CONTROLE E CONFIABILIDADE DO PROCESSO
Alguns clientes definem qualidade como a ausência de defeitos no produto ou serviço oferecido, mas nem sempre a ausência total de defeitos significa que o produto tenha qualidade. Uma coisa é fato, a qualidade sempre muda porque o cliente também muda e muda rápido, cabendo à empresa no mínimo acompanhar os desejos dos clientes mas de preferência superar as expectativas e encantar o cliente.
Posto isto, analise as duas asserções a seguir:
I - Alguns produtos podem ser caracterizados como produtos com grande qualidade simplesmente pelo fato do processo de produção dele ter um nível de confiabilidade elevado, mas a confiabilidade do processo garante que o processo tenha qualidade mas não garante que o produto em si tenha qualidade.
PORQUE
II - Quem define qualidade é o cliente, segundo suas perspectivas.
Analisando as duas asserções acima, é correto o que se afirma em:
a asserção I está errada e a II está correta
as duas asserções estão corretas, e a II justifica corretamente a I
a asserção I está correta e a II está errada
as duas asserções estão erradas
as duas asserções estão corretas, mas a II não justifica corretamente a I
Se de 1890 entregas avaliadas 62 apresentam defeitos/problemas e cada uma tem 40 oportunidades para defeitos, faça os cálculos de DPU, DPO, DPMO e a respectiva escala sigma, e assinale a seguir a alternativa que traz as respostas corretas para DPU, DPO, DPMO e a Escala Sigma, nessa ordem.
0,0012, 0,00881, 2450, 4,30
0,03280, 0,00082, 820, 4,65
0,03280, 0,00829, 1300, 5,70
0,0280, 0,00088, 2560, 4,30
0,0012, 0,0005, 230, 5,00
O Seis Sigma veio para mudar drasticamente como as empresas e os processos são controlados, focado totalmente no aumento da eficiência dos processos e, consequentemente, na redução de custos e aumento da lucratividade empresarial. Podemos dizer que o gerenciamento estatístico é tão necessário para o cidadão eficiente como aprender a ler e escrever.
Dito isto, analise as duas asserções a seguir:
I - Não há possibilidade de tratarmos de gestão da qualidade sem antes termos tratado de gerenciamento estatístico do processo e gerenciamento estatístico da qualidade, é indissociável, e com o Seis Sigma não seria diferente.
PORQUE
II - Ele usa muita estatística como embasamento para o controle do processo e a diminuição da variabilidade do processo, lembrando que quando você diminui a variabilidade do processo você aumenta (isso é inversamente proporcional) a qualidade do produto fabricado.
Analisando as duas asserções acima, é correto o que se afirma em:
as duas asserções estão corretas, mas a II não justifica corretamente a I
a asserção I está errada e a II está correta
as duas asserções estão erradas
a asserção I está correta e a II está errada
as duas asserções estão corretas, e a II justifica corretamente a I
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)
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AQdXiY5INCEULGjZRgUrVte388qAha283fHlS4sXMkWokyqCAdFL4LHvbk9/OwipK4ABWkmLJvDicCq0M4M0h/ZWKWFElQAYiER4V6MpB6wTECY6m0ThKggnsYkqsrrrhCB0wHCdQoTEebxDtwb7du3Tqvzo2tsZMAFXCDQFBH/Ak8KEHCN8aItHHoxuGJwYNm29PkQYWtuyP163hQkbqtYn9mlEEF5DrQYJPqBxW491QcervCEUIkPOyNLkUSVLCaJw36888/1ypBpw5zK0RtkiIBKgAU6IKnjUJcQVBBEDX3ttmygoAOojebXiYJUAGQhfyK3yZVeoOeCoAtvC/cl1LiQYWUZQu+rgcVBdumyH0SZVDBniz0xbx4+EKrHSWR9lQw+eBa5gEPJfmsWbPyFT2TtJUkqIAECnZJJi+EgnF4Y7gPJEUCVMCAauILCAQNMmaSEcTYmS0PmGZh37TpkZEAFeiDXmxJ4a149NFH84YFojUYQikOBxlcUN+8k7L8w4OKLA2Ywdc9qMjAaHH9SpRBhRkT6kJQU8SDCmORfx0BLdRXYd+aVS4rYijRoSGXFklQAXigCivU1cQZoBcr4mT1TWzqKQEqTP9gBqVCbnCShWIdUGGoxmEMJVsj7KDC6ISHhZiKIKiAYRM6crxn6EuBQsN4a76X7dGDimwtmP73PahI32ax/UYcQAVucA8qDr1F8VRA0U1NFUMhDr055espFCcpkqCCfhMESCwFK208FUxOZjtESi9JUIHXJRFUMBmzrRP0VBATExVQwXZUIqigsOC8efMUsSQIwAmK/MQMkWzG0IOKbKyX2Xc9qMjMbrH8lgcVuRtW6e0Prk99CVMKHk2ZqNjTNrVXpLSXBhXBflMHhMnL5sQUvL752zWoePrpp3UVU5PZAogaO3Zs6GMqjL2SgQrzmTmyJQfItRkP40GFsa67owcV7mwd+pbiAipY5a1Zsyb09g52UBpU0BZl0NmrJ6gVoQgak5PtiPugXvwtCSqIpWHbg20QPC5sEVCYSlqkQQVbAsFgY8aOjA9SgtnagUqbyrs2RSKmwvQPoABgANgaQRfiQoz3hUwQtnXM/8152Rw9qMjGepl914OKzOwWy2/FAVTs379fp965iBWweRO4ABU8rJcsWaKzY+CqgKeCNFxpkQQVZLIQWwBPRd26dVWXLl0UcTXSIgkqPvnkEx0bEkyLBviRKks59wsuuEBRqdTmih57SYMK4l7Y7jDy0UcfqY4dO2rQSVowsT62q+R6UGGs7e7oQYU7W4e+pTiACgLZKLVs+4ErPXguQAU6sAcP4RUZIK4qh0qCCnQCWLz00kuaHIpMAxciCSrYuiHewKSPGn1gm2R1D9iQyG6RBBXcd3hYEvvN1hukXqSVmhLpRl8bRw8qbFgxvWt4UJGevWJ9Nj9A0vG85MYC5cqVi2Xpc4JD33rrrdwYVahVttgILIyTDBkyRPXr1y9OKmnPHNtGXtxZwIMKd7YOfUuLFi1SjRs31gx4sOD5lzsbvP3225pF8cQTT9RbEnGyPZTg3Ftx0gmCNSqvxkkneCTgjYiTThCEwVDqxZ0FPKhwZ+vQt0QcApMaZZ39y70Njj76aHXkkUeq2rVrx8r+lHOvXLlyrHSiTH2FChVipdOpp56qgW2cfvsVK1bU6bmhf/jGqIMeVMRoMLNVxcRUsL/vX25twJ5z2bJlVYkSJTT7YJzsT0wFREdx0omYijlz5sRKp0GDBulgyTiNEyyyfvsj25khve97UJGevWJ9NqDCuwpzN8QGVNhMqcudNv9uuX79+jqd9d/vRP8valkE0yOjr5FSgwcP1lklcdDF6AC/hwcVxhpujh5UuLFzJFoxnopIdDZJJ4mKZ597zJgxiuqVURJWhwZUSPFGEGlPloShejb2IYgSm8ETIMGuKZ39YfQgFRNqa5ssk+baiUfJ7I9gW2xJck9Pnz5dwckhKZLZH/R7y5YtimqryYSxI7PFZoE02vHZH8msLfueBxWy9o3U1aMMKnj4krkCmyLEQETnu0qZtDHI0qCCNMUOHTro6pdB4PDOO++o9u3b6yqS7KVPnTrVKvkQtnEBKgBKkHm1adPmENBkY3wSr+ECVKxcuVLbjuBJiqbBfpqYZprYr2z+LwkqAPyVKlXSJeoT+/jdd9+pVq1a6eqsHlQkWid6//egInpjJtbjqIIKOCkoF03lRoSVPg8pUv5sP6SkjC8JKuABwF1fvnx5XRcFvgMjrIIhjELgrgCQsWq0KS5ABZMW+kGw5GL7SBpUAPyotksFTwRSN36fkmXrJUAFVUqhEyf4GE8cOhjhtwkrKCRsBIl269bN+u/VeyqMtd0dPahwZ+vQtxRVUMEkiWvVFMpiUqGoGO78qIgUqODBDYvm5MmTdbEtVr1mYgJ83XHHHWrGjBnaTGyPAD5sV4qUBhWASlg1ARTUNpGu+4GxpEEFRFBUXCW905VIgAqKo1HIjtLtN954o3ryySfz1GGc+D/3HxwZVJvld2BTPKiwac3UruVBRWp2KhJnRRVUJA4OK/MWLVqoV199NfGj0P5fElSYKpArVqzQD3YDKjjCTTBz5kxtF0AF20bYz6ZIggpAExH+EydO1J4pvC5xABWAZOq0jBo1Speov+GGGxS01pIiASqCY8G9Fgxu5Z438UNz587VANeDCskRdnNtDyrc2DkSrcQBVBCo16xZM70CcuEGtzWwUqAi2L+FCxfmAxW42FnZG48OgYCACoI5bYokqKDE+ciRI/X2AKtSyp672PKS9lRwH1Png4meeCH0AlgQfyAlEqDC9BVvUmLpc/MZR7wVlD33oCJolWj+7UFFNMdNpNdRBxUbNmxQFMqiSmWUAAWDmQtQwbZR0FPxzTffKKpjEp9gU6RABVkepEFSaAtARJApsTXU/5DOAJEGFdzLpELCtIps2rRJp3vv3r3b5tDku5YHFfnM4f+ToQU8qMjQcHH8WpRBBUWyCDKMaj2GXIAKVvQDBgxQQ4cO1bczExY2tD1xSYGKH374QYOgKlWqqBo1aqjTTz9dk4d17txZPP1SGlSQuUR8i6kiy1Ye/ydbR0o8qJCybNG6rgcVRWu8D6ttVEEFlQ95yF9++eVq/fr1avPmzTrnnRiBqIgLUPHUU09pOwXTEklbNJkybIWQlmliLmzZTgpUAIrYk6e/uNcJRsXTQsaBbTd6oi2kQQW63X///Xr7g6wcghjZAgnGKCT2Kdv/S4KKP/3pTzp1edasWUm7STBnp06drI+bD9RMam7RNz2oEDVvtC4eVVABeRPpdxRDa9Sokd4Cufjii9Xq1asjMwAuQAWAixRSE7hpjEOQI9tGcDxIcHtIgQrTf3OkfDYpmHGIqUAnxomJnrEhm4ly6JIiCSqI3wEkER+STJ555hkdbGsbDHpQkczasu95UCFr30hdnSh6VmBecmMBeBZKliyZm8YFW2VSlJ4QBbuf9NKAWEB4nISAV4BFnGTVqlXqsssui5NKodfFg4rQD5G7Di5fvlyde+65OpqeB0yUXqzAE19R6v+IESPUCSecoI499lg1bNgwMdtjo0S7BO2W+JmN/wOWiOy3ca3CrpFMv8K+k8nnVF0FgGfy3XS+Iz02wb7g5WvQoIGYToWNTWGfB/ua6t+k5cL34cWdBTyocGfr0LfE/voZZ5yhJwAmAf9yZwNIqIoVK6Z+97vf6YyMONm+TJkyOlU1TjqdeeaZqkmTJrH6jdSqVUtVq1YtVjrBV0OAqxd3FvCgwp2tQ9+S3/7I7RDFdfuD+BYYIuMkcEZQATNOwuo/btsfzz77rN/+cHyTelDh2OBhbi6qgZphtmmqfXMRqJlqX2yf5ypQ03a/D3c96eyPw7Ut9ZlkoKZUnwu7rg/ULMxC9j/3oMK+TSN7xSiDCjgL+vfvrzNASJG0Xb9CelBdgIply5Zp+5AlQ9VLmEexmXRJbWlQAUEU++boNXDgQJHy7YnjLwkqYM3Ea/Dmm2/ma5ay4QSIsu0i4SVxASpI9+3du7fWgfEaPny4OnjwYD49bf7Hgwqb1kztWh5UpGanInFWVEEFZa95CN9yyy26bgW005A47dq1KzLj5gJUUOmSuh7QcFNk7MILL9T8B5IPdQZAElRQRA5q8fHjxytAE+NOtVrptFIJUEGfYTnt0aOHKlWqlIJV08i+ffsUpF4U3iIFGE6W7du3m4+tHF2ACsi8CJ6kwBj3IungkuynHlRYuTXSuogHFWmZK94nRxVU8DCmBgQEOwgPZiiOSSeLirgAFUFbPProo3rVa7vMebAN87ckqHj99de1x4XxR2bPnq31sk3gZXQxRwlQwQQLKCIDo379+rryrmkPfge8MVCpc69QOG369OnmYytHF6CCPgOMXIkHFa4s/e92PKj4ty2K/F9RBRXBgaPUMrUgKIMdpeBAl6ACIEGNDOzkQiRBxbfffqv69euntwNYBY8dO1brhT0lRQJUwOWxbds2ve0B2VXQUwH9PIyTpqbN3Xffrcu921zluwAVpEtDUAaAev/998U9Sh5USP4Kkl/bg4rkdimS70YdVLA67dOnj6pUqZKeWBKZI8M8qC5BxdKlS1XHjh21d8eFTSRBBZMsky/bATVr1tQ04y68LxKgwmzZfPHFF5pBk0qlRtguAFSw1YcAKohHiBKogFKd+47UVbbemjdvrtasWZMHlIyuNo8eVNi0ZmrX8qAiNTsVibOiDirMIBFLQRBicKVnPgvr0RWooHbEqFGj1KBBg5yZQhJUvPvuuzpAk8BFapoQj0BsjVnRSykpASpMX/G2ESeSCCqIqTB6ETcSNVDB9iRgiNgXhOJo7du3V5Ig0IMKc1e5O3pQ4c7WoW8pLqACjwXuY/PwCr3hHZU+xw4ENlLufP78+c7MIgkqKAlOrIHJYCEA9aabbtJFxSQVdA0qKAaHXgZUsFVBcLLNbR4X2x/BMSGbhRiSHTt2BN+2+rcHFVbNmdLFPKhIyUxF46Soggq2OXDpm5LduFmJGQiu9MI+gq48FTzAWR1SStuVSIIK0kkJyt25c6dWZ9y4cTq7QHrryzWoIEUaPSn4RnEuQDNxFjZFGlSQKsskT7ApQkwFHhnJ2CcPKmzeIaldy4OK1OxUJM6KKqjgIYsr+JJLLtF76pTwnjp1qvhq1eZN4QpUUN/liiuuULjYXYkkqCAddvTo0XrsyYiAvdOFF0YSVHz88ceqZcuWipLnRtg6GDBggN7qIX4EYEiaqU2RBhVff/219pJx//Xs2VNBTY8HxsSJ2NTFXMuDCmMJd0cPKtzZOvQtRRVUYFhWpgSzka5GieUDBw6E3t7BDroCFWQYEByHN8eVSIIKdIBQ6cEHH1RDhw7VHisXekmCCmJDoJc2abJGHwI48cRQfI7sCdsiDSroL16KyZMn698pfDJmO8e2LuZ6HlQYS7g7elDhztahbwlQwSrCS24sULZsWVWiRAnRlVsuNANUSO6b50InilTNmzcvF02LtTl48GDNdinWQA4uzDONbSMv7izgQYU7W4e+pSh7KkJv3BQ6GGdQYZv9MQVzip6Cp8KDClETW7m4BxVWzJjWRTyoSMtc8T4Z1r6TTjpJ55CTR+5fbm1w9NFHqyOPPFLVrVs3VrY/7rjjVJUqVWKlU/HixRXlz+P0GznttNPUKaecEiud4KwhGNSLOwt4UOHO1qFvadGiRapRo0a6ZgZcD/7lzgawQZYuXVqdeOKJCurpONm+WrVqasGCBbHSiaDge++9N1Y63XrrrapDhw6x0on4Kr+l63bq8aDCrb1D3RpBTVdddVWo+xjnzpUrV06VLFkydipSy8Kk+8ZFOVa/TzzxRFzU0XoQ6ArleZwE3pLLLrssTiqFXhcPKkI/RO46GJeYClLtiKCPkrjK/iD9Fs6DjRs3KrIJXIh09gdU1dTMgEH1yy+/dKGSksz+CCpAeil6oZ90NVnp7A8IyuCqCApEddyLcMpI8FX47I+gtd387UGFGztHopU4gIo9e/aoFi1a6Im/Xz0AACAASURBVLTJSBj9/zrpAlT88MMPmqK7Tp06qnbt2uqGG25QpJhKiySoIDV2zpw5qmrVqqpevXqqV69eCj4EaXEBKt58801dHwO9qlevrtNJJYGFJKiAtItaH1THNUJ6KW3WqFFDNWzYUJFRYztLyIMKY213Rw8q3Nk69C1FHVRQ1wL37amnnqrWrVsXensHO+gCVEBbTiwAlT3xWFx//fW6BghtS4okqIBRk+0VytxDokQVTIjQJAmVsJU0qOBeJsYBkIQnZvPmzZqfAmAoJRKg4pdfflErVqzQaZ3ECxFbYwTQBK8M9yPCuAWLppnzsjl6UJGN9TL7rgcVmdktlt+KOqjATUwxKSaxKBUT42ZyASpWrlypJ0MmLAReAh7qNitdJvthSIIKJlviG8y2xzPPPKPL3sNAKSnSoIIaLdQ0kSC5KsguEqCCYmEUeevdu7e+92DQLEhgRr3zzjutbvN4UFGQteXe96BCzraRu3KUQQXxARRYQgdWO2vXro2U/V2ACla5cCvw4O7WrZsaM2aMosqntEiCCrJmoOY2ejAxtmrVKq++hJRu0qCCGAq2p+bOnavHa+zYseJxQhKggpgJU4cF+vxHHnnkkCFhy4NiaW3atFGvvfbaIZ9n84YHFdlYL7PvelCRmd1i+a0ogwpKX0+fPl0He1EX4fnnn4/UGLkAFQT94Z2g5gIrR6qVuii6JgkqCMillDvbOrfddpv2WpDB9NFHH4mOvzSowNNGrAHgjzLnxCOwtce2lZRIgArT1x9//FFv5wRjKsxnZAZREv3GG29UCxcuNG9bOXpQYcWMaV3Eg4q0zBXvk6MKKlitwhlA1geufVZ4LiZLm3eDC1ABD0mTJk3yCq2xcuzbt2+ktz8YA1bCTFbUfpk2bZoGF9LBmtKggvsXzhizjUe9lmbNmuV5ZGzee+ZauQIVpv0JEyaojh07+u0PY5CIHj2oiOjASXQ7qqCCwkQEZ+IGr1+/vipVqpSCcAmG0KiIC1DBqo2HNm0hEAP1799fPKhR0lOROL6zZ89WgCXpOBFpUAH5WbAsODTnbdu2VQQ3SkmuQQVbc1SatZkO7j0VUndLwdf1oKJg2xS5T6IKKliVbtmyRa1fv16xDUJ6GhOmCd6LwkC6ABUwdcIuSEltOAEooX3fffepf/7zn6ImkgQVVPJkK4dJ+P3339cZLXgrpEUaVOBxQ6+pU6dqz9LEiRM1yLA54SbaSBpU3HzzzfnqpbBFSYYLQanEXlC9lN+tAb2J/cvk/x5UZGK17L7jQUV29ovVt6MKKoKDwEOX1Q4gI0riAlRQZprAv/PPP19dcMEFer/epPNJ2koSVDD54p2oXLmy1omJUTLuwNhJGlTQDtt5TMTEVuCBk97SkwQV/C7JAglmf0CENXDgQM0xUrNmTTVgwAANLoyNbRw9qLBhxfSu4UFFevaK9dn8AInA9pIbC7ii6WZVSOCcK8FzBCmZpDBpudTpuuuuU/Pnz5dUSV8bsEl6LCRf0gLHBxO7a2HcpFKASTH2NN1uR9SDCrf2DnVr8OSzqoQ4KqovtkCgoWZVFyUdXnrpJXXyySer448/XqfDSvWdwD+4HXhBjyzVTvC6eBFmzpwp1hZj7Von4neYgIN62v7b3MvotmnTJr29Z7uN4PXIviCOI/ierb/RhfuN+y94Td6THDvqmVx55ZWhfu7GrXMeVMRtRLPQZ/Xq1apEiRLqoosu8q8c2MCUPmdlH6cxACjhwo+TThR+O/vss2OlU/ny5VXZsmVjpdN5552ngVIWj0X/1TQt4EFFmgaL8+lsf/gqpbkbYVfbH6419FVKXVs8s/biWqW0devWmRnEfysjC3hQkZHZ4vmlOARqRnVkyMBglYinyNBoR1WXxH6zpUZKZJyEQE1SIOMkEKNRayROwjPNgwq3I+pBhVt7h7q1KIMKeAmWLl2q0/CgoYZI5/vvvw+1vYOdc5H9QXtUiyRVEX4K0jBdiGT2BwF+kHoljjXppYMGDdJ6SrBrSmd/0GdYJrmXeRG/MX78eD1+UmMmmf1BnyHw2rlzZ77uv/POO+quu+46JDMk30lZ/Mdnf2RhvAy/6kFFhoaL49eiDCoOHDigiZ3atWunK1VSDlsqolxi7F2ACsPjQDBez5499YOch7q0SIIKJiQCQYPAATpy0oqpJ3HppZdqPUlftCnSoALuBkAEGRmwxcKuedZZZ0UWVCxfvlx74kj/NUJGEFk0jBUAigJqsKLaFA8qbFoztWt5UJGanYrEWVEGFRA6UdOC3P4oigtQwYqeGhIm9ZJaElSGlGaflAAVFJ669tprFYF4TLhMwkag7Gaygq/i008/1YRfZBzYFGlQEewrXhgA0pNPPhl82/rfEp4KeFC4bvXq1TUogpzOCMRleC+MPPjgg7r+hylAZt7P5uhBRTbWy+y7HlRkZrdYfivKoIIV0PDhw62T57gaaBegggdskKabKqUAi7/97W+iakqACtKGH3/8cU2mBLjAO4FgR1hCIVVCAEydO3fW5+o3LP3jClRAWIbHAu/SwYMHLfU++WUkQAVgD+/DypUrNTB64oknkjaOp5F4Dn7D6GxLPKiwZcnUr+NBReq2iv2ZUQYV0PvWrVtX1/8g24DS59L00zZvCBegAlpkqnkSS8EkzN9wE0CGJSkSoMIEs1IL45prrsnb/gBEsF3ABInwf6igk5XczkZnV6Diiy++UFTdXbZsWTbdTem7EqDCAFbub6riJhsH7ks8GWSeffDBByn1NdWTPKhI1VL2zvOgwp4tI3+lqIIKHlysTNlfp4wyFN1shVC9NCriAlTAyohHp0qVKro4FV4LVoe24w0SbS4BKkwbbIMwwZuYimSg4pZbbkk6mZlrZHJ0BSogjcJL8dVXX2XSzbS+IwEqTAfYcgPcJSt9TuzTtm3bVPfu3XUMic3FgAcVZgTcHT2ocGfr0LcUVVCBYZlMjDB58iBesWKFeSv0RxegwhiBQmsACbYJmEjMqt98bvvoGlSMGDFCZ36gB3YFVNgOAHQBKrin2fpgiwo9pCVXoMLoRbXhTp06WfWceVBhrOvu6EGFO1uHvqWoggo8FWQ2mABE9p6vv/76fEFgYTe+C1Dxww8/5K3osQfuaFJvpcUlqEAXKMEpxMV9QQVbAEAwINCGvi5ABQGL3bp1U7NmzbLR5UKv4RpUfPPNNyqYfUSxOzyMv/zyS6F9TfUEDypStZS98zyosGfLyF8pqqACMMHWBxHyRJc/9NBD2o26f//+yIyJC1CxY8cODbZ4eBMQR4AjbmdpkQQV1MQgoyW4F//WW2/pwnikKf7xj3/UAIPYBJviAlSQHUF5+meffdZm1wu8liSoYIvjhhtu0IDPdODFF19ULVq0UHgoePYMGTJEUX/IpnhQYdOaqV3Lg4rU7FQkzooqqGBweABD6kRFQrgq8FxESVyACuxBwB8MgwAK9utdiCSoYJwfeOAB7ZEI6sJEzIRMEKcEm6cLUIGXBd2CgCmoo+2/JUEFXhfAfuI9R5oz9yO/Wz63LR5U2LZo4dfzoKJwGxWZMxYsWKBdxUVG4ZApSkEnClXFTajo+eGHH8ZKLVbdQc6FOCg3cuTIvKyZOOiDDoBLX/rc7Wh6UOHW3qFujVzyM844Q+/jspcbtRfR4+YVtb7jpi9WrJg65phjVNeuXUVt79pGZcqU0WRUUmOCPsmuLakn7JZNmzZN2m6yvmT6XkG6ZXq9w32vVq1aOrXzcOdk81lBuphxKujzbNps2bKl9laF+sEbs855UBGzAc1GHah0zznnHJ3nT66/f7mzATEOJ5xwgjr22GP13nKcbE/1VYBSnHQ6//zzddxGnHTCo1S/fv1YjRPMqtB/e3FnAQ8q3Nk69C357Y/cDlFctz8uuugiZ3EBrkawbdu2fvvDlbGzaGfVqlV++yML+2XyVQ8qMrFaTL8T5UDNqA+Jq0DNXNhJMlAzF/rQpotATde6SQZqutbFtOcDNY0l3B09qHBn69C3FHVQQS2IevXqqdq1ayvqWtjMd5cePBeggqA1yoEH7UI6bp8+fVSdOnVUzZo11cKFC63Tm0uCClhTSSdOlj78008/6cBDiZRMSVBhMpkS031JCabqKuNEWrBtkQQVFHe75557DqEbpwAg2VrEc7AFaJNNE/t4UGH7Lin8eh5UFG6jInNGlEHFc889pxo3bqxpqKlISSphYvpamAdSElQAIjZs2KArehK4ZkAFjI39+/fXLIZMWICyhg0bKop12RQJUAFrKsRJ1C8hvuGTTz7J6zK2NNUxjzvuOF10LO9DS39IgAoKacF2CqtkqVKl8o0DNORMvhMnTlQU5SINc/PmzZa0+ddlJEAFY0GxMDgoGIsgsyk1Z+688041YMAAXXAMnUgxtSkeVNi0ZmrX8qAiNTsVibOiDCqGDh2aV5mSwYJVk4knKiIJKubNm6cD8AAUHTp00CXBsQs8CHB7mGJV0HXDXzF//nyrZpMAFYBISp6zcidlkBLnRgAYFEojOwOQtHjxYvORtaMEqMDrArcGhFDo9uqrr+b1l9gAxgZ6dVbzZAtNnjw573Mbf0iACjwRkNI1adJEEVvDM8YIdXquvPJK9fbbb+u3Ro0apfr27WuVktyDCmNtd0cPKtzZOvQtRRVUsPLGhT9u3DjNEPnyyy/nTZyhN/r/dVAKVHBdHt4ACLY2ABWmKimTU7BmChMz3p5nnnnGqtkkQMW7776rmLCYeJlsTUExOk7xLbwY6EzZc9sgiTYkQAX2h+gKTg9o5rmPjbDCx4NhxoutBLYLzP/NedkcJUCFoeLmeNttt+UrKIZ+jB3jhMyZM0dTx5v7MxtdzHc9qDCWcHf0oMKdrUPfUlRBBa7uLl266AcULuJq1arpFTjvR0WkQEVQf1bsBZU650HOpAIngG27SYAKo9frr7+uJ/ggqDCfEVPBRBwVUGH6TXwIBfGCoIKtKXQxpcShICedNeygwuhETAW/0WCVUgMq2PJBqKBL6rEHFcZq0Tx6UBHNcRPpdVRBBXu2rByZMNn2oM4DrlZWKVERF6ACT0UyUMFD3FCcf/zxx9ZNJgkqEkufBztPATUKi0UNVOCxSAQVTMZ4XYi7QKLiqTDjkaz0ObFPeCpMWXeCTylyBxi0Jd5TYcuSqV/Hg4rUbRX7M6MKKr7//ntd3TC4CiIADHeq7WhyqZsgV6CCiZdAuSuuuELt3LlTRD0PKtIzazJQAYdMx44d88rUk8VDDAL3jS2R2P4wfUsGKti6YjFgir1RWIxYEZuxUB5UmBFwd/Sgwp2tQ99SVEEFD9axY8fquAqMjKuV4D1iAzyo+Pdtl+ipwDZTp07VWQVUkZQSDyrSs2wyULFlyxZ9T1OBlWBNJmOAhk1xDSpInW3Tpo1asWKF3sYh5mL06NE2VfIppVatmdrFPKhIzU5F4qyoggoGhwdxv379dDQ5kea33nqrIjgsKuLCU8E2AJTFxr1M9c4KFSqoypUr620CimQRyMmWgk2RBBWUPidbIlklTzxYbCM88sgjNtXR15II1DSdZAsKUExpcCMAZWIo4HMgo4X72wQ4mnOyPUqCCkAr8U6zZs3K6yb3PGMD7wZjSOaL7cJz3lORZ25nf3hQ4czU4W8oyqAC6/IwZsuDgK/PPvss/AYP9NAFqCBbAsBg9uUJCFy6dKnmDqDsNC8e+rYf7JKgglU7fA1MuolCUCOBnABO2yIJKshmYmsgMWAWXQnY5B5PFpiarY6SoIKxgMwryCdCf9nqgJuC+05i+82DimzvivS/70FF+jaL7TcAFeyte8mNBcqWLatKlChhNaI/N5rkb5UiVXAwxEkgVwvG8MRBNzJKSM2Ok7DlB6mWF3cW8KDCna1D39LTTz+tWrVqpd3juMj9y50NcA+fdtppqnjx4nqFGifb161bV6dHxkknSJumT58eq98IxFOkFMdpnNheYVvFizsLeFDhztahbwmWQspvs8fpX+5tcNRRR6kjjjhC1ahRI1b2L1asmDr33HNjpdNJJ52kTj/99FjpVKZMGVW6dOlY6UTMEHE1XtxZwIMKd7YOfUu4Cps3b65TvEjz8i93NiAS/pRTTlFMVuw7x8n2FHgDsMZJJwIpqcMRJ5169OihWS/jpBNpqt5T4Xbq8aDCrb1D3RoxFbh1veTGAuXKldMxFVFJg03VSsRU7Nq1K9XTI3EepE3B4liR6HQhnYRQiy2QOAlBoD6mwu2IelDh1t6hbi2q2R8UwqKyJpHevHiQUO567969nqcicMfBnEkdkERqZ7JAoPAmpiYxOj/w9Yz/lMz+IJMF7oZff/01X/9IJ6VQGtktEhwcktkfRhEygtasWaPvadsVSU0bwaNk9kewHTg3eNZwlBaf/SFt4UOv70HFoTYpsu9EFVSQTghpDisSXJ1Up/ztb3+r3dM8mKMgLlJKWYWS3RNMv2TbhSqSbFFAbc7+s+0UTElQMW3aNMX1gymWAAqq1jZo0ECXRR8zZswhoCPbe0IaVACUoa2Gc4Xqsnh7AEiSXiwXoGLlypV6XJo1a6YpulkMSIoHFZLWTX5tDyqS26VIvhtVUJE4WLilIXGKEleFJKiAH6B79+46ZoNUSHgQjEyYMEETYlHUCS6BSZMm5ZWiNudke5QAFe+//74GDhUrVlRklwTHGk8V4AkPDARfgM2tW7dmq0a+70uDCkAS5c/NpEuZc+I4oFWXEmlQwX0H+ZphzcSbSC0aSZI6Dyqk7paCr+tBRcG2KXKfxAFUvPfee/phbLt8t/TNIAUqWNk++eSTmn9g8ODB2ithqkCydUAK4cyZM0XVkwAVbAvcdddd6r777lMAJVMIDTtC2Q67KsKKn6JitimtpUEFgAgKa0iwkCVLlmhGStI9pUQaVFA4rH379npLBx0AgoydJIeJBxVSd0vB1/WgomDbFLlP4gAqWHmzKpdc/UjcGJKgwsQU4HoOVimF5hlQMWzYMF2lFBplvBq2RQJUGJ3efvttPTGZ7Q/iRYYPH67LuKMH/4fSet68eVbVkgYVdHbjxo16fNiSAiS9+eabVnVIvJg0qMBTAVAiIwMh2+yCCy5QUK1LiQcVUpYt+LoeVBRsmyL3SdRBBQ8tykM/8cQTkRs7KVARNERiQTG2PIhBufTSSzVNcs+ePfXfBD7aFAlQYfqXWPocEDFixAhFFU8Eb8wtt9xinf1SGlTgTaIKKVU7SV0FGM2YMeOQIFtjBxtHaVBBH9nygGCPF7qxxfPCCy/Y6H7Sa3hQkdQsom96UCFq3mhdPOqggjoPrMRt75+7GMVcgAr4CFgFM2khZFAAMrgPbIprUEHhLSZIBJABqLBdVEwaVLCNR5Am3grkqaee0rEhifVA9IeW/nEBKugqv1O2c9jCuv7663XciyUVDrmMBxWHmET8DQ8qxE0cnQaiDiootnTHHXcoCmdFTXIBKn788UfVtWvXvAmXVT2ZIFEGFcSQENTItg5/oyPVV23H2EiDij179uitAo7I888/r7MlAIJS4gJUEAxsBPBP4Kbk79WDCmNtd0cPKtzZOvQtRR1UsJc+YMAAZQIRQ2/wQAddgAoesNddd52u7UDTTLoAMSbgHTt2qOXLl2tGVdtEVZKeCgIZye4IVlbdsGGDfo8UTPbvAQCs/G2KNKggILNLly56KwdgwVZBx44d1cGDB22qke9a0qACr9GQIUP0mBBYS+wTsSKAWSnxoELKsgVf14OKgm1T5D6JOqiAj4BMBiboqIkLUMF+du/evfOllPJAnzp1qqpVq5aqWrWqjkcBbNgUSVBB5gDeqWBKKbakjDtBgNWrV9dgybZO0qAC+6MbfA7UgoHBMwicbI6PuZY0qKAdUnyJp6C2UKdOnRQZIZLiQYWkdZNf24OK5HYpku/yA8Qd6SU3FihfvrwqWbJkbhoXbBVSrXfffVewBfeXJhbAdpqqey3yt0gsysCBA/O/GfH/rVixQvN7RFyNSHXfg4pIDZdsZ9l3ZgXBwzKKLzwtvKLYdwLxSpQooY477jjtLZDQAdtAxZ14bd4nM4SXhP3OPvtsTXiU2K6N/wOE0Ylj8HrSOkG4RTxKsE3bf6OTGZdkOtpuj3RPCLZsXzd4Pdc6kdF01VVXyT44/dXzWcCDinzmKNr/wT1O6WPYCP3LvQ2OOeYYRflzYgTiZP/ixYuriy++OFY6UVGWrZU4jVOlSpXUmWeeGSud2NZj68iLOwt4UOHO1qFviVWE3/7I3TDFefvDdqBk7kbpXy2z/cHvJU7itz/iNJq508WDitzZPnQt4zKGp8CLewu4CNR0r9W/WpQM1MyVTi4CNV3r5iJQ07VOAD88f17cWcCDCne2Dn1LUQcVjz76qGrbtq2OKqfEd5TEBahYu3atJhtilQ13A+yj48ePF6c0lwYVH3zwgerRo4fWjdoSlDyXFklQAQkZFUoTvTtUlO3Vq5eun/Hiiy9aV9ElqIDNlUwtn/1hfRhzfkEPKnI+BOHpQJRBBYyJFCciPRJKY7ZxqGQZFXEBKqiTwYOc15QpU9R5552XrxaIlK2kQQUBxi1atND8B3PmzBEtUGVsJAkqRo4cqSvKrl+/3jSnqNNCAbXbbrtNH7m/33nnnbzPbfzhElTA4lqlShXrOiTawXsqEi0i/38PKuRtHJkWogoqYOm7/fbbFXvCCOWhye9ftWpVZGzvAlQEjYFt8OrYrvMRbMP8LQkqqEJ6zz33aKBk2nNxlAAVpN3iaSEAlCysLVu25KmCZ4KgUNgnud8hwpo1a1be5zb+cAUqIPMicLdOnTrKFIKz0f9k1/CgIplVZN/zoELWvpG6elRBBRMyHoq7775bu1Nhh6Teg3RVR5uD6xJUQPXcoUMHXbDKpg4FXUsSVBw4cECzTbK1Q+VSScbJoH4SoALPA6ym69at0zVZYAY1QpE8Srgb9knudUA0LJW2xAWooP+TJk3STKGksEp7Ez2osHV3pH4dDypSt1Xsz4wqqGBgKHWO25hVXtOmTdVzzz2nWMVGRVyCCrwUFF4jFsGFSIIK6J4vueQSvfJldQ+1NbEH0iIBKgxAYKsDOvWXX345T43HHntMxwoZUIF3Blp68528E7P4wwWo4N6D+ZbKpHjKpEnRPKjI4obI8KseVGRouDh+LaqgAgrm++67TwfqETewePFiXcOCaohREVeggknogQceUH369HFmGklQQZ0StgxY1RP0R4Ajk6OZfKWUlAAVpq+ffvqp9lTEDVR8//33asKECRpIsO0BcJIsJoY9Pagwd5W7owcV7mwd+paiCir+8pe/6OJEPLAQoud5YEHRGxVxBSpYxVOcynYp8MPZWRJUJLbLJIIXhrgaSXENKp588sl82x+DBw/WWwjcN7ZE2lMxbtw4PTYrV65Us2fPVg0bNlToBdiQEg8qpCxb8HU9qCjYNkXuk6iCCgLX+vbtq4YOHarHjH325s2bKxhCoyKuQAUreybdjRs3OjONJKgAJFGp1AiTCNk/f/7zn81bIkfXoOKll15SV155pV7Zs61HTAyZLjZFGlTMmDFDB1CzPVm7dm118sknq5YtW4pm63hQYfMOSe1aHlSkZqcicVZUQQWDQwwFJDcACwLa/vCHP4hXdbR5U7gCFawSySKQjroP2kYSVLz22ms6nZTAxcmTJ+utDxceKklQQZwIky1xB0aIGcLDBMcIVVlp33Y8gjSoMLpwJIiaNGB0lRQPKiStm/zaHlQkt0uRfDfKoIIBmz9/vrrpppt0oae9e/dGagxdgQoe5o8//ni+8ufShpIEFfSdeAqAJGmW8+bNk1ZHX18SVLAdgB6JgbSACAAFpGXBzBBbCrsEFcRS4GkBLEmKBxWS1k1+bQ8qktulSL7LD5CHpZfcWCDOtT8SJ8jcWNheq2QuAMLjJCNGjNCenjjpRLYJlVe9uLOABxXubB36lohBOPXUU/OonHG1+pc7Gxx77LHq6KOP1ls3cbJ7yZIltas7TjqVLVtWUf48Tjqdf/756pxzzomVTvXr1/dVSh3PPB5UODZ4mJujZkLVqlXzqJwNpbM//ovaWtIODz/8sDrppJNUsWLF1PTp02M1BmeddZYmJpO0n+trw4nBVpvrdiXbY0UPE61kG66vDa05JFte3FnAgwp3tg59S2x/+NLnuRumOG9/JBbHyp2V7bTM9ge/lzgJ2x+DBg2Kk0qKwGS//eF2SD2ocGvvULcW9UBNCI9+/PFHp0GItgbUVaAm/f3pp5/0C9IwFyIZqGnGHIpuXqSSQtVtk2kymY0kAzWD7f3yyy/6noaLRVqkAzW5x5ONy88//6zHTkJHH6gpfdccen0PKg61SZF9J8qg4rvvvtPlr6tVq6ZTJuFjiJK4ABVMwGR+sHdOPAAEWNLMk4yBJKjYtGmTuuiii3QBLrgPqLyKCx9mVUmRBhUAvq1bt2pdatSooV340t4eSVDB77N79+5q4cKFecPCPU8cV7169ZTR0XaarAcVeeZ29ocHFc5MHf6GogoqeAAPGzZMkwPt3r1bP7ioWvrZZ5+F3+j/10MXoIJS2g0aNFCUCt++fbsuo83f0h4LSVDB6pZaGbwoTgUpFPvoEKJJijSo+PLLL9Xll1+uHn30UfXJJ5+onj17qnbt2mm2WCm9JEAFoJXMnx49euh4IQqjGdm2bZtq1KiR3qLYv3+/6tatm45TsUlc5kGFsba7owcV7mwd+paiCiqYWHhoTZw4UdsY9zcP4NWrV4fe5qaDLkAFD1jqZBjvxNixY53UyZAEFcZ+HBctWqQuvfRScUIl2pIGFUzE6GI8bhB6Ee8EW6yUSIAK6pjAHwJAwoPEPWgEci9Iy8y2B14MsmlsLgY8qDDWdnf0oMKdrUPfUlRBBatSSIEoBY1A3dykSRM9yYTe6P/XQReggoc2bJrGM8HKkJd5qEvZygWogEQJ7xT1JVyINKjgnobW+v7771es7kePHq3rn5zhGAAAIABJREFUZEjqJgEq2PYAJBA3gQcJz0tBMmrUKF2zxyZw8qCiIGvLve9BhZxtI3flqIIKDE1hIlZyPIQpgU7cgO3aCJID6gJU7NmzR91www2qX79+aurUqbpcOGmRkgWdsJkLULF582Z1zTXXOKNmdwEqoJ5n5Y7HAsbQLVu25AFCiXtRAlSYfgIqqMlSEKggtoLfr+16PR5UmBFwd/Sgwp2tQ99SlEEFxoWmm4cvnA/sreMON6vysBvfBajABm+99ZameSZ9cODAgTqFkIwZSZEGFWQUzJo1S9Ozm60dSX24tjSoYNuAAFQT2EgFXlIjJcdKElTQ74JABayXBGvCYWFbPKiwbdHCr+dBReE2KjJnRB1UmIGi9DkFxajsGBVxBSqC9mC7aMiQIeLASxpUkCLbq1cvNWXKlKB6on9LgwrAH20YenOqysKNQUCjlOQCVKxdu1Zdcskl6qGHHhJRy4MKEbMe9qIeVBzWPEXrwyiDClZ0y5cv1wO2ePFiHTvw4YcfRmYAXYAK0iynTZumbcI+N+5mUkylRRpUMNFSzp0VryuRBhVfffWV3s7B24aMHz9eBztG2VNxyy236DRmM0YAJras2LqUEg8qpCxb8HU9qCjYNkXukyiDihdffFE1b95c15ho2LCh3vpw5Qq3caO4ABVMvgTLkcZ34YUX6q0Pm0FxBdlBGlRQeZXsgjfeeKOgLlh/XxpUsG0HoIB7o3HjxjoVGHZISZH0VEBMxpakiXNCP9qj1g2eCkq9Uwqd92zG+HhQIXnHJL+2BxXJ7VIk340yqGDAduzYoTkYCNqLSiyFudFcgAra+uKLLxQ1Xki3dQEoaFMaVBAECD8JqcSuRBpUoAegmBLnjNfrr78urpokqCDuBWIrPDBG8JyxGCBdFr4UXvx2bWYjeVBhrO3u6EGFO1uHviV+gFdeeWXo+xnXDpYrV05R0TNuAuEW3oQ4ybXXXutk68ilzYiv6du3r8smxdtiK7R169bi7fgG/m0BDyr+bYsi/xdxCbgiP/74Y/9ybAPiP0455RRdqZQVXZzGgIqexLvESadWrVppTow46QRnCXEPcdKJ1Gm4Wby4s4AHFe5sHfqWyIs/4YQTdB0FJgL/cmcDah8cddRR6ogjjlDVq1ePle0p537uuefGSifK1J9++umx0qlMmTKqVKlSsdKpQoUKmlAr9A/fGHXQg4oYDWa2qjz99NM6F569af9yawOqUZ522mmqePHiumJjnOxPUCh75XHS6aqrrtJ8KHHSqX///urOO++M1TjBRuq3P7KdGdL7vgcV6dkr1mcTqOldhbkb4rJly6oSJUokLQ+du15l33L9+vXVzp07s79QiK5AKiRVXuMk1OHo06dPnFRSLJQ8qHA7pB5UuLV3qFuLYvYHFRypdpgoUBpDhmS4KxI/D9v/XWR/UIcBj0GwgidR+VQvZe950qRJOo0Rr4lNkcz+IFPglVde0bUlgn2maum8efPUgw8+qF599dXgR1b+ls7+oM/BTAk6TfVOOB3gGqEiq22RzP6grwDLRO4Y6vTwO+XekyCr89kftu+Swq/nQUXhNioyZ0QNVDBxkNsO90JQtm7dqnBP86pbt24kqpVKgwrSE6FJJsAwWFr622+/1eyj2JE6IFQuhVPApkiCCopQEfsTnKy4L7p3767wkFDr5OKLL1Yvv/yyTZVEaboXLFigY1DWrVuX12fSZiHAgouFYnmdOnVSlEe3KZKgYtOmTboez+zZs/O6/NFHH2k9oB+HvIzMM9sEZh5U5Jnb2R8eVDgzdfgbigqoYII0Za4JLBswYECecVl5ByuWTp8+XZdehro7zCIJKphQmVzZXoG+POiJeP7553WlUvgrpEQCVEBjTbZCxYoVNXgIlstmIgE8vffee1olspoAmjZFwlOxb98+NXToUHXBBReoSpUq6QJips94LigsBh8HoI+UVmrd2BQJUPHDDz9oLwTgnuwmnjFGYNTEm8S9jwCaABeep8JYKJpHDyqiOW4ivY4KqGBSpPjQxIkTdV49AWZGWHlfd911as2aNfottkaYAEiTC7NIgQpIwNhXHjNmjLrvvvu0N4JVrxFc6XgnJEUCVLzwwguKomi4zolvMOOLvpQJHzRokKRKIp4KtgfQiYJ43LNs6xjBe9GxY8e8rSv0YzzNhGzOy+YoASrYnuT+orZH+/btC6TkRo/BgwfrBcJf//rXbNTI913vqchnDif/8aDCiZmj0UhUQAXeCKLuESYVikkZgYqa1ThMfQgPaiYduB/CLJKgwmx3QPPMSjAIKtg+aNq0qaa5btOmjQjVtQSoMDrBysj44kpHeH/YsGHaiwHYxGPx1FNPWR96CU+F8SCxuqfkObEuRigZ3rlzZ82yyXv33HOPGj58uNWgXglQwe/UsNvefvvtSYNb8aRRkZXtj7179xqVrRw9qLBixrQu4kFFWuaK98lRARVmFHhYPfDAA6p3797mLUXgF54K3PrI9u3b9aRjXOF5J4bsDylQEVSTbYAgqOCBz4Oe/XkAB+50bGkm6OB3s/lbAlSY/rz22mt6VW/6DKhApzp16mhXOyXRiamAAtqmSIAK0z/KngOMg3EgFH5jnEyQLZkaVJkFYNsSCVBh+na40uf8Zrk3u3TpoiZPnmy+YuXoQYUVM6Z1EQ8q0jJXvE+OGqhgIk4GKhI9FUwAHlQo/eAOggrsR4aB8VywUsZWwQBBG3e8S1BBGfSePXuqgQMH5nUdkDFu3Li8CTnvgyz+yBWoMCAiKp4KY+LDgQpzDltxN998c76YH/NZpkcPKjK1XObf86Aic9vF7ptxABVMjFRDNOWUn332Wb3qc1U8K9ObIheeCiYoJmEjpJyylRB0u5vPsjm6BBUE8RJrwKrbCCBjwoQJyuZevWtQwX1McCZjhIeua9eueuvP6Gjj6NpTgVcp+LskaBMAaECuDZ08qLBhxfSu4UFFevaK9dlRBBXEBPzxj3/MNy5wLvDQp/phu3btFOeEXVyACoL9AA0GSPBAJx2XQlIEtC5dulSv8IlLsSmSoALeDbIiyCQwQvoirnSKSXEPkC67du1a87GVoySoIOiUUu5B3gYCHtu2basBE+XDIXSCi8WmSIIKMlbwkgVTSgmmJo6CsaEKKwG2AAsTg2FDNw8qbFgxvWt4UJGevWJ9dhRBBTS8EOcEhRUQ6YbQQxMxH1wNBc8L098uQAXBqwAIExDIw/uNN97Qnpx69erpieydd96xbhZJUEGKJQGZ7MsHhTo2FMfjHiCtGA+GTZEEFfBPkN2xY8eOfF3Gg9SwYUPNvfLYY4/l+8zGfyRBBb9JPEjE7hghPmTGjBl6jBgnQIVt8aDCtkULv54HFYXbqMicwQ+Qh6WX3FigfPnysSx9TmS/BANkbkbpX63iNQCEx0lIZ5VOxXVtL8i0INfy4s4CHlS4s3XoW1q2bJlmvWP/OSovuCp4JfaX9/Bg8Er8LIz/h/jnxBNPVL///e91UKFEHwuylbGTlK3OOOMMnVUioRPXLGz8k32ebV+qVq2qtyOyvU5B30/WZ94zY5Xs84Kuler7zZo1U40aNRL7vdDnxH5L64Sn8uqrrw79szdOHfSgIk6jmaUuoPpy5crp1DXS1/zLnQ2IegdQ/O53v9NbNnGyPayn7J3HSSfKnrMVESedAEqVK1eOlU6NGzfWcURZPhr919OwgAcVaRgr7qcSyOe3P3I3ynHd/oAnIlibI3cWttcytOcwlcZJRo4cmS9rJg66kTXjtz/cjqQHFW7tHerWohaoGWpjptk5F4GaaXbJ2umSgZrWOpnmhSQDNdPsirXTJQM1rXUyzQv5QM00DWbhdA8qLBgxLpeIIqggZZAUu2RCmiE1L6gHEnZxBSo2btyoUzBJs6TGhAuRBBWkXzLGiWXCyY6goid62i68hc0kQQXpl/fff78uHpY4PmTsoI9EkKgkqCD7hkwPQ59v9IKSHBZXxoo0YNsBvR5UGEu7O3pQ4c7WoW8pSqCChys0xuxtQwSUKN98840ufU7FR6o/hl1cgAq4KKjvQYol9NWU0H7kkUfETSMFKiCCgj31vPPOyysohjJMuldccYUmQAM4RYmmmzTLfv36qdKlS+ej6TaDRApt9erVdfEt856toxSo4N7mniMQGR4KI9DEk20CJwecIsQV9e3bN6+ujzkvm6MHFdlYL7PvelCRmd1i+a2ogAqYEaFdrl27tqpVq9YhaXCQ6RCgBfcCBaUSOQzCOHguQAUxAEy2Rpi8+vTpY53DwVzfHCVABcRQFELj2ngjqJeBwIfAREV6pJFbb71VV8o0dTPM+9kcJTwVFEfjuty38DYkklv9+uuvirgHAl/JArEtEqDiiy++0B4IarHUrFkzn4eFIn8ACsq6I+gHyRe/BVviQYUtS6Z+HQ8qUrdV7M+MCqjg4bNhwwYFURNllZkYgwJpEKvy1atXa2rjzz77LPhxKP92ASp27dql2Uex3Z49ezR7JnTmNhkMkxlXAlRA2gULIyXQoa82BcWwI9sH3CMIVORU/ASE2iTAkgAV1KeBDZQieBTFY5yMMEb8nyJiELtJlKuXAhXmtwq4C5J24WlET/RmG4v6ILbFgwrbFi38eh5UFG6jInNGVEBFcBIkzz1YpZTBMp+bCpYeVPzrFoZJc8mSJXo7gFUjDIZsE0mLBKgwYwyAZII3oCJRF8qeQ00OyLQpEqDC6ASjJpNtsEopK368FFBb44WBndK2SIAKo9Nf/vIX7bGghLsRKsdCsX7XXXdpjyMeJwCVTfGgwqY1U7uWBxWp2alInBUVUGEGg1VpYpVS8xnHV155RU84HlT8yyqs6iE3IlgTmzAxUhfFPPiDtrP5twSoMP0zwDEZqIDCvUGDBoq0QtsiASpMHxNLn+Nhgd4agITgrYDQyrZIgArTx2RVSpnwzznnHF2WHsBLPAVMpaY2jfluNkcPKrKxXmbf9aAiM7vF8lseVORuWF1sf8BDQlEn2kLIMKBuhs3qncks6BpUsOXBBAw9+OOPP56sS1m/5xJUEHtAUO3w4cO1PsTFEKBKzIXNLR3XoAKvGfej2aoCOBGsSVyFLfGgwpYlU7+OBxWp2yr2Z3pQkbshdgEqYEy96qqrFGl8CNVdWR0yCUuKa1BBECd64qmSEhegwsRU4IVhrNjGgZn07LPP1nT6Dz30kGJbwZa4BhVvvfWW9paZInZkJAEyyOqxJR5U2LJk6tfxoCJ1W8X+zCiCClzBlO9OJuvWrVPUM7C58knWjo33XIAKuByYnEgrxWZU8bRdEjyZLSRBBcCBMTb8Bl9//bX+f8WKFdXdd9+tM0EGDhyo4xNsbvNIggpARMuWLXUQajJ74l0ivsK2SIIKgmcJmA1yo+BlmTt3rrrpppt0Gi3emGDKqQ39PKiwYcX0ruFBRXr2ivXZUQMVTBLsqScS6phB2r9/vw5MlIgqN23YOroAFfSVyZfJdsCAAQVOWrZ0MteRBBUEMOJGZ9JCABUzZ87UWwWkzJoXZcOjAiq4X5cuXarjXowNzZH7BF02b95s3rJ2lAQVeFSIbcE7ERTSfBkvxglAYXM7h3Y8qAha283fHlS4sXMkWokaqIiEUdPoZNmyZVWJEiXEYxzS6JKVUwEVtqP6rXQsi4vgqbC9qs6iO1a+Onjw4EMyqaxcOIcX4ZnWunXrHPag6DXtQUXRG/MCNeYHyJ6tl9xYgAqxgAqbK+rcaJK/1fr16ys4MuIkcGMEORfioNs999yjY2zioIvRYdGiRR5UGGM4OnpQ4cjQUWjmueeeU8WLF9dpeKTi+Zc7GzDxHn300erII4/ULJFxsv3xxx+vqlWrFqv7CfBXqVKlWOmEp+zUU0+NlU6krJIp48WdBTyocGfr0LcE/37Dhg11qhrpav7lzgZQFUO/fMIJJ2geiTjZnvorkB7FSSeCColNiZNOpHNS0j1OOkES5r2vbqceDyrc2jvUrRHURCqel9xYgO2PkiVL5qZxwVbxulDXIk4C4yUU53GSoUOHat6SOOlEwOtll10WJ5VCr4sHFaEfIncdjGKgJgWkiPhPFLIctm7dqqPNpXkYEtvO5P+usj/oG7UWsE0yFspM+l7YdySzP2gbWuvEYmFkhVAbBHpu7hHbIplSGuwrHA7ogY7SIpn9Qd8PHDiQl6WTqAsEWInl6xPPyeT/PvsjE6tl9x0PKrKzX6y+HTVQQZpa9+7dVa9evfKNA/wUzZs319Uecb3PmTPHKklQvsYs/ccFqABcLVu2TNdZoBImW13UkpAODJUEFVRepRItBamM7Ny5UxNFUemzatWqulaGIfwy52R7lAYVjBW1MajRQiXeO+64QxxYSIIKACwVSZMFt3Lvw73RtWtX6/eiBxXZ3unpf9+DivRtFttvRAVU8BCikBTVSYlBCFYpZbXDfjdAAlmxYoWePBPz48M2iC5ABd4bCjjNmDFDqw8jIy9pT44EqMATAXHS+eefrydeU98FgPTII48oCs0hrI7RGYpymyINKj7//HNd2h0dDx48qGvcQOJlk0Ez0R4SoAIPBDVnsBe/1eA4MFb8LkllJUAcQjbbANeDisRRlv+/BxXyNo5MC1EBFTyoqLAJEx/BZTxsjcCeOX369DziILNCwnsRZnEBKigFD6uhbYKhwuwqASogUqL4FBUur7766gJZU9n6IPqfycWmSIOK3bt3a2/L3r17dbepWIq+ktsgEqCC3yMsrobJNQgq2LKaNGmSpuamLHrPnj3z6tLYGisPKmxZMvXreFCRuq1if2ZUQAUFsL799ls9HlOmTDlk+yM4UARq4bkwNM7Bz8L0tzSo4Prz589XnTp10qvFQYMGadZGFzaQABUmjsZMvonxIXhfyGYCcPTu3Ttp3E02ukuDCvThvoUxFpk8ebIuWS9JOS8BKmAH/fnnn7UObG/gRTICuP3mm2/0f/HIsMXDfWpTPKiwac3UruVBRWp2KhJnRQVUmMHAVXq40uekaVLRMbg6Mt8N21EaVGArPDjwRZAKyaqQKp4ADWmRABWmzwWVPmfCIt6ic+fO6s4777QOKqVBBVseVJElc4FVPoW2ABmAKCmRABWmr8lKn5vPOLIlh54eVAStEs2/PaiI5riJ9DpqoIIHUEGgAkBBIOKoUaNEbGX7otKgguvj1WnRooWOM6D/Q4YM0ZPuTz/9ZFudfNfLBagwHQBMkSYNT4ZNkQYV9JXtAajAGbfZs2erjh075gtItakP1/KgwrZFi+b1PKgomuOeVOu4gAoABcF5PIwTUw2TKh6CN6VBBZMrvApdunTJ05YJi+wZ44LO+8DyH7kEFajCfj3udZviAlQE+0smSPv27UXSY007HlQYS/hjNhbwoCIb68Xsu1EEFePGjdOufDMUTJAQE0HkQ+wFkymucI5hFmlQge579uxRHTp0UASt4p1gssVbIR24KQkqYH+EMfHDDz/Uw0sQL/cEHiwAJYGNbH/YDtSVBhWkwJIVAZ8I9/Qtt9yi7r33XtFbWBpUEM9TUBG2adOmqdtvv91vf4iOsJuLe1Dhxs6RaCWKoOLBBx/Ml/2BDtQwqFKlioKnoHbt2npfWnIv2sbgugAVtMHk2qxZM52GSVaEmYxt6FDQNSRBBcRQUEsbngp03LRpkx5zxp57gGA9AKZNkQYVAKLHH39cVa9eXb8Icvzuu+9sqnDItSRBBSC2W7duBbKQzpo1S2fyMH42xQdq2rRmatfyoCI1OxWJs/gBRpGmO8izwEPpT3/6k17dwWXAS9q9b+vmcEXTzSqYFbwk50HQJtI03ckAAx4Lxt5kiQT7Y+NvAJkLmm6ynBir4D1uo//JriFN012YR0xCR0/TnWykZd/zoELWvpG6uikohss1Ki9IsGBQNP3dvn27evPNN/O9KLsNXbM5J4xH3PimoBgrbak+YgfsgY3eeOMNTQEt1Za5LqymrLrN/20e0SdRD7wXvGfuA+4Jm21yLTIxKBVu+7rB66Gb0SF4jwfPsfk32xPt2rUT0wkdChoL3pfQkUBtX1DM7TTkQYVbe4e6NVP6nDLc/uXWBmwRmNLnUGjHyf6m9HmcdKL0ecWKFWM1Tqb0eZzGyZc+dz/leFDh3uahbZF4BI/qczc8bH8wWdneV86dRv9qmUkKz0Gc5Nprr7Wepppr++B5CVLe57o/NtpfuHChat26tY1L+WukaAEPKlI0VFE4LWqBmnEbE1aKgIqopMGman+8MLi34yTXXHNNgZkMUdWTbBPYR+MkPNM8qHA7oh5UuLV3qFuLIqh4++231UsvvZTPrkSaT5gwQVc+hN6YoL2wC94JAyqkAij379+vVq1adUgmBHEppJZC3U1sh22RzP6gr99//70aO3aszgLauHGj7e4nvZ5k9gcBi9Q2MUXSTAcYG+rc8NqwYYN529pRMvuDTpJ5lFjY79NPP9UpwFQpBdQQT2RTfPaHTWumdi0PKlKzU5E4K2qggjoIpAwGCZ3IbOjbt6/OYuFBhZt6xIgRutJjmAdRGlT88ssv2hakk1JkywgPeUpSs/ImUA/GTYCaTZEEFYw3q2tK3UPzzL1AoKa0SIKKhx9+WJ1xxhn5uDUoKMY4QVZGaibjtX79eqtqSoIK4rXQCWbQoCxatEjVrVtXLwA8qAhaJrp/e1AR3bGz3vOogApS06BdbtSokSIOIVillOJFsA9SAh0hOp5I/cSCU9aNl+UFJUEF1UlxAVeoUEFXKQVgGAFwASaMd2TlypWK1aNNkQQVeFkuvvjivJgNeEt69Ogh7p2SABVwbdB3OFYo6R70GgH+GEcjgAtAgM34GwlQAbfGsGHDNC/K6aefruuxGB3wIOIhg6NCSrynQsqyBV/Xg4qCbVPkPokKqGBSpBAWL1Y3/fr1K3CsYPCjGBMu8jCLFKjgusuXL9f7/5SZpn6EqRoJkKAypORDHZtLgorNmzfrVbsBkax80REPhqRIgArSRymsxe8QD1tBWzmff/65uvnmm/W42WSKlQAVbOHMnDlTETDJuDzxxBN5w8KYcf8B/KXEgwopyxZ8XQ8qCrZNkfskKqCCidIQ6RAz0atXr0PGCqZIHvwwEq5du/aQz8P2hhSoYNIxXgjABQDLgApIlXioE/F//fXXK1JZOce2SIKKvXv3qqZNm6oXX3xRUQkTOuvGjRtr4ivbegSvJwEqzDixumc82PJIlMcee0x7MqC0PnDgQOLHWf1fAlSYoGPuQ/ocLH3+wQcfqJYtW+qtK+4RYnqCXrSslPm/L3tQYcOK6V3Dg4r07BXrs6MCKswgMBEXVKUU1yppjKNHj9Y1LqRXrqZPmR6lQEWwP6wWE0EFD3XKwxP4h8eCcugUZLMpkqACcAlrYq1atVSrVq10TAWFt6S3uyRAhbE5208wdiYDFXgp1qxZo4uLQShmUyRAhelfstLnpvAfpHuUsKdmy8SJE63W6fGgwoyAu6MHFe5sHfqW4gQqjLHZc7/sssvUe++9Z94K5TEXoAIaayZgU+QJuuu2bduqBQsWWLWRJKgwHcXNzmTMSh5vhTSIzBWoMPoShHz33Xdbpe92DSoAhEHPBPchYxcMJDb6Znr0oCJTy2X+PQ8qMrdd7L4ZB1DBQwoAwSSNEODGBOCicFY2N0QuQAW2ooLn1KlTddcBFbjdWTnaFElQwZZBMLB0zJgxumqtzViDZLZwDSoAgPv27cvrCkRVI0eOjDSoAPgFdZozZ46icJoHFXnDHMk/PKiI5LDJdDqKoIIHKw8iI+zT8sDnfTgZiLkYP358XlyBOS9sRxeggsDWq6++Wpc9N/rDh8BeNwF0cD2QtogNbYokqGA74KabbtLAiEkJRthly5bZ7H7Sa0mCCrJALr30Uh0nQuPcG3PnztUZPGTnLFmyRAcoJ/KzJO1oGm9Keioo8kc12WBQ8PPPP69jKrj30Gv48OE6SDWNLhd6qvdUFGoi6yd4UGHdpNG9YNRABatRHrCJue/s1RI9DycDK3HIsMIuLkDFK6+8ogHWwYMH85mDWAtiK+CoIODRtkiCCvpKlgR9h6vCdpxBQbaQBBVU1cXjEiSKIkaI7B3uafS07U1CT0lQgVdsypQp6oUXXshn0qeeekrrg158bls8qLBt0cKv50FF4TYqMmewl87D0ktuLFC+fHlVsmTJ3DQu2Co8EmHffkpXfVbdTz/9dLpfC/X5ePcAFnESPHHEVHlxZwEPKtzZOvQtrVixQldeJAgsKq8BAwYoXsH+mvfMMfhZWP+Ga+O4445TxxxzjE7xlOhnQfYw75uj7bZPO+00vUVh+7rmeqbf5mjelzyeffbZeotCqo1kupj3zNF223iU6tSpk++3ZLONZP0275mjzfa4FtthfqHkdurxoMKtvUPdWhRBhe2HUK6u5wJU5Eo3aVCRC72kQUUudJIGFbnQyYMK91OOBxXubR7aFv32R26Hxm9/5Nb+6bTutz/SsVbuzvXbH+5t70GFe5uHtsWoBWqG1pAZdMxFoGYG3bLyFelATSudTPMikoGaaXbF2umSgZrWOpnmhXygZpoGs3C6BxUWjBiXS0QRVJCORhGpZEItBYqNmboQyc4Jy3suQAWZMvXr19evhg0b6iMFrKDrlhRJUEFFVcaY1FIjsDfC44CutE09ENsiCSq4X5ngd+7cma/b3M9t2rTROgVraOQ7KYv/SIIKslfuu+8+neYd7CJF08hmYaxuvfVW6/eiBxVBa7v524MKN3aORCtRAhWkqFGNtHTp0rrkdaKBmaSZMGvUqKFgWwy7uAAVX3/9tS7eRGlwSlEDLCgTD+mVpEiACmpKQMUNNfd5552nPvnkE60CacbTpk3TBbeYsKDwpkIrnAg2RQJU/OMf/1DU/bjttttUqVKl8hUUQ78OHTroVFO4HtAJamubIgEquK8BeQAKApGpLmxkz549OtgVfSgMB7sr5esBILbEgwpblkz9Oh5UpG6r2J8lVwHaAAAgAElEQVQZFVABiyLpb3Xr1tVlrylElCjr1q3Tq59LLrlEvLhUYtuZ/N8FqAj2i8qRxAXs378/+LbI3xKggvoXpKoyvhBFBVk1qUjLRGYEltBgISvzfjZHCVCxa9cuTT7WpEmTQ2qwEBtwzTXX6CJiACcI3wwTajZ6BL8rASq4vyAnM54xnjFG0AkAxQIBAQBcd911+Vg2zbmZHj2oyNRymX/Pg4rMbRe7b0YFVLCS2b59u3aVUlCMKptBYVIZMWKEfujafkgF27H5t0tQAWcEgOKhhx6yqUKB15IAFaxyYf6E0Auis2QFxHgPrwUlt9k6sCkSoAImTbZzqLzKfRssKAapV6dOnfKq87K9AwMl3g1bIgEq8I5R2A9w0aVLF12bxfQXb1PQSwa5F3a1uV3pQYWxtrujBxXubB36lqICKoKGnDBhgurdu3fwLb0qZcKEvY9Vqt/+yGceHWPA6tHmwzt/C/n/JwEqTAvbtm3TE1EiqGDCgpWyatWqatiwYdYLjEmACqMT8SGJVUoNqDClxCkmdu+994YeVBid8EYAKoLbH+YzjmxVobPtWBEPKoJWdvO3BxVu7ByJVqIGKljdJ5Y+f/fdd3Xg5s8//6wLi7EiD7rCwzoQrjwVZuto8ODBzkwhCSqIK2CCTwQVRjmCUGFUtM1+KQkqkpU+ZzLu3Llz5DwVZhz4DRKImQxUACiaNm2qRo0aZU63dvSgwpopU76QBxUpmyr+J8YBVBCcSR0IVqnU/ahSpYoaPXp06OMqXIEKJixWjLbLmx/u15FLUEH8AeW0E+vDHK6/qXzmGlRQI4NtHOOpYKuC4EfuG1sisf1h+lYQqCBoGNA3ZMiQfFsh5nvZHj2oyNaC6X/fg4r0bRbbb8QBVKADYIKJ84orrlBnnHGGjigvaCUblsF0BSqIRSHK3nbmwOHs6BJUsEdP6iyBuka4F3jPprgGFWRHMPkSS0LFT+JIqDprU1yDCsq5A5RmzJhhU4181/KgIp85nPzHgwonZo5GI1EEFQRkUro7mRAgRilvHsJhF1eggrLgUBe7jDORBBWbNm3SPAemXDugghTFiy66SAc2AqCIu6Hyp02RBBUEbJIqG6zoSaVdVvMXXnih3iq4+eabrXM6SIIKfoNt27ZVZB0heJAIND366KP1+2ztEIg6fvx4q9uVHlTYvOtTu5YHFanZqUicFTVQwYNp9+7dmnsh2QARef7SSy+pP//5z8k+DtV7rkAF2x8bNmwQcTUXZFBJUPHtt9/qMSaGxgi2XLVqlY63mTx5cj5iLHNOtkdJUMH9iqclMZAWYMSqHrI3YodsiySoYNsGAGjAH31fv3693pYi64PYKF4LFy7MSzG1oZ8HFTasmN41PKhIz16xPhtQwZaBl9xYoGzZsqpEiRJ5wXi56YX9VmFLTGSHtN+K2yvCGWGb+8KtBoe2RkZJYibVoWdF6x0CdCEK8+LOAh5UuLN16FsCVLBviwvZv9za4ODBg4pqnoAKXN1xsn+9evXUq6++GiudoMvGlR+ncaL8OIHOcdLpySef9KDC8czjQYVjg4e5OaibTzzxRFW7dm3/cmyDWrVqqaOOOkodeeSRqmbNmrGyf7FixdT5558fK51OOukkHQQcp9/KKaecomnv46TTmWeeqfkvwvzcjVvfPKiI24hmoQ+Fl8gXh3HRv9za4P3331dlypRRTFbvvPNOrOwPSCJANE73VMuWLdXYsWNjpRN1NwiYjNM4TZkyxW/pZjEnZPJVDyoysVpMv0NQE5kBXnJjgXLlyqmSJUvmpnHBVhs0aGCdJluwuyldmpROWC7jJGSXUGAuTrJ48WK//eF4QD2ocGzwMDcXtewPbElVR1LwgsKeMHwMZACsWLFC1x4gIyDM4iL7g5opeEQKqhdBZL4E+6hk9gcZEatXr9bjvHLlSvXiiy8qCJWk04glsz+4TxmLRB3IoCBzB33JbLItktkf9JU05mT93rFjh2LsiLsx5F62dPPZH7Ysmfp1PKhI3VaxPzNqoII0whtvvFF1794939gwcVLBEq4C2DVJVfv73/+e75yw/ccFqGDSIMAwWYotFSPhQCDtz7ZIgoqtW7dqnRhnqpVCdgaLqkTKZdAukqBi7dq1eixIuTRCIO+8efMUXp9q1aqpnj17HgI6zLmZHiVBBanf/B7RwQgp4QAkqg1TbZa4IoJfbf5WPagw1nZ39KDCna1D31JUQAUTMHn8EAARWNqvX798tiU2pFevXooHcVREElRAAoZbm0A8JkNTahrbsHJ8+OGHdXAoQW0U6LItkqAi2NcffvhB15eA7EpaJEAFXhfoxAmUPP3003WRLaMHnjdAE8ya+/btU1dddZXCtW9TJEAFwJ/nSrNmzVTx4sV1eXPTZ+49QC48FQjl7OHhoD6NLfGgwpYlU7+OBxWp2yr2Z0YFVDApwrwHcLjjjjvUwIED840Ne8PJChflOylk/5ECFawG2fsnCK9///6K6qRBoijouvmMSp7E00jQd7sAFWzpQAqFDkH9pIZZAlQAHLp166bHAtAQ9BrBt9ChQ4e8CZf0T+rbML62RAJUfPLJJxr0w4FBFVJqmBhhmwo7fv/99+Yt60cPKqybtNALelBRqImKzglRARXsu5q9f6K7ARdGcJ3iGqY6KZHsVONkBRt2kQQV5qHNvjXbRcFJ19jmwIED+qH/yiuvWDeVC1ABUyiTru16GAUZQwJUmBgKjtdff71mnDTtJ6tSChAsKD7GfC+dowSoYKuNGCeka9eu+QjD2Ppo166dplWHohsPkzk3nX4f7lwPKg5nHZnPPKiQsWskrxoVUGGMyyotsfQ5LmTqJlCZkocUD95x48YljSMw1wnDUQpUBHWDAjkRVJjPKbgGS2RwdWw+y/boAlQ8//zzusgW4+9CJECF6Xey0ud4m5h4TSAjK/9777039KDC6JSsSineF/hL7rnnHnX//ffruAoqrxodzXezOXpQkY31MvuuBxWZ2S2W34oaqGAiTgQVxFEEo//fe+89vf9M7n2YxYOKzEeH1S3bYcSN2NwOOFyPXIOKxx57TIMKE8TIRExBrrB7KowNk4EKnjfNmzdXbJEgc+fO1cD2yy+/NF/L+uhBRdYmTPsCHlSkbbL4fiEOoCJxdKg5wf60dDZAYrvp/t+DinQt9u/z2cIhLoRJyZW4BhWQh1Hl02z7Qac9ceJEqyBKYvvDjEcyUEH6L9uUZtsHHQm+tllB14MKMwLujh5UuLN16FuKIqggWO3OO+/Msy3ppB07dlTLly/X5a45kh1CPY0wiwtQwQOWvfpgTIWxCZ4cislt3LjRvGXtKL39wdYNZFRMUq5EElSwcgcIk+FkBFB89dVX65RMsiQokkUFXpsiDSoIEg4CP+J4AIN4YT7//HNdd4R4KOONsaGbBxU2rJjeNTyoSM9esT47iqDioYce0nETZmBwhVNECM6F6tWr6+BD9qjDLi5ABURgALBkPBXY6NZbb9VbR7ZtJQ0q9uzZo/vu0hslCSr279+vbrvtNk0GZcaCbZ2lS5dqDo7zzjtPeylsbn3QjiSoANSzPUUcRVDYniSWh98qQIr/2xQPKmxaM7VreVCRmp2KxFn8AMkbj4swUUdJypcvH0ua7oYNG6q9e/dGaSgK7Ssen2B6ZKFfsHiCVNwIMRqkquZCpH6reCqpvOzFnQU8qHBn69C3xEqoTp06euuAH2MUXqRJ8gr2lRU5DJGkrHEMfhbWv5955hkNKI4//nhNaiTRT+wCdXlB1za05gV9nun75557rl5ZZ/r9VL53OL1S+X665+B9Ia4h3e+len6ysQje14n3fKrXPdx58EjgLTjcOdl8lkwnrif5W4WbBZ28uLOABxXubB36lpiETz75ZB2RTVS2f7mzAYyDv/vd73T5cyiL42R7WE/ZjoqTTqVLl1aVK1eOlU4VKlTQTJ5xGqeqVav60ueOZx4PKhwbPMzNxW37I8y2Tta3uFYpZfuDcu5xkuuuuy5n2x9Sdszl9oeUTmSU+O0PKesmv64HFcntUiTfjVqgZpwGiX3ysmXLqhIlSlhnFcy1naQDNXOhn2SgZi70oU3JQM1c6eQDNd1b3oMK9zYPbYtRBBVbtmxRxCMkCuyRMBBSGwSuirCLi+wPIuvJjAkWbCJbhsqRMJCS8jd27Ng83gBbNpMEFd9++62u80J6YlDefvttXUcDamiJIFFJUMH4ME6UP08mL7zwgqKSqW2RBhXEbBVUWwbCOgoB2g5C9aDC9l1S+PU8qCjcRkXmjKiBCiYOylx36dIl3xgR0EaZZQqNMVnCYUAefJhFGlQw6bZs2VJTIQdTSrELpEqUj4fWHDAWrGJqw2ZSoIKUSkADVM9wVRiBqwQSJQAl6YocbdN3S4IKKKtPO+20fLU/jG7UZqG8O4yatkUSVJBKWqZMGTVnzpxDug0xFttJZNTYzgLxoOIQc4u/4UGFuImj00BUQAW1AaZPn66D/ypVqpSvSikrbwqJseJGeEjxIC7K5FesEBs3bqzgNwBABEEDXh64K7777juxG1UCVFACHLIuQGWTJk3ysTDieYGpEcp2OB+I/rdNjCUBKvAk4S0iuLBatWr5Sp9DWDZq1ChVq1YtVbFiRQ0AbQ+YBKgAzPXu3VvzUJxzzjmH8FSgA4DjlFNO0fehBxW2R9X99TyocG/z0LYYFVDBpEgAFkWkCC6DMdPIV199pVc8uIhtFiYy15c6SnkquC52IgXx4Ycf1myjQUbNyZMn6xLaUCUDyCREAlS8+uqrasmSJdpljifq448/1l1H35EjR+YBTbwZgEwKctkUCVCB540Jlq0N0juD7KZUmkVfWDSZpGGStS0SoGLfvn1aJ9hB2Y5MHAcouYcMGaIBBSm6HlTYHlX31/Ogwr3NQ9tiVEAFDx7z8Jk0aZJ+yBqj7t69W4MKgAZbIHXr1tUPYtt7taY9W0f0MYGawZgHG9c3tMcAsWCVUmyCG7127dqKiZ8sDVb0tm0lASoMYNy1a5digjfbH4AIqncyQSL8ny2wRx55xIYp864hASqMTqzu2Q54+eWX89oz9ztvUKEU4GRbJEAF9ke4B2EJDY4DIBZGXKi72Rbp1q1b3u/alm5++8OWJVO/jgcVqdsq9mdGBVSYgeBBm1il9K233tKuVlZz7K0/+OCDqmnTpvpv870wHiVBhdE3sfQ52wNQJ+Ptod7E9u3b9YOfFbNNkQAVpn8E/sUFVBidkpU+N58BPAYNGqQoEW5bJECF6WOygmIsAIjjAURT/4O6H7bFgwrbFi38eh5UFG6jInNGXEAFkwxZIQiTJe7xDRs2hHoccwEqEg1CtU9sx9aRTXENKljFM/Ei2JXtDyYtmyLhqTD9Kwqggi1MtkNGjx6tf6vQgxNUC6A1Hhtjj2yOHlRkY73MvutBRWZ2i+W34gAqSDFs165dXpopRaYuv/xyvQoP86DlAlSwQnzjjTcUYAIhrgIAtmnTJqumcgkq6Pjs2bNVhw4ddIzIF198oevZEFdiUzyoSM+aiZ4KspEAe2xRsu121lln6WBNPIw2g4Y9qEhvnGyc7UGFDSvG5BpRBBUjRoxQt99+e74RwM3Pe1OmTNGphezlBtMo850ckv+4ABVwH5AJYTJhCP6j9DQTMBPxuHHjdNZMIudDtiaSBBUAICjO2eoyAnsnkz7udLIpqL5KAK9NkQQVBJ22atUqqceIVTwBjYMHD7apjr6W5PYHgJXMo5kzZybtN79VPBe2xYMK2xYt/HoeVBRuoyJzRtRABQGFa9asUfQ7UQgII9gNDgsTxJd4Tpj+7wJUbNu2TQfEBQNB4anA9YytABis7G2LJKhgbGfMmKHwUAWFLAnSSuGrIM7GtkiCClbqZOokK+VO4OPixYt1YTjbOkmCCuJ32IIiFTiZrF+/Xs2fPz/ZR1m950FFVubL6MseVGRktnh+icnZ8+TnbmzjWvr84osvVh9++GHuDCvQMoCF9M84CbEoAIs4CRVQ/TPN7Yh6UOHW3qFuDVTfsWNHXfypV69eyr/c2eCuu+5Sxx13nDrmmGO0eztOtj/11FN1nEucdIJ0rUWLFrH6jZB+XbNmzVjp1Lp1a70VFuoHb8w650FFzAY0G3VA9VAAn3322eo3v/mNf3kb+HvA3wORvwcI3PbizgIeVLizdehbgrK5evXq2q27evVq5V/ubLBq1SpVsmRJdfzxx6vly5fHyvbQgxOIF6f7qUGDBnpFHyedCKS8+uqrYzVOpBYTnOzFnQU8qHBn69C3xPYHDxUvubFAXGMqSBtMFnSYGyvbaZXiVwsWLLBzsZBcBSZSivDFSSgu6GMq3I6oBxVu7R3q1qKW/YExyZogstwIdMCkRJJCyIusANLZghkP5twwHV1kf6AvGTPQQPMy9N3SdpDM/jB9Z8y//vprZ6nDktkf6MT9mjg+ZH6gI69ff/3VqG7tKJn9QSeh5U5WXwYOC3QK/o5tKeWzP2xZMvXreFCRuq1if2bUQAUTMXTFwTLQpBjywK9Ro4YOOqtcubKiOuJzzz0X6vFzASp4oFNjAXtQ72PWrFlW2QsLMrAkqGCiZWzr1aunq3tSiMsUFyuoPzbelwQV8GwQB0DRNCOADCrzUpWVKqbUM6ECq02RBBWAWPhCmOSDAoMmwZT8TqmWaxtYeFARtLabvz2ocGPnSLQSFVDBahsqY+oGnHjiiflqBjDJQO4ESyT5/sOGDdN7qok8BmEbEBegAu6G+vXr6z1zHuaQgi1atMh6AbFE20qCCrZVIL8iyJhJlokLvbgPJEUCVOB9oP4KJd3LlCmTx+nA/c7kSPl6ODfQE+ZTQECiNyMbnSVABWRde/bs0WR0xYoVUxCwGeE3CuEVpGswu7L1Giw4Zs7L5uhBRTbWy+y7HlRkZrdYfisqoIKHL/u/sA7ycDd1HhIHZceOHfpBXBDhTuL5ufy/C1DBA5YqpWYi4mHORGKz1kIyG0qCip07d+r7gBLayLx58zRDaLC8e7I+ZfueBKgAUDCx4qUgXdXctwAkfpuUqTfC2FHVk609WyIBKgD/AAfqerRs2TKfpwIg0aZNG/XBBx9oFVgkkFptExB6UGHr7kj9Oh5UpG6r2J8ZFVCBK5hCYazgqEJKvYBEYZIeOnSofkiFPZ6CvrsAFdCX42qmLaRr166aRVPaPpKgAvp1tgWYZCmjDdhcuXJl4u1g/f8SoAI2U6jTiQUiEDRY+jyoAJMu2x9UmLW5XSABKtDnyy+/1P2EOv/RRx/NUwUWTTwuxFMgbM1xjqGRzzsxiz88qMjCeBl+1YOKDA0Xx69FBVQEbZ9Y+tx8xoOMB1ZBD2ZzXliOLkDF3r179Sq+e/fuavz48apRo0aaxpoHv6RIggqqXTJxMNZXXnmlnpS2bt0qqY6+tgSoMJ3G60JsSLJ7FyANLTmgA0+cTZEAFaZ/AAW2poKgAv0YN36rCPVnALo2vUweVJgRcHf0oMKdrUPfUtRABRNxQaCCmiC4kc0DK+zGdwEqsAFBgLjNWdmzbcREYnNlmMzOkqBi165dOkjTlLYnaJcJV9r7IgkqDlf6HL6PCy+8MGmxsWS2T+c9SVCRWKWUfq1bty6fp2Lu3LneU5HOgIX0XA8qQjowuehWnEDF2LFj9YQpPbnYGidXoCLY3+HDh+stIla/kiIJKqhSyn492QXIsmXLnHhfXIMK4mDY3rnkkkt0ET2J8XINKvAoEUOyb98+rQ7bWHjRbMb4eE+FxJ1y+Gt6UHF4+xSpT6MIKu6//37NbBgcKB7AVNyk0iOTdRTEBaggc4BgOIQCXwTJSVSGTLS3JKgghZhtDzxTSP/+/VX79u2tTkyJ+vB/aVDBtgAxB0ZeeOEFdemll6pXXnnFvGX9KA0qiAMJZncQS4GeZISQCdKhQwc1adIkq3p5UGHVnCldzIOKlMxUNE6KIqjAI9GjR498A0REPKW8oR2PirgAFWwFsfUBxXSdOnU0vwcPc2mRBBUELT7xxBOaXh69WMmbrAlJvSRBBUHIrODZHkDYnqIqKhTuzZs3V02aNNEvJuCwB2qaMWD7gzL0ZOcYwUPGbxTejVq1aultKxO0ac7J9uhBRbYWTP/7HlSkb7PYfgNQwaovSmKi5RP7TLCbzQdu4vUl/l+uXDlVokQJUd4IABfxB1u2bBFhZUxmF7gxiH2QFNIx0csF8RV6sMJ+7LHHxFTi/g1u3b3//vuaw2Ljxo06gJMgR9vl5IlHIaNESj7//POk8TukluKBIevFtsDDQsaTF3cW8KDCna1D3xIph6yEDMV1FI6AClbbwb6y2mFlFKTrDn4exr9JJ6RE+EknnaSYUKT6iL3ImOAFOZhUO8Hrwt7J9kTwPZt/Q2xGaik6Gcpnm9dPdi0mKjwFyT7L9j1z/6IX1zL/N+NmjgDEbNsKfr9nz546UDL4nq2/0YH+Jt5zxMKYsbOtD32fOXOmuvzyy0P/7I1TBz2oiNNoZqkLdMcnnHCCpreuWbOmPzq2wVFHHaWOOOKIPIrxuIwBTIrnnnturO4nwN/pp58eK51g8SxdunSsdKpQoYJOz83y0ei/noYFPKhIw1hxP/Xpp5/W7ISsGPzLrQ3wIOCpKF68uM5kiJP969atq4MO46QTVNrTpk2L1e+kT58+eSydcRkrYji8p8LtzOVBhVt7h7o1Yip4WHrJjQXKli2rYyqikrGSqpWIqWDfPE5CGmuQyCkOut19990KYBEnMSyycdIp7Lp4UBH2EXLYv6hlf2Aaiiu9+eabh1hp9erVugrn8uXLrdYSOKQhS2+4yP4g9mTbtm15tT/oOtkTZEtAPMT+MxTXtstqS2Z/EH9CmiJ9p+oq6YmMveGtsDQ8h1xGMvuDxgg8TSyCx7gQeMjqWyIgVTKlFJ12796t6fUPMaZSOjaEOi62OVN89kcya8u+50GFrH0jdfWogQoCMXFtQu1rhMn58ccf1zn9ROjDPgipDmW/wyzSoILrw90B1wGBcUawIZTQVMCEiXLEiBFWi1TRjiSoYCIiVZG+w6BaqVIlXUbbdmaEsZc5SoIKgAMlzk1KKW0yZhQUI52U1Fkor20DJ0lQ8dprr6lq1arp+h7GhuYILTf3IDwVHlQYq0T36EFFdMfOes+jAipYXeOBgLypZMmSmvDIGINJkgyWJUuW6LfIg6fGBbn/YRZJUIEnonPnzjpmA6BF9oARyqEDNvD4SIkkqAj2mbgU9MRjIS0SoIIMoDFjxmjehrPOOkun/Ro9mJSpyss2Evc47S9YsMB8bOUoASrIxoEJlC0wgkB5xhgBQJAVBKdMqVKl9H3oQYWxTnSPHlREd+ys9zwqoIJJEe/DqFGjNJvmgAED8mwBURCMiosXL9bvkdfPREp6WZhFClTwkGbyoWIrtNw33XRTvoJNBBtCICYpLkAF1M7oQayDC34SCVBBgTDiGvBIQH4VZM9kDDt27JjncaNuC/c/940tkQAVgHm8X6TfQuAVZHDFe0hl0pEjRyp+w5DY2dQHu/jtD1t3R+rX8aAidVvF/syogApouM2+PwWWevXqlW9s2Lu96667NOnNHXfc8f/buw8oaapqbcAqShBBQVRAQEAyknPOIFElJxGUnCXnnCUqEgTFgIiABIkSRBAECSJBQC6CivmKcDFevf71r+csdq8zZfdMz/d193Q3Z6810zNdVSe8O71nn+qu6uGHHx5xvB//6SapiKc+ul9iu+22G0EqTjnllGqdddZJK18rRth1WnpBKmx32P6IClWn51BvrxukIral3PtiOyf/mm43harCsH3ii6qQRFW7Tkk3SAWCF0TBY83zr+k29qiauaeHr8a5nZpTIRWdQrL9dgqpaB+roT9zUEhFKMIqvP6UUitWzwMRwKyCrH6OPfbYEYk0ru+n126RinyO7oTPSYWAv/POO6dkLPh69PRBBx3U8a2iXpAKN2ciRb5cqRfSDVIR4272lFL3Ce24446NZ5qoaBx//PF9TypiTrZB6o8+j2NePc7dNlwhFTkqg/l3IRWDqbeujHrQSIUAVCcVnm/hZsRYsdr+cI/F888/3xXMOtXoRJAKfUpg7kUgqj+SZb5C7sT8uk0qfJ21rY9DDz20E8Ntq41ekwpfCY5URGViUCoVAWYhFYHE8L8WUjH8Om57hsNAKtzs5h6Ku+66K83bjW2eZ/Lcc8+1jcNEnDhRpCJ/vkTcAJh/6qATWHSbVCBFPgHUy++N6DWpsHXlExLmqkJnVe/ei05KN7Y/YnyFVAQSw/9aSMXw67jtGQ4iqXCzmidvhkjObvrae++9q4ceeiiV85GMWI3Hef322gtS4WY/WLiZlfgeBNtEJ510UvX0009XvqbdA6VeeumljsLTbVLhYVs+CdTpCstoIHSTVLi50ZfQ+WROiEe8294588wzqyuuuCLdL3T//ffH4Y68dpNU+IZOHxm1xdZMECSPRucHnZRyT0Un0WyvrUIq2sPpDXHWIJIKN365hyIXX4jkTnOP9xacJcx+l16Qittvv73yqYG4Oc6KF/GSkGFl2+jJJ5/sOFTdJhU//elP08263f5uihyYbpIK1TbfbOmLynK544470veueCaM+4Xor5PSTVLhZmH3Nt1www1Nhyz2+BRIIRVN4RmoNwupGCh1dXewWL2PshWZGARmn3329L0bE9N793pdeeWV+377abyz32qrrdLHFcd7XT+f76OfSOcwiW2j9ddff5im1PdzKaSi71XUuwFaRSyyyCLpK4997fEg/PiiIyXV+li9ZzXn1Tn14/32/0UXXZQee+6Jnr6Doxvja4ZVvNdNrHyRk08rdGNO2ow59FLPqgW+86Nbc2pmt+ZHT366MVfJd6211urpnAK/0GH836nXXXbZJVXiehdFS0+FVBQbaCBwyy23pG9d9Bn58tN7DKaZZppqyimnTDfkDRP+vvXUd2EM05w8/M3TV4dpTgsuuFxYrdEAACAASURBVGA133zzDdWcfJOn+4iK9A6BQip6h3Xf92T7w15xkYlBYJi3P/r9I73j1bjtD/cBDJPY/nBfxTDJzTffXLY/eqzQQip6DHg/dzdoN2r2M5bjHVsvbtQc75g6dX63b9Ts1DjH0043b9Qczzg6eW43b9Ts5DjH01b59Md40OrMuYVUdAbHoWhlEEmFTzR87WtfG4G/z8T7IiTfT+HLsTp9l/yIzjr0T69IxYMPPpiqUbDJvzK5Q9No2ky3SYUv7fKV1ebk+yp68Z0kvSAVnldjPublHotuSzdJBfv2yPZ77rlnxDSeffbZ9Kwen9Jy3018pfyIkybjn0IqJgO8Sby0kIpJBG4YLxs0UvHAAw9Uc801V/quhdCHr+n2VdM+JumGNl/T3YuAHP1P6msvSIXHhEuGiNa5556bHqN9+eWXT+qQ276um6TCN0z6rhLfmupbJz0G3XeUxHM02h7kOE/sNqlAjOMr1N3E6Muuur3d0k1SwQdnmGGGyjM+Ql588cV0/8bRRx9dsUPEwqdPPGisU1JIRaeQbL+dQirax2rozxwUUiHoSIxLLrlkteiii474GJzV3YYbbtj4PLzHfrtRy3dX9LP0glRcddVVKXAHDr7o6tOf/nTjIVXxfqdfu0kqfFGXZKRiRXwHh++tiAdvdXou0V63SYU5uLnVI8/Jddddl57b4ltPuyXdIBW+Nt8XrPm0jE+W5cTo29/+dnqqbFQnVBx9a6jv6eiUFFLRKSTbb6eQivaxGvozB4VUKHf7Gm4rb6tUyTHk17/+dfqujfh2RV8ghGQ888wzcUpfvvaCVHi0to/YSVS+odEWka+27vb2UDdJhS/vQhqV0SWw+GKvbiu526TCF7blX9zmhkPfIcO+uyXdIBXG60u7+KpvzPRgtBDf7OpbXUMuvPDCjs+xkIpAt3evhVT0Duu+72lQSEWeBM8+++y02g5wPXlTCVxJ9fHHH0+vCyywQGWrpJ+lF6QCGbv++uurVVZZpVp88cXTQ7jyoN4tfLpJKny1ONLoGyithn3PAiKZ20g35tVtUkEvyNI555yT7Ni9FeaHPHVLukEq2DVRXURoWz2fRWXGE3R9XXdc04l5FlLRCRTH10YhFePDa6jPHhRSEUoQfOpPKXXMkzd9f4DvEXDzl5JqlJHj2n577QWp8CyJ1VdfPVV5PC/DytfTPbudgLtJKpTQ55133rQCfuWVV9JW2Kabblr5u5vSbVJh7E899VS13nrrVWussUZ6ns0222zT1YpbN0hF6GC0B4ohFGzRvVCdJBT6LqQiNNC710Iqeod13/c0LKQigJYslfwlmV4+FyL6H89rL0iFB4ptu+22jcCNUBx88MGVm1u7Kd0kFb6wDYGMB8bZFjNHpKmb0gtSkY9fRcZ3Y3SzsjQRpIKePCjNfRfdIIKFVORW1Ju/C6noDc4D0cswkAo36N17772VlRFxt7lgHDeD9asiekEqPAfBp2ICG5+ScD+KT1B0U7pJKmwHSPAecU8kEUnq97//fTenlPrMP8nQ6c5sVbkvKG44PfXUU9P2Qfzf6f6012tSgQjuvvvulS/d6pYUUtEtZFu3W0hFa2zecEcGkVQcf/zxKdiGsuzdHnXUUekppbY+PHnz6quvjsN9+9oLUuGueitCK/t99903bYW4AbDb0k1SATfff7DTTjul+2d8tNTHZbst3a5UIH4+Du35Ioif+0buvPPOrk6rm6TCo8/ZnWfcEFVEj3Gffvrp0xNmPaGUL/toaSc/DlxIRVdNpmnjhVQ0heWN+eagkQqB6b777quUwHN5+eWX05ch+Wz/17/+9fxQ3/7dC1Jh8j4Fs//++1d77bVX1QtCoc9ukgrtq7R4CBt9u7HRKr/b0m1SYfw+Lus+gz333LO68cYbuz2lrlYq/vGPf6SPxdqOJHwX2fcJJBUzFQs/n/3sZxuVtE5MuJCKTqA4vjYKqRgfXkN99qCRimFShiDrIVUzzjhjR7/8px8wQioeffTRfhhKx8aAVKiQDJN0s1IxUTiJaRtssMFEdf+G7LeQijek2ptPGqvfZJNNmh8s73Ydgdlmm63yRM9hkxVXXLH6yU9+MlTT8omiXnwbaS9BO+aYY9KNu73ss9t9+dIwj3Qv0jsECqnoHdZ939Ott96aktpqq61WlZ/eYzDVVFNVb33rW9P3SAwT/vbNl1pqqaGyqZlmmqmaf/75h2pOc8wxR4XYDpPtLbTQQukj5X0ffIdogIVUDJEyJ3cq1157bdr/9rG88tNbDHzroEQ13XTTVT4+OEz4L7jggpVvSxymOa288srpfodhmpOP4vrCrWGak5u2PZCtSO8QKKSid1j3fU+2P3zksMjEIDCs2x8rrbRS5Wunh0l8bHVQbgJuF/djjz02fclWu+cPwnk33HBD2f7osaIKqegx4P3c3SDdqOnz+r6Jz169h4jVxSdAJLJf/epX9UN9+X8vPv3hUxIeSKWvZgIzd+l3Wrr96Q9zqn9/gy9SCvvwBUu+vr2T0u1Pf/gOh/qY/e/TO2y+Gw8W6/aNmj4m2+zjop4PYk6+CdcNy52U8umPTqLZXluFVLSH0xvirEEhFYLrxRdfnJ6FYK/ed1HER9UoCsnwvQWeiug5F4Nwk2AvSIXnKni+QrPA7iuh3aTrqa6dlm6SCs8y8eCtn//8541hIxjK3vPMM0/6qnZVheeee65xvBN/dJNUeHaJTyz4uHSIL2/zDahs2tN5fedDp+fUTVLhKcG+2daTSHPx9fmrrrpqtfTSS1fLLrtsdc0117Qkvfl17f5dSEW7SHXuvEIqOoflwLc0KKTCPQfLLbdcIgu+7MqXBO24446NJ1QeccQR6bP9nlopUDpeX8n2m7K6SSpefPHF9KCmWWedNe0v15/kCUOPQHej3oMPPthxaLpBKnxj5hVXXFEtvPDC1WKLLZZWuTFw86VzzwXplnSDVFjJf+c730lfSjbLLLM0HoJn9e5BXJKvyhtS6P4H32HRya9Y7wapsAD4/ve/n0iQ+4XoLERlDDny8D/z8ARTTx2uV2ji/El5LaRiUlCbvGsKqZg8/Ibq6kEgFQKsB2O58S9KpQKuFfgf/vCHFJC23nrryl4qsdqzQurmI6M7YQTdIhUw8nXSHti08847p29orFcqfB00zBA1q+ROSzdIRTwK3BdeuQ8or1T4FBNS0Y1nSQQ23SAVsPeV8p5I6mOQUTWybYUg5U/4POOMM9KXfXVyjt0gFfTi6aQqhypKnj8TorrILpttX8Y5k/taSMXkIjj+6wupGD9mQ3vFIJCKOviSsVW2hOmbFAUo3yHgDnby2GOPJVJhf72fpZukwtdzE9/KiHzlz0GBl69IFuwdi0TWSay6QSpUoRCmJ598Mun3hRdeaAz5qquuSs//iK9+dh9Cp6UbpCJIsfslrODvueeepsN238vHP/7xVIXr5D0w3SAVvp7bD/v2FfGXXXZZY0633357qrjY8vAV3eJPp6WQik4jOnZ7hVSMjdEb5oxBJBWeJaASEfdUqEjYQ/cRTeKbHB3v9P5zp42iW6QiH6evRa6TCuXoCy64ID1m2yr5/vvvzy/pyN/dIBUxMHvyEnyQCkTjpJNOSlsivo5cJcN2WKefUtsNUhFzcsMiYtyMVNgm8HAx2x8eptZJ6QapiPHZ2vnUpz41otrCHhdffPHqgAMOSF/R7VNC/LmTD7grpCI00LvXQip6h3Xf9zRopEIAcoNX/uwPe86lUtHc1Oqk4vHHH69OP/309Dht+9hIhfc6Lb0mFYiRJ9WGSGad/vbLiSAV7gtCmFZYYYXG/RYxx0689ppUSPi+bTU+bnz++een7RAVm05JIRWdQrL9dgqpaB+roT9zUEiFVb37BDyRUgk1F6VW9wfETXpv9HsqcmyCVMQ9FQiF78awf7/WWmtVM888c/o2xfxTB/n1k/p3L0lFfYxWvW7ivfTSS+uHJuv/XpMK2xzuo6Crhx56aLLG3uriXpMKN1yrnIU9uk/GvRf5/TGtxtru+4VUtItU584rpKJzWA58S4NCKqxEJcGbbrrpPzBX/lbu9hRO9wv421MQ38if/giQ3GuAcMU9FbYM3GeBbHg6pKqPlbCnY3ZSukkqfFrFR2Fje0PFxSO1zYf4hAFb6PRjw7tJKiRV7buBNsSNx2z+gQceiLc6/tptUoEw5A9hc6/PJz7xiWSD/PPII49MN3V28j6RQio6biZjNlhIxZgQvXFOGARSER8h9TwJn2tfZpll0s8hhxzSeGSyjxT67gqf6fd1yr6Dod+lF/dUuCFuhx12aJCKHBM3B9qnf+KJJ/K3O/J3N0mFVbvtLjonKhN33313tc466yS78IkWWx+d/JiifrpJKtxTYSsqtnDcj7DNNtukJ9ja+gib970VnZxXt0mFGzV9bDSXhx9+uNpwww3Ts2HWWGONjn/6qJCKHO3e/F1IRW9wHoheOOAgPKXUx+jcO2F16tsS/dT3YZ3z/PPPd+WbB7ulzG5/TbcqTlQpms3htddea/b2ZL9n37ybxK7ZuH0jJbuIGzgnexK1BhCZ+hc51U6ZrH/rc1JxYfNsOmzeHDspvi/Cd190S2xzNLsJ03eOmFM3viXU84zKo8+7pdHm7RZS0RyXN+S7SIVVkI/p9euP5OTjoQhF/uPTHY4Zt1f/B+mI9/t1TsblBslpp522mmKKKdInVroxVjfE5TjlffjWUce85u934u955503fWS1E23V22g27lz/bMC869dN7v8+qSAJT247za6P8ce44//c3v3NDzpp26pYPsrabEyT+55xGq+P9+ZteR+h6Jav+qSMbaMivUOgkIreYd33Pdmf9hEve+vlp/cY+GZIP8OGPZvyderDNC9z8nXZwzSnJZZYIn31/TDNiY4OPvjgvo+9wzTAQiqGSZtlLgWBgkBBoCBQEJhABAqpmEDwS9cFgYJAQaAgUBAYJgQKqRgmbZa5FAQKAgWBgkBBYAIRKKRiAsEvXRcECgIFgYJAQWCYECikYpi0WeZSECgIFAQKAgWBCUSgkIoJBL90XRAoCBQECgIFgWFCoJCKYdJmmUtBoCBQECgIFAQmEIFCKiYQ/NJ1QaAgUBAoCBQEhgmBQiqGSZtlLgWBgkBBoCBQEJhABAqpmEDwS9cFgYJAQaAgUBAYJgQKqRgmbZa5FAQKAgWBgkBBYAIRKKRiAsEvXRcECgIFgYJAQWCYECikYpi0WeZSECgIFAQKAgWBCUSgkIoJBL90XRAoCBQECgIFgWFCoJCKYdJmmUtBoCBQECgIFAQmEIFCKiYQ/NJ1QaAgUBAoCBQEhgmBQiqGSZtlLgWBgkBBoCBQEJhABAqpmEDwS9cFgYJAQaAgUBAYJgQKqRgmbZa5FAQKAgWBgkBBYAIRKKRiAsEvXRcECgIFgYJAQWCYECikYpi0WeZSECgIFAQKAgWBCUSgkIoJBL90XRAoCBQECgIFgWFCoJCKYdJmmUtBoCBQECgIFAQmEIFCKiYQ/NJ1QaAgUBAoCBQEhgmBlqTi//7v/6pbbrmluuOOOwZmvn/5y1+qL3/5y9VPfvKTgRlzrwf61FNPVeedd17185//vGnXv/71r6srrriievbZZ5se78Wb9HfiiSdW9957b+rummuuqV544YVedD2ij9dee6167rnnqr/+9a8j3m/2D3+5+eabq9tvv73697//3eyUMd/75S9/WX31q1+t6GAi5NFHH63OOuus6n/+538movtGnzfddFN1/PHHV5/73Oca771R/rj++uuT7f/mN79JU/7b3/5WXXnlldUjjzwy2RDwoS9+8YvVH/7wh8lua1gagMlvf/vbYZlOX8yjJalgzGuttVb10Y9+tC8G2s4gBOVpppnmDRmM2sHHOT/60Y9SwH7++eebXoJEzjrrrNWll17a9Hi33+Tgu+yyS/Wxj32s2nPPPavNN9+8Wmmllaonnnii212PaB8xQL722GOP6pVXXhlxrNk//GWNNdaoNt544+qf//xns1PGfE8ynX766au77rprzHO7ccIPfvCD6qijjmprvt3oX5vs8wMf+EC1ww47pOTarX76sV16n3/++avNNtuseumll9IQ+QM8jjjiiMke8tVXX11NMcUU1YMPPjjZbQ1DAy+++GLC+rbbbhuG6fTNHFqSir///e8psH/84x/vm8GONZA//vGP1fvf//7qkksuGevUcrwFAgLOQgstVH3ta19rcUZ33/7v//7v6u67706d/OIXv6jOP//8nhOKmCHbX3/99ePfUV/5y0c+8pFq++23H/W80Q6qcsw555yNCs1o5w7rsS996UvVzDPPPKzTG3Vejz/+eHXrrbeOOOf3v/99tfjii1cnnXTSiPcn5Z8bbriheu9739uRqsek9N9v1zz00EPV+973vuqee+7pt6EN9Hgmm1RwAsH0wx/+cFpdRCnJ1okA+9Of/nQEQJ/+9Kerr3zlK+k9CWSbbbZJ17r+mGOOaaySHDvooIPSqs1q1fFPfepT/1GWP/3009OxTTbZJFUorLKV+EKw0A022CCds+WWW7ZV6lIG3nbbbRvt5qvkb3zjG5U+vRrThhtuWF1++eVpZfHJT34yvWel/ec//zmG0PI1ztfOYYcdNqJsjhhJaI7tuuuu1f/+7/+mdrT7+c9/vvrsZz9bXXjhhen4RhttVN15552Nfv71r3+NwPXII4+srKSJ1ejee+9dPf30043zbTXoBz77779/teyyy44gFeZqns7ZcccdK9sCRD/GolStD8cDK5jE+OnG1kAu999/f+rPNY6zl5CXX3652nnnnROpZUPwzkvy+o3+XH/22WfHpS1f4ec85/tRCckxyC/8f//v/6X5I6jvec97UrUCwSEqONHGpptumrY7vI9U+F9l7+CDD07nwIwt5WIFGnqHT55E6qTCtotkEv3RT6ttq7wPRCyuYRv1MXz3u99t6MYY2QRRpWJrthHN1zyuu+66NC/tHXjggcmuTzvttNQ+DB944IFG16o77CH6VrUZz1YkIrvoootWU001VbXOOus0bEbQD1viy+wxl1/96ldJn/p13gUXXNA4zO7FkRgTovinP/2pcbzVH9qIa/bbb78RvmlO/CD6s03DJkcTVdRc73AKYdti33rrrZfsxxhj+6MZqWAzgQf9Pfzww6kp+uPbrgkRR7QNBz5YJxWXXXZZY55HH3100n1ca+uP/8U86X0sEf8jXjfz+2bXWwxGvDUv9ssHQ3IfOOCAA+LtlCvEga9//eupqmWcclHEICf+7ne/S/4buhTr2LdxGp/K9vLLL199+9vfTlUyNm8L0Pmw4ZNyVvg/G7c9fMghhzRiqrb23XffBo677bZb41hjsE3+OO644xrXHH744Y0zbMnA2lbooYcems4RV8zlqquuSv/Tu22x0cQ219Zbb53Oh6s4nQsbU4k1V+3lMRjhYkuPPfZY4xKVVPkht6/GweyPySIVN954YzX33HMnJdj3Vq4WxBACgWquueaqvvCFLzS6sy84wwwzVM4FEAPgnNdee20CaMUVV0yB6x//+EdS+owzzpja54Df/OY303bMFlts0UgwJ598cuUaJEUbSy+9dPWOd7yjQVokNuVEJV19IiUMqFXp30AF4EUWWSSB5xoOucoqq1Q//vGP0zyOPfbY6m1ve1sKvo4D3urSONzPYZz6BH4rEdQ4kflrQ6Kad955GyXOM844I7VxzjnnpOOCt2AKFw4heU077bTJSFyPmAnGcR8Eo2YoMEGwHDvhhBPScGAy00wzVd/73vfS/+YngGtHAFpyySXT8TBYDjvffPOlhOwcAU/QQG442HbbbZfwOPPMM1MbDFmfyy23XHJKSYnDfPCDH6y+//3vpz7ZTay+tMlBjZEhcygOJAAbv+P0ytkRA1sLHGWppZZKxziebQc6brXtIDm7fvXVV6++9a1vVfatYe+6Vrbw5JNPpuPw4GwCPxJnK4ZNayMfNyxg8853vjP5gXFLwuzthz/8YZq3xEIvoXckB07aIpICW5Ko4cvhJZoYMz3xL0m0lZx66qnJXgVE2CNn+ghyzz6NiY0Z4yc+8YmkC6tkVQJ2xT6feeaZ6k1velO16qqrJoJlzosttli1zDLLJJ9wLT1oyz0g7ikRtGCszK5vx1deeeV0X0qr8ebvS9Z77bVXihF84mc/+1nC3vgRS22an0oaTAg92ablh8YkJtguYLfE/LbaaqsGhquttloiIPTVSviEuAZDbfI3yZXv0aH++JgxiE18V7BvJbCFC3KivYsuuiitkJEjdiUGsgnzU00wRj5m2+3VV19N+jEvwt7ZfujPNpF4xY7piG/DLUTbSyyxROoHGUEqIlGIZa6Nedp2oTPx24+YwwbNE3Hiw3TbStjluuuumxYL5ikx8hcJu5Ug2eKrebiGT4ifQbpg5n8xHsZ8APZIhxxiASSnWGS5XvJcYYUVEsmHLfs3D7FEfIaFWEWXtjctGpAp+PFzNg8DbbEtBGeWWWZpYMbOEZt55pknxWNz1v5OO+2U+uDLYts+++yTxtBq3uLVwgsvnHxOX/xcPCHsRcxdcMEFk604Pvvss6exO8f/8gu7a7WVJVYiTWzf3OFJ12IYgbvjcof2YGPcEYvonC3luqNPC61WMTM1XFXVJJMKK7M111wzGUM0xhAZFaZH6VZWkk4E+8985jPJITEdAexDH/rQiJuGJBKGixUKbEgJYwsBDkW42VCQBIJ2Qi6++OLq3e9+d2KSlC2gqRqESC6URTExpjgWr1ZqjJzRhQgojMScsOY55pijstImgu9ss82WDD3OZzCSZM6245hX45Q88lWcVYH/VRzMUfAMYQCM31wlGwFHssPwidUrIxdwGL3xhVM6LhAKJAyNATkX6UNCBM98T5FTcyxYIzGCQk6QjCWInLbpjB6iQiUIcmorghArKXqJwCixMvbAR4BHOGEgeCER0Z422IBEInlZbSmPBylyXMCh17xaE3175aTmGUTJe8gVclivoOTXsYW4p0j1xLwktxD7/4gvuyYIrwQIb2L1yh9g5G8BaoEFFhhRbUA8XMd3rMjZBV0hFuw/Xz1YPU855ZSNykLqJPvFfmAnWIbAyRjNHaZ8VqIIsYK1GtO/wCJoSGb8a+qpp26QUeezOzjbiyZ0JuDSr6oPO8jvxRGgpptuulETbowjXq0C+RNfZcvItyAfYnUlbpgD+2SbiE9Uz5zHNyVWARERikqMY5IxX2pVpaJT/kNXIUihxMZmzJl/RvB1DqzYWCuisvvuuycylts0Av1f//Vf1Xe+852k59ye2ZMVNP+EA1zFVPYvNmkvhP60JQYgKxJN6Mc5SBqSAp8gFcbK18wzkoxz2