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wqTmTrq7HjMNt8LsSkFkM85JBVXc8Byo5c6tLePDOGqhlWO2NtCLP7eHudA9Q5bDnMdQ5QaG0k7jUtuW1ra9dY25ZsY7cLQu+y7XzGSoX7ULOt76RdhkOVxWAAAFhGtmy6e2qqEGMcHxst7N5VDzs7dmyqj4IqlQu1arXthNuZgJrEGPIze1xXrx7ONiSHbD9wrkuybcufzXTakntD6DwON9OrHHrts+1Mtp0PaQulvaYlh25HAbVFza4zpfqeTNsy6apXE3Jb5pzPBKk9iqnN8VHZ0O//Ig6qGJzbXbAQAAAsEzt3bN21c6QeajZuuKNeIR3btb1SLccQq7XKdHkqu2k2mZmB3MyraQi1mAwO5OJgvi2L1o8FagbdzhnIbUOSZ8/Bze7ybW02zuTSRjk3SWI2cGbfaugYKBVaq7ixeU1L4myd29waHucfdHvtvA3zOByoz7bbvhfvfcTt+/xC78Eeg2Np2kIAALCkFQuTW7f8sn57dPvGcnmque223opc2D3eKMZm+40z3cK5JMYQ87m4YnC4OXSqkfQaCbb77tm2OVX199B8rZZSanaocuxMtiFbj23bdhsyTdGh97TksCczpXrcmH2STDBt2dnbVhMOcxwL1G9gcljwmVIiLpqiAQBY1OrbbkMIE+M7Jid21mPjyPaNSS5pbLvNFkU75kXVZ0rFJB6yZlXoPAcoyex6bfQtN3Npo67bbDnOtiLPBuCZ+5rt0KGl07hjr2xs3fWaxF7TpNrmNofuJwCFrocA9Zkm1esQoNC7YNst3M5xFNAeZU65FDEYAICD36aNd5WmCiGE0lRhdGRTPTmN7xqpVMohhunSVLU63RgolZl7nB2enFaTEMPQisHMtKcuYbgZaDuD7syTx7Yu4i5n3nY5Kyhp3VXbuNkZlZu5sFvc7WhRzkyZmt3W22PEVGc67Szh9mlO7po9e23H3etuZBEXMRgAgINZfdttPSxt3HBHPV0Wdo8VipP11FgsTjSGJbfObUpyjXiYz4UQ48DwYIyDnck2M/24Pdm2xdfsyT29qrhtSbVzeHK2ObllclXoNzy5V3Nyn/lSXWNtmrbMee4Tbvsk2zl33u7d5OTs9lpBFzEYAICD0N133lwPOyPbN06Xp0II05XSxNhoPQUVixNhZjfsbHbNzZZe80mjfHrIIatmo2mMmUfN78Db1nnLbef6NPflNuZUxeZG3LkPvA0hu3E3hJaBye0F2xB6htvOMNl9MFW3bbehvWybhD08EKh1utXcGXWeCbbzrCDRFzEYAIAlqX4gUJjZdlvPg6PbN9bLteWpYq1W6dNXXE+bSRLXrBnOJtuYPSM3c+Zt92JsM21mepubKas+aXkPZkrNjLwK/QZK9WtF7tx/2wzhocfm27Yzgbq2Iod5jErulW/nOj53z+zFA4VexGAAABa1nTu2ju0aqUeXTRvuqMfGsV0jlWo5xlitVCrTUyEzIblti2w+19hZOzw8GONQ/c5eB96GzNzjzq22XbqRk/ZHdRx42zGRuLXkm62lto2G6hVuu02W6jwHKLQdBTRbWd3bo4C6Jdh5zUxeyIgLYjAAAItUsTC5ZfM99aSzfduGcnkqhlAsjBeKk/XEV99221lTzR4LFGLI5eJAfihb4UxyjfTYSMWt226babY5OblrfA19JlFlzhlq2wSbPW2o7ZmbWbRzeHLoNoS5NQT2O+22/zSpbhG33+Tkeabc+RdyRVkQgwEADnJ333lzPSaNj41OTuysp6CRkY31AuzU1GSapklLmbRl520+aVRr16webtmc2zpTanbX7UzNNnS2HHfMlKo/vHllCN2eMDPkqW2vbMtYqS6jmDsjbVsnc/bZuleA20q4zQbsbL4N3c4HmrNFuc9MqbbrO7fOdj5bmqbyLYjBAAAHs80b7y6VCiGEUqmwY2RzPRJNjG2fni7HGEulYlqrds5/qtd1kyTmG5OTw+rVK0NoOSioS+PxTLxKZs8X6tJ13DacubPeO3ey7ZjVnMl7/WZKxS4V4M4tuLOXZJ92ngOlQsdMqWwQ7VWt7RKh51Gqzc5Jbn2G2P+BWXsUjPskbUAMBgDYj4qFya1bflkPJPVttyGEwu7xqanJekQpFSdD65k9sWXocZLPhRhjftVgc6ZU20CpkCm99pkplb2yc1pysyG5Y+dtCC3jpjqOAsqcAxRapyW3jSzumCAVeh9y23mjy1ip0LNmG+cKt6HXTKn2l+tr/iFzn8TRPXoSARjEYACAfeyeu25udCNv31iZngohTE+XJiZ21BNaaWqyXrtrNiRna61JjPmk8a2B1cO9GpK7hNtMf/JsHbet+TmZjYtzlm2zU53aXj10ayfuzMM9km1Lnm6rrLZf3Htgcuepub2TbeyTBuc5R0p0BMRgAGDZ2bzxrqmpYoyhVCqMbN9Uj4QjIxvrtdXSVLGWVmJzDHK2KhtDmDl+No1xxYrBzgvaEmyXqciZfuBG4TfEtiFPbQfYtqXcmRjc97TbbsOT2/bNdj3zNmTPGWp71W47bzuDbuNJYtL6kLYUGnsNl+pVyw09JktJtoAYDAAsU/UDgeq3N224o57exnZtr1bKMcZKdXq6PNVMtm37YLMzpfKrBmMy1LKHtnVLbXs87rbtNnSbKZXd0ZqtyiatU5Hbg2iPcNuWbDvHHfcaKNXRnBw6B0pld9722nbb3GEcQkjTLtF0PqcBdasJ9yTuAmIwAHDwy267Hdm+oVwuxRimy6WJ8dF6ubVYGG9JtkmPbbf5ZMXQcC5JsrE2tHUdtybbztN6Og+tbUu2fY4C6lm2zezpDZmjgNoHSs08KnQ5Cih2bNCdfdHmyKXOA4HmOvN2jgOBuqbcrhE3dNmXG7MDpeRbQAwGAA5+d9/5s/qN8bHRyYld9TC1Y/um+o3GttskkzSzQ57qm2zTJMSwYuVQ9sifMNNpHEJIZhuMexxdOxNB206mbRZjW/p+OzqZewbdtnpvmJ2f3FnC7Rp0Qwi5XHPkctfhybFbIu2ZcjuKrt134bZl1V4BOMyvLbntzq5jje9jAO58zrZxzTI2IAYDAPvXpo13laaKIYRSaffoyOZ6tBzbtX16upwksVqtlMvFmNkN2zY8OZdrBNT6TKm2c4OyyTa0xuPZJ0yyjwstO2+7lXA7DxDKBMJG6O3enNyl6hv6b7vt2p88r5OBQujfotxrylT/ym3XZJstIPeyd8Fy3wbgXk8i9AJiMACwDxQLk1s2/7KeLzZuuKMeVQvF8WJhop4Bi8WJMDM7aja7thx4W+9PjkODw7NJtZGE28cXt4Xb9k2zmUpv6FGzzcxGbp+03JJsO8Jtt2SbfZHZcNsZR5v5NjPvqiUb90q2IXuUUUuc6zIRas45UqH3KKl55kZJEhCDAYCD1j133Vy/Mbp9Y7k8FWKcnp6aGButZ9RiYSKGbofTxkZsy82ktzWrh7sfitt7523bTKl5DVXOHFTbdiZQ/2nJHYf6dOy8bY21IXM0brcDb0PomoHn2nPbqyG58zzbrvl2L+YkC7QAYjAALAubN91dmiqEEEqlwo6RzfVUuGNkUwghJrE8VUzTasgeQpub2Y+aJCHGXNLIjfVwGzrmTrUdeJvdaturxzj0KNtm+oczs5QzD8meJBSy+1d7DEwOfXuSZ54t9jqctm0TbzaNdt1q2/pccx4C1LNyO8+ByWItgBgMAMvIztGtu3Ztr0epTRvvqIeq8bGR6Uo5hJBWK6VSMckloblRtvU828Y5rrUwNJSPMd+rxptNg82g297t3LY7N/NU2UdlZ0RljwXqPzy5a8oNrYXf0Hq8UPtTZQJj5wzk7Obb5lttptw0pG3TmFsjaPfJUs3k3LyvV3ydT5eyxAsgBgPAway+7bYekEa2byiVppIYp8tT4xOj9VhYqB8INDsdqj241g+8jblkaGjVbIG377TkljLszJehs4s4ttZR5zdTqi3cdu77DR2HyraUfGN73bXvTKnYljCzzckhtLc69zpnqEdYjfOJsnqSAcRgACCEEO6+8+Z6CBofG52c2FnPcyPbN+SSJMQwVZwMabOhd7Zm28yZudgooB6yZlVbXbd17HDSNhqqLUlmT/cJIfNymRODZuczdTsHKDRnSnW8dCbv9TsHqD55uG3bbVvlNvvgrpkzNqNyn7OCMmm5TxzNfrS2C7IH8Mwz7nbe3zyzp3mjuQ4CM4AYDABLTHPbbblUHB3ZVC9Gju/aXqlOxxgrlelKeSobNNt21eZzMYm1GOPq1SszQ6Fic+hUCF2SbTMHZh8SMs3PYaYDeZ4125Y9uq27dpuxtE+4DR1jpbpWWTtqsEnrl+3TknvPXg69tt3u6cDkOdNmNtvvNX3OAEs1Bu8uF1YNDlsOAJaDYmFy65Z6Z3LctOGOeiAtFCampibrvcX1A4GSpKWvuJlIkxjzSQwx5AeTOLSq7YTbbDdyM+9l24wbAbjjaJ/ZsJqt2c4E4HqkSpKYnVrcNmw5ZLqRQ/+abc/jbTOxd97dyNnnaVZAu05pniu4zmuT7TzCrfwJwDxicGF6SgwGYKm7+86f1aPU6PYNpfJUCKEyXRofG41JiCEWCxMzeTE2O3WbVdzGybQxpCGsWDHUTL8hhMYkqpajfbrsvG0betyMxyHTnNwMdc2QnDSeosvJQKGto7g5+Kpb3A0dY6VCtypu/5232RjZ9cDblrzdnjljrwNv07RL0N2LOVKhtZ9Z3AXgPsVgAFi0Nm+8e2qqEGMolQqj2zfVw8/IyMZ6cC2Vimmt2n4qz8zO2yQm+VyjhLtmzfBsau0xLbkZUNuicrPlOPutfkfjhi47b1tKuG1nAs08cyb6Nq9qj7UhZN/2bAptffLZh2cyZMuTZMNtaDk7d+4zb3v1J+9d/bZP3N3rCwBADAZgcdm5Y+vYrpGZoHtnPdkUCmNThckYY7VWmS5NtcyUau0Wzuca9dv88GA2pnYeeNsl2SZxtkCazHYdt/Unz+8ooNlHtJ0k1LlFNlsubgvDbWOu5gq3c+y8jR09zKF3c3KfPbedUTMblXtF07bRUL1mSsmxAIjBABwMioXJLZvvqcef7ds2TJeLIcbpcmlibDTEEGIoFsYbLcAdzcmZLuKYT8LA8IpsFTQ7YLmtObkZWbNP2H5MbuZYoGxrcVtC7jo8uWtncud8qdaI2DqYKpNyQ/NEokxO7GxObumg7jtfKnSbn9xn7nH/QVOhx+TkObUNf+6TewVgAMRgAJaAu+/8WT3CTIyPTkzsrOfVke0bQwxJjKWpYq1WyQ6Lmo2LSaxHxHoiXbNmVZLZKJudOzU7bLm1hNu91toytmr2/j0anpx9eGjZE9tSwm1rMM7m0o4Htm+Ubdu1m82inSXczgi6J83JYV/NT+4anu8LuRcAMRiApeGqL/1rYVUSwuwRtY30mGsE1FzSKMmuWjUYwmDbztukWb8NXWYgt09vaq/Kdmx/jS0H3iaxbTtr43maD+9MwmGuA2+b76e9Y3mubbdd99zGjolTmS+7x9o+A6W65sk9TbbiKACIwQD0MzgQc2uGs9OSk+y5Ppmja7PpceacodnJT5lHtY4sboudmbJt28lA3Xfe9gi3oe1s29iSSDtrth0Nw3OXbbu2Dfeq3Ia5zrzt/nJyLACIwQAssFWrV6arh0PbTKlu4bZrWK1f2TpQqv3knuyRRWG2Mbg9N7ZMS265MlunzQ6majl2aD5l285k2zaGqkemnSPW9p8pFXrvpN23obdtbJWMDYAYDABdDA0NpkODbTXYti27YTbqhtZI3GXjbnZ4clvWbTs4t/+229B+5m0MvWqq3XbetqXltgzYFqF7xcU+M6j2Sbbc5xlYygUAMRiAOaxYMRgb45pjWwm3JQ12b05uOaFnrubk1oLvPJqTe5dw+82Umn9n8l4k0kU7UEoABgAxGIB5WbliKK4c6uwBbpsg1TpyqufO27YW5fZ6bEfZtle47RNT5zz/du/yrTAJAGIwAMvj/0kM5pLB/HzmS7WNpwo9TrttOXE3dE+5ndOPe41N3uuUG2PUJwwAYjAAtBvIDyob4tQAACAASURBVOQGBu7zmbdhHi3KoVf9NvuivYLrXqRZARgAxGAAaDc4kM8NDrTmzy511/mUbTt33u71TKl9Mki5sxrcOUtZVAYAMRiA5SWXz+XzuV7htmsr8nyi432Ml/sknXarNgu9ACAGA7DMY3ASc7lEbgQAxGAAloXYMSQaAEAMBkAMBgBYMhJLAAAAgBgMAAAAYjAAAACIwQAAACAGAwAAwOJiUjRzOO/eH1kEWLZ+efW/WQQA4CCjGgwAAIAYDAAh1AoliwAAiMEALBfTd221CACAGAwAAABiMAAAAIjBAAAAsHg4MIk5XH3cmRYBlq3D3/o8iwAAHGRUgwEAAFhOMTiGaBUAAABYNjE4xhglYQAAAJZHDA4hiMEAAAAslxgckxgTO4QBAABYHjG4zkIAAACwLGJwLsnlxGAAAACWSwzO55JczkIAAACwLGJwPp/P5/MWAgAAgGURgwcGBgYHBy0EAAAAyyUGDwwMWAgAAACWRQzO5fP5fH66VrEWAAAAHPTyQ0NDtRUrJssFawEAAMDyiMFDQxYCAACAZRGDBwcHa0NDVSsBAADAMmBSNAAAAMspBudyuVwuZyEAAABYDvIDAwM1ByYBAACwXGJwPl8dyFsIAAAAloMkJkkSEwsBAADAsojB+Xw+sTcYAACAZRKDY4y5nGowAAAAyyMGmxQNAADAMorBlgAAAAAxGAAAAMRgAAAAEIMBAABADAYAAAAxGAAAAA5gDC5v3mYhAAAAWC4xuLRxs4UAAABgucRgAAAAEIMBAABADAYAAAAxGAAAAMRgAAAAEIMBAABADAYAAAAxGAAAAMRgAAAAEIMBAABADAYAAAAxGAAAADEYAAAAxGAAAAAQgwEAAEAMBgAAADEYAAAAxGAAAAAQgwEAAEAMBgAAADEYAAAAxGAAAAAQgwEAABCDAQAA4OCVDyEMHXN06Qkn7zznbMux+A1/t2oRgAWTO+owiwAAHGRimqYhhI13/6+1AAAA4KCnKRoAAAAxGAAAAMRgAAAAEIMBAABADAYAAAAxGAAAAMRgAAAAEIMBAABADAYAAAAxGAAAAMRgAAAAEIMBAAAQgwEAAEAMBgAAADEYAAAAxGAAAAAQgwEAAEAMBgAAADEYAAAAxGAAAAAQgwEAAEAMBgAAADEYAAAAMRgAAADEYAAAABCDAQAAQAwGAAAAMRgAAADEYAAAABCDAQAAQAwGAAAAMRgAAADEYAAAABCDAQAAWL7ylgAA7rv/+q+v3/SzO6wDwHL23F9/wumnn2odxGAAWBZu+tkdV111rXUAWM7OO++M00+3DGIwACwnF110znnnnWEdAJabf//3L9155wbrIAYDwLJz3nlnPOXJj7YOAMvN1Vf/RAxeQozIAgAAQAwGAAAAMRgAAADEYAAAABCDAQAAQAwGAAAAMRgAAAD2O+cGAwBwENo5Ubn57qnJQm1sd/WndxQtCHvk9JNXHroqt3o4eeSDhlcOqR2KwQAAsFhtGpn+7k8mP/udsTs2lKwGe+0r1040b5987NBzLjz0mecfKg+LwQAAsIgUS7V3/MuWbHqBfeKODaX3fmLbez+x7VXPWv/ip6wThg8CfoQAACx5X/7h+AWvuV0GZr/60OdHL3jN7V/+4bilWOpUgwEAWMIq1fS1H9hw7a2FtvtPO+nwF19y+sNOOeLow1eHEI476lBrxTzdu2UshLB5ZPK7N/7qY5//8fadLb9db/nnzT+7q/iHv3FEPhetlRgMAAALqliq/da7ftW2DfgVzznzD1/y6MMPG7Y+7J36f2ly3FGHnvOwY/7k0sfcu2XsXVd873Pf+Hnzgk9+fdddm8p//0fHSsJLlKZoAACWpEo1/ZPLNmYz8AVnHX/tJ175jj94ogzMvk3Fl7/lkms/8coLzjq+eee1txZe+4ENlWpqfcRgAABYIH9+xeZsL/TrXnbeJ97zXM3P7L8w/In3PPfZT3xwNgl/9AujVkYMBgCAhfC9n05mB2K97mXn/cmlj8nn/OWW/SifSy5/yyWve9l5zXs+9PnR7/100sqIwQAAsH8VS7W//OiW5peveM6Zf3LpYywLC+NPLn1Mtjv6Lz+6RWu0GAwAAPvXx7+yY3S8Wr992kmHv+01j7cmLKRPvOe591vb2H8+Ol696jondYnBAACw3xRLtQ99fnZD5j++6Wl6oVlg+VxyxV88s/nlBz61rZYqCIvBAACwf9xw2+xYrGc/8cGnnXQ/a8LCO+dhx5x20uH126Pj1dGxqjURgwEAYL/40g/Gm7df+6JzLAgHypteeUHz9tad0xZEDAYAgP0iOyD6lBPWWxAOlPPOOK55+/bM+dWIwQAAsM9sGpmtub3iOWfaFcwBNLxyoDkyeqpsc7AYDAAA+9lZpx1tETiwTs30I1RrgrAYDAAA+9pP7yhaBBYP/12MGAwAAAunOacXFoNyRTVYDAYAgP3p1rtGLAKLx0AuWgQxGAAA9rGTjx2yCCwed2/a1bwdpWAxGAAA9rnhFUnXBAIHxB2/2iEGi8EAALAfHbE237z9sc//2IJwAFWqtc994+fNL3NysBgMAAD7XD4XzzltuH57+87CrXdttyYcKDfeurl5+9TjtOuLwQAAsH888/xDm7e/+L07LAgHykc/N9uPcPwRgxZEDAYAgP3i3IcON2+/71+uvnfLmDVh4d27ZSzbEb12Td6aiMEAALBfrF2Tf8o5a5pfvuuK71kTFt5L3/K55u1XPWt9PmdJxGAAANhvXveiI5q3P/eNn3/ksz+yJiyk9//rD7LHVr/4KeusiRgMAAD70do1+ddnkvCbL/vGtT/baFlYGFf98K73/cvVzS/f8dtHrxySqsRgAADYz577+MOaI6NDCM967Sev+uFdloX97SOf/dFL3vTZ5pfnnDZ80aPWWBYxGAAA9rt8Lr7zVUevP2R2R+ZL3vTZ9//rDyrVmsVhfygUp99y2TfefNk3mvesPyT39390bD7nuGAxGAAAFsTaNfmPvvmEbBJ+379cfdYLPvTfV90qDLMPVaq1/77q1ke/+IoPZ3ahrz8k98m3nygDL1HmegMAsFTd//CBT779xN/8v/eMjlfr92zfWfi9d33xbZd/65mPf9Azn/Cgow9ffdxRh1oo9sK9W8Y2j0xe+c3bPtwxg+2c04bf+aqjHZIkBgMAwAGwdk3+C+974J9fsfkr104079y+s/Dhz/7owyZIsx885Zw1f/HKo9WBxWAAAA6w63Zv3VCePCQ3eOqKw+r3HD2wKh+XxQ64fC6+81X3f/4TC+/++LY7NpT8MrCfnHzs0Dt+++iTjx2yFGIwAAAH3qNWHbk6GfiH7T/5/K4uA5OfddhJ9RvrcyvOHG4cNfTgFWtX5wbqt48bXPLTbh9xyvAn/+LE7/108hNf3XntrQW/EuxDTzlnzfOfeNgjThm2FGIwAACLyGkr1/3j8U947zHnf2rn7Zdt/fH2SrH5rSt3zmbjj4Zb+jzJ/fIrz1t9dP32I1cdeViuUfg6e1UjPA8n+fX5lYt2Ec4/ffX5p68ulmq3/Wpqy2jluz+ZDCFc//NCc/MwzGn9IbmzHzwcQjj95JUPOn7oYSet1AItBgMAsHgN5wZ+6/CH/NbhD7lucuvfbLnxe5Ob9ujh26eLn5/JzJ/fOcdJvOevvv/6/Ir67Scdenz9xrEDq48aaBTNjh48MI3ZK4eSR5wyHE4JFz/6EL8SgBgMALAsPGr1kf9x8lNHp4v/NnLrv43cmi0O7yvfn9jYvH3lzjv7X/zMtSe99PCHPGr1UX40gBgMAMD+sn5g5R8efdbvH/WI74xvePem639e3HGg3smVO+4KaRCDATEYAID9/3e+mDzx0OOfeOjx95YmPjN6+wc233hA3sYPxzf7WQAHXGIJAACWj+OG1vzh/c+686yX/92Jj3/winUhDQv5Z/t0sVCd9lMADizVYACA5fdXwJg8e/3Jz15/8s8LOz65/bZ/2Xbzgr30LYXRs9foiwYOJNVgAIDl68HD6952wmNuOeulf3H8Y+6XXxHSdH//ubkwatkBMRgAgANpODfw0iMf+uWHPfd+AytjCPv1zw0TWy04IAYDAHCAfXPXry6+6TMj5eL+3h78P6N3Wm3gwLI3GABgWauktXf+8ocf23JzCCEuyCuOThfXD6y08oAYDADAQitUp19121evHtsUF/BFfzq5/Qlrj7f4wIGiKRoAYJkanS4+4cZPXb1r0wIfm3TT5IjFBw4g1WAAgOXohvEtv3HTlWGhGqGzrh/bHI7zEwDEYAAAFsplv7rh7351w4F69at3bfQjAMRgAAAWKgP/8oa//9UN8YC+hw1TE8euWONnAYjBAADsR5W09oqbvrQYirE3jm8Vg4EDxYgsAIDlkoFf+dMv/WDnxpiGA/7np+Pb/ESAA0U1GABgGWTgWu2VN33x6p2LZVPuNTttDwbEYAAA9o8d5eIzrvvPkXKx637gXExef8YLdpYmPnTrFxbsLf1ickelVssnOhMBMRgA2KfOfsVtFmGZqw2VC5dcn64s97rge8/+2xDCH33/8uHcUKFSuo8vF4uDfV4r61Gv/1Fu1+qFWYQf/r9T79kVPn1Tze/Dcnb/NeFlj8xZB8RgADjIXf/hB1mE5WxHufjMa/6zUC7HtPsFx68+4uHrHvDyb77v35/0Z0cOrz33M79/y85f7sULPWbtMS87/vTHrjs2hPDJjbe84xffn/Mhb3/9Ic846pQFWIRyNf3f29JbtqV+H5Z17Im1w1bKwDRoRAGAZepTX99ZqQoGB3kGftYP/3O0VOwzqmq0OBZC+MgTXnfFLV/cWtj5sLUn7tGkq/sNrHzLqY+9+oJLP3rW0x93+PH5JMknyYuPe9jXz3vRg1at6//Yb2//5QIswh2j6eXX1GRgGXi6FtNUOwAzvxKWAACWoWKp9t5PbDt0Ve7iRx9iNQ7aDPyDT4+Ui70uOPfI0x5/zBlX3PLFtf/8zLOPeNAZhz/wyOG1X7jnByGdV2I8dfW6Pz753MeuP67r/t5jVq75/KOf/7+bb3/9z77e6xmu2bF/p2SVq+kXFYEJIR+r09UYYwh+FxCDAWA5+/hXdoQQPvCpbRc9ak0+Fy3IQaZSq738+v8ZLRV7/Wh/56FPf+/5r95a2Pnms1989Ief+zsPffqF9z/9Mf/5e8Xp0py/DaeuXvd/T7vgrLVHz/k2nn70KeetP/b1P73qB90S72ipuKNcXDe4cn+swLbJ9D9+Wttd9rsg7VTLlZDkklqtlqZyMA2aogFg2SmWah/6/GgIYXS8etV1Exbk4MvAr7rxC7+Y3NF2fy4m33/eZetXHBJCeN1Zv/Hkz73+Ef/xyhDCH5z+nFd+/b2n/ttLbtkxR5fy4YMrLz/zqZ877wXzycB16wZXfvjsZ1x+5lMP7xZ379m9a59//Fot/erttSuul4EJuVApV9KYJGmtlorBiMEAsJzVS8F1H/jUNjuED7YMfMMXfji6sXMv7opk4H4rD/vIk/708KFDjhxee/zqI4rTpX+66cp1Kw6ZzzbgNz/osd+48CWPu98Je/GuHne/E758/osuOfLktue8dXxk3378bZPpZT+sXb/RrzQhl1bKlRCTJIaQpmlaqwUxGDEYAJanZim4TkH4oMzAIQ2dfwrTpUu/8q7HH/uIX3/ghe+69uNXXPT6d5/3O8954AWfveO7Xa9v/nnaUSdf96RX/J8THn5fjvkdzg+894yLPnve8w8fWNl85h/v2rqvPrsiMG0ZuFRJY4wxSWppWi8FqwYjBgPAMpUtBdcpCB80Xn39F64Z2RDTtOufh649/v0XvCaE8N4LXv2Fu67+q2s/fvjKQ97y/X++dvMtvR7yoNVrP/vY57/3jIuG8wP75B2eumb91x//kt9/4Nn15//Sptv3ydPuKioCk8nAtenSdC2JMSZJOpuBNUUzy4gsAFheLjnv0EvOOzSE8Mw33HXle06yIAeNy2+//ocjG/pc8JLTnvKvt3z532/92o0vvuK/n/GOh37spdW+58e86SHnv+D4h96XCnD3v30mye+ecvYzjzn1D2740i8mdmwsjB8zvPfjymu19MZN6VfvEG+YzcBT07UkSWKSxBhr1Wpaq6VpfW+w5aFBNRgAlpf7Hz5Q/5O9bVj0ks/Av7j+g7+4rv/m3guOOf2co04rTpfe+v0rjly17tdPvqDXlY9Zf+x3nvSyF5348H2egZuOGT7k0499/nvOeNKdkzv3+kl2FdOP3FCTgZnNNtXy1HQ11jNwZjJWPQnbG0yTajAAwNL2ox2bP/iL63p9dzg/9LSTHn3N5ltf961//NLz3jdaGHvQuuP/67ZvffYX3+16jOqfPfT8F5zw0P0XgGf/Gpoklxxz6t49VhGYXhk4SXJxph26NtMOXUtraa0WUiVAxGAAgKVvY2H8pd//XK9qfi4mN1x6xZGr1oUQTv3nF777hx9/46Nf/JnbvvWar76/ltbaHnXKmnV/f85T70uL8sLYXU7/4ye1bbv98Mlm4NJUuRqTXIwxabZD17cEN2vCqsE0f2EsAQDAErWjVHzJdz/TOdoqH+K5R50W0/Q5p1zw89FfvurLfx1C+Oen/OkHrv3k4X/3tFd9+a9rtWrbQ/7PiQ/71IXPX/wZ+Gdba393tQxMi1gtFUuVGJN6HTjG2Ii+jQBcC43bYjBiMADAUlap1d54w9dGp4qdRxzdf/XhH73kTR96yp+GNHzi5q996OI/ffcP/u1xx5/5wSe/ruuRSP9w7iVvePgFC9AIfV/sLqef+En1ylslGVrzzPTuYmm6uR84JkkaQmY6dKMUHGq1EPzyIAYDACxl7//Z96/dtqFtutVD1p34+nNeWCxPHblq3XMf/PjP3/adkIatu3fENHzm599687f+qe36U9es/+bFv3XBkScs8g9bLwLfs9OPnRaxPFko12JM2krBtdYMXL/n0Q8ctmLU2RsMALD0fHfLL//jzps67z/v2Ie/4byX/Hhr4zzeZ5164bd/eWMI4WVnXPLU//jj0cJ49uKLjz35HY+8aPEXgT9/qwBMtwxcmihMp0mSS2YycFJvh25MxcqOiU6fdNqqEw8fsmiIwQAAS9Km3eOvvfoLXcdifezHX3jJwy/+2yf/4Yl/95y/efL/96Gn/el7vv9vr7jyXTds/nm1dSbWG8644Dcf+PBF/knvGE2/cFttd9nPnM4MPF4opzHJxSSJyUwduN4OXT8oeGY4VqjVnvTg4Sc9ZI1Fo0lTNADAUlKp1S795me6bvENaThsaPXzPv1nR65a9zdP/v9+74vv27p7xxse+5KQhmqtlr3soxc+Z5Fn4HI1/dwttU/fJAPTTWl8d6nW2AwcY4yZg4I72qEffsyQDEwb1WAAgKXkrdddtWOq0LUU/KQHPOoTz3v7Q/7hN3/3f99z+dPf8LU7rznz8pcctmLNaHGsef36oeGPPfG591+1qCdCKwLTz9R4oVSNudzMluBkdjp0Yxfw7Fiskw4feP6jDrVmtFENBgBYMr70q1985Ve3d60D50Lyg3t/um1yx+VPf8N/3/Kt/77lW5c//Q0hDaOFseY1pxyy/tNP/s3FnIEVgZlDcbwwVWkUgZMkmWmHDiHMbAOerQMfsSZ52WMPyyXRsiEGAwAsSbePjb7lmq/FEDr/nHPMQ6566WXlyvQffflvH3fima848xmv+8rfvulrH6ylteY15x5x7L9f9IK1QysX7QfcNplefk3tlm1OtaGHwtjuqemQzA6Fbg6I7twSvGogvPz8tTIwYjAAwFJVrEz/3rev7LUleKJUeMgRJ73tCb/z9Tuv+849P3rXr71mZW7FR278n+YF59zv2MsueMaiHQpdq6Vfvb12xfWKwPSUFnbtLlVmzwdutkO3bAluzIVePZD+wZPWrR4SdhCDAQCWrD/53hd3FAttp/7GNBx3yBGXP+MNu0uFN331g7999rMuesCjQgivufI9OwpjzWsuPu6Uyy5cvBl422R62Q9r129UBKanWmHn7qnKbBE4md0SHGfaoWu1tNkO/cJzDpGBEYMBAJawL99z23Vb7o1p2vZnOD943e9+LKRpTMO/3fi/37n7xo+/4O3X/Oqmz938zeY1r3roo975mCcvzgysCMy8fk927ywUKzHGTDt0fVtwjElSm6kANzuif/v8Q09YP2jd6MOkaACARW3nVPGtP/ha12+9+pznfvbmb94xeu+1r/nYtskdj7n8t9YPH7ZhbGvzgt95+Dm//bBzFufn2lVMP/YjAZg5VCd3FKYqSfNspGY7dI8twc8/c9UJ6wesG/2pBgMALGpvufornb3Q9T/37Nj0nIc+4aVnPf193/7XI1avO3zlYRt3bW1+91UPW6QZuFZLr99Q++A1MjBzZuDR3cXpmCSh25bgZjt02miHrj3hlBVnHLfCujEn1WAAgMXry3ffdt3mDW13rhwYet8lf3jeiWf8xdf+38P/5jcecfSpj3/gI2/ZeteGXbN14CefcMorH74YM/CuYvpfP6tt2+1nyxwqEyOFYiXmci1bgjNl4VqjFJzWc/C5Jww+8cHD1o35UA0GAFikdk4V//z7X+ssAl986mNCCFff85N/fM4bH7j2mPc/44/WDx/6rI/+UfOCc4489m3n/dpi+zjNIrAMzNwZeHxkd2E61ncAt7ZD1+9JW7cEP2Bd8tSHysDMl2owAMAi9dbvfiWkjfnJ64YPvfCkszaMbb3+3lt+44wn/2L7r57x0As/fM3nnvGQC8/6mxdmH/Woo4772yc+c7HNxNpdTj9/a+2enX6qzDMDl+t14NBtS3CMsVatNnYF12oPWJdces5qRwQjBgMALG1fueu26zffG2cy8Nde/U9HrF4XQnjM3156+/ZfveLcZ7/1i/942Mo1T3vI+TFz0tCjjj7uA09adBn4Z1trV97qPCTmNjwQxka27i5WkiTXbIEOSWY/cPOg4JmzkVYNpi84UwZmz2iKBgBYdHZOFf/8u18NaQhpWLfy0K+9+p9u23rPqe98ZgjholPPffdVH7l1y11/+bTfe8nZT3/tZ95Tvyyk4VFHLboMvLucfuInVRmY+WbgrZsmC9OzZwJntwQ3p0OnaW2mHXp4IP29C9asckQwe0g1GABg0fnzb3+lWeP95KXvPmLNugv+7mUnrD06hLCrMDFdmX7K5b977GFHbh7fXq3VGhXjlcN//YRLFlUGVgRmTzJwumvLpt2lWqzXgWOMSRJijEmSzLRDJ8126PqW4Frt0nNWycDsBb80AACLy9X33nPdpnvrBd5cTF77X+8JIVzxwrf9+6V/FUK47HlvvPvPv/S2i39389j2arXWqBivGP74s160cmCxHJdarioCs4cZePPGyalqTJKkrQ7cuiW40Q5dq6W12ssfPXzUITmrx15QDQYAWESK09Pv+t5VMU1XDqx4z7P/KITwr9dc+X//9x/e/vTfv3XLXY9+34tOvt/xF5/22O/f9eNatdrcDfnxZ71w7YqVi+Qj3DGafuE2ZwKzBxl456YNu8u1mOTa9gC3/UlDaE6HftEjV5ywTpZBDAYAWPre/b2v7ywUYgjTlfJjHnDGEWvWhTT88Wfe8+QHn3f+yWcdNrTmF1vu+cWWe0IIzQx8+dOft3blYjkq5ru3jH7im/e03hfj7PSiGEKIMfP2M7dnLoshdj42e03MPnfL1zF2e93Y+T5mX6zLi2avjL1etPN9z//DtlyzEB+27XX3z4dtPOu8PmycvR13jY5OlqpJMwNn2qE7p0PX52I9/oEDpx4x4F8XiMEAAEvenTtGrrrzF/Xbg8ngx6/5nz++6KXv/epHqtXaaz/1Vze++T///gV/9uKPvjH7kFecde7pR95/8XyE//jWr2JMsimnewzrnvX2OoZ1y40LlTl7vuF+qX7pBOzZl+39otmf4Hw/bDpzFlgYWLMuThRi7NIOncxk4KTeDp2maa32uJPyjz9lyL8uEIMBAJa8Sq329m99pZkSpqanLvvmv//3j67aMr49hrCzMPZbH3vz6cecmg1GZ9//uJefde6i+hQxSeZX1G093ibGHtmvb61yvpXkAx6we3/YtmeZZ2F2v37YbFG3Pe2H9kpypqjb7cM2s24aQkjT+tcz8TedvX9mFnTrluDGbKwkxthoh67VHrAuXvDAQf+6QAwGADgYfOOu2+8cHW27c+POrc3b37rtum/ddl3zyweuW/++i5+12D5Fkkv6xLB5N/T2zZx70fl8IAL2Qn/YtqbkPf+we1VJni3q1jNtrdYl6NazbuOutEtIzm4JDs3NwDE2769Phz5xbfg/j1zhiGDEYACAg0Fxevoff/DdOO/JyutWDv/t056zqI5HamSkJLfXDb1hIbYHzzdzttU593n38n7/sHtQ1J2rL3026qYhhLQW0lALLeE3bQm6beG3tSAcMjm4+ZjYfTp0MjsdOk1X5mu/eeZKGRgxGADgIPH/rv3+jsLu+V//l7/2tMUzFisrSZIDOaVpLzevHvwjqeZd1O3XvRzmKuq2p+b2cDz7ZduFSUsGntkmnCT1N52m6XC+9urzVg7mZWDEYACAg8Lm8fHP3PST+f8F/+VnP/r0o+6/OD9LTHL7fSRVaJ/h1J4fD6KRVC3DxvbRSKouRd05g26Xa9qzbtoRfecRkhv/20i82SQ8MxyrVq2mtdqrL1ixalAGRgwGADhY/PW3rwrzbod+5LHHvezscxftZ0lyyX3LnEZShd5TtffZSKrZGJpmbqU9r5tnUbdL53PfF20+tuV84GY7dJLU26FfevaADIwYDABw8Lhp86Yb7713nn/HX7dy+F0XP2Mxf5yY5MKSHkm1gAOuD8BIqrBvirq9tvj2bZnu99guM6JjjCHU0vSlj8wfvzbnXxSIwQAAB4+/+fY3518K/uBzf2PlwMBi/jhJkuxB5tyLw3j7PfCABuz7MpKqDH29pwAAIABJREFU7Zm7jKTqU9Tdm5FU6VxBN+xVUbd753PfgF2/MjcwMHtW8EwertVqF56YyMCIwQAAB5Wrbvv53SPb51kKfu2Fjz/6kEMW+SeqV4PDQsx87jOSaq86n+cM2PtvJFUIaW0BRlJlr+zZvRzuQ1F33tuD2183xsHMgOgYkyStpReeGC88SVpBDAYAOIhUa7UPfu878zwk6azjjvv10x+x+D/UzN7gYCTVXCOpwjyKuvtkJFXoV9Tdi87nfg/cy4DdtiU4hnDCYemFJw34twRiMADAQeXKm366c3dhnhe/9clPXRIfKsZkD2Y+L/RIqtBe1D14R1KF+VaSw76d+dztRftWoUMIaZqZjxVjkpxwaPrCM+QUxGAAYB/58g/HO28/7szVK4cSi7OQitPTl33rW/Nsh37TUy4+bHh4SXyuzIFJi2bm89IfSRV6dT7vVea8jwF73tuD9+DD1kvB9dODhwfSF56RSxKjoRGDAYB95N5t5Q99frR++y3/vDmEcPKxQxc/+hArs8D+84YbwrzboS968IOXyudKcomRVHuYOffJSKp5Z862D7uvZz7v3YdtbglePRRfeXYiAyMGAwD70oufsq4Zg+ve+OIjLMsCK05Pf+wHP5jP3/TXDg//5TOfuYQ+WkyStkbiRTaSqhHB9tlIqvYsvKAjqcKBnfm87z5svSN69YrklWcnjghGDAYA9rGVQ8mrnrW+mYRPPnboEacMW5YF9p/Xz7cU/Ppfe/IiPyGpTVKfFH3fRlKFvaokt8ewvRlJFfbHGOQwv5FU2e3C8w66YbHNfJ7vh219H/VS8K8/RAZGDAYA9o9sQVgpeOEVp6f/9ep5lYLPOv74c096wNL6dDFJ9nAkVUvW7TaSKvQ8Z6jHSKq2QVSztw7mkVRdDuPtH3QX1YdNkuTSs3LHHSoDIwYDAPtHsyCsFHxA/Nf1N8zzyjdd8tQl9+mSJDfv7uUwn3OGarUQWoq6RlItcMBeiA/7lFNlYMRgAGAfOfsVt/X57h0bSv0vYN+LlbUPnlcpuLDlIRf9wb1L7vN94I0P+Mg3x1tzb+sW3454FFqjU3ddd6N2uSyd+zk6/tnz8rTzsaEzkM8lnc+b6nZN2veOOPN19uTp2O3idB6rNefipz3fS9r3PXd7kuxFQ7npix51+NnHmlSPGAwA7CPXf/hBvb716W/sfMET11qiBfaNW279qy/MHZ8ecL/DL//jX8slSykbVGvpl3+0+32fGfFT3hNxr751sESRJLz/Zcces37Q7wFiMACw31Wq6Yf/Z/TU4zRFL3BQrH3om9+O8ygi/tklT11aGXjrrso7P7Pjl9srfsrMPwNXqmk+pw7MAeDXDgCWo6uumxgdr77749ssxUL69s9v2zVZiGno/+fZZ535gPvdbyl9rpsLv/NP22Rg9iQDp5Vqah04YL+BlgAAlptKNf3Ap7aFEO7YUPrx7QUF4QXz6R9cN+d+0rWrhl9+4flL5RONFarvv3LnT+4p++Gy5xk4zrnXG/YT1WAAWHbqpeD6bQXhBXPzho33bBuZsxT8qic+bsXg0jgo+Po7py79+60yMHuWgWM6XanVdz6naW3ek8Zgn/4eWgIAWFaapeA6BeEF8w9f/vqcf+F/wBGHP+Ghpy3+zzJVrv3Dl8a+e2vRj5U9kovpdKUak1wjA6sGc4CoBgPA8pItBdcpCC+ArbvG7tm6PaZp/z9ve96zFv9nuf7OqVd9aJsMzJ5n4FqlUo0xCSGENA1pLU1rluX/Z+/e4+usC8OPf58nadMmTZuStAWa3rjZgpSKlKtUmApuPwGZv6kMnE65bGN7DafOOZ14gXkb3lD3Qn+o003B30v3Q3CDTaYTZFhA7vcCLZSWXtImaa5tznl+f5xz0pPk5OSenJy83/aluZyc85zvSWw/+X6f78OUMBsMADPLY893nntybQjhjo37Mm+EEPbu61lY618FE+g7v7h7yKng89e/ZkndglJ+Fql08u07W297oN0Lymga+EAqxHGIssuhkySRwchgAGAyfPAPl2TeuGPj09decbgBmQQt7R2/euyp4heBXVhT/cdnn1nKz2LzzgNX39zU3K5bGE0DHzjQE0VxZio4uxw6+9+GBxkMAFB2fnb/w0P+W//SN51VsjtjpdLJ/72n7Yd37/NSMsoG3n8giuO85dBJkqSTdGKLLGQwAEAZSqXT/3bfQ1HRf+ovrKnecNyrSvP4dzT3XPvjPa4JzOgbuHt/FFeEqHc5dJLbHEsDI4MBAMrR01u3720b4mTav337+RVxKW5c+rMH2r75n61eREbbwKn93fujqCJEUd5y6HRmc6zM6cFGCRkMAFBufvCLXxefCl65pOHY5UtL7bBbOlLX/XSvawIzpgbu6o7iiijXwCHklkP3TgjbIgsZDABQZnbsbXn4+ReLb471Z295U6kd9n8/3vHFW5u9fIytgbsy88AHd4dO59dvkmWwkMEAAOXkvx56PEyrqeCu/em//8kek8CMqYFDqrurs3ctdBRFIYTeraFzs8FJSJKQNhuMDAYAKCOpVPqH/3VP8angPy2lqeD7n+u6/t+aXRKJ8WjguPdPCFEIeWuhw8EevuR3Fh+6cLZBQwYDAJSJBzdtDkWXfG5Yu/rYFSUxFZxKJ1+6tfmuJzu9aoxFHFLdXR3Z+o2iAbtD926OlSRJet0R1Re/YYlBQwYDAJSP793xq+KbY73rTRtK4Tg37zxw9c1NJoEZoyik93d29NZv8eXQ646ovuaPVho0ZDAAQPloaevY8squIjc4c+3qJQsXTO1BptLJt+9sve2Bdq8X49HA7VEUMvWbmw3OTAWns5tj5ZZD19XE1/zRyoqKyLghgwEAysfdjzxVfCr4f536mqk9wh3NPX/9/d0mgRmfBu5oi+Iofy103oWC+8wG19XE3/jzIzUwMhgAoNz8x8ZHiuwRveLQRWtWNk7VsaXSye0Ptn/zP1u9TIxPA7fvi+IohCiE/J2xssuh+14oOPnGnx9ZV6NBkMEAAOVly/ZdL27fWWS260/e+sapOraWjtTf/bBpy64eLxPj0MBJurujNYqi3pOB+y+Hzu4Onb1Q8BcuXaGBkcEAAGXo3seeKc2p4P9+vOOLtzZ7gRgfSbq7vSWK4yjObQ0dF1sO/YmLG49bUWPYkMEAAGXojv95qMiJwVdcOAXXCm7pSF33070Pb97v1WG8Gnh/e3O2fkMUQt5scMgsh07yl0Nfclb9ya+qNWzIYACAMvTkC1tbWtsHWxG94rBFa1ZN9lTw/c91Xf9vzXbDYnwbOGTXQkd5a6H7XSg4CUk6hOTis+r/8OxFhg0ZDABQnu556KkiK6Iv+/1JnQru2p/+2r+33PVkp9eFcWzg7ra9UZ+TgeOQtzNWkqRDks5tjpU+YdXcd2xoMGzIYACA8pRKpf/9rt8ONhVcV1tzzPLDJ+1gntza/dl/3WsSmPFu4D19pn/7LYcOfZZDr1s191OXLHN5JGQwAEDZenbLtpAMOhf8tjeeWlERT0aNp5Nv39l62wPtXhHGuYH3NeVdGThvOXScWw6dPrgceuG8+O8uatTAyGAAgHL26DNbimyOdfbJx0/CMWzeeeDqm5tMAjPuDdy1b3d0cO43yuvhOIqiEEL+1tB1NfHX/3TFnNmxkUMGAwCUs/+4+8HBTgx+++++bk7V7Al99FQ6uf3B9m/+Z6sXgvFu4FRX6+6o9wTgzMnAoffdzGbR+RcKTq55V+MClwhGBgMAlLcXt+0qskf069e/ekIffUdzz7U/3rNlV48XgvFv4Jbdfad/++wO3bszVu/mWJ//46Url8wxcshgAIAyt/HhZwb71Bknrllcv2DiHvpnD7SZBGaCGrizZXeUuTBwFGcWRIdQbDn0By9ccuzyaiOHDAYAKH+/eeipaJD9sc4988QJetCWjtR1P9378Ob9xp8JaeDmXVEUDi5+zqvf3Edyy6HTSZKkLz5r4Vlr5xs5ZDAAQPlr3dfx4su7Cn5q+eGLVh/ZOBEP+t+Pd3zx1maDzwQ2cEhC9mTgfvWb/UjIXig4CUn6vPXzL3p9vZFDBgMAzAj3PPDkYHtEX/CmU8f94f79f7Z9/l+eGMYNs6cqR1H/j4QBnyjwbt6No4OfKvAl0VD3MMYDyH046v+pAnc//HsYxQEMOIao71uDHOdwn/5oj3+Qp1/w5et7J4M+/aRr784QhZDbFiu3/jkK4eBHQsgsh06SJH3CyjmXntPg/wqQwQAAM8UDjzw7WAafduKacX+4A+lxz7whMikaLNty+RcVzLy8Twwj86KC9zzgOArcbMI6Mz9vxyN0BxnAIb98JKE7ll805H950n/x82DLoZP0ikWVn7zksIrYJYKRwQAAM0NX9/7Hntxc8FNvPvu1FRXjf+nUL9/0VHYubojMK+Xp3FBgNrVA6I7xAIp35nAOYIyhO9zjj8b2e4rRvgQhhCSEkHdWe/rgI0ZRiHPLoeN4sOXQddXRte86XAMjgwEAZpAtL+0cbHOss884YUIeMo5HmkmTtWx4qHXLEz6dG6b/uuVxnU/OXck69x2ahH7Xtk4Gebff3G/I7Bad2Sz64HLoBdXR165YuqCmwv8PIIMBAGaQx57aHApV8LKli5YvXTwRjxhFFYOG7miX3Q4v8wZdtzxF07n9nn40DqU9ndYtFwzddP/DT4p0b5L34ST/g7ndoQtcKDi3HDpJkvRH/vehGhgZDAAw49z3wFMFTww+/9zTJugRozgev84sg22o+jbmpE7nhhGvWx78twnRsCp3QOj2X4mQ9P2lzKCh2+8ekn532H936Djk7YyVJOmQpD/37kOPXTbH/wMggwEAZpbWfR0vbS18qaTXrjt6ojI4iicwdG1DNZ2mc/O/vPA0b/566EKdnP1MXgpnZoPzpn9DXg9n7yG5/NyFGhgZDAAwEz3/wraCU8HnvOGkOVWzJ+pR43jw0JqB65an6zZUg2TtcNct97t9MnQnhyJf3v/duNhy6IvOnP+W9fP9+CODAQBmokceez4U2h/r7DNPmLgHzZsNtm650C8Axu3yucOr9FFvQ9X/y4c5nTtk6Bbv6mF9eSZ/87eGjjJ7QSfJhjVzLtpQ52cfGQwAMENt3PjkwNngZY2LlzUunrgHjeLYuuWhQrfEt6EqGroFfrHSbz65eNaOqJOTvP86uG46qqgIURSFfptFh7UrZr//ggY/+MhgAIAZatfu5paW9oEfP2vDugl93CiKJ6wzXT63UOiW5rrlYVVuv7xNhnkPcVSZt1l0dmesBdXhExctcolgZDAAwMz17LNbC54YfOrJayb2gXNnaQ67M6fj5XODdcvD+/JkkM8nRTt/qPnkEOVvFh1CqKuOvnrpEg2MDAYAmNGee37bwA8ua1w8f37NBFdwbN3y5Fw+d9DQndh1y4U+NWDdcoEYHv18cv/jz7tUUpQZ9K9eusQlgpHBAMD089Ebtt2xcV/m7ZPe93Tmjbu+cfTcqtjgjMJ9v3kiGpATZ73+hIl+3CiqCIOfxDvI5WetWx5W6E71uuVksuaTB1R0v4XTeZtjhRA+c0mDBkYGAwDT0pVvW9SbwRlXXFCvgUenu3t/a3P7wFbbsGHiMzh7waTxnc4N/U8IHufp3GDd8oDPj23d8qhKOxlwPAUPIP9CwZ+9pGHNsio/8shgAGBaOrxh1rkn1+aX8CXnHmJYRmfLlh0DQ+nY41ZWTdzlgvM6uFBnltp0buHQnejp3DBj1i0XffpDh27xA8htjhVddGatBkYGAwDTW/6EsKngsXhx8ysD98c6982nTMJDF54NDsW3oRp56I51Oneo0J1O07mhFNctD3Kc49P5URRF8UVn1r7zdfP9sCODAYDpLX9C2FTwWDz4wDMDM2f16uWTkcFRXKhUS3wbqpGHbglcPndM07l59zSi0h6X6dyxDGASQhTFJ6ys+oPTa/2kI4MBgHKQmRA2FTxGTz66uV8jHvvqlVVzZk/CQ0dxRcH6tQ3VcCJzJKE7wdO5ofAZwv3GaPwOYMhfNBz8PcUJq+Zc/Y56l0dCBgMAZSIzIWwqeCx272oe2ITn/O4pk/TwhWeDD5atbahKeBuqMIJ1yyOdzh3iFw0jOL/6b992iAZGBgMA00/vJZEK6rdlNCNS1/PiigEBcun13eno6XF/rPtvfFX+uz2pZPWiyqeb0sML3bFfPjeU87rlKd2GahhPP4x6Orf4y1f8AN7/zjVzZlsqggwGAKahfvnUa9vuA+d/+PkrLqi/7PwGozQ6P/jO5jtv7/ORNcevuvFjx030427a2n3ldS81tabKd2ijou8ysebODhvW1Z53xuGGgjLmdzwAMBN9/ce7Qgg33NLU2Z02GqPzzONboiTk/znn9yZ2RXRPKrn5zr3vvHpzWTcwU9zAnfuTAgutQQYDANPatt0HepdD//MdewzIKKRS6a1bdmbPq839edWxyyf0VbvkU1u+8IOdBp8