0
Hallo, ich habe zu meiner Aufgabe:
"Entwickle mithilfe der Daten und eventuell eigens recherchierter Information und Daten eine Modellierung des Sprachwandels mithilfe der linearen Algebra." eine Frage. Und zwar soll ich hierzu nun eine Matrix oder einen Übergangsgrafen erstellen? Leider kann ich mit der Aufgabenstellung nichts anfangen. Ich hoffe, ihr könnt mir helfen!
Hier die Daten von der Aufgabe:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAOIAAAFXCAYAAAC/YJKlAAAgAElEQVR4nKy9abBl2VXn91t773POnd6UL8fKyqwqSTUgCamQBJIoQZsAI7WZ3B10YOzmA0R0RDvcDmN/ssPTB0f7iyPc4XDYGONwO6DddDeYduNuN9BtEBJCCBCgCalUpSqpKufhjXc6w97LH/Y555775szUjniZ7917zh7XXnut/xq2eO+Vpqhy7+49hsMhg+EQMQKAiNRfLx5tPj/4WfOcINy5dYsLFy9inG3rOK409TT/N883/995+yaXrlxGjWCMWerDUfUc204IvPX6G1x/4V2YY8Z1UmnaCyGgZcWtW7e5eu3p+J01J/bnpDkY74+ZjMecP3/+TPN1XNGg3Lt7l9FoxGA0PNT2Sf3pfhfXEO7evM36hU2SJMGYw+M77v1uEREIyltvfpOnn30GRds1fNRxqioalFtvvc3VZ663NHpUH7prdfCz5tmiKLh/7w5PX72OIhh7NE0cRfsHv89nc/a2trl47SmEk+s5+L47ONCqKpc6flLjx5W4QaEsckLwGOyZ3zuuDZdYjlrmR9lES++oHlnfo9ShIgTvQeq+83ibB8B0mF5Ty2mLf1y/jIl1qOpjbZy2LVXERGZrxBxJ5Gedf0Whqcuaw993CDSEcGS/G8Yfgsd7H2s9Q/NH1RWaF1Upy+JMYziurrqa+L01EEBl+WA56t3umF33VFNgMOxjzNk58lHPqcZ/Dp5qJy3eSZswvhMQAeTwIj5KERGsPTtjOK4YY6jKioAixtRE/2h1dIuq4r2PzOExT0OgPiGELpfp9uGsG6iRalCwYgjeH7mBju3HgTGICMiCQRz3XLf9Y+tBSJLkkftyeMyRwfR6vUNtHXzncD+X58KYSO9eFQ0hbsgT+rLUC1UOPR380afhoxZFybKs5fQHO3OcWHtciRxwmcAer18ce+I/Uj2qWGsfiSBOKsbYpmLOxOZPKU+wlxelZfPNej1Rjyirqq5OTmS8zal4bE0ieF+h4cnmKdbjKcvyieoBImE1TP6A+FuWJUVx8qm7JJpGUT7gfUD15MU8UR9AEZSy8nQ5x0E98KQ6Dy6STSwgQOAgN3rUImJQ9FRR8nhuGIsP4cyb5jT9OgTf6mAh6JEH/3H9OaTbiSwR6Wki6nh/j/6gjxGDmI60IELlPUEDiONRJO+Da6kophnzCXPWvHeS1GJECCKonNylk+jJNCKwNSQuq58PoKedhE1ZZhRKFJlN0KVOCYL6QF7kZFl2ZE0ickBH1PjhUafYo5Q4CKEqSlTDiYM6q6hU+YoQFHPM+hx35B/1Wa+X1Rxs+f3H0Tcr7x/5nePK4wI0B8vpRLT8XZgWaJISsgPafL1pQghnYlynFRFBjIl0dgKNnTgP2ujBy8DRWUC7Q5uxrePkcZ2JRuP5U8/VokYRIcsyst7hTdjtzyGwxhhbo4mL6o5FRk8gXtVAkqZx8ywknCPrOa50v0uTjOVePR5QIwilrw6hZ8fVF8foY+ejArf0vUuSE99XQk3ANTjU1rFcj/cVZZnH58V0RtqsQa0j0xURlQawUBpRT1ECgYAGbbutdAAY4gnVdGXl0mZ7SnVPz6ABcWYJpT54unY3/YImliagFmAEHzwQ2n7QTqd0Nnr8baGCtKvdzARCQCRA6IhtLeUvQJijSvOp1oCQBo3AW/NtIIrinTluv+3ozYsH4hoJgggYZyF4aOasPiE10IJ67Xu6qNs1k9h0Mk1SrAiYw3rcmRGyWq5N0qQmquMRsDOXIIjRdjkepXSJRwAPh07EQ6LUEsFJTdQdAqxFI1VtOXTzbhf1C16xthY3O7qxaqMvxTMocQlpkrZ9it0JnQU3dR3NKOIgagxkaQOICMZZgvdYa+vN2EEYu1NY71KpN7iqxo2j8cRIsx5GDK2uUks7Xcy5e2JE0bMDvkk8JQSwLlYcdMFgFgQvdY0LWhSaJhdMI8qjBptkBBFMPTZp501pTC9iFhu6qcO0bQhBFessLk2a7U+Qui5ZzHHVjKc7dSqLtWimxSQEk4AkNJqBmLo/ZsEQacevNeOVgzqikM9zJEmjvGuXD8yTRMtmsE0xHa7XcOpuedTTLE1SYFnBP0QAR5Sj+hw3zYGd2OlTs5Gaer2PG82ItpTjNeqHaZrWQBI1tB4wZgH1a30Meh9akUw1tPNh6oUKXkEtVaWAj5yazubXAALeB4zU6yJ1PbogYUXQYAhe8MZHgKRmKiEEbL1hG3MCCFpVWBPNQw3xSr2BQlkx2x+T9Xqx3yIEH1C7YDghhJZxlWVJ6hKs1HMh8UT1ISBVIJ/MsIlp56wVfVVjH+oNX1UlVaWkaQ8R8KGoGY5BA0z3dtk1grUuft45L5ul7a5HsxamY46BCAIWkymTZI+q8lhrFnOPEFCKqkTE4MSgIVCUBVmWkbikpoeInBd5wXR/n34S5ySoEnyJdZaqqijLEmst1iTM53OyLEM1Smdub283Kunx3CTPc0SVMI0ctSorROPG6tq6vPc1QdWTUx+zEUUUgsBkOkXE0MsyfPCoRvuPiKEoSkQESy2nG0VMQ1BCmiR476k0YI1lPJkwLaYYYwhFGcWHDhFmWVK3sZjkqigxRjAuwbn4vbEZxWzOeGcP6sX3wSNEJE7EIMbEuqg3SdB6AiVuRmrdUBXKgnx/H2Pi5FeVx1mLdS6O1UTyyOc5oZ5HsYLUtr40cWhQyqqizMdUMxs3iGoUDesdJjVLrUKA+hS1GKy1hODrzZagIsznM9LE4SSt61nYA5fwwZrTByKD8T7EtTYWU59Q8yInzdLIzZtTzhpEFoBKQ+jGGJxzLVMwqlgbN6JRBWNxaQYCztRos2jLGEzNJEQgoUcItR6HoJq2TMkg9PtjVtfX43otMXqzGJwuRPKWn3XHDlRlReErRqur9alPu5EbFaEVm3XxflNfg+6KCGlWIAqD1RXkSKColiYaEZ4FA3GDxCAuAyKSaJ0nTSHNwEhaT0CjX5g4UGlEmcCCEx0QAUWYjMesrK2S1HrUQnxYPBtaEV8w9SSqLFQL0TgzAcvq6mpbtwgElVZUFdGOOLPcJ0Rr3qZYHPvjMSsb67UY0kxwM8sNMzBL2KxqVMIb2d/XxH/79h0unNtYSG50BMcor6Cq9NdMKxoaFKnbDM1cjieI8QyG6wv94oAetSidU9LQ6iENFU1nPZI0oTfoL+ahQzhd00GzDl0JoFkPNDKg3mBAmiRx3c2yYX+Z0E4u1jmMtRGZrTfPwVe7NLT8u12oM0GpgmJdEsGfI8px9SxEy8gAxBrKsqylAdOCSM3JvNgqLL9/xNgVoao8yFH1LNehTfs1+uhMNkCaDaCKtQNEUqztty5grULdyN/NhIiBjq7XeF80mzTqGzXM3HA2GhWko6Q2G6E+bUzNqRVF680y3p+wsrLaTk4UUxVrGoLvEIcs/24wEOLiKxrNDhJPFBqmoFojeo3+Ez1nFvWYWgqpubJaqrJEK0XCYgd2RfI4Hz6eRqGiNdtK1MNENaKUIlgHkkDAI7IAPVQbXSs0q70gDYmMaKGG+1aXDSGgDTF0KMjKAhc9uCmXNmRHpw3BoziMnO7ocZzur0GP9Zg5+H739yOfl8bOeHxdJyGq0KGWmqkbkS4FnZm5nIaoHofmL5+S4Ewjl9clhLiYiBzJbU7TExv9yBgbiVuXJ7R5UuqNHWqgY4nv1Mpy12lsOOhF0dh0F0c63OYI3TGEdvO3cLmCDfXpKd3n7aLK4xb4AGsUH3W8yFmaydWFfqINoZvoh1q/2s730j63oAZjXPuFdIfXbuKDXeoSgAENVFVFmqbtghs5MLd1H8wxp0mz+TCm3sSRFoIG7BncFY8kYtMVZaEFOM7y7qFnQGsXt5M24+kVxR9TK8UNyPPI1TQi8xHSwknPx/86B9Jy3xoo+dE7stSJ5lQ7oWNdDtyt56jSyOKnGaeP6lfbpTO0c9ay2CQd0aQFaBog5skcDx6rX+bx7KEHS7Npuhv2ScYjRPwh1nlIWjt7PbIQmb8d6whEf+HH3ITd0kgSj8Mg3DJsDyoe3wFBjjJfHCsydEpj2DyLc8BZzCTz+QwNAax97A1ljKnFowjHH0WuRzGVI8WLGpLXjrJ+4vOnbI7gPb4sFzrvMc+d2i+FJE2P9Uw5rR8tM0EjYOM9vqrAJQQ5/hQ9tb6g7YkhcpgpdvVTVU9AuK9wo1DOO8PTRrEtjqlMJ5MoTaF4iZKVxQEdD56mDyK10BL1MqOAXahZWId4jUiwBoxaAiGCyhFqPX18ra4NR63eQbv7wbU7wqAfDbkn7eiugn/c98aYuICcvGmPOrWqqsIYs0RMg0E/OtKKicDMKQR50udFkS+QsMcscY1CFOFOaOusxVqDc5bG3H5suwcYxUEm1tovH0FEasqhejQ6fNtTggDOKk5WVUVjZzw49d2294Plz8c5b4tl3xtSKfhYanihbwneYfD00h5zLLfKwBv7BZlzvDQSNvEYG00xe0Qca73blvXsecukgk0HRgt8WVC4wCQoOYYEz9AIvWCiU/+po4slhEBZVY9FVUsbsUFxjJhWz+mWdpFPUbpFImc5a5RDt0TzxkJkbdrJ8xz1AeyTiyMNxP4kZaFrn8wUziomGmNwSUKNcXIcIzxY35H1q9ZM8OQ+HPV5c+I1tj2k8/sp0s2J88DCpaxhgnFTKlX9vRVlv/T8y4lwd+rop55M4U9fG1OMUp5/b4bYKP7dVscX9wtuBwiasX3T84XyAT/z7g3WjTIJyqdnJSEI3z9MWK8PtUotnx8X3FDL9wzgHcFyexb46p7nRi4wUGyoeIeDD/UzeuLhrHqx0p7Gj8qYD1GkNRmJi7YtsQs0rTvRp4snzfOBoB44HKFwXEdbO9SB73vZYIFwPYGuohqDQeURT+rD9US00rizT/hJCFteFoynU86dQb04CLQc1M0PYMhH9uNUUZkY12isxdWw/uOgigfbZUmSUgjCH7x+j9d3Er77O1b4/bemjMnYGOd877sSZnPh//r0jL3BFj/x/DNoKJmK4y8fVOiF6LhgTMXaqiPciAh2ETx/PAm8VQhDcUwIrNf26och8FAcW6Xny2PIrfLJm4H+SoJkgd7MMC2Uv6g8Vy+VPJeaU2MMWunERBv0SYDmsXS/9DAwm06pkoUN6nFL4yDw7SrFIwRvnlSMGNI0/bbUBd8e4AdivxLnWvPPSe2dCHDVoMOT9qrRo733hFC7x337lrMuSjAVtr/C175i+cZ4Rj8bcq0348feO2Sz7/ntt3YZrQzpr5/j177omfg5vfMp8z3PxqTC9DLSBNb7gRfOrbGSCPeD4c0iekRpCW590eKdXJlYg+aBr+8G3h5VFGPYuL/Fyy+s80wWuBkMf3xP2C8NpGcX8TUEZtPpY82EWzJ8AiurK4TqSSMKIhCSJumxMWOPiuw1TrWP1Zuu4o4uIbCH2nmERqJr2tnR3JPGbJ2trTGPedI0bXC8u99Z+tF5qKm8441yGO4MR4BVx7XRiKILz5K42XenOYkbkbiUjemUn/jgkLVUCeJ480FBlq6w0cvJBhmFHzKbKTo3WHVIUdETeM7BC6lF8dzZC2zdr+htOpKqZIU0Hr7AvlbsbKU8eK1AMseKUd6xZvirL20w6Fn2vWesgpESldrt7xTRtMsUTatePIFoKiLMZ3OSR4jQP64I0S+y64f5KMbcg0U7gzsLUHNsPS0RPCFYU9s5TxOTjxNHD4qHvvKLBT1j+0d/UddX69qn9ePY+ut3Atp6ES2Llcf362i9tRNj2G7oOIdpkpD1wW7N+Ynv77HRq10UPXztlqeSwEcuzRmcH/H5GwGk5FxScSmdcW0l5Vpi2LAGjDIPhj/frajyDL9b8v4rjgExHsWLcGPX8Y2/nCPbho1rhvOrGS9IxpZRPrs9YysR1GVsDC3vyBwqJx9K7XxoVJmSLOXUQMkjyhGoxSI0o/3kMexSitaAjTsWYHiUTRR8iCaDDpN4XHuZqWPinkTUCrV3zkHzzFn7tOROJoJLHNbadu4fh0loLT8aa7EnMIiz6Ih1hbFvzi1twiNR2gPO7keVBjUVaSJVwAfDbirooOJj1zOe3ljoWHd3pzwc90iSKR991xqvpoF+T3hqZPjQyoBnzvVim1YQVXYrw6e3C25sWXyV80LieKGnVGK5WcAXtnK+cUvY+lbOtUsDqqLiG28pN7c9kiouSzHTwOVkxvesOwYuIOI6pq4uYzs0WYf2zaMU11UiVZUkSVuj6aPKgkscGCFL0iO/a8pJ3h2HOpqYloseJw6dqV8NQR1491FP1lBvQjmADJ908h9FyM3zoQyEsgl7OpuTw1ElGpXDsnveEc+cVrep+2DFUAVPZhrPk6OBCGvtiZtQjESQrNumKnNR3rzneHAn59pLGSoLYG8/z8GWDJywtt7jQlGRXBCGPZjerZi6aD/c84FvzZS/nHp2Hgr5luIGwl1yfuO2cL+smOYO41JcXvLsRUM1CMzHhvWhZ1wq6w/nrF12fNem5T1ZncNGJc4liooBPKpyJJPTZl7L6nEOxINgTSdXyLcRaDlYTrNDHlWcWyb4JxGdvx0eL1YMVRXdyR63HDbTPLlHTOuG+m3y6mk22RMXPdwnRZlXyp03dnjH5TUurseoj6ZkVpiM52xcKEjkCqvWEvbn3NKUr789Y3U2Y2viyd4xgFFCOfZcGQTs055vTmGaZlReKAXm21NWA/zwswkXvjPlT2/C524Kc4GknPLRZ/q8sA49q7U01/B9rc86TxUUJwbxFeagCayhx8eky+hz3dFNWhvPItrm+Lk9hrO2RttjSiPCPIq9Jc+L2DvVM4uDR9WvGpP5NOLGUQbysxXFGoOzZ7dJnnRiKNEDpIEnT0olcVJpmGnj8XOmto8CVrpGED08l0sg35nEcW0TbbVSGMKKC/zgd/S5cF4YWqhDHgG4fm7ET7885eLaAGcNTznlw6vw6nzOnhkythmaGWQSeMpWvLhpecfAkhjlz+7kvLZTIFXJRt9y5XrCC+dSBhmYYPjos57be1PuTh27Yvm1L+0wu7HNcHPAcyspfRzWRA+biYGHO3O2t7d4+ak1fur7LnMId1clBiGY2tnj0eipTafYGG8jtuSe6MRpwJCqqqIDMifn6zhTndioWzwmsrioB6yxTwzFa6hFwAME//j2tQ4DO+YwO023a75P0/SJJZpANE67Rt/Umkkf2Ixt/08r0hFqtVENAk6Fj797DaGOROmM3VjD3/ihK00FiMJ3XxzyXFnxZ/dyzm3mrPcy1jLLSmbpY8AqRuDDV/u8/FQAeiRisBhUQwyrM3DBOX78vSP+4Et7fKXwvPYti+EKD24pOwrOedQJ2ATBUs5TvM94/c07hO+7fMT4QDF46ygVEuGAtHNyaVNlqC6imZuIjCdzAROsNd8esYa4KI9qzOoymTZKm8aF78mKSIxIOC4z16OWbiqNJyvR9vfk4ne0HQZdmHuetBz2aKojU/A131juc/fElZqwRZWLAu+92OfKxREWgTqfjxffBoUL0Gvq0wXq3oJLVrnYC/z4+0ZcckOyb034wtsJc6+4lT5JLgyrOYN0xij1XHuqzzuv9Hj5uWdJgjnsbKNQ7O/zS//tf8df/cm/xnf/G68sjeHUufGqSKiNwCoYBRM8SEx7BJH7i5E66riTCimewS2wE2pxz4hAAJtG4KfxSG9Aki5n1SaubMEuOYrpJ/1eHUTbRK4v2mvFc6TjJ9tB9lBUGzhfSUa9ul1bK+JNljJAa5DCSJ3wpx1tu8AghCownhc8GBesrgeMhDpUsU6T4APGNk7mzQka5ymK1rFGH2KaihAqrBNm83Eddb9IQwHE8K/KAgG1nspXiFqSJI3tdVDLoBW+UqaTPbz3WJc0s4AR22ZXiPNharFqQVD1NCAYnEuZTqZUwaO+GycZZcjoPVWHe1FvXB/TEiZpUk9YpJH9vT12h0OSOmODrzzqY98TZ+uYQEFDXCuvik2TOsVHw4jBE9NXTCdjyhqJNSZmUkAj8ceMCVEvNSam8DAieGrVKESndmOE6+uel66tMJ4GqqCILcHDaNBHNCFJFENARSnzGdv5nETA1mpJtCd7xvsTnn/+Cp//9Cd5+Xs+uHDLhDbYoKo8zpl2oht+6SYPtym8J0kTyqKA4GMkQBVTIcZFi3apJLME4t/GRl/4svJYG4nBBKjzG4B17O/vY4xhOp22di1jDBI0LoCPQbPN5957mjCsbqSEtYa98ZhqHsNokjqq2VhLWRQxKprmRGkmviJIjGqwiaPXz4gO5SWz8YRtFYbDIUVRYlTxvooTW28CJQIxAjhs3Cwac1dGw63hf/uff4lXv/om/9l/9V+weSFyZ63nSyQSYpNYNoRARUy6bA1QVSCCF0ulJVXlyeclYSiEkMdToHGXUkXVomUJxuNUSLA1YwoIAWMgBhQbZrOCxDlEFGPAubjhBTAtKlmDMGoxjX+vMbFOEbSKJ82s3CUYYWgGrdM9dPQ8DUjDEOuaA3UwuBikTl8iCJur66z0R3UipQRNFCsxSkeNbd2rbeiI4UYWGddaAEWY7ewzyhKkH3MZtVnSGqYiMfvD4vBY9hRTXRwAs6nj/OaIi+cNeB/noeMZpqEZc+gcGPYQDmIHPd7/Ax9HQ0U66OOytE4r0khmDQPWtp5mHt1ofa3maFGGHu/u4vp9+sOVdvAQT0RCk9KvrrQhEunIwY3BXCM37/V6JLVLmTT/dJV8od18HWzgkADqVVnbWI/mAtN+WCcDWgyqOS0bPbVWvmj8QxSY7H6DzfObCDGqQw/qL0qbaEvjEV+DOwtxXTXwwZffzVc+90n6/YrVtbVDnVZVEgbNoVqnx4iT0KxhE7Sb5znj8Zh+fxCDqpu4wvrB/+Nz9/nUl2b83Z++xJWVtO2rEcGHRleLJ+9wkBNU6fXW68lUUrPo02KWFdSgiW2FiFbicqA4fuc3PoVd2eSHf+AjrA8HcSN2gRpMXP924aIfSsyPpUiTCV2hMiCZjVnN67kVlSaHFW2OIEBMnWUtKGJieFNDFxqU4ARNelECawKz68RXbQY16hNWowRgxCAaMGJRiepAREgdRmIGPW9jOpgGLhEjWNus1yLLRJNrZyF5Kq+99jXeurHLhz78cpRYJEqY0qEb6n3WgnJ1xgeHkfaSGMFiXILXjsM3kbPFdTctAXUdXc2BjYXU9peqimFCjXx/gu1OOuLpwdit7rMxTq7uj4kbtGsbFF3ogo1OEOl50ccs7aF1kqguWbYDXurj4peuzqyqjGcVRQXBN9x62Q1vSVmXZZ3nYDEmhkKJEJNoCUt1/dmXJrz5uuetG3s89e4LbV+VRdKtOP+KaojoXYu8Hp7HBUumHVfXIB11aeHhzTd57bVP8kMf+S5kZbBgTh11QDp1te3Y5Q+U6GyvdRZzqU/NrlrY1CQY3iwK9nzFe3u9eJIjuIYmBEJZITTiccck1dBCzcSESLeihh1VcjWcF4l5g+rxFvk89lA1phKlpCSQGkvAgnHtDC0oaXl9UFixGf/qH/4KD9/+Bj/7t39usSbUdFFzK1n80RbTEHHzk+d5K5Id3DwHn23DWg6YItr0eNY9NmhwkFiLsjh8TNIRkTr9OKVmiuLbcNcBcPvObdIkOZTz9FCLZ+iXavQ86TKHbsnSEaPVlCw7+q6Ng+vhH+MOk6X1BVDYfvCAnbfeZDqe1EbtxysCbVT9aWacbR/4s8LyhQmMyyb6arHORkyrQ58F4GpSLH6xqPjstGLWijwHxq1RbXr1XuC/+dXX+MZ2hXK2eVRgnE+ZTR9ANT5yzU/q6wELa63DWHtqYGnXGB1f7TxfJ0cKxLSEUnOnUIsIQcv4u48Inw+eoB6vAQ1Q4Xm99LxdKkrMsJVmEZI3BxjDaanXD8+YEMziFHj8YpjmOeP5jMpX9RwcdiY/imEdWZtEn8uDJoKmVD1D/+Ia/pRuN+kgQeug5dMY09ElRuMXjDLD5euXGK6nS6aax0F4nasZsxwOfY4AUBQDXt8vuLtd4iqHOm3zZsXnIorrvT8moECJxpdaFxBFJKAO9gq4ue8YVxpTSNbZ5KKVIL7pTcUX39jj9d1L/L1/epOtacD7OcFHwO+kYoxik4T9SYlovbE7c3Rw/bt/L21EBebz+SFXpJMmvXs6th4zMeMmFTn7KrwxD9z0gZu58sbc81au3Cw8N33J63nJZx6UvD6uO4BSeOEP7s35zTsFexrTPBZl2UY6HOSE3f8P/hzqL5D1ei0Cd3AcJ/0sTboKNtR5WamR4TMZto8puhzMe7D0bUqSJqTpYQeC5b4piXM45zr6vJ46LweL9SCaQH+TnXnKn/3p19vT4aT3j/9uYSKjkcwOiPEiUb/7y0kgD5bnUlhT0xEGG7WF1kxxfEeW2xCBUHqKPKfSZTpqxFsBMAkvXHJUoWSsG/zCb92JCaZPyVoBwnyujCcFRbHITHFa3GtTDq3qYDCoRdOz+zsejtiPcK8Phs98dcyf3HKsDHqoFUyI5odsNcVmnpKKyb7j6dV9Lrx3yJoIzigrYrn1cMLs/BqjTPGNZvwItH7k6SO1CPiI3PxgqQhoIpAYWsjumIU6k+dJ5+QMta4nUGeGFEa9imSi5HnUUxoXY6kh+kVbC9XgKDHwzE7pCIpnf+8hD++/zag/W8r0epI309HjW+Qxap7rrkHQmPFvWnru3VNSrXjuslukbZVGMa0zdZ9yV+PSyYOiAfoDx2YCSRPMXR+DZVFG0vIeUcf7n13lP3xF+dU/mvHlv5zy9Q8XfMfVFKnTb4pqV7JtS1GMyYsJ4qh1dT2zh9ShjdjcF6c1SnjSNdlNOawHxqO/lwwoZjlZkZAbS9p3hCowHVfs75W4PrCakZQgex4XTXskKgwqJesP2Z7Bxb7W6NoBBONxilJfCKqnc9VTyt7D+ySiJEnt8dO99fcIYOYksKZB9lQFTyBBCaXFCwSjTMUwnsxRl8SLfUQaySsSceOsWa0AACAASURBVJeoO1cGnCbNHFdCnbx4bX2NwWCFy899xxK6fNS7p401mqc4AIs34JpH/Jw39jz53HFxw3I+tSDmgP4UxcOyKJYAsIVwd1inU8AjzDTQt4GR9KLd11T4sHA6kUaKsI5X3rfKd1zN+LOvC+84lyF1ygxf74k2n3hHNTu/fgErjrmf1SDa0YDjUX8fitBfWsQnuJ5NFaow5d96T58ffFGonCCax3ziPmbVujdX/snrORkJn3jPCsM24WXF+aGBqeEbledFTTlRKjimHEUMjZeNBj1LKpJji0F45/ue55tvfJn+6lo8mp5A74yXnsZcpDHvieG+VOxXgbu3p7z6lQfsTBO+fiPl3dfWKIPiRBiKAROWciqfDbQ6uYgxhBDNnZpYBr0+srSBHrGo4poMBKYL8NXtKeSS8o9+7w1ev5Pynk9sRtH4QHsi0SyWptmZO2OCYQwUaij2PH6kzFTAW+xx86QJFzYdP/DhhMQ6KoRxnex5rQR1B98TvEZJaWCTeshn96V2XfFTiQShHUP745UaiK4CbuBY3RghKCqutgMFRAM7W3nkeEXF5bWkNgh5vDFcGArmbsmNLSU/Zwla1Yn0AgatTS6P1z/n3BPn/5TgERlCuk5eerrwT3cjHFTWjytBA/Mir+uoyNXyj7+4y82Hjj/6zA7nnr7AyoWUf/ind/n1P/wiNk145vI53v2OlJ/6wBorHVfCoBUalts9ywnWRb81XtSBD569nR2KWRFTDOoCeHqUEs0htXoRIqgUNKDiY19V+c3PP+AvXstQkzGY107+RLAm3tphKSpPYoW7hePLr91ntxDee6XHezeHzDHc1ZI1UlZjznQEwVU5u8YSjLJnE/7fN+bkJez7nHde6zHcL7kMZFpBELwxYEpCSEisYUuVGx5ez3Owlo854VJ9EVAEjKJ10SSQDfoETVpqOPNGXJpUiRNSldXCHvMYJW7qeOoEvzCwd43qYJnPp5QFOGeiraf+3KCcS8DPZ0ysZewVbdIWqsH42p1Mzs5xumU6nbb2rMctlTXcvnGT3Qc7tSJPa7Y9SgQ5jXDFGJIkaZYUp8K1Qcp6WnF3I+fmfknozXCyhjt3Hl8G7k6U3T8a80PP9Vi9MKz7AGmaoOHkJEZH9af7nYigEnj66ad49vp1nEueGGf2VVXnpm1YdbzMyAXP/dLzK7+1w9r1p5lsjRlItPUFH133prnFpHMmVcKv/+kW//yTN9ncfI4qdXwmmfMf/+SQ16op931KoOCpWeDPX72PE+FvffQSN6aeP/1awb07c15+/wbeK5I67o2VvYdTepXyARdPyK/OShLjeJeFvSB8rgh4K6ylKVURGLvApWbOWr01gkEWuHPnDsE3DgaP4PTdLTGfaH07Rbs/z7YESyJgUHq9Xp2o6WiYeThIcUGYzjx5pWRJq4HQl5LVjYQHE5gEZZj1CMawHwIlyqYDq56YdvbRQPp+r7d8ScgjjLEpTg0638PMJ/h8Wqs99b8nnDTHFQ2hvcs9BIORwI+8NKCqDN97LuE/+T8fMt9O+SvX7vC9L57D9VNkaHh6ZYOrG2lnHFFXrcqw1ObpdsxlM5TUk7q/t8fNt99mb3ubi5c362dOV9WPa6/tT/wLq8qON/zdX/0m09Eqm2LZK+f0kl5kuNZR+IrfeG2bP3nd4osx5bTPxmidIp9ztZcimxWfHsO0MrhE2X99zK/8zj2yzfOYqmB9dcxnPz/mm/s9nJY8HI555TszVjLDbKLMzIi/2C9454qj5yyv7ys3Hjzk+oubbBXKzULAwwdH8M6hZUhzx0uX+UIxm1PNc3pZr0VMz0qZSxeVtpPFo+dmPPSsgaIosElO1l+W55tje3PkSKQi7Vt25gWrSa9epACS0mNOWXq+sWdJtw0352Nu2ZRvfGWXF4znZ753k7XMYzRpPYEOooUHTRxqBKkCAX0SFREVYXj+KivnLiPpgOjGtPDD7G6As4hxRi3OOlQCzhrAYtWTCmS2Yvpwi4JVPvbSCt/33ReP3eCqAV8JR4EWp46ptuVFU1Q0pcznFUE8Sd/Q5Np+LNukdtagxdyUXa/8/d+/yde3VrhwbpVx8Jj1Fe7NPJXUQQgI96XPw62Kc711pLrPhy7O+Pe+/2nY7PNPt3tMvOcdzvH8MHDzUsZnRiPS/pBp5fjNz8IwO8+lUUkocv7W+wY8tWkxCsVIePPNQD4PTNKAUvEb/+gN7t2b8aM/n2EGPZhVlMHxqZ2Crw08r2xmnE+EQVjcl6IKSZZRVIG8KGhcNiNNHNxHh9fm0IkYNNT3wp9tEx5HcA0ocpRnjQh4hTWbURZzyhzyYvGcCYKYQIYyuW/59NgzuTln7dkVtnZnfOMLyu3E0Cu3+Nkf3sQaWWr34C1H3aKq8brtoKfmqzy5ePZu3mK6t9te6/VERTgc24gB8Ux9IO0PyCThve++uPj+ODT0cbsgUXdrnLRFIjOVZh2fBKwRWrCmKZXCL/zWDT75Ro9LF9fwPpAZy8ZwwC//7mt86JkhF9cMxhq23i4Y9vvku3f42x/f4ClbsH6+x9dDoDQJ5zXn+89l9CrDhYspl9ct20DfJLiBwWlJlgi7c8d8lqNhxJ7A525NmOWGjSRwIUv41taMKrnI2vk9qrnn2XMJHw/C6whvlRXTpMfnVbkygxdT5ZxKC/pVvmKej3GJPDIif8izRsRgE7fwnD2lLG3Azj3vJyYS0nhnvFYVeIPtCfOyscMJQSLQU00r/F5BPnFMikD2cMIHk5JrKwUXLm7w2a/lzIMjBE/wofU7NcbFfDIdomn7qU2+mSeN