class: center, middle, inverse, title-slide .title[ # Proyectos de trabajo y lectura de datos ] .subtitle[ ## <a style="float:left"><br /> </div><br /> <hr color="#EB811B" size="1px" width="1125px"> ] .author[ ### <a href="https://linktr.ee/estacion_r"><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAADLcAAArxCAYAAAAnBetnAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOzBAQEAAACAkP6v7ggKAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACA2btj47aRAArDDx2wBJagaGOW4HBDXgWWKpBYgeQKzBChSmCMSCWwBHawF8CeubnRnWVL5JLU94UEuPsa+AcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAvGboPQAAAAAAAOCSlNpukqySbKdxOHSeAwAAAAAAcPHELQAAAAAAAG9QalskeUyy/vHTIclmGoenbqMAAAAAAACugLgFAAAAAADgF0ptD0m+Jlm88vglyd00DrtTbgIAAAAAALgW4hYAAAAAAID/UGpbJfmeZPmG158zRy77I04CAAAAAAC4OuIWAAAAAACAfym1LTNHLas/+PsmydM0DoeP3AQAAAAAAHCtxC0AAAAAAAA/lNoWSe6T3L7zqEPmr7hs3z0KAAAAAADgyolbAAAAAAAAkpTa1kkekyw+8Nhdks00DrsPPBMAAAAAAOCqiFsAAAAAAIBPrdS2yhy13Bzxmm3myGV/xDsAAAAAAAAukrgFAAAAAAD4lEpty8xRy5cTXXlI8i3J0zQOhxPdCQAAAAAAcPbELQAAAAAAwKdSalskuU1y32nCPsndNA7Pne4HAAAAAAA4K+IWAAAAAADg0yi1rTNHLcu+S5Iku8yRy0vvIQAAAAAAAD2JWwAAAAAAgKtXaltljlpWfZe8aps5cjn0HgIAAAAAANCDuAUAAGGtfAUAACAASURBVAAAALhapbZl5qhl3XfJLx2SfJvG4aH3EAAAAAAAgFMTtwAAAAAAAFep1PaQ5GuSRecpv2Of5K9pHHaddwAAAAAAAJyMuAUAAAAAALgqpbYvSR6TLDtPeY9d5shl33kHAAAAAADA0YlbAAAAAACAq1Bqu8kctaw6T/lIT0k20zgceg8BAAAAAAA4FnELAAAAAABw0Upti8xRy7rzlGM5JLmbxmHbewgAAAAAAMAxiFsAAAAAAICLVWq7TXKfZNF7ywm8ZI5cdr2HAAAAAAAAfCRxCwAAAAAAcHFKbask35Ms+y7p4jlz5LLvPQQAAAAAAOAjiFsAAAAAAICLUWpbZo5aVn2XnIVNkqdpHA69hwAAAAAAALyHuAUAAAAAADh7pbZFktsk9723nJl9ks00DtvOOwAAAAAAAP6YuAUAAAAAADhrpbZ1kscki85Tztkuc+Sy67wDAAAAAADgt4lbAAAAAACAs1RqW2WOWm46T7kk28yRy77zDgAAAAAAgDcTtwAAAAAAAGel1LbMHLV86TzlUh2SfJvG4aH3EAAAAAAAgLcQtwAAAAAAAGeh1LZIcpvka5JF5znXYJ/kbhqH595DAAAAAAAA/o+4BQAAAAAA6K7Utk5yn2TZd8lV2mWOXF56DwEAAAAAAHiNuAUAAAAAAOim1LbKHLWs+i75FLaZI5dD7yEAAAAAAAD/JG4BAAAAAABOrtS2SPKYZN15ymdzSLKZxuGp9xAAAAAAAICfxC0AAAAA8Dd7d2/cSJpta3jhxBgAE9AecJSUMR7waimiLCiWBSQtIGkBIUKkBxcylEsT0gR4kFf4UOec+emurCqSG0k8jzzR/UY0SSBicuUG4EN1/XiX5GuSZXHKJRuSfDnsFvviDgAAAAAAAOMWAAAAAADgY3T9eJ12rWVVnML/2KeNXIbiDgAAAAAA4IIZtwAAAAAAAO+q68ertFHLujiFP3ef5PGwWxyrQwAAAAAAgMtj3AIAAAAAALyLrh+XSW6T3FS3MMkxybfDbrGtDgEAAAAAAC6LcQsAAAAAAPDmun68SRu2LKtb+GmvaSOXfXUIAAAAAABwGYxbAAAAAACAN9P14zrJc5JVbQlv4CVt5DJUhwAAAAAAAJ+bcQsAAAAAAPDbun5cJXlIcl2cwts6JnlK8njYLY7VMQAAAAAAwOdk3AIAAAAAAPyyrh+XSW6S3Fa38K6GJPeH3WJb3AEAAAAAAHxCxi0AAAAAAMAv6fpxk3atZVmcwsfZp41c9sUdAAAAAADAJ2LcAgAAAAAA/JSuH9dpo5ar4hTqbJN8O+wWx+oQAAAAAABg/oxbAAAAAACASbp+XCW5TbKpLeFMHJM8HXaLu+oQAAAAAABg3oxbAAAAAACAv9T14zLJTZKvSZbFOZyfIe2Ky0t1CAAAAAAAME/GLQAAAAAAwJ/q+nGTdq1lVVvCDOzTRi6v1SEAAAAAAMC8GLcAAAAAAAD/puvHqyQPSdbFKczPY5L7w25xrA4BAAAAAADmwbgFAAAAAAD4b10/LtNGLZviFObtmDZweawOAQAAAAAAzp9xCwAAAAAAkCTp+vEuydcky+IUPo8hyZfDbrEv7gAAAAAAAM6YcQsAAAAAAFy4rh+v0661rIpT+Lxeknw77BZDdQgAAAAAAHB+jFsAAAAAAOBCdf24SvKcZF1bwgW5T/J42C2O1SEAAAAAAMD5MG4BAAAAAIAL0/XjMsltkpvqFi7SMe2Ky7Y6BAAAAAAAOA/GLQAAAAAAcEG6frxJG7Ysq1u4eK9pI5d9dQgAAAAAAFDLuAUAAAAAAC5A14/rJA9JropT4F9tk9wfdouhuAMAAAAAAChi3AIAAAAAAJ9Y14+rtFHLdXEK/JVjkqckj4fd4lgdAwAAAAAAfCzjFgAAAAAA+IS6flwmuUlyW90CP2FIu+KyLe4AAAAAAAA+kHELAAAAAAB8Ml0/btKutSyLU+BX7ZN8O+wWr9UhAAAAAADA+zNuAQAAAACAT6Lrx3XapZZ1bQm8mW3ayOVYHQIAAAAAALwf4xYAAAAAAJi5rh9XaaOWTW0JvItjkqfDbnFXHQIAAAAAALwP4xYAAAAAAJiprh+XSW6SfE2yLM6B9zakXXF5qQ4BAAAAAADelnELAAAAAADMUNeP10kekqyKU+Cj7ZN8OewWQ3EHAAAAAADwRoxbAAAAAABgRrp+vEobtayLU6DaY5L7w25xrA4BAAAAAAB+j3ELAAAAAADMQNePy7RRy6Y4Bc7JMW3g8lgdAgAAAAAA/DrjFgAAAAAAOHNdP94l+ZpkWZwC5+o1ybfDbrGvDgEAAAAAAH6ecQsAAAAAAJyprh/XSZ6TrGpLYDZe0kYuQ3UIAAAAAAAwnXELAAAAAACcma4fV2mjlnVtCczWfZLHw25xrA4BAAAAAAB+zLgFAAAAAADORNePyyS3SW6qW+ATOKZdcdlWhwAAAAAAAH/NuAUAAAAAAM5A14+bJA9JlsUpTPOa5Ko6gkn2Se4Pu8W+uAMAAAAAAPgT/1UdAAAAAAAAl6zrx3XXj/8vyXMMW+bgJckfh93i70n+kWSozWGCdZL/2/Xjc9ePq+IWAAAAAADgP3C5BQAAAAAACpwesn9Icl2cwjSvSb79p+sfXT/eJLmNcdIcHJM8JXk87BbH6hgAAAAAAKAxbgEAAAAAgA/U9eMyyfcxBOfvmDZq2f7V/+j03/UhyeYDmvh9Q9p/15fqEAAAAAAAwLgFAAAAAAA+TNePm7RRy6q2hIkek9z/zIWPrh+v0kYu6/eK4k3t00Yur9UhAAAAAABwyYxbAAAAAADgnXX9uE4btaxrS5hon+TLYbcYfvUf0PXjddrIZfU2SbyzbdrIZfKQCQAAAAAAeDvGLQAAAAAA8E66flyljVo2tSVMNKSNWvZv9Q/s+vEuydcky7f6Z/JujkmeDrvFXXUIAAAAAABcGuMWAAAAAAB4B0YNs/KuowYjp9kZ8sYjJwAAAAAA4K8ZtwAAAAAAwBvq+vE6yUOSVXEK02yTfDvsFsf3/hd1/bhOG7ms3/vfxZvYp41chuIOAAAAAAD49IxbAAAAAADgDXT9eJU2alkXpzDNPm3U8vrR/+KuHzdpI5fVR/+7+SWPSe4/YgAFAAAAAACXyrgFAAAAAAB+Q9ePy7Shwk11C5MMaaOWl8qI08/NTdrPDufvmPZzs60OAQAAAACAz8i4BQAAAAAAflHXj9/HCcvqFn7omOQpyeM5XeDo+nGVdvHnujiFaV7TRi776hAAAAAAAPhMjFsAAAAAAOAndf24TvKcZFVbwkTbJPeH3WIo7vhTp5+phyRXxSlM85I2chmqQwAAAAAA4DMwbgEAAAAAgIlOVzaek6xrS5honzZq2Rd3TNb14yZt5OIa0Dzc58yuAQEAAAAAwBwZtwAAAAAAwA90/bhMcpPktrqFSY5pVzW21SG/4vTzdpv2M8f5G9JGVNviDgAAAAAAmC3jFgAAAAAA+AsuaczOp7mk4VLQ7Owzs0tBAAAAAABwLoxbAAAAAADgP+j6cZ02arkqTmGal7RrLUN1yFs7/Sw+J1nVljDRNm3kMhR3AAAAAADAbBi3AAAAAADA/3K6lvGQ5Lo4hWle00Yt++qQ99b1412Sr3FFaA6OSZ4Ou8VddQgAAAAAAMyBcQsAAAAAACTp+nGZ5CbGA3NxTLuO8Vgd8pFOP6cPSTbFKUwzpI2vXqpDAAAAAADgnBm3AAAAAABw8bp+3CS5TbKqLWGix7Rhy7E6pErXj1dpI5d1cQrT7NNGLq/VIQAAAAAAcI6MWwAAAAAAuFhdP67TRi3r2hIm2if5ctgthuKOs9H143XayGVVnMI0Fz/MAgAAAACA/8S4BQAAAACAi9P14zJtELApTmGaIe3qxUt1yDk6/TzfJPmaZFmcw48d0wYuj9UhAAAAAABwLoxbAAAAAAC4KF0/3sUIYC6OSZ4Ou8VddcgcdP24SrtEtKktYaIh7RLRvrgDAAAAAADKGbcAAAAAAHARun68TrvWsipOYZpt2rWWY3XI3HT9uE4buaxrS5honzZyGYo7AAAAAACgjHELAAAAAACf2umaxXM86D8X+7RRy2t1yNx1/bhJG3S5UjQP90keDboAAAAAALhExi0AAAAAAHxKXT8u065X3FS3MMmQ5P6wW2yLOz6V0+/BTdrvAufvmDbu2laHAAAAAADARzJuAQAAAADg0+n68fvD/C5WnL9jkqe4WPGuTheMHpJcF6cwzWvayGVfHQIAAAAAAB/BuAUAAAAAgE+j68d1kuckq9oSJtqmXWsZijsuht+R2XlJG7kM1SEAAAAAAPCejFsAAAAAAJg9Vylmx1WKYq4bzYrrRgAAAAAAfHrGLQAAAAAAzFbXj8sk3x/S5/wd00Yt2+oQ/vv35zbtd4jzN6RdOtoWdwAAAAAAwJszbgEAAAAAYJa6ftykXWtxeWIe7uPyxFk6XT56TrKuLWGifdrIZV/cAQAAAAAAb8a4BQAAAACAWen6cZ02arkqTmGafZIvh91iKO7gB7p+vE773VoVpzDNNu0SksEYAAAAAACzZ9wCAAAAAMAsnK5L3CbZ1JYw0ZA2atkXd/CTun68S/I1riLNwTHJ02G3uKsOAQAAAACA32HcAgAAAADAWev6cZnkJh62n4tjkvvDbvFYHcKvO/3ePcSYbC6GtCsuL9UhAAAAAADwK4xbAAAAAAA4W10/btKutaxqS5joMW3YcqwO4W10/XiVNnJZF6cwzT7tYtJQ3AEAAAAAAD/FuAUAAAAAgLPjgfrZ2addjXitDuF9GJrNjqEZAAAAAACzYtwCAAAAAMDZ6PpxmTZq2RSnMM2QNmp5qQ7h/Z1+P2+SfE2yLM7hx45pA5fH6hAAAAAAAPgR4xYAAAAAAM5C14938dD8XByTPB12i7vqED5e14+rtCsum9oSJhqSfDnsFvviDgAAAAAA+FPGLQAAAAAAlOr6cZ3kOcmqtoSJtmnXWo7VIdQ6/e4+JLkqTmGal7Tf3aE6BAAAAAAA/pVxCwAAAAAAJU7XH56TrGtLmGif5N71B/5V14+btJGLq0vzcJ/k0UANAAAAAIBzYtwCAAAAAMCH6vpxmeQ2yU11C5MMaaOWbXEHZ+z0e32T9rvN+TumXXHZVocAAAAAAEBi3AIAAAAAwAfq+vH7w+8uPJy/Y5KnuPDAT3CRaXZe00Yu++oQAAAAAAAum3ELAAAAAADvruvHdZKHJFfFKUzzkvbA+1Adwjydfuefk6xqS5hom3ahaSjuAAAAAADgQhm3AAAAAADwbk5XHB6SXBenMI0rDrwp15pmxbUmAAAAAADKGLcAAAAAAPDmun5cJvn+UDvn75g2atlWh/D5nP4e3Kb9TeD8DWlXXLbFHQAAAAAAXBDjFgAAAAAA3lTXj5u0ay0uNczDY9qD7C418K66frxK+9uwLk5hmn3a6O21OgQAAAAAgM/PuAUAAAAAgDfR9eM67TrDuraEifZJvhx2i6G4gwvT9eN12shlVZzCNNu0kYsBHAAAAAAA78a4BQAAAACA39L14ypt1LKpLWGiIW3Usi/u4MJ1/XiX5GtceZqDY5Knw25xVx0CAAAAAMDnZNwCAAAAAMAv6fpxmeQmHk6fi2OS+8Nu8VgdAt+d/o48xDhuLoYYxwEAAAAA8A6MWwAAAAAA+GldP16nPZC+Kk5hmm2Sb4fd4lgdAv9J14/rtAtQ69oSJtqnjVyG4g4AAAAAAD4J4xYAAAAAACbr+vEqbdSyLk5hmn3aqOW1OgSm6PpxkzZyWdWWMNFj2kUowzkAAAAAAH6LcQsAAAAAAD/U9eMybdSyKU5hmiFt1PJSHQI/6/T35ibJ1yTL4hx+7Jg2cHmsDgEAAAAAYL6MWwAAAAAA+EtdP96kXVLwkPn5OyZ5OuwWd9Uh8Lu6flyljequi1OY5jVtVLevDgEAAAAAYH6MWwAAAAAA+I+6flwneU6yqi1hom3a9YShuAPe1Olv0UOSq+IUpnlJG7kM1SEAAAAAAMyHcQsAAAAAAP/kdC3hOcm6toSJ9mmjln1xB7yrrh83aSMXV6Tm4T7J42G3OFaHAAAAAABw/oxbAAAAAABIknT9uExym+SmuoVJhrRRy7a4Az6Mv1Ozc0y74rKtDgEAAAAA4LwZtwAAAAAA4CLC/LiIwEVzYWp29nFhCgAAAACAv2DcAgAAAABwwbp+XKeNWq6KU5jmJe0KwlAdAufg9DfsOcmqtoSJtmkjl6G4AwAAAACAM2PcAgAAAABwgU5XDx6SXBenMM1r2qhlXx0C56jrx5skt3F9ag6OSZ7i+hQAAAAAAP+LcQsAAAAAwAXp+nGZ5PtD4Jy/Y9qVg8fqEDh3p79vD0k2xSlMM6SN9l6qQwAAAAAAqGfcAgAAAABwIbp+3KSNWla1JUz0mDZscdkAfkLXj1dpI5d1cQrT7NNGLq/VIQAAAAAA1DFuAQAAAAD45Lp+XKeNWta1JUy0T/LlsFsMxR0wa10/XqeNXFbFKUyzTRu5GPQBAAAAAFwg4xYAAAAAgE+q68dV2qhlU1vCREPaqGVf3AGfStePd0m+JlkWp/Bjx7SLVY/VIQAAAAAAfCzjFgAAAACAT8jD3LNyTPJ02C3uqkPgszL2m50hxn4AAAAAABfFuAUAAAAA4BPp+vE6yUOSVXEK02yTfDvsFsfqELgEXT+u00Yu69oSJtqnjVyG4g4AAAAAAN6ZcQsAAAAAwCfQ9eNV2qhlXZzCNPu0UctrdQhcoq4fN2kjl1VtCRM9Jrk3BAQAAAAA+LyMWwAAAAAAZqzrx2XaA9o31S1MMqSNWl6qQ+DSnf5+3qT9DeX8HdP+fm6rQwAAAAAAeHvGLQAAAAAAM9X14/eHspfVLfzQMclTkkeXB+C8dP24Srt8dV2cwjSvaSOXfXUIAAAAAABvx7gFAAAAAGBmun5cJ3lOsqotYaJtkvvDbjEUdwB/4fS39SHJVXEK07ykjVyG6hAAAAAAAH6fcQsAAAAAwEycrgs8J1nXljDRPm3Usi/uAH6Cq1izcx9XsQAAAAAAZs+4BQAAAADgzHX9uEzy/WFrzt8x7ZrAtjoE+DWnv7u3aX97OX9D2phwW9wBAAAAAMAvMm4BAAAAADhjXT9ukjzEBYG5cEEAPhEXs2ZnHxezAAAAAABmybgFAAAAAOAMdf24Thu1XBWnMM1L2rWWoToEeHunv8nPSVa1JUy0TRu5DMUdAAAAAABMZNwCAAAAAHBGTlcCHpJcF6cwzZDkiysBcBm6frxL8jWuac3BMcnTYbe4qw4BAAAAAODHjFsAAAAAAM5A14/LJDfx0PRcHNOuAjxWhwAf6/T3+iHJpjiFaYa0y1ov1SEAAAAAAPw54xYAAAAAgGJdP26S3CZZ1ZYw0WPasOVYHQLU6frxKm3ksi5OYZp92sjltToEAAAAAIB/Z9wCAAAAAFCk68d12qhlXVvCRPskXw67xVDcAZyRrh+v00Yuq+IUpjFQBAAAAAA4Q8YtAAAAAAAfrOvHZdqD0JviFKYZ0t72/1IdApyn09/1myRfkyyLc/ixY9rA5bE6BAAAAACAxrgFAAAAAOADdf14Fw8/z8UxydNht7irDgHmoevHVdpFrk1tCRMNaRe59sUdAAAAAAAXz7gFAAAAAOADdP14nXatZVWcwjTbtGstx+oQYH66flyn/c2/Kk5hmn3ayGUo7gAAAAAAuFjGLQAAAAAA7+j0Fv/nJOvaEibap41aXqtDgPnr+nGTNnJxrWse7pM8GjYCAAAAAHw84xYAAAAAgHfQ9eMyyW2Sm+oWJhmS3B92i21xB/DJnD4PbtI+Ezh/x7SR47Y6BAAAAADgkhi3AAAAAAC8sa4fvz/E7E395++Y5Cne1A+8s9Mlr4ck18UpTPOaNnLZV4cAAAAAAFwC4xYAAAAAgDfS9eM6yXOSVW0JE23TrrUMxR3ABfFZMTsvaSOXoToEAAAAAOAzM24BAAAAAPhN3sY/O97GD5Rz5WtWXPkCAAAAAHhnxi0AAAAAAL+o68dlku8PJ3P+jmmjlm11CEDy358jt2mfJZy/Ie3i17a4AwAAAADg0zFuAQAAAAD4BV0/btKutXjj/jzcxxv3gTN1ugD2nGRdW8JE+7Sx5Gt1CAAAAADAZ2HcAgAAAADwE7p+XKeNWq6KU5hmn+TLYbcYijsAfqjrx+u0z5hVcQrTbNNGLoaTAAAAAAC/ybgFAAAAAGCC01v1b5NsakuYaEgbteyLOwB+WtePd0m+xnWwOTgmeTrsFnfVIQAAAAAAc2bcAgAAAADwF7p+XCa5iYeM5+KY5P6wWzxWhwD8jtPnz0OMKudiSLvi8lIdAgAAAAAwR8YtAAAAAAB/ouvH67QHi1fFKUzzmDZsOVaHALyVrh+v0j6L1sUpTLNPuxw2FHcAAAAAAMyKcQsAAAAAwL/wIPHs7NPelv9aHQLwXrp+3CS5jcHlXBhcAgAAAAD8BOMWAAAAAICTrh+XaaOWTXEK0wxpo5aX6hCAj3D6nLpJ8jXJsjiHHzumDVweq0MAAAAAAM6dcQsAAAAAQJKuH+/iYeG5OCZ5OuwWd9UhABW6flyljTGvi1OYZkjy5bBb7Is7AAAAAADOlnELAAAAAHDRun5cJ3lOsqotYaJt2rWWY3UIQLXTZ9hDkqviFKZ5SfsMG6pDAAAAAADOjXELAAAAAHCRTm+9f06yri1hon2Se2+9B/h3XT9u0kYuro/Nw32SR0NNAAAAAID/YdwCAAAAAFyUrh+XSW6T3FS3MMmQNmrZFncAnLXT59tN2mcc5++YdsVlWx0CAAAAAHAOjFsAAAAAgIvR9eP3h3692X4evNke4Ce5TDY7r2kjl311CAAAAABAJeMWAAAAAODT6/pxneQhyVVxCtO8pD3oO1SHAMzV6bPvOcmqtoSJtmmXyobiDgAAAACAEsYtAAAAAMCndXp7/UOS6+IUpvH2eoA35mrZrByTPMXVMgAAAADgAhm3AAAAAACfTtePyyTfH+bl/B3TRi3b6hCAz+j0uXib9tnI+RvSPhdfqkMAAAAAAD6KcQsAAAAA8Kl0/bhJu9biDfXz8Jjk3hvqAd5f149XaZ+R6+IUptmnjVxeq0MAAAAAAN6bcQsAAAAA8Cl0/bhOeyv9uraEifZJvhx2i6G4A+DidP14nTZyWRWnMM02beRiCAoAAAAAfFrGLQAAAADArHX9uEobtWxqS5hoSBu17Is7AC5e1493Sb7GtbM5OCZ5OuwWd9UhAAAAAADvwbgFAAAAAJgtD+XOyjHJ/WG3eKwOAeB/dP24TLvisilOYZohRqIAAAAAwCdk3AIAAAAAzE7Xj9dpD+KuilOYZpvk22G3OFaHAPCfdf24TruEtq4tYaJ92shlKO4AAAAAAHgTxi0AAAAAwGx0/XiVNmpZF6cwzT5t1PJaHQLANF0/btJGLqvaEiZ6TLuMZkAKAAAAAMyacQsAAAAAcPa6flymjVo2xSlMM6SNWl6qQwD4eafP3Zu0kQvn75g2cHmsDgEAAAAA+FXGLQAAAADAWev68fvDtcvqFn7omOTpsFvcVYcA8Pu6flyljUuvi1OY5jVtXLqvDgEAAAAA+FnGLQAAAADAWer6cZ3kOcmqtoSJtmlvjR+KOwB4Y6fP5IckV8UpTPOSNnIZqkMAAAAAAKYybgEAAAAAzsrpLfHPSda1JUy0Txu17Is7AHhnXT9u0kYurqnNw32Sx8NucawOAQAAAAD4EeMWAAAAAOAsdP24THKb5Ka6hUmOaW+F31aHAPBxfF7Pjs9rAAAAAGAWjFsAAAAAgHLeBD873gQPcOFcWpudfVxaAwAAAADOmHELAAAAAFCm68d12qjlqjiFaV7S3v4+VIcAcB5On+XPSVa1JUy0TRu5DMUdAAAAAAD/xLgFAAAAAPhwp7e9PyS5Lk5hmte0Ucu+OgSA89T1402S27jCNgfHJE+H3eKuOgQAAAAA4DvjFgAAAADgw3T9uEzy/eFXzt8x7e3uj9UhAJy/0+f8Q5JNcQrTDGnj1ZfqEAAAAAAA4xYAAAAA4EN0/bhJG7WsakuY6DFt2HKsDgFgXrp+vEobuayLU5hmnzZyea0OAQAAAAAul3ELAAAAAPCuun5cp41a1rUlTLRP8uWwWwzFHQDMXNeP12kjl1VxCtNs00Yuhq0AAAAAwIczbgEAAAAA3kXXj8u0B1o3xSlMM6SNWvbFHQB8Ml0/3iX5mmRZnMKPHdMutz1WhwAAAAAAl8W4BQAAAAB4cx5inZVjkqfDbnFXHQLA59X14yrtktumtoSJhhi9AgAAAAAfyLgFAAAAAHgzXT9ep11rWRWnMM02ybfDbnGsDgHgMnT9uE4buaxrS5honzZyGYo7AAAAAIBPzrgFAAAAAPhtXT9epY1a1sUpTLNPG7W8VocAcJm6ftykfXdw5W0eHpPcG8QCAAAAAO/FuAUAAAAA+GVdPy7T3r5+U93CJEPaqOWlOgQATt8jbtK+S3D+jmnfI7bVIQAAAADA52PcAgAAAAD8kq4fvz+M6o3r5++Y5CnJozeuA3Buun5cpV1xuS5OYZrXtJHLvjoEAAAAAPg8jFsAAAAAgJ/S9eM6yXOSVW0JE22T3B92i6G4AwD+0uk7xkOSq+IUpnlJG7kM1SEAAAAAwPwZtwAAAAAAk5zeqv6cZF1bwkTeqg7ALLkONzv3cR0OAAAAAPhNxi0AAAAAwF/q+nGZ5PtDppy/Y9qoZVsdAgC/6vT94zbtOwjnb0i7FLct7gAAAAAAZsq4BQAAAAD4U10/bpI8xJvT58Kb0wH4VFyOm5192shlX9wBAAAAAMyMcQsAAAAA8G+6flynjVquilOY5iXtWstQHQIA7+H03eQ5yaq2hIm2ad9NDG4BAAAAgEmMWwAAAACA/3Z6O/pDkuviFKYZknzxdnQALkXXj3dJQLtCrwAAIABJREFUvsZVuTk4Jnk67BZ31SEAAAAAwPkzbgEAAAAA0vXjMslNPCw6F8ck94fd4rE6BAA+2ul7y0OSTXEK0wxpV1xeqkMAAAAAgPNl3AIAAAAAF67rx02S2ySr2hImekwbthyrQwCgUtePV2kjl3VxCtPs00Yur9UhAAAAAMD5MW4BAAAAgAvlgdDZ2Sf5ctgthuIOADgrhrqzY6gLAAAAAPwb4xYAAAAAuDBdPy7TRi2b4hSmGdLecv5SHQIA5+r0/eYmydcky+IcfuyYNnB5rA4BAAAAAM6DcQsAAAAAXJCuH+/ioc+5OCZ5OuwWd9UhADAXXT+u0q64bGpLmGhIu0y3L+4AAAAAAIoZtwAAAADABej68TrtWsuqOIVptmnXWo7VIQAwR10/rtO++1wVpzDNPm3kMhR3AAAAAABFjFsAAAAA4BM7vb38Ocm6toSJ9mmjltfqEAD4DLp+3KSNXFytm4f7JI8GvgAAAABweYxbAAAAAOAT6vpxmeQ2yU11C5MMSe4Pu8W2uAMAPp3T96KbtO9GnL9j2th3Wx0CAAAAAHwc4xYAAAAA+GS6fvz+8KY3lJ+/Y5KneEM5ALy700W7hyTXxSlM85o2ctlXhwAAAAAA78+4BQAAAAA+ia4f10mek6xqS5joJe2BzaE6BAAuie9Ms+M7EwAAAABcAOMWAAAAAJg5byGfHW8hB4Az4NrdrLh2BwAAAACfnHELAAAAAMxU14/LJN8fyuT8HdNGLdvqEACgOX2fuk37TsX5G5Lc+z4FAAAAAJ+PcQsAAAAAzFDXj5u0ay3eND4P9/GmcQA4W6dLeM9J1rUlTLRPGw2/VocAAAAAAG/DuAUAAAAAZqTrx3XaqOWqOIVp9km+HHaLobgDAJig68frtO9aq+IUptmmjVwMiAEAAABg5oxbAAAAAGAGTm8Tv02yqS1hoiFt1LIv7gAAfkHXj3dJvsaVvDk4Jnk67BZ31SEAAAAAwK8zbgEAAACAM9b14zLJTTxcORfHJPeH3eKxOgQA+D2n72EPMS6eiyHtistLdQgAAAAA8POMWwAAAADgTHX9eJ32QOWqOIVpHtOGLcfqEADg7XT9uE67oLeuLWGifdoFvaG4AwAAAAD4CcYtAAAAAHBmun68Shu1rItTmGaf9pbw1+oQAOD9dP24SRu5rGpLmMjwGAAAAABmxLgFAAAAAM5E14/LtFHLpjiFaYa0UctLdQgA8DFO39duknxNsizO4ceOaQOXx+oQAAAAAOCvGbcAAAAAwBno+vEuHpKci2OSp8NucVcdAgDU6PpxlTZKvi5OYZohyZfDbrEv7gAAAAAA/oRxCwAAAAAU6vpxneQ5yaq2hIm2aW//Hoo7AIAzcPou95DkqjiFaV7SLu8N1SEAAAAAwD8zbgEAAACAAqe3fT8nWdeWMNE+bdSyL+4AAM5Q14+btJGLK3zzcJ/k8bBbHKtDAAAAAIDGuAUAAAAAPlDXj8skt0luqluYZEgbtWyLOwCAM3f6nneT9l2P83dMu+KyrQ4BAAAAAIxbAAAAAODDdP34/WFHb/SeB2/0BgB+mgt9s/OaNnLZV4cAAAAAwCUzbgEAAACAd9b14zrJQ5Kr4hSmeUl7wHGoDgEA5uv0HfA5yaq2hIm2aRf7huIOAAAAALhIxi0AAAAA8E5Ob+1+SHJdnMI03toNALw51/tm5ZjkKa73AQAAAMCHM24BAAAAgDfW9eMyyfeHGDl/x7RRy7Y6BAD4nE7fD2/TviNy/oa074cv1SEAAAAAcCmMWwAAAADgDXX9uEm71uLN3PPwmOTem7kBgI/Q9eNV2nfFdXEK0+zTRi6v1SEAAAAA8NkZtwAAAADAG+j6cZ32Nu51bQkT7ZN8OewWQ3EHAHCBun68Thu5rIpTmGabNnIxiAYAAACAd2LcAgAAAAC/oevHVdqoZVNbwkRD2qhlX9wBAJCuH++SfI2rf3NwTPJ02C3uqkMAAAAA4DMybgEAAACAX+RhxFk5Jrk/7BaP1SEAAP+bsfTsDDGWBgAAAIA3Z9wCAAAAAD+p68frJA9JVsUpTLNN8u2wWxyrQwAA/kzXj+u0kcu6toSJ9mkjl6G4AwAAAAA+BeMWAAAAAJio68ertFHLujiFafZpo5bX6hAAgKm6ftykjVxWtSVM9Jh2IdCQGgAAAAB+g3ELAAAAAPxA14/LtFHLpjiFaYa0UctLdQgAwK84ff+8SRu5cP6OaQOXx+oQAAAAAJgr4xYAAAAA+AtdP35/qHBZ3cIPHZM8JXn05mwA4DPo+nGVNrK+Lk5hmte0kfW+OgQAAAAA5sa4BQAAAAD+RNeP6yT/t7qDSbZpb8seijsAAN7c6XvpQ5Kr4hQmOOwW/n94AAAAAPhJf6sOAAAAAAD4Dfu0Ucu+uAMA4N2cvuv8vevHTdrIxVVBAAAAAOBT+a/qAAAAAACAX3BM8uWwW/zDsAUAuBSH3WKb5I8kj8UpAAAAAABvyrgFAAAAAJib+yR/nB7uBAC4KIfd4njYLb6ljVz2xTkAAAAAAG/ib9UBAAAAAAATvST5dtgthuoQAIBqp+9E/+j6cZ3kOcmqsgcAAAAA4HcYtwAAAAAA5+41bdSyrw4BADg3p+9If3T9eJPkNsmytggAAAAA4Of9V3UAAAAAAMCfOKaNWv5u2AIA8NcOu8Vjkj+SbItTAAAAAAB+mnELAAAAAHCOHpP8cXpIEwCACQ67xfGwW3xJ8vck++IcAAAAAIDJ/lYdAAAAAADwv+yTfDnsFkNxBwDAbB12i9ck/+j68TrJQ5JVbREAAAAAwF9zuQUAAAAAOAdDkn8cdot/GLYAALyNw27xknbF5T7JsTgHAAAAAOBPGbcAAAAAAJWOSe4Pu8Ufh91iXx0DAPDZHHaL42G3uEsbuWxrawAAAAAA/jPjFgAAAACgyjbJH6eHLQEAeEeH3WI47BZfkvwjyb44BwAAAADgn/ytOgAAAAAAuDj7JN8Ou8VrdQgAwKU5Xcvbd/24SfKQZFkaBAAAAAAQl1sAAAAAgI8zJPly2C3+YdgCAFDrsFtsk/yR5L44BQAAAADAuAUAAAAAeHfHtIcm/356iBIAgDNw2C2Oh93iLm3k8lKcAwAAAABcsL9VBwAAAAAAn9o2yf1htxiKOwAA+BOn72r/p+vHdZKHJFelQQAAAADAxTFuAQAAAADew2uSb4fdYl8dAgDANKfvbn/v+vEmyW2SZW0RAAAAAHAp/qs6AAAAAAD4VI5Jvhx2i78btgAAzNNht3hM8keSx+oWAAAAAOAyGLcAAAAAAG/lPskfh91iWx0CAMDvOewWx8Nu8S1t5LIvzgEAAAAA/j97d2/dVpZmYXhjVgWAEFAZqJ1jozKo9o4JRTBSBKQiEBUBaMIrTQSgDYeVARkCJ4IzxkXPQrNJiZIIngvc53HJBWz+GNfAu74z91vvAQAAAADAyfua5ONuM7vvPQQAgNe1f8b7o9T2Z5LPSRZdBwEAAAAAZ0ncAgAAAAD8rPsk73eb2U3nHQAAHNluM/ua5Gup7TLJfyeZ910EAAAAAJyT/+o9AAAAAAA4OQ8ZLrX8LmwBAJiW3WZ2meT3JNd9lwAAAAAA50TcAgAAAAD8iKskv+82s6