JbODs78VkMDIYACgvmangDBPCo7O3qTVKkvw/jcsXTdAe0ZlJ4PM//Pymrd1Gnolt4CgOSZKoYGQwAFBO8qeCM0wIj8L2l3b1WxG94Q0nTtDrZRKYiW/gpLM7FaIoJEkIabPByGAAoKzkTwVnmBAehc3Pbe+3Inr9GceO+6Pcfm+rSWAmvoHTnd2p3FZk6SRJgulgyp2dogFgZrn2isOvvSKEEE5639OD7SPNkHZs3R3llcLSFYtrF9SM4/3v3dfz0Ru2b3yyw1Az0Q3c0ZWOoihEcUh6G1gGI4MBAOjrvl89nv/uiaetGcc7v/3e1o99a7tBZlIaOBVFcYji/LUNTg5GBgMA0Me+lvao73TZa04Zn3l1k8BMmpqqVFtnKoQ4hCiEKCSpJEmHJEkS5wYjgwEA6GvHtqb8TJhfV7N05ZKx3+3dj7Rd9ZWXDS+ToHZOT2t7OkRRn+XQIQlJOjg3GBkMAEA/e3a25J8Y/PrfPWmMd9jZnb7mu6/028EbJqqBq3pa21Mhivsvh06SJEmC2WBkMAAA/Ty68Zn8TFi9dtVY7u3uR9o+/Z1XmlpTBpZJaeADre2pEOfWQucth867WpIMRgYDAJCnvaUjfza48YhDR3c/JoGZ9Abe39KeiqI4hMxy6Cg395uEkM6dG5yoYGQwAAB9PP3g81Hu7VetW1U1Z/Yo7uShZzs+/I1tJoGZvAae3d3Sloriirzl0CG7L3S2fs0GI4MBABigu2t/fiOsPWX1SO+hJ5V8+eadN93ZbDCZ1AbOzQPnLYfOXSg4e0pw5t30CUfPM2LIYAAAstr6rog++vgVI/ryTVu7r7zuJZPATHoD94QoDlGU2x06sxw6++fgcuiQXHTukneee5hBQwYDAJDVvLs1fzZ46arhXirJJDBTYt7srpa2nt6F0FEUhTBgOXRus+hTjqv9q4tXGjRkMAAAB+3dcfBqSa8969XD/CqTwExVA7e2HQhRRd5y6DgzFdxnOXSSTpL0KcfN+9pfr6msiIwbMhgAgIM2P7W1dzZ4/RvWDnn7nlTy4182f+EHOw0dU9TA2bXQA5ZDJyEkvcuh6xdU/v2VR2tgZDAAAP21NbdHSbaDlx9zePEbb9t94K+uf3nT1m7jxqQ3cGfLvgO5ayPF2QYOmcrNLIdOJ7mrJdUvqPzRZ159yPxZxg0ZDABAf88+uDkzG1y7cF5tXc1gNzMJzFQ28KyObANHUW45dBxCHKK473LobAx/7xPHa2BkMAAAhbXtactMqJ153kmD3cYkMFPcwG0Hslth9dsdOhzcDSvJnhKcfOfjaw5fVGXckMEAABTQ9Mre3hODjznxiIK3uf3e1o99a7uxYuoaeH9u7jdbvweXQ2cWQucth/7qB49ed0ytcUMGAwAwqN4dhBY31vf71N59PR+9YfvGJzuMElPTwJXtLfv2Z6+KlF0OnfkTFVoOnVxx4WFnrqszbshgAAAG1bJrX0iSEELtwnnz+p4YbBKYKbSwtqKns7m5rSdv7jd/OXTcdzl0EpL0n/z+oZdfuNTQIYMBAChm747mzEWDX3PWcQc/aBKYqW7gVNee5rZUbu437p0Qzl0rOApJKndtpHQI6ZOPm/fe8w83dMhgAACG0NHamcng1euPynzk7kfarvrKy0aGKWzgns49zft6QtT3ZODspZLylkOHJCTpkCQnHzvvax9yiWBkMAAAw7D50ZcyW2QdunJRZ3f6mu++csfGfYaFqTK/Jt6145Vs6/ZZDp27VFL+cugkSZKkfn78pauO1MDIYAAAhiUKITMb/MSuWZ/+/PNNrSljwhQ28J6dr0RxZuK3+HLo7J5Y9QviH127Zu6cCqOHDAYAYFg2PfB8SJJ45VEWQlMCDbw9F8B5VwbONXD23eyFkdIhpJMk/aNrX71w/iyjB7EhAAAYpramtigJj3ctNhRMcQPv2N4nfXNzv5mF0Lnl0CG3L3SSJMm3P3a0BoYMs8EAAEPrSSVf/OeXMycGt85dZECY6gbO/CfKzAZnTg+OovjgWugQ5V8o+NsfPWrdMfOMHshgAIBh2bS1+8rrXmrf3XJaEkII3bOqjQlT18DbQhRCdr43byus3Mxw3nLozJ/kircu1sAggwEAhuX4C2/Nf/f2Q9eHEMLeTbkPRH3/t9/uu7mPRv0/0vdWg+3ZGxV9N/uRwe98WMcWih5bNOSxRcWOLQx1bFEY3bFFQx750Ac/tnEbetiLHlvxF32wO59bFTft2BaFkFv2XHA5dJQ77TG7HPqKty6+/K2H+lkGGQwAMExTGLrDK65R5twYQ3dYpRqFUR/bWEJ3jBXdb9ijkf96osiLPqbXtHN/EoUkRHEUchdGKrAcOs5MBWca+OQ1NRoYZDAAwIgqOB4qimZI6A4yFz3K0C2NuehomFk7ml9tRKM8tqTv/6b7f/bgdtBFlkNntoZOTj625voPrPJDDDIYAGAkFdxbO+MTuqMMtjGF7ujvXOiOInSHfOJJfu0WCN3M/yR9q7jPmOXSt89y6CjKfiSEkE6SpH5+fP0HVlVWRH6KQQYDAIysg8cWutPhNNcwumMrgUXXE3mC7tSFbp9PDzjkOK9+o+yEcHaBdByiOLMcun5+xc2fPloDgwwGABiFeGw7UYWSOM01jO7YSmAueip2ohrGsU1g6A64fdL/GeVvhZVbEZ1dDh2SEDINfNTC+f6dDzIYAGDkclNtYw/dwWrRlsslGLr9TtBNCqZpXsaOa+gWr+i+W2FFvQ2ceQpJOknSn79yhQYGGQwAMOoOjl1bqCRDd4y7ixXfiWqMoZsMp3sHv/OBEd73eUX5y6Hj7IKF3HLoG/921bqja/zgggwGABhLBo8xdF1bqARDNxmQscmwKzcMNZ07xtBNBnxR0ueFjPIujJRN4jgzZf3XFx+qgUEGAwCMrYKzEWbL5WFmbSldW2iahu7BQyt4bNmtsHInA+f+JKnLL2h4xxvr/cyCDAYAGGMHx8MvVVsujzB0p3LL5RGeoDvIDUaZwcVDt9iXR3FF3gxw7o0kfc7J8y+/YLGfV5DBAADjnMFTGbq2XJ7MnagmJ3RHc+eVvRtEZy8gHJKTj63+1GVL/bCCDAYACrv7kba2jmxs3H5va+aN179m3tyq2OAUirxY6Iay3HJ56JXJxUt14kK34EeT3KvUfzn0UUsrv/r+5S4RDDIYABhUW0f6Y9/annk788ZRjVVvPnW+kRmkAYeZwRMaujP22kLD23I5DPMU3JHO9xYP3TFWdDLYvQzx5bkGzsRwfW30jx9coYFBBgMAxbxxfe2Xbt7Z1Jrq/cjfXOKUwuFkcPHQnbFbLocSvrbQ9Azdop/NLITO/Hf9/IqbPrnKJYJBBgMAQ/3dXxG9/x2LeyeEj2qsWnd0tWEZtIIPtqMtl4vG5PTbcnnsFV08dCdo0fXB5dBf/8AyDQwyGAAYlvwJYVPBQ3VwXD6ha8vlUZVqEkZ9bBMwF53dJjr6P3+z7KjGOX5AQQYDAMP76z83IWwqeBQZ7NpC5bLl8thDdwrmoqMoCiG+5rLD/OSCDAYARiYzIWwqeOgKHjgbPLbQdW2hUgzdUp6L7v/Z+Iq3Nrz51AV+NkEGAwAj/BdARfT1Dyw7qrHKUAwlnqzQdW2h0bXooNcWmrahW+zdd77xkMvOb/BjCTIYABjUQ892vNLUM9hnN23tNkQDrT1q7uENswoVry2XRxe6JbDlcpjSueiRhG7xV/yqd1jBATIYAGAiRf0vmGTL5TCM0J0WWy6PS+gObwOwkYRu8dfUJYJBBgMAQ1h3dHU42jCMpYNjoTteoVtaWy6PNNGLH9soQ3dk22h/9v3r/ESCDAYAmFj33/gqgwBQZmJDAAAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAyGAAAACQwQAAACCDAQAAQAYDAABA6as0BAAwXu6552GDADADvfDCNoMggwFgJvr5zzf+/OcbjQMAyGAAKHPHv/oogwAwwx126CEGYVqIkiQJIbz8wm3GAgAAgLJniywAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGACjP+d7AAAgAElEQVQAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAACQwYYAAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAMI4qDQEAjN3Vn7jh5z/faBwAZrKPf/yyc8851TiUPrPBAAAAzCBmgwFg3LzvfRe8+c2nGQeAmeZzn/ve/fc/YRxkMADMOEuXLj78sEXGAWCmqaubZxBkMADMOEkI3QfSbV0pQwEw0xzoSdIhdPekDYUMBoAZJJ0krd3ppg4ZDDDjdPUk6XQig6cLW2QBAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDwNRKkvDI1o7d+3oMBQCUskpDAADjZV936rv/s7uhtnLDUbUr6mdXxJExAQAZDADlKYrCGUfWrj2l4fFtXT95cG9NVXxCY/X6ldWzKqy9AgAZDABlasHcytOPnLd+ZfWmnd2/fGbfPc+1rT50zqmr5jXU+jsXAGQwAJSpWRXxmsPmrjls7tbm/fc812alNADIYACYERrrZr/9tYd07E8/9FLHTx7cG0I4/ch565ZVV8+2UhoAZDAAlKnq2fHpR847ZVXNMzu6frO5PbNSet3y6sa62QYHAGQwAJSnijjqXSn90IsdN23c01BbecrKmmOWzLFSGgBkMACUrca62Y11s39ndfqhlzp+9mjLzx5tsVIaAGQwAJS53pXSW5r2/2rTPiulAUAGA0D5q4ijIxZVHbGoave+nntfaLtp456aqvisY2qPWlzlgsMAIIMBoGw11Fa+ZW3ducel79vc8ctn9mVWSh93+JwFc/1lDQAyGADK1KyK/iull9fPPv3IeVZKA4AMBoCyZaU0AMhgAJiJeldKP/pyp5XSACCDAWBGmFURn7i85oTG6u2tB37+ZOs9z7U11Fa+cc38w+bPcsFhAJDBAFCeKuKosW72e05raOnseWBLR2al9Cmrao5fOtdKaSDjye2dU/XQk3DWxoFUumN/ekqenTU4MhgAmEoL5lb+zur5Zx4979GXO3/zQvt/PbXvxOXVr11R7V9pwHO7uqfqoVfUV82qmNiH2LSz+2ePtkzJs/vgOYf67pLBAMAU67dS+rcvdszAldKpdNLWnZqmBz+cX1t07E8fSKWn6huserZVBtPPW9bWlfGzW3PY3DWHzfUqI4MBoFREUZg/J26oqZjkx11SW7lu6dw9Hanfvth+08Y986riS045ZGV9Vf5tHtzaOR2HdOHcuN8T6WdPR+pbd+2ept8wn71w6ZC3+eETLQ9P0Wt3QuPci9YfMoov3NzUvbczXYLfMHs6Ulv27J/u3/Nlo7kz3ZNOyu95JQEZDAAzKoNDVFUZ11RVTMmj11RVLFs4+9xjFzz2cufyQ6r6HcamHV3TcUhXNVQdd3hF8Wd9/TuXl/E31aWvWzTtjnl3W+qF3d0l+A2zo/VA6f8gDPk9XzZ2t6fK8nnZtFAGA8BMy+CpN2dWfNLKmoEff8/pDV4gJsfrj6l9/TG1JXhgRyyac8SiOV4gIITglA8AAABkMAAAAMhgAAAAkMEAAAAggwGAqdPUdqCp7YBxAIB+7BQNAOXphd37Qwj182YZCgDIZzYYAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAZLAhAAAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAABMkUpDAACEEPZ1pfb3pKfjkc+ujGvnVHgFAZDBAMAI/Pi3ex94sWM6Hvlrl1e/5/QGryAAMhgAGIH3nN7wntOn/bPY15X68W/3lsHL8bYTF5riBpDBAFDSkhBS6fSBVKmsK+5JJyGE0jmeyXrW6XSSlMcTOZCKhrzZC7u7797UViLHfOFr6uZVHUz3B7aU1uKC45fOnV1ZbEi/f2/TdPxW6Tfsg7nr2bbNTd2lc9inHVlbPdsuRchgAJjm0kmypyO9raWnRI6nuTMVQiid45k0b1izoAyeRWtX0to19Gu3qz3VeaBUsv+V1lT17IMH8y8b95TUkF52ZsOCucX+6Vs6IzmWYR9MS1dqmj7BAs+ls+dbd+0utaN65MX25q7UTffv/YPz/X0ogwEAmDCNdbMb62aX5rF98JxDp9dgvmVtXRl/q5y4vObE5WXyXOZVVVx2ZsltB3DDA3PbX6g4f+2CgAwGAAAYRxVxVHxif0pUVcQVUbDSe7rwOgEAADCDmA0GgPK05rC5BgEABjIbDAAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAYPxUGgIAGBdRFObPiRtqKgwFwEwzZ1YUx9HcWWYZZTAAzCRxiKoq45oqGQww48yqiOIQZlXI4OnyVzYAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAIIMBAABABgMAAEBZqDQEADBukiRJEsMAMNNEIcn8LWAoZDAAzLR/B0VRFBkGgJkmCVHmbwFDIYMBYGZ5+eWd27bvMg4AM01zc5tBkMEAMBPdeOMtN954i3EAgFJmiywAAABmkCizk8fLL9xmLAAAACh7ZoMBAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAJDBAAAAIIMBAABABgMAAMD0U2kIoMTdd/8T3/3+z0b0JV//yoeMGwAAFBQlSRJCePmF24wFlKaXtu44bcOlmbcXNdSdftragbdp2tNy968f7n136/O3GjcAACjIbDCUumWNS9777vO+/U+3hhB27W7+1Mcvr69fMPBm993/xIVv/7DhAgCA4pwbDNPAxz/6vkUNdZm3r7zqCwVvs/6kYz9w1R8aKwAAkMEw7VVWVvzge5/OvH33rx/+11t+WfBmf3Tx7xkrAACQwVAO1qxe+d53n5d5+y/ef11TU8vA29TXL1izeqWxAgCAImyRBdNGR0fXGWddtmt3cwjhdWeccNP3rxl4m6amlo7OrmWNSwwXAAAUZDYYpo3q6jn/8Lm/zLw92NLo+voFGhgAAGQwlIk3nH3SBedtyLz9F++/rqOjy5gAAIAMhnL2hc/8Re/bH/rI9QYEAABkMJSz6uo513/pA5m3b7n1V3f+4n5jAgAAw2eLLJiW3vmuj93964dDCIsa6h7c+P1SPtTGI84b4z1sff5WrzgAAOPFbDBMS1//8ocybzQ01BkNAAAYvkpDANPRQ488m3mj4GWTSoq5XAAASorZYJh+mppa3v2+T4YQ/unGq+vrFxgQAACQwVC2enpSV171hRDCBedteMPZJxkQAACQwVDOrv/Gj+7+9cOLGuq+ct1fGQ0AAJDBUM7uu/+J6778gxDCT3/yD5WVFQYEAABkMJStjo6uy//sMyGET199xbLGJQVvc+cv7r/yL7/Q1NRiuAAAQAbD9PbeK67Ztbv5dWec8Mfvfstgt/nJ//vFLbf+qqOzy3ABAIAMhmnsO/90W+aU4G/f8LHBbtPR0XXLrb8yVgAAIINhentp646/++QNIYRvfuMj1dVzCt6mpyf1oY9cn3m7eu4cgwYAAAVFSZKEEF5+4TZjAaWppye1/vT37NrdPPwv2fr8rcYNAAAKMhsMpe4vP/DFETUwAAAgg2Eac7ovAACMI4uiAQAAmEHMBgMAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAIAMNgQAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAOD/t3f30VGXB6LHnzDJwJAxL8NbQAgvgV2WpcJFepVcvdY11J4q1VYXOdetRbq7dFu32N2WrdetHu167MFzbelqd91jkdV6D7KlvqC97RqLVpvqSl1Ai7gSDe8Jgbw5MDDk5f7xK9OYAIqKhuTzOf6RTGYmvzwTzvGb55nnAUAGAwAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAMhgAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAABkMAAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAAMhgAAAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAyGAAAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAACQwQAAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAACCDAQAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAQAYDAACADAYAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAAAZDAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAADIYAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAZDAAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAkMEAAADIYAAAAJDBAAAAIIMBAABABgMAAIAMBgAAABkMAAAAMhgAAABkMAAAAMhgAAAAOCn5hiBywYV/bRDoy55Z948GAQAA3j+zwQAAAMhgAAAA6I/yurq6Qgi73nzcWAAAANDvmQ0GAABABgMAAEB/ZKdoAAD6nNfPv+H0uuApz97uVYPThdlgAAAABhBbZAEAADCAWBQNAEDf0pnJpp/bfCqeOXnetFP0zEVzZ3rhQAYDAMB70dFyoOHWh07FMydWLz1FzyyD4TTivcEAAADIYAAAAJDBAAAAIIMBAOD0EK8oMwgggwEAYKAYvvjixOzJxgFkMAAADAiDp44t+vTZxgEGMgcmAQAwUMRKCgcl4oMnWRcNA5rZYAAA+rNk1YzUoqrf/b9vIh5CGDR0sGEBGQwAAP1T9s2G1Oc/EUslY6lkdEvmlW195NpeP/8GLxB8+CyKBgCgP4uVJvPyY4lZFYYCkMEAAPR/yfP+KIQQLx9RMHZYdMuBmi2GBQYyi6IBAOjX/79bNDSEkGvgrvaOdPVGZyaBDAYAgP4pMX189EE0CXxo844QgjOTQAYDAED/1HnwcPRBunpjCGHvnY+GEGLJIUYGZDAAAPRDjXc90dXeEZ0VfGRPc7a2Plk1o+3fNxgZkMEAANAPZdZv3fWNlQVjUtGnsVQyMb08mhkGBiY7RQMA0B8kZk+OlRQmppcPKhra2XYw88r2cHQhdGb91roFd0TnBnc0pRu/t/b3STyrIlZSOGTauBDCoc07OloOZF6q7WhKG0+QwQAA0OfEUsniy88tXXB+56HswfVbc/UbQoh6eMRXLw0htD7yQusjz+fiNl5RNnzxxYmZkw6/vvtIQ8uRnfuj3bNiJYWFlVOLPjkz+lLLw8+bNAYZDAAAfaiBU9dcGELY8Vf/lK2t7/HVXMHGK8qK5308dc2FrWtfDCEkq2YUVk498B+v7176r72fs/XoB8VXVhZWTu3+PIAMBgCAj0y8oqz06guij3MfnFjp1RdE870hhCHTxg256ap3fEhh5dR4+YimFdV95wfvau+ov+3fornuQ5t3lM4/r2B0aQjhyJ7m5tXPDZk27sjO/UOmnlk4Z6pfEjgeW2QBAMBpIy8/Vnbjnzbdv67h1oeGTBsXNXAIoWB0aen88xpufaij7WDUwF3tHX3nsjsz2Q/qrwB96ufiNGU2GACA00+2tr7h1odO9lGJ1Uvfw6P6YAknZlWkqzcmpo/vfnuUxNF2XyGErRf+/di7FyfOmpC7w4Ffb4mWgqcWVQ279qKWNTXRbmGJ2ZPPqJqx9ztrQgjxirIxt18TPVVnJtuw7Cfp6o1Fl5+Tlx9r/XFN92836qarEtPHNyz7SWb91uiWeEVZ8oLpRZ+alYvz9uZ00/3rWn9cE0slO5rSE1YvjZUU7v7fD0QPGXXTVUVzZ2Y21e351oPdtyVLzJ4cnzAyN9HdXdMDT4cQhl17Ue6Wtic39HhNT/BwiJgNBgCA/mnnV+7JbKrLfVo4Z2pqUVW8oizKyJIrKpNVM0IIo5Z+rviS2WPvXhxC6GhO5+pxUCIeVeWov7185JJ50Y1Tnr19yrO3Rw1cMLp01NLPhRCSVTOmPHv78MUXN62o3n3D/bnv2Pj9x9O/2DRh9dJJj96YWlQVPWf0kMTsyUVzZ4YQEmdNGH7dJVEVT173D2PvXhyfMLL1xzV185ftuWVV9x+nM5NtWlHdtKK6+4Rw0dyZI66fd8yH712+1u8AMhgAAAZ0CReMHRafOOqY90ycNSFeUdbRlM7dvzOTTVdvHHHdJb3vXDR3Zu+51sI5U+MVZdna+iN7mkMI7c3paIOx/BFFIYTU5z8RfRCJlRT2ftq8/FjirAkjl8ybvO4f4hVl6eqNh7ttfpZ+bnN06tVb615+W9IUDe398Fgq2frjmvZmZ18hgwEAYMCIJmB7lPAJjPyby0IILQ8/H33a9tP18YqywRVlve/ZmclGU7J5Qwp6fCmWSkaFnF+ajNZC7/rGys5MNi8/lpcfe5dXnpcfK/vWVSGE1sdfzN24764nonnj5gef6f2QglEl3R8+6ptXhBBaH3nBrwEyGAAABoqiT806qRIeMm1cLJVMV2+MdrRqun9dFMbdvX7+Da+ff0PtJ29ub2yLWjeE0NFyoDOTbXtyQ0dzunzlktydR3/76lgqmVm/tW7BHYd7HWp1YgVjUiGE3BuSo+svmjuz+MrKbG197x8nf0Rx90/jE0aFEFofed6vAb3ZIgsAgL4oOuA3+riz7WDT/eu676J0vHseqNkSLcSNpZLj/vnLmVe2db9nrKRw1PHPSTre7lnJqhmZl2qP990/QplXtnVfmRy1a/dJ0XB0N6mmFdU7v3JP9O7fE8jLjxVffm7Tiur0c5sLRpXESpPdd9iKTHn29hDC3uVroxXO0Zxw9o36aDOtxOzJsTMSuTsnzppQvnJJ/a0PZdZv3b5wecW/3xK93/jd6Dz0ts2l99/3VHxSWduTGzpaDoQQWh5+vse1Zesa3jYaBw+HEGKlSf+U6M1sMAAAfVG6euPgSWVFc2cWzZ2Z3bn/BBWart5YMKqkaO7MxPTxUQOHEBKzKgpGlw6eVHZk5/4DNVui/wYl4kVzZw6dPTl3y8Vc7XIAABOWSURBVJGd+0MIienjo+2ajmn4X148/Fjvj/0IJaaX974x6sNoUrT7AUXDrr0oNyfc9tPfnPiZSxecH0JofvCZ/fc9dYIDmUcumRetcI7mhBOzKkbfvGDE9fMy67dGmznn5Jcmz7xjYfSe3syGN07iF+AXm6K/QYQQjuxpzqzfWvTps0MIhZVToynr3Pt+oxexI33obQ//5W9DCIn/Nsk/JXozGwwAQB/V9KOnR9+8IHRbGXs80dzgvn/5efcbXz//hp73u3lBCKHr0JFcLedEuw33Fq8oKxhdGispbOhLIzN4ypgoVs+48GO5N9y2/eyl6GpzSdy9hEMITSuqM+u3RmF5PIMS8WTVjHT1xlgqecaFH+t9h672jug7HtnT3GOXrJIrKtPPvdq0ojr6jm1Pboh2k87Ljw2/7pKGWx+KFiq/S61rX4z+BhH9aMmqGbk/VXS2HWz83trWR16Ifq7s9sbeFxkth05dc6F/Rxzj99wQAADQ//QO3ROLTtDtbfjiizsz2UGJeDSh2kckzpqQrJqRra2vv+3fMpvqDtfW712+tmlF9Zjbr4nu0N7YGkLI1jV0L+Hei6KjWo7WD+ek/uwTIYTiy8/tvqNVbnr5zSu+k9lUd+DXW6I/OkSPzb7ZEK2OPvOOhYnZk5tWVLc9uSF0dO740g/antyQ2VTXcOtDyaoZvzuO+OhDck8eTee2/fQ3h2vrj+xpbllTs/NrP+xoTo9Z9oWC0aWZTXVNK6pLPntu7v5Fn579u6rfVJf7KQ7UbMk9fPuf3xVCGHv34nyLojkWs8EAAHBcg/9wbN2COyY9emPRp2ZF85x9xOibF7R/9dL0Lzbtv++p+ISRZ1z4sRFf+XQUrp2Z7MHf1CarZhz4j9fjE0bl5mwTZ00Ye/fiIw0t0acHfr0lVlKYrJrR+viLxZd+PLcj9OCKstSiqtTnP9H92zWvejY3jRxtJV3y2XO72jvSv/xtdHvroy8UX3ZOXn7szDsWvrXu5QM1W2KlycSsigM1W0IIo266KnnetOjaWh9/MXpIy5qa4svOaW9sy25vjG5p+tHTIYTE9PLS+f8jMXPSoET8yJ7mloefT1bNeGvdy7k3A+cVxKL7v7Xu5a6Ozuin6P7w4YsvHvrxKe9+Y2pkMAAAEEIIxVdWHn5tZ3SUbnSsbvYktzs+tf8rX5osuaKy5IrKHrcPSsSj1cK9Jc6akNvAqnDO1MI5U495t94PP94T9r49Lz8WvaP7mPcflIiPXPK29ecFo0ujpe/HdMyv5uXHut841BuAOUkWRQMAwHEy+NKPN6/+VQjhrXUvhxCGL77YmIAMBgCA/ileUVYwJpVZvzWE0Prjms5MdujHp5wWV57ZVPfGZbd5BeF4LIoGAIBjKL36gu4H/GQ2vFE4Z2pqUdVH+w7hzky2YdlPcuck//72toPR6uiWNTUdbZkz7/zi6T7+nZlsNOZ+FZHBAADwYUieN23HX/1T7tN99/y8cM7U4svP+Wgz+MjuplhJ4eBJZYOGDq6bvywxe/KopZ9r+9lL2e2NyT85q+vQkcLKP4ru2d6c7r5Pcntz+uD6rYnp40MIBaNLOzPZzkPZ3B06M9lov+W8IQWDhsRz5y11PxIpeoboW+du7/E83SO2x6FN+SOKoj2ruto7otOGe3+pu+ZVz7Y+8vykR29824/f65Smw7X10eZe3b9jrKRwUCLe/W7RIcPRdWY21UWnK3eXe9qu9o5Dm3cUjBtul+l+zKJoAADo1cBVMzoPZbtviJWtrY/CMjF78kd4YfHxI0YumTf46PnAsZLCgtGlw669aNTSz4UQdnzpBzu+9IPMK9uaVz+X/sWmKOpa1tTsuWVV6yMvhBAalv2kbv6yEEJHy4HtC5dHcRhCyCuINa9+bseXfjBoSDz6uG7+sswr26KvRicYRc/Q9KOn6+YvO7KnORerjd9//JiXuu9ffl43f9mBmlejb/rmFd9pe3JDdOxw5pVtdfOX7fuXn2de2bb7hvt7VHE4evBvtDlZj+fsfktXe8euv/nh7y9m9XN185c1r36u9pM3713+thOwGr//eHT97c3pvXc+eqDm1bafvVQ3f1nbz16KPoi+tP++p5oeePrw67t3fe2H2xYub1lT499Cv2Q2GACAPqrHdOI76n4U7fsUnVI7YfXS3l8adu1FO9dv/ajG5HiHAA1KxAcl4olZFSGEaKPmKA7fWvdy4/fWTnzsxmhus2juzP33PRVC6Dx4uKMpvX3h8vKVS/JLk3n5sdL553W0HIgmUYdMG9caQrTbc2ZTXeP31pavXBJNuhbNndkyvTxvSEEIoTOTjebGO5d+rsfs66BEvLByarp6Y7SXdWcm27zq2YZbH4olhxTOmRpNShdWTi2aOzN53rS8gp4/1KHNOxKzKjIv1bY8/HzunKQQQrp6Y/bNhvErl0SfvrXu5Y6mdHtja8Ho0kGJeHTZ0U7U6V9sym1J3ZnJRudIly44f9CQePm91+Xlx47saW5aUV30qVkFo0uLLz+nq71j+8LlxZefG+19XXJF5f77nmr83trEzEm5o6ToN8wGAwDQR2VOsjY/qNOMYqlk4qwJ2xcur5u/rPt/2xcu72rvGDJtXCzVd5fLRn876GrviJUUdrV37LvricTsyd3X90aZd/iN+uis3e5zwse0985HY6lk9xQsuaIyesL0c5uLr6wMITSvevYdqiMRL11wfghh3z0/7/GlzkPZ3m2/985HSz57bvHl56arN3ZmsrmajV7laEI4+ulCCLmTkCPRjzPqm1fkbmle9WxqUVV0wYMS8d7fLr80eWjzjo6mdPJ//nHuxuLLzwlHzyJGBgMAQN8SLx/xAT5b6poLD9fWdzT1jMOOpvShzTvy8mPFl5/bZ4ci+0b9nltWbf/zu9LPbW5vbOtoSifP+6Pj3bl85ZITl3BnJputrY8mmXvbd9cTqWsuLL6ysmlFdVd7xzuWcPGVldna+lzWNj/4zJ5bVr35mZ6bWh/Z05ytrc8fUVwwdlj3xu5oOZCsmhGvKNt756MhhLfWvRy9EIc27+j+8Kb716V/sWlQ4ZDo02h9demC85NVM6JsPqaWh58PIRSMSXVv43hFWTSNjAwGAIAPyeHa+hBCNG95AkOmntnjTaTvR/JPzkr/8rfH/FK0ojia2OybErMqRt+8oPze6xLTx+ePKIqlkk33rzvenfNLk7kSztY1HLNdoxTMtWtOZlNdR1O68fuPZ/7zjXD0aOV3SPS6vfGKstzy6dKrLxh984Lyoyucc9p+9lKyakb0zuR4RVnrI89HjZ15ZVu8fMTwxRdna+sP/HrLvrueiOI2W7e3+8NHLpk3+ttX7/zKPdGvxMEXXw8hNCz7SfbNht5vNs4p+uTMEEL3vcG72juytfXRdDcyGAAAPiStj78YQkj92SdOcJ9YKpmYOSmaIfwAMnL25NgZieNtB51Zv7W9OT0oEX/HMj/VTjz7mpcfi5UU5uXHhl93SY/2y20o1aOEdy/91x5PEk0Rj/yby0II6ec2d7+9M5Pdf99TY+9ePPrmBeNXLolXlDU/+MyJr7O9OZ1Zv3X44ot73GFwRVn3xu5q72haUT3iq5dG73AuvfqCaBI+hNDZdrBg7LDCOVPjFWW7l/5r8eXnDkrEYyWFPRbPRwvXw9EJ3n33/PzMO78YXWcslYz+kHGM133mpBBC8+pf5W6Jvmnp/PP8M5TBAADwIWbwj2uiE3FOMCk3/LpL0s9tfvdvDO5x4k4Pw669qMci256X9MgLIYThf3nxRzsy2W2NodcuYtk3G9LVG/fcsupwbf3u//1ACCF53rRk1YydX7ln7/K1h2vrW9bU7PjSD0IIR3buz+0oFpVw9zc8H9m5P4QQLQsfMm1c8ZWVDbc+tOeWVZlNdW1Pbtj1tR9mXtmeWb81qs0QQunVF2Rr63vsqxw9SeujLxzZ09yypmbX136YrJox9ONTQgidBw+HEBpufajtyQ1tT27o3tiNd/80lkrm3sycPG9aCGHPtx5sb063rn0xlhySK/NoTj66hmjVQGfbwRDCW+terr/t30IIJZ89t2VNTUdzOvfG5tQ1F2bWbz3w6y0hhPbG1hBCbg58UCI+9u7FHc3pbQuXH/j1lsymupaHn08tqjrxbwunqbyurq4Qwq43HzcWAAD0BUf2NEcH2ERiqeSEVd/IK4i1PvpC69oXe+TuqJuuSkwf3/3+JzDl2dujD9647Lbeb/0NIcQrysavXNKypqbxe2uP9ySxVHLimm/m5cf23/dUbtI498wn5fXzb3hvDwwhtD25IfdxtKXz4dr6w2/8fnAGTyrL5V90Fu7B39QWjB1WMKqkYNzwg+u3hhAKRpXk9mFub04f3rKzcM7U6HzgXIXm1jAfrq1P//K30ft1I4np46NKPLKnOVrDnLul+5OEEGLJIfEJo3JJ2f3iQwhDj27ildlUF+13lXuezkw2iuSubHtePD+EcMaFH4v2eY7ukHvI0LMnH/zN775jwaiSwVPGdLQc6HFVuescMr380Cvbe/wUuV+/AzWvDp4yZsi0ccfblxsZDAAApzCDI6lFVcWXn5NfmoxirKPtYOF/n5I/sqTpR0+/+02Mcs15uLZ++8LlPb6arJox4quX5pcmM5vq9nzrwWN2ciQ6f6irvaPpgaejEv7wMxh4z5wbDADAaaBpRXXTiurE7MmxksLE9PLs9sbm1b862ROVjhnYOenqje+yqHtvbgzIYAAA+OBF3esMG+D9sEUWAAAAMhgAAD4isZLC+NG9nU4LqUVVXjWQwQAA8F7/DzURL7/3uhOckNSnjL178bBrL/KqgQwGAID3Li8/NnLJvDHLvtCXLzJeUTbxsRtzBw4BMhgAAN6XwjlTJz52Y99cIF18ZWX5vddFp90CMhgAAD4Y+aXJ8nuvS1bN6FNXNWbZF0YumZeXH/MCgQwGAIAPWF5+bPTNC0bddFVfuJhYKjnxsRsL50z1uoAMBgCAU6ho7swJq5fGUh/lIuRk1YyJa75pITTIYAAA+DAUjC6duOabH9UC6VE3XTX65gUWQoMMBgCAD0+0QHrE9fM+zG8aSyUnrF5aNHfmB/7MU5693WsKMhgAAN5ByRWV5SuXfDgLpBOzJ09c882C0aWGHWQwAAB8ZAZXlE1Y9Y3E7Mmn9LuMuH7e2O9+0UJokMEAANAH/kc2ER/73S+eogXSsVSyfOWSkisqjTPIYAAA6ENKrqgce/fiD3aBdGL25AmrvjG4oszwggwGAIA+J3HWhPKVSz6oBdKpRVVjv/vFQYm4gQUZDAAAfVR+afLMOxamFlW9nyeJpZJj71487NqLjCfIYAAA6Ovy8mPDrr3oPS+QTsyeXL5ySeKsCUYSZDAAAJw2ogXS8ZN8W29qUdWZdyzML00aQJDBAABwmskvTZbfe13xle92k+doIbRTkUAGAwDA6SovPzZyybwxy75w4rvFK8omPnajhdAggwEAoD8onDN14mM3Hm+BdPGVleX3XmchNMhgAADoP6IF0smqGT1uH7PsCyOXzLMQGgamvK6urhDCrjcfNxYAAAD0e2aDAQAAkMEAAAAggwEAAEAGAwAAgAwGAAAAGQwAAAAyGAAAAGQwAAAAyGAAAACQwQAAACCDAQAAQAYDAAAggwEAAKDfyuvq6jIKAAAADBBmgwEAAJDBAAAAIIMBAADgtJY/wH/+lkcf71PXU3LZpX4pAQAAZPCpsuP6r/e1S1LCAAAAp85A3yn65YlT+9ol/fFv/3PQ0IRfTQAAgFPBe4P7nF03/L1BAAAAkMEDRctjT7y17hnjAAAAIIMHip1/d2NXe4dxAAAAkMEDQnvjvj23fcc4AAAAyOCBYv/KBw699l/GAQAAQAYPFG9+fpGl0QAAADJ4oGhv3Nf0f1cZBwAAABk8UOy++dvZnbuMAwAAgAweKLb9xZcNAgAAgAweKA5tea3l0ceNAwAAgAweKHZc//X2pibjAAAAIIMHij233GYQAAAAZPBA0fLYE2+te8Y4AAAAyOCBYuff3dh5MGMcAAAA3o+8rq6ugfzzvzxx6ml0tSWfuWTc8v/Tj18Om4ENTEOm/sGQP/wD4wAAgAyWwccw5WeP9eNgOO1eDj4oo7721yO+/KW8/JihAADgVLMo+jTz5ucXdbV3GAf6mYbv/mPdwr+wIzoAADKYntob9zX+4J+NA/1P+lc1r55daSs4AABkMD01fPcfszt3GQf6pbpFi3ffcpslDwAAyGDeZttffFkn0F/tX/nAlsoL/K0HAAAZzO8d2vJa6xP/zzjQX7U37nvt/IvsHA4AgAzm93Zc/3X7CdHvf8l3LPlbx2UDACCDORoJX/26QaB/a3nsidc+MffQa/9lKAAAkMGE9K9qbKtLv9feuO/1T31m//0Pej88AAAymLDz7260ZJSBYPfN33awMAAAMpjQ3rhv1w1/bxwYCNK/qnn9U585uP4lQwEAgAwe0Foee0IYMEC0N+6r/dP/5WBhAABk8EC37ctfVQUMHPtXPrB13ucskAYAQAYPXO2N+/bc9h3jwMBxaMtrr55d6WBhAABk8MC1f+UDJscYaHZc//W937/bOAAAcFLyDUG/8erZlQaBgeZw7RsGAQCAk2I2GAAAABkMAAAAMhgAAABkMAAAAMhgAAAA6GMG+k7RJZ+5pN/8LC2PPeEVYaAZevYsgwAAwEn5/+jhK7Af4hPOAAAAAElFTkSuQmCC)