1wsU1YxJOaVoLldhmRGdRRzs6uda20mbe91Fo3fSvQcwE8FQLnkEHWme0BqMOmaTNm0e2beIqETnAuL/zkaovqyit0rjO3mS3fTohuvbjutYV/Wet+fKH79RUmnKg709xrMp1oInZ1D1GNiaGXiY7Cqz+Ywf+cCQl5/tszueIiEwLSBJlOezFKcK1jBOBJfmbN26y4buUBUlE2/JveVdV4Tsco8/L3N+50HOq7sJ0/2Cd/ccPeN56/Y2NkkJvsIkDqkqnu47vj8z/LWn+3x0JGSl503xvFlUeFNRiofgWTu/xlr/HEmS0UQutXMaAvEkPFpScQeBhMag/DguTGDjUWfqoFJ/TGp+iQd2EM+VwZRbsxFl5151tOQeFa/dKEmyETre5ZUrnk+8MmQjTbl+ZZ9/8AdzKhJu3t3jpafW8DTG74jIRgf1aPyG5VttVWhPxK7o+khIoAqj0Si+62ytqT66va7dFI1Bv/tdjRLvTw3DlRVWyymZMxwUt49p9ET74UljbRE/hdHKiFAW7Q3PTZ9lieOfPm9KDFuLF8dU3KqEP9ypmO9WvKN3m//ox55huzL84u/u413Cz338AqsDQ4VyI1TMZgVXN5QfeP8FglecM4gYdt6esq2W6bM9dtXw9kz52jznYx9/mp8az7i+4vgvf/kN/Ll30TMV39oTfvGPp7zwngHbYjBhwvsv93hPPyV42Nr1lBiSbMB6P5qGqG+tXvGB91i4YHv87jzwr1/d5vOzKbO85OVnN7hUlWzlOQ/vPES1yRZ4BoWaI0RT51ztnHvqu4eLVFTquDmdcX3Qq0GfIxZFA9bFNHXpyKATQz5efF+I8P99Ex7spmSUfOI9Pd6/WbAqkUiursJ+UbE6dOzuzNAraxg1FARevb/FCxfO0WPBTA6KzCLy2BLWoiLLZH9GlZdI0HjFeHMF+hlLYxMLIWCQxQ1atfavIoj33NudYdMMqWanMsdmpCc9dTadNd6RmPb7WEy8QSlEj5LHkSZEhMJ7VOCNufC5Pc+eS/k7P/sMf+V8QpIKk4mnnO0Q+peRMCGYFUwQchwvfnCND1639K3BGKLN1SovPt1jdxr4Wg5/8facYmQYJQnvTis++FRGGhw//4lr/PPPfoM/urNBlhq++ZX7vHT9Cu93gRefy5jfLUiMggus9wzjvSmD1PE/fWqHj7zT8N7r57mSGrwYbknBG5Wwu6d85pMTLp7bwKvyf//xff7tZ8asCIhbZBQ4a3EHF8VriMGYAEcs2GFwoPNMgH/xlV3+8R9s8R98fJN3DaPXiRCiyOWbOxQkxrAp3CthbdMyGBZomKMkfPJOzr/+4ynnV1e4sFHwPc/3CDt1HBvRC8Pg2fExk4B4IciUf/BbN/ntLyqZvc8v/vw76ScJjS9hDKKNY5pOJktjaXXKdlAt9SzQsZaz1WiYBK5cvMj6ICOhxGqt40ktjbCMWDaeMF1xMtYdswH4qqRxlVvMfYUGw8BMeHi34ErvFs48EyPPRRBCa49bEDwxmt+aJdfDxW3OzbpFhhj/qCcnNhzlCIkhRqnr1TcwJXj1uPoC2gZVF2nSfCxyvMavu6aqiC4OU2EreP5w4pnmCc+OCj7+dL82dwXWR/Cxa8LvfO021o8QjZbACwQ+eD3hxZHDSgSRBrW/8KVRyjU3Y3tSYTPHRhH40DnPS4MeLkCQwPteWOV9z38H0/GMvb2CC5cvIlZjEDHwlo2mGa+GH/zARe7eu8X/8/aAL98Z8vnX98n332YwKvnrP/scZS7kBihLPvyM4S9v7VCkjueqCe+/Dn84VNbWVgjEkzTeXiYQIp2qUjOzeq7rNTiU6RsO33za3Xhd16n6k3a6gypvfCsw2rzKza0dnt+Inhk2rUUd2wS7Ck4C28HgzDpazDi3kqJY8gBfv2EYpT0GyYznr6SMrGHPZm0Yzrf2AqlTjDdcWh+h1oNP+PJXc9auPM3u7RvcvF3wrusxc0BLDXW6j7WV1ZYgm9NI61uEm7FVdYbyI+Ce+GFwVOKYqGXshbzybdqDZlOHWs8CqLSOuAc6EcKt2CIqJGIJlY+osWpM64DyiY9cobj3Kh/84EvMizmuMarXdlQxC2ZixYAPhLIilDF5l3aeoRHLO+taVZ6YFsNSVVUMyBVwYrlz6w70UiqN4mFzPXh0C4vXoEt9mvsQ2rQqrSrQTJcGfBkodicMbnhWR4YPrSaMt+MVeSEINgR+6pV1vv+dOdeuwb2tGZaSFHgJT7JtmJgEr/Bwb4LJMowXrgTFTwNGAxcGlmS74N6WIU1tTJ8RogSWFwWJhYcPxxjrCFXDiJWdnR1KHzCi/Nj3DLDzm/z2lwq2TR/nPffeusfOX/QQX7KSJDx/yXD1oyVvv1lw9y585EcucPvWW2hlmU9mjO9vR3OU8VjnCFWBJbqPmjRDjK0ZmItJunYf3q/BDYf3FZPJlLIsMBqdo51zFHmxFGjaEG0I0R/R13EqPUlYC/fZudvjk7sT3nPuEqG3hRtbigC91JHPptGzou/4va+W7D60XMwCxV7Krd2CfXHovuOpnmHUL3hKcrYe7jMeT4EKVPm9z9zA6CbzB7fJ5Dnu3d4lcYZn17b5l1+8y1DGyDjj3t2dxT32KiRJn1CV7G4/IEktoQEOKl+n7Yg5bIy1FEXeJnRK05SqrOLtT7UuZ6zBM2MwSnAos/2HtTNwY+KN+VxUaQnVpfFa7i5g0m5OhXk+pyyKTh6bkiIoxiT8jb/+bqqqpMyrBt7ESUyJb2pHDIzBSyCf52gdKuS9b3OFimrk0B2zh4jg1AMeCYGEgDgLRhH1DAYOZUa/J2R10LGKUluacU3kv4kgmYaYq8eYOkN2zSy8D8ynliv9hB9/cYghIK5mSCIIFWJ6DELBuYsjCFXsA30IFm9sbQiIfdibOFZX1sDACspVFYwaPDU+oCwAuxAnOBgwGvMsGLPIpZQXM9bW18FrNG9Zw7/7kxf5iR+d84UvPGQyVcbhPN/9XVfIbGDVOfoWVA1XL1ZN0gL2d3cICukgYe3CZqtLt6amWvAQE09K0JYputHqeiSb+mEjhqqqGA2HC0JZPZCHtMFUGltdc1YE5UdfcXzhW7eZZVf5X3/vTX74A5f4yIubXEpiiouwvsFMhS/dybkpBZcvGj52NfDspQyjjj2F4b0xXEy5KobvvL5OH48JyspoyDSk3C92yVZWeN+zYy5fXKkBXuXf/5kP8cqrb3P10gbnLq7Tb8SCVnRzePUIntHaudYz5yQ3tPj3IhvY4iSFLBmQT6ZkacbGuSutOLdcXzNDnQRNrTdGB8qvSrb3p/QGvXhyH9AvVLVNSymHEs4uQCn1gbwsCKpkg/5RiSwPtb1AvTsSQMx1QUgTjE1I+iOSwaCG5TvtAQsXpe4Yl52wHcr87j1s2q8Dxg/LGiKCoUfrOBtl5Fhbiy7HOh22zTjYLa0LHh2QRNpRoxJqxkULOMU0GgLOLnL5Bljp9/m+jz5di/HLUkTTFaONUKmkmSVUgf29WR0xYlqmuYxLdET4uj5nXNJWZIjpC0pfIc4tJrvRjZqNWOsXxtqa48fiqTi/nvFzn7jIL/z+Lg+rC/yzz8NvfO0ur3z3Bu/a6DPdKvnWbskDeqhLeGF9zvuu9RFxKJaRU773Wp+5h+urG2RY1DgKH/BAMa94sD3GPgj8nZ+5CuJALUjAZcoH3vscKoJFCUtEIYjEE2tWlqybqDc1E3swjf/yxB+cQrAS2N/eop+mddBoN7HQoxdTn7zHlTMr/iLtSXjWcpC4oNYhgXw+Z5BkmPLJbghTVbI0fWQQ43AfozRWdS7tOaqt+NLZ6i6KJjwrtE4ZR9V3MkoNppdSoIizS7mUjn2lU5+TRl9pjs/4RJsib2k8LbdfwNfdyqyxgOV9zzv+80HCP/lXr/Pn9yAzz/LJTwXe/kBFlqYE50inJe/agH/z+QHORgAHogL90kYSN0ntq4fEvKYalHMrjv/04+tYk/Li9VHdbp0MUUzM31KDTYZGp227D0GpQg1UiF2a5IML2138+G/HUijKbFbxcOshk/Fezaz0mLU/6pRlWcqg9oGtd4A04mb9ahvJp8TMaUbamDitW240U+tsrXctR9Q3bXYxgAYoMRp1fK03itb5Rns9S56XkDk0wm5AnV5J4jtGI9MzaINPxBSVPj4vGkXZwoco2lLb17QBhiTWFwQ18T6LJmFXLeTHvtY/AWpoOdCERSlE53AlphtRRXw8FUNNr9qON0pJrR7vDRIqkKQOfjQx51INqEh9QHnxWDV1oI2vQTlBQgTiKJXN4ZCBQqD2h9Z6bDTJr0yzoHE8IogEnK+dalvoReLtP81D3fyarRh3nH2qPXKFq0/1+Nkfe4of2Sv48lue2+WE4TQg88BTmz3eeS3jmQ1PUl9e0hAIIkgDKnREpuZHDHzwu65G/c1oK6Z1t4ywLAZ0uysIWa+/IHaWxdGz2hIjSOJYWVkh62XHmotOYqJN7s2mZ0mStMyuRWlF25w4zeaM+Vy1PdEj0cUUIIpgVNBjbLhapwrUOvNZAGww0YBvTDSbRVks1pd7ZmEajdQsNl2jC5u4UJiWnzfZCqKYbog3eKkKVDGRcIzVM/gmrhLAe0oj2HpdTBWvUbMhEAx4EUyNcorEDOSqjf9BLRJr7RQhzd0VzaGhQBU3i4KIB3WoBsQKifN447DN0ocSNTUrV1MHGEgr9mKUSkzMCBMUNYGgMJ1MmO9NyJ7v0WgkFkMlvh5Xk8JEERv9pCGOwx28xUdUeP0rb7C2fo7BYICxFiOOwWqf3iijNB7xSmodPsS0H6qByWxGljmMxuDKwloqUtZ6wg99zxCRIViLBEgseIHdPJC5Od5D5hw2KIk6KvGgQl6V5EXFen9EkZdUJWACJSVePb6Mk2WNJRHD3Ht8ACvRdzNJ4sazYii1jEGgxrC/MyNxM+Yh5oTL/ZxQeUqExCk2BGwV85t6Y5G8pjInYIR5XtBXRzmeU81Kbnz9Pr3kMkU5RySJ7Qao6quvTVByX2EH/Zh9rApUeYHPC5LEMs/nZFnC/vYezO4iFlQ948k+iRNMNoAQSFQx1jH1BX4e0wIaY6L5I0yZhoIsSfFlQV5W7N6dRbOIE8QovvKUGvBakGUZQkpVlTFnkPEUWlIFWLN9tjVnz8+5sbPP+dVLfPpLf0Fv0OO8WWO3mlG5GCUy6vfZnY1JxeLVx8gdZ/GlspGlONFof7u/QzHPSV6/Qcgs+d6MgQhBSxikyLwg6/fxkwqfObQo2C3nnNMUwdKrPDr3OGtBDeX+FGsCgUAQ2J/MGQ0zMhMo5nMQQwUYYwllRWIcISi5neH9jCwbgMmZ5Tn7OmfsEy5lQwb0yNJVxvMZ0zDFrgnzvGJdHFIYsIZSc8ZMofIkOMZW2aUkv71LYhx3d7b5r/+X/x7rDFnI8FWf6c0x0k8xzuGN4LIZGiBLMmazGeK9b3dhUVT83r/4fX75f/8lLq6vQyWUTimLlCqpWD03Yl7uk5Ew8xVrmxcgBEzhubd1h8qUpC6jnFck2Qpr/RH3H97Cu5QklBiTUE5zhi5hV6dgEgofcNaxPuzj/YxyOmdeBpJkiMuiZ4MtFINSFmAc2FHKtCipNIoEiQiiFd5Y0nRAahWfl6z2E3wImLzEJxkkjrIYcz5dYb8I3NqasjeeoQlQGKaJYbUPq8ZQFRWenDIY0sLgizmVNYhNCVjW+gXs7mKtB7OCplmdMysgIUF6CdMip9CExCuDlZT9omJ7d5cLwyFUBfgSrCMzYMVRzWZg++SZpRcCVVnibIE3CeNSWEv6eBu5f743QTVeAeYShxhPhtJPh0z9jFlFXPRiRmUtRj1aKuJikuXBcMD+7hwxkJcVg8QiWlDgkcpRBcG5Gf3MIarkpeCsIqxDMmc/5CR+gIYSY2spSQusSciLnNT2wRdUuaU3GlCGCmuEsjAYU6AaEXljDWVZkqQpReEReszzXdQEbC9BCihKxdhA1u9FFcUHtKjwLiMUVZSqpKQ/6KOJYTydo15ITR2BYhOKIuArZWWYsjcdk2QOBKoqZj+PGpDHl7Po0JIq+B7GK5UPiASCekKoGAwzyqIWq6souZQo1pfcuXWb85efwrksosx+TmmF1FiqvGCS5xiXkKQRvNzamWOsWbYjWguv/MBLfPpT59i8cJ4/+ZPPMy9yrl09z8bGZSaTKUy3OP/Op3G+j+sXDFcuMs4fsrp5ka/++Re5eP0ao6fO8dabbzINKTrb5uH2PqPMkQ0zLl5YwznP+cGQh/e2GI4sAwNep9y7d58LmyMePNxjNLBs725hbYIGYTouWD/XJ3jl9qt3CGJwSZ/UCUkKqxfXSJxBZJvtBxMS45jOoplhpb/KtNimnJVIFcjPTZnN97h8ZZ21fMowsxg7Yu53mO9MWT93gelsn43RJtPJLmmacenCO3i4tY0Gj1qP9+u8Ot5l595NPvzK9zJcTSjzGRurV5nM9nGDlPH+PpdW1jGMMOWUYa9HJcpsWnD+/DpqYe/+Hqv9jLzyTGb79FaGnN8cMr2/wywYvBVGo5Rh1mf/4Q5uMGT33hbr6ysoMYo+r3KKXkVmegQPWc/y4P4Oa+kqBk9/fcDlC6tMdieIc+zs7LO5scGDrW1WV4eon1KWFWIc65c3Ge9N+Nab97ly/TK/9uv/jLIQ/ubf/CEGaYKTlGwElTfce3sPEaU3cKRJSr9nmM1KdvcmDHtDjHrms4JpntPr99jb2iZLM8oiRtgbMfRGNqar35vQz2KUjvSFZNBj9cIK+/f3MFVAJaE/7DMPJaQZu+Nd1i72SQXycUFv0Ge8V4APjEY9th9O6ZWWnd1d0gsjRhdXWBkM2d3ZoTccYNOUslTSNOHhg23OX9hE8OTFjMEgJRHLbG4ptQSnqBpQG2Nng2cl2YjODFXAugQVYfvumL/3P/4PvPzy+/mZn/536DkD+Zx0c4ifTDA2Q3owHDmgJOv//6y9Scxty3Xf91tVuznnfOfrbvuaS973yPdEiaRoMqKszpIoQzGCOEGAILCMJDaSABkIaQwnyDweBckkkwTIIJMEToB4ZEOxZcOSLcm2bNFiJFIkH3vy9c1tvu60e++qlUFV7b1P9zX3soD37r3n7FO7+lrrv9b6rxxTBJVsdSOaDGMO+C/+5t/kYH/M3/hv9oNPaOYwZLExLnibqwT5S0KlqAlM4MZGZXfJyUdPsXnGwdFx1NlywAf/vUjdL8YEJV0A38R/W0SCHY1MEOd58vgp+wcj8nwIPm/1gACDO8jqqCg27e9VXWyLYGyQ4423PPngHY7v3sdkyR8VVHKUGuskgDgm5QdTRDM6Xg2H4nDA//C3/mf+4Lcv+M3/+m/wiZ94LegiOgRTBWQ5yLN48ohIJy+doKsEYuoAtat63vzRD3j48CFCFiEKbZHeELZl8D4kDw04hkZoPvikhmBsmM3OmEwW3HvhhaS1B3o/InARGbGF6BUT9RlVxQXpO7bT88b7E771za/ya3/lN7lzcBcxAR0PtJbBqK+RXb3l0oj2M9SHNRNV1ccffcTB4UHMVmV6oBTxhVE/FSLhuiPNkET3Qa+BfOyj99/l3gsvYm0exyAo203MpWIkrCtjAgmWSGT2lqz1DApODsp3v/cGr7/2KWjNGRp13xAcLT6h7rR90RXHltDG733nu4z3bpENDvjML/wKGmcyVhp0JsBpIN0OoFkYn3YjJtuLGoNjwHD/PsF9ai2rbw8ViWPXwVm9d2KGeJkDOWIP2F40AWOh6tjQwIIhiI3XfwaVn+BlH2wZDM69rQEkFtqAhhpt2xVAle4R7zzTmeGQQwTbJm+RZIZJbeiauFHCfncMRxYzhHLvCNFRwNeEsBl7Q2XpQKS2HT4eDFlcYC5A50Y6CpAETKj3WAnkvCnkS6T/hoDGJRzRe4c1wT+0Nb+kMV7DdU2PMkREyJM5h+CCmBvh4uScyfkptw/vRFuf7VAoldjm9QGCYJTrBrB2dcpo0G7+/rrpFlT6uAfERWQ/YjEsZnO8A2sSZWFaE4nLVVp2Own5A5DYp1S7aGQBaDz4+Ly0GFlsT++zZFmILosdEhftlvWcrFkgrgq5SNTQkQl1426SLV5p57PdiC2k3rOnpZNzdTVeAgOulfSr/smx8WbZKgAAIABJREFUXlt/Y2+z/6STLLXJpxwGvQdDE7WraFd7Irpme5yfXn2E4qV3Il/dR2tgMDxkb3SAoDQ2IIdrzV8r6bAIu97I6spbLBZhscUPNCKkHV3iNRDdeNKadBhd43cSUcHU/2BiCAvcWItzyqAICFS0OgA9wzmbG7xfeXdnXKP5O8a+v5yNkSjaysaaCekHkg+nrPyu7Ser6HjwlpLeQ70loN2/W9fAbU7vCjYbsKg9WVG2ElGK61zto4lSUNezFdFUNbh35XmOkswVW0aj17P2JqEb7BR+ZI1dHdjkoOK7OloTQq9y6VcK8XTRmM+cKJL1jlFV+nFefSP9hocKytIT+mcteS/jbwgq7hLDXFZUAjN3RvDTNE6DyJ28KdZK/+AInKW9E4iwZEZ7wyAOtWKQ0IUbrY7JZolv8GEjZsnJM72ylVZWvaPSZ239EjaVqCAehvmQ0WBAlo96vwvjnRIX0X7ev97aytsempgnZVeIXSuVbeve2ofpkGq3hHR20+Bts1bTmk24HTIVhkXZHtKycoOtmb760tKavy6AsZ6igL3xoLUrmy19DSpHqnvLRoRwIz53Ysp4rYvdRWAE6xN2lbdF8O+0G/kTug5t/n7dcN1/1/bzOdR1LU8KDeLk9MIxmyyio/T1pYWN6lS7gOBdi/qaJVHSr9d/wwYBIedINsyQjJA+ob0xpLP9tvVvnv4/7uLj+JSDst3QEvNNOudWkqGuRwrtrDOu+edNqtt4hy0KzicXO9fkrpJB1+D+IK96pPRPk/6Epr+vXdXxce8cHrd2g0URc8ttdVnZ/ezNDg1VXdnM6+5d3SbvsbP0bpP2BjOeD997F7RmMCzipr9Kqt3d1kTmvNqmdCB0Ley3AbaNixIc/JreM71ObCmrjg2ps771rqkWM5azKeboFqsBwesbvN+2tTWh2i747rDZUrS7MbZ8FScpmGA6f9LOib6/lrd5S/VLCt/y3mHEro1QEnFXfyNRANsmitfOcXF6Qh514xaIukbZII/qeGb6pDd9uflyHcwYaX1WiQgXEkTBxOORsuiyY8B31r/FZeuqsn4TGhPsVrt+HWT6vjxCbw2v9v3evfuM90cUgwIloo3PeCUk/dem/Hzt0K+KSuHZ2Jqtiywgls7f3Dc0tD0xb4extsaQZ4fMJg1JL1x52xXSwy4RdOf3STROCz5+n/qTQJNOp0s4TvDV3e2muLvkRd7qbZsbbH2Mw8ZfP5AAXrx3m1cfvMgLd+/GhLZgNxz0t5cNHbFtvHS7vwe7bK2k1QLiLarRBSvPCyRm0FnnSbnqtFov1tpnJzBae09Zlluvrj61Rv+PbXPpgfHhAfNqRt3M2ldcVxxaLwLkWR5NOqklutH29TnY3AiJpX03wLPRxpUu94AxYDqdMZktyQY2+I/qdaPzY20ralr3zg5k2aK7xd/129kXgVV92Jja7/+WoVp7V3fzr75vuVy2bn3pudbDMKo+SroIYh19qST+2biMi0ZwWd5KSOn97eW4tn5TLRucNW3Dk/fuVSu/d0vq+p8iLeP0uih4E59OCAlJr7MHd56IPTE75X/c+vskPvYHa0tTjYb04Pt7R4jPAgydgIsr+rK97yaQ+MouuKI7JC4bOkWx1mARVqxOl727lfmUlAOtFg1kTBg8c7KyCNltt3Rv+8Gz2dbWnTKKl6m9ofTF9n5AQf/wjv/0Amadjj/prFsO2JU+J/E/2mhVKYZDjA2JWZG02cOz4RkXD+QuHBDpUlMEW7Dn8ckJYgwXZ6fRqVtRYurylCU5DUq87RO15Frui26zpPG6SdlQ5MVgzHa96Ma3RlpIW8WH65dkN9y2qbee2JeUosjJsyGZHVyu99ygJPPJThj/GqKXtdmVwMNqPZsjmkU9/s5L97h3e5/CmKBaCDsP1HWJJ/xJqysltSfN4frNtNkVRXVTfxWBsixaXR86fS/dZP02rt+ExgjOhY0lIm3Okc1x13gzm9ZBP/wmbs54UAW91qDLGYvTE6rZtHdFp5hYBRd10iixtJewQLae7FGQEI0vPWRREz9JPJL6aguQ8omHpsec6OpxvgmPx0joENndXdnh+cSbEt/eyurxLo7tK4qUfVhae07//1193YR659sN14onPuQPdE2DRuO5dw66sWq7lqIDTE9ncS4gh0bg0aMnLOoZVTPD1Q0YaFxIm52QZ9Ww6Jz37WkdJjV4FmUxsNX5hslkwt7ePkWetb9N9fSTA6XPDYrJktE8sIOrKnXtmZxPGQxy0MBDlKgsrASCsISqeu+xhPaIMXiT+GgtiGVZGypGLJY1FxePiMo/qoGBQKDN6yjGUtV1R+eoSpaXWGNRYDabkFnB+RLfOJqmwZo85sTweBc8q4wtW4qTVnDVDvzIrDA7n2IlJ8tyVAN4UxTB4X1zQwdl0hiDc01gLbA2JIZVmE0umE0uMMbS1ItIKRIkJ1Uls3lgoPMNPibWzfPASJeZHKJjyHLZUI4PWboIcC0X1IsKERNZC4JE0LimZbsIKQWE7OL8nKqqyPOcpmmgcZydnZHHBeK9Z9HUKyhU0zS9TL3KolowGo2oZ0sMwnA8Qq2wmM/DtX16GsQ2v2xf3jRNUK7jRvKNo24a9vb2EGLqMWtbL5rT0xO8U/Ki7GR5VXxsS0ug1NuXCcYPhMLJUcHQLCuq2ZyiDPHrTdPEZxuM1C3K6BsH1uJtOJSyLCMepXhyCguurmnqEAinrsFXFSbP6VwzEoFQNDCrohooM6R3yofA4DzcZHGxC6ZHnpxIq9KRH4S5THx01RHURtcswqFg8rBIU9aKwCcTMgqbdJhp2Jzd6ZjEqEBX6BqHtcreoGQ43Me0LmsJ1InudRrc6KDL6tx69SB4PGV+wWg4Ii/LwAjXXV/hnTHxje8dhp3RvkOMjREuLs7ZH+8HNsAotoe4wVELFPYQL/oinvrIrxoXy+BswGhvD7CwNw69Ug3iqieK5BLEdvW0SpIqIVQmtG0wfJvlck6eZRRlHtKsH3Ucs6KdqJ1cGNPfs729Pfb29tqBq5cVNssYHx2Gd3llv3/n90pcr4iJJ/btmGjT+6BeNmERHh4dhedNDF1NSKpfQ58k3dWmXWzpjfP5hPH+mMzmaw3oAjfXS7v56JjRjBguLs4Z7Y8RG27YItblvEdNpJKMPCcAVsMG6CeNbcRTicHF2D9T5IhkFIMRiXphVTnvy009pb/1bwwLYzAIVBnrZopcUnhp2DwignhlKg1/shBuW+X1gYHGoiwZjAuyLHh4BOY87UZCVkVR9Z1bGBLakcDaYjjHV4vgXWsGLejQd9drJSajwY+SnukgxvCJCiIZojaE0MR4SGlDngWiyoD30RBuIiePiankEx+Q0vgQ/mSNITmfeFWMZCubLvYQsVG/88ElL0k1KNRe8JhWYgl1OZpGQ9hVexhYxNge91dUR9LUZgMMObdv3wOTBzklzaVK1EGl5/UUb0VVMpOt6hKNa1gsFhwk3hSjnZLeF0/bikKnrQ2DpUq8xoNtxou2fqBEHcOQoqW7va0KXuvgvaCmXbud9BtzGuZdB/qyf/KIUO9a52of08CFetIpBmpXuURSCZ4f6R/hh6oag0RpfVZVgwP2fHLGcj7FpUUVmQEkLajUdukGPExeHwTr3eSa/p3ataqvtMo+wTe2lob/71HFH88sL7LklVfGDIxjtlwG7qUV4EK6//c5YYQWYQ03VE8tUM/8zIQMux6sJIfxVXUgcP+Eulbh+jCBiQVCRam1IcoDgXhMQyIaIo2nAVwMcG5RbOk2PijOK0USf+N3aRqbuDlsJ2z0hy+EbBFuch9BE5s4a+jW0SoXTkI9k9vcdlvv7OKUSXXKyWwSTFEpw3BayFsui/BbCahp97pOXGkN/P0OtZVtTjC9r4JeZNqTpK+4rz/bvVzxJqd2IedFmMBupzrnaJqavCx6mze1t6vbmeBu5qzhg6riXl5QeG2duYMOVXcDtTYg2xCXbePnvef4eMyt2/vs7++vXHwbP+6P33rn2zNNVrxhdgE/Ek9XFXg0hz/60KGV8OClIWXMM5hFRm3Wx3u9N+vtojs00oat3SPOz89DqmxZfWZb7SufrrwqOFJYa7vuKzGyX9DEdxvHI5NucDqvnQ7hXy4rXNOQ5XnvfULmoTYgvo+g9v7s7R+RkP+xrqsWQKLf//WycQB1TyoadEcxTJ8G9kBPR9eyWudm7a1nTapMjKHIi+d32YqAS0v1Bysz06Gz4catxfGVC8835xV/cZzzcGBR7bz3rTFkeREWYYzK/rAJ++uu7Va7Jdy4bzY1f1QpP6c1r5Z2FSBS7TbAs/bPw8HBPuPxiOVs1oJb0uvbyvNrk7gLlU3gznrxMdQo4BoN52L5p2/PcNWIu6OGL9zLERzeWLI8j7rV7g29raw6Mjh8Y1E/CkG1niCCrj93zaLQetV0elKYhznKHz1qOK1AD6AoLC+jvFZY9k1ERNdMMVmWBVAs3Z1eqcTwnaXjhydT7h3u8TMjKAKNGOsbGcJYG2PIbKKGuUF/1udY4eDokLIcUQ6HCIoXJaUNvKqs+prGNi6Xy2ca7H4xEhAqjMG5AGZkRd8vMW2Imkpyvjn1/MnJkrMLyyNpeKU09G3HQZqLirI63qkMXz73lIOavzQeMUhdiHre21PhycygR51+lEqe5z2w6eZFJHCmvPP2h5yczsjWUhSsw+brn2/9TLVzWtjynInalAqcI/y970z43mSArWd87qWCPQNgMapUTUPTpIxeQufIvHoAXGZb9M6AUZwo1o6oG9/y1Ozsw5Z3tM/Ez5OzRxTWUYG3Thr++fcDklmqcPsuPDWWxxeeL+wb7lgHuqpCJQ0pgU7vNMofvjflo6Lk7HFB+YHj3k8aXh1EUGwHfSP0EGl2So9b+7leCjXYCgZlGeracoDsKiuyWdBvtrsK3bQoEfUUYXJxwWQyWf0+nq4VGf/y3Tn/4Bs1b79ZYN9d8qmDAZr0y/b57jS9wPCnS89pkbFvMgz1Spca4INzx/SpIo1cO7PVjfqnSp7vcTpZUsvmLdY3NVyniEhr8N76Gxfe8ahp+H/fmvHDs4JmKhztZ7x+L9+oa5th+yZF4kF1+84xYoSLyeS5pYjWttnZulCUUQEHWIpZxReM54sS6Fe+s1B+OJnh1bavTj81xoZbGsO7vuGfT2reKwqsgYPjAl8plUs63+XeQK1KcM3+9S0InYcQzFzAE5yrCR5I108vv3IjGgmQfVVVV4YCbTtZ+/9O3gkqyuHhUYtqBTr5wO51Xht+67sXfPccZgYGB55ffn3AQRFOctN7R6OBLbrw8P264ZHPGFczfmZ/QNHz+BBx1CJMTh3nZ57i4TCepunmCaYT5x2iz3Eroty+vc8wazAxGHVV5d09q9v8M73XNmNw+5z3eOMx3rLE8Wcf1Pzx0jOTAb6s0SkMl3NGZkTfJ3XVvW3Tcfk6bYQQLLu4mJDpgr1hvlN0u2wtdGWNnQ5aGsUHY8Nf/4IDGXBYWJZ4vvHYYfcJ0fytvhvFUI30jZmhcp5vNEIzyHjNKp/JlafieXOsPBgFWgsFJh4enS55Z+J4f7ng/mDAvdxy6zDHmSyG5rnAbHpFkp2+c3kfBGiqJcvGUZYDIjpFiovsb9wWf+mVFafvYDuxHS/klh9cVvr1iITIcpfgKgkLS8QxV+HNqedffTDjK981/PDDU4rmEFu/z2/+tZfahvdPqCzLWrHtycIzXQif2RswFosztFR4guC9YTGtyepk91s9mYLB+bo+k9uLEzBFAdkI7JBGfCS42AVcbIpv63pGXddhDugWqjSGxwJ/eFLzjbeAUc4L1SnzesC//MYFX/y1Y/K+6KXRpqm7PX2u4+ebTD77e8cMBxZXB2a9NGw3dVVMIF7QgTe+4rDMsCrU4vn+uePN8yl3zYiXRnk02WgbwC1xrPCOMwvvLhzjzPAL+5bb2vCysbyaZYxEmYvljQ8r/s9//CM+XB4zqiwLW7Koaky2oLRT/tonlrz2SW1ZzPshUbv6tzqfYa3uDYZ455hPlwgWTE1iDtiGG/TLRjwigM3sM98UqXgXEn94bSIgE+xu33kKXzmZ8kgHCHsIjxnJmMM9w538