veQwAA6GO3mT3sNrP3Sf6R5KbzHAAAAADgDPzWewAAAAAAcBJukrzfbWb3nXcAADASu83s7yR/lNpWSS6SLLoOAgAAAABOlsstAAAAAMC33Cf5524z+0PYAgDAU3ab2XWGKy6fkjz0XQMAAAAAnCJxCwAAAADwlIckn3ab2e+7zexr7zEAAIzbbjN72G1mlxkil+u+awAAAACAUyNuAQAAAAAeu07y+/7DiQAA8GK7zex+t5m9T/JHkr977wEAAAAATsNvvQcAAAAAAKNxk+Fay03nHQAAnLj9M+U/Sm2rJJ+TzLsOAgAAAABGzeUWAAAAAOA+yfvdZvaHsAUAgNe028yuk/ye5FPnKQAAAADAiIlbAAAAAGC6HjJ8yPAf+w8dAgDAq9ttZg+7zewyQ+TytfMcAAAAAGCEfus9AAAAAADo4muSj7vN7L73EAAApmH/7PnPUtsyyTrJouceAAAAAGA8xC0AAAAAMD1Xu83sY+8RAABM024zu0nye6ntNsm7znMAAAAAgBH4r94DAAAAAIA397+9BwAAQJKH3gMAAAAAgHEQtwAAAAAAAAAAAAAAANCNuAUAAAAAAAAAAAAAAIBuxC0AAAAAAAAAAAAAAAB0I24BAAAAAAAAAAAAAACgG3ELAAAAAAAAAAAAAAAA3YhbAAAAAAAAAAAAAAAA6EbcAgAAAAAAAAAAAAAAQDfiFgAAAAAAAAAAAAAAALoRtwAAAAAAAAAAAAAAANCNuAUAAAAAAAAAAAAAAIBuxC0AAAAAAAAAAAAAAAB0I24BAAAAAAAAAAAAAACgG3ELAAAAAAAAAAAAAAAA3YhbAAAAAAAAAAAAAAAA6EbcAgAAAAAAAAAAAAAAQDfiFgAAAAAAAAAAAAAAALoRtwAAAAAAAAAAAAAAANCNuAUAAAAAAAAAAAAAAIBuxC0AAAAAAAAAAAAAAAB0I24BAAAAAAAAAAAAAACgG3ELAAAAAAAAAAAAAAAA3YhbAAAAAAAAAAAAAAAA6EbcAgAAAAAAAAAAAAAAQDfiFgAAAAAAAAAAAAAAALoRtwAAAAAAAAAAAAAAANCNuAUAAAAAAAAAAAAAAIBuxC0AAAAAAAAAAAAAAAB0I24BAAAAAAAAAAAAAACgG3ELAAAAAAAAAAAAAAAA3YhbAAAAAAAAAAAAAAAA6EbcAgAAAAAAAAAAAAAAQDfiFgAAAAAAAAAAAAAAALoRtwAAAAAAAAAAAAAAANCNuAUAAAAAAAAAAAAAAIBuxC0AAAAAAAAAAAAAAAB0I24BAAAAAAAAAAAAAACgG3ELAAAAAAAAAAAAAAAA3YhbAAAAAAAAAAAAAAAA6EbcAgAAAAAAAAAAAAAAQDfiFgAAAAAAAAAAAAAAALoRtwAAAAAAAAAAAAAAANCNuAUAAAAAAAAAAAAAAIBuxC0AAAAAAAAAAAAAAAB0I24BAAAAAAAAAAAAAACgG3ELAAAAAACMUKlt0XsDAAAAAAAAvAVxCwAAAAAAjEypbZ3kttR2WWqb994DAAAAAAAAxyRuAQAAAACAEdmHLask8yQXSe5KbZc9NwEAAAAAAMAxiVsAAAAAAGAkSm2rDGHLoXmSi1Lb3f7rAAAAAAAAcFbELQAAAAAAMAL7cGX9jW9ZJFnvI5flW2wCAAAAAACAtyBuAQAAAACAzl4QthxaJNmW2rYiFwAAAAAAAM6BuAUAAAAAADr6wbDl0DJD5LIutS1ecxMAAAAAAAC8JXELAAAAAAB0Ump7l58LWw6tktztI5f5r68CAAAAAACAtyVuAQAAAACADvZhy/YVX3KVIXK5FLkAAAAAAABwSsQtAAAAAADwxg7ClteOUOZJLjJELh9e+bUBAAAAAADgKMQtAAAAAADwho4YthyaJ/lcarsrta2O+D4AAAAAAADwy8QtAAAAAADwRkpt8xw/bDm0SLIutd2W2pZv9J4AAAAAAADwQ8QtAAAAAADwBjqELYfeJdmW2rYiFwAAAAAAAMZG3AIAAAAAAEd2ELa86zxlmSFyWZfaFp23AAAAAAAAQBJxCwAAAAAAHNWIwpZDqyR3pbbP+30AAAAAAADQjbgFAAAAAACOa2xhy6EPGSKXS5ELAAAAAAAAvYhbAAAAAADgSEpt64w3bPmXeZKLDJHLqvMWAAAAAAAAJkjcAgAAAAAAR7APW1a9d/yAeZJ1qU3kAgAAAAAAwJsStwAAAAAAwCs7wbDl0CJD5LIttS07bwEAAAAAAGACxC0AAAAAAPCKTjxsObRMst1HLu96jwEAAAAAAOB8iVsAAAAAAOCVlNpWOY+w5dAyyW2pbV1qW3TeAgAAAAAAwBkStwAAAAAAwCvYhy3r3juOaJXkrtT2udQ27z0GAAAAAACA8yFuAQAAAACAXzSBsOXQhwyRy6XIBQAAAAAAgNcgbgEAAAAAgF8wsbDlX+ZJLpLc7n9+AAAAAAAA+GniFgAAAAAA+EmltneZXthyaJFkXWq7K7X92XsMAAAAAAAAp0ncAgAAAAAAP2Eftmx77xiJRZK/Sm3bUtuy8xYAAAAAAABOjLgFAAAAAAB+0EHYMu+9ZWSWSbb7yGXReQsAAAAAAAAnQtwCAAAAAAA/QNjyIsskd6W2tcgFAAAAAACA7xG3AAAAAADAC5Xa5hG2/IhVhsjlcv+7AwAAAAAAgP8gbgEAAAAAgBcQtvySi+wjl95DAAAAAAAAGB9xCwAAAAAAfMdB2PKu95YTNk9yUWq7K7Wteo8BAAAAAABgPMQtAAAAAADwDcKWV7dIst5HLsvOWwAAAAAAABgBcQsAAAAAAHybsOU4Fkm2pbatyAUAAAAAAGDaxC0AAAAAAPCMUts6wpZjW2aIXP4qtS06bwEAAAAAAKADcQsAAAAAADxhH7aseu+YkD+T3JXa1iIXAAAAAACAaRG3AAAAAADAI8KWrlZJbkttl6W2ee8xAAAAAAAAHJ+4BQAAAAAADghbRmGe5CLDJZfLzlsAAAAAAAA4MnELAAAAAADsldpWEbaMyTzJRantbv+3AQAAAAAA4AyJWwAAAAAAIP8ftqx77+BJiyTrUtttqW3ZeQsAAAAAAACvTNwCAAAAAMDkCVtOxrsk21LbVuQCAAAAAABwPsQtAAAAAABMmrDlJC0zRC7rUtui8xYAAAAAAAB+kbgFAAAAAIDJKrW9i7DllK2S3O0jl3nvMQAAAAAAAPwccQsAAAAAAJO0D1u2vXfwKlYZIpdLkQsAAAAAAMDpEbcAAAAAADA5B2GLEOJ8zJNcZIhcPvQeAwAAAAAAwMuJWwAAAAAAmBRhy9mbJ/lcarsrta16jwEAAAAAAOD7xC0AAAAAAExGqW0eYctULJKsS223pbZl5y0AAAAAAAB8g7gFAAAAAIBJELZM1rsk21Lbdn+1BwAAAAAAgJERtwAAAAAAcPYOwhZxw3Qtk9yW2taltkXnLQAAAAAAABwQtwAAAAAAcNaELTyySnJXavu8/98AAAAAAACgM3ELAAAAAADnTtjCUz5kiFwuRS4AAAAAAAB9iVsAAAAAADhb+2jhf5I89N7CKM2TXGSIXFadtwAAAAAAAEyWuAUAAAAAgLO128wedpvZZZLfk3yKyIWnzZOsS20iFwAAAAAAgA7ELQAAAAAAnD2RCy+0yBC5bEtty85bAAAAAAAAJkPcAgAAAADAZIhceKFlku0+cnnXewwAAAAAAMC5E7cAAAAAADA5IhdeaJnkttS2LrUtOm8BAAAAAAA4W+IWAAAAAAAm64nIBZ6ySnJXarsstc17jwEAAAAAADg34hYAAAAAACbvUeRy3XcNI3YRkQsAAAAAAMCrE7cAAAAAAMDebjO7321m7yNy4XnzDJHLbalt1XkLAAAAAADAWRC3AAAAAADAIyIXXmCRZF1quyu1/dl7DAAAAAAAwCkTtwAAAAAAwDNELrzAIslfpbZtqW3ZeQsAAAAAAMBJErcAAAAAAMB3iFx4gWWS7T5yWXTeAgAAAAAAcFLELQAAAAAA8EIiF15gmeSu1LYWuQAAAAAAALyMuAUAAAAAAH6QyIUXWGWIXC5LbfPeYwAAAAAAAMZM3AIAAAAAAD9J5MILXGQfufQeAgAAAAAAMFbiFgAAAAAA+EUiF75jnuSi1HZXalv1HgMAAAAAADA24hYAAAAAAHglIhe+Y5FkvY9clp23AAAAAAAAjIa4BQAAAAAAXpnIhe9YJNmW2rYiFwAAAAAAAHELAAAAAAAcjciF71hmiFz+KrUtOm8BAAAAAADoRtwCAAAAAABHJnLhO/5McldqW4tcAAAAAACAKRK3AAAAAADAGxG58B2rJLeltstS27z3GAAAAAAAgLcibgEAAAAAgDcmcuEb5kkuMlxyuey8BQAAAAAA4E2IWwAAAAAAoBORC98wT3JRarsrta16jwEAAAAAADgmcQsAAAAAAHQmcuEbFknWpbbbUtuy8xYAAAAAAICjELcAAAAAAMBIiFz4hndJtqW2rcgFAAAAAAA4N+IWAAAAAAAYGZEL37DMELmsS22LzlsAAAAAAABehbgFAAAAAABGSuTCN6yS3O0jl3nvMQAAAAAAAL9C3AIAAAAAACMncuEbVhkil0uRCwAAAAAAcKrELQAAAAAAcCJELjxjnuQiQ+TyofcYAAAAAACAHyVuAQAAAACAEyNy4RnzJJ9LbXeltlXvMQAAAAAAAC8lbgEAAAAAgBMlcuEZiyTrUtttqW3ZeQsAAAAAAMB3iVsAAAAAAODEiVx4xrsk21LbttT2rvcYAAAAAACA54hbAAAAAADgTIhceMYyyW2pbV1qW3TeAgAAAAAA8B/ELQAAAAAAcGZELjxjleSu1Pa51DbvPQYAAAAAAOBfxC0AAAAAAHCmRC4840OGyOVS5AIAAAAAAIyBuAUAAAAAAM6cyIUnzJNcZIhcVp23AAAAAAAAEyduAQAAAACAiRC58IR5knWpTeQCAAAAAAB0I24BAAAAAICJEbnwhEWGyGVbalt23gIAAAAAAEyMuAUAAAAAACZK5MITlkm2+8jlXe8xAAAAAADANIhbAAAAAABg4kQuPGGZ5LbUti61LTpvAQAAAAAAzpy4BQAAAAAASCJy4UmrJHeltstS27z3GAAAAAAA4DyJWwAAAAAAgH8jcuEJFxG5AAAAAAAARyJuAQAAAAAAniRy4ZF5hsjlttS26rwFAAAAAAA4I+IWAAAAAADgm0QuPLJIsi613ZXa/uw9BgAAAAAAOH3iFgAAAAAA4EVELjyySPJXqW1balt23gIAAAAAAJwwcQsAAAAAAPBDRC48skyy3Ucui85bAAAAAACAEyRuAQAAAAAAforIhUeWSe5KbWuRCwAAAAAA8CPELQAAAAAAwC8RufDIKsltqe2y1DbvPQYAAAAAABg/cQsAAAAAAPAqHkUuX3vvoat5kosMl1wuO28BAAAAAABGTtwCAAAAAAC8qn3k8s8kfyS56TyHvuZJLkptd6W2Ve8xAAAAAADAOIlbAAAAAACAo9htZje7zeyPiFxIFknW+8hl2XkLAAAAAAAwMuIWAAAAAADgqEQuHFgk2ZbatiIXAAAAAADgX8QtAAAAAADAmxC5cGCZIXL5q9S26LwFAAAAAADoTNwCAAAAAAC8KZELB/5McldqW4tcAAAAAABgusQtAAAAAABAFyIXDqyS3JbaLktt895jAAAAAACAtyVuAQAAAAAAuhK5sDdPcpHhksuH3mMAAAAAAIC3I24BAAAAAABGQeTC3jzJ51LbXalt1XsMAAAAAABwfOIWAAAAAABgVEQu7C2SrEttt6W2ZectAAAAAADAEYlbAAAAAACAURK5sPcuybbUthW5AAAAAADAeRK3AAAAAAAAoyZyYW+ZIXJZl9oWnbcAAAAAAACvSNwCAAAAAACcBJELe6skd/vIZd57DAAAAAAA8OvELQAAAAAAwEkRubC3yhC5XIpcAAAAAADgtIlbAAAAAACAkyRyIck8yUWGyOVD7zEAAAAAAMDPEbcAAAAAAAAnTeRChsjlc6ntrtS26j0GAAAAAAD4MeIWAAAAAADgLIhcSLJIsi61bUtty85bAAAAAACAFxK3AAAAAAAAZ0XkQpJlku0+cnnXewwAAAAAAPBt4hYAAAAAAOAsiVzIELncltrWpbZF5y0AAAAAAMAzxC0AAAAAAMBZE7mQZJXkrtT2udQ27z0GAAAAAAD4d+IWAAAAAABgEkQuJPmQIXK5FLkAAAAAAMB4iFsAAAAAAIBJEblM3jzJRYbIZdV5CwAAAAAAEHELAAAAAAAwUSKXyZsnWZfaRC4AAAAAANCZuAUAAAAAAJg0kcvkLTJELttS27LzFgAAAAAAmCRxCwAAAAAAQEQuZJlku49cFp23AAAAAADApIhbAAAAAAAADohcJm+Z5K7Utha5AAAAAADA2xC3AAAAAAAAPEHkMnmrDJHLZalt3nsMAAAAAACcM3ELAAAAAADAN4hcJu8iIhcAAAAAADgqcQsAAAAAAMALiFwmbZ4hcrktta06bwEAAAAAgLMjbgEAAAAAAPgBIpdJWyRZl9ruSm1/9h4DAAAAAADnQtwCAAAAAADwE0Quk7ZI8lepbVtqW3beAgAAAAAAJ0/cAgAAAAAA8AtELpO2TLLdRy6LzlsAAAAAAOBkiVsAAAAAAABegchl0pZJ7kpta5ELAAAAAAD8OHELAAAAAADAKxK5TNoqyW2p7bLUNu89BgAAAAAAToW4BQAAAAAA4AhELpM1T3KR4ZLLZectAAAAAABwEsQtAAAAAAAARyRymax5kotS212pbdV7DAAAAAAAjJm4BQAAAAAA4A2IXCZrkWS9j1yWnbcAAAAAAMAoiVsAAAAAAADekMhlshZJtqW2rcgFAAAAAAD+nbgFAAAAAACgA5HLZC0zRC5/ldoWnbcAAAAAAMAoiFsAAAAAAAA6ErlM1p9J7kpta5ELAAAAAABTJ24BAAAAAAAYAZHLZK2S3JbaLktt895jAAAAAACgB3ELAAAAAADAiIhcJmme5CLDJZcPvccAAAAAAMBbE7cAAAAAAACM0KPI5b7zHN7GPMnnUttdqW3VewwAAAAAALwVcQsAAAAAAMCI7SOX35O8772FN7NIsi613ZbaFp23AAAAAADA0YlbAAAAAAAARq7Utkxy0XsHb+omycfdZnbfeQcAAAAAABzdb70HAAAAAAAA8LSDqGXZdwlv6D7Jp91mdt15BwAAAAAAvBlxCwAAAAAAwMiIWibpIUPUctV7CAAAAAAAvDVxCwAAAAAAwEiIWibpIcmXJFe7zeyh9xgAAAAAAOhB3AIAAAAAANCZqGUD6ZYkAAAgAElEQVSyrjNca7nvvAMAAAAAALoStwAAAAAAAHQiapmsr0k+iloAAAAAAGAgbgEAAAAAAHhjopbJuslwqeWm8w4AAAAAABgVcQsAAAAAAMAbEbVM1n2GSy1few8BAAAAAIAxErcAAAAAAAAcmahlsu4zXGq57rwDAAAAAABGTdwCAAAAAABwJKKWyXpI8iXJ1W4ze+g9BgAAAAAAxk7cAgAAAAAA8MpELZN2leFai6gFAAAAAABeSNwCAAAAAADwSkQtk3adIWq577wDAAAAAABOjrgFAAAAAADgF4laJu0mycfdZvZ37yEAAAAAAHCqxC0AAAAAAAA/SdQyaX9niFpueg8BAAAAAIBTJ24BAAAAAAD4QaW2RZLPSf7sPIW3d5/k024zu+68AwAAAAAAzoa4BQAAAAAA4IX2UctFklXfJXTwkCFqueo9BAAAAAAAzo24BQAAAAAA4DtELZP2kORLkqvdZvbQewwAAAAAAJwjcQsAAAAAAMAzRC2Td53hWst95x0AAAAAAHDWxC0AAAAAAACPiFom7ybJe1ELAAAAAAC8DXELAAAAAADAnqhl8m4yXGq56bwDAAAAAAAmRdwCAAAAAABMnqhl8u6TfNxtZl97DwEAAAAAgCkStwAAAAAAAJMlapm8hwxRy3XvIQAAAAAAMGXiFgAAAAAAYHJELZP3kORLkqvdZvbQewwAAAAAAEyduAUAAAAAAJgMUQtJrpJ8ErUAAAAAAMB4iFsAAAAAAICzJ2ohyXWGqOW+8w4AAAAAAOARcQsAAAAAAHC2RC0kuckQtdx03gEAAAAAADxD3AIAAAAAAJwdUQtJ/k7yUdQCAAAAAADjJ24BAAAAAADORqltnuRzRC1Tdp/hUst15x0AAAAAAMALiVsAAAAAAICTt49aPiT57yTzznPo4yHJl91mdtl7CAAAAAAA8GPELQAAAAAAwMkStZB91JLkareZPfQeAwAAAAAA/DhxCwAAAAAAcHJELexdJ/m028zuO+8AAAAAAAB+gbgFAAAAAAA4GaIW9m6SvBe1AAAAAADAeRC3AAAAAAAAoydqYe8mw6WWm847AAAAAACAVyRuAQAAAAAARkvUwt59hqjluvMOAAAAAADgCMQtAAAAAADA6Iha2HtI8lHUAgAAAAAA503cAgAAAAAAjIaohb2HJF+SXO02s4feYwAAAAAAgOMStwAAAAAAAN2JWjhwneFai6gFAAAAAAAmQtwCAAAAAAB0I2rhwHWST7vN7L7zDgAAAAAA4I2JWwAAAAAAgDcnauHATYao5abzDgAAAAAAoBNxCwAAAAAA8GZELRy4T/Je1AIAAAAAAIhbAAAAAACAoxO1cOA+w6WW6847AAAAAACAkRC3AAAAAAAAR1VqWyX5HFHL1D0k+bLbzC57DwEAAAAAAMZF3AIAAAAAABzFPmq5SLLou4QR+JTkareZPfQeAgAAAAAAjI+4BQAAAAAAeFWiFg5cJ/m028zuO+8AAAAAAABGTNwCAAAAAAC8ClELB26SvBe1AAAAAAAALyFuAQAAAAAAfomohQM3GS613HTeAQAAAAAAnBBxCwAAAAAA8FNELRy4zxC1XHfeAQAAAAAAnCBxCwAAAAAA8ENELRx4yBC1XPUeAgAAAAAAnC5xCwAAAAAA8CKiFg48JPmS5Gq3mT30HgMAAAAAAJw2cQsAAAAAAPBNohYeuU7yUdQCAAAAAAC8FnELAAAAAADwJFELj3zNELXc9x4CAAAAAACcF3ELAAAAAADwb0QtPHKT5NNuM7vpvAMAAAAAADhT4hYAAAAAACCJqIX/cJ/kvagFAAAAAAA4NnELAAAAAABMnKiFR+4zXGq57rwDAAAAAACYCHELAAAAAABMlKiFRx6SfElytdvMHnqPAQAAAAAApkPcAgAAAAAAE1NqW2aIWpZ9lzAinyJqAQAAAAAAOhG3AAAAAADARIhaeMJ1kk+7zey+8w4AAAAAAGDCxC0AAAAAAHDmRC084SbJx91m9nfvIQAAAAAAAOIWAAAAAAA4U6IWnnCT4VLLTecdAAAAAAAA/0/cAgAAAAAAZ0bUwhPuM0Qt1513AAAAAAAA/AdxCwAAAAAAnAlRC094yBC1XPUeAgAAAAAA8BxxCwAAAAAAnDhRC094SPIlydVuM3voPQYAAAAAAOBbxC0AAAAAAHCiRC084zrDtZb7zjsAAAAAAABeRNwCAAAAAAAnRtTCM74m+ShqAQAAAAAATo24BQAAAAAAToSohWfcZLjUctN5BwAAAAAAwE8RtwAAAAAAwMiJWnjGfYZLLV97DwEAAAAAAPgV4hYAAAAAABgpUQvPuM9wqeW68w4AAAAAAIBXIW4BAAAAAICREbXwjIckX5Jc7Tazh95jAAAAAAAAXou4BQAAAAAARqLUtkiyjqiF/3SV4VqLqAUAAAAAADg74hYAAAAAAOhsH7VcJFn1XcIIXWeIWu477wAAAAAAADgacQsAAPB/7N3NcRt3m+7hu10KgCFAEQy96TUUwaF3vTtkBKIiEBkBqQiIs8NumIEwW2zMDIQQkEHP4g/P8fhDakkkH3xc19LlV77L9VahXdW/fgAAgCKiFr5ileTDetk9VQ8BAAAAAAB4aeIWAAAAAAB4ZaIWvuIpLWpZVQ8BAAAAAAB4LeIWAAAAAAB4JaIWvmKT5Ha97BbFOwAAAAAAAF6duAUAAAAAAF6YqIWv2KZFLffVQwAAAAAAAKqIWwAAAAAA4IWIWviKbZJPSe7Xy25bPQYAAAAAAKCSuAUAAAAAAJ6ZqIVvWKRda9kU7wAAAAAAANgL4hYAAAAAAHgmoha+YZXkStQCAAAAAADwv4lbAAAAAADgJ4la+IZV2qWWVfEOAAAAAACAvSRuAQAAAACAHyRq4Rs2ST6sl91j9RAAAAAAAIB9Jm4BAAAAAIDvJGrhG7ZpUcuieggAAAAAAMAhELcAAAAAAMBEoha+YZvkU5L79bLbVo8BAAAAAAA4FOIWAAAAAAD4BlELE9wnuRW1AAAAAAAAfD9xCwAAAAAA/It+GM+SXKeFLfBPFmlRy6Z4BwAAAAAAwMEStwAAAAAAwF/8KWp5n+SseA77aZUWtayKdwAAAAAAABw8cQsAAAAAAOyIWpjgKckHUQsAAAAAAMDzEbcAAAAAAHDyRC1