Rzs2YGx8dm4Wdpxcde1rUTSoZuIS85DCiTdPJ7G9UFE2XmuP/1I6HyTroJAug5OEqxVM9JA94gEHAj9sUk6gwPSce6550aXyTctHPmjueg75ggf/pVv/bJnuo/qhzGrjiB24lccjwWdjlQtjJtPNRP9q6iL1yF8iD6MCfbigLgRMRKO73rXuxrkxuKLr+eL9mjLK3swhpzsig/wIXTFN/JxW/yJ9wS+8gRMQuAoDut7NJlkUkHxJi6gM3bJBhmwMqBowjE5YKzyDZiRS26SD8d2rUCNRUkWmCQmJIgLYLnRu5HJccALkth/npgRCUHRaoyhICi58xuTZMcImyk8mK+tiJiTIOYazopIKVlJHMZH9G+cObnBhIGfO1c6+fVfCIqk2szRBAZGLFDkIpCotOhX5cLqKcRckAxYMUIkiGMJvOYRDud8RmYuAq+VkpVnfiMi3MyHI3Mk+oN14CFYI4t+iIRvlQUbIrA6h+HRO2KHcStpn3LKKSl4wKbZfS/Gbn6Imv6sfAUp+54CqyDBoZGaPICH3rTfTCQfgZ99mj/9weDNb37zCKfJrxV0rPKUBc1NMIl5cUR2aB5vf/vbGwRQuT9P2NpDpBAJCcWqSWJmU/zFHNmNscBK8uNTdKNP/SAogrwgxp6NOd9yyMfMr/gO7G1xWNXpW/WBT7BVfmZF3EzoJEiFc61q85UK8mP8Eh0RA1QFENXoWzBzjSoQO37rW986IrA16zd/T5VLwIUPe+DTdGc8VoPGj6goSfMfpE1loZlIVK6FISLP1uFrjvUtobjeefQhsIewHz7F1rVpRQ8bQZYuw/bj/PyV3ahsGG8zMQd6Nl9982OJjp4l/iAV+pIQVIbgXRf+IHZIBKORCr6kHT4NC/rKRVyxEBO7kBExGdE3TzoeTay22T+dmY9rXMv/I5nl15ubfMEvmgn/Z/faCpE32CEyDndEXxUyhI/SH7KGdBiPWKiSxd/ymHvfffcl+43EqYJqvt4PCdLQjFRoS+ykP3O24JSo2ZfqSeSIaCteYUKPKreBlZxG93Im27MolUdCbIMglJG36FgczBdvca5X2Ky99tpp7ioxdJHnATEbYecb8DUO1T12LU5azPScVFgVYowMBhiCrFc/DIVwaANj7BGAKI5wGE7ufIFBEqV45zMMCpHc8hW38jCDkfiwSYFLuyGSS5AKBERbGFcuVgH6a7YvJHAZD2fzGnNi2K6RGJAK7DeUi1EbU75CQ5IknGZ9GEuUGVUd6oIYwDT2SR0XmJTc4BqkArEIMS7jjUoAZ+WQVueMU2KxytKO8qXxSlySlblw1BCGzjEkHitYAd5cYBF46MsqXtAPUhEGKxmrsiAj2kHQrC5g6n1BjN3kq4Ho26vkKpjpS1KUaBFRyUSyFEAcN5cQukAUzLmZwMzqAUExF/aoEoMQhD3WrzMPeCMV5uZ/5WK6QXAkslg1BZlBKhDGXKwwXcOmObKgzp4CT3/TESJFJ3BS0rSNJLibt+s5PAJvzHnQy/uS/OBtjq5TdRIwrYAQSIlU/62qM3VS4Vzl+BCEwk/YrUCobVjCSOCjdz8Cp8AuSKk+tCtBKgQ5iRIZjOOlEQAAIABJREFUYq9sSYJQKRCQ/W0cdMon2WJdJBEJCL4wRHZsKSJCrUiFMrpz66QCwQyfQyyQDKQJznBit83GwPYkvlaf3hDA+ZAx0hvCwD5t41p0BakwLvYmJtZjWswbKRHzclIhpuaVCmOV4NmSc6OqFm1INOYG+yBQ5hm+06rc7nq4qXRE7GTj7FulIrYAox+v4o6qZd1n4hzJ0EI0Jz6SuOq3a4JUIBghcg5SFlUA+LEPhJwNIRgWFvy5GakQ73L/akYqVKLNS7Wbjvi1ts0XmXcczq0+umtetknpPOIAzLQp/suN3o8KqLm5L8giOqpd4omYZ26tBFbiHv+hP/3J2zChE1joM8bgbzlVLEIqXBeESx8qoGy0a5UKiT1WMpSLtQksVkocjHjfvo1VdpThJH7O5z2gOCcYMONgEDmpyMuQSAVH8OkAFQiTzkubHCRIBcNwbl46Myb7cRgcZ6+LQMJpJQljMifjE+AkeYlMMpGIw2CCVOQr7yAVcU69H/tYElAk4vy4RG9edeeV3JTDbAsJbhHgXBukos5aJRksVKAwLw4goQRuViucKAxVW0rwyAh8BTEBGLnIdcxxtcUx3UdAxzEXwZoOJRLGS9iEYIP0YMzazPFKJ73+SzUmytlhFxxDwBIsOSS7yUmF8Zhf7oR5mwiVZG2FH+PkNErM+Uo8v0b7xgJ3f9O/OUhyMS/YWtnkpCIvTWsPkVIZcy6dC9hwC39hI9qWIBFh2BunBCGY86UYs76NGfFrJggAAikxxRiDzCMl2jLeuk9EW81IRV7pQygQ4pxU0CWbsoUmSAlaMV4xQnCN+xuin9Feg1QgiuzSwoPOzYcetK36xY+NQ0BEZppJlKn5KPslKkOjkQpJRAIS2EMEZ4sKfpuLNiU8Y4A7ndZF4rSizLcQ83OUoZEwgTwfYzNSgXQaW7NKhTZtj/FtthbCd+qkwvaaxQVCmCcI2Noey7eMtWNczjPHemUz+vEqsUayr9s3glIX+pPcELZmwq+0Kf6GWKhZsdO58SJs+c2bQSrcJ5KLWCj3qBDLEfzCj7gQidMCgw3n/hV+KN4RuQtpkAPYJHyNB+b6IBL9aKTC4sTCRJvaCKz4p3aMy3FbdSFIBT1GrA5S0WohFdd5pT/nqyTZMuEPcJdPon+vqlNIO1z5vfwp54aolonDuc3Esfx1zO2PVqUpyY2zYNkhjATAufOpNEgCykFIg4DqR3BlwCEmZAXCwTiq/yWKZqRCAAO+4BA3IGqHEvQjiDEg7duPjVK5MVslU6ox1IVRGJc5ADnEHAUy1zCYySUVVgkMOy8JIjSSCoe3+slXNgIcZosEMED7/M1IhaRNB/CJSoo5wAN50HaUtZAxxsGpcozh6Z4KlQrEC7u1nxciCZo/IyewQSoiIAp8bvDJV1McXJsSLMHs3XCY6wBxsZqxrZLbhf6weAZOp1YC9grzCoNgKgHnwSB19PoviQoBzlefxm9Mre7DcKlVHiJAJHp7mvn5VkPaUI0gxg6vWP3Bj91IHAgS/SBcVqch7Im+Ob3xB6mwKmDfSBhhw6pD+uP4zYR9IA3IYIg+474GWFoZ5j4rSMIe8YMT4iSJqtoJjGORCvaDmCE8zs9tGhnwvQittltijPlrkAr+L5nAK+zGeWzbHG0nWCnaB5bo+HYIO4IRuxVPtEVgyG8kDoG1mZg33IMoOieINqKs+iEJCbwhFhpwU25vJggFHYddOEdl1jj5G9uO8fMJK3F6RqL1I8EohbN/K8lcf9qiP+eyR3OTWIk2rfQRIknduPmBCpMYS3f5PULiD2yRcH05P4i99tgqfTjWTFTJrHbDZp1DP+I4+64LfejfmPN4JU5ZFIpRYklOEMQvscxYEbZWpMIc6MMc2H0I+2KniHzYV8SNZqRCO3JGVLbEXxUDMVCslZjz7Vg4S/6+b6YZkTIO9oTQ5fMyZzio+tHf5JIKNs9X8jGI8/SLmLA7BMHWTYhYQVeImzgX43Ecobc4lbfy+BXX5q+jkgp7gTpWysx/TBygXgVBxuS4kqRrQgE6YuzYMyfJWQ+27X2M07WCBCZM4YyJQzCofPVpReSms7j5JJg5gJSNBHD9KB8SKzdB3qpGHwKKoJoz+RwMf6sQYMfYs2s4BaOhIIIYAT4cizG4ocm5IUgLhcQ58X68wg6jlzxdhwEKFlivIMLwJcnAVWUF2aFYRu1cOIcIdJxdEOfQkrZrtO3HnK2gESWJB4bxXRCCVZSr/S1Au/9BxYQgQNqOsQhoSI0ELSj4m5MFCWPE9mXpQt/aRDoQAXMQpBADBNJWhpWjpCvocmB2webcTOt6OBmfYCgQEJ8yijEjkkigxG48zYQN0ilctAknTN2NiP6HazPhZOzbzVCInVUO7F2jjI75I7ECi3mZp2CCsDgHIYF9OKFXegu924M1dvomAqDrJRsrVzggxdqCv+0gSdrWUbNSu3kKsjFGidEY6TNIqj4EvRijCiJdCNb8xvYK37OHXL8fQnIyhghU/NyK2qrX3OjcOcZrNQfvuOcEAaA/Ptls7IG/RYjxCvgwpX8JW5t+2J/ApvqDtElW/FrFTFKFKRIqgEoWbNfCyLViDFuFYatqjXHQLb0jM66DoXGwL7rRvsQfY5IA9JuT5JiPV0mCLdhOc41EKvnanrI6FQfNyzE+QX9xvw+CZw6qLgRBo2NxyPn0x4YkWfoXq8LOVS75HWIhwcLe3ON+LfPkdzFPPiFO0C9yKBaw7RizErp5tpLQBRtxDRvgd2Hfza6T8GHjxzX82HzEUBI+CDNbQOYStiw58hHxPcTq3wJM/GKTdMfntO1HFVQFEq6IjDjrfzkHtmxPfAqx8DIecc71MBXb6UzckJOQDvbhuBiOcMC5FfnXtnbkOz7qOjq3iOEnSB9im1ch5FZYivVEPDL2VlU68UMOUFnUPlvj9/KZcSOV4nTgLs+qYkTuhK3YxQbievoXn9jZaNKSVOhYKdDqiAPlPwwr2B9lUIrjgG2WsJVVBfJ8y4GDYmqCgWsFEw4mmQhWAgqyoIQaglUBOm6a8b4xSlZu4sKurBqMKcTfnFkfHDC/fyDOqb9SGONwjWsRhxArcIkSMSCSuHHmfSJPnCHOiWvrr+aqDz/5isF5kmtgE07kfRUBSS7fPhAwXB/Ex/8Sb7RtLMgIESxgaGUawpCca2WHdAg2EXico93A0DmhRzYikCsRcoYQjug8bbIfTmo+AkaQDzpktFYdgn7cfKhNREaQdT27MGZ6DVKhH2N0nO6DAEX/zV4lAwHSNXTL1swbkcnHnl8rSCqtcmhOKEhZdWpDiVjScq8ChzUvwdNqNsbGL6JcGe1K2AJBjD105rhAIJhGeVHFgV07VxJRFlXBgGUrAsV3wh9hw2fME45xDRwDX3qNVbsqk0SA2Bo3u8t9zfz4W5R5BTh6oR+i78DYuK36nY84uoatSIh03ErYgTHAibA1OoCBHz7uXg39BrbOkUiRIHOPRYfr2XPYLv/XrvbzSlqzsbgOfvrk37nARPKNMQm6Y4kEFv6u3XxLyHwsYrTHNiRGNoXo8WXEObcTesr1F6V5Y8jt3EJLFUkyFjecJ6mw4xCJNObJbnNi5PyII86px6hoI38VX+Ma8SuvKObn5X+LTREv9MMnc2G/Mca8ggQbMcXiNsQqW0Ulto/lKXoPXSFQeVwWa2BP3+bLNupVFW2FvuU++pIDIm7w+dAHssCPxdyogMTY6q/sJuZl0RDCryy08qooPfF9cybsyRgsElqJdsSumLvzc0KPWJmv48ZR15V5iHOOIx1IKbyj8teq35akotUF5f2CQKcQkOQ4s6QTCa9TbZd2+g8Byd/WaJ64OjlKdqSKI1gWKQgUBCYGgUIqJgb3N3yvVuNK8Ermtg3y1cMbHpwhBEB1wt6/KlmnCaRyvW0D5XvbYlHBGEIYy5QKAn2PQCEVfa+i4Ryg8p0SsJJ6fgPlcM62zAqRsBcb2xqdRERp3zaUrZZ8G7KTfZS2CgIFgfYQKKSiPZzKWQWBgkBBoCBQECgIjIFAIRVjAFQOFwQKAgWBgkBBoCDQHgKFVLSHUzmrIFAQKAgUBAoCBYExECikYgyAyuGCQEGgIFAQKAgUBNpDoJCK9nAqZxUECgIFgYJAQaAgMAYChVSMAVA5XBAoCBQECgIFgYJAewgUUtEeTuWsgkBBoCBQECgIFATGQKCQijEAKocLAgWBgkBBoCBQEGgPgUIq2sOpnFUQKAgUBAoCBYGCwBgIFFIxBkDlcEGgIFAQKAgUBAoC7SHQU1LhK5l99388Orm9IZaz6gh4LLQnL3p6o6fyhXi6qicDepaGJ+Btu+22I57yGuf1w6unpHqaoScuDop4hLUnD/pa6EkRT0z0CGsPveqFXHDBBemx4J6q2CkxB09sHO3R4ePpy5M4PZK8/mTI8bQxbOd6Dg7f8DX2+VMl+3GenjzLpn3tPvHEWk84nshx809f2W4MnnbtyaTyzhtJzN0D9uKppr2ce09JhccSe9Z8GGAvJzpMfXmU8QILLFB5NLbHVId4AuQaa6xReUyuR3tLJh5/24/iEc0zzDBDzxLs5GIgOG266abp0eSjPbp7tH48RG2RRRap9t5779FO68gxjydeYoklqqmnnjo91tjjpTsh7O3uu+/uGAnwSOXZZ589PbK7E+MbhjY8UptvI7H9Lh4rzqZ/+ctfpri+2mqrTahPS6ZIzmabbZag88yZRx55JBGdfseyk+PzyPt55523sgjotYxJKigF2/GTJ7AYKFYdx5sFW8Esrt13332rddZZZ8Tz2P/xj380rs+fXhgsU5uu146/PTbZedGv6+vinBhTPPO+fs5Y/+tDRUU7f/3rX//jdFhEH5P6KOccm5ivjvTtJ7DJcZcsBJwnnniiMSbXaksSQdxazTmfk/PrEuNpVknSZsw3H0+9jdH+z/WCVMw999zVN7/5zcYl5hGYT2ofeRvN5hh6q88RNoFbzDO3LRWhBRdcsNp///2T7TnffHL71DfJsUJGQn7+859XK620UnXIIYfEW+k1cO/kk1rhusoqq1RHH310Gvejjz46ok//WNHFXGPucVLMy/HRdBEYxJzNIXCItryGv8Jd2yEqah/60IeqfHzRlr5zHcQ17bzmbTSzg3baCL0Ycx0f17eypWg75gzniF2wCd/2GuI4W2mGnWN+tGcs44k3rgsdu35SJdrQfz5GT4dl0y+99FL11FNPVe973/uqiy66aEQ1z7zieuMJ0Q5cY4zirL/NDzaBfzP7y/Wbx2f9fPjDH04LgFdffXXEWF1DF/n4jUV/uZ3lfpG/H+Nu59V1xgJzc4FB6NvfuQ6Nx/k5NvqAtTbGa7/miay/5z3vSQ9r1Je2vR+6yOcV/XiNMXqFa+jNq//pIh97MyxGJRU6OeaYY6rFF188/Sy33HLVVVddlQao0y984QvVMsssk45hq0p2MVjHrZjj+EYbbVStu+66ldeXX345jYURrrXWWo3rMUwKJR5fvOaaa1b77bdftdhii1U77LBDdeONN1abb755Wi2uvfba6brVV189GXNMztaAc43ZdTvttFP1u9/9Lg639Qo4BMhjlLWz5JJLJibuYvOyUltxxRUb495xxx2TU7XV+OttKB8vtdRSqY31118/PQZcpYF897vfrfbZZ59UujaHww47LL3/9NNPJ/ZpPHSxxRZbpCc/MlxjmHbaaat3v/vdCWeVCufccMMN6Vq4KgEK4Ob0wQ9+sLryyisbRnTvvfem9xyTPAV7RkgYk22VRRddNF2r2qRsXXfOdHKLX/SpbK59trLLLrukuVxzzTXpCsbOEQJzmIz3iZNs74wzzkh614+2bLmFE8B1hRVWSGNw7LzzzmvY65NPPpns7fzzz0/Xmysbs8ohVmRvf/vbU9BELJTr6Yt9Ohf+iAefse1kjsbgnHgUd51UsKXLLrssVe+cS9dsfDy4toA72YbKikqVsZxwwgmNU7UP2/XWWy+N0fidG1sQ/HOPPfZIx4yLHfFl4/3Nb36TcFFehiub+uQnP5ls1LnzzTdfIjKBeX2O7A/xDT+vkwoB1CoTFn5s5cF0PCLB7bzzzo3xzzPPPImIt4ur8/h4+Cdb4Wv5OG677bbKqtyc4QePSArmfPXVV1fzzz9/Os4GxCF2I9FZEPChO++8szEt2wjiHTuEnVjJFvn2SSedVO26664ploqX99xzT+O60f6QCA466KCG39LNFVdc0fD50a6NY8Zy5plnpgWLuS600ELVUUcdlZKTc5CKVVddNZFCuppyyimrOeaYI205OO4JxFtuuWXCgT4R6nhSLX9BfPmQtlXw4CrWyAVivffFKlu7IaoibM4xP+KVqizcTzzxxOpd73pX+tEv+xdLYX/zzTcnnd5xxx3RVMNf9Ucee+yxlKOibfnFe+3ajjYs/JZeeuk0NnrUtwry7bffnsYYOcx4ico9e/jKV76S/mdHdK8abRzsq12da8D8+Nnb3va2FO8eeOCBZI/sC8ba/PznP5/s7MILL2zYuWvoQhxV4Yhznc8X2M9ss82WsE4DbfGrJanQcGxXCIp+BBCVhl/84hcpWJs0oDgK49EhByCSjoFcfvnl6VoEhLJXXnnlxHYEJ8FKH9rmTJz0iCOOSJP1HtZrQsrGFCUpvOlNb6o23HDD6ic/+Um6jtIZoSDF6bXhx/WCi2BPschGOyKRul8BgFbT2jnuuOOSksxb4DUHZEvwNW4JkHLCSMbqh+NwBHvr2r/44ourqaaaKgUV18IUVrDxuOhXXnkl9aNMLAhzStdtvPHGyfEEHvgwTAmNQTz77LNpewFxEBgYNrztd7pWAl9++eUTWYKrts8666x0TP+qCKeddlpyJoEg9O7aY489NgV+em9HnLf99tun4OL6Z555JiWmKaaYIjm6NoxH8nPPgnOCHOQVmdH64ohsRxv33XdfauOSSy6p2Acy5t4N9mTs2pdU2SfdupY9GY9qjwBGzx/5yEcSsUOqEFNBUYCCv/9nmmmmFOjZPvy1izT7MUf/s032wj7ZYF6pkHhmnnnm9Nhu50rc+siTzWhzbnXMfCU0gYMceuihSffshPALicC9DObCv4yZ/pE7GFkM8CfjkkQEQnM0b2VViYa9s1Fky5acc+3jvv/976+uvfba1BfbZltIKzvgL5IE/yFBKuzFs9OPfvSjydbYvXHCj53HYiVdNMovY0CWttpqqxSszVnC4M900o7AQ4CFnzkLytpEHAgbhQEb1Z/j9PblL385Hec/c845Z4oJjksQ/Fsckuj5oFVkEH4XwQ8uSKwYJLZKkEiWucBU4pSI28HCdeKYPpFZuhSj3vve945rq4ktwM5WjLGb26yzzpqqEcYdlQqxUfJFKMzFuWK8RLb11lsnnOgTjnyIz4lr4jlbgxNbhO0ss8ySYhMsQp8bbLBBsg8xF9lH8sQ5+uX3xsiH9YvcsCPJGg4Is/f8ry/2HCSBLsxHTLbIFRMOP/zwpPcguIhPuwtTutGHnGDs7JotWPDRN58Rdy3AI19omz3AzbjELRg4XxtyJ2JhrO2IWCOeii3mZEwWL7CO+Mce+DuSiLDAzbmucS39RJ5hc2xIHLMoG2tLvSWpePzxx1MwEPhyoVQ/Bx54YAosjgkAt956a1oZfuxjH0vKl8w5Qy6SvUEJLoIPwpAnJqt3jE4iYXBWGMq3IZIfp3BtiJvRGBmDvf7665NRG3vIww8/nBK44NaOSEjI0Te+8Y3G6caiMoEwCYpYqL8lmxAGLiC3I1bpHD7KegIXwzUPctdddyVSgRCEWHFLzES/xslZJNFYYWrDioZIdAzEyleSkSwF8FwYG91ZGdJbLnA3TwYkcSBy5h5irsbdjiCYnCKvPLgJ7Z3vfGdl7w++qi+RBKNNASnXf7zf7FUiYE+nnHLKiMMxRytXtiVxhZxzzjnpGlgJmoKLBBDCzgSA2NuOgOR4JFcrwRA6kgzoJkSgk4BUZJAKjikICh4Cj+pNLoJ0VKzy98fzt4TPXoNI07+gK3AShDPIjeASQp9sywoFVjANEbwFWfYg4Z577rkNUuH/CNICkbYFL6Li50Y5wkdvuummdL3kQoJUsC32YZx58DRWZJkdtyMPPvhgijsRAwR1iyFB3Uq1HUE+VPyU8XOflpQkArZEd5EUtCkhqCLAiE0owYdoA4lzHN6SJaIFixBxTIA3XqQCSYEbfYij7HA8QucqtrEqZ4f8a8YZZ2yQo3baE3MkJMJPVDr4yW677ZbeC1LBLtibxUjETufONddcKcZEX8i9uYnxEpl4jjyFIGjeY18hcpDELF6aF5IpARLbZmzNqjzIOBJjcUUkWPhZIBD2yD6DJKhWik1E/thuu+1SPHKdscpjxqPfdoSdIocRM1yDbFokOsZm5EEVgbAfSZs9iB/yCDvJ44o2kH5Y5/Y42ngQE3lMriYIMb3FjfH8VfWV3RI5xPj4H8JWF7GSDlTAx5KWpAJJYBCMsZkIMpKfxIfdCbgMlkI5nyTEmXMBJGdjgEiJa2ynMELtON/Ne5TLOU2Qs4VwEAE6DzDIAof1aQIJRVDPhRIEMCv1doRilTsFp5BYBUvigoJxTj/99BX2bO9aqbRdMR7JmiNEIJboYCOQE6sBhCoPOt53L4X+EBIJ9AMf+EAKNuZOJCwBjwSpkNCNT2COAJNOeP0Xo9NWXh53yLlIigRphYS8vOMd70iEDv5WIe0Kw0VqchIieApAVrT+thJD1NgBezBPREMAyclbqz4lJPOIFXJ+ngCCsCnp5yLxsHHXwgue+fWCARuV8AQAerOKIVYQMMH2Qzi9MUQy977gxEnNTdmWjuhe8hVckUBzDR/gP8hgEM5ou91X/bH3WDlrV1KAL3JItG01wtcQN5jTcQjywQemmWaaFIzo23yJFUuQCnYruVgNh9CxoBlbdvqyGFCxlBj9iBOCJEEq4CiRS+LGzeeN2w/b4QuBe/Qz2iuirOrDp+iPHUk6+RxHu94xFRLXSEiSWhAdcY8tWQnnetMXvVn1iRP1eCOAs2UEejykQhw0Fv2NV/io1a5qnCol+6XTKLO3055Fn1ygysGHLQoRNMSTBKlg82yDP8WnVpBnRCl8mj4lcZUt77EVlQ0JMES8EcPzT0hZbGo3/ArZ5acqbQiBcb3lLW9pbBHY9uBHhP3lpEIsZE/mxH7ZLhuOWCwm0DfM+YAcRK/IbTvCr+Q+5CBEItdnVCpakQp6kbT5gLkFbuyMzfFVubUd4Ut8PsiTaofqZU6OkDpxnl5gKEcgP4Fd9CMewF9ubEdakgp7fIJss5IhJi0wMhjBAaNmfIIZhQbbYlS5+AikRKxUhgGatLKUNvwIvlZuWKhkR6H5yhEAoZxoF3i2EoB18sknp7/jmFdBgDLqTp6fk//NwAW5nFSYLyUbewh8rO617Q57TE5AH0sECe0jJmHIrpHUlepJkIqcPAlWyu3GgG1zSGU8OhiNVAikjBluzciPdhgx7HLRt4CMOBL42hfmMBivlZog0o4IJOaMTIYolRqTFbwVhpUhZwtbEIAlQY4Gs7EEebJCUPmoi4SI/QvsudjeYoM5qYh7PJynb45o9USiNOrvIBWCSAiiXCcVghqd0XeQCn9LfOxWmzFnr4KZ40jHpAh9CYYIKgy16ZUurTRi5aJtQUsCRPSVRtmA8RIkiz+6VinW9pfxC1J1UuFYiKDHjoPAIfpslN3Y8uCP4kSs5INUCNpWrLaoBPrAhI8hXhYa7YitKz6JvFidSuCCunbrJH2s9tit/pFrBMzKW+xipxJf4Gusqkv0xlaMny3kwr/FRnptRiokbbjWKxVBKmKlnbc52t/sU3Jgj2Is/+DDiHy7VVvxLO4tM1e6Ei+MMyqiOamQ7CUfOImZrrXKz2O8qijbgIExWqHn4wlSkRMfPikXIff6YG/IDUzEaVsmFjziJrFVF4mxTir8zxds6dqSs5qPGGfRJrmKFfITe0dwndNqcV3Xwemnn57sP5K54+xPLmtFKvgMHOQU80G62W/4gFex1wKG/7Qjxl0nFcYQ87C4RdQjh6tusk2+y05D5BYLeds17eQ317UkFZicYBIMPTrxCjDBNl+lMSJMmEKtLAUOpaRcOJ5BMyZM1zm5mCgGynGVhNolFYBRbmKcEkte0mWEElpeYsv7rP+tfwbMUEPMTRKN7Yd4P145Cazym4niWLNXRqK8FeUv5yAt9UpFkAqMWoCXAHJB0sYiFfSIkEjgzQIzQ1HpEQByUSqFf35XfhxXRjZfDtSOWKVKaLaiQjiwNozJ6gBRieQd50j6HD4nX3Gs/soZ6T5f4cQ55iiw1bcVBD/OrH+6o/c6qZA8YlwCWazAm5EKSVnAje0o/QsYfMWKW/lfpUJy5cDwtYLIxbWqd5Mq7Ep5N99W1JYVELyR8GYiCb75zW9uuoiQkKxO+TssxyIV7Ni+uZUQgpMTL0nSqrlOKixe2Jy268HLSgkJbUckPqtfWIdY6QrU4yUVcT3/43tWxRIb0iKZ5oKsWeGKjW4iVE3MBaFFLumFXUtUkQSdJwlIyOYp3iD6FmuTSirM2Qo79zk+ot+6zeXjzP+WgJyf+4REC9/69ocqAsLBB/m72MYWbcPVRYxFqsV47bdDKmBjyyRiPP8LgbsbRKMSC//w9TqpcI3cgxhatCD1zhFj6Ijv5KLKM57tD9sMYl2eC4yL71nwwEUMyO0nyBUiRf8WGwh/Lsgme7Gd244gKGJbkBs6z0mFOENX+ZazvC1XyjWETateIFo53mP135JUMBANxt6UhiRo1QeTExiU/EKUaNzoFp8PVmEwKYyUCGpuRnEdJVqd2kJQKgthhK6JeyraJRUCP0aFjDD4fJXgZipMiyO3I6osQFRutO1BjNXYveoHwwvG5zhM9AGfdkQAobyoAknc5h0kC75IQJAK48BUOWgkWP0zXow2KgbNtj84cFSR8jlwY7+bAAAgAElEQVRJdpIb/ViRMfrYL0PKEESkUFCTFBhpiL6N1zzaEbhYHeT2wvGtjpEe8xOorYYQS6JaBXNJPPQwWl/GaeVilRFJiZOo5qhEKN0p7SnFE4lCYsPKzVd/rUiF6wn8VegIZ5UA84QpICB5cSe5884+++y0YhBEBV5BK4iJIMaxIwHyC7YXCTd1NI5f2mdXdYKoCfhE2V4Vwr0q+YLBHjZiBwfEIy91ek9gFYBgOhapsHAQuOFqpRxVC+Ngj29961uTrv2PbGmPz/NfyT9u4nRcgqI317Ujxq0qIYEStqDawNaaVeqatWm+8DGeECtbBIkv0Tn7D7twDt+VoGxvSCySZcQIPmbVyDatNAV0Y4yADqeoACK4nSAViFgdN/dyidHK3e2IRMImxNAQpA2WUfkNEsv2xCYxCaEh4iViQ8chKjbivpgHq3ZJhXZVWhAIVaNY7MDTQtaYQh8IrfhCxBM+nld6VEP4nepoxBdj97cFQFQJxS32qwqSLxRiLs1e+bJckG/XyaFxo6Z+2IpFagjyCBO2az4Wr2xJjCb0ACfxQoxoR+AEsyAhyFhOKrQpb7LrEKQGjjvssEOKuY4h0uPZ6tZWS1LhoPKQUhPmQjHYnfKsqoAkAzzKUmryI2gJqsrcSAkQKMW1fkxKYLaCkSh8usDEHOP4yoacgVAOg8yrIRKQ4JYzZwmR4TM4YvUJCG0yNqsmRp5XBdKJo/xidPZhzUc7xhj7fpi6ZMv4HPPDAOxbR0Icpel0iLEIula+rjdGycD8iZWheeaBVAIwDue4xkoIZoJV3IBmdRMkkI7snwYZsGIRuGJOCKMSn7IzJ+IEjFDbEp+VWdxsxNgEUaTEceVgK5XxGBvduc6Yoxwq6CGjREL2Piz0oXoicAXTTieN8UtAZo8xR69sQMISuJFNiUH7Ary9VseIwG88ecClc7bFD0iQAKsM2AhM9QqY1TDbQZD0g/TFqgP5Y5uCHhG04GyuzjVeDh3bWQInggCbdsSNpYJC7h9xnWAmiQluqjnsTzLXrx/2ZzUjqLmXhK/GMbYiSPNrOkfcVakQM/GAHYcg5Qgp2yK57UScsGJny1ZC/Fd7QXDcCyGusBP9I6PGo692RLBkA+KQ6xE0pVv+RFftEFT483ELIG2wSzpVvibmSIdxnA7NKRZQ/FufEduMh/945WvGgJzaztQ+O0eq+Z82kArbFM6hD+2zjfGIfpA52OqD77NbxBm5iGQzVpuqb2KMNvgSffNjuQBhi/saEDA2JlmK+exDH7Z12IPr/bD1WEjy7emmm24E6VDB5HMRb42PT/JNVSLzEofCj/3tPjJjjE+rIXWwpSMVg4gJMVfjkof4SlQhHRMLLMwiLst74imiO57qoRymHdezebYjVgTZEq/pl20iEHzRp4OCfMll5sXvYCa/sJF8+zjm0uqVDbsRnu2qVFsAWjhGvHOdhb/FK19T2TFW8ZduVVUQUHbLl0N/Xse6N2lUUqFjqxosxw/2Y8VDGL7GBSI/Ap+EK3lgoIRDSBqutUoQJCkxN2gKcDzaSBe+foON9nOGqFzmvTyZCcxW9pJGiAQaYw72GsfafaVYxhnzzq8zL4E5+qC08YogCRt9IA8CQFQqYp4CZC5WXzEmeArKqhkwIMaRM3jGG6tgxxlaXC8BmUeIgICAmBPGXO8bxnTkOCevl9ejndFejS3sRZVGsmYzIQKTvvXBAaPiEMfbedUegqcNyUgQChHMJS3H4GB1FcJm2W7+nvGYN4JMYIm0Strmr+qRlzmjLTYnKOon30azyhc0BccQ49Omc407+nJc/whJjlFc1+wVpuwBaW8m2oar9viveejXT5D5uI5u4pgkwNaIOSjnigtsRlk2nyNi7dqcCME19M43+a/3xBIVHO1FzNAHUh+25rzxivkhM8bvla7sayMu7S4uYKhKog1jobdcxLCwJbqmq1zgCzd2Bg8kReAOe7TidFz7Yhpyz6fhYIxW+YirOAGzPPnl/Yz2N31HnDJG/q4t/bRL0uiTzRinuYiLYrIxm6P/YRMraDYI89yeclvSf4hrLKAifnnfmPlcjiefZAdhI5Jr6Jd/IHliI/2ySbrjU+IUgtcMP7HIvMwhF9UlsdF89Wk8tmDbvVEz2tKnNtiQuGpLIyf7MKET8c786rkO4YpxiAuTEgthS2dilAVNPU+au3PYt7EgHM4zX3qET8Qmc4mfqMDFXOuvY5KK+gXl/8lHQHncqjeEk6p8MKIiBYGCwOAiIAlbMef+jRyoWgjQ7VRKBnf2ZeTNELD1rkI0nmpHs3YG5b1CKiZAU1ig8qwyodKgMqpPj+QVnAkYVumyIFAQmEwEVBmsmm0bh3/bzlFqLv49meAO6OUqb+J9vp09oFNpa9iFVLQFU+dPsr2AXCgf2pZotyzb+ZGUFgsCBYFOI6BsHv6tUqEsX+SNiQAyacsvtoiGHYVCKoZdw2V+BYGCQEGgIFAQ6BEChVT0COjSTUGgIFAQKAgUBIYdgUIqhl3DZX4FgYJAQaAgUBDoEQKFVPQI6NJNQaAgUBAoCBQEhh2BQiqGXcNlfgWBgkBBoCBQEOgRAoVU9Ajo0k1BoCBQECgIFASGHYFCKoZdw2V+BYGCQEGgIFAQ6BEChVT0COjSTUGgIFAQKAgUBIYdgUIqhl3DZX4FgYJAQaAgUBDoEQKFVPQI6NJNQaAgUBAoCBQEhh2BgSAVnqjX7lP1JkphniLXLw8L8iTJeBqir4j1VD/vTYp4AqCf+JphD0zql3lOynzGcw2bg12rp36Op61unevroI1xNP9wzFNG6c7XwXsKrqc39krYj/7Chsbq13g9udHTRifl6YyumRybH2t8jpuLp2bGU5vbuabX5/DT0exirPGIHeymU/7O9sSlSY1FY423neN8mV3Vn8PCjzyh0+MTPCE04mc7bbZzjjlrv9mPJ7L2c4xpZ375OX1PKgSkM844Y8SjlPMJ9MPfvtv/uOOOa/sR1d0eM7yWWGKJFPg8gvojH/lIepztpPT76U9/ujrooIOSE9LFEUcckR5XPSltDdo1gs+mm26aHknej2P3SOM55pij+tjHPjbike31sT711FPVwgsvXN10000pCe65557VUUcdVT+ta/+zIXbTzrMPJMHPfOYz1Qc/+MFq9dVXTw/nGu/APCZ88803T49UH++17Z5vLh4aZl6Tk7jb7W+853k0/bnnnpseZz3ea+N8jw6fb775UiKM9ybnVbJeeeWVk34np51JvVby/vCHP5weQ84nQjzKe7HFFquWXHLJaqeddqr22GOP6rzzzovDHXn1KPuVVlop2bTXpZZaqlpmmWWqVVddtVprrbXSY9o70lEfNNL3pOKOO+6o5p577mqsZ7hPJJZ77713tf766/8H+52oMSE4c8455ySt8kYbsyBDF9h8kYlH4IYbbqh22WWXNJDRqgAebDXrrLNWV1555cQPeowRWBlLZBdffHE6s58ftLfssstW++67b1+Sii984QspearYTKp8+ctfrmaaaabqZz/72aQ2MeI6lR3k9vjjjx/xfq/++e53v1shuBYLuSCGSEU3BQl96KGHqrvvvrt68sknE7lHsjzBVI5j98MiY5IK5Zqvf/3r6ee2224bUboClNWP49/61reqP//5zw1csMKHH344rTQc9zTOF198sbK6+s53vpMCXBAFpZ+rr746tXPdddelMq2GlEwPPfTQZNinnnpqutb7So7f/va30/lXXHFF9fjjjzf6femll1K/nEm/nmEfrPR73/teeu/GG2/8j0Dw7LPPJrbomkceeaTRnlXIo48+WpkPg3Bc32EE+raiWmSRRSqOHKU9r9dcc006X/B/7bXXGm22+sMjk7VvTlYauUjk5uI4rEdL7CeeeGLlccvK3Rz5/vvvr5T34MawOdXtt9+e2mLQxPy1bcx5IDI/TmD+yNN73vOe6vOf/3z633WC/l133ZWulbQ4Si4CEjKibbiPVea79dZb07muUWUJ8ZQ/+OflZk93/cEPfpDG4Lhx+oGP/n70ox/F5Y1XtgBfx3/84x833oeV8+GubzYK4x/+8IcjKjPw9Ahj17P9f/7zn402VKy0GXZmfGMJfPgB/6Dfb37zmw0Czd/0oz3jy8XK57Of/Wzym/Cj/DibNU9zoeu55por6ZY9m2f4hGv4LRvVF+za2XK45557Uvv6MPbRhA3pTxn9hRdeSP7FBvVnzmHrbPSSSy6p3vve91Y777xzpY8QNux889FGiLE7FvYLKxU1vmSbJ4RduFYbkkuIMrixsTV4s+FWpW9+4bg2xLYVV1yxOvDAAxuxhI7C9thIxIjoq9krf9QeHNlaLraA2IPj4adx3HjF5ogZud+67uMf/3g188wzJxthx96DW/h9rv8YM13QQchXv/rVapZZZhmBN7uK8Tazu7g2Xo0xcKcbK/STTjopDifswp+Mox3MIkbAhN75HDtg2+IBP9SneBOkFM4XXXRR9aUvfSn5dpDwe++9N1UvLMJuueWWFNfE/7BJA9W2vGTeOc4xCX0GJubbTF599dVkK29+85tTJUT/+mDrKhbmMSwyKqlg5BtuuGG18cYbp5/555+/2meffRLIjE8ZFVt3fJVVVklJh/GS888/v3rf+96XyseOM5yTTz45OaISmLIyIxIAPvnJT1Yf+tCHUjteMVmKtMJaY401qre//e3VuuuuWzEmDq90SxHa9f5yyy1XMQ6CXUt8gpLjxrf88sunazia92acccZUGoy9QkFp7bXXTuVMx5WkjI3iBR2OoES19dZbp+ut1pXIjPHyyy+vPvCBDyTj2GijjZJTGuP+++9fLbDAAo0xHHzwwSMcNg329V8S0wUXXJDYsv7XW2+9apNNNmmUfmG6/fbbp9Kh41j1Bhts0JJYBKnQPEcWXDiY4G+loKqizKetd77zndXRRx+d5uN/Y7ZdQi9Eide8EIfQxUc/+tHEsJFKZM9Wi2tXW221FMzCsQRy78POq5K2lTUHq4tERndszLn0gagZN/na175WTTvttI2E670jjzwyrWpdSw8LLbRQsi/j1YZx5QkEKTEH+DpuvDfffHNqH9mBq+PGa8tH4qZrlR+CFNPDCiuskK5n81Y5EYjp2HYE29a+AD6WsHXj3nbbbastttgitU0HZ599drXlllumdqzcL7zwwgaB4QeCID0p5xpzToQlY2NjI3TFnt/97nenucKe/2222WZpaEg4v+AjxsxfEPk8IdfnwDeMGc6w9JMT+/r5fNR2BGLNXgRSK3z98S3JWcKz4Nhmm22SnhdddNFkl3z0sssuqxZffPF0vrZs97AtIrHNMMMMyaa1d8IJJ1TXX399IlESNYGH9tiUc8QYhJCYJxzNB95wyUlLOqmqKgTR2GCpDXOXcMUicQLZZY9s3HExaa+99mrpo+YlESmFO59PGsMXv/jF1KX5rbnmmo2YxObE1CB88KTHrbbaKl3Pr/3NFsVtc3zHO96Rjkm6rtVX2C4CIU6xbTZrDEsvvXS13XbbNUj0V77ylTTH8GeJ1RaBc9kW2xM7WwniAk86c43z3//+91dnnXVWukT/OWbsQFxqhr8LkDZEmk9qj97Yhev0xYfNhY6Mb/fdd096sWDl687nD7PPPntqB5ax1SYO7rbbbsl2xB32ScReMStsB0big1ggbsM1chEdah+BaSZ0ox3tsRkLCr43mu9EO/xWLGTvYoGtLSQoF2NFnM4555y08AtbcQ4dws4xerU4ChEXtecYrHJxzPt+tN1O1aolqQAAZQl0IRLLAQccUAlEjNHqJwCRhBiyZEswQqxMsA8RUKaccsqU6OI9Tqk0ayVMMDaOKZAQgd3/2Cc55ZRTqtlmm23EXiElc3JJDpOceuqpKwGeaFeQZszGTZAbQZmRYsaRDNPBqkoB3TXBViUnYwjn4pACfSQNK3j9B0mREIwxruck2mDAzQSuQXTiOFIkAFiBMwKVh2ifQTP6Zitx1+ek4vvf/34au0QEQ/MQrKKigry86U1vSqs01zIijokEEs4rScYqbJ555mkQDqtb5dEoqxsfZ1ZiRLjo1hxCBCD20yxo0BNnjqDqGoZu5WoFYsUmGSGaIRKIoMJ5JLopppgiBRIOS+gFUaBjOBqLwBHiesnGCtTY6VSACDFOJOe0005Lbwl4zg/ijKQhlFHOPfbYY6u3ve1tI+w72mr1evrpp6dxI5XEWKaZZpoUvMPx99tvvxQo+RicEAQ2FoIAmZvEZlUq2RxzzDFxOAU6xByBEngRRcGM0BV9h074iOSGLDUTwVtQzvu30OCDrapxbAwZYxOuQw4FY2JOcI/+zJnvWSUTATpPRN7bYYcdUoIXaAU5pEL7IapMCy64YLJhcUwS+tSnPhWHU2yx4BG7jFnSkyyc20yMO7Y4ozIlyJoHnNkOQoxkPPHEE6kJekTUHA97zNt23wfcBfoQlU4xQrXPYg4xDFFFgXv4GluUCIM0R9xEVMill16aFhBR0XSPAD9HDELMAQ5BSPmJGK5t/q4tczIXdkFPKjMh/kYUwh/ifa90QyeIWIicIf7za5ggF+IR0kMQPP5FV/UbKR0XPywY+ToRj/mn2IiQ0iVdi28hKjlwcp9ZCMz5UMQStkf/xBjE6kMOOST9L87qI25sFkf4jLGIqRZs9BZicYCYI0zNhL60bw7wCP01Ozd/j62KtUgLsiQvs/FYFPFfhJAf8g+vFrbGixA7hlQ5BmMxhV2zQ/ZvwSwmaDPmw6bFFdf4ccwCopWfxHhbkgqdSYxe68LAACOI5oLJULDgZk8UWQiDcR5SgYjEKphR2DrIA5TzKJJBSnzYmGvC8P0fydyKBIlhmAIpQ+YI/g+DYSTIUZAM7cdKhvNyVkZTZ2CSVSQ01wsqIQIHxhmBD/MEtoCI2DiG/OSiGiBQ1I1NkKJ8K5sgDa7TBydmfAyHE2D1efm/meO5tk4qEIEgFQIZwkc4tr7DobxnhWRFE0FfQrDa0K9qAaelN2NFfKwac0ECYQdPjFrQsl2Si4BVF8FPEBakQr9xDlIhmGor9OoYUsAOkQrHkZJ8lYDUCcSqNXC0mhMgQ8zBe0iiNuAgQYe4XoI788wzk27NPRzOOfBDnFynzCo4cbxI0NHOaK98QhIP+xMEBPa8RPy5z30u2YdzYCnZRFlX24IGzK1QlX0dz0vTfBgOSCBSIYgI3IKw8eYBV3v8EZb8qS4IFFKSr4L0r518uyK/TjATsAQxBE3buR9YYatWEglKDIEzfNlyTkydwze0Yb5IFmIXvug4UgFTNm+RQW/5Fo15sbPDDjsszUMS4sOtRAxjm+wkxPhVWSQfOAr2hx9+eBxOr5K2tutbgg5KqOYgXtSF/Yud7DaEz+y4446J4HtPkrAypk/CR1SsogogcbLdWIxJ5OJJbHsYPzuRXHIR88yLn/EZhA7GfJ+Oc5EHVC7qq1vn0A3fskgJYb9iLSLNfhB4VbFc2LdYGOOMY+yd7dRtX0zUpnnCwpxzezYPBIst8UtECE5vectbGturFjriCGF/5hS69L7x1kVuskDRVhBN57BNmNW3q/LrxRgxmW2H/vLjzf6Gh4VwVFCcI/7yLSI/5QTOexZ4FivivbgfgoB5j90iKAhDiHs8VPjohw/a6g+xQH3Xu971H7qJ4/HaklRYqUrmuTPGRRFs63fIcmYBQSI3IM6cG4cAKvgJnAT7cg5CgHnFD+MXqCUabRoHIyWcAcNTqrQKlRQZgWoDBSEVxhDOpC9Gmhuv4KBNBoCNAUpyjP69WtkxLMArp+WkRIWAQyBRJEiF/gUsASGqPNEmh8QQ63gyTgEiZ9cxT/NiFNoUFKw0YMV4ou80gNqvsUiFAEE4qlVm7hh0IqmFYzYjFfbDzVUFg3NICjFPejBOKwTBlAP5XyIzz6iA1IacgiJHpHcrC/rlQKoyhKGPRiocl+yMP8TKi54FFcFKNciYY6zI0lRTTZUqV86NlWVcH3YuyQpIkpcklYuKGr0iKAgGndVvBMvPr/+NfLJPfRGBWnuITIjkRCds2ioJaZbEYh7mbbXO9hE5qxSJIATBEJByUsFmBVBkQyLJBemm16jM5cc+8YlPJJ/N/UWCprO4uTI/3991UsFvowrjOD2wacEZ6eO/dCaw2WLlT47HfNkSmzJOeqFjlayQIBUWDPTOV/M9a4nc1oQVOWLO96LCGm3kr1aldJInSEmeLyIV/FMys0KNMXo1T7HMfQi5IAD8gt6bCRuzIs9t2XkWcXyVWHSxgUhK5mQ8YiOpkwo2hCwE2eSbbCqqcOmiqkqEXrxzn4CqRlRc2amFTWzTmZ/qLD2ITXWBFX8RY0MsJvmHJG2RQm+5nTtPiV8Mie3suJYtIJ7iUS5szrzNCxb0kOclZELMgReSEytyFZNY8DYjFXxZ7EdO6/6hf3EbBvVFlfwE16i052ONv8U51fT6wjOON3u12OOTbDvEwoMv6NMrAhT6MU9kS8x1/w/btPBF7vMKN2zMEa7ibZDcfOFn/uYqrkw33XSNXBzjqL+2JBUSD3ZTT4IaEAAlyboxWSWZOONBKhhN7H26DqngnEEqVB+U13bdddcURAxeMOFUGBOHx5S0AwhBR1CNKoJtAyLQMSzOLbAaQ6xog1REOcv5SAUyw+CtyDkOhq9/P1gc4zZPxm/lnpf93CRllREVFoyRwhi15CTAC1jmEnPC5gUnhpoLJTL4CBZxLFi9JBFiH5ixCrSSYasgPhapsJ1CglRw4mDbAlme1HJSYTUIN4nPPFVkrBxsWQR28FdNyktk9AlTyUUJr74XGPPzKhmyI2Vgerf9glwyfqQiTw6cKioVSAWjj0ChLWPQhvkKZBIrm42xwpKeJSbz4XiCSUhOKiRYQbK+KmM38ApSwTbzhB5ttXoVWCQ9qwcCW7YVpM57EoI+jIet6UP1IuZBLzBFEsxP8sj9NlY5dVIhgfNxvpoLfSIuzcgRAmAs/Cbv3+q6GQnRbp1UuB7eIe4PEJwFav4apILv8Q1Bmv1Ef2KT6h27CMLEZkJyUoGUI6qxyHCOOKFPWAqeSIUVWytBkKNqGOe4TlywWBHUkTOBPPd5ccbqTn+5uFZ/9N5MVAjqpAIRsRrlcwQufDPaFkcsZKLS1oxU8JVY5CEV7Kye2FT8nKfiF6QCdqo67D/XA78Sk5rpXdXK1kBODuQFbfNFuhZL6lvCbJl9IDW5yAXinniQi/ORavMKUsFfQmApuSJbzmVTcorkGNXvZqRCZdnimB+wu7oYv4VPVAriuKodW4mFW7wfr64zPtUBcbdOHOO8+muQirwCYk5sV/xCMOXBsD9jpktzRKwQW++JDfIdgkav4paKHn92D47jYUP0r9ohtzkuNorf9UpyfawtSYXKgDKO1UAuBkgx2Cx2b1AhBsMgJCgr6bFIhcSJrUuCuQgEWDkFIBeMT5DkQM6vBwDO7X0Ju11SIcEwAKsZIOfkx1iwNgaJISMsdVJhnkGqBBZK1b8xOz9PTtpj0KoqeTD1vsRu/gInIw5h+MYoQMI8Fw5mzsqfzaQbpMK8JGCETeIzbuVYRpcLIxbwJIf6uCUp19dLrnF9/XyBkW4EdX0LtJF8nRtVKjoSwCXInMkLaGyQnhEbQVFiDhGorVglZAGpFakQ+GAuCNtyCZEcrAwQQuNR2eomqUCoBCRJ0lZCCKxVHqxIzF8ghFeI4IC8synztKqJfXPVGUE1F5iwL3Oui3Kz5JVXGpA3lQR6aibtkAoVJIkxSAWiw8YEd8k3tw1xg40hFAIqP2lGKhAPK2aVDsk9RBK0aoWlPsciFezHGKIkrh12ZGEV1Uy+WLdruItV9e0Pc2Hbkg9fysWcEWNzEstCJGSEIrZp2N1opMK12ocVMdecVIhV9KLKmAvy4DwEFYGWA1QLJSvJObc79xlIZHkFJ9qS5K2AI0Z6H1Hho/xJjoAZO8xFRZh914k5zOQU1Z8gUq5zz0p9+8NcQ8Rhus5t2eLW/VexAGlGKujVGMUEsT+3P22LHbCShPO4TecWP/XqVIzHPYbGjBAjoYgSGxxLglTk8S1IBf9Dtuq3IzRrkx2JA3Jqfv+ac/kT8kD/cp82jS9syNa2ODLJpIISOK79TIlQENERdiV4cGLOaoXoGKdlxKFQKynH8/KXZKc8FfvaCAkDw/IFQe1gYgzPSs1xhigZ2F9k0JxKUMOynM853djG6f0vebs+Vmr6AlIeOI0di1bNcI17HRg45/E/ZWkDW+bk2s4DhqqJecT+pX1myVXCY2yx9cMptSe5cU6GKhHVhTIlAisn5ws0xqR0xflVJJA4wdBxyQMJyYNc3ibjghmxYjAXAVZSYvBWG8TcEEM6jkoFRzO32EeEi+DF8FWGtMthzIORKYm68dW4BCL2IUEIOJxH4HLMjzEIls0qLAiHOTJq5wocVmaSnnnTJ4LAvhynA9sZyqlsVSVD9UZy05ZzBAT3DggIHF8lw4oYvo6rXnEuqwXERMASKELo0/G4v8E8zZ9TuV4AMaYI/oKPQJqv3IxttKCBpOg3VtLGLkgKfCFKxHTClwQFhJat8EvzQu7YuGP0An/2GPYMIzdNW1UiFUiQgEb4KRwFGnMStCTLesCJsbAhgVSwoWN9ihMCd50wxzXGoj/+C0tzEQhD2IgABif+CmN2QMzZ/4iO8elDtQRxF5gld4EuvyHcygt5RTThQe9IEgISeoeXZO9/bcGzlfBp2wTGbZHjGosOmEpa/EhffFj8cVzcMgb+xbbqYiySZ8zLNeIIX2OfCDNfMT/HlPTZlmonUWnhm5FgYac91xH+wDaNg2+LVXQUiyc+wX7FaMlaH0HC2Z452RpmG8YDK3anX+f6cU+BOBTVj9Tx67/0yZeMiQ6db3VsuyQqvPIJzMQjx5ETVaroP2/P33zEcXHF+WxVXIULX2Xb/DXfUhGDxSh9uUY85A/GEZUKuoQNMVdziqwJ4SgAAAsxSURBVHwRCxu4u17OsHIX42HJV2HuGEKMoIrbFmG5yGXmB79IyhYz8NcHvNhq/bpoA4biONsOYXsW03SF9Jm7aqSxiAvsQxxnm+yKntgiG7ZAknMdt1MgdrNz1Sf5Vay2rUkXYhi/Nze45dWSGEv+2rJS4SQObBVu9cUJdaZkrFIBJA4kcDtGUYwQMIShMKjYhvAex3BjZs7cDVhlgrFoh5IEiGhHaVHQoXSBTsD2P1CcL/GYuHHYlmA8gI4Vrb6Ak68wAW+8kjkRyKwoOI02KSNuUDU+CT5ngYzJPCI5OlefrneMgSh/CSraE4w4UrPgkgZQVcnABV/nSzISlLkTwVsQ977jnMjxfNUQ7XjVl2RMEEBjQwisuFwf+8+METGBpzETmJgbnRB7cLH3zGnZAOwQM9czcmQgxq29GLf+JBPH/NCt4NYMB/qW9CSQOF+iQaAEQH3Bmx04jhxYxVp105E5GZcE4dU5kXjTRF7fWhHYAkftx4oCedMWWwoR+M039miNWwCI8SFjKnl8gSDNHI+DhrBZ77UKFlZy+o3VAFtEzCKpase86SQSgmQafsc37W2zkRB+aw+UPSLEqgvGLAibp7IteyJwt8XGV53DrwRiAaaVSHTGqG8/dJH3X79uhx12SMlT3ICfuQh8IYgfG4Mvf2W7YkkI/xLIA3eJGk4kSI4kGiJ4swNEibBHK/Lwb8didekYEpbfMxXt5K/GhhAhXMaBkNIrnbNNeBmDwO44HxVzWuld24gyghTzEvgldvYEK31E7IVZXgmS0PkmnyTGJ05ZEBE6ghl90jt/Ra7gFaIf/ou8GEPEKf5EJCPXI7pEbFCRjfFKnhFn0wm1X+KTm5fDZ8UsY2ADRP9iMWKhTXN1zFxaiRgfmBgL3+Gj8gzb9nfEZW2YizFY8OpD/xIw3bnfht5g5n2CGPg7PtHFP2wbsMmYt/bC3ukkj9viXzNyzb/p1wJanCMW5EiR3EdHYhh7CJ2mk17/ZX7ieF4VsiDn++YgfoslCFFgyX74EwLPvuOYOCwumZvj4nfERL6BQGmPzUQOcy1cVcvq26X5OP09KqlwggFzQD95IIiGOKVj+crDMYPiGBwuxCS8Vy8lOe76Zu04hoVTYjio/62QnO9v7TGoADfv1zHXhaNoz3nOiWTgPWOLNvNk3ex6c3K9a0L07/pIzt6PORl7sznHtfGqTXPSTt6248Yc49Oe/1tJ4Ox4BCjnG7e55WOES+Dq/Prc4OsnxBj1n7/HCWLc9XFp3zE/8BgLBw4Z5+srF9eGvbHFGKtzEFFJw3ZW4FTH0HnGE8fz9tvVszZijMaSi7a1aVwhCIAknttUHPNqjPCPa4xDG/nYQ5+5vbK3wDyfR7RNP+bpx3X6oBvtO1YP3DGnuh9He/VX84n2c/upn+f/6E/fMRd/hzjuh8T8cxv1vjmGXcA5JGwgP988nZ/bYq532IXoz/jreMTx/FVfbN84tOea+nWBo/NCp3kb9b/1HfOq65Heor+oSMT1+oVZjqO2cmz873rvBSbNxpSPOW8PpvScX6PPGG/oLMbU7FW/MYfALB+ja6L/seIDe7OoDH3pX0XBIhCRD9vJfUf7cIxYHD4b+DluPIF92EOrMZpL7oeuD9s0vtzmHAvxPh2KWzE+fYidxuRvRNCiJsYY13qlg2Y2DYvQmdfAMvw+2tC/9+iu7uPajWO5nWnPWFzjuP+b2Xz0Ea9jkoo4sbwWBPoZAZUxq4CcyffDeFVrrNQjaPXDmMoYCgKDiIDqrxUzX+fnqua24lrdFDloc7QdEzdJDtrY8/EWUpGjUf4eWAR8iYySsL3HfhHMXilR+T5f7fXL+Mo4CgKDhIDKifs/bF24L8irEv2wiPvZ8m28QZ1XIRWDqrky7oJAQaAgUBAoCPQZAoVU9JlCynAKAgWBgkBBoCAwqAgUUjGomivjLggUBAoCBYGCQJ8hUEhFnymkDKcgUBAoCBQECgKDikAhFYOquTLugkBBoCBQECgI9BkChVT0mULKcAoCBYGCQEGgIDCoCBRSMaiaK+MuCBQECgIFgYJAnyFQSEWfKaQMpyBQECgIFAQKAoOKQCEVg6q5Mu6CQEGgIFAQKAj0GQKFVPSZQspwCgIFgYJAQaAgMKgIdJVUeECKp7jFA1QGFaQy7oJAQaAgUBAoCBQExkagq6TisMMOSw988YSzIgWBgkBBoCBQECgIDDcCXSUVJ554YrXKKqukR98ON4xldgWBgkBBoCBQECgIjEkqLrnkkmqXXXZJT4C8/PLLG4jdfPPN6ZGzhx9+eDr+3HPPpeetH3fccen/c845p9p1112rtdZaq0EqnHPAAQek4x7x+pvf/Ca194tf/KK6/vrrq6uuuqo6+OCDU19XXnllevb8oYcemto566yzGn2XPwoCBYGCQEGgIFAQ6D8EWpIKj20+77zzUqXh1FNPrWxlLLrootXFF1+cZrHXXntVU089deXV8aeffro68MAD0+No/X/EEUdUs8wyS7XxxhtXr776avXTn/60Wn311at99923Ov3009Nz4zfccMPq2WefrX70ox9VCy+8cLXqqqumthCOBRZYoNpss82qz3zmM9UxxxxTLbnkktUVV1zRfwiWERUECgIFgYJAQaAgkBBoSSo8233eeeetrrvuugZU5557brX88stXzz//fHX00Uen41FtuO+++6o555yzeuGFF9L5f/vb36r11luvWmedddKNmrvvvnu13XbbNdryx6abbprIB8KBNCAbIYsttlgiFfG/Csb2228f/5bXgkBBoCBQECgIFAT6DIGWpOIb3/hGIgmqDCGPPfZYqlzcdttt1bHHHlttvvnm1csvv5wOq06oRORy/PHHp/d+//vfpwrGfPPNV6288srVCiusUK244orV3HPPndpAKtZcc83qW9/6VuNyx7VJVE1UStZdd93G8fJHQaAgUBAoCBQECgL9hUBLUuH+CUn/z3/+c2PEtilsUbifAqnYcsstqz/96U/puP/rSf+EE06o1lhjjeqXv/xluu7II4+sfvjDH1YPPPBA+qjpU089Vf32t7+tHn300UQ+EJkQxMP9GQSpcC+GtooUBAoCBYGCQEGgINCfCLQkFffcc0+qVCAAIddee22qMiAXRx11VLXFFltUf/zjH9NhVQb3QeSVjR133DFVIP7+97+nrY699947mkqvf/3rXxNpeeSRR8YkFXG/xogGyj8FgYJAQaAgUBAoCPQNAi1JBSKw0047pe0OSf+OO+6oVlpppWq//far/v3vf6cbNDfaaKMqvoMCuVBJ2GabbSrnqzpMP/30iVS89tpr1Z133plIh5s/HbeFYivktNNOq5544olq2WWXrb761a82gHFTqE+WEJUKN4S6n4P4tIj7OrxfpCBQECgIFAQKAgWB/kCgJakwvL/85S/VnnvumZK5hK5agFAQHxn1CY9XXnmlMZNf//rX1QYbbJDO32233ap99tmn2n///RvVi1tuuSV9xFRbfhCKf/3rX9UzzzxT7bHHHtXtt9/eaGvnnXeufJyVIA/IiPaIGzp91PSf//xn+r/8KggUBAoCBYGCQEFg4hEYlVRM/PDKCAoCBYGCQEGgIFAQGBQECqkYFE2VcRYECgIFgYJAQaDPESikos8VVIZXECgIFAQKAgWBQUGgkIpB0VQZZ0GgIFAQKAgUBPocgUIq+lxBZXgFgYJAQaAgUBAYFAQKqRgUTZVxFgQKAgWBgkBBoM8RKKSizxVUhlcQKAgUBAoCBYFBQaCQikHRVBlnQaAgUBAoCBQE+hyBQir6XEFleAWBgkBBoCBQEBgUBP4/vog4SWIFV1EAAAAASUVORK5CYII=)
7,2344; 9,1255; 13,9846
14,9312; 10,3750; 5,8187
3,9850; 9,8755; 15,2349
5,8187; 12,8340; 14, 8755
Os principais métodos estatísticos para o controle e a melhoria da qualidade podem ser agrupados por tipos diferentes, a saber:
I - controle estatístico do processo (CEP): que monitora e controla características importantes dos produtos no processo produtivo;
II - planejamento de experimentos: é vital na descoberta de variáveis que influenciam características de qualidade de interesse no processo produtivo;
III – amostragem da execução: que analisa a execução dos processos segundo critérios preestabelecidos pelos responsáveis da área;
IV - amostragem de aceitação: é vital na inspeção e classificação de uma amostra de unidades definida aleatoriamente de uma população maior.
É correto o que se afirma em:
I, IV
II, III, IV
II, IV
I, II, III
I, II, IV
Vamos aqui fazer um exercício prático sobre gráfico de controle e controle estatístico do processo (CEP). Estes dados foram retirados de uma indústria metalmecânica fabricante de eixos para motocicletas.
Com base nos dados da tabela a seguir, desenhe o gráfico de controle em seu caderno e assinale aqui a alternativa que traz corretamente quais são as amostras que são consideradas causas comuns. O limite inferior de controle é 25mm e o limite superior de controle é 32mm.
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tq1apTq1YNqv38DV99Xgab6SdICPegU31BEZ/xk44xrYYOo923EiTmY7J7KGk05xZ0kJX1i69/oWrNOlSvWFw2W/eL/jS8s3SSidkHCfV0K6ZCD/2zHtsDIc7DmfrCs8oP4EKU0JO600kYEjYaymWh+0nxZXUvXX76qhiVamihpaVF3XoNsGg+iaM+WZO4UqLu7KCH7pey8v1QphwVq1bkF+F9QvINzUefJP3dCVpXzWjxD0VKId2PzUMyGojvipWhep3aVCn9rex+/S6bCVQY4mZXg3RCLqzGuqbQ23zGj2XLUalyeUrI3ieK03HGadn7QvK5+VSWTVp8T7mq1ahVqzw/ykYlLdj88P09VNRJZ8oIOEiKUb5qdWrVLEcx2T1t+eul0EMlcWlFZ1n5mk85jNAmpD1YJetliusM5qKAf9Ah2tQRJozasCcgaxYvjdgbW+nY4DskX3zFT2XKUa7sj3zxnYQSjfpx4Gk86a8P0q21IXVq1KRajRrUqVmR0l9L+Pq7Jqy/5sebk5P4TlaWHyjT1oEBdmZUkEhoMN0D2eA58QnL+uhmYF+8HDW0alGplDDB8SWm/f8iLBvAHHv/mVBht3cyyEwP/abjOPY8pzGg39k1dDWoRz3rOdwKTyTmwVas9fWxHb0FGV3ir+Fs2xRD4wG4CVxM8+X3qe3R17dj87XsgYk09hk7VtlhYFCLmjVrUcemC/M8HmS2DqmEP7vC6jEO6NfRpmbNmmhpGTJhzt/4xgk1J4ZTf0ynUf261DFoguWk2Qxopo/poBV4KaCREvCYeb1aUlenDo3tRuB+3505lk1pajUJhXkVGWgfIlSq31EGmujT0LIXxwR5/NwZZaOP/qCtvE0FacglJjXTp/mQRXhlTrZJ45/iNrkHVrVqysre0Ko7q9yeEZWiyOJ0Qi5toW8TferUqomx/UjWzB+Jvn5jhi+/RnriNUZ3MkO/vhOeUcKQT0qM93lGWhujo12b9sNnce7eHkboG9J+0LocM685agEp+J1cjZ1pXWrXrEWz3uNYNWsQ+vrNmbjxekYFS0/i2Lxh1NPTpo5ha9Z5nmDf/EGY61mx9nqwfLSQI9/UeA46D0BPTxsd43ZsunyKv6f3w0yvPZtkQKTivXsyDfX1GbH+omzolf5yDz3169Oyx0K8hE4s7AJju1mgrz8Wj1DF90QpEU/2MWG4IbVrChjWxtRxJsezJkhS47l//HdG2LST4VuzVm3MLGzZcugJwmt2+rsHLBhlh25dLWp1Hs4ARwesjPX5beOtzAkHKeE3TzCotQHaWrWwG+fC+Vs7GKBfn45jtmbU4xzCZhz8Z0K9J69P/tSHCPXJC64RMM8IaAiVZ6hAQ6iPAEukST+KUMePHxcpTBliBwYGYmFhQWpq1ty8qOHQCP8eBMaNG5d349ijR48ilUpFu71580ZmHJuUlCRaDMSs/7zInuceSrCkrlu3Lo0bNxbtZmJiQvHixREcDcWMg0b2D3OgQoUKeXMw7NixI1u2bOHly5ei3S5fvoyBgQFPnjwRLQZi1n9eZHdwcGDx4sVKg8H3+kOJ3WM3NDRU1jspoaU5oUEgEwEnJycWLFighMd7CfVBB0Ol2wvwRPRLLp24n68+LHktrZhn+RJeHGXj8sUsWrSIpZsO8iDL9jnuGYddV8rOC9cWLVrMynUb2bppHce9gmXffPKK76eQLs/vUIILfKETKvkBizo3p1495wyLCxVrQKyE8vX8kwENatOiz3DGjBlDdysLTHqu5nZIGkR78/vsybLzwjVHpzHYaAsmOxWZdfzNB010VKw6lT2uyBDqjcdiBlpmuFZUa7yIbHNRlWElzu9QaS9xsSyNdqvlvMqC2mcXrStWpOPSSzL7u6zTsv/4q0wwqkObGaeQGazkuPjpHxQNQiV7s8i2F2NdXFk4qAl1my7MMLJVsX5E2UNJY3jhdRMfRRf7qKsMNyiL8Zh9OW3a0oLYPkKf8o2GcVWwLRThr2gQSvqOkDeRJJOG5ywbdJos4HEhKEuUhFLCOYkb6x2oXN6SFZdDcyx1EHZ9FSaVqtB/+1Olu8RyomgQSq6NeI5Paou2hlByRFS7k8j1jUOp/U0N+i/zzOkBnBbGvpG6fKvXjxMZLm2qLZqaPK2IEeqdhlCFVXESXrFz3UC0yzZm3KKzSu9OyQGn6V39FyynenxgQZXCKrhqn6sh1EfgLdohX/xzto0249v6XVh8QdH3LRu8QE9ndEro4XTi39zhs+/5FPeKHKHcJ1hRu9E8HhWCNsRJqFiuzOuCtkVf9j1XWKosB/7JeLv2p7JuNw75fyhNjhs+2YMiRyjNO5Rq62L6y0N0r/sNJSsZYd2+La1btaKVbOvAzL+uZw79YnGf0JyKZo5cz7XAiWpLW/hPK2KESicu5A0vX4d/cBmngoRUjD2UND6Mlz4PeeB9h+vXrnFNvt3gqX9kpiVEGjFvX+HjG0yCuDuo/3ddvoKsvuqXtxgJpX5aUO8S5bmHsrGx4eLFrHXb1FuogipdfHw8TZs2LajsNfl+AghMnTo1b+Fs7Ozs6NWrF7NnzxbtJsT+qVSpEs7OzqLFQMz6z4vsZmZmrFq1SqlpULI2FwglOBlOnjxZtNuIESMQHMgmTJggWgzErP+8yG5kZMTq1av/nVDCkO/SpUtKCcV0IiEhQTPkE5PC/4OseR7yFb77RjIxEWEIYTnDI+MKxc9G3JMSCUSHZ+IfHZ/Dhk9YDzD1XSyRmdcFHYVFvyNVhDN+eZ6UKExCpcWH47GwK42NjRDGqA1NW+Kw/kZmSJT/0Iz8x1vESqiU2BAOT7XC2NhUhr+BuTXjdzzMjMUFScHuDK6rjV5DM9l1QUdmozbyNEJ8jCoChHrH0UmNqVC8OetvBhAXF8erMwsxKm/AsJ2PVPo9SpSEkkayfaA+FUrb8fezcBn+j/ZMRKuCBc7H/WXrsPvvGkWV6l3Y8SpOdl3QUVxCMuki9OAoAoR6y9FljizcfiPbujnpOQusKlLLfjW+/7G3+S+3iZJQab7snjuaFYefZnvfxtxkjFEZDEfsla1HfnV+a+paLv1giJf/gnVRvacIEEoZ2jS/A9hWr461y/nM0C/KaQrijCgJ9R4ghTBGjSrW4betQkDrRHYOqs6vtRvhMHo0o0ePZuzyQ/gpLkP+njw+1VNFjlDpMVeYZKZFtYaTuByhuLB+watIQyhICDjB4PrV0Gq7mEdCrDzpPcbrlaGk6W+sWLaMZcuWMXm4PfZjlnDjbVbEwYLXjbo8oUgRKjn6AhONdale1YGjL7OW3VEdlGInVGzAMQbXrUkdA0cuZAU/I4aXd7158DYj4JtMG6+2YFZDj9H7fXLEDFadpgrvSUWEUOlEXV6BuVldtPusxzckI6aeqmETL6FSees+E22DepiP2kFAhAJ5UhOJj8+lj+AT2NT9BctFVzNC4ahaUYX4vCJBqHd3fqdz4wbYLvXMjD9bOIiJlVAxnitoaWbMb1tzB0kVIgweo1/9KgyWxXbN1MtjV4xrGzLugKaHyqqpSqZHhfYdKuYhc1uVolhFK2at28bWLZtwdXXF1XUTRy8/lwXpyip0Qf+LkVDS8KuMbfA9JbW7smTjVrZuzsJ/K6du+5EkDeHgggFY9h2cqRdXpg7phM3kzTzLDn9b0KpRm/zVv4cK8eLPZU6MGT2CwQMHIKwdnbENYvGOqypdQVaMhEr3v8L6BY6MGTWcQQMU8R/GmiPe8vUj7u10lOvGcZ07oeL7pisjtfoTSm3aHk3ANTVShdoWRUOoj1CNGHuoj4BHkxQ+zmPXw8ND1KBFRETI4kKJGgSN8P+IwMSJE/MWfaNTp04sXbpUYU0BxfUFxLF/5MgR9PT0ZJ7L2WsriEN2jbx503P37t1lPMnNOqVZPsG5sH79+pkr3mStfCOufyFyX4kSJWjZsqWocchY9Uhcus+rzJUrV2b9+vW5+YQSoYRp8zNnziglFNOJ8PBwTcA1MSn8P8gqeHPnOeCau7v7f3jEp3NLQECALGh1SoqCpcCnI55GknxAoMjM8gWeXcQgexsEV3wHp808U61drAxqMc/y+RyZQu9OGfjb9p3ILu/Y91a/ZJ+jzJo6iUMPVW9r+d4CqfhkESBUOq+PO2NZTZtBq/Zy4oQbi/s3pn6vqVwJVa0HmzgJlczFlQNoWNqQ8duOcOLECTZOsqNW/f7s8I4hhwZS/Ng+vB4SSX2WeL5/DXQV12+VP64IECqA7SOb0nH4H/hnwpNwZxWGOjqMdw9WKWCiJFTaM5b3MKLrlOMyZ0IZ4KEe9NUpQ6OJR4iQa0DKs9PzaPjDt3xTypJ1V1SrG3kxCnmnCBAqneSkRFIVmsLgM3MwNmjM/MuqjfQgSkKRRkpSUk43jMBjdKldCavZZ+QkSw28ycxRoxkweTjtm5jhck5DKEVuv3eWr7CDVqe8uc6mFc500KmI6YSjKjWMFcARJ6EUqwWQ7sum/uaU0x7EUd+syADRnF/Yj0FTrvDq/mpaGjfUECoXbGpJqKSnx5g8ZiRD+vegU7dpHLr0JmfLmUuI/D7UEOoVG3ua8euPLVl7/rUc3uAry7Ft3xPPWEi5toQmRg1ZeD5Efl1MO0VgyPcedaTfZ5LB95SzXcSLrEbyPcny+5SoCfXqGAN6mVPVeCSHL2a9zYI09AqTW7ZkyA4fGdzJN5bR1MSYJZez367yWw/qnF8RIFQge6b1ZMyyM2S71wTi2s+QKp2X8CJVdfCKllC+xxnWVovafVZwK1sJGcAHPuTEsT0sGdlRFjuqacOalChenJoGYzjyPFJ1ylGTJxUBQiVxdp4NtVo6cODGS16+fInX6ZXYNDRj2FYvzZCvoCtS8is22telsulQDt15RUign0wHL1++IjgynvRMv6ewF/e4ffs251yHUKdaVQavu0povPg+gBcBQgFpSdzbOQbbZo1kpj/m7Xuz7kIIySr+uCvGHir9hRsjbepjYNyI5s2ayPBv1EjQQ2umbLsqn+XL4nXao78Y0LsX2+8LSyKJ71c0CJWlF2k66enpOT8mZl1Twb8YCaUIqzQ9A39BBzI9SBW+ZSgmFPF+0SJUIStKY8tXyAooAo//KEKdP3++CIhUcEWMjo7WOBgWHLyfRM5CDKk8WZsL/lANGjTA0tJStFuTJk1k/lCCb4yYcdDI/mEOVKlSJW/+UN26dUMikWg2DQaaOvAvdWDLli1Kva2SpUTHjh3ZtWuXLOCZLKCWEFRLZJu3tzdCyMfAwEDRyS42Xf9XeYcOHcqiRYv+nVCCx+6pU6eUEorpREhIiMZjV0wK/w+yOjk55e0dqtBWjs0tlDSJRxf2cPxOoMqnz8U8bZ7g48aGpQtxcXFhsesB7ueymPC/spklLi64LFyB+92w3FoTzfFHzfIVtrW5oJWEu67ol/ke80knc8V5LXidiZVQvud/x6F+bVr2Gylbd65HGwuMu6/kVubysE/d5mFbrzYdHR1xHNYVy3YdcXF/TK4QAgWvIDV4QtEiVNojlpqXQiIpTYf5nhpCqaICpb3ExaoM2q2W8yrreT67aF2xIp1X3iQ26i4j9YvRbvLlTDOwdA6Mrc8vrSdyJ1x8H36LFKGeHJqEqXU/ullUod2ccxpCZVXwgvyXxvDS+xYvwhSCp0VdYZhBWUzHHiAsKZRHt+4QpNAdea3qQoXmg7jgL74FzosModJe7WV02ylsv3aV2d1rYDXTQ0OogiTSB/NO5Pra/lQub8nKK6EKOkgnLtSPR6fXYVNfl17rr8kDCXwwq0/wQtEgVGog64c2ZdxWLxJi3+DcsQqtNYQqhOqYwLUNQ6j1TU0cVlzIDiIulEQaw40/J9CkkRm1LexYusuL8GRND5WlJKXvUIU3yxfFzeWDaNJjEQ9kQ/JQ5nWphvWiG1llVdm/WCclZAAnvGLnuoFol2nEuEVnef8iYhmqeH1kIjrfV2L0YR9U6K6msnrwTw9S/x4q3pejG5Yxc+pUnCeOZ/yIfhjXKE4VMwf+PIo+GGIAACAASURBVPVcpRENRUuo+GdsGWXKdw3sWXLxbY76JI30Zu/6dVx6qfCOFXEa23oVsF52HRU6VOcoV2EdqD+hEjLauDe39rNq/nzmTxtN49o/Ur35KA5cfIUqXdjESahYLs+xQ9uiH/t93jOEi7qAg873mM29Jq/DgW5O1K7clKWXg1X+rVBeiELaUX9CKQETyNwu1TVDPiVcCuZE+stD9ND9lpKVjbHu0I7WrVtnbjbM/Os6caQScP8UU/ubyK816zqYdUe9iUjSTJtnaUWN3qGyipT5n5ZEWMBL/MPic10o+EMx9lDS+HB8Xzzm4f273Lx+nevy7RbPAqLk70iJgd7ya16+ql0vseA1n/cnFMEeKu/C5XdKMRIqvzH81PPLM6GERfovXrz4qePxj/LFx8fTtGnTf0yjuShuBKZOncr8+fOVQFAa8tnZ2dGzZ09mzZol2m3cuHFUqlSJGTNmiBYDMes/L7KbmZmxatWqvBGqa9euCAwU6zZq1CgqVqzIpEmTRIuBWHWfV7mNjY1ZvXr1vxNKGPJdunRJKaGYTmiGfGLS9n+TVSBenoZ8hWcpkSFYelI80RFhCE5+si0skncqNm0R96REApFhGdiHRb1TXmA0JZbwUOF6KDEinC7Pol+eJyUKlVBpvrj2bo1OXUOEMaps6zCMrTdVu362WAmVHBPMoSmWGBubyrA3MGvHuL8eEJ/5nTcu4D7LetdG20jQjSFtBs/leojYbCQyKFU0CPVyF5Y1GjLwzzvEvnvHO2GLTyQ5TbUfDkVJKGkE2wfUo3xpO3Y/j5Bh/3jvJLQqWDDzZBCpab4ssqyIjvkITgQIuvHhj2EWtOi2HK8YVdqxZPURhftfJAgVfc4Zo7o2bPctXLBESag0X/bMH8OqI8+yzbxibjDGpAxGYw4R/Hw3lrX1meOpsPTys200q9qUKSdeaUyPMqus0rR5YQ75Hv3RnzrlK2PZcwgjR45k5KSFHHyqYIypIp6JklDvwTbBayMWFbVw+PMJ755upXEtIxZdT8xO6buHNlrl6LLujkqNl7MLUHh7RaCHesdRx+YU+9mcMXOWs2LFCpbOGI1Nz35s8gxQKXIaQkGC/3EG6VdFu90SHr8DUu8xxaQ0xh03kRGCLZKTszpT8hsJ7VfcFJ2TYREgVCqRrx5z67FizNaXuNhooTvgT0JU+BoldkLF+h9lkHZN6hiO42JQli2llIhHhxhuVI36zZrRrJkd4yY5YmPRlLHbvDTuG5lNvhoN+VKJj4sl5/xDENsG6FLKcjL3FdYyKOjuSryESiXomDM6hvpYjN5BQITiZEMS76IiCPJ7zqN797jn5UPE0710NmrMmN1PlKfXC1pJhZx/EeihAtjYWxdTh62EZoElfYSztS4Nhu3kraaHykKlwP6jzy+nhZkxDtu8lZ+Rfp8ZptXpOOem/Np9V1uqGnfloI8wJhTXrwgQCp4dXoCtXUemLXLF1dWVpTMH0a7XGP66F6NSbYmxh5KGX2Vsg+8pqd2VJRu3snXzJpkOXF23cvK2H0lIubK+P411zBjn6orrigl0aGHKkK1X/9FNXqWKU+HDigShBDxibm9j6oiBDBw4kEGTFnMhUIUoZT5KjIRK97/KhoXjcRwzkiGDBsnwF3QwcOAI1rl5yycdvPdNYohwftBIXE9kBLBWvYYK/4lFhlCFDxWIkVDqgHtRKoOGUB+hLQ2hPgIskSb9KEJ5eHiIFKYMsSMiIjQRDEVdA/5d+IkTJ+Yt+kanTp1YsmQJV65cEe126NAh9PT08PT0FC0GYtZ/XmQXAhMuXbpUiXlK36GyQoJmr3qTtfqNeP4VQ4KKGQeN7B+u83kOCSrY8ol9yBceHq4JuKbU9mpOKCKQ5yGfQCh3d3fFe0W3HxAQgLm5OSkpipYCooNBI/A/IPBRkxKFGnAt4DSOA+xo3749HbqNYO0Vud3EP4iXv5fEPMv3/NBketq2l+E/dObfvMkF7dtzq+nQIeN6h9FruKN69eQqUeEcFglCJd37g4H9BuP8uxsnT55g/Vgrfqxuw/ILql3qV5yESuXRrtE0rmrAuD+OcfLkHmZ0M8Zk6BLux2bYfYV5LMDCWI/+y09y8uRBpts1RtvGBa8IFdqFFQ5/lJ6q/oSSRrBvWCPqtV2U6R4ApD9mTkcrei26qNKwk6IkVNpz1vQ1o8eM40RnVp/wM9OoVdeUpdcFy+QAVtproztqR7YD4otdtNJqyIidj+QryyrVvE/0hPoTKsyD/g3N6L3Zkyc3znPk8GHcTl/lRaYZnyrbQFESijSSk5IVAqvBi92j0TXpwLaHyRCwk7a1KzP+kGKgan/WtK2LYb9tBIssno36E8pnL/Z6OrQePInpwwfSpVMnrC1b0W7sBu76Z/nkqKa5EyehsrGNe36e1QvG07RmFawXX81wzbi0gFrVyjDmsCKh3rC2nR4/t3bhtQrda7JLWnh76k+oF270aCChuPZwzmUtchR9gSENa9JksnvOKHoFjKPYCRV1by9jRoxiYL8edO8zn5P3I0m7u4Ta1cow+pDiLIQfa9rpUaKVC69V2+YVcA349+zVn1DP99GpdknaLr2s4P0ZxLaB+pRtO4OHKlytSuyEklenuIv0r/EVOsN3E/R8P21rV2LikazWTkgVyAZrXXS7uRIksi8M6k+oBC+cLWvQavQesgcVr1nTsz7Vuy7npQrH6KIkVJoPm0fbMXGLwoIr0qfMaq9DvaE7CUkIYnH7WjRyPiXnGyEn6KbfgN9cbyk0gtmXP+U99ScU6fjsG02zWo2Z7XYLHx8fvNyXYtmsJVOOvFapi7UoCSWN5dCEFtS2GYeHl48M/+sHZtOiQXOmHc5YJixg7xhqNzBm7hHhuje/D7eikrkjngEi656AIkAooT1LJfDkYjpbmctMfyxa2DH54FOVT8mKklBCgPfUJK5s/A2rJo1k+DfqMpSdt2NIlU+xJnB/10QMTITrFhh1mcyxJ+JzfxdqahEhVPYgQSqVazH7pIr2xEqobHil/DP+wvXs1GLcK3KEKkwlaWz5ChP9ovHsjyKU2K3NIyMjNQ6GRaNeF1op82xtLvhDGRgYYGVlJdpNCAdaokQJWbRzMeOgkf3DHMizP5Tgsbtw4UIuXLgg2m3//v3o6urK/MLEjING9g9zQIjymSePXY2DIWiGfIU2kioyD87zkK/wom/E4XP9DHt272Z35rb3oBunzpzE89ZjojQfdlVS2dJCbnF8v6CDvXjc8ld+ZuQzjsiu7+Hgpacq9QJQLkzhnfmoSYnCcTAM5tTaaXTv2hWhO+3avSd2rXWRSCQYjv4DP43pUYHXnvjXF5jZTgujtl3o2rUDVi1tmXX0FlGZEQylQddw6W9K1UaCjjrSwKAlQ9deISatwIumdg8oAoRSxuzSvDbU0R3O8UAVdk+IdKHL9Dds7F6JGqbTyFrZ3GuDHb/qWbPzmRCjK4HT05pQsvkQ7mfGXAvaN46KlS1Zcy3bWExZi5/mmSJHqNDTs6lbrSpTD79VuUZE+WE3PYxbJw5x7UWsHO+Yq8swNDDD5VICvPPEwaAq/f54Jb8OT5nZTBeryUeJzuzFFC5+0rtFi1BJPiy0rkI1+1Wonk4i7aEUqr80JYGoQC9W9DamQc9lPBaCFt5dil618kw4GqmQMhDX9rpUaLuUNwqBDRUSfLK7RYpQUacmU6F0ZYbs8SsUhYiyh1JAOvT8cpqaGFC9hiED1twgNkWK9MoCalQrw6j3+EP91HKBxh8qEz+lhS4Lb5YvS6MJ7B2sR4V6o7lVSEbMYieUrIeKiub1tY20L1+RrsuuEPN4Iw2rf6CHaqfpobJqr/oRKvkyI3QroTvqSI71DbIKrIp/URIqPYw7pw9z7Um4gqvMKxZ0rEa1PhvxC77LCCPNO1RW/Ss6Qz6f7bTWqsfQXc8oLINmcRLqNYutfqFKr63Iw9u9PYKdVk1sllwliVTOT9fM8hU5QkW7T6Tar4bMv6r48pslhmr+RUkoIMT7FNOHWtKpU8a3wA6dbRkydzd3AzNnHDTfoeQVsMj0UInBT7l26QavowvpBUqs36Eyq0pawFWO7MuwVtl3+gbh8iqUuaOxlJABUWQIlVt/hXEs1h6qMLAuqs/UEOojNKch1EeAJdKkeSaUjY0Nly5dEilMGWLHx8cj+ERpfhoEPoTA1KlTmT9/vtJlpWlzOzs7evTogbOzs2i3sWPHUqlSJaZNmyZaDMSs/7zIbmpqyurVq/NGKMHaW2CgWLeRI0dSsWJFJk2aJFoMxKr7vMptbGycN0JphnyQkJCgGfIptb2aE4oICMTL05Cv8E2PID46nJCQEEIjYrNDpyhKU8D74p6USCAyLCQD/8h3ClYTmaCnxBAeKlwPJSapsD69F3AFyEP2eZ6UKFxCJRN8fjEtGptiYWGBsVkLflt7DVV/khIroZKj33JgsiXGJmYy/A3N2+G4/T7vMl0z4vy9Wdq7NjrGFlhYNKTNoDlcC1ah52ceKrqqkhQJQsXcdqV53Yr0WHcTYabtzblFGJevz5Adj1S6drYoCSWN4E8HPcqX7sIen0gZ/k/2TUargjnOJ4NISfVlYesK6FiM5GRgPPHxL/hzeCNadF3GvRjBAVFcvyJBqAvzrChdwx73gEwP3cRnLGhbidrd1uKrQn2JklBpvuxd4Mjqo8+zl76OuclYkzIYjT5E8PPdWNbWZ65npruuoI9nv9OsalMmn8hY+1yFKir0RxUJQgUcn4F2pRpMOB6SAdjrfbQrVYpm09yzDTZVAKUoCfUeXOPvbcSiohYDtj/l3bOtNK5lxCJZeNDMxL57aKNVji5rFSJ2vCefT/FUkSAUxHDz4CTaNW5L586dsWzbgt5TD/EgRLXjdA2hIP6NO4P0q6HdbgmPhXgAqV5MMS2DccdNmaOFCE7M6kzJbyS0X3ETkcVbKwrBAqQ82DebfpZ9mb9tL25ubrjtdsWpV1tGLT1BsAonlMROqJg3bgzUqoFWQycuvc2K9Skl8vFhRhhXQ79ZM5o1s2Pc5HHYWjRj7DYvlb7jqkOPp/49VPQtRjUpRtXuGwiQIyblikt7iv3cjm0PVdcGipdQqQQdc0arQT0sxuwiMFLR4j+Jd1ERvH3jwxNvb7zvvyTy6V46NWzM6N1PlKfX5Tr8NHfUn1Cx3kxsXZLKtqt4LddBGudmteLHMp3Y+SyrpZRfLLAdsRIq+txyWpiZMOD3+8rYpt/H2bQ6trNvyK95b7ClqnE3DvqIL0aU+hMKeHlyBV1qa2PntID169ezbvYoWmnXZZTrRVTpbihGQknDrzCm/neU0LZnsesWNm90lelg/frNnLj1miSkXN0wgCY6poxdv571y5xo38KModuuqTSguJzNhbxTJAglYBTrvZ2Zo4cwePBgBg8Zx9r9T1UOnRgJle5/lY2LJjDecRTDhgzOwF/QweBRrD96Xz7pcH//FIbJzo9m08kXKteNujywyBBKHQATI6HUAfeiVAYNoT5CW4IdYaNGjT7iDk1SsSHg5OTEggULlMRW8ocSbPnOnDlDbGwsERERotwePHiAYJ4fHBwsSvnFqvePkXvYsGGyOGq5GaVEqC5dujBv3jyqVasmi3whRL/QbBoMNHVAuQ5s2bIlN59QIlRWSNCWLVvSokULUW6CpftPP/1Es2bNRCm/WPX+MXILHt0bNmz4d0IJQz6xB62Ojo7WBK1WqiqaE4oICN7ceX6Hcnd3V7xXdPsBAQGYm5uTkqJoKSA6GDQC/wMCRWaWz/+MCw6drbG2tsZ+6FQuZhqe/4Ns+X5JzNPmzw5OpIdNBv5DnHfx/vgnMVzevJVNO+9qQoLmqn1K71CF57Er5cHfk2hWoQx2M//i1KlTuE6wxqrTJDyDVRvNS5yESuXhzlE0qmrI+O3HOXVqH87djTEevBjvmGzL5PTkEK7+OYKK31aky6wz8g++uerVJ3+o/j1U2nMW2dTGrM+GbFu+yMs4WjTEesZpVGktJkpCpT1nTT9zejqfIDqTDuFnplO7rimLr2SED0iNfsWafvpo16nAt59XpPeSi4gszpq8oVB/QsVdYbiFLjZLLisszBLAxj71qdV1Jb4qDIwsSkKRTkpySo4QQi92j0bXuD2bvTMs/aMfHmHm0K14vT7LWHNjbGaf1RBKTrGMHTUa8oXwe38ddEwncSfTAz7d5wAdqkko02EK9xQ8r3PJkO+H4iRUNoxxz8+xcp4jTWpUof2Sq9ku8VlJoq4y1txIQygXlyxE5P9qRCgIubsPh7o1MLMdwKhRTkwYOIDWTQxp2mMJT1S4DojYCRV1bx9jR41hcP+edOs9l+N3g3PG6gq7xGgzDaFc1J1QAs2TfT35Y+UylixZye6jp9k6qQuNe234wGyTvGHI1x2xE0oOZtxF+tf4ijoDf+et4pBbQ6ii4AIfx/nFQxg6/XC2f03sRQY2riZ7r1JhB4UoCZXmw6ZRnXDafBs51tKnzGyvg+7gP3irONGqIVRRIFQaT/4aTP1Sekw7dIfnzx+ye6IlNSz7cfyNYvMobz8LbEeUhJLGcXhiS+rYOHL67nOeP3/Otf2zaGHQgumHX+SYrCDUkyH6dWk97bRmUiJXLVSrdyikKTzYMYr2zSxo3LgR7XvN4mK46q0VREkoQJqWxNVN/WnTpLHM9Kqx/TB23Y0lNfszVEb1ibrH4t/64LjpZnZvlqtifeqH6j9trkYaECuh1EgFal8UDaE+QkUaW76PAEukST+KUGK3No+MjNRYm4uUKHkVe+LEiXmzNhf8oQwNDWnTpo1oN8EPqkSJElhaWooWAzHrPy+yV61aVbYqVG4CKk1KdOrUiUWLFsni7AqxdsW4HThwAF1dXc6dOydK+cWo84+VWYjyuXTp0tx8UvbY1TgYIltHonHjxkpgaU5oEMhCIM9DvsJy34j1fcVTnzAlu7GYl9fYv3sXu3btwe1+cJY8Bfov5lm+1OAbHNv7N7t27ebMzTdKOEc+PcHeXYI+/mb/xScaf6hcCCkN+QqDUCkBR/nNtDl9ZpzKtpJAStjd3+nVpgEmHbrTvXtLqjTsxqrTBR8pSqyEivf1xLmtFsbW9nTvbotVSxuc3W4SJfsOlcQT9830NapKk+6CPjph0LAVQ9ZeJTrTmDlX3fqkDz9qlu/YsWOqAUOawp29Y7FuUAqJpCR9V16Rf3lPj3vE3E41qDVwE+Gy0qRwbUp7ShiM5EqYoh1M/hdVlIRKf8PG7pWoaTadrJXNvV278KueNbt80uDdOXpX/Bzzge5y3zT/7cMoX9aCFZdCclpS5L9K1C5HtSRU9INDOBhbM2nZFDrU0aeri6ecUKGXFtJMx4iltxXMjiIOY19DlxF7CraXEiehwrh96jDXX8bKK2/M1WUYNjBl/oVYSPTlgrs7T6Pkl+HxZpqWr0CfPx5qom9kwlKoQ77kqDc8fhAFKV5MbmKCzZxzmYRK5+mWHpSt04SdzxUUmHKBoTWqYDLttMLJ/N8VJaEUYJQmxxMZcI/lvY1p0GspDxLeNyKI5sQka8ro9uOYT3xO9w6FvD7VXbXsoeRgh16U+dfYzs0iVBqP19tRTKsRfzyWp4KEs/xWrSp6TgU7JBU7oULPL6epiQE1ahgyYM11opNzEyqK4/O7U7WEPhP2i693EmpkESPUv/VQZxRYlv+7YicUKQnERMfgd30j7ctVwM7lDLFZBrIxL9jh0hudKhZM2KYxjs1d+wp1yCcvjFIPBaGXF8neoZbcUphCCj9Mlxq6jNyreYeSY5dfO+lh3D55kKuPwxXeh16yoGM1qvRcg7/QSUXexaWPPj+bDGTLLcWXqfwqRNHJR+17qFGmDRXeoUAa95h5nWtQY4ArYTKck7k80ZoShqO4ppnly/+al/6aJVa/UKXnVvmqRwQdobNWLWyXXSeNCE6Naol25xncyloWKf9LUWRyVG9ChZxnSH1drGackc/yCciGe22nb9sGGFnbY2/fnMpGPVjrkR0wtKDQF+uQL+T+aWYMs6RjRwFve6w72TJ0/j683iYTdWMhdb+SUKGhLf17d5NdF9LY249k5+1gzbR5ZmVUjyFfShTPb9/ivm+kkmJifW9yaP9e9u49gPvD0ILiUI58xUooAYS0wGscPSDgvZcDHjeJyEQmIeAB5z3PcOLoQdk14XrGdpz7gXGaWb5MnNSDUDmqc+EfiJlQhY9+0SiBeg/51AxDDaHUTCFqWJw8E8rGxkbmsqCGMqisSPHx8TRt2lRlz9M8qOghMHXqVObPn69UcKUhn52dHd26dWP69Omi3UaPHk3FihWZMmWKaDEQs/7zIruJiQmrV6/WECovYGkIJd7GNC/1Q0iTZ0JphnygGfIpNbyaE7kQyPOQrzD8oWRlTUslKSn1g9Ov6UnJJKfktinLJWU+HYp6UkIaT0RIMG/fBhP1TsHSXwnbdJIS35GktGifUsJP8kSeJyUKhVApT1g7eAQTlnjKfW0UtZAa7sH4NsNZ5/FS6TuVYrr82hcroaQJIRyc0gpjE3MsLEywsp/IsdcRSl7UAs4h5xfQuokVa66o5ttgfuk2v/JRW0KFPj2Ci4MxEsnP9MwdwCv9HS9ubGZQ4wpIJPVwuaDskp1fACnmI0pCSaM4NsmE6lXt2PMqloSEYA5ObkL5pgM5HahgTyl8/A2/xpSmPyORNGbtlbeK0IlmXy0JFe97kTEWOjSzbYXOr7XptVgxIl4yfic30KW+Pu06mlPhh8a4nH9/xNf81qIoCZXmy575jqx2ey7vkeJuLKeBvhFzzkUqQBzPhR1j0CtbhSq1WrHykmrW+VAogFrsqiWh4nyvsvcPLxKTvZiaw8FQwCyJV5dPc+iYP4Tswbp6M6adeKUSMEVJKCVkE/GY3xGdFkNwD0iSX426e5BhvWeydMccOjU1ZsFZDaHk4MD7lxFT2ZoSWSV5j/tG1iXhX3pvAy2rNmP6SQ2hFHEpqP3wq5uxb9eEyr9Wp88WBQ/PRB/+GNGGyX8EEPNgFU0bGuJyTkMoRT0ofdgtlEmJfyFUmperhlCKWivg/cSgBxw76s7uDVPpYNCWOfseIU1P5d6W4TTvPQ/Zm+yt5TQzMWbpZcXhYAEXTI2yV8shnxwfDaHkUBTajjSRyOAgot4pTECkP2JS45JU6bMRv9e3mNbejql/Xebps8fc3DEOQ11dHH+/Q2Siwj2FJoBqH6wh1EfgLcp3qLTnLGxfnaZOx7JjPiVeZ5hpLSwmHSU6NpGgYC+2OHagWdOmWNSvzk8//kh1/ZEceia+Xkq9CRV8FgftmjSbcuq9K5Gm3V6BYfH6OLr5fAQt/ntSURKKdLx2zcTavguzlqxl7dq1zJvUF2u7sey8neEzrYho9PlZ1KtVk5lnNO9QirioxzvUu1ccWbeGP8++kE/ZKhYyPeg6mxZu5NSzLHc3xav5vy9OQmXgGHpxFeOHDWLQoEEMm7WBex9wd0967YnrmjV4vnqX/wooAjmqdw+lZgCKmVBqpgq1Lc5HEerUqVNqK4gqChYSEkKjRo1U8SjNM4ooAk5OTnkLuNaxY0d27dpFeHi4aLf79+9jbGxMUFCQaDEQs/7zIvuwYcNkcdRytwdK71CCc6FEItFsGgw0deBf6sCWLVty80nZUkJYGqp+/fq0atVKtJsQbO2nn36iRYsWosVAzPrPi+yVK1fOW0hQwVJCCIUp5l90dLQmaLWYK0AeZJ80aVLe3qEKxfQoDwKoMklAQADm5uakpKSo8rGaZxUhBD5qlk/lxrFEc2nTFjbtvJvzw27kYzY7taNdu4zNdoEbkSqwchHztPnTAxPo1iED78EzdpJ7nd5AjxVyfbQbuZKbwVlRBIoQG/KhqGpLqPTkEC7/Pozy31ag6xwP4jOFTXrryQTTOpi2Hc/eM2c4c2YzPY2NaeG0n5h/8szOB7DESahUHu4YgUUVQ5z+OsmZMweY2d0Io0GL8M4MvRF2eh6mRnoMXCXo4wgzuzRBy3o+98LFRyq1JFRq5AtW962HjnZFvvuiIn2XXZavbR58aSmdza3Z5p2trJebe1G2fHO2PM72z8kH/ihlIUpCpT1n7W8W9Jp5Uh4sIPzMdGrXNWXptQTAnxVdtKk3ehfygfDLv7HUasiIHQ+zzymh+WmeUEtCRT04wsxh27j/+iyO5sZ0lAdcA2laKqnp2WQS1OK1wo4y1W3Z9zK5QLUkSkKRTmpKzkVyfP4eja6JDb8/SoaAHbSpXZnxhzIiHmcoIIC17epi2HcbwSoYiheo0j8yc7UklFyGyCuMMTciO4Kh/Ip85+0NV9qWqI7lknMF3hqKk1ByqIl7fo6V8xxpUqMK7Zdcy1gY59ICalUrw5jDioayb1jbTo+fW7vwWujERPRTb0L9iz9U8OUNtPzpV0x7rOW5fLxRcNoTO6GivfYzbowjQx160a3nHI57RZB2dym1q5Vh9CHFVY78WNNOjxKtFvA66+W34NSiVjkXUULFcm3baIzqmtN3+l5eFOxIT64wsRNKDkTcRfrX+ArtYX8T+Hw/7epUYuIRRYv/QDZY66LX3ZUgFTR08nKpwU4RJFQ8tzcPpFb9Rkzc/UIl6/Fl6UmUhErzYdPIjozfdCvbwVD6lJnWOugP20lo4luWdKiF+YwTWTBB8HHs6zWg/8bbFOw0UfYj1WVPvQkVcp7B+nWxlEcwlBJ8eyWtSpWn/fwTPH7lj++L5zx79gyfFwHEpOScrMhvkEVJKGkchye2oo6NI6fvPpNhfXXfTFoYtGDGkVeyFX0D942lTgMjZh0Srt9jy1BLKpmP50KudfvyWx/qmJ96EyryLkv692X8lqzWMYV7fw6nYQMjmjRvRYtmTWjSJGNr3cGJk/4FO6UkSkIJq0ulJXF1swNtM/Fu2nU4f9+NJXu15UQe7p6Mkbmgi8aYdp3G8Wcie3nKZLd6E0rNmiCxEkrN1KDWqikOtQAADjFJREFUxfkoQrm7u6u1MAVdOI0tX0EjXPTz/yhCeXh4FH2J/w8JIiIiNNbm/wd+Yrh14sSJebM2F/yhDAwMsLKyEu0mhAMtUaIErVu3Fi0GYtZ/XmSvUqVK3vyhOnXqxJIlS7h8+bJot0OHDqGnp4enp6doMRCz/vMiu+DZvnTpUqXOWMkFXvCH0gz5NEM+pZqiOZEDgTwP+QrLwTDm1UuePA/NtS5fKi+u7mfXjh3s2H2CFzE5ZCqwAzHP8qUFX8dt90527NjB30cv4ZeYC+aIJxzYs4MdO3ay1/NRTv+1XEk/5cOPmpRQtYNhir8b/Uya0WfGKeKytCBN5M42R6zq18WmRw96tGpKu+FzOPei4L97iJVQwV4nmNRcCxNre3r06IFlIzNajtzBs8zFLtMDrzDfwYwaTXrQo4cdhg1bMXjNZaIL9rNgVo1Qq3/1JJQ0hTt7HGnfoBQSSUn6rrwi94eKvLWBlqWL47ApM4RN6n1GNilF/YnHSCjgULuiJFT6a5a0KUVlgxk8yKy66fc3YVG2Or023iORRE5NMOdnwz5czWzTArYPo3xZC1ZcDlGpaZg6MEstCRX94CAOxu2ZsnwaNlr6dHXxlBMq7s1NTp+4RLDcOzeZfcMNqdhndYG7wYuTUOHc8zjKTd/Y7Poac4MxxmVpOOoAkUSx2LI8te03yR0QebiRJuXK0/fPh8jVlH33J72nloRKjvLn6aNoSPFislIEwyx9pJEQF83rUy400zNmwtEMu7KsqwXxL0pCKQEp5eme8dQsa8Gc04GkkY7PX8PQNmnJuksRRET44zbNnhrVurHzUZTM1k8pi0/4hFoSSo73P/lDJTxny7TumNavyc+txnHhUXSuiQt5Lvm2oyFUGk8OO9OweGVsp7qRtWRE8tsnHFw6lKYGFlhYmGJqO4gNbl6Eq8itJt8UnA8ZFV1CkUZSQhyxcSEcnmhJjSq27PEvWOcbURMqLYxzB6Zg9Ks+PcfuRR6sJvYu06y0aGSzgntxMcTExOJ7bhE2WtXou+Fmgb/X5gMH8jWLIkeoOL8bnDjiwRvFSb3ri6heqRbTziiM8/MVpozMREuolECOzmrDd9qtGLf/aQ5k0885U778LzidVfR8imJrB12+MXfmlaKectz5aR6oPaFGmTbEZs45+aRE2OUF1C9dnnHnsnujBys682ud3hwLKth5WnESKpEH6wZSz9yebQ/eg6+fG53qFKPJUPfsTxsBB+hV7ScMHQ8Sma2mT5NBuaRSb0KFnGdofV2s5A6GQFIwnttn06NzS7p27UrXrja06zOWLSfuU9AhvsRIqPTXbvSo/RnFKjWiZ59emZgLuPdlyb47vCOVl6d/x8GkKo1l+uhKmwaG2A5z4c5b8b1EqTehUqLxuXuHB6+jcn3PSOXl1UPs37+f/fsPcOmF/LNvrvYifw/FSChptB+3r53lzMmjHJThLWAubIe5+vit3C0+2seDw5nXD7pdJSC3JUX+qkJtc1NvQqkZbGIklJqpQO2LoyHUR6hIQ6iPAEukSfNMKBsbGy5duiRSmDLETkhIQPCJ0vw0CHwIgalTpzJ//nyly0ruG3Z2drIXUuEGsW4jR46kYsWKCDGAxIqBRu5/rv9CyNjVq1fnjVCCpbGzs7Not7Fjx1KpUiWmTZsmWgzErP+8yG5qapo3QmmGfBAfH68Z8im1vZoTiggIPXiehnyF5WBIagqJiTmjPygKgDRJVtFTC9h1Q3imqCclpO8ID35LUFAQweGx2XaTaYlEhgTLzgvXgoLeEhIeSXRUODEJKRrj2MzKqvQOVSiESnnCmsHDcVp8/gMfbVO5saEHDduMwPNtwX+SFyuhkqOD2D+xJUbGprKQqA1M2zDmD2/eCb4ZYZ5M62wpOy+ES7Vo3AQjnaqULFWZcbufapZiVhdChT45zPz+RkgkP9NzyUW56ZFi7/Tu9maaVPocSZUhXArVEEoRm3zbl4bzx291KV+mK/teRiPMdD47MAXt8mZMO+pLijSN5MRE2fmExGRSoh+xzKo2ZZrN4F6Y2LyhIM/T5qrsoeJ9LzDGXIcWHVtTt3Qdei1+D6GSfVg13p46FUpT1nwknsEaQuUbiRQzSvNln8t41h7zyR7mxdxkrHEZDIbtIkQxLanc/7MfdapasOG2YjSOHIk+6QO1JFSc71X2/uFFYooXU9/rYJjM079c6D56M5tX98C8VT9OFrDrhlALxDrky82A+LuumFfQov/WezkWY0kOPEW/+qWxcHb/wBA9d06f3rFaEkoO8wccDONeHGR6ty5svhaN74Ge6DTqzakATQ8lx60Ad975HcVBtyp12y/jUQ4TyniurezID5Wa4npHfEaxWZAXOUKlx71m24TOdJx5QGYw++bPrug0/Y3zihEps6TL53+x91BRrw/joFUTHZOJXAnOGetTGn2faeYl0e6+ERUMFvJZs/mXXdEilDSdIM/19Gw9gPWeD3j2+BFHZltS3dCGrRff8K6Ap87FS6gUAo5Mo3b9ejQet5vg96wPFnF3DcY/1WDAzszVqPKvjhapnIoWodLTSY8M4cnD48zu1lwWG6ph7V/5/qcymFkv5W5iwTJKrISKOruU5mamDNr+6AOVOx2fvaOoWa0VG7wUPXc/kPwTPq3ehAo+i4N2TZpNOZXj5VdRHw/WWVG2XifcA97jTaqYMB/2xUgoadhlRut/SwmtLrisdWX9urWsWbOGNWtccb/hm/k5I45TE5vyvdYALorM5T13tVJvQr3z5eiGtWw/9zJ7yjaXBKG3drJ84158Ygu2dxIeK0ZCpQdcY9OSSTiNG8PwoUMYMiRrG82GY1le0ok8OLKOhevdeF3wc0O5aoB6Hao3odQLK1ESSs1UoPbF+ShCnTp1Su0FKsgChoSE0KhRo4J8hCbvIo6Ak5NT3gKudezYka1bt/Lq1SvRblevXsXQ0FAWCV3MOGhk/zAHBgwYwOLFi5WaBSXjWCGCoY6ODhYWwuqg4tyMjIz48ccfZYagYsVAI/c/1/3y5cuzYcOGfyeUYMvn5uZGWlqaaLfXr19jZmYmMwQVMw4a2T/MAcEJ1cXFJW+EOn78uFJCMZ0IDAyU9c5ChdL8NAi8D4Fx48blnVCqDrgGSTxyc+OA+5Mc7hsxry+yeuRQBvT/jd9+E7b+OG6/TrL0fSLm3zkxTptnoRd8aQWOg/rL8B4wfgknfXPOj8fc2o6DTBcODHbZw8uCXnU0q2Bq9i/M8i1YsECpVErvUKp038goTQrPT85B75ca2DufVrBejuPCku6ULdecqRs3sWmTsG1m5+UXpGoIpaTI//9EOnf/mkbrynXpO3etDG9nByu0m47n2MsMqwif40vpO3gCC2S6mIOtsQ51+6znWVTBfxv8/+XL3xyEHmrZsmWywNU+Pj7yzAuVUOnxwewYb4FOtZJIJGXou+Jydg+V4o9rbwsa9Nur8mBeouyh0p6zyKYWLQb+TWhW9Qhyx75mWVrNPku01IfZ5rWwmnsz6yopF+bSoHoH1t2S3yG/9qnvCIRatWoV7du3R5gVzvoVKqGivPYztss8Tt3az1CjhnSedz6bUJGPmG5dAWOHddy6e4c7d+5wP1A19i6iJJQ0ieiwEGIVPTJCPeirW54WM88SdtcVkzptWXcvED+ZPu7x6FUgkVHxJKSI711TINTKlSvp3r07N29mNzKFSihpeiqpgi5irjPOwhibudnRNxJeH6LzrxJ+qGFEy5YtZVuDXhNwu/VGvs52VquQ3/+iJJQSiKEcmNCW8tV6sNcnhTg3R7SqtWHcigWMsMzQh0Hr3qxwe0hswZtXKpWusE+oJaHkoLzHwTAh8Cxzhk5h441webJHrp34X3tnE9pEEMVxb4KXnEREzZIq1MRqQ0sLq4RaIdgIsR6iKHiwVAj1JMVUkarVguLBtCehhzaCPYjWj1ZyimhQtjQGA6F+gWJBQ210E802jemm6V82pumGUBJptmyYWVgy7A6Pmf/sL/uYffOGabTjucI5DChQP/Cw04JN6+vRM/Iuk9Ho+8gZbN6wDjWtLnzNjsi3J52oZprRNz5DXNajigMqR5GskHp5AzuYGvR485aQymqUp0g0UOFxdJ89CKb6OAYevc/thjI1fBrMlp246Zf5hDNuWHdvRWv/a+KyHlUcUD8Dw7jceRWvZNlBUt5eVDF1uM4pO1dLLFBhDt1HDdjY0oWnUzJwAMT9fWjS7cK1F7LdI6dHYTHoYLv9RnE3vDx/leWzom6gwl501O+B5cqz3KSEMDmEFoMOJ+9MIhaT9nQN4f45MwwnbuGLwkt2iQQqPY0H9n3YvteOsQ+/gFQiq7uARDIFLEQxeEqPBnMvJjLjEYNvoB365naMflybyaLy4bB6S+oGip/AJasFbf3csuuwKCIcHEPXsbpMGBDLNuLwhSG85ZXf4YtEoNKfHqPNtA1V+gbsbzJlNWfBsgdwfpBDDIAY+4x7F4+glpWus6g91IG7/nDOLVz9Y1o5FtQN1GIaYvIPkmLhB0IxHgHP8+D5CGbzP9orpj6JQGFhHnNzccwKvxHJ6C1p/k93ITG/POmQTiCavR+N57uFig2ICg2rGyiVCUYkUCobA7U357+Acrvdau+Pou0LhUKZpRuiuEavREV7Q40roUDJQFmtVng8HiXaUDE2JVdHSohPD6rASgo4HA44nc7ikRI2mw1GoxFms5nY02QyQaPRZKIzSNaB9n1lBrRaLVwuF6QdP30+X467gtAjyd2RYpM4jiP2lIIdg8Egsf0neexL7XsgEIAgCJBeQFJ56SgAaukG/aUKUAWKKyBBJV+ISoEqrhmtQRUoWQEKVMlS0YpUgeIK/AVXuosaVEJw+gAAAABJRU5ErkJggg==)
1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 3, 4, 5, 7, 8, 9, 10, 12, 14, 15
1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 4, 5, 6, 8, 9, 11, 12, 13, 14, 15
1, 3, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15
O diagrama de dispersão ou correlação usa de um gráfico para visualização do tipo de relacionamento que existe ali entre duas variáveis, sejam elas quais forem. Ele serve para aumentar a eficiência de métodos de controle de processo, detecção de problemas e planejamento de ações de melhoria futuras com eficiência e pontualidade.