iNvjLOy/tQHwLiY5UUeRZWS+obSB0s+GNRKChwmn4LKqySUjz7KeTnL1gFzvdAdxyvz8A/bLBZmvsD1ulqve0X9XX59MLltePVOEi1r4xgczvvqupbqdce/Fhs8UDZ+9dch/+3+/z0FxwKGtcFK0kEDfVas1W/Zu4Ou3DcBRLRw222O8PyY4Jazq+dcuGiPhd+hiRmqmmvHlJwv+4HvgqpKnYvnDg4ZPFvAxm3MoAZoJolawWXoy3NTwflXxTZfzcFww8AGE+dq58n2t+eMf1Lw5u8UL4yNO/BJbzbHVOVljsN5zcboI/DWqzGcz9mK6icvmqxuj0DlVpaYmGxao9ag2oBaTydZDd73+rRvRxYHrR1XctCTD/mK55Gtz+EAcT582vHW2xLkRuV/ywC7483/uNv/bP3rCwhl+5lUXqP57M9UuVCPRyAvN1DNfeL6zzPjpYeSikoAsVqKc18obbzeMxlOMDQ+0+SJEWCwWWyOnb1Ss4Jcl1axEfbBxys58kJvjuC5t9PWOpQi//f0pbxcFi9OCMhMeTGf82oN9Xiyhdp4nTzNM6XhhaFqKjlgTzrko5iax6eYhUV4dgmdRn3F2PgGf77xlrzWOEuJTWVuQqd+NN3xtXvOvJ5ZiaNHcs1h63ptlnGjD18+e8u++dBTzXkJmDN4bDsUwfHTC2WjMH1eWrzyuKcQx+aDiozeFwW1DZgRdOsriLf7qT+3z2gtD7t3Zp3bglmCWOb522CJrk89eOjY+2st7IqwIVPMG9UK9XKLqezGqq7G+28qG07dXpanrVra99kCvFUWxmWVal/z+2wucWJrCYiaGB3bOz39ixKtHhn/67TkDU7Ccz/nsKwM6/5HVd3oXwBqP4ZPDmj+bwLvVkq9MDa+UUNfCW08dX3vrlK9+95yPmhfInz6JdrdedfHmed4iwHw2oxFl4ar2sx9HESCngIslr40Mn36p4KeOD8nEoSq8f36BtyXjeskLt/bQlZwN2sL7bX09dDAFH1/nZhQymiZjVGaU2W7U9DqlbwTvT0frTxvpLYxx3Clrbu8ZXN1gK+FpITwdjPnqqefnjoXkRmWNYaCOf+8zt/jOtOb70wXvac4HH+acvq3YWimtpdxT/uZvHPAXjm+ToTTiMSbHiOIQ3vnBEpOB1wYrW++mdhwTwpo2YWeSAZEM52qGozIAb/4qHLYrK2/1hBCaYTmgE0J6g3mJ7Wv93xJFiFLgduN5smz47LHlM5/a4+6BJ/eACF//0RPywW0Gy0d87O6r4cRdATGS54lGR2nPy+OMlz9Y8sOLjN89qZj/cMrMWx5dCO8/zbgz+hgHtua8aaL9q0vaqaorPq6XlcvELxGDZFnw20zpwNeeXxdFdok7678pvOdLDyxfXI64u59Rio8SSoaThnc+WqDFAFstOBxY+hi5iCHPsh4x1XZR+8pNGEXbi7MzVGtctYysZJvPXkuc94H+MtEoRrUKbZRaKwpT8umh5f5t5YUHliHQkGHU80Yt/O5jx5ta8+ePhyH3hwTAT23OGPjcoeVwmPPWezUXP5xwP4fsfoYd1OS3S97MMu7rkp/KByG8SzU6EUCWCZHP7coDqrvZ0q3YOSFMJmdkmXD33p0ASl4zKBg2bsTgfL1cLK4eWK5Q+gWc8+xrxV/51K14Q3oyVdRYiLFg3/iRY3CY8+qDfYYDQakwDDbqzqxdCe/59Y8b/v43nvLIj5k2++SNYb+esFfMwZgwiZVjaBPjZ9fm4FW/2Zd+uUoHUmqKYU4TwZGw7BNr19Vi74a+pt07TZZxnMFxMo7SucxZDG+8DVlecuegxGZ9JoXw17QH15uwSzzaekAgGA+lWJxaTLma4O0ysGabLiQiGGuiv3Hr+gDiOJvDnb2GseSMh3kLVllV8EKlDcNxzp1cMDHmM+RpDB0WhIWBr86XuKXh3/pczi89LCit5YPJkncQviXKl6ucFw0cZ9Lm0siApg4iZXL37AOV2w7K1UO1DwLmGJNxfjYFTDwfu1vxsjHbuIeTLtav4Lo34eqXYSE4b7GWeEMatOWaFKrG8+F8wINhw8OHQ0QF1bLNwrPuBaFJDBDDYQn/weePeftRQ3NHqZuKo+Pg2fC//96HvHN+j5EYhlIjUqwM2LpDdb8v1xXDRTMW85rM2NZBmedKzbba102TUPizUcfXPqq4VQp39hKp8upcqV4+N9cBWowIjfHo0YjKCY33nRsYG1jaRt3b3OCUJMqF/gjCu+cL/tbffov/8t9/lc+/lKEhTTIqUInjR5Xwr5465pkwzrWLhOgNmRfPWeN5f2Z54Gf88k/uMXThgHpwWHAfmM2V7yyFH5aO40Ao27bR2I6aJImf/f5c5ojRHwfnHMtqyePHT2MfHX323cvGfXUjimCMjV4nuxjYNjfnVt9DCVwgi3rZIuvJkdapA6d8/8MLDvaGXDRLXnlhXe7efJ+YLvQKMZQWXn8xW2mLE8tiGTzmX7o7AjFhKHp1B3/Hq2+s9X72i1fPfH6Bq6ZoVYdbcUuC0d1jtPHEyu24vXnK04nlfOKQgedwEBjHs2sAKDc1N3g8VoSj4ZjBMIi8q23q/+MyEb7VBjuGwCTGK9R1g7O3+F9+d8Yvf3bOFz4xYIjQDIU3nsAjk/HoRHnhYMEnyxGKwYiueCAJ8E4l6KLhZ17bYyAZiXZJEBoNDG+ilkYVNauONt4pIaQi3NjW2jXdb3XsdoFsR7eOUcC5JmAT3rDLSrbVjrjygBFs9vxgRmx5K6qtvEMNXivefzpjUOxTNXPuH3Vo1TYaRElhQLpO4bfWMTWotzjvGVsfIj0S60fbrBtC7zvK8fExjQiaZcgW75qblhaFu6Sa+RwumgEs5uROYojWpu6X57tBh+sU8Q4xGU4sdW2pFtVz1QedeSaco+FAfXDriNcOv8336gf8g68q//grF1ycVHz21w84HB2QN3M+1sCvHZfcNrZFiPupBBU4XTSYZcXtfBQdyYPKMBPh65XynrOgDfcVvBQY10DktG0Dmc3mON6klHkBjY+BOy06eK3fZn1CHAjoZN2EfOo9xSr2uKdlt5930ft9yUxVkcyG0KA1UdDjMFY4W3pcYXCN8INTzwu3FCvBI6E9hZKUbLr4vrSPArAb/uEiC0AtytkcBgUM8qBP+DhpAQhS8iJDJQQcpVCbdhOtbe4VEltWHzFSMhzsRz/YjlmgPfFTPSu9775bP1RSfkR637eIZ6zn3oHykp7z4WnBZ39lvyXbS0wHml5oUwxffGdrS011Q8sW19NxVVJ8ZxZiUUcG38yZz6cBQ3BdSFAKVG4dm7Rz5AjhbMm3FESFPC9DnkXtgogzlN/8d17j//gXj/nyt6ZU+3dw+RnH9Zgv7M94sRzwyqFlZDXmrgCJgb0JjDICh6Ul3x9wUTfcKuCiUd50jsdqeeIckwv4TOn4WDYKQclCG686LIehrd5HB3PpxhFQ59tRJCHHaY76e6fxjIZ7GAzEukg5VKIoTnQYSIHBPsrpmU8TkRKT5JZyPAJro/E0hKoEjx3FaSdHh0QfXfxa47XVWQyuQyojZYU1kQLCe5pGOcpgelYxLjL+9E+e8gsPh2AC2zbSOWsnpLOF3ptErRcmExEk0kFMlnA2adjbWzCwkUezqUNAKuDFURQ56lzciQoEtzdjTaRrkEip0IR32LAoM2NxTRPoDQZDFos5eVaymC2olkuapkaMUDd1aLkEFy7nHNZanAuor82yuOGi40MEoOq6ZjadtvyfSeRxzmEibYc38F/9pTGqhlu3hPNHTzEm9D+MiWU2n9PUNaYJ5oo6sRh4j82StBECZBeLBd6EeNLM5rgqpEsLuTkc3nmGg5JqOefRR4/I0+0R7XlEQ7hzIels0zRktkAVXBP0yqLIcc5zdnaKiHB4eNBSjoDBOcd/9gsl//arGW+++yHlaMirDxx7wwatT2hOLB/5JuSaJETcLOYL5pFZQlQZzqB+b84/fNNydzjkdLHgbLLg+OgWpprz6UHDT7x0yKNHE/LcUC0XiAt26dOTU2xRkGUW11RkNqOuF3FVGxbLiizL8U4ZDoZhTWWBEd81DiuCaxqm0ymLxYyizJnNZpHXt7tdky9xy+mrGggcBLLZ03PU+1CpdywXS87Pz7FNjbHhRHNRrzLG4F3gNnHOUeQ5YkxAIb1HVQKyaSxeQxSHqxuqxRLvGnzkpnQ0WM34wsNDPv3VrzHOBvzlL77KbDIhE0WjyBC2WViM5+fneO9Dgs1on240bHBjDDiP945Hp4HKYjZf8vGPCYtFhVYNYiOgYpTJZMKgHFBkRcyrERaMRi7KoI/mGE36sgMrQbewFlETMmdZz2R6Eg4rMZGmkUDNgXa6aLpxXAQ8rG0ZBayPuivKU55QFEXIzdG7EZNelSZvf7yP18Dj00oHMR2uV6Hc3+PiYsLhreMwy37l3G5vKjHCIQcxNjlda4FzNqW0rs6WLGaO4WiP27ePAlzvfYtsSuQXVVZ1qET61BXF+QWj0R5lOQw3moYg6TQHB0fw+qeOEOKY+5wks+y3N5QgGhwWxkeHlIOQnfeWOsw9z1dPlPcnDYO7xxx7z4ujBZ8/OuR+FhLCGM0AF8XQIHkZYzg6PqZRj7GBoWAUL0CAQ2Igd09okrShjGnXzN17t9jbGzJfLhjshRQF1iRyqdUSuiJtndn+7aMVODavajQz7N++fSlY0w7vTvuYIwRLKoPRcOWl/fLf/6e/1NaTykqa8Fim0ymD4TBsRLMKLQe9P1AfVNNTGjV4Kbh3d8necAR7kRMlvefRE4bDPUxmWddFt5dNjVtdRbWYY1XxvsIWpgcm7Sj5tg9D3aZH+96CPslTJt9VAAAgAElEQVScYVbTDJisiBmmeoTL6c9IM9EsqyApiKxluDIrzwNrabVipINTNFMOH9xi6ZbYosSYLGZM6qyw6eaHOMWtWWZtvABtCIk9h1FUSz7NAU0Lc65E54QMtdqdDzGtnEbJzKSDVcO8i7H89L7llcJxcuwwpee2MYzMYWhY4sUIstmKejBbTEP8rUnJibpDpr/GIIEz4Rlre8zsqgwGQ0QyMrFkYnGRBiRRxHTugYmesRu7rbkv6rq+BLnbLJuLr8/qdvM6+g63fcRqHUpuFwCKmy9gUPD0wmPKAc3Sc7Q3DH1YCwkKRMXPB9ioGvZGByyXdWsyuE7yml2lnZQdaOf164lcL+7mbm1rNQHKsqrCLfEMLOsrRbXz9umtrZvWpVFPq6qK4RY28/0yY1wm/+JEgbi5lFfe2998W9rTFyd3fQ9gjDKZnnF2fhJZ2zuCqqvKLudIrtpC/ZtwWwNDdEM8hZ5p3lbr9urpYhJXi/eexx++T1MveGkE0/ffoz4/5fbhMBIx9dpFZye6rgN0d5L2/jPCrYPbZBKS42A2jb/X7CkRJgmLfa2O7RLH6vykZ/rP1vVzopyioB5xDt+Aa9wGOnvTTeS8b/XVy0ocDdYgrpXPnPO9rGI9jp8IrlmNOFbr77B7TScQZZcEaIzpon+2fJ9k88FwxHC8x6AokbUtmABLVb/y+zRnbRiUSEKKJIAzzxDB3oolSfxJiR+vGPiuoesd7ErglNx+Kokx3H/4EFR5/WM5/+N/aKil4e6dyE63dhIEjSSQ6KZ3Xe5tsjmBDcrS1+SDksa56L2zeVtf3dfu766qW8R1++HWiYChnu31GxNIcy+zaW47hFYdKILee3R4xKgso7PF9Q6ubZ41QEhVllDHXfW0m2b750kfK8pybWNEBFgSU7t0P7viUgnjcSMhkNU7LGymi4spTRPjJTUw4a1KSd1hcLkdURVU4+3T7ejrbsh0hasq1mY/nhRvqQ1GeolTN74NCK8Even1V8d4iVldtwxtnyZjmxvTdUrmDfPZOcvKRQT5+lPYmiR6GbGUaL54BvFhfX6aulkxXTxLSamrJcvIcsdiMX2mtvVLn7j6WWvSuEaXyyV7P6a1VTc111eidrQrXjh+WVP7SFjtFbXXsy5v6IhGBJNlK6f7tRvT2sW6DdOH4p9Ft2jl79ZZ+LKTFDLJojre+3C1wpbBeZfnxPWKIxsUSKFgbPCk2HETXKd+UQKZcjQtpEiJbeUq97VgitjtlNEXY3fdXmEfOk7OT5hcLPA7wLZdbVvxiJKOdDgxeD/fnhbyPGvZsp+3DAdDgifZc7RIDDa3jA73KEfRo8t25Mjdc9sP/o2N6FVpXN9Ot+vF2+Vp6CYjy/OW7u4qseYyJTh93/23+v3qTy8nOFIJ9AvPM+ipvsViGdjVJKQBMDd0SFrv87KqImBDJ1o9wyGh11zou8AviCi0wnG5x16RY9VtTTu3cyOvfa8RrIkY5PUauLXRYf7ruvqxSVu0bXq2klDTsgyo6WIRGO23rd9dZePIFZFAo/gM47Q6qWFTd4kpn2/lJ3ZmZRWUuG5pfxNvxOeZxOQnWRYD5tM5dVUjxkbJ/tkmVERCynTVFTPIOghznXpEWEE5dz2XjPx9KL//nwcmrsHs7SHlMFhbn2HsISzzuq5bNPeZ3QzDmg9p4fuV9/+7Yel8nHVjDHa3c/Ol1WJBVVXMZzPqqoofX28e15y+wdrofKO9qPYblLBZfDAwtzFbz8YPs7J5XUQV107TG+t40vN5vOx9seyqW6IReFTuMRyNaBHiS199+e3Wnpqxi5c9t6t0v7meKrArSFoVRBXrHJVTTs9nbA1SvWa7UHreNM9RYvdSRq/23atf36jMY9jfzZq2iWTnucE1VdhDvXlsn7jkQlodVqWDiJ9zwFJGnWc++dZKVdcBnfwxiCNN0zyvbo4Dyr0RHg3Qfg/cuqpsR2mDJxKkOVgXx683H8+m726WRMZVq6da1pEo+jkqlMAnG9y8nq+eUH486wrogYrPoySGP7Is65zI1y6MdGls1RE3lGsPTRNpKXQVZLmeF0oUe7CE4DLfA3FWy1Umi/73ZVm2xMDrz6wb/i8/mZNz9fb3XHvB45lPKy4mU+aTSevZs/7z64I2AWTZvJ2eZWOFkKXrL6ptdTvAGxgWBdbP2B9Gr5p481/Vr63jqBrSK5ntfbrO2GtkPA+47nYJZpd5ZldJYvpzI6c2MjZo8LXubJhXl03U1BjybKsv1g1KEE/TqfDc4ghhAlizr63ava4/iMH5+vqbbr0E8Vt48daYO+MRo+E+xriIvJmVtvRjLC8Hq2AwCAlPtyHW/RP1OuUqHfGqYqIvpvUZ4/Il5tNlVFfSknkGPVE7j6urQJ5Li0SD/o7vblpfUZatu92zqlEQAK7gl11ibYnzrlWDdl1i6d+bLm6q1O76Lm67TjXpZXq97k16eYlhI86HhCjr316xOTcmfgt8v60/u4tn1giaDxDxqLdR0F/9fd90c6n5QrokNNuG/ibmFlXFuebGJpS1hiNCiAZxM6pqEevYREQua0f7d1K2rXSjbn9+fZy236zb/trpxolB7brFOxdDt1KejFBPCji4rLTfC1gDg0FIaqqRA/aq4W4tDBuNUocjZDFdJ+G9vtiW4O8fU4AxMT5iR6d2QfA7Hg4i4PNiBirsHQ0ZDDPquomSYLeFriO+rx4ansGwBLb35SZOFSIhCuZ5io84QV7mqKkZDgcgV8OSO715olnMmI48atutuK5mbK+M1jmepIq1qeb6omlaf5dLB4HlURE8TR1c8MxNxy9gk3jvOby7jxNHTh4cTa4BJa3sNCGcWmVZ3hAul5VTP3Tqx1tS/vWblJsCHTctX//Gt3FOmU5nzw2OKMp8PgfkylP0yrpUV1K8PUsJ1JohAPdsuuDkYhYSbT5PnSJX+5lex1yjmz6bWx65dgmZmg0hHbkFUtbm6xfVYKqbzxreefvDLib1mjthw3xBX0S6RKS83LsDkheMNXYnHH8dUas9Kb2PlP3bn9tVx8rhIME0Y4ySPIYTCtv10W9YIvq06W27vOfu4Qi3qBgM86A/pSj9+M4UiS3E/qf6kBibKe2KCZ91N47qatvaG7Rn4+07Qa+oAgKS2YCVQRSR4uLdcgutjJ0GV0KPYtVQZCVZCeP9EkmJOnu/Uy+tbzHi4iEcCWNi4tXUdmMEmxlEQxxit1tWgbY26zkx2p/OLS7x3oq1qDYILq63xLLQjafzLnpkpfcoKdwK7d7nY5YxUU8W7ZP9GzrdqKFJcc56pr3kBSWmRuySgTExGa+P2EZyQonEWUns7W2r1USl2rtEdXfuhH7ZuiE1Nls1+Bemz7bUt1OUWRPdspSTg+3hRts2eTJYp/paxdjmLVvAqv6mnTgu3aR2VUv7pxFPnpc03lFXTQBpgv1npQ/Sm/AOmU7P9QJ/gbIoUfVkkoF0AtWGiNpuXm0XRkq95jXppYR4PtpXQYrkb4Gq1CbXzn2qP3mPVdbT1AY0w9cSKDDSxomHi8eFzetpN6VI4k2JgcZGkTywNnkjYVPHdwUkNG4x74M7nYJqCEJPiWRMBMK8ejQzqGQxU1SkuVDtrbPAW5oGJfkdq48YQ3sGKJoV1C4d+CGONuulSkdj3TFNuHeO3NbtOkv0Gn5uKWI+ZN80VL5Hy+gdIbNyunnD+xJSnoVTm16lvvW2UOfbBdFblh3LWl+ej5B2Sy0YV3CWWZqmbp/pU0AAvc0SF4WEgdOVd4bgWPVKXVU90XftdI8/8BGsSB1NpoEwIGCwVMsKmvC71q4o4XR33tE0TeuE3dRN3DDd4Ck1k8mSxXzOclFxfjbBWI9zDXVdMxgMqKqqXQhiTKDi0LBojHQLqCxLllXFcrlkOp22WkXjPMumwkYKChFp6UnCeLpAEqXgXR2TbhaAoV4sqc7OaZyjWlY0TYyPM01I8KlCU3uyPMMaZTabMt7fZ9EjiRqXQ87eeZfjwz3wNdOLxySJoWmakBXXKU3lQr4UE269wGuTOGhdBKKU6WSKsRbbBNurtZbFYhkWfhZ4hFzjgj4Z6VCKsgxginqszaJTACwnE1hUNDEXYfKWMtKxsHkDIgYD5Fke53rJYDjsTlcR3OyE5STc4MtFyA2alyXOxZAt8XjXhaipQlOU8efh5lWvYEuO7h2yd3uMd4pvarx3LfVIe1tb2+6RRPuSTU5OV3KoO0JattnFBIPBRs4TMeGFCFR1hdFwqhRl3srrquGlwfwhzOcL5vMZg6KI6zGk386yLMDP6smzkrpuAnOcKsZYfJL/tRML55MJMhqBywLtRVqurY6ucSMldC5MhrhwuksMIrVe8fUC/CDoBRCjvcPGNmLxKmieQB1Fi6SfBgqIIM5YxnsFo0GONTAelxipgQz1JWIsMhqg6toDQiT0UcWAjX+Ph9lQB9SzOfv7h6wlswhjR0jKaRQakwChOtwkvpdLUsOtcnJ+RrG/TwGMuBrsOYqH4zjdtl4xWO6/+jE++q0nDAcjxkd3WilpG5NeWpj9siLi5WcIMNjfb1kIRpvUXHSSSLjhjCrapoIPC3rhGsaHR+yt5aqIcThRKEt1d/Gn60VEOD+fMT68CwL71xADI+i+ou8qymxyzuyiYTg2lKMhRjKMXdEGNsYl1ZHtHR0GiTVKPM456sqzd3DYXjhlK9t0qmcn9CT5vkc/rpEJy+Z4yRmMDyPjWrwNWwhb8d5QSEDVJO2qSEhkTPfcdDGnGA4Z7o3wcUJMX1/SJM727HWrkmIYeA/N6TmmHGGLYC8NIl4a4MCDmkS9dIsGlE/bG9eiTBdL8mHBcH+E2AwhxgBabcXULhSrW1ySRlLoIO6oXyWxsjUDteYgjzeGJ4QkOwB3soIDwBvfdlSinr/uxnfZRtxqGpFg1F9US4q8xNrs0uSnuwzobfuRFQrEaxUV5igDbMt1nkT5ZwHhdtkuE6nXdVP1hflZp/wMrAGz2Qzz5DG+WmCyAWKvl6w0W0WxenBCVH4VYrhJun3SAtH2s6S3Jb0gLEIBr8znEw51HG9dHwKOVUPYEGBMAwTdYa6C8Z5CY3S1b9XrEBXiw2I1cQWrD7SMXgWlQTSLnJaBYdlod1O2x1L8fUjoFkVwpTNpSFqU3Q0jCXKPp3HwwbCMxwc0dQhaTpsqHRyqPmwyMW0++wCWdICBqnZDqhEki3pEmtyGBqOWE6d8wzk+rBxTAhH08XzOLx8MOVSNTuedjrRYLLpNtYZC7jIq94sG5ZYXXrzH4XDE8nxGPz/ierkaDfW4polD2ueAXYtYJ1IMquHd2vFnp0teOx7yehZEzDSfydd03ZPGqWPmLR+p4+MhwQrWCcY7mswGDU6Dw0l3ifi2PdfxyOkAnG6/oLR0mMPRHjbbndh1s641sAagWi45OX3K7Tu3WtKb9pmVRzvdsP+3FkwQsCYQ7BCRtta2lfZ1Qum8Yy7wzxcLRAp+pRTytKFJe6AXed3iKcKPFsIbZwvGg4zhwJOL4Bu4UzpeFtsdImkfiob/IO6csGn6k0oPyOgbbINYGlm7nMe7inpZUS+3BZame6+72VR7AMnaJCVqERPfHzapYp3wI/X8i4mCWDQXxpVDM+EDk/HGYsHPleXGmfu85pR0CM/nMypvaGxk/14TJa99K0nIUOWvWugKguftyvMP33VMtMS7Ga/d32sPU4E2prTfDhGhquEP5jXvTZW/eFv4RJaBKsvM8ifLJQ+zghcCQ1Wri8fX3uy23pjviGELVM7hvGKL3YfT+hhs+JqWZcnhwUFQfNc8WK7SBzae7YkPm2JB2o0NcyP8/mnDtxY5frbgZx8UFOWam530SZ/CQq0N/P53J/xgUmDvC4X1jMaG09MFD+/k/NUx5DZQDnZcyRJFka4vfWbxy/q7+pmyv79PXdctM3ofHd0lBu38LCke6e8EVfFDA19ZeE4ulDv1OT/70oCPHWRMxPN7C8vbs4rPl8Jw4w1ddSDXOp37JYjkMR88c+bVvMsO/ixFlTrSbqaxWfE6Qtv6354q/9fXL7DZPqqOF2+XidAwHFKJ3jOiq2kHeVW+b+CJF3Res68FtXEUajhznm83hiezin/zOCeL6pYgEa9QOjT56rHZVjJrGY1GDMpBezted4OvZoNKJ3Hjfiy0+845qqpeMSMAOPUYLzRGuagdf+/rE75X7TN+seKLxwP2t5wkmS0i8XC3aZZO+XBW0ExC1qmXxnBkR8x9znEkBI6H30oJSTxXD6BdIMO274CQQ0GE0eE+y4YWfr+sXKZDoR5T5iRLWbiBPd+aex7NhU/aJV96ecxIQvTCkSj7TnmTgon3jPo+jU7ZGwxYPe9vVtR7rDgW53AxnVBYiepF2hI3rzOzFkcY23SoCoH1W6VhppZvTWr+4D2hkiHn5447ezWfGI5IGeFUFUyMmY18rUahkZoPqow/XsK+gZ99Ieduadven9Sep1PDUeOxxwa0ARP4ZQM6HjGQa55YndgPCQPwHk5OzhgcHFLXNcUNMmht5r6QSIp6wxN0o2gICSkiYtrvoFGDk5r3Jw3/z5/WPK32mcqE+nuG136u2PrquqnjgHXlSe3RfWXfO37jMwUvji1WFK8DnMA21yYl2W4u7+BVE2IQhkXJ40cfUUQo++bizcoLA+t2Mg7Hz17MlFMafv5+yVCC9ot4Fmp4vIDZWY3ZXz00vfc0brPvNylqFOcNWT4mzwYURYq5fNYSHKKdc93xIIC3OJQPJOcPzxa8eZ6xeFLzzntz3vvQ8m88WHL0xVH7mxVbbCwej6rlHTxHFj5fWD5uu+/VwONJQz3LuX07mNqRjA4w7HTE5y3Hx8cJOez+vEZpN2Jf5KqbOoIwm0641y4m0OctF0tcwNQDnYQYaql549Twe28p7zXwxtc+5HD/FuXsI+78+THbJtw3dTSKCirBpvNEwRfCy3fgxXGBUaXBYMSROx9SwG3HjpGe6WC1/125rO/BZmfJs4LGNc+8Cfvj3pFaxdMZ4ZNFzoNbhlIMIWehBzxvLeDkouGOeEa2qycBTXVV8Sy3Vts/Z/FWqWVOHu13XX3Xr7dtF0qeWYwYnIdMgz1wbmq+szB82ykfasbRYsEnPmH5yp/OONo74sVigui9Djtr17hvSc5AaUR4r/HcMoYXxCM+3LIYQ9N43j1dcnaqsB95gaS7AZfLebilr4ma9vvV+ySw50VG/OuE/fVL1l9saWEaMSsLq3UF2kJotBVxiwPmI+AgKogPaOkTan7/+zVfPzHIKOf8exPu7t9BTM1nX4S9PbuGqoVS5BaRsLmNUeYIby0AJ4yPC542kGcwpMES0b1tm1BgOBxea9CvOoCceu7du0/kJAjJR56xrKB/qe8SSLCCOBrFQVEuVPiXH8y4mFt+4eUBA7saOi9iotM+vc92HzjbSrJLFhpyYNgyD25vW+q4TOTuHzSNa3AOhJqJyfjuhecrTxrcgaWe1jww8HOvDFheeEprMHXN5185RE03tlGhiKaktG6FpSqTKgNpqAtL4TzY4KxxUsPv/osnvH1W8otD4NZLoL61n5vEEPjMt2KYGyPBk8x7F3KBtBw9V5fN6IsUrbzlWr2p3cYYw2hQ4p3yXlXxvTPljfeFDyrQqeFTzPn1Xxvxv/7elKYZ8ss/tYcav1Xb6oMgpoH3a/j6WwtMNuTbJ/Bn71XcfTnnGM/ro4zPjqDcehkq0+mUw8MjnkcLFglpAKYXF9SLJTkpO9Gz1ifYlsR2dz1LNfzT92ZMsgGvHiz5yX3B6yqrvkQ74vOU5DEyHAwY5yXWaQjqvWG9fTsi8ZD5xpnwlYsFy1HOqTfcm1T8dGb4c/cGDMTxW29eMC6P8bMTPn7nmCRCikhPRDWtU4AoFOLJfcP704bfuaipP/J4zfj2+YxvvfUEqe6RuRkPRhmKw/RmP/mePl9Rmrrm4uKC4/H9G/96LXV3cOOaLuatYtw/2S4DNNa+CAPmPZPphDfNEb/99YrGhltwPPX8+kPHT39ixB98/Ry/zDksLnj44Bjr6XwE194lGhRzbx1Pz8A0huqpIxsL1cIxOwO5ZflXC8d53fAr+yVqaqzPkB4CPBwOL6Ub3CyroEfydxST46Sh3BugOFpvn2coqimluCP5a66Ov8c5y++8P+c7p4aDfMGvPhwxtKv6vGpwm5vPF2v168qfcMXBmuy1hUWLgulyEQz62jmxX79vQcbJTEbjG85r5elTx/BxxS8elHzx40MGNphuPBk/ePsMkZJb4wn3ju53TuAReUv211ZPFBig/HQu/O55w5ffz3j8bkM5bDidWay8xHhYMJnPuX88wmBX6HcODo7bfI3X7VgnJSak3CBYmsYxncw63XNL7Oy2Ocj6/0gkt3fu3l156KY3YfqNEWFWjPhnE2XvQc752/Dy+Yxf/WzBJ+9koIZvvDvh4PAex80pd8YZm9kIQynLMjiQKyCWu/vw8qHDZktePxDGwxFuz/CO1rw5t/yZ5txfeD41DAPUP/Lqug6e+ZsCwUYfOlQslVCPlbCwjsZj8itE0uscYCJCZjM6P9rVomL4plvw7QoOxoZfHAt3h8mvt0MxRQSxhuFwm0Hj+nOpBCeN09MzXKUha1WE97V9YrXOq8Te5Lny6bsZD8aGo8xwNFR8RJ0RUA9PKsE3wk88PKaw0fkhnnFJIg2AVKT9NCEK5CfHCi8U/M4HM55aTzUXxos5UuRUwMAIWWbbvqVyfn7O4a1jTGYvTYLbVx/6/w7mtNA/ay3D4SAAnjvHYXMOsvWXKspiPofj4xWPhZuWJOK+db6gPDbMT2p+9RXPz3/sgMIqSgZa8yffE8rbjk89OCTTBjUlyb2sb+NsmgaTR4OwGh7mwm98vCQrBmTJcV2ET/mcvz+d8p2PBnw5q/mJn8xRGtCOojDLsmuJItsU8pV/uYbp+QXL2bz9dusmuo5e1joOrC5qj8eo8MOm5k/mGQeHys8NGj4zSmTELmZVC95QqA+O2NGLpV9XfxHtsnP2RUmvno8++ojJfAF5jmrK6LBqE7qOnVSAxjXUTcMdFY5HFo/gnYkWkYAnVI3yw8cD8qzm4/eGoA6PjcPShbQlkibVGJxgDFaEnzz2vP6lI5ZVReOEojjg7/7rBf/ojQVGlHq5QEd5sjggIpSDQZv56aq5WtkryQxDdLvLLYcHBzR1g/OOXLZTzuy8EVcHTIJHeM97ZdeJd5XtLc9zPrmXM/AzHn58zMv7GbmCSshI/GTRcLrIGM0rXrknSJa3m3C93hA5AER7lgDDIj7QY/YtjPKFw4IfnsNH84qpLxlLuGeTLbOug1f89Q+YzX6rDz6zg/EBw/EewaDx7IpGWgR9mN4rSON5D/hnUwtW+ELp+XRhIpjSYBoBE6gvVW1wwvBuw9TTb/uuz1