+AnocXH+pr6lkOYTBWoVS5lRR4U6lUiHolmP6n0jnSVRe2w1xYDWVhviWV+S3QBKbBQKWTKK4GjICaaN7VOPVwogoMgEClUwlzOge1oQ3MTaX/kzr5idrC8D+YZJZJnl7iBg8gBi5BGMzH4GxQ/aMiAJbBNEt6ViAXkAJvQl81ZtoBbuWIR0mTHrtbChugDMyAOKUjLYH3YS20UzqJhegLp9C312vf1HICBimdR5jTPgiEUTA0vS1dYSLshXAIMPvExE7QHvrCefAFGxzGOxh8DZSBQuCI5T7zb42kwJuQtyudKvLVXqVzZFwt2ADrIBz8YAbEKpQkBMbCHqitUADLVBBdG11C64Tc+KRhbvZz8lTIXTL8ljKwCubAWAiCUyZM97JvIQ7ehf1QBttjtgkLEgBuQ6w8OGJWUuBNa2R9lp/i4n2lc2RKRVgMGyAcfGASxJjx6FroDpsgFEqb8bhCWKbJMBS2Z2nsh8ZwFDpAU+gFd4yfLgVOsBLCoRrU4tHyRwZPA/egBwzI3U/SmJ0UeNPyyMPHNRm5S+kcWZD02N0+uAw+EAIPTH/Qh/A63IddUMj0hxPCkulhIKyE/VAhqzuxhZ5wGvJDAEyCBGNmTFUpWAcG8pXLZ1/NHh8oB6PMcmiRTAq8yX1ai7BrHLmhdI6sKQXz4ABEgi8Mg0iTHesfqAvl4DdwMtlRhMgRYqEdXIBQKJztveWHibAHQqEibDRCwPS5wTKiTkVpF2m5CVNBY5bjimRS4E3O0ZaRDRj8h9I5sqMkzIAjEAtlYSD8Z+xDHEseXH0m2Bh750LkLLehIXjC+le6w2VHWdgIs2AoBMNp4+05dQYXg768PrPzXwujkAJvDj1e424MWy4qnSObisMM+AscoSIMBGPdltgMzeBb6Q4nBJxP7g43zzTTgQXBMWgBgdAL7prgEMIySIE3BxsV4xszZBt6C5mBJjsKwMTkJr3XoBdcz8zbf4NPYBCshaSfxjx4H9ZBG5PkFSIn2QcNYGQGusNlhwYGwjlwgPIww5JGvxDGIwXeTFqVJZ8Dy8zZWcWkPCEEzoAXVIUukO79CQN279kxBbyT567tCMNgGuyDmmYILYRlW5XcHa6rWQ7nBjNgN2yBAIsfslpknhR485nahFG7iLOmb8ruEAIXoDzUgy5wLtVt7ZbaqW6r2AcfwUAIhV2wDvZDKfNFFsJCzcxGd7js8IPNMBkGQEu4ZN6jC1OSAm8+NYrwWiFmH1Y6h9G5wFC4AFWgMXSAiBS20uzQJH6Y+OQBugfQCkpBNRn4QuR6Sd3hFkJYNrrDZVNLiIAgqAkD4aFCMYRRSYE3qwlBTNrHfaWGhzMpZxgIlyAImkJLOAyzIBhqQz+ITf64XYO6UA96g0rh1EIozLjd4bIjqWE+6du5L8wAnaJ5RLZJgTersu608WNSmNI5TMceesJFaA+NIQSawURwwvagre33toRDXRgII2ERNFQ6sBAKSpoK2ejd4bLDA2bAZvgNqkGo0nlENkiBN7eQQH48yjXrvgNmB15QEibDfBiOtgk7W+keH1Jra7KhMrdsoTE4ZmZsbSGszHmoBU1Tnx1OQZVhD4yGbtASriidR2SJFHhz83KmTzW+3K10DlM7BC2gB5zC8B73OlEszMY5geje+EVzcAZ32sFG+QCK3CoMGsAXEGLBDVUt4TTUhWowEKKUziMySf6+KmBoHbZe5LjRB4OzKA6QNE+uHRsb0noMRTvGG8ro3WZSegeX59K3oIxYJ3KrVdAWlkI3pZOkyxGGwkmIg/IwH/RKRxIZJgVeAc52fF6PETuVzmFSLWD1kzFwTtwiqDSaUza6t588tPOGr7V/vxFW4UY0b/+C60Qcx9NgEUdvGmOnSd3hdpi9O1x2FIZ5sAYWQ3XYp3QekTFS4JXRuyrn77HDilu2ykLIkzt7wYvo2QtiSfz0ySAA92LIa69kOiHSFZuoarIEf0+uf8qDYfSrxhvLOX8vG3tM6g63QNHucNlRFfbCUHgPOsDfSucR6ZECrwyNmnGN+Hw7BisYvDY1PWEf+OBbiEGNOTgnLulJorhEvthJpwCl4wmRpp/POZYvwKgGONthb0OH8gytw5g9Wd3d0+5we03VHe6/R9x+bJI9P6OC9nAaqkANGAaPTHxEkQ1S4BXTwR8bNavPKJ3DpHzgI1zH89YAWv/m/P5GuwGbKf8dnk58LGPTCst2Jcq2VtEXltQuxoX7WdpXUnc4D1N1h9v9N2VmUmU+leYSMIdD/xr/EC/IA0MhHG6AHyxOnldCWBhL65yRi6hUTAyi+1pal8PO2h83e7sCld2i9t5wjNHbdKtEFS+lAwmRHjcH/UvdWa89pIBT5nd0Ht6ATvClSR6YP3uXd35l+Vs0LAmw4TytV3LgA0rkM/6xXlAUFsMh+BhmwQyoZeIjikySK3glNShBOQ/mhyudwywK5DG8W143oLpUd5ETPKRLVOK5TRxLnkXp1mNG7qJXlUzuJ6k73AgTdoeb/ief1npS3YGWvnSrxNwjJjlWCqpDGPSHdtABrpnruCIDpMArbFIw40KJis/WTlQPVba7bNkp7WFCGMNPUI7S05yW7qVQNT7/hObLqDiH7pVo4ZuZ/SR1h1tiqu5wqgiVZpNGfQZ/zxeWVyhg3qG0VNAFzoM/VIYQiDPj0UXqpMArLKAAzUozdX82djEP+4r2DjMdGA9lYLnRsgmRG+2FUbCXe2vv5T9K/i2MXsYID073ZUidzOxnVvLscEEmCHkHmmDf3t5umd3o6ZTpyM+7+ePSk8kqT9+huKnvz7/KCULgGFwGX2mYtwhS4JU3vjFzj3Azaxffu2A88fviH/32iB2wJ3lUCiFE1syFL6H0k1cONbDrT90deOTJ8B6SusP9CGFgot4i3aEScSfjIhc/fm8Sv7hQchCTw/CbzbeHWHiM3lVNc9x0FYPFsBimQUM4rlAMAUiBtwRFXOhWidG7s/Tmn2A4hmLJX5V9YQAsNFo2IXKdO1DsxSXF4U6G354A3eEobDfZ7HC34ACMBzWTDzrkcyRgHqUvEHOVWC2Dt/JjK9M/YZe2QDgEbaApjkMdiVY0TC4mBd4iDK/HmrOcyfgfkafuwos9eSiSmT9GQoiXlIE/X1xyADLY9P4QXodY2Abuxo/2xD0oBBqAZWfsJgbRshzu3vwcyIEPaFyKBEuY5jVp8tkzqK+qNd9olE6TS0mBtwiuDnxWm5G7Mv/OsvBS+30YlDNOKiFyoyEwB1aBFuJhDmyF3hl44wWoCnXhZ3AwZcIScB1uATyIUxVyhjvwN8Uq4e2KlzP3Y0159ExxJ3ZsrM2PNmTvOWKRNVLgLUX/6oTfIOyfTL5tECzGdp6t6qGKezAZtkBfkyQUIlcoAethDoX8CuEBm2Ar5E/vXWFQ37Td4Z5xgqHQGvVRdUVXffgGaAWfgQvxOvZdo7xn+vswG30ZvcHfwBqlc+RKUuAthYMtYxoybHsm31YYtmGz0SavX15Kwj7YAW6mCChErlEVdnHrzC3uwwYom97266G9CbvDpWAYvIvdu3Z/DrTxfp+/GnH3Y87epcNqahalehFzxciYxPcTmad0iFxJCrwF6VyRxwmsP5fJt/kRvz7+4Y2HRMN68DZJNiFyG4OdgYy0Hc+CgbDVNN3hUqOGAcSdjXt478Hl4/T1wX8OrVZStTDfv2nGGBmja6UjAqx7WG6LpEyBHzdu3PTp05++PHfuXGBgYN68eevUqXPq1ClFIlkCtYrxjRmyjUSZcVkIy2eG7nAZUK84od25/Rnn+jOyPvYWOO61HXSHH5SOkfuYu8AfOXJk+PDhEyZMeLrEYDB07Nixdu3aFy5cCA4ObteunV6fe+tb89IUzcsi6TwqhIWLhQ5wHkJN1h3OmvSEnyBG6Ri5jLkL/OHDh+/fv+/p6fn8kitXroSEhBQsWHDkyJGRkZF79+41cyqLMjGIkN081iqdQwiRmqTZ4fLAOnBROkyO4A3VYLXSMXIZcxf4Pn36zJ07t1KlSk+XXLp0qXz58nZ2doCNjU3FihWvXLli5lQWpWph6hZnxp/pbymEMD4DrIameNb3pCO8OmvLBagNTeEnsFMgYE7VC3nUzsyUny72zp07Li7PvgPny5fv9u3br24WERExevToV+/eR0ZG3r9/PzIy0qQhTb3/lwyrpm68Mm+7Ug8982RoNGedTqfX680cMrO0Wm1iYmJcnKVPQ2HhP0Yz/K4TExN9fX1NegitVqvT6WJjLae/9jMOUx3sNtrFDouNLRLrdMLJoaXD43mPE+slJq21PWTr1MUpdmRsQqcEHiibNMec+Pq/9aoFKpsIG9sTtjE/xiS0TVA6VApM+mNMKlIdOnR4ablarf7yyy/9/PxMdFzlC7ybm9ujR8/GYY+KinJ3T2EIKHd397feeuvV5UeOHHF0dHR0dDRdwri4OJPu/1XlHHm7vH7mcZcpjTN0pz4hIUGr1Zo5ZGbp9XqNRpN0q8Zimf93nVlm+F2r1erIyEiTHsJiPwyq/1R28+wSjiXYetomRiaqq6kTCyQ6D3DWLtHq/fXqPWpNf412odamkY0jCn9OouKZsF91MVI1vpHB181y53VRH1PnfSev7gOdvp/eoDI4fexkp7HTdbCEwfaeMfWJ7+joaGtr2759+1dXeXh4mO64yhf4MmXKREREJCYm2tra6vX6v/76q3Tp0q9uVqBAgRR/OmPHjnV0dHRwMOnAUZh6/68a3Qi/2Xxc28Yn3RE2wGAw6PX6pJC3HhN6lRgtrxWiYkGT58y4uLg4jUZj/p9kZll+Qp1OZ9KQSQXepIeIjY21s7OzxB91BFTDvph90iuHXx0YDHewG2pHBNjBDuwCFP5eojew4BijdhHsravmlRC0zLFrJUbWJ6+9srlSpvlYo52ptetgB1AV/NEM0mjaanBWOtmLTPppdHR0dHFxSbGEmZTy/eCrV6/u5eX1zTffxMfHz5w508nJqV69ekqHUp5HHgbWYOTOzL1rzVkqzeXXM+z+mzY/03cjBsv9Zi+E5XGC5JnUNeEahsEWsIcqUMj0Q9RlwO/n8Z/NmrPs7Mrc5gkfVYk/N4AEHaW/ZcZBdJZ2vkeivqrWtdABBgMX8hBbF1whXOlguYPyBV6lUq1fv/73338vWLDg6tWrN23apFYrn8oSDKrNvmuE38zo9lce0Hcj295jZTsWtuKvvpy5w+zDpowohJWpDjdhC0CeZXn4HFZCfrgIh2GgklM1/nWb4CUM286s19n4LuWS7+zmd2BGM0K7s/kCAd/xxyXFEqbABgxgYM1ZSs7gjWX0KUrsNU7dVzpY7qDMLfq1a9c+/9LHxyc0NFSRJJbM0ZYv6jP4D3Z1zdD2a8/S3p8KBZ69fWwjhm6jf3XTZcyAfbAb9NhWsiVY0SRCpMsBVkJbqIL9SXtOwd/wOiwFOygJpxUIdSeGL3ay/hyjA+n+GprnroAS9Vx7iJsj5TzY0pkN5+n9O+ULMLM5JV0ViPqyvOj8dP/O0QxQs+4dqnjBAQwL+GInc4IoLD0MTUyulS3a+5W5/ZitGftK/jAOtxcfE3F35IGyD60PgR6QCAYchzpq+sqskcLi1YDT0A69q56rMAh+Tu4Ol/F5Y40kQcekMMrPxsGW033pWeVZdTcY+CrMtvT8fPUXUvQbWq3k32ha+nK6H3WLU+MHQnYTm2jWtCmKmR3jNsF2636qrIfh0AZVFz6/wIJjSifLBaTAWzQbFeMbMWQb+gw0rVUsyB+XXthyy0UqFTJduvRshM1wDELgS6L3RKvPqFmiXB6roYfFUAsKQUP4Xek81scVglDfVqOGspAI8fA9rIN+5kux8QIV5xB6ldDuzGj28tf3WYfZdMkmrHP03x9zZwi+7rz9CzoDjrYMrcPRXlyOpOxMFp8wX+AU6Uvru4zWO/jCcbCHP2EclfdzO8ONjyLLpMBbutblcLFjWQZG6G9djjwa3l/P6Ttcj+K7w0zdz/jGpo+Ymg3QF5ySX9qR2C+RDcrlsRYOMxyYDRPgBAyGQbBc6UxWJgHa8vj9x+yGBZAfPGAtbAET9ml65vQdgpcwdNvLze3PmxzGD28kFHHWAxo1k4N4lMD+5Pmmi7iwuA1L2vL1ARr9xMlb5oidmvxehq1tYA58CSWhMGcq8cZ+JSPlEsp3kxPp+ropb/9Ce38cnvt1xSZiZ4PNc4/1qlWseZtJ++iwmqh4ahdjR1e8FWyHi4OXOp44gqWPc2PpVJEq+5n2REDSvZk3oBg0gY5ggbOM5FAjoRCP+zzOWzgv2yEBVGRoZrlsuxvDiJ38FsEX9elb7YXm9ufpDdyMpqybISF5zBiVCn9P/nn4wmYNSnCsF0tP0mwpLcsyvhEeeUybP0X9qya2+cXmf4WoUwxg1WnWVGDJVjBYRMcEKyZX8DlAjSJUKvTsefhtl6k6H8/JuE3ivTXciH62pYsd4xpxui//fMLP7fAzy9VGqmrDzy8ssFltQ12FwlgL1VmVrqyO51teKoIGbigWydqsg9Ww8LnaY2eO6p6oZ8ZB/GfjYMu5/gyskWp1B9QqCjlz9t6z8mgwcOYOxfOlsGWX/3G6Hw62+M9WpitdxQL6ha157zeKfkOhqUzcx5CR2BogzNxJchu5gs8ZJgZRbwHdK3E5ku5rWdiaxt481jIljJYr2Pnuk81O3yH8Bva21ClG0byKJgbehyXQET4ANXkW5FGdVUkbfDYZ8hpUd1+86tFCFCj+67YOf0MvWA/5wYyNxBsvMGgrPm6Edk/5hvyrhtThw012i99IcHUlQceInbjYUbtYyhsndaXrXZWPt7DoON82p15xI8ZPX1MfLg/k5iM06uS7CD1hHvKN36SkwOcMZd1p48fkME7dZkIQwaUAXOwY05A/r7P2vE2rUvTdyO/naeSNVk//TYxtSO+qioa2ge3wHUwBPfo6+vgZ8Y72Fj0QrOUz+BvIA/OhZ/KiMRAIr1y6iUxLgLdhEJixZ+npO3y8hRvRzHqdoFKZeOOA6tyJ1tVZ6lI8H9ejqFeCFe1Qp3nH28+DrZ3ZcJ4ua6hQgFmvU8K8Hxuv50ev6wY+cAc8U9tcZJcU+BwjJJCA78hrT40iLyyvVYwL91Ur4+0O/cvpfrjYAVyKpO4CahdTerRae/gEPgGIexBnb2+RY2nmLCoeLXiU7718LIAKcBoM8iC9kYyEQjDYTEfLYHN7alQqhtVObO0TezU+bzUvimW4VLf0JagUk/ZRZR79qzOs7gsP95iPO7SExTBIiaPnDtIGn2N4OdOnGjFarr74HM3fD/ByZvU5u5DAJ9Ud8MnPB5X55Yz5YwqT0/voOQGjoCaMhf1merTbyr3a9G4ymWpuT83x/6j9k/1ba51H76byfMZlZqgwR1tCAjnem8uR+CrYla4XzAFLG17XikiBz0mG1iFBR/9N/Jv8YN2mC+y8wpu+uuj4l7vJeuQhKt78GYVZ2MHr8AEEyUlsDH9Dr+RRaU1s0wUC5rD1Ysq92zPoUQJvraJ35cTj3aNO9OZoL1adznSdLpqXxW1Y3OZJV7pTKUzTbWJ1IQ9kcsYNkXHytyEncbYjJBA1VPiO2j9S7Xs+3sIvHfBwNFTw1G268GxLg4FNFxQd5UaInMJcTe9Jvds/28bM5mzqlNGH6VK0/hwBBehW8cmkq8XyMvsNZhzMyq4CSxLek7cr0HQJvX7nbkzWU2VF0qN2wjSkDT6H6VONmYf4sRUejjjZUaEA9jbExjK0ZnzgCntnO94NIDaRift4GEfnikrHFcLymb7pPZvN7a+6+QgftxeWlHbjZnQqW6fHVk3PKrTzZ/Qeyn/H8Hr0r/7CGBsm9B58ATegsFkOl8vIFXwOo1EztiET91KvOFW8sE8e26RgHv2+Hpy+Q72FtFqBRx42d8ZWfr1CpM3ETe9Jze3lv8PBlrNZbW5/lbcrx17sxXf0JqWy177g5siMZmztzK9nqDaffdeytbeMygftYJFZjpX7SAXIeTqWxwC/RLy83Cc/S9pw9WPO9mdKMPkdUnqzEOKpv03b9P60uX13N2Y0w914XURb+PIwnpC9Gq0e4NC/9N3IF/WNsOdKhQjtzuiGdP6Nliu49jD9t2RXL5gHOtMfKPeRW/Q5j0rF1Cb0WEerstjJ6KRCZE1S0/unJml6f9q7fWbzzPVuzyA7G9Z0pP9GVam5+Vzs0djwVWOalTba/lv60tibyWFUNkNXumrgCVvhdZMdIreSK/gcqUEJfN35/qjSOYTIuZKa3j8z8l4fxDFwC4GLaOHL8d4mqe5Jiufj5zYJ53tGhffi6sd0CjDy/vNoCAnkWG8uR1LhO1abtM+tPGpnGlLgc6rJwYzdIx3hhMiSdbDKyE3vSc3tZWcBxmxuT5ujreGF4eGMrVheFrfh+zcZu4fGi/nLRF3p3oW9cNU0O8/FpMDnVAEFaFqarw8onUOIHOeq8Zvek5rbt5igud0SNCzJ0V50LE/wEgZu4aHRryuc4R1YYOzd5npS4HOwrxoz5zA3HymdQ4gcRAsd4VOoYZz9nblD8BI+2szkYDZ3UnoKR5NJ6kp3ui+A70wTzErXC74HrVH3metJgc/BirjQtRJj9iidQ4gcxHhN70nN7Q0W0cKXiP609DXCPi1cUle6LZ359QzVvzdqV7qKUFJmVTAyKfA524h6/BbxwrTQQohUrYOfjdD0rkhzu+V4rRCh3QkJ5L01dFhtvK50veRROyPLTZ9Ka+TqwODajN6rUTqIEBbPSE3vmy9ac3N7xrX05XRf/D2pPI+Q3cQlprl1NOjT22MHOAIXjZZQSIHP8QZU59h/6oM3ZUgDIVKX5aZ3A2yB0TCLC8cIXsKATVbe3J5xSV3pDn7ImTsEzEm5K53dUjsHbweKggv0gqjUd+cIXeBHk8XNfaTA53gOtgyvo/14u+N/8rSdEKnJWtN7HATCaOIT2bcV1/oMvpxbmtszzic/q9ozrwVj9hC0mNN3nlu3FPvZ9vFb4nkIt0EPndKcH7YX/AjS+9dIpMBbgy4Buh4VE2r9yMX7SkcRwgJluek9BIM3M6ZTPB+r+6H5k6Zz0Fw3ScacrpE3x3rRsiyBi57rSvclMfNjDGUNAE4wFy7BkdT3UhbKwxqzJM4FpMBbiQ//F/95XRosUmJSZyEsWTaa3mNW0rLYs+Z21/LwOmwxQUirYKtmYA3O9gfwncm3B+Aqugq669Gq0Kvcegw2UCm9VnZ51M54pOHWevSsgos9QYvZ8A7ViyidRghLkNWm9wQd/Xe6zn7A+w1o3RjV00v/vGDmGdNzGndHZjSjvT8Dt9DJmT5zXfZq1L4eRNyheRkWXkCd9sywbeFjOAP+ZgpsxeQK3qq8U4Ef3uTNFYT9o3QUISxBVnu9f7qV2ESVZyBtzvy/vfsOaOrq/zj+DnsKKDjRqqgoKA7AhSJOcOHCUWetdCXVQAAAIABJREFUA2dtffxVO7XDx7ZPq3ZoxT3qnlWr1r333lbcs6KACDJDfn/gwIEQTLhJ+L7+Mtd7cj8kXL7JPeeek6m6J8J68NdpQhNVrxSH+jE/iPCZ5r/VSt3xHtc+pNlqbjyEgDe2tILeMD2Pcpo2+QafnXRU8cZ0l3nrCiwMo/1i/mhPU70tdCGEEcjoej+qddf7rONsv8qfrWPNA4sSAI8hCB7BtxCUXX0ST12N5ad6bLBN9WthRQ1sr9GlJNXbsE+D/Ztb9gc/+Bbs8iapyZJv8FmLgl7gSBHfIhSD35TOk2MNS7OsE92Ws/K80lGEUEpuu96P3WXUZlZ0xs5CQxk4CJdhOPwI3WGKftKaorvxuBfEbVJCnZGayI9gC+a7eFiC+9n2cZQBf1iaFyFNmxT4LGigO9hAFHcv3GUL/A6zlU6VY/VLsb47A9cy76TSUYTIe6nQBT7Suuv9YTKdl/JrcyoUerrJHabCXvgb+uly9TmTV8aFC/dJSVe1raWeaAUe3InnYRI5Wv5OhtrpghT4LOyHWzD56TUiL5gLXyscSiu+xdjai8+2MOOY0lGEyGNfQhH4WLtGGg09V9K8PJ289ZMqnynmQEdv+qyzC/ZQLzzNhWg6LWVkPazMc9C4NVwH+dv1dqTAZ+Eq+EDmX8TqcD0Hsy0aEi83Nvfk6x1M3K90FOMRGc37f1J5MkGz+f0waUb1jguA1bAoN3e9j99PdCI/NtNPqnxpYggVC6lbLrKOS6bGFEI9GZnDEQwW0FeG2r0tKfBZKAGXXtxyGQob3wtWoRC7ejP5EGO2Kx3FGFyNs6g3k8qFWdyRMUGsOk+f1UpnElq5Bv1z0/W+8xo/7WVhh/y1bIy+WZszOiAp6qPEP9rj7cb/1cUs55+6+sICeKTHeCZPfpezUBfS4L9Pv7JHwfvwocKhcqeUEzt7s+IcozYrHcXgfbXP8csGDK+DtxtBpfmzC/tusFfuOTQWue16vxlH+8W0rcjh29ktmiK0t+uG2W8HOXqH0hMZu4sUdc6auUMgLNRvNtMmBT4LFrAE1sM7uDZ1pSL4wQilU+VWUQd29Gb7VQb9RfobJoLO945HWbap+PyhjQXNy3PotnKBhFZy1fV+I45Kk3CwxsaCqUfwmiTTQerS7psW76+1+jiAEXWp7c6Bm/Rbk+PG4TBZj9lMnhT4rHnALtjLw58fchnGG/er5WLD3z04+S+9Vkm/cpbsLTVxLy50EZuEg5VCaYRWctv1HjSbYg5c/oDxwazrxn8b03W5fA7Wmc932U4OSW1dgWG12XiJ6aHsvs6ROzlrHAJxcEi/CU1YTktWbGzsnj17Fi9evHPnzujo/LSkSUlSvVJxUjqGLjhZs7EH9xLotoJUqfGv07JM0tc7nv9xP32PjZcI9lA0k8iJ3Ha9LzjN1Vh292HzZTovo+4MdlwjOY0T/+onZ/5z7oF5YCk1UMyBBqVZeZ56pTidw2skZtBX7pfLvewLfHp6+ueff16iRIl69ep16dKlQYMG7u7un376aXq6lAjjY2fJmndJVdNuEYnS1/iKEX7xccnUms6IjfRbQ5O5TG6JewGlY4k3y23X+6UYPlyPsw0LTvLhBlpX4KdgyrpwNZZDt/QTNR+4/pD2iykwDruxNJmLg6XmXsKTiyrhvvx+iLvxFLTN8dO9D8sgRk9hTVz2Bf77778fO3ZseHj4iRMnoqOjT506NWDAgHHjxv3www95kE/onJU5SztRyI7mf/AoRek0BsbSTPNXV8Y2orgjtUpwuD/tKmbfSigsV13viWm0X8yYIKzM+WoHm3rS3Yc67nT3wdqcSXJZOFceJtN4LnVLcncEMaPoWZVkNcM3W2ZcMmzmwd14Tt+jUZkcP2NRaAZ/6C2xSct+LvrZs2cPGjRo/PjxGQ9dXFzGjx8fHx8/e/bsUaNG6Tme0AtzFTPbMGAtjeewobs2n6bzh2YeNJPL8sYio+td+wnnP1hP9aIM8udOPD/uZesV/Itz/j5fbuPLBozeTpJaZq3T2pTDNHiHEXWfPOxZlbN3kheft674G/VLcSOOFDUBJbC31OZJw2EoDJFpBLWW/Tf4Bw8e1K1b96WNdevWjYqK0k8kkRfMVUxtRb1SNJlLlCx/KYxUbrveZx1n3w0mtQQIKk1FV+aeoPVCxu/js0CG1gIwV8lAO61dfECdki9sqVsirbSz5s8uNCzDyACOD2DXNWKStHnSRqCGPToNmj9kX+AbN268du1ajeb577pGo/nrr7+CgoL0mEvon0rF+GA6VyZwFrdkNglhdDK63j/Uuuv96B1GbWZllyffI2u7cy+Br4K4OJSdvenszc8HaFJWZrzJDTd7rj98YcvNR2autprKhelVlWYelHKiqQcLTmnzpCroL0PtciP7S/SjR49u06ZNaGhojx49ihcvfuvWrTlz5uzevXvx4sWHDx9+tpufn58+cwp9yZg5sv5MNvXEQ8uvQUIo6UsoDCO1a/Qwmc7L+LU55Qs+2WJvydx2dFhCmBfFHTl8mzP32P4eGvnUq72eVWk0h07eeLsB3HrE/w7a/N48NfO83+G+DNvAYH9tnvc98IAocNNtXhOXfYH39vYGIiMj165dm3l7ixYtMj/M/BVfGJeRAThZEziLjT2enJZCGLqMrvcj2vXLajT0WEHLV5aTaVyGI/1Zcoaox7SqwIIOWJtzRwq89iq58ktzms6loiuW5hy/ywj/5AalXtincRnS0tl7g7ols3iWVxWC1jAX/qPrxCYt+wJ/8eLFPMghlDXAD0drms1jXTeqFlE6jRBvltH1vgoKZr9vZj/tIyaJ/71uOZnijnxYWyfh8ruOXjQvx6HbpKrxL4EqKRmsM++gUtG3BhFHtCnwQDi8B8NlqJ0Wsi/wCQkJVatWfXX71q1bGzVqpIdIQhndquBgRfA8VnahjrvSaYTIyrOudy3r8c5r/HKAg/1e37mu1jDvBEfvYGdJqwrUK/WafUQOOVjRsPSTf8e+bjxd72qU/5XoRG1u4akHdrAVGusgYT6R/TASPz+/L7/8Mjn5+QSe9+7d69mzZ+PG8jKbmjaezGxD6EK2XFE6ihBZGZ2brvfbj3h3OXPaUdThNf+blEbgLJaepUIhCtnx3iq+2amTrOL1XO1oXo65J7RsJkPttJR9gV+4cOGMGTOqVau2d+/e9PT06dOnV6xYcc+ePX/99Vce5BN5rEV5lnWi23I2RCodRYhXrYaFWk84n5ZO1+UM8Hv+tfIl3+ykfEH+6sqQmvxfXQ71Z+Yxjt3T6mZtoZ1wPyKOoN3YrR6wEWTxpxzLvsCHhYWdO3cuODi4QYMG3t7eQ4YMGTp06OnTp18aZCdMRoN3WNOV3n+y7KzSUYSJMrtmZvGVBd1hLOR86baMrveFWne9f74VO0s+q5/lDhsiGZRpULeLDV0qs+OmdZYNxFtr8A5mKnZd16aNE4TBbD0lMkE5utPTysrKxcXFzMzs/v37zs7OlStXtrGx0XcyoSD/4qzrxtD1zDqudBRhetbjGOyIBprDffCBnPya5bbrfcU5lp5lfgfMsv7Sr07H4sW/hZZmqDUymku/MobaaSccIiCHK8rne9kX+M2bN/v4+EyaNGnWrFm3b9/+8MMPe/To0bx588hIuYZryqoXZVsvRm/jlwNKRxGmJBn6kTA/IW1MGt1gAvwGvXPQMFdd75diGPQXi8JweeNXkqDSzMnUH5yYxpIzBBRPzrqF0IHe1Vh3kXsJ2rTxBzf4W1+RTEz2Bb5p06b169c/f/58165dLS0tR40adeLEicePH1euXDkP8gkFVXRlZ29+PciPe5WOIkzGCShCmm+mpQw7wE148/Ksuep6f5xK+8WMDsK/eDZ7ftWQDZH0Wc2fF5h7gqDZBJWmdjFZi0m/nG1oXUGG2ulR9gV+27ZtM2bMKFjwea+Xp6fn9u3bny0/I0xYaWd29mbOCUZtVjqKMBnmLz5UgRm8YbBVbrveh22gelEG5mCOTSdrjoZT0ZVZx9h8mZEBTGml3bFE7oT7MeWwlkPtusIuuKavSKYk+wL/2jnnzczMBg0apPs4wvAUc2BLT/6+xJB1Wp6HQrzKB65jfiJTkV8DblA0i/1z2/WeeTmZnLC35P/qsqoLc9vRvpJ2xxK5FlASW0u2XtWmjQO8CzP1lMikZFngP//886NHj2b8OyUlZcOGDffv33/2v6tXr65WrZre0wnDUNiebb04eofwtaRLjRdvwwam49DZweInC5bAF9AP5mS9f6663l9aTkYYsv6+RBzOfrcXhMM0SNVLHlOSZYEfO3bsyZMnM/4dFxfXvHnz48efD3WNjo4+cULbnhNhxJxt2NSTK7F0W0FqutJphFFrRfyaeP6FFZAKR8A3iz1z1fX+6nIywpD1rMrGS9yJ16aND5SGtdnul9/Jgogip+wtWduVxFTaLyYpLfv9hciKurw67Yc0FsF3UCKLna7npus9q+VkhMFysqZ9JWZre0duuAy1y54UeKEFa3OWdMTGghbziZchxkJ/0qA7DNO66/0Ny8kIgxXux7QjWnb/dYLDIDdrv5EUeKEdK3MWhVHamRbziZP7hIWejAYXGKVdo4zlZJZ2fP1yMsJg1SqBiy2bLmvTxhZ6wgx9RTINch4IrZmrmBFKjWI0msP9x0qnEaZnQ2663m8/omvWy8kIA9evRq6G2s0A+ZqRNSnwIjdUKiYE06gMgbO4/UjpNMKU3II+sEC7rvdsl5MRBq67D9uvckurPyae4A0r9RXJBLxpPfghQ4aMGDECSE9PB9q3b29lZZXxX0lJr1vjV+QnKhU/NKWQHfVnsbknZZyVDiRMQBq8C0O07nr/fCvONm9aTkYYOAcrOnoz8xhfBGrTLGOoXRd9pTJ2WRb4YcOG5WUOYaRGBuBgRaM5bOwhdyWJt5arrveM5WQO90clq8MYs0H+tF7Ap/Uxz/n72B4+hLPgpcdgxivLAj9x4sS8zCGM12B/rMwJms36bvgUUTqNMF4ZXe+Htet6vxTDkHWs65bNcjLC8FUtQhEHNkTSsnyO21hBb5gOMnP660gfvNCBfjX4qRlN53HgltJRhJHKVdd7xnIyXzagWlYz3QqjEp6LWe36wxyQ0b6v86Y++AyvXTVOpVI5Ozu7ubn5+PiEh4cXK1ZMD9mEMelSGQcr2ixkeWcCSiqdRhiX3Ha9f7Ce6kUZkIPlZIRReLcKH2/i2kPeccpxmzLgD0uhlx6DGansv8EPGjQoPj7+5s2b3t7ejRs3rlKlyq1bt5KTk6tXr25jYzN16lQPD49nk9qK/KxVBRaF0WExGy8pHUUYl1x1vc88xpE7/C7LvpkQe0vercLMY1o2k1ntspB9gb9165abm9v169cXL178888/L1y48Nq1awUKFKhcufKCBQuuX7/epEmTjMH2QgSVZlknuq9gxTmlowijkApjYSp0B23mPz56h0+3sKQjttlfhRTGJNyXaUe0XPCiNVwHbT8W5APZF/h58+Z98MEHBQoUeLalQIECgwcPzlgP3sLC4oMPPni27pwQ9UqxoTuD1zFHViMSb3YFvOBrqAu/QRXI2bWf2CQ6LyOitdy4YYJ8ilDamb/+0aaNBfSF6fqKZLxyNMju3r17L235999/Hz58mPHvR48eWVrKooziuRrF2NqLL7YyXT74iTfoBWoYDX/CDugHPbNvpNHQcyWtKtDGU/8JhRLC/Yg4omWbvrAAZNKtF2Vf4MPCwr766qvly5er1WpArVYvW7Zs7NixHTt2TE1N3bJly4gRI5o3b67/qMKYVHJlR2++2834fUpHEQZJdUvFUfDM1PU+HK7C1Wwa/riP2CT+11Sv6YSSOnlz+DZXYrVp4w6BsFBfkYxU9gX+u+++Cw0NDQsLs7Ozc3d3t7Oz69ixY5MmTb777rsLFy40adLEw8Pjhx9+yIOswriUcWZrL6YcZtRmpaMIw2P2txkpMDfTHyEVFIK4N7XacY1fD7CkIxZyh6/psrWgaxXtr/+Fw2S95DFe2Q9QsbKy+uOPPz777LO9e/feuHGjWLFi/v7+NWrUAMqUKXPt2rVSpUrpP6d4TqNh2TmmH+X6Q3yK8H918XZROlMWSjmx632azUMDn8i9TOIpsztmFl9bYAOx4PZ06yW4CeWybJWxnMwf7WU5GdM3wI9GcxgTpM3CgCEwBA6Bvx6DGZecjkCtVKlSpUqVXtpob29vb2+v60giG//dzYpzfBVEuYLsvEbz+cwLNattqFPIFbFn+3s0/4OoONtfQ7QaGitMls14G3U/tYW7BS3hF6gOx2AYfAt2r2+SsZzMIH9ZTiZfqORK+YL8eZ6wnM9Ba/Z0Vjsp8E/JLSZG5k48E/dzehBF7AEqulLKiQ83WO3vnqh0tCy52LCuG8FzLfqtIyIURyulAwmlPf72sa2TrYWtBYVgLFyEcvAthGXZ5LOtuNjyab08TCkUlTHUTosCD/QBb/gfFMh+3/xAOrKMzIm7+BZ7Ut0zhJTj1iNVfKpBr7NR0Ja1YY+KO2iqTGb3daXTCMVZP51wPgx2wV3YDR2znIV+xTmWnWVmG1lOJh8J8+Lkv/zzQJs2xaEpzNFXJKMjBd7I2FvxKOWFLUlpqNOxMtMolCinrM35pkHqtFC6LGPMdtSGnlcYiozlZFZ0luVk8hdrc3r45Gqo3e8gf14AKfBGp2YJbj9ifeTzLWN3EVxWbWWuXCZtNC3LkXD236TpXG7LTasiOxnLyYwOoqqhjjIR+jPQn9nHSVZr06YRqGGPviIZF+mDNzLW5iwKI2wJge9QwpGjd4hJYnXHVKVzaaGIPeu78ctB/KYytTWtKigdSCjk3wS+2cGxu9hZEurJIP/XLAQ+dD01ihHuq0Q+oTQPFyoXZsU53n3NkmdZUEF/iAAZriHf4I1RrRKcGkiwB4XtGVyTg/0oaGNkF6RUKobVYlUXPtzAsA1afkIXJuHfBJX/VArZ8WMzPqnHX//QdfnL+8w8xtE7TG6pRD5hGML9tF9A9j1YA1H6iGNkpMAbJWcbelZlRF3aVXzNlx5jUbMER8K5l0DdGVyMVjqNyFujd1r0rcFXQdRxp1EZ1nTl4gPWXXy+w9E7fCLLyeR77Spy/j5ntarWhaA1zNVXJCMiBV4oycmahR0YVov6M5knaw7nJ4fvmLXPNLOGpRmhnhy89eRhdCIdljBVlpPJ96zMea+aDLXLJSnwQnk9q7LtPX7cS6elxCYpnUbkCRtzTVzyC1vikrGzBNBo6LWKthVlORkB0N+XOSd4rNVAo3pgB1v1FclYSIEXBqGSKwf6UsyRGhHsv6l0GqF/7Sqm/7CH9KffsW4/YvEZQj0B/reXh7KcjHiqrAt+xVl+TstmGUPt8jcp8MJQ2Fjwcwg/BdNmEWO2P//TL0zSMP+0tHT8pvLlNoZtwHcqnwdS0ZXNl/lFlpMRLwr31X6oXQ/YCLf1ksdYGMQ5tGTJksqVKzs4ONSrV+/kSemJzdfaVeRQP7ZcIfgP7sYrnUbojYUZa7vyv2ZYmlPWhd3vM9CP24/otYp5spyMeFGoJ1djOX1PmzZOEAaz9ZTIOChf4A8dOtSvX78JEybcvXt38ODBLVq0SE5Ozr6ZMF2lnNjWi4CS1IhgQ2T2+wvj1bgMXwQyrBYeLrKcjMiShRnvVWPqES2bhUME5OO7cJUv8Fu3bg0KCmratKmDg8O7777r7u6+fv16pUMJhVmYMSaI+R3ot4ZhG0iVVejyAVlORrxBf1/mnyJBq6F2/uAGf+srkuFTvsB7eXnt378/MjIyLS1t06ZNp06dunLlitKhhEFoWJpj4VyOod5MLsUonUbokywnI96slBO13VlyRstm+XuonfJTSLRq1apfv37VqlUD6tSpU61atYSEhFd327FjR1BQ0KvbS5YsGRUVdefOHb2G1Pfz60RiouGuGJshMTExNjZW21YRDZhxxr7WVIdvAuLaeuj9ZzSK91qvIVNSUurWravv1yEp6fkNkVfjzAetdZ3fIjopJtWgXn2j+GUw1RP/VZ3K2vyyzyGkyP2cN1E1UhX+uPD9Q/fV7tlcqdfrex0VFRUTE6N65dOrpaXl5s2bAwMD9XRclUZjEIOV1Wp1UlKSvb197dq1+/bt27dv3xw29PHxmT9/fpUqVfSX7c6dO8WKFdPf87+9xMTE5ORkZ2dnpYO8SWxsrLW1ta2tbe6aH71Dl2XUduf3Vthb6jbacwb4Xv/zgIgj3IrjHWcG+1PYOikxMdHFxUV/R8z4JL19+3b9HSImJsbW1tbGxgZ4nEqdGQzyN7gJ5w3wl+El+eHEz0ytweNnVnSmhlZvy2Bwha8ybbkL8+EqeEEPcND7e33q1Klu3brl/RBy5S/Rnz9/fsCAASqVyt7e/uHDh0ePHvXx8VE6lDA4NYpxJBzAbyon/lU6TV7ZeIkGs3G1o30lbCyoOY1Dd5Q/Z3VLlpMROWSuond1puViVrtp8KzzfjtUg6vgCfugElzMuq2RU/4Svbu7+7Jlyzw8PLp27Tpq1KgaNWr4+/srHUoYIkcr5rZj6VlC/mBUPYbVUjqQnqWm894qVnWhVoknW+q403uN5cHuisbSqZnHOHaHPX2UziGMRJ/qVPmdH5riaJXjNj5QGtZCO0iBXrAEnl0UnwF9YLE+wipP+W8DDg4Oy5YtmzFjRuXKlRMTE9euXftqR4UwXklpnIkiMpo0HY2E7+jFvj4sOk27xUQbeufjWzkbRSG759Ud8CvO3XhV48UFmsxl/D6dvaR57FEKO25YrLlotuYCX2xiSagsJyNyyr0Age+w8JSWzcKfDrU7Dq6ZqjvQG05i9lD5UqgPBnFiBQUFnT9/XukUQvemHeWLrbjZk6omJa3A5OapIbqYXby0M7t68+1OakQwrz31S+ngOQ1T5hEyDxLxnwYwomZiiUIO4/ex4xqrOhvZsPMd1+i2nBIOth4JZqGzuBiJ3dfgBd9BI6XDCWMQ7sunW+ivVZ9OJ/gPREIq2Lz4X2ZglekCvmkxzY8twhBsu8o3O9jai1MDOT+E74MSe622uvVIN0+ecaP89FC6LmfMdtQGMVRUx7zdiEtm1/UnD0dvw7cY7zhpWpRNDSrNyi78G89Ko/pgfP8xPVbwR3vWt340dqKZgw+tf2L2TvgaesAxpfMJYxBSjofJHNZqDlpb6AkzoCpcgMxnzd9QkHRX47walh0p8EJffj3AuCZ4uT152LR0algl9dwTujxEk7Ic6c+BWzSZi64+OhgOCzNmtaXTUj7dwvxTLD/LtqtMa/nku4a5irYVOXDrzc9hWFaep3FZgkqz/zf72wU0TefwVUt+Pwoh8A2MUTqfMAZmKnrnbgHZGWAJv0AwTINN8CP0gll6yWkIpMALfbkTj8eLN3N5uGhu67oMF7ZnXVfaVsR/Kmv+0fGTK65xGQ70xcKM9RexsWRKK2oUff5V41HKk/VVjUVUAsUcAMrcp1JLtbU5xR2Jypj2oo4pD2YWutWnBkvO8ChFmzae4A0roSsshj3wI0TCLqijr5yKkwIv9MXDhaMvTh1x/F+zsnq4f1ulYlgt/nyXjzYwbAPJpjX1dCknvm7IH+35qDYzjj5fZO9eAnNP0LaiouG05OnKvpsA75RLc7qnAvbcoKIrANehqJLZhBEp4UijMszT9nLgs6F2tWE2/A1ToLzO0xkQKfBCX0bU5asdbLwEkK5h2gnrHdfMelfT1+H8i3M0nKgEfCO0XHXKSAypib0VtWdb/3e/7Ud/U20Kw+tQtYjSsbQR6kmKmiHruNkkTbXBbOc0Rm3m64ZwB/4DA5XOJ4xHuB8R2q490x7OwVm95DFMBjGKXpikakWZ05bhf3MlFsC3iOWKsBRnG2v9HbGANQs6MPcEDefweaCp3ShvpmJ5JzZdTN1+WVPcie3vUaGQ0pm0dOE+vsVZ9w8zjzn6t1LN/4zzJXD8Ey7ACOiodD5hPJqUITGVfTep457jNlbQG6bDeD0GMyhS4IUehZQjpByJaZirePwo3tpaj9X9mZ5VqVmCLsvYfZ1prXG2yb6JEalfMt3PNcnFRQcTf+axOSf4eBNDa/JVQ/46l7rN2lJzShV1it8Ps709zu70v0pQaaVTCiOhUtGnBhGHtSnwQH/wg2/B7sVnS1HxX/gDoqAcfAztdBpXIVLghR7desRvBzn5L6Wc6FjOvE5e3bBe0ZX9fRm5meoRLOig5Z8AoQdRj/l4Ezvee9Lj3sI9Ycopxy5/WVyOYWQQX7jzzwP6r+E/dWXOWpFTfapT/leiEymY84+7ZcAflkKvFzYX+KIAd2AJFIPD0B800F7XifOc9MELfTl+F98IzFQM9sfLjd7r7GefNM+zo9tY8HMIE4Jpt4gx25+PTROK2H2dWiWejqcDILx62r4bzG7Dh7Wp406vqmzozmdbiE3K+lmEyMTVjmAP/tB2AZfwVxaQ/QfrjdashMpQCIJhIYzQWU4FSYEX+tJvDeODGduIFuUZWpNV7eO/2GH5IG8nl21bkUP92XqF4D+4E5+nhxYvMX/xj01cskoDTT2ebynrQuXCHLubx7mEEQv3Y8phtFsStTVcf3FWpXOkVk3FIdOWunAXjH8mbCnwQi+S0jh9j86Vn28p45RevajmYJ5PzFKyANveI6AkvhGsj8zro4sMddzZc/3JcMsMS8+bWah46S9zUho20m0ocizoHdI17L6hTRsL6AvTM20phPn9Fy8uxoA55MWQIf2SAi/0wkwFoH5x/sdUNRZK/MaZqxgTxIIOhK9h2AZSTOtGeaNQ1IEvGhA4i18OsOg0n+2y+36vhZ87kw8932fbVe7Ea7nUt8jfVCr6+xJxWMtmfWEBPJt0qxaqOBUznz5MhQ+gpymUR+P/CYRBsjKnXqkXVm4+FWV+/oEq89poeSyoNEfDuRJDvZlcilEsRr41tCaLwvjnAasv4GilOdo7g4l1AAAaR0lEQVQ3ZXEHft5Pl2V8t5uBf9F1OfPbY5134zSEKehVjbX/EPVYmzbuEAgLnz60JHZKLN9BAISBF9yHH3QfNe/J5TChL9NaEziL3dcJKElkNPNPOkxpkVrAOufLOOueqx1/dmHaUQJmMD6YrlUUzJIfBZQkoCRATEyira2tjQ0nB7LgFJdjqOTKVwMobK90RGFsCtnSqgJzT/AfrWacDYdPof+TR6leqZyGAxAFX4KPHoIqQQq80JfSzpwexLSjnI3CzZ6/Oz2qVET5mdMzrukFlKLLMjZE8nsr7JUPlX/ZWdK3htIhhJEL96P3KobX1mbp5BAYAofA/+kWK6ivl3gKkkv0Qo8KWPOfOkxuyVdBlHU2oAUZvd042A8XW/ymclyGbQthzOqXwtaS7de0aWMGfV+5X87kSIEX+ZStBT+H8E1Dms/n5wNa3mkjhDAk/WpoP9TufVgGJj0cRwq8yNfCvNjflyVnaLeYPL5HXwihKz2r8vcl/k3Qpk1RaAZ/6CuSIZACL/K7d5zY8R7ViuIbwf47So4BFELkjrMNbSsy+7iWzcLhd16ejcGESIEXAgszxgQxMYT+m13GbJcb5YUwPuG+TD2i5aTUjUANe/QVSXFS4IV4om1FNneIOn0Pr0lsu6p0GiGENmq742TN5svatFFBf1MeaicFXuSRJLXqq12WvlPxmkSvVdyIUzrQ6xS2S1/WiXFNeHcZ4Wt5lKJ0ICFEjvWtQcQRLdu8B2swe2CapdA0fyphaNQaOv9pHxmj+q0Fi8Io60Kd6dx+lH1DRXT04twQAJ/f2aTVFwIhhHJ6VGXbFS3/sBSC1tguzfmKs8ZECrzIC0vPkJTGnNYpddzxKcLoBvTz5cttSsfKmosNEa2Y3JI+f9JpqQywF8IIOFrRwYuZx7Lf8wV9sVtkp5dASpMCL/LC8bs0L5tmlmmeqZbljWCGmeblOD2IYo74/M6Kc0qnEUJkJ2OonVqroXaBJAzQ6gY7oyEFXuQFByseJr+wJTYJB4O5JS0hlfWRzDtJZOzLkzcXsObnEBaF8ckWOi3Vck0LIUTe8itOYXv+1mphaBWPu5jmiS0FXuSFDl4sPW9189GTr/ApasbtprthrOiw7SoVf+Pn/Wy6RJe/CvZc+ZqP//VLcXwAZV3wmsRUbUfxCCHyULif9kPtTJQUeJEXKrnyca2kOrOte//J4HVU/I0yzvSprnQsiE6kxwoWdGBDd+a2Y2fnqDvx/O9198XaWvBdE9a8y88HaLmAmwZ5F4AQ4t3K7LrGtYdK5zAAUuBFHulZOWVb9+Ta7ni5sbIL00O1WfpJb9ZdpG5J6pd68tDOQjM+mFlZz4dV253jAwh8hxoRTD0iM9gLYXAcrOhSmVnaDrUzRVLgRd4p56IJ92WwP1WLKB3lqdgkiji8sKWoA9FvHDNvacbIALb0YvpRguZwMVqvAYUQWhvgx4xjpBnQApbKkAIv8jXvwuy69sIfgq1X8HbLvmGVwuztQ/tK1J3B93u0HLUrhNAnnyKUcGTdRaVzKE0KvMjXgt6hjAvdVxAZTdRj1ly2+WgDPzbLUVsLM4bVYn9fNkQSOIvz9/WcVQiRYzLUDinwIp9TqVjQAY+CNJ9P5cnMO2e/qgt+xbV4Bg8XtvakV1UCZzFmO6n5/qqgEIagS2UO3uJqrNI5FCUFXuR3thaMbcTFofw7giUtH9QsofUzqFT09+VgP/bewH8qR+/oIaUQQhu2FrxbmelHlc6hKCnwQuhGaWc29uCzQFrMZ9RmkmXNWSEUNdCfGcfy9UU1KfBC6FJHL44PIDIa3wgO3lI6jRD5WCVXPFxYfUHpHMqRAi+EjhV1YFknRgcRupDwtSSkKh1IiPwq3I+Iwzna898EzkaZ2p11UuCF0IvMa85uvaJ0GiHypU7enPg3m8kqLjyg/ZpCVX+n41JKjGfyobwKp39S4IXQl4w1Z39tTu8/CV/LoxSlAwmRz1ib060KM14daqeB2VAVjSvp1fjketqd/3BmEHv7MOmQ6SwdKQVeCP1qUZ5TA7GxwGtSvu4OFEIR4X7MPPbKoNcf4TeYyqo1zHqfFsutVBEAHi5MDOGH161GYYykwAuhdxlrzi7owP9totNSHrxxKlwhhA55FsK7MKvOZ9r0CMbCGqjFZUgPIHp2NJ9AMoC3GzdMZSkpKfBC5JFna876/M5yU7kGKIThC/d9cajdRSgLxQBKOXE2CnUpNW5wDeD0PUo7KxJT96TAC5F3MtacXd6JL7fReiG3HykdSIh8oH0lzkZx4cHTxy5wDx7DSMIasqYnFrWLcAdcOHefIesYGaBkWh2SAi9EXstYc7ZeqSdrzgoh9MrKnF7VMp1rZaAcBMBVVMe5eY+DpXicQv+RBM3m80BCPZVMq0NS4IVQQMaas5t6Mv0oLeabTp+fEIYp3Jd5J0hKe/Iw7T9ozpFwHvUo3mlMs0S1ZgmTd3DnP/SsqmhQnZICL4RiMtacbVAav6lMPYJG1pwVQj/KulC1KMvOAqyP5KNlbKrCR8GMSObv4dxffd8+FIvrmMlEN0IIXbEwY2QAe/uw8DQNZvPPg+ybCCFyIdyXiCNcjuH9PxkUQjMrpv5A+G/0fcDRKEtugTOYK51Sp6TAC/Hc4X+tBq+j63K+3kFsUt4dN2PN2e4+1J/F93tQy1d5IXStbUUux/Ddbt6vTqUOEAuTqOjKZ/VZdMSe/jBA6Yi6JgVeiCcmHWLAZueSBWhRniuxVJ3CzTzsGs9Yc/ZAX7Zcpv5Mzt3Pu0MLkR9YmPFeNfbcwMMFrGAJTIWqdPiEn4fbUBi+VDqirkmBFwLg2kO+2cGatg9G1aO7D7PaMKwWg9fldYyMNWc/qkOjOYzaTIqsOSuE7oT7ciX26TKP3nAUZrCrMWP/m8RssFQ2ne5JgRcCYM91gkpTzP55RX2/OtsUWiSmoxfHwrkYjf80jtxRJoMQpqeUE3XdWXaWmcfQaMCc1Y4MsaRD43ilo+mFFHghnni141vBrvCiDizvxOeBhC5k1OZXZtIWQuTK0Fq4OzH3BA7jsP8vX+9gZRfKFEjLvqURkgIvBEDgO2y/yq3454NopxymeTkFEwF09OL0IGKS8I3gwC2FwwhhAlqW534CE0KIHsn9jzncn1ollM6kNxZKBxDCILgX4OuGtF1daEgt3Auw5QrbrrCvr9Kxnq45u+4inZcSXI6xgSZ2I48QecrCjD41mH6USS2UjqJ/8g1eiCfCfZkdHBOdyMrznLlHfCqVfqPdYs5GKZ0MWpTnSDiPUwmcZ330X/lcLkTu9avBglM8SlE6h/5JgRfiOe9CqaODOHOPUE/OD+baRzQvR9N5BrEqTCFb5rVjbFDqP9Fy2gqRe+4FqF+KxaeVzqF/8pdCiBdMPYJfcT4PxNUOJ2v6+/J+dcbtVjrWU8090rtUygdfPYTQp3A/IvLBOk9S4IV4wbkoGpR+YUvD0py5p0gWIYReNC9HVILp34MqBV6IFxSy4+6L98TejcfVTqE0Qgg9MFPRpwYRh5XOoWdS4IV4Qdcq/H6I809nir0bz5jt9K6uaCYhhK71q8Gys8QlK51Dn2Q4rhAvqFKYCSE0nEONYliYcfAWHwcof0O8EEK3ijoQVJr5pxjop3QUvZECL8TLOnvTuAyHb5OWzuSWlHBUOpAQQg/C/fh4kxR4IfIZVztC5Fu7ECatWVmGpHLgFqVMtLPaRH8sIYQQ4o1UKvpUN+WhdlLghRBC5FO9q7PiHA9TTLMUmuZPJYQQQmSriD3B5Vh+0VbpIHohBV4IIUT+1ac6C8/bJqXx/R5CF9J+MZMOoVZwrWjdkQIvhBAi/2pSlpZlkgJncfoe/X15rxrrLhK6kHTjr/FS4IUQQuRfZirMzShXkHntaFWBUE/WvMvjVOadVDrZW5MCL4QQIl87eNfq3SrPH5qp6FKZ3deVC6QjUuCFEELkaxYqTXLaC1uS07A0/vJo/D+BEEII8RaalU7+7eDzTvekNKYeIdRT0Uy6IDPZCSGEyNe6VHi8955TzWl0rkyqmrknaOZhCnNZSoEXQgiRr6lULOvEhki2XsHCjOmh1CuldCZdkAIvhBBCEFLOFL61ZyZ98EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJMogCv2jRokqVKtnY2Hh6es6ZM0fpOEIIIYTRU77A3717t1u3bp9++umNGze+/vrr3r17X758WelQQgghhHFTvsDb2tra2dnZ29s7ODg4ODjY2to6OjoqHUoIIYQwbsovF+vk5LRgwYLQ0FCVSqXRaJYtW+bm5vbqbvfu3Vu1atWr2+Pi4hISEh4/fqzXkPp+/reUkpKiVqsNPKRarU5OTtZoNEoHyYaBv4ypqan6fq/T09OLFCmi10Nk/DKkp6fr7xA6YeC/DHLi65BeX8aEhIS4uLipU6e++l9t27YtXLiwno6rfIG/du1a3759V65c2aJFi40bN77//vvVqlXz8PB4abcHDx4cOXLk1ebp6ekpKSmpqal6Danv539LarU6PT3dwENm/DU38JAYfMI8eK81Go2dnZ1eD5Genq5Wq/X3/LoivwxvT058nn4Ue7WEWVpaBgYGmnKBX7t2ra+vb9u2bYFWrVoFBAT8+eefw4cPf2m3SpUqRUREvNrcx8fHxcXFyclJfwkfP36s1+d/e4mJicnJyQYeMjY21tra2tbWVukgb2L473VSUlJiYqJeQ5qbm1+7dk2vh4iJibG1tbWxsdHfId6e4f8yyImvK/p+r11cXFxcXF5bwvRK+T54tVqd+bN8enp6WlqagnmEEEIIE6B8gW/VqtXevXsXLFgQGxu7ZMmSLVu2tGnTRulQQgghhHFT/hJ92bJlV69ePWLEiH79+lWoUGH58uWenp5KhxJCCCGMm/IFHmjYsOFrB9AJIYQQIneUv0QvhBBCCJ2TAi+EEEKYICnwQgghhAmSAi+EEEKYICnwQgghhAmSAi+EEEKYICnwQgghhAmSAi+EEEKYICnwQgghhAmSAi+EEEKQoibRtFY6M4ipaoUQb5CuYf4plp3l9iNS0qzMsSjvxvvVCfZQOpkQJuHSQ4uuG9l/E8DLjd9aUMdd6Uy6IN/ghTB0/dcw/SgNSnMpGmdrbsSbBb7D8L/5ca/SyYQwfvcf8+5fBcO8iBnJo08YVY/2i7nwQOlYuiAFXgiDtvs6u67zd3cWnWJaKH93Tenvk3zgJpt68P0e7sQrnU8IIzfjGI1KJQ/2x8YCCzM6ejG8jol8epYCL4RB23uDUE/MVJz8l3YVAdpXSNlzg+KO1Hbn0C2l8wlh5C5FU8U1NfMWv+JcilYqji5JgRfCoNlYkJSGuRkqFSlqgCS1ysYCICkNGxlFI8TbKerA1YfmmbdERlPMUak4uiQFXgiDFlyO5We5/YhgD8bvQ6Ph1yM2oZ4cuMXZKOqUVDqfEEaud3WWXrTbe+PJw38e8M0OhtRUNJOOyOd/IQyaZyG+akitaYR5M3E/E/ZZO1hpCjrSZiHz2uNopXQ+IYxcGWcmBsV2W1HQ2QZLM27E8X0TExlFLwVeCEPXrwYBJVn7D/18eZCQbmeWWqqgzdFwipvEVUQhFBfknvzPUM7cI0WNTxHT6fkylZ9DCJPm5YaXG0BSUmpiYqKLi43SiYQwKZZmVCuqdAhdkz54IYQQwgRJgRdCCCFMkBR4IYQQwgRJgRdCCCFMkBR4IYQQwgRJgRdCCCFMkBR4IYQQwgRJgRdCCCFMkBR4IYQQwgRJgRdCCCFMkBR4IYQQwgRJgRdCCCFMkBR4IYQQwgRJgRdCCCFMkBR4IYQQwgSZwnrwI0aMcHJy0t/zJyUl2dgY9PLbarU6PT3d0tJS6SBvkpqaamZmZm5urnSQNzGK91qtVltZWenvEGfPngU6deqkv0OkpKSYm5vLL8NbkhNfV/T9Xj98+FB/T/4GKo1Go8iBdWXPnj23b9/W6yHS0tIsLAz6k5BGo0lPTzfwU0itVpuZmalUKqWDvIm810BUVBTg5uamv0PIL4NOyImvK3nwXhcvXjwgIECvh3iV0Rd4IYQQQrxK+uCFEEIIEyQFXgghhDBBUuCFEEIIEyQFXgghhDBBUuCFEEIIEyQFHqBixYqqF/Xt2zfzDt9+++3EiROfPXz48GGPHj1cXV1Lly49b968PE5buXLlZzkLFizYqVOne/fuZfzXkSNH6tWr5+joWL58+bwPlsOQBvvqZXjpvb5w4UJQUFCBAgUCAgJOnTqlkwyJiYleXl6rVq3SybNlZfv27X5+fno9xBvIOZWXIQ321csg55RSpMA/EREREZXJhAkTMrYfPnz4008/HTduXOadO3fu7OjoePr06YkTJ/bt2/fixYt5nHby5MlRUVH37t1buHBhZGTkiBEjgNjY2IYNG7Zr1+7GjRu//vrrgAED9u7dm8fBsg2Job56vO691mg0nTt3rlu37sWLF5s2bRoWFpaenv72AUaOHHnu3Lm3fx4DJ+dU3oTEUF895JxSmhT4JwoUKOCaiaOjY8b2Q4cORUdHZ57048KFCwcPHvzpp5+KFi3atm3bkydPurq65nFaR0dHV1dXNze34ODgAQMGHDx4ENi3b5+9vf3w4cOdnZ1DQkJCQkI2bdqUx8GyDWmwrx6ve68PHTp05cqVMWPGFClS5IsvvoiJidm1a9dbHn3jxo27d++uVKnSG/apVavW7NmzgQMHDqhUquXLlwObN292c3NLT08/ceJEYGCgg4ND5cqV165dm9HktRszxMXF1axZc+TIkWq1+pNPPilSpIiDg0NoaGhsbOxb/ixvJudU3oQ02FcPOaeUJgU+GwMHDpwyZUq1atWebTl58qSnp+fYsWO9vLwCAgIiIyNdXFyUinfp0qVly5Z5eHgA9erVO3jwYMaMUQkJCYcPHy5fvrxSwTLLHNJgXz1e915funTJ29s7Y15Yc3NzHx+fK1euvM0RHzx4MHDgwHnz5r15rtlmzZpt27YN2L17t6Oj486dO4GdO3cGBwc/fvw4JCSkc+fOt2/fHjNmTKdOnS5evBgfH//qxoynSkhIaNmyZe3atb/77rsNGzZMmzZty5Yt58+fv3379m+//fY2P0uuyTn19uScekbOqTeQAv/E+++/75zJ1KlTs9rz7t27+/fvT09PX7Vq1cCBA8PCwnTVjZRz/fv3d3Z2dnJyKleu3O3btzP6txwdHUuWLAmcOHGifv36TZo00et04rkLabCv3mtFRUU9+94JODk5vdS5qBWNRhMeHj506FBvb+837xkcHLx9+3aNRrN79+4hQ4bs2LED2LFjR0hIyPr160uVKjV48OACBQqEhYWFhITs2rXrtRuBpKSkdu3a3bp1a+LEiSqVSqPRqNXqW7duFS1adNu2bUOHDs31z5ITck7lTUiDffVeS86pvGTQMy3npe+//75169bPHhYsWDCrPe3t7cuWLTt27FiVSlWhQoWlS5euXr26SpUqeRLzibFjx7Zr1w6ws7Nzc3N7Ns9zQkLCZ599tnz58tGjR/fp00fZ+Z9fG9KQX71XFSxYMD4+/tnDuLi4QoUK5fq48+bNi4mJ+eCDD7Lds1atWrGxsZcvX963b19ERMTEiRPv3r176NChpUuXzps37/Tp06VLl87Y8/Hjx/7+/jExMa9uLFu27JkzZ+rXr3/s2LHly5d37NixZcuWU6ZMGTduXOfOndu2bfvZZ5/pdZUmOafyJqQhv3qvknMqL0mBf8LNze3Ze/lmZcqUyfzQzMws71dzem1atVodGhpauHDhs2fPZv6MrJTXhjTYV++1ypcvf+7cuYyFKNLT00+fPl2uXLlcH3fjxo0HDhwoXLgwEBMT06NHjy5dukybNu3VPS0tLRs3bjx16tRixYoVLly4Vq1aEyZM8PLyKly4cPHixatUqbJ///6MPS9cuFCoUKFNmza9uvH06dOVKlWaPHmyn5/f8OHDW7Rocffu3WrVqm3fvj0uLu7zzz/v2bPnvn37cv3jZEvOKZ2Tc+ol+e2c0pZcon8iISEhNpO4uLis9gwMDATGjRsXHR29YsWKjRs3hoaG5mHSLG3YsOHMmTPffPPNgwcPrl69evXqVaXWKHwDg331XqtmzZrFihUbP358cnLyr7/+am9vX79+/Vw/2y+//HL+/Pnjx48fP37c09NzwoQJ3333XVY7BwcHT5o0qV69ekCDBg0mTZoUEhIChISEXLp0aebMmbGxsatWrapevfr9+/dfuxGws7NTqVS9e/cuUaLEt99+u2nTphYtWly6dCk5OTklJcXOzi7XP0tOyDmVNwz21XstOafylEZoNJ6eni+9LJ6enpl3aNOmzYQJE549PH/+fIMGDZ6NrszjtN7e3vPmzXt1++jRo1/6KcaNG5fH2Z7JKqTGUF+9Z156ryMjI+vXr+/k5BQQEHDhwgVdxahaterKlSvfsEPGyKPFixdrNJqMwUG7du3K+K/9+/fXrFnT1tbW09NzyZIlWW3ctm2br69vxv8eOnTIxsbm5MmTPXv2dHZ2tre3b9y4sQ5/nFfJOaVzck69mcmfU7kgy8UKIYQQJkj64IVQzIkTJ/73v/+9ur1Pnz4NGzbM+zxCGDs5pzKTb/BCCCGECZJBdkIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJkgIvhBBCmCAp8EIIIYQJ+n8zwQDq47epsgAAAABJRU5ErkJggg==" /></p>
</div>
<div id="write-a-function-to-stripplot-a-mini-dataset" class="section level2">
<h2>Write a function to stripplot a mini-dataset</h2>
<p>You will probably make lots of these plots. Why not write a function for this? You’ve already got the code you need above, but you are welcome to use slightly different arguments or make it easier to specify various aspects of the figure ‘on the fly’. Here’s my function in action:</p>
<pre class="r"><code>makeStripplot(jDat)</code></pre>
<p><img 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" /></p>
<pre class="r"><code>makeStripplot(jDat, pch = 17, cex = 3) # fugly, but proves I've got control!</code></pre>
<p><img 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" /></p>
<pre class="r"><code>## use student-supplied function based on ggplot2
makeStripplotGg(jDat)</code></pre>
<p><img 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" /></p>
<p>The ability to change plotting symbol and size is <strong>purely optional</strong> and don’t let that stress you out.</p>
<p>You can use both of your functions together and create a minidatset and plot it all at once:</p>
<pre class="r"><code>makeStripplot(newDat &lt;- prepareData(&quot;1456341_a_at&quot;))</code></pre>
<p><img 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" /></p>
<pre class="r"><code>str(newDat)</code></pre>
<pre><code>## 'data.frame':    39 obs. of  6 variables:
##  $ sidChar : chr  &quot;Sample_20&quot; &quot;Sample_21&quot; &quot;Sample_22&quot; &quot;Sample_23&quot; ...
##  $ sidNum  : num  20 21 22 23 16 17 6 24 25 26 ...
##  $ devStage: Factor w/ 5 levels &quot;E16&quot;,&quot;P2&quot;,&quot;P6&quot;,..: 1 1 1 1 1 1 1 2 2 2 ...
##  $ gType   : Factor w/ 2 levels &quot;wt&quot;,&quot;NrlKO&quot;: 1 1 1 1 2 2 2 1 1 1 ...
##  $ gExp    : num  7.04 7.48 7.37 6.94 6.16 ...
##  $ gene    : Factor w/ 1 level &quot;1456341_a_at&quot;: 1 1 1 1 1 1 1 1 1 1 ...</code></pre>
<pre class="r"><code>head(newDat)</code></pre>
<pre><code>##      sidChar sidNum devStage gType  gExp         gene
## 12 Sample_20     20      E16    wt 7.044 1456341_a_at
## 13 Sample_21     21      E16    wt 7.478 1456341_a_at
## 14 Sample_22     22      E16    wt 7.374 1456341_a_at
## 15 Sample_23     23      E16    wt 6.944 1456341_a_at
## 9  Sample_16     16      E16 NrlKO 6.161 1456341_a_at
## 10 Sample_17     17      E16 NrlKO 6.931 1456341_a_at</code></pre>
<p>Helpful info and tips:</p>
<ul>
<li>When a plot does not appear and you think it should, try surrounding it with <code>print()</code>. This may be necessary inside functions, loops, etc.</li>
<li>If you can’t or don’t want to anticipate all the arguments you’d like to pass to, e.g. <code>stripplot()</code>, use the special function argument <code>...</code> to leave yourself flexibility.</li>
</ul>
</div>
<div id="do-a-two-sample-t-test" class="section level2">
<h2>Do a two-sample t-test</h2>
<p>Let’s test for a difference in expected gene expression for probeset “1456341_a_at” at developmental stage P2 vs. 4 weeks post-natal (ignoring genotype, i.e. lump the wild types and knockouts together). Let’s assume a common variance in the two groups.</p>
<p>Here’s what I get:</p>
<pre><code>## 
##  Two Sample t-test
## 
## data:  gExp by devStage
## t = -18.8415, df = 14, p-value = 2.411e-11
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -4.077604 -3.244146
## sample estimates:
##      mean in group P2 mean in group 4_weeks 
##              6.325750              9.986625</code></pre>
<p>Helpful info and tips:</p>
<ul>
<li><code>subset()</code> is a handy function for subsetting a data.frame. Many functions also offer a <code>subset =</code> argument.</li>
</ul>
</div>
<div id="fit-a-linear-model-with-a-categorical-covariate" class="section level2">
<h2>Fit a linear model with a categorical covariate</h2>
<p>In other words, do “one-way ANOVA”.</p>
<p>Focus on probeset “1438786_a_at”. Here’s what the data should look like:</p>
<p><img src="data:image/png;base64,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" /></p>
<p>Let’s focus just on the wild type data for now. Model expression as a function of the devStage factor. Here’s what the fit tells us:</p>
<pre><code>## 
## Call:
## lm(formula = gExp ~ devStage, data = mDat, subset = gType == 
##     &quot;wt&quot;)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.15650 -0.44000  0.02875  0.49150  1.20650 
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(&gt;|t|)    
## (Intercept)       8.5228     0.3788  22.498  5.7e-13 ***
## devStageP2       -1.4503     0.5357  -2.707   0.0162 *  
## devStageP6       -0.1067     0.5357  -0.199   0.8447    
## devStageP10      -1.2012     0.5357  -2.242   0.0405 *  
## devStage4_weeks   0.0810     0.5357   0.151   0.8818    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7576 on 15 degrees of freedom
## Multiple R-squared:  0.4974, Adjusted R-squared:  0.3634 
## F-statistic: 3.712 on 4 and 15 DF,  p-value: 0.02716</code></pre>
<p>Vet your inferential results: does the intercept look plausible given the plot? How about the <code>devStageP2</code> effect, etc.?</p>
</div>
<div id="perform-inference-for-a-contrast" class="section level2">
<h2>Perform inference for a contrast</h2>
<p>The “W” shape of the expression profile for “1438786_a_at” means that the expression values for developmental stages P2 and P10 are quite similar. We could formally test whether the P2 and P10 effects are equal or, equivalently, whether their difference is equal to zero.</p>
<p>First extract the parameter estimates from the linear model you fit above. You did save the fit, right? If not, edit your code to do so and re-run that bit. Hint: the <code>coef()</code> function will pull parameter estimates out of a wide array of fitted model objects in R.</p>
<pre><code>##     (Intercept)      devStageP2      devStageP6     devStageP10 
##         8.52275        -1.45025        -0.10675        -1.20125 
## devStage4_weeks 
##         0.08100</code></pre>
<p>Now you need to construct the contrast matrix to form the difference between the P2 and P10 effects. I called mine <code>contMat</code>. Hint: it’s OK for a matrix to have just one row.</p>
<pre class="r"><code>(obsDiff &lt;- contMat %*% coef(mFit))</code></pre>
<pre><code>##        [,1]
## [1,] -0.249</code></pre>
<p>Let’s check that this really is the observed difference in sample mean for the wild type mice, P2 vs. P10.</p>
<pre class="r"><code>(sampMeans &lt;- aggregate(gExp ~ devStage, mDat, FUN = mean,
                        subset = gType == &quot;wt&quot;))</code></pre>
<pre><code>##   devStage    gExp
## 1      E16 8.52275
## 2       P2 7.07250
## 3       P6 8.41600
## 4      P10 7.32150
## 5  4_weeks 8.60375</code></pre>
<pre class="r"><code>with(sampMeans, gExp[devStage == &quot;P2&quot;] - gExp[devStage == &quot;P10&quot;])</code></pre>
<pre><code>## [1] -0.249</code></pre>
<p>Yes! Agrees with the observed difference we computed by multiplying our contrast matrix and the estimated parameters. If you don’t get agreement, you have a problem … probably with your contrast matrix.</p>
<p>Now we need the (estimated) standard error for our contrast. The variance-covariance matrix of the parameters estimated in the original model can be obtained with <code>vcov()</code> and is equal to <span class="math">\((X^{T}X)^{-1}\hat{\sigma}^{2}\)</span>.</p>
<pre class="r"><code>vcov(mFit)</code></pre>
<pre><code>##                 (Intercept) devStageP2 devStageP6 devStageP10
## (Intercept)       0.1435072 -0.1435072 -0.1435072  -0.1435072
## devStageP2       -0.1435072  0.2870144  0.1435072   0.1435072
## devStageP6       -0.1435072  0.1435072  0.2870144   0.1435072
## devStageP10      -0.1435072  0.1435072  0.1435072   0.2870144
## devStage4_weeks  -0.1435072  0.1435072  0.1435072   0.1435072
##                 devStage4_weeks
## (Intercept)          -0.1435072
## devStageP2            0.1435072
## devStageP6            0.1435072
## devStageP10           0.1435072
## devStage4_weeks       0.2870144</code></pre>
<p>Let’s check that this is really true. If we take the diagonal elements and take their square root, they should be exactly equal to the standard errors reported for out original model. Are they?</p>
<pre class="r"><code>summary(mFit)$coefficients[ , &quot;Std. Error&quot;]</code></pre>
<pre><code>##     (Intercept)      devStageP2      devStageP6     devStageP10 
##       0.3788234       0.5357372       0.5357372       0.5357372 
## devStage4_weeks 
##       0.5357372</code></pre>
<pre class="r"><code>sqrt(diag(vcov(mFit)))</code></pre>
<pre><code>##     (Intercept)      devStageP2      devStageP6     devStageP10 
##       0.3788234       0.5357372       0.5357372       0.5357372 
## devStage4_weeks 
##       0.5357372</code></pre>
<p>Yes! Note for the future that you can get the typical matrix of inferential results from most fitted model objects for further computing like so:</p>
<pre class="r"><code>summary(mFit)$coefficients</code></pre>
<pre><code>##                 Estimate Std. Error    t value     Pr(&gt;|t|)
## (Intercept)      8.52275  0.3788234 22.4979484 5.697244e-13
## devStageP2      -1.45025  0.5357372 -2.7070174 1.622876e-02
## devStageP6      -0.10675  0.5357372 -0.1992581 8.447367e-01
## devStageP10     -1.20125  0.5357372 -2.2422373 4.048697e-02
## devStage4_weeks  0.08100  0.5357372  0.1511935 8.818377e-01</code></pre>
<p>Returning to our test of the P2 vs. P10 contrast, recall that the variance-covariance matrix of a contrast obtained as <span class="math">\(C\hat{\alpha}\)</span> is <span class="math">\(C(X^{T}X)^{-1}C^{T}\hat{\sigma}^{2}\)</span>.</p>
<pre class="r"><code>(estSe &lt;- contMat %*% vcov(mFit) %*% t(contMat))</code></pre>
<pre><code>##           [,1]
## [1,] 0.2870144</code></pre>
<p>Now we form a test statistic as an observed effect divided by its estimated standard error:</p>
<pre class="r"><code>(testStat &lt;- obsDiff/estSe)</code></pre>
<pre><code>##            [,1]
## [1,] -0.8675523</code></pre>
<p>Under the null hypothesis that the contrast equals zero, i.e. there is no true difference in mean for expression at P2 and P10 in wild type mice for this gene, the test statistic has a <span class="math">\(t\)</span> distribution with <span class="math">\(n - p = 20 - 5 = 15\)</span> degrees of freedom. We compute a two-sided p-value and we’re done.</p>
<pre class="r"><code>2 * pt(abs(testStat), df = df.residual(mFit), lower.tail = FALSE)</code></pre>
<pre><code>##           [,1]
## [1,] 0.3993062</code></pre>
<p>Not surprisingly, this p-value is rather large and thus we have insufficient evidence to conclude a significant difference.</p>
</div>
<div id="fit-a-linear-model-with-two-categorical-covariates" class="section level2">
<h2>Fit a linear model with two categorical covariates</h2>
<p>Let’s focus on probeset “1448690_at”. Use your functions to prepare the data and plot it. I’m calling mine <code>oDat</code>.</p>
<pre class="r"><code>makeStripplot(oDat &lt;- prepareData(&quot;1448690_at&quot;))</code></pre>
<p><img src="data:image/png;base64,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" /></p>
<pre class="r"><code>str(oDat)</code></pre>
<pre><code>## 'data.frame':    39 obs. of  6 variables:
##  $ sidChar : chr  &quot;Sample_20&quot; &quot;Sample_21&quot; &quot;Sample_22&quot; &quot;Sample_23&quot; ...
##  $ sidNum  : num  20 21 22 23 16 17 6 24 25 26 ...
##  $ devStage: Factor w/ 5 levels &quot;E16&quot;,&quot;P2&quot;,&quot;P6&quot;,..: 1 1 1 1 1 1 1 2 2 2 ...
##  $ gType   : Factor w/ 2 levels &quot;wt&quot;,&quot;NrlKO&quot;: 1 1 1 1 2 2 2 1 1 1 ...
##  $ gExp    : num  8.02 9.05 8.71 8.92 6.8 ...
##  $ gene    : Factor w/ 1 level &quot;1448690_at&quot;: 1 1 1 1 1 1 1 1 1 1 ...</code></pre>
<p>Fit a linear model with covariates <code>gType</code> and <code>devStage</code> and include their interactions. I’m calling mine <code>oFitBig</code> and here’s an excerpt of the report you should get.</p>
<pre class="r"><code>summary(oFitBig)$coef</code></pre>
<pre><code>##                               Estimate Std. Error     t value     Pr(&gt;|t|)
## (Intercept)                 8.67800000  0.3986668 21.76754966 1.634011e-19
## gTypeNrlKO                 -0.84233333  0.6089736 -1.38320163 1.771604e-01
## devStageP2                 -1.02900000  0.5638000 -1.82511517 7.830030e-02
## devStageP6                 -1.91450000  0.5638000 -3.39570748 2.002778e-03
## devStageP10                -2.19325000  0.5638000 -3.89012036 5.387044e-04
## devStage4_weeks            -2.08200000  0.5638000 -3.69279862 9.148816e-04
## gTypeNrlKO:devStageP2       0.06983333  0.8298912  0.08414758 9.335173e-01
## gTypeNrlKO:devStageP6       0.16533333  0.8298912  0.19922291 8.434787e-01
## gTypeNrlKO:devStageP10      0.22583333  0.8298912  0.27212403 7.874548e-01
## gTypeNrlKO:devStage4_weeks  0.64608333  0.8298912  0.77851572 4.425713e-01</code></pre>
<p>Vet the results. Is the intercept plausible? How about the various effects? Do the ones with small p-values, e.g. meeting a conventional cut-off of 0.05, look ‘real’ to you?</p>
<p>Fit a related, smaller model with the same covariates, but this time omit the interaction. I’m calling mine <code>oFitSmall</code> and here’s an excerpt of the report you should get.</p>
<pre class="r"><code>summary(oFitSmall)$coef</code></pre>
<pre><code>##                   Estimate Std. Error   t value     Pr(&gt;|t|)
## (Intercept)      8.5803162  0.3046461 28.164864 1.177029e-24
## gTypeNrlKO      -0.6144044  0.2430235 -2.528168 1.643264e-02
## devStageP2      -1.0103640  0.3924016 -2.574821 1.470127e-02
## devStageP6      -1.8481140  0.3924016 -4.709752 4.327597e-05
## devStageP10     -2.0966140  0.3924016 -5.343032 6.703381e-06
## devStage4_weeks -1.7752390  0.3924016 -4.524036 7.443740e-05</code></pre>
<p>Now let’s determine if the interaction terms are truly necessary. From the plot, the case for interaction seems very weak. This can be assessed with an F test that essentially looks at the reduction in the sum of squared residuals due to using a larger, more complicated model and determines if it is “big enough” given the number of additional parameters used. Recall the <code>anova()</code> function can take two fitted models, one nested within the other, and perform this test. (<code>anova()</code> can also be used on a single model to assess significance of terms, but remember the problem with the standard <code>anova()</code> function and unbalanced data. See references given in lecture for remedies.)</p>
<pre><code>## Analysis of Variance Table
## 
## Model 1: gExp ~ gType + devStage
## Model 2: gExp ~ gType * devStage
##   Res.Df    RSS Df Sum of Sq      F Pr(&gt;F)
## 1     33 18.933                           
## 2     29 18.436  4    0.4966 0.1953 0.9389</code></pre>
<p>With a p-value awfully close to one, we confirm that, no, there is no evidence for interaction in this particular case.</p>
<p>If you’d like to get a more exciting result, take a look at probeset “1429225_at”. Here are my plots, excerpts from the fitted model reports, and the F test for interaction. See if you can duplicate this.</p>
<p><img src="data:image/png;base64,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" /></p>
<pre><code>##                              Estimate Std. Error    t value     Pr(&gt;|t|)
## (Intercept)                 7.3125000  0.2617295 27.9391470 1.619124e-22
## gTypeNrlKO                 -0.2601667  0.3997985 -0.6507445 5.203345e-01
## devStageP2                 -1.1582500  0.3701415 -3.1292090 3.973410e-03
## devStageP6                 -1.2495000  0.3701415 -3.3757364 2.109615e-03
## devStageP10                -1.0717500  0.3701415 -2.8955146 7.124584e-03
## devStage4_weeks            -0.9087500  0.3701415 -2.4551424 2.031796e-02
## gTypeNrlKO:devStageP2       0.2804167  0.5448335  0.5146833 6.106750e-01
## gTypeNrlKO:devStageP6       0.7589167  0.5448335  1.3929332 1.742271e-01
## gTypeNrlKO:devStageP10      1.7914167  0.5448335  3.2880077 2.647561e-03
## gTypeNrlKO:devStage4_weeks  2.2389167  0.5448335  4.1093596 2.970497e-04</code></pre>
<pre><code>##                   Estimate Std. Error    t value     Pr(&gt;|t|)
## (Intercept)      6.8651765  0.2722124 25.2199286 3.847733e-23
## gTypeNrlKO       0.7835882  0.2171503  3.6085055 1.006657e-03
## devStageP2      -1.0925956  0.3506251 -3.1161367 3.780029e-03
## devStageP6      -0.9445956  0.3506251 -2.6940334 1.101250e-02
## devStageP10     -0.2505956  0.3506251 -0.7147110 4.798134e-01
## devStage4_weeks  0.1361544  0.3506251  0.3883191 7.002738e-01</code></pre>
<pre><code>## Analysis of Variance Table
## 
## Model 1: gExp ~ gType + devStage
## Model 2: gExp ~ gType * devStage
##   Res.Df     RSS Df Sum of Sq      F    Pr(&gt;F)    
## 1     33 15.1163                                  
## 2     29  7.9463  4      7.17 6.5418 0.0007028 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
<p>Not surprisingly, the interaction here is highly statistically significant.</p>
</div>
<div id="take-home-problems" class="section level2">
<h2>Take-home problems</h2>
<p>First, load the <code>1438786_a_at</code> expression data and call it <code>mDat</code>. It has been preprepared for you to download.</p>
<pre class="r"><code>mDat = read.table(&quot;../examples/photoRec/data/mDat.tsv&quot;,header=T,sep=&quot;\t&quot;,row.names=1)</code></pre>
<ol style="list-style-type: decimal">
<li>Estimate the effect of <code>devStage</code> on <code>mDat</code> with a linear model by using <code>lm()</code>. You will want to use the following formula: <code>gExp ~ devStage</code>. What stages are significantly different from <code>4_weeks</code>? Use <code>summary()</code> to get your results.</li>
<li>Run the exact same test on <code>mDat</code> values with genotype “NrlKO”. What are the differences between this test and the last one?</li>
<li>Fit a linear model of the expression of <code>1438786_a_at</code> as a linear model of <code>devStage</code> and <code>gType</code> without interactions. Use the following formula: <code>gExp ~ devStage + gType</code>.</li>
<li>Fit a linear model of the expression of <code>1438786_a_at</code> as a linear model of <code>devStage</code> and <code>gType</code> with interactions. Use the following formula <code>gExp ~ devStage * gType</code>. Is this model different from the model without interctions?</li>
<li>Run an anova comparing the models from questions 3 and 4. Are the models significantly different?</li>
<li>We are now going to create a batch effect and control for it in our analysis using a blocking variable. Run the following code block to create a new data set, <code>bDat</code>, with a batch effect.</li>
</ol>
<pre class="r"><code>batches = as.character( rep(c(&quot;batch1&quot;,&quot;batch2&quot;),20)[1:39] )
batchEffect = rep( c(0,4),20 )[1:39]
bDat = mDat
bDat$gExp = bDat$gExp + batchEffect 
summary( lm( gExp ~ devStage * gType , data=bDat ) )</code></pre>
<p>How has the batch effect changed the result of the test? How is it different from the result of question 4?</p>
<ol start="7" style="list-style-type: decimal">
<li>Fit a new linear model with the formula <code>gExp ~ devStage * gType + batches</code> using <code>data=bDat</code>. How is this similar to the results of question 4? In this case, <code>batches</code> is our blocking variable. By including <code>batches</code> in the model we can estimate the effect of contamination in our data caused by the difference in batches and get back to testing hypotheses we’re really interested in, like the effect of knockouts!</li>
<li>Run an <code>anova</code> comparing the two formulae <code>gExp ~ devStage + gType + batches</code> and <code>gExp ~ devStage * gType + batches</code>. How are these results similar to that of question 5?</li>
</ol>
</div>
<div id="ideas-for-further-work-not-take-home-problems" class="section level2">
<h2>Ideas for further work (not take-home problems)</h2>
<p>We wrote functions to prepare and plot data for more than 1 gene. But when we started fitting models and conducting tests, we only worked with 1 gene at a time. Can you use data aggregation strategies from last week to do some of the same work for small sets of genes?</p>
<p>In lecture we also experimented with a quantitative version of devStage, which we called <code>age</code>. This opens the door to modelling with a quantitative covariate. Can you fit linear and quadratic models to the expression data for one or several genes?</p>
<p>I noticed that the 4 week developmental stage generally posed a difficult fitting problem for the quadratic model where we regressed expression on age. I think it is simply too far separated in time to be easily modelled quantitatively with the other 4 developmental stages. It would be interesting to drop the 4 week data and revisit this dataset with linear and quadratic models.</p>
<p>Today we used <code>lattice</code>’s <code>type = 'a'</code> argument to get a “connect-the-dots” representation of sample means, which coincide with the model fits from ANOVA-type models. But the ability to use built-in automagic tools for overlaying the fit dies off once you start to consider more flexible models, like those involving <code>age</code>, especially in the presence of a second categorical covariate, like genotype. In your graphing environment of choice – base or <code>lattice</code> or <code>ggplot2</code> – start to figure out how you can add fitted regression curves to your scatterplots. It is definitely easiest to do this in base graphics but if you’re going to get good at <code>lattice</code> or <code>ggplot2</code> then by all means start to tinker there.</p>
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