Foram coletadas amostras de dados de idade, peso e altura de uma comunidade de uma pequena cidade brasileira. Os resultados foram:
![](data:image/png;base64,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)
A partir destes dados, o pesquisador quis averiguar se existe correlação entre idade e peso dos habitantes daquela comunidade, e obteve o seguinte gráfico:
![](data:image/png;base64,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)
Analisando este gráfico de correlação, você conclui que:
existe fraca correlação positiva entre idade e peso
existe fraca correlação negativa entre idade e peso
existe forte correlação negativa entre idade e peso
não existe correlação entre idade e peso
existe forte correlação positiva entre idade e peso
De um total de 1890 entregas realizadas por uma transportadora, 62 apresentaram defeitos/problemas. Assinale a alternativa que traz corretamente a proporção de defeituosos (p) e o rendimento final (Yfinal), respectivamente.
32,80% e 67,20%
15,90% e 84,10%
67,20% e 32,80%
96,72% e 3,28%
3,28% e 96,72%
Na quarta etapa do DMAIC, improve ou melhoria, é a hora de propor, priorizar, testar, e executar soluções para o problema analisado com base nas causas raízes comprovadas na fase anterior de análise do DMAIC. Essas propostas de melhorias serão implementadas sempre com a utilização de um plano de ação e verificando e acompanhando o impacto nos resultados obtidos das melhorias implementadas.
Logo, existem algumas perguntas para serem respondidas nesta etapa, tais como:
I - Quais são as ações de melhoria?
II - Todas essas melhorias que você propôs são passíveis de serem transformadas em soluções e implementadas?
III - É possível fazer testes para saber se essas soluções escolhidas não trarão efeitos ruins e indesejáveis ao processo?
IV - De que maneira você pretende medir os resultados financeiros após a implantação do plano de ação?
Assinale a alternativa que traz de fato e verdadeiramente as perguntas que fazem parte dessa etapa 4 do DMAIC, o melhorar.
a asserção I está errada e a II está correta
as duas asserções estão corretas, e a II justifica corretamente a I
a asserção I está correta e a II está errada
as duas asserções estão erradas
as duas asserções estão corretas, mas a II não justifica corretamente a I
Se de 1890 entregas avaliadas 62 apresentam defeitos/problemas e cada uma tem 40 oportunidades para defeitos, faça os cálculos de DPU, DPO, DPMO e a respectiva escala sigma, e assinale a seguir a alternativa que traz as respostas corretas para DPU, DPO, DPMO e a Escala Sigma, nessa ordem.
0,0012, 0,00881, 2450, 4,30
0,03280, 0,00082, 820, 4,65
0,03280, 0,00829, 1300, 5,70
0,0280, 0,00088, 2560, 4,30
0,0012, 0,0005, 230, 5,00
O Seis Sigma veio para mudar drasticamente como as empresas e os processos são controlados, focado totalmente no aumento da eficiência dos processos e, consequentemente, na redução de custos e aumento da lucratividade empresarial. Podemos dizer que o gerenciamento estatístico é tão necessário para o cidadão eficiente como aprender a ler e escrever.
Dito isto, analise as duas asserções a seguir:
I - Não há possibilidade de tratarmos de gestão da qualidade sem antes termos tratado de gerenciamento estatístico do processo e gerenciamento estatístico da qualidade, é indissociável, e com o Seis Sigma não seria diferente.
PORQUE
II - Ele usa muita estatística como embasamento para o controle do processo e a diminuição da variabilidade do processo, lembrando que quando você diminui a variabilidade do processo você aumenta (isso é inversamente proporcional) a qualidade do produto fabricado.
Analisando as duas asserções acima, é correto o que se afirma em:
as duas asserções estão corretas, mas a II não justifica corretamente a I
a asserção I está errada e a II está correta
as duas asserções estão erradas
a asserção I está correta e a II está errada
as duas asserções estão corretas, e a II justifica corretamente a I
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)
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)
7,2344; 9,1255; 13,9846
14,9312; 10,3750; 5,8187
3,9850; 9,8755; 15,2349
5,8187; 12,8340; 14, 8755
Os principais métodos estatísticos para o controle e a melhoria da qualidade podem ser agrupados por tipos diferentes, a saber:
I - controle estatístico do processo (CEP): que monitora e controla características importantes dos produtos no processo produtivo;
II - planejamento de experimentos: é vital na descoberta de variáveis que influenciam características de qualidade de interesse no processo produtivo;
III – amostragem da execução: que analisa a execução dos processos segundo critérios preestabelecidos pelos responsáveis da área;
IV - amostragem de aceitação: é vital na inspeção e classificação de uma amostra de unidades definida aleatoriamente de uma população maior.
É correto o que se afirma em:
I, IV
II, III, IV
II, IV
I, II, III
I, II, IV
Vamos aqui fazer um exercício prático sobre gráfico de controle e controle estatístico do processo (CEP). Estes dados foram retirados de uma indústria metalmecânica fabricante de eixos para motocicletas.
Com base nos dados da tabela a seguir, desenhe o gráfico de controle em seu caderno e assinale aqui a alternativa que traz corretamente quais são as amostras que são consideradas causas comuns. O limite inferior de controle é 25mm e o limite superior de controle é 32mm.
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tq1apTq1YNqv38DV99Xgab6SdICPegU31BEZ/xk44xrYYOo923EiTmY7J7KGk05xZ0kJX1i69/oWrNOlSvWFw2W/eL/jS8s3SSidkHCfV0K6ZCD/2zHtsDIc7DmfrCs8oP4EKU0JO600kYEjYaymWh+0nxZXUvXX76qhiVamihpaVF3XoNsGg+iaM+WZO4UqLu7KCH7pey8v1QphwVq1bkF+F9QvINzUefJP3dCVpXzWjxD0VKId2PzUMyGojvipWhep3aVCn9rex+/S6bCVQY4mZXg3RCLqzGuqbQ23zGj2XLUalyeUrI3ieK03HGadn7QvK5+VSWTVp8T7mq1ahVqzw/ykYlLdj88P09VNRJZ8oIOEiKUb5qdWrVLEcx2T1t+eul0EMlcWlFZ1n5mk85jNAmpD1YJetliusM5qKAf9Ah2tQRJozasCcgaxYvjdgbW+nY4DskX3zFT2XKUa7sj3zxnYQSjfpx4Gk86a8P0q21IXVq1KRajRrUqVmR0l9L+Pq7Jqy/5sebk5P4TlaWHyjT1oEBdmZUkEhoMN0D2eA58QnL+uhmYF+8HDW0alGplDDB8SWm/f8iLBvAHHv/mVBht3cyyEwP/abjOPY8pzGg39k1dDWoRz3rOdwKTyTmwVas9fWxHb0FGV3ir+Fs2xRD4wG4CVxM8+X3qe3R17dj87XsgYk09hk7VtlhYFCLmjVrUcemC/M8HmS2DqmEP7vC6jEO6NfRpmbNmmhpGTJhzt/4xgk1J4ZTf0ynUf261DFoguWk2Qxopo/poBV4KaCREvCYeb1aUlenDo3tRuB+3505lk1pajUJhXkVGWgfIlSq31EGmujT0LIXxwR5/NwZZaOP/qCtvE0FacglJjXTp/mQRXhlTrZJ45/iNrkHVrVqysre0Ko7q9yeEZWiyOJ0Qi5toW8TferUqomx/UjWzB+Jvn5jhi+/RnriNUZ3MkO/vhOeUcKQT0qM93lGWhujo12b9sNnce7eHkboG9J+0LocM685agEp+J1cjZ1pXWrXrEWz3uNYNWsQ+vrNmbjxekYFS0/i2Lxh1NPTpo5ha9Z5nmDf/EGY61mx9nqwfLSQI9/UeA46D0BPTxsd43ZsunyKv6f3w0yvPZtkQKTivXsyDfX1GbH+omzolf5yDz3169Oyx0K8hE4s7AJju1mgrz8Wj1DF90QpEU/2MWG4IbVrChjWxtRxJsezJkhS47l//HdG2LST4VuzVm3MLGzZcugJwmt2+rsHLBhlh25dLWp1Hs4ARwesjPX5beOtzAkHKeE3TzCotQHaWrWwG+fC+Vs7GKBfn45jtmbU4xzCZhz8Z0K9J69P/tSHCPXJC64RMM8IaAiVZ6hAQ6iPAEukST+KUMePHxcpTBliBwYGYmFhQWpq1ty8qOHQCP8eBMaNG5d349ijR48ilUpFu71580ZmHJuUlCRaDMSs/7zInuceSrCkrlu3Lo0bNxbtZmJiQvHixREcDcWMg0b2D3OgQoUKeXMw7NixI1u2bOHly5ei3S5fvoyBgQFPnjwRLQZi1n9eZHdwcGDx4sVKg8H3+kOJ3WM3NDRU1jspoaU5oUEgEwEnJycWLFighMd7CfVBB0Ol2wvwRPRLLp24n68+LHktrZhn+RJeHGXj8sUsWrSIpZsO8iDL9jnuGYddV8rOC9cWLVrMynUb2bppHce9gmXffPKK76eQLs/vUIILfKETKvkBizo3p1495wyLCxVrQKyE8vX8kwENatOiz3DGjBlDdysLTHqu5nZIGkR78/vsybLzwjVHpzHYaAsmOxWZdfzNB010VKw6lT2uyBDqjcdiBlpmuFZUa7yIbHNRlWElzu9QaS9xsSyNdqvlvMqC2mcXrStWpOPSSzL7u6zTsv/4q0wwqkObGaeQGazkuPjpHxQNQiV7s8i2F2NdXFk4qAl1my7MMLJVsX5E2UNJY3jhdRMfRRf7qKsMNyiL8Zh9OW3a0oLYPkKf8o2GcVWwLRThr2gQSvqOkDeRJJOG5ywbdJos4HEhKEuUhFLCOYkb6x2oXN6SFZdDcyx1EHZ9FSaVqtB/+1Olu8RyomgQSq6NeI5Paou2hlByRFS7k8j1jUOp/U0N+i/zzOkBnBbGvpG6fKvXjxMZLm2qLZqaPK2IEeqdhlCFVXESXrFz3UC0yzZm3KKzSu9OyQGn6V39FyynenxgQZXCKrhqn6sh1EfgLdohX/xzto0249v6XVh8QdH3LRu8QE9ndEro4XTi39zhs+/5FPeKHKHcJ1hRu9E8HhWCNsRJqFiuzOuCtkVf9j1XWKosB/7JeLv2p7JuNw75fyhNjhs+2YMiRyjNO5Rq62L6y0N0r/sNJSsZYd2+La1btaKVbOvAzL+uZw79YnGf0JyKZo5cz7XAiWpLW/hPK2KESicu5A0vX4d/cBmngoRUjD2UND6Mlz4PeeB9h+vXrnFNvt3gqX9kpiVEGjFvX+HjG0yCuDuo/3ddvoKsvuqXtxgJpX5aUO8S5bmHsrGx4eLFrHXb1FuogipdfHw8TZs2LajsNfl+AghMnTo1b+Fs7Ozs6NWrF7NnzxbtJsT+qVSpEs7OzqLFQMz6z4vsZmZmrFq1SqlpULI2FwglOBlOnjxZtNuIESMQHMgmTJggWgzErP+8yG5kZMTq1av/nVDCkO/SpUtKCcV0IiEhQTPkE5PC/4OseR7yFb77RjIxEWEIYTnDI+MKxc9G3JMSCUSHZ+IfHZ/Dhk9YDzD1XSyRmdcFHYVFvyNVhDN+eZ6UKExCpcWH47GwK42NjRDGqA1NW+Kw/kZmSJT/0Iz8x1vESqiU2BAOT7XC2NhUhr+BuTXjdzzMjMUFScHuDK6rjV5DM9l1QUdmozbyNEJ8jCoChHrH0UmNqVC8OetvBhAXF8erMwsxKm/AsJ2PVPo9SpSEkkayfaA+FUrb8fezcBn+j/ZMRKuCBc7H/WXrsPvvGkWV6l3Y8SpOdl3QUVxCMuki9OAoAoR6y9FljizcfiPbujnpOQusKlLLfjW+/7G3+S+3iZJQab7snjuaFYefZnvfxtxkjFEZDEfsla1HfnV+a+paLv1giJf/gnVRvacIEEoZ2jS/A9hWr461y/nM0C/KaQrijCgJ9R4ghTBGjSrW4betQkDrRHYOqs6vtRvhMHo0o0ePZuzyQ/gpLkP+njw+1VNFjlDpMVeYZKZFtYaTuByhuLB+watIQyhICDjB4PrV0Gq7mEdCrDzpPcbrlaGk6W+sWLaMZcuWMXm4PfZjlnDjbVbEwYLXjbo8oUgRKjn6AhONdale1YGjL7OW3VEdlGInVGzAMQbXrUkdA0cuZAU/I4aXd7158DYj4JtMG6+2YFZDj9H7fXLEDFadpgrvSUWEUOlEXV6BuVldtPusxzckI6aeqmETL6FSees+E22DepiP2kFAhAJ5UhOJj8+lj+AT2NT9BctFVzNC4ahaUYX4vCJBqHd3fqdz4wbYLvXMjD9bOIiJlVAxnitoaWbMb1tzB0kVIgweo1/9KgyWxXbN1MtjV4xrGzLugKaHyqqpSqZHhfYdKuYhc1uVolhFK2at28bWLZtwdXXF1XUTRy8/lwXpyip0Qf+LkVDS8KuMbfA9JbW7smTjVrZuzsJ/K6du+5EkDeHgggFY9h2cqRdXpg7phM3kzTzLDn9b0KpRm/zVv4cK8eLPZU6MGT2CwQMHIKwdnbENYvGOqypdQVaMhEr3v8L6BY6MGTWcQQMU8R/GmiPe8vUj7u10lOvGcZ07oeL7pisjtfoTSm3aHk3ANTVShdoWRUOoj1CNGHuoj4BHkxQ+zmPXw8ND1KBFRETI4kKJGgSN8P+IwMSJE/MWfaNTp04sXbpUYU0BxfUFxLF/5MgR9PT0ZJ7L2WsriEN2jbx503P37t1lPMnNOqVZPsG5sH79+pkr3mStfCOufyFyX4kSJWjZsqWocchY9Uhcus+rzJUrV2b9+vW5+YQSoYRp8zNnziglFNOJ8PBwTcA1MSn8P8gqeHPnOeCau7v7f3jEp3NLQECALGh1SoqCpcCnI55GknxAoMjM8gWeXcQgexsEV3wHp808U61drAxqMc/y+RyZQu9OGfjb9p3ILu/Y91a/ZJ+jzJo6iUMPVW9r+d4CqfhkESBUOq+PO2NZTZtBq/Zy4oQbi/s3pn6vqVwJVa0HmzgJlczFlQNoWNqQ8duOcOLECTZOsqNW/f7s8I4hhwZS/Ng+vB4SSX2WeL5/DXQV12+VP64IECqA7SOb0nH4H/hnwpNwZxWGOjqMdw9WKWCiJFTaM5b3MKLrlOMyZ0IZ4KEe9NUpQ6OJR4iQa0DKs9PzaPjDt3xTypJ1V1SrG3kxCnmnCBAqneSkRFIVmsLgM3MwNmjM/MuqjfQgSkKRRkpSUk43jMBjdKldCavZZ+QkSw28ycxRoxkweTjtm5jhck5DKEVuv3eWr7CDVqe8uc6mFc500KmI6YSjKjWMFcARJ6EUqwWQ7sum/uaU0x7EUd+syADRnF/Yj0FTrvDq/mpaGjfUECoXbGpJqKSnx5g8ZiRD+vegU7dpHLr0JmfLmUuI/D7UEOoVG3ua8euPLVl7/rUc3uAry7Ft3xPPWEi5toQmRg1ZeD5Efl1MO0VgyPcedaTfZ5LB95SzXcSLrEbyPcny+5SoCfXqGAN6mVPVeCSHL2a9zYI09AqTW7ZkyA4fGdzJN5bR1MSYJZez367yWw/qnF8RIFQge6b1ZMyyM2S71wTi2s+QKp2X8CJVdfCKllC+xxnWVovafVZwK1sJGcAHPuTEsT0sGdlRFjuqacOalChenJoGYzjyPFJ1ylGTJxUBQiVxdp4NtVo6cODGS16+fInX6ZXYNDRj2FYvzZCvoCtS8is22telsulQDt15RUign0wHL1++IjgynvRMv6ewF/e4ffs251yHUKdaVQavu0povPg+gBcBQgFpSdzbOQbbZo1kpj/m7Xuz7kIIySr+uCvGHir9hRsjbepjYNyI5s2ayPBv1EjQQ2umbLsqn+XL4nXao78Y0LsX2+8LSyKJ71c0CJWlF2k66enpOT8mZl1Twb8YCaUIqzQ9A39BBzI9SBW+ZSgmFPF+0SJUIStKY8tXyAooAo//KEKdP3++CIhUcEWMjo7WOBgWHLyfRM5CDKk8WZsL/lANGjTA0tJStFuTJk1k/lCCb4yYcdDI/mEOVKlSJW/+UN26dUMikWg2DQaaOvAvdWDLli1Kva2SpUTHjh3ZtWuXLOCZLKCWEFRLZJu3tzdCyMfAwEDRyS42Xf9XeYcOHcqiRYv+nVCCx+6pU6eUEorpREhIiMZjV0wK/w+yOjk55e0dqtBWjs0tlDSJRxf2cPxOoMqnz8U8bZ7g48aGpQtxcXFhsesB7ueymPC/spklLi64LFyB+92w3FoTzfFHzfIVtrW5oJWEu67ol/ke80knc8V5LXidiZVQvud/x6F+bVr2Gylbd65HGwuMu6/kVubysE/d5mFbrzYdHR1xHNYVy3YdcXF/TK4QAgWvIDV4QtEiVNojlpqXQiIpTYf5nhpCqaICpb3ExaoM2q2W8yrreT67aF2xIp1X3iQ26i4j9YvRbvLlTDOwdA6Mrc8vrSdyJ1x8H36LFKGeHJqEqXU/ullUod2ccxpCZVXwgvyXxvDS+xYvwhSCp0VdYZhBWUzHHiAsKZRHt+4QpNAdea3qQoXmg7jgL74FzosModJe7WV02ylsv3aV2d1rYDXTQ0OogiTSB/NO5Pra/lQub8nKK6EKOkgnLtSPR6fXYVNfl17rr8kDCXwwq0/wQtEgVGog64c2ZdxWLxJi3+DcsQqtNYQqhOqYwLUNQ6j1TU0cVlzIDiIulEQaw40/J9CkkRm1LexYusuL8GRND5WlJKXvUIU3yxfFzeWDaNJjEQ9kQ/JQ5nWphvWiG1llVdm/WCclZAAnvGLnuoFol2nEuEVnef8iYhmqeH1kIjrfV2L0YR9U6K6msnrwTw9S/x4q3pejG5Yxc+pUnCeOZ/yIfhjXKE4VMwf+PIo+GGIAACAASURBVPVcpRENRUuo+GdsGWXKdw3sWXLxbY76JI30Zu/6dVx6qfCOFXEa23oVsF52HRU6VOcoV2EdqD+hEjLauDe39rNq/nzmTxtN49o/Ur35KA5cfIUqXdjESahYLs+xQ9uiH/t93jOEi7qAg873mM29Jq/DgW5O1K7clKWXg1X+rVBeiELaUX9CKQETyNwu1TVDPiVcCuZE+stD9ND9lpKVjbHu0I7WrVtnbjbM/Os6caQScP8UU/ubyK816zqYdUe9iUjSTJtnaUWN3qGyipT5n5ZEWMBL/MPic10o+EMx9lDS+HB8Xzzm4f273Lx+nevy7RbPAqLk70iJgd7ya16+ql0vseA1n/cnFMEeKu/C5XdKMRIqvzH81PPLM6GERfovXrz4qePxj/LFx8fTtGnTf0yjuShuBKZOncr8+fOVQFAa8tnZ2dGzZ09mzZol2m3cuHFUqlSJGTNmiBYDMes/L7KbmZmxatWqvBGqa9euCAwU6zZq1CgqVqzIpEmTRIuBWHWfV7mNjY1ZvXr1vxNKGPJdunRJKaGYTmiGfGLS9n+TVSBenoZ8hWcpkSFYelI80RFhCE5+si0skncqNm0R96REApFhGdiHRb1TXmA0JZbwUOF6KDEinC7Pol+eJyUKlVBpvrj2bo1OXUOEMaps6zCMrTdVu362WAmVHBPMoSmWGBubyrA3MGvHuL8eEJ/5nTcu4D7LetdG20jQjSFtBs/leojYbCQyKFU0CPVyF5Y1GjLwzzvEvnvHO2GLTyQ5TbUfDkVJKGkE2wfUo3xpO3Y/j5Bh/3jvJLQqWDDzZBCpab4ssqyIjvkITgQIuvHhj2EWtOi2HK8YVdqxZPURhftfJAgVfc4Zo7o2bPctXLBESag0X/bMH8OqI8+yzbxibjDGpAxGYw4R/Hw3lrX1meOpsPTys200q9qUKSdeaUyPMqus0rR5YQ75Hv3RnzrlK2PZcwgjR45k5KSFHHyqYIypIp6JklDvwTbBayMWFbVw+PMJ755upXEtIxZdT8xO6buHNlrl6LLujkqNl7MLUHh7RaCHesdRx+YU+9mcMXOWs2LFCpbOGI1Nz35s8gxQKXIaQkGC/3EG6VdFu90SHr8DUu8xxaQ0xh03kRGCLZKTszpT8hsJ7VfcFJ2TYREgVCqRrx5z67FizNaXuNhooTvgT0JU+BoldkLF+h9lkHZN6hiO42JQli2llIhHhxhuVI36zZrRrJkd4yY5YmPRlLHbvDTuG5lNvhoN+VKJj4sl5/xDENsG6FLKcjL3FdYyKOjuSryESiXomDM6hvpYjN5BQITiZEMS76IiCPJ7zqN797jn5UPE0710NmrMmN1PlKfXC1pJhZx/EeihAtjYWxdTh62EZoElfYSztS4Nhu3kraaHykKlwP6jzy+nhZkxDtu8lZ+Rfp8ZptXpOOem/Np9V1uqGnfloI8wJhTXrwgQCp4dXoCtXUemLXLF1dWVpTMH0a7XGP66F6NSbYmxh5KGX2Vsg+8pqd2VJRu3snXzJpkOXF23cvK2H0lIubK+P411zBjn6orrigl0aGHKkK1X/9FNXqWKU+HDigShBDxibm9j6oiBDBw4kEGTFnMhUIUoZT5KjIRK97/KhoXjcRwzkiGDBsnwF3QwcOAI1rl5yycdvPdNYohwftBIXE9kBLBWvYYK/4lFhlCFDxWIkVDqgHtRKoOGUB+hLQ2hPgIskSb9KEJ5eHiIFKYMsSMiIjQRDEVdA/5d+IkTJ+Yt+kanTp1YsmQJV65cEe126NAh9PT08PT0FC0GYtZ/XmQXAhMuXbpUiXlK36GyQoJmr3qTtfqNeP4VQ4KKGQeN7B+u83kOCSrY8ol9yBceHq4JuKbU9mpOKCKQ5yGfQCh3d3fFe0W3HxAQgLm5OSkpipYCooNBI/A/IPBRkxKFGnAt4DSOA+xo3749HbqNYO0Vud3EP4iXv5fEPMv3/NBketq2l+E/dObfvMkF7dtzq+nQIeN6h9FruKN69eQqUeEcFglCJd37g4H9BuP8uxsnT55g/Vgrfqxuw/ILql3qV5yESuXRrtE0rmrAuD+OcfLkHmZ0M8Zk6BLux2bYfYV5LMDCWI/+y09y8uRBpts1RtvGBa8IFdqFFQ5/lJ6q/oSSRrBvWCPqtV2U6R4ApD9mTkcrei26qNKwk6IkVNpz1vQ1o8eM40RnVp/wM9OoVdeUpdcFy+QAVtproztqR7YD4otdtNJqyIidj+QryyrVvE/0hPoTKsyD/g3N6L3Zkyc3znPk8GHcTl/lRaYZnyrbQFESijSSk5IVAqvBi92j0TXpwLaHyRCwk7a1KzP+kGKgan/WtK2LYb9tBIssno36E8pnL/Z6OrQePInpwwfSpVMnrC1b0W7sBu76Z/nkqKa5EyehsrGNe36e1QvG07RmFawXX81wzbi0gFrVyjDmsCKh3rC2nR4/t3bhtQrda7JLWnh76k+oF270aCChuPZwzmUtchR9gSENa9JksnvOKHoFjKPYCRV1by9jRoxiYL8edO8zn5P3I0m7u4Ta1cow+pDiLIQfa9rpUaKVC69V2+YVcA349+zVn1DP99GpdknaLr2s4P0ZxLaB+pRtO4OHKlytSuyEklenuIv0r/EVOsN3E/R8P21rV2LikazWTkgVyAZrXXS7uRIksi8M6k+oBC+cLWvQavQesgcVr1nTsz7Vuy7npQrH6KIkVJoPm0fbMXGLwoIr0qfMaq9DvaE7CUkIYnH7WjRyPiXnGyEn6KbfgN9cbyk0gtmXP+U99ScU6fjsG02zWo2Z7XYLHx8fvNyXYtmsJVOOvFapi7UoCSWN5dCEFtS2GYeHl48M/+sHZtOiQXOmHc5YJixg7xhqNzBm7hHhuje/D7eikrkjngEi656AIkAooT1LJfDkYjpbmctMfyxa2DH54FOVT8mKklBCgPfUJK5s/A2rJo1k+DfqMpSdt2NIlU+xJnB/10QMTITrFhh1mcyxJ+JzfxdqahEhVPYgQSqVazH7pIr2xEqobHil/DP+wvXs1GLcK3KEKkwlaWz5ChP9ovHsjyKU2K3NIyMjNQ6GRaNeF1op82xtLvhDGRgYYGVlJdpNCAdaokQJWbRzMeOgkf3DHMizP5Tgsbtw4UIuXLgg2m3//v3o6urK/MLEjING9g9zQIjymSePXY2DIWiGfIU2kioyD87zkK/wom/E4XP9DHt272Z35rb3oBunzpzE89ZjojQfdlVS2dJCbnF8v6CDvXjc8ld+ZuQzjsiu7+Hgpacq9QJQLkzhnfmoSYnCcTAM5tTaaXTv2hWhO+3avSd2rXWRSCQYjv4DP43pUYHXnvjXF5jZTgujtl3o2rUDVi1tmXX0FlGZEQylQddw6W9K1UaCjjrSwKAlQ9deISatwIumdg8oAoRSxuzSvDbU0R3O8UAVdk+IdKHL9Dds7F6JGqbTyFrZ3GuDHb/qWbPzmRCjK4HT05pQsvkQ7mfGXAvaN46KlS1Zcy3bWExZi5/mmSJHqNDTs6lbrSpTD79VuUZE+WE3PYxbJw5x7UWsHO+Yq8swNDDD5VICvPPEwaAq/f54Jb8OT5nZTBeryUeJzuzFFC5+0rtFi1BJPiy0rkI1+1Wonk4i7aEUqr80JYGoQC9W9DamQc9lPBaCFt5dil618kw4GqmQMhDX9rpUaLuUNwqBDRUSfLK7RYpQUacmU6F0ZYbs8SsUhYiyh1JAOvT8cpqaGFC9hiED1twgNkWK9MoCalQrw6j3+EP91HKBxh8qEz+lhS4Lb5YvS6MJ7B2sR4V6o7lVSEbMYieUrIeKiub1tY20L1+RrsuuEPN4Iw2rf6CHaqfpobJqr/oRKvkyI3QroTvqSI71DbIKrIp/URIqPYw7pw9z7Um4gqvMKxZ0rEa1PhvxC77LCCPNO1RW/Ss6Qz6f7bTWqsfQXc8oLINmcRLqNYutfqFKr63Iw9u9PYKdVk1sllwliVTOT9fM8hU5QkW7T6Tar4bMv6r48pslhmr+RUkoIMT7FNOHWtKpU8a3wA6dbRkydzd3AzNnHDTfoeQVsMj0UInBT7l26QavowvpBUqs36Eyq0pawFWO7MuwVtl3+gbh8iqUuaOxlJABUWQIlVt/hXEs1h6qMLAuqs/UEOojNKch1EeAJdKkeSaUjY0Nly5dEilMGWLHx8cj+ERpfhoEPoTA1KlTmT9/vtJlpWlzOzs7evTogbOzs2i3sWPHUqlSJaZNmyZaDMSs/7zIbmpqyurVq/NGKMHaW2CgWLeRI0dSsWJFJk2aJFoMxKr7vMptbGycN0JphnyQkJCgGfIptb2aE4oICMTL05Cv8E2PID46nJCQEEIjYrNDpyhKU8D74p6USCAyLCQD/8h3ClYTmaCnxBAeKlwPJSapsD69F3AFyEP2eZ6UKFxCJRN8fjEtGptiYWGBsVkLflt7DVV/khIroZKj33JgsiXGJmYy/A3N2+G4/T7vMl0z4vy9Wdq7NjrGFlhYNKTNoDlcC1ah52ceKrqqkhQJQsXcdqV53Yr0WHcTYabtzblFGJevz5Adj1S6drYoCSWN4E8HPcqX7sIen0gZ/k/2TUargjnOJ4NISfVlYesK6FiM5GRgPPHxL/hzeCNadF3GvRjBAVFcvyJBqAvzrChdwx73gEwP3cRnLGhbidrd1uKrQn2JklBpvuxd4Mjqo8+zl76OuclYkzIYjT5E8PPdWNbWZ65npruuoI9nv9OsalMmn8hY+1yFKir0RxUJQgUcn4F2pRpMOB6SAdjrfbQrVYpm09yzDTZVAKUoCfUeXOPvbcSiohYDtj/l3bOtNK5lxCJZeNDMxL57aKNVji5rFSJ2vCefT/FUkSAUxHDz4CTaNW5L586dsWzbgt5TD/EgRLXjdA2hIP6NO4P0q6HdbgmPhXgAqV5MMS2DccdNmaOFCE7M6kzJbyS0X3ETkcVbKwrBAqQ82DebfpZ9mb9tL25ubrjtdsWpV1tGLT1BsAonlMROqJg3bgzUqoFWQycuvc2K9Skl8vFhRhhXQ79ZM5o1s2Pc5HHYWjRj7DYvlb7jqkOPp/49VPQtRjUpRtXuGwiQIyblikt7iv3cjm0PVdcGipdQqQQdc0arQT0sxuwiMFLR4j+Jd1ERvH3jwxNvb7zvvyTy6V46NWzM6N1PlKfX5Tr8NHfUn1Cx3kxsXZLKtqt4LddBGudmteLHMp3Y+SyrpZRfLLAdsRIq+txyWpiZMOD3+8rYpt/H2bQ6trNvyK95b7ClqnE3DvqIL0aU+hMKeHlyBV1qa2PntID169ezbvYoWmnXZZTrRVTpbihGQknDrzCm/neU0LZnsesWNm90lelg/frNnLj1miSkXN0wgCY6poxdv571y5xo38KModuuqTSguJzNhbxTJAglYBTrvZ2Zo4cwePBgBg8Zx9r9T1UOnRgJle5/lY2LJjDecRTDhgzOwF/QweBRrD96Xz7pcH//FIbJzo9m08kXKteNujywyBBKHQATI6HUAfeiVAYNoT5CW4IdYaNGjT7iDk1SsSHg5OTEggULlMRW8ocSbPnOnDlDbGwsERERotwePHiAYJ4fHBwsSvnFqvePkXvYsGGyOGq5GaVEqC5dujBv3jyqVasmi3whRL/QbBoMNHVAuQ5s2bIlN59QIlRWSNCWLVvSokULUW6CpftPP/1Es2bNRCm/WPX+MXILHt0bNmz4d0IJQz6xB62Ojo7WBK1WqiqaE4oICN7ceX6Hcnd3V7xXdPsBAQGYm5uTkqJoKSA6GDQC/wMCRWaWz/+MCw6drbG2tsZ+6FQuZhqe/4Ns+X5JzNPmzw5OpIdNBv5DnHfx/vgnMVzevJVNO+9qQoLmqn1K71CF57Er5cHfk2hWoQx2M//i1KlTuE6wxqrTJDyDVRvNS5yESuXhzlE0qmrI+O3HOXVqH87djTEevBjvmGzL5PTkEK7+OYKK31aky6wz8g++uerVJ3+o/j1U2nMW2dTGrM+GbFu+yMs4WjTEesZpVGktJkpCpT1nTT9zejqfIDqTDuFnplO7rimLr2SED0iNfsWafvpo16nAt59XpPeSi4gszpq8oVB/QsVdYbiFLjZLLisszBLAxj71qdV1Jb4qDIwsSkKRTkpySo4QQi92j0bXuD2bvTMs/aMfHmHm0K14vT7LWHNjbGaf1RBKTrGMHTUa8oXwe38ddEwncSfTAz7d5wAdqkko02EK9xQ8r3PJkO+H4iRUNoxxz8+xcp4jTWpUof2Sq9ku8VlJoq4y1txIQygXlyxE5P9qRCgIubsPh7o1MLMdwKhRTkwYOIDWTQxp2mMJT1S4DojYCRV1bx9jR41hcP+edOs9l+N3g3PG6gq7xGgzDaFc1J1QAs2TfT35Y+UylixZye6jp9k6qQuNe234wGyTvGHI1x2xE0oOZtxF+tf4ijoDf+et4pBbQ6ii4AIfx/nFQxg6/XC2f03sRQY2riZ7r1JhB4UoCZXmw6ZRnXDafBs51tKnzGyvg+7gP3irONGqIVRRIFQaT/4aTP1Sekw7dIfnzx+ye6IlNSz7cfyNYvMobz8LbEeUhJLGcXhiS+rYOHL67nOeP3/Otf2zaGHQgumHX+SYrCDUkyH6dWk97bRmUiJXLVSrdyikKTzYMYr2zSxo3LgR7XvN4mK46q0VREkoQJqWxNVN/WnTpLHM9Kqx/TB23Y0lNfszVEb1ibrH4t/64LjpZnZvlqtifeqH6j9trkYaECuh1EgFal8UDaE+QkUaW76PAEukST+KUGK3No+MjNRYm4uUKHkVe+LEiXmzNhf8oQwNDWnTpo1oN8EPqkSJElhaWooWAzHrPy+yV61aVbYqVG4CKk1KdOrUiUWLFsni7AqxdsW4HThwAF1dXc6dOydK+cWo84+VWYjyuXTp0tx8UvbY1TgYIltHonHjxkpgaU5oEMhCIM9DvsJy34j1fcVTnzAlu7GYl9fYv3sXu3btwe1+cJY8Bfov5lm+1OAbHNv7N7t27ebMzTdKOEc+PcHeXYI+/mb/xScaf6hcCCkN+QqDUCkBR/nNtDl9ZpzKtpJAStjd3+nVpgEmHbrTvXtLqjTsxqrTBR8pSqyEivf1xLmtFsbW9nTvbotVSxuc3W4SJfsOlcQT9830NapKk+6CPjph0LAVQ9ZeJTrTmDlX3fqkDz9qlu/YsWOqAUOawp29Y7FuUAqJpCR9V16Rf3lPj3vE3E41qDVwE+Gy0qRwbUp7ShiM5EqYoh1M/hdVlIRKf8PG7pWoaTadrJXNvV278KueNbt80uDdOXpX/Bzzge5y3zT/7cMoX9aCFZdCclpS5L9K1C5HtSRU9INDOBhbM2nZFDrU0aeri6ecUKGXFtJMx4iltxXMjiIOY19DlxF7CraXEiehwrh96jDXX8bKK2/M1WUYNjBl/oVYSPTlgrs7T6Pkl+HxZpqWr0CfPx5qom9kwlKoQ77kqDc8fhAFKV5MbmKCzZxzmYRK5+mWHpSt04SdzxUUmHKBoTWqYDLttMLJ/N8VJaEUYJQmxxMZcI/lvY1p0GspDxLeNyKI5sQka8ro9uOYT3xO9w6FvD7VXbXsoeRgh16U+dfYzs0iVBqP19tRTKsRfzyWp4KEs/xWrSp6TgU7JBU7oULPL6epiQE1ahgyYM11opNzEyqK4/O7U7WEPhP2i693EmpkESPUv/VQZxRYlv+7YicUKQnERMfgd30j7ctVwM7lDLFZBrIxL9jh0hudKhZM2KYxjs1d+wp1yCcvjFIPBaGXF8neoZbcUphCCj9Mlxq6jNyreYeSY5dfO+lh3D55kKuPwxXeh16yoGM1qvRcg7/QSUXexaWPPj+bDGTLLcWXqfwqRNHJR+17qFGmDRXeoUAa95h5nWtQY4ArYTKck7k80ZoShqO4ppnly/+al/6aJVa/UKXnVvmqRwQdobNWLWyXXSeNCE6Naol25xncyloWKf9LUWRyVG9ChZxnSH1drGackc/yCciGe22nb9sGGFnbY2/fnMpGPVjrkR0wtKDQF+uQL+T+aWYMs6RjRwFve6w72TJ0/j683iYTdWMhdb+SUKGhLf17d5NdF9LY249k5+1gzbR5ZmVUjyFfShTPb9/ivm+kkmJifW9yaP9e9u49gPvD0ILiUI58xUooAYS0wGscPSDgvZcDHjeJyEQmIeAB5z3PcOLoQdk14XrGdpz7gXGaWb5MnNSDUDmqc+EfiJlQhY9+0SiBeg/51AxDDaHUTCFqWJw8E8rGxkbmsqCGMqisSPHx8TRt2lRlz9M8qOghMHXqVObPn69UcKUhn52dHd26dWP69Omi3UaPHk3FihWZMmWKaDEQs/7zIruJiQmrV6/WECovYGkIJd7GNC/1Q0iTZ0JphnygGfIpNbyaE7kQyPOQrzD8oWRlTUslKSn1g9Ov6UnJJKfktinLJWU+HYp6UkIaT0RIMG/fBhP1TsHSXwnbdJIS35GktGifUsJP8kSeJyUKhVApT1g7eAQTlnjKfW0UtZAa7sH4NsNZ5/FS6TuVYrr82hcroaQJIRyc0gpjE3MsLEywsp/IsdcRSl7UAs4h5xfQuokVa66o5ttgfuk2v/JRW0KFPj2Ci4MxEsnP9MwdwCv9HS9ubGZQ4wpIJPVwuaDskp1fACnmI0pCSaM4NsmE6lXt2PMqloSEYA5ObkL5pgM5HahgTyl8/A2/xpSmPyORNGbtlbeK0IlmXy0JFe97kTEWOjSzbYXOr7XptVgxIl4yfic30KW+Pu06mlPhh8a4nH9/xNf81qIoCZXmy575jqx2ey7vkeJuLKeBvhFzzkUqQBzPhR1j0CtbhSq1WrHykmrW+VAogFrsqiWh4nyvsvcPLxKTvZiaw8FQwCyJV5dPc+iYP4Tswbp6M6adeKUSMEVJKCVkE/GY3xGdFkNwD0iSX426e5BhvWeydMccOjU1ZsFZDaHk4MD7lxFT2ZoSWSV5j/tG1iXhX3pvAy2rNmP6SQ2hFHEpqP3wq5uxb9eEyr9Wp88WBQ/PRB/+GNGGyX8EEPNgFU0bGuJyTkMoRT0ofdgtlEmJfyFUmperhlCKWivg/cSgBxw76s7uDVPpYNCWOfseIU1P5d6W4TTvPQ/Zm+yt5TQzMWbpZcXhYAEXTI2yV8shnxwfDaHkUBTajjSRyOAgot4pTECkP2JS45JU6bMRv9e3mNbejql/Xebps8fc3DEOQ11dHH+/Q2Siwj2FJoBqH6wh1EfgLcp3qLTnLGxfnaZOx7JjPiVeZ5hpLSwmHSU6NpGgYC+2OHagWdOmWNSvzk8//kh1/ZEceia+Xkq9CRV8FgftmjSbcuq9K5Gm3V6BYfH6OLr5fAQt/ntSURKKdLx2zcTavguzlqxl7dq1zJvUF2u7sey8neEzrYho9PlZ1KtVk5lnNO9QirioxzvUu1ccWbeGP8++kE/ZKhYyPeg6mxZu5NSzLHc3xav5vy9OQmXgGHpxFeOHDWLQoEEMm7WBex9wd0967YnrmjV4vnqX/wooAjmqdw+lZgCKmVBqpgq1Lc5HEerUqVNqK4gqChYSEkKjRo1U8SjNM4ooAk5OTnkLuNaxY0d27dpFeHi4aLf79+9jbGxMUFCQaDEQs/7zIvuwYcNkcdRytwdK71CCc6FEItFsGgw0deBf6sCWLVty80nZUkJYGqp+/fq0atVKtJsQbO2nn36iRYsWosVAzPrPi+yVK1fOW0hQwVJCCIUp5l90dLQmaLWYK0AeZJ80aVLe3qEKxfQoDwKoMklAQADm5uakpKSo8rGaZxUhBD5qlk/lxrFEc2nTFjbtvJvzw27kYzY7taNdu4zNdoEbkSqwchHztPnTAxPo1iED78EzdpJ7nd5AjxVyfbQbuZKbwVlRBIoQG/KhqGpLqPTkEC7/Pozy31ag6xwP4jOFTXrryQTTOpi2Hc/eM2c4c2YzPY2NaeG0n5h/8szOB7DESahUHu4YgUUVQ5z+OsmZMweY2d0Io0GL8M4MvRF2eh6mRnoMXCXo4wgzuzRBy3o+98LFRyq1JFRq5AtW962HjnZFvvuiIn2XXZavbR58aSmdza3Z5p2trJebe1G2fHO2PM72z8kH/ihlIUpCpT1n7W8W9Jp5Uh4sIPzMdGrXNWXptQTAnxVdtKk3ehfygfDLv7HUasiIHQ+zzymh+WmeUEtCRT04wsxh27j/+iyO5sZ0lAdcA2laKqnp2WQS1OK1wo4y1W3Z9zK5QLUkSkKRTmpKzkVyfP4eja6JDb8/SoaAHbSpXZnxhzIiHmcoIIC17epi2HcbwSoYiheo0j8yc7UklFyGyCuMMTciO4Kh/Ip85+0NV9qWqI7lknMF3hqKk1ByqIl7fo6V8xxpUqMK7Zdcy1gY59ICalUrw5jDioayb1jbTo+fW7vwWujERPRTb0L9iz9U8OUNtPzpV0x7rOW5fLxRcNoTO6GivfYzbowjQx160a3nHI57RZB2dym1q5Vh9CHFVY78WNNOjxKtFvA66+W34NSiVjkXUULFcm3baIzqmtN3+l5eFOxIT64wsRNKDkTcRfrX+ArtYX8T+Hw/7epUYuIRRYv/QDZY66LX3ZUgFTR08nKpwU4RJFQ8tzcPpFb9Rkzc/UIl6/Fl6UmUhErzYdPIjozfdCvbwVD6lJnWOugP20lo4luWdKiF+YwTWTBB8HHs6zWg/8bbFOw0UfYj1WVPvQkVcp7B+nWxlEcwlBJ8eyWtSpWn/fwTPH7lj++L5zx79gyfFwHEpOScrMhvkEVJKGkchye2oo6NI6fvPpNhfXXfTFoYtGDGkVeyFX0D942lTgMjZh0Srt9jy1BLKpmP50KudfvyWx/qmJ96EyryLkv692X8lqzWMYV7fw6nYQMjmjRvRYtmTWjSJGNr3cGJk/4FO6UkSkIJq0ulJXF1swNtM/Fu2nU4f9+NJXu15UQe7p6Mkbmgi8aYdp3G8Wcie3nKZLd6E0rNmiCxEkrN1KDWqikOtQAADjFJREFUxfkoQrm7u6u1MAVdOI0tX0EjXPTz/yhCeXh4FH2J/w8JIiIiNNbm/wd+Yrh14sSJebM2F/yhDAwMsLKyEu0mhAMtUaIErVu3Fi0GYtZ/XmSvUqVK3vyhOnXqxJIlS7h8+bJot0OHDqGnp4enp6doMRCz/vMiu+DZvnTpUqXOWMkFXvCH0gz5NEM+pZqiOZEDgTwP+QrLwTDm1UuePA/NtS5fKi+u7mfXjh3s2H2CFzE5ZCqwAzHP8qUFX8dt90527NjB30cv4ZeYC+aIJxzYs4MdO3ay1/NRTv+1XEk/5cOPmpRQtYNhir8b/Uya0WfGKeKytCBN5M42R6zq18WmRw96tGpKu+FzOPei4L97iJVQwV4nmNRcCxNre3r06IFlIzNajtzBs8zFLtMDrzDfwYwaTXrQo4cdhg1bMXjNZaIL9rNgVo1Qq3/1JJQ0hTt7HGnfoBQSSUn6rrwi94eKvLWBlqWL47ApM4RN6n1GNilF/YnHSCjgULuiJFT6a5a0KUVlgxk8yKy66fc3YVG2Or023iORRE5NMOdnwz5czWzTArYPo3xZC1ZcDlGpaZg6MEstCRX94CAOxu2ZsnwaNlr6dHXxlBMq7s1NTp+4RLDcOzeZfcMNqdhndYG7wYuTUOHc8zjKTd/Y7Poac4MxxmVpOOoAkUSx2LI8te03yR0QebiRJuXK0/fPh8jVlH33J72nloRKjvLn6aNoSPFislIEwyx9pJEQF83rUy400zNmwtEMu7KsqwXxL0pCKQEp5eme8dQsa8Gc04GkkY7PX8PQNmnJuksRRET44zbNnhrVurHzUZTM1k8pi0/4hFoSSo73P/lDJTxny7TumNavyc+txnHhUXSuiQt5Lvm2oyFUGk8OO9OweGVsp7qRtWRE8tsnHFw6lKYGFlhYmGJqO4gNbl6Eq8itJt8UnA8ZFV1CkUZSQhyxcSEcnmhJjSq27PEvWOcbURMqLYxzB6Zg9Ks+PcfuRR6sJvYu06y0aGSzgntxMcTExOJ7bhE2WtXou+Fmgb/X5gMH8jWLIkeoOL8bnDjiwRvFSb3ri6heqRbTziiM8/MVpozMREuolECOzmrDd9qtGLf/aQ5k0885U778LzidVfR8imJrB12+MXfmlaKectz5aR6oPaFGmTbEZs45+aRE2OUF1C9dnnHnsnujBys682ud3hwLKth5WnESKpEH6wZSz9yebQ/eg6+fG53qFKPJUPfsTxsBB+hV7ScMHQ8Sma2mT5NBuaRSb0KFnGdofV2s5A6GQFIwnttn06NzS7p27UrXrja06zOWLSfuU9AhvsRIqPTXbvSo/RnFKjWiZ59emZgLuPdlyb47vCOVl6d/x8GkKo1l+uhKmwaG2A5z4c5b8b1EqTehUqLxuXuHB6+jcn3PSOXl1UPs37+f/fsPcOmF/LNvrvYifw/FSChptB+3r53lzMmjHJThLWAubIe5+vit3C0+2seDw5nXD7pdJSC3JUX+qkJtc1NvQqkZbGIklJqpQO2LoyHUR6hIQ6iPAEukSfNMKBsbGy5duiRSmDLETkhIQPCJ0vw0CHwIgalTpzJ//nyly0ruG3Z2drIXUuEGsW4jR46kYsWKCDGAxIqBRu5/rv9CyNjVq1fnjVCCpbGzs7Not7Fjx1KpUiWmTZsmWgzErP+8yG5qapo3QmmGfBAfH68Z8im1vZoTiggIPXiehnyF5WBIagqJiTmjPygKgDRJVtFTC9h1Q3imqCclpO8ID35LUFAQweGx2XaTaYlEhgTLzgvXgoLeEhIeSXRUODEJKRrj2MzKqvQOVSiESnnCmsHDcVp8/gMfbVO5saEHDduMwPNtwX+SFyuhkqOD2D+xJUbGprKQqA1M2zDmD2/eCb4ZYZ5M62wpOy+ES7Vo3AQjnaqULFWZcbufapZiVhdChT45zPz+RkgkP9NzyUW56ZFi7/Tu9maaVPocSZUhXArVEEoRm3zbl4bzx291KV+mK/teRiPMdD47MAXt8mZMO+pLijSN5MRE2fmExGRSoh+xzKo2ZZrN4F6Y2LyhIM/T5qrsoeJ9LzDGXIcWHVtTt3Qdei1+D6GSfVg13p46FUpT1nwknsEaQuUbiRQzSvNln8t41h7zyR7mxdxkrHEZDIbtIkQxLanc/7MfdapasOG2YjSOHIk+6QO1JFSc71X2/uFFYooXU9/rYJjM079c6D56M5tX98C8VT9OFrDrhlALxDrky82A+LuumFfQov/WezkWY0kOPEW/+qWxcHb/wBA9d06f3rFaEkoO8wccDONeHGR6ty5svhaN74Ge6DTqzakATQ8lx60Ad975HcVBtyp12y/jUQ4TyniurezID5Wa4npHfEaxWZAXOUKlx71m24TOdJx5QGYw++bPrug0/Y3zihEps6TL53+x91BRrw/joFUTHZOJXAnOGetTGn2faeYl0e6+ERUMFvJZs/mXXdEilDSdIM/19Gw9gPWeD3j2+BFHZltS3dCGrRff8K6Ap87FS6gUAo5Mo3b9ejQet5vg96wPFnF3DcY/1WDAzszVqPKvjhapnIoWodLTSY8M4cnD48zu1lwWG6ph7V/5/qcymFkv5W5iwTJKrISKOruU5mamDNr+6AOVOx2fvaOoWa0VG7wUPXc/kPwTPq3ehAo+i4N2TZpNOZXj5VdRHw/WWVG2XifcA97jTaqYMB/2xUgoadhlRut/SwmtLrisdWX9urWsWbOGNWtccb/hm/k5I45TE5vyvdYALorM5T13tVJvQr3z5eiGtWw/9zJ7yjaXBKG3drJ84158Ygu2dxIeK0ZCpQdcY9OSSTiNG8PwoUMYMiRrG82GY1le0ok8OLKOhevdeF3wc0O5aoB6Hao3odQLK1ESSs1UoPbF+ShCnTp1Su0FKsgChoSE0KhRo4J8hCbvIo6Ak5NT3gKudezYka1bt/Lq1SvRblevXsXQ0FAWCV3MOGhk/zAHBgwYwOLFi5WaBSXjWCGCoY6ODhYWwuqg4tyMjIz48ccfZYagYsVAI/c/1/3y5cuzYcOGfyeUYMvn5uZGWlqaaLfXr19jZmYmMwQVMw4a2T/MAcEJ1cXFJW+EOn78uFJCMZ0IDAyU9c5ChdL8NAi8D4Fx48blnVCqDrgGSTxyc+OA+5Mc7hsxry+yeuRQBvT/jd9+E7b+OG6/TrL0fSLm3zkxTptnoRd8aQWOg/rL8B4wfgknfXPOj8fc2o6DTBcODHbZw8uCXnU0q2Bq9i/M8i1YsECpVErvUKp038goTQrPT85B75ca2DufVrBejuPCku6ULdecqRs3sWmTsG1m5+UXpGoIpaTI//9EOnf/mkbrynXpO3etDG9nByu0m47n2MsMqwif40vpO3gCC2S6mIOtsQ51+6znWVTBfxv8/+XL3xyEHmrZsmWywNU+Pj7yzAuVUOnxwewYb4FOtZJIJGXou+Jydg+V4o9rbwsa9Nur8mBeouyh0p6zyKYWLQb+TWhW9Qhyx75mWVrNPku01IfZ5rWwmnsz6yopF+bSoHoH1t2S3yG/9qnvCIRatWoV7du3R5gVzvoVKqGivPYztss8Tt3az1CjhnSedz6bUJGPmG5dAWOHddy6e4c7d+5wP1A19i6iJJQ0ieiwEGIVPTJCPeirW54WM88SdtcVkzptWXcvED+ZPu7x6FUgkVHxJKSI711TINTKlSvp3r07N29mNzKFSihpeiqpgi5irjPOwhibudnRNxJeH6LzrxJ+qGFEy5YtZVuDXhNwu/VGvs52VquQ3/+iJJQSiKEcmNCW8tV6sNcnhTg3R7SqtWHcigWMsMzQh0Hr3qxwe0hswZtXKpWusE+oJaHkoLzHwTAh8Cxzhk5h441webJHrp34X3tnE9pEEMVxb4KXnEREzZIq1MRqQ0sLq4RaIdgIsR6iKHiwVAj1JMVUkarVguLBtCehhzaCPYjWj1ZyimhQtjQGA6F+gWJBQ210E802jemm6V82pumGUBJptmyYWVgy7A6Pmf/sL/uYffOGabTjucI5DChQP/Cw04JN6+vRM/Iuk9Ho+8gZbN6wDjWtLnzNjsi3J52oZprRNz5DXNajigMqR5GskHp5AzuYGvR485aQymqUp0g0UOFxdJ89CKb6OAYevc/thjI1fBrMlp246Zf5hDNuWHdvRWv/a+KyHlUcUD8Dw7jceRWvZNlBUt5eVDF1uM4pO1dLLFBhDt1HDdjY0oWnUzJwAMT9fWjS7cK1F7LdI6dHYTHoYLv9RnE3vDx/leWzom6gwl501O+B5cqz3KSEMDmEFoMOJ+9MIhaT9nQN4f45MwwnbuGLwkt2iQQqPY0H9n3YvteOsQ+/gFQiq7uARDIFLEQxeEqPBnMvJjLjEYNvoB365naMflybyaLy4bB6S+oGip/AJasFbf3csuuwKCIcHEPXsbpMGBDLNuLwhSG85ZXf4YtEoNKfHqPNtA1V+gbsbzJlNWfBsgdwfpBDDIAY+4x7F4+glpWus6g91IG7/nDOLVz9Y1o5FtQN1GIaYvIPkmLhB0IxHgHP8+D5CGbzP9orpj6JQGFhHnNzccwKvxHJ6C1p/k93ITG/POmQTiCavR+N57uFig2ICg2rGyiVCUYkUCobA7U357+Acrvdau+Pou0LhUKZpRuiuEavREV7Q40roUDJQFmtVng8HiXaUDE2JVdHSohPD6rASgo4HA44nc7ikRI2mw1GoxFms5nY02QyQaPRZKIzSNaB9n1lBrRaLVwuF6QdP30+X467gtAjyd2RYpM4jiP2lIIdg8Egsf0neexL7XsgEIAgCJBeQFJ56SgAaukG/aUKUAWKKyBBJV+ISoEqrhmtQRUoWQEKVMlS0YpUgeIK/AVXuosaVEJw+gAAAABJRU5ErkJggg==)
1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 3, 4, 5, 7, 8, 9, 10, 12, 14, 15
1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 4, 5, 6, 8, 9, 11, 12, 13, 14, 15
1, 3, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15
O diagrama de dispersão ou correlação usa de um gráfico para visualização do tipo de relacionamento que existe ali entre duas variáveis, sejam elas quais forem. Ele serve para aumentar a eficiência de métodos de controle de processo, detecção de problemas e planejamento de ações de melhoria futuras com eficiência e pontualidade.
Foram coletadas amostras de dados de idade, peso e altura de uma comunidade de uma pequena cidade brasileira. Os resultados foram:
![](data:image/png;base64,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)
A partir destes dados, o pesquisador quis averiguar se existe correlação entre idade e peso dos habitantes daquela comunidade, e obteve o seguinte gráfico:
![](data:image/png;base64,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)
Analisando este gráfico de correlação, você conclui que:
existe fraca correlação positiva entre idade e peso
existe fraca correlação negativa entre idade e peso
existe forte correlação negativa entre idade e peso
não existe correlação entre idade e peso
existe forte correlação positiva entre idade e peso
De um total de 1890 entregas realizadas por uma transportadora, 62 apresentaram defeitos/problemas. Assinale a alternativa que traz corretamente a proporção de defeituosos (p) e o rendimento final (Yfinal), respectivamente.
32,80% e 67,20%
15,90% e 84,10%
67,20% e 32,80%
96,72% e 3,28%
3,28% e 96,72%
Na quarta etapa do DMAIC, improve ou melhoria, é a hora de propor, priorizar, testar, e executar soluções para o problema analisado com base nas causas raízes comprovadas na fase anterior de análise do DMAIC. Essas propostas de melhorias serão implementadas sempre com a utilização de um plano de ação e verificando e acompanhando o impacto nos resultados obtidos das melhorias implementadas.
Logo, existem algumas perguntas para serem respondidas nesta etapa, tais como:
I - Quais são as ações de melhoria?
II - Todas essas melhorias que você propôs são passíveis de serem transformadas em soluções e implementadas?
III - É possível fazer testes para saber se essas soluções escolhidas não trarão efeitos ruins e indesejáveis ao processo?
IV - De que maneira você pretende medir os resultados financeiros após a implantação do plano de ação?
Assinale a alternativa que traz de fato e verdadeiramente as perguntas que fazem parte dessa etapa 4 do DMAIC, o melhorar.
0,0012, 0,00881, 2450, 4,30
0,03280, 0,00082, 820, 4,65
0,03280, 0,00829, 1300, 5,70
0,0280, 0,00088, 2560, 4,30
0,0012, 0,0005, 230, 5,00
O Seis Sigma veio para mudar drasticamente como as empresas e os processos são controlados, focado totalmente no aumento da eficiência dos processos e, consequentemente, na redução de custos e aumento da lucratividade empresarial. Podemos dizer que o gerenciamento estatístico é tão necessário para o cidadão eficiente como aprender a ler e escrever.
Dito isto, analise as duas asserções a seguir:
I - Não há possibilidade de tratarmos de gestão da qualidade sem antes termos tratado de gerenciamento estatístico do processo e gerenciamento estatístico da qualidade, é indissociável, e com o Seis Sigma não seria diferente.
PORQUE
II - Ele usa muita estatística como embasamento para o controle do processo e a diminuição da variabilidade do processo, lembrando que quando você diminui a variabilidade do processo você aumenta (isso é inversamente proporcional) a qualidade do produto fabricado.
Analisando as duas asserções acima, é correto o que se afirma em:
as duas asserções estão corretas, mas a II não justifica corretamente a I
a asserção I está errada e a II está correta
as duas asserções estão erradas
a asserção I está correta e a II está errada
as duas asserções estão corretas, e a II justifica corretamente a I
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GEqD/iOtdLOLkeGKuQ8CPET8zVmE5bPhEQOpVEAvyIhYUCPdOJRUl8QFIXF4hBhN4RT3qMDyExxmPBI6nCyzFBWOATkopswh8VWQSA3Wqlj19aFDguBtiKn7jOGOnePBOj9O47WHrmM595IAlJ8vV2jgSpQiRe+bS2qg8h5RIYvfAn2BHh75K5vghywKdqBTrnSugwUixH+ACi6nr+CYMqPkp+xiO+VIPgbYRuxXVu2akuS6SwmH6Miz38Ls7rqtx18oDjsRnCw2b8B4lgQ/qaRUD0xx41b7GN2KcrPs9GdBTffPSjHz0QNsd7kdCNGbkMCcs5IR7wAS4grdrOwkyOplsEE84i4IlrbchL2qZb5xBxqC2VcDFkbD1BRyIsAJ/xjGdkKIOtEEHEEBG18JCTM0fz5S91UbDh4pFf5hIQgKXxPoCxToAiSAG7BAMEiEDmTAhIWHjvqHUclGkVgrlFrKhM0upeEqbQCKbIgQRMhHMxPKfg6IDPis74sjLD4BhNwre68OO2D8cGIsYLrKooM+mLc0qEHv6KmKfEi6AYO4AeS7LOZ1js1zxqgHE6jiNogBgnMaaMT/IUKLknmb7Nxe0tK5+c69N3Ej6bICCVfQNRYMhprIyRxr4vY3QtXQRojF1FqZJA46Abzim50oPfEQDkSL/+pk/lOSttDtuLlYJgr0lV4KtYAEFjBo7ayTyNWRKq91nTLj/1PR9BsFwjuCRmICeQQkCcB5iyWkO8jJsvIhb8e6eddholOvrLc1ASMJADVMCIDwL8CjJAEkFD5IAUP0QK6M74JHOCoPudTxon0iKZItDAAjGrJMDT+UBQn8gs+0qo0ZVkKVmLCZUGcZlYBnSSRZIHvSP9yFcvCBD/rjEqvuJP/MXv6dcn35XQzJ1/0wkSJbbZ1PdIGh2zd67lZ+Y/lrQRdXGSFZdkAezEaK6X0OhajOgfEUpS7ufFt82rEhCYUwkInagYEv6t/UpAJBp2kiRdC0vEtPEgFKp/qqRjgiQhkHwFgMNRSYY/0VFdZEkoFhAIGiILjxAQujXGkFi4yLb0zyfp9v/+7/8GImKs8CoVYGNCiPmgsYt/McEGVZ98h69aqCEJEatsRMkYCN+kOz7ei8qDOEaqI1kAIldsiODEP51DD/IAnFD9g4URMeGaJFpk1u0mZFwuMi7kQh9wteqSDWGgvowZrrOVObOdipGYQqRmERB9iL26qHa+mGJPMaOdqkvjdetOPPZiHvwa7pzkJCcZFguIiHzBznCBXwcXVB9V+0gICCKrmifP1EUrEkoHhH8Zu7wqN8LTU53qVANZDgkfTmxt0Bk9Bp98j7zCVnhuvo7n9hP9mS9/GYvftFs/ZxIQwcngCfZ6EYYukVshCDyBE8YTAsJZKwExUE7cC4eUIABGBAhKoJIhRXG+CFAxUQAWkQQAEUAGElY+QMLYKcd3wBObRp7GBIBzviq+cz3nlTQQhioAUFBpW6BXpljPo0sOyfH9HlGhoEegwREk8kWEzjlzJUT1OvO1GgBWESDITsgagM8qMsfzyYmRjwCN8Qp2gVGFHTibsRg3p8eYs+rDqAmHBQy5Z1jboDeJq9pEIuTgISB0FpCp1479LiCANPDNq3NsBKz51xgB4TtABNkWpCGRAlgSAPZj4jjfzNyVqQEe4AI8dcUlcbKXFd0YAckrx1YqbITwaUss8T8rPwHtd2AcUTJH4PRJvzUx5px8srnxBuBnERCr5l7cPhNzlYDAAGNF4IDeve51r/6yY/2NkJqfMaiQEitMuFDB8lgXdX+EgMR3+SUCMUskVIRlHgFhF+dFJI+egCB/ZBYBQfrYRVsSfHCAbhCMWQREbNGrSo74oUfC9+m2JioYIab5igQiYVYCwm4WKsg3v9UmW4tnlV/YJaEjK3VB4zrnq6RIaBLkmGiHXwYXnDNGQMR6bgPWdhAQ/ltvd5gHso+48w9ENhUJ11qd8w/XygHVTrMICJ1r13UhIHJJ1SVMEa/It9takrpFMlF18nD6UgTkve9970DW+GQEubawkxflDrd/lyNw23zFtgUj3Ki4YF7GnUViCAiyAo/YsJJMpJgPOO53uRJ+hzyZP/LXExDYzmawImKByfcQEBVq8Vdzcc5b9HMmAdGAVQ52HDD3naAB1lg/R5acKWe5BAS47brrrkNgZdCSOoaKwLg1UQkIIMaKBVME8FJK7jthjsrnxo71E2OVmCTNCkhKghKXdlVROBYJ00NKlKuUIhElpIhwaIkNifC7lXOAZzih+wdASUwpcRsPBgqwlMW0A2Ak4AiwUSGq43UMGCCH9MBJIoLINQCdTXoCAmisVoAA9l5LvEifd7sFFCCsQCNp0mXu8dONlQGiABg5vZWmlQyiUvVA/+7Bxg4Zq0/2lRjZOCLhW7GxL4BA/BDKiP4k27FnFQQFnSTJAjakAvFEYioBQXqsTrUnqABWQEhfgNzDfVlZpv/6iQDyM6AT0E2AJpk4n03YQ9XDaprdjR/os0OeMxFTda76drsJAaFzia7e5vP9Ntts06ziAKZqSa0mqfJIPPyBfZZLQCQAY652FUuSqznwM7qspMs8kbmAnCTONm6vJMYQGn4UQkFX4suzBYhhL+IbqOc1XHqzYvf8Q4QexDS7KlHPIyCusVozlwh9wSO+LpFI2EsREIsHehffwUpgDif5UOybPvIJS63Q+Q8/8uAroUf6tmiJ8G0+BB9cIy4QEDrku/wZQYJJ9TaHNlSZ2AgJR65UPSKwVf/iAwbwR8QwIqkiM/Tp1mzFhdUiIOZkfHQdTDI3WIL0SKZW/6tJQOQMtmKz9GnOfEF1AZGRF2ZVQPgivdeFFUwWE+ynuuc4MhlBJiyIEhP5nq8gguwasVgXU8Zg7q6LwBM2RdhICIhbNaqMqjC5bQgL+QoclMfET4iLa5E8z9LU9tMPf7KgRDJCWuGc88VJdJB4dB0ywudqpTbtjX3OJSDKNW7BGLxVix9lfgrJw5JKd4InDxlSJjYr+FIBAdRKsMCqF6BvFex2gmsAhlWBpE4BysiAN6J97XFWgKqsjN0JlAjFKFdzBkkx4lYKQkGh5qKUrwLhWgpmSGNxDAHCFDFNiVCiN3dB4Tji4BO4WzUhQAJ1lgAbD+JxKtf5oTegzCElfknC+HIcCGGsPQHRByJhPObpfKxXsHB47Wk7q3nnA2mlNqAqoOkaWNW+MG1OSq9WZBHf0Y32nU9vgksbdK3SRKf8hUNnjmypHeSF04cYpF2fEoZ2BQZbmj9fSXVHILEvoqJvYzY+Ou9F4Evi/CfjZD8P5Er4QJyfsQXQQ/j4F+AXRPpxHV36RIR8PzZufRuDttkJ8YgAH22ZOx1JHEneVmeIIICjL35jTkieUie9mp/+6UQ7CDmxkrZidNyP1YkVZ3SBnFg1udYP3/Yde1uday9zkTzMP5VHgCH5VMDMfHyyKxxAFtnSqhI5EtP8DRhKZOmbHcVD7l8jUICdb9SKB0BD7CVC1/pdQh8DMCs4ZMU4EXZ/u62VGHA98JUI+KVbK9qCI7MEcaBjfiC58kEPVrIhn9EXwCf6o/9aJZDszRURkKATU/BDVZQv87tZAls81Ee32if8E/nkG/FFJBopt/rlS3RN73TJ58WQGEf02YYu+IgEzkdzm4l9YafjkrB2/Uh4+pdw+LPjfujWAoP9tFdxATaZXypj8BV5C2Grc5Yn2MYt4gjsNxa5BOFQNeez+oUncF/bbGmBVxOn+Vi5p6rOXvqWgLVrXHSF2CAZNQ+wIaylO3YKltOVWIP7dI0oq6hWQpax+0QaxLbxGhts4S+IvzzF7nQJA5wD61Ua2K2Kc+ECXcBW57K9Ra+EjszLS/TvWI8LqkFwg57EN59kU/3K1TCCPtIP/NGOH3P2tzb7cRkjnFQxgjXOh62VsMBn7Qef6RZGjC0Q65zz+1wCkpOAFSLihwNVYwIYDpeHcQQPA0gsJkw4HyWGRaVdn27BcDbOrH3MKqBImRxr7DUofQIf14QMpV39Kk+rhGQMOUYx5pC+EjyO60+AOgZ0VCusLAQHsQpQJXBcZSJlLglaX4soHVFzvbKWMSplB3i0pwLguJ+6ms3466dVC8BxLl1UJm81Q+8ROvVdwJ/dJJX0Ve/ZWf1lNZbrfbpPrR+JknMDMMRJdSfXq84gPnVM7EOXAGFMVAYkKz9WZ/rn+JGswrTJT6KvHK+fAEhycq7gsHoHzAiCRK2qx0eRY6sL/uZ7wQe4Mm62ZlO+PGvcaSOVoToOtjUf7SWBOc7fkI2Ubt27ZkOf2gN8dAy82ACpymrG9VZt0ZXxStiAPyKe9Omnlv7FUIDRueKVrhOTfFg/9V552syn842Nzjy/IKYDWqp4YiJ919tquR6Qi+deYEV0FRLcn5O/jY9/pTLFluaZfvO98/mCccyyX9rkB/RtDIiPeanERCd5xkE7/JitInyXn/BJyQJxNha2oWPHUhXJNf2nCkltM8fpir61VzGQv/KhLEysrPkQvDAO2OIa14p7OkjlVdvs7Jj4l6wkzlR2tUmH0Wf1oR4XLGboKvgIv2DM2EIT3kjoIcvGITbFY8i7dhAGffOD5AEEEr5UPZqzOeWhSrrXt7jSrnHxDb/LFSHC+nVdYhYBDF7BZn2yh7iDAfB53i1gbRkv32cj84kue9/MXYLYt/9kv9jbmKJXfoegOFZxIZUs8V/ziHZhjnHBS4udnMu+8DD25b90aSEQXfbjYk8x7xrniZd6K5hdE7/GHUzp2xn7eyECMnbhan3ndgDWhL1NsmVqAIhiynEsJAOzVx3w+ySbXgOSmds6NVFZcVuZBPA2/SimHrZmDVggWcWmamAuVquqPyEzW/P8prFvfRrY7AQEY1ICSwVl61Ph8X/EbKMEqrSr3Kzcp8xt1THJ2mjA6tI9cM95sIEftxdUl6y0Jpk0sJQGVAfcYnL7hv8o0yMf9QHNpdqYjk8aWE0NbHYCovzmls7EwFfTrKvfllW2krBSqM+U3le/p6nFWRpQklU6ZgM/KVHPOn/6ftJArwG3ldza4z9uzYzdLumvmf6eNLCpNLDZCcimmtjU7qSBSQOTBiYNTBqYNLDlamBJAuLhHSstTLl/SMUDTx7QcTw/eXDGlD0A6iEfx/KgkQc9/Z7nCXrVuEapsLbTn+Nv11uF9w+Z+tv3s9ofa+v48B29bgqhR6umlQp71gfBVtpervcMCh/sfTPH+ajxL/UgYs6vn3Tq6f+8zVWPrcbvdCI+5r2lsZx+3JLxhs1Kq1TGpfJFh2stfMXPcm4vuWY515mjubrd1ePKxs5f/5mDaz3jxpfWQlYLC+hgOXpwjYfdV9uv10J3W2ofbArnFsVQ+pdHq/1Wwy+0Jz5WK7/OJSCA22tBXkXyGpBXiKoCvFbqdU+vseUnT+wDfG90eAXTMfccPe0O0Owf4V7kmIMqD3q33ytO88RGVx6g6h/A84CV1z+N7YQgQM3bBfPeXliuHoCoV/C8DreSJIwcuNdss6rlEIF54/e2jFfAZr0x5A0ur5Etp9TsrSLPu+SJ+Xnj2NhjEp3XDr0K6yn01RRxJVa9grcS8RaJOB17I2ol7S5yrU2x/GwsiQKM3npY7kPt/MWDvUB2JcK+3hLz6iTxmnLd12Mlbc+6lt09pFzfFpl17rzvxb0HVt1qXWohONYO3Xvl1htdk6xcA+zhLRtvK9VdSee17I0Zm42xH7/IG3XzrlnkmOKB175XK7/OJCAG7VVLBMRqyqtoOpZEKEQicczbERJMfrAsxyVF70h7SM4xhMHDpgDC3gT2pPB6UBXXedDOO/H6nyfefZbU+lekJBoP541trDKvva31mD04ltrrYCVzs5mTd/OXS0DY1Cta/tM0D66uNgFZam5em7ZfwHIIms2wvD8/9krpUv0uddxzT4K4vpa41DWLHhc79rSwD8XWKoiPBcbGEgGvBHpDS9V1OeI1WntfrEa1wvjtv7JWAk/te+M1yZWKdpZLmCxcEWuv1E6yOhqQF5dLLC1wFAJWA0r1Jy8AACAASURBVGtwARub1c3HVjLDmQREZcHmQFhwJJvcIBnekbYR1hjLVRa3erHdbcT72FZk3tUGvra79U6zBBXBnL1psYjjY3c2PDOOKkraiEm2Aqd0fVvNehc6G5YZg78RpQpyylbeqXbMO8/esZ6VNFWD6rn2RkiZS5/IkaqPtrwvznjeHPG3d837pGjFmX77edlXwjHv/3tHnXh6XXVChck8rBYds3rRvu8IvbrO9cZb99gYTuj+MVbnsj2C4zXpEBBtZc76qPbrmhn+NAZjZO9ZBES5UJDUsh79ZV8VNmRXlQjj0iZdEtcgCtnfxHfach4gthKweU72cuDXVRf9hlf6ynGvHwPSWl3xu7adU/eQ0W/s5/hSbxZ4CNBqhg7nJUv+yA+16ZrMe5h8a8NeMhlP5uiBbrGHmEasXKrdamnWOYkHbeUdf/5tn4AaH/Fn869vrqk8spfvtGFedZdefdiHxDE/5mJuEaTJd46JIxtFIVGpuFrI5Fp2GatomaMN81RQvV2XcVcd8qHEaPqO3egHxlkoxZ8snsxF3+JiXkUA7hlb5ueVVxs8EX5V/QWuxM/sHVGPZVz5NI+0a4xjD+zzC3s+eMPFZmLxBfpLPLu23k6rc6v7ccAaCUtlMfGBkMUPtWP8VcRnjrMVHLfPCIGfiCG9mDMb1Fiv7fidL0Y3/K2KftNOxU9x7To+6Lj5sKF+/G3M82KSXlzjXDlilp35mH74uTaNM7rmV8YkfuwJYs7xwRo38V3YKfbtp8I/9O2avm82cDdBX3RbBU66zg8Cmrg2DvPVvwWgTQDFRPIKfcVeqiO5rrad37WRc81LPhBnEfgbe20sSZpJQNJ4/bQPATCnOCBhhWVHOo5mk5UYmDEFXnZH1QZnt+ucLa6J6olXO+urnDa6cqsnTl/77n9fioBkO2Kkxw50dqqzy51d3ByTWP2t2iIxEkFkXMqHjmF6xsMp+kTLgEqsdq9zrh0Q7SiHYBF6sWuqTdYcd0zJ3S0NfyunuTXAuAJU6ddtqvRr3JycYwBmO+M55hwrNIa22Y6dJe0AqOSOWCAjxq9vuxZyDp9p26t3bqkBmV4Am4qBOevLtvX6Yifzpx9VMfp0nO4AdsC6b4+OkA/6thrM/5fSnyeQ7VZorBHJR78E0XTbzqd+6ZL9JC3BDnQFAD3yRbtCOk/lw3XakQwBha2Wfe+4uanSRRd8mt5c47ixe+2VrtnBVsnOd0ySMh6ASDeOWTU6poTfbxCWeQEpmwoZo4qi/tgaQPUgYMxK99rSrnmq/CUpa4ePOqZvdkYY6IFvilWiHfqM3dxWsllb7Aa4jEU7fvgy8gZsVBOAD6Fj/uMcOlIZC0m0cZRdWNnYcX5I1yEhAJS/pA8kAZ5I2ubDRzI++jBX+5xIrIiLeKFX19tO3Nz6KgX7OX7yk5980C9g1z/ciQ6NHyDzdXryHxAmNsSNeDUvictKPrtMaldSVQGO3galrP/HHCx6ggfO51/8nrAzGxD+xm7xM3M1t4qFw4nrFw+wJHrXPvDvz41v2+qe7sWUcVo5s6fxwBAVTYsI4/X/ldCrYwiHaraYtb24duzqaZ8mCRcuZrzGjpinMug4WwejxIWEZ8MrMWq85qgfbbC9zSCzqMlcffJf8ZoYNRd5gbi1ljGwGVulim4DvuwkStdsZcw20Iot4O0Y0WNn/wVC/I/dLKDH7GyDL34iCct/fIXtYLUcR4f+Sw9jkwPlMuQgujGvnM//kEV4Fmyjcz4Wcm7hDGvi+3QnHggyog/z8yO+4B8ckWvMH6bSh/8SQIwj28iJ/4Ig2ME24peterGwoIucCxOdn/wKG2FE7CLO+N6isiQBoSQMWpK2Ra0gJyof/pdTzq3MSLESFkASvAKmbutMKUhA/l8XoEbxVhcRxyiuB+Icr58CifLD6HJMklQBiYJsZWyrWEFCJC7jltQJNs6orrPiF+x1hcHBjKkSEONzHQBNMtAWULRqIIBL8nIeEYycAAslwFEQCWIMlOMhFIT+6BJwAlABmfk4jiSkvInQ6VdiQ/wEXl35ajMEy7XOATb01wvHdiybXWHqCA6nE1y2wWaj6MJ3AguI85MqdOg2mCCQROiF/fvzXIPgSSqVeHJ6OiBAfJdddhmC3N/GZ5t9O70KMMDBdn6XXLPjoNWK4HWcHlVO8v8naMf4BQ+foBd6Q+QifMc22UBOsPPputss8AhRFPzsEqErK6pe2Np4rGgjbkmGJOU7n2wsqWfFbhxKn3xeEhP08S/nqxxqR2KWvMUlX+WLYiW6Zxt2s2MmHQCoOm+xLUkDTn2If/ERgMsY2RbwsS8Czb/zH1ep/rGp7wGb9uutATbi85IhnGC3VF7Mk98BSQRdFatiiSqU46lmZjw+4YkEkc22xLMxJtkhUfr1rBqskmyye6q+/G2eqonsyVZpC/ZJvCq3PUZpQwKUiAhgdpvZHAjf4tPEfOp/yiYheJau7jrqPH1YaLEjTIhIJBJ4/CLfq/zB4eglfsU+EVhh0YDwIhlW0ER8iNfEILsHc9g/Y3eucYkr3/k9W3SLIYLA2KYfceA3yHDdlVmChav98z3IKP+FtxH4hSiJPwuj/BcNMMhtOnpFxiRemBAMhRFiV18EFshVuT7tG7+t7dkulQkLOb6b+edcnxaY/h+WtOt68QPf6FlM8Bl+TfgB346P+Q6eImwIDhz2Xz7Evy1o5FljEsd8uf7/UMaEACCc8LTeZhV7fJNfwHy4Kfa0yW/ZWuyzm+tiL8QOaRIbVdiDLZGt+J+FFtvyP8RNbPGniEWLvM6nF5ElCYjJSDCMDZAxTYFKsZQXRgncBIrzlJUYNEo1EIayOsL0COcD6JzNtRyVAyV4lho8Q1jx9c+AaAfTzX8SBHhr8Ah8DhBQoSjOBhwD0Bxa8ApIhuNsjBFxXgzie+cCCo5HRwQx4IyMRCRI/SAeRL+cFtjnf92VDCKSMkezIrCyoisriawGch6AFbSIkNKd6oZSLBGkASl6cb1xIVySZy++AyaZK5v5/wiwecAq0AS8diRC1RzBxdGjj7TpIWJ6jiMiLsY6JuaKJAb8nJME6nfXerA4pUm+wy6cHemgG/o1b4EVnbtWQAog4zAfIoGbgyCVbAS45EKPCEKEjxuXfiRkfUry5s43kA/z1ze9IZRsFRBMO/XTeCRPbeTHyljy7surEq2KC13YBjmlXu2xi2SJPKUd1SkVPolIXIk1oMhubMFezvXJT5xvvuaYSkYdq4QoERlH/ssEiSridh+CZNyA3Wq6LgjYgm5rAuTvxkB3Eoo2ACn7VhEb4qcmKWTdtTCmX7zkWmAaIgBg6U+fEbHLnxBRq2PjyGrTOSpDkqsFC/2JzSqwgD7rnPjVunXrhrlWcg6f9EWQaXasIknyo2ww18c2nE1VLbbjt5K3mKyLH+1aQKisIWHGYZyuz7XBGfGg5I+E0jsszcJSO5IWXzY2EjyQEPk3DIF1dMje+qk69h29q3pVPUmq2qRf40qSHjpZ/5/w8ac6lhzTr2pItRU/t2Din/qnl/SHzMIF5ImYE+LGf6r4np9qvwq/pUvHq1hIIrA1Fq344QDiwubVl+VIC+JasWJ3uUDcsL0kXgUeyJXiz/xqbKpQGZfFie3+xS6dekg1+UtbsBb5hcsWK8k9xoikZqGQfumGPZMvfM+O8L7eydA/UgTHtMsmFuLGQLfwyO32ek36GPtckoDUiwAy4OqZUs5xT1tgSJoCDyuNYF7KU3UF6iE8QYCwIAYcqA+qXN9/cmag3xMQxIIDKCkRIKKSEHGdgIkDYYUSgiQi4BEJc2AQqzbMkEMk+aUdK6qsgAWTcwEqwkOsgPWNeRMVF44rYRIJESgxpGTCSRPojgNbTBhhYfTccvIwJ7ALWOm3JyDV+JyIU5iT8SBj5lvtMAyotUFvElcNOo4leWHRnNGYXZsfASbh1rHTIx1bAQIrDmruqjPs0pc2AWZPQFyD0BK+xIZh7EBIQFmhG5eAQGLMU6myEjmJk36sbgCo8RqbBCfIPWSKiAARoJuSrn61LdEBMSRTws+8fZob0sPG7BTf8Z+Z8XWkNgkpOpYEEBnAk7b0L3grSDmfTtnZeXwBGIkZ/uB6AEtPtR365VuSneQaELHyzXk+6QHAAVTjyUo44/SJeAE7iU1i9sxXjTeLD/HBtxEQZVo6JsBQDJkbQUj5Hlvpnx+ZjyoR30dCqtCfuJNQAB2/jP7Zjt3qqjLXVgIiZvm67yLGpW2rcj7Ft5O0nAPIJWhAbYzmXUVikkBr8tQm3+EjIbnwzvjHCIjEKebpImNxG1VCqWLRIOaSHGI/fm4lWmPOdSEgdCqRwCW+n+t8wiXEAH7BGPaRPPWvUpZbeJWAiGc4YBxZ0IlnBBaeObeSbvEp1t0iJHwDJivPGwPM93swOHMWw+yaKlK+94kkuaYuLixY+J/4lHu0G4IijpGk3A6QiOkilYu0DSuMHxmtsWqhIR/1WCVe+Hkq6tqBE3SIULC3vBQx357ksj9cEV/imA9WgRGwSfXQnNkkIr85Xx5DzlUiEA1VFPZRLDBX2DRGQBAzMZ1HBdKuRbtxB2N9D0cs0OqbN+LbokTeUsVVQbYgiI/JRxb/YyQyfdXPmQQEuHC6uuLxu9KRIOVwNdFplMNxNNcCG0EWAYQArD5gqj2rFYqWOHoWl2vHPilQUk0lI+d4DkXgRcGLEBDBpDwPbDyL4DZJQAlweyCurvABjrn6XyY5boJCQDqfLEJAgIsEaVVj/tX4glFiqI6uXTrn5BwTwHK0noBokwBBbQMDOo5woB7wHZNAgXJYcK2AGIcx1qpW2us/kUgJh274kB/VHAlTgNRVrWslGAQk1SHfGV8lIHQbYhEC4jae4O8rILV9gcIfBJPkDZRqyVAwSuICkx7rLY1UQCRYAChRLiXGaHXC7xCd6jeutdIyno0V8zQG1SvJRxyN2VC77OaYMbAFu/UrnvSPeCM3dZWVYwASOFth8h/xJo4jqYAAVElGQg3hDgGR1NgV4Er6eahQvIk7q0Hfq3ZUQTIAKL9DCMwlr+ZrL88Y1Gv8XgnIohWQmmRqBUTiGKuAAPrggz5TAamra37QV0CAtOvokW+EQPERuFNjVLvA3upYsllEQkAQemOSQNllKYHXEhlCCE8kYiQLdhC3jKx0VeG0S8QKXESazaUmKSTVYgxGqmi7Fc3vQ3L5sWpZ//A1X+CLuRU3dLT+H7fDJPkQXF/3FZBFCEgIcdqeVwGhAxhaJRUQOovAIRirqgSbLRAjqYAkLnwPY1IBMZ6+AoIIIKapgGg3YvHBrvUWnmPyBXIF3xAhRHmMgKQCktvUaZdPq5oE+32fxUslxrUConpq7L5brswkIBp1X7KWzSU2TgDMObZyL3AizmcwASzwGQroRHlAmdP1zIiisVglO+0uKkDDNf2tBOyLMxgPZWLslZFasVJa2LegAIRW01aNlY2q4HigDZlK8jM+QQhYJa+I6z2nAHQI8qXvOJ4kJnnUCoi+6BQoS8CSM6E/qy/jNg8rnrrCQEI4muDBOJUQAb7rMFZEjhiz2yNWYhH9WaEfeOCB+WrDJwBDevLQIYCwggSY+uILkn2CD1AJIA5aHXdDg+UXCQUAj4kkwwcyRzbxt2uITyw7NkBA2CwEhF9JpHQLKAO6wIpPOs7eyBV9RfjkNttsMxAQQEPniE7m4nYaXVlNISPiIUlDG3zcCkbAI5ySagTZ4R81UTkGZMUFwI+YBxtZ8VaxemOnzFtb7G5+gIStrWYj8WHt8FnzIcZIL0kAvtOu+SPw4qGuDPULOJW1JX8rTG2K/TpupMG1xqXyokIRf+ePEpM4AVQSS/qXcMUo32J7iwWxYUVOJBYrYUDuGucBWMLH+YP7+7WyMRxcbxP2ji7Z2xyyMla9Bf6eAaFDpCkAa6VvDsaGxAJ5iTTkjB+wHYxLIq79so2xE/6iAij+iMUG/zd3uEX3EYnCLbhaMXZMHyHvdRUMW4yhr4DQn4VJbjuEsNZrESrXehgR8Y6e9EdPMFBcS+auJ8gsnI5YhNB/SCPfFWchBzDYfDywaU5iNWIsbCs2at+O0zl/qjhhTnyV/flfxuR8mECvSBDsVJmIndmKz9cKiCQrFqrQsXhybm4B8ws+UvvKNSqS8l4W0rACPoo3ZB9RZs+IeNd2JZdw32JcDhNnqk95Jsy4E9f0qcJQb90Zk8UcDEZMLbAi8JuO9ImA5Na4+IOnYonPsDt7peKK2Dve39lwbipBqXxa/LCtxSV7iR/VmsSDxQF/4F+LyEwC4mKJ0WqNY1pF6SxAYNVPeQLUMUpm3AAQ0EQOKMtxgd2zLn1Y/Xqoh5PXgAJqGLdgmSWYpAeLKFMfVvacLJNPIg8IaAeAOj9kR7kPQ8fUjYUTZ75WZtrVZh8skh2gc9yPxMX5gBDHspKQAFKqVY6XwPIQIwcSbBKVgAeCdKQtYwCyqjkcXCJQbUlf7uFJNsQqw31T5yfo8qCrdgUw53ItWwpalQVBkMpN9CsJW2lIBs4X3OxKrxwMI7bqic0xcf3ykzhg2uo/9adviakXdmJrSUq/wE7gKQsSlQf9JhHzMc8LSSJWS8YjeLTNx/ipdujJCt6nalvAzzE2Rhb14W8EK0+c8ynfARalTX5B2IGuHfMDRJFBvgF02T7H6Awg9HphTwBufjlXFbBW0obO1t8T50M5F7hIqAEDq072YVdtIY+SObsir/yLILGSucTnPDrhq+ZlfHTIxzMe8+dXdCoRhZACc7qmOzGkHWBNPCNjfPF3tqADxEalDkBHP+wpXugSoXPcajtYofIgacEEoA5043N8F8DrKyv0YQDr/xHPVvJiCA7wWcQzsYpAA22+3vuL+EOanGNMABaxtDigG8QExiEqvRinVX7m4Hy3q8UHod8kcWSN3ZzDx4zPfMYWBRIqHJKUYh/XwKs+ltxmVKE2Tj5mnJKN+biW3cxPZcu5bJB2+ZjqdUiiW16In+dH6JFOg4vsY3HFN/iaa1R+o2O+ZeHGP/lq9WFxrB/2lBh74U8WVMF0NoFJbCHe9WkufA+mZEEL8/hX8o9FAVsEJxE/OGBevWhb9dccta1Pehuzs/gSRzCGTWGAOcEXOAYzzS8Cg/m4sYlTMaEPOnNMDrVw5de+dx4s5E9E5dN49ON62JwqLX3w88Q/OyPNfBeJg2/mLQb4IrxWHbOwNMb4ID0hMzCwF/ZDMFxvfHzPGPgFoX/HEN+MH/nJA719e/3fcwmIkz29DID8hN2nEQqX4Bxz39HEqziO2TluRTAmAJCSA6o5xz1KCcGxeWJ1Ahj14TOA6Bptq8DUe4r6kYiibGM0rxhcWVlbfqyaOZZxJPnVsWgn52J+wILjAzdG1neevheoCAKHIPo39noLyTi0x0kkjSrRs+O1REnnCIAKC8Zs/ByuiuMZJ8fHfOnVOMckfUmgiJJ5JpGaIxKqPfpOwhlrp35HFwm6+n1+ZwckLfPTb6pndMuGGQOd0iWiR5/sk9WX9uhHO0Ban1bZIbdAL7rQLl24PlUP59K/c9jfMQAVEfy53rGI9q08cowd5olrc24I89j5/DXjofceFMVV2gkwace8ayzQVWKR3bL6SZ/0m3b4MOFb5uHaSHxUG/qIiBM+FX8HrvwmRF9iiH35l7bpIMSeL6piGQP7iQ0+wOZij387Jnlqy9xq/xmHT9fDo8zR+P3teqQrts41mZNzAKe2c07FMGNI/Oba+skH+Jx++IIFBB8jdbzajB+yqZiCs/VNkdou/1PV0K6fihn1PL/rk52DefRMZ7k29nAuTEos87GKwXRnLuKMVD9jGzag52AI+0fHxsC2IQPiKD4sYfFh7daYHTpZ/4+x86/osR4LPjuu3QjMsyiM/8W/4rvIWvXHXJdPeBz/ZGfXj4mqJ0KAnBuDOQer9QGzYEgvYio2iM/zF1VlxEjsOC42otO0oc3oI7GZY/wq7fKp+C0bGEcw09xVaKMzuB178dWcl3brZ/UT49RnJRjazvj4TMZQ25j1+5IEZNaF0/eTBiYNTBqYNDBp4ISkAbeVVKv651eWowNEQ3VLVeqEKhMBOaFafpr3pIFJA5MGJg1slAY8p+Z2SCpMG3VxdzIC4la922YnVJkIyAnV8tO8Jw1MGpg0MGlgozSANLiF1D9/s1GNrD/ZbUq3euot3uW0szVfMxGQrdl609gnDUwamDQwaWDSwFaqgc1GQDyokgcDN0Z3rvNQTh4w25hr+3MxT69e5YHU/vj092wNeLjLK9ge2PKT14tnX7H4EQ9IedBpOf5hXB7mm/UQ2eKj2Dxn8sV5D4RtnlHN79VDeB62tKLz4JsH1bJC9CCph0s9dLgce87vees+ysfzAKOZRD95gHLew6aZuQdYPRRK93kIfrVX1B6ahZOr3W7msBqfcoJxVvHAMN+DTx6UXCsRv2udUzwU6rZQ4m7WXD3Q7QHh+hCpB3fje7Ou21TfbxYC4kleTxMLmI0VycmrSvX9541tI+d7etg76Zx3ksU14El0r3h5Gtzrcu6Jeg3Lk+Hz3hJYtAevKXqVcDkPenlIzFjGXvFbtP/NdZ63OryO3e8dsrnGs2i/9grgC0DM65D2qQDAyKBX8zy0N+u1xkX7OD6e5xXYvIYPg7J/DdLmdV8bUS0lXgO3N4m487abPRgQktUU7cFJb01siWJctjjIG0fGSB+2geB7MMrrql6h3dTkHqn0+nHedFkrfdkrRKz1b8n1/RuX507kX8Jn6CVvC/Xnb+q/NwsB8R5/NrHZ2Al6tcv7zvZNWKl47co7zdVxV9rm8f16Duxddu/95zU7cwaWSIPtqFcqNlLzbnll6Yu26d14ewR4tWxrE3uJ2JfEanZrEnuA2BehJ59sYI+TWa+Xbk1z3BRjtQ9DFlJIN5/fWLGhmX0paiVlY9tY6nyECE56ZXdLElsn2K/GZoL+i4rghSqAnX/t65FXi+2tgYhsal+0P4b9NtZa7Pthd9qlCEg/Lnu62A9mc8mSBET5Cku3GVBYUwYrgfvej1JXBGP2XjAAYnhBlveXle1tWCPYMC8OImlwbpuEZTdQ7x67TttWBnEkFRBgV3dk1HfGaLOoeSJRahNo6svqIQREeUpfjut71j4DSl3G6934tKXsTKwCs9+C1Wx2jHPMLqRpu79lQWe2PHbcZjK1hEd3mV/d8lib9pCgY9fZba+WIb337Xs/+b9jhkG2NpTrol9bky9SgnP7y0ZYNiEaK8eqgNhBMHsNmGPGZsfOsWsyHjsmGif72f3RijoVEPZNO8bsXfMqbOFaerMat1lO3RMDSDlOv7GT6z1QlmPatxroBRlQvjWG9GM3XYDvnXrtGpOyZpXMR7vxfce1JzZc5ydzsaeCDZgkE5vvARJVHPs/sH028at+Yj42WtKmH+fTOT9zjc2olPN9ry92ThzVsfodmOvXea5lh1n7NDifrznXp901VZ34LH+0l4EVvV1ybRhnQ7HsAySm4ueSJxsQ+0g4x6ZN2lWdJPZ3MG7fic34kLHZ38JeNbGh+da4sdq1iZVr2ajaHjYlpsyb7elwnsAHc+NbKm3a1TeBYf5GnrOaVCn0fcakfav1+AMfz7hsYGUVL3GKH7HrdpZr+YBrMk+7UUboEPGHlxYH+svtafOPPo2t+ihd+M7PWEzRLd/1AzNtcpedfmGwa1zruLyQfZQyLp/mYb72WXEeu8cPch4/gcXaQsJyC0EVEGaZu2Nsm2O51tb3coF49z/7IkpE7Nj0sO7u63aWjcv63WbTVv/Jj/Xrp1ai7K8B5/iLHGRexkjY22ZtNn5kF33SmXiHTdnsix/4Xdv0OO/2UOyQc2ODfrz2E4Ef8T34lD7ET2JZ/GhDpYYfqxBZJHi7Rwz6DO7qg33sOOw2DWyxa6of49EG4bP+9gN74n/9GMf+nktAAK7VJGParc9ATYowpJWwkh8GJZg4DKeXdG1DrOwKfDAzuytin3FmiUqw2pjGjohKZHYKtIJmOL/boEX7xmD3RIoBqJyOUgkDAT9VFecqQ+m/JuLhxPVjNg67RNrdDRECkAKXYZSm7AioHbvL6X/MOTiXHTKd41wBYAwCTSI3XiVLc8dMMXOJ0Rydb5Xrd+cTn94Ftxue43QpuICKjZPc4rCTpWOCyI6LHEIQcDrVJMfs2MgJzAVx1Ca7mS9Hy66ykhh92snPdXbC8z76UqV/wMPms6pPbqmpjEhK7KqPjE252a6SSSCxCX0JZLYwFuOwcrFa0Z4EnR1XHTcnpFH7rgXGdO+YedIdGwNsgU7v8VM7FvJhxyQTvhwfs3ujMYQQZHza4JN25uTn+rEbo3naPdHf9CiBhLACpdjaCkO7ITdIqTlkvIi4uEFwzEMs8EO+bh6O2xKeXfm6fu0s6Xr65WcARaLih/q186+YVSmkf7dEnC9R+b1fJfmbbvit8/ye3Q6zsVP0Ia7sQEoHztUPe9CxBCGuxCCfdgwOGC9SLgGau/m4FpG1MyVwRCTENfvQM8IK4GxZbTdR57vtJw7EKx92K5ZvZH4whS8Zs3EqwWecdEU/Ei9ccx09aZevaSubbmWu/SfyZvx8GRF3rfnxWWTL3/yP/Qjfk7gDyPRjjtmNk60kIATReLTlGrHLFyQtMRC/oE99aBMJ1h7wZ1exAFthAMygA34rIbrGD3+iZ/1pU7z4nv/SHXJFkIbsjArD2NPYkDaEkE1851r/9wmfhcc9QUAa7PJJv9qBb/RjDERC4xvsoi1jl0jNRQJV1Yj9YFe/wZVkx2Z8rVayJVJ+X8mGsYkdu3QuJTZN48+Jd+PTP3xE6Pxvr/KNsfJNiwZ4RD9iHZEUr3yUjc1LPrPTrdzmv9ZgC3N2vddwo5M6Ngv8in3sJN4RnV5CQBBBfiq22Ekf4pk+sjmZOEf6kHy4xp/gEnIoH+b/XNIHUsi+5i7vsEniF1bSZ3xMrrF7rj57aBZVogAAIABJREFUX+jHm79nEhAdCharhIjqheSLOXEkq4uI8rEkZ5LuS3I8jk4EIKAPeeGMgokwiIQjgCOMx3BJVs4BpratlZQdE4CCkyHrisDDUoKL8aoYl+uMPyI52OLcShbgcZSs3s3fmCk148h1HNtWwyFBAoZzcCbXcVh/B7ytUiX5rEAYR98CUlIH2pxQsiOImrY5MPKWfhyT5DgQW9CHAI1oX9BLKJwAWEckOOOWeAWPhBmSpgKEtdNBH+S53qeEIDD7KkzO0S/bSlDAT4k5Imis4ntdAg9Oa8VBEExbiLMrNk93Wf2nLWBjLoidBM3fIpKBuSCOgNwYzD0iGAGRRMS+2bbecRUxeu2FPwrSBL5kyv651q0o/SASgIg/1z75EDsarz6TgPRj9QjwCZDjF4QuJeO6R4CVVp4TGE5qbTgHCAAe/kR3/JH43v9bobpCAI7Ekb99Z8Ggooc0VdsYo7H2t1UkKXGeZM2HxCaf5O/imP8T/cAQfkwAYv1/PlzrOjHpHMAtAUf4EtJRhe34lpiVeIFhROXMccmL/hGFLCDEFv+WXACsOIkgQIA91dd833+KVTqh5+hFLPHflP+tICVzcwPe5p9bleKefSQg4lgWBciGv4n4R3SMhx8gAzAN9hHx57+PkMBVRcxTJcnc4DIMRHjhHV+NWPAhKX70FzEX10kw2pFQ/B8+EXr1/5WwPQxAmlK5co5tvemkfud78cD/2IuwgcTIP+jEdXwi/soH/HcMVtyIjhireWFoZOQfc2SD3F7hz/xKhb0KX1oqOcoTxlf1Q598TfzJKxaftdIuRqMvcSTGCKw1DnOO8DvHY0vfI8rsHTzOuciOnwj9wpY6thwLAYHfCHn+G4scp2djlN/MT/4kSLj8Q1SQ4JwKTwTJg21wWQUL+YLZRP7FD+rOrzDRf6wYm6adWZ8zCQiSISgZsxerDCuGbOvquAAUeBKGFTDwjEMaKMIRIwlazschrfQk59zeYRjO3P8vlCoCkp9kyaiAGGNDIKxeMfGwSU6cveozdiCnelCVZSWkb2DKCNqpYh76DIDmGLboupRWfQ8sBK5zVSWs9iPA3JyjD99LOpxasCEDVjK9AHD/66dVQubHkRhYkseaJQPHrWboOSL42U9CA3gBTPoGTJXUuMb8ERaONkvoCUjOIyACXBJJAhAIVhICuxf2Nw7gWgVR5V/GGhH8kg09AENgqtzMDnXe/AgpYwf+5nwgHqEzBEYQ8SmkEykRaGNijIIMQESAkKSQcjKf1acxAVs6rwCDXFlFSBiqR1YZ/B9pr8Km9AW4ALQ+BX0viCadWtUABPNA1gCsJBIxbv4bm1oQiJ2sdJ2HgAT49Ov/bNGOVR2gqrp1PtLLT5wbMUY2DAERZ/SW261W5Prgt+akfbHqhy3MRamXX2b15Xy+bQVons5lS8kWgMMecwsJNBZ+KRZgBJ3wxR4IEwfOR8iMhc4lykUIiPFIMhE+BttC3pBeSQKYA/lFCAhiIqlbPRNJnp5CQJDs6p90z98kQUS8JyAwm29JjNX3tV31IQbMH97CCnYUNyqudUVOn+KEvrKo4heItevhPvtEB9GNZOtYjQV4h8QhDXxGzFThC/CSDqzOxfhSogJYCYhFmj5gYBX+g9Ty+Vki71k88wnnm5c5es5EzkHyYE5u9/BT+JoFtbyl4sNGFgXsZAEToTP2ik/DAYst+k2bOTefKp+wTxVPDIU85LhPBETcsTf78Tu4lriBp+ILpjovbTiehSq9qWbOIiCwjf/nNk/Nf6rB9GW+YhpZX0RmEhCG55TKnb0IBuAQ1u+43ykWCGBowCH3BQ0GKFMSGSMgHJNYjVBQrbz4XkABT6tQCpakAKmgZWCOrF+kAWsEaFUEF2KQMrljHBfQSiQSMOevYsUE7Oq9Y8cRENclGH1n/ADbCtgnoI4ov3H8CtrKV/Rl3KoldUWW6wC3wLJKMrfMj45Dijin7yUiNtGP5AVorACQAeVTKxw6dPvBraMK3Prz1D023INIxuLTqgRo9LbJOSpd9EVvQBUJYSdAIsAASyWtgECiUB1wfoROsG6+IHnzHQEkQat2SODmlfMSEK6XwMzPytecBGE9LgkLEDY1XtUVOrPasjoF6pJnJAQEuQyBBJ4IdkDaOIEIcoF48u/aJ58QSwgc/bK1VYpVLH2qJAIycwoBETP81So6YiXGRnRjZSgO6VZcSQgAwGoqoj3tZyzsQY+5Z53z9O0penGFhMcn/a2cXQWA+gmpcYx/6mceATEfyUjC1j6fNX76RrTZWdJIwjFm81TRyvk+rfjZUHyLm1r9koy1wfaIlDmZWy+uB+Ywik+FFAaU+/PztznAINdE3G6RRPgAQU6tIiXQvgLC3xGLvgKyCAGBORHnw0hxhqT0BEQiU+4XV8HgXOuTH5m/ZIGwIj+qhiodfNocJeKIRRvb8R/+CyedE+IuKRlPKj25jp+Le1XhCP2oUsFoWFHn5Ry37dmODV3r+YmlpCcgbkFI2LVtvmmM1XZj7cJTcSlfxO/4qfHSK1IjuWchC9NV9WAUGSMg2iKwxLjEmJgPpvNbuay3FRsgP3ING1mswa5UlIZG1/8DA+gVwWAbNsr4fcI5fch/tQJSCQjiioAgmhHxlQqIfmFCzRFyCtxU5TEnRMxia6xwkTbr50wCkgpISq31IqAByFLedIxTU47EqtpACVGowDXRPBQERDFAgrhglCmXuUZASx5V3HPlQJyAw0tsVoKqCCm91fP735UdAbpVaMSDZMDCd9p3vArHESSVtDhufoKDo0fcU5OkrPQFfqo9jiMjDFRBG4lAnjBqoNSX1l2XVUDVc/rrP61S2EXwpKSfc+jJXIyPns2pd2KODrArScr1+RRAAoyjjxFTycHqTwm8CpuZL8dMpctx7Qk+vuT3iMSpwkDv/EaFKMleiVHSFZBW2PrLbTPXA2TtIWiIKaCt48HugW21qcSgLUELHKpdjQvhWoqAAHOVQeMyXj4fYQ+x0dtRbCEMApj9XGu8iA4w50faJAAUSUZ0KoEAhkB7UQKCOPXPubCN2x+qlwEXsWrFVHVhHJI1myS26cccliIgCHEPbtGPT8nNylGcEvM1ViA9JhYi9CY5RPgSO4kbfiop9ASEXn1v1R9sQ0T5UXSd9vrPRQkIbOCT4sHtqVQhxD9cDDawHfKGUMAP8yXIVa2A8OckMcctBFI9NeeegAB/vq+N6vuu5VsqQ7A0lTDjk+TgFMLJDqrDEYsWBAR5oG+LIj4drEC42aKvlsFXsVarnxaIkphbRHCcz1dR4UXQYLo4r6vxel79vScgfBhJtrCIsIfYqf6SY/UTOVVxygKvHvM7IsJOyTl0IPkj/wSJQ2zpGfGCC7ViJs9YiC0leaaLryJFBPZZyNQqZ9oxBjZV4UPCa585x6dxy3Mh29pP9YZ/84NK+vhdJSD8NxUt/kAXzgneITuwrtq89t//PpOAUCxnUNo3KZPn7JyNQ0pCjOwYcJHAKECAAw2KD0gZnASc+79hgdq0IhawSUySAcf1HSd3jhUnZ8Ro9WfSwIKRKdBKyArEuVabAqiyOJPmlIJENcK4ABzFup/nGRNGFlhWFdpRnkROMLxattQWNrnzzjsPQOJc5EswCXrt6t8KN2KFh2QhTc4HEOaAZJkPQBIcjOa4Mi4ncZ3VgGRs/I6lwmKlj3GaT4yfiglgMW6r8Yydfs0XuAl6joZkatNKRQKiA/oHiH7GBFhJQOxrFeB6c2YbbSbA+QBfCShZ4QL5rHDTNvvTjVtm2hL49M7R6YOfhYwaG388yUlOMiRCvibYkFnXIrPYPTuqcETPgtFxY5cQBCtShHDUFTRgkJiiT2OUYBEioMnfCHAGUnlehO+pMOkH0NEz/etTsuAb7EgXQBGAhHAhN+ZgrpKQ+fJPSZG/5hkBc0fccz/Z9cBu2223HfRDF8hTVtfGiWTynVRA+IVxVwLjPD7PNiHI5qcMLZn3FRD+I/lZjZkfQFN9Q0D8DWDFo/EhFapyQJ3wc7pBtpzLPjCGDfi1NlIJdT6yY1z82vl0Qgd0y/eMrxIU8+A3xigm+aP2+LJEDH9ULFSZ8qCo+ADAJz3pSYd40i9djwm/4Pf0HuGb4iEVEMkQ0ebXqYbQp/Ej/9ttt92G6y1A2DwEBJFwHqJqbhY6fBY2+O/rozd6dNyc3LqlI74pcSArfJ8O+HowR7v8HsmQLP1O4Lz5iCmYxW6w3CIFLrrO+TvuuONAXNldH8EHWA1D6ZQPVjFft7boXTvszdeN33j1a87yiePmAof4grhxu6HHi9p+fpcfVEXph7AfIgsH+J62kWQxbAw5JzE4fLH+H7HCx8Qhe7tWnCMVcNmCUQylL/qzABB7xJz4sRiG2XBBXohYSCFzFkrahv+qMkhhErtz6RduJJ75KQzhp2MExBgQTnrVtvxpoaEPc9K+Z8LgnvhkR2Lc8FP7+uQz/MB18Irf+TFOGM3/M045lg+zF/HJ91Xc9bOIzCQgLuYEBsjhJEyKFUwSjgDndI4ZBGAMK1Te58AhIBwT6VAWJFYGnGPdunUDC7fS8vBWhBIlMpPRLyAB7lihgGQYgUW07V4np3AuwMXI+mBwrvFxJCBIkRQv+UkalK+8hr1pRxKUwGv5MOMTKJ7NMGfnCiIrLgBuxWXl6tZCFWAEKHK+RBRD+gRkDO24MXAizs0J6M6YHfPDEYCxYDJ3IJ/rEBP6k8g5P9s4FlIm6DgTIBIIjgl0cxe4rgXwY06e+QA+x+na9X7o1YqSbxABqpKVsdEnQDWnXqyGMncJCflyG8XcBT1bpR9A4j4//ZkLsKZvx4EyAqICgfAQSTDj5KtIBx8ScIhX7O16QGtlXROQPhA2fdANYUtJIWVqAW7+Wc2ZT/yRbyhV61O7qgx1PsAgIOmTTYC0NlRDamXMd+Iq8ZjyPz0rvYqnmhzFAZ3omwA/486KaviytQFoxYKx0oOELFaNM8+55Fz6YBNx41zjgQPAD2gBTON2nvloI3oSS8ANgXEt30D6kBxzQ7jqilcsIX/xITpFasWrBGvBU8vscIU+VUAIrLJwEQPiR2IFjGyQuTqG5NG5qo8Ytjo0D/OpAlPMV3xExBG9h+QBfb5sDHwdLhiD+dIpDM3zacgSkkXgqVdJ4a3ETYcWOtp1jViOn9N1EqBztM03zRc2SuiEndjfcT8Wa4gbbIC/vuNLKp+IPf+HseJbjLGTfh2T0NgRKRGj8W+3yNiQ//cVPvNQkYVR+tIe+0vMhD/QibYdTxXOMf2omEn4SwlC7dzcFnE+HGLXYJzxVb+3cBOvwavah1gSA/E740MU2QIhEkPpi43NQYwT9mdvMQF7YFkWEY7DAG3EJ+ifPVWpe39jz2C4ONIP3fO3XhyzeJJLYBu/Ss5gK76v6sv/jS35E/lXVdGmnAIjMm++zjfMV86wWPJd7Cc+VWWT19hQu/wfRi4icwmIBiidsv30q6F6LCDnGkEsWAPkPp2bhEtBVqt+GBDT7EulAIyy9AtwYhxEwflZrelPuxmjc9PvmAJc61zJWxv+rk7I+RxnrCScvh2gR+n04Vyr1zyQo2+JM+SrXmu+aZtBq9CDMaW9esw4fe/H/Op46X3WdYAk1wnoKuZm3I5XtkrvHNHPPGGP2EcbfanetXSQsTl3nl2iS+Nkz+o/2s486Em7lWBafTpON36nk2q7XG8svd5jb9dnFdvPG1CyKd0QtuY36cO8jKeS1cxHn/V711e7VD3zbfNnF/FgPNXPXRv/NV7tOq5v9hBj1e8cr3o03jruYTLr/wEqsZUxOdc449f1XL+7BWcMVvrpx/faiR7H+tOe2HKtz8S9c401f6c/vh4/q7r0PZtUe/IN3yU+2Mtq27MYbrMGf6JnY/Cjbz5j3GxJ/whIP/fYuerYfOk9vh29ZQzaSJw5z08AnC2qb9Bp9Gks5gMzJBIr1viq6yLmz17mqi/H4GvEIjLzrBidthyjF325NvPwXfzBfOMT2tVO2jRO/fIVc6+C4CMAmT9766eKa+MP4jfCn+f5X87zmf6TI3LM3+lbW1UkSBWz2KIe87s5Z/7aiF6ip/RF73TFroRviX12ZBv+WG2cfhyPDqs9czyfFUfEunGJk16MQV8Zp3HUPjJP43ZecIXNkoszJxhkbOyR+Zpn4jx9GIPvqv2cx1dqXPZjrX8vSUDqydPv/9OAsq/qTAw26WXSwKSBLU8DgN2qXfl5kZV0ZuDWp4prTeQ5ttafyJcVuNutW5uoSKlqVMK2pczB1g1uIfSkaUsZ3wllHBMBWYal3eZQopycdxnKmy6ZNLAGGrASy1sobsuMVejGhmFR4dZBHlAdO2ctv7MCVnbPM3Jr2fdK+0L63BLN6nul7a3m9W5RzHrQdDX7mdqar4GJgMzXz3R00sCkga1YA7VcvBVPYxr6pIHjpQaWTUDcr/R0+tj9rS1ZU54Q98DX8fX2iYff3O/OPei1sIX7j546n7XKVEb2MGN//3eRsbl36wFFfWzt4r6rBwTdf4/QyVRJ+582VB08xLdSfaga2BbbswHzxC0Wb1Bkh9t556qo9M+nzDt/7JhKgAdgxaf2ViIZex5GXUlbuZZf5o2UfLexn56b8DZEdG+e+X1j29oSzve8BPyZ95zGljDOfgyeW/Em50pjqW93tf9eNgFxT9LDURL61iTeXPFWyZZYFlwNPXoq2dPu9YGz1Wh3XhseYnKf3b3zMfE6qDedPNi0seI1P09XSyhbu3hLwFsK2VzMa+bukx8fyNVq2MbD3V4VXOmixsOFebtt3rgQQm9l2NthniDzboF4M20l4o0Yb2v0m90tp00P+Rl7fWtoOe3kGnjorT87Wq4kaXkryNs6SKDk7VbHapKkjHetPrPp4Grpea3G7S1Fb3b1D9+uVf+L9rNsAgIsvBpUn1xetNPNeZ7X+CTLLfHBqNXQix0yvce+lgRkqXF7gl8weFp6Y8WDYpJ2Xqvd2Ou3pPNVp7xyl71S7DXg3f5JVlcDSJ39DLwFsBqiWupVUtixEkGMlhMDK+lz0Wu9jgk3vMGwErGnBV0hHxan9udYLTusZFzLvVZFDv5k07bltrPW1yF+XgHe6gmI/TlsLuTHLmcRDgtAvePsmH0s3JKpgvHnWP8QlcTivXvH6xPe9urwHr7dGTF8jNq+IvXVI688WUUq7RPvJ2vHj3fs6/vomLigcMxGat6v925zXhOyws61+qu7wNW5+F0J1qYyzrcHQ5KiEqMNiNyG8F5+xqEPzNnfXgdUnpwlblEgD8413roKtO+A7/1YIdYH5JQGPbHvmHew7XOBYOU1q4zHcSscATUmysIAMsTMKogu2ImYh/fXrRa15TVFZT7CNmyUv5WHjcV57GSfAA+jZf7a4S+Oe3/d63pV+IpjdMae9ntQBiVKurG3NvpNtWo7ftd2/Czvvvfn5O/q63TlPf5eBLQ4UN6sop+8aYGU26/EHNgyIICAWB3aDdK5XlH0zr19ZayygXZixpiBiO8ibBQfUcq3CIgPOocu9OmnztUtR3b3cKV26dzmSpKN/Wp8V2Mw/fkUj/aIYf/EUW8vFTBt6tc+JLnFxJfs/WI/EHuSOJ7qDxLmb/iR8rbxi3sJ39sr/M/bCuws3uIDxmXFbm8Gbfixcs9iiM/bP8EtQecZN933Im7p3viI+B7zLQ+dexPFfkTaznMl9J/+7dkwT9jLHPg0Qp43bNyCUyGsMZ123A5xPvtFjJePsB1dZc+PHPfJJzKu+snOta1cw04qp+ZOxLi2ayUEpsZ2zmEXbWuzVgfo2l4mxmWPEJuUwSOxL3aRw4zJ3Kr/apduHGdP+5jIM8Eyr4fCHcfFQeztOtilT9c57k1Ftg9e0TE/nSWuNRfXmmduF/NJiVxFQaw4nt1601bNgX01jR8nZmFKfEdcw8xgnb7lvXob27ztAxTfhTv690MPdV8TuSaYywb68vBy8AOO59pFK2fsJTbEMFu43rU1z8tTmb/j8DrxH/3M+5xbAaEc7M9kdGxDkzipMqJNnGwehCRwNudKxAI7myBxCJtG2XBFyZkwknMN2HEbR/mkcIHqv/y1KQ5FMoyypcCLuN7GVoKWE9tkxvXGYeWDZAATDorVa19CEAg23bIzn760Y5MVxnS9N1scHwtSZXLzyFiBot8Bj75s5ITtG4++JBcbviAM/pZ4rAzG7odKdHbpQx6caz6cljMiF25fGJ8f2zd7qh8J846/DXNsQOM619OL74yXzszPMdeyFSAdK4lybscSpIKXDdzOIeZnd0w61p7x2gFScpWk7HjI9vQqCZmD88xDu8aMDEoqNmBCAo3JJlr+Q0EAAJQ5s+OuZSebiLnV5/aOgKB3myu51u/AAYkcEyVz/uA85xuDT+30IiHSFV93jnb5rKRfBfCrYph7BDBKThKi1Z5+ALo5IOlu+0VPISCALRv4SPB8lX/QeeZmgyCJnQBqVST+rF12ESf6JGKrjl+fdA9Ita8t/s0f6VyC5s9ijH7cshhb5dlJ1KuUYgoR1rfttbNxoNtq/Nx4HKMbZNPiQBVOHOhLP44nIUmi/rbJFp0TGMLeYoQO7LDqO2O2kZKKK5Jr7wl6iR8415jojt+L6xAQyZWO+GgvYsjmWMahT22ygfb0y/4SCN2yL7IIEyVmOGhTJtf6YcuemKU/mGYjQERc2/QF17LvCaI5divb5lRuP2YzOZuv2dgLbvIncQFne/EMRsZVP+lRG70go0hDSJAkwh+ykBMvfElM8ydJMTFqTnQdfJbo05Y52lzNp34ldjY0Jnrgr7AtC8mKGzDZZo/mC1OcI+bEk2thHVslGcJt2GeOiJ7NsNxq97f+9CMms/CsOoC/xsUPnSvO7CwK1yVgeQ/uyoGO8wWER/KV9OGqMbnGxnb8j0ja2jJWx1PxRLgRMvHLL7TJpjaHQ0oicov40Y7+6Et+0RZb8E/J3jj4q/a1pT9jhjUICP8TV465Fg6IF5g7T+wlQn/+I77gvpxnTuwJr21SF5s4R64Wh4s+YzmTgJiYgKs7MQo+3wFlvwM1q6rIunXrBicBpoJDxSGCrVk1Sn4SJmYbYRA7w0lggh3gVVZt1zpOTSHEBJWuAT8mXkt8QIDRtGm7do6X6onzBZZxSrD6yP8xol3lUUCC/fciQVF+VmuOAyHgwMhAnTPl1gfGbK+QbFMLTBCUvgQruBCG7KSnXQ/4Yp0ICMerz07QD71L5s4BUFkJmKdAkQyMCVOvq0Zj4SA9g9cnW7mWjgjgRtg4GGEDgReC4sE985MYjRfJoEsBq4/soCmIJS/jNB/BVFeLnFgS0D+mL1CsMiPAS7Doz+ZBQL8ybPoRbOZbhZ+xDaIcEfRAql91sQE/rglYH0BNtaYXPif4Y8v8/xZAEiAjIFnp0I2AlbwlT8dyCwagmh9hQyvqrLx85xh9SADalbgi7k2LEwCIFEkINaaMBUiptIgri4UkSD7KdkhgxO8ZS77z6XpJoAIjYHeuGAI6bJIVvcTIj4CdWAnRSZvmDKT5BaE7vkEkAPpBBuyASv9JisiCWEY2ERA+UuPe6lFfdIw0+b0eHzro/qEHelPVRFz0V7eCZ3t+RP/iE2Ej9GnMqQ76DqHih9U3fc+u4hGxjtAbHIo98v3Yp1dFxZPbP+yZeESCkLda6Rq7fpHvVB20FZz0aX6pirGjvyVWCR8OqApF4CA9ii+7i2blbSFn7LBKPLBdxSPxJvblBnrWB3yIwFtEQv/8Qd6oiwdknB/CKrqv8SEh8/ngAnyxu3KqtOmD34rP2Nb35mgsxgszjaESPZUQO+nCK+QDgYyYExzkoxYBEniEDuiJ3RFi/wFm3aZdDCLvIUmIhDnyU4uI5BLtIQ9ypk8xarypyoofVWOLRPEIN+FFRFzAr/rfGORY/ZRv4ZZ8k77hmTnAKv3IQckZrtWm/42+Vs9qm/3vMwmIAQtIQBaRQEwMaFCi363CIxKLwWFHVu6cDwvLCsd5VsCSAOU4ZsXEsfLfHQMAJKD2K4lgfxi5BEh5fYnQ/20AvBxDkiRAqyaJs4rvGJbTRrRvHPrAQiW1XgCAcVsZO9fYra45AUIGWKsTIz8YegCJsyJGfVlfkHLimnT7vv3N6fULWOlHEjW3/r40Fg4sAWqEk7gWgEs8YxWDpQiIflRBIpxOYGLXbGVMgBkASZpVfMcvavADd8wZSZBIgR2bmp+EGgF0qmVWiFbRQKXaAHDy0wRIrkOy+B/Qjp/5VMUJsObcJE9/CyB+hEzutNNOxwLanA9ogVlK0ggWvQtIyVUyrBLbSUbGEALiOqsyq4WsGCQnvsRe/E1y5zt0VW+B6suqTWIzd1UkujR217rOdwAOAPGx6AigiZH4HLAQo0h0L0g6v6lE3QrZ/wPFnlZTYr2KlaJxiFdkRNmdmKOVNGIbkdQkISQQmXGduVlJSyjxBf4M0FPxcb1xW9GZr4QgHiWyEJDEXvrqP+mBb0luxiYBaId/1cQBKyyAEmv80DkSa8QiAXbUBOoYvUnY/DR+SGc77LDDUNbPoirtjH3CWv+/Bl1mMUIfxr4aBETlgb/EB43BAi84IpYkePgPJ8yHn0YsDvgILOD7CIjEJ5HDvL6KKMbYzHz4KEzk2+xbF3iIvsTKj5Beixxx4FqJOvlFUtR/4gNJUSkQDxELDPrPwijfS8YSbE3Q/M8ilz+IGfmpVgv4vdj0YDwsganarnnOmGGZH2M1ZvkS1qnQwDO5o94Spz/zoDcERh90UEVBQFvOo1uxLQboruIYUshH2SGiaim++I1FRY9TOS+ffJOvVzw3Lv0jJpUM8hdt8xMLxtpv2hv7nElAAA/DMG7E74xhNSQoBBKnjChXAkXsDoujHMlHqSls3XfIB0VybD+SkTIgMgM8OFZdvfgdG0YUMC/BkuNKdYgDMNcWJ7C6kAyN1cqxiuoH0AcqDC4xAmPXMgjFnmgPAAAgAElEQVSj1qpPruWQErCEmHEjXCobQBJAaTti3oIlSRfRSJUn5/hEJCRJ+hwT4Gh+nEm/wJ/DY70AooK56wG8iooVI9ZM74LAtRKFMYwRLLcrAEJAVVkPocqKqycgkikCIoGoBNC5MQFuDl7FCoHN+I/Vjrk4XwJ0PXsLGMQWgawgZNxWKG7BWFXTs3nFBvoEEpVQ6hvJknQBRM5lbxWa6rMZp3EgHa6hH6RNxSql5ZznE1C7bQEU2d98+YWAVPmrBMd3VsfAcBYBcY54YU/XK8cCCz5nTGJD0BtTBEiyLQIi7thVoq9zlQzpXEzxMcBGrAol2lRMJHJ9iqFe6My1lYCwA7KCiPHx/n+RRSToEcgCL3Yl9Oa2Gl9K4kU6kVf+2hMQlYMAGeAL2aErxEpyoiP4IaYRGcmQ7vj8ogQE2SH6CKD7z9ngFB3RtbGEgPBxySSx4lqYxwa1uud77cEYOoptjFfSReIriA+DGPnH+dtvv/0wp+hjHgHJbU791h++xP97kWQkySoSo/PZEK6pNFjBI8+STI032CYh8rMxAiIZmyf/hGUSFV1IYhYPdKbCILZDOI0F3rOxGLNo9EMX0SPd6pv/wo1UIowTCTb+iIq9v/u36VSY2E1bEdU5fgX/YItxVeICP+AXGzrX7VTj9x9D8nfYr3KHlIj9OmYxacFGJxJ1rbryP3FDx3yY/6XKKu/BGTFv/oi4XIVYiV1kvW69ABfkTPrUp7bEBD3AJ3Ou1ZfMvX6GgMjpEdhsHPIQQabMmW3Y31jMCzYsIjMJiMSI0QO3iJUYI+pIwjQQ30VMzMpQ4NfAAgoYqWAAaBywKj7X+6R4zA9YR7QF9ICdZOR3TmaMkgQQA2CEoRiG00oS2HgVQE5ZFElxFGjVRDibgBgrTQlAqz799gIQMdBFCAhnrQK4JKcET45hs5IuY2L2AR6J1aoBMFi5AOXKfAWOxEh/gtLqO05M5xj4WFLNSjfJmT61bc4E+NYVcggIMqB9JAK5YIseoNgeueGU2qQnAUgQHTY0f4HC2YFKJKTEKspqDxjU+ea8/hOAaquuXPpz8jcyy2+x+Nxi0h+iN6Yr1/Fj5VH+hVClEgggJNKIsaYqBXiAUiogCLJVFtGPFbyyfpKz67RHv8gvMIuwE7JCbyqO9F/L2znPJ3K1FAHh332suNY8gRcSFAkBQW5yOybHfLIvP0S+gd5SBASYq0b0BERMRa8hIBYHgF+MWx0m7hFY3/Gr5RCQilfmwAfpH2axIb9D7IkFmJit2Ec/YjW3jIYTWxsSl6RCj8sR89eXhYbk7dYugTnwd6wCAivoqP8xxtySqGPRJhuLxYg565cOEMTgloQHn4MpznfM2PTndk4qIJI9m8AKP0hKfRgUUYJlFhFICFJXK9+SLB+HG3TfV7MzVp8wJxg6i4DUGMi1/E5lRWUnIjdI3vBVTnCdBW0EWZEbYXf1G/4gNiy2EHa+Mws/EB/4AvOqwGtYK89aTCPtiK6qk8UoPRLte+7OWOQr480tNMctROGSGHSMHZPn+DZfFTPzJASE3SJ0Y15sY0EDsyxe+SNBfLRd7Zhrxz5nEhAOCFwkfAoQCJKRv92nRkDcNqFwTm1SBioglOdMnkMwMLasEkERSq1WK9pxjWs91yABKIMhNwzTT4BzM7oSesiLYMfkBIDgkZQ5tMoNA0tCAkAC14/k6CE486BIY8ACsVilTYBn5ZPSelUYRxQMmK62BDnyIilbyVg91lsUjIvsJFCRMOSmOrL2ORgAkKD1oW1Bbmw+U52hN4TEfCVs5MsPYwt61wFeBMNqDQkEUHmimz4EuP/Oua6kM0dtAxo60pZEqEyMrBHzBMIR9qFbhAhAsA0b6ddc2Fs7eSYE2cPGk3Q5rOPaP9nJTjYAk7/pUT9+F9D8QrkQIaBzpEqiEmx+AJpbXXU1aoxWrdoBogJPe+bkb35RhW8LKr5sXOzJV1XuAEgFmVynb/HhHMAQEYwAGrjq0yrOyhzQ8DF2TYXEuLUhXiRTyRqo+dtKZddddx3sb4UHZPgfkqFdq3CrYt+nsuA4UuC4/tjfnJFLCSKLCWNHWFKy1j57IYe9WG2J68Sc44CRnehYvJovIqpf+uKjrjMPwBlCb5zuzfOlkCyrYrfVEAmrVvrRLrLFV0KItQ1T+DqfknCAr7iXvPTjoUVxphrlOF+UjIxD373ok1+KP/5jgcN+qgtwS9JzyxYWIlQSKyxDUsU2HOM7xobsIl71GR79udZCiA7do3euOJGk6Ixv6YsNeoFLsArII8nmJc6sqOGBsdPHSgVBFWfBqrQnmcAAc0MACT0Ze2KUT9MbMs5udMmP6EXVABb7FINsi0CKMXjDnuKHr5i/GFSNoSNjYU+YpF0+DOtgl+OwQMUQcWZfFb08p8HmdG7cEfmqxkC+9/nYgx7RLrb3nu3wb361/fH3v2lPOOQx7VKX2Lv98PtHtC9+/rC229nO1G5/23Xt6J/9eDh+5f0v3w68993bb3/9i3arW95sOP8vfzqm/edff2sPedD92rWucZX273/+tR382Ee1vS58gfbpT358uO6Iw7/ernrl/dprXvWy9p1vf6Od/axnbId+7NhY9LWvfKHtvdcF2zYnPdGGY//425/aBfc4T3vJi543tPu973yr7b/f5dqup9y5vfudb2s/+dH32z6XvGh79CMfOvRz2KcPbXucf/e272X3aT876sh2wM1u1B758AcP4zvqxz9od7j9rdv22560PfHxj6tqGPn9P+2gRz2sXeJi/3tGywnH/PaX7TL7XLw96QmPa9/42peGY5/4+Ifb3//6x/bJQz/SznWOs7bTnWaXduQPF9tyYSYBGTo75pgBIAWzH46XWx8M6l61AAV8QFaZUcAJKuBgZeOYawVvymtAA6N3jePAUHuCChnhKFmJRiuOAS59ZtUDVIC/JK0dZUQOjs0LViAHyCUtxzFLK1AsE1AA6VzrGmUlJASxGBPAJ+gzJwElII0NUHgOJQJ0BUj0ZZXq2rqSzLkCTOC5paFtgC7gjNFqS3D5XqADBXMAlAINGFklOy7wjR+Q07GVRWxgrEqeEmtdSWcMdGnM6QuJURHIWxhK55JHhH3ozDixcjbL3IALBm9MkqwfugcaSGOOISrG4jZPbiUBHkTOtY7TIbtrkyCZANlxPwgFcjWWYCQLfpc5OR+pC1vPXPgrf/H8hnP4qxWRSh278Okx4WtWT4hgxDhUOJSOteVTn/pA1CSyrLZ8sjXf4UfIWMbKxsCWXs2PIPcSrXbZw7Vpi72tcozdcbozPr6JhCAMeUhN/FjV5f6y+YmJ3G7LXHxaFCjv1uoK0m7M/NZ83UozlugOCRF7iI7EhmQQ5yJ5xh4CgsBIPJKIWKYfyQiW6COYIUlLcuJBqdntxPg2/7IioysxjeSznf4tNOBWTzqNR59iRhI3NmNBAjMP2MaH2E6SlgDp2HXiWjxG38aqvzHhbxJl4tu4VYW0zT5iUqz2IsY90Md+JInV+JBzJGBsMdG3s9TfFhPiXfW4CjLMf2EOHUSQDjo3Dv7Kb+iZOJcf0wW/Yn9tqACJg/gJ7GAzcw+JEgPiWbuOI+dikpi7HJHr6R1pDsnUTwi1cxEhPh/Rf42BfH/07/7dDj/y9+02d3lIO/lpd2+7nPH87Rx7XLq95i0fbUf95t/tVW/6cLvGDW7f9r70NdupznyB4fgNDrhb++oRv2w/+sU/2lvfd1g72cnPMny/yxnO3y6x73Xaxw47ov3st/9t3z3qT+2A292v7bjrOYfjJz/N7u0eDzi4ff17v24f+czh7bRn3XPo5ye/+lfLz49/+Y+271Vu2vbYe//2hW8c9b/vf/2v9vhnvKKd4nTnHdrZ/UL7tjvf59Ftr32u3u5yn4OGc1795o803xv/Wc598bbf1W/ernTtde1r3/lVe8t7Pt122PUcw7HT77ZXu9WdH9T2u/oB7do3udOGftN//TzyF39v93zAIW2Pi+6/4bwvH350u/Alr9bu+cBD2pFH/73deN09206nOtfQ9unOtmc7+Gkva2fYbe/2qjf+/4deo+uxz7kExAXAAPv1U4EbCHAwSRIjdZzhqwjUHBtbGbjG8RAK1wIC5/ZtZSz9SgGQASftWLkQ19fzMg7jB5pjx7Shb3Oy8pglQENffoBHRLt+IvTj78zDp3EFeHNePn1PD9o1lojrMj/zAATGV+eQMUlCvq/H6CRt6sOxWfPTdvrSFn2krX5+mY9z6u8ZN93o19i0UXWRY+xPT36qfzjXtfThWj9Vb8bmuJ9qg/RdP7UVP6t6refk9+jR+XShX7qq4JtzfZo7nxo7Hr3HJ51PT9oz3/zNpn6I/jJWYyHa972qDALHP/3tVoPVoQpLRLu5vs7V9/qNDo2XvjMO12uTrnoxx3qt48bg3Drv+E0/36X60b5ztFVjr+/DcX36ntR4oav4oDk5ljZdI/H1z2ZoQ5vmljZ9F6ygR8ci2ndMX5m3PqLv2kauqZ/GlfiueKctuqP/XvQf38gx+vp/7d13sF1V9Qdw/mEEZ2CUQSnOoGCjKAg2mop0EAgldESxgVSlFyk/IJQQIRQBqXYYUHoTFYWQQKRDGiU0KaFbIIQE2b/57LBeTi73PZKYG+5L1p65Ofee3b/75K3vXmvtdWAc69JcwygzK1ebFhqdmFu00br2zfv+/5l/c+yt66a++bqv7fh/Yc7WKZ4787SRiefdlekWqWymqK/vJuatz5m85voFXvF/INrc99wXypaDni9bHft0WfeA0WWd/UaVjQ99uGw/+Pmy7QkTypbHPFW2OPrJsunhj5Z19h9V8/3e4aQXar7rBgePq/fV3eTw8WXHk14s2xz/bC2z1bFP9bS77v6jy9bHPVPvDxz0TC0rX9n4bHfic2XAUY/XT9zb5vgJNX+Dg6b2s/5BY8vAQU/XMpsd+Vgdh/FufNjDdRzyN/+/J3ra0GaM0RyNv87piEd7+p3W17SxuKedTRvljN9v97WrnfUOGDO13wPH1nvrHTy+7HPWtMMpgXW767sSkHaV8l4ikAjMOQT8MaZ9ovZnd/WxE6eZCCfnOTea/tUTAckcSgOZqXcEmH9pKZmFkK05nWhPme44/Xq+aX2YrcJ/qFPjueOhSeWm+yaWW8e8UW578M36GTFuSrll1Ovl5gcmlmGjJ5XhYyaX4WMnl9vGTc1X9uYHpuYrF/fVV+6Wt/PUb7Yrf9hodSfW9vUzbNSk+tu9+Ghj+NhpY3DfOEa83b962lVu6limtacP+VPbmDqW5hi1EXWViT57uyo7YuyUnnLaMrbo99Yxkxu4md+kMmzMlHL3+PZa49Z1TALSikj+TgS6EAGmKT4JzBU+zAPhkNaFw+2aITEFUPG37uy7ZoBdNBDCnn9VU7MwJ4fHhML04vlmIpwd5qV3G/9+571QNj/m2bLdCRPyM5swgOcB508fl6m3dUgC0hsyeT8RSAQSgUQgEUgEOoZAEpCOQZsNJwKJQCKQCCQCiUBvCHSEgHD0YcPrzZ7IiZDzXGuEvN4G2bzPPunEQhwpbOa923dHCXn+Nx3l3q1Oa74jlDz5eeE3vd6pLZ0Y4H0t38epGp7dkWDivhMHTglF4rnv9E9rYpdtjSsQZZxC4TnfdACTpx1HNEXHa0b3i3p5TQQSgUQgEUgEugGBjhEQR9oI+3YOTY6wOc/uyNbMJt7MjmE6yjezdl3H8xw1a54QmJn+kQ72SdHeHHd1RFTcBUm8Akf6nD2X7yNKaxwnFqSLXdNRXcfLzCFIlHPwzsQjHJJYBuqy+ZunoDJxDFU+D3DHDDklNskURy7H0RxpdYTWUbVm/IbaeP6TCCQCiUAikAh0AQIdISDvNi8C1FnvCMj0buVb853rJ6BnloC0tjMzv8VB8HbOiCfg3Lu4HhH8RiwIMSeaIaujfZ74nKuaoW+dYhBHIAgarYiYG46TOX8v5gNS4qSDPiIWhFgkAkwJ4CMOAG2ShIggOLQfkRAXWGVKBBKBRCARSAS6DYFeCQgzioiHTTW+yKV29kwPBC3vcoGBRCy0+4/gWCYpOFFEQPSbaUAZgWeYJgjvyBcIRzAbeT6C+hDCkQh3fcgT2dPZ8KagNYaoKwJeb8SEpoHWBQGa2SSIFCzC5CG+gNDAxirR+Ig0Kl5Da6K9EBGwGbpZ9FZBj8xdMkfH4OKdA049COEsaFGELadtEZRLoDQaGIHXgoBYGxqPIEjadE+UyeijdVz5OxFIBBKBRCAReK8Q6JWAMHUIHS5aXSQk4gMf+EAVaHw43ve+99Xww74T7ASgiHPIC+FMSCIDQoRHWHBmGdFMhURXTyApO32mBmHARXYUuVRdiZnCeXC+E+p6QZC3lIY2AYkR5dMLxETKQ2RE4mtHMvhFiLQX0UljXrNyZdoQpS98N2gsYIOEMIMgD2FSQVxEpoyojvpDSkS75P8h8SGh7Qi8zQNR8z4CMSAQH8F6IpqlEOT6CQKCeMCx6VfD/0S/reHfZ2W+WScRSAQSgUQgEZidCPRJQIRKJ1gj2bXbURPgQhN7J4lQ3JEIX06YzAjU/7QD3glAmDKZRNIOcwaNiWh13o3QPHsuPLcQ6YRu7PajLlOECJD6ERJYOe/diMR/gikCGWlNQpHTpIRfRmv+jPym+WA68b4aJpcwodC8CNWMVHEOFXoZfkiISIzCpYtkGck4mUea4+RTIhS1wFO0HnxVEDRBlFoj+IkSqH4QEOGukZ4w1eiHNoZPSoTCjr7zmggkAolAIpAIvNcI9ElAvLugSUDssoOAEGpMIWEeMBEClImGPwJ/BqF9vZWWEKQZiWRn3uoDgtQQoJwzCXfmCXVpBZrOqjQqBC+fCdoDpg1l1fPx3gEOrqFJiD5deyMgSAShT5j7IEW9mXGUpYXwpkdaGw6lyvIJCYdUfSFUNDcC+yAg3n/SJCDeaUJj0SRPTF7amxEn2VYCAl/tMbtEQkAQnyb2kZfXRCARSAQSgUTgvUSgTwLiRUNNR9FWAsKs0iQgojNyriRAg4DQACAGTU0JAsJ84aVdBDX/DVoNZhV+EoSrOhwu5XkxVSTCHlFBQJg2+JI4YUJLoC6tCK1Lu3eE9EZACGptMiH5eMlRaBaiX6SEZqeZ9IsA8Q9p904Gmh84KEcb0iQoTEvwQ7Iimbc3ajZPtkRe67WVgDiui2w0XxrG98PLm8Js09pG/k4EEoFEIBFIBN4rBHolIFT+/CWGDh3aMzb+Fk0NCIHX3HEjIIR3EBDHQZk77OrDZ0NjHC695ZEWxe6cpqAZ74L/CCJAK+LYquOokQhxPiLeUqpvWprWN0nSNLSSBfV7IyD8XZAWRMSH/0iYVqJf5iIahmb4az4rxknoIw5e6BSJqYaPBk2MeSAgykeCKxKm30jm2TzZEvfbXVsJiHEbS5Mweiupt6fKy5QIJAKJQCKQCHQTAr0SEIPktyHuBQHrBUFOXSy22GJVCHP6ZEZpOj0ylyAd3n5IE8KfAZGJsvwdRo4cWX1CHCNFQPxGKAQtoy1xooXzK/8SRIaWA+kZMmRILctMoS4/EdoQp2GMg1+JthAFJ0famR1oTWg6EIKZTWPHjq1YIET6EUgMwUCszNHpHFocp3/k811BWOI0jxdicQiFJW0Q0qVOJJogviXmNSOJzwkTWLw1VR2mKuYuhIyGhWlq8ODBM9JclkkEEoFEIBFIBOYoAn0SkDCPEJYDBw6s5MCVhsHpD5qK5ts4kQFCkPnCDp+WIpLTLdrxIZzt9h2LlRCDyOMkyreDg2ecIiGwmVqU0cdOO+1UA4pF2063RH0nS5CRVg2Gssag76YvRrQxI1fHj5Gs6Kup1VHfy5xinMo138CJpCBPUbd5jFhdhGHAgAFt44i0GxtNB21Tq6bHaaHog5akN1+Wdm3mvUQgEUgEEoFEYE4h0CcBmVODyH5KDTbGgddR20yJQCKQCCQCicDcjkASkC5YYUHdhFVnbsqUCCQCiUAikAjMCwgkAemCVfZyveZx5y4YUg4hEUgEEoFEIBHoKAJJQDoKbzaeCCQCiUAikAgkAu0QSALSDpW8lwgkAolAIpAIJAIdRSAJSEfhzcYTgUQgEUgEEoFEoB0CSUDaoZL3EoFEIBFIBBKBRKCjCCQB6Si82XgikAgkAolAIpAItEMgCUg7VPJeIpAIJAKJQCKQCHQUgSQgHYU3G08EEoFEIBFIBBKBdggkAWmHSt5LBBKBRCARSAQSgY4ikASko/Bm44lAIpAIJAKJQCLQDoEkIO1QyXuJQCKQCCQCiUAi0FEEkoB0FN5sPBFIBBKBRCARSATaIZAEpB0qeS8RSAQSgUQgEUgEOopAEpCOwpuNJwKJQCKQCCQCiUA7BJKAtEMl7yUCiUAikAgkAolARxFIAtJReLPxRCARSAQSgUQgEWiHQBKQdqjkvUQgEUgEEoFEIBHoKAJJQDoKbzaeCCQCiUAikAgkAu0QSALSDpW8lwgkAolAIpAIJAIdRSAJSEfhzcZnFYHHHnus/OAHPyirr756/ay55prFJ35vttlm5fXXX++z+V/+8pfl4IMPLs8++2yf5dpl3nPPPWXgwIHl4Ycfbpc9W+4NGzasrLfeeuUPf/hD2/Yuv/zystVWW5XRo0e3ze/t5tixY8vOO+9cbr311t6KzPD9008/vWJ+xRVXlL/97W9lyJAh5cUXX5zh+rNSEObbbrttGTly5KxU7/o69957b3n++ee7fpw5wESg0wgkAek0wtn+LCHw2muvFSTg5ptvrp+vfvWrZa211irXXntt/X377beX//73v322/ZOf/KSsvfba5cknn+yzXLvMP//5z+WDH/xgufPOO9tlz5Z7hNBnPvOZgkz985//nK7Nf//735UAmbPvM5Ngd99995WXX355Zqq9oyzi893vfrf85je/KXvssUf55Cc/WX7605+WN9544x1lZ+cNAnrRRRct11xzzexstiva+vvf/17WX3/94popEZjXEUgCMq8/Af1k/gQhjcibb775jhG/9NJLdUdJoP/rX/8qb731Vi1zzDHHlM0337xqEOTZubeSlilTppQXXnih1lc3kt3+UkstVUlQ3FNfO8r/5z//idv/0/X4448vSyyxxDsE0qhRo8riiy9efvWrX9X2jbu3/idNmlRJgXyfIAiBgwaQEWP3aSU78gND9WEiaYf2SPn777+/alT01Uy0UNFuKyYTJ07syWti26wf3/UV7dxxxx3l4x//eLnhhhsiu9e5K4BwRV199pWMI8rCJDCaPHlyMTf1rW8TB+Xda227OfdWkticT+AC10suuaR84hOfKLRbysTaRZ/xfOo/xtnatt+95fU198xLBLoNgSQg3bYiOZ62CDAp7LLLLtMJT0Ljj3/8Y1lmmWXKiiuuWD772c+W5Zdfvv6RJ1iOO+64stFGG9Udp/wVVlihEPghRP0hpyVxXz5zCI0LkuOKgNAk6OfCCy8syy67bC2n/GqrrVZuuummtmOdmZvaJ5CMK4QhITR48OA6rgkTJlQBe8YZZ5RPfepTPf1/+ctfLgS1OgcddFDZcccdy3LLLVc22GCDcuaZZ9a50OIQcr/73e/KyiuvXOua55JLLln++te/1rr6IuhjbjQygwYNqhjBgcZDu1/4whfqtTnnZ555pnz729/uaZe5aNy4cXX6r7zySvnWt75V10Sfq6yySiUxIWCbGBG2e++9d09Z64yAGD/szznnnLLSSitNN/cwLz300EN17vrw2XTTTSvhDCyjH8KfyYsZL8pa35/97Gd1va+66qqy3Xbbld1226186Utfqnjsu+++5U9/+lMt77nafvvte8x5iAzM4aU96xHmOmv2ox/9qKcfWrgRI0aUBx98sKy77rplwQUXrPOzBgcccEDZaaedKrbKIXoXXXRR1TZpV/uwg7s5wdVzKs/zvuqqq1YyEvPMayLQnxBIAtKfVmseHms7AvL444+XAQMGlIsvvrgKzFdffbUKia9//evVP+SUU04pCy+8cKEJscNntiHETz311CqYjzrqqGr+sMsn6PhiIBbIB9MLAfXAAw/0CA4CQzmClxDYcsstZ8uKEHpf+9rXCsEl2d0SVAiUpF+C9ZZbbqnjVo6Q/OEPf1jH853vfKcsssgiNZ+AIpyRBsJzzJgxFZPAyPiZAL7xjW9UbdFdd91VSZt8GBHSBDEM+H/oxz15fn/kIx+p2Nj9f/Ob3yzf+9736hi0C28mI4Rir732KhtvvHH9Lg9JOvzwwyuZqpN6+x/t7LnnnmWTTTYpTz31VO2HoJ9//vnL8OHDK/brrLNOHUNg/5WvfKWapzSx9dZbV38XeYjlDjvsUE444YQ6pmY/1mzXXXctJ510UtVkKI8kwGn8+PEFAfnQhz5UDj300DoG5GeBBRaoBNbcPQcIAqKImOnHs/foo4/W8tpGBv7xj38Uz5Xv+kAAzdtaIUHMSkjFddddV/OQNpou/i40Mp5Ra40Uquue+etPe66eF886Am0OCGOmRKA/IpAEpD+u2jw45nYExB/kUE8TEIQmobjGGmvU+7QITDCEQqSjjz66ChU7TX4lhIV6Pn/5y1/qzvPII4+swu9jH/tYIaCb5gM7WbtRfhuEeDuTUPQ1o1f98nlwlW688caq1WGGkaj+CWraA8TIWDnj0j7II5AIrTARKENjwF+GEFNXCowIeON/+umnq0C1A2/OQ3maGYIeFs1E6O63335VO/HRj360nH/++T340RLRtNC4wBmZI2jvvvvuZhPTfafFQVQuu+yynvvwXWyxxSoOzCuRCGekylzVkWhLCGiki/Ntbwk5CdMT0gBD86C5gDOsPve5z/W0gQz5fd555/U0Cbd99tmn4kgrcfXVV/fkeQ5pkZSnNeIvg7h5zjynkayxds1FQig4O4fZyzhjznAzTlotZNe6WGtr4BmZWefkGENeE4FuQSAJSLesRPvhHqQAAAbUSURBVI6jTwTaERAVOKqefPLJVfAhHoSi3acdr92uP9js65EuvfTS8sUvfrH6XNBwMC2o50M9bwfP6ZIQREAIYokWwg5f+8rRBDDv0Dg0E+fC3//+920/hPFzzz3XLF6/Iw5211T+vrsiTmFGQCJoA6jrEQtjRVgIL/1zELUDDwJCqCtnt60NQtDO3bjVNW9XO3+Ebf/993+HbwzNifJMFM3EVIL4IBk0BjQ32vJBWOBHMId5hoCfb775qkkJNq0mmCuvvLKaE2677baebhACJhjmNYkgN34CXj+wh5e2tImQMEnAxBoZe5NQRcOIx7nnnlvraoc2jPkOYbv++uvrMxQmJNo1z4aTVBISgajxReK/Yd5hBpIPe/eGDh1a545UfP7zn68YwReR1QbNirWJuvCHqTWWEBHkBPGLtaYhoSGiGUOytthii6qZgqv16Yvg1Ubzn0SgSxFIAtKlC5PDmh6BdgTEH3UqdDtgQkGijiaogoAQGEwCkX7xi19UgkKgE7CET7uEcBDUhKGdphMxhECcXvjxj39cNSitBOTEE0+sJg5mjtYPYdObsPj1r39dtRr6JbgIZgmBQJoQH4IHuZAIOBqYICDf//73e3bOQUA40hJm2kMMQsPCzECDwmeBBoEAbE00AAQws0szcQRm8kFAPv3pT/fs3JtlWr8jTgiDOTzyyCPTZdvJIwPWIxLChPwR1tZYPVg6HSPRQqgTQts9ZhIaDfMy1yeeeCKaq1fkg1kLOQ1SBXNzgFEQkNCiICBw87xIQUCYnBA72h3asGaCl2PKkWgsPA9B0sxFnVYCwgQVWhKml6WXXrquLe2HhFyar2e6mTxPSB9tS2h3mvn5PRHodgSSgHT7CuX4KgLtCAh1N0EViXaBdoPgsFu0G/bHOYS2P/K0FgSYP+YEOsEdya6ZGQHJsOsmCBAGmhS+EJEIKcRHW2ECirxZvfLrQJwIT6ahEEgICAFFiEUyJuRom222qeYhGpB2BIRgtSOnHQgVP3MUfHyYYDh4MieE/4k++MIQ/gQcUwd/A4lQppmgReD8yRmXf00kJODnP/95JWy0PUF45CMeSFwQuKhjPMwLSEokJoz3v//91fzAjMYEEQn21pQPDtMYctbUnhDg1oa5qZnMh/MtrY/EzIHEffjDH67EZkYJiOdQjBqaHUQuEtOQ9vWDVAWBlI/Eei4RF5oP6+GeBGPrGxqbI444oq5HtAtnJGnDDTesJAvxa2KI0ND8hOYm6uU1EegPCCQB6Q+rlGOsZIHAaGoc7JTtRP0RJ8B233336uBHtW63bPeJoPjjLZ8KnRbDH3WJgLRjdppBvvYJf6p/moiFFlqomniYebTJNKKcXTCh7V6cfJgdS0RVT62O8DQTYca3wvz0zwRCCBurnT4tBsfRIAoEMoJCGDMhITUxR3WRKeYTOMCTRoPJ57DDDqtty1eXKQO+NC365bvA7BM+McwTSJM8H23QRumf5oSg5Yx64IEHVpxpWtoRNiYrfcJVO+YFB+tjHfWBZMkzT2vmHlJzyCGH1LWQpx9Ejfmi+ZzAkkYH0Ym5MM3BxRojBj6elSAGiArzzNlnn12XAiHkN4N0SoiPNYgx+85MRCtz1lln1ZNNMSbPHE0cwud58dxwnuV4CjPrF9ocpj/kkKZJffXMlXbFfBE+J3I8izFfpAWhUhfu4UNSB5r/JAJdjEASkC5enBzaNAScUuBbEEdoIwdRoHqn1aC9IHDt0AkQmg8nR6jF5YuKavfaTLQEUR8BcFRSstv3xzz8R8RvcOJAO7/97W+rcKZdINhmVxIwTZ/6bibCj8Bj9tE/YWnne8EFF1RNjx03J8rQmtDuwCDMHQhVzJHTKKHuJFCo9F0JORohAh2mkZQlCPUrL/xMIt+ayPM59thjq5CNPDjFmNUNn5bIb15pDghV7WiTdivWSiyUaAchsLaOJTshYs7KxhjgFzg02/fdXAhtZfkNeVZogNzXl3bCXMekAavwAeJvggiGqU97vseYTzvttOm6Q6piTLQ48RwpxMfIs4aoea6tX2hAXM0/2qWN8hwbWzxr1i6exSZZpYWh9UsCMt1S5I8uRiAJSBcvTg4tEZhTCDDrBHGbU31mP4lAIjBvI5AEZN5e/5z9PI4AbQGnTL4eTCzMTZkSgUQgEZgTCCQBmRMoZx+JQJciEEdZBSKLUxddOtQcViKQCMxlCCQBmcsWNKeTCCQCiUAikAj0BwSSgPSHVcoxJgKJQCKQCCQCcxkCSUDmsgXN6SQCiUAikAgkAv0BgSQg/WGVcoyJQCKQCCQCicBchkASkLlsQXM6iUAikAgkAolAf0Dg/wHrHoBq8RxZogAAAABJRU5ErkJggg==)
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)
7,2344; 9,1255; 13,9846
14,9312; 10,3750; 5,8187
3,9850; 9,8755; 15,2349
5,8187; 12,8340; 14, 8755
Os principais métodos estatísticos para o controle e a melhoria da qualidade podem ser agrupados por tipos diferentes, a saber:
I - controle estatístico do processo (CEP): que monitora e controla características importantes dos produtos no processo produtivo;
II - planejamento de experimentos: é vital na descoberta de variáveis que influenciam características de qualidade de interesse no processo produtivo;
III – amostragem da execução: que analisa a execução dos processos segundo critérios preestabelecidos pelos responsáveis da área;
IV - amostragem de aceitação: é vital na inspeção e classificação de uma amostra de unidades definida aleatoriamente de uma população maior.
É correto o que se afirma em:
I, IV
II, III, IV
II, IV
I, II, III
I, II, IV
Vamos aqui fazer um exercício prático sobre gráfico de controle e controle estatístico do processo (CEP). Estes dados foram retirados de uma indústria metalmecânica fabricante de eixos para motocicletas.
Com base nos dados da tabela a seguir, desenhe o gráfico de controle em seu caderno e assinale aqui a alternativa que traz corretamente quais são as amostras que são consideradas causas comuns. O limite inferior de controle é 25mm e o limite superior de controle é 32mm.
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)
1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 3, 4, 5, 7, 8, 9, 10, 12, 14, 15
1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 4, 5, 6, 8, 9, 11, 12, 13, 14, 15
1, 3, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15
O diagrama de dispersão ou correlação usa de um gráfico para visualização do tipo de relacionamento que existe ali entre duas variáveis, sejam elas quais forem. Ele serve para aumentar a eficiência de métodos de controle de processo, detecção de problemas e planejamento de ações de melhoria futuras com eficiência e pontualidade.
Foram coletadas amostras de dados de idade, peso e altura de uma comunidade de uma pequena cidade brasileira. Os resultados foram:
![](data:image/png;base64,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)
A partir destes dados, o pesquisador quis averiguar se existe correlação entre idade e peso dos habitantes daquela comunidade, e obteve o seguinte gráfico:
![](data:image/png;base64,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)
Analisando este gráfico de correlação, você conclui que:
existe fraca correlação positiva entre idade e peso
existe fraca correlação negativa entre idade e peso
existe forte correlação negativa entre idade e peso
não existe correlação entre idade e peso
existe forte correlação positiva entre idade e peso
De um total de 1890 entregas realizadas por uma transportadora, 62 apresentaram defeitos/problemas. Assinale a alternativa que traz corretamente a proporção de defeituosos (p) e o rendimento final (Yfinal), respectivamente.
32,80% e 67,20%
15,90% e 84,10%
67,20% e 32,80%
96,72% e 3,28%
3,28% e 96,72%
Na quarta etapa do DMAIC, improve ou melhoria, é a hora de propor, priorizar, testar, e executar soluções para o problema analisado com base nas causas raízes comprovadas na fase anterior de análise do DMAIC. Essas propostas de melhorias serão implementadas sempre com a utilização de um plano de ação e verificando e acompanhando o impacto nos resultados obtidos das melhorias implementadas.
Logo, existem algumas perguntas para serem respondidas nesta etapa, tais como:
I - Quais são as ações de melhoria?
II - Todas essas melhorias que você propôs são passíveis de serem transformadas em soluções e implementadas?
III - É possível fazer testes para saber se essas soluções escolhidas não trarão efeitos ruins e indesejáveis ao processo?
IV - De que maneira você pretende medir os resultados financeiros após a implantação do plano de ação?
Assinale a alternativa que traz de fato e verdadeiramente as perguntas que fazem parte dessa etapa 4 do DMAIC, o melhorar.
as duas asserções estão corretas, mas a II não justifica corretamente a I
a asserção I está errada e a II está correta
as duas asserções estão erradas
a asserção I está correta e a II está errada
as duas asserções estão corretas, e a II justifica corretamente a I
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)
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)
7,2344; 9,1255; 13,9846
14,9312; 10,3750; 5,8187
3,9850; 9,8755; 15,2349
5,8187; 12,8340; 14, 8755
Os principais métodos estatísticos para o controle e a melhoria da qualidade podem ser agrupados por tipos diferentes, a saber:
I - controle estatístico do processo (CEP): que monitora e controla características importantes dos produtos no processo produtivo;
II - planejamento de experimentos: é vital na descoberta de variáveis que influenciam características de qualidade de interesse no processo produtivo;
III – amostragem da execução: que analisa a execução dos processos segundo critérios preestabelecidos pelos responsáveis da área;
IV - amostragem de aceitação: é vital na inspeção e classificação de uma amostra de unidades definida aleatoriamente de uma população maior.
É correto o que se afirma em:
I, IV
II, III, IV
II, IV
I, II, III
I, II, IV
Vamos aqui fazer um exercício prático sobre gráfico de controle e controle estatístico do processo (CEP). Estes dados foram retirados de uma indústria metalmecânica fabricante de eixos para motocicletas.
Com base nos dados da tabela a seguir, desenhe o gráfico de controle em seu caderno e assinale aqui a alternativa que traz corretamente quais são as amostras que são consideradas causas comuns. O limite inferior de controle é 25mm e o limite superior de controle é 32mm.
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)
1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 3, 4, 5, 7, 8, 9, 10, 12, 14, 15
1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 4, 5, 6, 8, 9, 11, 12, 13, 14, 15
1, 3, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15
O diagrama de dispersão ou correlação usa de um gráfico para visualização do tipo de relacionamento que existe ali entre duas variáveis, sejam elas quais forem. Ele serve para aumentar a eficiência de métodos de controle de processo, detecção de problemas e planejamento de ações de melhoria futuras com eficiência e pontualidade.
Foram coletadas amostras de dados de idade, peso e altura de uma comunidade de uma pequena cidade brasileira. Os resultados foram:
![](data:image/png;base64,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)
A partir destes dados, o pesquisador quis averiguar se existe correlação entre idade e peso dos habitantes daquela comunidade, e obteve o seguinte gráfico:
![](data:image/png;base64,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)
Analisando este gráfico de correlação, você conclui que:
existe fraca correlação positiva entre idade e peso
existe fraca correlação negativa entre idade e peso
existe forte correlação negativa entre idade e peso
não existe correlação entre idade e peso
existe forte correlação positiva entre idade e peso
De um total de 1890 entregas realizadas por uma transportadora, 62 apresentaram defeitos/problemas. Assinale a alternativa que traz corretamente a proporção de defeituosos (p) e o rendimento final (Yfinal), respectivamente.
32,80% e 67,20%
15,90% e 84,10%
67,20% e 32,80%
96,72% e 3,28%
3,28% e 96,72%
Na quarta etapa do DMAIC, improve ou melhoria, é a hora de propor, priorizar, testar, e executar soluções para o problema analisado com base nas causas raízes comprovadas na fase anterior de análise do DMAIC. Essas propostas de melhorias serão implementadas sempre com a utilização de um plano de ação e verificando e acompanhando o impacto nos resultados obtidos das melhorias implementadas.
Logo, existem algumas perguntas para serem respondidas nesta etapa, tais como:
I - Quais são as ações de melhoria?
II - Todas essas melhorias que você propôs são passíveis de serem transformadas em soluções e implementadas?
III - É possível fazer testes para saber se essas soluções escolhidas não trarão efeitos ruins e indesejáveis ao processo?
IV - De que maneira você pretende medir os resultados financeiros após a implantação do plano de ação?
Assinale a alternativa que traz de fato e verdadeiramente as perguntas que fazem parte dessa etapa 4 do DMAIC, o melhorar.
7,2344; 9,1255; 13,9846
14,9312; 10,3750; 5,8187
3,9850; 9,8755; 15,2349
5,8187; 12,8340; 14, 8755
Os principais métodos estatísticos para o controle e a melhoria da qualidade podem ser agrupados por tipos diferentes, a saber:
I - controle estatístico do processo (CEP): que monitora e controla características importantes dos produtos no processo produtivo;
II - planejamento de experimentos: é vital na descoberta de variáveis que influenciam características de qualidade de interesse no processo produtivo;
III – amostragem da execução: que analisa a execução dos processos segundo critérios preestabelecidos pelos responsáveis da área;
IV - amostragem de aceitação: é vital na inspeção e classificação de uma amostra de unidades definida aleatoriamente de uma população maior.
É correto o que se afirma em:
I, IV
II, III, IV
II, IV
I, II, III
I, II, IV
Vamos aqui fazer um exercício prático sobre gráfico de controle e controle estatístico do processo (CEP). Estes dados foram retirados de uma indústria metalmecânica fabricante de eixos para motocicletas.
Com base nos dados da tabela a seguir, desenhe o gráfico de controle em seu caderno e assinale aqui a alternativa que traz corretamente quais são as amostras que são consideradas causas comuns. O limite inferior de controle é 25mm e o limite superior de controle é 32mm.
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)
1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 3, 4, 5, 7, 8, 9, 10, 12, 14, 15
1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 4, 5, 6, 8, 9, 11, 12, 13, 14, 15
1, 3, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15
O diagrama de dispersão ou correlação usa de um gráfico para visualização do tipo de relacionamento que existe ali entre duas variáveis, sejam elas quais forem. Ele serve para aumentar a eficiência de métodos de controle de processo, detecção de problemas e planejamento de ações de melhoria futuras com eficiência e pontualidade.
Foram coletadas amostras de dados de idade, peso e altura de uma comunidade de uma pequena cidade brasileira. Os resultados foram:
![](data:image/png;base64,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)
A partir destes dados, o pesquisador quis averiguar se existe correlação entre idade e peso dos habitantes daquela comunidade, e obteve o seguinte gráfico:
![](data:image/png;base64,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)
Analisando este gráfico de correlação, você conclui que:
existe fraca correlação positiva entre idade e peso
existe fraca correlação negativa entre idade e peso
existe forte correlação negativa entre idade e peso
não existe correlação entre idade e peso
existe forte correlação positiva entre idade e peso
De um total de 1890 entregas realizadas por uma transportadora, 62 apresentaram defeitos/problemas. Assinale a alternativa que traz corretamente a proporção de defeituosos (p) e o rendimento final (Yfinal), respectivamente.
32,80% e 67,20%
15,90% e 84,10%
67,20% e 32,80%
96,72% e 3,28%
3,28% e 96,72%
Na quarta etapa do DMAIC, improve ou melhoria, é a hora de propor, priorizar, testar, e executar soluções para o problema analisado com base nas causas raízes comprovadas na fase anterior de análise do DMAIC. Essas propostas de melhorias serão implementadas sempre com a utilização de um plano de ação e verificando e acompanhando o impacto nos resultados obtidos das melhorias implementadas.
Logo, existem algumas perguntas para serem respondidas nesta etapa, tais como:
I - Quais são as ações de melhoria?
II - Todas essas melhorias que você propôs são passíveis de serem transformadas em soluções e implementadas?
III - É possível fazer testes para saber se essas soluções escolhidas não trarão efeitos ruins e indesejáveis ao processo?
IV - De que maneira você pretende medir os resultados financeiros após a implantação do plano de ação?
Assinale a alternativa que traz de fato e verdadeiramente as perguntas que fazem parte dessa etapa 4 do DMAIC, o melhorar.
I, IV
II, III, IV
II, IV
I, II, III
I, II, IV
Vamos aqui fazer um exercício prático sobre gráfico de controle e controle estatístico do processo (CEP). Estes dados foram retirados de uma indústria metalmecânica fabricante de eixos para motocicletas.
Com base nos dados da tabela a seguir, desenhe o gráfico de controle em seu caderno e assinale aqui a alternativa que traz corretamente quais são as amostras que são consideradas causas comuns. O limite inferior de controle é 25mm e o limite superior de controle é 32mm.
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)
1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 3, 4, 5, 7, 8, 9, 10, 12, 14, 15
1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 4, 5, 6, 8, 9, 11, 12, 13, 14, 15
1, 3, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15
O diagrama de dispersão ou correlação usa de um gráfico para visualização do tipo de relacionamento que existe ali entre duas variáveis, sejam elas quais forem. Ele serve para aumentar a eficiência de métodos de controle de processo, detecção de problemas e planejamento de ações de melhoria futuras com eficiência e pontualidade.
Foram coletadas amostras de dados de idade, peso e altura de uma comunidade de uma pequena cidade brasileira. Os resultados foram:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAQIAAADLCAYAAACF352YAAAgAElEQVR4Aey9B3hWxbY/fP7nfvc756jHoyhHQKQJ0pQi9mNXrEgNNaTRQUVBUUBAsAAioDQpUqQjSE9CryGhpEIglEB6b6S+/X1/3/NbsyfvTggIHu+9/+d+7jyT2e/eU9asmVmzZs1aa//J4/GA4Y/rDwz8gYH/f2HAPO//pAmBzWZDRUWFhPLycvwR/sDBH2Pgf+cYKCsrg8PhqEL1hBCUlpYiNzcXeXl5Enj/R/gDB3+Mgf+dYyA7Oxs5OTng4s+LzMCf3G63TPqrV68KF0Bq8Uf4Awd/jIH/vWOAnB6JfFFR0bWEoKSkpJIAkENguN5g0O/Naao8Ky1DWWkZSk2hprJUnpIb1lVTvhs9qwLH/wBR0/XXDCNxqoMaaDo947LSEgnyrKwMpWXl1+2Dmsv/fQavGSZ9b65PP7tebE6r73Va/ZuxfsZYPzc/q+n+2nTecVu9zJry/9ozXb6Ofy399d7r/Ob4emn1c3Pa6vc6TfW4ejr+Nqcxv9fP+Sw/Px8FBQXCDQhHwH+kDiQElBGQWlgsFtjtdmEdnE4nXC4XyDloeQKf6efVn8lzpwsupxtOpwdOxi635GcZ5qDKcUhZlFeqoISXutybjVkWyyas1WG72TJ+LZ0Z9prSmuvX791uD1Qg/hhcRlDt1PAqvDngcjoUvj0euDyogi9z/fpe13O9WKczxzotn7Fe9jX3jA6HUwJ/Vw/qveOa5zqd+b2+N8fV0/Gd+Rnh0LDo5zXFukzvO5vAbs7vYHtqaIM3z7Xt0+90+TrWz2811vnN8a+VYU5rvmc+svE15Ten0/fmdHzGMcY5bSYEJAKFhYWVc1pkBNUJgdVqlcwsgABw22AOZCl00M/176KiQhQWFaCwqBBFRVdVKLyKq0VVy2A+eV9YbKRTsS6velxcXIzqQafhc8LJhrJxGhb9voh1XS2SoJ+ZY13u1eLiKu00p7mZe9arYSFhvTYPy9dB4YP4UjgrQkHRVRQKzopw9aoO1+Lt2nJ/WxriioT/j+t/NwZI+H8zISBqLl++jBEjRsDf3x8DBw7EgAEDEBgYiKCgILnn7wFBQfKbz1QIRGBQIAIGBCJo4ACVL2AABgYOqMwzcPAgDBw8EAMHDsGAoCEIChqIoKABleVIuSz7OoGwMLA+xoSpX79+8tsMn4YpcECQwOMfGIAAuVewDgwy1TFwAAYwGHXqvIz1M8a6bvOzQYMGVXnet29fgYnPg4KIrwCJCVsg8RA0CAMGEJ+Ew3gXNAB+QUEI1G0OCsTAwAAMCNR4VW1l/axbw2eGo6Z7Da85JlwMfn5+mDx5MuLj43HhfAIio04iOvpUZYiKikRkpArR0dGQEBWFyFOROMXnUVGVz/T7qKgo6BAZeQo6sCyG6OgoxMTESNDpdF5zzHe67gsXLgiM/M3n3nQxiI6OQYyGLTpa3hOuyJpgr5auev36t65b/9b1sf6EhAScPXu2Ejam0e91HEU4jCDPoqIRHeV9pt5FISpatad6Pfr39WJdz/VinY/v09PThWPi4n5LHAH3D6QevHbv3o2XX34Ze/bsQUREBI4dO2aEcISHq+B9pt8dQ3hYOI4dC8eRY2E4duwojoUdRXjYMYTr/BHhOBbB/McRHh6BY+E671FTHccq69B1MTbXFxYWhpMnT2LlypXo0KED1q9fj+PHj5vSsP5jCAs/hqPhxwSeI+FhEocdC0eEEaRcli0wXdsuc/03uicsGzduRLt27bB06VKcOnUKYWFskwphYYcRFnYE4eFh0u5wtjuc7whnOMIIq8bRMeIrHMfCwhB2LAxsq65b2mQ8189+S0x4t27dildeeQXPPf8MBgzyR0BgPwQO6I+gAf0RGOiHwAASL28ICggEg39QIPyC1PMBkiYIgSRkprSBgf7whgDjnrHKxwWGISDA+yyI74xySNiY9qmnnsLrr79u5AtQ74P4biACAwYiyF/BFBgQgIAgBRtjXQ9jTTj1M9apg3pfNb1OZ85LeJ544gm89NJLlQtQIAl14AAJJPIMAYFB8BeiTiIeiAEBKo2//wD4+auFMnAAYfVDQIBqv4alemyGQ78zP2P5XHj1M52GhL979+546623cOnSJdli3jIhIPXgFRoaCl9fX+jf8vC/9N9vU2w6d+6cNDolJeW60LFkN49Krpvi93lBCty1a1fExsZep0BCwfB/zzVq1Ch88OF7uHq1ALl5mcjJzZA4Ny8HOTk8Vs5Hbq66z83JQX5OFvJysmULVlZRgbyCIuTm5CEvVx0/50jaHOTmZotQSpWTjpzcdBQU5Ml2pLCwCFlZmd5y83KRk5eLPB5jS515ss3jUVefPn2wYMECqS83NxN5+TnIycuTOnNz8pHPwHy5uciSkC3l6uNwHpXpe30kyt8UmDHk5qqg0+hYH7PptNz6kdsjF8WtXy6P2+XYPR+5GkfZ2cjOy0M2YcwhHHnIzc5FXmY2rhaWoLisFJkFecjiO+Ixl3jyHt3rujWc3phtUH2Rn0/Yc5GXn6/axTryclXIyUVOtuobcjAkWlwkeN0SIeCeUU98cgTsBO4lXS4lWKJQhgKI6pfL5YTNboXdYYPTUQx4bCgqyEVUbDQKysrgoaCQQkSW41HB5XbB6fDA7nDC7qiAy22Fw1aB2LgY5OTmwe1ywGW3weliPh0UHFowQjjIanbu3FkoHwWOFJbc6LI6HQKn2+GE06GEoXanE1aHEiKxjaxPC9i0IEo/5zuHIdzSzzROrly5grfffhsnTpwQEJwOCi8Z7HC5LbA7i+F0l1aC53SwPRSY2gC3FU6nFXGxcUhNzYDd6YFNhD1uuF0eOFxWOFx2EcQSBqfDIcHFNhgwe/FEfFEAZ1cCW6MOwsL00iajHz/77DNMnjzRgIlC15rx53C6pE8IJy9ruQWnz55HYblVEVkKON0UhpLcejVWPXDBjTLmAOBEwvkLyM7JrSSIKrUbboNMc6zoi+3hNmbt2rXyiGPkRhcFrE63q7JsptXCUYmvk5n4pVBXC6yZTPc/YdDXkCFD8N1338lPvidR98CjYPd48eYE+8wuK4/HaE5xYTHizsXjqsMKu4fvHSIhN8OnlypVNqtRS5fb7RQhs4JDYYz3hJlSZQqiBX9sv9MpybgwdurUSbhk1sG5rU8RblpYyJJICLj3JiX0uD1wcSCIZN6BkJ1b8dnYj/HFpCmY8NkURMbEweF2w+awAp4SJJ6PxBuvv4iH2rTByQuXZKBwUHPQu9xOuNyMHTKhHDYKJ8tQUJgpK1Pt++pg45Zt0hiZrE63SicnEB5wQNocStLNRFx9u3TpIoSAv4tLCvHj0kX49NMx+Prrr/Dp+LH46ONR+GzCOMTGnRHUWpjfxQnvhNuY1JSakzCwg4h4mWwu1q2IDyX6amI5JK8mBkzHsnhRrlKVEBiT1GmD01kKj6cMOTmXsWTxYsSfvSCD1O60wuNxoKw0FxPGjcY9tWphzrxFUp7NaYPLQ7xDTXw7Txb0BLfD6XLA6VLE2W6n5F8FEk+Hi3ASZkUU5ETCwKWdbTFgHjduLCZOHC+D2uGwwu1x4uChPRj/2RhMnjIJn4wdi7DwCOl7h9MCj9uCzLQr6N2zJ+o1aIo9R09K/9rdTthsdoHTIzhzwWZnPRa4PcUoK8/GpEmf4p7atbFg4RJpH+uzOxywWUnUCLMbVqcLdqciKCTqlKWsWrVK0judFuzfF4rx4z7GF198gfETP8eYMZ/g49EfYNvWzeqkBTCIoCJ40o88HSFuBHckoqp/ZTHigkOC6SDRVPhycpy73YJPyW+ceJEozZo1y4CdaW2wO0jgywBPOY4c3otV6zbgalk5XNI3DiEuUSci8PSTT6Fth8dwITUZJBTsd5ZtZ7udPPFSgWPM4bDB5VLwEGYH4TIWBZfbLsRaw67miAs2Yxyynby4KGlCwN+aCDD+zYSABbmNozm324HIE0fg16sz7rrtDowdPwUJSSmwQ61aHlcJMtMS0LtPV9Rv2RLHLl6GxeOBzUmkcMVRA5eTWRBvqwDcZSgvL8TkL77E7Xffh1UbNktjXExDZJHIOAG7C3AaZemVPy4uTtjxixcuCgUtLs5FSOhWvP3O67jzrjsxYdIELFo8Hx1feQlNGjfDqrU/C0W2uZzwcAXjxHe6Ko/O3FydPewgJ8qtLlgcJAZMZ5e0nEDMS86GHUni6DDI/rWEwAEXO9VhgctBTsCNVSt/wJ/+9Cd8MfVbmUAODzvdivKyfCxf+B2aNW6Kb79fJO/csGHfvj2IjTmj8GEnZ8VBYZGBRg6Bk1oGuI3cghr8JEx2lx02DjanGx4X4SfePbC53bC6HLCz/QDGjRuHSZM+E9w5HHZZec7ER2HwEF/87W//gXdHvoczCRfg9LDNJFpWFOSlY+jgINxbtyFCjpwE10KrywY3j4o5qGVgq6Ncu70Ubncx7LYizJkzG3fW+ie+m7dQ2uNwVsji4XK44bF7YHG5UeJwwCJtcQl3x/2uJgQutw1x0REY98lI3HbbX9GrfxB+XL4M740YjDr31cZHY8ahoKhYOFCXwyFjlsSRfUWcsO/IETms6thRnsnEssEj8JNwuQVHdpdx/O10g/dujweDBw/G7NmzBXbFVZGLrIDbXQFLeRZefOFp/LNeA8RfuKLaxzLdblw8dwZ+fXqhzSMdkJB4WXiIjKw0bNm+HcWlZdIPJPbkTEhcSHDdDpuMT5vTCRs5St23Tgucwh3a4CQXQpy7PDJH2K96URJCQO70+HGB5d/aGmiOQFg9twsuItShhIlbf16ONq2aI+7sBanIKiwl2ShFkZYt/wEN2zyMgwkXZKAwEdklsjG8bG4PrFYbwIkHpe54NiERDVt0wPJ1ihDAQ5baCYvdBpbs9AAWpwdk762GiiQ5Au7LL14kIeDgU6z3goXfo+XDrZCekSb15WdloUPbx9CiVVskZ2TJM4fdKhOVP9gRDjtZdCJdwcN1vtxOllexY0I0hCWU7HLu7+Axq7CjXo6Agjhe5HY8divc9gpZSQvzMzF0oC/q3Hcfnnr+JaST22LrSQzhQmleBl59/mV8Pu17yZ+Xl4xAf18E7wiV30Y18HjscDjJkitcWogLFmS6yLK6PKovuGroy+JygIHElbnHjR+PSZMmyGshakbbDx/aiaZN70fYCTWQKpzsdy/bHRK8FY2at8aOwyfkKQtQi4VipTlWuMp6PN7+TUnNQKv2T+Ob7xYY4JTD6bHBQSrvgoyTqy4HrFwl7XbZplJIpwkBJwAbeuHMCTRp0hDLN2zUzcKnYz7C//nz/4vQ0H2qLewXQ95F1HDMMOaE8rgU3irsVlgcxL0TcNuEM2BmtkDBwPFEwqAkO2ZCwC00iQG3wxy/u3euw1OPt8Md/6iNWXMXCwwOlw0WK7dFwOY1K9Gh9RO4cDFRfq/bsBoBAwei4OpVyPCSp2TtCYeaY2wriVjVi79Jet2qf42ti90DlBMeg9MjIXjnrd+REPDcmiskJ7EbpKo8e7Ziw6p5aNq8EfadijQmugcpKYkY/dFHCPD3xaNtm6NR2zYIv3wFLo8HK1YtRc9eXdGvjy8WLl+NQrK5bhcsZQWYMXMa/AP6omPH1/D32o2xdvNuaXtRfirmz/segYOHYPykL5Gcli2dZKFcwZAF6K2BIgRc9YqlK2fM/BrNWrTAleQkKctWUY5XXnwVD7V8GOnZeTgdfxbjxo7B8EFBWPnTSrUfd1iwctUy9PP3xydjx+Pw0SOwcxB4PNi+bQsGBPRHn949sXjZUlRYObndsLtJjdXg1xwBTwx4kR33OCvgdlCd04L1a1bCt1cf/PzzGtSudx82hqoJ7rJxgLuRlXQZzz7xDKbPno/iihKMetcPf/3Lf+KVt7pjxMiP0NevP94dNQrpuRk4eCgYPXt3xcSpXyM9JwfHDh3C+AmTsHz1egwYPBjr1q1CXnYGRo8aDd9efTF00CCER0WB08EqA8Yl+9vx48ZjookQOLm3BbAveB0aNayDzfsPGuTGg6ycHIybOBGBgf3wr6cfQ71GD2LP8WhJv2nLJvTy84VP3z6Y/d0cFJdZlJzHZcHiHxch0M8Xb3d6C3+vVR9zFypWv6QsC8t/WooRg97D+E8m4PSFS7IklNs5Ab0cwUpja+Cwc4LYcSpsK+5vUBtL13sJwfTpX+NPf/4rdobuR3HxVXz/3WyRL3z19VRkZuUIjDzJGjZ4CIYNGowNGzagpEItGmfOxODDD0fCx6cHxo0fhyspaXC6AbuDLLxHOFESETMhIKdht7tk1S69moZAv+6YN2cWAvwC8OIrryO/vAI2uGG1lwihWTX/BzzR+jEkJSfj5KlDaNm6MWrXrYeBQ4dj0LB30aufH9as3YCKinJM/WIc+vXtgR279yCv6CrmzZ+Hb7/7AXPm/Yj3hg9F6pUE7NoVAl+/fvDt1QOzZs1EflmFcFTkCnhVEoKI34kjEEJgCD+4wihCYMfalXPQpEVj7I+OEUqbeCEe3bq8g9GjPsGWzVvQqeNLqNuiJeIys7F6/Ro81LwR1q79CeyYWvWbYPP+Q7BaKvDBe4PRpXcPbNqyEe++Pxx/uaMWNm7fjfy8HPh06wSfHr0w9rOJaNS0JZ5/6TVcvJwCp9tTKbS8lhBw0jkwe8501Lm/Lr6f8z22b/sFgX798M/adbB0+UqE7AzFqy++glEfvIeBQX746x23Ydb8+QjdsQ2vvPoStm4PwdfTZuLd995FWXkZ5i9cjK4+vfHzzz9j0bxZaNLoAXw4ehQs3Jdxwl+PEDjscHP/iDIUFaRggL8vtm2m/MODF15+Fr0CA2F1k2Aoqp+VnIIXnn4e02bNEXZw28YlaNe+DcZMnoZd+w7g03Fjcfs9d+NQ+GFkZiWhc5eOaNb2ERwKD0c/n26y5eja2xdD33sP07+ejN7dO6NHjx7YHRqKF557Hs90fA3ZJaXg6mHhdgdAdULAvSmvfTvW4cHG9bH5wGFJl5WZgt59+sM/cBC2bv0F/Xt3R6377sPhmNPYf3AvHmzaGHN+mI/5S5bgrnvuw7LVG2Sv/vmUcejY6S1s2vQzJk0chzvuqo3Fy9airOwqBgz0ReeuXTBl4ldo+3B7tGrbHjEXLgrnR5yS2HNrsHKlIhyKEFQg9uRm1G9yL4LeG42dISHS1rp17sPgYSMRFZOAPr37oXevPhg/bhwaNGyIbt27IzouFq+/+Qa+n/0dtv6yBT179sS5hHOIOnUMnbq+je8WzMeGn3/Gyy88hxeeewmXk1IFjgqnu3LFNhMCwsZtGa9dW9ZgsH9PVJQXY1doMO5v1ATbDh6RsWGxK45g5byFeLr1Y7hy5TKys5MwYoQvOjz3NNZt3opftu9E6zbt0aNHb9lehW7fiLvvvgOfTPoKm7cHo9bdtVDrn43w4UeTMGLYYMyePgVt27XBd/PmYOH873DXvXdhwcpVQrCtbsX9JV1JQue3O/3+WwPu7d0eUmpSZSdWrZiHxs0bI+xMvCBj3Icj8UT7dijILZDfC+dMR/1WzXEyMRHhEUexYvkSXL54Dh98OBJ/rX0/Nuzah+DgbXiw0QMIPnhQ8pyKjUTdxg2wbecOBG/biob3N8aYMROEeIz5ZBymTPkKFy5dlolUnSOg4gnhcjiIeDfm/zAHd/7jbvj7B+Cj0SPx7ogh2BWySwRFAf7+eOqZZzDpyymYMmUyRn4wCpu3bEPojs14sMkDGDp0KHbsDEbipfNIupyAR594Bl/OnC8wchKP/XAE6jduglMXLsok8bjVgNAcQeXWgNsCgceJPSFb0O7hVhg1ciS+/HIiWrZsikYPNcelzBxUUBjrATKuXMazTz6Or2ZMk7qSL0bghZeew+bdB+T3vj170PDBxjgcdlh+T58+Ho881h6XklJw/NghNG/1CJasVBL20qv5WL54PiKOR+DI4SNo++ijePi553A5vwDsQSv3ltwafMatgTo1oMRdcQQe7N+xHk0aNsDWg0ekru9mTsdDzVriYmKy/N68bjkaP9gIe48fx+n4aPy4dAGSU5IxYfIX+Oud92DhT2sQfiocDzSui9W/bJI8ycmJaPFwayxZthxHjhzEgw8+iBHvvo9pU6dj/NjPMG7SJESdOyscJAkBNUbNhMApuCxBzMmNqNvwbjz3WheMGfsJhg0NwLy5s2Gz27BixQo0adQMH48ei6+//hoffTwaM2fNQGS0Ok579ZVXsHrVapw4eRIlV4vw/pABeL3L2yg0VtIDwcGoe/e9mLtwiZxzsG8oUKbUb9DgIZUyAsJGDtlWUYhRQ/zx0lOPYepXkzF02AD8x1/+hk+/nCaccolFaW8um7cIjz/cAecvc5y6MOv7CXi9Tw9o3c6+ffvB19df8FSUl4J27Zvik88no9xixahRI/HEv15Beo4yFIo+eRRLly7BpeTLmPb1ZPzlztsxZe5cqa9CE4LLV9D5rbdx/PfiCOTUQFY9UkauxGqftn7NYjRr3gwn4s8J8EF9euGNjq+gvFxRwLnTJ6B521Y4m5aCvPxcfDXlS7w3eBAmTx6P2o2bYduhY/jppxVo0awZTsYnSBlhJyLQ4KFGOHBwF9YuXYoObZ9CSZmaZExAqXRefp7szfSRXaWwUGQEqJRh8Jin+UOPIDU5Q8rmBOZlKS7GW2++hlGfjTWeq+hqfhFKCjJx6sQBdO/WCfXr18P06V/geMRhNGvRClNnzjPS27D+p/lo8FBLHIk5K8/cbiVTICGgpNZLCCoAF7cQNrw3bBBGvf8u1qxehZ9WLsX8ebPxQMNGmLNsJXeoEjJTEvHCvx7D9FlThZglxO7Fcy89g3Uhe6We7b9sQsNGD+BomJqcU6d+hLaPt0NWXiESzkWjdbsO+Hmb2m54HBU4GX5ItDinTZ2Kd7p0RfuXX0VKcYkMcLK8vEgIPv98ktw7PJTcq7YcCt6Exg80xM6jirUc/f5wPPn4v5CTXyhpN/30A5o3exBHoqJRUJKP2d9Nx/DhQzBt2jeoU78Rfvp5K3buDkaDJvWx64giXOcTzqJ5q2ZYvW4lgnfsROvWbZGcqvsHInTNKMiTrRYFj5xsPLJbs2aN1MnTJW5LY09sxf2N/okf1ykCo3b1TGLH9Gmf4cVnn0dJCff+6rJaLaK2nZqaDJ6S1K1bF71798XFcwnw7dENHTt3QoahSJdyMQHtW7fC1BkzZZJaeKwox5YkBMMwe7Y6PqR8iVds5FF0fetVLPxhAZYtW4K1a1fCp2dPtH/meaTlF1TKT5YuWYr2bTogIfmSyBSmTPsEr/XtiSI7j7Pt8OnWDX369pMyi/Ivo227B/HZV1/I788mjEbHtzqjsEzVWZSbgcULFmLo8BGY9tVk1GvSENOXLhVCUGZwdMmJV9DlLXV8yEJ+F2EhhwyPVEgIXMZx16rlC9CwYQOEnYwSYL+ZMhn3162DncE7RUg0+6uJuP3vf8es+QtATaqnnvwXkhITcXB/KG6v/U/8uOEX0Vqsc28dTPn6W1gsVuw/dBh/u+t2vP/+YOzbuRMN7m+Cd9//SI4w48+ckSMjbgV46fNSEgJqUVGDipPdZi8TifrMmd+gXt0HEB0ZJwJKq71CWFW4XZj46RjUbVAfq3/ZCAraVq/ZgMWLl+LkscPYvGElSooKMeObGWjeohkiTh5FX99+aPvoYyAMVksJPhk9DF1690V+OScNJdKqg6oTAkr3KfDctycU/fv0QmKCIniE3+O24/XX38Ajjz2DhLR0aVNGahKe7NAOX039Wn4nxB1Cm0dbYcm6DaiwWLFr+3Y0fKAedu/ZhfKyYgT4d8Ztd96OpStWITIyDC0ebosVa36RvOfjY9CqWUPZ/1eUV2DIkGFo/Eh7nE5OQzlPQhxuoY08Nfj8cyUspKzD7rLJ6c7urRtQr049bNuvJvGKHxei9r3/xPKVK2QxWLX4O/zjjtsx7supGPHRCLRt3wqxUZGIi43FXbXuwfTvFiAqLhr3N6iLEaNGyRYrNjoaderWRq8+3bBvz160btUOvfr4gso7iYmJmPTlFwg7dUI4FZ7IkBCQHV+9erW0ifIfj8eCyOO7cc99d2Pa3HkiwLbb7KKDQiJxYO9mNKx/Pz4ZM05sP06ciMC0qdNE3fmnlcuRmpqCiIjjaNiwCZYsWoKlixeiVr16+HHDzyIn2rJpPZ55+gmEnzgpxNlCgzbYRNJvJgTkAsuKCzD5s0/w1dQvDRG5gIm9obvwl7/9HVO/nQ2LcZy3ZOFitHioFc4lqtOtSZM/xjNvvIbLGRkoKbmKvr16oEvnzrDbbDh+bA/uvfd2PPvqa0i4dA7jx3+I5156GTlFlDcAX08cj3at2+LkyUjEx8Wgdr06+HjqNFx1ulDqVFu7/zJCwCMyKlxQ4WTbljV48/Xn0LDhA/D1C0Tc6XPIysiEb+9eaP/owxg+fCBe6/gyGjVuhHlz52LOnG/Run1bDBn+Hgb5BaB5ixbo2q8v4i9exFdTpqJ180cQ5DcIPXv1Rv0G9TF02FAU5Bfgp+U/oVGDRujU6W1Ro6QKrzor9woLSQioR6CEhR4Ul+Rh7vxv8PwLT6Nhw0bo0qUnNm/bDh6W8ZyaAr7MjBQEBPZH8xYPIaB/f4z88ENcSk7GpYSz6OPTBYF+/hgyeAS+/34OrPYyXLpyDl27dcJLL74gdhMffvgBTp+LlwHrdDthN5CvtwZaWAiPG4nn49HxpRfwePv22Lh2HZx2J1weJ05FHsQbHV/Dvfc2QF+/AFxOSsLatavQrEljvP1mJySnpqC0NBt9+nbBU889g7UbNqIwrwB9fHqi46svY8yYD9DxtZfxSJv2+HbWbIz55AM0aNAQ/fsHIiUlHUUFeejx9ht4+YUXMGr0KLz2+pto1uxhfDtvEUptlMobhGDseEw2tgY26hx43Ni7Zye6d34DDR54AF2798Sx4ydFm+79EUPxSOvmGDzYD53f7igLweQme+UAACAASURBVMSvvsaK1Svw6KOPYHCgPwYOCECL1s3x2pudcfrcOSxcPB/NWz4E3/594du/l3A01FhNT8vEtm078WDTpkIQA4ICsOynFaLYRWGmEAKr1dgarJQJQMHrnl2bBScNGtfHk889h6++nYmC4lK4+Ocph91eiLlzZ6Bpsybo2rUbBg4YguDgYBSXFOHjj0ehe/dusvX74INRSLx0WbYT4yZOwKNPPgnfAD+x5di5M0SOjHkixGNYHtNRYWfQIHIE6viQwvMfF8yVrW3/AQMQde6cLJSWkmLMmzULDRs1RKNmLbB45Upk5mbAv39/1Lu/AWbPmSdC2pDgzWjToQMGDh+KxKTz2Lp1Ix7r0A7DBw/EB+8ORNOHGqJLj95YsmwRXnvlGTRt2RrzV6wRIr1z43rhLvoHBGHIoCA83OZhPNvxTURfSBTiRWQly9bgv4AjICGg0gOVHc4nROPQoVCcPHUC+w4dQWpGtnRUcXE+jh49gF27QxAecQw823e7nLBWlOB4VCRCd+1FXFQ0Lly8gPCYWBRbrLJnj42Mxr7QPTh48BBOx8ejtIzKNx7JS4OYXbtCxWiFlZAT0EdL/H36tJcQeOBAhaUIpyKP4vCRfYiNjcaevQfkHNzidqPcTgKiGPGysnycOHEMu3buRGpWhlB0j9OO1OREBO8MxpHDYXJ8xbN6D+zIL0jDkcP7sTt0r2g+sm6e2bp5THY9YaHLibycTJwID8PxY2E4dyYeDpsNTirlZF3EyRMRiDwVi6Ph4aJie/FiAk4eD0dEeATyC/LkpCE17RIOHtovhIKUJyMtHXv37AZtFxIvX0ZSShosVitORR4Xm5ATJyKRl18guMtMuYLDhw5h7759uHDpIuJi4nH24mXYXIDLQaruwfhxn+Hzz5WMwGqc5CQmJuDQwT2yih48eBhXklKlf6UfI45g164dCA87iITzCSizO2B12REdHYnQkO04dfIYEhMv4MSpaBSVlMDptiM2Lgq7d4dg3/5diIuLQXGxktazjy9duoDdu3eJrYeTWxOPC1YeoblccrxMJR7NETitVlw8H4/9B3YhOjYSB48cxqFjx3G1zCp6KnYXV8wyuN2lOH8hDqGhIYiLUzoYlHEVFxfi4MED2LlzB7Kzqd1IpsgDi82Kk5GnsDMkWNrE5y6ezfN0RbRCuYyQEAyt3BrYbeVIOBODiPCjOHo8Akn0+uN2obyiFPFnonEq+gSOhB/D6bNncLU4F1GRJxFx/ATiTseLPoPdbkFMbJzIcErKiuBwWRAVfVLwdOFcLM5fiJcTg6ycDBwL24fwk6cQm3BR9BYcFSWIO30Gwbv34PjxY7hEOdypaOQWlUCJgIGky1fQiTKC36JHQK2jKirGvfuImSyFSkIIxIadZ9ZkhZV0UrYN3J1RMcc4txYME8lUeeQ5q7Fv0c8ZM3cF1W9F0Kak5vq9IjjUsPLWI3kctMtWqsxkG3lV5Qio/KPO5NW+UZXLw70ypxOldg4yD1yOckBUfSl/UEqw5VQ4cZCtUkeBLJtadhU2C2yiDMT9qXrH/9zXkTvhgKVWHS/NEWgZARWm6IPAfLEOm70Ebrc+K1ZvHcJVsBy1d2fd6oRGy0g8Ss/BeM9cWidDawnqesj5UOUbBlz6uY6dLm7x9NZgPD43OALRYqMijuiEKDiYh7IytpWyDgWf953V44ZN1Ip16d53DvqkkHPtav0r5VFpSwmedU5K4akERa07WUCsFBYOqtQjEH2DqkUJV2axuw3NwVI4XCVwSd+q8cGy7XY3HHaq6XozkwixTZzoWglHw2GlDwAqbhk+LnS+gYO8wkI1zlS/Mx+1OsiWVzg5Ztln7Heq/3KMUCRoxgs1WL3jQpTsDB0JBYNKyzlH7dGqeS1wOiqkNG9ruEGFKENxPPK6IoTgN3IE1QmBVihi0Q6u0OQKSK3t5XA6yuHwOODgOboDhoabRd7zDNjGM1iq7Drt4ErrtLthsRNRFUJpuUXlmafVXgq7vczQ7CLXQb1vxkqVloozVCTRgVpXfMaJyKsqIeCgJeJ5ekDtMSoMKdsAq8uJcurvs3wKxNw83y+H21YhKpw2UeWl8xQ6VtGDpAwOKpq4rEofQDS6nGBZHLQuqvXaHbDps9tqwkJ2CnEhWmg8ahT9B9pPUBnFLmqkPK5T6aiyWiH2BtJ2F9MZWmTUJjPaLWrR1F+w28RSlOqn5JDcDsJNqT9VdKlYQvjscFjVqmZz2xQxF5io1cmJ4QFtDT7//HPBpYKDeCcOqcpK4uiRwEnjpBadaLYRHmrAOeUIlcSV+LBTZ4IyJMLk4ICl1hsHc5m0i6dtNqvalghn56yAw1Uq+GWd1GxUba4QIkxiPzBosJcQGM5TvPhSMHAbrhyrUA7EsUK8VRh4Zn0kokpVnKdN0h/EEe95UkIuUzv/cDlhcdiES+Bzwq/n8KBB1CxUKsa0HXG5qPyjtDmp/SfKWk4eK1bA5VH2M+w3N+GR9rGP1bhWqsSsW2moKrViK1weqjs7ZQvJbQnbSi1JKcdtBbUrOX7sDnJBapxTfd8meFZjQQhBNRXjWxIWmgkBzY/79+8vgjpSG054IQRUTXXyfNxQEWbnUKdckEYFGrK+TtEcpCIRNQfddqrnUo/cIRRTWGpuM9w22F3l0nFUPxajJGPiyMAT2wSbGCRRMk+jExWou69WSk0IeHxIpT8SH/GMZHSQ2+6Q+sVOQPZ8TmW8w32f0waPGErZZS/IiUEiwEVMiIm7HDYOKK5QLIeD3W2FzU19Cuo7K5VVGizxqs4RiL666IqrLQR/c4Uk7IpAMCYeaQ+gJoHqaN5r4kdCxPYqoyTi2Tth1T2Pt0iUSAj4jvgVFWLah9hJGOywue3gGTMJCDUoFf48GDuWtgZqa+Atl8STg5DwUc+Bqq9UybbDLXCp/ITbThVcrrjEOw2nXNShN7wtOUl0uXXSk8YNu00RFz7npOW+Xk0q4kETPxICh5wSDQwahlWGHgHrc5DgiWo38UjOgTAq+IS4Cn6Ib3I2fEccKc1RLjAyTo2VnvckZoydQtQVd0DcVVgtIj8gTkWRwAMMEhVjEyEQ9WS1eJCD0fijQJ0cHzVAVb/yt7HIGDYuQuwFbsLONhFW4o9ao7SHUPYinBPkHgRXXAxkMeI8YF8o4zOmp6CX/c55owkB7V7+7a3Brl27xPpQHx/aSFHJUrIDOSioaEFqRp1orrCiz069dqoFU8hC1Vy3EA2PMUgdBJad4XbJpJLGuclUcVvB9GpvxkGlO5tsqpuTVtSNSQwYFKVkg0kIunXrJsJC0h1yFBwYakJzG+CAy2qFx8ZJzwlsh81DQqW4Dq5eJF6yMtMoh+rbBiHgALaRulNOIO0lB2SFwyAEHrFBUB0gyDeMjrxbA9UO1RbD3Rt1BgwDE8KqgksGLmUc5nbqe64GmgDSWEsNKpPrNw4cSs7thk66DAriWAUSLVn5jNVPGd0oxpKnBpoQqEmjJpoamCyPk5kTicI46rerlU71AdV1XeCOUDgSrlYk7uQkOLipuUsBrYfcB+1M1KovZRo4Vu0ioVCTRoiCu0LS05Bq0MBhWLVaHR+qCaMmMwkZy2MQQzYhDoRVWxKyXqZle5SQmIReB41D9o2ewEIQSBT0pDKMfdjP5AoGi/WhYWvAVd7NExYPPFQCYR2sS4y/SAw5+VmWIpCc+FXGgV50ZAwQBr5XKvWEjTALoZKFjara184BGgOSSHGRJVFgICEgTPoES1vCcpEnV8D4V42OzBwBrQ979+4tLreExFzvn3frUyVFlcfGHpLPvM85EHWgKOZmLqZiHm9q+iMgIUhKUqrE8sr7WhVKOYTsD/mCMgEt4dB1ajj0bx1TSOTdB6p6mbtqBfpXamqqmETTNJoXO/TWLpakYdEx62dgvQzXucTvo4bkOmlqeDxp0iQ5lq3hVQ2PqITEFUfDY7Svslq+V4pKlZkr3/GJbl/lW+OZuV263UrGNHjwUKxbt86cQfCq9+1efFVJ8rv8qN5/VDSbM0fZgWgZwDUVGSipOkaqIOGaLOoB09xMOo2fyoqqlEciwItjkTotvwshoCOGtLQ0pCSnIDHxslAZTjgdkpOSkHwlCRInJSM5KRlJSSnVAp9fMfLwHdNcQXLSZSRVhiRcSU4WPWz1PgnJyclITvbWperU5SSJLjVh4xaGDT56NAxpaenV6mZ9LOOy1KfguIIryVdwmWUb5aewHaZ26faZY+pum2FQ8BHGZIGFiKcnIXrT2bFjh+CNVFmXwfw6XIujlEpYdHoVa3ymIimJgelUnay3aloTrqrhTbeNbb5iaidt1keOHInRo0cLvNcrT7eVfXNF+pd1sf5UJF9JReoV9jH70MCr1EF8MQ3DZaN9fKbxqN+xLPNz9Zv45Jijxt3cuXMN+Mw41O3V40iPmRRjHLJ873hTY03nuYnYwK/uQ8LDrTIJJx3QEGbvmDCXp9tltP8Kf+s2m9Pd2j3nwrXz4doyCC/7lZ6s3njjDSEEJA70R/CbOQJSQOrXUy+bZ/VU3KHuuo+PD3r08JGY91VDL/j49JT3TKPSdVNpuvdBjx494ePTFT18uqNHZTkss7sElu8NumzmYdC/fYQLIMfy5ptvol69ehL36tXbgI/lqaDhNedlXT17djXq64ke3XtJUGlU+8zpWUZ3E1zmd7wnXhiTINWpU0fcf9Gpi7luptGBONC40fdSZiW+vO308ekFnx59VRAcXAtfdXh8jL7p3tMHvO/VXcHf1eg79ifzMG7evDlatmwp3J/G+zXlCS594NO9J3y69xbc9ujRDd3Zju690VPGRXd09ekueOrZvQd8enSDj/Q126L6v0cPNTZU+eb+qdomjbdevXqhcePGePLJJ2WbSs5P49BbhnlsGGVKfd3h06O3Cj49ZLxVbxfHn35mvpdnGofstx7dBT+NGjVCmzZtBRbCoeFket6rMcIyCQfHlw98erLNanzouqR/pPyq7Vbl6PyE2ceYI9emk7Q9fdDDHExjkQsS8UaOmZzNv+WYhIM5IyMDWVlZyMhIl3v+zszMVCHLiDP5zByy5LfOk56RYuTNRkZGJjIy06S89IwsMGSk8z1DGjLSMyRtZR2ZmVI/YTA/I1WmG6oDBw6IbzayQNRQqwqHAWuWhk3BK/VkpKr6MjKQkZmNTMKRkYm0jAyh+F440pGZyVC9DC+cxAlhoWzgtddeA+Ur/E0YNcxM4w2qzHSpKw3paamiH5BppMnMyIQKxDnxpepm/vT0DKRnGnVnpEs6eZ6RgbT0dFUn8zCt9E+WKHtlZGYijf2WlSX41K64PvzwQ3z00UfiMkvDqmPivAreNVyZqcjITBETb4EnLR1pGWlSPtuUxTHC+jMykS7jhrgmzFkgHCyfY6M6TnW9mZmqXuKPykd0VUZ8qjKMPjXK0TAyJq7S01l+mgEb6+G4MfCdSZgyZIxlpqty0jMzwUC4iGcNnxeWTBlXxBdhoUMUuhAzv9f3kpft5xhmXYLzDKQSB5V16Dmj60wXmIhH1X9pprIVHiVv5djwjrtM9q+eg0ZMHOmxyEVSy6tu6dSguquym5IRVNmhcN/C/SOFMnpvqxOY5QA3sxfS+W4cnzlzRrgVsq81XbJlMldnvq+ewdhfVX98s7/JWpMroAfZG10KN3qvd6OU3G/TFZYDHpdXd96cgwLZmi4KdtkDct2gzTw+nDJlik55kzH39Eo6bc7ApzVDY0518/dcyahQVF1GcPMl/HpK6QXtEID9r+9ryEq7h++/1zKCGhLwEcswrEl1CmLqesXyJK6mS3WZQFfT6199xq3MO++889tODcyEgHtvygj0hxC04ISxOWhJq0hexT2TcX7rKoXTWYKEc6exZdsWZOfli30389oryrAndCeWLFmCZcuWYcXyZVi5ei1iz503lDgoQaVLM+Uyylyf+Z7YoO0BfRYqFWOl+KKls1IXz4eNbzWIZZ3HhfS0K1i/diUWLvwBq1evR1JqhkhpScDiz53Bt99+g/Vr14GKJby0KympW6SzVXHA57yoL88jG61ibIbDC7fy/cczeR4zlZcWY//uPQgLP4EynvtTW5FHSJSwu+1w0AmJqxweVxlyslKwfu1aLP5hEdasXoeU1HTxlsS6z58/h2+/nYnVq9eivMICKg6WUkGHJzBUpjFOELxwKJiVrYHSI9DtYHncV+q00rdyzKZ1IqwiuCRXsGLFcsz8dhZORUULaZBTIbsdhw/vxZIfF2PF8pVYsXwFVq1eiajYWHFDJsdjxjFxzThSJyw856f1odYs1PAw1jBRSq6CcjfmcTuRnZmKXzZtwOJFP2LlT2tw8aKyQ7lamINVPy3DN9OnY+3a9SirsAqxrKA+hKFfwLKqwySdCwhR0q7KzLDoe5kLNhtcVh7tuXHl0gX8vHkjErOy5Fibp21MyyNkGz11CQ6UXgA52iVLFmHhoh+wa99BlNnoYUkpcUVEhMtcWbRoMXbt2Sf9q+vUMftL9xnhpfyCi9JvOj4kIdAae3v37q30WagHBmNdsTnWiOORk7vSI005Nv28FG0efgj3N2iIyDhlrswywg7sRYsmjXDP3ffg/rp1ce89tXBX7TrYsD2Yr+VsnZNBEQLvgGSdusGMefH40EwIOHg0PJLeaYXLrnQBqA1GC7bZMybhwQb1UOvue/DYk88i6rSyIoyNPo5OXd7Au+8NR79+vpj0xVcoKqsQJSRqyckxGicUj2sMgqjhISz6yIYeZHmZ4eW9esZyaNbqRE56Mka9Owx33nYHBgwfiSIORjGltsDqtMBG7z3kBqiF6CrFgu++QYP76+OeWvfi0Q6PIypGcR5RMcfg06s73n//A/j1H4gJE6egsLwCJR4PKuS41w16KWLgkZN5wIwfT+tDRQgEQOOfbhdj4pN4FV0BUURyICc3Dd/PmYEJEz5Fr57d0LLNwzh8SnlmiomMwiOtW6PWPezf+3DfP2vhb3+/DYuWL1cLJp2xik6AmnTmuvQ9wWCd9FBkJgT6PWFS+hhqIlGByUVvQx4bVi6bj1bNGwueHnn4UYSHHUdJcQFmTPsMo0cNx8TPJqBFs1Z4f+QYZFOI5vGgzO0UPQvRKNS6BcbE1Xgx+yPgMw2LjgmT6B14gD07tuHZDu1wb+3aCD5yTIqoVB5y2VFBZSTRuLUhJTkBXd55C/Xq3Ie7a92NDz4Zj1KHOknJSEtEl05v4b7a9+Huu2tj9Jhx4sqNdeoxqGMNBysjIfjNegT/PiHgKs6zVfpbK8HF86fw6Ufv46EWrREVpyYbnTBuXLUCC2d/j9jIGNAi7aflS+HT3w8xl5TRBFVPqf1HQkAnJLqhjHVjGfPShEBZH5KIKKqr84jCkLUCNvECBESePIIub7yAJfO+R/yZBFy8kiJuu8oritHbpzMGDQmSci9duogOTz6NWQuWyKEdFWc8NN01lGQqyzcoMTPdFCHg+TDVrj0OlJfkY1/wdjz/5DMYOHI0iqjgQucvjgpYXRZYyQ0YW624iIN446V/Ye733yM+4QIuXLki+uklRSnw8+2EgSMGC9zJV9LxzFMvYOb8H0CN/mI5J6c+BbU86VHntxMCzf1x0xEbdxL7DyiT5/z8FLRq1xwzFswVGLZu3oapX86QD47ExkZg8y8r0K1XD4Sdipatg9XwA0k9AU4ec5/qexZ0I0IgDnWpQCMal9R0LWEOXDofhd7dOuL7b7/CmdPxSExMgd3qQMLZeAQH74DVoszkg7duwT217sbCNesEw+WGUg41JNlOmdSim6AIOOG5lhAoXQUNsxAncnRuF5ITL2L2FxPwULMHEXI0QuqwC1GmshY1AalnUAG3qxhffzUWvX26IezgEZw9m4C0/CKUUt/E7cCMryehR5e3cfjgEcSfu4iMvELYPUp1W49BHWs4COv/CCEgAEoBwlATpeahi3brdoRu+xmtm7dHTKzyW1BRUYareflVtpizv52BL76ZiqsOG8pFmUNNFPF7Z5yP60aaYzZYEwK9NTAjRZQsqPVoJZdArboKzPzmK9x1x9/QsvlDmDFjNq6WKNcQp06EoVH9Rti2NYTFwm0rhL9fX/j4DkUZNec8VPrgXp2e29Rkqg4LCQGp8PU4AgUbWX+rKJrIjtpRCv+unRA0bAQKDUJAeQC3BFYqLtEduMuK76dOwJ1//Q+0eOghfD3jW2SWceADkWE70LZFI/y0ZbPSQLA5McCHLsP6I9fllgHFxUWp+3onHWHhdTMcgZ4YolQkij+GCrfThszMFHwzbTw++GgEkrIzUe50IzevEC66QTKupUtmYdyEcSgos8DiUf4q6SSUBmBU+DH3mcYps5IQVN8a8LlOT7hsjnKx3eA21OMux4ofv8M9//ib+DScNGUSsvLyxemL1aq2eRomOsl5pFVzrP1ZmW1bxTchHZW6ZAHSdRAefZkJgYKThMCLU1HcolcqsZEBju/ZgZZNG2PHkTBxwWbV3sBFa5PbKweSrsTh+ec64PbbbkPnt7rh4IEw2WLR8Dkl5QJef+k53P632/DWW50QvHc/KCmyepRBlIaRscYb73n9DxICpUsvOt0OrjxXxRJs09pleLhpB8RGKyen1IEnf0hNOA9suHDxNHr36ottoXuEalrESw7ZYUMt16QNphurYzb4eoSA+zDu99w2N1yGnjmtz8IOH8au4BD06dMPf/rzXzBo6PuiKXlo3x40bdgS+/eqD0LAko33hw9Ep56DkFfuVF6a3UprS9dvjgnLjQiBXk1JTKhPTsJCO3drcRr6d3oFg0eMQKGDe0dqMVaIjKCC+ukeFyrKCnFs/07sC9mKvr16ikuyPgMHirux8IP78Gibdli/74B4HqLhx5hBw9G9W0+kVVjkiwJ0FMsB7hD/+LfOEVQSAtGI5GqpBltKaiJGjRqCe/5+B7p0647MgiJYRWGLxE75NcjKTIZvn15YuUZpB1rcmhBwjHhVfs2DmXjldTOEgPYk3BbQxsFWXoTwI3uwO2Qzhg4LwJ//8/+ga68+yCtURFO4IWOirF+/CgMG+CM3j18Fpq0M/UoQR17CpGESYKpxBOa+573CkZLvuJ1cXGw4vH09WjRpgJ1HjorTEEUIyDHQoIyLpQNJiaexb/dWLFvyA5o2biDb1S279kiViZfisTdkB5b9uBRNHmyKO2rdi3XbtgvBF1mSSV6n4flvIwSVA1psC7x7ZaoVy77PrlYfbg2Acmxcuwytmz2GmOgLojdFRw807VUuxexY8uNCvPv+GFwtswvLQ3sE6rlzH81G0YOwbmT1mNiqiRCQRSMRkM5x0NUUVYdtcIr9repWftptxqzv0KTpQ4iJPoHwI/vRvHFrHNoXIQk8Zdl4d0gQ3u41CDnlTlhItqjOyglcA3FippshBNzXUghoEU9AVtjK0uHf5VUMHj4chQ6XGDTJ1sBpFQEW2UmbTTk4YR02azlmTJ+Chg81wtGoSJwIj8Ajbdph7d79spJQlfqjQcPQrXM3ZJaXi5yAxJWmwnZR174xIaiOY+kDQw2XE4mcBa0AaaRTWpKHpCunsfXnlbi//gMY+sGnqKDKLP+c7H8Htm7ZjMEDRiAzN18M1+jsVQSK8v0Iqgh7t3Ks2zz5atoaEAdMI3BxL8+PyDBQNkQ8yb6bE60Yi5fPR5PmzbHVkD15DOFvTOwpfDr+I5w+d1r6Wqwk5VsM3KpUVeEmTPq6liPwjk2l8qzUhB12bspsOBq8Aa2aNsKOQ2FCCOgnktanNJijS3yHzQGnjVsVOVfA5UuxeO5fj6NHv34otXN7rZ6zfpoaP//qG+jhG4DiCtpikGB5iZbuN+KF1385R6D3ThSKKB1no1NomSg+Cwz9cjf9q5Vh45qlaNX8UcScuSSEoNxmg9VGffVyFBVl4JNx47Bw+QZ5JxZZYsDkbSTlBLqR1WM2+HqEQMNJIxduCVzOcvGdzzxccXldTklCt57dER5xBBfOxqJRvQewYa1iFR1luejdywd9Bo5EsdMNCz9KQRsH0Zu/FiYpz7A+vNHWgFsU7g+ttGhEBWxl2ejX+TUMGToCV50eWEQ/nmyjuoStN86eaJTCKznxLHr27ox9x8MRezoaLVo0xQ+r18s7Gnj17u6Dvv39Ue5yyVaLWwzCTqMgxcqqycQM1bcG1XHMgUWiyknJrRatOfkdAqUNy0nC1c+NkaM+wAuvdUOJxdB7t5XDasvHlC8+x+yZC8EstPEgH0SrOrtT2U8o4yA1hlg362PM69cJAScWiRPgpEdhMbjxiFUpVYBzC7LQz68/Nm9hn3Jr4ERSciLmLZiD+AQlsyol12SxyFeD5KTKwe8zVJ1gAkyNHIE6LVQ4M4iAywa7cAR2HA1Zj+aNG2Dn4eOK2xXfh0oIyP8UHlJoTEKg3KEBc2Z9iYFDB6GwQm1Z2Q7amvCau2gZBr83GgXF5La9BFTjTOOPaX83QsDjQ22GzIJ156hG048bDYwMM1NZ5Q3TV+P4y+OmjKACv6xbgZYt2+B0Ao9w6IOApsdsmAsH9u+CX9BAnLmSLh8uoZdaWoFV7huN8ivrrLYSs7yaCAERw6DYNfoooP1/EfKzM3EuLgYuGx2fuLFm3XpMnPwlKiossFkr4NP1DfT06SYDIfrUKTz55LP4ce0mRc1pSMUVlay7eGvyrgYaN78mLCRM5JysDi0jsMFWnofeXd7CeyM/RIVHrQ1WaymOHjuE3Xv2oazMhvyCIkRHnpLvH3CKrFu9Vj5KUlRRjuLSPPTt0xk9+/QTgWBMdCw6PPU0lq5dJ0LOclqHcgLSvFW+OkQDoFsjBJyQPE1Se2CHnD6ciYmR/rPbi1FeUYABgwbhk/Ffyn7cxf51uRETexx9+vkgJjpeCcsMAyGHWBnyq0qGFZ3pBEYPavbtzRMCcn0eFBcW4kx0JCzlXJGBnbtC8Mn4ccjOpmMVG06fPo6ePbtg3Pix2Lv/IObMmbXD/AAAIABJREFUX4SZc+Yir6hIFjHa/qsvXf0WQkCO2AobT6hcHN8ehO3dhpZNm+JAhPL0zW8UZOekYkfIdsSc5VG5BxcunEVyCh3yAtm5yfj4oxEIDt0hdPbC+bNIvKS21JnZmfh00mT8sjNUnKRowzsueBpnHIe85/VvEQKz0dGtEgKa4lrFvJUrBz99VoZD+7bg9Zefwx133Ile/f1w+tJF5TLMOAeeP38+xk6agCK7BeU0B6bZsSH115OfDTMH/VxPvuqEQCOmMo/YaZO6luJsXATeef1VBPr2xdDBQzB23CScv3i5cnW7fDkSPXu9IZxAj679sHDBCpTYHTJBrVTQEVaMe1+vgEjDQ+TfiBDodNxWcL/Oni7Jz8WMryegUYM6aN7qYcz5YbH4ESguzsbb77yKO++8Czt2BIue/UsvvYj+/fti2LDh+PSTibhwXhFWchWJibHo37sXenXrhXe69cbsJUuEE6BsgHbqJD5ipedUFnH8Zp4eML/GERBuvR2UPbSYf7sxf8Y03F+nNvr49sHgEQMxa/Ys+aCofEnIRutBj3yzkHYMxcUlyk+COHPhyqmsLHnUrAe0xo+OiU8SgurCQv2e8CuujxwL8elBRmoqur/zNnp374nhQ9/D6DGfIOY02X8P9u/Zgsc6PIz//M8/4+6770KtWvfgtjvuxBczvhUiVUGrVApCxXzZO+ZYn77MWwM+U7DomEJGmlJz7DtwKuIwfLq8jbv+cTe69uiHU9Hq+Hzb9lW4u9bf8fKrbyK/oAALFs7Hs8//CyPeG4bAgf5YumIZrNziAPKdhKeefhLD33sXA4YMxtLVK1FYXipyI/kMmnHMSTyY8cK8/yOEgJ0i/t3Etl6dj7pdFbiYEIs9IcE4dOgQdoaGIDUrS/wayHcJ7A6xkMrIyUY598ziuEHZhrM83bAbxWzwrxECsesW5xBlsJQXI+rECWzb/Au2bdsm6s0sQ5RIhO22IyPzEn7Z9DPCjoQrIRI8yh0XWWJ+7EQEbtfCx3JuhhCIaSw5HW4DSovFDdX+A7uxe89ehB0/CaudH4MtFldbC374AVu2bJOJeOLkCYGLnzJPT1dfaiLhtNPbEjzITE/Dll+24nBYhEioyXDyaz38jqAiBMQtP8HlXe0I8y0RAkN+Q1Pz3LRkHD64H1u2bsO+AwfAo0Bedpv6liCdjFDdlaq/HKg0febEVibmZGuVzonTpT4/JqbCJo5PyvoVQkACRSIgPgrohs5qQUzkSWzbvBnbt23DlST16TH6czh/Pg57doeIi7ejR4/g4OGDOHYiAplFRaggl0bTdDjAA1tuRzkG9TiUhlXbGvBZ1bHJUyVFCKgolnz5AvbsCsHhQ0ewM2SXfDSFeiwFBUnybclp38xEYlIy8goKELp7N9Zv3IAjYUfFMxI/jENha3Z2GnbvDsXGTZvkYzt0mMItBf0lqD6tCifhIcy8/tsIAStUFFlpm4mbKyEERAaFONqtlUajWnjpRosCQA0wZxsFhOLxxzi/rYrgqiy4+R1L/jVCQPt0rkDKiYVCkhci5b9AtYUrFffglYq5QuG5HSDiedxFHKuv5l4LE8vUhEBrFrLc6kG2K6LtRztyb10aJuLRbivBho0rMWv2TKSmqk+26fc61j4bRPhoOE+tfEd1B/EvqRxveAdN1X0l0986IeC3HHm8WxWX/Mn9Ol2gyQdjDT+OrENwIP4JiGMSIgZFDFTfKJ8ATKf7l/lq2hro94yFwIi/AaXIQz2JqhcVl9RRpxp9Vd/yF53n8MOhMvn5VeFKT1W3TgikTYZTluo1UVWcrucoXJ06dTK27QyWbxZUTye+EAxfCzW9o19HyuLMuDLjhM95/bcRAtUJagVXnUvgjE6mc0xxZKGk7NxbymCQicEBoCiacvZhOreVyUaUXTvRdGM1cvibV3VCUDOCyDrxaEfBRTh1eeb9Pv0E0jEGVymuWDze9G4DOEh1uBY+wnJzhIDUXsGicEIvR2447RyQHCwuWCqKERK6Hfv27atky4WAVMGjGgzEPQkVtxtU1uLA5zOyL5UakDXINPSAuRlC4O07PYmNiSvwmIkLCfy1xNKbX8FMXHnxfy0udd/eiBCwjOrlyjiUdnNMcduht0I8CaB8R+NMbU8UEVLws05u2653IsT6rt0a6PHgJWCqDuJB6daIgJWeoTimPDYkJSVg7drVwiEQV+RYxbOU8ZVw8bIkrL6aT+z3SrgJv4lrqgmHTMvrdyME5s+ia6Qzrqly8zONCHaKSGHF84rqgEpCQSJhsKhKQ0wPLJXOXF71e2mlAQfvq9saaKSZ46qTnQNPd5xCtkrLQc6VgR1GIkCdgapHSV74dX7vICYsJATVbQ0UHhThYT2yDZH2a5xwwirPOjQU4kqvP57BMplfOKxqshONF74XQmDgVOrjR0+raRFqfGh4GPMiIaCNPS9dJmOd3hyTfVeBR6h6EnAxIBeoVLvlrF7vqw1lMKlTBKWKi2SZ+jLXab7n+xsRguow6t+qDPrypYo6Cbrh4cpECMxtknujvdqLU/XJpmG9PiHwjgNNAIgnkcWw/1zUJOQWiF/+Vk5VeWBgs6sTGHVKwQnPbXVVWwe9AOh+EyH9DYiBxu2/RQjMRkfVCQERzEsDZI71O75XHcFThesNJjXpdQOrd4ouV5dZWV61xusG3xwhUB2lyzbH3vqpwEQioAaQWlG0vYOZo/ESAebVZbHt1QmBt2zTpK/cLlQtU6dledxfUyWaH+4wrwjm+phO5yEXIUe34lyW59N25cPQOP83p9V5+IyXmRDwnb7MeK/MY5IvML8Ois1XyjRUi+VgZh5dRvW+Zj79jum85Xjz8D1PKq5na6Dz69hcjkwm4QjUKiz9WpOLN3PdJnya7WQ1PhhfSwi8gkSdjvBofGmYuPUgR0D9EDed99qtsNqpT6M4B5WehIB483IAOj/xo8vUuDLjUONA101YfldCQOvD4uJi3cb/K+P4+Hj5LPr1zJBvDWh2rA7MeW1H36g8bfqpXZXdKO2vvSPd1R38a2mveX8LYE+YMOE3mCFfU6OBKxIXBi9BqSnlzT7jYOepwW8zQ9b9qOObrfX66ZSrsjnXT3CDN+5KvKgJf4Okv8sreu/6zWbI5uNDcgR0xECnC3TKoJ1CMNaOGG42poOJW833a/XxfV5enjgmobklzThrdhhBJxd0WEIHFeZABxEmJw/a2YrJacaNYK7isCMzU5xB0OSTziC0Y5Ib5a+Ou/T0NHEqQlwphyWEzeTEwnBMwTIljYFT+V3tWfWya/pN+OnAgk5JxowZI/fV21RTPvWMTkCy5PQiPT1bnIGkpytnJZmZqcg0nNgw7a3gwFwfYSFx9/Pzw6JFi6r0rblMptP9S6ckDNfDmy5f44+xfmaO9XtdD8c/A2H58ssvZdyZ0/Ne+kH6RNUvDmXEKYoaeyxTOd5Jhepr5aiFY1I5T2E6w3GPdkJilKvh0PWYf2s4+EwH9ivnA8ciYy4ot+SYxEwIqEdAVmjTpk3w9/cXf2302UYlo+qBBIPvvMFPiIhOx/dEorkcnZbvdDrG/C3BqIf3Oq055vPAwECheg0aNBCugHXoMrxp/dC/v798abZfP8LfH76+/QUenYb5zIFlVIe3Eq5q8DAtOSempyut+vXri8ekgICAa9ql66saq7oJkwpG+337VWm3ho95NSw1Pevvq/uB7Vb3TE84GfQzxuyPNm3aSCC85ne81+XrWL1nf/ihv68/fPsFwLdfoApSb1/4+au+Zhp/PzVudLs0DNXh0PVWrUe1k67Unn32WRC+6u9VPm//+vpy3DH0R38/BjXmJB9hNuFD41DDxN81vdfPWX/Tpk3x2GOPyXalpjb4+6u69TjjuOvfn3jl+NP9qmOOMX/4+QXCz49pVFDPqo5H3W7GrFeXZYZXzy2+I6zkBuiq7OzZs7dOCKrLCFgRnW2Q/eZe3BzI/pp/U3rv/a3umSY6OgYqbZxI+JkuLk6VxecxMbGIjo4Srz7MHxcbJ8FbVtV69XPmZSNJqOgeLDQ0tAqcqh7CoeqIiYlDTKyCWcHjhaGyXmlDnAEv36t2aJi8ZV4LEz0l8Rt7L774orCyxFlN9bCumLhYxAg+DZzFxAoeBI64OJwmHuJ0YBqVTuFL413FVfBu6hOBWXBdU16WHQfCTK87w4cPl3uNWx3r9upYPWe9GgaNI9YRg1hz/XEK3zEx0Qp+abMaC2a86LoYm+vhfVRUlPj9++abb8T3njlt5b3Rr8RpXOxpKSM2Lgax0vbTiJXnBpx6jMbEItbAuR4TleWZ4CAMfH769GkJ9PH46aefIiEhwTTWq40Flm3uW8GVMfarlB1jzAPWoYPGJ+GLMcYIn3nxJrgT2L19YMYn7zn2OB84L7S6+y1xBNUJAX0WlpQoy63ftnG5tb3iLWxtK8Fhp9BxJD23/vrFGm4Npl8v05uC7B+dpHDg/P7Xb8HOr0PBbxrQD99vuygPoCKREjz+tjJunGvYsGHgx2//b7j+HRnBrcJPdv7fubhNIFcQEaGM6G6JEJi3BpQRaFdlZoklj3S0FFPHBJqSYSq3qKMkapdRTdIhGm8HDhwUDSpKt/kRDl7W8jLs2L4D8+bNx/79e42vIPELM1Y4DKmzrlfHrE8HwsGLVLtr167gl454EQ4NI9OqL+/w01Q8vikBNR5zczIREhKCXzZvQXBIqDgDFatCtxN5edkICQ3Gls2bERISitS0DFHOqbR/qJT6K2k36+ORIC99aqAdRmppucaTOFoRCzR+NYlf6eEnu2w4fjJCqH8FdfqNbyryQ6B0Vybn0HarfHewoCAHoSHB2PzLZgSH7BLHlTzqJHE7fToGixb9gJ9W/oTk1DQRc9IUW+NLYDCsMjV+2G/Vv3Sk02ucV48rPxwjfV0Gh6NQQlTsCVy4kmR8Ao9GNC4U5mfj0OGDSMnMli9RE09mnOi6BDYTXlknYSOcPDVYuVJ9DVnnlyNYOValMVS5fGLM4SyH20lLPg/i48+CnyHfvOlnlJeUCy6oAk87An7KfN/uXdiy+Rds37kVl+jghX0iHxShfYr3FIOwMhAeXhRcaldlhE8CrWNFZ0DpwzhodGRXhlj5uenYty8YOfl58iUiGlqxPH6CjXOBY5PGUGXlefhl8zosWDAX5+LVR1vpKYm2N7xCd+3B/B/my8eD+Vu+lmXMBd0/xCHxpcfiv3VqUJ0QkCOQLx0ZRyJsuEYMAdD36rlyHSXfGxRb9AqE7NyAZ596HI0bN6/0UEQ1zLKreZg47mPxu/7pp2PR+Z23MffHJSil7zjx3kIrtWuVO3SjGesGkw3jKqw9FBEhhEt3FOvjkaB4PHKWAm4LFsz7DnXr1sHf7/wHOjzxFGLi443PntiwaPEc1K1XR/T827V7AuEno2Qg2WimapyF67IZsz4NiyYEFNDwIpw6LX/zXvDGzyl5HMjLScG4caPwz/vuwXujRqGU581Qn7qy8riJZqhUfnKUi7uyhQvn4L777sOd/7gbD7d5DJFR/JCKG/v3bkXHjq9i4KBB8AsYAN+AQbiSlimKWRxwrFe8Z4pjDC9xIEzmLx2Z4dVwm2O+V2fj1CDkZKcVpw37d21C/Qb1sGDpMtVueHDk4G680/F5PNDwfmzau0f4Bn6OTk969pE51FQ38WomBMyr+1fdU4PVIma9/NYhLSFZr2+/IIwaNRpvv/YyPhjxIXLyr4r5OD9V+svPK9D4gfvxjzvvQsMHmyB03z6BmTocnO8qVD3ulQTVjg8Fpya8En4e4YrikNuGw3t2oeMLz6BBw3o4cvyEoRqsLBvFlJvGa7CgqDALYz/9GIMHBWH4sAF49YV/Ye/+/cZ5lQPLlixD5y49xBahb/9+OH5SuYOjH009zlW/qN98xut/hBBoQHj+rT/m6HEXI/50GD58dyiaNX0UkbFqxSYbufOXFXigzl3ycRICvXrVSjz7WkecvpwoCLDTFPdXCAEHAq/qhKD6wFWEgB/wJHW1Iz72OHr7dJHV8/jxk4g5HY9SG02CnTh/8Th8er6JRYsW4NSpaETHxKOo3AYLvdfwG3/0s1eDYo+G5WYIAam5nd9cdNtQejULmzetwmOPt8Xgke+j0OkQc2dyRDTVJSHgJ9mo9hwfF4bu3d/EvAU/4ERkHE7FxMsKUFKUhFdffBS+/f0EH4VXS/HqW90wc95i+a0VtzQhqNQ2NFa5myEEepKqfjY0I+V7jy5kp11AtzeeE2cpS9askf6jv4WL56IxbfxHaN68MdbuCRWnKSSkLIMTXE1kQz3d+G3uO97XRAj0WFMKOyRy1KZUcXbGWfTo/CZmfjtf2p5wJhYPNWiKiZ9Pk9+pKVEI7PcWZk2fhhPHo3EiMhpXy8tB70R0TEKUcFgpxTEvMZDMv0IIyO3xY6Tk5LjoXDx7GpM/HY1mDzbC3qMRQgj58VziXxyyCBEtx4IFs9C5U1dkZWRLNe8P8UPzFq2QV1yC2OhjaPdIW+wIVo5Kpnw5Ga90fAWpaemipq/VzIlL4oVEQC9K/xYhqC4j4NagOkfg7QjVifo3O44IpDahMuWkGbIVO7dtQPNmj+Ok4ZjEAysijwWj1YN18dmkCSi3WcVy7ePxY5FTchX8KjE9vNJkk8g1a1LpunRMzHFrYHZeqt9VDjRhv2nIQ58EZZj5zWT8P3/+E9q3b4cVK1aIUocw1x4H5sz6QgZ0u/Zt8eOKFbBQXx+Ahc44aH0omnUK6eZByzp51UQINDwKP/8fde8BnmWRtY/vf3/r7qff7qprXZUm0gRBsa+NVVdRQTokQZDeq9J1wQJIEWlSpPfeIUASQgeR3kJC79ISUt5e7/91n3lO3icvCUXZ8j3X9eR585SZM2dmzpw5c849DIn2wud3wEsvM9orgm58VPdDfNy6FS77g9Jh6DMvPvvccJawaEE/vh3YA7/97W9Q4ZlnMW7yDGR7jCB0O86iaaOaqPjMMzh58jT27E/BR41bYcOPO0WYegjyQj6yAVpux0o7ab4ZQaAdl/VLQe/zUvX1IyfjCn4Y9i2+7NkeDzz8F4yeNsUIcst77uCWZDxf4UlMS1gl+Inc5pv1qXVDlB3WsTZkpUuvOjWYNm2a8FfKoSq51d4oUOmwwwFm50+r8Vz50li8bJW8z3iIDs1bo1rVWpLH7Jljcdfvf4PST5TA8OGjkelyiMVI65fVSLVd6dG6M4nldSgijSae22hbfFc8POnibW1HvyN5BcqXeAJL120ViDHiQ7BeRbiHHQgGLqFRgzpo3KCpoGgxn63rl6BY0eLYuGknvvpnN7xW6RWcyTR2uk0b16B0meJYEm9AfnXzYQoA5Sl5xoOC4FehGHs8BvyiIM9CrSRmTALyVg6lKOdMlNDpADIwZ8YYlHjiaezad8Qw3UNQhWwkLJ2Dxx59GBVfeB59+3+NTI9LOoEj4BV7Ad09owWB5q1XFjg/QZBLm8zDCITiEHCSnKyLSFi5CFOnTEKlSq9Lp+/YuYuM9G5PDpKWLcWMqVPwbuW35Vn7rp2R7fOBIci6qWve8pp5Iu/xoCAg89VGwPt6kmb+NkFCThCglY3Xm3UFsVXeQcNWrXGREYnEqvByM02DqsRhKifjElYsnY5Zs6fg7bfeFNpatusMl5eV7sPV9HOoVbMGHv7rIwJI8tPuvUKPi9vOy47SJu5ABIE1XZEXLEGgLsakT3lrv/I+eUqB4CVmhN+JYMCF0cOHYtq4cdi6Lh73PXAvRk+bKoKAaEjUYnYmLsdzT5bC9IQE0C2NG89SEGh617afiKsu82ejLigM2dQxbVHcIpxuuyHs370epYo9goHfRfYe+KzLZ6hauZoMaOs3rMLsWZNQt2ZN4WG9uHq46mBYL4U921skCI00Kj+UV3bPQtKXRxBw2iyb/wYE7ozfbFoyG+UefxxLNvwokHEUBCxz2OcBgtkIBa6geeMYvP7SK3Bksl8AqXs2o2zpp7B4UQJ6dO6AD6pXxVmn6ZMpe3bixYrlMWHaNJlqiEZgTbHID9L7bxMEyiBeNXP7PQlKkwZFQXAV82aPRZnST2PH7kNSUAmbDWdj95ZktGjSEGXLlcLTz5bHhh3bRRA4Q/TLtiKsbNLf3jD1NxOMCAITny+CyBotaLj0+V3S6Qjx5fcTsIKjB5DjyEKvz7ujSNFi2PrTdok/0MBDpzMHn/2zG4qWKIxV69cZrYCjF6O+yHCbyydpYfl5qCDQ6EOlU98xPIu4MtNO4Lt6ER9RELRpi0uBMAjlBa9PtjPnNIRl8PucCIcNqpLb6cA/e/ZEoaLFkLTlR8k3/dJZDB36Hd588y3cc//9+OyLL5Hj8cITCsJNaCwKA9oK8mnc9n0NSKce0bSzgXEECkqkow87t23ADyNHwON0YdeWtbjv/nsxbuYsEfYOmc4EsXPlMrxcrixmrkoAxzTZgVoi/EzbYZAUeWLPy/77eoKAHYqQXwytJiAIdwt2O9LRqV0LPPTgg+jdpzeId1G40BNo3KyNwYCwVjeCfh9GDv0WDz98H2YvXmQJL9qAjCDgAKRt2s6TaEFgp13fl3B80QhC2LJ0Lp4sVhQL1m0RQeBmuya+oteFgJcccSI5cRmeKPQYYmrVwJSJ4xBXqzr++lAhHDt6Gj06dUDVGjVw1mXiE1L37MZLzzyNSbNmSZsUV3KNvmR/DEdsZ7d1akDnBU4NeChDtMAFXVUQQMBLszF/zkSUKVUOO3cfFIZz355tmxLx1ksVsWVjMrKzr6JJ4/p45c23kHLmrICEehh4kY+NwN5IlJ7rCgJCYvld0lDYYBhNSKsyf/M4eeooatSojqSkNfI//wS8RlCcOslnVTBv5TIB5CRwyu0QBOJLbsU0iCDIvIAGH/4DjVq3wRVargldJVZnQxLBXgMhjrBUWY0V+fSxw6havQrmJ62By+NEu+b10aljJxmg5i1cjMdLlsGIcROksbgoDK3VA60z5R1zuBlBQE2AnZIrJ6zEzPSf0a7NxwKz/Xm37qhf43384Q934JV33kf8hs3wWPJk1+oVePXJcpi9MlFUYy9HTQvSToKTrPmynS57Hd9QEAhN3ADGaCmE/cq5egkjhw3G11/2Rs16dXHPQ49h4fLVkfq19gvIyjiHunWqYML0mSL/OdMipKXx///lgoA2AAopMmrj8rkoU7QIFidvlpZH2xBkSkhyGCLNVQ4v1ieuRO9ePfBln9545KG/4qOGTSTKu2eH9ni10t9xNodTMeCnTZtRrkxpzFtmEIy4cY0gelkDJ3lr8v6VxsJoG8GtCAKjqlG94pyWFhcqg34snj8TT5Utj5TUo7mVMXHscBR58B7s2LZJ7q1bn4BnXnwZm3YYSCcPbQS/WBBQaLEi/WbpMMS96k10XMbVi4JZx87IiohfuRg9e3ZHenoGnE6HuLSygfJYtXQFPu/ZC6evXIQjHBBQUZmqyAYnkSAQNlw2ZB5qI1CNgPe1YWtjl4jMEDHyCEjqRtCVjria76Nl+46iEQnKjScLBw7uxbZdu+Hy+pHtyJGdjw2YJbBi6QJ069UFl5w5OHv+GCqWewKtW7cXGvinRr366Nijl4FYk8g3o64qDdGCQKcG9vtKN68UBGInoFGOdgxHJnbt2IxlSxZg1fJlGNLvC9x5151o3qkLDp08DU5JeOzZsBYvPfUUlietk85GxCQ2VrObE0Ol2VbydjrNl99TEBQUdCQagbU7EQV7wO9ByGcEPL/9cedm1G/WCN+PnyRt0u1048SRU7kw6xs2xKPzpy1w+PRpgVjn9M8jGhmNhaZOtf6kMPkYC/U5aeZv0sSQ4pAYUoEtyctRtkQJrN1qNrwh3kXW5Z/x09atOH7mDLwSHWlozsq8igGDBqNJ05Y4deasZLlqyUIUK/o4Vq9dL//37/sN3njzLRw5fVoGpSA1NEarsn4kFN2sxPDlX60R3GinIy20nQm8ZwSBZTOQjubB9q1rUafah7JU06pdRxw5bpx+zp06hiYf1cI7b7+BHp91R63Y2hj07RA4nB5BuqXBUATBdXAJmCePazUCSxBwo5CgAcjkvJzHvv278EGVd9GmTSt079EZ3Xt0Aj3feBw7dlR8s9u2aYueXXuix6c9sXvHHgYjwy2x4tbakoxieeeySosKAvXmsvOIv83J5UGnQLk5s85hzPABeLzoYyhT7mlMnTFHtJXszIv4sMYHuP/hR7B69RqcPHUaH3zwPtq0aokeXbqgy6ed8dMuLlFSu3Fi/LgxeP75v6FZ8zZo0bod4ho1xa4DKeDqC7UrQcxl5KAN0EIKDYB7H6og0Hu8skx6sm7l5EhHXlr81Pe3bVqHe/7yF0yYNUduEST14J4daNmkMe6558+oFxuH7Xv2y7SBmh47jFjPLQOm5mO/MqHrCQJtb1wxIDoSB5/szKv4/rtv0aRxHKrW/AATZ0yTzWuY1sWfzyK2Zi20bNIMvXr0QufO7bBhc7KM1M5QGK4AeQUBWY3UlRHkWk771ID37PTyG5aL0ydqevt3bUGD2Nr40x//iLiGH+HgYeNktnLxHDxw392oXPNDXMrOwJZtm9G5c2dUr14D7Tp/ipNnz0l20naDXgwZNBjvvVMZbdu0Q7269bFm/WbR9HwM+ya+p2B8BsQ+oVDsTOA/Lwi4akCJGg5g184fMXnCBMycMQvjJ0zCsZOnLdUlhIwrpzFj5hQMGToMS5cvh99LMMuQGLekQL9YI2CHo2ZiwDoJD8VlTVpys7KvYPGS+RgxYhjG/jAaqWkGR46Nyu3OwfIlSzB86DCMGT0WqRbYqi9E1GGdY5sRTNRaW0dhg+ChguB6GgFp44oBVzAcWT9jycJZmDJ5AsZPmCjOTQGvE353BjZvXos+X/bFvPlLpKEvX7Ycw4cNxZhRo5CSYtlbgj4L8hrYtHELhg0biTHjJuDwsRPS6QT5STaMYchrZA1f6SXN9jBBnH+qAAAgAElEQVRk+/3oRq5CLET/AfKD83PWWdCP8+fOYOHiJUg9flL2TuAOPmmH9mHypEmgxX/ChEnYfzBFGqtx3LLsLGK3MH4O9vyUjusJAr5jBBTnxQR3CSAzIwOzpk+V+j2YaparZe/IQDZ83stISliCEcOGYMSwkdi1c49MVcWgyjohn2TaEtEGWGalhby6kSDg+3SY43Z9B/fvxOTx4zBzxkyMHTcWR47sA0IuXDybhplzpqLTZ91x+OQxHDi4H9999x2WLVsOr4Ww5ONeDQGX4BPQL2fhwvniyMSduah7uvyWo5MN9YnTVpm6WtrprxIEdoeiG4GXmoZhRjmtFI68QXqP+QGfzMWsyaJ0ExpiQvB4vLLHQDhsLKHWI4nD9vlo+DHwWloJTLugk9+qRpDHoYhTAUHsJSAq47/p7eWBV4yFeeHBOO+loOB70YfPH5KlKQWKlDLnoxHwPg8VBPZVA6Vd+cXGy/RouwjIHDEqV8bzuzOwJnEFxo2biCNH8nedFngtdm5rKzN7KuS6GNLEZ4Hr7Ea1l5E4qnHTRqAawY14zueyPEwNSTaQ8cHn5dTL8FTyDdAzNFsQiu008beXALUW+pOJvc8bf6+84pXHzQgCegISs5DYDT5vZGrAFNys9wBXaK6KV2k0PVwK5aYvBpDELPtxwDCgK5F2p9/djCDg8iD3LrBD3sn3Ao/lxvmzRzFu8kTMj1+F9Exjf9P0jXE4CK/HLatcNIKSX/bD7SUKOFcfzB6cRhiaqaoaOfn+f1wQcKNNLuv6qGZx7uZzwe12wOOxRmYRBj6pZAJdcisqn48F9wjAJRs2gS5v1Ci1sUQLAtPhCJHGRkdoaXY4dgQKgiz4/Nnym51f9t4LGOOh15ct++JxMxGB/JJymCUzUfksC3d+dPEej5sRBHyXjZdS3xtwiuQnbUSxIZ6j0OrJxtzZU7FgwUL4faSBbtP0oHMiEPaD7rLs3ER8puWYHYCdhpu2UOgJ+CUbiqjNxu2U+bLRKP3auG5VEPB7SYtLZTQiUohywxqfqVN/0ANfMAdeX5bgRBKKy0eX2gCNYxZ8mBhLLdAQG3LQrQgC0sAy8zTC3EwRvMIP3jMAKcLbkBdegsJKnbJ90t2crvIEUKUwMjD1eo0gWBlhoLy6niBgGzGnqS/mwXZML0IR1j5OLYM4evQgho4cikPHThjAX8vOwXLIIMHNYzysb+JkBuANeOCSlS9iRXIFiKslFAJmSwG7INC6Ib23XRBkWuub2vG0sjRTaRS2OSQ3wCD2nqy905+eOxCzARAAVOIA/GBlUTvgfIoNiA2JHUEYqYKgACOS5k8G8FDPQt37kBiDHG2IVxcIcfdjjlhmK2q/34lQmPciDjuiLci2WRRU7JDG+EIh5ScyLhsW1b3cOb7O9a0OYa0Nk5brCQKlm9MKViI7hdfvkBGL/umE0uayKQVEgK7QMhM0y1mmsZOH7GRe47jCDmjNEbnrkNF62PjIR6MBiMOJ5d9vp1/rkjTbYw34Ti6d+WhiHCk56oivuzjO0EHKIClz2zFZXqS2EKbQcsDtcUhH8HmJNkTNhPsYcArIvSEUCi7iZWjPn7Sx3NHGQn2HVz6X/RYshxoKBJ5ELSZQKKG/yAuPxw8PdxXKXXNnWzSCg+8GLTQjvapGwDx46mEXBNF80g5p8jB1wHu0hcgzbgNIBzHZ0IReDybeQPAKbTEgAW8AQQ8BYIlA7RdBwA1xaPCm4GL6nHoz5oO0ab76W+n9VYLAvmrAqYF6FpIRUiiLMWQCM8zvpBWYkHnc8ZYGDQmuseCXmAYtnFoh+lvT4XN9pvd4Vabbf/NdHhQE1apVg10QyCoBd5sNc32ZaiwbFfPlPXYo7o7DUYq2A7N3Hh2p+D/n8BIQwikDR2Or8TBvPaJpU1ooCOhQpDYCpTvPVSzSDByJTF8I7+UJ0XHJgFzSmGhsG6RdK9ys4dP9WJaJLIGlALDKN72KlZ8NkZ3X5vfA33qyPNQIGIHIw87fPDTbhALfYR4mTdLGqRx9NNxyz3REI4hFqMlOROQ3O5+lEYgJ1uBC0pak/IzOkx29WbNmudui28uhdGg5+Yx0mTKQt06jFbIzeQnsmrfTmO8pnNwmFoXxKNbJQUvz0iv5cz1BoGXI7yq0Ucu1Bjc7rXxf/2d5uZ0cd22iIKCLOZeO2T5kFUwCvTjQMbguMnUh35iGnqSVguC2eBaqIPilUGWco5mZnumw0tJsf7TSbbd+0U/G1FMQsOCRg52W+UY6r3mW3z1SSWET/W4ktZullYg6DP1kHP2ND5Ov4RIjHbhnIKmmpwXn3Pnz7cbp3tobXDX44osvbu2ja97mqoyhNyIv8+Mn7/HU1mFayDXJWTfYSdj5Zs6cKXdYDzd/3Gw+dlr0d/65kJahQ4fm//B23b0+CdfNxd5OGZZ/WwSBuhgT/svlcoGGxP+mk/HVnBPTMMcwZIKU8P+cHKUzx6I3Bw6554TDkQ2HQ+/zPf7WU7/7ZVfmnZKSIkJp8+bNFi32vKLTzUGOLW/z24kchwM5zmy5OhykmbznNfr7G/9PHuX3nd5nvVIjIG7hr6vjm+Vh/vRE00j6qJ3SmY0uxowJIX+JjcFT6Y/+Ls//Uuf2/CK/r/1e6ddrhLdKC+mhdvLtt9+C2mOevG6ibqReb+K9/NON0J7fcy0PrzzJK+J0UBAoHgG/0/fS09ORkZGRq2n/hhKEHZ3MZUOInhoQiIGgEIQ/Ykgypwq362R6esbGxSIu7tbTJnTT+++/j0cffVRGYqUzJoZpEUKMZwxic/+vJ7/N83rm2Q3KFBcbB57XKzfLwbwZ/ESossqVKwus1o15ZuMp+RvzEWJj4hAbQzqZ50eIja0fdeZPi+alPNX/o+mmkxhP3ue1XLlyeOqppwSmq6BvotO49n/SyDRjEBdHvvLMvz7t+Rf0Du+Tlnr16qF48eJ45ZVXhL/8/5fTGKGHaeh5PRr0GWkmWleJEiXw7LPP3qBuYxATVfY48tq6x2d6avr2K9tm9Pf25wX9Vn7xOfsF2yChyjg4sZ/fkiDgy5QmPAjAycIT9ig5ORlr1qyRKzfd4O+CzqQ1yUjS52uTsWbtWvkuOZnf8zumtRZ8b80appWEJLmuwZqkZOvU9M3z/PIiHRs2bMD48ePxxhtvCDzY+vXrbXQZmk0ea8SNOJJOskWTvqP5Wddk85zvr12TLGey0Bv1npZzzRow7xkzZuC1117DmDFjhLZIfnm/Ex6xrNb3whv5n+Vfg+SkRKzJ5TPfi7xL3kodJK1BUrI5+Zx1ZPhr8kpek5RvGc17yVi7dq1sRUd8u8aNG8tv0qPPlbboq6lHpclcCTwj31nfr8nl31okr1mbW06TlqlTk45pE/nlyXucnnKqxeXNjRs3SrkLan9836SvtBk+5Ze2vUzJQvMa8Gq/b//NNLhtH0fYDh06CC2R/Mx3pMvUS5KkRZ6YfsB64D2r35BOiz9Sl6xP6TPsN8nynqSdTL4lSt+Q+9J/EnPz0PaRHz+0LVIYqHObagvs4zfUCPiSRh9SENStW1e0hetOTP7DD1NTUwXXjjBh/+mD8FC0V/xroMr+NaWjfYDIvP+tx38TVBmxHRnI9H/hILozNVSdGvxiQaBQZYpHoBbJiFXUQDRJRJtYLI1VOyS+A8YJIi3tEBbMn40Vy1fI1t5koFl3ptYRwI4d2zF3zkKcO21AGdwhD7xc9qPTCS23tKjmszpBWmgt5kE/Ao4aClVG+qgKqWVb3+WKAM8LF85h+/ZtYtn/6aft2LZtOw4eTIXXG4DT6cKqlfGYP2+OAEsyfT93pOGWZEpLlEMR82NePKKXD5l3hF+63BiQlRRZ1iQCEb87ehRHjx0Td2A/8/Gb7c9ovQ6HvQgHnQj4c0x8AoBDKSmYN28+9hw8KN973E4kJK7EwgXzsXsXUYtM8IxGHeqaunHiMdZlpdm+ahBNrxqfeGU5ZBlWwFnoMAOcOn1C8ly6eAkuXLws97xiHWe5/Ni5Yxvmzp2FH7dtkeg/bzAMp7UjMjeBDXMJ7DrLxLrBiUKV2enT36SJv8U3gFuS85SwZODIsaOYR57s3SdoTVzZWLduDebOno0dRPrhHpEhtknj22HKaPij9ca0WX4etBEoVJk+t1/5rjlNvTodWdixZw8uZGXCE6BHKVcjuLJBJyYv/OLj4oLPa5zZXB43ViesxtL4eGTmZAMCTOPDmdNnsPXHH7Fl60/YfygVTg9XX7jEaFY3mKfSwd882BY5bSbEPo9fJQg4N1I/AmZkbxgmegwCnMH1DOm4fg+CDJkNeLFz20/o0LYVmjdpgJdffA7vv18VZ85esJgaxKJ5c/D+B+8LBHirRi2RmnpUIg+d9DtgPDuXlcJ0DIrAjuXJ36ocdSjS5UOlkwxhY9clSq4KOJxZaNuuJe6+58+4//77cf/9D+BPf7obLVu0w5XLmRgxchQafFQfcTG1UbZcWUybORuMmHMJHoHpyFwejXYxZp7KfKqP9uVDraDIlY2Fy5p+pGdcQv9+X6F4kcLo3KUrHETqYReSZcuwVHaYsG/iEcllTzfGjBmJF194HjVq1sGS+JW4Sv/6EcPQ8OM4xNSpg9IlS2PChMlimyfuXYD77vk84qlGHEmzl2NkqdAuCJR30XzmffJTHXK4JJuSuhefdu2Axo0a4O+v/Q2V3nwT+9MOCx8IpjJ9/A94+9XXUD+uHv5euRJGTBwDB8OiGcQUABiOwlOAV2zLk5o3E8rPj0CfkyZTv6xj+hO4EJLIPqI/+TBz5gy88srf8GH16pg1bz5cHhcmTRmHRo0+wscN6qNc6TIYPmSYuPVSQHl91vq8NcjYO5cUKmr5kPeUFr0aHhmvwu2b16FW1fdQtATDxTdJffgCXP/nAOeDP+yGP5iFoPiMhHH4cCrqf9wQL736Mjp164oz503MwdXLP6NOjeq4++578Mc/3YMWbTsi20V/DDMYartSGvg/j1/lR2CfGuiqgQoCZpSn8AJAwk1xjYeTSDm/C+GgG1npVzBjyhRsWp8sS0WnTh5B2bLlUSemkcBKpabsw0vPvoDpM2bJst0XPbqharW6OHbxivh707mIkXay/Zi1/6AW1H4lPfkJAjKD77Gh0OuOzKf437t3J1q3bipxBrNnz8G0adPx7rvv4fsRY5CWdhxjx01ATnaWAKt89dWX+OtjRbB6wyZx7aFfhGAd3IIg0EqKvlLjYWO4knEBkyeMxjNlSqJV2w7IpAchdSXxHmPQFF2IGaXoRcblM4JpVy+2FjasXyd1wXFn05ZNmDppPDIz00UY9/vySzzyaBGs3bRVRkHCZxknJW63xbV+CtZII74ZQWAaONfj6fwTgsuVjbnzpmHV6qUisC9dOI2/vfoy3njnA7g8ARzcvQ/F778fk0aOFjpnLZqN595+GVtS9oqgo8MZAxTltBxjtM60fvlhQYJA+SlCXtb8GezDQC6PxG/06NYRtWrXkNGV6bDl7jmwD2N/GImLF0wHGz96DB6670HMXbjMEppml24tK+tAhYEU4iYFAd2Lw0EP9mzfhI4tGqBYsUKI37he6pXRjeINSnd3ankSoevF6uWL8MG77+Crfn1x4colyc7LkOWwF9MmjkX9enUxbeoMzJm3CHtSDktgHrU9O43KN/KGx79NEJjAImJiMsCI3mbGOSMccMHNJQwH1Z2whSwLtG3bEZXeqgKPz48ve/fB66+9hctX6GsdwNb1C1CiTAXMXbXZhKsy3FVgugzyrBZOC6tXFrggQaCNhcyitx07w9mzJ3H+/AlhFP+cPXcabdu1xr49e0FPQqpuMkwB4gvwROmyWBCfYBqv5RFoNIIo7cgSkupQpAYapSH6Skw/r8Q2sDc40LB2VTRq3Q6XAyGJ2/fT0YleeNQcGKkYcqFf714oV6okvh81FJMmTsTunfuErqycbIQYfScRnwHs3rUVJcuUw4JliVJOQUUWDYRTDAYJGUGgTLjZ6EN2Sp4SNOV1I8dBRB02RgOj1fuL3nj6xTfgcPuQdnAvyhZ6CJ9/0lWcX6bOnI76rRsi9efTIlQZhkLPOMYI2Kd+Wq+88mB+0QhFvK/8FC9QugdLUBgdg3IwZmQ/lC1dBAMG9cO4iROw+aftwqer2TnSBoxYAE4ePYzSJYpjwtQZkhdpEig6mwDQfOSFGwiC3E4pW94TPyCAvRtWoELJ4liyfgN4xynuxkSfojs9+4cPJ4/sx99ffB4NY2IxgQF68+bgcrbZZjD94ilUfus13HfPvejzzz44duKMkOKj0x6nITZnN+Udaebx7xMEAjIBBHhFCIzS87HxilZAnS+MACGZwl7k5FyQHWgmT5klRDZv2gIf1ohDloPADFdxYPtilH/uRYyavQoMRWI4qOx17yd4p/EW44daWL3y3o0EgYSpBggTzmAYgpQysMnMtwd/+w1atGgmPvMsB91lGdfOY/r0GfioUVOcuZwBbxiCHEQmGzfRXy4IOMoQoIJgGoAbnozTiKvyJj5u1xEXg2FBsqE/ubhli7Dw4vypQ3iy5BN48YWXMHzEUFR9712UKVkGyZsNZn2AbtoCfebD9OkT0bBRE/x8JUvqhpGctI1QXf6lgoCNXNyVxTPQuIezvXk8dNl2wuvNQMvWLTBo2EjhHbEqE5fNQYmiRfDB+1XR6/NeOHT8sNRtNl2DrS3D6SJdkI2ACd1QEEiAGj1DaZPy4dLPR/Dqy+VR5sknMGjIINSqUwvFS5bAouUG448xHsyTR/zShahdqwZOnD2PAOuXMSdBM2JT2NlPFR52z0Kmoe2QV9arnAJFxnadhS2LpqJ8ySJYvGWjgSojVDrzD3iAAEWDD6OGDcC9d92JTzu2x5df9ELhYo/h4+YtkeNy48SxFPzw/bfo1KEN/vd//wePP1EaG7duF/pVaLFupF1a06vbLgg0+rCgqQE1AXrD8WT4pp8YAuIKSfdOBnWY7cUZZTd23BAM+e5biTGgS2mrlm3xYc36yHTQp/4SDv40HxVfehmj566WxsKOx5GL0UthBs9YUs7OeP7mES0IciWzZWRkIA8NcNwjwBNwwi1zMg9On0qVNW+Wkym5vKSZUjqElJT96NGzJ3bs3isjmMtKIxSm4YgjasGCgNuiq0bAhkF6tLJYDp7c6djrY2NxwZd5Fh9XexsftWmL88GQjBwyivsoVE1j2bRxFYoWLYwJkwy+/8XTJ1Ch3JOo07AxnAxAEaNjGPv27kTXrp9i+06DsUB0Xho5aSw0gsAYYS3WCf9uRiMg/eyUYnSkq7Y3jICHnYYAi0HMmzcN/fp/jauZmZZ/pBtH03ajRbOPUbJEcTzzTHms37pFypbJkG8xbnEI9iNsBZiRL/b6JXHMMzrWgPeVj7xSyAnyDwI4uHMjnin7OPoO+kbiNjKzMvC3V17E2++/h/Qcxh5IkXHm5DH06P4p1q5ba+qX8TGMYpRYBROsRPuUqWtOK82HdkFgp5W/pa5pX/B5LRiyHGxZMQNlShXGvC3rpezSjtwehH0ugPDroSy0at4Ab1aqhBPHDXDPmDGDcdef7kN80hax51BY8FydtAyly1XAx83aweUhFLrhA/NVfihNLOWv1ggUmOTGgsDEP2scNK+iqgUYcEJAEErpMOJXLcGo0d9aUpt3/OjYoSPeersKMrMoCFzYsXkOSj/1FKbHm7kUUYzZcMFADWsOycJpQfXKeyoINAxZmaJXIiYJKCVhr0Nu+ELM04eVK5agVcs2uJqRLc8ZnUbqLlw4g+HDv8NPOwyqjDsUgosjD0cJEXsMmLk2hp606KqBXRDIKKGjhVyNcSvADWDCHnivnkfcB//Ax23a4kIggByiOItWQrMhzxDiV85DseJFsWPXHmYDBBzo0K4F3qlWFxkuM8JdunAWo0eNxI/WngocdV2y9bYRBNR0aMQl3iL5p8fNCILcMsho50OYSEAWCtG2LZsxcuQwZFqQdkz32LHD+KDyW1gwdxYuX7qAxo3r4/nXXseOtMOCwuTmvJ48JJ5CwOAWsr60XpW+ggRBLj3sBJySiiAMYt+WZDxb9gksXLVSi4fevbvj1b//HT+nG3DQnMwMjBkxVHwu+JIvDDgZXCYRoaZuGH+QGxxlrDbSNm4kCGRFzOtDSFCe3Vi7fDpKlSiMRZs3CgAK2zWsFSbWbSiQjtiYmvjoo8YWvV6kHtyIx594CtPmmv0WAAdCATNVGDzie9Rt0BKXpCxcyYkIATv/mNhtFwTRmIWsJOlkXPbRUwASOPoZO4HZwSWImbOnoVWb5ti0eT0OHTqA6TMm4/CRFKyMX4aSJUpjw8bNwoCRQ/vgxVf+hj1HT0rT94s09lpRhJa1vgDLsgoC+6qBCgFeTYCRgRFnSHIYTni8mejWrQvGjp0o2HCsQB5nTh9Dxw5tMGzEd8LI1YlJmLN4CTIcBvY6CD8nQdcIAubDQwWBrhrwvjZu1Qw4gnH+z8ZGwE1i2DWsXR2tO30ijcUVCsDjc+HU6aM4ejxVRthjJw6hdJkS6NXzc8kn6M3BRw3i0LFLL/n/9Mnj+LRTe3w/cgSOHTsO0j1/8VJczXFZyLwMumGnI0/NKox8GAVMovd4Vbq1vuVK7H8a5USYupG0egnatGyBVasTkJZ2DLNnLkTKwSNYvToJ9//lbiSsNir5gf3bUeGF57BodYKMrW5OfSRKlDaHiCBQfik/rzc1oDCgsZArBgay3Y3LZw6j0msvoFGrVjLSsxytWjVDs5bNZQS9cvkSunXtigEDBsienhs3bsLsBYtx4cpV0+4IWy9h1W4L5o44l2YVgINEtCAgnXoaegII+nwIe6jthbB942qUK1MSGy0NLRD2wOXIwJG0g8hI53JrCN8NGYAypUpjz24Tn7J2zVJUfO41/LgzDVlZ6XBm/yzV4vTkoE+/Afhh8kyxZZjw6WsFgfLu3yoIxHBGYUBBQIs3LfQhH9IzLqD/N1/hL/fdjTvv/AOKFi2Ge++9GxWfrYCjRw+Lat2n9+f48MOq6NmjC+rUqo6l8cukI7gFXYhwT5xa+MzIkY8QYMPkcSNBEGL0m4cRXYzn5rzci/0HdqJuTAw2bzZrrD6vA+vWrkKl118WmOuHHn4Qjzz2KO69/34MGjocQbGHcId7RvNdOzVQ5kcLAntnioxiBG+hYcuPrOx0TPxhNEoXK4oKzz6P2cQfCAVxNesKatSsgmLFiyBxjTH6rVixCM9XfA4d27ZHx44dUL9hYxw5fhJbNm/Cm5Vew2//v9/goYcexGOPFcLdd9+LQd8OFUMuBaFR630IcroWpRHYEYqEodaf/GhnBGHY74Mj+wJGj/oGRQs9hD/87g4ULlQY9933EEqVfAoH9qciI+Mq6sbWxt/feg19v/4cTT6OwSddPsHPl6/IfFxQqmU0M1F12pmUj7wy/+sJAr5Dmw43FPFyOc5vplobNiTglTfeQKNmzdGlWzfU/ygOBw7sw+5d2/HBe5Xxm9/egb888DC4g/Y9d/8Z3Xr1Fjj7gGiO7NhmqqWRiNRgNaDKLgjIJjvd/G3qmEvfPqTs24GWTRvgz3/6I1q2aYu0Y6lGu1s+G0UL/xVxcQ2QlZUNlzMbHds0w1tvvIwvv+iDmrVrYMjwUbIfzYRxI1Hjw3dk2tWtR3cMGDIU5y5fMSHMItQjgkjri3Tw+LcKAtUIJGRSQB8YyunH+fOn8cO4URg6bLDsGjRy5CiB205IXC3zYzLZ6czEhAnj0aN7D2zZtEWId4f9AhnFUYKjZVBOM4JpQe1XfnRDQcANK7wBo4KyAwZcOHHiCNZv3IysrBzRYoj7l7xmOQYM6IsxY77HyO9H4LuhQzFp6hScOkdjksGspygw04LISE96lPnXEwTaaNhYfF4KggAysy5j4vix+HbgAPT75hvMmDNL9vFzuTOxfMVCdP6kM6bPnCtqKcu6edN69OjeHYMHD8HJU8aTkq6rgwf2x5jR32P0aPJ8GCZMnIRTp8/IyGHmvZbKS2u17AoUmRrcjCDI1WYoCEJhZF69hKlTxmHI4IEYO2aMTA2GDfsOy5YvFwAa0no5/QJG/TAKPXt1wYQfvseVK5fNWrpAp9GeZBxrotVbfkteka/XEwQqWGmg9jFUl0jGPq5CebFzzy583qcP+vbriyNH2AGBzZs3YNDAARg1agxGjR6LESNH4ocfxiIl7Yg4jZktxIxNx2gpRkjRTpCfjUDp1HolvaSJwomCY9fOrRg8oC+GfjcE/ft/g4MH98l098jRPRg5ajjad+qC1DRjF3DlZGHS+B/QvVt3LFi0IBdn8cCenejftzc+/2cvjB0/Dj9fvWqWIa3wZM1b+WVvi79KENiDjtSPoMCpgU3tJSFsLFyj1vmVcD+fP9IRaJSjWmw7OK3wCMyVjrp0KOJ57XycBebJg4LAjkdgZ478Zjw/vdhouBPwDO4wYzwfieRDoyZtGjR7FnTIUo1s2sIGqmckHpxl5xEtCK6hxVIlpRHTih/FAza4QJjQWjnYsnUdJk6ajNRDJrya+AQ6Mimd7NQFHVzSJYIQ1WdpoAJJTqAOQ6vyzy4ISK/y1n7lN+qYRaFPraKgg6o0kZQo7KMPLs8aD03TYYQPlv1EecVvlI5oQcD3lS6+Q7pojPb43fD6nfB5rgogCtX4yMHVANp/CqbZwOPR6m9GdfuKAX9renaNQOmwX2VJ3cLLVOGRS4fwzY3Ll09jzrw5WLBkBTKzHGYnLxqxbAdBZ+m8FX1QxDhpEyHGhjXFY/7KO73yu/+oIOD8U4A/CPYRMDBhBgiEQoJSmxZ0A4/NOavsjsx7Xi5/Ges6K1cbgp3J+f1mgW8kCHKNhdJwiFzDtXQ61xCyjFuPETIsBHqXsaGxc2nDp+GUUx7xBmMjpPNUPtMUvs9DBYEaC7Vioq+kiaMO/QQEmYnLpQJTRk3BBbc3E5OnjMOUKVPh9VBVhRhfBZ6rCecAACAASURBVOdQILZIk5lbk142ZO1UyjvtuFoWMz0w75FWloPHzQgCpV/4w/qSM+JOS8NaMMR5Nek3HpB+L2HTCPJC7yWDQ0nnJk2LV6Zn5vlGWPEeD72S5mhgEqVbVq1kudcJH5GbaOALOCxkKtpCDBQa65uGa6Ijmby4+hFpa/wdrZXYaVRaSNeNBAFpY1oGJcqqE5k2hwR1iL4eKam78XX/r7Bnv3EPF8FKr0a2u2BQEKdlA1y/F2GfgZsjnyiPCG7qFjAdboUXEYpSL1YbUHp/lSDIz7OQIcr2ypF/rvuHlcmTnUN/X/cDtkoVujd48drHjI4kHgE74c0d7AAcrTjCmpUN3il4vLhxqto4T5w4IRFqu3cbf/8Cv5Q+yD/kkSm7sID2B7OAmjsK5U3DdBRzTxLJ+/gX/PfrgUnCYtA0GhW5aNW5CMy8BN0qxWzg7HyzZ8/Om1Ce/5QnTF3bG+mIPvW9PB/f0j8USsOGRbZTu6WPZaWVAGWRlpZLEUkPG4rZIghOk9snbEzj+/Isn4xVeOkjApNwKfsXBR1xamAPQ2aswYULF3KBGPicwiL65H3zjM/Nb6fDIffkWe4965mVDjcVYVr6vf0anYf9f5OXQ/DqaKGvVauWxF0rYIQ+N99E8pT0SYsjW2wUTmcWuL2Zw0kwkAgd+dEkaVn05kcL8yY4CiO+CExCbSIvHco35k+aCL7Bk/m64HQQD4K/s+B0ZcHtdsLlMrQrMImkR95Z/JbyRP2Opi36HX2u+BN0MaYwYL3nT6/SXVBd8T4BXwzoS6RMhp/ML5oGzSf6vtLGK+khOhY7H4OO7PzM+50DToedl8wvW+JKGFtCfpor6zxvW1Da7Pnqb6WR/5NXpKdFixYSdGSnRd/Xq3yXm4+t7ASJUYAclwvZLgeytS7Zp3IcyHY4kCVt0QmXw5xCc44TzhzTt9hWpZ3YAHaUVgUeYVtkVC6D8X510BETePrpp2X+TbADgkLoqSAI+n/kSsAHgpjUR716cahXj9/Foq71bUxdA1hB4IV6sRY4hC3dejH1cgEjImlG7jEsmvdJD38TDIRSr0iRIlJoCq5owImYGH5jvqtXL0boialHEBCmyzLVRb2YOqgbUyf3W02DVwWCKKjMyhvmTcYTmOSdd94R0A/Sak8r8tsAbzB/AU6JjUNMPfKN/KqLmFjzHQE++I6hk7TGgrTnngTYiI1BvQLojOSXF4hD75N2ApPwJC/5vz6zX7Uu7Pfy/rb4SNotemNj60rZIrRHaOC3BfFV01W+Epjkb3/7m9Cnz/J+Tx6SZ8zPnFLnMXWkXlm3cua2AdOONS0tm/2qz3jV+6zfJ554QoBJiNPB+/m9J++zzcWQF7YzTzs3dVaHdcd+wGd166EuT/KPAC8x5mQesWyvdWMQUzdG3outWxexdevk0qZ0sk/wtx2YhEhF1Fh/cfQhgRnYyZYsWSKADQq8YL8mJiaCp/0e9xHkmZiYZJ1rkKigDYkGvCFxTRJ4CigJ30tIRALTSoqklX/a5nvmx+cEi6B/dqVKlQQUhGAbSo8CSyQlGRr1vvlWaVP6mW9CVDmSBBxEy6b0RF+VFoJJEJjk1VdfxejRowX4w56npqPXa54lJufyTd8h7ZEzUnaCUmi+5K3yN/Jd5N3c92x1pXmTXwQmadSokfCyoO9v9r6ma94nPxOkPkxbMEAhmlakfkxd5v3WgKrQYM1oToKrsq712zzXNYkWgAfzW22d9rrUNqVXk1+eNCx+Rt8jjbzHK+uX2l779u0FhEaf6Tek35wJSFpjlT1pNRITzanv2a8JSUngmfttgrbHvPWXxH6TeyYiiX0uN79rvyGviPPIAUntVb9YEMTHx8uoRjXov/mgR2GdOnVAUJD/9HH+/HmxV/xfAyb56quv/tOsKzB/quNz5pit1Ap86d/04P8SMAmn9LcNmIRqjoIc0rpK4w3VjOiTz9QqrUsvZilRPb+4fh1AyBuA100rvV+AKhjIwsg57o7EsEqeYvSg9VW2z86bF5+RBp60APMgnDlV8oI8C8XCLSsBDDPlsgu/J6iDwY7Xq2wxTTq4PMMlN/pFWNZl5pdbrnx2wlFL7dGjRwUMYpvl5mss0sbpgzzje8JHlsNaShS3bAHroMNPZLlPy0laTbm5pGRZ17kURbdY4vpzydaCNtfn8q3l7anLfeLzYfOEU5ppI7iZnY4MDZEVFS0b6eNvxSownnmkk/svcJWG3nYGTlyiDW3WbaZplty4UsC6zuvRyPIx+lCBSfg/y8j8yE+WU+JauErFFQuJ2DRxLl7yhiss5ANh4rkqRZwHSYPtx9xnWjyFT+Sr7HzFcrKtRdob87MDk2gfUD5q/XI1h+7jXvo1yL4KLnP1++H1mJULUz8B0MOSkP/0PfD6jGNeiJuvyLIoQ9DNxjGyKiS7S5m2K/RG1aXhpWkr7Be3ddWA8438/AiUCXplwUwlmYAjLtlwqSvPWjLXRn3cfswNr8/skGNfKqC93C1bYhmBw4Jp+vldtQKiNzjhfWkgVgULco21s426s8qSm7gVq0k2BKL8UCjZD24nLpt2UPhQgFgbfHDpKpomfqeCwL7lmVYQ3+dv0+jYQM0yFhumHtJYLUHH97jcxPcILMIlTO7NwHf0IPXc5JQu0soPfSb7GVynsej7N7t8aKdfOjsbvLXVGfPkc/KdAoERfmFZf1dqZJMf8eBjo1aeGIe0iJCNDuZim2Ln45SLB9Pnt8yLB3/TocgdtDqetLn8NVjyzc5rSY++FtIZuQ+D6USkibym4Cc9RkCZ/PJbPlR6eDV1ayJYPQTosRydGZ3L5XFJW4RXUDxIvSG65JsNgKRA1h8PhYYsO5pVLfszCVGXwcy0J+arNGgd8f3bKghosFFBYM9MM+SVJxlgRiPjUESffsaqnzx1GKsTVwrYo1mGDMHjdcHrI0CGB1cun8fB/Qew/0AKDh0/gaseSlFKPbNDDNft8+t0mj8LnJ8gIK1mpGLD5O4/5pRAEoKeWHsYHDtxBKsS4nHkWJqs63vdLmz9cSuSEhJwODVNRig2EAqOiCC4libmx4OCgHYVe6wBn9lPWf8XJCc3KP2ZybkzZ8WD0c3GqvmJ9mV8DXwBF7xep4xszIfLlAkJSUgVeDOOGm54Hdk4kpqGvXv3Cz8vZ2RIYxNtgdt/WXRoZ1Ka7RqB1mf01f6N1rVfgrRC8Hqc4jaemXUVAUagclQlvpvPjz27doPz/LOnTwt/fIL0xCAwCg0zAjKs2/jNs15M52P+PFQjUEFAmpU20sHn3DSFDmEcZIJuBxwZl5F6KAUHDh5CysFDOLj/IA6nHUVWDl2QgQsXziJhdSJ+3L4DHtl1GxINyRh/s7ENhYDZ7EQjTeXDfPwI7PTwdy5vGOAFP3weJ9KOpOFSTrb4qlDLCPHku7I9PN2RPUDQjT2792L1qkSkHU6zvAdNmzp36iRWr1yNzZu2IjMzS8BmfBQm4ouSt22RN0ybx20VBLSUMgyZGbCQ2iA0w+hKoQpGlTAUduNgynZ06dYesXF18OLzzwgewcXLVy3V3IHszHNo2awBHn7wYTzw0KNo+WlXXHG5zEowUYAsJKCCBAHz5hFxMT4i/6uKSX6IeucLSqhrmN6D1lZi3Dpq8owpeOMfb6By1cpYvGIxXG4nJkwYh9i4GNSqVgOvPvci4pfGy6ovd5+V3YStaC8tt16V+fRloHFLDTS8b3+H/zO8OkSMunAAWVcuYuR3g1GxQnl0790HDm5zJRiJfrPVGjWSsA+BEMOROToEMH36FLz66ut4r0o1TF8wn9EPsrq8eOZklCpWDPff9yCeeeEVbPxpp/jXeYgTYU0fmD/rUekiw+yCQBho/VG6eRW6bQJNRu5QALt+2orGDePw3PPPYd2G9ZIf00cwjHmTp6Fu9ZqoVqUqqletho2bDdITYd/8bMSBkISYc2dleiPKKcFmRhiQjGhBwPbHg/TQduUldh+nCn5uredB2OXAiIH9UOjRR/DIo4VQuFARPPLQX1G/fkNkO5w4dfIEWjZrjDo1auHVSpXw9ZCBSPd44QyGjDAQLZLTU7NLFjVa42JsmBKtESgflVekj9oZ4222/7QJjT6qhwrPV0Tijm3SjhjhyOmJxOaIoA/B73Fi/PfDUfkflRET0wDvfVAFyxJNfMmB/XvRrVMn1I+ph1dffQWxsQ1x7rxx1eaU8Np6MQMzqf2XCAJlvjYK+5W/WfmsNGoFZFxm1iVMnPI9lscvlA1Edu3cjBIlSqNFqy7ibQY4MW/2WHwUUwsjh4/EqLHjsW7XLgZcwgcj5Rg2JxqB1QCV2fYr6cpPEFAIGEEQRtAXQtgbRFBCQ3OQk30BvXp2Q93Yeli8fIms53LX3K3bt2LYqKE4dfY0sq5momeHrihfsgI2/LQX7jBka3SJgWBHsubtWhHaQK/nWUgeiSBlY6bXWMCHK+dP4/shA1Dy8UJo1r49sug5xk1iZU9IbsdOwWA6itt5EX16dkRM7ZpYzMhChxOXPYymDOPiycPo1LQ+Pu/aFWPGjMPUuQvxc44DnnAI3nDQ2GNEqzHTJm3A5N+tCALST1dwQTkKBbB9y0Y0jK2LwoWLYs269UxO6FmflIT3Kr2NtUlrkJWZifYtW6DC089g/9Hj4kLlJmRXkLKQgpFCgCMoO11EK2BaKgimT58uaTN/rX/De9oIKOiMf//ZE0fRqklDfP55TwwbPhzDho1A5XeroAvxIB3ZaNm0KXp27YacrGwkJsTj0SKPoN+IkaLAk+9qNwiF6CHJ89YFAadyjHvY9uNafFy/Fh4u9DCWbl5nAuqIzOQPI0Sbic9M8ZJXxKNU4UKYP3cu3B4vBg4ehH98+CFOXLiI2bNnYvniBeILsWPHJjz19Ato2qoLHB5ieRoNRtug1imvPH6VIKBjgsKZa6xBNDCJZqgVwqsSYxqKBy73VaRnnJXNMI33HNCqdTu8XulD2YwyO/s03v3Hi/jrgw9g6JCh+PniFZGYWeEAvMQ7oupO/2ub+sPC2fPkbx4RQWCAM8XNOTeghQYXL0IeH0I+up+mY+iQL/BMhfIY8f1ozF+0CMdPGbU1PSMDTi9FkWHkjk3bUbJIGcxYutI0FIn28iNMAyfVX9sIKaPgDVyM1chlhAGNkQSmcBuosphqaNKmDTICIYnXpwGJqrPsc2gBuQ7/9is8U7IYxo0YiUULFuHQ8ZMCdkGNYNb4sfjLXb9HbN162LJth9DLyZmDyEzctZjTLctAqTwU5lkuxn369NF/c6/6nv0q7rOyC7MPQZ/Z/2LLxnUo/1RFrEokPqU5evfqhrfffAsOl0F72rMpGaVKPYkJcxaIIHByZJT9Jyn0KehMuK9dELB6owWBtj0776kBUsOg7eH86VM4mnbIuOkRudfhQMdPe2Lt+mSkpezE0+WexMrlZrSFPxsfx9XAP6pVRzYFLxGNJS6FI+2NNQKW1M6b3N9EKPYRPyCMnzYmoFSpoli8cY0gFOVwxkQ0PEbEcrtwAAnLFqLIg/dgysRx8v/wkcMR16wZTl9JR447W6JwEea0xoeWHT7F65Xr4HKWS/Jmm1KeaP78n8d/VBCwQ5iNRulD7xTfc1auz5eDBg0/xrCRE4XItMO70LdvD9SPrYM/3PE7VKj4HLbs2y9Sk+ANIvlFI4jMgfihFlavvJcrCI5wasD5u9no1FxpZHPC7zUhqidPbMczFZ7A0888i6/6D8DfXnkNzz//Yq7fN+eGBu0GmDdzHmJiPsaJi5cFyVhi3jmM+ajW3rogMALAlMcrNhXOD73wZV9EvQ/fRJM2rZEeCMERDsOrhkSCl8CDC+ePosKTJVGxXAUM+qof3nr9DZSv+Bw2HdgHZ9CLOdMnofsn7VGq5BP4/f/ciX6DhsATCoO8lFUFy9BpbzRSEbcsCIzQp597SIytISStWomyTz6DxCSjETDdz7p3QrmyT+LS5QzJJuP8KVT6+1voO3Sk1LErFBa4MhPMRTOxagMa4m2mVNcTBKatGch7CjpRyb3klwX4Cj9mz5qOD2vXQ6YzCykHfkSRRx7G1InTrKIHMahfL7z89j9w9kqGDEQiCMQgaeIUREiFIy7B9qkBE9F2aL/ym2CQbvlerF0xG6VKFMKyTWtBOJzMQBAu2ebebHIaDjng9/yMkUO+xBOPF0aLZs3x9TeDkXb+Z1DX88GBYNCBcNCFzKs/o0Hj5vhu1ESZghntxbKnRU1BSduvFgTqN6AIRWosZGF55JXGkY7K77gMQsMNYbg0Ao2+1VOmjkWfL/ogK9slDcDpIaOIo+fBwnmzUKRYEXzcth2yGHxkSXful2CMRxF1UGnQSuA1VxAcNhqBAH9YGgHVWIJEeryU0B6sTZiDJ58ohCHDvxfwxyNph1G0cGE0bNxMrLQ0XNGb+8SJo+jWrTvWbfpR9AO3BITQbiE20DwQ3OTH9TQCbSTKN47MEuTE5c9wAJ6snxFX9e9o3LY1LvtDyAr44fZyHwMugxkBtjF5GUoVLYbRI8aKSnniyAGULFUMMS1bIlOWmDj+A4ePpILbxxUtVhK79hyQe4zMMwFfBgRE6ZGHUUFHeo9Xfc9+5ejLaZHgNhJ3D0EkrVqBcmWfRfLaTdbnQaxfG49Cjz2IJo2aYuP69Rg8sB/++shjmLlomWgEjmAAXqq2sgrD+tUzYlNhvgUJAj4z2iejGQPwhQMIcFoR4JSLgK8+ZGdcQMvmjTFu8lTxz89xXERs7WooV7I0li5agHXJ8XihYjl8ULsuHDaNwBhVOdJSMyBdEa4UJAi0bnn1c1v7INubF2uXzUTpJwpj2Ya1EkGS4fPCGQgI1JggQgcoKDNxNHUnqr7/Lv78v3firXcr49jFS/K+K5AtgoDCbc6Mafjyi69x8dJVEH7PHlkqg4wlDPibx20TBPR2orHwZgQBOwLVFJ/PRHlx6ZDhyDzWrktEv/69kZFhNsAgjp6PQKEMMZbwUAjibLWP4nAu/aownjH0nB4Yq21ePAJJ1Gqo/H2tIDDrwmy0skzIJcuQCTBKXDIFLz1dFlt37tVk0KxxA1Su8gFyPGYZL/3qJQwe8g1WJ66Wd6hoMVZdIgYZSUcjly0K8VYFgbwvS0hMOQxP5gUjCFq1xCWfwf0XABXOe8Oc+3qQsHwWnny8JPbs3GfRfRXtOjTGW9Vq4YrL0O0TVBwjDN55twqWLkuQdzlfpQGXEXhmzms6mzLAvnyo93i1CwD9bRq8wT8krgNpWxW/EGWefBpr1mzMzY+dYO78iahTswbat2qL4sUfx1NPv4hjZy4KECwxC4lzyVUG09muXY69kSAgLVzmI5qVj2jKnM/Tb0Hg30PYvW0LWjT5GIePnRDhQ6DY0yf2o3WzJmjasCHq1qiO3/6/32HUxCkywjL6lCCmRhBEprukQ4+bEwT0neD478XaJTNRpngRLFu/XjQOwt5RU2OtcpWCHfzQvh9Rq9o7guaUsn8PXn6lIj6oVwMXMjMFCIeBVNu2bMB3AwfiyiWrD/kD4ovDPqcn+yCFwG0TBGojuFWNQNfmvdxpxurgyckJ6NHzUxxM2YOMjHSsXJWIHXsOIJsAjspdhND/my8wcsz3ss5MgUaEViMIKJFvTRBw5UKlOZnCpUqXTA3cOLhrHcqVLI6Bg7/Lzb1hw1i069he/ueeBl9++TmmTpsoAS87d+/D8hUJyMoiZr6Z24X91oqGtXQqDdKSwvkZC/N2IgPvRrroCCP2kxChyqrKBidsGrIpic+BnOx0cEmOGacd3InHH3sM3w761qI7B42axaFlx0/gomD1Rvwftu/Yio6dOuPESXpasoNRE/AiaCE+2dfqmZhdENgbvdLNqzYwWRUKcQMRQqNTWwlhy6bVKF/hWWzfYfAUza496hsRxNJFi/Bh1VpYFp8sncElKyPWcqzAlLF+8xc819MIlC5fyAufOBTRac0jy4hcRRgyaCAGDRhofFY4bycsvHWcOnkczRu3QJdPP0OW0wUvZ3yW3cKUVTVd8k+/yhuGzLvKIyMgjYMaNTlOR3ls37AK5UqXwo+798v/1Ji5zJmefhk5lsfusCEDUfixh3H0qAFQ2bhpMYqWehQ7rV2sNm5Yi57du2Df7r24cvkyVq9ahV17dks7IQguBUGkfv4FguBWjIVaKVTFuXSSnZOB8ePH4IEH7sUf/ucOlCj5OB599BGUr1ARh4+fxNRZM9GsWUvMnDET3w7+Bn2//ifOnTkpzCJegVkCVI2AwiD/EYMfqEZgBy/l+1o5/hB9G8y2YeGQE1MnTUDFp19A/wED0e+br1GzdjUcSkvF7t17UOX99wSq7LHHHsHjxZ/AvX95AH37D0KAm5sIxLq1Q49t1UBpIy3RgkArSGmRK9erWXkhN3KcF7Fs6RyUL11CAmsS165FMOyHI/sSYmNrosyTZbF1k8F1nDFlAso/VQ4DB/ZD3/69UaVWdRxITZWt0po2aYqRI0Zh8uRJ6NK1M+JXxgsvZX2egkBPAUMhX80Ujy/ZBQHp0/LYr1oOMy+35vMhL44dOYBePTri7nvuRffuPcHQV07Njh1Nw7RpE/HpJ61Ru0Y1JKwyhkQCqhKKTYyhXKsXLYUrBdfWL2mjIIhGMdZ3+Zz0ivcePfi4VZ5oAwGcPn1UloGXLF1u8cELt8uBlSuXY/Cg/qhe7X189cVXcDk9Ipy8fhobLRwBy3ORZWZe9qMgjYDvCS1cmRHEaC+OHzmIXj064E9//CN6fPYlTpw1gjk5YTFKliiKJq3aSNTp7t078dKLzyIuri6mTp2A5s3r4JOubfFz+hVMmDgRDz/8EO644w4UL/Y4HvnrI6jw9NPYs2+vZSfIu8mJtK/bYSxkKKVqBCoI7FMDLbBWhl4NE6iS0wIcwNlzJzFgYD906/YJvvyKUEs90aNHd8yaPVcWA7bt2I6OHTujZcvW+PqrL8TJgww3Uwz1HmOjZGXk3ziZNw8VBHYXY6WTdNERSFR5CoOQsWIvWRKPps1bomv3rkizoKwWLFyETh07oU+ff+Lzz3sJnHn/bwbh0JGjghHnJ3AJ58g2IaOMZ6PhkZ8gYJn0PXPlLj/snG5cvHICgwZ/jR5du6Jjx44Y9cNYsa+4nJcwecoYxMY2wJSJZumM6cfHL0f9BrHo1qsbDh42I8iVK+fx7SDuz9ASHTt0QGKSmRKQzqA14tKAFTlNA9eGfjOCQOnnN9T8aL+hNNmyaR16dPsE3Xt0R8dOHbGN+wkC2PbjNjRr1gS9e/fC+XNmUw6x/dCQxp2r5LQMcqKxmBFY25PWrQqCadOMgU/p0Pc4rSCcXR5BhwBOnT6CJcsX4sJFbrFHD00PsrMz0b9/PzRu3BAJCUZQklYDY878I4MHy8mT+SktfJeCQPc+5H2lR6+y0kOQ2LAfG9evRrdP2+OzXr3QoWMX/LRrh9zfu2cLevXsjsZN2yLtsEGfSknZg+7du6Bps4YY9t1g8Wm5dPUy+vX/Al27dsWXX34t6XTv3h1z5s6B2+PJdbyz06q/SSttBPRp+dVhyNFTAxbWzhytjLwMoRWXxhJjvSVB0QcZrgc7uh5SqdZIa0+7IEFAWnjk51mY93tLo6A3mwXnrXmaKzcc5VSFivm1h6jrXKtmo5O38jYAI7yMah4tCPLSERn1uA7vD2bDH8ywgEhMvjSscvMVvzcDKSm7MXv2fOzflyrTEiI66Vv0HeBNM+83tphoyo0jFhty3lMbC+uTB/0IGN3HQxu0XpV+rftcocZ6supKPrT+MG2jqkZ4yfz93GRUPAjpJcLBwvhG0C5uvAqvFQTMm2lRI9BYA9KRS4Ms30YJglyhYAQ+hQB9AmgnoVu0VWThHTUXbXN53J6tdq584pW08LieIIi8T1dmt2hGeXjD6VkoG9k555GQsApLFq1GRjptCTRQG3qloq2PuHRsntlTMb9JD/nAPAkbp/XFezx5/MsEATPVStAGoldtKGYOSWgoztdoK7Cgq8QCawSJ8VPnvJBr5cTQo4MKrdH0RzedTNONvmqBeWUj4XFjQUDV00h2dWUV91a6KtBARIZyuY4GNWskiFwN7DahtwV+W/z4IownHfxeaVFBYHcxji4D/xecmrATwXAmgiGnpEFPSjZOzmW9ngyMGTMCY38YB7fbBGxREIj1P0S3WgMLJuowocEs/pKe/PKz39Oy6bt2hyK9Z39f6LU6h6l/lj8vDww/DS/JC54mH9LM3xSCpI11oSfbgLHMM9/ovFm3TCdaEFBL4H3zDY3KNo1Af1tTDlnKC3P05Fza+GZQGJA2lsXUfaRdKx3Ko9x3rEEnOuhI3+dVv2EfkHQlYCkk8SFs47QNhOFC6uEd+Oc/e2HXjv0Cpc8656BghDr5wA7OKxeVTPAb+RdJX4Wt0VqYl9aR0quCgO7uv1oj4NSAQUcafUhCtIKjG4oSwALT91uMNtxijD71QYNNqAUx77JxmIbNb1hw7oUnkYBWZ4zOw15Y0sEGwYNTg/y2RY98b59emNFR8hPmqnDiakdeQaCVK8uY7GC2M7oBsEw8omMNWOYIHUYj0HQZaxEMucw8mdoGd8KS5VcKBifoy89GZXYyZuPnHJbBXWZPRK7KsIGzAQmPdYS4gTCw1wN/2wWBnVYpkPVHeU/aIxqGTcOx1Gp9T/PQskbSJZ+iz4hWqHnyfR6sZ0Yf6tSA98hrbYdSD9r5o65G66AtxrIf0IPRSlfpUfpIrylbpEx8R8uh30VrBJoOr9FpmSmk1jmFAzVlCnXuZ2E0Jk6zWB7Ws6ahdIidLHe6EqFL8+FVT6VD6SWfTp48eXumBmojIEzTf/NBBJaaNWuKoeo/TeeZM2dEKFE43Z4jMo26PeldmwphyuhZyMZkhLQZ0UwDjYw60c/s/7Nj8tR79v/t90U7oJ3Afkp8islHGzKvTIvwYOx8dhdj3s+TvoTxGkFOYa6naFf6TAalADAeaQAAIABJREFUSAiz0mlPy06nPtd8SA87XcuWLXMxC/Udveq7+aUjGoGEmtM3hBodaeFAybJwgDVh2oyN0fQKul4/n4h2qlODX4RZqPhsbC70I2AHYwANDXHEQGOn4/X6ZxpSU8156FAaeOb/PtO6mfQKzo8rBUuXLhUMACLGKJ3X5qd52a/2dPW+/d7N/yZfqA2QhjfffBOLFi0CaUtJSSmg7Lxv8kxLSwXPCM18Zp4fOnQQqak8+a6+w9+RdzSdyHN97/pX0rdhwwa8/vrreOGFF8RY2a5dO0HgIQpPhw4dck/+b04+b3vNye/atuV98549Hb2n33fo0A55z7x5ab58n2mWKVMGlStXRufOnXPTz5NmhzZo36F13rN9m1wa27Vri7Ztzf/t2rUBz7xliNBMuguivVOnTihbtixee+01fPrpp3nKm4eeXF4pz6Kv7dC2XSu0a98K7dp1RLu2nXLPDh0+QYcOHfMv53XSVZrJO/4mr+gD9NJLL4HgvjxuCaGIsQaUwjwIrvHMM8/ICKf4cYrfdv1rrGDr1a1rrga30ODEXf+7G79DTDb7ycK+++67KFSokNDJ/6/Jg9hugu9GjDc9FcPwxnlek54de872mzh2RIR55JFHhCZiAJLWa7/nvdoWjmIMDI4ir0oLn+t3Sq/9an+uv8kX/f7mrjVq1BBAklatWgl+IIXX/Pnz8z3nzZsHc87FvPmz857zZlvP9J3IlelFvo3c57358+1n3nz1G6IXE27rk08+Ecg8vR+5kp5Z15750jTHRrd+E6F97ty50DOSvqF5wYIFItwpkDhVIXyfvqM80/8Lvs7N/WbePP6eg3nzFmDevIW55/z5izDvOjybN69gftrzZV2OHDkSb731FhRR+5YFgboYUyOoXbu2JEQjGEdbjiI3Po/KO4cPR97lb/2f6Rw+nCbpmd8mXf2t790oH77PedCKFStEIyBOG+P0r/0uTVxv6X4r5+HUPGWJ5Eu67CdpNrQeuYmyM2/SwIZLLYW0XUsLecLymvIfOXwUuafylnzTU9/l+3KS9jTb8wiPNS/SrL+vd01LS0N6ejoIU9a3b18R/v+Nf6iOs5H/NxyEKhs1atR/Ayk3pIGweb8Yqswefbhq1SpRL3jvv/mgWs7RjR2v4INzbRpouADI1YZ/zdybNgIy//bZCLREpF1PvXd7rj169BAbwfVSU2OUeGzSlVecgXilFx03s1FLeWQ1wRiO1eFFDVsRo5emyase0fdoEKalXo2FnKfb3xHDpQQsWSsQYS/8QZ4mVJxLUVyNElwKLhda3pVmhShiZM2TrnhjRug09gEaOPNClZFmYzjNaxAWFCLO+elCLUZg+jEYb9SIcU/cMIxPisTD+CXcnCA6QW47L6tU3J3LshlYsTO0D5Aew4O8no28z5O2BR6/OtZAHYroR8Apga4aaCHsV62UyD0utxlHEWPJNg2BkWGmYZgGQyMJYbd4T5db+L80KF0XvY4jkebLAufnUBShh67KNE4Z3wbCQpmAKK4tRwxUPh/pMkwUYxONOBJoZNaaBXdPLLumwZkGkNefgLTc3PIhO4tZWZGyE0CFEdfW2rxg7Fm0mKUx0u6wTpc0dMV3tBuU+D356uVmr5YBTvmkZeX7dt6QZjoU5ReGzGd6aDr8lr79AW65Rb6Gzc5RYgwT6DIVBLzqbzZm1jV3H7IaMWM1rHgNCTm3MtJ8eOVBQWBfNWD+9ndMPXA5kukyfJ1WeRoMTX5hsdIrVobbOFUR6MXa/YhesMoTSVfoYh5Mzwgvdj7+5kHD5XffRdzTr6XFBGQJWIoVUCU7Zclv8t6c4uQk9HLp3KBnme3+PCIIpB+w/XN5mj4nssQd4aehJyKs7HX6bxEELLg9U2UE73FJTqyhISf8IZfZU9CrTjCEFuCaqgGTZKPN7+BCkpvrxEFuP66SL1JgzU+vTCNaEGijz72KnwI7B/3Qqd0Y/4Po/Gm5pWMRtQY96ETkCQZl221/btAOhUGkQTIfZX60IFA6817pmecRYcDRiwATeqhQlMAX8QzkRrBu+AP0688fi08EBwFgCW1kHbKNWsAslzFv0qidyF5/fD1aEOSlNS/vOdL6EJTTCAOi8ZhoP6bF7iudUPxD2CnZiSIjPt/hmriEcQtN1vboEj5u5WUJCb7L9kI/gutqBOKXQH8C7vTMreyi+RSGV+Hq5JkZMZk+D7JfvCU50nI/QemsJvqQAoH80uN6gkA7OfMPURiHIu2MmIWMkDT+HsbzkBA8ATo7EZdC4k40FwYkBUBkKUKnRR+KUcG2onVKHmu9sq553HaNwO5izAwKaigUBARW9OUKAo9w+eLPF7B2/SZkZmVbDZJLJR7s2LEdK5YtxeoVy7ByZTziVyfg0NETBtmVu9sKOkzeSL/ovElPfoJAmSJXjoJ0+/R5heHnzhzH6vhlWL1yFVatWo34+FXYsnU7cpxcJg3jxMk0jBg1GvMXr4CHsFr0/Qt5BZWWXcAEQ0U6CPO4WUHAtWEuoYXDbhEGsglqKIg9u3dhf8oB8cNn5UvHFYcUNh4TnHT23AmsWLEcK+PjEb9yJZbEr8CmbVtldxz2QKqU237ahgOHUkQtJV25o+41I6lpOOTfzQgCpkWaBOiTcfISOciGyLKY8N99e/bgxMnTog5zH0KPj6HmYdldaMGChZg4cQJOnzkj230LTBnLSfBONnjuFygd0YDRyEs2jUCXD6VMUXEJ2gEp6CkIeBw9chzjx/+AyZPH4uQZ48bLQYraYbbjCtZvSMSSJYuxYsUqoVnW7Ok6Ta2Pfi+y5m+0Qbsgy18QWH2CuzzTh4bYiYSiQwgZ6VcEwu18xhXDM5ZVvFuNb4OfwDTEwHA7sWzFUowY9T3WbdwgMC1u2YUZ2LdrN34YOQrTJk/BmbPGXZsaoS5TRvOE//P41YJAjYXRLsbKEO2MzNB+sqFwJPIGqb4a8MalS+biuYoVULRYCezZazZ9JJFbN69F8eJF8D+//z3+fNdduPPO3+Puex/EnIXLTRBIbrQcG4bRJrSAUkpLIPF3tCDge0KLOp4QUYiRXqEAnNkZaNGkIe78w+9w1//cibvu+iP+3+/+gEaNW8pU5fSZE6hTryZq1a6NKlVrYtiIMXD7/fCEuPU2A1ToJx8RAsoL5sdDUYztnoXKI76rgoCORHSsuXzhLD77tDMeuv9+tOrYEQ5CvlGtp+CyplP0Q3R7stCocRx+//s7cNedd+F/77oTv73jd6jbtBlyPB6cP3scHdu2wF/u+wu69fqckIEisHWKoDSQTqWZVx70I1A4c/sz+28KOmoe7KxewVNgg/aJWss0Nq5ZhcKFCmH0+EmSJh2iWL4TJw7JyknFii+ifadOOHAoVbQGQnWFaVcI+sANPyXi8hcIAm1zAoAqWpMDO7ZuxHvvVUGdevVQp14N1Iqpi7Rjx0Qtp7Y3b94M3Hf/vfjdHXfgr48UQvxKKzZDNQJLEAj2prXjsBSqoKmBhF2wTVCwGZ5Qq0hMWIE3Xn0Jf33sEazassW0a+GjEQY+8br1wZl1EZ917YzXX6uEJi2a4ZVKr2Ps9Cnifbpxwwa0bdoCbZs1xxuvvYzXXnsD+w6aGBPFI5C6sdWrtsXbJggKwiPQBqKNS