fmN6Lvo+EAy4Lzi8fP3L/2nSYk7AnocByv9tAF9Y6npzNqBowk4413ZnzpcyNytwrehep6m0ak9YO1EjZkXhZRfVAu5hXDvGC2qLi1P+rSwcUqmzpwkN6EOXzT1zU4QNRNhc2GRJmCbSf+zhtxy5M3EZe3v0hDtM44N/zKi0fBcOvj7eYDBvavv3vG3uGQatnwyotFi8xuc+gtigIxV99kRqEoDeUhzCYO532gsqdbbHmeP9Mt3y/qQ0T9o0cnzGbRQeA5qlwRf9JnwPsC/+Si5uwjw94AFvvC3/32gicXNQMRDvYMr79seeVoxF7mUckw4qmq5Ubd10kt1v6bsAzKckBZlBwcHPK8xuXLcqGk8/dwb4StPsKVBT965wm+ubWiZyXROPHf7DxYCFEbjSpPzmdkxR2Gdjud42A4jOFOz9M/RZc1s/kc23pqbaL/u0q2ftU655BeAsbLRNNd13gXjBtAiCBVdPCzIQj6P3hfyApLlinfelTz8A4baG26/quqIcuJhgKhUcUkZ10BiVELFZ7vnsNiphx4GGeR9kA6ed6YLnHpzmG9xGQD4MRTlhlFAdkg/YiNtbpLH9z2Xb6Wf8Hj+VbledJYdB/Oa88/+m7FH/2TEx7cu4/zNQ6HfvmEo8Epv/RTBX/5C3cY01AMNnXElbCdNTvqlhFAEObTGY3XEPYWAZNt5qXrFGsMDonZjVc3pCdEP+yNDP/5L8L7j97hVz73cUZ5CKRNA5sWuHfrjGsdzgFEgmtwCE8uJvjiDqPc402D0Rzi+4KJO7HAr85Nmp9+vs6+G2P4LIXmKKawlJmhKJLD97odOrW3y2qVylbPGnYYsq/yn1x/TqPhPEgS2iUM9UIjhu89nqG6T2OEr3/7jF//CU+2zuCcTnPnqWkYSBBhrDqciaQDqjTAuTd886Lhq48Ft8j49MdKMmJ4X+LS9BpoKq64Wa9yZMjEkhcDhqMx9194kcvCaFrXwS2HWweUJUKk3umPsFcLcurwp4KvZtwZ5jwYXTB95GgG+8GBweyxtAP+9pfnLOfv8R/98ks09XzrnKSyrQ1rrQb1HB0dYq1hNpl0opuuzv+u2MSV/tMFB6TqV55pxULlSz97H/UvkAm06db6zXK94PT+Fyv1ChhLhucwG/BhtaTB8s23Kj73wKIivcMkqQWbc76SsWttE3YlbmIVhsMhdjBo18J1BcsWrGnPHImkQW2UPe3YKd1ttQljaAsza6gUEIw13SlF1EEj+rnnKp5qw4PmI37jLzwIIU1tx9NvojI7KHlSG977oEKd8s5iyXcfn6CzhkxyvnYy4NatEcefLKiccjit+NynCpz3IRSJtOgIiUXbxdF7V6tyBAVJIwVCy/WitDcwLgQxz5YNpycXPHwYx41VEUfSgKTfpvetnb4i0ZczvifNyef2Mm7dVcwtx0G+h82F/+Qzn2a5aJhMG4wRmtrxvXcv+OBxw+fvFeReGA6O1oAF1g6Bbh6DGWDjKsd7z/RixrJeUgwGIXpe0ohJO08pb2UyK6zXkzaZzTLyKJ72bcV9FN0SAa4AACAASURBVNY5R/CwVBo1bUA3vXkShLwosCZw/wSTTbydWmTXtzxHf/1Lx/xPf+cd3nfwxnf2+PT9+zTe0UiYy6ZpWCzmmMySWdOismGDBikLQJtw2CqKzTJC4lxpF309nVK7Bm08VdWgbhrGvT1kJKbLS15U3eGV+Ti48VV49RRFEV7iwqCnODLfU3DTHKv6lkJCoxiXohm8BiKjxWKJc02MzHc03pPh+I9/7RZ/9uYTvvSpOxTGMz2fBZuxpA0jeB/4YD46W/Df/Z23aQYv0UwqcgOj/SG+CYSus2rJxQePGDPifm751Yc5/vSCmS3wXsnyQApUNQ3zeU1ZTCiaAlSpXI1zLlIydFQLqolzJ4xL6GYAobxXzs9POD4YMb14wuRsitiwaV0TAk1NjL1Mi78hLhRjMDHmMBF1CcG52jyylIMhy2XV/u4WISeJmzdUZ/8/a+8WI0uS3vf9vojMrFtXd5/LnHNmzs7MXjg7XGrvy5VIUbzYlElJJgSLMCAb9otgwA8GZEgw/OYH6dEPtp4M+EEwIMAWDIiALFqWJVgWtSJlihRXXC6XO8vZ5V5mdu5zzulLdV0yM+LzQ0RkZlVldVd37zc4091VmZERkRFffNf/V0aAI+WAAPshBfzkRw35Jw+wCGcnJzx98h7ZIJjTjTHUsXqSc47BcEC5KmPwO+SFaaNLYn+LbIwthqxmFVor773zDvPZDF/XiDHUHowNc6Pqm/LejbW3YaiBwVgjzBcX1HXd0dMiRGajjgTVKBmafAzngxAl5H0w2llrWSwuQD11vYp4MiGLQlSDGygZ5uqaB4c5/+1feYCrlY88mFJXq1D4lmA0MibklGrlsT5Gw3QPBA3zhA95kM57jE2g5dIw51LgfHbBUIIuagjGx2SRFUMswhPu6Sa2Z7PZrFkM1gR8mYvTc8aj8Zoo5b2HDm5HV5czJqSk1C5AXhgbHKZVVbG8WDAdH+CqCqnD5ARbkuejd3NeuXcfJxVO5/G0VLIsj6JajnfBsOIXFeZZSf6c42gyZj57F3NaUZbKHM8d4Of/zCO++OKQV54bk2cz0DHGFFG5j5Zc71mVJYPhgEExAAXriiDmE0/JKH6YdErV4UV775poDlUBb5hfLBmNRkwOJrQHXvSGisTcx3C6JXHKmu2g88Tw7t69i2IYjcYN4kF4X9FxoIon4IOKD+JQsEzEhnw44WazGXfv3QsnkgTJvJVU1lVx9SlRmbgRAfE4Df5bVzkev/A8k+mkcWG0J1pnocWFK2LCpgSa4IRoIa2dYzw9CHMTJY501nV/plkJqpuuXSAC4zrg7YTahnSktoQUERmgMeAcL78UksetFChFlE6C7nfy7IzJ5CiAaxFR3DrPTPPkVPEKuRHEJeHFI7HYUlYGZmcFDI58NGrKFHjvGiPOumQbJb7p0WGzANV7RIN4OB5HMy/dYNh1UaedmHASdMUS9cpIldVyyWQ6iaJgfKyG05W44LN0o6w/JZxI4cNHD4/4b/7qy6w4pHY1j44/yXMTC0YZjIQD8ZjcBBO5CJ4BjULeWYC5D6ecsRmSWwRhoK2qnAzG6rXZnD7sU7KIaxF0XyEfZBhrqB2oEZJ6J4SVH/X/huzaomsFsiTS1XWNj5tG4gpoCqBGcVlUsBHCUG0Hlzp13CiqsViPJDFNcNIR7tZEf8D4zsIzUSwNQGCD6YBsPOSirhFJOqwmfkOS1LcUoSb4Ior/6vEefN1B1evE5aXfzJpuLpEJxbHFzVtVJcv5BcPxGDOetIYRWl6IdJwHJqkBLdxl6EMQa60NIqMVg4hrF2EjUcYDB8VGFAayxLjinKF4iddmGT7G+6Z5XstoWlNJwkdNhn5YPAZ1nsVyuSa3rynADXW+E+jiVGrSC2qP88HhbJJuoWGBr1m8Nl5i29/2i7Jc8OrzBcfHo4hpua6NrNVkSC8hWWw7gxehQQLrBld3Ggp/drq3ZoKJzEO94iJK13JZoqaDlxPFlU3LmKw9rv1/8BkGYCiR0Pm2b53FmkSZjtGk1T5IqgpISBtr3+1a99Oe7nxnWLtQEhCwMJgMA6PWGjqLOPzeaZd1ks7/RIL0YI2l9OUVRqIdnye91kCeZ+Q2VOQNYW/hu7Vxdn/atPCjULgxp2I6eEnpvfR2ofth0vE6VaQi01uuSsJpng6b/ja6v2/EmrYc/Co/22Yc6q5rqghhftl1ffdt9iHoI2EhJk6y3tx+bUOEW6wdDK6+dne/QonssiyDrO/92mrcd6ydOyJWi4K240zU9z52v6Mbpq6tkQEVVA3L1ZyL89MQZqYthup1SUSaQqWbdJW7rJ17ku2rPZEgnnT9z71qLqoy2EDSQXFTH3Mw4NB4CpyA3WJR/bSFWSMiscGIU3pFHfe++4EmIDes0W1H8lXugU2q6hW5HSCY9kBo5JB+6n2hAq6qrkyDumwxqAY/1mA4CNnigwyjMbrjSk6643kKF6sl973uBGi6LJJpk1JC9q57r3JFBfHbI77i+OAu09G9qI/erI6gEkS/hMlz2Zz0M/i46xpE85DfKkRJTFp3xj5td6mqIoJeFwFwT1rzzdYeW+QMhgESVLxsiFOXtNP9IzGYcrWK+Wy7J+zqU04j0K//EXDnaBDagS1zXbLWkiD3r0NpPlQVL4bZYsWD5x4ynRwEnfAap3JP6wyHw1Y07jzvJhxadjDQ/XsTNoxzjsVywWq1vN3ougaUm4wnbU5a3f0m9/dRsizflpyWzM7nCN1ipfvRdoibakzH2YbI656Cu8TSdrKD6bzIsj3QXK4mV9dIkstv0Y4IDAZFs6kvO2X6HPGJMnUUBpbzC2azC7z6gKPSQ7ukhzU/n4DWEUaiR4/o1rrvMsFuv7rtr5arnVFBl1HjftBofTSCtcpifhJPw+sv2Ea6sgab53uLoZufNdZqdRRFEf3Bl4vvu9rs+3tTf9zVRrgmgRa331lrGI+L4AqrHWbQVfYup95Y02aSdmygXQur+336qi4TUNP+m7Gv3cFwiGwaFW5Aqp7lcsF4PCajhU1P/d6HjDHghbwY8eTknMVieYvc/KZnIaqo0ft3i5KXUYpiuU487WZgAUR3h3rKquL09DxYTDFXtrmT2ag2mDXqdc1imu67SqRMlmExsVwBvnU3XbIo9jEKSTRQXUf8j1c0v2Um5/jggME45Lsmv/s+b2HdIBibDZVr+0U31f1KfikEAwb7L6LLKFldd2rk1yBr91WhA22eOsE1YBDJOJgcMhwObsUcAFBYlWVT12Lra9XmX7dfm0HUSRrJshbV7TrifLreR9/Ewwf3OTqahLLUtynLJkLt3FpQSBrDtcRvaaUD77fn5DqU7nXObUFs9g+hlU5626tqMjG4qo4S3P60diIqYcGHElPrAcLdn92FufN0jKbbYKgxW/rTdSdPSDUxrne69tFgNETyNuj7Mr2lz6ghEgCsLs6fQbXA+FZnuUxauNQKKinDRFqfXue6XVbTPgwhTyuSXofDbxpHBBBnAMtwPMT1AAxf3sb651mWRX9av6FoH0u9RpHZWhuiNHakGu1LIsJgMGgwfK+an11rRQTILM4rVQmYLPlL2Ge99oqmXci7vo5fRY1zWQxZnjcdukoEvOz7sqputP22+yusVitGo/G1xL8t/08yUdcVT58+jQsktL8vk1l7ntKRNPo33ZVtEE8Lr8xmF5fedxUF8dujlAE5rna95fD2JQFIC5nLmUuifl0xXBOqUdkbj69LAbXwakNSH1NcE+sRnp2cUEzvNWGf+9J2hv6eoudV1Ph1OuFPVy3Qy77PiygaXZP5bSnlXsmzPJTZumFfIPgiB0eHmOkdhqMpQgCY3Wdd7DJGZNEPhfdbVs/rWBvFSBCXO8/am4Gme2Kk1KrOybKCzBa38rFBlBp8fxZKostO1LaP2tS++FGQaufwuvS67WI9LQmSWQ4O74DNcK4CGQE71qysj2ltIyZZ/SrIxD6O0NtxCZCDQV/cVtCvQ94HuIu4u9Onl/ajd8Ej0Rd5O/OKR6kvlixnZyxW502Z6+ss1LWFKNJgh3YrDd2EbpIruHa/hKKjKFSZpfIa532/zdzb9xTupaH2yM37mPRe2nooO2m/dTKahLjqyxKNt+/fXD8xHlsEXBXiSgl5nFvMpgf4unc1bud63Zwa3emW7VRlRbkqb92vbnbIbciq4WBUkMuScVZ0UMD2o77nZ1m2tTy7XPg6hgm9pmi0ScGUr7z/wRtkueHZ0w8vLcu2X59CyOOtF0Psxu38ti3NZrM2UucWpLVncXFCZnfXY+xS1y+9VYQmAOWuc4abLFojEiompWq7N3Cgr7VnTLBUovRC6e+p9AdrmyMlge4ap6pevmENDEZHHBw85NnpGXjDZUCpjS8tmsg3LZpKDAzuMaH3tZPG2XutsBN/ZV/xUoyCGu5NppQ48kG+97295AmxzFzu9tqc780TVoh5opkJqAFeew7rdE/KKdS1Od+kFqxhG6GtO+b1NbbZdzBZxp2j+8xXS6q6JgA3aLPBLxPDTbqg+8+Y2wo3IXdMCflXwtX18zZps9PW2qBD3bJfVz2rOw/JTN674FVZVhfMZmcMhoOwcPd4Tq8jWSKmp2ojbm2+k83+XfYMgZ16/r5xv8E1IAFHdlliI6zETUkk6NWmU0D1upt6v3mQ5l8Kwr/MCCgSysVtqiq7XD+yS0QXBanJC4FYdzMFzl81JhGJJ2K6VgPHMVZS3HFcKC3XJqoLrRNBaPvaZhwky2IxHEbofZqg7TWKDWnTwra7JPxOmNh0j0Jfieu2ZwkIP4pZrTyzYaHcOCXSM7sWvrUDOLWv5IVFDIxGg+AyoMclEi9vRfSURhWekxznqkpdV6REWxrL7Hq/0tBFuvATsWUNG0gQTKzbvrkQmyI3l5xKQIwUMhiTMx7kLKsFDh99iRL73g3rS0Eg63NEnH8fjVGDwQDvXFtoVLrKS2gtphsHFLvue0mPir+37gRYX1hJYliXaLqBBN3PA9NpS7OlJiRCsfioPzYkHbFY2zxRg8X7jCwLeXMBuYB4fIYUtuBeSu20+yFL40LahV7WNd45bJY14069aziCtgAY3aM3ofUTB+bjzhWIVWhZJ4nzKnHSo26TFlGaMGtS7F54VR7dqtcXhxvDSLWJUknxiWkDqIBk8SX1LPD0orrievN2UnuqnJ6W2Czn/Py0o2Noe2l8YYKENhpxR/DNi/XN/OQHEzxCFnP5lAipKMRy53EBqWkMYB4hAGMRLX/h5Q4n41j6LOhmyUGfRNY1Tt8wvlaktRZUa7Ks4OR8xmg6bXyIEk8bNOUP+mb+E3NeU7gkZCFoglJEInaQ72R0STN/XtJzHGjdnKbhQoN4wWKjuyjkOfbBfYgx4fO4WRVwUVVSDUnD3juGg5DAK+pJ6YjO02wgdTVEX7gxFlfXzZoQCAV41VMtHKcnc6RQfFVTl2XoclPPMaw5R9Uw52RvykK5aMCHzhkVhoMxXsFXFetHcV8kQytLq9LATCQc0TzPqasq6EAkjJG0abTzvkL2to9wDammYmqvdjVVWcWAAyGzlqoqg5EqRkUkcTIxkMrVZJkNYLveBwgF59BqyerCIbE6VYDvCFza1TUkBTrmPVZ1ifqAUxImz4N6zp6dsFqueHZ6wvx0Rl3VGGua5Nbk7wp7ptVVQp9cXMABOsGrZz6fQ12G+NxYuy+Ri/grYgzW5lR1KLbjncM535TAU1XKcsXs9JSj8YTVqsQ5RzEomhSk2rk1x3o4UOI7TLAnGiSj+dlTMgqqC8/ibIZqzFTYcEMAzUmbdOskdRhjqJ2jVs+TJ0+aeamriklRhPk08Z8qzsQMD2+wGvCFHEGsNWELslgsmC8XrKqKPMsosqx5dyk31vmwCRKiG7TltcMiFNSHeR9dXAQRNa7MzY0oYgLcS543G6tZuWk+zAXT8RI/mCII9aoitzb6YwUXJTjpqDvpFWfnTz5oPAJGhKwYsJw948KGRWWtbV+OhJfnXYjxszYDMdiYlFvHhdJdxMv5IoQQeR+Ke7bsKmy4zmLzQO0duQ9iRdLRVJXVaokRi7EZRhSMkBVhUk2XOahGKAolo8AYocgD90nFMesahuMxg9GoEfHUt+J0otZYk0TrZtniUV54cA9DzZ07d5gcTENmvUh4wUlsVNoX34x9nZGlNt99+23u3r0XojyCjB5FBYMTF06VcCBGITieeLQnoVcY+4NQKHM8phiPWRdD2kXYnPDx2G3VioREAB/9+CscHB7w8OF9RocHEd6+q85oO2bfpki1Yl0r1y8jIvp0Og2MFg2iqY+W+sj0jXhEg34lnTqHSRwVVSrvyQYDjo6OSVKZGIdXg2jQuWsgQ/HiMWKb65LULFE0LE5PQ+xxnrexvs3wuu8+Td/66asKVsFfeOZLWKlj5T13piErJ81rkrjW1YIwvuz40YMg6kSR0qCMxyWHd+4judlaP2ZNz0siatKnaDlrfHBRFAyHw1DSq8GHTENVNmNajYKPHR91Op1ZwbsY/N1N7t8ygLR+uPVE4iiSOQ9ZBtZiEvAw7LR4Cq242o0xNBDKhRUD8BmSMgGaU2ZTB+vXyZpee4/JCoIskZKgXUA3B8TleBOsgMab+Lk0mC/tUxQkQu5339NaV2T98w5gX2Iiya92Nrtgvih5663v8yX5IpCtNxc34Xq7Xd2uvdRYy2q1ao01GhmLeAIIjAlcRn1k+rre8+54hI6LRqKuneFFKVEqUcZiYmmgBFMhW0MHqCLWzC5IzPX5XZ9LjZs+iK1CWdc4nmBNSWWEPJ406fRr9dr1jmRGY4EW0wb7XizPuS/PgReEzk2iOFpIvdSOqjQbMG3MRi/sbLRdFsP4B7UI369XDLzwcJAHSSW+yaqu8XVKVWnvb9qUsHxLhDNXMxITNnLPrPoo5m26bnZHTbD2edJfvVGwlrpykAwsNySRmL3e6cNZbfnqbME8z6kUDqxy13ruG3hkMoo015tjaFXfvZ/dHXsjiQiMRgXLxUkABNOQ/3LV/DT92PjMiMSE5dDruSjv1J63SjipFcmFi9mKyUB5dQSfiODCO4M1OmoNCD9wjtdLx7kXsIbMr/hYDp8sBgyjzaDPH9Bap3s24RXvNBkyRcBkloPDKY6aojggUxrMoaus1BkdHVAExHsyW0QEo02/kaxZBpsJaXvVQPIlPeBisWiuWffNhAlUHzrrDXx7Af/iA4u9WPGfvyocRJE3iIwG50qCaXjDrC+g6rjwhq+uar5XKw+AXz7YDnxWQm6j70Tb77OwumSMofaeIhuC98yXJ6kbe9Nm214Vq6w5zU88/N5bICPD8V1YWsOTSvmdpeezwxV/Zpxj/DqKgkiweCcde19XwdqGMQanLixvY5lODpmfr1oxG3CuvtT6uknBKlxHgCzP27Xlt09K3tMCpwGicWJrKDJOFRYreNHC0PRsapFgCGkcgIZSK37rA1iMDKOhwYqCsbyuwmrh+MLYYL1Cn3/VJzDR/SJ+djIGG4xwqgXEYr+pxavWWG9isHP1mph5ld+qj1SDKLoJ2bB9ncNLzndWnn/5wYKz84LBs5q6KtCilcXzPN8W9tIp4D0rLF95VvHtgVAslJUu4WDC5vYQkWjBksYYtNXeFRuU2KpmGeKE6cE03Lf1tOuRj9ZNG+f92Co/nlUcjODhIMcaw0IMv0PN99XwE6rc2UhwDlKCbwwlN3XCJ0a3XC64c/cuo+FwbWxdGPq92tfWh1mq4StvXPCDesBoqhwvDUeDipcGypMs47UzyMSjozZedvO0zfMCl2wX0dVx8u4FTHN+7iMjDnL4oPb8/nnN1yXjxZHycMtkH2hXwZ7rknfCsBizqutrz/t6GlTU6+qyopuKc21KoqMLvrFkKm46TFRLVKgFvlXXfHVWc1IPqfE8HOeMM1njT97XW05qrxUQSkp/c+n55qrk4KLgC/csnx1vb8LQp2hVNf2JoNCKapeJE0aEYWE4PpoyGR6Gk+IaO3GrbYl5kp3+TEX4lVePglFLPTWet1aW1axklA/RnkTdYHySptrVTTZht4/j0ZjF+QVPz85iesnNFoV0mLr3imQFMnP8+NDzCy9ZClvgvPAbFzWDgeGBMQxMmNDNYJDg9giW1NC2MrDCL3xyyg9Y8dLIMfSWB7nlO0XNmyvhaVny3GDQawqoquoG85Sub+fDi2dVexazOdWqjGJp99rdtJWPqKTE4DbEa1dkQl+kSNNW/NhIzG3syMpWodYVF1rwlZnywyWcfZjxta8/4bnjgs99rMASrNkJCs/5OlY46jqoM4yHhXr+3VNPJgWfm8IXJoLVZEfYCJGSkAalqowPDtY+vy4tzueUqpS+wjhQ23+abra9a84aFLd0j6SfglPPaZ3zVV/ijfCiq5majujeoeBCsA0z6TKcq3SVTbpYLHl/dkJmljR2SG2f2bfZ1wMxkjW7fRfDTPhzxwb1F7x0/5AiU8QL31PDeybj4UD4cq6IeFqYzJaMiXpsmjcfAJ0/NTF83I2xUqPqmSGcn0CmynhqCK707a3YDdbff562NyJeOT87pZovQ1AMuhWxs4tMemizgCBCxl+dn7WzsxrlbZFmU3cHWAt8d2H4B6/Pef0t8K7m1eEKPS15/bsVAy5aZ3zzDInuku6DPM7UfHuhLEcZxXs1Pz61FF4aD4GGRpo7JCaVJqS6m5KqUpUlbrVgdvJhSAzpc5bTzu9Vp+xmsH33nlKVrzyb89bCYsXykcMiFKBOBrKttreNONcZb2utNlQXK47vvIDuMC1fNb7NTSve8PjI8FdevsMro1CwtFLh33x/yYffr5jNKkpqKs1CFIpqGmZsx2CzVAU6WcctRmGQeTIXgge+elJzogWHsuDRIGNzE3ZtFykcbv95SsdWS8YrB8MR48kIk9mIdXt5W+l52canQYcqsqY2w011DBN9SL6KhToUfKY88Z4/OHV84wSEIcc6508PC+6Phf/dZBz6jKlWwaRN1g62syETee+oFL51USGF8OnHwtSGyBqxoRYC1pDRWnW9OlCH6Vhzd4mnaaL6SBTKSnl6PqesHUTY9duIg0IKbk9DbpnhohbePYez91fk9y2/uVS+7Ws+U2Q8n0NmWp0temS3rKHdsV252BTwyiAvePjwAa70IZdQ2HJm962R7TkIIopzQaA0ahlJXMxqKFUZH8DFQcaz0vNrb9ccFDNeHlo+e1jwXG7InKImuNpqX0fxO445BRPEojVvXVT84YnDiOennysYSBTXm2ixdvwu1m9JARP7UQ/DsRabwTDPMOLA7Z/611sxuFv2+TZkjMFZi6XmqVi+d+74d6cVczvAVBUfm1T83KMJ46zm33zX4SRDVgtevH+IURvr6MV+JdeB8019ciPwg5XwTgl3Vo5PfyTDq6M0gU8W1pApTdxsohAJcbtsEDHCeDzGawBquinDajsVIoS8b+Eokm7kvWdk4ZMjw+umQlfC0+8t+XA05I+X5/zljx/yiU45RFW/7q+7ibEm3BgslNSQhTCvtPBvolMJCcpSG+traqcw8Pmjgj+e17y1rGBoWdVDvlYKbzxz/PS05icGNjr6A+C01bihOl0RFeY4vvKm4nXAQznjo6PDRkTvI9vB97mNsQ0N0WGnZ3PKJTDtF4X7aK1QaTwDwqHbWbz7ijTdoz42hfM1tRp++9Tx3QrUFEwXM758b8irhxZjPKWz/F+/94Rp8ZBH9855/jggtnVfeMojXMuJ04z/+e+/xh+vnuOTzy95dXqfJ2XGW6cLpsdDXrlT8fliSB4nCZIxY1382MdKukk+lmWbDIZkHWDhm7QVpyoYkXqkEGMMA+/52YcFnz/OcEY5r+Dr78/5hhnylQ9WPPfCkKkNZjARy2A4XnsffT6+nX3RcFIpwQlvLDx58n5jeAi379NGd3yB+VVVtZai1fQR+LGh4WPDgtWh5VwdHyzhW88WvDfK+Lczw1QdLw5CBSf1HtexTqZ2vCn5+jvw9oXHrk74uc8ekueQdJ0+BtwNDOijTemo+47bpR4S9FSFPLdBv9ccbXCWLl8T28YaFwOE99h7fSJOt9MGIZeIjZkrnFT8eFby5cdH3LGW2tSIet48KXnzZESpF/zSZ4Zkme21NiUdKn269J6nyzGPj6Z89w3P3/pf3uMv/iePWNQZXi3fqXPuUPJjRU7rrG1RCPqMDFeLWMm6LIzGIwprAnK4Sc7n6xm1ulRH/2YT4rbeCDlwbxRe2YMB3B0YLt4ueWYK/mTl+Pw4pi2pUlfXR63efB4Iy9WS+fkC40M2Rwi+h+4C2UfsTSJ7QNCT5kRcexxhQWa5ZYLlQeb5sdGE31qU/PHK8M15xeNhOGNMRPiW2E8I8/7MZXztbIVMM7780gHPjzXCse5eq22F6x4LdI/OuH5fim0NfSrrOton/E7E9j7agFMUTMz7u+lLbHSG5nePRfipoeVXHw35xcdHHBUetbFYpcL/87VTxocTcjfn5189bqJFttteRw1/++mKhZmArymOJ+jZjAcnK375YcbPHiiZUV5zykzXgYI39bibGm3yAlTKmCcZT5EbttWIRjsSejcXDcChgZcHUF04PlgKJSbEa0pAJrsNpVOvGBQYU7Bc3Fb0bsXRfedIRBiamleGFr1wvHuRRyNg62qLjTe/fWdZcTGEl+85vnjXIibDNwEr/TmeXZ13Vz/61sv6fIT5mUwOAr6SOMD1Pq+Peh36WRaMJFfq87sMGWGmIuydYFCOreFOIckG0HRs7j2/9wPFDzw/eR8e3MnZ5Y9L79I7D6J8651niB8y84o5f4e/8Rfu8cufmsagb3jvouTfvlXzqccwPUjOYQmRQ6xz8cvG00+OxcqxdIZnZ0t83c303m+eupT0p12RHSlKZq3WgsC9wwKrFfVAMRId03pz5tLpdWhDBWNz8ty16Z9KG5+q/SfjNoWRBaYVrL2hNJ/nh0+WiDF85LDAiGHlWS5O5QAAIABJREFUQ1CDp6Iylq+9V1JWGSOdYTgCNCQAmIyUvejEcVEL31Xl+btDfmEEIxFQwatD6xCCqMaQO3CiqBFEfWNk25qBTVVr47tGB4+jcwbuDIe8fXEOLsQLe/UxLHPPjZh0JzaMNbt282Vm6i39K4mZEl6GoU3Y/KM3S8qqoCprfvoXphhTI7IdjSMiAZoRgxHPhRr+5e/PWRXHuMUz/vYvPeALr4yQjk+oWngMGecrgegybJJlexT363B8EaFarhhpxkExigHT7NxI+5B3rnH77OpbdwHUAm95GI4s9/AhCyU+39rLAcAu26jdZ1mBo0KZ3jvEizSmh813fdXcBUe+DzCIydgGOIVf+/+e8IdPxvy1XzR84WFGjmJyy4dVwW+fLHh9YTmYl/zZT04w6kBsyGpIYxHBeMM3ak/pCl4pKp6zRXDFiW+1nLjpllHyL3yFk5BBlLbTPrQmisf/FMWp5+TZMwZFsXYYKevvrY95NRtRG39Uyl6/lf0ocJ9OARrd0DtDxwy/8bvvMBm/yOnFCS8+fwd1gm66C4lB3xHlTL3jbGX49nsL8ueEwazkxx4PEJehWoG1LDGcD4TBwFFtxmLe+rQIVtPhYMx0PI11GFLQwtX39r0IpZPvGLMATldBX5xmPog6PlRSVg9q4LWl44/PYDq0vDiMlZaUXg58leGmXSShNxCt3l54eu5wZSiL7SOj8I2FMbwPeqogr49VEQtZ1sIgKoLF8MIUvn025H/69TOc9ZSjik+/kvPST9zDyIjjbMEX7wsfGQnehWCNVEI85DLCAuFPZo733/c8ei7jazPPk/mS19+f8+TZBbOVY7WqmTuLGVqmvua/+JmHvPLAxcyN6Af1l2MVbW+mVjwQgnvs7bffYbla4ZRgAdeEndPGtKZDKQC/SSjL1rVcdUXTvmj0/ToXGgunaayXLuvyZjNYs2Imgr2oeP/9BR85OA5D2lggw2JEJamOhoW6ZrmCY2A1GqJFDhacGt5z8HvnC96pM7ioePFBG0soEsrOXQUZ2Qxj16YVYVEueTY742T5FBHPWiZvz/19Ro3t9sMCdw7+7q9/izd5wKsvWR6MSob5gJefH2Ct4fvG8MPSIAP4SD3nXnawxgeszdaMEH2O/faz9jSIjDxeE+SXYjLg9OQsrAeR8A4aXh3sCurjady8643xi8R8U4+6lhk49fzyFx/x+lvvMTMHjCZjMMLXv/ou96ZLPnZX+dPPH/D8AEI6U3h2CtBOJ4/znnJZ4TXnj544vrasuThTvvd6gbUTHMq8rChdyaPxgKezGX/87TNeffAo2h48KahSfUJNaPXysF7TRuqOLSSJey8YFY6Pjnl2fhbVDEPt6iY3s9lPcZoUMBqeue1HjJat25OCGPJ4TO86g/7S51/k9J+8xi/+zGM+/WMTaq3IyNiymGqI3g9Vkg33J8KffaR8y1eUavhHf3DKlz51wPtieNcbTnxGfrbiy/czHo7WTwDvHHrbsmUeBpmQ58rx0Z2m1PW+tL0ZlFGsuS7OYET57Cee57Xf93ztzTG5DpkvhJWrGE2W/OmfuYca5TMj+NLRmMzFXRhPK+9d7/PSM5MvtTXBa/O7amuh9t5xdnYGEqy6waIrQccC8D5gd2JivUJQdY3FsGE+XhFnsPmAutE/PcYrw5HyN//yff7gjRVf/c77zHzGX/rMiM98tOBuJhwYR12FMD88qCgrp2RGqOoK9Z6hCp8cCfLuEkcNajnOlfuvCN/85pscm4JhYTg6znj+cMALd0Z87hMFq+WCLMuCOqYpujnV/ohdd9243SCGVt7F2OBQ9LYqPdlwgB2Nw5rXmtnpM1SDulEUearwHV6Tgs0tqyg1Zov5DBET/4XaiKvVgsVi0UJOVFUwkviOWKMpIZgkz1DVdWNQqOua4WDAarnkfHaOlxDpYo2hKqvIdeDRsfI3/upjxArnz85xtSfPA1qbNYLzQdmtqipAScTFUtcVf+0vvsTf+Lt/wuD5F/hHv3nOP/7dd/nJL7xAVl7weFLwE48sL6CcfwCLqmQwGJBlGWfn5xR5jjqPczV17RpZPqEPuAhwVNc1dlCEnzEo2zmHFcvJ6RmSDzl5dsLs6Sl1WGJhsn0S74SyXFEUAzQ67LMi1XKn82zL8nyOZEE/Wq0WfOHljCO94CvfeJ/XPqx5WteIXvCnPvGIO99d8cqDnBfNGOcMyyLovSJQr0ouzmYcHt3BOUdVRcDbMMCoL4XXaCLkCLoRdO7qgIIgFYf3Rhzdu8fi4gzjNMKXVIg1VHUVJAwRrAmBDWVVUuShYpMkSA5VfO1x58+oC0LESTx1nfNYgS9/NOenX54GposDOccta6osa4weJvox3fIcGYxQLXDqyI3ls0PH5368CCK8UxCLyUC+8DFyMWQimBxEFSc1Zb1C1UajUbBhaOxWdyNigzutxc0RMpOHTathPuwQMB7BMVudUTnHYDRGcc062GLGIkjEG8rqRY1kgctYaxEjrMpVwHNxYVHlPuDEdOM/JRX/MK3YU5iMlBUvWbBSWgcDk6MWTO5DSa3CRt05HvU+1M5LxWok1l1I34k1VCtDjuNoMsQbQXUAJuev/9Ixf+833+Uiu8vyA0v5xrv8R3/+ZV6aZgwEFIdYw8S1FseyqiiKgvH0YAuIV9b/F8Xn9bIBIgEu4uGDR5SrFYM8Z3p81ABgNbY0DfqDEKVWE7gj3nQqK6VEZ8+T8p0AuZENmEyOUYX7h3f58ueE5aLk/VlkXndGZMZgJfDnrlvOowyHQy5mFxTDgKw5Tk8ygsM3GzExjVG6WVqmKhoAr/KDQ6gzlvMFk+lxk84ncWOPkpgVN5WIEExtsZ34OI9Se0e2dIwO7zVGJVAKkVgrInTMEmL9g74WGKRJ4mximNmIelVSFMMwuWo4KiScxltrvhUzW0unxcbSddaekmcZeYRead57pC0ISt02yqlCFcG2DqZ3GQwnFIMihmpe7cLIJneOkkEpPsEzHo0ZjKOY1NVlJB3c2jxcOovWdhZr+tRlkI0HETbPRBVjffGnduKajxMWv4swKFXpqE2O5GMsSQQSfv7Pfpwvf67mydNnjKZ3OJyMyAsbLYgeIcjquV3vV3MomHX9ydg2ayG9wu4LTLqtopR1xWgwpCyrEPSdKqYLDUNK+lKcoQAcZCSNoJmDYB+zqBfAtXOdhZCwwdDy8mQEmgoE+WayVEOUfyOhRM6+BoFBgEhsBPLWzNtuSt8RJWNwgqtq1K1YLU9ibXgbdRzXjDONOWylINtKSugNKf2IKsY56tUiVv9en18rQd/S9AyN2rIPKWfepFmM19VlTIeywYBkgtYlYhrxMo1cJc138yLC+CKERt0kObTrrs+g1d2Im6qTquJVWKwqQohzSCro7qE+St9laVuJTbqCiQDJHT/Jxm6WzUG1rTZmagBxnirC1wX1RXvvawff09Gka6ji6wpwoVJsp5mDacbB9LntvrA+CY1u5FyDrQnbPrpN40bf5FljsUXGxWpO6R2iJoyvPejWru8aLTqmsYaMkVZEajBr0uEsYKJJvKPWr40rPlRUEa8RNnC73+0f6/rpltslite+qkIMrCsQa5rNHeJ8woUt04w4sqlATKfJYOgwlF7x0rFMNteYxvDS6WI7Pxr9cukYEAMa0p1MPCnXOt9pQdY+63zVbMrdWSObunX72cb1qkhV4aslhVFW5QXKvXY5bLyMTcOd6S669LMsS2SXd3oPChMaNuxVGfr7Uqpzfqvojti3EHjcfrYv+nWXNPYpzzMuLs4QEwwU+0RR7OpXypO8DTU+ulsao1I/rM1wtSDi6Suecp1+BZHeb2/6a5KIkOcFeYSPvN2MQZbnt54vCCf3YFCQZQMGxQhj2jjTK+/t/hH8KJ5iMNi7gU1q/DEaLE+L2cWaP3GbAmtqTeb95LVm0xe5b3/W2mlOv90cat92M2NRV3F0PA2oY+wf/NB3jWS2XyzYuK7f7dFcEcW+3RWfm/fjd7+X5OsajAYMD4eYgY2nUJRB8XRrS+xy7Nd1HXFgO0xwxxAvnyeNjEADsLJ3l5YPvHyONsinSk5XX3ppm2Iht2Q2rlfpX1d9ETu9aVDL1WqP3l9OYkJy7qAoAtzczgXWKu3dzvU5pIPIe0u3gwSHufPb/bnOZlQNZu3MFORZNBhccftl0S2C4HaIR/vQeuRNkGquuu6q9hJAtCEEL6hP+i30ccR10S1QY4nVILJuAl3tTUl9iesgJa+HNpS9dlFPf4EGeLmvT3264k5S5eTsnPnFIhws8YDpG+ZmW72runXm3o4a48flV9FY2C5RalVp6gfelqyx1/b5bfZLBPIsx9WQZyMaZ++ep1+fI39TV9l1+l3F7dUHn+T+z+6/DmCxWKBVzWq+wMr11ZVmIUt4f/U1a8v39UtEGgDrpvFbUF2V0Y2wXzvd99Kq/tHoZApE82hwkvRaN+2TAXTbtUgY2yeiMSHRlf2g5bqd2CRvhSzPGlTnHcPq/Eyi3XYVnSwLQMW7+rWL029u7lZs3mNgPfe3nyuLxYLMGoysmjCpm+qwqv1IdZtuk03jU187YJqaCt1xdH9etRnT93mW4V3F4eHx3udO7xxoCHhoIO93XHtZv0QkVneT6BSK9/cZ+a7xHsQ0JqAbkolryuPqFYvlGctVGbIbTLIKrRt9NoNmtk5ETViYtzQaNO1FvXMfUahdYNvfe+eDEemWxpr0LGNva8yI0Scoi7mjgeS+RZ+qqlpzJPeJevu0g1zP8NRHLQMANOPk9Flr9b5pm8DFxcWt2uiesLdfCYGGw+GN5rlvLRpjGAwHZLlgTFAT9lmy22lQEmVmvR2H995jNABRXZ96zMO0eY69d/RM4q6J9TG7u/t336Lv+lC3dAVVssywrOYddta1iXfHcnl/IERtZCY6/6+Y98tOEedcEL07QQhXPbuPrAmRMSYLuuJkMMKr28Ln3TydLz3RgMPDwzaW8zr6V7omnhGpqM9mybTkOttlBe1KGImcKgnCaN956hWLDUwPxpyeZcGfSkqD2t0X6Lgv1r7kR8NpTHSs7lOXPNFlpv+mwtAeWDObfsAtxVjkWkaDvn6JsRgTcsV9oytIz7/dba5/wHaZOelHE7hqntD9MHkudbXEyJ+z81OyXFgt5k0/+4Z1mQU2tBeuOTs7a5zcN+tjLPATY177dP2+MV32jm2Wh3fZE7R/WZ/WXH+AqqVaKotFha+1w2xaX+suMn2L9LrZ3UkZ7Sqlyfzt0gvSfUzvl1Aa+F792f2M5PxW3ebmmwtjMxBgrU2FulasGXJ2uly7vk+Z7+tj72edhX4tv+ZG/3ZZTS+7p0tiwnxMJgchrtTUBDfT7nm99FkEJ77tRC5153W3kW79u1RdSr02xg7vOsWBrohk2WwbQtxyVVVXXr9rZDQapuPk9AO8BjBs7cRm9zGdrhS2rSMSHfpcR+FdPwW08TWFE6zNXbs5CdeHRt/kWumzYjDo9SNe5tTdCnxQxZgMkYrRWFBzOygJgZh+xo0c3t77tVNpNBrfTp8WELHUS48xGfl4eqlRpGsBTJ+vPV9bO343X/K6jDnkeawHYOxK8t46tTrSRbdvhR2QZTaERF5DgoM07w7va6wKL37846CKtWBc2AeXra30ndn8ENhp+t6XNjmYaojNvO4gu2Ss+ZFE1qhqKELjrwso29epkjwvGp3xNpREtZvp1C3KXcuBb9ZOotZ9saRcOcoynIh916nqWuZG7ykXvwvWwh+NIfBHRXVV49zNwLY2N/vJyQmT6SG2GEDWZ+vop63aF6IhnQm5Drjwto8tbL5grm7qpd9i/uvaUZZlKNJy82aAJALe1mrqyPIB83ndBkBoAFMO8wbXMe2phgz9JLpdZpC5yumc0rj6H9S9cfdnjfuiyCiKAYt5FdSL5pnts/uMLl2RrL1mO2ezz8jT54Ja+25PFafP8NZHJksMrP+ay+Z+vaOwmi9YrlasylWDtHDZEkhtb6C4pUW6O5F3R3Nb/0RiebCk1wm0eY83O9VUtTev67qU5VmD6dInuvaJtFt9EWGxmFP6OcPBkCa7yDuqchWVUL+X6TpRE+HRWeT70rrhYNui0oxp65t0x7rvNlwPeW65uFjw9NkHqIa0/MvWf1fv6erMzXfQRFnta4Da7GmyF9w2gb1hAmv1Gba/76dYULazVhSYDse4sgLnuY5MsuG+CFwry3pAY25AqkpVXR81fBcHEpEYZnX7ft3Wz2aMYXo4ZTo9YHIwaZVuaxl0szqu0afBYJBewa3mX7kaInCf/kAoADWZ5HzsYx9dO9n2pTQvSZJpRdP9Lcprp6rQ4Mqkthvp44aUZeti9WYf9maIUb2w2ZAsH2OvwUgzfIPIGQZrQHGEohzrYlKCQkCkqROwqf+1XBCMFw6mU5zG9Fjf1uxTogjb6YyJ3K4hJSaMQiaG8WCIERMgEzortn0h6d7YXxfy+pD21SuKGoNkWYztXPcHhYTdgNus0UeljVlbm/ftfSj/ZGTI7DykHWW5DbAKnXQq9a3+2OePjMWWURfgF6qyCnqn94RbffOSN19rM9exvwHsSZvTuSwXIU9RQzhVKCKbFnPAYREjaz60xg+nApJh7ADJh3zwzruUqxIjddI9OpZPH4xyvgrg0Bi8C+1lUXf13lMZw6qqWFzMMWLWMHW6lbBcO+TO2gvvPMss3nsuLubUdcnFfI61HUAq9VGEViwOQx5qZajHZBngI8KAb6yay2VNXZ9xeBTG4L3Hu1AlyhgJqhpgJeQvGhHKOvhUwxgCo8ltzqquOD4YsJyfcv7sAKwLqOSx/3nEgzLG4GqHIViSs/PZLLzguChrX3NycsJwMApAwwSRsnlRqg38AhCRw7RZfMPBAI9iC8NqNufJk3cxmccYS54NWS6XjR5kYia+8x6DCfXoncO5AM0hxpLlIY1qMTunriqMGKwJGd3a0Tl8XBTed0+76PSNr8lYC0ZZnJ1jxTIylrquUeKEqgdbNuhlzgVm46tFdJIXNHl4eRbSlqio3DNmF+eY2F5RFOuLrGO6Tn+nxZmn+u7GUMd5XcznAZrDWMT7ZnPv8o+JCJnN8CYwCK0dFydn3Dk+hiwwA1+H/MuKOqgJHgpbgIA3kUHS8kHVwIy9OoajcbQSQyiVJqiP/ZFQ6EXU450JSAuY6JdrGbSxBu88RVGQ2VYQ6xqYTMz6tx2NKY3YdXisqx3jMaxWwdUWhcQ4H+1J6bxnEe0VY69oFrBZjQnbVAlA2uPccnA4IY9MhObUT+w79NenDBuEgxQjGS9VVUqF2jk+eP9DxqMJk+mwA2sZ0OYCBJ9FJCHFhWT5bDIZB0YfdUOP5969kqPj4/V4vk7XuouAaOBJYVUSYwpUhFF+wHxRc+/uoyguGaZHhwFIKLVZh0VWGXi9rDkyGR+xrS6RxptllvlsxvQ4FO6sDbwx90wK4blcQB0Wg0oLQ1EbJcQ4tEevV09uB3jnySdjisTdaeEBO7MbTv8UL9gZvHeeg4MD6tpSr5Sj40O6tfzaBb1uCdncSz7FzqoyXy4YjkYMBgUJNqS5TgSrvullI/LhEZVYg5JwkteO8Z1D8lj/0aAUMdJmoEnPomFQmdKML5VeV+9QBF8rJ0+fAGBt0er4NolwOY1RytNZxMne0Omr8azKMqbZ0cCUqIQcRQ/UCojBEKWetEmj98N7JcszaldR157MZqHPHaGlJmDB/NALvzNbkeUZX8wtH7V5mD+JCdRx7isx1GqxZtD0t5tGJp0+JIOOz1oJp7EcO894MiHLh8xjjcQwn6DR8RJPvXBvgv1QyExXl1DFqmG5WAUOvAk5SL+iv/WbhixxFaV2VTjOSe9LGnBYVZAsQ9XxPQf/+plwuLrgV1+eUkgqQtPML2XtAlqaMTypPP/ge3MKyXkhNxweeh6NcoZFzf1hxlA8WW1R8Vgr2GaTxCrGMf8sYOS0mCZ9JFu/hJczm82YzU6CGG/y+PnGvVfoCYnZqQZfXDhlpJ2rSNYT8Fk1MBcIFWqtE7yJkoFEG5ER6qqmfX0dhirbz14fegQFi0axg8mIDKWMCG5BKuovee5l3Ti1NXYBl8CrADXg8ayc4XXv+aAq8WK5YwwfLQwPJKhH3T6aBHkiwRG/xkDiPFr1nAG/Pas5ZchRXVKagJebeJs0wdigvg6bUoj2hx06bNxEYVim4TkSRVOPsqocKpAVsaBQela3Selg6IQ/N4w1yarW0fVuQumFJzGWpBP2XgtvV8K//rDirMh4bIfsMvgGE7/BIxQiHOQ5Hz4RLo6FYpXz+sphDizjEjJRni7mfHqc8e9NM5oydbKuC92UjCgH0zF3jg6Y3pnitY5pQpdvvMsoiMf9836O8hvPVtwfWr44yigUZhh+UHteySzjDs+8DbpC00ZcA1VdIQiPHz9uOP9Ns9lNyuxJJwnwgwX8qycz3GTCKBtijPI28IMLzy+ODPc2zIndqBzT+C5bdcQbEO/5+szzRDKeX1X85FHOC1l0mndKBSRGUZarJgLs5ugBQYLKYgHcFFyxr6FnK0N/V2Wca3UpGiGsMeQJhmKtyy1u5Gld8+vfXPAnbwvL7y95XEBfBmPiwKohvvBOYfmPHw/5pUdL/oMXDV+643g+Uw6XFSxLlpVjPjN84+0Fz5wj8KsQfZJgN25DTgM84GA44vzZaTBu/Ago+FvjoiKILQ74g0XFN98SfvhhGQOJ4XSl/KtTxxuVbxZo8rPVsWTZzud0DEi910WeUHmPzTOq5QpEYr0J2Wpr0w/Y26bSgAeowut1zb8oKxbFmPxixefzil8oHJNZxQ+fKK99kHT8NsgbWr04z7PoUmmfZZzn3crwzblj+aTk01nNi7ml6Hk9qZ+ZLaKt4XbWdBXlfH5GWS1ZVautebqMss3TT1VjiNuPYGHFeMBwkrftBTDGmgWWv//vZvz6v/GMxzM++fyE515tudImM7ANaFS44tGB4eFByJPDF/gDpcSz8PBGWfHf/8MnTKxl8uq4FW02Ao4vc46n+egjKxanwVpqoqix+9S/WsIQ2cAVJTbmle+Xjm/XwoEs+PzhKIrtQV/SJVwMSojQiamx8Xjc+XO3hNHflyQah3BHVWV2fk7QcTvKWN99Pe13nfuLxSIYw0Q5dw6pDD8+9HzpuOAoB28MPzGs+cEHJSc2x4sh88omoIL3vg1akLZflRF+/7Tk2bnyqTvw0uEYgxITRrf66r0nL4pGGkz93vQC7EUCR0eHnD59Eu5Hdq7lTVo7+IP+ZppMB+Hq6JpdHU36XajcFDBQNcrTqHDmhX/y2jP+z99R8knGJBvwxlunHI3uBzV947lJZE46DIQNHbZTjRElEwH1jKzw1vsnPHvfsMgXiM/asz9aeM0OP9u+E++9cnJ+znK+ZDieJNPCjdtU7eC7NB8GHepbC8ezmfJTL4x45SC6RES48DVkGSvjO+2EE3GxXO79/F3v1/twsuZFHsTA1KkdfsTuWtlaxNomFHgUccrjrGAuK35yPGKcORwW4zxvzWqGdsBhHlPpgp9gzY1G1KmTfzKqjbw5r/lebbljLX/mSMkk6LSidu39dJlEZrPGMJeYdN8mXN8LSaJIkxh07vF4hAhMJiNSdNk+R1qWOhOajvJ3x6dzE+oOYDyZIOrwCB6H4HlnVfNPvw7v+wkj/YDZaoTmBS8dZIwwvbqyV89yOaeVb0K/g6k7bybG+IAd+mSuTA4LjrxibBfrJiB1VzcqT94xVxmPrypK7zk9n6OxcCYdn+rmXFxFNi725mV75ZkT3qwyjvOKVw+yKB5G7u9WLGY5flKvbQBU2Uoc7BvNJQzWE6KYBnnBxcWcfFCwawPuanttMUemHPx3HmMNLyg8vj+KQzVYrfl+Lbz2pMJYz+NJgYiNBlmfmml+qoYqy+o1bFiBHyxrxGW8PPXcywdkzYESoR6l9fEmKqtqzfh0mdqi0e6RAvRDh6TxC945nmJNAT7h86Q108/AGovs5hfGmJgGtd+kb4aEiaznz13MF1QGvj5z/K/vLPi1J4b/7Y+Ud2uHnpX817/yHHezmqVTPvNgiZrdHHef9KwQquV57R3DweGQwmiytEcKenBfJvy1SJXj42NWyzkHowLBNz7Nm+oZm6KpCPxwtqDy8PECjjMa9wXA0/dW/Ob//SHzk47bJJnnb6Hjh2fH0gZVzWhwwHBUgN4ikDyeOFme94oOKvCBF/7pswozGvKpiedj4zbbpotB2/SPGPAR6xyeCbxBzjhzfPlOgTjhVC0fqmGJ2dl/71zj276KNkPrWoYDYDg/m1OVhrpM6OX70VaGvnofQeuul9O11lkCgptXZTod87bC7608MzvkySmsVLhTK7/8uYLh0CPVnFxHfPLFwzW5enMCkvN9XdYPp3iNRz38cOl5uqr5xlsrzmVE5kveeFbx8TuKj+KJtZa8M5n7G6haJiFqyDPh+HjKaHIUcYLWde3rUcf31jZCNSq4Yw0vxU0o6qm9YATK8wsOx0e89v0P+fMvPV5ry98wi6PbhkSxblEvcUivmLVpQEnUFe9CxJYBV1NXVWvMiX5iC5x5zz97sqTOhzwalfzMozGh6u4mBUbjYh2RIAGEwqNvr0r+4T/4Li/cN9z9qedYHo44XRoygcdjy2czeDRoxdjU3bquKcuS8WTc87z1MbZW2zbIJUCIKE4dp0+fkQ88WaGxcO3ug6VLvXCK3XjCfTnr+gtJDFA4m53hVg95Oguv0ayW/Llj5cufO+DAev7ev36bOn/IuH6bTzz+KIINE9TzXNtE+nTRlsN1J075P/5wxq/98w8Z2AH5aIoUlnl+h7/5P/4Jf+e/+hgfezQG0ZB75rIt8ek65mb1ymgwQiRjfnHRnIa7ol82N+bmZyKGKi7S5hkYZgvHB6cl54+C/rQCTipltqz4zknBgIwnb7cgzkm1sDsQCPrieHuZaRoPirgatyi7Q8g1AAAgAElEQVTZBfnQPHdjM24aAY21AR8mPQPF4Dgj4zfOSk6XOTlL/v1HA0Y4RNbzT8OGDotLpM3OF4WlCn/r73wde/wy3/mjFarP+PTPHbBaVhyOC759obwxm/OrL464lxmCZhnuP5hOQ0SY85hs3zLera6Y9HIVmI4P+KF7pzP2XSa8ddraiF79tUz7fQuvmX4BJ8J9ET41gAkln35QcHcCtq5Rk/Gdt6EYlLx6b8p00JwL4f9JvRBCgAGtMWKjF7xXKW+cVZAd4PKcg0HO01WN6JLR9IDTJwv0YQAJqquaslzFZ+gGp9tTpBNYLCrqEgaFIOrQHXCDfQu97zMbYz+bR2goeV5kym+/5/kjAx98e8UPnpa89s45h/kRdw9yTsvWMNOOxa+NrfvcffTXNB+TgwPMIGd0eBClkfSc9nmwfgLucl24uubs7IwXPvKY5GcuNeMbpedZMeDooOZns5znMotKSNRFw3v30Yob/TuxaFHYlAr84VsnLN1j7o6HjB6NOX/ze/z0WHlwp0AMfGsufGs15reeKv/hA8HgSFUJy9UKI9JE/FyfQufUw3yxpK4rvKubUMbLKM1VD5wirBbzEHlyRQR/9yVvLeAYTTDIc+4V8CuPhpjoVa9j+NT5fMk33xSmdz2ffXEQcGBSEbm1I11wVcVisdjguoEzCcoDY/gLnz7iFyanfPtZzT/7XoVZzPjrP5Px5VceMjoeNPdaa7fy9a6rJ6p4JBNqSioVaixdu1zfYr9sAyiKuI0gA4GPHwjfPa/44RLMwYB3546TRcHQDHG+ppSMbGvqE7Dt9vvZl9kk62FdVxSZ4el77yEaXTQdial55sYJvDVWAZNZpuMxwZEIiOG1heMPl8JhLvzsoeF5a6hjyBvqQDwOg3GGJkBFFKXG4jEoajz//HdmHD+8w7KyTE6+w3/3V1/m49NUl8pzfwJPV/B0UTPTnDteQ6RNZ25uolenmFHvgy1CCjicZkiWqoZ52COhfUehUnNrh3eiPv0roFJ6XvvhKYPDEVDyyovT1nRsuyJyeJnWWoqi2HnQ3y+Ee3cE7hzyh//4Aw6LO6zqN/jSZ15lNMyadtpJvy38YYgSGQ2H0bGsveL0/g12+pfGLcohyl94NObJsuZpteKLXypYvnfOc0cTfvfdBb/5etmmK3Qa25UG1S1LfanVNL63xXzOaj7HFvm+2Eq7hyhCXbtgIfXwlJrvquVoAJ8Tx0OTozhqHwIJ3jxV6lXNk3LJty5K7mH4/MMjPn6vwJI3GqtXy/femmGO7lM9PeVv/2cf44XnJ+2DVciNcmdkqLBk+LWxJMbhvcOabWDD/cYGqo4nH16wuLB416pYfdLW5txnm415LwyH4718H/sYJHLbxnimLRT6p7z7TFBbUC2H/M7rCz7xYLKrmZb/aheQqfXehZPUULHi3acOmy2ZjAaMhhmiIeY0nRDG2h9BVeRoLMBw9uGzUECzY87Y11izdl0StTqyvcFwYDwH44wXyeHQIw+D7vT66SkiBwzz9UI/SsKQaXX2q/rQNax0ydoMkQHqs2Z8yUe897gIjNV7h81DwKda4a1SeWelHC1r6juG3z2vmJ85vvPhiv/3t97DDu6QmwzJBshigM+U36hf43/4Lz+L9aA+9GXphSdnK0ZHFQd5zb37OeCofTDUiFc+EM/MwLAQCiEkB3T6uj8My65rQkn4+88dcn7yPl5DXHRSN65aD1uJwSIBlmLXA6/rH8tSSFSXAxH8VHcLZXW+QrMlT94/R7kHsm2bC1EKacF0M8lbv11qWH3BxdLiipx5VbNUYSK6bv7WrtjbP74+6o7ZSE5dl6yqeeN22IVrsNlm3xyqasxVI8lfyUVFQO72sWin0GR5iMFZZVxstOt9zAtsjQqpC5tO981+dPsoItSujkwsWAebArU3IYVVWYZNZMNBbgQ+tPBPv7uiomA0sNSjgsoecCTCvDolW3mO7+bcnwz43L37DEVZSRV0SAk+uGluKA3MLzyrWilyT+49KwtvIfzeqWchGT8zEAo1TVB7mMbLoR03VaFd39eqrBYrMmtjvcb2+LlSNO2LHqiqkpQW1Gft20X9uk+y5EkjfkHIT/ypP3WP//Sdd3n+uZyf/twrofPiAbvFpZUYP9nxpP3/tL1ZrGzLeZj3/VVr6O49n+nOvLz3kqIGUqRIjZYU2TIc27EcB0EcIEASwUEM5CEPAfKWvATIU96DxEiQ+CVAEsABBCNwgiCKZFmyRFEDKYqUOJP38vIOZ9hzd6+h6s9DVa21ety9z6Z/4vKc092rVg1//fOwloJrw7h6xjcvcl5qpuRti+TFwMiQIifM6vPKwvj9xwlhh2ttMSZn3noqdb1NfGjRYBFlkzW5/x0LRMT71cYE68Kt0p9WDde1p6pTXOmQ+6WXLK1m5Yg0civf1USF/oLmeRHyDE0RKsgna/qay7jpeiadUiRW4tOQ5HQPC+876uvQPttdtLz4kYYffWnEz/1qzr5YXnjxJQ4LoQSkzBBfx/PIouhnGBnl1eMxX608jRj+/PEZr79yjw+848NKmYswywvelJY3xtGuMDwHjbmqLFuyBzp2lHiGu5vWPLymKUNlVJYL1tWhEXLIaNKYixxRFbySFcWCz2hIOf0g1Ch9tmwISMgOIVEyjZ3WmBA7zy3/7t95benYzIrlTVWxxrIf8+vWydwpi14E/qt/+Am+8tV3+ZGPfwJrs9CtOCLYsGTeAvJJjBdN/Qp0uHWJifZ6oHqhLAoKG5zBGCUpHrpwITxdln0S69KBS9/DwePDaZjUwiw+neaROBr9RWx8jWvG3Hs1ZKQkwmmM4AiWU5H03m6nFs4rER6TdOaIWerDnhoM4z1L46/D+J1wk9aq3aX0cf+MMX2OqtdIgOMZiUGtQ7zykZHhH7xluPQO03iOyhHWTjDGo0f3wljd2CmBOu84jMnBuVAx4B/+2ov8Z//dVzi3D/nf/2DOZ/+tR1hnKMRxz3g+aRvetDn4pND0eaCi2qXFhZXFCt0iHQKEVDcDktwVLOwXBKv3g3tHfOdbf8Fs3mDUhHFSdRCNF3NABRKarNVMu/CdNbCsS6xTQIff28z2satLv91o6l4DitKmAHLprVVotBB2nYULxqXyU5/96CCdaoUNYY0JVk6NA2qiTopro8gTDSfq2s5BLkZiR1wPouyNRxiv4D2td4TEWfqb43X42oFLJuhM7eDCFaYEZ1Db0jaD7ruJ8JAYb1hsqdDULaVc4eqDmPXvUBEKY9HW4cR3F7S3RYexUkaDGTinNSKgRg42r+egBbPZnLap4gX1MQsjEufkKtFQULrIsg7XGg15kc4pYJhOZ0ynsw6PvSr7xmMzi2+m1HOH2KxLSzLWoF6xg0JNrXc0dU1dKdPZDFXlxYeW/+Y//lH+xVdP2bs/ovrSGQf7OfcKz1snGXum5toKxuSx+K/rsMPXLZWfhn2KweQpnaluWsSaEJY3YDC9Gq+ohuoHRnLef+8ZNAVXpxc8mXyIoaYsSpo2dJwyxoAtqeqWPBOyGLqXnT87DUihPtZKUebXU2bFZeeCSBveHVbA2u45712s4tynPIXvlPn0muurC5xzIVFVFefavhd9EukGz4mEshEhJtGSmZymbphdX3F9NQ6cRAxN63tOFuNPTbgfeAFPGypDq5DZPNQqUUdTVVSzWdjggQis3mMIyCQSQvUya2l8Xwk6yzKyLKNxjqatyfMc72rqeY1rpogJVudklXWx9kzHTTVkmKMhokPjwXqFq+k5plDETvAu1fWJezpo9kksKPnxkwM+Zj7k9WwP1zZgs1jPNHDHod6TqLgxJtTygSglRCIW/25EUBc4qRHBVRUXF1fB7+oUkwo5keoPeayEJDNRyEz4zhS2Pw8IOpmH472SIuv1aTEWpEiTJCtyhFCWUkRC9aqOAwU+lhNKdFbXV+zlJm5HyY98tOBjr09w2mLEIibVZxCUSahy0DEAHw1scN4+YzQeMZqMIxHqxc2+nXqvIWq3ad1tjITS89rrL/LBu9/j5PiIk/vHiMlADBN0MKhwkAaKw2SH+wdgwuabLKT22FPDeG8Pk9vuRaBDyWxwwEvFjSSx+/BxNZszGU/CxDvppxOk4iJ8XOSQm0gcWwCDc+Ei7O/vDzhveJ8OZDnxPbvvxDmFVPrO46lMoHCHJ8c9kqaVrtGB13JtL+jFM2azhsPjA8rRCMbjXrzZwQK34D7WEBJfjicU5Yh1RoFlePOjGf/Fr++zVxiKfBByBWCEfFRuncdWw5uGc3z08iOODuCgGFGMJqG42OD3rgmiYZYZDJt9sRrVnmndYovxintsF5cK9AQJVZwYTDFJ1hAgoJiVcmVdAmTSR8V0qgygVmg1Wo7MYlr6MAuoc1FpTyD7iRGKdtmCrCzBhOoCybi44Hvt8w+6sTPJQ7toidWxEMHkOZKZrg5KkvFl8GDHm1M7Z9L3iWIEiu5NhjdZFPPCxTLYziaQ6qckuT8sNpFRi/eCGKVpwyEeaWpSGd4xFD4BGLRbEx1+G/S2TkzbIBIvI+cmB7gSdIKi3OPx00uchIplzw0itE0Tik/tGOChCCfjkG2yvJr2rrGmGohsnhd4HTEa32NdUo+NaszmjtD9eEifFLAMwwidG33YshyUsfjudUEMW6emGkXh9eRvV/UJ4OrqirZpub66ipJDH5y+bVnZkMWF9BplNr8eLIaVTAXom4Gk3/STphNdEdCmQtQhJmcxUBbC5UiiQxR5pRejINQoIYoUITBHF94dbn5vHNEBUqbLTXwuXseVXMRl49Py58nPtOjz86g6vK/xrUe83NhVfBvV9wpah1Ify63GNkFXmGjwU4mi5dVs2lUjeB7whPo5xhZUvgQzWvi+25vepsw6NO4IWjQSlUXRU/V1axp8PjQMDl0IyRi5HDm0yU10E6TmOLcLYhm6OwIeg2d/MsZmhrwcIxqMO2Eu20fL1iHhAhuVZRrI4DeJXS99F1lccoUYE1qX2XU5cssctlvY8gHECzHY8GH41MZNHyylh