12
Índice Herndahl
Hirschmann – HHI
VASILICA MARÍA MARGALINA
1
JUAN PABLO MARTÍNEZ MESÍAS
2
Las empresas activas en la provincia de Tungurahua generan un di-
namismo económico, razón por la que se identican variables tales
como: ventas, exportaciones, número de empleados, población lo-
cal, que se analizarán para determinar la concentración económica
en el mercado en el periodo 2013-2014.
La información utilizada corresponde a fuentes secundarias ocia-
les y actualizadas del Directorio de Empresas y Establecimientos
año 2014 del Instituto Nacional de Estadística y Censos – INEC. La
estructura del análisis presenta los siguientes datos por cantón en
la provincia de Tungurahua:
La información con respecto a las ventas generadas por los secto-
res de actividad económica en función de cada uno de los canto-
nes se describe en la tabla 1.
Se evidencia que, en general, las ventas del sector comercio predo-
minan en la provincia de Tungurahua, exceptuando los sectores de
construcción y explotación de minas y canteras, que no registran
información en todos los cantones.
En base a la tabla 1., se representa el índice HHI (gura 2), en la
cual se muestra una fuerte concentración económica en todos los
cantones. Según datos del año 2014, la concentración más alta la
tiene Mocha (HHI de 5.916), Quero (HHI de 4.943) y Tisaleo (HHI
de 4.908. En cambio, la concentración más baja se registra en los
cantones Píllaro (HHI de 3.177), Baños (un HHI de 3.337) y Ambato
(HHI de 3.774).
En el año 2014, la concentración económica respecto al año 2013
se incrementa en la mayoría de los cantones, con excepción de
Baños (HHI de 3.432, en 2013) y Ambato (HHI de 3.878, en 2013).
En general, el sector Comercio acapara el mayor porcentaje de las
ventas totales en la provincia de Tungurahua. Baños es el único
cantón donde el mayor porcentaje está representado por el sector
de Industrias Manufactureras.
El Índice Herndahl-Hirschmann – HHI mide la concentración del
mercado y se formula como la suma al cuadrado de la participación
porcentual de la i-esima empresa en la industria (Gutiérrez-Rueda y
Zamudio-Gómez, 2008). En la medición del HHI, se ha reempla-
zado a la empresa por el sector de actividad económica. La partici-
pación se estima en función del volumen de ventas de cada sector
sobre el total de ventas de cada uno de los cantones, siendo su
fórmula:
Según los valores que alcanza el HHI (ver gura 1), se determina
que un cantón tiene una concentración económica nula (1.500) si
las ventas generadas en el cantón tienen la participación de todos
los sectores de actividad económica; moderada (1.500-2.500) si
las ventas se generan con la participación de una parte signicativa
de los sectores; y alta (2.500-10.000) si estas ventas se concentran
en uno o dos sectores. En la gura 1 se presenta las características
del índice HHI:
Donde:
HHI = índice de concentración económica
Xi= ventas del sector de actividad económica
X= ventas totales del cantón
• Índice de concentración económica
• Ventas totales por sector económico
• Exportaciones por habitante
• Número de personas empleadas
2
1
Doctora en Economía de Empresas- Docente de la Facultad de Contabilidad y Auditoría e investiga-
dora del Observatorio Económico y Social de Tungurahua -UTA
2
Economista, Magíster en Administración de Empresas mención Planeación - Docente de la Facultad
de Contabilidad y Auditoría e investigador del Observatorio Económico y Social de Tungurahua -UTA
Figura 1. Índice de concentración económica HHI
Tabla 1. Ventas por sector económico, según cantón en la
Provincia de Tungurahua Periodo 2014
CONCENTRACIÓN ECONÓMICA EN LA PROVINCIA DE TUNGURAHUA
Fuente:SCPM,2013
Elaboración:VasilicaMargalinayJuanPabloMartínez
Índice de concentración económica
HHI
*
El resultado del índice HHI
Alta= es negativo
Nulo= es positivo
Ambato 72.677.189,00$ 1.552.081.838,00$ 59.908.776,00$ 3.059.896,00$ 641.564.521,00$ 537.692.500,00$ 2.866.984.720,00$
Baños 3.730.732,00$ 27.797.878,00$ 612.506,00$ 43.277,00$ 40.284.605,00$ 19.964.933,00$ 92.433.931,00$
Cevallos 1.911.158,00$ 11.735.680,00$ - - 2.660.876,00$ 3.543.240,00$ 19.850.954,00$
Mocha 1.002.355,00$ 6.839.210,00$ - - 91.778,00$ 1.215.286,00$ 9.148.629,00$
Patate 6.988.710,00$ 9.441.580,00$ 90.051,00$ - 1.318.696,00$ 3.917.960,00$ 21.756.997,00$
Quero 287.124,00$ 15.419.366,00$ 157.146,00$ - 2.694.429,00$ 4.807.475,00$ 23.365.540,00$
Pelileo 49.634.772,00$ 102.569.933,00$ 974.865,00$ 271.900,00$ 54.735.626,00$ 12.020.331,00$ 220.207.427,00$
Píllaro 9.704.212,00$ 25.644.607,00$ 1.023.425,00$ - 8.899.720,00$ 8.363.646,00$ 53.635.610,00$
Tisaleo - 8.011.629,00$ 586.377,00$ - 1.832.679,00$ 1.498.738,00$ 11.929.423,00$
Total 145.936.252,00$ 1.759.541.721,00$ 63.353.146,00$ 3.375.073,00$ 754.082.930,00$ 593.024.109,00$ 3.319.313.231,00$
Fuente: Directorio de empresas 2014, INEC
Elaboración: Vasilica Margalina y Juan Pablo Martínez Mesías
Agricultura,
ganadería,
silvicultura y pesca
Explotación de
Minas y
Canteras
Industrias
Manufactureras
Índice de concentración económica por cantón
La nalidad del análisis es determinar si en los distintos cantones de
la provincia de Tungurahua existe nula, moderada o alta concentra-
ción económica. Entendiéndose ésta como la participación de los
sectores de actividad en la generación de ventas en cada cantón
de la provincia. Para tal n, se calcula el Índice Herndahl-Hirsch-
mann – HHI por cantón.