68kgBoB8dylkCEn9uzZipbNG6F06QrYu5cQUhB33kkTRuCffbphTWIy1q9Zi1FjhuK9qtWx+8ARYZiHGoF0OnL5lwkCSkyZinipDRANKITd27fikw6tsWTRPCQlJmDF8gTUqF4fw0eMlalNo8ZNEVP/Y6Ez9cB+vPDcyxg7abo03gDpoX4g88e8woA84KGCwA5eqvyJ8C1oBGXIh6z0C1g0cwpeebY8WnTshIwg8QgCEkUX8hO12Pig7z+wA+3aN8eixQuQzJ2h4peiXlwcvvh+nPAr88pxTJ8+BmWfKo/uvb60UN4oECMx6tF0kB4edkHAd5RO+1VGH7GbBETNFhRqRvrBh4tnj6D6u69I1OYP03SzUi82JS/Cu++8jL79vkZmJn3qAU8IkOAtX8AIgoAHLq/LCD9LgzEqg6FNbQQFaQRie2AMgZ/+6S64nWdQ44NKqFz5XcmPsPnv16iD3v36yf9nT+5DTN0a+Lpvf2zZth0/7tiFqwxDFqFETYz8oibAk9MDIzjl44IEQW4INb832gS/PXhwN3p1aY3HixfG0k2bZULqJoqztZ+CW6ahwJI5U1D4vnux0QJ2mTBlIl79x9s4dOo4Fi9Zgh3bTCDXxYsn8dLLr+LDGnGivYYoeGx2Lq2v/4Ag4PzJMn7QOkp8fR8tyDTGcF5L9JUwli+dhVKlnsbuPUaSORwZ+PnCUQTDRo0jk8eM+x59BwxEptNjADclSs3CLrRCZrWzaaVoQ85PI+C7IphoZZWRiz7bXly6cA7ZWemaBE4cO4WmTdvi+IlT2Ld/Hx4rUgqz5iyT50HXFcTVrYfasa3hJDwZg3xkukJhkLfDKG3XEwTayahRCI8kZNYNBLLQKKYK4tq0xMVgAE7BwPeAgoCGJKqbFy+dQcbVi7l0Hz+SgiYtW2DLwUMC+wnkwO9LR5UPP0TnLp8ZjYBxEfn48GuDUf7djCDgqMNOyQ06uErAQB7uJp1xheCrX6N3j9Z48KEHMGq8iZS8dOkI3nyjHD6o8neMHDESQ4YMR8qRYwaKTuJKQlIfXp9TjJ8B0mlpWrciCIyAIoYkp0EueD3n0bFNQ5R7qhT2H9yHY8fOomHTDlguqMBBzJ4yEnf97jd4qlx5jJ0wCVfdHumgOYGAwXYMcq8GjdRk274ZQcBBgdoxbUU0UrL9s22HsX3jcpQoUQhLNqwXLEoHIdooDLg/hbjIh7A5aTnKFimEgV8PgN8XwKBBg/FJz55Id+TIlIkqsYE+86DTp13wQfUYXM1yisBmwBHrUdsWf/9bBYFpYGaOKIEdEufuhz9IQ59GIF4BkI1Z00ejZKmK2Lk7TRqyP+wCm7vXn4NwyI8zp06geu0amDt/oTx3EWePgoANOR81XHuDNuT8BIEyhMz2y+43HkFPMui7jHFwwhdw4uuv+6Nli7aSZGLSShQtVhqJST/K/C7oPoOObVvjg+otcSnLT0hV+GkYk3lxXkGgtNBYGA1nrp2RnYlGKRoCxZWU+wIEnXBlnELtD19Hgw5tcCEUwv9P3XuAV3Eka8P/vd//3b1717vmOoFxWCfAeJ29zhmDAZNEzskEEyRAZGyMwSbZZITIOZqcMcbG5CxyEkEkEZWlk+P7PW/1lM7oIILThnme0YzOzHRXV3dXd1dXvZVHZCU2Essu3e12yUhFTTPh38JhDwZ9/RWatm4lSwlOrSkIMjJOoUzZMujSvY9sNHLtzkZh8o/MYLTRKB9vxw1Z05HAH35GFMpBKJiN8QnfYMakUdi+ZRXuve9uTLDwABcsmIE//ff/QdMmH2P40BF4/tnn8H65yjiZek06nuhBWC88ZeQ1y0zyUU/Sx/orDI+AZSBNZlrMZQtnUYQHS0d25nk0blIPDzxUHPXqNse6n8yI6vHl4MfvlmDGlPGoUbWyzGDqN2sqEPpEqXbRS5JxDmTGxw5mOpnWLem5XkfAd6g8NqMz65cmxD4/Z0Au/Lh8GkqXfBBrtm4TQeCkGbc6unHmAQ6WWVixYCYeKV4cH7xfDv37DkB2LkF0iZYUsPA2nbiadgaNW7TAtHmmnzDwDsuv/NIrecPjH7I0MI2L62X1KefWkBdur0sgmekQEwpx5M3D/LmTUerJl7Bnn1kaeENu+MJeeP1cR4YwfdoktG7bFhmZWVIRzpBfpLO4/NoahhZUSnkLHYGhj42F2y9m65C6D0KpGfQkH06nHEOd2nWwcaPB2vtx/UqULPEE1n1PyC0/Qv6zaNe2FarUbIt0h9GUG0FwvRDQxnIzQcCGy6kntyXpOMloQAi64M5JRZ2Y99Ekti2u+APikErFX8hPAcDdF043TQPjujv16mnUaFwTK38waLzsTBS4mZknUbZcWXTuZgkCcDvWbI8xb+UfeaP0kpc/RxCw4YUYHyKUh6Rd65A4ajDysq9h+7bvcc89d2K6BTve+7O++Pvzb+H4MWPbsfa7Bbiv+MMYPXmeuBzJrhD1SNyJkRH4lwkC8pNtkApVvz8bQAbycq4gYfRIvPfeu7i/2MPo1utLZDu5XKWW3mjyPa5cDP+mP4o/cB/mLlsuwkkgxDiiymzPXsemY5FX1wsCdkRdLrK9QSIa+X3c5XFj08qZeLrkw1i5aYvMhtxi18BlEcvtQSCci1DQgZ2bf0SL5g3w5JOP46WXX8bOAwclyAmh7Omd6vVlYuz4Efh69Ghke6hgpcqLA4s5tW55/YcJAu1ksiwQjy/LboCunpZxiVlfsWIcmD93CkqWeh5Jlo7AHaAGnm69fmlEvT/thgmTJkv/ZsgzCgIPNbDce7X2crUhqxDgVRtz9IyA70ZopFGHR0Z/CX3GPWaZtnmxcsUitG8bh6wsjiQ0qf4RD//1fixZwqVBGEHveTSoXwu1GrVDXoCe8wTIZAXSF7/gdExpUUFgVxZq5ShNpE+cTDjq+93wZF1B3ZjyaN6+PdJ8Xri5ty1Q4UYBSUAPNlJGt6Gy67u1S9CgdSOcS78i0Oth2RJVQfABOnftI3oDasiN621kLak0KL0st10Q8PfCTuUp0XcojNLTLqJdm2aoHlMJvXrEo26tivjjH/8vylWogKR9h/H5ZwPw7psV4HJxq86PS6n78OZ776Hf8HHG95BLSmIpcsD4BYJAaWT5OOhwCzMUcsDjvoKeXdqhVYsWAu7JHaESJZ/B0BERa0DFdcjJSEWdmpUwec68/PU7MQtpCFRwJnp7gsDwlgKeKEUUzj5sXj4bTz/xCFZv3iHlpiI9JNDk5Iup3y0/rUfZN17H7h0bZflXs241vPTOOzh99aqFfuHA2h+WY/LUiaK4Zp053fRANTMiMysqKOj5zu8+I4g0JmOlZ/cH57SZMxPGvTPrGj+WLJyD0n97AcdPnSF9Aq9NoEgeWzatQ/NmDXH0eLJMhRhoxB30w8ORU4wwzEjBQtsbL7/V/1UQ0JyWh76rdIrvPrERKAQYESfsg8uTiY6d2mPy5OkGtivsR3buVZT98D00b9lS0klJ3ofXXvk7ho2dIg3Fy5GHgs9a4zJ9HtooeV+YIODvSguvREziWpIgKeCI6M1F/eqVENuxs8knRBANB44dO4i9+/Yjz+OHg9NJuqR6vOgS1w7Dxw6HO8z4eUyH63UHXM5UMbX+vM9goYuCWpWF2liYv51evqjeh/KRrTz6Hq8R+rnP7ocjLxvE0vt23hwsXDAHX33VDf9zxx/Qqm0sUi9dwarVq/HIg3/FosXLJNmknT/g7fffw6Lvf5Lmz+1C7rdT4Bk90+3PCJigCiYZERlZS7ZYPchIT8Hbrz2HBg3qa3HQqHELtG3bCT6PH6lnLsoskQ+3bv4RHeLa4MT5CzL6ElDVR4MpC06feWhb0sSunxHo0sDQT5i9gJeC3ih5d/6wHM+VeBwb9xhvVO4WZWSexc7dG3E21cyWJowdjUfuL4r9u7kkBb7/YRVK/O1pHEhme/Zj6rRRaN6iCVavXYut27djzPix2L57FwIWcIvWjdYX/+fxqwQBvQ9vtX0YyZiFN1pWaktFY8rpV76BDaO9/IC6tavh7ruLokPHzjh56qREwhGrvYAfiQnD0KVzR7g83Fel4YcPbq6xRM8QiRisFc/C6qH3KghoY89D31U62VGC1MDTj5+xBhHCgUO70KBpQ+zcs1e+8QoiL7B3/x5BNI6LbYcm9eth0MDByHB6ZJbiI5AKlUdUUNv877WjMCEKgujYh/xdaeHVLA8YoMKDnOzLmJA4DE8+8Vc898zfMXvut7LXzeltTPXyKPbQQ1iyZp2MJkwn+cARNK5dB9t3bDOCk1DlIS8ys1IxcuQAPPzXh/Da6+9i6dKV+You8qMwQaD8s88ImAd/jz4j9DMtmhYXNMrZvOU7FLmrCGbOXcgkBI9xyJD+eO3119G9e3c0blgPQ4YNRa7XLyjGpIcRjjhzFOMnm8GT2D5YKFY30hGwTKaeOfvjbIA2BA4E/ZmYN2cS/v7a3/Fxu1aI79YVjZu0RFLSAWSlZaJBjfqIaxeH3p/3QZfuXbFp6xYzUgdCVvwHTruNbkXzUD6xXNcLAgpWCgMVBJwNBASmPilpB1o3qot77rgDjT5ujaPJpn1+t3o+7n/wHsTUrY3s3AycP3cKdWpVR+UKFdDn8z6oV7cORo0Zi2sZWRgw4HPcc/cd+O8//gHFihfHX4oUwStvvobjKSekH3ks0BrDC0MD64rH7y4IIo2EGZvRzWhLGdOAU28/vF52Gi9279qICeNGY+rUqRgzZowQx+85pfN43Th4cA9OnTwuOP8eSlIfI/9yukdFZKRgem+vFL2PFgT6rl4pCAJ+C+iDUY9CHpxPPY1tu3chx+EQrTX1FUSf5XHg0AEMGjQIc2bNhoszFI63IdqCG8UMhzQ11FFeMC8etyMIyDOaOodCLuTmXsG3c6dj8sSJmDh2MpYsXQaPNw8uZxo2blqLXv2+xNS5C2Sqys5z8cwF7N+ZBGeeS2ZNXuIwhv1Iy7iEuXOnY+q0KUgcOwFr1nyfP5qxkVC7ro1FaVb+2YFJWAb7c73P5yVpZ9h4mc4TTMXsGp1LPYX5ixYg+VSK8ImaDmpVlq9Yhv4DBmH58hXwUEfD8GuW/X1Ivg2J0BffAGsn5ufsGpA+gWunsJdlhgOhoBNbtm3G18O/kbBnR46aDuh25WHN8uUY+vUQDB06DDt2J4kwJWI2ByaZPVEIcNZnM49WPpE3hQsCM8vK55Gs/31I2rMHE8aMwexp05E4dhIOHz8m25Kp545i1uypEusyOcXQdvnKRUydPAmDBgwQ1GcOOFk5Wfh27mxMmzIJ876di1lz5mD67FnYvGMbPNR1WUZFsnMS1V9I6z9MEBjjGGNVJ1M0AaegQoYx3wmQQBvqyBYhiaO09LjdApBKRRbXm1wreX1BeL1B+Dw0QTYOIxookgzWBmmvFO18hUGVaaXwyr14gU2T8OJu+Lx5oOUbu66BsCZAhBNBrx9BD9fAkVmHK+yT2YCL00YLRYZrH3EisY2cSgu3D6NnBKaxqt6CkGxU8BizYQOxHcmPPPL6HXC7MvH996swZuJkiRLNHRQKKm4XiV1FgOHQiXvIDm6UZfzWfhDNSGcCeiWd0by0CwL7s4I8NCMwZ3seCnFRYFJxGISPgW0s7EmurxkRSvRAdjxKTnLDIbh9VNzyuwDC3E/nLFBiF3KnyYCiSvBbywSdgwJ9DQqzI1D6GMuA8E40KiKKsdGv2DkBEGLfL7EGjMDmU3LdLet56nxYPxRqFuzZbQoCsUi02oGZQRCh2iuBTbmlaT/MLNeNK6knMXXyRCxZvhpZeQ6xJjV4mXzftAVRfkaZHdvT4kDJviKDpk3Ikyekg8evFgTqdESEosLCopsC69TMNmpb0zXCVcvyQJwpGPudWmYzwlN6MX1ZI4vxhUFsobOMbKlZjZcNVyuaV3sD1Xv+zuNGgkDpJNy1hM2m5p0Cip0wSJ1BEH4vEYUZSdeNsDeMkDdgvL8YiYd+Bpa9t2zV0PlEovxopzZl13xIiwqCXRaaL5+RTu2IBiKN02Hji0Ea+JzvmXeoeGWkqDwsWDBPgp0GyBvuIARcYMyAIKPpMo4qLfy4780tOEG/YRomHaMYjSDyKB3My36SZgqCG4GX2t8VOmUNzZDcJh8R1hJswwcP9+ID7NiGLup6RN8TMnbz5CU7PWkJ05zXslTkDIFlYfoqBMQXxYp92Lx583zwUvk2CkmJ0ZTBCFUUMD5j5x+i74WftgomxqCPsTZ8Dgk8S+Ukec1BQAYCAqvqjEAEa8EZAenSozDMQtJUgL/0r/B5JEZmmALPFxI/ECrSabCeknICE8aPx4mTXCbTr4C7O7QXMbMaM0iwj/gEms7vM2Xg7Et8PUTg0frU8FLqxaKBdLBsPH4zQaBuyNQb/JyDhjcMJMq1k0TqkWg916dgjHIi6yu+QRWAdvTrvyj8l0OHDqFatWpS8MLeIDIwHWRU3vJ/mYkwL95yvcttJd6zZoxQtt/StNGctueF5UVXaNoRJCUlFXjMMkUO3psptf03WWuKulBnStZT0hnS36igMGnxL3kt37EjmYFACsC1t1m7mvV+JJ/r76KVhde/cYtf6OdgxeQhCeZkaFYTTta0B2OQZefCLVKVx2zYdjsC5aO2EfmfXkPiuMU9NYYb5hpdFDlKDMIU4jIDNa2AuwL5VSptjtmROj0Lp45LgxEjRhT+MP9XthXmb9UVGSKyhJwoqFtRQFzTV9hfZN15fR+wiNUlaT7x+XlGbpRHdIn/zeDMibBz/vx5ifpD5yOedEvW0/6bPONz652srEzwzJar+ZaRlfXU5/wuO5tntqRvT5P56P96jXyfhdzcXGzbtk0EAXUF/F/fUxozszORmZ2FzOxsQ1tWJjLzaWKemchiPpmGdvme9GRly6np2a/5aWdm5peHCDCcnXBpQIAS/s9vlN7IlbwwvLGnmZWVgcjJ53Z+6DOLVimDjV6pG/LW8Lnw9PVZpC5ycnJEmcdZAXkXXQcF6WPdM0/SZU7yiPfCX6n7bGSxHoWO6+vOnl621Z74m/Iz/3lmlrS5tLQ0NG3aFJMnTwYHJH03/z1Jw+JlgXaZgeysDGRnZiE7M1tO1q/hiym/tFOLb9HpKT288hn5RN5QKH399ddCy415ZdHDOipAU+R3LUdmVjoypd5NPsrXSN1b9c52RvqlDGyb5ixId6R+ySsOkBQERBrj8bMRinRpwOnts88+K3hxNWvWFPxCYhgSBIRnTExM/r3+VkOe1UCNGtXlfX5Xs2bkG33vRt8Xlqb9G/s9ZwFEUCJUGeHBiAzE/+3vyH0NOhHVRI1aNVH95P7HAAAgAElEQVSd9AttpEtpI308Y+QZv4nhPcsSY8pqL/d16Vu8YHoVK1ZEsWLFBLewUFos3l2fhtJA3pGuWqhZs7bw0LxLesxZs0Z11KzJk2WpgRrVa1nfmDJdn7Ypw41+L1WqlOACUujf6J3I76SzZiFn4XnciG+mnRT+jealbe6xxx7Dq6++itq1a0ubY70zXVN/pOVG6Rh+Ma8aUr+k3byr39+IPn1Pr/r+I488gmeeeUZg5ZQ+fafAtUZ109byabPaU/7/SoepywgdkXZg0jNlkPbINO3fR/9ve8a6LFu2rGBREjeTs4RfLAjWr18vjN+8ebPAlXG6S2eavXv35p/87UYn3yNeGs8bvpNk0rI/32v9pvnYn9nvScvBgwcFZ65cuXJYuXKleCLyHf1WaNi7D/uscy+fyUm6SN8e7E0ifXuRtJf319Njz1Of29PncxoQcTZA2DSCl86ZM0ckMp+RTp72dCS/63hHOvZh715zkr6kJP2O9JlzL+nctxt75fleJO3Zh71J+/N5bWi7cb3Y6WDdtG7dGsQt5AjCb+3PC7tX+kirnhF+KL0F89fnhaXH3/S5/Up+kq8UqIMHDxYQTj63vy9ta28Skq47I/wyfLPesXjOdG7VNpVWbfN8n8KI0YYICEr67PTq+3Ldm4Q9QhPb075IXbGd2eqdz5gur/r73r3kR0GeXF++guWJfGvaL2fH7A8cJFVf9YsFgeoIFMw0sgr517ojei8lJePu/bMPhSqjgPp3OYhORNzCf9WD63KCmP4rHBSYBAX9dzguXrwogL6/KMCJHbPQvmtAzSS1kTwLaEijtNBGg0ktuNGE811z0mHGLwZD6nklaVnaZ0nbpgVlOtQgizmvLQ+mpXTwyoPSj9NFNSiSdK18ub1CCCjaANDDTQAnJAAL6TK2Dvk00vU5n16lW3dAuNWluwV6NWVUrS1pUTsCXZcxPeWd/Z5BUHVvn/SSN0yfJ/+XvWHGCbDFClDaBJSCSE8+apGJqsQQWxZQhZWuYOVb6eg+s36v9KpSifqB3r17Cy/57OYnaSSfrCA2NCmXIDaGX2a3yOKZ0GLKQhokEjDbkGx7FtwVKixP0sf647pcQ55pWZRHxteAaRHyi9vOtFjkVqst33yemN0C8lSCxnCrkU5y8q5p2/a2o/xSPpFB3MocOtREpNb6VNr1feMA5ZfdANnrp22MxFeIgIloXdNuxu/ziv2MlknaBiNGc4eF9WpB+OWnb9WRaY9sX9ZptV2mU1hb/MUzAg1wQoUEDxLCimDByRz7GWGGZT8gzi7ck49svfDOGfQJCIWfGAHWfqckLulzOydgTDxleymCsGPPS++ZJw8KAkY6UkHA35VWYiU6gy44aLZLJBhfHvxRtg3UIHulsghnlq96l7SJRuRnBF9uWdF6TODTzE4H6dByKy2FmRjrO/o+G6nP7YOfW5UiWI0jDDOkiSutKw3GI82Zuc0WRoheJjdQubORcavJfjDWoNdnhLZ0wvwQYabuSBPp4WG3I9Dflcd65e/CUxqx0G6BBlECPlKQX0yPtUKgEe7LM1oT85ffuR3INiRefrKvZNqQTfhofkqbCoJoOwLSwwZvTsVNpOGY+zrYL8lcbEYMVoCdkexMYsNCOxbLm4+CgWVlHsoPTSN6+9BOr75vBIExrNO8aK1InghkGi0qNSoTbW245Wl1Xs2HtHCrkF6o6huhz/w0gCK8mvhE0OmK9Cp+guEJ3/1V24fRMwLGCVBBwIIqg+wM4H0+EyjtWTirYVKLvW7d9+Ay41JGGlwIItfrFv4EPR7s3rUTy5ctw/4DB2RHhPiA9DcgMy10jQICJzpfFjhaEPAdaSBimxBAbtABh3hwOeFx0+3Tj7PnzmLFypX4Yf0PyMnJlbwN4GVA1sqEIz8ooae58wt4aQ1J3wdxjaaFYaRD2RtLYYLATrOxxKQAAALegIxeZMapUydw4sxZ0N5dDGzEOcpr9tuJRRgAMq9mIGlnEnbu3IGdu3Zg187dOHIsGd6AT6Lnbti0EatWrMLhA4dk5yog6L0GR0DrTWlVmsi/2xEEfJ9pCCoO8R1okOVz4kzKCYmtx3Xorl07sWv3bqScOweXWL1xpHOLIDhz5iwuXaYLchhewe8LIWDhFGq7UhrttN1MEPB9QxNHdoK4OBEO5iAn6xz27tkuEZk5M+PU+NDRI8hzEToNuHjxAlYsX4nNm7fC4yYQK+CiVWvAgL/6vBTAkZkR6dHDblmodOqV5WC74yhPc3YeeY4cHDy4H5m5WWLz4RWMSgoC46gXFsHlh8/jxpYtW2RdfzH1knzr5WyQHqoIiw5k5YrVuHTJYFJ4aFDGQURAeensRx64xJqXNPD43QSBvcAstL1RaaUYO3oW0g9ujYwYOQwfN2+C1199CTH1auH4tctw01gnz4FRgwehwgdl0LxZU1SqWhXzFi2GJxwWIxSm83MEASHEo2cESpMjkAMXcRR9LsCXi20b16E6NfO164m2vXOXnsjMyhPb7S1bN6JduzaikX7xhb9j8ZLlsvNrHFIM0KbxPy84K2JePAoTBHZe8V6MpywnqsxrV/HNl/1Q8rFH0aFHD+QKaGUQNB0mKEmI4K/0PHR70LVDZ9xT5C4UK3ovihe/D3cWKYIWsfE4d/kqxiSORvOWzdCgbj08W/ppzJg+ywg3GtboVJn3Vr5al6T5dgRBZEpuzMA57p84vA/vv/MGihQpgqJFi6JY0WK45777MGmGgdnyug0M/p6kPXj5ldcwYeIU4RE9S2lEZEY0M7iYkd0sF+y03UgQ8B3lK30VfGJwxZiRmejfrxOK3vMXFL2vKIrfXxx3FvkLatapiRxnLo4nH0GTZo3QuElTvF/mQ3zWuy8yHU7QCc5HhyG6rQuYTUGTbCE8ysRY6dQreauCgPYAm7asR41qH6FUqRL4aftOmdC5id7FziunEwj74HHmSlj7BvW5a1PN2KHsP2jm0mEvFi2cg0qVq6BO7YZo1aodDh1NFlsNFwUFPTgtYaDIzHZB8IvtCG42I2CBeWgl6KjI/5k5GcHpICUTEWw2bvoB8xfMgcfjxq5tG3H3A0WRMG+upPHT6tV4svj9WDr/W/k/Yfx4lKlUCcnnzwsDuI4UKzOZwnIqHlmKyAcWHbznjCBaEGgj4dUTyIObTkXhADIvpaDC+2+iUZOmghJz6vRZvPFuecyYuxi5jjxMnzlRQoyxLI0bNUe5cpWR5XCakVqmu+zwkaWB0sV8eKggoKaZB3/Xdwx/uPzxC24DG0tW2mVMGjUcz5Z8As07xCIjGICboyatLn1uBDl7QgjJRw+iZdNmSBw1AnNmTsO0qeNQvlp59B05BnuOn8L4KRNw5Voq3G4n+vfrh0cefRSbt24TCy3OrtiheJIGpUcIjHJDttOr7/Gqywt2ElrvcUqzeM4MxLZqgSmTJ2L6jOkYPmwk3njrLWzaQTwHHiHZy69dp7aAgEyaPF1+FWtDel/qWteml7Hnz5dvJQhYHhl8BIougHNnk9GhbXMM+2YQZs2YhZkzZsnWcY+ePcVOonHjhuj9eS9Zem3fvgkP/vUB9B38tXQsAtXSo0/0HJbZrvJACL+FIOC7Qo+EX/dh9+4taNeiAR5+4AGs2rBdBhRX2AtP2GP5t3CG4sOcmRNR5aNyOHb0IByOXNSrVxsvvPw6chxunDy+H6/8/TlxRnO5POje/VPUqFUXl9PSxRqTFrM0RxasRPH8Nf2Q9HJG8LsLAsMgNnLT0I2JJhGF/Ahw9PU7kJV9TUBAuFSYPnk82sTFYf9p44q8beMPKPVAMSQMHSI8HjF2LNp27YbUzEz46RNuKQppmmy3kGO+euj9rQQBpaaHU9mQHznp51G9clm8V6YMMnJycPBYMmo0+hjrtuyAJ+BFVvYVST75xHF07BCPmTPnwekLwC3KG7Nu/HmCgB3PnOQD4dwMTr2BUBPLS58TTevUQON27ZAeDILYNERNptkpTYeDPjfSLqfi0oVULTrOnzmOth3aYMPefcj2BYR2Tjd57N61HSVLlcCK1Wvkfwoe02FMp9E608Ts3of2jmjqOCKAZbTzehHyexBw5eLCqWTkZRv9EdNavHQZOnfrgiwLCs7tcmDGjGmIj++EYvcXx9jxkyRLAzzDaa1l4x+1Htd8+fLtCQKWzygKr12+igtnIrtH6elp6BTfGTt37cLhwwdQ+smSWLXKuEaHkY0mLWrj/UpVkeXxGRg1unYTpSh/YDPtW3l1s6UB6RY+S4BTY427Y8MqPPnEE1j503ZJPy/sgTtM5SGVm26Eg1lo2bwWmjeplw8E+8PaVXjwoUexY+cBDBn4Fd54/U1cTjeYGZs3bkbpJ5/Ciu/WivAifgd1SgZezVirkgYev0oQ0CJJDYpujWJsZgDGJdeMfpRM9KzjmkXWvqeT0bZtS/zxD/8XPT/9TIhnRw+H3Jg1KREl/voQYqrXxMChI3EhPUP8wl1cq5Gpog2lqSzPSIPUSuFvPG4lCEgTGU/piXAOThzbi7fffQfPv/wK2nbqjLVbd4KuUURNCgRyBQK7dOmSeLL0UzhxMkVmKAJrLmjKDMwREYCkgZ2HJw/OCOxOR0YIUJixkqis4pSfPgsceYhv74Un9yrqV6uAj9sRvDSMPKIWk2baoNMO3u8j7I2kbxB2fEgYNhgfN2sKNxuUmBlT72BmD/Rsa9ykEdIysmT9S70L/T8MJFhk+i0J/gw8AjYweo1yGs7TaE/YmQPIyc5GncaNkTDObK0Rs2Dq9CkYlTAK27Zuw6OPP44x4ydIloQEEw9EASfxm1gCtvrVuubLNxME+p5xFjL6giAX/CEqtrlO9mPmrImoU7cOXO5cHDq8Aw8/cB8mWjTyxb5fdserZSriXHq26ILoD+EmlDn9BQR63syglFd2QcDflAZ7OxCnsiDrwosNK7/Fk48/jpU/7RDkqRzCvFMwU9tHBV8wHU0bV0PZ99+Ey2k6+5FDe/Fk6WexZOl36NE5HpWrxuBKrtE5HNq7D6++8CKmzp4tbTZP/DyIwmXaIIF8/gmCwEggA9RhCQJpvGbbi5Vx9epFrFu3Gj26xeLee+7FxImz85XfB/fvRJ1aMTJavPZWGRxKPiWV4eJ6TbT0BsWIjcrOcK0U/sbjVoKAFUM3U4FGC2XBkXsVAwb2x5NPPYUi9xbF8InTYMC3qdzKQlLSNsyYMRXPPf8cKlWrjnOXr0mH4u6BINdYEXqUppsKAs5oGJJL4iFQu82ZCXdMKAhYLg88uVfQoFp5tPokHrkBIt1REFgOO/SYpBIo4BS8fHa+q9fOoVGDeli5YpWU3x+m05RpKETO7dGrK3ZbSxOnPwjCY9EjkFBdRhgUbNzRvgZaLvuVZWQDYwehMGPIMK5JdQdm9aoVqNW0Ec5e4mgcxrGj+zFk5DAx6z508BAeeOhBTJ05Q+h1hIm4ZCL4UKkmUORROiet29sXBJwSkzYKKuOwk5l1Ga3bNMXMmXMkX7f7Klo2r43HHnkIUyZOwPLFC/HM008hpl5zOPychRmPTs4eWU7jXVuQV7clCKj/EPRpHzaumovSTzyKFT9tE0GQF/TAQ2WkJ4iwhzs9LixbPgcPP3Q/PmnxMdauWYXY9i1xT9HiOHg4GV27dECFmKo4n2NmGIf2JOH1F17AtLmzwV+yBUeBAVo4IJmdhN9MEKgB0Y1mBNrwZe9WcNw5JaIU5rSXo2pI9j65TBDxLNXgRNVqVVCjViP579DBJFSoWAbr1q3B6ZTTqFi5EspVqYYzVwy4JRsKp2iEMzP5RJSTkkCUjqCw7UOZ3sm+PBswfc5dcOZdRHxcM3zaq5usGYcnJOKhkqUxa8lSK1kz8vKfBQuX4OHHSuLHzdvlGRVKBE/hlDa6k9xoRiC0W1tFbBw85bdAWLTLnB66sy+hXqUyaNE6FjneILyg5yN161yEhOAJU0eRC683Dwh78NMPq9CkaVNcvHRFFJwMh8ZthauXUjF65Chs3WZsy4mWm+vzw0W9A0dyqwNz50I7GgvGpYE95Jm9bPZ7IwxCCEmjI089AtLp9+dh4ICv0HfQQOGT25GJuHatEFOzOgYOGIiPGzfFnXf8WdarG3bsEHwHURhyLc2tT+6jR63Jlb4bCQLSorSpx6V469GrNETg0AA2b9mIFq1aIeXUeaELcOLKpSPo/WlX9OzaHQ1q1cd//9f/YNo8E2DVLR6JJgiKaeNmtqe0MBG7IND89cr2ZnjEWTGHliA2LJ+JJx8tjqXrt8nSwOV3CH4C05KIT7Kud2PevGlo17YFPuvRFffdey+qVasjHpFxnVrirbLv4mKmgYPfsW0L/vZUSSxYtkRmz7mBMNyBMDgTMoLALE+Y/u++NDBMYsdkwbnWoY89Z690Mea0kQ3Eg9SL50DABT2aNPkYXbp9If+OHTsCxYvfhUMHd8v/m7dtQskXXsTm3UbJxiAaIggsBYhZfkT0A/xIK6iwGYEZvUzFsIK4FcOp4unkJJR+ojg++7SHkoXy1Wog/tNPhfazp49ZeHPA6u++x1vvlcX+I8fNFJvad46MtkaojUBpuV5ZyH1es2/s9xODgNs83BYy02yEPIA3G81qV0F8F0MTNyn53uVLF3D+4kXRF3hk9PUh5HWhV9fOGDEqAV6hx5Tr6qXT6PNpL0wYOxGpFy5j/YYt+HbxEqTl5MjsiksD4j/QkIa8UXrJBLuOQPlqL5f9Pn8ZSFsAum6HPTh6NAnNmjXFNqvunI5MrFqxDIljEzFpwkR81q077ivyv2jcqBH2Hz0CtywNOMPgHiqnyQZg1d65lb7CBAFptL9rjNc4IyDKlRPBMCNqOfDVgH4YOHgIfNymFTAV05n4/fEjR9G0QWN89WV/ODw0ODOu0xx4CtsV4jc8biYISDN56+OWqYV4lbRpNZ4t/Tg27j0kM2F/0AG3Ix0pKaeRnp0rbclKGl6PCyOGDUHNmJpIPmwQv+fNGYeHHy6OnbsMklZiYgJeef1lHDlxXASBQ2YEnF1ykLKWgP8oHUFEEFAYGCHg84YEWISNjXH6fH4HunXrjJIlS+HLfv3Rp09v9OrVGykpF8RJOflEEip8+CY++vBdjB41BI2bN0H3vv2QkUdVGQtlsP0I50z8Q5On0RMo47Sx3EgQsFJ4UunmoaKOWzWuDPTv2wvPPvMUPu3VGz169kaNeg1w6PgxHNyfhCce/SsaNawv1mOxcR2xaNkK6XBeP5F5ItBp9s6h96QrWhBwlqQwbl6v2zQSjs4M8BEKwuHIwMypiSjxcDE8/9yLEtCC3+TlZiKmWmU89PCjWPPDepkdcCWUknwSNatWx4aNW4UN3A3ZsmkNyr33mmjm777rHhQrWhz/86e/YPCQYWJ5SLsMItoYO4nIzoHy8ecKAnY8o0wz++FTpo1Fs4+bITM3D34GZ5H1saYO7N6+HXffeScmjDM6AmIt0rDIRAjWWIOqFKaQMidTuB1BYN43FgqBkINB1pBy5gjq1KuFZStXCiGERcvLy8CcOTPQo1sXVP2oEkaPGiWIWpx5uQiuQhsACyNDZ032umVCNxME2i8EMDbgxYmjhxDbqgn+54//hRZxHXEs5bQsm1YvX4D7ixVD3YZNkJOTh7179mDwgIFoUL8eWrRoiSOHj1o0u+Bxp+PTXl1RtWoM+vTti2o1Y7Bi9QppD9zSJqgtBwSvl1gQRNEybZ4J/OoZwe1iFhqpTMUft5coCU0DoRAIhj3YtWs7Bg/+Gp/37oNx4xKQm2c0zF6JiZeHi6knMWbUcPTq1R0zZs0Sycwxn9tdylS9aoXwqofeFyYI+IzfssESEMIjFo3UqhtjmGXLlqBXz0/R/6uvcei4gYvKzUqXtWPfL3qjb9++2G6BiwR83H5jhzbLE1PuiPJSaSNd1wsCjlTmNJ2HSjvCc3HSH0Bm5kVMnjRKoLUHDxqI2bNnweN1CVwZtduxHeIxzVrjckhJPXcem9dvRG62EwEE4Qq58NP6lRg6qB/GJCQgYfRojBg+ApMmT8KFi6nGBsHnlwjJZvpteKu8I83ROgI7f7Vs9ivLITMLKjT9DuzaswVJ+/fBGQzBIyOvW7Y/fQxrFg4h9cJZzJg2BUcPHxUdCw2zKOjZbsTYgUsVMTViZ9bTGMX8PEFgAoswruSFCyexfsN6XEvPkG1o7tfn5KUjcdxY9OzeA3t2mZmoWI7atlbN4BExGNNyK0/sgoC/6XP7lXokAmvs37UL3wwciOEjR6Lf4EHYf4SGXm6cPnEAI0eORJuO8Th1+gx2btuOHl26YtqUqfBI0BNaYHrhCxAF3APGtRg/fgK69+yBDdsM9D5neDTuEvNyy0Sdguw3VRbeTBCwwNo5tUNQD8AKl9FXbOOprDHKK2WgudL80aCxEI6LSiX7wXZBu2rCXxnIcKvjWVuUymz9hv/zuKUgCHpkzc01smjWwwXNcZkGlzIGuEJTN1ex7iKEGfH1rC1NLbfSo1d+cb0gMNNwvqMzFMJzMYgolYAGPss0es1Z1t4BJ3bs2IQZs+fgmKDZcuYl2y3yWlimhH7ZkxazQ/24wJWmyRHbe3Yq0qD066u/RBDIVihDuws0PBWigDNAQUAUIo/seogpLLc/bVGB1cRYaMgXBBGFqipWeeVxe4KAQpl8ZpwNzlIYL4FaeyrPyAPqmdygUtV+GN8XRkkyPKLhFelS/mi98qrHrQQBvxUDLq8/unnL1nrQn4OstAtYvHgxFq1cJfgYmjavbsK8CRIRBUGugfqzEL/5nBuDjqAB9xWbDppDs23SJJ9KbInj8RtvH6qvAQEYeEQzidMnTmPNNMpM50yFUDCYtbEAS4aMCahomwNkNNMye7Vm24PKDm5/mbQ0n8IqxF4peq+CQOHM7d/znltuAbXtpsaeJ6f6npCY53oZ94Bm0ezwss1machFKHHqakZ/e7r2RqL35JEKAo1rwI6nz/V7ziwI6SXTUAvbn+jKFJJcRnDt7XLnYPLUsZgyfbIYvzDOHde5jJzLaS4VY7LsEBRpassthxra31um1YXNrJQG5R1ppmWhQpXxf6X3xtdI/UpwEe6LM2o0fQmoOwCjRFIA0P6dHSOMgMCB+QQpSgPXULAaozEKAjMTYEemYKOimflzJnYjzEJtkxE62ZFN0B0GBfGHXCZqkYAF0ZKRCMUWTBo7G0dS2h9YnZ91xdkOT/4WSbdwQWB/rvdijMRdAbYlYjFa+J1SX9xyDftx7NghfPnVl9h/0II4ZzujnwOD29Afgb4DEkKdW5gGi5G+CIRz47KKaJvkGNsl+5H0P2uGRbpJPw8uDbiV/Yu8D+12BIUJAhZYGUellxi9yH642Ss3ihYjoVmZalNNKS2VJMSbAsiIIYhSHO0o1QpuJUVXhjJbSmk1WN5HCwIyQkc+psERySDTsmEaQRBip+NOAqdg1DTTnFenVvyGugXBvWO5fltBIJXF3QdLWEplW2s7iR3pd+fv04e58Ui6pIF7EA47BYXZCA02Nj3ZeK+nU+sq+soy6XEjQRD9jfmfgs103EjdGih67qgYhyLGpCA9FOwq+Fnn7ODG2UigwvKNxsxoLiO6BcnGb0njLxIE9I6kEAi5QQEqTlscKcUD1Yz+FEBcoomZsyUI7OXVOter8so+I9BnemWbkXbHMGR+owNh+sxHbAtoBSg2Cma2w98pjGRGIriUBvSXwsMIAg6OBPO1hL5lf+Hl0ooBeEg/HZME+t+EB2QZfhdBQPBSwi2xsNq5eOWWjYkyQ2s59XxixauEpaQyDZiNWGcKJFQZ5gta4JEEjhSGcLRjwzYM1au9gnivjOc9DxUEyclG06oSXb8XwySOqDJ6Wmt2mX2wwbARaxlIb8G8mYbmn5+e7Td9prRwRvDRRx/lg0EoLSqc8tMQAUV9gaGHXoZ8xvd40rWX2mev16wDObqycQfDeflh0EQpZekfjB4iQrvSZdIys4X8vG30k392QaDf8Wp/P3JvZnocuSlcjXkreWgBmpJ/su1r8VnKpYMHy2t0JGzEmqYMAtJujAKVbYXPSAOXqdEzAqXR3ibNb/zOCEYJZiPbtaajcbrO0Z/LAfJEnYpIj/Jc89T07VcVBPQ+HD58uPzL5/ZvtDy80rOWeZjdGlOnRDeWLU5GDCdMvsd4ZspsWPhkdCdmgOWsT2d6Vv1ZPBb+WnmrICD/RT/wewoC9T7UDqhXsyTQjsmrnmZk0veM7iT6N451hfxWiIVZJB3zvlYKf+ehgkCXBtHv2/83W02U0mzEDMDJuACWcogrXUOsuVoZ2b+/2T1f53SMcGW6NNDGJI3PJsSuS8dwQ3LkMwpaUVBa+8PCa3gRprkRlznWKCb0RvGRz+zpa2O1/6b3zPB27QjMN0zbWgbS58KMTQXy07R5JX03rP9C6tpiuaTHeyo4KQhmz54tj+xl4w/2vHivfKFg5JKQnQyCUGzFU7AEjP07/caetv057/WwC4Lo/KP/t9PD+lNBwTKpvkZ/s+fBe7YXXqNPbZ/Rv+f/zz05a4BUIN3fZGmgMwISTOJ5siBaGPt99HN9Ju96CcDA01gd6vcMSqrv0Qdf3Fyt9KkM0WeFXZkfD8JFEaFIvQ+j32WHipwsA4OhcrQlPDjjHBhwCp+MvqRBT47GpsxaNr3a8+Bv/J+VQWFEByiFh+Lv+o39Gvk+kr7wx/Y+g8QI3YwOxO0t4uWLjQbpt74TzTH5VLBe9PmN8udzPmOjoSBQHQHrOULbzflv3uPshef17xqeGzpvVZf6vY7O/Jb3NG5j55s5c6bUtb6n10g5zc4O+US+0Z9fRn+mQ/4RoIYnbQZsbVjSUV4WctV8yBfyirBuOiPQZ3q9Ll1u51lpMn+Tl1/iQLDN8SS95h3TRvPf4XdWnbIces/+o2lG56e/M00ehNan09H27cYg7mcBk0TrCCiNicPXsWNHxMbGIi4uTq68v52T7+s3HWLj0ItREUwAACAASURBVDGug5wd4jrkp9ehg7mX9NrHIo5nbCz4e8cOHeXK+wLvWbR07twZDRs2BAEuiXbL/+153ohGeYd5xHVAh9iO6BAbj7j2nRAbF2s748x9bPv8ssbFkQeFl71Tp04gBv/jjz8uNHXp0uU6mpUelsXQGUkrLjbCKy1Dh7hOiIuLR2z7joglfTxjOwoNcXHtEduhE2KFR6Zu9DvNh/XGk7/rb3rlb3z28ssvCzgoeSc8t77Rb/VqaGZdsS0wzU7o2DEeHTuSRkO7ptmBebaPRXuLn53iOoK/xdroiP5G8+GVeSmPnn76aQGmjY9nXtHlYd20Q2x70sX6amfK2bEjWB9dOnRCR7ajeENjLNtWXFx+OTUPO0/4XP/XK39jegQufffdd9GtW7d8GpVWvivpSbuKQ2zHDqYdk64OcVJ+KRvbXPtYSH8gbVZ58/mhfYv1E2v1DSt/vqs03ezKumzcuDFef/11wdfgIPWrBAE7F0fcpUuXYuHChVi0aFGBK3/T3/lMn5vfFmDRQp6R7xYuXGDe53cLzO/2byS9RQuxcBGfLZZtFtlqsdLWPPRKABHuyRLlduzYsViyZAkWLFhQgA7muWjhfDmFroWkk3STFt4vwcKFS7Bo4WLrd1Mm0mBO8z6/WbyYp+GB0Gor27JlyzBhwgTpWISzInikvWxKs/727fz58lx/X7hokdDO8uafi0jXEixcsBgLF5pzgVxNmRYuXopFS5YKXQsWzJfvF7C8Fr80Hf0/+kp+EZCzbt26WLFiRSRfOw22+0WLI3QsXrwEixczb/Iv0g7y8+RvFg+XLFoM+dZqP1IPWqe29PVbXkkb3yM6NYUA69r+XPNcuHC+1CPrcuEi8nQhFlj5LGYbW7wIi5csxmK2p0Wkn/xhPbK+I+2Z96xbnnY+Ka2sX9JCYc/BUWmxvytlZPtj21pk2v5i5sE0SQP5x/8XLBBaluSXXdvkQiyScrAMC7GE98LbBfn02vOL8MDexxYKr8aNGydAugRH/VWCgKhChEUm3v0vOyJrq1/2/e19RSUhkW5TUyNuurf3ZWFv/TqaL126JMjP/27gpV999VVhzPiX+I2AoRTut3f8uvq7VR7t2rVDYmIkxPqt3v9nPr9y5YosU38THQFHCu4aqFKD6xBVfOlv0VezzvMg4M9F0JeHnIw0nDx+EsdPJOPsxTMCyuGnrT3jHIqhThhXrlxDemau+P27GETVCoMlWy+27R3mxXWUrofIaFUWUiBQ8uk6M/8q2lpGRHYjJF5hYWRkXMG2Hduwa/8B5Hi9st/M/XviA7hys0HnDtqj8+D+OA1lfOIwZDAFSAfXjDyZD+nhoXYEqiPgs+v4I+CdXAPS7t84OWWkXcPFy9ckFh8hs7hGps7A7IvTXdmPPEcWTp46jhOnTuDkqWScOHkcZ1NTkesya0LiADBK8p6kJDhd3Gqksk13IcwanrQovbySXzfaNdDy8aplECwFulOLuzk9Kd3Iy0nH6ROnceL4SZw9ew4OZ55EFKahGencsHEjTiSfAO1iJJS3pTgTzb3NSMueH+9JG9e7hYGXRvjP3QACffjhI5BqwDgc5eZkY+fOXdi1Zw8ynUSfgsS1DHOt7nHi7JkTAkBz8tRpXE3PhJd1qPBqFhgrt2OZD+uWVx727cMIDaYd8H/y1ICRGuMlblOfPZuCdGc28gJeSNsWl3gDSsoQe2JYE/YJXsKWLVuQkWHckT10xBKoMuDUyWQJ5KM2PVqHSpvkS3Bg0SWZNqU7WL9aEHBGoILA3sHYEaMrTf8XM1zu0YpvvBuOnKtoUr827vrfu3Dn/xZBXLcucHhMME+/oO8AW7duxTvvvI8lDOVNCzVGHpYtKMvt16Y9zWe2VWhWjgoCVRaSFjKG70pl0ehJXFRZOW4cObITdevFoFLVj1C+ajX07PslHC5aogWRlXkVXbt2QLVKFVGzWgyWLV0u1lyugBc+2Zdm5zRCgDxRvpAnPMh8GnGoIGD+fEf5Y+7ZYIxdRU5WOsaNGYWXXngevXr3BV2wxVVdeGjKQS09t5I+//wz3HX3XSha9D4UK3of7rnvHnzctiNcbi9OnjyCuk3qoXzlCqhQ6SP06t0HuQ4asBQUjEqH8oY0230N+Jzf2Gnmb/q+MWLiNq9HYLb8nix079QG9997L4oUuQuNm7dEnpMQXEGsWDQf5StWQM3atVG5fEXMmPOtAZ2xrFDFUEt8VSLbhUqf0sGGbhcErFc9DU2sZ4ZEJ9CnGwjl4kLKUbRu9TE+qlwJ1WrVQtsunXA1Ix1h4joghJ/WrUWpEk/gzjv/ghKlSmH52rUiKLxiHs2BjhGzDR941c5GXlFnNmzYMKlr5ZNelXaJFB3248DuHWjdtAGef+E5bNqzR0ymXHT8EkBcxmU0Ng60LZg4fjjq1q2GSpUqon79hjh15oLkQeOqDT9+h2rVqqJaTIzozM6nmmfEM2S7Ix94VWGgbfHMmTO/HKHIriyMFgTMkIUt0Mlso7VhhGnk9J8nMMOCeVPQtGFNTJw0FsNHj8SmpD1iHeUVQRHAlcvnUbHih/iP//wPLFpqXIGdlO42wxNlNK+RBmkKT24x0MTNoMpoOiwebkEvMtLOoPJH76BuvarIyc3G4RMn8OYH5fJ95fv17oGKFcsiMyMd69euxWuvvYFFK1eLIxSx5mTvPN+a0nQYrQjSooJA4czJEx7aSMw97SbM7CPz2iV83f8LPP7gA2gb1xF59CKT9639dgHYAI4nH0bNmtXweZ/PMGr4MIwaPhxlPiiPPv2Hwutxolb1CqgU85GEHjt26iTer1ARE6YZ/3/lmdJgv5KeGwkCO98j95bxD70m4ce61QvQsnFNjEtIwIjRY7Bu8zYpb/KBXSj18AMYNmKE2MPPmzkb75WtgH3HjK2HIPSKeazN+zDKlJx5slEXJgi0Lcq2Kl22/T6EvS648y6hRcPqKFvmXVxNS8OZi5dQpkolfDPSxCtMTzuDTrFt0L1LD0ycMBmTp0zDubQ02Zg1OIrcjzdGOipwtLORnlsJAjpS+cSC0YOtP32HRtUr4KGHHsCazTulXglMSyMjetYa5OIQFn07G5UrfIj9+/ZIyLsqVSvgzXfLwuHy4sLZ43jjlZcwfuJkWaJT2dmgcSOpZ+alNCo/KLT4G4/f1LLQHg050hgio4y9UZl7dlCXIMpmZ6Xi/XdeQbH77kLC2NHIchpwhTxKXgTgcmRiysQENG5cF0XvvxfzFy+UAhhBwKClxlrKnq/9nvnxuJkgoMFImLbZPjMCZ1w7izLvvoIqVSrIzv3p8xdRqWY9fL/+R6ScOo6nnngEM60O5M/LQrUqMWjcsgN8nGazgVhGNNIAo2YqpOV2BQGBSSWcN0FLfHloXKc6mrVpg0xfQPzWaYQVkFkRK9aDcxdO41TKMRnRmM/lCxcR36kHduzeD6cjCx+VfRPlyr0vBjtnL19CTIMGWLTKAi7hDM7mMGWvM6b1cwSB7If7PaD7tCvvCurUrIj/LfJnDOjfH1cyjCk60zywYz0evu9OfP31YP4rCq9a9Rog+cw5mWHRWtJYk9IJjKM86zoyG9F6jhYEpJ3PtAysXy5PiGuAoBdu52U0qFURr7/2d+Q5HbiSk4NqTRpjqhUgZcXCabjjD/8/KpSviG3bjeMRF1Z5RI+mpR87Kv0jrEFPhSjz5BEtCMRCku1AZjbGipDQ5bRW5exj908r8beSJbD0x20CukNwG1o4+il6aG0bzETrFk3QvOEnhNSUY82a+bjvwYew58BhDB/cH6++8jIuXM2QZxt/3IBSJUvjux9/lP9VEPBKGpVePvxVgqAw8FJdlygztCKYKe/1f1YOLeWIFkx7/sOHduOrvr1Qt3Z1cZF9+oWXcORkijQEMmP61AmYMHYUlq9YguLF78e3C1UQBOCDn175hTYOzZNXHro0UIMirUQ+5z1tBTil5ZQPITf27dmE5597GuU+rIBun32FFWs3SDpr1y7D4489gZ/W75D/Q44raNeqJarWaY4MF339uMY1vu3RgoBl50FBwL3bwsBLI3TT845WdD6DYpuXhnrVKqBZ27ZI8wcFgorWjhQ6tI/3Bjxw0/efxjthroG9mDh2HOrXbQ63jzb6ARw9sAtvvfYyypT9AN0+74PF330nIxAtzvIxC2lYYzlPKe9IM3UECkxi/z1Cb6TjUaBwnY2wFymnkjDgy55o0rAe/us//xOPlSiNLXuM/Tyx+ObPHItHH34QTZo2R+9+fbH/8BED4EmnK1luBBDyUyCapSZr054nadOlQXRcA75HnhvzWtPewqL/ycHxI7tQ5r038eZbb6DzZ59j2pJlAkcf8LqxaMYkdO0Qi7/9rbS0ye5f9EVegF6cdJgir9h+KTgjOiA7T1q1sFkWkvOWCTFNlom6TV8DCV0uMyY3tq6cg7899hiWWJiFgiFBs/YQcagcCPivoVG9mqhQphL8biMJTh7dhSefeQaLVq7Bp507omLVyrjkNE5UyfuP4pUXXsWkmbONYLFsFXTWQp4ovb+5ILBbFrJy7JXFjHmKJLIqN+D1CPquR3DkuYZzYd7cWXjg/qLg3jfDkJ9IPoDRI76BIzcX69f/hGLFHsTyVWuZPJxUzHHkFXgvdpqCedrz5/s3EgTSUCxzXfric1YASuqQG98MHoB77i2KO+4qigXLl0u+P/y0FI+UeBrf/7hL/g85L6BjmxaoVKsZruYRNwjiPhui4xQ7hG1GwLx43JYgsLzEaPLM6TUxC+tV/RBN27bBNREE1BO4RSFHgckpq4fOJhKYxY3MrHNo1Kgh5n+7XNa2gTBBML1IGDkURe8vhr/cfS+mz5svz+jtZ5RgRAKyPO1stJNmCoI+ffoI/dqI+E90+UTABkIIe4MI+53wutNEKNHN7rtlS/D4oyVQq2FzOL0cDd3IuHoKLRo1wB133IEX33gNh5OTRQfkCIVF+cpOzNkabenJv58rCEgP65Wm1yEuDxjXIERXdycmjx+FB4rfj/+58x6MnDxdkKUYVMflMrPSi+fP4pOPm6HYffdi5U8bpVO56UrP5YrNC1HoslkWRguCfJdqmyCgMKECky7EW1fNwjOPP4IlGwxCkY/WjiEvvEEHvH7OoNyYOW08it97jwDLJO3aga96dUXR+x9A0sGj6NUpDhVrVMV5j1E+Hk86gleeexUTZ80RpCc1U7YLAm2L/3BBwGmJCAJWDB11aM1FwqkRDxL62hRicP8v0KxxDVxOTUbnDq0R26Y1Zk6fiVYtW+OOPxVB6zZxOHj0hEzRKAg4IorZcpQgkBZrNVTeRwsCbcBkiEyd/B54BR3IC68zE/16d0b3rl1wIfUiun/+GR4q9Vds2LoGSfs24aFHHsfq7wwcd9B1ES2aNkLV+s2RxfBi+YLAYDBoPnolLTcTBEq3mN2yM6ogyL6CxjEV0bxtK1zz+OAOU4NNTbdRQHoCIRDQ1UtBFnZh+47v0aBZA5w8b7ZLqbDr368nOnXpiNSLqejbrw8eebwEFq5YLZ1LprusI3/ABEyxCTDSZBcE2oj4u5aLV/4udUylKJcaRDryso4JTWU06pPGT8RHlSohIysN19LPo07Nypg3czpOJB/FhxXL4J3yZXHiwgXB7nNTyWUt26jIZfq/SBBIOhQEXPo5EQxkYdTwL/FJy8Y4f+4chg9PwEOPlMD0OQY2n+Ka5eCRcekcPir3PsZMm25Ac9l+ZWAzs1x7+eUD7hpEzQgKCALOuGR54YM/bFAwN638Fk8/8RiWbNgs5faFqWeiMKLzG5etRKrOQ+Lor1GzemXEx7bH/ffcjXIVqoJgOJ3atcJ7Fd7FRUuAHdy6F888/QJmLF0qNKsik2UiD7WeSO8/RRCww3GNJ7b8DOXl9SMvJwd0r9Xj60H9MWniaGRnXcGsGVMwsH8/DB3yDZo0bow//ekONGveEvsPH5XK4JQ4KFPhgiMvK0cPvVdBoLsGKpTIFNJFiDCvjKZBnDq2F0+VeBB9+5oRkGmVqVgW3Xt1QU5OGl55+SV07WbiAF67moLX334bnw0cYhQ99PiiEtPy8tOGYmf+zQSBVhRnE7SBpwOKYAl4nWhaswradeog+gFfmDRnIyMjFdeuXRWYNNFRUM/hd+DzLzpj0IiBgmDM0fjimaN47tmS6Nyzq7IGMdVroWPn7vK/TJ8tQSB+679CENBxJsxwZ34PHDk58DPkjnWMHDkUgwcNEuG9fMVS3Hv3ndi8Yb08PXB4J55++RksWLVSOjwFAZdXRPIleCl5Sf4oT7Vub740MLoq8WwVrAEv0q6l4I1Xn0Grls2ULDRq3ALNW7YRk2MXdzSs49jh/Wjf9hPsPnRE+E6cTAGMEV8K0hI59ZtoQSDei+QnsRWspYEZdIztza71q/FsqRLYsGefzIa8jLHhScOlK+fgdHImR2Fvtp6p9J0+bSoqV6mCrbsNNNnMqRPw6GMPYteB/ULC5MRJeP7l17Dn+HHhoyxF1CTf2lFRQfebCYJbg5dGJJBKJF65B07GjBs7Fu3afoK5c+dg6NBh6NevHy6kRjDnlbkrVizDnXf+GUuXLpafjNstBUtEBxHdQPiiNpbCBIF2OiMILPjtsBe52ZfQtUs7vPLq3zE6IUHQY2rVqYv1GzZK3mtWLsLb77yFUQnD0b5TezRt0w4pl9PgDVm+9lQYWu60SlNhgsDudKTvKY/YMcWGIMSpag5WLl2AZ0s+jtffeBs/bNwunnxOx2W0/LguXnzhRWzYul0qnZ3+3JmTqF7rI3y/4Xuhl1NrT14GevaMx0uvvoSRo4dj1KhRqFWzLtZ9/5O8w+lz/tTRptdR/t32jEDW5FSksTOFxHruk9ZtMWvWHAwbNRi9Pu+OEydPSp4UiBU+LIOYKhUxc+ZkdO7WDs1aN8KJs2ekQ9ArT/QsUYLALgyY0M0EAZ+L8lK8R+nZ54bHk4WB/T/Hiy8+jyFDhmPc2ImoXr0Olq9cI/YwHeLaYdjQrzF71kz07NkD387/Fl7iQxA5W7xhObvlTJTCKXKyvDxa2b0PJWRbKIJsTUUg27+fsxM3LqScRO/OHfDnP/4B3Xt/gfOXL3MowboflqD00yXRpm0cuEt37OghzJg6EXGxbVGnbm1s2bnD4lEIzrxstGv1MRo1aICxieNQrUYtTJo9W3Y5OGNgm2Ldav3yf548frUgUKeFdevWwR77UBuOdjJ7pfGZIYZbL2RkEBs2rkfHTnGIj++IIUOGgFZ3PJRo7o2zcR86dAiDBg3EoUMHpXOTmdFpy4dRf5SeaEGg3/IqgsDrhJ9oQIJumwunMx0TJ41H+/bt0aN7j3ynDAKjcIResWoZ2rb7BAMGDcDljExREnJ6zlgLZmuIKDjXCymSpzMCFQSkUU+tJAoCbp9yKzIrKw2JCSPRs1sXxHfuhknT50i4M7frCmZMT0TduvUxefos43QWDOLcmVNYvHwhLmdcM9BpXpessxnhaNqMyWgf2xbdu3fHZgt5meXXk/krb0gT73lw1+BWykKmYXYeCOjhFOCQAwf3omfPnmJD//lXnyM5xQgBLkWM0EpG/36fI65DWwwZNgBnL5gYEZzdBCV/s6OjMwLlk/1KQUBNfWHKQtIugoBxBLkTxd0M+GQ7dc6cOeID0b17D6xb94OU0+txY9zYMegQFys+KUuXLjMz2CAk7qHYwIiAogBQyDRzNdhA4QIGRUzUTivvTR17RZm6c/MmfNa9G3r27I5uPXth/4FDshw8dGAbuvWMR+NmzZFy9hy2bN6M2HZtMXTIEFy5elWEvssfFCcp1lFOZhq+Htgfbdu1x/I1q82uCwcm206QnQ6t199MENzOjEAJYOZkpPhSBzkVd4i7LCUpXX7ZMHio5VNEGBj8AmUqf5dGV8g0URKw/WHePG4lCGiwQUBVfzAHPn8mwqJmYSWajsA06HnIyL1EACLNjDDLg1t4Hj9jEWq8PrP180sEAXkk5RMFICPUMBAMR4/I9JrGRDRI8fszcODANsyZNw/7Dh+RESLg5XqSMOcmLgBpDro9CDCytFDLP5E7E9TT8JM8Zd6kwV5n/MI+I1CeSkpRQozf0wPSF3DC69P6JewgN3pNVyHyEnELvbJ9ZuqdvFK63LQoJeo1R09iQsiMoCBdSh+vtyMIDDwZR3KWldp1w09yQssjvv2W0Rd/E1xBESSE3uduiqUDscBmw4poFabrN8thhJvdsjCaR0zXCAIqQAlCQvgQc/BKlKaw3yW2LGu+X44FS5fgaobZFtQXudRgZC0JbEPvS+phLP4xAK+gO3LmYs1gFNehsHr9VYLAblB0I0HAAkefJETASkSLy5DQBrpboh4JFDcbUSBfELCCtXHqVX8rTBBE56f/k823FATcG5ZgkS54fDkCBUYzUAol5mXyN2t2WswFAmYpQTNagllIhxLocAKO8lSglQgfWH4enBHYLQuVTl4Nj9hgCTvFDmV45PO5ZMuV0GVsqxzl3N50JI4ZjrGJ48US088pH92n3U7BtZMZijcAv4vKWWN5SKHCBs/GyDgOxM1nnSh/eeUzO02kmYJA3ZDtDcr+Hr8Ts2e6QjPYilW/7Hx0keX02hMIw+nllXvyXsHbY5hyoljJ8oSou74g3B5+Q7NsYkga9B3SxrztJ2m7mSAw9PEbxSokeCkxJhTUhVfWs9k+Zlo87fVueGMGMZM36eCMLwK6YpS2Zrp9W4KAZaEZPCN7E16MndbPICTUevtx+OAOfPpZV+zcu1fEC3lLhavf4xUkYmIWMqQ9605wFYTnbriDrHu3APFy+5Xm2vyWAtperywHj3+iIDCditMqzgKMGa2xlyfDWQkkkldTAcZngAXhbywMT20U9oZ4o3sW+FaCwKTH4CsmwIh0RBndDL1KiwByStwBE5dBAoIIog71QJaiUAQBp46RkZW0KfNvTxBQO20EAcOwURAIhBU7T4AClR0lDx63S0YRTgEZ3y5Imr0eiXMohin0I+CsQLTV5Bv5akZXYydPugxPlbfRfCT/bkcQaB0Z9BxCuxmAWvKSvvaMoiR0BsKi7SZ8PKfqiq8o/vTiYxGCj3iR0vFpS6GIQkYQRNPHdnGjpYF51xIEAjRjfDLY9jii07CNodlIK/1IBLXIWk+zPKx3wT2Q2YDpVJydGYg10kW/Ehr+cMl4+4KAPiKCv8BtX7Z3RiCiUOaa3kf8i1x4vE7ZFqawkPbJzu9mu/PDI6jTnBXwZL9gcBoKABe8nG2zPIJraBCf+P1vLgjsBkWcEahlIRs6M+M1urLs/7PhGWaaqZpINBmlDLH8XgpuXbXja0E0H/3fnjbv+Vxp4JUHLQtjYmLygUnsz837CvTIjm+kp1kPmqm6NgoDnmEAQHgvDOYWjzUDMmkxf5bR8ELzIr08biUI+B63zZQvpMfQxOCxrHTyyUC8GcWAsV0Q5Ro7PGcwgmlnbBlo02D2vU2a5nu9N9Z6SqOWw34lzbdjWUi6ySc5xRafHUZ5wPwo5E1nFmHmZwM3ZTPfGLBQGjgpHw0dhp/CF1v7UppvJgg0nXyeCRCp4Z/EmQwSNJcnBYLTwKpZHY/5sX6ZPoWB7HZZAxHT0zZsrmwDbGtGRzBihDFXJu/svFR6mC7LLNBoMhulEtGqJ+EJoxcboFLO9ASmThCp6IhG5ykTKNe0E4vvXN4GKSjMDEswDUWZaWalmjfp4T2PXzUjKEwQ0PuQiZN5vDKzmx125vBVc0am0fy24DsFO7g+v1EepEGFCd/hjKBatWr5gkDT5nvRp33dyPe0Aeo18j4JN3Tqb+IkU8iyiOnwHR7KfLuyUMvB93jold+Ye4VtYxoUKEGTNwlgGUgnv+UWlTTHCC/le4smXYfzN/upeeaXw/acz+yCwNAj2RT4o7SadElWJA95Uay+WB4x+hBSND9ezTsF692egdKrv+n/7FBEKLJDlWm6+k6hV4FQMzEnNe4k1/l8Vw9Nh9foNPSZzvz0GztUmX4TedfwhP/b25O8J3VpArSSHRQMFO7GRPr6dso09LCnR+HK/03eke+UFvYLnjzodPSboBjT6ahevXq/Ao9Ai/L7Xo8dOybgGufPa4y73ze/m6V+4cIFgU37d8IjYDCXf2U8grZt2/4MPIKb1c6vf0Za/l3wCC5fvizOeNu2GUewX4VQRAlINBbCbhGqiUgxv/7sbKWh13jZzunc+fbSJgwTT9LDrbJmzZqhRIkSspbs2rXrdfR1jifdXdApvis6x8ejc3xndIrvcv17Vrp2OiSveOZ3a9oIX0V+PfHEE/lQZTfnWaT88cwjnv/bf9M8+Rvp5anPtS70Ga/6jN91AstdkG6Th/KP9ch6JbrTa6+9hsJ4d/O6tudno7VzZ8RbvJRy8X/hu75z+1fyj1BlHNnIX6WdV0ObXpmm/Z5lNyd5kX9atBl6lOe3pod84vnss8/ivffeQ48ePYSWCH+Yt55drGeGD1r2Lp3i0bmTlRfbk5RBv7HezW+DkbLYyyz1eZO2qHwhr5o0aYI333wThw8flhnErxIE7GRbtmwRGLCEhASMGTPmNk6+p++a+4QxY5CQaJ1jEpAgz0ebtBLGYEzCGPCd20mfEpkn3yU8We/evfHiiy/KqEZ4Jvtzk95IJIwZJTQljh6NxNFjkZAw7rq8WL7EMZG0+a3QNDYRY3jegj7SQqMp4tqxofD/G/IscQzGWKfwhvxITECi/KZ56dXwMFF4prwl73jPdxKRkDhWaDR84e+jkcgzn1eJwuNEltH6Ta+EX+epvLtVOc1zpYNX1pteTR0mJBj6TB6RetU6TrTqnN/qb4XlS+OoN954Q1yRSV9h74xJHAU5x9h5ojQZXpAfbHMJieZke0sczXZHvkfo0/SVN3plXfJ8++23BQ2rcFqUJ0pHhCeJY8ZgHPNMYD2wvsZgdKK+H3lP84++kg62wYTESF2buo/QrrSyzZFWQzVq3QAAIABJREFUzvTef/99WTpzLvSzBAF1BGpQpFBl3FL8Vz6I1koAFUIz/bOPa9euydLgyJEj/2xSbjv//v37Y8CAAbf9/j/6RU7HidP3r3DQCI2d7N/hSEtLK7A0YD+mMOA1IyMjP14J9Qv/H/+w8RKX0OVyIVoQKEIRFRRU3KgyQq/RSgrZwqKmVrSjZitMDHQAnDhzFkdPJCPbmSuhvgktJY434TAceQ7kOhkLUBUhEWWU5sEr6dC8qfHlEY1HYFdq8hvudVPjyjiDYX8G/J4MZKRdQVp6OtLT06X8ZAxDToUDQaScTsHRY0eRmZUp6btDAXjDQYniIxZxUag/zI+84UGhZLcj4O92+rUMBEqhcRCt6ng48nKRnZMnW2/iLUibAtIs22sM0UazXh+czjwcOXIcp0+dsfKkhpnPvPC7s5F87CBSL54XlaObkGcMrUYNvhgoWN5+sjNBTb/Z6bArC/lbNL32/40hEO0yuBVrNNhSAACpFy7i+LGTcDpdxuUbIWSkXxPL0RwL95KuvrJ1SHdoW9gx5sszoggz9c86tgOTaBuM0EkjHfLHI2fI8imh6zmh65KTT8jAxjLQpoAHPRCPHD6Ic6lnxY6HNUDEML+J0o6A3+wyaV1pe+P/pOWbb76RdCK0kmcmqpfsUPjoKh6E05GDo0cO4fTJk2KwRjWl0x+G2x+GV/APuF3MLWLjYnz18mUcPnQYbhe9NxmP0+xw8f7S5Ys4dOwIst1e4ykpu0eR/hjhh/G/4Ddsi5zpKVTZzxIEfJnY7zwY8ozKwmg8AmUMr2SGMkQsC60gp7QhIIQUj9zcHPTrPwhvvPse2sTG4tTZ02KY45HGDRw9eBA1a9TE8lVr5H3BKYzap7c3Rvs9P4i2I7DTRdq4vca960DIBb/nAoZ/8yn+9tSTst577rnnZA3KqTyl5eKlS1C/YQNx/ChbrqzgGrK7uPzE6QtZTkfXCyvmwyPaxFj5ozwyjYvoND4JuurMzsKyb+ejSvkK6DdwCPJ8NMZhZ6EbshWKTawd/biQkow2n7RChQ+roHKlyhg4tD+cxH6AX0BChg38Ah9V+AB169fDj5u2iDWilzEHuXUVZAw9L8J015UtUSFX/lAQ3MqgKL8cgjHILUwKATb4sFi/jRo9Eu+88x6aNW2FYxYK0cljh9Dy42ao8FFF0W9cuGiZmAdIS0gEARu7+G5YW4/RdauCwG5inE+LaucJeUcrPjq4hfJw9fJpdOveBR9VqoiYalXQr9+XyM0lrcC11Avo3b0batWogg/Lf4AZM6eb/YUw41FScNICkLE4C25zKreoA7oeqswIAjVaC4VcuHwpBYMH9kXdWtVR5p230arFx0jLzIIzDGT5A3BxW5HBdULs9AHs3LYNDes3RMXyZfFFn17Izs0VT0Y+Y9j0Ro0ao2KlSujVpz8uZmZL3YqVqdgQ6JYpPVpNfyS9uoOlguBnLQ2iBQF9DaIFgUpvleDayPk/O6E/QGMOMt6HI0f2Cb56wyYfY+uOXcjMzkae2wFPgKEc/chMv4Z6tWrh//zHf2LB4qUioTliyH6zbZvL3kDs9yywCgIFJokWBIwI7PdSHgdw4sgW1Kv5IT5p1cJSPsXj2Wefw6CBg3HixEl8OeArHD56BBdSU9G4USNZ7+/Zv1cAKCT2PBtf/vZNwVkLaVFBoJiFyhvSzINX7k17/U4ZRdKuXMRXvbrjoXvuRsv2nZDNiMLcVqIgpSDgrAkh+Dx5aFKnBj78oAzOn0vFtu0b8Va51zB74TxJd8igL1ChfFmknD6NefMW4K0338fmrQYey03rQqIdSVBSCgJuo8ln8ud2DIryO5+YkfvgCZr6PXfmBNq2+QR169TCd2vXIjMjS/bmMzLSUa1SBfTq2R2XLl9Cl86dUb9hU1xOSzcmydwGE8s50sUBRWcDFLLmJHGFCQKtf9Ikde13I8zhXCwz09AhtjHefus1nDx5HEeOHkL58hUxYcJkmRF07tgOHdp8gvS0K1gwdzr++tADmDRrtnQst4R1p/FWUJyHmL6OtMotu2Wh0mHoZRxQxlr0we3OwSwGsJ2QgPRrV7BjyyY8VbIUmrRpgyseNzJDITgZyFYGQg8uphxHhXfLYMzIMbiUeh4fN6mNNm3bi/XlpQspeO/dtzF4yHBB6W7arA1atu+MHAdRwDjAMWiuMdATjAzL/4D0/u6CQBmQ3zgshrFSuCSgRRfBITLTTyMmphyqVo/B9+t+wuEjx8xUjChGQQ8czhzMnjkVtavXwP1F78eSZeqiSuAGBoIs2NE0X/uVBVZBoG7IpIvvRBpKiFgo4phyNvkADu3dLshA/DY9Iw2d4uOxddsO5OU6kJ1LsAjTS/bs2IFHHngY8xYbr0iBshKoqetBVZkXDxUEakdgF5aGXwaqyhNyiPUggVICeeloUr0SmreNQ6YIghD8XheCfodUMq0MHLkZePuVl1ClfHnJ59K186hWpwqWrFiGlBPH8fJLL+DrMQnyzOfyI6ZcZXzSuj0cXHYJjh5nM9rpIrM4fhAtCOz8U15rOWjQ5PUxxLgDTsdVtGrWCOXKfIBlK5bhwMEDYtbMNKdMm4Knn/wbjh0mvBqwa8dPKP3085i9yIDAcAlpUJooWO2jL0dXc7IeogWBdkzSxXtxsaZZMYFJxZvzImrX+AAfvPeuGAnlOp2o27ARZs6aguPJe/Hsc09i+dIlQlPYl4NaMZVQPqY2HOQ7Z34hnyxbTbpmucK89LixICDNNATzwZGbhSsXUgTBm0hOPD7r8RmefOUVHL92DdS4EQw34JM7DO7/Od55411cvkygF2Dtijl4+OFHcfBQMsaNGoLnXnwOyamX5dnqletQotQz+HHTVmmlRDoWpGofZ5kmujT5woOCgGhZv9uMQBuH/UohYCqGNukUBHmYPXUo/lLkD2jSujU6xXfHY4+VwKDBg6XyqDeYv2AuEhNGYMmCBXiw+IOYv9BUkDPghZfWc1Ex/ez56T0LfCtBEKRNPp1daI5rwUObdXUAU6dPQIPG9eFwOBEOUvAQocas2ZYtWYzq1Wrg5Pnz8IWNow+hzWkyTiMfpYHX2xcEBs7NG+bU2gH4c+HNvoj6VcuiRdv2yKKDEx2PLAcj8VSkySy82PzDarz4VCnUr18b/b8ZhKmzZ8nsZPP6dXj26aewYN334lfP4a1ryw6oFlMLqW4XOHZ7iI4s0Z/NjEbpJf/sOgIjrCKCVMsodWvVMaHoiL6zduls3Pu/f0athg3QuWcPlP7bU+jZs5eMpp/1/QKvv1oGGdeYewApJ7fh1TffwuCEiTL6ioeq5YJsjJPU2Mh0KOMCbGYEnI7blwbKbx14xMGH62nODEJZ2LPje7z35puoXbs++g76GmOnTYPPn4ukpB/w8ENFMXvGXOkoRIcaMOBzvPHBR0jNyBXXInfIB2+YJslmfa7ltz64De9DBl2lwwhnKC6AdRwOI7ZNR/Ts009Mjh10HeeMj/D6oSw0/7g+qtWoj1wXdV5e7N+zBqVKP43Vqzbg047tUDmmMi46jT7s8L79+PsLL2Hq3HkiuJxcSvpCCHrDdGMQNK9/uCDQkUMrhv9zPRqgUsafjfg29fHcs6WxfvtOiUfXq+dnKFKkCHbt2okrV1IxZOggXL16CZs3bMD9xe7HipXfCb9dYQvOXAXB/2vvy4Orus48u3qqpyqVZNI1M9V/9EzNVE/SbeystqudTmXSScadnnQndsYLtvGCF4iJ7diOTbywGZAACYEWhBAggRASEkhYYjMGBEIIsYMBIRCrEAghoeVtd3/vSfymft95R7p+iMXE3Y4d3ar77n3nnuW73/nO757zne98x2fFpitGX5ngZkAQJwjEqOy8CvoCIYLS2uxK1zk8O2YUSlcpb79x+rwXIe9DR+cFTJj4DjZu2iICYtIcVZYhq30OxGmlb4igG9bNewRqhaYT48IdC+g34YbbMepX9+OFl8YhyC8ugUDs37mwpA8ula/9/Hq4yJwxFV/76n/CX/31/8DaD5RPgh1bN+Hu796FlVs2KiDoA9558XX84sGHcdEy5QtEpSH1klyIJDoYn+XarQKBBoN+8ihuImvK73HniK+jfPNGuJ6H7JwcfOXLX8a27bWYnjYT//ijB9HbQVB1cf7sDvzgxz/CrPmFstAmRnDjVvRimszG7wcCKljVyj32CK4HBKSHQwquIaCil3b8/XEqeG0szs/Ef/2rr+Gr/+U/o6hcbY4SCnTg5/f/GD+874eoq63DgYO78NN/+hH+768eRciJwem/CqePC6hoyqvWvvjljLLm7xHwv36urzSvVl66lBMZgs32mhqMf+0tXGxVHqWYN02F6VWpr68HY59/EqOeGAPTocLZwtFDH+COb30H69dux7TfvYoHH/olWk3Vs2j+6BDuu/s7KCgtkTW0VoxrN64KEFCLSMPOTwUI/LMGN/JHMCAUSWa8ImixPvS7Qfz6qQcxdswzcBI9q6amE7jzzruQvyBP3Gn99tXfoLKiHG++9hr+8mt/idff/D2az52DS2+F4vK5X5bcaibrq6BFohKuBwT6y6bopK23OJBRgJDoOtXVbcYzzz+Njm52uxIuxnEVhhXEgkXZqF6reigsg8uQOaPB92MbEtBLWuzBeFpTq4cGmg4ZyyZ4xa+NI7MY9J9owwlewqP/+hM8/9JvEIj3CdLH4hwQqIMLetjlzE2bjklvvI5Tzafw6qsv4e/u+lvs3nsQ+/ftxl3f/DrKNqxXC3C9frz05Fg89PiTuBJ1YInnKHZlIJ5yNS3kJw8ODfz+CDSf/Vf/e3ApLbwI3nt9HB546BdoddX08qW2Noy44w4ULC3E7KxM3HfvT9B9mZt1xHGmeSfuue8fkFVQIjMaXNClNpxJeFju02bLgz0C0pY8NCAdpItX1q3Ur3geZreYSkgTJUvn45WXX8Chw3vx7qR3MOLO72DtWuUPs+nIATz84L9i1OOj8NjIUfgPf/EfkZadKzTRBwCHpB63LU+sTNU8UDVxcyBQC4UITKpXebzpKFKmT8Opk8qNO3s/XJnIhU3KJ6eBV54fjUd/+ThM6RHEcGj/h/ibESOwedNOpIwfL7qfiyZ7YcDR3XvwnW+NQEnVapk9sGSzWM6c9Evd0ukTecPjD9IRfBpAQCeZFPApb7+Ee+75Nlrb1fx+Y2MT/v7v70NFxSoUFS3BxInvYkZqCkY99hi+8uWv4unRz8rSTG5uQt9xA26gkrrh8pa3CARkCrvXdJZB12fRfk7JcdrGxaxZKZiblalcWNPDMafxnAhy8jKxZNliRCwTLRcuon73PoTCpny1+qNcMqq0s3o45BeWZCDQQqsbH+kRL7dXlcIQfQ4QNTH6sV/hlTfGyxedSitOk9m2Je6sSFfHlU58+3/9DWa8O0Xo7EM3/uWBH2HCpEmgKen377sXE6ZOlWdGIIJ/+uH9mDAtRX01ZJGTWtbOpe2aFtLGww8E/K/fx38l3QO8jHIDEw8L5qRixDe/gT0nj0k+ly624e6778GGDzdiy7Ya/Pf/9tdo2Fkvz2o2rsGd37oXH9SqsS39L7KxiFMSgusAELChEwzUOPd6QKD5Sj6JPwFRBgOB7nb84w/uxm9+82splz9UUj4/5qUBYGXYhfOtePXl1zHm+bHoooJTvBMpZbes5pSFRx/XpTDdtT0C0qtOLQ9cgMXj+ImjmPreZOxu2A3Xi2L3R4dx5ARd8cVhOTacxC5XBTlzce/fjsDZU6cl3bLiPHzjW3eh9UI7Vi4pwB3f+DqOnFJOX5YXleKu792Dg03KToXTkH1xgksCCOQjper1DwIC/6zB9fwRUCA0GmsBkQoROwN2w6mVdtHW2oRf/OJnGPnEU2IQMm7ci7Lzq2ly3MhDIVd1VTW+8uWvyCaPDOWqLTVrkHAD9QcCAT3Kcpei+FUXXr+JPng4dboJjz76MLZuUz71PM9F47EjeOKpkfjzv/hz3HHXHfj+D/4B//Prf4cp6bNlKzb2UqgsU842/QquQR1BMhCoHolaCMJ71ZioB+D8f0zmmrd8sA7fu2sEfnr/z1G/Z784nYhEgnhx3Av4yf+5H3uPHoPlOHjluWfxv++5F8uLl6JgSQ5++eA/Y/0GpXxbUVKMn/70xygsWooJ707AM089h7Ntl2Q444gSl19MBQa6zjQQ+IcG5L8fAPQ9aWejpIY/3s+ZjCh6Oi/giScexj//6l+wcvUqvPbb1zB27IsIhOkAJorXXnkBo554CCvLyvHMqNGYlpIBw+MQS9mXcFjApdXK85HioW5UtwIEpE3sCqhP8WKyyYnnBjDhrZfx3e99BwsLl2BZaQkeeGgkVlSsFt1FXd12FBUV4pmnR+PtN99GT5dS0KnVh2qqWbt8T+YTeTM0EFDeqSPjlz4OwwyhqnolvvmtEfjSl76E79/3A3z723fjm9+9F3v2H8DuPbvE9PeddybDcaII9Xbi+ZEP4PXfvCi8euD//RK5i9T+ipHuK3jqiScwdsw4lJaswIOPjELWoiXyoeROSdT79PHkTAd1BRz6fVrKQm1ZeD0gYAVoJumrBoKYOMLgF43dxSja2lrwxhu/x2OPPY60tLSBqUi9Tz3z4lQb7bF1d1rP4WohTL6yQngwnMdQOgJNF68cj9FjEp2lcP6bxh8nmo+gpLQYXVd61Je+P46KyhUY9eRjGDt2DMaMHYvRo5/Fa797E3uONSnFDHsWohnWc/GDCkOWw4M6AhoUDbxLYkpVf4UVXRz305ttHD3dHZiZMhXPP/MURj/1HHLmLZBuqREJYG5mOv755z/HgqJiydsO9SAzLRWPPz4SY8aOw4cbN0s9UACpYV+5YjkefexhmRZtTXg49ujbQBRfiWXLPoMtyZQa7UmTBtyZ6zBe/XyncEl3mUo56nD6VQ+qu6tDut8sd0bKDHR19ciXl5uXhHs6MXXqBDzy6CNYtHApbJcbxFxN0KPAUWnnVXffX56u2xv1CBhHlovTwYlMEdvAVfaiOjE/LwdPPDUKz74wGpVV1fLJ4YYn06ZPw8iRj6C8bBWoO+JB2WW9CBjIUm8uDVa9AYZrWhj3WiCgLkO5M1N+EGLovNKG96ZOxJNPPoEXX3wRzz33Ap5+ajTmZGSJQdjBg3vw/LPPYdTIZ3H61Dmh4VJrE94d/zs8+vDjMv1LJ7k0uOOwquPyZQGtxx8bhaWrKkB38KL49RLTholpVH6A1Xt8yrMGNwMC/YXThfO/8oijDGK8GD25Kss5EqkPMp4VrK9Mz4MKOCp9eMqc6HWUhDofnS7ZspDh/pMOR9gNFZdldAwRVfPzUia16URT2j4I4xUTdRm8igonzvXjnB4ibR8HApalUTgZCPzCzTjCo74Y3LgtrspooUe69NJj8inquTJ9yM0z167bgH2HjoonY/SrBs+eBPnDg2vnlXMNPuN7uDJPH+fGrVSgDQFEmib9jn4g0M+Sr3xHqS8Knzj7pLZ6sE5Zrj7EeEt2Q1JA7SUs+jjU86QulEUcadO8Sy6P/3lcDwiYjnEIsMqTD70ARcWFGjXvPOgZKU53+gmXZLQslF5NwpqTYqcsYAd7bLp7r+nS5UgmQwIBQUAtd+6/yvLo/0DJh07jvxI0uJktN2itrtqA7q5esafh5CU3quEuSzzYBrgPB3UpcnCnLRo5UV8lLtliqq2ITKrhL/lJnvDK499s+lAzRTPp41851fiU4BGpEmfCYYUKVw4bVOUNMp/PdJ4UNp4MG0o4/GFMw0MDgTYo0mn5nKeqbEUPv57SkGTcrIRb06M00CqepKNG1usX01N6jYmyAco2bOwKKvoYj+Xx5HEjINBxaQBC56XiqiwBUP2scHGVrmh2HEe2C6NTV7q9prCzZyPz74mhEsskr0R4acrMsWkiD1nvLt1E/f6DVqCkg3zUhx8I+Mx/+vnNsryEckq049wQJOFSS3n1YcOkEBOQaD6d8KvAXY3ZSNkwfY5edN7XK4/0DQUEDGcadj14pc5F/DzSoKg/Bs5IcAgnXXw2Hip6PTo1dROyxXofdJvnl2M/Tf5wzasb9Qh0z0D5aFQpOFSglyMaG9FtH8H68OFDePnlV7CzXu2fwV6SS/uFq64MX2l2TC9HsShnepSJPD05cWwnw1K6d2P7ojFRov79PNSy+KkDAXc6EoZrofN9ZXQj8F/58snnoOecwbG1n3h9r/OR/76GoZ/7K4phPJKBwF+BKt219DCcebE8nfdgXI2sbESqSy3WjmzwNMoB8xtMp2kmLUMBgT9/xhVgoiu3xC4/ym8fAUg1VsZhBRsRA7ZjDnz1mE6VNTg043/FE7VhCumSMsQCUA1dWL5Kp54xb52ONCcDgY7rp/vj9yyfvEt0pwUIVfeaVaLiKl0K653vpaxFB20YGId086rL49VfDmnTQFBSUsK/A/EZTwMBTZS5FR1POvvQFqAypUggIH0Jr0GkheUITQl51mH+8nUcHSaFAzKV6TcxFjnnNnjiLYjTnkpPILMD8m4EatYtvRIpL06u68jaHlWuUopzLwsOt6h/IXAoD1kalJk/82W9MQ+eqhzRWSXAm7Tqk/T+QUDAWQO91kC7KqOHIj9jdGHXu6pGQqIGG6BSAg0KsL/C/ff+PHV4cpi/EvnCyUDA+EyrQcN/1XlqerQwqnCmGxTGgXRiX6/CxWusxEn8TzCf6f3M1zoCXZ6+DrxLIg8FkBTOQQHVcSjp7HmotOSdAgotZDpPdWU8FZf8ER751oLoPHnVz5mO7+hXFjLMH/fjZWjBHLxqHumyB+MnAE8WnyUALgEeg3FUPsnl+euEoOVfdKTrnuE6Hw7XCNC0uSAQqGnexHv46pPl6HTJZfr/J9+zTJZFuvyboKp4fKZ577/6340NmPTq50pWmKeAqcyQ0epT+fpkPTNv/X4qHcshqNCPogIUf7xkmv2yeFuWhdcDAjJBE6cr/2ZXzTzG00dymuRwfxod1x9GGliZPHnPIxkI/OXp/G901eUkX3UaMR5id5w6C336ZjIYT9PCHgFXfOm1BgxPztf/3/9uvNfxVTiFj6cyFFHWdjfOz5+3/z65HP2ftHP6UO99qMOZ1n/vz8t/r3nkDxu8p8JRKx31u6gGNRjn4+Uk58dG6AcC8ofnx+b5pU7II9ZPopwhPgR8H81ff/k3umd8DQSkzQ8EzG9oHg2+q3qu/w/20IYqU+0Gzfq9lkc6PukZLPPaeJom0vqpTR9y9eHIkSP/6F2VnTx5Eo888gja29u1HH1mV27iQkeq3LTl83LQgQV9EvyxHtS8V1Yq68DPmsZx48aJc5TPmo5bKZ/2JVxrcFuuyvw9Arooe/rpp1FXVwd6buVuRXPnzkVWVpacHCvx/6dxMu/k81byzcnJEbdQd955p+y6w/+3ku4PjTMUreQRu9kjRowQewnS4o9Hfmne6WsyD5P/++mcM2cu1DnIK//z27lneffffz9+9rOfwc87ht+IlhuV5X9nfX+j+EM9YzqWP3v2bNx3333iTdvPT52G8fS9XDMpj5nX8EnTcbvvxHSsM9LywAMPIDc395b5o8v206nD/Ff9fKgw/SxT3u/aNqfpI42MS1mkGz+6oDt06JDgxidahqyBgF2R1tZWcVNWX18v7sDoEozr1tmN/DRP5nm9M7mc5Hikie7ByDyayf5b0JdMA/8PRQfDSANpIU2kTfPsk9CVnPdQ5fnjDEXfjcJ0Wk3frFmzxMZDh/N6o/Q3eubPw39/ozTXe6bTEwzoXFX/H+qanMdQcRiWHO9m/5PzoVMS8kuHf5L0Oq5Om3wd6rkO+yRX5su6pRKY3p/D3Kw2FpOe/SfyUERPRVqpQijhuGP4+OJzgOA/fNwaBz5PvKJegdPRn7hHoBNo9KDZsf8kUPwxnezF6PPTocu6rffTNOjr0LTcYt6WBW7hbSV4zStdgA2dpw6/xbwlz0GekV5//frv/eUJDbdd96Ttk9Cn30m5z9M85XLxgZN0k0+3ma//3W7lfpCGj7cHza9byePfMw7p1W2Zrgj1Pem9JZ+FNxIMZqIZ8sdy1RXxSWijAF178t0isPQ7mhYs8+OCeKN3HhBQphNwYn7J/DLEzPTaslkWT0fS0mmLaRswmI+EW3LPdPJf8tfl8JpclgIOnZb06DLp95Cn4hsblg2Ty5WTAF/zU6cjLVL+NWX76fDfJ2iQ+Jq+ZH744/vuB3joa/gEAcOGZdiKZtIt8XTeQ6fXdSb14+ODfi/9/GbXofjjD7tZ+s/iOenTAMDyNb23DASfBdGfeZmmBZsgkGh4A4KS+C+MvGFjoEBy23W/sPOeDU+H6f+qMepGKQ3TisBMAAHzkfJNE45hwGEj0A3Q10huzDNdpq+BSB5+evjs1sBuAOgsAgfT+N8luYxP8l/nYybAivnzfY2kk88JlI4CaF1fA7xNlOmrLz9/BOyuyZO8+CS0fr7jDgPBkJVtwxZhUgDgSKNzJUwapm3A5FLgRJwBIJDlwUMJBIUqnPjasltmwTAjMO0wTAGIhNCZJmwrAseMwDXVlQ0/YodB11qqwRvSOyB9rmnAMXT4dXoEScIvQp+gX96BXehEHNM21XslwnT4dRtE4v0JRozLxqiBwLYM8Bw6LcN5sqH7ewfJvCM/DAFh9dV2YLAM04VhuYjY6sreki5bBNqIJMpO5D1Ql6oX4e9NKWBRfCfvB8/r0Z5M4xfj/zAQJAEBBVmEjeNuGQoYiLoeonY0MTTg10gJvQYAEfabfY05lJBxrA3bicGmqzACgc2eQkIACQ6WAdeIwDMUEBAoDDuCCBuAbcm97bowbU/1EkzSS5qYz6DwcsxJ4xrbMmGbYaHdsR04rgdDvtw+ABEeqEbDd7MdBzR3HWysNxF2ARJ+ldWp+aKAS6UVvcYArwkAPG+cLxssT9YDTyWsFmzDg2nxPTyYhgc74sIyFbDQ+pX52g6Bm+G8OnAMG64aqjkGAAAQf0lEQVSh8jCoO0iAg5RhDwKBo+vCx8ub0flFeD4MBEnCSMHQY0Y6IIk6EXR3XkJ30BQFHZesshG6ZkzcdRuOA8914FLwDAq2DcfzEHXohNWAQQG1PXhuHLbtCRiEg70IhA2YDkGBbuIdOHYEjhWC69mS1jMo/Gzg7DVYMv6lhteOmegK9qAzbCNiOrDZuOMmLCcEy4yor7ttIxIOgQ5BQuEwPMtC1LMRMQLo6g0hYnpwJMyF5XkwCCZmRN7P82Iww0H09ATEAYtjm7IoRwBEwGywEStAJDjxPSxEXQueq/gXMW1EbA9RLwrXtRM9GhOu7Yh7OvpRMKQxmvAcG67nSvmqQStAi9gGwo6DqBuDZ7MnEBZQ45CIvisIJuRz3PXgWuwdhWS/hHDYRCAQRMjge0bhWC7siAWP5Vmki0BhIeoQUGwYrikrO1kPrF9FA3twNwaqL9LzYSBIquyIZcAzgnCNMOyYA7vrLCa9+RJm5ZbD6gNCjO8acLgJypUr4iAy0NWBnmBYvM3EXUtcnPV2Mz29CfHLbuJyWztCtgHPs7GuYiEqNm+H4fQhahq43BVEKBREnxdGR2cbOjp7YTtAxPIQMYMwuQmIHYYTDuHKlQtYWlyGNfWHcRVs8AFcaG+BYZvi3MMOO7A9C72drdixqQbtPUFcdRwEe3uws34j8orKYThx9Fk22tsv4XIgANO7CsfpRczpRqC3G7vrtiB/2XoE3RjgRtDZcQldwTDM2FVYRhhOJKj0JZaBCL/UYQNxx0KwuwfdwRDMKIR/rhVG16UOBINdiPT3wY06sCMG2ts7EXBjMOwY+q0gwt2X0dHVCSfqgl9kbgBiRjx4TgiGFcCltssIBkzYdNgSCcEKB2EbYfTZNgKdXejoaIcTjSNq9GBR1izU1+3A8sI87G46hzgBJKKmyAisIdOFY5LuENqvBOAa7DX04HLbJfSELQTjV2FEqHwMfKyH9UVq9EO9yzAQJAGBZfCrEZKxN2IWdnxYgcyMdKTPyMRH5zsRtQMoz85GwYJCZKWmoWjxMhQsWojZWXPRfOEc9jfUIjV9FmbMycO+I6dhhXqxsrgEc9Lno3BZCRpPHMeUd8ZgfHo6jh5qxuLZuchYtBgHjzRi69rVyJ6bhukzUrFq43aE3D6YBocmYXScbcKSvAJkZczEr18Zj7W7jsIInENxRSlmZ8/HyspqnA9G4Dj0W+Cgu/U4yhcvxumLp/HhulXImZuNiW+9hZTcYnQFgnh/RRnmZs1FWupMbN51BI4TwJaKYmTOTcP4CeMxecEqhG0Hu7ZvBfcrXFS4FI2nzsLzHAEk6gU4JHGjHtqajmP+1FnIzl6AWdn52HO8BXGnB3u3VGFBTjYKCvJx7GwLOjsuY2lBAWZnzkdhyTr0BkM407QL8+amIX1mKrbVbEXYicJgD8GKw+m9hE0bKjEvOwfLlq3AiQsdsNw43EgIUTOEnTU1yM/KRPrM6ShctRbBQCcWpU1EWclijB39EBav/gB7Nq9H6ar1stR547rVWL9nP47srEd2SiYWllej6dgxVBQtRPacdKSmZ6D+6FnYbr/sMHUrw5ehGtXnMWwYCJKAgF1IfuU8x4HTcR6Zs2fgdOtFbFi9DLll1fCsK0h/5Xf4sP4ojuzfjrffeRvnL7Xjg3UVSJubjZkZ+TjX3oNTxw4iPWU29u/dg9+9/RY21Tbg8EfH0dF1BVsqC7FxVwNOHT6GlFcn42hbO3rDJo4f2IeLp5tQVrIQL09KQVfIRMx24RohFOfnYt3arQj1XMTUmTOxftdurFmyEKkZuajf3YB335qAwpUfgG7V6cCk48xBZE+ZjOLKSmTmlyAQjmBt+VLMmleK7u4uNB7dhbOtTSjMSsd72cXY2VCPjIx89ISDqF5VgPSCZdi3ZycmT0zB5q07sGhhISZMSkMgZMOzPThGRHQNdNrSsrcBk8e+hZOtl/HR3t3IzcnDjtoPMPm9FGzZVovFCxdg+owMNNTV4q3x47Fr/yEcOdqE8xeakZ2WhT37G9F7+TIypmdhz5FzcGVvAwv164vx3sS3Ub9zBzLnZGLa7EUIRwHPMuGFu3Hi6BGcO9mM2g+rMeatmTh+5hyWzU5BQ/1WlBZm4Wh7F7ZVFCFjXgmifR5WFC3Aii112FJRjozUPASsKK60X0DTR7txvvkgUqdNxtzFKxHtB2wjdEt6jM9jox+K5mEgSAICyzARoovofhf7a9bhqafHYl7hMsyc8i5e+PXr4o04P306Dp6+jMvNO7CibAl6ozHsq1+P8e9Nx+zFVeK+DNYF5ExMxcmzl7D7wF7kcifazFwcOXEM29YUY/uBA2ht2oPslCxxSR0J9GJ1RRU+qHofJYvn4s20XHRGHHH4YfS0IXvOTNQfOSt+kda+X401NXVYMGMWpqfl4/3q1SgvXY6DH50VJZkbs9Fxfh/yU1OQs6gIi1Yq/4stjbXIK16D1kutKK0sxfoPq5GfmYL0RVVYv2EN5hetFfO5lsP1KChbhQ8ql+ONN6egvGodVpaVYcumBvRGorCcqGjXqVugU40z+2uxPKdU9kkInj+DvNQMFC7OwW/fnYGy6nVYVV6GrTX1sHq7sXnzemTnZmL5wiXY3bAVmRlLcC5Ibzt9WJZdiC21jeLNF/EerMifgTfenoKKNdWoKCtFbd1BBCxP9AxuqBtbNm9GxaoKrCnNx5tTM9F49jyWpM1CbUM9ypdl43R3N3asLkX+QrURTVV5ESpr9qC2ugKLCiplH4oLp5pQWlqMbRtWIi11KnKWfwjuGGlyCHILCs2hGtXnMWwYCJKAIGJY4jjS7G7DnNRpWF29Gc1nTuPcmSbkpqchP28J0lPSsffYJVw8uglLi7LR41io2bwa0/MWYnZ2Hg4daUJD3YeYOysLZ8+04tDeepw7dxo5M7NQWrkKm9YsxeqNm3F83zakTkxBWySKsx814Pe/n4im5lNYv7oMY95IwQUqBGNxuE4vKkvzsaRyA1pONmLCm1OwtnYfqsrLULp8Ja50dWP/oUM4c7oVpm0jGvNw6cwBZEyZhA3r1yJrQQGaW05hyYJ0vJe7AjU7NmHilGk4c/4ili+ah3dmFuDQ4f3IzspCc8sJLM/LxfScIhw8UIc5c9JxqqUFZ8604PDhkwiEQ+jo6UWYyrqwJT4ozx3ZikmvT8buY6ewY9MWFC1dib27NmPOnCycOd+GM2fPoPHIWVw414wD+7bjTHMT0ifMxrqqDViQvxjvb69FU9MhZKZmoLHxAuJuH/piFuo2ViFzbjbaL1/GyeaTaGw8JZt9uI6HjounMHniBNRuq8P+hhqMe30yjjSfRGbqNGyp34GlC2dgR9MJ7NlUjdnpObLl26zUFJRsrENtZTnycovF1dyaFQWYNTMTF9takDZzJlLmlYOO9Diz8Hls0LdL8zAQJAOB6aDPsdF28hgqVlUiZLgDfgDPH29CcclyrCyrwum2TrSfP4ia2o0IWwYOHtqDuo8acbrxI+RnZWH+wiU4ceE8DLMHa94vxuycbFSUrUFnoBctjfuwuKgYDbt2YsP769EVsOD1tmLNytWYt2AhKstXoGh5FdoCEUQ8B6ZnInLlAlaUr8Ti3AWYl1eIvSfPIhIIomr5cmTMmYPS8mpcutgOy3HhWh56W8+iemUprlxuQ8PObcjJy8KC+flYtWUfurraULaiFPMWL8X7pctRXLFJuvn7dmzE/LwsFM7Pw6qN9QhHDezbVoOsjBzkLSrG4eOnEelsQUXlKpzu6ETMiSIat3DuaA0mvfIWMucvRVFxCZo7uhCLBtFQuxWZWdnIL1iIo43n0cl3KFmMnKxMbFizGeGQi4stp7C4IB+52Xk4eKARtt0H04rC5pAoEkTN2tXIzMhA4ZLlOHHyLGw7Dtuw4Vk92LGtBrnzFmBVZQWWFlfj3LnzWLNmNZpPn8H2miosKK9Cb1cLylYWY2H+IpSWV6Kh6QSO79mJmo31MOIxXG5pQkFBOZYsX4YVJctRtb4W4Wg8MSvxpwMGw0CQBATs7tqRCLxIQKYEOVVohC04wRg8KwrTs2G5JgyH2u0gDJuafRuOY8Lyooi6NqyQmqIzoxRqG140jN4wDYNc2K4Hz3QRMQwEbQuuE4UZNuGYIfSZFnpDEciUndeHoNgdBGHSwMhy4Io23YQT60eQ/u8tBzHLEg/QtE2I0bIuYkjerhmUaTnL9BI0BRG1+mF6cYQ9NX0WDocQc+mzLyra+LhjwAkZKl1MadrjVhxWgOHcMToGo6sFew804EIgANvxEO1z0HRwG9Imz8DFywHZ2YgNybICiHvMg8ZQITjuVdiOgahjIhAKCGA5dhRRlmmEYIYi8By6cXdlqpRTeJ4VQb/nIBKKiAkxgcehRj9iwrFJu4NwOCLTsNF4v0yfOg6tDzmdayFs0KgpIvehMN85CsumnYYJ14oJgHPKk1OMQSOCmOeKjQd3HB7WEShnKX/GVVRdXV2yRJHGKbfb5fi8paMNAdcU0BCHc+3ynzMJEWrJFR8Mh+G0EXBhmDTsoc0A7duVQY1nOXAsD2FavBk0BDJE8GlzwLlzkzYIdP1GOwDOtyfs+y0aF9FWgMZMYlFH4xk1VjVkTjwkX0qTU2Jidkw6bWXDYDuwKfgmjY8MRGzO97N8Gka5iHJsTZAzXZnGJE2c06cdAqf5bDFgMhG1aJBjw7Jpl8D3oXLQgEvjHtoRGGyUnMN3VIP1TLR1nMe+fQcRjhAQLUSYPjHP77hsgMyHdgDkqQ2XdgcEYNq7kzc2fTAyb9pOaEtHWlCyIRMsOa1IoyCaVdMoiGmVHQFtKzgcYj6cHiTtUk8my6G9AWeBHFiOJzJMxeuARSjrkHYfYleg1nKINaTQQDuCmxs9fd7k+3r0DvcIknoE2pqO1oUCCDS0EfNZQ4xivLCJMC38ZDGOEngyUaz1ZJEOBdmGTYEV4xRTwCBiq7l3xpUFSyLM1LyrxsYGbCTWI9B81rI4V87Goxb+WIaDiMyxKys7veZA0aloVXkp67mIRfNbhhOwaCjDbi7n5Vm+WjdhmFEx0DEsNg6+i40w6aS1npgukyamo1FTGGGxSKSlnn4HBxEjLDTGov3S6OiSm6Bimp4ChAFTYtVIxQgpMfVIOsRi0rCEp9psW/E7YflIPiXMq8UKUBpnAliENmXgRGAk3/kOBEEac9EgjOBIHtJMmwZXsnhLDLUINARa1p16f8Yj3y2DvBs0nLpe4/kihQ8DwTVAoAWLAjgoDBRgfs3li5QwpZWGLua9FDwluLxSwCjk6rlqNGxISsATDVHi03JQNUr5wkkDYzoKJIVWL7JRefrz1l8riZsoTwOBKlulVffanJjl8cupG1cCKISGRG9HGoxqUKRN94KUma/KR5k064aaoF+sKpmv+pIr+3/Nw8HrIJ/Ul13Tr8N14xr4P0CrLlvlxXTCj4E6Unwmj3UjludSD0yrFn2xZ0Jeq7rR9USaB/nOBV4KAFnWn8Y5DAR/IhX9pyLQw+95e8B1XSCg9yHqCOjO6E9JRzAsSLcnSMN8+2LwraenB9ymgDpCnn9GIKCTAoIBNzIZPod5MCwDX1wZYONne79y5Yo4LCEIEAMECHjDHgEjDZ/DPBiWgS+2DBAI6LWIvgz18f8BUYNuKf+nNVMAAAAASUVORK5CYII=)
A partir destes dados, o pesquisador quis averiguar se existe correlação entre idade e peso dos habitantes daquela comunidade, e obteve o seguinte gráfico:
![](data:image/png;base64,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)
Analisando este gráfico de correlação, você conclui que:
existe fraca correlação positiva entre idade e peso
existe fraca correlação negativa entre idade e peso
existe forte correlação negativa entre idade e peso
não existe correlação entre idade e peso
existe forte correlação positiva entre idade e peso
De um total de 1890 entregas realizadas por uma transportadora, 62 apresentaram defeitos/problemas. Assinale a alternativa que traz corretamente a proporção de defeituosos (p) e o rendimento final (Yfinal), respectivamente.
32,80% e 67,20%
15,90% e 84,10%
67,20% e 32,80%
96,72% e 3,28%
3,28% e 96,72%
Na quarta etapa do DMAIC, improve ou melhoria, é a hora de propor, priorizar, testar, e executar soluções para o problema analisado com base nas causas raízes comprovadas na fase anterior de análise do DMAIC. Essas propostas de melhorias serão implementadas sempre com a utilização de um plano de ação e verificando e acompanhando o impacto nos resultados obtidos das melhorias implementadas.
Logo, existem algumas perguntas para serem respondidas nesta etapa, tais como:
I - Quais são as ações de melhoria?
II - Todas essas melhorias que você propôs são passíveis de serem transformadas em soluções e implementadas?
III - É possível fazer testes para saber se essas soluções escolhidas não trarão efeitos ruins e indesejáveis ao processo?
IV - De que maneira você pretende medir os resultados financeiros após a implantação do plano de ação?
Assinale a alternativa que traz de fato e verdadeiramente as perguntas que fazem parte dessa etapa 4 do DMAIC, o melhorar.
1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 3, 4, 5, 7, 8, 9, 10, 12, 14, 15
1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15
2, 4, 5, 6, 8, 9, 11, 12, 13, 14, 15
1, 3, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15
O diagrama de dispersão ou correlação usa de um gráfico para visualização do tipo de relacionamento que existe ali entre duas variáveis, sejam elas quais forem. Ele serve para aumentar a eficiência de métodos de controle de processo, detecção de problemas e planejamento de ações de melhoria futuras com eficiência e pontualidade.