1UKd5MIt+rmCWUjsizj5Pgk9iP0rMt3G85/8zuC8zzpvDfNqVtGJGjdOPHjPM/XGtI2rW95fmnNdVWR2Tnf+86fk1wkK2sZ4Mi6vercL95zeXHBCsKsmcvwufS+jqhGPa4rMrzh+V3WDouds3a5vIuMJ5nAQDFczyu8MzTzBpcCH3cYc8mPKHjnODw4XOBe6yezefDhMymQdtOvtzmTF0RIAXVuQIG3I/smsSSM2dkmbgXLYqpzSls3MXKi+1U3910pcnwMm2cL+7RujJvEpCS9lEWxisSbXr3hDILV0tJWUw72FgnybdbWv19ig6P13HPTHJZ9yglSx+bhWMPf7gp5kS+oIuvmn+azCYIB33B4dA8xNpQqWZ/jvhZWmtAYm9HW7TqmsRbW+RSHfkQfQ62GYtuusvsQnPchFOMGBEiHsNj8ZBFSdebbwsJajWc2neK1idE6LOz4EIHSc8vJrcMxBaXVNvo5bz215YnS3pLKL/827V9Z5OQ2Z//gYec22bSv696X2rWF6KMoLd2AmptcYkN8McYEqzdBpdqF0GwSXY2sD0MbSmU3M6RQuXR6fQ3iqOppqPq1o2aw2h9RUwPIu5UbTHBxcREHvht27Vb542bqpapkP5RY00ATRqMxp6enMODU6T23ITQ/bPhh9b7IrcV7KI6OYG2i7s3zyLKU+2kYjUc3P3QLuJXUsQFcF9G0nhum0ojbzlMV1HmO9g+wDELmdsSBpaDvWA26LNc2f0wT2wZpwsnAcfLgYah/Ih7feTpuv3k2swuVyW6CbQaYeVUxHxRXWp77shFg3TiqUJQZddVgXINKn7UNPffbWWdRwTvFu12Fme2QEGhdB93biKnzectk7wFPP3h7AU+3jbcJR7z3nJ6e8ujll3Zaw0JZjDVWbKvrqznsHCSSzhhomybqoKsceBcjjgiI8ZyePWHeVDgsQtYZa25a48obBLi8uERXUmtuB2nzUuTD844x1Bdn8/mqYWhJTNpkPRse5mg0YjweL4x/2/lAMO/v7+3jXdtRvqE4cys9CsiyYFmW53h+YY6wkZBufGbNnqkqNrNM59f4Bu5MIJJRbYuYt+4shxdyKOYbs5ucNHxu3VoT1x6qEs+z916hrhtQZXp9haby9jusdbVmjQbuc3dFJUCeZdgfQuVpIFYN59b4sGzi9t6vlKXYZeMXHcShDF/rPKPJZGW/bjv2wrNhgI3Pb9Oxk2uoTs1Td3nfGm7TSQZ4jPGMJwcL3GLdvLa/I/xprd35DIccaShpLaea3VU8dbF93m2NPIsghDIvhkws+3tjvPgYZnkz114pMIyE0Ku7QkJ4bR14j5o+WfV5Fisiod7JLanVOrHJO7e2b+NtjBCiHt/C48tLXri86hy2d0GOLk8y+tk2WTuXA++HoJrqh67We9kEa62mCCk4Va0j389W7s9NRpCVd6in8e1OpR5hUSTs5pj8036QRLBhn3Y9S1QXglfW/WaXS6racrg/QsRjJCPrI+RvnMda+eXw8PDOWkpClqIoFl74vCAifUfdO0KW54zvajRQS5ZZ2rbi5OSkC5x+3nWKCHVVUTexsQob3Diw9rPuOxbjI3d99+q8tdOdAKqqupNkmioulEXxXK6jTmRMzWa8D5kXPB9hXx4bFgNXFjjwTpwy2AiaGB01nU7RlG2xA6z0vkCVi4vLO1v90uKqKuh1IR/3dmMuWKy8hvA1Xdyk5f/WjbH0CapuwYm7K3jv+/mIUmbwsdde4fTpebCa3WnP+uRlXUKIIawz7S/9AKCr4pbmNLT87bJvYUYhhK3MRmizaklfvsDrxuv+LQoKeZZ3cuquhr/V9YesjD65bLOFfBteLFw0VvdzWQW4cb6xBEcxGjEZjxGz/RoO59bpiL3/SDk8PLjxwHe3TMV0luesPJ2okfeOeV0TAsRvLmq1PMfVz7bPf9sYAak9mu9z+OijZIRGKGZHXXi9jhejRWQ3cWabNddISmPqOWua966ivcRGqja3eFdhpES5G9f3wKgcEVoU2+cfK16cclSGi7SjqLsJUtPY4SibDFhbQYXraUXduFvbM8zybRcjNHWzEMS7KwVdByEoeNEkvOnxbdTaWhtKEMgavWEHGFK/bci4iaqvjIHQNjVf/OMv4HSGmOfbn+E7ulqkd5FE0p+D9e3SImx5jenf83mFc8Lp2YeEJOeb57ZxD1WDz3XpDIe/3bb/6e+JOLvWbcWnXeYFgeisc1Es/24RL+n+i6OgGPKsxDnHbDYLz6wZZ917ViJrVJWrqyvuOxesp0sQ8gp3LbQDqg7BLoSmBRiWTbwZnPcYnzLKFyn9JljHeYIl3LCuittGES0e/kLJQG/IpOLe8YjpbAZLc3oeSt+Vfb+LPi3pUq+WhV/56dJcl5FURBiVI2o/J7euTyzfAZbHEREwJrqNFt9/W0hZF7cxKm67DE1TY8QsMLB1ktAiDBlVxBGjZFbYP8gp9/PegMciEVw39gI2Jkp/cHiw0Ym50jrsBvhhGGmSkp5k+eXvb8OB0njWLlcJ2TzGQhJzBCfQqqNxhvHocFd6smVeN89jp3GiUaS6hfticR6Ll7YcFbz44GUKeXBnE3836h33KuFmH9i+m665TndNRCuMuXhBdmM4yXIc/k9EuDifoRoSm0Ki9nrCtOhHVCB2uyAuymmLj+FM3Y8VQBCJ5nWFxXI6fZoR2icR53loaDO0H3UpTzrkkkOeqd2PvfY1VYpYrr0TYyJ37PuUhzF7yjZMlg1rUx+WG8bx3etIeQsSPwgKWziswZ6nhFLnlboJdTBnsxmqntb16UsmauoLjUikX58M5p/M8VVTU5Dj2pZQCsR31tjGu34eApkEY0XqyKaRXbUa8+qygrqp1roAjAjOecRYBKFpHCJRvzThOzSspa5azq5nvGAb6rrF+6ZbhvfaPWet6YxZ1qT0HyHgYUoTAq8SW8YFHBk2eFWgqcP4JuYbmrgPEAt+Re7inOP6+pqzszNsluFcEJvrekaWWYpYQt/7IL7io1QT/6zbUALDGMP06oosy7BGIbYGd40LLQUJ7ca9c6HKXsI9nxiEiRfOU7cN+wd7HO4fQguX5+c08znGpmJo4ZxtDPkL43ic92RPT0+jMcWEH7SeqlKm5zPyLMOr0tQ1RZF3/egAWh/KXXjnERfKQ7SE1sXGCCYm6J6eXTCe9EWfAERDGy0F6kgxxIf+csZYjO0JQNs0iDE44MnpM/Ky6Cpqe+c6a1fSg7ojlVgIShWxliaW8ygKSzWdcnF+SblXUlVVDGZOV6MODUBjsSDRUC+lbRusKTAmj29wXF5cMDt7ij8+YH45x7kmVBeREO+rquTSVwdLRgE6UUW7wzQi+HlD0ziuMWR5RlvXffVw11trvfHksSq6EwXvQtlKIdTWUcFfX0GzD8agrQ/Jw85BnuFMcAXZPA+Xu606gd/kGepbvAhiLKoVe5MQZypSR3qSfJzhvIOoKFgriMSwus6gNosEJ9SdFetiRExfcwgCATBiYppb0NvUW4xJ4nov3iWcLIuCvb29GAARJaa9SSBgJpF+DXmBMWfVSyj25V3fvcuYQJwmkz2U0ATWjLQztngNSRBi80iI+/n0Yn2oSrV/fBx91MrB/j4c9YEQ/b6tctns3v5B1OMiCyuF+TRjb6+M/QUUCCKA+kH2g/ZFdDRNSIk1XxRjg//w8PCwr74WX9qJOCgHXbpV/EbCokT6CybxUrWuZW9/v/clpYsdCzYlzqedI1U7Rpfeq6qUxQQhYzKZhIP0EsVP+nElTiqKHPG0GbBqTF6Sj8aMD/YZH0zCvKQ3pwskmWXAxcO4QxU1Hcss1sDZ29sPr5+M6dK6fUyIFqERofKOc2+ojedlMd3PyngGcjUlK6P1e2xAwtWwmtbQ6+dFedAtNc0//EqZ5i1X189Q/wp5NqYoLL0VPEo/edqr3u/Zo1rRcc6g+pxTFmUv4qb6n5GT53kWcztBNVUEkwVLuY3Sis3zLqBckWgtJkpk2p+paDSmQZhsKuSQCGH0dZsscHcjqVJIPKtkLTYhjo2ILymJR0CwOBwfPH5K7RUniuQ2CgahUFgvEXV6SFoemZQZ+L42jRFoWh8aqpis29wwUVYhsVzoXmpM5ESyFCe4xsycOFqU+4CBThYpY/idDy3FRfrIDCeIcWjraSycAk49j7AIDhGLB5xvCQX5PMYUON/iERAbDi4q1BoxsaNYIv2epX9H8N5Tljn3HhyRleEAh66HJHKGZ5Xun3GP+rs95N5BdEkcYWgObMXz+euWv1BDYYUHOZy7lum1cF9q/s17BSYGQYsI9fwq6tUG6f7HUkmLqBdJrzokciFRpG6bhsw46vPH3RolrTNeiEDDu4UzVFrSBYTAydo6BAZoXL+2AdFVLFPgQiBHOEHJ0DDfRBw6xA2kQpJkIdLtfcJBFFysrqbqOXPCl6qaT2UlJ5nHYND4nPM+putFAiPa1+GF7p3QG19gkZgqgauPTY547UuVxG0xxiwSKln0XWZDhAk1a5aqq0k/2DroLimLvxvGA6aSDSsseag+qWGOp8Kzr0EkTEiVIPVH7Mr7CIgzXGeWP7ya863G45zhl8aeT44KnNXQT9AItDlzp3x/NqeqPS/U19znwcL4W5bJ8tRFLK5Vzi5m7D9waDZA0OVnN4wjSx+smNUH310rfO1MOTNwkjv27+WUs4bJyHIkg7YGUdLYm+x170v/Lc5lQJ2H57A096LMAcHZUWBFC4tZXVP/b1n4d0K+Ii+6vwugxvKeer7dtjyuWtTmZMbwkoNPTizj4X7J4lydcx1CD5eTwEaxtlXhD5+0fMUVuLLmr97Pgp0g4naeZbT9S7pxkuSWJBpN3FFZe8740PFqPB6TCqIpq/sBq2edDa1JQ+f5Xa2dCWazaRTZNmQDqMeLpcXzharhsTf8XO55OQ+V1mTQ6mw5VlXxTK3h904r3jY5Uir75w478rTG8/ZVw+9+o+Ir3znl+7MR7WzEiIqz81P+018u+chybeNbQKhEp+RGGBcTjPOEtky779vyYVhr+4OOBrHEEd65cjxpDPfH8Cv7ho8iyMEYa3yg3lGfDaUbHS51XBrqA1vePfyst04HHS63GeU4GCi21eUZPr/2ParMqzlOCLVgRXjPK/9y1jI3GXt5TqaeS688dUpZwafKXn9P6kwSnkSiI36tDxDatkZNxhee1vzZmUHyireOLNaHVu5pbj4yi05teB7cj2PN5nPm1ZyDvX2c852tZAjr3EULkTXJQmhiNvVyTt2uZushZxAbhG3p6MPwdyBOaFD+ZOb44pngrPLxI+VFO6g+HX4d3z8gR2r42nTOu6Ygv57zi49KTl4SqDL+5z94xh99zVEWE7LxI/bVM9cZ6jN+9Mjy+n52J2IjIpDllKM96ut55ES3uYaDcQg6kvcejbGd6RIJYX/eVuX4KOMncs+bkwzjEsKYXuyNIpsCVVPdJMzcMLGAWybP0eKI6TzHsaEi9Q5rTE5wayyZD7P6wDn+5RxmJufB7JofOd7jvhX+9GnLl+c53ztu+MSooFRY8EJLuDzz+XzNJYyrllAj6cJ7/uxpy7Wd8MlRy0cmgcN3l3AYURP152Hgx4I4PDC6rAWFcjwiL8pQu3cH/OpE02UrTtIlbtP/extkNqVUrRlPhalVvnDt+Pw3lUsXzMuHY9AylmkciFTW2gVxdabwLReQ45fvlbxiha8+Vf7b3/6A6uKYo7FlNlNO/Cm/9OqIz71W8tp9Sz5+lWcffHindSlNqA6pBfk4Y7E5zi3G6Yhb0FWGnX5VBKMwF8dFliGu4a1JtBrb7Rc/L/IN32yGdZTaGmEv87SzM8Q/31Xs3CbGxCCRYEetvfKD92s+cZjzKw8njETx6jibtfgmh6lB9un06DRW8AOH7sPaZaIs7oSg1GL5p3j19Q4AACAASURBVF+94p3ZhGJ+yS/8XBHUGglNkFId1qqqqKqKe/fv33ptyzAajWhdS6OKWtMVcb5pb1Yia1KpwrUpKLeA/oKbTl9M4LwixjN1hs/Pav7sw5zLpsH6jNHllIfjQ2x3ByU+40PYkBAtV3BFy0WeMWoMo0z5jW/M+PIHlvnsBFPNGWcV//7PT/j0Wy8wLoIPynkF13bdeuB2MZj9Ag3azjm7fMLoOsdriyW1R7uF5DDcr6XPRTwey4eV4wfvtpgHI/7ZrOXYKYet45WjjFdNwThaAFU1ZK2LwXrDkvzQvec2c8uLHPJA6c0OvQO37aH3sVmPCeT+UZHxyw89D8YZIzwe4b3W8G0Hejbn48cFBdIHYbFILJpBZE2K+Aoipqf2wv/yR8/4jS9UjI9a/vqrGQ9z2/W0CDHowbJalmVUe8JuLa9hfa3V9Juhgu25vr6gbmah8LLTJFUHWBpiwaG/wA3j38vRaMFidxtYFmN7a1ePEgJ8szZ84WzO43mBrVqeXluuP6z5m68ro2w4yfCnNcHYo74P8i3IyGr4wbThH3/YcvlhDm3Npx/Cr/7KiB974YDSSmweEg7fiMcTXCHr5rzrZTQYyAx5mTO/uMK1LjZYXnNAS+9ZB4qS5/mCOqDq8aJcGSiPC1qnnJ0pV5VBTjLebYWvmoqfsjmv2+iL1ETpzU7GtnWwSCDAk3N47/jGPMJlcW441pArRosbhSo/dZDjw/Fw3Qq/dVFRZiPe2m9442g4zmCv0jkNzquzb4jn3Bn+j6+e85tfNjw6vMd10/BgUmFlrzP4DOdVVVVMFE+1fVfXtar/rp6ziHB8fIx6H9Kg0IAna9SyZViToa+cn51xeHR0K8QcPr/wgiwYErxqZ5j5SuP50oXj8Tm8Us743Ctj/uU//5BLt499PfTiW15oQtThfPaN4+TC8/X3WowaslHL/r0RP/qw5uP3C8Zq8NahA+2mJw+DuFEZWMVus15rMVnO0d5BbNyTApCVXYZZRti6rhFjOEjGQQmzfKDCyzQ013Afy+uvKOfG826lTIuc33ee0Uh5pEECUdUYtxoW3LsSbi8611XN9PSK670z1LVgiq2/XxcoPUTepm2HGgfehjW2XvnC1ZQPrnLu13N+/s2CfK0YHK0Nqpg84xLPyIRuWGeN8rXLlm94zzvnhrYV9g8916fKq8e9bzrpq2laZVmubby0bMRcv97B3z2MygnGZCGEUodW0+2wtnV3WZZrqdq6Sd4E6hTfKmTCk9ryz8+v+cCWlMCPZZ6/8tKIZxcNhRmRt5e88cLB8gjxfb4P8o1UyzhLttdiZ4J1nr1jpc3hmzrm9P0rfvWFCa96ixuKFULoFmtXM9jXiaeb1hmaB3gm+yO0KAit0pW+WND2PVvdU2U0HkNCEgPJUfNKmfO3H1oyDBn9wX5KHZ+feb4y83zDZjwoTfQlxkReT1cmULdw6G1nmVnDwV6Bgdj8dDdYFruTgz2PuDV0ezmUb3rhbTOmtA2//GLBCSw0E+1Zu0e9R73yvQvld6SmlAyXtzypDa3PyRvHZ19vyZ8o3z2rKTB87KWDoNPHkLRA7HuDTdu2i7dqy3qWvolrBIfHliNaZ7toI4wMbuLmM1gr9HvtJ3lXmDcNIp4vzVs+P7U08xGH1ZSffJjzE6+PKNTxm9++wokhdzUfPWQtCQnRM4tRGx965QMyXntQ8WuvF0yylu9N4Q/PL7i+f8D/+6zm105K7q2pqdq2zZ3WpSpQK9NnV+yN92O7tptFt/Ds+r11bRvF6NXvRj4FIPe+vNLBpwvDt889X28cnzKGgzx1v1rMvkCeTxduW8f0uuLFlw7wTrG3tNX0KkoISby6uuptBiKgng8c/OElXNbwUxPHx/bz2NOS1b2IYqURoTIV9WjEB489rR8x8hc8Mlf89GtHvDKZIO9PeW9mkNozKcxCu+4hLAYjPD+IUc7Pn4VQvzW65jbIVmXfEJY2zE543mh7VWWvKMDAVA0jB29Kzc98dMI9a0NMple++LajLMa8fDji+KDsxIYFsUYgQ1AJcZJqDV9rPD/45pxfue94YT+ErX0qd7x+NOGPZw1/rsofXsz428cFHQZFHcpscIitE62G0Oskwbk72htzeXGJb9tgJdumB27ZRw/Bwjaonqfa4pOxK0V7DZ+xwkiV/SLjnWpOk2V467FiEMm6iKHw3O7cvpsQ4J1n1tbM2hpZ4xO7aa1dqBkgVhiVZQyVDJFDV6L8ZdPQNIYf1ZqfP9pHgxcUxdG0ghElExNC21JJH2N4YzzhjaKleqBMRNmfHHJYQm4CMXr/Yk5pDikmz8jsOFpKV6sTpr4X61LjNu3XyjELiDNI2zCyYFKg+g1K+lqrafri8uKS8XiMzZ/Ha5QmKjGqwZFh+XSZ8REcjyYFI22j6KXMPXz/wzmu2OOtkwqT2e4SLo8X6qcEjlh55fFVy/Gh8MnXJ53PRiXnEMdr4vhiLTxuwJ1k3UKNmBiwfkfyh+JxXF5dBP2uqsjL9frTpsu5LtLI66Auj7fxPQ3W5KuHr563G8MpLSdiGVnFQojLbWOWxOCZ2+uIIaZyVBqauoo34HYjDFPIjJiQwRDn4UX4buV4KgWvjZWfG++Ra2jeKgrGezID89rz3twxa4SzquWtk5LjTBiL56VJju6ZPpaUcFsVZe4NYJnkLVmeLdgFhuBjc9I+S+cWO9RJOYE4NE2zlPq023grVdyMMTES5q6ImkBxCAeZcphZUI/GpFVRePvZHC8F1go/87GjQXTDUvclhbwouowID5xfOnIjFNEYJFGkVgNnjaEwgpdweYcbYrMsZlhsLiacYNFHtTgfYwxWhKOTfYoNlzAsZweJQjUQvraPamoE/off/wGfe+sRP/XIU0TG6FXwAt9v4bffrzjLLJ8bm2htDoHJw45Xy0aHdZEvq9wyLNKrA20Q70O3YLmdQWv4PkVjewIPanAIb88cTzPLpK45z0oucsP7F3O+9OenvFcb3jszuDOYzWZYtUyN8mNHl/yXf/8TmDJDJZkMpCfgGlSHp8/OmTZ7PNwXcIps4CtD8Xkb9OFua840vndvf58UGZUkgd71snnsbC3yZRa5QczqJ7YeeodwETrKKn24TxJbEL71g4r9+8fMTitmWRHDtXqT9MJ4mUViipIRQ/vUcZkL12ooY9jSTODLZw1frizzacXPHmQhDCyeQl9E6TYFlFcvoonm88zAOHbHfa7QmjQeMaxs0MUYPKc/gP/x7TkP9i75kVf2KQ8yrr3nzfslb1vhzAmv25ZPH5TkajpHtV2jFw8tw5stgenB6E+WnNaVtBrct7sKp+vEYGFA2IL9jgeZ4euXnq9cZnxl4igK5dl3K775JyUHDywfPPNYwHDIPZnzY+U5//qPPAoO+7oKkUQDTtb150A5Hk14t1EMIRVKvF/on5kg+c5vJjCJKK8nrAKIyXERv8K87AAnOlvxyrMbZc/n1QvXjaNDW/ESzGctzkE2GfHf/5Pv8OZ/9BFeOh6v/X3XmFIMucBrL2R8vcr4rffnvH5omfmWp175zjNLua985iTjMyfZwgVZF6Y0dF8MYatz2ihiMw6PHnB5cfVcYtsQVEPPkWHN0kw9/87PnfCP/q+nzOoX+PzU0+J5dtryK79syY4MPz5SfuH+mHs2ukw0BLlla9SK5znTPM8YjTKsTW6l5wORpC31m2RQPjXJmc4bvnh1hmmP8PNL7mN5vz1j73Kfv/Vizec+kvHK6xPK4pjJ/jGZMWjbot5tvBdGlPsHluLCcTofU3lHmeVry45lNujWd6CjhKsfgk68D66220AWYoMXHaN1XS8gpgz+P4GiHWdJ+Jp8X0AoDiMhgRij0WrXdo7YQBWVfdtyeTolG2ccWUO5JFItizVeiI55+MyDgne+es7380O+ferYKzOyPeGknPLxfMTPHxZYacFncfp9WUFUSHHRoat4cKDrUgPK8IO+cB/QpSp5aqpmyujgABONQV3wggZFXWXRDxXWn/4drJmJQxXRtK8pvFAsn3h1xH/+b7/Eb3/hMX/5Qcv5ZU7eXPHZ/Y/y8pHjzb0xYkLPecV36UDOazCKxHQqkeDKcBrcBaLJGTDYa+gkBYljmVzYPxkHX6y4kIMnAilleYMtwqtnWd9SoG7qHn8wjAz84oOMnzx8wPmFUtoTDsdK+Zk9bB4jYCQksWUYUI9vBRVPUYw6IuviGXXcUTyfemvM7339nB+Ue/zu18756588pvVZdF/05+kEvJEoTcRPZYj/UaeNTkGlS6NkwTEkilENtZUijqn01RiCWBut/ukexHlkXUypiVY7hXFZYkUQQrLmQg3/tLcuHVifjT10l6SkzrKYoN50Ca7qNWR/S6Dcf/XTL3L67Ae0s5a/82sf5Whkg3gR8dm7QPWMMUzKUbpPiAovjpS/9+NHfO1ixkWTM/aeV23Oi68ccEAbOwznqChOA2HwJkTnjA/3iD8I35HOtM/wiHm44UJpzyG9ClIrrvZo01LNZszaOqTsaBC5JdY7CUxkMTE4iC1h8BQx6r2nqWuc94GaRoQSVV7aU/69v3af2iht1VLmR2RS4dXg6vmCny4YI0N9zen1NCTOmt4KbbTFOddl1gt9Yd1AMAyubVGxZHlB6xp0HkIDZ9dzsixEOLVtjUjoEYmamEmfTK0auEzraCXgUFEG/b4sSy6enXZ5ja1zYa+c51EekojdecMszTdWP2/rJoTbieCN0LYtV+eXXJRjIpXvLrzzHtc6Xhvn/NJrV/zBn31I9fRFLp497d7bNC4hNrPZFU3bkrmW5F4UEyoGagwHURTfRJWodUgWpRZjyKO469VxdnZGOR7T1g0X5+dYH/ZXfRjFq499O0wfdCGQXV9fY0S70gFt2+LqhovTZ4wnI4y1+KZBxOBcS5ZleO+Z19UgeTXqHTaFkkFuM5qmobp+yrMnLfmoxMd+E6rxsPIMRfh7v7iHbyvq+fepLg+ZMnSdxA02hmY6Z3pxFeqY+GCFO/Cen8oVHQeHrJnOaE8rLkcjrIT4Q9e6zkcnxqDOM784p4pVyNvGxY30qDQIKdY21EbpaJCG6gNt01CUOW1TQybM53PcvGJWhYh771u8r2IJjLwzPGkkRMSQOwDfBClBBaazGT5eRGtCGlgYLxK9PKNE8JWjllDCwdpQriQkNhtMHvyQScz13gfuZ8JF85qBWLw3iAln2VXr00Rps6j/Wq6vLjm9vuLNj7xFORolTRZjyrAEL5iYqtbV30EQG5u3xpzBUO5EcW3L5MGDThIwUeoIvs64T6YvJaKaEq4j8fYeo2FPfFVzdHAUxlrqPakC3jX8+t885D/4GyBW8CpkXQkN38UbX1/nNG3LwcEhxubxvF1nsDIJZyOBTWcZ8DMacAAR5ZWXX+aLv/95xIRwN5ekOglJxwtVLgaQ7R1MFsTQUqFuGw6OjsjLkMTJuH8gxUKON+gbQzFsLMJs1nL/4YuhDMFA7Nukf22y4nnv8XXD/vHh2ud2Be894hUvyuhwdaxtvrahQ9x7j2sbRqMDmuYZo/GYcjRet8cbYbhW79toNLDsHxysjHNTpFMC5xQrkMkZewf7XUL2uiri2yDp41mRU89byEbYPMfe4GtbgayXMGzkcImzBVgMNexEoRWIFyhayD1K45sQp2psP4yxyRYYauMYg0mGw4WRzaD6Q05V1RwdlwMx2/Qq18DYokmdSB/FehmBkwqaZZRHh0wbh1PF2kR0I8PaUB0xGyIWBD2irqqoV+wWHbBslevmqEpVzfFeseZ2Zu9lUFXqulkxvz/POD5lctwShshsVGidgM2YTA7oigrdQt1fiLRREyqR0W4cZ1vMYz9HWTi7JLLeFtLcRuMJx/dPuDh7irYKt8+u6sbz6ezuZhXpxhuqC8vzDn+YjYR9CAkn7jKxpHg0Vc3V1VVX2U9ZH82zDFmayPBCpv+2wToT+Dpu4jvxSjF2+2ZsGif+gKap73wRe9V7PafblWM02oJx+HqKOl2oHvA881OCOF+76k5rTM+6rtXB7Thhgk4f9p7qugIXxsx27UW9ZX7hL/Ey7fxcsiZrdwmbJvQiDAaR3kCxy9YtRm1JcIux/hr2ezc8l0TcemIqApPDPUSUg4NxF7TS49rAiMLimWRhHv3rU6jPJhZ6GwQRkeCEjzrQtvGWKdfye7qWZbeEVWJhQPzQ1nVrpBcRrOQ44xmNRxSSx8pj6y/Qugu+bEkVE5KoW13vUdpVOjHRRrfNN3abUDdrBSlqsnJ/YzTS8hmu+z7tzfXVVfiMZDB8DqIVjV3aXebNnGynPbOmy08cWnp3IcyJKEQLInsHexweHYRSiitzWryIw/mt3Db1urbOxl0gcNftG7IsIq8b4+rq6ofi3zTREDJ8dz/P3UDVYYzl8PAk+AD97VvGpTWLxFKA0Wp9F+gM7neSGnrITMah7DOyxcKePQ+oV8pk+eb2XPpfFYR6t5vbxQ3PaTsIV9dXXF5e8fTJaWeV3QZJnVsbaxoUcu1Ey3Wc6OZNXJbdb/j1DfqMQTBlsVMdkCGszjPpsWaBg90accXgfcuFu+B6ek7btF0vyJvmso7SqvdIZtGmvtMl8hIMB23T9hbEJU698u4tZ9l6hxsVtHWbStn2KseOPVCG7hVjpK+Di5I8mTepJsvfBzxxxKC/G+ewaV4QijJX6jjaVVLQhR8BdNbfet6SGSGzjlVU3jzPbOWAJDhdk3/xecTBAGHcJhZD8l6xW3RE2H4Zkg9qE8e4STzqfxdV8g0i265iW/ClNTz+7illPuoswrtc7GH0TP+nCeUi14iw2/69Mi+C/7coyy7get0YN72n0zWd5+r6iswYxPSI1DXMuQUks38QSbv/2zqvTfMTEfLo/rpJZB6+f92/g8/YB4+93c1WMBQyo+YKwN5+KByF5tH1smWMwfzWckRjbF9Ids33u4JqcOxuk7duMvYk8N6FS/1DELmEQbjclvls+j65G6yxHExGXEzPCUEM0BsT1q9rE8KDriRkL89nJwt2MgT4wLWWM8930RnTZ6qhLInNDJmRLppqk5i2i5EprHQ1y2EXArZMbJOlM3RdupmLrhsLYqexNDluh+ODt4GCJ/h2Z7MqEv3dMjpWmKcxhjzPdkL43cSSoJYvxyneWvzS9TrcMlIM5fl1/8WYs8WS9zsaQhKiqYYOQmIMFIbxaHxjYaUkTm3WN4R5VTGdTnc6uBteRmqWM7w4zyfyCkYKRMcsazLr9j69c3VKQgg08M81j03PhACl3aSGzfugaOvuqp6jQJHvYU2Oxgimm6CzEawbra7rTva9KwzFsDtBZ8i527xUiaUW7qZXSBsQ6/DeIa1bbWu9C6RDSDpXnmWhROCdUaKf6y5i1jYwYtBWaasp6G79CDeed7RM/rBwq23bwHXuOF5ZluRF8bwuxAiCMfDsyQVFsbdSX+kmWEvGk8sBtosb2zcgIOawzskuztWNIFAY+1wu14V5iovccLPxYuMUBmZ4zQXrhAk51uc0TcvkeZaVRDLT9568yz5pjPL44VgkQ0xkPoJstB96oaT3rBk/GWS2GoM0qGKygxi7zeWjqpTlGCS0a9v23PCztSK1V9oUHbNlSsO70HsW458Syy56x/X1JdZmbKh6snZea3TEEHy8LAYOkXA4wDYQYcFyd9sIj2Wxx6455NtCkJBu1kMSbDVqtB7jlPlsfqMfdNs70t4656iqajGr/bZ7FrWwYkBMd9ULF9cauLVrXax/0xt+Nu3JjfqhSOwwdjcJSaJ0lIqJBX/i84/nnOuMiuvOfwXn1r1LQ+nEhy88op7NY1BMCGLZZWqrHLFT0m+mMruASdn4O1gjtxpuCB12NlkCdwWN1HgXo8zW773HFYLuF4xGZWckWff8bcRDa+3zFTzu3wywYIHd5jZZN+fetRDF+HnD/OIaWofmdyOEPjZB3fXmrCP86fyzLMSV3hT+upUbRmIXMl5Wn9k0h/XvcUyrObnNaZomnOH2qXWwsgQhlDNnw+SHFOI2iPJcpu4lkeYmk/suEBqXOEQWHfrbEH/9dx7rLfPLCpUGa++uuw4v4HNzjbhPfk30xlrqfsNgxgjX0xlq+goLKwawFRCIjUmH7wftekjuAtuszUAsgZg6Cj8fDKWRm+a1XbIIzKvIJ7RiQ7U6sZ1b4yZYFU15fm6zDX4YY96mruY2MJnFZtujl2+er9C6hqZqyI3Biexsqv5XDWnua1vh7fDckNBmWc69e/dw4hfq4DzPnPrIoR/OHlkb8y93eDewMTjFGBPdPHeYVyKAWuH9jPGkwPt25z3rgr77SQcWuyncKy0q9Rq4