Foram coletadas amostras de dados de idade, peso e altura de uma comunidade de uma pequena cidade brasileira. Os resultados foram:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAQIAAADLCAYAAACF352YAAAgAElEQVR4Aey9B3hWxbY/fP7nfvc756jHoyhHQKQJ0pQi9mNXrEgNNaTRQUVBUUBAsAAioDQpUqQjSE9CryGhpEIglEB6b6S+/X1/3/NbsyfvTggIHu+9/+d+7jyT2e/eU9asmVmzZs1aa//J4/GA4Y/rDwz8gYH/f2HAPO//pAmBzWZDRUWFhPLycvwR/sDBH2Pgf+cYKCsrg8PhqEL1hBCUlpYiNzcXeXl5Enj/R/gDB3+Mgf+dYyA7Oxs5OTng4s+LzMCf3G63TPqrV68KF0Bq8Uf4Awd/jIH/vWOAnB6JfFFR0bWEoKSkpJIAkENguN5g0O/Naao8Ky1DWWkZSk2hprJUnpIb1lVTvhs9qwLH/wBR0/XXDCNxqoMaaDo947LSEgnyrKwMpWXl1+2Dmsv/fQavGSZ9b65PP7tebE6r73Va/ZuxfsZYPzc/q+n+2nTecVu9zJry/9ozXb6Ofy399d7r/Ob4emn1c3Pa6vc6TfW4ejr+Nqcxv9fP+Sw/Px8FBQXCDQhHwH+kDiQElBGQWlgsFtjtdmEdnE4nXC4XyDloeQKf6efVn8lzpwsupxtOpwdOxi635GcZ5qDKcUhZlFeqoISXutybjVkWyyas1WG72TJ+LZ0Z9prSmuvX791uD1Qg/hhcRlDt1PAqvDngcjoUvj0euDyogi9z/fpe13O9WKczxzotn7Fe9jX3jA6HUwJ/Vw/qveOa5zqd+b2+N8fV0/Gd+Rnh0LDo5zXFukzvO5vAbs7vYHtqaIM3z7Xt0+90+TrWz2811vnN8a+VYU5rvmc+svE15Ten0/fmdHzGMcY5bSYEJAKFhYWVc1pkBNUJgdVqlcwsgABw22AOZCl00M/176KiQhQWFaCwqBBFRVdVKLyKq0VVy2A+eV9YbKRTsS6velxcXIzqQafhc8LJhrJxGhb9voh1XS2SoJ+ZY13u1eLiKu00p7mZe9arYSFhvTYPy9dB4YP4UjgrQkHRVRQKzopw9aoO1+Lt2nJ/WxriioT/j+t/NwZI+H8zISBqLl++jBEjRsDf3x8DBw7EgAEDEBgYiKCgILnn7wFBQfKbz1QIRGBQIAIGBCJo4ACVL2AABgYOqMwzcPAgDBw8EAMHDsGAoCEIChqIoKABleVIuSz7OoGwMLA+xoSpX79+8tsMn4YpcECQwOMfGIAAuVewDgwy1TFwAAYwGHXqvIz1M8a6bvOzQYMGVXnet29fgYnPg4KIrwCJCVsg8RA0CAMGEJ+Ew3gXNAB+QUEI1G0OCsTAwAAMCNR4VW1l/axbw2eGo6Z7Da85JlwMfn5+mDx5MuLj43HhfAIio04iOvpUZYiKikRkpArR0dGQEBWFyFOROMXnUVGVz/T7qKgo6BAZeQo6sCyG6OgoxMTESNDpdF5zzHe67gsXLgiM/M3n3nQxiI6OQYyGLTpa3hOuyJpgr5auev36t65b/9b1sf6EhAScPXu2Ejam0e91HEU4jCDPoqIRHeV9pt5FISpatad6Pfr39WJdz/VinY/v09PThWPi4n5LHAH3D6QevHbv3o2XX34Ze/bsQUREBI4dO2aEcISHq+B9pt8dQ3hYOI4dC8eRY2E4duwojoUdRXjYMYTr/BHhOBbB/McRHh6BY+E671FTHccq69B1MTbXFxYWhpMnT2LlypXo0KED1q9fj+PHj5vSsP5jCAs/hqPhxwSeI+FhEocdC0eEEaRcli0wXdsuc/03uicsGzduRLt27bB06VKcOnUKYWFskwphYYcRFnYE4eFh0u5wtjuc7whnOMIIq8bRMeIrHMfCwhB2LAxsq65b2mQ8189+S0x4t27dildeeQXPPf8MBgzyR0BgPwQO6I+gAf0RGOiHwAASL28ICggEg39QIPyC1PMBkiYIgSRkprSBgf7whgDjnrHKxwWGISDA+yyI74xySNiY9qmnnsLrr79u5AtQ74P4biACAwYiyF/BFBgQgIAgBRtjXQ9jTTj1M9apg3pfNb1OZ85LeJ544gm89NJLlQtQIAl14AAJJPIMAYFB8BeiTiIeiAEBKo2//wD4+auFMnAAYfVDQIBqv4alemyGQ78zP2P5XHj1M52GhL979+546623cOnSJdli3jIhIPXgFRoaCl9fX+jf8vC/9N9vU2w6d+6cNDolJeW60LFkN49Krpvi93lBCty1a1fExsZep0BCwfB/zzVq1Ch88OF7uHq1ALl5mcjJzZA4Ny8HOTk8Vs5Hbq66z83JQX5OFvJysmULVlZRgbyCIuTm5CEvVx0/50jaHOTmZotQSpWTjpzcdBQU5Ml2pLCwCFlZmd5y83KRk5eLPB5jS515ss3jUVefPn2wYMECqS83NxN5+TnIycuTOnNz8pHPwHy5uciSkC3l6uNwHpXpe30kyt8UmDHk5qqg0+hYH7PptNz6kdsjF8WtXy6P2+XYPR+5GkfZ2cjOy0M2YcwhHHnIzc5FXmY2rhaWoLisFJkFecjiO+Ixl3jyHt3rujWc3phtUH2Rn0/Yc5GXn6/axTryclXIyUVOtuobcjAkWlwkeN0SIeCeUU98cgTsBO4lXS4lWKJQhgKI6pfL5YTNboXdYYPTUQx4bCgqyEVUbDQKysrgoaCQQkSW41HB5XbB6fDA7nDC7qiAy22Fw1aB2LgY5OTmwe1ywGW3weliPh0UHFowQjjIanbu3FkoHwWOFJbc6LI6HQKn2+GE06GEoXanE1aHEiKxjaxPC9i0IEo/5zuHIdzSzzROrly5grfffhsnTpwQEJwOCi8Z7HC5LbA7i+F0l1aC53SwPRSY2gC3FU6nFXGxcUhNzYDd6YFNhD1uuF0eOFxWOFx2EcQSBqfDIcHFNhgwe/FEfFEAZ1cCW6MOwsL00iajHz/77DNMnjzRgIlC15rx53C6pE8IJy9ruQWnz55HYblVEVkKON0UhpLcejVWPXDBjTLmAOBEwvkLyM7JrSSIKrUbboNMc6zoi+3hNmbt2rXyiGPkRhcFrE63q7JsptXCUYmvk5n4pVBXC6yZTPc/YdDXkCFD8N1338lPvidR98CjYPd48eYE+8wuK4/HaE5xYTHizsXjqsMKu4fvHSIhN8OnlypVNqtRS5fb7RQhs4JDYYz3hJlSZQqiBX9sv9MpybgwdurUSbhk1sG5rU8RblpYyJJICLj3JiX0uD1wcSCIZN6BkJ1b8dnYj/HFpCmY8NkURMbEweF2w+awAp4SJJ6PxBuvv4iH2rTByQuXZKBwUHPQu9xOuNyMHTKhHDYKJ8tQUJgpK1Pt++pg45Zt0hiZrE63SicnEB5wQNocStLNRFx9u3TpIoSAv4tLCvHj0kX49NMx+Prrr/Dp+LH46ONR+GzCOMTGnRHUWpjfxQnvhNuY1JSakzCwg4h4mWwu1q2IDyX6amI5JK8mBkzHsnhRrlKVEBiT1GmD01kKj6cMOTmXsWTxYsSfvSCD1O60wuNxoKw0FxPGjcY9tWphzrxFUp7NaYPLQ7xDTXw7Txb0BLfD6XLA6VLE2W6n5F8FEk+Hi3ASZkUU5ETCwKWdbTFgHjduLCZOHC+D2uGwwu1x4uChPRj/2RhMnjIJn4wdi7DwCOl7h9MCj9uCzLQr6N2zJ+o1aIo9R09K/9rdTthsdoHTIzhzwWZnPRa4PcUoK8/GpEmf4p7atbFg4RJpH+uzOxywWUnUCLMbVqcLdqciKCTqlKWsWrVK0judFuzfF4rx4z7GF198gfETP8eYMZ/g49EfYNvWzeqkBTCIoCJ40o88HSFuBHckoqp/ZTHigkOC6SDRVPhycpy73YJPyW+ceJEozZo1y4CdaW2wO0jgywBPOY4c3otV6zbgalk5XNI3DiEuUSci8PSTT6Fth8dwITUZJBTsd5ZtZ7udPPFSgWPM4bDB5VLwEGYH4TIWBZfbLsRaw67miAs2Yxyynby4KGlCwN+aCDD+zYSABbmNozm324HIE0fg16sz7rrtDowdPwUJSSmwQ61aHlcJMtMS0LtPV9Rv2RLHLl6GxeOBzUmkcMVRA5eTWRBvqwDcZSgvL8TkL77E7Xffh1UbNktjXExDZJHIOAG7C3AaZemVPy4uTtjxixcuCgUtLs5FSOhWvP3O67jzrjsxYdIELFo8Hx1feQlNGjfDqrU/C0W2uZzwcAXjxHe6Ko/O3FydPewgJ8qtLlgcJAZMZ5e0nEDMS86GHUni6DDI/rWEwAEXO9VhgctBTsCNVSt/wJ/+9Cd8MfVbmUAODzvdivKyfCxf+B2aNW6Kb79fJO/csGHfvj2IjTmj8GEnZ8VBYZGBRg6Bk1oGuI3cghr8JEx2lx02DjanGx4X4SfePbC53bC6HLCz/QDGjRuHSZM+E9w5HHZZec7ER2HwEF/87W//gXdHvoczCRfg9LDNJFpWFOSlY+jgINxbtyFCjpwE10KrywY3j4o5qGVgq6Ncu70Ubncx7LYizJkzG3fW+ie+m7dQ2uNwVsji4XK44bF7YHG5UeJwwCJtcQl3x/2uJgQutw1x0REY98lI3HbbX9GrfxB+XL4M740YjDr31cZHY8ahoKhYOFCXwyFjlsSRfUWcsO/IETms6thRnsnEssEj8JNwuQVHdpdx/O10g/dujweDBw/G7NmzBXbFVZGLrIDbXQFLeRZefOFp/LNeA8RfuKLaxzLdblw8dwZ+fXqhzSMdkJB4WXiIjKw0bNm+HcWlZdIPJPbkTEhcSHDdDpuMT5vTCRs5St23Tgucwh3a4CQXQpy7PDJH2K96URJCQO70+HGB5d/aGmiOQFg9twsuItShhIlbf16ONq2aI+7sBanIKiwl2ShFkZYt/wEN2zyMgwkXZKAwEdklsjG8bG4PrFYbwIkHpe54NiERDVt0wPJ1ihDAQ5baCYvdBpbs9AAWpwdk762GiiQ5Au7LL14kIeDgU6z3goXfo+XDrZCekSb15WdloUPbx9CiVVskZ2TJM4fdKhOVP9gRDjtZdCJdwcN1vtxOllexY0I0hCWU7HLu7+Axq7CjXo6Agjhe5HY8divc9gpZSQvzMzF0oC/q3Hcfnnr+JaST22LrSQzhQmleBl59/mV8Pu17yZ+Xl4xAf18E7wiV30Y18HjscDjJkitcWogLFmS6yLK6PKovuGroy+JygIHElbnHjR+PSZMmyGshakbbDx/aiaZN70fYCTWQKpzsdy/bHRK8FY2at8aOwyfkKQtQi4VipTlWuMp6PN7+TUnNQKv2T+Ob7xYY4JTD6bHBQSrvgoyTqy4HrFwl7XbZplJIpwkBJwAbeuHMCTRp0hDLN2zUzcKnYz7C//nz/4vQ0H2qLewXQ95F1HDMMOaE8rgU3irsVlgcxL0TcNuEM2BmtkDBwPFEwqAkO2ZCwC00iQG3wxy/u3euw1OPt8Md/6iNWXMXCwwOlw0WK7dFwOY1K9Gh9RO4cDFRfq/bsBoBAwei4OpVyPCSp2TtCYeaY2wriVjVi79Jet2qf42ti90DlBMeg9MjIXjnrd+REPDcmiskJ7EbpKo8e7Ziw6p5aNq8EfadijQmugcpKYkY/dFHCPD3xaNtm6NR2zYIv3wFLo8HK1YtRc9eXdGvjy8WLl+NQrK5bhcsZQWYMXMa/AP6omPH1/D32o2xdvNuaXtRfirmz/segYOHYPykL5Gcli2dZKFcwZAF6K2BIgRc9YqlK2fM/BrNWrTAleQkKctWUY5XXnwVD7V8GOnZeTgdfxbjxo7B8EFBWPnTSrUfd1iwctUy9PP3xydjx+Pw0SOwcxB4PNi+bQsGBPRHn949sXjZUlRYObndsLtJjdXg1xwBTwx4kR33OCvgdlCd04L1a1bCt1cf/PzzGtSudx82hqoJ7rJxgLuRlXQZzz7xDKbPno/iihKMetcPf/3Lf+KVt7pjxMiP0NevP94dNQrpuRk4eCgYPXt3xcSpXyM9JwfHDh3C+AmTsHz1egwYPBjr1q1CXnYGRo8aDd9efTF00CCER0WB08EqA8Yl+9vx48ZjookQOLm3BbAveB0aNayDzfsPGuTGg6ycHIybOBGBgf3wr6cfQ71GD2LP8WhJv2nLJvTy84VP3z6Y/d0cFJdZlJzHZcHiHxch0M8Xb3d6C3+vVR9zFypWv6QsC8t/WooRg97D+E8m4PSFS7IklNs5Ab0cwUpja+Cwc4LYcSpsK+5vUBtL13sJwfTpX+NPf/4rdobuR3HxVXz/3WyRL3z19VRkZuUIjDzJGjZ4CIYNGowNGzagpEItGmfOxODDD0fCx6cHxo0fhyspaXC6AbuDLLxHOFESETMhIKdht7tk1S69moZAv+6YN2cWAvwC8OIrryO/vAI2uGG1lwihWTX/BzzR+jEkJSfj5KlDaNm6MWrXrYeBQ4dj0LB30aufH9as3YCKinJM/WIc+vXtgR279yCv6CrmzZ+Hb7/7AXPm/Yj3hg9F6pUE7NoVAl+/fvDt1QOzZs1EflmFcFTkCnhVEoKI34kjEEJgCD+4wihCYMfalXPQpEVj7I+OEUqbeCEe3bq8g9GjPsGWzVvQqeNLqNuiJeIys7F6/Ro81LwR1q79CeyYWvWbYPP+Q7BaKvDBe4PRpXcPbNqyEe++Pxx/uaMWNm7fjfy8HPh06wSfHr0w9rOJaNS0JZ5/6TVcvJwCp9tTKbS8lhBw0jkwe8501Lm/Lr6f8z22b/sFgX798M/adbB0+UqE7AzFqy++glEfvIeBQX746x23Ydb8+QjdsQ2vvPoStm4PwdfTZuLd995FWXkZ5i9cjK4+vfHzzz9j0bxZaNLoAXw4ehQs3Jdxwl+PEDjscHP/iDIUFaRggL8vtm2m/MODF15+Fr0CA2F1k2Aoqp+VnIIXnn4e02bNEXZw28YlaNe+DcZMnoZd+w7g03Fjcfs9d+NQ+GFkZiWhc5eOaNb2ERwKD0c/n26y5eja2xdD33sP07+ejN7dO6NHjx7YHRqKF557Hs90fA3ZJaXg6mHhdgdAdULAvSmvfTvW4cHG9bH5wGFJl5WZgt59+sM/cBC2bv0F/Xt3R6377sPhmNPYf3AvHmzaGHN+mI/5S5bgrnvuw7LVG2Sv/vmUcejY6S1s2vQzJk0chzvuqo3Fy9airOwqBgz0ReeuXTBl4ldo+3B7tGrbHjEXLgrnR5yS2HNrsHKlIhyKEFQg9uRm1G9yL4LeG42dISHS1rp17sPgYSMRFZOAPr37oXevPhg/bhwaNGyIbt27IzouFq+/+Qa+n/0dtv6yBT179sS5hHOIOnUMnbq+je8WzMeGn3/Gyy88hxeeewmXk1IFjgqnu3LFNhMCwsZtGa9dW9ZgsH9PVJQXY1doMO5v1ATbDh6RsWGxK45g5byFeLr1Y7hy5TKys5MwYoQvOjz3NNZt3opftu9E6zbt0aNHb9lehW7fiLvvvgOfTPoKm7cHo9bdtVDrn43w4UeTMGLYYMyePgVt27XBd/PmYOH873DXvXdhwcpVQrCtbsX9JV1JQue3O/3+WwPu7d0eUmpSZSdWrZiHxs0bI+xMvCBj3Icj8UT7dijILZDfC+dMR/1WzXEyMRHhEUexYvkSXL54Dh98OBJ/rX0/Nuzah+DgbXiw0QMIPnhQ8pyKjUTdxg2wbecOBG/biob3N8aYMROEeIz5ZBymTPkKFy5dlolUnSOg4gnhcjiIeDfm/zAHd/7jbvj7B+Cj0SPx7ogh2BWySwRFAf7+eOqZZzDpyymYMmUyRn4wCpu3bEPojs14sMkDGDp0KHbsDEbipfNIupyAR594Bl/OnC8wchKP/XAE6jduglMXLsok8bjVgNAcQeXWgNsCgceJPSFb0O7hVhg1ciS+/HIiWrZsikYPNcelzBxUUBjrATKuXMazTz6Or2ZMk7qSL0bghZeew+bdB+T3vj170PDBxjgcdlh+T58+Ho881h6XklJw/NghNG/1CJasVBL20qv5WL54PiKOR+DI4SNo++ijePi553A5vwDsQSv3ltwafMatgTo1oMRdcQQe7N+xHk0aNsDWg0ekru9mTsdDzVriYmKy/N68bjkaP9gIe48fx+n4aPy4dAGSU5IxYfIX+Oud92DhT2sQfiocDzSui9W/bJI8ycmJaPFwayxZthxHjhzEgw8+iBHvvo9pU6dj/NjPMG7SJESdOyscJAkBNUbNhMApuCxBzMmNqNvwbjz3WheMGfsJhg0NwLy5s2Gz27BixQo0adQMH48ei6+//hoffTwaM2fNQGS0Ok579ZVXsHrVapw4eRIlV4vw/pABeL3L2yg0VtIDwcGoe/e9mLtwiZxzsG8oUKbUb9DgIZUyAsJGDtlWUYhRQ/zx0lOPYepXkzF02AD8x1/+hk+/nCaccolFaW8um7cIjz/cAecvc5y6MOv7CXi9Tw9o3c6+ffvB19df8FSUl4J27Zvik88no9xixahRI/HEv15Beo4yFIo+eRRLly7BpeTLmPb1ZPzlztsxZe5cqa9CE4LLV9D5rbdx/PfiCOTUQFY9UkauxGqftn7NYjRr3gwn4s8J8EF9euGNjq+gvFxRwLnTJ6B521Y4m5aCvPxcfDXlS7w3eBAmTx6P2o2bYduhY/jppxVo0awZTsYnSBlhJyLQ4KFGOHBwF9YuXYoObZ9CSZmaZExAqXRefp7szfSRXaWwUGQEqJRh8Jin+UOPIDU5Q8rmBOZlKS7GW2++hlGfjTWeq+hqfhFKCjJx6sQBdO/WCfXr18P06V/geMRhNGvRClNnzjPS27D+p/lo8FBLHIk5K8/cbiVTICGgpNZLCCoAF7cQNrw3bBBGvf8u1qxehZ9WLsX8ebPxQMNGmLNsJXeoEjJTEvHCvx7D9FlThZglxO7Fcy89g3Uhe6We7b9sQsNGD+BomJqcU6d+hLaPt0NWXiESzkWjdbsO+Hmb2m54HBU4GX5ItDinTZ2Kd7p0RfuXX0VKcYkMcLK8vEgIPv98ktw7PJTcq7YcCt6Exg80xM6jirUc/f5wPPn4v5CTXyhpN/30A5o3exBHoqJRUJKP2d9Nx/DhQzBt2jeoU78Rfvp5K3buDkaDJvWx64giXOcTzqJ5q2ZYvW4lgnfsROvWbZGcqvsHInTNKMiTrRYFj5xsPLJbs2aN1MnTJW5LY09sxf2N/okf1ykCo3b1TGLH9Gmf4cVnn0dJCff+6rJaLaK2nZqaDJ6S1K1bF71798XFcwnw7dENHTt3QoahSJdyMQHtW7fC1BkzZZJaeKwox5YkBMMwe7Y6PqR8iVds5FF0fetVLPxhAZYtW4K1a1fCp2dPtH/meaTlF1TKT5YuWYr2bTogIfmSyBSmTPsEr/XtiSI7j7Pt8OnWDX369pMyi/Ivo227B/HZV1/I788mjEbHtzqjsEzVWZSbgcULFmLo8BGY9tVk1GvSENOXLhVCUGZwdMmJV9DlLXV8yEJ+F2EhhwyPVEgIXMZx16rlC9CwYQOEnYwSYL+ZMhn3162DncE7RUg0+6uJuP3vf8es+QtATaqnnvwXkhITcXB/KG6v/U/8uOEX0Vqsc28dTPn6W1gsVuw/dBh/u+t2vP/+YOzbuRMN7m+Cd9//SI4w48+ckSMjbgV46fNSEgJqUVGDipPdZi8TifrMmd+gXt0HEB0ZJwJKq71CWFW4XZj46RjUbVAfq3/ZCAraVq/ZgMWLl+LkscPYvGElSooKMeObGWjeohkiTh5FX99+aPvoYyAMVksJPhk9DF1690V+OScNJdKqg6oTAkr3KfDctycU/fv0QmKCIniE3+O24/XX38Ajjz2DhLR0aVNGahKe7NAOX039Wn4nxB1Cm0dbYcm6DaiwWLFr+3Y0fKAedu/ZhfKyYgT4d8Ztd96OpStWITIyDC0ebosVa36RvOfjY9CqWUPZ/1eUV2DIkGFo/Eh7nE5OQzlPQhxuoY08Nfj8cyUspKzD7rLJ6c7urRtQr049bNuvJvGKHxei9r3/xPKVK2QxWLX4O/zjjtsx7supGPHRCLRt3wqxUZGIi43FXbXuwfTvFiAqLhr3N6iLEaNGyRYrNjoaderWRq8+3bBvz160btUOvfr4gso7iYmJmPTlFwg7dUI4FZ7IkBCQHV+9erW0ifIfj8eCyOO7cc99d2Pa3HkiwLbb7KKDQiJxYO9mNKx/Pz4ZM05sP06ciMC0qdNE3fmnlcuRmpqCiIjjaNiwCZYsWoKlixeiVr16+HHDzyIn2rJpPZ55+gmEnzgpxNlCgzbYRNJvJgTkAsuKCzD5s0/w1dQvDRG5gIm9obvwl7/9HVO/nQ2LcZy3ZOFitHioFc4lqtOtSZM/xjNvvIbLGRkoKbmKvr16oEvnzrDbbDh+bA/uvfd2PPvqa0i4dA7jx3+I5156GTlFlDcAX08cj3at2+LkyUjEx8Wgdr06+HjqNFx1ulDqVFu7/zJCwCMyKlxQ4WTbljV48/Xn0LDhA/D1C0Tc6XPIysiEb+9eaP/owxg+fCBe6/gyGjVuhHlz52LOnG/Run1bDBn+Hgb5BaB5ixbo2q8v4i9exFdTpqJ180cQ5DcIPXv1Rv0G9TF02FAU5Bfgp+U/oVGDRujU6W1Ro6QKrzor9woLSQioR6CEhR4Ul+Rh7vxv8PwLT6Nhw0bo0qUnNm/bDh6W8ZyaAr7MjBQEBPZH8xYPIaB/f4z88ENcSk7GpYSz6OPTBYF+/hgyeAS+/34OrPYyXLpyDl27dcJLL74gdhMffvgBTp+LlwHrdDthN5CvtwZaWAiPG4nn49HxpRfwePv22Lh2HZx2J1weJ05FHsQbHV/Dvfc2QF+/AFxOSsLatavQrEljvP1mJySnpqC0NBt9+nbBU889g7UbNqIwrwB9fHqi46svY8yYD9DxtZfxSJv2+HbWbIz55AM0aNAQ/fsHIiUlHUUFeejx9ht4+YUXMGr0KLz2+pto1uxhfDtvEUptlMobhGDseEw2tgY26hx43Ni7Zye6d34DDR54AF2798Sx4ydFm+79EUPxSOvmGDzYD53f7igLweQme+UAACAASURBVMSvvsaK1Svw6KOPYHCgPwYOCECL1s3x2pudcfrcOSxcPB/NWz4E3/594du/l3A01FhNT8vEtm078WDTpkIQA4ICsOynFaLYRWGmEAKr1dgarJQJQMHrnl2bBScNGtfHk889h6++nYmC4lK4+Ocph91eiLlzZ6Bpsybo2rUbBg4YguDgYBSXFOHjj0ehe/dusvX74INRSLx0WbYT4yZOwKNPPgnfAD+x5di5M0SOjHkixGNYHtNRYWfQIHIE6viQwvMfF8yVrW3/AQMQde6cLJSWkmLMmzULDRs1RKNmLbB45Upk5mbAv39/1Lu/AWbPmSdC2pDgzWjToQMGDh+KxKTz2Lp1Ix7r0A7DBw/EB+8ORNOHGqJLj95YsmwRXnvlGTRt2RrzV6wRIr1z43rhLvoHBGHIoCA83OZhPNvxTURfSBTiRWQly9bgv4AjICGg0gOVHc4nROPQoVCcPHUC+w4dQWpGtnRUcXE+jh49gF27QxAecQw823e7nLBWlOB4VCRCd+1FXFQ0Lly8gPCYWBRbrLJnj42Mxr7QPTh48BBOx8ejtIzKNx7JS4OYXbtCxWiFlZAT0EdL/H36tJcQeOBAhaUIpyKP4vCRfYiNjcaevQfkHNzidqPcTgKiGPGysnycOHEMu3buRGpWhlB0j9OO1OREBO8MxpHDYXJ8xbN6D+zIL0jDkcP7sTt0r2g+sm6e2bp5THY9YaHLibycTJwID8PxY2E4dyYeDpsNTirlZF3EyRMRiDwVi6Ph4aJie/FiAk4eD0dEeATyC/LkpCE17RIOHtovhIKUJyMtHXv37AZtFxIvX0ZSShosVitORR4Xm5ATJyKRl18guMtMuYLDhw5h7759uHDpIuJi4nH24mXYXIDLQaruwfhxn+Hzz5WMwGqc5CQmJuDQwT2yih48eBhXklKlf6UfI45g164dCA87iITzCSizO2B12REdHYnQkO04dfIYEhMv4MSpaBSVlMDptiM2Lgq7d4dg3/5diIuLQXGxktazjy9duoDdu3eJrYeTWxOPC1YeoblccrxMJR7NETitVlw8H4/9B3YhOjYSB48cxqFjx3G1zCp6KnYXV8wyuN2lOH8hDqGhIYiLUzoYlHEVFxfi4MED2LlzB7Kzqd1IpsgDi82Kk5GnsDMkWNrE5y6ezfN0RbRCuYyQEAyt3BrYbeVIOBODiPCjOHo8Akn0+uN2obyiFPFnonEq+gSOhB/D6bNncLU4F1GRJxFx/ATiTseLPoPdbkFMbJzIcErKiuBwWRAVfVLwdOFcLM5fiJcTg6ycDBwL24fwk6cQm3BR9BYcFSWIO30Gwbv34PjxY7hEOdypaOQWlUCJgIGky1fQiTKC36JHQK2jKirGvfuImSyFSkIIxIadZ9ZkhZV0UrYN3J1RMcc4txYME8lUeeQ5q7Fv0c8ZM3cF1W9F0Kak5vq9IjjUsPLWI3kctMtWqsxkG3lV5Qio/KPO5NW+UZXLw70ypxOldg4yD1yOckBUfSl/UEqw5VQ4cZCtUkeBLJtadhU2C2yiDMT9qXrH/9zXkTvhgKVWHS/NEWgZARWm6IPAfLEOm70Ebrc+K1ZvHcJVsBy1d2fd6oRGy0g8Ss/BeM9cWidDawnqesj5UOUbBlz6uY6dLm7x9NZgPD43OALRYqMijuiEKDiYh7IytpWyDgWf953V44ZN1Ip16d53DvqkkHPtav0r5VFpSwmedU5K4akERa07WUCsFBYOqtQjEH2DqkUJV2axuw3NwVI4XCVwSd+q8cGy7XY3HHaq6XozkwixTZzoWglHw2GlDwAqbhk+LnS+gYO8wkI1zlS/Mx+1OsiWVzg5Ztln7Heq/3KMUCRoxgs1WL3jQpTsDB0JBYNKyzlH7dGqeS1wOiqkNG9ruEGFKENxPPK6IoTgN3IE1QmBVihi0Q6u0OQKSK3t5XA6yuHwOODgOboDhoabRd7zDNjGM1iq7Drt4ErrtLthsRNRFUJpuUXlmafVXgq7vczQ7CLXQb1vxkqVloozVCTRgVpXfMaJyKsqIeCgJeJ5ekDtMSoMKdsAq8uJcurvs3wKxNw83y+H21YhKpw2UeWl8xQ6VtGDpAwOKpq4rEofQDS6nGBZHLQuqvXaHbDps9tqwkJ2CnEhWmg8ahT9B9pPUBnFLmqkPK5T6aiyWiH2BtJ2F9MZWmTUJjPaLWrR1F+w28RSlOqn5JDcDsJNqT9VdKlYQvjscFjVqmZz2xQxF5io1cmJ4QFtDT7//HPBpYKDeCcOqcpK4uiRwEnjpBadaLYRHmrAOeUIlcSV+LBTZ4IyJMLk4ICl1hsHc5m0i6dtNqvalghn56yAw1Uq+GWd1GxUba4QIkxiPzBosJcQGM5TvPhSMHAbrhyrUA7EsUK8VRh4Zn0kokpVnKdN0h/EEe95UkIuUzv/cDlhcdiES+Bzwq/n8KBB1CxUKsa0HXG5qPyjtDmp/SfKWk4eK1bA5VH2M+w3N+GR9rGP1bhWqsSsW2moKrViK1weqjs7ZQvJbQnbSi1JKcdtBbUrOX7sDnJBapxTfd8meFZjQQhBNRXjWxIWmgkBzY/79+8vgjpSG054IQRUTXXyfNxQEWbnUKdckEYFGrK+TtEcpCIRNQfddqrnUo/cIRRTWGpuM9w22F3l0nFUPxajJGPiyMAT2wSbGCRRMk+jExWou69WSk0IeHxIpT8SH/GMZHSQ2+6Q+sVOQPZ8TmW8w32f0waPGErZZS/IiUEiwEVMiIm7HDYOKK5QLIeD3W2FzU19Cuo7K5VVGizxqs4RiL666IqrLQR/c4Uk7IpAMCYeaQ+gJoHqaN5r4kdCxPYqoyTi2Tth1T2Pt0iUSAj4jvgVFWLah9hJGOywue3gGTMJCDUoFf48GDuWtgZqa+Atl8STg5DwUc+Bqq9UybbDLXCp/ITbThVcrrjEOw2nXNShN7wtOUl0uXXSk8YNu00RFz7npOW+Xk0q4kETPxICh5wSDQwahlWGHgHrc5DgiWo38UjOgTAq+IS4Cn6Ib3I2fEccKc1RLjAyTo2VnvckZoydQtQVd0DcVVgtIj8gTkWRwAMMEhVjEyEQ9WS1eJCD0fijQJ0cHzVAVb/yt7HIGDYuQuwFbsLONhFW4o9ao7SHUPYinBPkHgRXXAxkMeI8YF8o4zOmp6CX/c55owkB7V7+7a3Brl27xPpQHx/aSFHJUrIDOSioaEFqRp1orrCiz069dqoFU8hC1Vy3EA2PMUgdBJad4XbJpJLGuclUcVvB9GpvxkGlO5tsqpuTVtSNSQwYFKVkg0kIunXrJsJC0h1yFBwYakJzG+CAy2qFx8ZJzwlsh81DQqW4Dq5eJF6yMtMoh+rbBiHgALaRulNOIO0lB2SFwyAEHrFBUB0gyDeMjrxbA9UO1RbD3Rt1BgwDE8KqgksGLmUc5nbqe64GmgDSWEsNKpPrNw4cSs7thk66DAriWAUSLVn5jNVPGd0oxpKnBpoQqEmjJpoamCyPk5kTicI46rerlU71AdV1XeCOUDgSrlYk7uQkOLipuUsBrYfcB+1M1KovZRo4Vu0ioVCTRoiCu0LS05Bq0MBhWLVaHR+qCaMmMwkZy2MQQzYhDoRVWxKyXqZle5SQmIReB41D9o2ewEIQSBT0pDKMfdjP5AoGi/WhYWvAVd7NExYPPFQCYR2sS4y/SAw5+VmWIpCc+FXGgV50ZAwQBr5XKvWEjTALoZKFjara184BGgOSSHGRJVFgICEgTPoES1vCcpEnV8D4V42OzBwBrQ979+4tLreExFzvn3frUyVFlcfGHpLPvM85EHWgKOZmLqZiHm9q+iMgIUhKUqrE8sr7WhVKOYTsD/mCMgEt4dB1ajj0bx1TSOTdB6p6mbtqBfpXamqqmETTNJoXO/TWLpakYdEx62dgvQzXucTvo4bkOmlqeDxp0iQ5lq3hVQ2PqITEFUfDY7Svslq+V4pKlZkr3/GJbl/lW+OZuV263UrGNHjwUKxbt86cQfCq9+1efFVJ8rv8qN5/VDSbM0fZgWgZwDUVGSipOkaqIOGaLOoB09xMOo2fyoqqlEciwItjkTotvwshoCOGtLQ0pCSnIDHxslAZTjgdkpOSkHwlCRInJSM5KRlJSSnVAp9fMfLwHdNcQXLSZSRVhiRcSU4WPWz1PgnJyclITvbWperU5SSJLjVh4xaGDT56NAxpaenV6mZ9LOOy1KfguIIryVdwmWUb5aewHaZ26faZY+pum2FQ8BHGZIGFiKcnIXrT2bFjh+CNVFmXwfw6XIujlEpYdHoVa3ymIimJgelUnay3aloTrqrhTbeNbb5iaidt1keOHInRo0cLvNcrT7eVfXNF+pd1sf5UJF9JReoV9jH70MCr1EF8MQ3DZaN9fKbxqN+xLPNz9Zv45Jijxt3cuXMN+Mw41O3V40iPmRRjHLJ873hTY03nuYnYwK/uQ8LDrTIJJx3QEGbvmDCXp9tltP8Kf+s2m9Pd2j3nwrXz4doyCC/7lZ6s3njjDSEEJA70R/CbOQJSQOrXUy+bZ/VU3KHuuo+PD3r08JGY91VDL/j49JT3TKPSdVNpuvdBjx494ePTFT18uqNHZTkss7sElu8NumzmYdC/fYQLIMfy5ptvol69ehL36tXbgI/lqaDhNedlXT17djXq64ke3XtJUGlU+8zpWUZ3E1zmd7wnXhiTINWpU0fcf9Gpi7luptGBONC40fdSZiW+vO308ekFnx59VRAcXAtfdXh8jL7p3tMHvO/VXcHf1eg79ifzMG7evDlatmwp3J/G+zXlCS594NO9J3y69xbc9ujRDd3Zju690VPGRXd09ekueOrZvQd8enSDj/Q126L6v0cPNTZU+eb+qdomjbdevXqhcePGePLJJ2WbSs5P49BbhnlsGGVKfd3h06O3Cj49ZLxVbxfHn35mvpdnGofstx7dBT+NGjVCmzZtBRbCoeFket6rMcIyCQfHlw98erLNanzouqR/pPyq7Vbl6PyE2ceYI9emk7Q9fdDDHExjkQsS8UaOmZzNv+WYhIM5IyMDWVlZyMhIl3v+zszMVCHLiDP5zByy5LfOk56RYuTNRkZGJjIy06S89IwsMGSk8z1DGjLSMyRtZR2ZmVI/YTA/I1WmG6oDBw6IbzayQNRQqwqHAWuWhk3BK/VkpKr6MjKQkZmNTMKRkYm0jAyh+F440pGZyVC9DC+cxAlhoWzgtddeA+Ur/E0YNcxM4w2qzHSpKw3paamiH5BppMnMyIQKxDnxpepm/vT0DKRnGnVnpEs6eZ6RgbT0dFUn8zCt9E+WKHtlZGYijf2WlSX41K64PvzwQ3z00UfiMkvDqmPivAreNVyZqcjITBETb4EnLR1pGWlSPtuUxTHC+jMykS7jhrgmzFkgHCyfY6M6TnW9mZmqXuKPykd0VUZ8qjKMPjXK0TAyJq7S01l+mgEb6+G4MfCdSZgyZIxlpqty0jMzwUC4iGcNnxeWTBlXxBdhoUMUuhAzv9f3kpft5xhmXYLzDKQSB5V16Dmj60wXmIhH1X9pprIVHiVv5djwjrtM9q+eg0ZMHOmxyEVSy6tu6dSguquym5IRVNmhcN/C/SOFMnpvqxOY5QA3sxfS+W4cnzlzRrgVsq81XbJlMldnvq+ewdhfVX98s7/JWpMroAfZG10KN3qvd6OU3G/TFZYDHpdXd96cgwLZmi4KdtkDct2gzTw+nDJlik55kzH39Eo6bc7ApzVDY0518/dcyahQVF1GcPMl/HpK6QXtEID9r+9ryEq7h++/1zKCGhLwEcswrEl1CmLqesXyJK6mS3WZQFfT6199xq3MO++889tODcyEgHtvygj0hxC04ISxOWhJq0hexT2TcX7rKoXTWYKEc6exZdsWZOfli30389oryrAndCeWLFmCZcuWYcXyZVi5ei1iz503lDgoQaVLM+Uyylyf+Z7YoO0BfRYqFWOl+KKls1IXz4eNbzWIZZ3HhfS0K1i/diUWLvwBq1evR1JqhkhpScDiz53Bt99+g/Vr14GKJby0KympW6SzVXHA57yoL88jG61ibIbDC7fy/cczeR4zlZcWY//uPQgLP4EynvtTW5FHSJSwu+1w0AmJqxweVxlyslKwfu1aLP5hEdasXoeU1HTxlsS6z58/h2+/nYnVq9eivMICKg6WUkGHJzBUpjFOELxwKJiVrYHSI9DtYHncV+q00rdyzKZ1IqwiuCRXsGLFcsz8dhZORUULaZBTIbsdhw/vxZIfF2PF8pVYsXwFVq1eiajYWHFDJsdjxjFxzThSJyw856f1odYs1PAw1jBRSq6CcjfmcTuRnZmKXzZtwOJFP2LlT2tw8aKyQ7lamINVPy3DN9OnY+3a9SirsAqxrKA+hKFfwLKqwySdCwhR0q7KzLDoe5kLNhtcVh7tuXHl0gX8vHkjErOy5Fibp21MyyNkGz11CQ6UXgA52iVLFmHhoh+wa99BlNnoYUkpcUVEhMtcWbRoMXbt2Sf9q+vUMftL9xnhpfyCi9JvOj4kIdAae3v37q30WagHBmNdsTnWiOORk7vSI005Nv28FG0efgj3N2iIyDhlrswywg7sRYsmjXDP3ffg/rp1ce89tXBX7TrYsD2Yr+VsnZNBEQLvgGSdusGMefH40EwIOHg0PJLeaYXLrnQBqA1GC7bZMybhwQb1UOvue/DYk88i6rSyIoyNPo5OXd7Au+8NR79+vpj0xVcoKqsQJSRqyckxGicUj2sMgqjhISz6yIYeZHmZ4eW9esZyaNbqRE56Mka9Owx33nYHBgwfiSIORjGltsDqtMBG7z3kBqiF6CrFgu++QYP76+OeWvfi0Q6PIypGcR5RMcfg06s73n//A/j1H4gJE6egsLwCJR4PKuS41w16KWLgkZN5wIwfT+tDRQgEQOOfbhdj4pN4FV0BUURyICc3Dd/PmYEJEz5Fr57d0LLNwzh8SnlmiomMwiOtW6PWPezf+3DfP2vhb3+/DYuWL1cLJp2xik6AmnTmuvQ9wWCd9FBkJgT6PWFS+hhqIlGByUVvQx4bVi6bj1bNGwueHnn4UYSHHUdJcQFmTPsMo0cNx8TPJqBFs1Z4f+QYZFOI5vGgzO0UPQvRKNS6BcbE1Xgx+yPgMw2LjgmT6B14gD07tuHZDu1wb+3aCD5yTIqoVB5y2VFBZSTRuLUhJTkBXd55C/Xq3Ie7a92NDz4Zj1KHOknJSEtEl05v4b7a9+Huu2tj9Jhx4sqNdeoxqGMNBysjIfjNegT/PiHgKs6zVfpbK8HF86fw6Ufv46EWrREVpyYbnTBuXLUCC2d/j9jIGNAi7aflS+HT3w8xl5TRBFVPqf1HQkAnJLqhjHVjGfPShEBZH5KIKKqr84jCkLUCNvECBESePIIub7yAJfO+R/yZBFy8kiJuu8oritHbpzMGDQmSci9duogOTz6NWQuWyKEdFWc8NN01lGQqyzcoMTPdFCHg+TDVrj0OlJfkY1/wdjz/5DMYOHI0iqjgQucvjgpYXRZYyQ0YW624iIN446V/Ye733yM+4QIuXLki+uklRSnw8+2EgSMGC9zJV9LxzFMvYOb8H0CN/mI5J6c+BbU86VHntxMCzf1x0xEbdxL7DyiT5/z8FLRq1xwzFswVGLZu3oapX86QD47ExkZg8y8r0K1XD4Sdipatg9XwA0k9AU4ec5/qexZ0I0IgDnWpQCMal9R0LWEOXDofhd7dOuL7b7/CmdPxSExMgd3qQMLZeAQH74DVoszkg7duwT217sbCNesEw+WGUg41JNlOmdSim6AIOOG5lhAoXQUNsxAncnRuF5ITL2L2FxPwULMHEXI0QuqwC1GmshY1AalnUAG3qxhffzUWvX26IezgEZw9m4C0/CKUUt/E7cCMryehR5e3cfjgEcSfu4iMvELYPUp1W49BHWs4COv/CCEgAEoBwlATpeahi3brdoRu+xmtm7dHTKzyW1BRUYareflVtpizv52BL76ZiqsOG8pFmUNNFPF7Z5yP60aaYzZYEwK9NTAjRZQsqPVoJZdArboKzPzmK9x1x9/QsvlDmDFjNq6WKNcQp06EoVH9Rti2NYTFwm0rhL9fX/j4DkUZNec8VPrgXp2e29Rkqg4LCQGp8PU4AgUbWX+rKJrIjtpRCv+unRA0bAQKDUJAeQC3BFYqLtEduMuK76dOwJ1//Q+0eOghfD3jW2SWceADkWE70LZFI/y0ZbPSQLA5McCHLsP6I9fllgHFxUWp+3onHWHhdTMcgZ4YolQkij+GCrfThszMFHwzbTw++GgEkrIzUe50IzevEC66QTKupUtmYdyEcSgos8DiUf4q6SSUBmBU+DH3mcYps5IQVN8a8LlOT7hsjnKx3eA21OMux4ofv8M9//ib+DScNGUSsvLyxemL1aq2eRomOsl5pFVzrP1ZmW1bxTchHZW6ZAHSdRAefZkJgYKThMCLU1HcolcqsZEBju/ZgZZNG2PHkTBxwWbV3sBFa5PbKweSrsTh+ec64PbbbkPnt7rh4IEw2WLR8Dkl5QJef+k53P632/DWW50QvHc/KCmyepRBlIaRscYb73n9DxICpUsvOt0OrjxXxRJs09pleLhpB8RGKyen1IEnf0hNOA9suHDxNHr36ottoXuEalrESw7ZYUMt16QNphurYzb4eoSA+zDu99w2N1yGnjmtz8IOH8au4BD06dMPf/rzXzBo6PuiKXlo3x40bdgS+/eqD0LAko33hw9Ep56DkFfuVF6a3UprS9dvjgnLjQiBXk1JTKhPTsJCO3drcRr6d3oFg0eMQKGDe0dqMVaIjKCC+ukeFyrKCnFs/07sC9mKvr16ikuyPgMHirux8IP78Gibdli/74B4HqLhx5hBw9G9W0+kVVjkiwJ0FMsB7hD/+LfOEVQSAtGI5GqpBltKaiJGjRqCe/5+B7p0647MgiJYRWGLxE75NcjKTIZvn15YuUZpB1rcmhBwjHhVfs2DmXjldTOEgPYk3BbQxsFWXoTwI3uwO2Qzhg4LwJ//8/+ga68+yCtURFO4IWOirF+/CgMG+CM3j18Fpq0M/UoQR17CpGESYKpxBOa+573CkZLvuJ1cXGw4vH09WjRpgJ1HjorTEEUIyDHQoIyLpQNJiaexb/dWLFvyA5o2biDb1S279kiViZfisTdkB5b9uBRNHmyKO2rdi3XbtgvBF1mSSV6n4flvIwSVA1psC7x7ZaoVy77PrlYfbg2Acmxcuwytmz2GmOgLojdFRw807VUuxexY8uNCvPv+GFwtswvLQ3sE6rlzH81G0YOwbmT1mNiqiRCQRSMRkM5x0NUUVYdtcIr9repWftptxqzv0KTpQ4iJPoHwI/vRvHFrHNoXIQk8Zdl4d0gQ3u41CDnlTlhItqjOyglcA3FippshBNzXUghoEU9AVtjK0uHf5VUMHj4chQ6XGDTJ1sBpFQEW2UmbTTk4YR02azlmTJ+Chg81wtGoSJwIj8Ajbdph7d79spJQlfqjQcPQrXM3ZJaXi5yAxJWmwnZR174xIaiOY+kDQw2XE4mcBa0AaaRTWpKHpCunsfXnlbi//gMY+sGnqKDKLP+c7H8Htm7ZjMEDRiAzN18M1+jsVQSK8v0Iqgh7t3Ks2zz5atoaEAdMI3BxL8+PyDBQNkQ8yb6bE60Yi5fPR5PmzbHVkD15DOFvTOwpfDr+I5w+d1r6Wqwk5VsM3KpUVeEmTPq6liPwjk2l8qzUhB12bspsOBq8Aa2aNsKOQ2FCCOgnktanNJijS3yHzQGnjVsVOVfA5UuxeO5fj6NHv34otXN7rZ6zfpoaP//qG+jhG4DiCtpikGB5iZbuN+KF1385R6D3ThSKKB1no1NomSg+Cwz9cjf9q5Vh45qlaNX8UcScuSSEoNxmg9VGffVyFBVl4JNx47Bw+QZ5JxZZYsDkbSTlBLqR1WM2+HqEQMNJIxduCVzOcvGdzzxccXldTklCt57dER5xBBfOxqJRvQewYa1iFR1luejdywd9Bo5EsdMNCz9KQRsH0Zu/FiYpz7A+vNHWgFsU7g+ttGhEBWxl2ejX+TUMGToCV50eWEQ/nmyjuoStN86eaJTCKznxLHr27ox9x8MRezoaLVo0xQ+r18s7Gnj17u6Dvv39Ue5yyVaLWwzCTqMgxcqqycQM1bcG1XHMgUWiyknJrRatOfkdAqUNy0nC1c+NkaM+wAuvdUOJxdB7t5XDasvHlC8+x+yZC8EstPEgH0SrOrtT2U8o4yA1hlg362PM69cJAScWiRPgpEdhMbjxiFUpVYBzC7LQz68/Nm9hn3Jr4ERSciLmLZiD+AQlsyol12SxyFeD5KTKwe8zVJ1gAkyNHIE6LVQ4M4iAywa7cAR2HA1Zj+aNG2Dn4eOK2xXfh0oIyP8UHlJoTEKg3KEBc2Z9iYFDB6GwQm1Z2Q7amvCau2gZBr83GgXF5La9BFTjTOOPaX83QsDjQ22GzIJ156hG048bDYwMM1NZ5Q3TV+P4y+OmjKACv6xbgZYt2+B0Ao9w6IOApsdsmAsH9u+CX9BAnLmSLh8uoZdaWoFV7huN8ivrrLYSs7yaCAERw6DYNfoooP1/EfKzM3EuLgYuGx2fuLFm3XpMnPwlKiossFkr4NP1DfT06SYDIfrUKTz55LP4ce0mRc1pSMUVlay7eGvyrgYaN78mLCRM5JysDi0jsMFWnofeXd7CeyM/RIVHrQ1WaymOHjuE3Xv2oazMhvyCIkRHnpLvH3CKrFu9Vj5KUlRRjuLSPPTt0xk9+/QTgWBMdCw6PPU0lq5dJ0LOclqHcgLSvFW+OkQDoFsjBJyQPE1Se2CHnD6ciYmR/rPbi1FeUYABgwbhk/Ffyn7cxf51uRETexx9+vkgJjpeCcsMAyGHWBnyq0qGFZ3pBEYPavbtzRMCcn0eFBcW4kx0JCzlXJGBnbtC8Mn4ccjOpmMVG06fPo6ePbtg3Pix2Lv/IObMmbXD/AAAIABJREFUX4SZc+Yir6hIFjHa/qsvXf0WQkCO2AobT6hcHN8ehO3dhpZNm+JAhPL0zW8UZOekYkfIdsSc5VG5BxcunEVyCh3yAtm5yfj4oxEIDt0hdPbC+bNIvKS21JnZmfh00mT8sjNUnKRowzsueBpnHIe85/VvEQKz0dGtEgKa4lrFvJUrBz99VoZD+7bg9Zefwx133Ile/f1w+tJF5TLMOAeeP38+xk6agCK7BeU0B6bZsSH115OfDTMH/VxPvuqEQCOmMo/YaZO6luJsXATeef1VBPr2xdDBQzB23CScv3i5cnW7fDkSPXu9IZxAj679sHDBCpTYHTJBrVTQEVaMe1+vgEjDQ+TfiBDodNxWcL/Oni7Jz8WMryegUYM6aN7qYcz5YbH4ESguzsbb77yKO++8Czt2BIue/UsvvYj+/fti2LDh+PSTibhwXhFWchWJibHo37sXenXrhXe69cbsJUuEE6BsgHbqJD5ipedUFnH8Zp4eML/GERBuvR2UPbSYf7sxf8Y03F+nNvr49sHgEQMxa/Ys+aCofEnIRutBj3yzkHYMxcUlyk+COHPhyqmsLHnUrAe0xo+OiU8SgurCQv2e8CuujxwL8elBRmoqur/zNnp374nhQ9/D6DGfIOY02X8P9u/Zgsc6PIz//M8/4+6770KtWvfgtjvuxBczvhUiVUGrVApCxXzZO+ZYn77MWwM+U7DomEJGmlJz7DtwKuIwfLq8jbv+cTe69uiHU9Hq+Hzb9lW4u9bf8fKrbyK/oAALFs7Hs8//CyPeG4bAgf5YumIZrNziAPKdhKeefhLD33sXA4YMxtLVK1FYXipyI/kMmnHMSTyY8cK8/yOEgJ0i/t3Etl6dj7pdFbiYEIs9IcE4dOgQdoaGIDUrS/wayHcJ7A6xkMrIyUY598ziuEHZhrM83bAbxWzwrxECsesW5xBlsJQXI+rECWzb/Au2bdsm6s0sQ5RIhO22IyPzEn7Z9DPCjoQrIRI8yh0XWWJ+7EQEbtfCx3JuhhCIaSw5HW4DSovFDdX+A7uxe89ehB0/CaudH4MtFldbC374AVu2bJOJeOLkCYGLnzJPT1dfaiLhtNPbEjzITE/Dll+24nBYhEioyXDyaz38jqAiBMQtP8HlXe0I8y0RAkN+Q1Pz3LRkHD64H1u2bsO+AwfAo0Bedpv6liCdjFDdlaq/HKg0febEVibmZGuVzonTpT4/JqbCJo5PyvoVQkACRSIgPgrohs5qQUzkSWzbvBnbt23DlST16TH6czh/Pg57doeIi7ejR4/g4OGDOHYiAplFRaggl0bTdDjAA1tuRzkG9TiUhlXbGvBZ1bHJUyVFCKgolnz5AvbsCsHhQ0ewM2SXfDSFeiwFBUnybclp38xEYlIy8goKELp7N9Zv3IAjYUfFMxI/jENha3Z2GnbvDsXGTZvkYzt0mMItBf0lqD6tCifhIcy8/tsIAStUFFlpm4mbKyEERAaFONqtlUajWnjpRosCQA0wZxsFhOLxxzi/rYrgqiy4+R1L/jVCQPt0rkDKiYVCkhci5b9AtYUrFffglYq5QuG5HSDiedxFHKuv5l4LE8vUhEBrFrLc6kG2K6LtRztyb10aJuLRbivBho0rMWv2TKSmqk+26fc61j4bRPhoOE+tfEd1B/EvqRxveAdN1X0l0986IeC3HHm8WxWX/Mn9Ol2gyQdjDT+OrENwIP4JiGMSIgZFDFTfKJ8ATKf7l/lq2hro94yFwIi/AaXIQz2JqhcVl9RRpxp9Vd/yF53n8MOhMvn5VeFKT1W3TgikTYZTluo1UVWcrucoXJ06dTK27QyWbxZUTye+EAxfCzW9o19HyuLMuDLjhM95/bcRAtUJagVXnUvgjE6mc0xxZKGk7NxbymCQicEBoCiacvZhOreVyUaUXTvRdGM1cvibV3VCUDOCyDrxaEfBRTh1eeb9Pv0E0jEGVymuWDze9G4DOEh1uBY+wnJzhIDUXsGicEIvR2447RyQHCwuWCqKERK6Hfv27atky4WAVMGjGgzEPQkVtxtU1uLA5zOyL5UakDXINPSAuRlC4O07PYmNiSvwmIkLCfy1xNKbX8FMXHnxfy0udd/eiBCwjOrlyjiUdnNMcduht0I8CaB8R+NMbU8UEVLws05u2653IsT6rt0a6PHgJWCqDuJB6daIgJWeoTimPDYkJSVg7drVwiEQV+RYxbOU8ZVw8bIkrL6aT+z3SrgJv4lrqgmHTMvrdyME5s+ia6Qzrqly8zONCHaKSGHF84rqgEpCQSJhsKhKQ0wPLJXOXF71e2mlAQfvq9saaKSZ46qTnQNPd5xCtkrLQc6VgR1GIkCdgapHSV74dX7vICYsJATVbQ0UHhThYT2yDZH2a5xwwirPOjQU4kqvP57BMplfOKxqshONF74XQmDgVOrjR0+raRFqfGh4GPMiIaCNPS9dJmOd3hyTfVeBR6h6EnAxIBeoVLvlrF7vqw1lMKlTBKWKi2SZ+jLXab7n+xsRguow6t+qDPrypYo6Cbrh4cpECMxtknujvdqLU/XJpmG9PiHwjgNNAIgnkcWw/1zUJOQWiF/+Vk5VeWBgs6sTGHVKwQnPbXVVWwe9AOh+EyH9DYiBxu2/RQjMRkfVCQERzEsDZI71O75XHcFThesNJjXpdQOrd4ouV5dZWV61xusG3xwhUB2lyzbH3vqpwEQioAaQWlG0vYOZo/ESAebVZbHt1QmBt2zTpK/cLlQtU6dledxfUyWaH+4wrwjm+phO5yEXIUe34lyW59N25cPQOP83p9V5+IyXmRDwnb7MeK/MY5IvML8Ois1XyjRUi+VgZh5dRvW+Zj79jum85Xjz8D1PKq5na6Dz69hcjkwm4QjUKiz9WpOLN3PdJnya7WQ1PhhfSwi8gkSdjvBofGmYuPUgR0D9EDed99qtsNqpT6M4B5WehIB483IAOj/xo8vUuDLjUONA101YfldCQOvD4uJi3cb/K+P4+Hj5LPr1zJBvDWh2rA7MeW1H36g8bfqpXZXdKO2vvSPd1R38a2mveX8LYE+YMOE3mCFfU6OBKxIXBi9BqSnlzT7jYOepwW8zQ9b9qOObrfX66ZSrsjnXT3CDN+5KvKgJf4Okv8sreu/6zWbI5uNDcgR0xECnC3TKoJ1CMNaOGG42poOJW833a/XxfV5enjgmobklzThrdhhBJxd0WEIHFeZABxEmJw/a2YrJacaNYK7isCMzU5xB0OSTziC0Y5Ib5a+Ou/T0NHEqQlwphyWEzeTEwnBMwTIljYFT+V3tWfWya/pN+OnAgk5JxowZI/fV21RTPvWMTkCy5PQiPT1bnIGkpytnJZmZqcg0nNgw7a3gwFwfYSFx9/Pzw6JFi6r0rblMptP9S6ckDNfDmy5f44+xfmaO9XtdD8c/A2H58ssvZdyZ0/Ne+kH6RNUvDmXEKYoaeyxTOd5Jhepr5aiFY1I5T2E6w3GPdkJilKvh0PWYf2s4+EwH9ivnA8ciYy4ot+SYxEwIqEdAVmjTpk3w9/cXf2302UYlo+qBBIPvvMFPiIhOx/dEorkcnZbvdDrG/C3BqIf3Oq055vPAwECheg0aNBCugHXoMrxp/dC/v798abZfP8LfH76+/QUenYb5zIFlVIe3Eq5q8DAtOSempyut+vXri8ekgICAa9ql66saq7oJkwpG+337VWm3ho95NSw1Pevvq/uB7Vb3TE84GfQzxuyPNm3aSCC85ne81+XrWL1nf/ihv68/fPsFwLdfoApSb1/4+au+Zhp/PzVudLs0DNXh0PVWrUe1k67Unn32WRC+6u9VPm//+vpy3DH0R38/BjXmJB9hNuFD41DDxN81vdfPWX/Tpk3x2GOPyXalpjb4+6u69TjjuOvfn3jl+NP9qmOOMX/4+QXCz49pVFDPqo5H3W7GrFeXZYZXzy2+I6zkBuiq7OzZs7dOCKrLCFgRnW2Q/eZe3BzI/pp/U3rv/a3umSY6OgYqbZxI+JkuLk6VxecxMbGIjo4Srz7MHxcbJ8FbVtV69XPmZSNJqOgeLDQ0tAqcqh7CoeqIiYlDTKyCWcHjhaGyXmlDnAEv36t2aJi8ZV4LEz0l8Rt7L774orCyxFlN9bCumLhYxAg+DZzFxAoeBI64OJwmHuJ0YBqVTuFL413FVfBu6hOBWXBdU16WHQfCTK87w4cPl3uNWx3r9upYPWe9GgaNI9YRg1hz/XEK3zEx0Qp+abMaC2a86LoYm+vhfVRUlPj9++abb8T3njlt5b3Rr8RpXOxpKSM2Lgax0vbTiJXnBpx6jMbEItbAuR4TleWZ4CAMfH769GkJ9PH46aefIiEhwTTWq40Flm3uW8GVMfarlB1jzAPWoYPGJ+GLMcYIn3nxJrgT2L19YMYn7zn2OB84L7S6+y1xBNUJAX0WlpQoy63ftnG5tb3iLWxtK8Fhp9BxJD23/vrFGm4Npl8v05uC7B+dpHDg/P7Xb8HOr0PBbxrQD99vuygPoCKREjz+tjJunGvYsGHgx2//b7j+HRnBrcJPdv7fubhNIFcQEaGM6G6JEJi3BpQRaFdlZoklj3S0FFPHBJqSYSq3qKMkapdRTdIhGm8HDhwUDSpKt/kRDl7W8jLs2L4D8+bNx/79e42vIPELM1Y4DKmzrlfHrE8HwsGLVLtr167gl454EQ4NI9OqL+/w01Q8vikBNR5zczIREhKCXzZvQXBIqDgDFatCtxN5edkICQ3Gls2bERISitS0DFHOqbR/qJT6K2k36+ORIC99aqAdRmppucaTOFoRCzR+NYlf6eEnu2w4fjJCqH8FdfqNbyryQ6B0Vybn0HarfHewoCAHoSHB2PzLZgSH7BLHlTzqJHE7fToGixb9gJ9W/oTk1DQRc9IUW+NLYDCsMjV+2G/Vv3Sk02ucV48rPxwjfV0Gh6NQQlTsCVy4kmR8Ao9GNC4U5mfj0OGDSMnMli9RE09mnOi6BDYTXlknYSOcPDVYuVJ9DVnnlyNYOValMVS5fGLM4SyH20lLPg/i48+CnyHfvOlnlJeUCy6oAk87An7KfN/uXdiy+Rds37kVl+jghX0iHxShfYr3FIOwMhAeXhRcaldlhE8CrWNFZ0DpwzhodGRXhlj5uenYty8YOfl58iUiGlqxPH6CjXOBY5PGUGXlefhl8zosWDAX5+LVR1vpKYm2N7xCd+3B/B/my8eD+Vu+lmXMBd0/xCHxpcfiv3VqUJ0QkCOQLx0ZRyJsuEYMAdD36rlyHSXfGxRb9AqE7NyAZ596HI0bN6/0UEQ1zLKreZg47mPxu/7pp2PR+Z23MffHJSil7zjx3kIrtWuVO3SjGesGkw3jKqw9FBEhhEt3FOvjkaB4PHKWAm4LFsz7DnXr1sHf7/wHOjzxFGLi443PntiwaPEc1K1XR/T827V7AuEno2Qg2WimapyF67IZsz4NiyYEFNDwIpw6LX/zXvDGzyl5HMjLScG4caPwz/vuwXujRqGU581Qn7qy8riJZqhUfnKUi7uyhQvn4L777sOd/7gbD7d5DJFR/JCKG/v3bkXHjq9i4KBB8AsYAN+AQbiSlimKWRxwrFe8Z4pjDC9xIEzmLx2Z4dVwm2O+V2fj1CDkZKcVpw37d21C/Qb1sGDpMtVueHDk4G680/F5PNDwfmzau0f4Bn6OTk969pE51FQ38WomBMyr+1fdU4PVIma9/NYhLSFZr2+/IIwaNRpvv/YyPhjxIXLyr4r5OD9V+svPK9D4gfvxjzvvQsMHmyB03z6BmTocnO8qVD3ulQTVjg8Fpya8En4e4YrikNuGw3t2oeMLz6BBw3o4cvyEoRqsLBvFlJvGa7CgqDALYz/9GIMHBWH4sAF49YV/Ye/+/cZ5lQPLlixD5y49xBahb/9+OH5SuYOjH009zlW/qN98xut/hBBoQHj+rT/m6HEXI/50GD58dyiaNX0UkbFqxSYbufOXFXigzl3ycRICvXrVSjz7WkecvpwoCLDTFPdXCAEHAq/qhKD6wFWEgB/wJHW1Iz72OHr7dJHV8/jxk4g5HY9SG02CnTh/8Th8er6JRYsW4NSpaETHxKOo3AYLvdfwG3/0s1eDYo+G5WYIAam5nd9cdNtQejULmzetwmOPt8Xgke+j0OkQc2dyRDTVJSHgJ9mo9hwfF4bu3d/EvAU/4ERkHE7FxMsKUFKUhFdffBS+/f0EH4VXS/HqW90wc95i+a0VtzQhqNQ2NFa5myEEepKqfjY0I+V7jy5kp11AtzeeE2cpS9askf6jv4WL56IxbfxHaN68MdbuCRWnKSSkLIMTXE1kQz3d+G3uO97XRAj0WFMKOyRy1KZUcXbGWfTo/CZmfjtf2p5wJhYPNWiKiZ9Pk9+pKVEI7PcWZk2fhhPHo3EiMhpXy8tB70R0TEKUcFgpxTEvMZDMv0IIyO3xY6Tk5LjoXDx7GpM/HY1mDzbC3qMRQgj58VziXxyyCBEtx4IFs9C5U1dkZWRLNe8P8UPzFq2QV1yC2OhjaPdIW+wIVo5Kpnw5Ga90fAWpaemipq/VzIlL4oVEQC9K/xYhqC4j4NagOkfg7QjVifo3O44IpDahMuWkGbIVO7dtQPNmj+Ok4ZjEAysijwWj1YN18dmkCSi3WcVy7ePxY5FTchX8KjE9vNJkk8g1a1LpunRMzHFrYHZeqt9VDjRhv2nIQ58EZZj5zWT8P3/+E9q3b4cVK1aIUocw1x4H5sz6QgZ0u/Zt8eOKFbBQXx+Ahc44aH0omnUK6eZByzp51UQINDwKP/8fde8BnmWRtY/vf3/r7qff7qprXZUm0gRBsa+NVVdRQTokQZDeq9J1wQJIEWlSpPfeIUASQgeR3kJC79ISUt5e7/91n3lO3icvCUXZ8j3X9eR585SZM2dmzpw5c849DIn2wud3wEsvM9orgm58VPdDfNy6FS77g9Jh6DMvPvvccJawaEE/vh3YA7/97W9Q4ZlnMW7yDGR7jCB0O86iaaOaqPjMMzh58jT27E/BR41bYcOPO0WYegjyQj6yAVpux0o7ab4ZQaAdl/VLQe/zUvX1IyfjCn4Y9i2+7NkeDzz8F4yeNsUIcst77uCWZDxf4UlMS1gl+Inc5pv1qXVDlB3WsTZkpUuvOjWYNm2a8FfKoSq51d4oUOmwwwFm50+r8Vz50li8bJW8z3iIDs1bo1rVWpLH7Jljcdfvf4PST5TA8OGjkelyiMVI65fVSLVd6dG6M4nldSgijSae22hbfFc8POnibW1HvyN5BcqXeAJL120ViDHiQ7BeRbiHHQgGLqFRgzpo3KCpoGgxn63rl6BY0eLYuGknvvpnN7xW6RWcyTR2uk0b16B0meJYEm9AfnXzYQoA5Sl5xoOC4FehGHs8BvyiIM9CrSRmTALyVg6lKOdMlNDpADIwZ8YYlHjiaezad8Qw3UNQhWwkLJ2Dxx59GBVfeB59+3+NTI9LOoEj4BV7Ad09owWB5q1XFjg/QZBLm8zDCITiEHCSnKyLSFi5CFOnTEKlSq9Lp+/YuYuM9G5PDpKWLcWMqVPwbuW35Vn7rp2R7fOBIci6qWve8pp5Iu/xoCAg89VGwPt6kmb+NkFCThCglY3Xm3UFsVXeQcNWrXGREYnEqvByM02DqsRhKifjElYsnY5Zs6fg7bfeFNpatusMl5eV7sPV9HOoVbMGHv7rIwJI8tPuvUKPi9vOy47SJu5ABIE1XZEXLEGgLsakT3lrv/I+eUqB4CVmhN+JYMCF0cOHYtq4cdi6Lh73PXAvRk+bKoKAaEjUYnYmLsdzT5bC9IQE0C2NG89SEGh617afiKsu82ejLigM2dQxbVHcIpxuuyHs370epYo9goHfRfYe+KzLZ6hauZoMaOs3rMLsWZNQt2ZN4WG9uHq46mBYL4U921skCI00Kj+UV3bPQtKXRxBw2iyb/wYE7ozfbFoyG+UefxxLNvwokHEUBCxz2OcBgtkIBa6geeMYvP7SK3Bksl8AqXs2o2zpp7B4UQJ6dO6AD6pXxVmn6ZMpe3bixYrlMWHaNJlqiEZgTbHID9L7bxMEyiBeNXP7PQlKkwZFQXAV82aPRZnST2PH7kNSUAmbDWdj95ZktGjSEGXLlcLTz5bHhh3bRRA4Q/TLtiKsbNLf3jD1NxOMCAITny+CyBotaLj0+V3S6Qjx5fcTsIKjB5DjyEKvz7ujSNFi2PrTdok/0MBDpzMHn/2zG4qWKIxV69cZrYCjF6O+yHCbyydpYfl5qCDQ6EOlU98xPIu4MtNO4Lt6ER9RELRpi0uBMAjlBa9PtjPnNIRl8PucCIcNqpLb6cA/e/ZEoaLFkLTlR8k3/dJZDB36Hd588y3cc//9+OyLL5Hj8cITCsJNaCwKA9oK8mnc9n0NSKce0bSzgXEECkqkow87t23ADyNHwON0YdeWtbjv/nsxbuYsEfYOmc4EsXPlMrxcrixmrkoAxzTZgVoi/EzbYZAUeWLPy/77eoKAHYqQXwytJiAIdwt2O9LRqV0LPPTgg+jdpzeId1G40BNo3KyNwYCwVjeCfh9GDv0WDz98H2YvXmQJL9qAjCDgAKRt2s6TaEFgp13fl3B80QhC2LJ0Lp4sVhQL1m0RQeBmuya+oteFgJcccSI5cRmeKPQYYmrVwJSJ4xBXqzr++lAhHDt6Gj06dUDVGjVw1mXiE1L37MZLzzyNSbNmSZsUV3KNvmR/DEdsZ7d1akDnBU4NeChDtMAFXVUQQMBLszF/zkSUKVUOO3cfFIZz355tmxLx1ksVsWVjMrKzr6JJ4/p45c23kHLmrICEehh4kY+NwN5IlJ7rCgJCYvld0lDYYBhNSKsyf/M4eeooatSojqSkNfI//wS8RlCcOslnVTBv5TIB5CRwyu0QBOJLbsU0iCDIvIAGH/4DjVq3wRVargldJVZnQxLBXgMhjrBUWY0V+fSxw6havQrmJ62By+NEu+b10aljJxmg5i1cjMdLlsGIcROksbgoDK3VA60z5R1zuBlBQE2AnZIrJ6zEzPSf0a7NxwKz/Xm37qhf43384Q934JV33kf8hs3wWPJk1+oVePXJcpi9MlFUYy9HTQvSToKTrPmynS57Hd9QEAhN3ADGaCmE/cq5egkjhw3G11/2Rs16dXHPQ49h4fLVkfq19gvIyjiHunWqYML0mSL/OdMipKXx///lgoA2AAopMmrj8rkoU7QIFidvlpZH2xBkSkhyGCLNVQ4v1ieuRO9ePfBln9545KG/4qOGTSTKu2eH9ni10t9xNodTMeCnTZtRrkxpzFtmEIy4cY0gelkDJ3lr8v6VxsJoG8GtCAKjqlG94pyWFhcqg34snj8TT5Utj5TUo7mVMXHscBR58B7s2LZJ7q1bn4BnXnwZm3YYSCcPbQS/WBBQaLEi/WbpMMS96k10XMbVi4JZx87IiohfuRg9e3ZHenoGnE6HuLSygfJYtXQFPu/ZC6evXIQjHBBQUZmqyAYnkSAQNlw2ZB5qI1CNgPe1YWtjl4jMEDHyCEjqRtCVjria76Nl+46iEQnKjScLBw7uxbZdu+Hy+pHtyJGdjw2YJbBi6QJ069UFl5w5OHv+GCqWewKtW7cXGvinRr366Nijl4FYk8g3o64qDdGCQKcG9vtKN68UBGInoFGOdgxHJnbt2IxlSxZg1fJlGNLvC9x5151o3qkLDp08DU5JeOzZsBYvPfUUlietk85GxCQ2VrObE0Ol2VbydjrNl99TEBQUdCQagbU7EQV7wO9ByGcEPL/9cedm1G/WCN+PnyRt0u1048SRU7kw6xs2xKPzpy1w+PRpgVjn9M8jGhmNhaZOtf6kMPkYC/U5aeZv0sSQ4pAYUoEtyctRtkQJrN1qNrwh3kXW5Z/x09atOH7mDLwSHWlozsq8igGDBqNJ05Y4deasZLlqyUIUK/o4Vq9dL//37/sN3njzLRw5fVoGpSA1NEarsn4kFN2sxPDlX60R3GinIy20nQm8ZwSBZTOQjubB9q1rUafah7JU06pdRxw5bpx+zp06hiYf1cI7b7+BHp91R63Y2hj07RA4nB5BuqXBUATBdXAJmCePazUCSxBwo5CgAcjkvJzHvv278EGVd9GmTSt079EZ3Xt0Aj3feBw7dlR8s9u2aYueXXuix6c9sXvHHgYjwy2x4tbakoxieeeySosKAvXmsvOIv83J5UGnQLk5s85hzPABeLzoYyhT7mlMnTFHtJXszIv4sMYHuP/hR7B69RqcPHUaH3zwPtq0aokeXbqgy6ed8dMuLlFSu3Fi/LgxeP75v6FZ8zZo0bod4ho1xa4DKeDqC7UrQcxl5KAN0EIKDYB7H6og0Hu8skx6sm7l5EhHXlr81Pe3bVqHe/7yF0yYNUduEST14J4daNmkMe6558+oFxuH7Xv2y7SBmh47jFjPLQOm5mO/MqHrCQJtb1wxIDoSB5/szKv4/rtv0aRxHKrW/AATZ0yTzWuY1sWfzyK2Zi20bNIMvXr0QufO7bBhc7KM1M5QGK4AeQUBWY3UlRHkWk771ID37PTyG5aL0ydqevt3bUGD2Nr40x//iLiGH+HgYeNktnLxHDxw392oXPNDXMrOwJZtm9G5c2dUr14D7Tp/ipNnz0l20naDXgwZNBjvvVMZbdu0Q7269bFm/WbR9HwM+ya+p2B8BsQ+oVDsTOA/Lwi4akCJGg5g184fMXnCBMycMQvjJ0zCsZOnLdUlhIwrpzFj5hQMGToMS5cvh99LMMuQGLekQL9YI2CHo2ZiwDoJD8VlTVpys7KvYPGS+RgxYhjG/jAaqWkGR46Nyu3OwfIlSzB86DCMGT0WqRbYqi9E1GGdY5sRTNRaW0dhg+ChguB6GgFp44oBVzAcWT9jycJZmDJ5AsZPmCjOTQGvE353BjZvXos+X/bFvPlLpKEvX7Ycw4cNxZhRo5CSYtlbgj4L8hrYtHELhg0biTHjJuDwsRPS6QT5STaMYchrZA1f6SXN9jBBnH+qAAAgAElEQVRk+/3oRq5CLET/AfKD83PWWdCP8+fOYOHiJUg9flL2TuAOPmmH9mHypEmgxX/ChEnYfzBFGqtx3LLsLGK3MH4O9vyUjusJAr5jBBTnxQR3CSAzIwOzpk+V+j2YaparZe/IQDZ83stISliCEcOGYMSwkdi1c49MVcWgyjohn2TaEtEGWGalhby6kSDg+3SY43Z9B/fvxOTx4zBzxkyMHTcWR47sA0IuXDybhplzpqLTZ91x+OQxHDi4H9999x2WLVsOr4Ww5ONeDQGX4BPQL2fhwvniyMSduah7uvyWo5MN9YnTVpm6WtrprxIEdoeiG4GXmoZhRjmtFI68QXqP+QGfzMWsyaJ0ExpiQvB4vLLHQDhsLKHWI4nD9vlo+DHwWloJTLugk9+qRpDHoYhTAUHsJSAq47/p7eWBV4yFeeHBOO+loOB70YfPH5KlKQWKlDLnoxHwPg8VBPZVA6Vd+cXGy/RouwjIHDEqV8bzuzOwJnEFxo2biCNH8nedFngtdm5rKzN7KuS6GNLEZ4Hr7Ea1l5E4qnHTRqAawY14zueyPEwNSTaQ8cHn5dTL8FTyDdAzNFsQiu008beXALUW+pOJvc8bf6+84pXHzQgCegISs5DYDT5vZGrAFNys9wBXaK6KV2k0PVwK5aYvBpDELPtxwDCgK5F2p9/djCDg8iD3LrBD3sn3Ao/lxvmzRzFu8kTMj1+F9Exjf9P0jXE4CK/HLatcNIKSX/bD7SUKOFcfzB6cRhiaqaoaOfn+f1wQcKNNLuv6qGZx7uZzwe12wOOxRmYRBj6pZAJdcisqn48F9wjAJRs2gS5v1Ci1sUQLAtPhCJHGRkdoaXY4dgQKgiz4/Nnym51f9t4LGOOh15ct++JxMxGB/JJymCUzUfksC3d+dPEej5sRBHyXjZdS3xtwiuQnbUSxIZ6j0OrJxtzZU7FgwUL4faSBbtP0oHMiEPaD7rLs3ER8puWYHYCdhpu2UOgJ+CUbiqjNxu2U+bLRKP3auG5VEPB7SYtLZTQiUohywxqfqVN/0ANfMAdeX5bgRBKKy0eX2gCNYxZ8mBhLLdAQG3LQrQgC0sAy8zTC3EwRvMIP3jMAKcLbkBdegsJKnbJ90t2crvIEUKUwMjD1eo0gWBlhoLy6niBgGzGnqS/mwXZML0IR1j5OLYM4evQgho4cikPHThjAX8vOwXLIIMHNYzysb+JkBuANeOCSlS9iRXIFiKslFAJmSwG7INC6Ib23XRBkWuub2vG0sjRTaRS2OSQ3wCD2nqy905+eOxCzARAAVOIA/GBlUTvgfIoNiA2JHUEYqYKgACOS5k8G8FDPQt37kBiDHG2IVxcIcfdjjlhmK2q/34lQmPciDjuiLci2WRRU7JDG+EIh5ScyLhsW1b3cOb7O9a0OYa0Nk5brCQKlm9MKViI7hdfvkBGL/umE0uayKQVEgK7QMhM0y1mmsZOH7GRe47jCDmjNEbnrkNF62PjIR6MBiMOJ5d9vp1/rkjTbYw34Ti6d+WhiHCk56oivuzjO0EHKIClz2zFZXqS2EKbQcsDtcUhH8HmJNkTNhPsYcArIvSEUCi7iZWjPn7Sx3NHGQn2HVz6X/RYshxoKBJ5ELSZQKKG/yAuPxw8PdxXKXXNnWzSCg+8GLTQjvapGwDx46mEXBNF80g5p8jB1wHu0hcgzbgNIBzHZ0IReDybeQPAKbTEgAW8AQQ8BYIlA7RdBwA1xaPCm4GL6nHoz5oO0ab76W+n9VYLAvmrAqYF6FpIRUiiLMWQCM8zvpBWYkHnc8ZYGDQmuseCXmAYtnFoh+lvT4XN9pvd4Vabbf/NdHhQE1apVg10QyCoBd5sNc32ZaiwbFfPlPXYo7o7DUYq2A7N3Hh2p+D/n8BIQwikDR2Or8TBvPaJpU1ooCOhQpDYCpTvPVSzSDByJTF8I7+UJ0XHJgFzSmGhsG6RdK9ys4dP9WJaJLIGlALDKN72KlZ8NkZ3X5vfA33qyPNQIGIHIw87fPDTbhALfYR4mTdLGqRx9NNxyz3REI4hFqMlOROQ3O5+lEYgJ1uBC0pak/IzOkx29WbNmudui28uhdGg5+Yx0mTKQt06jFbIzeQnsmrfTmO8pnNwmFoXxKNbJQUvz0iv5cz1BoGXI7yq0Ucu1Bjc7rXxf/2d5uZ0cd22iIKCLOZeO2T5kFUwCvTjQMbguMnUh35iGnqSVguC2eBaqIPilUGWco5mZnumw0tJsf7TSbbd+0U/G1FMQsOCRg52W+UY6r3mW3z1SSWET/W4ktZullYg6DP1kHP2ND5Ov4RIjHbhnIKmmpwXn3Pnz7cbp3tobXDX44osvbu2ja97mqoyhNyIv8+Mn7/HU1mFayDXJWTfYSdj5Zs6cKXdYDzd/3Gw+dlr0d/65kJahQ4fm//B23b0+CdfNxd5OGZZ/WwSBuhgT/svlcoGGxP+mk/HVnBPTMMcwZIKU8P+cHKUzx6I3Bw6554TDkQ2HQ+/zPf7WU7/7ZVfmnZKSIkJp8+bNFi32vKLTzUGOLW/z24kchwM5zmy5OhykmbznNfr7G/9PHuX3nd5nvVIjIG7hr6vjm+Vh/vRE00j6qJ3SmY0uxowJIX+JjcFT6Y/+Ls//Uuf2/CK/r/1e6ddrhLdKC+mhdvLtt9+C2mOevG6ibqReb+K9/NON0J7fcy0PrzzJK+J0UBAoHgG/0/fS09ORkZGRq2n/hhKEHZ3MZUOInhoQiIGgEIQ/Ykgypwq362R6esbGxSIu7tbTJnTT+++/j0cffVRGYqUzJoZpEUKMZwxic/+vJ7/N83rm2Q3KFBcbB57XKzfLwbwZ/ESossqVKwus1o15ZuMp+RvzEWJj4hAbQzqZ50eIja0fdeZPi+alPNX/o+mmkxhP3ue1XLlyeOqppwSmq6BvotO49n/SyDRjEBdHvvLMvz7t+Rf0Du+Tlnr16qF48eJ45ZVXhL/8/5fTGKGHaeh5PRr0GWkmWleJEiXw7LPP3qBuYxATVfY48tq6x2d6avr2K9tm9Pf25wX9Vn7xOfsF2yChyjg4sZ/fkiDgy5QmPAjAycIT9ig5ORlr1qyRKzfd4O+CzqQ1yUjS52uTsWbtWvkuOZnf8zumtRZ8b80appWEJLmuwZqkZOvU9M3z/PIiHRs2bMD48ePxxhtvCDzY+vXrbXQZmk0ea8SNOJJOskWTvqP5Wddk85zvr12TLGey0Bv1npZzzRow7xkzZuC1117DmDFjhLZIfnm/Ex6xrNb3whv5n+Vfg+SkRKzJ5TPfi7xL3kodJK1BUrI5+Zx1ZPhr8kpek5RvGc17yVi7dq1sRUd8u8aNG8tv0qPPlbboq6lHpclcCTwj31nfr8nl31okr1mbW06TlqlTk45pE/nlyXucnnKqxeXNjRs3SrkLan9836SvtBk+5Ze2vUzJQvMa8Gq/b//NNLhtH0fYDh06CC2R/Mx3pMvUS5KkRZ6YfsB64D2r35BOiz9Sl6xP6TPsN8nynqSdTL4lSt+Q+9J/EnPz0PaRHz+0LVIYqHObagvs4zfUCPiSRh9SENStW1e0hetOTP7DD1NTUwXXjjBh/+mD8FC0V/xroMr+NaWjfYDIvP+tx38TVBmxHRnI9H/hILozNVSdGvxiQaBQZYpHoBbJiFXUQDRJRJtYLI1VOyS+A8YJIi3tEBbMn40Vy1fI1t5koFl3ptYRwI4d2zF3zkKcO21AGdwhD7xc9qPTCS23tKjmszpBWmgt5kE/Ao4aClVG+qgKqWVb3+WKAM8LF85h+/ZtYtn/6aft2LZtOw4eTIXXG4DT6cKqlfGYP2+OAEsyfT93pOGWZEpLlEMR82NePKKXD5l3hF+63BiQlRRZ1iQCEb87ehRHjx0Td2A/8/Gb7c9ovQ6HvQgHnQj4c0x8AoBDKSmYN28+9hw8KN973E4kJK7EwgXzsXsXUYtM8IxGHeqaunHiMdZlpdm+ahBNrxqfeGU5ZBlWwFnoMAOcOn1C8ly6eAkuXLws97xiHWe5/Ni5Yxvmzp2FH7dtkeg/bzAMp7UjMjeBDXMJ7DrLxLrBiUKV2enT36SJv8U3gFuS85SwZODIsaOYR57s3SdoTVzZWLduDebOno0dRPrhHpEhtknj22HKaPij9ca0WX4etBEoVJk+t1/5rjlNvTodWdixZw8uZGXCE6BHKVcjuLJBJyYv/OLj4oLPa5zZXB43ViesxtL4eGTmZAMCTOPDmdNnsPXHH7Fl60/YfygVTg9XX7jEaFY3mKfSwd882BY5bSbEPo9fJQg4N1I/AmZkbxgmegwCnMH1DOm4fg+CDJkNeLFz20/o0LYVmjdpgJdffA7vv18VZ85esJgaxKJ5c/D+B+8LBHirRi2RmnpUIg+d9DtgPDuXlcJ0DIrAjuXJ36ocdSjS5UOlkwxhY9clSq4KOJxZaNuuJe6+58+4//77cf/9D+BPf7obLVu0w5XLmRgxchQafFQfcTG1UbZcWUybORuMmHMJHoHpyFwejXYxZp7KfKqP9uVDraDIlY2Fy5p+pGdcQv9+X6F4kcLo3KUrHETqYReSZcuwVHaYsG/iEcllTzfGjBmJF194HjVq1sGS+JW4Sv/6EcPQ8OM4xNSpg9IlS2PChMlimyfuXYD77vk84qlGHEmzl2NkqdAuCJR30XzmffJTHXK4JJuSuhefdu2Axo0a4O+v/Q2V3nwT+9MOCx8IpjJ9/A94+9XXUD+uHv5euRJGTBwDB8OiGcQUABiOwlOAV2zLk5o3E8rPj0CfkyZTv6xj+hO4EJLIPqI/+TBz5gy88srf8GH16pg1bz5cHhcmTRmHRo0+wscN6qNc6TIYPmSYuPVSQHl91vq8NcjYO5cUKmr5kPeUFr0aHhmvwu2b16FW1fdQtATDxTdJffgCXP/nAOeDP+yGP5iFoPiMhHH4cCrqf9wQL736Mjp164oz503MwdXLP6NOjeq4++578Mc/3YMWbTsi20V/DDMYartSGvg/j1/lR2CfGuiqgQoCZpSn8AJAwk1xjYeTSDm/C+GgG1npVzBjyhRsWp8sS0WnTh5B2bLlUSemkcBKpabsw0vPvoDpM2bJst0XPbqharW6OHbxivh707mIkXay/Zi1/6AW1H4lPfkJAjKD77Gh0OuOzKf437t3J1q3bipxBrNnz8G0adPx7rvv4fsRY5CWdhxjx01ATnaWAKt89dWX+OtjRbB6wyZx7aFfhGAd3IIg0EqKvlLjYWO4knEBkyeMxjNlSqJV2w7IpAchdSXxHmPQFF2IGaXoRcblM4JpVy+2FjasXyd1wXFn05ZNmDppPDIz00UY9/vySzzyaBGs3bRVRkHCZxknJW63xbV+CtZII74ZQWAaONfj6fwTgsuVjbnzpmHV6qUisC9dOI2/vfoy3njnA7g8ARzcvQ/F778fk0aOFjpnLZqN595+GVtS9oqgo8MZAxTltBxjtM60fvlhQYJA+SlCXtb8GezDQC6PxG/06NYRtWrXkNGV6bDl7jmwD2N/GImLF0wHGz96DB6670HMXbjMEppml24tK+tAhYEU4iYFAd2Lw0EP9mzfhI4tGqBYsUKI37he6pXRjeINSnd3ankSoevF6uWL8MG77+Crfn1x4colyc7LkOWwF9MmjkX9enUxbeoMzJm3CHtSDktgHrU9O43KN/KGx79NEJjAImJiMsCI3mbGOSMccMHNJQwH1Z2whSwLtG3bEZXeqgKPz48ve/fB66+9hctX6GsdwNb1C1CiTAXMXbXZhKsy3FVgugzyrBZOC6tXFrggQaCNhcyitx07w9mzJ3H+/AlhFP+cPXcabdu1xr49e0FPQqpuMkwB4gvwROmyWBCfYBqv5RFoNIIo7cgSkupQpAYapSH6Skw/r8Q2sDc40LB2VTRq3Q6XAyGJ2/fT0YleeNQcGKkYcqFf714oV6okvh81FJMmTsTunfuErqycbIQYfScRnwHs3rUVJcuUw4JliVJOQUUWDYRTDAYJGUGgTLjZ6EN2Sp4SNOV1I8dBRB02RgOj1fuL3nj6xTfgcPuQdnAvyhZ6CJ9/0lWcX6bOnI76rRsi9efTIlQZhkLPOMYI2Kd+Wq+88mB+0QhFvK/8FC9QugdLUBgdg3IwZmQ/lC1dBAMG9cO4iROw+aftwqer2TnSBoxYAE4ePYzSJYpjwtQZkhdpEig6mwDQfOSFGwiC3E4pW94TPyCAvRtWoELJ4liyfgN4xynuxkSfojs9+4cPJ4/sx99ffB4NY2IxgQF68+bgcrbZZjD94ilUfus13HfPvejzzz44duKMkOKj0x6nITZnN+Udaebx7xMEAjIBBHhFCIzS87HxilZAnS+MACGZwl7k5FyQHWgmT5klRDZv2gIf1ohDloPADFdxYPtilH/uRYyavQoMRWI4qOx17yd4p/EW44daWL3y3o0EgYSpBggTzmAYgpQysMnMtwd/+w1atGgmPvMsB91lGdfOY/r0GfioUVOcuZwBbxiCHEQmGzfRXy4IOMoQoIJgGoAbnozTiKvyJj5u1xEXg2FBsqE/ubhli7Dw4vypQ3iy5BN48YWXMHzEUFR9712UKVkGyZsNZn2AbtoCfebD9OkT0bBRE/x8JUvqhpGctI1QXf6lgoCNXNyVxTPQuIezvXk8dNl2wuvNQMvWLTBo2EjhHbEqE5fNQYmiRfDB+1XR6/NeOHT8sNRtNl2DrS3D6SJdkI2ACd1QEEiAGj1DaZPy4dLPR/Dqy+VR5sknMGjIINSqUwvFS5bAouUG448xHsyTR/zShahdqwZOnD2PAOuXMSdBM2JT2NlPFR52z0Kmoe2QV9arnAJFxnadhS2LpqJ8ySJYvGWjgSojVDrzD3iAAEWDD6OGDcC9d92JTzu2x5df9ELhYo/h4+YtkeNy48SxFPzw/bfo1KEN/vd//wePP1EaG7duF/pVaLFupF1a06vbLgg0+rCgqQE1AXrD8WT4pp8YAuIKSfdOBnWY7cUZZTd23BAM+e5biTGgS2mrlm3xYc36yHTQp/4SDv40HxVfehmj566WxsKOx5GL0UthBs9YUs7OeP7mES0IciWzZWRkIA8NcNwjwBNwwi1zMg9On0qVNW+Wkym5vKSZUjqElJT96NGzJ3bs3isjmMtKIxSm4YgjasGCgNuiq0bAhkF6tLJYDp7c6djrY2NxwZd5Fh9XexsftWmL88GQjBwyivsoVE1j2bRxFYoWLYwJkwy+/8XTJ1Ch3JOo07AxnAxAEaNjGPv27kTXrp9i+06DsUB0Xho5aSw0gsAYYS3WCf9uRiMg/eyUYnSkq7Y3jICHnYYAi0HMmzcN/fp/jauZmZZ/pBtH03ajRbOPUbJEcTzzTHms37pFypbJkG8xbnEI9iNsBZiRL/b6JXHMMzrWgPeVj7xSyAnyDwI4uHMjnin7OPoO+kbiNjKzMvC3V17E2++/h/Qcxh5IkXHm5DH06P4p1q5ba+qX8TGMYpRYBROsRPuUqWtOK82HdkFgp5W/pa5pX/B5LRiyHGxZMQNlShXGvC3rpezSjtwehH0ugPDroSy0at4Ab1aqhBPHDXDPmDGDcdef7kN80hax51BY8FydtAyly1XAx83aweUhFLrhA/NVfihNLOWv1ggUmOTGgsDEP2scNK+iqgUYcEJAEErpMOJXLcGo0d9aUpt3/OjYoSPeersKMrMoCFzYsXkOSj/1FKbHm7kUUYzZcMFADWsOycJpQfXKeyoINAxZmaJXIiYJKCVhr0Nu+ELM04eVK5agVcs2uJqRLc8ZnUbqLlw4g+HDv8NPOwyqjDsUgosjD0cJEXsMmLk2hp606KqBXRDIKKGjhVyNcSvADWDCHnivnkfcB//Ax23a4kIggByiOItWQrMhzxDiV85DseJFsWPXHmYDBBzo0K4F3qlWFxkuM8JdunAWo0eNxI/WngocdV2y9bYRBNR0aMQl3iL5p8fNCILcMsho50OYSEAWCtG2LZsxcuQwZFqQdkz32LHD+KDyW1gwdxYuX7qAxo3r4/nXXseOtMOCwuTmvJ48JJ5CwOAWsr60XpW+ggRBLj3sBJySiiAMYt+WZDxb9gksXLVSi4fevbvj1b//HT+nG3DQnMwMjBkxVHwu+JIvDDgZXCYRoaZuGH+QGxxlrDbSNm4kCGRFzOtDSFCe3Vi7fDpKlSiMRZs3CgAK2zWsFSbWbSiQjtiYmvjoo8YWvV6kHtyIx594CtPmmv0WAAdCATNVGDzie9Rt0BKXpCxcyYkIATv/mNhtFwTRmIWsJOlkXPbRUwASOPoZO4HZwSWImbOnoVWb5ti0eT0OHTqA6TMm4/CRFKyMX4aSJUpjw8bNwoCRQ/vgxVf+hj1HT0rT94s09lpRhJa1vgDLsgoC+6qBCgFeTYCRgRFnSHIYTni8mejWrQvGjp0o2HCsQB5nTh9Dxw5tMGzEd8LI1YlJmLN4CTIcBvY6CD8nQdcIAubDQwWBrhrwvjZu1Qw4gnH+z8ZGwE1i2DWsXR2tO30ijcUVCsDjc+HU6aM4ejxVRthjJw6hdJkS6NXzc8kn6M3BRw3i0LFLL/n/9Mnj+LRTe3w/cgSOHTsO0j1/8VJczXFZyLwMumGnI0/NKox8GAVMovd4Vbq1vuVK7H8a5USYupG0egnatGyBVasTkJZ2DLNnLkTKwSNYvToJ9//lbiSsNir5gf3bUeGF57BodYKMrW5OfSRKlDaHiCBQfik/rzc1oDCgsZArBgay3Y3LZw6j0msvoFGrVjLSsxytWjVDs5bNZQS9cvkSunXtigEDBsienhs3bsLsBYtx4cpV0+4IWy9h1W4L5o44l2YVgINEtCAgnXoaegII+nwIe6jthbB942qUK1MSGy0NLRD2wOXIwJG0g8hI53JrCN8NGYAypUpjz24Tn7J2zVJUfO41/LgzDVlZ6XBm/yzV4vTkoE+/Afhh8kyxZZjw6WsFgfLu3yoIxHBGYUBBQIs3LfQhH9IzLqD/N1/hL/fdjTvv/AOKFi2Ge++9GxWfrYCjRw+Lat2n9+f48MOq6NmjC+rUqo6l8cukI7gFXYhwT5xa+MzIkY8QYMPkcSNBEGL0m4cRXYzn5rzci/0HdqJuTAw2bzZrrD6vA+vWrkKl118WmOuHHn4Qjzz2KO69/34MGjocQbGHcId7RvNdOzVQ5kcLAntnioxiBG+hYcuPrOx0TPxhNEoXK4oKzz6P2cQfCAVxNesKatSsgmLFiyBxjTH6rVixCM9XfA4d27ZHx44dUL9hYxw5fhJbNm/Cm5Vew2//v9/goYcexGOPFcLdd9+LQd8OFUMuBaFR630IcroWpRHYEYqEodaf/GhnBGHY74Mj+wJGj/oGRQs9hD/87g4ULlQY9933EEqVfAoH9qciI+Mq6sbWxt/feg19v/4cTT6OwSddPsHPl6/IfFxQqmU0M1F12pmUj7wy/+sJAr5Dmw43FPFyOc5vplobNiTglTfeQKNmzdGlWzfU/ygOBw7sw+5d2/HBe5Xxm9/egb888DC4g/Y9d/8Z3Xr1Fjj7gGiO7NhmqqWRiNRgNaDKLgjIJjvd/G3qmEvfPqTs24GWTRvgz3/6I1q2aYu0Y6lGu1s+G0UL/xVxcQ2QlZUNlzMbHds0w1tvvIwvv+iDmrVrYMjwUbIfzYRxI1Hjw3dk2tWtR3cMGDIU5y5fMSHMItQjgkjri3Tw+LcKAtUIJGRSQB8YyunH+fOn8cO4URg6bLDsGjRy5CiB205IXC3zYzLZ6czEhAnj0aN7D2zZtEWId4f9AhnFUYKjZVBOM4JpQe1XfnRDQcANK7wBo4KyAwZcOHHiCNZv3IysrBzRYoj7l7xmOQYM6IsxY77HyO9H4LuhQzFp6hScOkdjksGspygw04LISE96lPnXEwTaaNhYfF4KggAysy5j4vix+HbgAPT75hvMmDNL9vFzuTOxfMVCdP6kM6bPnCtqKcu6edN69OjeHYMHD8HJU8aTkq6rgwf2x5jR32P0aPJ8GCZMnIRTp8/IyGHmvZbKS2u17AoUmRrcjCDI1WYoCEJhZF69hKlTxmHI4IEYO2aMTA2GDfsOy5YvFwAa0no5/QJG/TAKPXt1wYQfvseVK5fNWrpAp9GeZBxrotVbfkteka/XEwQqWGmg9jFUl0jGPq5CebFzzy583qcP+vbriyNH2AGBzZs3YNDAARg1agxGjR6LESNH4ocfxiIl7Yg4jZktxIxNx2gpRkjRTpCfjUDp1HolvaSJwomCY9fOrRg8oC+GfjcE/ft/g4MH98l098jRPRg5ajjad+qC1DRjF3DlZGHS+B/QvVt3LFi0IBdn8cCenejftzc+/2cvjB0/Dj9fvWqWIa3wZM1b+WVvi79KENiDjtSPoMCpgU3tJSFsLFyj1vmVcD+fP9IRaJSjWmw7OK3wCMyVjrp0KOJ57XycBebJg4LAjkdgZ478Zjw/vdhouBPwDO4wYzwfieRDoyZtGjR7FnTIUo1s2sIGqmckHpxl5xEtCK6hxVIlpRHTih/FAza4QJjQWjnYsnUdJk6ajNRDJrya+AQ6Mimd7NQFHVzSJYIQ1WdpoAJJTqAOQ6vyzy4ISK/y1n7lN+qYRaFPraKgg6o0kZQo7KMPLs8aD03TYYQPlv1EecVvlI5oQcD3lS6+Q7pojPb43fD6nfB5rgogCtX4yMHVANp/CqbZwOPR6m9GdfuKAX9renaNQOmwX2VJ3cLLVOGRS4fwzY3Ll09jzrw5WLBkBTKzHGYnLxqxbAdBZ+m8FX1QxDhpEyHGhjXFY/7KO73yu/+oIOD8U4A/CPYRMDBhBgiEQoJSmxZ0A4/NOavsjsx7Xi5/Ges6K1cbgp3J+f1mgW8kCHKNhdJwiFzDtXQ61xCyjFuPETIsBHqXsaGxc2nDp+GUUx7xBmMjpPNUPtMUvs9DBYEaC7Vioq+kiaMO/QQEmYnLpQJTRk3BBbc3E5OnjMOUKVPh9VBVhRhfBZ6rCecAACAASURBVOdQILZIk5lbk142ZO1UyjvtuFoWMz0w75FWloPHzQgCpV/4w/qSM+JOS8NaMMR5Nek3HpB+L2HTCPJC7yWDQ0nnJk2LV6Zn5vlGWPEeD72S5mhgEqVbVq1kudcJH5GbaOALOCxkKtpCDBQa65uGa6Ijmby4+hFpa/wdrZXYaVRaSNeNBAFpY1oGJcqqE5k2hwR1iL4eKam78XX/r7Bnv3EPF8FKr0a2u2BQEKdlA1y/F2GfgZsjnyiPCG7qFjAdboUXEYpSL1YbUHp/lSDIz7OQIcr2ypF/rvuHlcmTnUN/X/cDtkoVujd48drHjI4kHgE74c0d7AAcrTjCmpUN3il4vLhxqto4T5w4IRFqu3cbf/8Cv5Q+yD/kkSm7sID2B7OAmjsK5U3DdBRzTxLJ+/gX/PfrgUnCYtA0GhW5aNW5CMy8BN0qxWzg7HyzZ8/Om1Ce/5QnTF3bG+mIPvW9PB/f0j8USsOGRbZTu6WPZaWVAGWRlpZLEUkPG4rZIghOk9snbEzj+/Isn4xVeOkjApNwKfsXBR1xamAPQ2aswYULF3KBGPicwiL65H3zjM/Nb6fDIffkWe4965mVDjcVYVr6vf0anYf9f5OXQ/DqaKGvVauWxF0rYIQ+N99E8pT0SYsjW2wUTmcWuL2Zw0kwkAgd+dEkaVn05kcL8yY4CiO+CExCbSIvHco35k+aCL7Bk/m64HQQD4K/s+B0ZcHtdsLlMrQrMImkR95Z/JbyRP2Opi36HX2u+BN0MaYwYL3nT6/SXVBd8T4BXwzoS6RMhp/ML5oGzSf6vtLGK+khOhY7H4OO7PzM+50DToedl8wvW+JKGFtCfpor6zxvW1Da7Pnqb6WR/5NXpKdFixYSdGSnRd/Xq3yXm4+t7ASJUYAclwvZLgeytS7Zp3IcyHY4kCVt0QmXw5xCc44TzhzTt9hWpZ3YAHaUVgUeYVtkVC6D8X510BETePrpp2X+TbADgkLoqSAI+n/kSsAHgpjUR716cahXj9/Foq71bUxdA1hB4IV6sRY4hC3dejH1cgEjImlG7jEsmvdJD38TDIRSr0iRIlJoCq5owImYGH5jvqtXL0boialHEBCmyzLVRb2YOqgbUyf3W02DVwWCKKjMyhvmTcYTmOSdd94R0A/Sak8r8tsAbzB/AU6JjUNMPfKN/KqLmFjzHQE++I6hk7TGgrTnngTYiI1BvQLojOSXF4hD75N2ApPwJC/5vz6zX7Uu7Pfy/rb4SNotemNj60rZIrRHaOC3BfFV01W+Epjkb3/7m9Cnz/J+Tx6SZ8zPnFLnMXWkXlm3cua2AdOONS0tm/2qz3jV+6zfJ554QoBJiNPB+/m9J++zzcWQF7YzTzs3dVaHdcd+wGd166EuT/KPAC8x5mQesWyvdWMQUzdG3outWxexdevk0qZ0sk/wtx2YhEhF1Fh/cfQhgRnYyZYsWSKADQq8YL8mJiaCp/0e9xHkmZiYZJ1rkKigDYkGvCFxTRJ4CigJ30tIRALTSoqklX/a5nvmx+cEi6B/dqVKlQQUhGAbSo8CSyQlGRr1vvlWaVP6mW9CVDmSBBxEy6b0RF+VFoJJEJjk1VdfxejRowX4w56npqPXa54lJufyTd8h7ZEzUnaCUmi+5K3yN/Jd5N3c92x1pXmTXwQmadSokfCyoO9v9r6ma94nPxOkPkxbMEAhmlakfkxd5v3WgKrQYM1oToKrsq712zzXNYkWgAfzW22d9rrUNqVXk1+eNCx+Rt8jjbzHK+uX2l779u0FhEaf6Tek35wJSFpjlT1pNRITzanv2a8JSUngmfttgrbHvPWXxH6TeyYiiX0uN79rvyGviPPIAUntVb9YEMTHx8uoRjXov/mgR2GdOnVAUJD/9HH+/HmxV/xfAyb56quv/tOsKzB/quNz5pit1Ap86d/04P8SMAmn9LcNmIRqjoIc0rpK4w3VjOiTz9QqrUsvZilRPb+4fh1AyBuA100rvV+AKhjIwsg57o7EsEqeYvSg9VW2z86bF5+RBp60APMgnDlV8oI8C8XCLSsBDDPlsgu/J6iDwY7Xq2wxTTq4PMMlN/pFWNZl5pdbrnx2wlFL7dGjRwUMYpvl5mss0sbpgzzje8JHlsNaShS3bAHroMNPZLlPy0laTbm5pGRZ17kURbdY4vpzydaCNtfn8q3l7anLfeLzYfOEU5ppI7iZnY4MDZEVFS0b6eNvxSownnmkk/svcJWG3nYGTlyiDW3WbaZplty4UsC6zuvRyPIx+lCBSfg/y8j8yE+WU+JauErFFQuJ2DRxLl7yhiss5ANh4rkqRZwHSYPtx9xnWjyFT+Sr7HzFcrKtRdob87MDk2gfUD5q/XI1h+7jXvo1yL4KLnP1++H1mJULUz8B0MOSkP/0PfD6jGNeiJuvyLIoQ9DNxjGyKiS7S5m2K/RG1aXhpWkr7Be3ddWA8438/AiUCXplwUwlmYAjLtlwqSvPWjLXRn3cfswNr8/skGNfKqC93C1bYhmBw4Jp+vldtQKiNzjhfWkgVgULco21s426s8qSm7gVq0k2BKL8UCjZD24nLpt2UPhQgFgbfHDpKpomfqeCwL7lmVYQ3+dv0+jYQM0yFhumHtJYLUHH97jcxPcILMIlTO7NwHf0IPXc5JQu0soPfSb7GVynsej7N7t8aKdfOjsbvLXVGfPkc/KdAoERfmFZf1dqZJMf8eBjo1aeGIe0iJCNDuZim2Ln45SLB9Pnt8yLB3/TocgdtDqetLn8NVjyzc5rSY++FtIZuQ+D6USkibym4Cc9RkCZ/PJbPlR6eDV1ayJYPQTosRydGZ3L5XFJW4RXUDxIvSG65JsNgKRA1h8PhYYsO5pVLfszCVGXwcy0J+arNGgd8f3bKghosFFBYM9MM+SVJxlgRiPjUESffsaqnzx1GKsTVwrYo1mGDMHjdcHrI0CGB1cun8fB/Qew/0AKDh0/gaseSlFKPbNDDNft8+t0mj8LnJ8gIK1mpGLD5O4/5pRAEoKeWHsYHDtxBKsS4nHkWJqs63vdLmz9cSuSEhJwODVNRig2EAqOiCC4libmx4OCgHYVe6wBn9lPWf8XJCc3KP2ZybkzZ8WD0c3GqvmJ9mV8DXwBF7xep4xszIfLlAkJSUgVeDOOGm54Hdk4kpqGvXv3Cz8vZ2RIYxNtgdt/WXRoZ1Ka7RqB1mf01f6N1rVfgrRC8Hqc4jaemXUVAUagclQlvpvPjz27doPz/LOnTwt/fIL0xCAwCg0zAjKs2/jNs15M52P+PFQjUEFAmpU20sHn3DSFDmEcZIJuBxwZl5F6KAUHDh5CysFDOLj/IA6nHUVWDl2QgQsXziJhdSJ+3L4DHtl1GxINyRh/s7ENhYDZ7EQjTeXDfPwI7PTwdy5vGOAFP3weJ9KOpOFSTrb4qlDLCPHku7I9PN2RPUDQjT2792L1qkSkHU6zvAdNmzp36iRWr1yNzZu2IjMzS8BmfBQm4ouSt22RN0ybx20VBLSUMgyZGbCQ2iA0w+hKoQpGlTAUduNgynZ06dYesXF18OLzzwgewcXLVy3V3IHszHNo2awBHn7wYTzw0KNo+WlXXHG5zEowUYAsJKCCBAHz5hFxMT4i/6uKSX6IeucLSqhrmN6D1lZi3Dpq8owpeOMfb6By1cpYvGIxXG4nJkwYh9i4GNSqVgOvPvci4pfGy6ovd5+V3YStaC8tt16V+fRloHFLDTS8b3+H/zO8OkSMunAAWVcuYuR3g1GxQnl0790HDm5zJRiJfrPVGjWSsA+BEMOROToEMH36FLz66ut4r0o1TF8wn9EPsrq8eOZklCpWDPff9yCeeeEVbPxpp/jXeYgTYU0fmD/rUekiw+yCQBho/VG6eRW6bQJNRu5QALt+2orGDePw3PPPYd2G9ZIf00cwjHmTp6Fu9ZqoVqUqqletho2bDdITYd/8bMSBkISYc2dleiPKKcFmRhiQjGhBwPbHg/TQduUldh+nCn5uredB2OXAiIH9UOjRR/DIo4VQuFARPPLQX1G/fkNkO5w4dfIEWjZrjDo1auHVSpXw9ZCBSPd44QyGjDAQLZLTU7NLFjVa42JsmBKtESgflVekj9oZ4222/7QJjT6qhwrPV0Tijm3SjhjhyOmJxOaIoA/B73Fi/PfDUfkflRET0wDvfVAFyxJNfMmB/XvRrVMn1I+ph1dffQWxsQ1x7rxx1eaU8Np6MQMzqf2XCAJlvjYK+5W/WfmsNGoFZFxm1iVMnPI9lscvlA1Edu3cjBIlSqNFqy7ibQY4MW/2WHwUUwsjh4/EqLHjsW7XLgZcwgcj5Rg2JxqB1QCV2fYr6cpPEFAIGEEQRtAXQtgbRFBCQ3OQk30BvXp2Q93Yeli8fIms53LX3K3bt2LYqKE4dfY0sq5momeHrihfsgI2/LQX7jBka3SJgWBHsubtWhHaQK/nWUgeiSBlY6bXWMCHK+dP4/shA1Dy8UJo1r49sug5xk1iZU9IbsdOwWA6itt5EX16dkRM7ZpYzMhChxOXPYymDOPiycPo1LQ+Pu/aFWPGjMPUuQvxc44DnnAI3nDQ2GNEqzHTJm3A5N+tCALST1dwQTkKBbB9y0Y0jK2LwoWLYs269UxO6FmflIT3Kr2NtUlrkJWZifYtW6DC089g/9Hj4kLlJmRXkLKQgpFCgCMoO11EK2BaKgimT58uaTN/rX/De9oIKOiMf//ZE0fRqklDfP55TwwbPhzDho1A5XeroAvxIB3ZaNm0KXp27YacrGwkJsTj0SKPoN+IkaLAk+9qNwiF6CHJ89YFAadyjHvY9uNafFy/Fh4u9DCWbl5nAuqIzOQPI0Sbic9M8ZJXxKNU4UKYP3cu3B4vBg4ehH98+CFOXLiI2bNnYvniBeILsWPHJjz19Ato2qoLHB5ieRoNRtug1imvPH6VIKBjgsKZa6xBNDCJZqgVwqsSYxqKBy73VaRnnJXNMI33HNCqdTu8XulD2YwyO/s03v3Hi/jrgw9g6JCh+PniFZGYWeEAvMQ7oupO/2ub+sPC2fPkbx4RQWCAM8XNOTeghQYXL0IeH0I+up+mY+iQL/BMhfIY8f1ozF+0CMdPGbU1PSMDTi9FkWHkjk3bUbJIGcxYutI0FIn28iNMAyfVX9sIKaPgDVyM1chlhAGNkQSmcBuosphqaNKmDTICIYnXpwGJqrPsc2gBuQ7/9is8U7IYxo0YiUULFuHQ8ZMCdkGNYNb4sfjLXb9HbN162LJth9DLyZmDyEzctZjTLctAqTwU5lkuxn369NF/c6/6nv0q7rOyC7MPQZ/Z/2LLxnUo/1RFrEokPqU5evfqhrfffAsOl0F72rMpGaVKPYkJcxaIIHByZJT9Jyn0KehMuK9dELB6owWBtj0776kBUsOg7eH86VM4mnbIuOkRudfhQMdPe2Lt+mSkpezE0+WexMrlZrSFPxsfx9XAP6pVRzYFLxGNJS6FI+2NNQKW1M6b3N9EKPYRPyCMnzYmoFSpoli8cY0gFOVwxkQ0PEbEcrtwAAnLFqLIg/dgysRx8v/wkcMR16wZTl9JR447W6JwEea0xoeWHT7F65Xr4HKWS/Jmm1KeaP78n8d/VBCwQ5iNRulD7xTfc1auz5eDBg0/xrCRE4XItMO70LdvD9SPrYM/3PE7VKj4HLbs2y9Sk+ANIvlFI4jMgfihFlavvJcrCI5wasD5u9no1FxpZHPC7zUhqidPbMczFZ7A0888i6/6D8DfXnkNzz//Yq7fN+eGBu0GmDdzHmJiPsaJi5cFyVhi3jmM+ajW3rogMALAlMcrNhXOD73wZV9EvQ/fRJM2rZEeCMERDsOrhkSCl8CDC+ePosKTJVGxXAUM+qof3nr9DZSv+Bw2HdgHZ9CLOdMnofsn7VGq5BP4/f/ciX6DhsATCoO8lFUFy9BpbzRSEbcsCIzQp597SIytISStWomyTz6DxCSjETDdz7p3QrmyT+LS5QzJJuP8KVT6+1voO3Sk1LErFBa4MhPMRTOxagMa4m2mVNcTBKatGch7CjpRyb3klwX4Cj9mz5qOD2vXQ6YzCykHfkSRRx7G1InTrKIHMahfL7z89j9w9kqGDEQiCMQgaeIUREiFIy7B9qkBE9F2aL/ym2CQbvlerF0xG6VKFMKyTWtBOJzMQBAu2ebebHIaDjng9/yMkUO+xBOPF0aLZs3x9TeDkXb+Z1DX88GBYNCBcNCFzKs/o0Hj5vhu1ESZghntxbKnRU1BSduvFgTqN6AIRWosZGF55JXGkY7K77gMQsMNYbg0Ao2+1VOmjkWfL/ogK9slDcDpIaOIo+fBwnmzUKRYEXzcth2yGHxkSXful2CMRxF1UGnQSuA1VxAcNhqBAH9YGgHVWIJEeryU0B6sTZiDJ58ohCHDvxfwxyNph1G0cGE0bNxMrLQ0XNGb+8SJo+jWrTvWbfpR9AO3BITQbiE20DwQ3OTH9TQCbSTKN47MEuTE5c9wAJ6snxFX9e9o3LY1LvtDyAr44fZyHwMugxkBtjF5GUoVLYbRI8aKSnniyAGULFUMMS1bIlOWmDj+A4ePpILbxxUtVhK79hyQe4zMMwFfBgRE6ZGHUUFHeo9Xfc9+5ejLaZHgNhJ3D0EkrVqBcmWfRfLaTdbnQaxfG49Cjz2IJo2aYuP69Rg8sB/++shjmLlomWgEjmAAXqq2sgrD+tUzYlNhvgUJAj4z2iejGQPwhQMIcFoR4JSLgK8+ZGdcQMvmjTFu8lTxz89xXERs7WooV7I0li5agHXJ8XihYjl8ULsuHDaNwBhVOdJSMyBdEa4UJAi0bnn1c1v7INubF2uXzUTpJwpj2Ya1EkGS4fPCGQgI1JggQgcoKDNxNHUnqr7/Lv78v3firXcr49jFS/K+K5AtgoDCbc6Mafjyi69x8dJVEH7PHlkqg4wlDPibx20TBPR2orHwZgQBOwLVFJ/PRHlx6ZDhyDzWrktEv/69kZFhNsAgjp6PQKEMMZbwUAjibLWP4nAu/aownjH0nB4Yq21ePAJJ1Gqo/H2tIDDrwmy0skzIJcuQCTBKXDIFLz1dFlt37tVk0KxxA1Su8gFyPGYZL/3qJQwe8g1WJ66Wd6hoMVZdIgYZSUcjly0K8VYFgbwvS0hMOQxP5gUjCFq1xCWfwf0XABXOe8Oc+3qQsHwWnny8JPbs3GfRfRXtOjTGW9Vq4YrL0O0TVBwjDN55twqWLkuQdzlfpQGXEXhmzms6mzLAvnyo93i1CwD9bRq8wT8krgNpWxW/EGWefBpr1mzMzY+dYO78iahTswbat2qL4sUfx1NPv4hjZy4KECwxC4lzyVUG09muXY69kSAgLVzmI5qVj2jKnM/Tb0Hg30PYvW0LWjT5GIePnRDhQ6DY0yf2o3WzJmjasCHq1qiO3/6/32HUxCkywjL6lCCmRhBEprukQ4+bEwT0neD478XaJTNRpngRLFu/XjQOwt5RU2OtcpWCHfzQvh9Rq9o7guaUsn8PXn6lIj6oVwMXMjMFCIeBVNu2bMB3AwfiyiWrD/kD4ovDPqcn+yCFwG0TBGojuFWNQNfmvdxpxurgyckJ6NHzUxxM2YOMjHSsXJWIHXsOIJsAjspdhND/my8wcsz3ss5MgUaEViMIKJFvTRBw5UKlOZnCpUqXTA3cOLhrHcqVLI6Bg7/Lzb1hw1i069he/ueeBl9++TmmTpsoAS87d+/D8hUJyMoiZr6Z24X91oqGtXQqDdKSwvkZC/N2IgPvRrroCCP2kxChyqrKBidsGrIpic+BnOx0cEmOGacd3InHH3sM3w761qI7B42axaFlx0/gomD1Rvwftu/Yio6dOuPESXpasoNRE/AiaCE+2dfqmZhdENgbvdLNqzYwWRUKcQMRQqNTWwlhy6bVKF/hWWzfYfAUza496hsRxNJFi/Bh1VpYFp8sncElKyPWcqzAlLF+8xc819MIlC5fyAufOBTRac0jy4hcRRgyaCAGDRhofFY4bycsvHWcOnkczRu3QJdPP0OW0wUvZ3yW3cKUVTVd8k+/yhuGzLvKIyMgjYMaNTlOR3ls37AK5UqXwo+798v/1Ji5zJmefhk5lsfusCEDUfixh3H0qAFQ2bhpMYqWehQ7rV2sNm5Yi57du2Df7r24cvkyVq9ahV17dks7IQguBUGkfv4FguBWjIVaKVTFuXSSnZOB8ePH4IEH7sUf/ucOlCj5OB599BGUr1ARh4+fxNRZM9GsWUvMnDET3w7+Bn2//ifOnTkpzCJegVkCVI2AwiD/EYMfqEZgBy/l+1o5/hB9G8y2YeGQE1MnTUDFp19A/wED0e+br1GzdjUcSkvF7t17UOX99wSq7LHHHsHjxZ/AvX95AH37D0KAm5sIxLq1Q49t1UBpIy3RgkArSGmRK9erWXkhN3KcF7Fs6RyUL11CAmsS165FMOyHI/sSYmNrosyTZbF1k8F1nDFlAso/VQ4DB/ZD3/69UaVWdRxITZWt0po2aYqRI0Zh8uRJ6NK1M+JXxgsvZX2egkBPAUMhX80Ujy/ZBQHp0/LYr1oOMy+35vMhL44dOYBePTri7nvuRffuPcHQV07Njh1Nw7RpE/HpJ61Ru0Y1JKwyhkQCqhKKTYyhXKsXLYUrBdfWL2mjIIhGMdZ3+Zz0ivcePfi4VZ5oAwGcPn1UloGXLF1u8cELt8uBlSuXY/Cg/qhe7X189cVXcDk9Ipy8fhobLRwBy3ORZWZe9qMgjYDvCS1cmRHEaC+OHzmIXj064E9//CN6fPYlTpw1gjk5YTFKliiKJq3aSNTp7t078dKLzyIuri6mTp2A5s3r4JOubfFz+hVMmDgRDz/8EO644w4UL/Y4HvnrI6jw9NPYs2+vZSfIu8mJtK/bYSxkKKVqBCoI7FMDLbBWhl4NE6iS0wIcwNlzJzFgYD906/YJvvyKUEs90aNHd8yaPVcWA7bt2I6OHTujZcvW+PqrL8TJgww3Uwz1HmOjZGXk3ziZNw8VBHYXY6WTdNERSFR5CoOQsWIvWRKPps1bomv3rkizoKwWLFyETh07oU+ff+Lzz3sJnHn/bwbh0JGjghHnJ3AJ58g2IaOMZ6PhkZ8gYJn0PXPlLj/snG5cvHICgwZ/jR5du6Jjx44Y9cNYsa+4nJcwecoYxMY2wJSJZumM6cfHL0f9BrHo1qsbDh42I8iVK+fx7SDuz9ASHTt0QGKSmRKQzqA14tKAFTlNA9eGfjOCQOnnN9T8aL+hNNmyaR16dPsE3Xt0R8dOHbGN+wkC2PbjNjRr1gS9e/fC+XNmUw6x/dCQxp2r5LQMcqKxmBFY25PWrQqCadOMgU/p0Pc4rSCcXR5BhwBOnT6CJcsX4sJFbrFHD00PsrMz0b9/PzRu3BAJCUZQklYDY878I4MHy8mT+SktfJeCQPc+5H2lR6+y0kOQ2LAfG9evRrdP2+OzXr3QoWMX/LRrh9zfu2cLevXsjsZN2yLtsEGfSknZg+7du6Bps4YY9t1g8Wm5dPUy+vX/Al27dsWXX34t6XTv3h1z5s6B2+PJdbyz06q/SSttBPRp+dVhyNFTAxbWzhytjLwMoRWXxhJjvSVB0QcZrgc7uh5SqdZIa0+7IEFAWnjk51mY93tLo6A3mwXnrXmaKzcc5VSFivm1h6jrXKtmo5O38jYAI7yMah4tCPLSERn1uA7vD2bDH8ywgEhMvjSscvMVvzcDKSm7MXv2fOzflyrTEiI66Vv0HeBNM+83tphoyo0jFhty3lMbC+uTB/0IGN3HQxu0XpV+rftcocZ6supKPrT+MG2jqkZ4yfz93GRUPAjpJcLBwvhG0C5uvAqvFQTMm2lRI9BYA9KRS4Ms30YJglyhYAQ+hQB9AmgnoVu0VWThHTUXbXN53J6tdq584pW08LieIIi8T1dmt2hGeXjD6VkoG9k555GQsApLFq1GRjptCTRQG3