CaqqurUNcKj03+RnvJVOl57BDPNIbxTX1oomsVV0VlikLLp+9JvG2PTvBYo6sKKmP4fi5fJ+B76XIjti0DnhDK2xXQLw8j6kcVWDM1yiqJjG6n2lHi+ey7Zh7/AYp3Q96JM7yse8UCRJnLoww7RUEcX7Fk1V6jQlJIeiT0Sf5bDPRDirvkDyMofUmFonItECxKJa1UlRGpu2shJtlN5hCGN4icRCBj5T7U6oPytSXVwBjVfYKKNRRlFmXFxdh91M5+fDb0NMcspJ7PdqpQmNCIzG4z5ZlEVKuU7f2EZ1QzTM7Wydm8YL1EVurZivjKdQ5MXWeQ9hSJQWkAHD1cU1WrWY9madcxcrYWq+ufy+dWJlQqAVJqNgt4SfhbNLY0u0C8SLZNL+BgT2Tcuegr8+wzUNxSgkp6oPBZWN8ai2pB71MNAvNRH2VOI+FaJYrE4QJxWrq/Qt1CMmA6mVUY/E6oNxRCRcBCcag1AGlzCWRQkGE+3WFF8HMVPDWEWsIjY8I0bAh7HUKy5OMUjVYS2OnlhovIiiUFUNIpZxOcZIKObVLzNUOhCxYb/CDgOQLfusEoUIj/UUafH4o7lWQ9EX0/1+oIPHR8rxKJ5GzwkW5ObusJaRZUBh47MhrCrUZxkeeUCoWAR/jbW3n1DIkE7VQdzA6gYpg37R79lfDrpDVzQ07VRonaOqa9q2pZ7PBlSw16GS7peoc8jLS7sm2MziWherDgjz6ayLYkk9IkVgHi2qRZ7TeMeVC1n0uVHK+LvGtbRNiwBXFxexe6125TCMhDZkWR5CsFzb0nrFZhmZtfhYztFaAVHm13PUZVzOzphNZ9SzabxLoYyEjxfMOY+RML6xttsbY8MVMkbIMoOqcH56hcazsqkUpoQWcE3TRMIiIak2lthPrcRVY9A+yvXlJZdnZ1gx+FiRwEmIj02XFVXKIg8Rqd6T6g91lRCspZ1XXJ+dY73Hi2E+n4USIyLBnhDxxWY5rQsdrawJgf7GZGjq+pSPuLq6osgLqumU64srtG0w1tDUNcYOObSJFukCELLH732AzfqmnSLCs7NzZlXF3t4+IqmwLzgNXZRGNsMT+qv7SA6steA09PeTUDbDe8fjJ0/IMksuhmk9i6jn+75xWYZr2xDmZ5M4lZDPIBLqtxhjua7mlOfnuFQN29e0TR03LQtlMZwnz0JlAeddROSA+MYYfOyhcXl5yWQyCcMML13ddMiTZVkon+HdIEJfoyPZYqxlNMpx1RhtHU0164gTGoxexlqauiHPM7xr4rwgz4tYtVyxlPimBe8xHojRJwsN7dSTR4rs1fG2ev5i2vCSzfnMniWLF9EYS1larupQJLrI7EA3AzEhXK3z9xUZqVCLEQNlz0lVFeMLGq3I90eUo4y9IvU37Pcs8JteOpJAtYAslMcciHTlSDg6KlkFicS37ImhhD73aLB0iwllQTAWr8qsqtiPVRaGemCHy6mWTEp6HxiXhhJKlVeUXjh88GhFcFNNc0vEfglU6MVnx72TE04vzwN+HYbUsV0Er+zhgwfd8N3EqorjoyNG5SiKLYHbJPauAq4TLEIJBFXt2kwHLhmgmk452NvDZIZ9CYjvMB1Xs+mgpD9eieMmrhvMwIbLy0uOjo4WFqakKllRpBscvJJEovB82livnlldsX8U650sy3UkPS3tSxCXNHLdgoAYisdmBucdzgqTo3sdwpuuZIMyjqV9NNV3jVJA0K/CPLNRiUynOJTR4V4nPSSO6BUKwOP5euv5nXOHHe/xMG/IxiX5AhcHnc6wozEmRXjEr9UrVkYLclBSV7zGmM1OTVKMWqZNE6o2iEGzvTivJamGsPVp3J6AaCeeIkrjBbKSdU74JIl2nEMVrKFWT0kiNNpdzFBV2y8YpbqgiMEkhkEG63yeyYATJPXFWxNoSnq+v8Qr0El1yuHhIffu379VplCmmelSOIjKrIkLcSaIhkJSxlNsfyhq3lmKjHQG6446JuQzGdgMJ6Zr0hKiKtIFCpN3gI3U1UURx6lgJZTtU+9j6B19RbjukEE0tGTuyviZON+0Fz1mIApN3XSdkob3MG36OkOUidXlVKFVh6hQ1zCt6tDgREMb6CCGuk70xKdXeLJIZvBdQcK4D0rdtl2DS2NkqCJh1KFkfAj88aXi2pwfzxt+ejwmF794sYxhNp8zmexR5iHPrlMfEnEZLiyWvrSdbpgIDWQZ2JHgzyziZOE33Y4mWqokjbV7g4rvvlcPooI6h1h6JTIcZnhiYH32At9olG81LZ8tDC9YG/s/RiKLw2ahbm0rkEViqWIjk1daES5VOcJEzF0F9T469NdfnD4JOa5MFtW1pHkaCVKUoEwm+/RVBdZf4CExyLo+9dKzayMSqp4RLlb3QPwj1exKN2lh+v3t6uR+vI/y/uIP/QDhrYf3cdTO8UqWY5yA0YWLlGXZQAdLEI4l1Dv1uMhJSyd424bOiAJoNuAyskCtlo0jyzpiWstw2VYtbdPi2gbftmQqoCmmSdaeaap2pms3LRhYwq2RgZIcfuFUmWvDP38MZ5nhEyPHzx+W5BFpF406nrIsQBSn0bqdiOA6pFj2iCfc0WBYuHd8wvziQ7xv+/WtzJ4N3w0toMqoKFmo85A2xQAAIABJREFUfDb4fTjbKOrh+OZM+c0PKy59xusvNDwag8UGA0har/dgBKtw4Q2tsdzzofuwiPK9xvO1uuFzRc6jDWl4y9bq4ecr5z/4rptz/EvSxdUr0+l1kIp2zJVccV8kHeh5Cg6tA5+sUGsgWe9Aeafx/J9vz/B7Y/7e/YqXi3Ihl2udNDD8/NK1fLWBb50rrWv4zMMRzgnN6YzPPppQCL3hJFLLoWvg1n5O8dgM7t874ursGaJ98SEdks+FuW5YxABa13acYshblIwvXLU8M4b89JzPvH5IXteYLOskkuF7Qo8J7Tr0bnMDLc9vQY8CLj58xuz6GSqODUvbDUSYzWdb8wfT+bzjhN/6sOWKEbZVHmYljmbAcaGq5iiK8Zb38PzO5ZyjUvhrYyHXDPB8MFXedTk/bhSfycaKOzdFei1+vrKsMHcXskvms5rp7DISid3wa8V9AX2u3p0iPCIkcXIo7mmqgu2V2ijfrlv+p9+vOH3S8uaPjmlOQnsrZyzZgJO2iUvHObXqMGq4Us8//f6Uq719nIV3/qjl6y9UFFZpvie8+KsNbxyPBjtHl/j83OvzFu88lWuZ1i2V25yZsCzKLH8X9iQZvbKl78Llfs83fBOhwPGvvbzPfauQFQjSlQtMYMQE3VuJ/rXd1zj0r8VZcPzgHu++/wOq6xkcprG2E5V1vlchxAsnrrm494pokFTeblt+6wKeXIITx73plKM3D8li/5L01NhYBOVclN8+q3lGzoOmhkmO8UKL8Hbt2R85HhTZxr4dSsL1XXdpOItoN1FF1WFFOdgfMxrvoz7WMx+0Y98EqzVrVBlPJnfIzF96gbHdRPs1WPANU5Q/fNzyz95p+PpXKs5OLV/7zlnQJYwscGWRQCCGx58h1OL5wrzl8mgPczXnY5njMy83jE9zqsc5dSs0VT0YR6IF9W4EJhkh2rZd2Oy7jclCepZRwIXMgD950nL2RPlI4fhoaRAyZIPUsyQ0hc92IKoivTW1546GVoX9oweMxsfPvbSE6M7FblArYFA8T1X4rdOaZ43FOot4w4PcdwR5QXrLJgjCN+qWU1vw0MBnJ2NGamOZfksthlkt+C0BqcnfuIPAsm2FGJPjfZDyri4vO1xbnvc6WI01lRBxn/rFbftvF/C+watBoskZ5/Cu5geN4Te+OeN3vq+MZzmffnXOxGQ8+VrN1dMLWKJQqqzkeDkvfNDAn18o7ZnyV04sf/Uw49d+Yp/X9q8oMmXeNLQqURSlm/suzvVt6wxU1LC3t0+R5diYorULLKsCGvWKYHnur5AXQY3yoWs5rS32ouFjVsgMIA0eh/c1y7GWPhk+1rxn+f2bIepxqjTVjOvzS6p5RW+a2L6udd+5LsSs96mq+q5J6yUtv3/d8rQZcX9ecflsxsUPWg4nJUZW19JKw5kYvjEXytbxk4XnJPOdHWHqG2aV8vSDBtduPksxgpXeBfO8oAp4w/XlFXVThTYWspvUtRJrOnTm9y+4nQ61YBrOMwwer8qlV4wz/OWl8gfvNNS+4D41P3tPmR884B/95pxXTwpePTkMfsWFedHpPZ1oY5T3zirwOa8eCJ84LLBGyPH8xI/v8c0v1pgi5+mloX2k0Uq5vRbrcM3bwKC0sc7JqCiDI3yhr2SicavvWg5fA7p+CKuxicJ3zi31yPOxB/BwZPmz9+f8P18/5Xru+A9/5UXeGPfumQSudajrmnfcCnruKXiF4/0Tiuy7iK1uFN82RVuJSCQ2PqomfZl+8aEN+7+4Vt69MLwmDb/8Us4ffP4xj5/kHH/8MBgFl8XdpuW9ac3pVHjj0PDGOA+O/xSMMBf+xT99D4zDvPlqZyxbBmujH/bGfYrmyzWGtijOMLl3wv79I8oyJ6kVm/ZjCGvSoEJ9GLOFld8GjLF4PF+9MvzOWYt/UtGeFMxtwcOrK/7up8bcHxv+8e+eYWXCq5NnHE1OMEtxhwBFUeBVuwvqRblyFhrlhTFkKoh6vlUp/99XpoyLA5oD5ftPKtq3guPFrLkEzwMCGA9t3fL06ROatrnRkLHNfA2B0NQxfUY1uFkqY3jsa9RYfuxByf/9pXP+19+Zc3Byjw9On/DxT1bwaJ+3isX35GWJyWxwjt+lPKYIToRifESWj2/+/daxomjaIa+AF76vyu9deb77tnCvvOZX35jAvGX6NPTmuFeul8GtWK694fyZQ/KM/MBHF1uY94fn17SN4/i+wWZsLHLtYsfgW1OsxaWBEZrpDD9vqKrqVs8vXMQOAWLY0fDz28ACpVeo1fMX10JrM7IXC47OKz47mfEzP7JHkRta5/jjr58ipuQnXt3DmjU6jUTDDz2HFi/BxzUX3qnhXqN83wlfewazcow7cxQYvn3RUjlHJoKPMYkpOmcTt18b6D1cownRQ3VVhZ71GnSD1GNkmGa16c4viNnqMZmlyPM+S0CUK+d4t1JyVzEH/snnr7n36AHV+VN+4Y2MyfEeX249hxYeiuKxWBGca1AdRZ2PW+NYEnfVe87Pn9HOZxh6sT4Rs2XdeJMu2ovFvptKrcq3nPKnlzXnc/iIVPztN/Y4MMJXL2pqsZwUNfcm0PtUBmMaZd9mjHLDN561XFnHozzn3ffnPH3/im98b86DF17h8Ycf8r/9yQX/4KdP1p8D0iUZ3xYWxH11TPYynLZMJpOtktcyXi1U+l7QXTYEOq8s4iazbFZgjeG1A6W6aPh4afnkxwr2M4N4i5OG0yk8u95D8zN+4iMbNise8ND/Z1R5wxq+fDnj8cGI353BzIUuSW/uO4os448fOy4v4OJC2T+OnYO97lTYZ/je5f2BgBYvvvQi7777LiYbZl8ka+ci3FT+Phg5e8LggKpVbJvx0XuG3/vTM3T0gHL+Af/133+ZF4+U71Lx29c5X1Hlr0xc8GfGBiqywVq3zYq7ugHK/fsnXDx5QtMsEsJ1HH6bCOY7bhievXSOP6qhNfCTBxmffSH4fK3CO+9cU4zHHPqWo4MYr7xMTbzn1VJ4q5zzvUr5kAl/8U7DX34RqvqQshrx4qRh7/Ahf/m1d5l/7oi9NQ4Ma010xD8/CAKScXV1Tp4bDg4ObvX8uraytE3zXBRi3eFeTWcct8f89CjnZyYlmSh4h/chch+nfOk7p5j9PfbslFcflKwj36p9Lc1OjzWGV8eev/XGHl+6ajn94IIXyfjYg4JPvlry/oXyp+9e07SWZ1cNL3UuDKUodu+msuxvTE5zI0LrPLbIcHj6oifrkXw5i2PZtJ9QrdMlvZIZoTzxiG1472nG/OIpv/537/HonqeVgrEUjDOovMOQ08c9Rr1aU1bCalrVLpKOAM/OTql8OwiEHnL77cWLF8aSmFMafz4ywpuqPLSGj+8rKjl4j6flLz4MrdhfvR+DQoIpnWTgERHseMQ+Lf/GR/b5oKr53mXNM6uU2ZT3ZjM+8AVaT7isr/lPfvaYUYwJWz2XGJ45gGWD2tC9sbBGTbukeFrm0xrfep4+fda1cFvep3V7v7ZURl4UCzVPngfSs6PSYjILYmL7cgEbWpkE35nhC99oGeUlnzo0TMYMddwFaNsQ2ZHGDhEylo9PPK+NFL13SC5CbgPSHY5hX1qyRwecNRUpjD5lC6yb7/K/lw+k+86HAPLzyzPmsynEzsnrtuz/L+7NfuVJsvu+z4mIzFru9tt67xlOz5AzIw53kyNxFYaiZEmUTQiirAdDsgjBj/KL3wzbT/4D7AfDkP1gCQb8YMOQRRiCRdMYUbBMyxA3kSPSw+FwSE73THf/trtVVS4Rxw8RkZlVlVW37r0/QNG4v9u3KjPyRGTEibN+z5hYsrVgNdYNkgGjEQOFCsdGaSj597+o/NznK773U0c441ig/MGyoixKXuvuNXGcBrQrdd7TcehJ2EeOCLSGy/MFbbsePH2b/vLiWyXdyRjDXIUfP+nn2YigRvBe+dbCMBXD5z4RT/jUS/cjIvjlKtaERHlnVvDOrMC/4fnZ73wNEwx/758+4ysf1uBhfuYQsSN9xbn3OXZxxzro3+Gm1Vg61qskdQnZqoU4xrCGov2oFj8MEr5vsyklZjwAVll55ekFzG3BJ19vELWjz85W01HmoMJUS2YiFKbn/GVhODlyhCbgfYKg1x0b4YAWklKfa3mIgWnpcBoLjh7adrlG2pTC1I/fcITloRWWDTx4veQLn30NbwzvE/hXjecDSh5p4LsmKVcjHqlrzGpTV7kVxKURHjw64eRoiinXEfluM4eqMfxrGKCdN3JXTh1AoGo8i0po1HNSlOxyDMmYpdMDRgmu5TOPJqx8RaGGtg176d1Xn2XMyr09QLBBWNYVy2q/fWHYb25u29wc036C37ZU3WT1G7s26CDDejMOUYSLVcvHV0smx6eczEsUGYUpV9UYa6oj0yV0EkfmMqqKC55HpyUffzvQNIoQIlfUddF0KD7s0+NytnsUj5XWB6q2pqKOsZwpS5zkkzpUZMvfF66IolvizBqU0gjHavm6b/lXNZxZ5Vs+8OF1w/G8wL+85guvTTk2RINRyt8UNdEPmfvK72OwCXtReySqpHNmwvXVFT4o9bJBz+4GpSIi6djQNfViS69UqBSqxRJmU65UYjXrteCOeH2Gtxje7hLko4ry6FGgCopqw0UlKVdg3AJbmvEDAMalop6YAU3BUFrDvITF+SU5DWJI8+YYchs9EYvC3egvGmtjynqbS1PrOjBS9lNNVAm1oKsrPvX6HPUBYTu7XFLN8dFnDv+T9RccCsv8yHI0L7HGdouhbfswvruMk9gNVRVoW5K5Oj175NqxeRp+l/8/hrjl0ywuqHcdlBr4WmP57ZXw/nXFxFo+aT1/5Y0THk4Hp2FHQB+ZNGSAmyJ3b7SSrZ/832w6ZbVaxdP6ji1LWZPJ9MY5D97TXilMDF/+zZpaq62NKyIULpZzWJvPgU3npASpVogxNG0uADtCmxGcdesCp2yvpW4cG3RExhu7n85PKY6PeePtN0fWO2t9DJuDIfOLERm2KFDpsg9TfgPdqdbnAKYx664hQlkWHQcclCDprj+ZO37mCxZTK596/Rh1OeKCteuk+yfG9DViuKiVRyWp7ySra4gQCgrfbFs+sjWThwUPH04jmI+UKJHZxAds6mrDp4793+D0FJhNZjiZYCUXhk4SQA900o14bSxbRp14oStisHL+XlV4x8GX5oavvFjy8HTCo6LgtcJy5gwiilEzGMdgoaQk7WFbcz2IiVn5HanpRUrWezQZfKCclF3pufUZy+82zmXnAuseyNr6KHLFrDTEbkUMbng4KfjTn1K+8tE5X/o+w8ROCXi6zIwQdWAxfXHY3Nkwp/X1sxnHxRXPa+HiMvowrQkdPaqxlHgUjSMSgEqcyy10ikRfCNqNT/M8J8qDwuVySWMcUsQ6Jk1VURQ2Qm4kEbzXrVO2kxFc6BR6SflkAioRaj19p91OjGkxsSRxl06cIEi6MzpBEsSXY61QNzWlsbRVrPAaoKtoKwp/80tvgAheV4RKaJIuEUL0OZkEhGSsZblcYYzj17+x5L/88vv87R9/wg+9d8pZKUwLS2iFF9ryB+crfvObQjtR7MeXHL9xQn0V8HIdl5gI1apCoJugLDYZ0499eIIYY7qMIa+KlVgx2BIQFa7OL1JQM0n5B68eTYEEBqH1nrKwOXurN3ogVE3Li5fPMYXFJoQDHxoE4RElP3UsEJZ4DdDCRYJ7aNu2g3PIls1VXdFeBo71OOZepu8MsYqVD6EHWQqZY8dQOzHSfW+dZVGnWvUinD97GTFA0wOzmysvamssbdt0O69wKU0tKG0bePrRRxTOMskbO4fnSUCT71Ws8At/6YTVtTA7LllcXaCScz0tSIExhrbx1FUdU4/SRvJpU8U1ozziOe/LA37rg4Y/f11jTZ30VWhaT1EWhNBS1zVN3aBNzM3MElxI8c3x4JMOr9Q5FyOFMrqBMQlBYMmzZ9/i/PkL6lVN2yyRUNK2PqE9pHlPa80aiTAlH33r26DKpJwwmUwQY3j29Cmi8PjxY0RgtVrSNA3GOoQIAZFqA2GdwxhLhqJomibmHqYX8fLFS4wrUCxWQ5dx33qPhtDhjUjOks6Vd4sifq5gnBLahtXVNX42py2WzKThjCn/6Dda/uff+JBPnxRUbUNlA0Esn37vlMW1Ury85Itvl7x2XGNoMTIFiX6jsoh6YsoFyyw5TlS3EVNCc+bq6bIABGk5evyQR68/ZHIyYXY8jwYENEFEaEqKTbqnDx3cQ9SZEic3Jr5Qs2I+n3M0P065bIpqmxZB1I9jwEXPHDq9VvsxKDBvGqazKZPJhPls1hmpovg+7yoKR1YamS+a6M3Ww8Rbj6czpPWo9zx4+DDR0N2+JvHEUU8H+Y8D0SYID6+uePDk0SA9LjNki5GIaqDE/NLJcUAkMFGQ0DOsTNi5kViTUiLD11R+O582hMB/+O++x9//5Zf8mc8/ZnZkMHaW5ikCQ2UmsDy/pJyUESqE+M46+8ngZJymaelklqF44OHxo9fRANYZptMJOo1oCLbcMFjmfjSqbu7Nd95JHKCfsDP/kKKccDSfxZf64LRbiJ3S3clcUUbOFK0FQSkcLSI2TDGZbmU8ZFGoV22kNyxo37+iFEw5fnnOycOHIPC9n4Uf+eZHfPkP4XT+gCtnaVAWbcuzZ4aFnvODnznlJ954k8+/PYlBvRo5uKAxm96awXgSDVlcGtbsyHSKkNVq6xsMBctFxcXlJW3TYstyIKLlBa694SYFhhvrBuJJekaIqWFGB/GmGjdgtnQaI2u+qXUdBLJAqAmOvl5VTBJNEf9HEvBwTgDPue75laZ+MhPReDI8v3yOERtPGQJiZU3kzfwkRuDGP/KiC5rRAxSMsmobwGBsjPiRXE8jSVlKPGxN6k9IyQIJsUDyWlWlCU1kIAKqJv9vB1kYDHzidcd/+jfeADxqyk6ny/MHEDwRUoRoCdeBpNKtC9bflx0uljQHPiWyz52jqXtG0ykhw32Y3n/eE+vhBJp1nMTJBvLv0BaQN8ia0jlmIUwf7cLuWDMwbPTByCSEEHE8jRgKC3/nSw/43kdL/sff/IDL61POlxZCzXvHK37ui2/z+bcMj122XKVFJgIhdFEiwFbi8ia1PZ2Db4xFfYtBaZo2noTJF7Y5jjVjyehM5BefubSuzyfxFBzqYSMdJA6tvdFiSHt+F2urIf2TdbpeuyDPV/AwwdAEj9cxpAU26Nmcyz72M6saOf51aFvJJ13H2wd9bDJwycYRAxgTcWxG1mdimRGWg5HImfSBAnXbbIx/u43Pe/6fuAmPjueo90xnZQIv25V+tv75aDWopq6T0WB/O8iPpPuTS8aiDHZFfaxWq7VnGjPhT/+g8ENfeI9n57BYBo6mypNHhsIFVFNtBG3BDoB2JSMD3LYNTzAQA+W04MX5y1sH+Y51bY1dm/eOY6fg9yyKjs3N+ukaURZKV3Sbd9jf2D07yVJlVVdQtdSL1R0G1jcx0RWxkxvdshmRaCE5sPYF7A4zbOqa+zVBTGTKk8kxZemI8ca2O8l37nAGG7HjMgrO2q601y7/x6HO3BByNnwnv/TP27FAxj5bc/qmFo2CE9wM3h1JDFi/PglIkszd1naFQ/eFe22PM5/2Cmpwbs7p2UPmR+sEHLLo1yWK+LdP+tnwux5l7OZIFk1I3DYrcQZ80A6o6vAWTyhjDA9Pz3g2+5ja336xrvksiRium/7k4XU3teH462UNeIK6GAZ3QBsDiw4amFi3E5J/f+vPdA2e5VXFql6xqjxBbaRrZBNuvsvRNKhhabAhwXdpRVHuPerHNuQu+LtXU/RU6Iwn9+1JhKl1nJUzCnM/RANN2tVNwejD8Y9uSokCnjEmgimHZNFjP+PbSVeAatWwWiXx+77tbqLIaCuLIiGT7x/PTd9bY6KV+L5rSw2ziaUMgl+lPSR6EAvcTgwWYTqddrGmtxFntuoWSFKaNyIj8ve3WhgiHSDwfVo0vAS6Ggx36SMZkjREi3LtG65XKx4OxnOo2Df4A7+jlNrOe0b7iQaW6KpIzHhdGDmsJYOIMfEUKyeOyQHqyl460a1kgs3wu13RW2P91W01MDLefYMPxff7NDGKnZR4a2l8k3sef+bG89zW4FVxrhgNKTokdm7zmqIouhPupjSgzb7W/h78e2gbFXk1Yqo2bTNyx819rJm0RVkslywXC+xNisoOeobfScrS3ycq39R3tvBGfFrTaQSb0sdhTQmtp/WGulWKorzxjl3P6F0td6v6PPac0h0lw2LLWFbFwX2RxP97EiVED0NlGsppERHib6jIlb9zm5OmQFNX+NBSzqYjt+4hRPqojbHNextuN0680vnDNu69yYDRL1Q6Tp8NSbdbnKklvXcynx6cqTJGT/9dNvYdqqvu+F57Md6meNqbNuBOAxCAwNXqnDqsWFaLne/wEDpj+TOLBk8yZd5LHFyuLhF5Gw2GTRSM20hbCqOx1Yc1HfxWqstrpq1QhAxYM3LHCG1rbDy/wBz+dJcWQ3b6WNG6rjsgqkOu39U0KA26lrB8J/oyP9Z0WoR1RrGrHN0mzd4m03wKeWpW1dY1w5+bmhII2lJdX93ImLd8XMPnSHStNb6lCbkMwW4GuHPjJBuECjixWNWDLOn7mqp2ETub8zO0BRw6bycnZwgWMbsrLI/7XNd/svh99yMxbsKgHiNHaDHl5PGDNPe752LNmrv5pUnB1fc3isTmXNFVmr1vu4vINtJLB9S02TJT2LtAU4slGJTp0TxVQLrfGEVi2NRkOlag5Xb9qGqXRL1P98kpXfvm1FjhzbeeMJ8fUxTT7hm53VaaiDTd6padra6jjnhTdzfRGMPvPPclzEjBsxcfYC2slsu9c6+6jhIxwuIkOrtv4C6Htqau8Y1HZvfbQEIEj7q/fpH11f1ui7G29kJDpKRZtazqOs75gLi7zNVmbcStZ+75bPM7a0wXXLBrzoqiuHkjqaFpBGP6kEC4nUFqTQRLtUU26Rmbr11jz8/2rU/L9DAA5100CzFoYMytcmjLhsnZNAYOrKpYS2Ps/Wepa+gq2TDWSOLMBdaNnxq3bc7aLth4px/jkCZpobL+sm5/QhpQn4qO5PvHRbe9i83EKJjSw9QYbKyB07VNffAQOkVihvptmM0YjSaZ4x1xcYwtiEPGmBdXtWpoG8X77doQw9+57dxAEP2IB76zG5mZRJF+LJn8JpvB2uf7nsH6Zr6J1uP5KavlMmZpBFCzzeyH7rnus/UH9qSN+bPyghpzru9qedcfonvtbUpXn/DeLTGb29820C2AYITTN19jevYGNpUru3NThQM37EG0Qh8Mfk+y6qpCqRBzd5cPJENg04xymeHaGvtsn0HvEGDgm07wQ8HE9jUlShlF4dIJ3OuCm4x56EFQ1Wg1HR7bAoixneFim5sLsmai2hzc+gkTsqta7qhPdE9Rlstl9/kuq+mmlXbrOoCgtFULxHLR7MCW3UuvKkaVRXXF9eopi9U56GskNt25DIb97O0vQzK2hzmAhzTGUnQaB6KxNJ2xlkYVsdvc90ZaIBrFNLp7FstFKhi62y3RDWPHSZTX0bD2xSYdu06eXZ9nxITbWqw3m9zw/fh36Zl9MidBWi6rFXY6ZTafsMdWs0X3iMUixvDZnZEiQ4tW/hkSt/5Zb827r46YuMi9+xlOwObvw1tmWt9+/9tUVxX4PqMd9i+OMctgNpQVbrdlckwEVFWauk55cqZjAMaYzsp5v1NWefz4hLZV0DGsscOtnNmPuG95jvUxJgJ3p+ctmPsu+kKax3CLvtbXevyxFFxfXLBaXMWczlzx8ID535pZTTmDOvDXrXOEHskrXp+tFPmhAANfYv4ZWLc2+9ypUGdPQ/pzMpmybgjsT8N1kSZeowRiak+yw9OjEJSTSdQvRDoneJxeGXZAlw5AzxkjD0rK+cRRWkV9vTYPuQpTj9Wj5Cw27cp7Z3E0Zm60vqVpm652hWwt2JRN3J3usd+yLEEDGuIpj0S09qFU08+L0hs3ZPBZN3tprPEfEWGxarDOozQxO0TydyaORW42fGV9s8iIDfmZG2sjMrg4rowSkceacx5zYpVzxWDt9OQrcZq6VzcwpIWUJSHdujUYMZTTGSISk64Z4ucOBd/MZvM7SONIz8oVDkpVTB0wQVFjujffn3r92sryjxtOPkRCMTFXLaNE53WZB5Y3X7fAhnMa4kBzqBVd+k7epBtGA2SQ5R2HbfLLUbqNLDLMpB9OUN60eboMGquWxtemeQaSrJ5psTZeZwwxlSLe7Qm99Sy/ROnrNsR+BRMMiKGwRXL5OAIxmqVnODGTP4soud5D9NPm+YzXq4BxBW42I6XDo6KJWaQ+Q/R5+VSLMTKYLtWfHE8qCoUrezeUSpoTAQmDknTp2SEkGpWcMS+JDahGuJPCTXHlJCZrd8w1Mu28ETt/cCeK5/cjkSmKYorkHur8twOs1W5R9Bu7Az8UT+t9ZFrB4L2ntCUalKANGZnc5NhT7ddgyO9SYr6nqhIkRDAptXgfUCOExmON4H0scCsSC/bmCtXZH57RIowxXWFcEcFf1cyKkqIoWTYVvmmom3ZwwARCCBQJlyiE0FVwdnXlETM8BBQNBsVQV6HrIHPRLStj0FT6O+oq1sVgY2Ml+mealmq1isaDNLi6bVNCuFKkE6jLwyOduRLR3LpFoiC+YXV1QTmZgMZy303yhZWdXusJ3mNdhPSwNk6093FBOTHgLFW1pK0XCWbRd5OUEQQk0RThDbIDeqBg+0DTKu0iEKSgrgPXLy8RgbpDxKar7hT7j6eeNZbSOkpnu3kwVvDec/HiBdNcB17h8vIaaw3Gxmz0EDxVtUREmE7ntI2naRuKBHUoGuEqlstUENR72raNkA+aM/4lnjZJ/bBqEuwi5BjcMNDpCjG4aUHV1JyfnwMRY9Y5F0MF83xpn/nhhgFIyV+oAAAgAElEQVQhkqJqJo7Ly0ucLbvrV6sVzjmqqooRSsZ0IqcV6QJLvES6C1sgIS7iuqqoqhXXq2XH+GyqsagaT86QRCgjMRnZEFEkggSKiUsYRoFVdU1Tn1A1ybearLtt05IRkWKAuYkohyHmwUkI4AMaFFuWXF5fIyIsl0t8UCRoDCr3HmcMIa/liEvTzZM7f/otrLPR72QtBGV1eUldrwjVMaB41c7nlB3FIUTuJGIwubimKbAUcSP6WJp7ubiKL7MsU4oPHQ6IAo30/q58ELWtp9dVE9dGaVVxkwkhcTdBKBK3yjB6QT0a+spMRoRCQVX6eELNC6PAUQxOfe1EoDWRVYYia/rIeFQt00enBISjoxknZ8cdwzI2FYBJizSkk5F8Sued2gkI0S/W1i3HpydZfIj/nzl6frg+6E6OzdZJfFYQY5nN56kITYKxGPaT79d+bJ1oGvqTKlhHXS2xCo8eP+5pTrrVJmrAmmqRP0t/lK7k7MFZd88DpGd+wzF1akF+VBKlexKp6hWTyRGT+VHPJMUjIWDEJUOhIYgnYpKZGJKqwADcy/uWi4tLJrMZ5mi3KyTj4g4lu0wXCsG3zI7mLOoKBIqyQKazwatKYFz5RUkvArsn73wii/wgioQWb4Qj84jT07M4fSbmFY66FUM