qloq2PuHRsntlTMb9JD/nAPAkbp/XFezx5/MsEATPVStAGoldtKGYOSWgoztdoK7Cgq8QCawSJ8VPnvJBr5cTQo4MKrdH0RzedTNONvmqBeWUj4XFjQUDV00h2dWUV91a6KtBARIZyuY4GNWskiFwN7DahtwV+W/z4IownHfxeaVFBYHcxji4D/xecmrATwXAmgiGnpEFPSjZOzmW9ngyMGTMCY38YB7fbBGxREIj1P0S3WgMLJuowocEs/pKe/PKz39Oy6bt2hyK9Z39f6LU6h6l/lj8vDww/DS/JC54mH9LM3xSCpI11oSfbgLHMM9/ovFm3TCdaEFBL4H3zDY3KNo1Af1tTDlnKC3P05Fza+GZQGJA2lsXUfaRdKx3Ko9x3rEEnOuhI3+dVv2EfkHQlYCkk8SFs47QNhOFC6uEd+Oc/e2HXjv0Cpc8656BghDr5wA7OKxeVTPAb+RdJX4Wt0VqYl9aR0quCgO7uv1oj4NSAQUcafUhCtIKjG4oSwALT91uMNtxijD71QYNNqAUx77JxmIbNb1hw7oUnkYBWZ4zOw15Y0sEGwYNTg/y2RY98b59emNFR8hPmqnDiakdeQaCVK8uY7GC2M7oBsEw8omMNWOYIHUYj0HQZaxEMucw8mdoGd8KS5VcKBifoy89GZXYyZuPnHJbBXWZPRK7KsIGzAQmPdYS4gTCw1wN/2wWBnVYpkPVHeU/aIxqGTcOx1Gp9T/PQskbSJZ+iz4hWqHnyfR6sZ0Yf6tSA98hrbYdSD9r5o65G66AtxrIf0IPRSlfpUfpIrylbpEx8R8uh30VrBJoOr9FpmSmk1jmFAzVlCnXuZ2E0Jk6zWB7Ws6ahdIidLHe6EqFL8+FVT6VD6SWfTp48eXumBmojIEzTf/NBBJaaNWuKoeo/TeeZM2dEKFE43Z4jMo26PeldmwphyuhZyMZkhLQZ0UwDjYw60c/s/7Nj8tR79v/t90U7oJ3Afkp8islHGzKvTIvwYOx8dhdj3s+TvoTxGkFOYa6naFf6TAalADAeaQAAIABJREFUSAiz0mlPy06nPtd8SA87XcuWLXMxC/Udveq7+aUjGoGEmtM3hBodaeFAybJwgDVh2oyN0fQKul4/n4h2qlODX4RZqPhsbC70I2AHYwANDXHEQGOn4/X6ZxpSU8156FAaeOb/PtO6mfQKzo8rBUuXLhUMACLGKJ3X5qd52a/2dPW+/d7N/yZfqA2QhjfffBOLFi0CaUtJSSmg7Lxv8kxLSwXPCM18Zp4fOnQQqak8+a6+w9+RdzSdyHN97/pX0rdhwwa8/vrreOGFF8RY2a5dO0HgIQpPhw4dck/+b04+b3vNye/atuV98549Hb2n33fo0A55z7x5ab58n2mWKVMGlStXRufOnXPTz5NmhzZo36F13rN9m1wa27Vri7Ztzf/t2rUBz7xliNBMuguivVOnTihbtixee+01fPrpp3nKm4eeXF4pz6Kv7dC2XSu0a98K7dp1RLu2nXLPDh0+QYcOHfMv53XSVZrJO/4mr+gD9NJLL4HgvjxuCaGIsQaUwjwIrvHMM8/ICKf4cYrfdv1rrGDr1a1rrga30ODEXf+7G79DTDb7ycK+++67KFSokNDJ/6/Jg9hugu9GjDc9FcPwxnlek54de872mzh2RIR55JFHhCZiAJLWa7/nvdoWjmIMDI4ir0oLn+t3Sq/9an+uv8kX/f7mrjVq1BBAklatWgl+IIXX/Pnz8z3nzZsHc87FvPmz857zZlvP9J3IlelFvo3c57358+1n3nz1G6IXE27rk08+Ecg8vR+5kp5Z15750jTHRrd+E6F97ty50DOSvqF5wYIFItwpkDhVIXyfvqM80/8Lvs7N/WbePP6eg3nzFmDevIW55/z5izDvOjybN69gftrzZV2OHDkSb731FhRR+5YFgboYUyOoXbu2JEQjGEdbjiI3Po/KO4cPR97lb/2f6Rw+nCbpmd8mXf2t790oH77PedCKFStEIyBOG+P0r/0uTVxv6X4r5+HUPGWJ5Eu67CdpNrQeuYmyM2/SwIZLLYW0XUsLecLymvIfOXwUuafylnzTU9/l+3KS9jTb8wiPNS/SrL+vd01LS0N6ejoIU9a3b18R/v+Nf6iOs5H/NxyEKhs1atR/Ayk3pIGweb8Yqswefbhq1SpRL3jvv/mgWs7RjR2v4INzbRpouADI1YZ/zdybNgIy//bZCLREpF1PvXd7rj169BAbwfVSU2OUeGzSlVecgXilFx03s1FLeWQ1wRiO1eFFDVsRo5emyase0fdoEKalXo2FnKfb3xHDpQQsWSsQYS/8QZ4mVJxLUVyNElwKLhda3pVmhShiZM2TrnhjRug09gEaOPNClZFmYzjNaxAWFCLO+elCLUZg+jEYb9SIcU/cMIxPisTD+CXcnCA6QW47L6tU3J3LshlYsTO0D5Aew4O8no28z5O2BR6/OtZAHYroR8Apga4aaCHsV62UyD0utxlHEWPJNg2BkWGmYZgGQyMJYbd4T5db+L80KF0XvY4jkebLAufnUBShh67KNE4Z3wbCQpmAKK4tRwxUPh/pMkwUYxONOBJoZNaaBXdPLLumwZkGkNefgLTc3PIhO4tZWZGyE0CFEdfW2rxg7Fm0mKUx0u6wTpc0dMV3tBuU+D356uVmr5YBTvmkZeX7dt6QZjoU5ReGzGd6aDr8lr79AW65Rb6Gzc5RYgwT6DIVBLzqbzZm1jV3H7IaMWM1rHgNCTm3MtJ8eOVBQWBfNWD+9ndMPXA5kukyfJ1WeRoMTX5hsdIrVobbOFUR6MXa/YhesMoTSVfoYh5Mzwgvdj7+5kHD5XffRdzTr6XFBGQJWIoVUCU7Zclv8t6c4uQk9HLp3KBnme3+PCIIpB+w/XN5mj4nssQd4aehJyKs7HX6bxEELLg9U2UE73FJTqyhISf8IZfZU9CrTjCEFuCaqgGTZKPN7+BCkpvrxEFuP66SL1JgzU+vTCNaEGijz72KnwI7B/3Qqd0Y/4Po/Gm5pWMRtQY96ETkCQZl221/btAOhUGkQTIfZX60IFA6817pmecRYcDRiwATeqhQlMAX8QzkRrBu+AP0688fi08EBwFgCW1kHbKNWsAslzFv0qidyF5/fD1aEOSlNS/vOdL6EJTTCAOi8ZhoP6bF7iudUPxD2CnZiSIjPt/hmriEcQtN1vboEj5u5WUJCb7L9kI/gutqBOKXQH8C7vTMreyi+RSGV+Hq5JkZMZk+D7JfvCU50nI/QemsJvqQAoH80uN6gkA7OfMPURiHIu2MmIWMkDT+HsbzkBA8ATo7EZdC4k40FwYkBUBkKUKnRR+KUcG2onVKHmu9sq553HaNwO5izAwKaigUBARW9OUKAo9w+eLPF7B2/SZkZmVbDZJLJR7s2LEdK5YtxeoVy7ByZTziVyfg0NETBtmVu9sKOkzeSL/ovElPfoJAmSJXjoJ0+/R5heHnzhzH6vhlWL1yFVatWo34+FXYsnU7cpxcJg3jxMk0jBg1GvMXr4CHsFr0/Qt5BZWWXcAEQ0U6CPO4WUHAtWEuoYXDbhEGsglqKIg9u3dhf8oB8cNn5UvHFYcUNh4TnHT23AmsWLEcK+PjEb9yJZbEr8CmbVtldxz2QKqU237ahgOHUkQtJV25o+41I6lpOOTfzQgCpkWaBOiTcfISOciGyLKY8N99e/bgxMnTog5zH0KPj6HmYdldaMGChZg4cQJOnzkj230LTBnLSfBONnjuFygd0YDRyEs2jUCXD6VMUXEJ2gEp6CkIeBw9chzjx/+AyZPH4uQZ48bLQYraYbbjCtZvSMSSJYuxYsUqoVnW7Ok6Ta2Pfi+y5m+0Qbsgy18QWH2CuzzTh4bYiYSiQwgZ6VcEwu18xhXDM5ZVvFuNb4OfwDTEwHA7sWzFUowY9T3WbdwgMC1u2YUZ2LdrN34YOQrTJk/BmbPGXZsaoS5TRvOE//P41YJAjYXRLsbKEO2MzNB+sqFwJPIGqb4a8MalS+biuYoVULRYCezZazZ9JJFbN69F8eJF8D+//z3+fNdduPPO3+Puex/EnIXLTRBIbrQcG4bRJrSAUkpLIPF3tCDge0KLOp4QUYiRXqEAnNkZaNGkIe78w+9w1//cibvu+iP+3+/+gEaNW8pU5fSZE6hTryZq1a6NKlVrYtiIMXD7/fCEuPU2A1ToJx8RAsoL5sdDUYztnoXKI76rgoCORHSsuXzhLD77tDMeuv9+tOrYEQ5CvlGtp+CyplP0Q3R7stCocRx+//s7cNedd+F/77oTv73jd6jbtBlyPB6cP3scHdu2wF/u+wu69fqckIEisHWKoDSQTqWZVx70I1A4c/sz+28KOmoe7KxewVNgg/aJWss0Nq5ZhcKFCmH0+EmSJh2iWL4TJw7JyknFii+ifadOOHAoVbQGQnWFaVcI+sANPyXi8hcIAm1zAoAqWpMDO7ZuxHvvVUGdevVQp14N1Iqpi7Rjx0Qtp7Y3b94M3Hf/vfjdHXfgr48UQvxKKzZDNQJLEAj2prXjsBSqoKmBhF2wTVCwGZ5Qq0hMWIE3Xn0Jf33sEazassW0a+GjEQY+8br1wZl1EZ917YzXX6uEJi2a4ZVKr2Ps9Cnifbpxwwa0bdoCbZs1xxuvvYzXXnsD+w6aGBPFI5C6sdWrtsXbJggKwiPQBqKNS68kgBoB8dylkCEn9uzZipbNG6F06QrYu5cQUhB33kkTRuCffbphTWIy1q9Zi1FjhuK9qtWx+8ARYZiHGoF0OnL5lwkCSkyZinipDRANKITd27fikw6tsWTRPCQlJmDF8gTUqF4fw0eMlalNo8ZNEVP/Y6Ez9cB+vPDcyxg7abo03gDpoX4g88e8woA84KGCwA5eqvyJ8C1oBGXIh6z0C1g0cwpeebY8WnTshIwg8QgCEkUX8hO12Pig7z+wA+3aN8eixQuQzJ2h4peiXlwcvvh+nPAr88pxTJ8+BmWfKo/uvb60UN4oECMx6tF0kB4edkHAd5RO+1VGH7GbBETNFhRqRvrBh4tnj6D6u69I1OYP03SzUi82JS/Cu++8jL79vkZmJn3qAU8IkOAtX8AIgoAHLq/LCD9LgzEqg6FNbQQFaQRie2AMgZ/+6S64nWdQ44NKqFz5XcmPsPnv16iD3v36yf9nT+5DTN0a+Lpvf2zZth0/7tiFqwxDFqFETYz8oibAk9MDIzjl44IEQW4INb832gS/PXhwN3p1aY3HixfG0k2bZULqJoqztZ+CW6ahwJI5U1D4vnux0QJ2mTBlIl79x9s4dOo4Fi9Zgh3bTCDXxYsn8dLLr+LDGnGivYYoeGx2Lq2v/4Ag4PzJMn7QOkp8fR8tyDTGcF5L9JUwli+dhVKlnsbuPUaSORwZ+PnCUQTDRo0jk8eM+x59BwxEptNjADclSs3CLrRCZrWzaaVoQ85PI+C7IphoZZWRiz7bXly6cA7ZWemaBE4cO4WmTdvi+IlT2Ld/Hx4rUgqz5iyT50HXFcTVrYfasa3hJDwZg3xkukJhkLfDKG3XEwTayahRCI8kZNYNBLLQKKYK4tq0xMVgAE7BwPeAgoCGJKqbFy+dQcbVi7l0Hz+SgiYtW2DLwUMC+wnkwO9LR5UPP0TnLp8ZjYBxEfn48GuDUf7djCDgqMNOyQ06uErAQB7uJp1xheCrX6N3j9Z48KEHMGq8iZS8dOkI3nyjHD6o8neMHDESQ4YMR8qRYwaKTuJKQlIfXp9TjJ8B0mlpWrciCIyAIoYkp0EueD3n0bFNQ5R7qhT2H9yHY8fOomHTDlguqMBBzJ4yEnf97jd4qlx5jJ0wCVfdHumgOYGAwXYMcq8GjdRk274ZQcBBgdoxbUU0UrL9s22HsX3jcpQoUQhLNqwXLEoHIdooDLg/hbjIh7A5aTnKFimEgV8PgN8XwKBBg/FJz55Id+TIlIkqsYE+86DTp13wQfUYXM1yisBmwBHrUdsWf/9bBYFpYGaOKIEdEufuhz9IQ59GIF4BkI1Z00ejZKmK2Lk7TRqyP+wCm7vXn4NwyI8zp06geu0amDt/oTx3EWePgoANOR81XHuDNuT8BIEyhMz2y+43HkFPMui7jHFwwhdw4uuv+6Nli7aSZGLSShQtVhqJST/K/C7oPoOObVvjg+otcSnLT0hV+GkYk3lxXkGgtNBYGA1nrp2RnYlGKRoCxZWU+wIEnXBlnELtD19Hgw5tcCEUwv9P3XuAV3Eka8P/vd//3b1717vmOoFxWCfAeJ29zhmDAZNEzskEEyRAZGyMwSbZZITIOZqcMcbG5CxyEkEkEZWlk+P7PW/1lM7oIILThnme0YzOzHRXV3dXd1dXvZVHZCU2Essu3e12yUhFTTPh38JhDwZ9/RWatm4lSwlOrSkIMjJOoUzZMujSvY9sNHLtzkZh8o/MYLTRKB9vxw1Z05HAH35GFMpBKJiN8QnfYMakUdi+ZRXuve9uTLDwABcsmIE//ff/QdMmH2P40BF4/tnn8H65yjiZek06nuhBWC88ZeQ1y0zyUU/Sx/orDI+AZSBNZlrMZQtnUYQHS0d25nk0blIPDzxUHPXqNse6n8yI6vHl4MfvlmDGlPGoUbWyzGDqN2sqEPpEqXbRS5JxDmTGxw5mOpnWLem5XkfAd6g8NqMz65cmxD4/Z0Au/Lh8GkqXfBBrtm4TQeCkGbc6unHmAQ6WWVixYCYeKV4cH7xfDv37DkB2LkF0iZYUsPA2nbiadgaNW7TAtHmmnzDwDsuv/NIrecPjH7I0MI2L62X1KefWkBdur0sgmekQEwpx5M3D/LmTUerJl7Bnn1kaeENu+MJeeP1cR4YwfdoktG7bFhmZWVIRzpBfpLO4/NoahhZUSnkLHYGhj42F2y9m65C6D0KpGfQkH06nHEOd2nWwcaPB2vtx/UqULPEE1n1PyC0/Qv6zaNe2FarUbIt0h9GUG0FwvRDQxnIzQcCGy6kntyXpOMloQAi64M5JRZ2Y99Ekti2u+APikErFX8hPAcDdF043TQPjujv16mnUaFwTK38waLzsTBS4mZknUbZcWXTuZgkCcDvWbI8xb+UfeaP0kpc/RxCw4YUYHyKUh6Rd65A4ajDysq9h+7bvcc89d2K6BTve+7O++Pvzb+H4MWPbsfa7Bbiv+MMYPXmeuBzJrhD1SNyJkRH4lwkC8pNtkApVvz8bQAbycq4gYfRIvPfeu7i/2MPo1utLZDu5XKWW3mjyPa5cDP+mP4o/cB/mLlsuwkkgxDiiymzPXsemY5FX1wsCdkRdLrK9QSIa+X3c5XFj08qZeLrkw1i5aYvMhtxi18BlEcvtQSCci1DQgZ2bf0SL5g3w5JOP46WXX8bOAwclyAmh7Omd6vVlYuz4Efh69Ghke6hgpcqLA4s5tW55/YcJAu1ksiwQjy/LboCunpZxiVlfsWIcmD93CkqWeh5Jlo7AHaAGnm69fmlEvT/thgmTJkv/ZsgzCgIPNbDce7X2crUhqxDgVRtz9IyA70ZopFGHR0Z/CX3GPWaZtnmxcsUitG8bh6wsjiQ0qf4RD//1fixZwqVBGEHveTSoXwu1GrVDXoCe8wTIZAXSF7/gdExpUUFgVxZq5ShNpE+cTDjq+93wZF1B3ZjyaN6+PdJ8Xri5ty1Q4UYBSUAPNlJGt6Gy67u1S9CgdSOcS78i0Oth2RJVQfABOnftI3oDasiN621kLak0KL0st10Q8PfCTuUp0XcojNLTLqJdm2aoHlMJvXrEo26tivjjH/8vylWogKR9h/H5ZwPw7psV4HJxq86PS6n78OZ776Hf8HHG95BLSmIpcsD4BYJAaWT5OOhwCzMUcsDjvoKeXdqhVYsWAu7JHaESJZ/B0BERa0DFdcjJSEWdmpUwec68/PU7MQtpCFRwJnp7gsDwlgKeKEUUzj5sXj4bTz/xCFZv3iHlpiI9JNDk5Iup3y0/rUfZN17H7h0bZflXs241vPTOOzh99aqFfuHA2h+WY/LUiaK4Zp053fRANTMiMysqKOj5zu8+I4g0JmOlZ/cH57SZMxPGvTPrGj+WLJyD0n97AcdPnSF9Aq9NoEgeWzatQ/NmDXH0eLJMhRhoxB30w8ORU4wwzEjBQtsbL7/V/1UQ0JyWh76rdIrvPrERKAQYESfsg8uTiY6d2mPy5OkGtivsR3buVZT98D00b9lS0klJ3ofXXvk7ho2dIg3Fy5GHgs9a4zJ9HtooeV+YIODvSguvREziWpIgKeCI6M1F/eqVENuxs8knRBANB44dO4i9+/Yjz+OHg9NJuqR6vOgS1w7Dxw6HO8z4eUyH63UHXM5UMbX+vM9goYuCWpWF2liYv51evqjeh/KRrTz6Hq8R+rnP7ocjLxvE0vt23hwsXDAHX33VDf9zxx/Qqm0sUi9dwarVq/HIg3/FosXLJNmknT/g7fffw6Lvf5Lmz+1C7rdT4Bk90+3PCJigCiYZERlZS7ZYPchIT8Hbrz2HBg3qa3HQqHELtG3bCT6PH6lnLsoskQ+3bv4RHeLa4MT5CzL6ElDVR4MpC06feWhb0sSunxHo0sDQT5i9gJeC3ih5d/6wHM+VeBwb9xhvVO4WZWSexc7dG3E21cyWJowdjUfuL4r9u7kkBb7/YRVK/O1pHEhme/Zj6rRRaN6iCVavXYut27djzPix2L57FwIWcIvWjdYX/+fxqwQBvQ9vtX0YyZiFN1pWaktFY8rpV76BDaO9/IC6tavh7ruLokPHzjh56qREwhGrvYAfiQnD0KVzR7g83Fel4YcPbq6xRM8QiRisFc/C6qH3KghoY89D31U62VGC1MDTj5+xBhHCgUO70KBpQ+zcs1e+8QoiL7B3/x5BNI6LbYcm9eth0MDByHB6ZJbiI5AKlUdUUNv877WjMCEKgujYh/xdaeHVLA8YoMKDnOzLmJA4DE8+8Vc898zfMXvut7LXzeltTPXyKPbQQ1iyZp2MJkwn+cARNK5dB9t3bDOCk1DlIS8ys1IxcuQAPPzXh/Da6+9i6dKV+You8qMwQaD8s88ImAd/jz4j9DMtmhYXNMrZvOU7FLmrCGbOXcgkBI9xyJD+eO3119G9e3c0blgPQ4YNRa7XLyjGpIcRjjhzFOMnm8GT2D5YKFY30hGwTKaeOfvjbIA2BA4E/ZmYN2cS/v7a3/Fxu1aI79YVjZu0RFLSAWSlZaJBjfqIaxeH3p/3QZfuXbFp6xYzUgdCVvwHTruNbkXzUD6xXNcLAgpWCgMVBJwNBASmPilpB1o3qot77rgDjT5ujaPJpn1+t3o+7n/wHsTUrY3s3AycP3cKdWpVR+UKFdDn8z6oV7cORo0Zi2sZWRgw4HPcc/cd+O8//gHFihfHX4oUwStvvobjKSekH3ks0BrDC0MD64rH7y4IIo2EGZvRzWhLGdOAU28/vF52Gi9279qICeNGY+rUqRgzZowQx+85pfN43Th4cA9OnTwuOP8eSlIfI/9yukdFZKRgem+vFL2PFgT6rl4pCAJ+C+iDUY9CHpxPPY1tu3chx+EQrTX1FUSf5XHg0AEMGjQIc2bNhoszFI63IdqCG8UMhzQ11FFeMC8etyMIyDOaOodCLuTmXsG3c6dj8sSJmDh2MpYsXQaPNw8uZxo2blqLXv2+xNS5C2Sqys5z8cwF7N+ZBGeeS2ZNXuIwhv1Iy7iEuXOnY+q0KUgcOwFr1nyfP5qxkVC7ro1FaVb+2YFJWAb7c73P5yVpZ9h4mc4TTMXsGp1LPYX5ixYg+VSK8ImaDmpVlq9Yhv4DBmH58hXwUEfD8GuW/X1Ivg2J0BffAGsn5ufsGpA+gWunsJdlhgOhoBNbtm3G18O/kbBnR46aDuh25WHN8uUY+vUQDB06DDt2J4kwJWI2ByaZPVEIcNZnM49WPpE3hQsCM8vK55Gs/31I2rMHE8aMwexp05E4dhIOHz8m25Kp545i1uypEusyOcXQdvnKRUydPAmDBgwQ1GcOOFk5Wfh27mxMmzIJ876di1lz5mD67FnYvGMbPNR1WUZFsnMS1V9I6z9MEBjjGGNVJ1M0AaegQoYx3wmQQBvqyBYhiaO09LjdApBKRRbXm1wreX1BeL1B+Dw0QTYOIxookgzWBmmvFO18hUGVaaXwyr14gU2T8OJu+Lx5oOUbu66BsCZAhBNBrx9BD9fAkVmHK+yT2YCL00YLRYZrH3EisY2cSgu3D6NnBKaxqt6CkGxU8BizYQOxHcmPPPL6HXC7MvH996swZuJkiRLNHRQKKm4XiV1FgOHQiXvIDm6UZfzWfhDNSGcCeiWd0by0CwL7s4I8NCMwZ3seCnFRYFJxGISPgW0s7EmurxkRSvRAdjxKTnLDIbh9VNzyuwDC3E/nLFBiF3KnyYCiSvBbywSdgwJ9DQqzI1D6GMuA8E40KiKKsdGv2DkBEGLfL7EGjMDmU3LdLet56nxYPxRqFuzZbQoCsUi02oGZQRCh2iuBTbmlaT/MLNeNK6knMXXyRCxZvhpZeQ6xJjV4mXzftAVRfkaZHdvT4kDJviKDpk3Ikyekg8evFgTqdESEosLCopsC69TMNmpb0zXCVcvyQJwpGPudWmYzwlN6MX1ZI4vxhUFsobOMbKlZjZcNVyuaV3sD1Xv+zuNGgkDpJNy1hM2m5p0Cip0wSJ1BEH4vEYUZSdeNsDeMkDdgvL8YiYd+Bpa9t2zV0PlEovxopzZl13xIiwqCXRaaL5+RTu2IBiKN02Hji0Ea+JzvmXeoeGWkqDwsWDBPgp0GyBvuIARcYMyAIKPpMo4qLfy4780tOEG/YRomHaMYjSDyKB3My36SZgqCG4GX2t8VOmUNzZDcJh8R1hJswwcP9+ID7NiGLup6RN8TMnbz5CU7PWkJ05zXslTkDIFlYfoqBMQXxYp92Lx583zwUvk2CkmJ0ZTBCFUUMD5j5x+i74WftgomxqCPsTZ8Dgk8S+Ukec1BQAYCAqvqjEAEa8EZAenSozDMQtJUgL/0r/B5JEZmmALPFxI/ECrSabCeknICE8aPx4mTXCbTr4C7O7QXMbMaM0iwj/gEms7vM2Xg7Et8PUTg0frU8FLqxaKBdLBsPH4zQaBuyNQb/JyDhjcMJMq1k0TqkWg916dgjHIi6yu+QRWAdvTrvyj8l0OHDqFatWpS8MLeIDIwHWRU3vJ/mYkwL95yvcttJd6zZoxQtt/StNGctueF5UVXaNoRJCUlFXjMMkUO3psptf03WWuKulBnStZT0hnS36igMGnxL3kt37EjmYFACsC1t1m7mvV+JJ/r76KVhde/cYtf6OdgxeQhCeZkaFYTTta0B2OQZefCLVKVx2zYdjsC5aO2EfmfXkPiuMU9NYYb5hpdFDlKDMIU4jIDNa2AuwL5VSptjtmROj0Lp45LgxEjRhT+MP9XthXmb9UVGSKyhJwoqFtRQFzTV9hfZN15fR+wiNUlaT7x+XlGbpRHdIn/zeDMibBz/vx5ifpD5yOedEvW0/6bPONz652srEzwzJar+ZaRlfXU5/wuO5tntqRvT5P56P96jXyfhdzcXGzbtk0EAXUF/F/fUxozszORmZ2FzOxsQ1tWJjLzaWKemchiPpmGdvme9GRly6np2a/5aWdm5peHCDCcnXBpQIAS/s9vlN7IlbwwvLGnmZWVgcjJ53Z+6DOLVimDjV6pG/LW8Lnw9PVZpC5ycnJEmcdZAXkXXQcF6WPdM0/SZU7yiPfCX6n7bGSxHoWO6+vOnl621Z74m/Iz/3lmlrS5tLQ0NG3aFJMnTwYHJH03/z1Jw+JlgXaZgeysDGRnZiE7M1tO1q/hiym/tFOLb9HpKT288hn5RN5QKH399ddCy415ZdHDOipAU+R3LUdmVjoypd5NPsrXSN1b9c52RvqlDGyb5ixId6R+ySsOkBQERBrj8bMRinRpwOnts88+K3hxNWvWFPxCYhgSBIRnTExM/r3+VkOe1UCNGtXlfX5Xs2bkG33vRt8Xlqb9G/s9ZwFEUCJUGeHBiAzE/+3vyH0NOhHVRI1aNVH95P7HAAAgAElEQVSd9AttpEtpI308Y+QZv4nhPcsSY8pqL/d16Vu8YHoVK1ZEsWLFBLewUFos3l2fhtJA3pGuWqhZs7bw0LxLesxZs0Z11KzJk2WpgRrVa1nfmDJdn7Ypw41+L1WqlOACUujf6J3I76SzZiFn4XnciG+mnRT+jealbe6xxx7Dq6++itq1a0ubY70zXVN/pOVG6Rh+Ma8aUr+k3byr39+IPn1Pr/r+I488gmeeeUZg5ZQ+fafAtUZ109byabPaU/7/SoepywgdkXZg0jNlkPbINO3fR/9ve8a6LFu2rGBREjeTs4RfLAjWr18vjN+8ebPAlXG6S2eavXv35p/87UYn3yNeGs8bvpNk0rI/32v9pvnYn9nvScvBgwcFZ65cuXJYuXKleCLyHf1WaNi7D/uscy+fyUm6SN8e7E0ifXuRtJf319Njz1Of29PncxoQcTZA2DSCl86ZM0ckMp+RTp72dCS/63hHOvZh715zkr6kJP2O9JlzL+nctxt75fleJO3Zh71J+/N5bWi7cb3Y6WDdtG7dGsQt5AjCb+3PC7tX+kirnhF+KL0F89fnhaXH3/S5/Up+kq8UqIMHDxYQTj63vy9ta28Skq47I/wyfLPesXjOdG7VNpVWbfN8n8KI0YYICEr67PTq+3Ldm4Q9QhPb075IXbGd2eqdz5gur/r73r3kR0GeXF++guWJfGvaL2fH7A8cJFVf9YsFgeoIFMw0sgr517ojei8lJePu/bMPhSqjgPp3OYhORNzCf9WD63KCmP4rHBSYBAX9dzguXrwogL6/KMCJHbPQvmtAzSS1kTwLaEijtNBGg0ktuNGE811z0mHGLwZD6nklaVnaZ0nbpgVlOtQgizmvLQ+mpXTwyoPSj9NFNSiSdK18ub1CCCjaANDDTQAnJAAL6TK2Dvk00vU5n16lW3dAuNWluwV6NWVUrS1pUTsCXZcxPeWd/Z5BUHVvn/SSN0yfJ/+XvWHGCbDFClDaBJSCSE8+apGJqsQQWxZQhZWuYOVb6eg+s36v9KpSifqB3r17Cy/57OYnaSSfrCA2NCmXIDaGX2a3yOKZ0GLKQhokEjDbkGx7FtwVKixP0sf647pcQ55pWZRHxteAaRHyi9vOtFjkVqst33yemN0C8lSCxnCrkU5y8q5p2/a2o/xSPpFB3MocOtREpNb6VNr1feMA5ZfdANnrp22MxFeIgIloXdNuxu/ziv2MlknaBiNGc4eF9WpB+OWnb9WRaY9sX9ZptV2mU1hb/MUzAg1wQoUEDxLCimDByRz7GWGGZT8gzi7ck49svfDOGfQJCIWfGAHWfqckLulzOydgTDxleymCsGPPS++ZJw8KAkY6UkHA35VWYiU6gy44aLZLJBhfHvxRtg3UIHulsghnlq96l7SJRuRnBF9uWdF6TODTzE4H6dByKy2FmRjrO/o+G6nP7YOfW5UiWI0jDDOkiSutKw3GI82Zuc0WRoheJjdQubORcavJfjDWoNdnhLZ0wvwQYabuSBPp4WG3I9Dflcd65e/CUxqx0G6BBlECPlKQX0yPtUKgEe7LM1oT85ffuR3INiRefrKvZNqQTfhofkqbCoJoOwLSwwZvTsVNpOGY+zrYL8lcbEYMVoCdkexMYsNCOxbLm4+CgWVlHsoPTSN6+9BOr75vBIExrNO8aK1InghkGi0qNSoTbW245Wl1Xs2HtHCrkF6o6huhz/w0gCK8mvhE0OmK9Cp+guEJ3/1V24fRMwLGCVBBwIIqg+wM4H0+EyjtWTirYVKLvW7d9+Ay41JGGlwIItfrFv4EPR7s3rUTy5ctw/4DB2RHhPiA9DcgMy10jQICJzpfFjhaEPAdaSBimxBAbtABh3hwOeFx0+3Tj7PnzmLFypX4Yf0PyMnJlbwN4GVA1sqEIz8ooae58wt4aQ1J3wdxjaaFYaRD2RtLYYLATrOxxKQAAALegIxeZMapUydw4sxZ0N5dDGzEOcpr9tuJRRgAMq9mIGlnEnbu3IGdu3Zg187dOHIsGd6AT6Lnbti0EatWrMLhA4dk5yog6L0GR0DrTWlVmsi/2xEEfJ9pCCoO8R1okOVz4kzKCYmtx3Xorl07sWv3bqScOweXWL1xpHOLIDhz5iwuXaYLchhewe8LIWDhFGq7UhrttN1MEPB9QxNHdoK4OBEO5iAn6xz27tkuEZk5M+PU+NDRI8hzEToNuHjxAlYsX4nNm7fC4yYQK+CiVWvAgL/6vBTAkZkR6dHDblmodOqV5WC74yhPc3YeeY4cHDy4H5m5WWLz4RWMSgoC46gXFsHlh8/jxpYtW2RdfzH1knzr5WyQHqoIiw5k5YrVuHTJYFJ4aFDGQURAeensRx64xJqXNPD43QSBvcAstL1RaaUYO3oW0g9ujYwYOQwfN2+C1199CTH1auH4tctw01gnz4FRgwehwgdl0LxZU1SqWhXzFi2GJxwWIxSm83MEASHEo2cESpMjkAMXcRR9LsCXi20b16E6NfO164m2vXOXnsjMyhPb7S1bN6JduzaikX7xhb9j8ZLlsvNrHFIM0KbxPy84K2JePAoTBHZe8V6MpywnqsxrV/HNl/1Q8rFH0aFHD+QKaGUQNB0mKEmI4K/0PHR70LVDZ9xT5C4UK3ovihe/D3cWKYIWsfE4d/kqxiSORvOWzdCgbj08W/ppzJg+ywg3GtboVJn3Vr5al6T5dgRBZEpuzMA57p84vA/vv/MGihQpgqJFi6JY0WK45777MGmGgdnyug0M/p6kPXj5ldcwYeIU4RE9S2lEZEY0M7iYkd0sF+y03UgQ8B3lK30VfGJwxZiRmejfrxOK3vMXFL2vKIrfXxx3FvkLatapiRxnLo4nH0GTZo3QuElTvF/mQ3zWuy8yHU7QCc5HhyG6rQuYTUGTbCE8ysRY6dQreauCgPYAm7asR41qH6FUqRL4aftOmdC5id7FziunEwj74HHmSlj7BvW5a1PN2KHsP2jm0mEvFi2cg0qVq6BO7YZo1aodDh1NFlsNFwUFPTgtYaDIzHZB8IvtCG42I2CBeWgl6KjI/5k5GcHpICUTEWw2bvoB8xfMgcfjxq5tG3H3A0WRMG+upPHT6tV4svj9WDr/W/k/Yfx4lKlUCcnnzwsDuI4UKzOZwnIqHlmKyAcWHbznjCBaEGgj4dUTyIObTkXhADIvpaDC+2+iUZOmghJz6vRZvPFuecyYuxi5jjxMnzlRQoyxLI0bNUe5cpWR5XCakVqmu+zwkaWB0sV8eKggoKaZB3/Xdwx/uPzxC24DG0tW2mVMGjUcz5Z8As07xCIjGICboyatLn1uBDl7QgjJRw+iZdNmSBw1AnNmTsO0qeNQvlp59B05BnuOn8L4KRNw5Voq3G4n+vfrh0cefRSbt24TCy3OrtiheJIGpUcIjHJDttOr7/Gqywt2ElrvcUqzeM4MxLZqgSmTJ2L6jOkYPmwk3njrLWzaQTwHHiHZy69dp7aAgEyaPF1+FWtDel/qWteml7Hnz5dvJQhYHhl8BIougHNnk9GhbXMM+2YQZs2YhZkzZsnWcY+ePcVOonHjhuj9eS9Zem3fvgkP/vUB9B38tXQsAtXSo0/0HJbZrvJACL+FIOC7Qo+EX/dh9+4taNeiAR5+4AGs2rBdBhRX2AtP2GP5t3CG4sOcmRNR5aNyOHb0IByOXNSrVxsvvPw6chxunDy+H6/8/TlxRnO5POje/VPUqFUXl9PSxRqTFrM0RxasRPH8Nf2Q9HJG8LsLAsMgNnLT0I2JJhGF/Ahw9PU7kJV9TUBAuFSYPnk82sTFYf9p44q8beMPKPVAMSQMHSI8HjF2LNp27YbUzEz46RNuKQppmmy3kGO+euj9rQQBpaaHU9mQHznp51G9clm8V6YMMnJycPBYMmo0+hjrtuyAJ+BFVvYVST75xHF07BCPmTPnwekLwC3KG7Nu/HmCgB3PnOQD4dwMTr2BUBPLS58TTevUQON27ZAeDILYNERNptkpTYeDPjfSLqfi0oVULTrOnzmOth3aYMPefcj2BYR2Tjd57N61HSVLlcCK1Wvkfwoe02FMp9E608Ts3of2jmjqOCKAZbTzehHyexBw5eLCqWTkZRv9EdNavHQZOnfrgiwLCs7tcmDGjGmIj++EYvcXx9jxkyRLAzzDaa1l4x+1Htd8+fLtCQKWzygKr12+igtnIrtH6elp6BTfGTt37cLhwwdQ+smSWLXKuEaHkY0mLWrj/UpVkeXxGRg1unYTpSh/YDPtW3l1s6UB6RY+S4BTY427Y8MqPPnEE1j503ZJPy/sgTtM5SGVm26Eg1lo2bwWmjeplw8E+8PaVXjwoUexY+cBDBn4Fd54/U1cTjeYGZs3bkbpJ5/Ciu/WivAifgd1SgZezVirkgYev0oQ0CJJDYpujWJsZgDGJdeMfpRM9KzjmkXWvqeT0bZtS/zxD/8XPT/9TIhnRw+H3Jg1KREl/voQYqrXxMChI3EhPUP8wl1cq5Gpog2lqSzPSIPUSuFvPG4lCEgTGU/piXAOThzbi7fffQfPv/wK2nbqjLVbd4KuUURNCgRyBQK7dOmSeLL0UzhxMkVmKAJrLmjKDMwREYCkgZ2HJw/OCOxOR0YIUJixkqis4pSfPgsceYhv74Un9yrqV6uAj9sRvDSMPKIWk2baoNMO3u8j7I2kbxB2fEgYNhgfN2sKNxuUmBlT72BmD/Rsa9ykEdIysmT9S70L/T8MJFhk+i0J/gw8AjYweo1yGs7TaE/YmQPIyc5GncaNkTDObK0Rs2Dq9CkYlTAK27Zuw6OPP44x4ydIloQEEw9EASfxm1gCtvrVuubLNxME+p5xFjL6giAX/CEqtrlO9mPmrImoU7cOXO5cHDq8Aw8/cB8mWjTyxb5fdserZSriXHq26ILoD+EmlDn9BQR63syglFd2QcDflAZ7OxCnsiDrwosNK7/Fk48/jpU/7RDkqRzCvFMwU9tHBV8wHU0bV0PZ99+Ey2k6+5FDe/Fk6WexZOl36NE5HpWrxuBKrtE5HNq7D6++8CKmzp4tbTZP/DyIwmXaIIF8/gmCwEggA9RhCQJpvGbbi5Vx9epFrFu3Gj26xeLee+7FxImz85XfB/fvRJ1aMTJavPZWGRxKPiWV4eJ6TbT0BsWIjcrOcK0U/sbjVoKAFUM3U4FGC2XBkXsVAwb2x5NPPYUi9xbF8InTYMC3qdzKQlLSNsyYMRXPPf8cKlWrjnOXr0mH4u6BINdYEXqUppsKAs5oGJJL4iFQu82ZCXdMKAhYLg88uVfQoFp5tPokHrkBIt1REFgOO/SYpBIo4BS8fHa+q9fOoVGDeli5YpWU3x+m05RpKETO7dGrK3ZbSxOnPwjCY9EjkFBdRhgUbNzRvgZaLvuVZWQDYwehMGPIMK5JdQdm9aoVqNW0Ec5e4mgcxrGj+zFk5DAx6z508BAeeOhBTJ05Q+h1hIm4ZCL4UKkmUORROiet29sXBJwSkzYKKuOwk5l1Ga3bNMXMmXMkX7f7Klo2r43HHnkIUyZOwPLFC/HM008hpl5zOPychRmPTs4eWU7jXVuQV7clCKj/EPRpHzaumovSTzyKFT9tE0GQF/TAQ2WkJ4iwhzs9LixbPgcPP3Q/PmnxMdauWYXY9i1xT9HiOHg4GV27dECFmKo4n2NmGIf2JOH1F17AtLmzwV+yBUeBAVo4IJmdhN9MEKgB0Y1mBNrwZe9WcNw5JaIU5rSXo2pI9j65TBDxLNXgRNVqVVCjViP579DBJFSoWAbr1q3B6ZTTqFi5EspVqYYzVwy4JRsKp2iEMzP5RJSTkkCUjqCw7UOZ3sm+PBswfc5dcOZdRHxcM3zaq5usGYcnJOKhkqUxa8lSK1kz8vKfBQuX4OHHSuLHzdvlGRVKBE/hlDa6k9xoRiC0W1tFbBw85bdAWLTLnB66sy+hXqUyaNE6FjneILyg5yN161yEhOAJU0eRC683Dwh78NMPq9CkaVNcvHRFFJwMh8ZthauXUjF65Chs3WZsy4mWm+vzw0W9A0dyqwNz50I7GgvGpYE95Jm9bPZ7IwxCCEmjI089AtLp9+dh4ICv0HfQQOGT25GJuHatEFOzOgYOGIiPGzfFnXf8WdarG3bsEHwHURhyLc2tT+6jR63Jlb4bCQLSorSpx6V469GrNETg0AA2b9mIFq1aIeXUeaELcOLKpSPo/WlX9OzaHQ1q1cd//9f/YNo8E2DVLR6JJgiKaeNmtqe0MBG7IND89cr2ZnjEWTGHliA2LJ+JJx8tjqXrt8nSwOV3CH4C05KIT7Kud2PevGlo17YFPuvRFffdey+qVasjHpFxnVrirbLv4mKmgYPfsW0L/vZUSSxYtkRmz7mBMNyBMDgTMoLALE+Y/u++NDBMYsdkwbnWoY89Z690Mea0kQ3Eg9SL50DABT2aNPkYXbp9If+OHTsCxYvfhUMHd8v/m7dtQskXXsTm3UbJxiAaIggsBYhZfkT0A/xIK6iwGYEZvUzFsIK4FcOp4unkJJR+ojg++7SHkoXy1Wog/tNPhfazp49ZeHPA6u++x1vvlcX+I8fNFJvad46MtkaojUBpuV5ZyH1es2/s9xODgNs83BYy02yEPIA3G81qV0F8F0MTNyn53uVLF3D+4kXRF3hk9PUh5HWhV9fOGDEqAV6hx5Tr6qXT6PNpL0wYOxGpFy5j/YYt+HbxEqTl5MjsiksD4j/QkIa8UXrJBLuOQPlqL5f9Pn8ZSFsAum6HPTh6NAnNmjXFNqvunI5MrFqxDIljEzFpwkR81q077ivyv2jcqBH2Hz0CtywNOMPgHiqnyQZg1d65lb7CBAFptL9rjNc4IyDKlRPBMCNqOfDVgH4YOHgIfNymFTAV05n4/fEjR9G0QWN89WV/ODw0ODOu0xx4CtsV4jc8biYISDN56+OWqYV4lbRpNZ4t/Tg27j0kM2F/0AG3Ix0pKaeRnp0rbclKGl6PCyOGDUHNmJpIPmwQv+fNGYeHHy6OnbsMklZiYgJeef1lHDlxXASBQ2YEnF1ykLKWgP8oHUFEEFAYGCHg84YEWISNjXH6fH4HunXrjJIlS+HLfv3Rp09v9OrVGykpF8RJOflEEip8+CY++vBdjB41BI2bN0H3vv2QkUdVGQtlsP0I50z8Q5On0RMo47Sx3EgQsFJ4UunmoaKOWzWuDPTv2wvPPvMUPu3VGz169kaNeg1w6PgxHNyfhCce/SsaNawv1mOxcR2xaNkK6XBeP5F5ItBp9s6h96QrWhBwlqQwbl6v2zQSjs4M8BEKwuHIwMypiSjxcDE8/9yLEtCC3+TlZiKmWmU89PCjWPPDepkdcCWUknwSNatWx4aNW4UN3A3ZsmkNyr33mmjm777rHhQrWhz/86e/YPCQYWJ5SLsMItoYO4nIzoHy8ecKAnY8o0wz++FTpo1Fs4+bITM3D34GZ5H1saYO7N6+HXffeScmjDM6AmIt0rDIRAjWWIOqFKaQMidTuB1BYN43FgqBkINB1pBy5gjq1KuFZStXCiGERcvLy8CcOTPQo1sXVP2oEkaPGiWIWpx5uQiuQhsACyNDZ032umVCNxME2i8EMDbgxYmjhxDbqgn+54//hRZxHXEs5bQsm1YvX4D7ixVD3YZNkJOTh7179mDwgIFoUL8eWrRoiSOHj1o0u+Bxp+PTXl1RtWoM+vTti2o1Y7Bi9QppD9zSJqgtBwSvl1gQRNEybZ4J/OoZwe1iFhqpTMUft5coCU0DoRAIhj3YtWs7Bg/+Gp/37oNx4xKQm2c0zF6JiZeHi6knMWbUcPTq1R0zZs0Sycwxn9tdylS9aoXwqofeFyYI+IzfssESEMIjFo3UqhtjmGXLlqBXz0/R/6uvcei4gYvKzUqXtWPfL3qjb9++2G6BiwR83H5jhzbLE1PuiPJSaSNd1wsCjlTmNJ2HSjvCc3HSH0Bm5kVMnjRKoLUHDxqI2bNnweN1CVwZtduxHeIxzVrjckhJPXcem9dvRG62EwEE4Qq58NP6lRg6qB/GJCQgYfRojBg+ApMmT8KFi6nGBsHnlwjJZvpteKu8I83ROgI7f7Vs9ivLITMLKjT9DuzaswVJ+/fBGQzBIyOvW7Y/fQxrFg4h9cJZzJg2BUcPHxUdCw2zKOjZbsTYgUsVMTViZ9bTGMX8PEFgAoswruSFCyexfsN6XEvPkG1o7tfn5KUjcdxY9OzeA3t2mZmoWI7atlbN4BExGNNyK0/sgoC/6XP7lXokAmvs37UL3wwciOEjR6Lf4EHYf4SGXm6cPnEAI0eORJuO8Th1+gx2btuOHl26YtqUqfBI0BNaYHrhCxAF3APGtRg/fgK69+yBDdsM9D5neDTuEvNyy0Sdguw3VRbeTBCwwNo5tUNQD8AKl9FXbOOprDHKK2WgudL80aCxEI6LSiX7wXZBu2rCXxnIcKvjWVuUymz9hv/zuKUgCHpkzc01smjWwwXNcZkGlzIGuEJTN1ex7iKEGfH1rC1NLbfSo1d+cb0gMNNwvqMzFMJzMYgolYAGPss0es1Z1t4BJ3bs2IQZs+fgmKDZcuYl2y3yWlimhH7ZkxazQ/24wJWmyRHbe3Yq0qD066u/RBDIVihDuws0PBWigDNAQUAUIo/seogpLLc/bVGB1cRYaMgXBBGFqipWeeVxe4KAQpl8ZpwNzlIYL4FaeyrPyAPqmdygUtV+GN8XRkkyPKLhFelS/mi98qrHrQQBvxUDLq8/unnL1nrQn4OstAtYvHgxFq1cJfgYmjavbsK8CRIRBUGugfqzEL/5nBuDjqAB9xWbDppDs23SJJ9KbInj8RtvH6qvAQEYeEQzidMnTmPNNMpM50yFUDCYtbEAS4aMCahomwNkNNMye7Vm24PKDm5/mbQ0n8IqxF4peq+CQOHM7d/znltuAbXtpsaeJ6f6npCY53oZ94Bm0ezwss1machFKHHqakZ/e7r2RqL35JEKAo1rwI6nz/V7ziwI6SXTUAvbn+jKFJJcRnDt7XLnYPLUsZgyfbIYvzDOHde5jJzLaS4VY7LsEBRpassthxra31um1YXNrJQG5R1ppmWhQpXxf6X3xtdI/UpwEe6LM2o0fQmoOwCjRFIA0P6dHSOMgMCB+QQpSgPXULAaozEKAjMTYEemYKOimflzJnYjzEJtkxE62ZFN0B0GBfGHXCZqkYAF0ZKRCMUWTBo7G0dS2h9YnZ91xdkOT/4WSbdwQWB/rvdijMRdAbYlYjFa+J1SX9xyDftx7NghfPnVl9h/0II4ZzujnwOD29Afgb4DEkKdW5gGi5G+CIRz47KKaJvkGNsl+5H0P2uGRbpJPw8uDbiV/Yu8D+12BIUJAhZYGUellxi9yH642Ss3ihYjoVmZalNNKS2VJMSbAsiIIYhSHO0o1QpuJUVXhjJbSmk1WN5HCwIyQkc+psERySDTsmEaQRBip+NOAqdg1DTTnFenVvyGugXBvWO5fltBIJXF3QdLWEplW2s7iR3pd+fv04e58Ui6pIF7EA47BYXZCA02Nj3ZeK+nU+sq+soy6XEjQRD9jfmfgs103EjdGih67qgYhyLGpCA9FOwq+Fnn7ODG2UigwvKNxsxoLiO6BcnGb0njLxIE9I6kEAi5QQEqTlscKcUD1Yz+FEBcoomZsyUI7OXVOter8so+I9BnemWbkXbHMGR+owNh+sxHbAtoBSg2Cma2w98pjGRGIriUBvSXwsMIAg6OBPO1hL5lf+Hl0ooBeEg/HZME+t+EB2QZfhdBQPBSwi2xsNq5eOWWjYkyQ2s59XxixauEpaQyDZiNWGcKJFQZ5gta4JEEjhSGcLRjwzYM1au9gnivjOc9DxUEyclG06oSXb8XwySOqDJ6Wmt2mX2wwbARaxlIb8G8mYbmn5+e7Td9prRwRvDRRx/lg0EoLSqc8tMQAUV9gaGHXoZ8xvd40rWX2mev16wDObqycQfDeflh0EQpZekfjB4iQrvSZdIys4X8vG30k392QaDf8Wp/P3JvZnocuSlcjXkreWgBmpJ/su1r8VnKpYMHy2t0JGzEmqYMAtJujAKVbYXPSAOXqdEzAqXR3ibNb/zOCEYJZiPbtaajcbrO0Z/LAfJEnYpIj/Jc89T07VcVBPQ+HD58uPzL5/ZvtDy80rOWeZjdGlOnRDeWLU5GDCdMvsd4ZspsWPhkdCdmgOWsT2d6Vv1ZPBb+WnmrICD/RT/wewoC9T7UDqhXsyTQjsmrnmZk0veM7iT6N451hfxWiIVZJB3zvlYKf+ehgkCXBtHv2/83W02U0mzEDMDJuACWcogrXUOsuVoZ2b+/2T1f53SMcGW6NNDGJI3PJsSuS8dwQ3LkMwpaUVBa+8PCa3gRprkRlznWKCb0RvGRz+zpa2O1/6b3zPB27QjMN0zbWgbS58KMTQXy07R5JX03rP9C6tpiuaTHeyo4KQhmz54tj+xl4w/2vHivfKFg5JKQnQyCUGzFU7AEjP07/caetv057/WwC4Lo/KP/t9PD+lNBwTKpvkZ/s+fBe7YXXqNPbZ/Rv+f/zz05a4BUIN3fZGmgMwISTOJ5siBaGPt99HN9Ju96CcDA01gd6vcMSqrv0Qdf3Fyt9KkM0WeFXZkfD8JFEaFIvQ+j32WHipwsA4OhcrQlPDjjHBhwCp+MvqRBT47GpsxaNr3a8+Bv/J+VQWFEByiFh+Lv+o39Gvk+kr7wx/Y+g8QI3YwOxO0t4uWLjQbpt74TzTH5VLBe9PmN8udzPmOjoSBQHQHrOULbzflv3uPshef17xqeGzpvVZf6vY7O/Jb3NG5j55s5c6bUtb6n10g5zc4O+US+0Z9fRn+mQ/4RoIYnbQZsbVjSUV4WctV8yBfyirBuOiPQZ3q9Ll1u51lpMn+Tl1/iQLDN8SS95h3TRvPf4XdWnbIces/+o2lG56e/M00ehNan09H27cYg7mcBk0TrCCiNicPXsWNHxMbGIi4uTq68v52T7+s3HWLj0ItREUwAACAASURBVDGug5wd4jrkp9ehg7mX9NrHIo5nbCz4e8cOHeXK+wLvWbR07twZDRs2BAEuiXbL/+153ohGeYd5xHVAh9iO6BAbj7j2nRAbF2s748x9bPv8ssbFkQeFl71Tp04gBv/jjz8uNHXp0uU6mpUelsXQGUkrLjbCKy1Dh7hOiIuLR2z7joglfTxjOwoNcXHtEduhE2KFR6Zu9DvNh/XGk7/rb3rlb3z28ssvCzgoeSc8t77Rb/VqaGZdsS0wzU7o2DEeHTuSRkO7ptmBebaPRXuLn53iOoK/xdroiP5G8+GVeSmPnn76aQGmjY9nXtHlYd20Q2x70sX6amfK2bEjWB9dOnRCR7ajeENjLNtWXFx+OTUPO0/4XP/XK39jegQufffdd9GtW7d8GpVWvivpSbuKQ2zHDqYdk64OcVJ+KRvbXPtYSH8gbVZ58/mhfYv1E2v1DSt/vqs03ezKumzcuDFef/11wdfgIPWrBAE7F0fcpUuXYuHChVi0aFGBK3/T3/lMn5vfFmDRQp6R7xYuXGDe53cLzO/2byS9RQuxcBGfLZZtFtlqsdLWPPRKABHuyRLlduzYsViyZAkWLFhQgA7muWjhfDmFroWkk3STFt4vwcKFS7Bo4WLrd1Mm0mBO8z6/WbyYp+GB0Gor27JlyzBhwgTpWISzInikvWxKs/727fz58lx/X7hokdDO8uafi0jXEixcsBgLF5pzgVxNmRYuXopFS5YKXQsWzJfvF7C8Fr80Hf0/+kp+EZCzbt26WLFiRSRfOw22+0WLI3QsXrwEixczb/Iv0g7y8+RvFg+XLFoM+dZqP1IPWqe29PVbXkkb3yM6NYUA69r+XPNcuHC+1CPrcuEi8nQhFlj5LGYbW7wIi5csxmK2p0Wkn/xhPbK+I+2Z96xbnnY+Ka2sX9JCYc/BUWmxvytlZPtj21pk2v5i5sE0SQP5x/8XLBBaluSXXdvkQiyScrAMC7GE98LbBfn02vOL8MDexxYKr8aNGydAugRH/VWCgKhChEUm3v0vOyJrq1/2/e19RSUhkW5TUyNuurf3ZWFv/TqaL126JMjP/27gpV999VVhzPiX+I2AoRTut3f8uvq7VR7t2rVDYmIkxPqt3v9nPr9y5YosU38THQFHCu4aqFKD6xBVfOlv0VezzvMg4M9F0JeHnIw0nDx+EsdPJOPsxTMCyuGnrT3jHIqhThhXrlxDemau+P27GETVCoMlWy+27R3mxXWUrofIaFUWUiBQ8uk6M/8q2lpGRHYjJF5hYWRkXMG2Hduwa/8B5Hi9st/M/XviA7hys0HnDtqj8+D+OA1lfOIwZDAFSAfXjDyZD+nhoXYEqiPgs+v4I+CdXAPS7t84OWWkXcPFy9ckFh8hs7hGps7A7IvTXdmPPEcWTp46jhOnTuDkqWScOHkcZ1NTkesya0LiADBK8p6kJDhd3Gqksk13IcwanrQovbySXzfaNdDy8aplECwFulOLuzk9Kd3Iy0nH6ROnceL4SZw9ew4OZ55EFKahGencsHEjTiSfAO1iJJS3pTgTzb3NSMueH+9JG9e7hYGXRvjP3QACffjhI5BqwDgc5eZkY+fOXdi1Zw8ynUSfgsS1DHOt7nHi7JkTAkBz8tRpXE3PhJd1qPBqFhgrt2OZD+uWVx727cMIDaYd8H/y1ICRGuMlblOfPZuCdGc28gJeSNsWl3gDSsoQe2JYE/YJXsKWLVuQkWHckT10xBKoMuDUyWQJ5KM2PVqHSpvkS3Bg0SWZNqU7WL9aEHBGoILA3sHYEaMrTf8XM1zu0YpvvBuOnKtoUr827vrfu3Dn/xZBXLcucHhMME+/oO8AW7duxTvvvI8lDOVNCzVGHpYtKMvt16Y9zWe2VWhWjgoCVRaSFjKG70pl0ehJXFRZOW4cObITdevFoFLVj1C+ajX07PslHC5aogWRlXkVXbt2QLVKFVGzWgyWLV0u1lyugBc+2Zdm5zRCgDxRvpAnPMh8GnGoIGD+fEf5Y+7ZYIxdRU5WOsaNGYWXXngevXr3BV2wxVVdeGjKQS09t5I+//wz3HX3XSha9D4UK3of7rnvHnzctiNcbi9OnjyCuk3qoXzlCqhQ6SP06t0HuQ4asBQUjEqH8oY0230N+Jzf2Gnmb/q+MWLiNq9HYLb8nix079QG9997L4oUuQuNm7dEnpMQXEGsWDQf5StWQM3atVG5fEXMmPOtAZ2xrFDFUEt8VSLbhUqf0sGGbhcErFc9DU2sZ4ZEJ9CnGwjl4kLKUbRu9TE+qlwJ1WrVQtsunXA1Ix1h4joghJ/WrUWpEk/gzjv/ghKlSmH52rUiKLxiHs2BjhGzDR941c5GXlFnNmzYMKlr5ZNelXaJFB3248DuHWjdtAGef+E5bNqzR0ymXHT8EkBcxmU0Ng60LZg4fjjq1q2GSpUqon79hjh15oLkQeOqDT9+h2rVqqJaTIzozM6nmmfEM2S7Ix94VWGgbfHMmTO/HKHIriyMFgTMkIUt0Mlso7VhhGnk9J8nMMOCeVPQtGFNTJw0FsNHj8SmpD1iHeUVQRHAlcvnUbHih/iP//wPLFpqXIGdlO42wxNlNK+RBmkKT24x0MTNoMpoOiwebkEvMtLOoPJH76BuvarIyc3G4RMn8OYH5fJ95fv17oGKFcsiMyMd69euxWuvvYFFK1eLIxSx5mTvPN+a0nQYrQjSooJA4czJEx7aSMw97SbM7CPz2iV83f8LPP7gA2gb1xF59CKT9639dgHYAI4nH0bNmtXweZ/PMGr4MIwaPhxlPiiPPv2Hwutxolb1CqgU85GEHjt26iTer1ARE6YZ/3/lmdJgv5KeGwkCO98j95bxD70m4ce61QvQsnFNjEtIwIjRY7Bu8zYpb/KBXSj18AMYNmKE2MPPmzkb75WtgH3HjK2HIPSKeazN+zDKlJx5slEXJgi0Lcq2Kl22/T6EvS648y6hRcPqKFvmXVxNS8OZi5dQpkolfDPSxCtMTzuDTrFt0L1LD0ycMBmTp0zDubQ02Zg1OIrcjzdGOipwtLORnlsJAjpS+cSC0YOtP32HRtUr4KGHHsCazTulXglMSyMjetYa5OIQFn07G5UrfIj9+/ZIyLsqVSvgzXfLwuHy4sLZ43jjlZcwfuJkWaJT2dmgcSOpZ+alNCo/KLT4G4/f1LLQHg050hgio4y9UZl7dlCXIMpmZ6Xi/XdeQbH77kLC2NHIchpwhTxKXgTgcmRiysQENG5cF0XvvxfzFy+UAhhBwKClxlrKnq/9nvnxuJkgoMFImLbZPjMCZ1w7izLvvoIqVSrIzv3p8xdRqWY9fL/+R6ScOo6nnngEM60O5M/LQrUqMWjcsgN8nGazgVhGNNIAo2YqpOV2BQGBSSWcN0FLfHloXKc6mrVpg0xfQPzWaYQVkFkRK9aDcxdO41TKMRnRmM/lCxcR36kHduzeD6cjCx+VfRPlyr0vBjtnL19CTIMGWLTKAi7hDM7mMGWvM6b1cwSB7If7PaD7tCvvCurUrIj/LfJnDOjfH1cyjCk60zywYz0evu9OfP31YP4rCq9a9Rog+cw5mWHRWtJYk9IJjKM86zoyG9F6jhYEpJ3PtAysXy5PiGuAoBdu52U0qFURr7/2d+Q5HbiSk4NqTRpjqhUgZcXCabjjD/8/KpSviG3bjeMRF1Z5RI+mpR87Kv0jrEFPhSjz5BEtCMRCku1AZjbGipDQ5bRW5exj908r8beSJbD0x20CukNwG1o4+il6aG0bzETrFk3QvOEnhNSUY82a+bjvwYew58BhDB/cH6++8jIuXM2QZxt/3IBSJUvjux9/lP9VEPBKGpVePvxVgqAw8FJdlygztCKYKe/1f1YOLeWIFkx7/sOHduOrvr1Qt3Z1cZF9+oWXcORkijQEMmP61AmYMHYUlq9YguLF78e3C1UQBOCDn175hTYOzZNXHro0UIMirUQ+5z1tBTil5ZQPITf27dmE5597GuU+rIBun32FFWs3SDpr1y7D4489gZ/W75D/Q44raNeqJarWaY4MF339uMY1vu3RgoBl50FBwL3bwsBLI3TT845WdD6DYpuXhnrVKqBZ27ZI8wcFgorWjhQ6tI/3Bjxw0/efxjthroG9mDh2HOrXbQ63jzb6ARw9sAtvvfYyypT9AN0+74PF330nIxAtzvIxC2lYYzlPKe9IM3UECkxi/z1Cb6TjUaBwnY2wFymnkjDgy55o0rAe/us//xOPlSiNLXuM/Tyx+ObPHItHH34QTZo2R+9+fbH/8BED4EmnK1luBBDyUyCapSZr054nadOlQXRcA75HnhvzWtPewqL/ycHxI7tQ5r038eZbb6DzZ59j2pJlAkcf8LqxaMYkdO0Qi7/9rbS0ye5f9EVegF6cdJgir9h+KTgjOiA7T1q1sFkWkvOWCTFNlom6TV8DCV0uMyY3tq6cg7899hiWWJiFgiFBs/YQcagcCPivoVG9mqhQphL8biMJTh7dhSefeQaLVq7Bp507omLVyrjkNE5UyfuP4pUXXsWkmbONYLFsFXTWQp4ovb+5ILBbFrJy7JXFjHmKJLIqN+D1CPquR3DkuYZzYd7cWXjg/qLg3jfDkJ9IPoDRI76BIzcX69f/hGLFHsTyVWuZPJxUzHHkFXgvdpqCedrz5/s3EgTSUCxzXfric1YASuqQG98MHoB77i2KO+4qigXLl0u+P/y0FI+UeBrf/7hL/g85L6BjmxaoVKsZruYRNwjiPhui4xQ7hG1GwLx43JYgsLzEaPLM6TUxC+tV/RBN27bBNREE1BO4RSFHgckpq4fOJhKYxY3MrHNo1Kgh5n+7XNa2gTBBML1IGDkURe8vhr/cfS+mz5svz+jtZ5RgRAKyPO1stJNmCoI+ffoI/dqI+E90+UTABkIIe4MI+53wutNEKNHN7rtlS/D4oyVQq2FzOL0cDd3IuHoKLRo1wB133IEX33gNh5OTRQfkCIVF+cpOzNkabenJv58rCEgP65Wm1yEuDxjXIERXdycmjx+FB4rfj/+58x6MnDxdkKUYVMflMrPSi+fP4pOPm6HYffdi5U8bpVO56UrP5YrNC1HoslkWRguCfJdqmyCgMKECky7EW1fNwjOPP4IlGwxCkY/WjiEvvEEHvH7OoNyYOW08it97jwDLJO3aga96dUXR+x9A0sGj6NUpDhVrVMV5j1E+Hk86gleeexUTZ80RpCc1U7YLAm2L/3BBwGmJCAJWDB11aM1FwqkRDxL62hRicP8v0KxxDVxOTUbnDq0R26Y1Zk6fiVYtW+OOPxVB6zZxOHj0hEzRKAg4IorZcpQgkBZrNVTeRwsCbcBkiEyd/B54BR3IC68zE/16d0b3rl1wIfUiun/+GR4q9Vds2LoGSfs24aFHHsfq7wwcd9B1ES2aNkLV+s2RxfBi+YLAYDBoPnolLTcTBEq3mN2yM6ogyL6CxjEV0bxtK1zz+OAOU4NNTbdRQHoCIRDQ1UtBFnZh+47v0aBZA5w8b7ZLqbDr368nOnXpiNSLqejbrw8eebwEFq5YLZ1LprusI3/ABEyxCTDSZBcE2oj4u5aLV/4udUylKJcaRDryso4JTWU06pPGT8RHlSohIysN19LPo07Nypg3czpOJB/FhxXL4J3yZXHiwgXB7nNTyWUt26jIZfq/SBBIOhQEXPo5EQxkYdTwL/FJy8Y4f+4chg9PwEOPlMD0OQY2n+Ka5eCRcekcPir3PsZMm25Ac9l+ZWAzs1x7+eUD7hpEzQgKCALOuGR54YM/bFAwN638Fk8/8RiWbNgs5faFqWeiMKLzG5etRKrOQ+Lor1GzemXEx7bH/ffcjXIVqoJgOJ3atcJ7Fd7FRUuAHdy6F888/QJmLF0qNKsik2UiD7WeSO8/RRCww3GNJ7b8DOXl9SMvJwd0r9Xj60H9MWniaGRnXcGsGVMwsH8/DB3yDZo0bow//ekONGveEvsPH5XK4JQ4KFPhgiMvK0cPvVdBoLsGKpTIFNJFiDCvjKZBnDq2F0+VeBB9+5oRkGmVqVgW3Xt1QU5OGl55+SV07WbiAF67moLX334bnw0cYhQ99PiiEtPy8tOGYmf+zQSBVhRnE7SBpwOKYAl4nWhaswradeog+gFfmDRnIyMjFdeuXRWYNNFRUM/hd+DzLzpj0IiBgmDM0fjimaN47tmS6Nyzq7IGMdVroWPn7vK/TJ8tQSB+679CENBxJsxwZ34PHDk58DPkjnWMHDkUgwcNEuG9fMVS3Hv3ndi8Yb08PXB4J55++RksWLVSOjwFAZdXRPIleCl5Sf4oT7Vub740MLoq8WwVrAEv0q6l4I1Xn0Grls2ULDRq3ALNW7YRk2MXdzSs49jh/Wjf9hPsPnRE+E6cTAGMEV8K0hI59ZtoQSDei+QnsRWspYEZdIztza71q/FsqRLYsGefzIa8jLHhScOlK+fgdHImR2Fvtp6p9J0+bSoqV6mCrbsNNNnMqRPw6GMPYteB/ULC5MRJeP7l17Dn+HHhoyxF1CTf2lFRQfebCYJbg5dGJJBKJF65B07GjBs7Fu3afoK5c+dg6NBh6NevHy6kRjDnlbkrVizDnXf+GUuXLpafjNstBUtEBxHdQPiiNpbCBIF2OiMILPjtsBe52ZfQtUs7vPLq3zE6IUHQY2rVqYv1GzZK3mtWLsLb77yFUQnD0b5TezRt0w4pl9PgDVm+9lQYWu60SlNhgsDudKTvKY/YMcWGIMSpag5WLl2AZ0s+jtffeBs/bNwunnxOx2W0/LguXnzhRWzYul0qnZ3+3JmTqF7rI3y/4Xuhl1NrT14GevaMx0uvvoSRo4dj1KhRqFWzLtZ9/5O8w+lz/tTRptdR/t32jEDW5FSksTOFxHruk9ZtMWvWHAwbNRi9Pu+OEydPSp4UiBU+LIOYKhUxc+ZkdO7WDs1aN8KJs2ekQ9ArT/QsUYLALgyY0M0EAZ+L8lK8R+nZ54bHk4WB/T/Hiy8+jyFDhmPc2ImoXr0Olq9cI/YwHeLaYdjQrzF71kz07NkD387/Fl7iQxA5W7xhObvlTJTCKXKyvDxa2b0PJWRbKIJsTUUg27+fsxM3LqScRO/OHfDnP/4B3Xt/gfOXL3MowboflqD00yXRpm0cuEt37OghzJg6EXGxbVGnbm1s2bnD4lEIzrxstGv1MRo1aICxieNQrUYtTJo9W3Y5OGNgm2Ldav3yf548frUgUKeFdevWwR77UBuOdjJ7pfGZIYZbL2RkEBs2rkfHTnGIj++IIUOGgFZ3PJRo7o2zcR86dAiDBg3EoUMHpXOTmdFpy4dRf5SeaEGg3/IqgsDrhJ9oQIJumwunMx0TJ41H+/bt0aN7j3ynDAKjcIResWoZ2rb7BAMGDcDljExREnJ6zlgLZmuIKDjXCymSpzMCFQSkUU+tJAoCbp9yKzIrKw2JCSPRs1sXxHfuhknT50i4M7frCmZMT0TduvUxefos43QWDOLcmVNYvHwhLmdcM9BpXpessxnhaNqMyWgf2xbdu3fHZgt5meXXk/krb0gT73lw1+BWykKmYXYeCOjhFOCQAwf3omfPnmJD//lXnyM5xQgBLkWM0EpG/36fI65DWwwZNgBnL5gYEZzdBCV/s6OjMwLlk/1KQUBNfWHKQtIugoBxBLkTxd0M+GQ7dc6cOeID0b17D6xb94OU0+txY9zYMegQFys+KUuXLjMz2CAk7qHYwIiAogBQyDRzNdhA4QIGRUzUTivvTR17RZm6c/MmfNa9G3r27I5uPXth/4FDshw8dGAbuvWMR+NmzZFy9hy2bN6M2HZtMXTIEFy5elWEvssfFCcp1lFOZhq+Htgfbdu1x/I1q82uCwcm206QnQ6t199MENzOjEAJYOZkpPhSBzkVd4i7LCUpXX7ZMHio5VNEGBj8AmUqf5dGV8g0URKw/WHePG4lCGiwQUBVfzAHPn8mwqJmYSWajsA06HnIyL1EACLNjDDLg1t4Hj9jEWq8PrP180sEAXkk5RMFICPUMBAMR4/I9JrGRDRI8fszcODANsyZNw/7Dh+RESLg5XqSMOcmLgBpDro9CDCytFDLP5E7E9TT8JM8Zd6kwV5n/MI+I1CeSkpRQozf0wPSF3DC69P6JewgN3pNVyHyEnELvbJ9ZuqdvFK63LQoJeo1R09iQsiMoCBdSh+vtyMIDDwZR3KWldp1w09yQssjvv2W0Rd/E1xBESSE3uduiqUDscBmw4poFabrN8thhJvdsjCaR0zXCAIqQAlCQvgQc/BKlKaw3yW2LGu+X44FS5fgaobZFtQXudRgZC0JbEPvS+phLP4xAK+gO3LmYs1gFNehsHr9VYLAblB0I0HAAkefJETASkSLy5DQBrpboh4JFDcbUSBfELCCtXHqVX8rTBBE56f/k823FATcG5ZgkS54fDkCBUYzUAol5mXyN2t2WswFAmYpQTNagllIhxLocAKO8lSglQgfWH4enBHYLQuVTl4Nj9hgCTvFDmV45PO5ZMuV0GVsqxzl3N50JI4ZjrGJ48US088pH92n3U7BtZMZijcAv4vKWWN5SKHCBs/GyDgOxM1nnSh/eeUzO02kmYJA3ZDtDcr+Hr8Ts2e6QjPYilW/7Hx0keX02hMIw+nllXvyXsHbY5hyoljJ8oSou74g3B5+Q7NsYkga9B3SxrztJ2m7mSAw9PEbxSokeCkxJhTUhVfWs9k+Zlo87fVueGMGMZM36eCMLwK6YpS2Zrp9W4KAZaEZPCN7E16MndbPICTUevtx+OAOfPpZV+zcu1fEC3lLhavf4xUkYmIWMqQ9605wFYTnbriDrHu3APFy+5Xm2vyWAtperywHj3+iIDCditMqzgKMGa2xlyfDWQkkkldTAcZngAXhbywMT20U9oZ4o3sW+FaCwKTH4CsmwIh0RBndDL1KiwByStwBE5dBAoIIog71QJaiUAQBp46RkZW0KfNvTxBQO20EAcOwURAIhBU7T4AClR0lDx63S0YRTgEZ3y5Imr0eiXMohin0I+CsQLTV5Bv5akZXYydPugxPlbfRfCT/bkcQaB0Z9BxCuxmAWvKSvvaMoiR0BsKi7SZ8PKfqiq8o/vTiYxGCj3iR0vFpS6GIQkYQRNPHdnGjpYF51xIEAjRjfDLY9jii07CNodlIK/1IBLXIWk+zPKx3wT2Q2YDpVJydGYg10kW/Ehr+cMl4+4KAPiKCv8BtX7Z3RiCiUOaa3kf8i1x4vE7ZFqawkPbJzu9mu/PDI6jTnBXwZL9gcBoKABe8nG2zPIJraBCf+P1vLgjsBkWcEahlIRs6M+M1urLs/7PhGWaaqZpINBmlDLH8XgpuXbXja0E0H/3fnjbv+Vxp4JUHLQtjYmLygUnsz837CvTIjm+kp1kPmqm6NgoDnmEAQHgvDOYWjzUDMmkxf5bR8ELzIr08biUI+B63zZQvpMfQxOCxrHTyyUC8GcWAsV0Q5Ro7PGcwgmlnbBlo02D2vU2a5nu9N9Z6SqOWw34lzbdjWUi6ySc5xRafHUZ5wPwo5E1nFmHmZwM3ZTPfGLBQGjgpHw0dhp/CF1v7UppvJgg0nXyeCRCp4Z/EmQwSNJcnBYLTwKpZHY/5sX6ZPoWB7HZZAxHT0zZsrmwDbGtGRzBihDFXJu/svFR6mC7LLNBoMhulEtGqJ+EJoxcboFLO9ASmThCp6IhG5ykTKNe0E4vvXN4GKSjMDEswDUWZaWalmjfp4T2PXzUjKEwQ0PuQiZN5vDKzmx125vBVc0am0fy24DsFO7g+v1EepEGFCd/hjKBatWr5gkDT5nvRp33dyPe0Aeo18j4JN3Tqb+IkU8iyiOnwHR7KfLuyUMvB93jold+Ye4VtYxoUKEGTNwlgGUgnv+UWlTTHCC/le4smXYfzN/upeeaXw/acz+yCwNAj2RT4o7SadElWJA95Uay+WB4x+hBSND9ezTsF692egdKrv+n/7FBEKLJDlWm6+k6hV4FQMzEnNe4k1/l8Vw9Nh9foNPSZzvz0GztUmX4TedfwhP/b25O8J3VpArSSHRQMFO7GRPr6dso09LCnR+HK/03eke+UFvYLnjzodPSboBjT6ahevXq/Ao9Ai/L7Xo8dOybgGufPa4y73ze/m6V+4cIFgU37d8IjYDCXf2U8grZt2/4MPIKb1c6vf0Za/l3wCC5fvizOeNu2GUewX4VQRAlINBbCbhGqiUgxv/7sbKWh13jZzunc+fbSJgwTT9LDrbJmzZqhRIkSspbs2rXrdfR1jifdXdApvis6x8ejc3xndIrvcv17Vrp2OiSveOZ3a9oIX0V+PfHEE/lQZTfnWaT88cwjnv/bf9M8+Rvp5anPtS70Ga/6jN91AstdkG6Th/KP9ch6JbrTa6+9hsJ4d/O6tudno7VzZ8RbvJRy8X/hu75z+1fyj1BlHNnIX6WdV0ObXpmm/Z5lNyd5kX9atBl6lOe3pod84vnss8/ivffeQ48ePYSWCH+Yt55drGeGD1r2Lp3i0bmTlRfbk5RBv7HezW+DkbLYyyz1eZO2qHwhr5o0aYI333wThw8flhnErxIE7GRbtmwRGLCEhASMGTPmNk6+p++a+4QxY5CQaJ1jEpAgz0ebtBLGYEzCGPCd20mfEpkn3yU8We/evfHiiy/KqEZ4Jvtzk95IJIwZJTQljh6NxNFjkZAw7rq8WL7EMZG0+a3QNDYRY3jegj7SQqMp4tqxofD/G/IscQzGWKfwhvxITECi/KZ56dXwMFF4prwl73jPdxKRkDhWaDR84e+jkcgzn1eJwuNEltH6Ta+EX+epvLtVOc1zpYNX1pteTR0mJBj6TB6RetU6TrTqnN/qb4XlS+OoN954Q1yRSV9h74xJHAU5x9h5ojQZXpAfbHMJieZke0sczXZHvkfo0/SVN3plXfJ8++23BQ2rcFqUJ0pHhCeJY8ZgHPNMYD2wvsZgdKK+H3lP84++kg62wYTESF2buo/QrrSyzZFWQzVq3QAAIABJREFUzvTef/99WTpzLvSzBAF1BGpQpFBl3FL8Vz6I1koAFUIz/bOPa9euydLgyJEj/2xSbjv//v37Y8CAAbf9/j/6RU7HidP3r3DQCI2d7N/hSEtLK7A0YD+mMOA1IyMjP14J9Qv/H/+w8RKX0OVyIVoQKEIRFRRU3KgyQq/RSgrZwqKmVrSjZitMDHQAnDhzFkdPJCPbmSuhvgktJY434TAceQ7kOhkLUBUhEWWU5sEr6dC8qfHlEY1HYFdq8hvudVPjyjiDYX8G/J4MZKRdQVp6OtLT06X8ZAxDToUDQaScTsHRY0eRmZUp6btDAXjDQYniIxZxUag/zI+84UGhZLcj4O92+rUMBEqhcRCt6ng48nKRnZMnW2/iLUibAtIs22sM0UazXh+czjwcOXIcp0+dsfKkhpnPvPC7s5F87CBSL54XlaObkGcMrUYNvhgoWN5+sjNBTb/Z6bArC/lbNL32/40hEO0yuBVrNNhSAACpFy7i+LGTcDpdxuUbIWSkXxPL0RwL95KuvrJ1SHdoW9gx5sszoggz9c86tgOTaBuM0EkjHfLHI2fI8imh6zmh65KTT8jAxjLQpoAHPRCPHD6Ic6lnxY6HNUDEML+J0o6A3+wyaV1pe+P/pOWbb76RdCK0kmcmqpfsUPjoKh6E05GDo0cO4fTJk2KwRjWl0x+G2x+GV/APuF3MLWLjYnz18mUcPnQYbhe9NxmP0+xw8f7S5Ys4dOwIst1e4ykpu0eR/hjhh/G/4Ddsi5zpKVTZzxIEfJnY7zwY8ozKwmg8AmUMr2SGMkQsC60gp7QhIIQUj9zcHPTrPwhvvPse2sTG4tTZ02KY45HGDRw9eBA1a9TE8lVr5H3BKYzap7c3Rvs9P4i2I7DTRdq4vca960DIBb/nAoZ/8yn+9tSTst577rnnZA3KqTyl5eKlS1C/YQNx/ChbrqzgGrK7uPzE6QtZTkfXCyvmwyPaxFj5ozwyjYvoND4JuurMzsKyb+ejSvkK6DdwCPJ8NMZhZ6EbshWKTawd/biQkow2n7RChQ+roHKlyhg4tD+cxH6AX0BChg38Ah9V+AB169fDj5u2iDWilzEHuXUVZAw9L8J015UtUSFX/lAQ3MqgKL8cgjHILUwKATb4sFi/jRo9Eu+88x6aNW2FYxYK0cljh9Dy42ao8FFF0W9cuGiZmAdIS0gEARu7+G5YW4/RdauCwG5inE+LaucJeUcrPjq4hfJw9fJpdOveBR9VqoiYalXQr9+XyM0lrcC11Avo3b0batWogg/Lf4AZM6eb/YUw41FScNICkLE4C25zKreoA7oeqswIAjVaC4VcuHwpBYMH9kXdWtVR5p230arFx0jLzIIzDGT5A3BxW5HBdULs9AHs3LYNDes3RMXyZfFFn17Izs0VT0Y+Y9j0Ro0ao2KlSujVpz8uZmZL3YqVqdgQ6JYpPVpNfyS9uoOlguBnLQ2iBQF9DaIFgUpvleDayPk/O6E/QGMOMt6HI0f2Cb56wyYfY+uOXcjMzkae2wFPgKEc/chMv4Z6tWrh//zHf2LB4qUioTliyH6zbZvL3kDs9yywCgIFJokWBIwI7PdSHgdw4sgW1Kv5IT5p1cJSPsXj2Wefw6CBg3HixEl8OeArHD56BBdSU9G4USNZ7+/Zv1cAKCT2PBtf/vZNwVkLaVFBoJiFyhvSzINX7k17/U4ZRdKuXMRXvbrjoXvuRsv2nZDNiMLcVqIgpSDgrAkh+Dx5aFKnBj78oAzOn0vFtu0b8Va51zB74TxJd8igL1ChfFmknD6NefMW4K0338fmrQYey03rQqIdSVBSCgJuo8ln8ud2DIryO5+YkfvgCZr6PXfmBNq2+QR169TCd2vXIjMjS/bmMzLSUa1SBfTq2R2XLl9Cl86dUb9hU1xOSzcmydwGE8s50sUBRWcDFLLmJHGFCQKtf9Ikde13I8zhXCwz09AhtjHefus1nDx5HEeOHkL58hUxYcJkmRF07tgOHdp8gvS0K1gwdzr++tADmDRrtnQst4R1p/FWUJyHmL6OtMotu2Wh0mHoZRxQxlr0we3OwSwGsJ2QgPRrV7BjyyY8VbIUmrRpgyseNzJDITgZyFYGQg8uphxHhXfLYMzIMbiUeh4fN6mNNm3bi/XlpQspeO/dtzF4yHBB6W7arA1atu+MHAdRwDjAMWiuMdATjAzL/4D0/u6CQBmQ3zgshrFSuCSgRRfBITLTTyMmphyqVo/B9+t+wuEjx8xUjChGQQ8czhzMnjkVtavXwP1F78eSZeqiSuAGBoIs2NE0X/uVBVZBoG7IpIvvRBpKiFgo4phyNvkADu3dLshA/DY9Iw2d4uOxddsO5OU6kJ1LsAjTS/bs2IFHHngY8xYbr0iBshKoqetBVZkXDxUEakdgF5aGXwaqyhNyiPUggVICeeloUr0SmreNQ6YIghD8XheCfodUMq0MHLkZePuVl1ClfHnJ59K186hWpwqWrFiGlBPH8fJLL+DrMQnyzOfyI6ZcZXzSuj0cXHYJjh5nM9rpIrM4fhAtCOz8U15rOWjQ5PUxxLgDTsdVtGrWCOXKfIBlK5bhwMEDYtbMNKdMm4Knn/wbjh0mvBqwa8dPKP3085i9yIDAcAlpUJooWO2jL0dXc7IeogWBdkzSxXtxsaZZMYFJxZvzImrX+AAfvPeuGAnlOp2o27ARZs6aguPJe/Hsc09i+dIlQlPYl4NaMZVQPqY2HOQ7Z34hnyxbTbpmucK89LixICDNNATzwZGbhSsXUgTBm0hOPD7r8RmefOUVHL92DdS4EQw34JM7DO7/Od55411cvkygF2Dtijl4+OFHcfBQMsaNGoLnXnwOyamX5dnqletQotQz+HHTVmmlRDoWpGofZ5kmujT5woOCgGhZv9uMQBuH/UohYCqGNukUBHmYPXUo/lLkD2jSujU6xXfHY4+VwKDBg6XyqDeYv2AuEhNGYMmCBXiw+IOYv9BUkDPghZfWc1Ex/ez56T0LfCtBEKRNPp1daI5rwUObdXUAU6dPQIPG9eFwOBEOUvAQocas2ZYtWYzq1Wrg5Pnz8IWNow+hzWkyTiMfpYHX2xcEBs7NG+bU2gH4c+HNvoj6VcuiRdv2yKKDEx2PLAcj8VSkySy82PzDarz4VCnUr18b/b8ZhKmzZ8nsZPP6dXj26aewYN334lfP4a1ryw6oFlMLqW4XOHZ7iI4s0Z/NjEbpJf/sOgIjrCKCVMsodWvVMaHoiL6zduls3Pu/f0athg3QuWcPlP7bU+jZs5eMpp/1/QKvv1oGGdeYewApJ7fh1TffwuCEiTL6ioeq5YJsjJPU2Mh0KOMCbGYEnI7blwbKbx14xMGH62nODEJZ2LPje7z35puoXbs++g76GmOnTYPPn4ukpB/w8ENFMXvGXOkoRIcaMOBzvPHBR0jNyBXXInfIB2+YJslmfa7ltz64De9DBl2lwwhnKC6AdRwOI7ZNR/Ts009Mjh10HeeMj/D6oSw0/7g+qtWoj1wXdV5e7N+zBqVKP43Vqzbg047tUDmmMi46jT7s8L79+PsLL2Hq3HkiuJxcSvpCCHrDdGMQNK9/uCDQkUMrhv9zPRqgUsafjfg29fHcs6WxfvtOiUfXq+dnKFKkCHbt2okrV1IxZOggXL16CZs3bMD9xe7HipXfCb9dYQvOXAXB/2vvy4Orus48u3qqpyqVZNI1M9V/9EzNVE/SbeystqudTmXSScadnnQndsYLtvGCF4iJ7diOTbywGZAACYEWhBAggRASEkhYYjMGBEIIsYMBIRCrEAghoeVtd3/vSfymft95R7p+iMXE3Y4d3ar77n3nnuW73/nO757zne98x2fFpitGX5ngZkAQJwjEqOy8CvoCIYLS2uxK1zk8O2YUSlcpb79x+rwXIe9DR+cFTJj4DjZu2iICYtIcVZYhq30OxGmlb4igG9bNewRqhaYT48IdC+g34YbbMepX9+OFl8YhyC8ugUDs37mwpA8ula/9/Hq4yJwxFV/76n/CX/31/8DaD5RPgh1bN+Hu796FlVs2KiDoA9558XX84sGHcdEy5QtEpSH1klyIJDoYn+XarQKBBoN+8ihuImvK73HniK+jfPNGuJ6H7JwcfOXLX8a27bWYnjYT//ijB9HbQVB1cf7sDvzgxz/CrPmFstAmRnDjVvRimszG7wcCKljVyj32CK4HBKSHQwquIaCil3b8/XEqeG0szs/Ef/2rr+Gr/+U/o6hcbY4SCnTg5/f/GD+874eoq63DgYO78NN/+hH+768eRciJwem/CqePC6hoyqvWvvjljLLm7xHwv36urzSvVl66lBMZgs32mhqMf+0tXGxVHqWYN02F6VWpr68HY59/EqOeGAPTocLZwtFDH+COb30H69dux7TfvYoHH/olWk3Vs2j+6BDuu/s7KCgtkTW0VoxrN64KEFCLSMPOTwUI/LMGN/JHMCAUSWa8ImixPvS7Qfz6qQcxdswzcBI9q6amE7jzzruQvyBP3Gn99tXfoLKiHG++9hr+8mt/idff/D2az52DS2+F4vK5X5bcaibrq6BFohKuBwT6y6bopK23OJBRgJDoOtXVbcYzzz+Njm52uxIuxnEVhhXEgkXZqF6reigsg8uQOaPB92MbEtBLWuzBeFpTq4cGmg4ZyyZ4xa+NI7MY9J9owwlewqP/+hM8/9JvEIj3CdLH4hwQqIMLetjlzE2bjklvvI5Tzafw6qsv4e/u+lvs3nsQ+/ftxl3f/DrKNqxXC3C9frz05Fg89PiTuBJ1YInnKHZlIJ5yNS3kJw8ODfz+CDSf/Vf/e3ApLbwI3nt9HB546BdoddX08qW2Noy44w4ULC3E7KxM3HfvT9B9mZt1xHGmeSfuue8fkFVQIjMaXNClNpxJeFju02bLgz0C0pY8NCAdpItX1q3Ur3geZreYSkgTJUvn45WXX8Chw3vx7qR3MOLO72DtWuUPs+nIATz84L9i1OOj8NjIUfgPf/EfkZadKzTRBwCHpB63LU+sTNU8UDVxcyBQC4UITKpXebzpKFKmT8Opk8qNO3s/XJnIhU3KJ6eBV54fjUd/+ThM6RHEcGj/h/ibESOwedNOpIwfL7qfiyZ7YcDR3XvwnW+NQEnVapk9sGSzWM6c9Evd0ukTecPjD9IRfBpAQCeZFPApb7+Ee+75Nlrb1fx+Y2MT/v7v70NFxSoUFS3BxInvYkZqCkY99hi+8uWv4unRz8rSTG5uQt9xA26gkrrh8pa3CARkCrvXdJZB12fRfk7JcdrGxaxZKZiblalcWNPDMafxnAhy8jKxZNliRCwTLRcuon73PoTCpny1+qNcMqq0s3o45BeWZCDQQqsbH+kRL7dXlcIQfQ4QNTH6sV/hlTfGyxedSitOk9m2Je6sSFfHlU58+3/9DWa8O0Xo7EM3/uWBH2HCpEmgKen377sXE6ZOlWdGIIJ/+uH9mDAtRX01ZJGTWtbOpe2aFtLGww8E/K/fx38l3QO8jHIDEw8L5qRixDe/gT0nj0k+ly624e6778GGDzdiy7Ya/Pf/9tdo2Fkvz2o2rsGd37oXH9SqsS39L7KxiFMSgusAELChEwzUOPd6QKD5Sj6JPwFRBgOB7nb84w/uxm9+82splz9UUj4/5qUBYGXYhfOtePXl1zHm+bHoooJTvBMpZbes5pSFRx/XpTDdtT0C0qtOLQ9cgMXj+ImjmPreZOxu2A3Xi2L3R4dx5ARd8cVhOTacxC5XBTlzce/fjsDZU6cl3bLiPHzjW3eh9UI7Vi4pwB3f+DqOnFJOX5YXleKu792Dg03KToXTkH1xgksCCOQjper1DwIC/6zB9fwRUCA0GmsBkQoROwN2w6mVdtHW2oRf/OJnGPnEU2IQMm7ci7Lzq2ly3MhDIVd1VTW+8uWvyCaPDOWqLTVrkHAD9QcCAT3Kcpei+FUXXr+JPng4dboJjz76MLZuUz71PM9F47EjeOKpkfjzv/hz3HHXHfj+D/4B//Prf4cp6bNlKzb2UqgsU842/QquQR1BMhCoHolaCMJ71ZioB+D8f0zmmrd8sA7fu2sEfnr/z1G/Z784nYhEgnhx3Av4yf+5H3uPHoPlOHjluWfxv++5F8uLl6JgSQ5++eA/Y/0GpXxbUVKMn/70xygsWooJ707AM089h7Ntl2Q444gSl19MBQa6zjQQ+IcG5L8fAPQ9aWejpIY/3s+ZjCh6Oi/giScexj//6l+wcvUqvPbb1zB27IsIhOkAJorXXnkBo554CCvLyvHMqNGYlpIBw+MQS9mXcFjApdXK85HioW5UtwIEpE3sCqhP8WKyyYnnBjDhrZfx3e99BwsLl2BZaQkeeGgkVlSsFt1FXd12FBUV4pmnR+PtN99GT5dS0KnVh2qqWbt8T+YTeTM0EFDeqSPjlz4OwwyhqnolvvmtEfjSl76E79/3A3z723fjm9+9F3v2H8DuPbvE9PeddybDcaII9Xbi+ZEP4PXfvCi8euD//RK5i9T+ipHuK3jqiScwdsw4lJaswIOPjELWoiXyoeROSdT79PHkTAd1BRz6fVrKQm1ZeD0gYAVoJumrBoKYOMLgF43dxSja2lrwxhu/x2OPPY60tLSBqUi9Tz3z4lQb7bF1d1rP4WohTL6yQngwnMdQOgJNF68cj9FjEp2lcP6bxh8nmo+gpLQYXVd61Je+P46KyhUY9eRjGDt2DMaMHYvRo5/Fa797E3uONSnFDHsWohnWc/GDCkOWw4M6AhoUDbxLYkpVf4UVXRz305ttHD3dHZiZMhXPP/MURj/1HHLmLZBuqREJYG5mOv755z/HgqJiydsO9SAzLRWPPz4SY8aOw4cbN0s9UACpYV+5YjkefexhmRZtTXg49ujbQBRfiWXLPoMtyZQa7UmTBtyZ6zBe/XyncEl3mUo56nD6VQ+qu6tDut8sd0bKDHR19ciXl5uXhHs6MXXqBDzy6CNYtHApbJcbxFxN0KPAUWnnVXffX56u2xv1CBhHlovTwYlMEdvAVfaiOjE/LwdPPDUKz74wGpVV1fLJ4YYn06ZPw8iRj6C8bBWoO+JB2WW9CBjIUm8uDVa9AYZrWhj3WiCgLkO5M1N+EGLovNKG96ZOxJNPPoEXX3wRzz33Ap5+ajTmZGSJQdjBg3vw/LPPYdTIZ3H61Dmh4VJrE94d/zs8+vDjMv1LJ7k0uOOwquPyZQGtxx8bhaWrKkB38KL49RLTholpVH6A1Xt8yrMGNwMC/YXThfO/8oijDGK8GD25Kss5EqkPMp4VrK9Mz4MKOCp9eMqc6HWUhDofnS7ZspDh/pMOR9gNFZdldAwRVfPzUia16URT2j4I4xUTdRm8igonzvXjnB4ibR8HApalUTgZCPzCzTjCo74Y3LgtrspooUe69NJj8inquTJ9yM0z167bgH2HjoonY/SrBs+eBPnDg2vnlXMNPuN7uDJPH+fGrVSgDQFEmib9jn4g0M+Sr3xHqS8Knzj7pLZ6sE5Zrj7EeEt2Q1JA7SUs+jjU86QulEUcadO8Sy6P/3lcDwiYjnEIsMqTD70ARcWFGjXvPOgZKU53+gmXZLQslF5NwpqTYqcsYAd7bLp7r+nS5UgmQwIBQUAtd+6/yvLo/0DJh07jvxI0uJktN2itrtqA7q5esafh5CU3quEuSzzYBrgPB3UpcnCnLRo5UV8lLtliqq2ITKrhL/lJnvDK499s+lAzRTPp41851fiU4BGpEmfCYYUKVw4bVOUNMp/PdJ4UNp4MG0o4/GFMw0MDgTYo0mn5nKeqbEUPv57SkGTcrIRb06M00CqepKNG1usX01N6jYmyAco2bOwKKvoYj+Xx5HEjINBxaQBC56XiqiwBUP2scHGVrmh2HEe2C6NTV7q9prCzZyPz74mhEsskr0R4acrMsWkiD1nvLt1E/f6DVqCkg3zUhx8I+Mx/+vnNsryEckq049wQJOFSS3n1YcOkEBOQaD6d8KvAXY3ZSNkwfY5edN7XK4/0DQUEDGcadj14pc5F/DzSoKg/Bs5IcAgnXXw2Hip6PTo1dROyxXofdJvnl2M/Tf5wzasb9Qh0z0D5aFQpOFSglyMaG9FtH8H68OFDePnlV7CzXu2fwV6SS/uFq64MX2l2TC9HsShnepSJPD05cWwnw1K6d2P7ojFRov79PNSy+KkDAXc6EoZrofN9ZXQj8F/58snnoOecwbG1n3h9r/OR/76GoZ/7K4phPJKBwF+BKt219DCcebE8nfdgXI2sbESqSy3WjmzwNMoB8xtMp2kmLUMBgT9/xhVgoiu3xC4/ym8fAUg1VsZhBRsRA7ZjDnz1mE6VNTg043/FE7VhCumSMsQCUA1dWL5Kp54xb52ONCcDgY7rp/vj9yyfvEt0pwUIVfeaVaLiKl0K653vpaxFB20YGId086rL49VfDmnTQFBSUsK/A/EZTwMBTZS5FR1POvvQFqAypUggIH0Jr0GkheUITQl51mH+8nUcHSaFAzKV6TcxFjnnNnjiLYjTnkpPILMD8m4EatYtvRIpL06u68jaHlWuUopzLwsOt6h/IXAoD1kalJk/82W9MQ+eqhzRWSXAm7Tqk/T+QUDAWQO91kC7KqOHIj9jdGHXu6pGQqIGG6BSAg0KsL/C/ff+PHV4cpi/EvnCyUDA+EyrQcN/1XlqerQwqnCmGxTGgXRiX6/CxWusxEn8TzCf6f3M1zoCXZ6+DrxLIg8FkBTOQQHVcSjp7HmotOSdAgotZDpPdWU8FZf8ER751oLoPHnVz5mO7+hXFjLMH/fjZWjBHLxqHumyB+MnAE8WnyUALgEeg3FUPsnl+euEoOVfdKTrnuE6Hw7XCNC0uSAQqGnexHv46pPl6HTJZfr/J9+zTJZFuvyboKp4fKZ577/6340NmPTq50pWmKeAqcyQ0epT+fpkPTNv/X4qHcshqNCPogIUf7xkmv2yeFuWhdcDAjJBE6cr/2ZXzTzG00dymuRwfxod1x9GGliZPHnPIxkI/OXp/G901eUkX3UaMR5id5w6C336ZjIYT9PCHgFXfOm1BgxPztf/3/9uvNfxVTiFj6cyFFHWdjfOz5+3/z65HP2ftHP6UO99qMOZ1n/vz8t/r3nkDxu8p8JRKx31u6gGNRjn4+Uk58dG6AcC8ofnx+b5pU7II9ZPopwhPgR8H81ff/k3umd8DQSkzQ8EzG9oHg2+q3qu/w/20IYqU+0Gzfq9lkc6PukZLPPaeJom0vqpTR9y9eHIkSP/6F2VnTx5Eo888gja29u1HH1mV27iQkeq3LTl83LQgQV9EvyxHtS8V1Yq68DPmsZx48aJc5TPmo5bKZ/2JVxrcFuuyvw9Arooe/rpp1FXVwd6buVuRXPnzkVWVpacHCvx/6dxMu/k81byzcnJEbdQd955p+y6w/+3ku4PjTMUreQRu9kjRowQewnS4o9Hfmne6WsyD5P/++mcM2cu1DnIK//z27lneffffz9+9rOfwc87ht+IlhuV5X9nfX+j+EM9YzqWP3v2bNx3333iTdvPT52G8fS9XDMpj5nX8EnTcbvvxHSsM9LywAMPIDc395b5o8v206nD/Ff9fKgw/SxT3u/aNqfpI42MS1mkGz+6oDt06JDgxidahqyBgF2R1tZWcVNWX18v7sDoEozr1tmN/DRP5nm9M7mc5Hikie7ByDyayf5b0JdMA/8PRQfDSANpIU2kTfPsk9CVnPdQ5fnjDEXfjcJ0Wk3frFmzxMZDh/N6o/Q3eubPw39/ozTXe6bTEwzoXFX/H+qanMdQcRiWHO9m/5PzoVMS8kuHf5L0Oq5Om3wd6rkO+yRX5su6pRKY3p/D3Kw2FpOe/SfyUERPRVqpQijhuGP4+OJzgOA/fNwaBz5PvKJegdPRn7hHoBNo9KDZsf8kUPwxnezF6PPTocu6rffTNOjr0LTcYt6WBW7hbSV4zStdgA2dpw6/xbwlz0GekV5//frv/eUJDbdd96Ttk9Cn30m5z9M85XLxgZN0k0+3ma//3W7lfpCGj7cHza9byePfMw7p1W2Zrgj1Pem9JZ+FNxIMZqIZ8sdy1RXxSWijAF178t0isPQ7mhYs8+OCeKN3HhBQphNwYn7J/DLEzPTaslkWT0fS0mmLaRswmI+EW3LPdPJf8tfl8JpclgIOnZb06DLp95Cn4hsblg2Ty5WTAF/zU6cjLVL+NWX76fDfJ2iQ+Jq+ZH744/vuB3joa/gEAcOGZdiKZtIt8XTeQ6fXdSb14+ODfi/9/GbXofjjD7tZ+s/iOenTAMDyNb23DASfBdGfeZmmBZsgkGh4A4KS+C+MvGFjoEBy23W/sPOeDU+H6f+qMepGKQ3TisBMAAHzkfJNE45hwGEj0A3Q10huzDNdpq+BSB5+evjs1sBuAOgsAgfT+N8luYxP8l/nYybAivnzfY2kk88JlI4CaF1fA7xNlOmrLz9/BOyuyZO8+CS0fr7jDgPBkJVtwxZhUgDgSKNzJUwapm3A5FLgRJwBIJDlwUMJBIUqnPjasltmwTAjMO0wTAGIhNCZJmwrAseMwDXVlQ0/YodB11qqwRvSOyB9rmnAMXT4dXoEScIvQp+gX96BXehEHNM21XslwnT4dRtE4v0JRozLxqiBwLYM8Bw6LcN5sqH7ewfJvCM/DAFh9dV2YLAM04VhuYjY6sreki5bBNqIJMpO5D1Ql6oX4e9NKWBRfCfvB8/r0Z5M4xfj/zAQJAEBBVmEjeNuGQoYiLoeonY0MTTg10gJvQYAEfabfY05lJBxrA3bicGmqzACgc2eQkIACQ6WAdeIwDMUEBAoDDuCCBuAbcm97bowbU/1EkzSS5qYz6DwcsxJ4xrbMmGbYaHdsR04rgdDvtw+ABEeqEbDd7MdBzR3HWysNxF2ARJ+ldWp+aKAS6UVvcYArwkAPG+cLxssT9YDTyWsFmzDg2nxPTyYhgc74sIyFbDQ+pX52g6Bm+G8OnAMG64aqjkGAAAQf0lEQVSh8jCoO0iAg5RhDwKBo+vCx8ub0flFeD4MBEnCSMHQY0Y6IIk6EXR3XkJ30BQFHZesshG6ZkzcdRuOA8914FLwDAq2DcfzEHXohNWAQQG1PXhuHLbtCRiEg70IhA2YDkGBbuIdOHYEjhWC69mS1jMo/Gzg7DVYMv6lhteOmegK9qAzbCNiOrDZuOMmLCcEy4yor7ttIxIOgQ5BQuEwPMtC1LMRMQLo6g0hYnpwJMyF5XkwCCZmRN7P82Iww0H09ATEAYtjm7IoRwBEwGywEStAJDjxPSxEXQueq/gXMW1EbA9RLwrXtRM9GhOu7Yh7OvpRMKQxmvAcG67nSvmqQStAi9gGwo6DqBuDZ7MnEBZQ45CIvisIJuRz3PXgWuwdhWS/hHDYRCAQRMjge0bhWC7siAWP5Vmki0BhIeoQUGwYrikrO1kPrF9FA3twNwaqL9LzYSBIquyIZcAzgnCNMOyYA7vrLCa9+RJm5ZbD6gNCjO8acLgJypUr4iAy0NWBnmBYvM3EXUtcnPV2Mz29CfHLbuJyWztCtgHPs7GuYiEqNm+H4fQhahq43BVEKBREnxdGR2cbOjp7YTtAxPIQMYMwuQmIHYYTDuHKlQtYWlyGNfWHcRVs8AFcaG+BYZvi3MMOO7A9C72drdixqQbtPUFcdRwEe3uws34j8orKYThx9Fk22tsv4XIgANO7CsfpRczpRqC3G7vrtiB/2XoE3RjgRtDZcQldwTDM2FVYRhhOJKj0JZaBCL/UYQNxx0KwuwfdwRDMKIR/rhVG16UOBINdiPT3wY06sCMG2ts7EXBjMOwY+q0gwt2X0dHVCSfqgl9kbgBiRjx4TgiGFcCltssIBkzYdNgSCcEKB2EbYfTZNgKdXejoaIcTjSNq9GBR1izU1+3A8sI87G46hzgBJKKmyAisIdOFY5LuENqvBOAa7DX04HLbJfSELQTjV2FEqHwMfKyH9UVq9EO9yzAQJAGBZfCrEZKxN2IWdnxYgcyMdKTPyMRH5zsRtQMoz85GwYJCZKWmoWjxMhQsWojZWXPRfOEc9jfUIjV9FmbMycO+I6dhhXqxsrgEc9Lno3BZCRpPHMeUd8ZgfHo6jh5qxuLZuchYtBgHjzRi69rVyJ6bhukzUrFq43aE3D6YBocmYXScbcKSvAJkZczEr18Zj7W7jsIInENxRSlmZ8/HyspqnA9G4Dj0W+Cgu/U4yhcvxumLp/HhulXImZuNiW+9hZTcYnQFgnh/RRnmZs1FWupMbN51BI4TwJaKYmTOTcP4CeMxecEqhG0Hu7ZvBfcrXFS4FI2nzsLzHAEk6gU4JHGjHtqajmP+1FnIzl6AWdn52HO8BXGnB3u3VGFBTjYKCvJx7GwLOjsuY2lBAWZnzkdhyTr0BkM407QL8+amIX1mKrbVbEXYicJgD8GKw+m9hE0bKjEvOwfLlq3AiQsdsNw43EgIUTOEnTU1yM/KRPrM6ShctRbBQCcWpU1EWclijB39EBav/gB7Nq9H6ar1stR547rVWL9nP47srEd2SiYWllej6dgxVBQtRPacdKSmZ6D+6FnYbr/sMHUrw5ehGtXnMWwYCJKAgF1IfuU8x4HTcR6Zs2fgdOtFbFi9DLll1fCsK0h/5Xf4sP4ojuzfjrffeRvnL7Xjg3UVSJubjZkZ+TjX3oNTxw4iPWU29u/dg9+9/RY21Tbg8EfH0dF1BVsqC7FxVwNOHT6GlFcn42hbO3rDJo4f2IeLp5tQVrIQL09KQVfIRMx24RohFOfnYt3arQj1XMTUmTOxftdurFmyEKkZuajf3YB335qAwpUfgG7V6cCk48xBZE+ZjOLKSmTmlyAQjmBt+VLMmleK7u4uNB7dhbOtTSjMSsd72cXY2VCPjIx89ISDqF5VgPSCZdi3ZycmT0zB5q07sGhhISZMSkMgZMOzPThGRHQNdNrSsrcBk8e+hZOtl/HR3t3IzcnDjtoPMPm9FGzZVovFCxdg+owMNNTV4q3x47Fr/yEcOdqE8xeakZ2WhT37G9F7+TIypmdhz5FzcGVvAwv164vx3sS3Ub9zBzLnZGLa7EUIRwHPMuGFu3Hi6BGcO9mM2g+rMeatmTh+5hyWzU5BQ/1WlBZm4Wh7F7ZVFCFjXgmifR5WFC3Aii112FJRjozUPASsKK60X0DTR7txvvkgUqdNxtzFKxHtB2wjdEt6jM9jox+K5mEgSAICyzARoovofhf7a9bhqafHYl7hMsyc8i5e+PXr4o04P306Dp6+jMvNO7CibAl6ozHsq1+P8e9Nx+zFVeK+DNYF5ExMxcmzl7D7wF7kcifazFwcOXEM29YUY/uBA2ht2oPslCxxSR0J9GJ1RRU+qHofJYvn4s20XHRGHHH4YfS0IXvOTNQfOSt+kda+X401NXVYMGMWpqfl4/3q1SgvXY6DH50VJZkbs9Fxfh/yU1OQs6gIi1Yq/4stjbXIK16D1kutKK0sxfoPq5GfmYL0RVVYv2EN5hetFfO5lsP1KChbhQ8ql+ONN6egvGodVpaVYcumBvRGorCcqGjXqVugU40z+2uxPKdU9kkInj+DvNQMFC7OwW/fnYGy6nVYVV6GrTX1sHq7sXnzemTnZmL5wiXY3bAVmRlLcC5Ibzt9WJZdiC21jeLNF/EerMifgTfenoKKNdWoKCtFbd1BBCxP9AxuqBtbNm9GxaoKrCnNx5tTM9F49jyWpM1CbUM9ypdl43R3N3asLkX+QrURTVV5ESpr9qC2ugKLCiplH4oLp5pQWlqMbRtWIi11KnKWfwjuGGlyCHILCs2hGtXnMWwYCJKAIGJY4jjS7G7DnNRpWF29Gc1nTuPcmSbkpqchP28J0lPSsffYJVw8uglLi7LR41io2bwa0/MWYnZ2Hg4daUJD3YeYOysLZ8+04tDeepw7dxo5M7NQWrkKm9YsxeqNm3F83zakTkxBWySKsx814Pe/n4im5lNYv7oMY95IwQUqBGNxuE4vKkvzsaRyA1pONmLCm1OwtnYfqsrLULp8Ja50dWP/oUM4c7oVpm0jGvNw6cwBZEyZhA3r1yJrQQGaW05hyYJ0vJe7AjU7NmHilGk4c/4ili+ah3dmFuDQ4f3IzspCc8sJLM/LxfScIhw8UIc5c9JxqqUFZ8604PDhkwiEQ+jo6UWYyrqwJT4ozx3ZikmvT8buY6ewY9MWFC1dib27NmPOnCycOd+GM2fPoPHIWVw414wD+7bjTHMT0ifMxrqqDViQvxjvb69FU9MhZKZmoLHxAuJuH/piFuo2ViFzbjbaL1/GyeaTaGw8JZt9uI6HjounMHniBNRuq8P+hhqMe30yjjSfRGbqNGyp34GlC2dgR9MJ7NlUjdnpObLl26zUFJRsrENtZTnycovF1dyaFQWYNTMTF9takDZzJlLmlYOO9Diz8Hls0LdL8zAQJAOB6aDPsdF28hgqVlUiZLgDfgDPH29CcclyrCyrwum2TrSfP4ia2o0IWwYOHtqDuo8acbrxI+RnZWH+wiU4ceE8DLMHa94vxuycbFSUrUFnoBctjfuwuKgYDbt2YsP769EVsOD1tmLNytWYt2AhKstXoGh5FdoCEUQ8B6ZnInLlAlaUr8Ti3AWYl1eIvSfPIhIIomr5cmTMmYPS8mpcutgOy3HhWh56W8+iemUprlxuQ8PObcjJy8KC+flYtWUfurraULaiFPMWL8X7pctRXLFJuvn7dmzE/LwsFM7Pw6qN9QhHDezbVoOsjBzkLSrG4eOnEelsQUXlKpzu6ETMiSIat3DuaA0mvfIWMucvRVFxCZo7uhCLBtFQuxWZWdnIL1iIo43n0cl3KFmMnKxMbFizGeGQi4stp7C4IB+52Xk4eKARtt0H04rC5pAoEkTN2tXIzMhA4ZLlOHHyLGw7Dtuw4Vk92LGtBrnzFmBVZQWWFlfj3LnzWLNmNZpPn8H2miosKK9Cb1cLylYWY2H+IpSWV6Kh6QSO79mJmo31MOIxXG5pQkFBOZYsX4YVJctRtb4W4Wg8MSvxpwMGw0CQBATs7tqRCLxIQKYEOVVohC04wRg8KwrTs2G5JgyH2u0gDJuafRuOY8Lyooi6NqyQmqIzoxRqG140jN4wDYNc2K4Hz3QRMQwEbQuuE4UZNuGYIfSZFnpDEciUndeHoNgdBGHSwMhy4Io23YQT60eQ/u8tBzHLEg/QtE2I0bIuYkjerhmUaTnL9BI0BRG1+mF6cYQ9NX0WDocQc+mzLyra+LhjwAkZKl1MadrjVhxWgOHcMToGo6sFew804EIgANvxEO1z0HRwG9Imz8DFywHZ2YgNybICiHvMg8ZQITjuVdiOgahjIhAKCGA5dhRRlmmEYIYi8By6cXdlqpRTeJ4VQb/nIBKKiAkxgcehRj9iwrFJu4NwOCLTsNF4v0yfOg6tDzmdayFs0KgpIvehMN85CsumnYYJ14oJgHPKk1OMQSOCmOeKjQd3HB7WEShnKX/GVVRdXV2yRJHGKbfb5fi8paMNAdcU0BCHc+3ynzMJEWrJFR8Mh+G0EXBhmDTsoc0A7duVQY1nOXAsD2FavBk0BDJE8GlzwLlzkzYIdP1GOwDOtyfs+y0aF9FWgMZMYlFH4xk1VjVkTjwkX0qTU2Jidkw6bWXDYDuwKfgmjY8MRGzO97N8Gka5iHJsTZAzXZnGJE2c06cdAqf5bDFgMhG1aJBjw7Jpl8D3oXLQgEvjHtoRGGyUnMN3VIP1TLR1nMe+fQcRjhAQLUSYPjHP77hsgMyHdgDkqQ2XdgcEYNq7kzc2fTAyb9pOaEtHWlCyIRMsOa1IoyCaVdMoiGmVHQFtKzgcYj6cHiTtUk8my6G9AWeBHFiOJzJMxeuARSjrkHYfYleg1nKINaTQQDuCmxs9fd7k+3r0DvcIknoE2pqO1oUCCDS0EfNZQ4xivLCJMC38ZDGOEngyUaz1ZJEOBdmGTYEV4xRTwCBiq7l3xpUFSyLM1LyrxsYGbCTWI9B81rI4V87Goxb+WIaDiMyxKys7veZA0aloVXkp67mIRfNbhhOwaCjDbi7n5Vm+WjdhmFEx0DEsNg6+i40w6aS1npgukyamo1FTGGGxSKSlnn4HBxEjLDTGov3S6OiSm6Bimp4ChAFTYtVIxQgpMfVIOsRi0rCEp9psW/E7YflIPiXMq8UKUBpnAliENmXgRGAk3/kOBEEac9EgjOBIHtJMmwZXsnhLDLUINARa1p16f8Yj3y2DvBs0nLpe4/kihQ8DwTVAoAWLAjgoDBRgfs3li5QwpZWGLua9FDwluLxSwCjk6rlqNGxISsATDVHi03JQNUr5wkkDYzoKJIVWL7JRefrz1l8riZsoTwOBKlulVffanJjl8cupG1cCKISGRG9HGoxqUKRN94KUma/KR5k064aaoF+sKpmv+pIr+3/Nw8HrIJ/Ul13Tr8N14xr4P0CrLlvlxXTCj4E6Unwmj3UjludSD0yrFn2xZ0Jeq7rR9USaB/nOBV4KAFnWn8Y5DAR/IhX9pyLQw+95e8B1XSCg9yHqCOjO6E9JRzAsSLcnSMN8+2LwraenB9ymgDpCnn9GIKCTAoIBNzIZPod5MCwDX1wZYONne79y5Yo4LCEIEAMECHjDHgEjDZ/DPBiWgS+2DBAI6LWIvgz18f8BUYNuKf+nNVMAAAAASUVORK5CYII=)
A partir destes dados, o pesquisador quis averiguar se existe correlação entre idade e peso dos habitantes daquela comunidade, e obteve o seguinte gráfico:
![](data:image/png;base64,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)
Analisando este gráfico de correlação, você conclui que:
existe fraca correlação positiva entre idade e peso
existe fraca correlação negativa entre idade e peso
existe forte correlação negativa entre idade e peso
não existe correlação entre idade e peso
existe forte correlação positiva entre idade e peso
De um total de 1890 entregas realizadas por uma transportadora, 62 apresentaram defeitos/problemas. Assinale a alternativa que traz corretamente a proporção de defeituosos (p) e o rendimento final (Yfinal), respectivamente.
32,80% e 67,20%
15,90% e 84,10%
67,20% e 32,80%
96,72% e 3,28%
3,28% e 96,72%
Na quarta etapa do DMAIC, improve ou melhoria, é a hora de propor, priorizar, testar, e executar soluções para o problema analisado com base nas causas raízes comprovadas na fase anterior de análise do DMAIC. Essas propostas de melhorias serão implementadas sempre com a utilização de um plano de ação e verificando e acompanhando o impacto nos resultados obtidos das melhorias implementadas.
Logo, existem algumas perguntas para serem respondidas nesta etapa, tais como:
I - Quais são as ações de melhoria?
II - Todas essas melhorias que você propôs são passíveis de serem transformadas em soluções e implementadas?
III - É possível fazer testes para saber se essas soluções escolhidas não trarão efeitos ruins e indesejáveis ao processo?
IV - De que maneira você pretende medir os resultados financeiros após a implantação do plano de ação?
Assinale a alternativa que traz de fato e verdadeiramente as perguntas que fazem parte dessa etapa 4 do DMAIC, o melhorar.
existe fraca correlação positiva entre idade e peso
existe fraca correlação negativa entre idade e peso
existe forte correlação negativa entre idade e peso
não existe correlação entre idade e peso
existe forte correlação positiva entre idade e peso
De um total de 1890 entregas realizadas por uma transportadora, 62 apresentaram defeitos/problemas. Assinale a alternativa que traz corretamente a proporção de defeituosos (p) e o rendimento final (Yfinal), respectivamente.
32,80% e 67,20%
15,90% e 84,10%
67,20% e 32,80%
96,72% e 3,28%
3,28% e 96,72%
Na quarta etapa do DMAIC, improve ou melhoria, é a hora de propor, priorizar, testar, e executar soluções para o problema analisado com base nas causas raízes comprovadas na fase anterior de análise do DMAIC. Essas propostas de melhorias serão implementadas sempre com a utilização de um plano de ação e verificando e acompanhando o impacto nos resultados obtidos das melhorias implementadas.
Logo, existem algumas perguntas para serem respondidas nesta etapa, tais como:
I - Quais são as ações de melhoria?
II - Todas essas melhorias que você propôs são passíveis de serem transformadas em soluções e implementadas?
III - É possível fazer testes para saber se essas soluções escolhidas não trarão efeitos ruins e indesejáveis ao processo?
IV - De que maneira você pretende medir os resultados financeiros após a implantação do plano de ação?
Assinale a alternativa que traz de fato e verdadeiramente as perguntas que fazem parte dessa etapa 4 do DMAIC, o melhorar.
32,80% e 67,20%
15,90% e 84,10%
67,20% e 32,80%
96,72% e 3,28%
3,28% e 96,72%