/pnTk9foPUK8WTGczJtNZf/9g/eWlH7PQR/qnv8e9PKecTEdTX3pLrnbvcsxlkmvxGWMR49aCrDf1nF0ajwDq46KomxWgXFye87b9ZH+fSIcyhkivEzFcxxs6YEJCH+KybJU9362GpQHGE8AHTXUU00kuw4W0YSaW9DzZ+CjRGFBETVzIW/dtt24Oh/2lxbrpNFd2pKTt2AzDdn7xgievv7XGxH1QFlh8CARjOG9b6kb59MxSEBH+1nazgGDwrU/GwNEhrdE15GERm0jSOARnYjL6/Gge11ZHe7+2RHVr7pyEvrBjXIwWUUNbtwnVDTREWX1QK7JT2iPYUw+01E2ixpfoXIG1NsEdRHnaEFAMFbAIEhNXjVIizNG150i/ImiaBu99gi7Msxjlv0DAJOU5SIKdl2zFXN8Ekk702K2O/r7J0iVqQDyGQFPXzOdHozrw3j46Q0OCAQmBVRKz8suN/DbE6sB5XCghlx8jw+wPBghdf0p2bxxm1dymEZqmommU5bK60Sgz1k/vGsv6j46eoLe17kbDYlwPWcf9rUXgX140HJ865qWyuPRcrTzFJPBps98ifZjBaR0geThSJeqoxaRksVgOpIztfjabw3QG985QCEobegi9+O3GBA+/GysAmUKGFosViMFNp3iJsOQfeOFrFzV/tFCamXC5bHjtyYTqouJH55bPHk868bEfpHYZ1NkoEEIsYoO0XFaGf/H+c37jmwqt8FOfc/zIuye4EMs2Z5hDQsBIAL0ZLHdvxIgD1QihdzQtqKsVI4xuZ1+5v9ynMZE9qXhUiTQS/ZzeCOdBuUa5Qlm0yp98eM27ZwU/dFZiNxZQ0OQ/DAPD0x2bqhIapV5W2En/njddCodsIh88rihiYZx0z6bbY6+/byj2EoO+jTFIMAQTWAbh157VXFJw1HisFR5aeOg8p+K2Xs7mc9c0hbXPtxlLNiNl/FolI1EYbDmhaeLaFGsHj909tpGKwcTJ2nPTbZpzMcRNfaARyy99dMVXl+DKCaYAnjWUqixFeVFP+FUJfHIOs61Y0Ky7BFI1GwxCQ+D//OoV/+CXPuT56ghjJ7Ttkn/yyy/5z/+jz/HDb04YxrxEfQWauln7DNYTm29q2S0QEmJaBka6bVvzI9rEMARaAr921fC0NayCcukDvijBCaZR3n9h+MMFvDNT3i77+RlKEJtVhO/UBB4/PqUolfuAEGTfZtu2+9bjrVpdN8kCCmjgeQW1Ed6h4c/OJzy0jmIKVh2GKK4zUqhUgcVisZOZbH2+g35jhOWyoq7b3uOwqezuaAnScz2KJloF6cEb7/E+W41WzJUx/JOF59vFEfbK8x3i+e6jkreelDgDT1fK//QHFU+t48O64b1pEYHo8maUtFjFZBcO3gf+t995yt/75RWPH3yC07nneRWYu1OMO+G//sX3+YW//jY/87BkooKSZfZsJk5ESp5Is7YxNjnhpggVQuD04QOwDinLDs5vs+0TvYbPCEFBI3zgCvhDb7jwBVQt0+OShwQemoBDuTSOxVK5IiDBjdT+SNz6AO6QreJrTbLuI4TK07ZCYbbrhWy2XYs5X293BGUcEnW1eU2RgtAj+qPwsW158rDghxy87TzBxigeD3gsLoz3Z0SYTHZnvYxHJvmtQ8JgKZ0wMYHL85cgQgh+FPlus62BR613PPy5OwvTZGaqA3y8UNx1xU8+tnzXI8c0aFdW+o0JzFfw8UtlddTArEiVffq+yrJMViNLEOV3ny357/7XZ7z33Z+mWdaYF9/iJ08dirJ61HL05DH/3wvHW8eW7y8T6mYWpYzpR3hr3aTfWM+fv0AUfN1uWfoOacNNHa3QMS9ursIXjyxXwXN6anjdQYlFVNG58E2/4oMXhiNVVFqE9djZsiywiWFtwUVuiHhpVNvzkDajO5pQHh8dvArGRM38zKZt08bfvThvYli55bIJGjzeGr7eCk8rw9dUeeYtVVtjFU5Ly3eWFooQ3WWbfbM7Fnrn2pCBONsx75a6WjBxhqP5dM0mdJP+uXYiQoIyuCW36wY08rAokgiFCG8WcPKw4LtPHVYFNT6ba3nWtJwTmLrAk9mMJnjcRkiVb1tCUBzQiPK/fPk5s3ff5fy64dPygv/477zH8cxhJIqsv36ufPm3l3zlkfDIKd8hAXQSLbQyiME8gBsPx9+9NIXCOSZF0dUH6Y1e4zCRu+ZSsmFJBCeCCnxGYi2GGJ0REFHUQPDK7/7eUz71mXd4WABBttb1YrmkFMvkaD6q99zUeuNV4PriClk1+NXNKG67Tv8cEmgTkNU+Wg6hD+D84oLHT94AlBZlcSlcPgv87nGEHbHGUWBoLpZ89TXhx43hnQ49ZCC+dNLPYZx0+z3mvx0nx48Ay2Q6TS603fcP58hlR7VSE8IKY06jP8vfvWLw2kvQ6Ic8Av7CiaUVxWajRjAE0+KD5Tc+btCjgndcy9ksiUEbi8v76B+sTeDquuEbzz127igWH/N3f/4xZ0dR7BQjWAw//NDz7HMF7wfDN+qWT8wKRANGBWeK5GzXnWgn4ydHSmPxUYsuioLziwtWdX2nE3E4d13whKTQM7FdQHrW97wqLS1/9AH4+jnFW4/jRtzox1rbVSA7xBq4qxk1lLbgaF4yOz6+2+A62khjG7fg7prvXd+fPXpIds9MUT7dei5fXPLYzCnmyuOZRZeB5wY+qoVfXXn+6kOHwTM0j2T99dCXN25cUjDw4YuPuagaFlX0Z2d7xpoxLTFyN4grdvEiKNwEpYgRTqp7gr53t70guCLMU7SNDIgxavl61fCbH7YUwfIDn4Jix8IoyjJFiwR+5xvXXNYTplrz176gPHlSgLi1LIFClO95UvKygksvNCpMkkvAmD4b/65NgMlkRuFKykk6tegn/k5mec3/jN9jCPzWNy95+cLxoFkhYf3qzppMP8ZwgMthVwsa+NbTj7isV1wtrnnCa3uvP2zDj8/5bd9FtariuxTBBPjRNxw/8vpDxAHGUHglPDa8VOUfn9d88NRycRx46AwqOYjv1TUlFfoRExH5GH+Lm0iH0J056RaNm89YGyv1jLtBbiZoYOjQEMgVp1QUsUKQVCHJGipt+H++XiGzGW+XNe89HgesUlXapolZJ0b51994hs5O+NTJR3zpi29iZBL1Kxnou+p4Yg2nNhCCTVp9PG1CGM+53Hzmzu/Sb0mhGvWq4j6ugmzNjfGMnbuta17bWO1IPR8+bzm1x5y6K0Sa5BdtIdBlEEwn06Rm3DyWPJLtn1iD4nR2RLOEph6fr03DVv57y9hFrAp11+W/2d/i8gpNoE9qBeMMpRMKMVHqMopV5QSlXipae66bGgL01cxii+gI288aG8d6S2uKGBI5m83wvo0VsfZYYTeNghtB3/GBzjkmIrudYvvI2rjHWdc7/7toBouRiC36ax83fOP5BNO2/PAPTCnw6IhK3QVTJwtZMXE8cO/z7/077zGfmd4goYMsD6AA1Bu+9e0V7WdmlBJ9PT74NaTvXfTvHCdxEs/PXxJ8y6RcZyBDC/ShrTccbRvJFup4ft3yf3/tnH/+ezXl8Rkf6TH/8PeueXQMX3zzmCNXgykQFepV1VnqN90z2/pbfvqQ/p4opcLZ6Njf9Bve9hRrmvrOwGSb7cnDRxFJOxuHJReqEYwqJMbcNIFWLe415WxWgm6zzLuiUeT3Fe0OSl031NUq2QoO73P0yqapWSwWdyJsi1DGoQEQzx8uW/7Z70cSfuBJxXunBmvGRQbVmO6jIRAQnnz+Nf6tn/0Ms2ODBDvOgUWoRFlqi50WrAkLus7tbm05Tb+fPHmCtTaCBd2zxTJs2y4T7z2/8uyav/+bL/nv/1lLo2/gvHC5esQv/r+W/+YXPf/g/3qBz5WTNIb5eR96988dxphu4vW3P4EQmJXjqAa7dL6RATIpJ+RMifu2xWKRStxtPGZjDv+kgSscc22ZqyNs2FBE5JWhP0wmJccnJ/j2dhn/W3CKKF2KR253gbnoBjWwKvX9BP64MfwfL1s4c3xqsuKn/9QJhTWAHT2IBaH1FUEFYyxFgKuXjo+rXIarzwLvflT5uFGeLyzFIjDvAn37clh35ewIiDU4J5RFSSxlZojgVOvi2T6f5OYY41wNfyKNEwuff3vKZycV59fnaCOwfIG7+ognesUXHpUYbTHJnO4mZe9n2yE27hMpNaGhi8LH3/4YrGM6Pdq6drPts7h3G3CPe+Km9xC0xauiXglW8RKom5rGtwRVvMaUK1VoCHy1afmlry1g0fA9RawctSURSCycexcJsJsHJQYbGkMILWKiFyK/w5tE3WSs6Rdj5KS+0+uihHp4HYwh91XVFJJmOzeGqnKtwr9cNlRFyVvzhr/0XcfMXLIWdkTH52WGEFC8b+MG8AGtPdV1w8dLpTnxFLgtGi9V+XqjLD9u+OyDFqs5JrHH0skO8Ns2k9J1mtCi1mDKotNPNxf3ocVNImeeZPdd/gcR4UdPZpSnLT/3tz/Bf/I/vM/HYcLf+ImH/Mx3v0UZWoJRUJdwZfq5QOTOY4QoVZw+fMjxyUkc4x2adDRY6qZO0VF3C9OR4FDrWYlSG8dVA2YCUwQNNeBojXLlPV+9DvxODc285FOu4k+dHQ/22rrlc7MUwF2kCCNCVVWEEGJ1sFvUOuj8iPF3/MmVg29rqhnb6b71WBtz/YzCUuC3mobnWJ6U8BPvOh6VNa2W5JTanKmgIuBbNHnpptOjqD2p8vlPnvD1r6546R1Pg+MNiVijQRTBc+0dv3LleX8lTFbK5544YtFLcNIXtLlpmjY31XoIGbx89gIaT71YjoQB02GoHuS7Q3cy5WMLQQtqF1i2Lca2vD5xlBIQUyAmQUR66SpeBU2i6Y2VkjID2xx7/G61rKirpgspi9fK2jW53aQXx6JE2/OxOc/D/obNm4BULf/096/4r/7Rx5jjktmDOQ8nLzi1niCO7/jCYzi1eErCtec0rPixT54yt9FYtB2ypmvlCTZp2KQljzlLkOmOWEXaK0ZT1E+I7xSzOb7cH2Qf00asqYIY2qaOp8+AskM5Qz56e6NAigs1ypXAr17C11pHe7Hkpx453i4DHofHg8biYV4Vr57zSnltFpjoLBoNIvIF6gxvIbxxavnGi5pfObJ8nzO8OYW6FZ618M9fLLnWgqCBH3vX8W7hEKPkjHZrpYOzuI3/r1uIaTKNsTGJ1kX3RZdyvWX8WLeU7Woh7LDSZd+iNyybFnVgXEzwFQ1YY1Oyau/CUNXu7036M02DkY2LmiFwffmCulnQrIF35RMtjI5r8zNNXD6KvNsAWYfVRREsgorlnQk8WS7QB0vaymLKN1nUysvLlq/8w9/nr/zlLzCVFZ+cG77/3WPeNHFuQuiZRX/qGWbT6dbzt91wvVFzeHjlnaVGmU5PaFY+Rjpp3oQk11Z27WWIj7jwBlbT/kFZNLwPtP2Q+BxnpwrPK+G3/qihKS0P6oJvzj2/+ts133pxyUW74OmLCmuEoq5ZyBHvn1v+7s9M+be/x8Ua612teMNMlB97u+TpV5Vvfrvl2Zlj1ihlYahaQ11MsU3gu0vlBx+XaRIGp9mh1tGR60Lo04pEDHWTT4o7GEOGz0KYTMq9/dSt0tQKRcuyXmFkQq73nje79x5nHZkJ3uTQ30uTCE0TqOuWory5CE1uu06U2WzWw1nsuH58M6aNHYTgLJ//1Bn/xX/waV42c/7ko5bf++gpi6uGzz8o+MJPfidvv9XwxrTkyII1DYGCum0pJdZBzBKRaky7c84lCIykCiULc9u2nRqST9NIXugK/XTVohFc6ZgeTWnamrZV1ITEFKPxzBqDmDqpLDn4wuC89735l1gosyjLBBHRQyGmGYr5h4HI2QaTJsTs+LjPoykXwPsaaxTahrYCfXnJVTAsFT64VH71y8+YzR9wenyClI8ILbSA8Q1PZvB7X/mAP/fZI1ovtMGzqpa4tsEY4bEP/NiZ8OvvX9F6x6oNVBZmpfJuWfBOafl8EWjPGyoJOOswTtKpG2HRc/qRT9kT2YjTNG2qLWi7l6FE6A9jBN965kdHHB8fU7qCq4tLXjx/kYCcol8vF2gNGjFacgibaioGawzWmX5RhMDl5RW2jHgzvm0x9IvWGINVw+vFOR988Iw37Hdx8exlZLw2uoryAqrrGtoYcBxUaetYJkw1Yr/YVD/RiMEVcfMa56iTX640MTLHWMPZgxOmk4IPP/oWr735EO8Dhgi9YSTiutR1jXUO5yINzsZ5c3aCiME4Qx1arq5eUJQFmCj9aF1hbHQ/xWguATMonpPCEY3v1584Gy3rdsV3vnnK575jxl9Qi3rFmJa2rqnrFuolK41CSlGUeN8iE5fqb4AtIip3XTX41ZJQrWij7RptQ9qcLWI05XaGgc3E9qiC+XCzMz784I8pJyVH8yNEA3iPJUoCQgsqGO3Fd1UD6nDVxRW1b1HJURhCtbhkuVpibJwQG6KF0DcNNk10Dib2bduVE/NoR1hRRNGl9Q1GoG0q3rKOn37d8i++cc2FOtrLhs9NW17+8R9zelLiijbqNaZkPl/y9iPhb/7M9yCt4hCKAIUKJuPkGMPnHwmfeXjG06sqolET48VfO55ijWClIUiBkETl5LgtsJQZZFg1lvaWJLICky40yQAJJU2BWQkieIkQEUVhukX94CTWwYg9OPIhKekRmsWvtMiiuOm6Eyt4z+p6wcnJCdnBn/1j3QkSPP/ZL3w/q7rmzbMZkgxhMUGaDgHOXynBGsrZFEWYDUpLRhFWYkqQRjYqEmmcp3A5lZhUjMLF1RIVx2uvvcVsepw1ysR8Y7L3DDAqnaQfgInk0cbfTj3XkzlHR0cdvEowx5GRaAzCR5VhZnget++60s4/asyESXmMta5DfwgScBwxGeqtaQ7z/aqp2nRKijeTOYsXL3ljPu8Yn08bshATJamOrnwq9fAjRrN9JXB6ekK9XKFtwE4cQo8019GQu1FNjEZw07MTpgNJQBUWRinKCaenpyQv85oapcOL8/Ee396WweLKLGLdhMkp4pQf/FzJ933ngwg9F5TqzytFcuxYBDEBH+JGFgkRnUHTAr6wFPMpxrn47ACFGCaqHM+SKJbQArw4rAaQkq7OjwjBCmINjQSYuIjBkyEHVTodz2SDR9BukZKsynFDxzFXlSeoMJ0fYYppNlZ3jHK4GMyapS7PpXbGHCMRxt/YHPe4bakOxvDwpAAtUFkPSBDT671iDdr6tM+UrJWp9hAeovmzNhmfpLPYCAZDZA6nE8dzZxAN8X4BNQntTaNxAuhz/TSXCs86uQAZFU4gQXWoakTDQ8AkZLcMQgCdjhtVrbyypFPDlRoxEWVNk/M8j8nQ4+SgvVRnxHX+Wk0MzrSB0ER1QyXnEcoAaS8xpUSMKp17QhX8gDW5oowgVZa0b3p8GNV2XWcXQTSaKN1aFnzSDY2xGOM7mLi8kIaLKncEY4r2UEdUbGHRpBcYIpHpwGQ7C8x0CT2auKQkt0fbtOAD4ojgQynfLm7/bDxw6TkMPhv2HkVMVg02sdloPU2zLkM9IIrYIn1YXDeuJMI+e3HO1bJmmcK/4sf7Hdw6WBhrdtt+HyTj1HomRz8u6U7ajjFsGNVCCHGTkE/ePTqibs9TNDAIQZSXV9dcrmoul8t0UsZ5TFdGyMy0kfNcrY21+y39HHaLkY7RddbdjbkRGei5Q13cR/NNnG9du3d4f2+lTKEim9ZygWy9HPfymI6GPO/9jTlHNh6LL85fIqWjCk1Ebpd1JrDVJDPpzc+lx+V4FS1nr5sbTejbbTNM7PY9bDdN4kiE7tudCbB2z8AS3IXFETfm8XzKrHRcPH/KUBK4E22qMRomtdtUWM7tzgEKO5qxlpPTE6biaVeL2+ftDZsqq9Wy89kN3+9B7p2Na6LxTvudtqPl5+yi3SS17KZ+9tGVf6wxXF4scHZ2q+UwiqYjEqsJvYpWTCYYF03rZgSm4NAmGn0zsuEIHgs02OcDCiaKwI36qI8iA2PV9oLatcAy3uq0LHCmRdvmQDfBnqZQVdWWN+UQRrH5/8YYGl93J9Vt6UpaBwBl6SgKoSjsjbUz924oEeZHR1vIeXdtZVkmInuJYBg+N/4uR56XN6LsXzs3t3jd6ckJGnzvyaLfrLvW1zZmTRItzI6H7yNqjBu3wUPTdmLL5veHtCySNG2LDwHDetnnu7zMxnvyEh0b0U19Z73bFQ6VwGQ+XVu8d2ljBVQPZQzb9EWzeKfD35KwTnJUkDpQK4hzo/TcPFedUtdZ1ceu2bcxd9KvOWDh5vFtis3d5j2wutm+cebvrHVU1Ypd8bS7ItRGT8Tg+/qB920Zun+M2xwaNgdRf3AjC+HQNtRfc+hdMlx2TOJWGzoxVxUwhaNqcu2Lu9MnyFqy6O4xHDZnOTjgLuFtWSdq2pZnFxf4KnR64ebGHg0E2PHZPlXgtgw1lnjLjOawe0bpIrknOoPc4e9wbR5CoCyKGOK2Wg2MRP2Yd1Vo3iGarte1v+vih2jS7nwwI8keu7j1lsM3R5zs4EabC2MzeqJ/AdEkXzdNDOMb7J2b6Bi+xJxsu2rqaOV1hy/2XZEo3vutHMnRCJUd9EHviC7LEprk1x3MQ9aTDtGNRcAVBlMKWprOOrhJ1+YG27cJg48ObndLyWqsZdT5dPXavbdpSvKbDuwYt+0n07q4vOLs9ITV9WJLCo5Sih1d86OrJ/u4XkWTEXFr+JxDa9ZDDMy9q07RL5T4M5lOujCwu/SZ6T47PaOqAoR7YA1mGo1hOpvuPVOz0WEzSHlIF8DlxQVXV1edn2r4/U163rBF66mlKA1FMb6IdtG5dZ2kz1+J2Q2Wi0XCbr1fy+vw3k2ESVmyWq5uvZFHn+4zSvQrsLyFVARl2IZWpl0thgCFbrMIKX7ynvQYyTGb2Vzdi1u3GW8WMc5fvqSwutMiN9b32PhVFYLy4tnzG8doUzn0Xc8CmM3nzI/ma1bJXafq2P2xRSDdQgpm5QwrtjNSjs3XPt2pQxx3cmMQ+qHvIicn3D3nv29VVTE8woZzdsh6hRhZFhKKwour5wRdV+/29TFSHzGZ6Q/AYtzVhtzAOocxsgXeu+aW2BCBx+X4jAdyGDfepKPrJ4V1TSaTLdP5XXSD46Mjzk6OKCY3n4i7xMo8561vKafjJ+KtjS3EML2xNOtdBqBNn182klXNkqfPzrm+XhEjjfaLx+O0CmjA6+0Y/L41UZRl8qXuNyzeZKEVYDadrRkU79JU4a0332I2mfH47HWMHJ42NrrbnHNRx3gFLSvB+4wQ3bV7OE/33Q7udyjXgriMrq6uumu7nMfBqXZof4Llo4+ecXV53t23SVd37Ygumz+PBiTD6enJ2gjvYmFW7WNnwwELf9+ch+CZH004OTkjIfkC46fETXOmql35vYPf1Z7rQgix2EzYvyZu+q5bV3fYg+uM3PDx04/RpuHsqATZnaW/edKO7g7vK6pqyak8uD1lGy2EgFizdiLeZARaP6FyfGaL1k3y/bF2/60XKzHoetjP7ZXzKOJOpiXldAZmuqY/bdI27H9s/Pne5XLJw1tRMt6Pc46QAHjHcGrWxzJujVWNAF+rSqi9J9Aka+r48/dJF4ZYJ4TW78zsuclyvfm9MSmK6h7qXQihi9w69ETcbTEWzq8WnC9XeHHQB1fe2Eb9iPH3qwH4ISVc3mahr8My9nQVRYG1bufCOYicdP0QRmLMAHGzRTGdPL5hWlhmxQ6IjwPpExHUe5avACtIRKJhaywJdsf1sFvHc86xWq06tWBXn2NgXJvNFQXmFsaifS1XHT7UgDTWcuk0uJvzaV29EZwruhqJI7jPu+nY/iiKD+EGqMHDCSUHvW8/6aCTrBdl2tDGzM5btjUxIPWpqqly2zY3P6hJwAicPzsnqFA3669xuMEP91EKs/n85stGxpVbNm6ZkSz427Sh2HZ1fsnElVxcXO4UA/O1YaeRry8Pt4usQ0ToYfPB33kTrllKQypkM7Ci71WPRgw40Roc08yCBuq6ikBnoS9Lv69tgEcBaEytuU/pn2GfOT4zEzuiJ40NvL820mUMuLJIVs/1fmTks90EAcZgTArX4m5hVvG+wMNHDzEaCG0DI6LNbTZ4dk3Ixme3oqubk/jPbVwNo9eqcnY2xftFShETvL/bBu82zS2NNTtVmJABmvbfu2+dxA2UQ77vtqE7+gTOzk5AA9dXF907SJXI994/enKqjjvO/002VaVpm3ubquPpnAqV7jH+3NQEwQtcVAuulgvqPRLE4T67iLB+n3LGfz8AAAoUSURBVBHeVW/e1998esLx/Iyri6vEFHfr9jcxHutcwkO6fyvLSV82/p4tGhPvN2cm6fg+BI6Pj0nn2pqKtfP5cdL66AQfgOwvCqlYZi5BpXRxfbljHf7kyrSASC8K+hBiccpcpRe6jS5dqpJ2QMSaZVnpje8iwmQ6SxymTTXqO0Fzw0mco2psjjDqv9F+kfpBCsuYtbMTKbOuJbK2cR2BNx6f8kcfvc+Dx0egTco/E3LErw6SXLOMLt0s0TGDWH8k5iKK5lFl/1uy7krOC+19c/lEN5n+9Ns6hyl9jADSHuw2Gj41RpF0t6zrWnmsIaEwfLi85BrP73/td/mS/3OIFJDSoUR6enNSMkjM15QYSaNEzCJVT8YkUx+R+fpk20wMg/LaA5Fbtddx4hKMcb4aCKF/+zGCKw4xGmjj2LMFOaYY5zxTizUmohMYQ1VV2GTdD63fWhOt94mJ96h8IeEFRWNPSwhwNDulWXqWiyV1WyVvLGgTjV2Nhoim7wPGFKgGnG9WhLR40pLoLJ2tT8SIxEWgivqe6+XF4zXLwXlzCZMiZqhb52ibCM+gbZTB2zZ0Wf4Z+lxVEzaI4iTnB/Y7KEigblour65xKX41Q1g0dY2IwTpL8DGfsmnaLojaGCFnm5rCYTSCPl2dX3Rj6Ypo2t7B3xlkmjYuKo3m8hyZIqHhp7/0Z/nMJ/5bPvO57+fy8iqGbznH5cV1NHQQ8yjFSPfCrKNDAvBtCicsClZVzcX5BdPjWO68Xq0obcRSads21SMRNFXJssZGfBrnkoGrt0w3TUMdPBJSYER6NxNboMFjrKVJqGziDE3bUlcV0+kURCiMTUwi0Fxfs3hxwfF0xouPntK2ijGksMMIimSs7ViEiKEsXYQZ8XVyDRikcLx88QKLwbmCqlqBRCd461t8To/CdAadvAKCxhSjyXSGBsFax/nzFyCCKwtcEkiato6LvW2BVPjV2RikosrExBPZB4842xkGr6+vOZrPsURIEU9mhb3BqisdoRH0uSgKgu+ZeMGE48mUanFN61ustUzURbHTSAq+EpyJoW4hBIoigkK7xfUCIxF7pGlarJ3SLlf4akWY1TEZVzZN7rEAYy5w0mU8Z+5j6KIK/OKKiDni4kGRBObu1Bvkl4oE1IKxOda154nqoRTPfBJ1O2MNwUcrnZ/G30YEH9okOjmgTDqlJT/IJ0tW+/QZJycn/ZiUVB1K2AxQ7yUx6U7XmHgbx3L6pGZyfIoroiQhxnB0dJo2eD93XZynMWSohcjBowHjxAckBB6cPqauKo4fPeiz6bPIyYYmo0mKiBelzQPVaoVZrDg6Oo7pZ939Gc5CmeZ5D5qek04diSdUnIPA3/pbf41f+sf/Oz/7V3+Oh0/eQlPd+sHbiUSFZJiKRcjjCS8RfiUjmGnjmZ4eYZ1jwnyAPjGwG3TQhkP4yvxLuyCF49WCo5NjrHPdCTXVhGSHJDkvjSlEaJNs6pOBFBWCZzabcXJ22mUGa+sHOnYiMjHsLId1c6WawI0Dl9UV0+OSVV3hg2d6dBqtzdKvs7WxpOG504ePh68V7z3ldIIsSyYnR1sZ9GM6yD4daLmM6B9mMt8C2R0z0MSJGfEVBqUJL0FKbBmjYkxSD+zgups0hs4YYgQ1veWsE71HaNud1ByhLbDR+AN9DY6IBpGV+Ph7O1pJOtFcNfqzvPcIQuFcJx5uGhbWu+iEwTi+gUGkbVvESodHNLyup41BFvnQiBb7VjV87/f9GX7kR36C6dHjNEd243rJ05HUiXiapk6wnZ8unpZoLshKN19r62nwz5DOId1CLhxj1taVyCBZIf2bCyqJDK2TAyNLiO6eNSPiAGmud+VJt/GGTBmRyFC8IOpQKXj/w4+5vl5FK7hko8zaFHcbMkpOI61tW5r65qKUhzRXuDgRt2hjG1tIMbD3pCcyJ7M18fG7Abtae9K2Bbm719AFo2+dVndsgQAui2a3LGSTmZlGsXGN1j337HLEg6DBEZoiYrHI3azMqSvapsEHj+NuqOHDdmh9iZsCuntfYK8N3QUdwQJVU/Hr//p3OZlO8fUCeLT3ufkZG0jfmWt5fLi5UOkh1sCqaVKE/OFLdJflb1KW946SjzqvUtioX1lntww9QxpupDHE3EZr7ZpOe+uWGG3dNNHIZHp/2138ZNbaiLl5T9YgKMYpaiX62UYwSXfeK+vsX1U79PH7OOFzq5u6M07dr0WUwE3Bf8wHvGtjikSU+Z//+b/Ombvm3fc+w+tvv7WHwa237kTMDw0pJ66uq46I0RPqNi9jTxrUjfempgJ1Xa+FR93VkdtbbJOs0PVzt/7W0oruuLg6Ha/TSzazyW9HU7eIIFkOD5/r9S+GJ+b4NYesj6xrGRnHjrnLu3zw4MGG7eLmNhpckdeEjDOZQ9Qx1RRZVJb8wI//RV5755MIbl3P3UOT2exURZhMppycnL4SX5S1EZTnVYhsOXJj+Pem62Es6mHrMxHE9Mhc941A6fIa7z60ZK3vXT53pWt4XxS/+89vumds7hKHiDTe4yVmlXEYUnbfdpWs1De1sZNtk7hX4dsMCmoMrZZY4wBJSOD9Rt71Xtee3r3AAKuqfiUb8ZXNumo001vLcrk8+MjfbPmFtO06js5d21q0xn36QSDEE+O+4lY/N6zFm960uccXSvSCbeqbe6NxdvYfF6u55X27WjkpDyiw07ehYW7t+QqLurpxre4dsxCtsj5gbbQ2i9EOKfBG2jaeFBXq1lOtqhtvPqT5EH1g996PnU4WmE6nt14E611lqyRr2Rz/ppuxBmfvH1kjIjSpzPkhC7ULsxo9FXTw3d0p6xaxyYDD9291VRNuWRB0V5tMthF2b9diyKO1hqIob23sWZ/5JD9Mp46Tk6OtTkZFlxuaMzamHN1z7lWVxWKRXDeHcfjRFuIYq6qOER/ST9hdJYCmae5UzHWsiTGvZJlakzb1IEj7EOa1i+uPQZrcZr5UNQZBv6JkAgDrDMbGDXDbdbnV171N3n300mq1upGOTVq3WKARg3pP+4pQ3Pqoj/vLqKenp7F4y1Ac3Fg0uz7fbFk/zLrZfVpOqbqXEpXIaJvmlUjzkpDz7mLM2PzJhTfvI07m0zCDR72KFv27r2C2OmPNvTrpXv902p+uh4ryI37EiDZdJT/i0Gp6lxdR1/VOoKNbNdUtrnwTPWObP1skjekrBt9V34QYHdG2LeyxMB/Uj8YoC5OqJA0/X6d9/N6t71WpVhGsmFxT4ob7N1u2umarcFDtchLXXF4HjDlfnys/vYpmxOxkfruCRcaaSEaE4x6bUTvD1l0YzdpGzO5sFYfIq0neLFxfYus+Les9t7FNji1QTYtpGEs6FHXvQmfo8lzueSIGjS6ae/cUF3xRJIvd/axIcb5CSJbme5yK2Tj2igx4sQz4oDDQnQm7v7EN6NZm2/q9p9/Y5/8/r0oJsbYtZPMAAAAASUVORK5CYII=)
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"Entwickle mithilfe der Daten und eventuell eigens recherchierter Information und Daten eine Modellierung des Sprachwandels mithilfe der linearen Algebra." eine Frage. Und zwar soll ich hierzu nun eine Matrix oder einen Übergangsgrafen erstellen? Leider kann ich mit der Aufgabenstellung nichts anfangen. Ich hoffe, ihr könnt mir helfen!
Hier die Daten von der Aufgabe:
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