MsEm71LIo3gEAAAAAAHB0xC0AAAAAAJwsUQsTbJN8Wi+7m+ohAAAAAAAAx0rcAgAAAADAyRG1MME2yack9+tlt60eAwAAAAAAcMzELQAAAAAAnAxRCxMtktyul92meAcAAAAAAMBJELcAAAAAAHD0RC1MtEpyJWoBAAAAAAB4XeIWAAAAAACOlqiFiVZpl1pWxTsAAAAAAABOkrgFAAAAAIBj938ibOGfbdKilkXxDgAAAAAAgJP2S/UAAAAAAAB4Ketlt03yLslT9Rb2yjbJ1XrZvRW2AAAAAAAA1BO3AAAAAABw1AQu/Mk2yW0SUQsAAAAAAMAeEbcAAAAAAHD0/hS4bIqnUGeRFrXc7P7/AAAAAAAAwJ4QtwAAAAAAcBJ2QcNvadc7OB2LtKjlStQCAAAAAACwn8QtAAAAAACcjPWye0q74CJyOH6rJO92UcumeAsAAAAAAABfIW4BAAAAAOCkCFyO3iYtanm3Xnar4i0AAAAAAABMIG4BAAAAAODkCFyO0ibJ1XrZvRW1AAAAAAAAHBZxCwAAAAAAJ2kXuHyo3sFP2ya53UUti+oxAAAAAAAAfD9xCwAAAAAAJ2sXQ1xV7+CH3SZ5u152N9VDAAAAAAAA+HFvqgcAAAAAAECl9bJb9MOYJA/VW5hskXatZVO8AwAAAAAAgGcgbgEAAAAA4OQJXA7GKsmVqAUAAAAAAOC4/FI9AAAAAAAA9sF62S2S3Ffv4B+tkrxbL7t3whYAAAAAAIDjI24BAAAAAICd9bL7kGRRvYP/sUm71PJuvexWxVsAAAAAAAB4IW+qBwAAAAAAwD5ZL7urfhiT5LJ4yinbJrldLzuXdAAAAAAAAE6Ayy0AAAAAAPAX62V3FRdcKmyT3CZ5K2wBAAAAAAA4HS63AAAAAADAP9hdcJklmRdPORWLJB/Wy25bPQQAAAAAAIDXJW4BAAAAAIB/91uSz0nOq4ccsce0qGVTPQQAAAAAAIAav1QPAAAAAACAfbW7IvIuyVP1liO0SvJuvex+E7YAAAAAAACcNnELAAAAAAB8hcDl2W3SopZ362W3Kt4CAAAAAADAHhC3AAAAAADAN/wpcNkUTzlkmyRX62X3VtQCAAAAAADAn4lbAAAAAABggl3g8luSbfWWA7NNcpvk1/WyWxRvAQAAAAAAYA+JWwAAAAAAYKL1sntKu+AicJnmNsnb9bK72cVBAAAAAAAA8DfiFgAAAAAA+A4Cl0kWEbUAAAAAAAAwkbgFAAAAAAC+k8DlX62S/LpedlfrZbcp3gIAAAAAAMCBELcAAAAAAMAP2AUuH6p37IlVknfrZfdu9+8FAAAAAAAAJntTPQAAAAAAAA7Vetkt+mFMkofqLUU2SW7Xy25RvAMAAAAAAIADJm4BAAAAAICfcKKByzYtarmvHgIAAAAAAMDhE7cAAAAAAMBPOqHAZZvkU5L79bLbVo/h+PTDeJ7krHrHgdisl92megQAAAAAADwHcQsAAAAAADyDXeDyH0muq7e8kEXatZZN8Q6O212SefWIA3Gb5KZ6BAAAAAAAPAdxCwAAAAAAPJP1svvQD+NZksvqLc/oMckHUQsAAAAAAAAv5ZfqAQAAAAAAcEzWy+4q7crJoVslebdedr8JWwAAAAAAAHhJLrcAAAAAAMAzWy+7q34Yk8O84LJJu9TyWD0EAAAAAACA0+ByCwAAAAAAvIDdBZdV9Y7vsElytV52b4UtAAAAAAAAvCZxCwAAAAAAvJzfkjxVj/iGbZLbJL+ul92ieAsAAAAAAAAnSNwCAAAAAAAvZL3stkneZX8Dl/skb9fL7ma3FQAAAAAAAF6duAUAAAAAAF7QngYui7So5YOoBQAAAAAAgGriFgAAAAAAeGF/Clw2xVNWSX5dL7ur9bKr3gIAAAAAAABJxC0AAAAAAPAqdoHLb0kqLqU8JXm3Xnbv1stuny7IAAAAAAAAgLgFAAAAAABeyy4seZfXC1w2Sa7Wy+7X9bJbvdI/EwAAAAAAAL6LuAUAAAAAAF7RKwUu2yQf1svu7XrZLV7wnwMAAAAAAAA/TdwCAAAAAACv7AUDl22S2yRv18vu/pn/bAAAAAAAAHgR4hYAAAAAACiwC1w+POMfuUjy63rZ3ayX3UtehQEAAAAAAIBn9aZ6AAAAAAAAnKr1slv0w5gkDz/xx6ySXK2X3eY5NgEAAAAAAMBrc7kFAAAAAAAKrZfdIsnVD/xPV0nerZfdO2ELAAAAAAAAh8zlFgAAAAAAKPadF1w2ST6sl93ji44CAAAAAACAV+JyCwAAAAAA7IHdBZf7r/wt2yRX62X3VtgCAAAAAADAMRG3AAAAAADAnlgvuw9JFn/5y9skt0ne7gIYAAAAAAAAOCpvqgcAAAAAAAD/33rZXfXDmCSXaZdcbtfLbls6CgAAAAAAAF6QuAUAAAAAAPbMLnC5XS+7TfUWAAAAAAAAeGm/VA8AAAAAAAD+TtgCAAAAAADAqRC3AAAAAAAAAAAAAAAAUEbcAgAAAAAAAAAAAAAAQBlxCwAAAAAAAAAAAAAAAGXELQAAAAAAAAAAAAAAAJQRtwAAAAAAAAAAAAAAAFBG3AIAAAAAAAAAAAAAAEAZcQsAAAAAAAAAAAAAAABlxC0AAAAAAAAAAAAAAACUEbcAAAAAAAAAAAAAAABQRtwCAAAAAAAAAAAAAABAGXELAAAAAAAAAAAAAAAAZcQtAAAAAAAAAAAAAAAAlBG3AAAAAAAAAAAAAAAAUEbcAgAAAAAAAAAAAAAAQBlxCwAAAAAAAAAAAAAAAGXELQAAAAAAAAAAAAAAAJQRtwAAAAAAAAAAAAAAAFBG3AIAAAAAAAAAAAAAAEAZcQsAAAAAAAAAAAAAAABlxC0AAAAAAAAAAAAAAACUEbcAAAAAAAAAAAAAAABQRtwCAAAAAAAAAAAAAABAGXELAAAAAAAAAAAAAAAAZcQtAAAAAAAAAAAAAAAAlBG3AAAAAAAAAAAAAAAAUEbcAgAAAAAAAAAAAAAAQBlxCwAAAAAAAAAAAAAAAGXELQAAAAAAAAAAAAAAAJQRtwAAAAAAAAAAAAAAAFBG3AIAAAAAAAAAAAAAAEAZcQsAAAAAAAAAAAAAAABlxC0AAAAAAAAAAAAAAACUEbcAAAAAAAAAAAAAAABQRtwCAAAAAAAAAAAAAABAGXELAAAAAAAAAAAAAAAAZcQtAAAAAAAAAAAAAAAAlBG3AAAAAAAAAAAAAAAAUEbcAgAAAAAAAAAAAAAAQBlxCwAAAAAAAAAAAAAAAGXELQAAAAAAAAAAAAAAAJQRtwAAAAAAAAAAAAAAAFBG3AIAAAAAAAAAAAAAAEAZcQsAAAAAAAAAAAAAAABlxC0AAAAAAAAAAAAAAACUEbcAAAAAAAAAAAAAAABQRtwCAAAAAAAAAAAAAABAGXELAAAAAAAAAAAAAAAAZcQtAAAAAAAAAAAAAAAAlBG3AAAAAAAAAAAAAAAAUEbcAgAAAAAAAAAAAAAAQBlxCwAAAAAAAAAAAAAAAGXELQAAAAAAAAAAAAAAAJR5Uz0AAAAAAAAAdv5fkv+qHnEgVtUDAAAAAADguYhbAAAAAAAA2AvrZbeo3gAAAAAAALy+X6oHAAAAAAAAAAAAAAAAcLrELQAAAAAAAAAAAAAAAJQRtwAAAAAAAAAAAAAAAFBG3AIAAAAAAAAAAAAAAEAZcQsAAAAAAAAAAAAAAABlxC0AAAAAAAAAAAAAAACUEbcAAAAAAAAAAAAAAABQRtwCAAAAAAAAAAAAAABAGXELAAAAAJye/+iH8ax6BAAAp6sfxlmSWfEMAAAAAGBPiFsAAAAA4PRcJPnSD+Nl9RAAAE5LP4xn/TDeJfkScQsAAAAAsCNuAQAAAIDTdJbkoR/G3/thnFePAQDg+PXDeJ0WtVxXbwEAAAAA9sub6gEAAAAAQKnzJJ/7YXxM8mG97DbFewAAODK7mPohLrUAAAAAAP9C3AIAAAAAJMlFknk/jJ+S3K+X3bZ6EAAAh60fxlmSu7RnTQAAAACAf/VL9QAAAAAAYG+cJfmY5Pd+GC+LtwAAcKD6YTzrh/EmyZcIWwAAAACACcQtAAAAAMBfzZI89MP4uR/G8+oxAAAcjl0k/SUtmgYAAAAAmORN9QAAAAAAYG/N0664LJJ8WC+7be0cAAD2VT+M8yR3ScTRAAAAAMB3c7kFAAAAAPiWyyRf+mG8Kd4BAMCe6Ydx1g/jQ5LPEbYAAAAAAD/I5RYAAAAAYIqzJB/7Yfy/aVdcHqsHAQBQpx/GsyTXSd6nPSsCAAAAAPwwl1sAAAAAgO8xS/Kf/TB+7odxVrwFAIAC/TBeJPk9yccIWwAAAACAZ+ByCwAAAADwI+ZJvvTDeJ/kdr3stsV7AAB4Yf0wnie5S3sWBAAAAAB4Ni63AAAAAAA/4zotcrmuHgIAwMvoh/GsH8aHtGst8+I5AAAAAMARErcAAAAAAD/rLMldP4xf+mGcV48BAOD59MN4k+RLksvaJQAAAADAMXtTPQAAAAAAOBqzJJ/7YXxM8mG97Da1cwAA+FG7aPkh7RkPAAAAAOBFudwCAAAAADy3iyRf+mG86YfxrHoMAADT9cM464fxc5LPEbYAAAAAAK9E3AIAAAAAvJSPaZHLZfUQAAC+rh/Gs34Y75J8STIvngMAAAAAnBhxCwAAAADwks6SPPTD+Hs/jPPqMQAA/F0/jNdpUct19RYAAAAA4DS9qR4AAAAAAJyE8ySf+2FcJLldL7tN7RwAAHbx8V3asxoAAAAAQBlxCwAAAADwmi6TXPTD+CnJ/XrZbYv3AACcnH4YZ2lRy0XxFAAAAACAJMkv1QMAAAAAgJNzluRjkt/7YfRCJQDAK+mH8awfxpskXyJsAQAAAAD2iLgFAAAAAKgyS/Kf/TB+7ofxvHoMAMAx64fxMi1q+Vg8BQAAAADgb95UDwAAAAAATt487YrLIsmH9bLb1s4BADge/TDO04KWee0SAAAAAIB/53ILAAAAALAvLpN86YfxpngHAMDB64dx1g/jQ5LPEbYAAAAAAHtO3AIAAAAA7JOzJB/7Yfyy+8o4AADfaRcL/54WDwMAAAAA7L031QMAAAAAAP7BLMnnfhhXSa7Wy25TugYA4AD0w3iR5C7tWQoAAAAA4GCIWwAAAACAfTZP8qUfxvskt+tlty3eAwCwd/phPE+LWubFUwAAAAAAfsgv1QMAAAAAACa4TotcrquHAADsi34Yz/phfEjye4QtAAAAAMABE7cAAAAAAIfiLMldP4y/98M4rx4DAFBpF/1+SXJZPAUAAAAA4Ke9qR4AAAAAAPCdzpN87ofxMcmH9bLbFO8BAHg1u8j3IcmsdgkAAAAAwPNxuQUAAAAAOFQXSb70w3jTD+NZ9RgAgJfUD+OsH8bPST5H2AIAAAAAHBlxCwAAAAD8u231ACb5mOT3fhgvq4cAADy3fhjP+mG8S/Ilybx4Dt/mvyEAAAAA4AeIWwAAAADgX6yX3VOSt0lWxVP4tlmSh34YP/fDOC/eAgDwLHbx7pck18VTmOY27b8fAAAAAIDv1FUPAAAAAIBDsAsmHtIiCvbfIsntetltincAAHy33bPnXZLz4ilM85jkg2dPAAAAAPhx4hYAAAAA+A79MF4n+ZjkrHoL37RN8mm97G6qhwAATNEP4ywtarkonsI0T2lRy6p6CAAAAAAcOnELAAAAAHynfhjP0l46vCyewjSbtJcOH6uHAAD8k93z5XWS9xFRH4Jt2pXA++ohAAAAAHAsxC0AAAAA8IP6YTxPi1zmxVOYZpUWuTxVDwEA+EM/jJdplwFntUuY6D4tbNlWDwEAAACAYyJuAQAAAICf1A/jRVrkMiuewjSLtMjFC4kAQJl+GOdpUcu8dgkTrZJcrZfdpngHAAAAABwlcQsAAAAAPIN+GM+SXCd5n+SseA7ftk374vZ99RAA4LTsnhvvklwWT2GaTVrUsireAQAAAABHTdwCAAAAAM+oH8ZZ2he4L2uXMNEmXlYEAF5JP4w3EUMfim2ST+tld1M9BAAAAABOgbgFAAAAAF5AP4zztMhlXruEiVZpkcumeAcAcIT6YbxIu9YyK57CNIskH9bLbls9BAAAAABOhbgFAAAAAF5QP4yXaS8y+jr3YbhPcutFRgDgOfTDeJ72LDgvnsI0q7So5al6CAAAAACcGnELAAAAALywfhjPklynXXJh/23TXmpcVA8BAA7T7vnvY9ozIPtvkxY4L4p3AAAAAMDJErcAAAAAwCvph3GW9uXui+IpTPOUFrmsqocAAIejH8Y/omaX+/bfNsmnJPcu9wEAAABALXELAAAAALyyfhjnaZHLefEUpnlMi1w21UMAgP21e8Z7SDKrXcJEi7RrLZviHQAAAABAxC0AAAAAUMZXvQ+Kr3oDAP9od53vIcm8dgkTuc4HAAAAAHtI3AIAAAAAhfphPEsLXK6rtzDJJu0L34viHQBAsd1z3B+xMvtvmxa1LKqHAAAAAAB/J24BAAAAgD3gi98HZ5UWuayKdwAABfphvExyFxf4DsVtXOADAAAAgL0mbgEAAACAPdIP4zwtcpnVLmGiRdoXwL0oCQAnYPesdpfkvHgK0zymPattqocAAAAAAF8nbgEAAACAPdQP402S9/E18EOwTfJpvexuqocAAC9jd2XvY5LL2iVMtEly5coeAAAAABwOcQsAAAAA7Kl+GM/Svgx+WTyFaTZpXwZ/rB4CADyP3fPYdUTHh2Kb5Ha97O6rhwAAAAAA30fcAgAAAAB7rh/G87TIZV48hWlWaZHLU/UQAODH9cN4mXatZVa7hInu08KWbfUQAAAAAOD7iVsAAAAA4EB4wfLgeMESAA6QsPjgrJJcrZfdpngHAAAAAPATxC0AAAAAcED6YTxLcp3kfZKz4jl82zYtcLmvHgIAfN3uOesuyWXxFKbZpF3Le6weAgAAAAD8PHELAAAAABygfhhnaVdcLmuXMNEm7Yviq+IdAMA/6IfxJuLhQ7FN8mm97G6qhwAAAAAAz0fcAgAAAAAHrB/GedoXxs+LpzDNY9oXxjfVQwCApB/Gi7RnqVnxFKZZpD1LbauHAAAAAADPS9wCAAAAAEegH8bLtBczfW38MNwmufdiJgDU2F3Be0gyr13CRKskt67gAQAAAMDxErcAAAAAwJHoh/EsyXWSj9VbmGSb9uXxRfUQADgVu+elj2nPTOy/TVrUsijeAQAAAAC8MHELAAAAAByZ3ZfI75JcFE9hmqe0yGVVPQQAjlk/jH9EwC7d7b9tkk9x6Q4AAAAAToa4BQAAAACOVD+M8yQPSWa1S5hokfZl8k3xDgA4Krtnorsk58VTmOYxLfzdVA8BAAAAAF6PuAUAAAAAjpyvlB8UXykHgGfimt3Bcc0OAAAAAE6YuAUAAAAATkA/jGdpgct19RYm2aRdcVkU7wCAg7N77vkj7mX/bdOilkX1EAAAAACgjrgFAAAAAE5IP4znaV8wnxdPYZpV2sueT9VDAOAQ9MN4mfas42LdYbiNi3UAAAAAQMQtAAAAAHCS+mG8SHvxc1Y8hWkWaZGLFz8B4B/0wzhPu9Qyr13CRKskV+tltyneAQAAAADsCXELAAAAAJywfhhvkryPr5sfgm2ST+tld1M9BAD2RT+Ms7So5bJ2CRNt0qKWVfEOAAAAAGDPiFsAAAAA4MT1w3iWdsXlsngK02zSrrg8Vg8BgCq755friHQPxTbJ7XrZ3VcPAQAAAAD2k7gFAAAAAEiS9MM4T/vy+bx2CROt0r58vj6rVrUAACAASURBVCneAQCvqh/Gi7Qwd1Y8hWkWaWHutnoIAAAAALC/xC0AAAAAwP/SD+NlWuQyq13CRPdpX0L3wigAR60fxvO0qGVePIVpVmlRy1P1EAAAAABg/4lbAAAAAIC/6YfxLMl1kvdJzorn8G3btMDlvnoIADy33XPJXZLL4ilMs0mLWh6rhwAAAAAAh0PcAgAAAAD8q34YZ2kvk14UT2Gap7SXSVfVQwDgOfTDeBOx7aHYJvm0XnY31UMAAAAAgMMjbgEAAAAAvqkfxnla5HJePIVpHtMil031EAD4Ebtnj4cks9olTLRIuyK3Kd4BAAAAABwocQsAAAAAMFk/jJdpkYuvpx+G2yT362W3rR4CAFPsrsY9JJnXLmGiVVrUsireAQAAAAAcOHELAAAAAPBd+mE8S3Kd5GP1FibZpl1xWVQPAYB/s3u++Jj2jMH+26RFLYviHQAAAADAkRC3AAAAAAA/xJfVD84qvqwOwB5yGe7guAwHAAAAADw7cQsAAAAA8FP6YZynRS6z2iVMtEiLXDbFOwA4cbtniLsk58VTmOYx7RrcpnoIAAAAAHB8xC0AAAAAwLPoh/E6ycf46voh2Cb5FF9dB6DA7vrbXZKL4ilM85QWtayqhwAAAAAAx0vcAgAAAAA8m34Yz9JeVr0snsI0m7SXVR+rhwBw/HbPCX/EsOy/bdpzwqJ6CAAAAABw/MQtAAAAAMCz64fxPC1ymRdPYZpV2surT9VDADhO/TBepkUts9olTHSf5NaFNwAAAADgtYhbAAAAAIAX0w/jRVrkMiuewjSLtMjFi6wAPIt+GOdpUcu8dgkTrZJcrZfdpngHAAAAAHBixC0AAAAAwIvrh/EmyfskZ8VT+LZtkk/rZXdTPQSAw9UP4ywtarmsXcJEm7SoZVW8AwAAAAA4UeIWAAAAAOBVeMn14GziJVcAfoCo9aCIWgEAAACAvSBuAQAAAABeVT+M87TIZV67hIlWaZHLpngHAHuuH8aLJHdJZsVTmGaR5MN62W2rhwAAAAAAiFsAAAAAgBL9MF6mRS6z2iVMdJ/k1guwAPxVP4znaVHLvHgK06zSopan6iEAAAAAAH8QtwAAAAAAZfphPEtynRa5sP+2aS/DLqqHAFBv9zv+Me23nP23Sfsdf6weAgAAAADwV+IWAAAAAKBcP4yztC++XxRPYZqntJdjV9VDAKjRD+MfcepZ9Ra+aZvkU5J7F9gAAAAAgH0lbgEAAAAA9kY/jPO0yOW8eArTPKZFLpvqIQC8jt1v9UOSWe0SJlokufVbDQAAAADsO3ELAAAAALB3+mG8TItcfA3+MNzG1+ABjtruytpDknntEiZapUUtq+IdAAAAAACTiFsAAAAAgL3UD+NZko9Jrqu3MMkm7SXaRfEOAJ7R7vf4Ou03mf23TbuqtqgeAgAAAADwPcQtAAAAAMBe86X4g7OKL8UDHAWX1A6OS2oAAAAAwMEStwAAAAAAB6Efxnla5DKrXcJEi7TIZVO8A4DvtPvNvUtyXjyFaR7TrrVsqocAAAAAAPwocQsAAAAAcFD6YbxJ8j6+In8Itkk+rZfdTfUQAL5tdy3tLslF8RSmeUqLWlbVQwAAAAAAfpa4BQAAAAA4OP0wnqW9fHtZPIVpNmkv3z5WDwHg73a/q9cRjx6Kbdp1tPvqIQAAAAAAz0XcAgAAAAAcrH4Yz9Mil3nxFKZZpUUuT9VDAGj6YbxM8jHJrHYJE92nhS3b6iEAAAAAAM9J3AIAAAAAHLx+GC/SIpdZ8RSm8WIuQLF+GOdpUcu8dgkTrZJcrZfdpngHAAAAAMCLELcAAAAAAEehH8azJNdJ3ic5K57Dt23TApf76iEAp2T3e3mX5LJ4CtNs0q6ePVYPAQAAAAB4SeIWAAAAAOCo9MM4S/sS/WXtEibapH2JflW8A+Do9cN4ExHoodgm+bRedjfVQwAAAAAAXoO4BQAAAAA4Sv0wztMil3ntEiZapUUum+IdAEenH8aLtGsts+IpTLNIu9ayrR4CAAAAAPBaxC0AAAAAwFHrh/Ey7YVeX6k/DLdJ7r3QC/DzdtfMHiL0PBSrtKjlqXoIAAAAAMBrE7cAAAAAAEevH8azJNdpl1zYf9u0l3sX1UMADtHud+9j2m8f+2+T5NbvHgAAAABwysQtAAAAAMDJ2H3B/i7JRfEUpnlKi1xW1UMADkU/jH/EnC6W7b9tkk9xsQwAAAAAQNwCAAAAAJyefhjnSR6SzGqXMNFjWuSyqR4CsK/8th2cRdq1lk3xDgAAAACAvSBuAQAAAABOlq/bHxRftwf4B66SHRxXyQAAAAAA/oG4BQAAAAA4af0wnqUFLtfVW5hkk/al+0XxDoBSu9+vPyJN9t82LWpZVA8BAAAAANhH4hYAAAAAgPzPl+8fksxrlzDRKi1yWRXvAHh1/TBepl1rcXnsMNzG5TEAAAAAgK8StwAAAAAA/Ek/jBdpLwzPiqcwzSLtS/heGAaOXj+M87TfqPPiKUyzSnK1Xnab4h0AAAAAAHtP3AIAAAAA8A/6YbxJ8j6+in8Itkk+rZfdTfUQgJewuy72Mcll7RIm2qRFLaviHQAAAAAAB0PcAgAAAADwL/phPEv7Qv5l8RSm2aRdcXmsHgLwHHa/Q9cRWx6KbZLb9bK7rx4CAAAAAHBoxC0AAAAAAN/QD+N5WuQyL57CNKu0L+ZvincA/LB+GC/TrrXMapcw0X1a2LKtHgIAAAAAcIjELQAAAAAAE3nR+OB40Rg4OILKg7NKuxr2VD0EAAAAAOCQiVsAAAAAAL5DP4xnSa6TvE9yVjyHb9umBS731UMAvmb3+3KX5LJ4CtNs0qKWx+ohAAAAAADHQNwCAAAAAPAD+mGcpV1xuaxdwkSbJFfrZbcq3gHwN/0w3kQ0eSi2ST6tl91N9RAAAAAAgGMibgEAAAAA+An9MM7TvrR/XjyFaR7TvrS/qR4CsPsNeUgyq13CRIu035Bt9RAAAAAAgGMjbgEAAAAAeAb9MF6mRS6+un8YbpPce0EZqLC7/vWQZF67hIlWSW5d/wIAAAAA+G/27t6sjbVdw/CtDlSCSiCaWCUQTihXYFwBUAFQgRUqpATFiihhSlAHs4NX3vvb6+fz2AYejXSe6VqG6ziMxsncPB/HuAUAAAAA4J10/bhMcpfkvrqFSY5pv4F/Wx0CXIfTvxP3af9WcP6GtFHLtrgDAAAAAODiGbcAAAAAALwzv5F/dt7SRi776hDgcnX9+GP86MLX+TsmeYkLXwAAAAAAn8a4BQAAAADgg3T9uE4buaxqS5hom/Yb+ofiDuCCnP4teEpyU5zCNK9pg8ehOgQAAAAA4JoYtwAAAAAAfDC/rX9W/LZ+4F2crng9JbktTmEaV7wAAAAAAAoZtwAAAAAAfIKuH5dpA5e76hYmGdJecn6tDgHm5fS8/zFq5Pwd05732+oQAAAAAIBrZtwCAAAAAPCJun68SftN/uviFKbZp730/FYdApy/rh83ac94l7rm4TnJo0tdAAAAAAD1jFsAAAAAAAp0/Xib9gL0qjiFabZpIxcvQAN/0/XjOu1Sy7q2hIn2Sb4cdouhuAMAAAAAgBPjFgAAAACAQl0/PiT5Gr/lfw6OSV4Ou8VDdQhwHrp+XKWNWja1JUw0pI1a9sUdAAAAAAD8hXELAAAAAECxrh+XaVdcNsUpTDPEy9Fw9YwTZ+WY5PGwWzxXhwAAAAAA8M+MWwAAAAAAzkTXj+u0CwDr2hIm2qeNXIbiDuATdf14mzZIXBWnMM02ybfDbnGsDgEAAAAA4N8ZtwAAAAAAnJmuHzdpI5dVbQkTPaddBPDiNFywrh9v0kYt6+IUptmnjVreqkMAAAAAAPg54xYAAAAAgDPU9eMyyV2Sr0mWxTn83DFt4PJcHQK8r9Pz+CnJpjiFaYa0UctrdQgAAAAAANMZtwAAAAAAnLGuH1dpL1XfFqcwzVvaS9X76hDgz3X9eJd2ScvI8Pwdk7wcdouH6hAAAAAAAH6dcQsAAAAAwAx0/bhOG7ncFKcwzWvayGWoDgF+3emZ+z3JqraEibZp17OG4g4AAAAAAH6TcQsAAAAAwIx0/bhJG7m4IjAPj0meD7vFsToE+LnTtazvSda1JUy0Txu17Is7AAAAAAD4Q8YtAAAAAAAz0/XjMsl9krvqFiY5pl1x2VaHAP/Mc3V2hrRRy7a4AwAAAACAd2LcAgAAAAAwUy4MzM4+LgzA2XERa3ZcxAIAAAAAuEDGLQAAAAAAM9f14zpt5LKqLWGibdrIZSjugKt2enY+JbkpTmGa17QrWEN1CAAAAAAA78+4BQAAAADgQnT9eJfkPq4PzMExyctht3ioDoFrc7p69ZTktjiFad7SRi376hAAAAAAAD6OcQsAAAAAwAXp+nGZ9tL2pjiFaYa0l7Zfq0Pg0p2ejz9GgJy/Y9qVq+fqEAAAAAAAPp5xCwAAAADABer68SZt5LIuTmGafdrI5a06BC5R14+btFHLqraEiZ7Thi3H6hAAAAAAAD6HcQsAAAAAwAXr+vE2beSyKk5hmm3ayMUL3fAOun5cp41a1rUlTLRP8uWwWwzFHQAAAAAAfDLjFgAAAACAK9D140OSr0mWxSn83DHtYsFzdQjMVdePy7Rh36Y4hWmGtFHLvrgDAAAAAIAixi0AAAAAAFei68dV2gWDTW0JEw3xsjf8MmO+WTkmeTnsFg/VIQAAAAAA1DJuAQAAAAC4Ml0/rtNGLuvaEibap41chuIOOGtdP96mXWtZFacwzTbJt8NucawOAQAAAACgnnELAAAAAMCV6vpxk/YiuOsG8/Cc5NGL4PD/df14k/YsWxenMM0+bdTyVh0CAAAAAMD5MG4BAAAAALhiXT8uk9ylXXLh/B3TXgrfVodAtdPz6z7tGcb5G9KeX6/VIQAAAAAAnB/jFgAAAAAA0vXjKu3ywW1xCtO8pb0kvq8OgQpdP/4Y5bk8df6OSV6SPLs8BQAAAADAvzFuAQAAAADgf3X9uE4budwUpzDNa9rIZagOgc9wekZ9T7KqLWGibZJHzygAAAAAAH7GuAUAAAAAgL9xFWF2HuMqAhfsdF3qe5J1bQkTuS4FAAAAAMAvMW4BAAAAAOAfdf24TBu43FW3MMmQdiFhW9wB7+b0HPoxtuP8HdNGLdvqEAAAAAAA5sW4BQAAAACA/8rFhNnZp41c9sUd8Ee6ftwkeYoLUnPhghQAAAAAAL/NuAUAAAAAgEm6flynjVxWtSVMtE27oOBFc2bl9Kx5SnJTnMI0r2nPmqE6BAAAAACA+TJuAQAAAADgl3T9+JDka1xTmINjkpfDbvFQHQI/c7oSdZ9kU1vCREOSL65EAQAAAADwHoxbAAAAAAD4ZV0/LtMuK2yKU5hmSLus8FodAn91ep7cxWhuLo5JHg+7xXN1CAAAAAAAl8O4BQAAAACA39b1403ayGVdnMI0+7SRy1t1CCRJ14+btGstq9oSJnpOG7Ycq0MAAAAAALgsxi0AAAAAAPyxrh9v00Yuq+IUpvGCOqUM42Znn+TLYbcYijsAAAAAALhQxi0AAAAAALyLrh+XSe6SfE2yLM7h545pA5fn6hCux+k58ZRkU5zCNEPatafX6hAAAAAAAC6bcQsAAAAAAO+q68dVkvt4eX0uhrSLDPviDi5c148PMX6bi2OSl8Nu8VAdAgAAAADAdTBuAQAAAADgQ3T9uE670HBTnMI0+7SRy1DcwYXp+vE27VmwKk5hmm3atZZjdQgAAAAAANfDuAUAAAAAgA/V9eMm7cV21xrm4THJsxfb+VOnK07fk6xrS5honzZqeasOAQAAAADg+hi3AAAAAADw4bp+XCa5S3Jf3cIkx7SX3LfVIczP6fN+n/aZ5/wNSR593gEAAAAAqGTcAgAAAADApzldcnhKclucwjRvaSOXfXUI89D1448Rm0tN5++Y5CUuNQEAAAAAcAaMWwAAAAAA+HRdP66TfE+yqi1hom3aZYehuIMz5TM9O69pw7WhOgQAAAAAABLjFgAAAAAACrnyMCuuPPA3rjHNjmtMAAAAAACcJeMWAAAAAABKdf24TBu43FW3MMmQdsVlW9xBodPn9sc4jfN3TBu1bKtDAAAAAADgnxi3AAAAAABwFk4XIL4nWdeWMNE+7WX5t+oQPlfXj5u0ay0uLs3DY1xcAgAAAADgzBm3AAAAAABwVrp+vE17cX5VnMI027SRixfnL1zXj+u0Sy3r2hIm2if5ctgthuIOAAAAAAD4KeMWAAAAAADOUtePD0m+xnWIOTgmeTnsFg/VIby/01Wl+ySb2hImGtJGLfviDgAAAAAAmMy4BQAAAACAs9X14zLtisumOIVphrQrLq/VIfy50+fvLkZmc3FM8njYLZ6rQwAAAAAA4FcZtwAAAAAAcPa6frxJG7msi1OYZp92OWIo7uA3df14m/aZWxWnMM1z2rDlWB0CAAAAAAC/w7gFAAAAAIDZ6Ppxk+Q+XrifCy/cz4wh2ezs064lvVWHAAAAAADAnzBuAQAAAABgVrp+XCa5S/I1ybI4h587pg1cnqtD+Henz9VTkk1xCtMMaaOW1+oQAAAAAAB4D8YtAAAAAADMUtePq7SX8W+LU5hmSPLlsFvsizv4i64fH2IsNhfHJC+H3eKhOgQAAAAAAN6TcQsAAAAAALPW9eM6beRyU5zCNK9pFyeG6pBrd/rsfE+yqi1hom3aZ+dYHQIAAAAAAO/NuAUAAAAAgIvQ9eMmbeTi+sQ8PCZ59qL+5ztdPfqeZF1bwkT7JI+uHgEAAAAAcMmMWwAAAAAAuBhdPy6T3CW5r25hkmPaJYptdcg1OH0+7tM+I5y/IW3Usi3uAAAAAACAD2fcAgAAAADAxXGZYnb2cZniQ3X9+GP05bLRPLhsBAAAAADAVTFuAQAAAADgYnX9uE4buaxqS5homzZyGYo7LsbpM/CU5KY4hWle064ZDdUhAAAAAADwmYxbAAAAAAC4eK5WzMoxyUtcrfgjp+tFT0lui1OY5i1t1LKvDgEAAAAAgArGLQAAAAAAXIWuH5dpA5e76hYmGdJe9n+tDpmT08/5jzEX5++Y9nO+rQ4BAAAAAIBKxi0AAAAAAFyVrh9v0i5arItTmGaf9vL/W3XIuev6cZM2alnVljDRc5JHF4oAAAAAAMC4BQAAAACAK9X1423ayGVVnMI027SRiyHAX3T9uE4btaxrS5hon+TLYbcYijsAAAAAAOBsGLcAAAAAAHDVun58SPI1ybI4hZ87Jnk57BYP1SHnoOvHVdqoZVNbwkRD2qhlX9wBAAAAAABnx7gFAAAAAICrZyQwO0OufCRglDUrxySPh93iuToEAAAAAADOlXELAAAAAACcdP24Thu5rGtLmGifNnIZijs+TdePt0mekqyKU5hmm+TbYbc4VocAAAAAAMA5M24BAAAAAIC/6PpxkzZyWdWWMNFz2mWMix0QdP14kzZqWRenMM0+bdTyVh0CAAAAAABzYNwCAAAAAAD/oOvHZZK7tJEL5++YNibYVoe8p9PP4VOSTXEK0wxpP4ev1SEAAAAAADAnxi0AAAAAAPBfdP24ShsX3BanMM1b2rhgXx3yp7p+/DGuWla38FPHJC9Jni/5ghAAAAAAAHwU4xYAAAAAAJig68d12sjlpjiFaV7TRi5DdcivOv2sfU+yqi1hom2Sxzn+rAEAAAAAwLkwbgEAAAAAgF/Q9eMmbeTimsY8PGYm1zROV4K+J1nXljDRPm3Usi/uAAAAAACA2TNuAQAAAACAX9T14zLJfZK76hYmGdJGCNvijn90+nm6S/uZ4vwd064CbatDAAAAAADgUhi3AAAAAADAb3JpY3b2ObNLGy4Bzc5sLgEBAAAAAMCcGLcAAAAAAMAf6vpxnTZyWdWWMNE2beQyVAWcfmaektxUNfBLXtOutQzVIQAAAAAAcImMWwAAAAAA4J10/XiX5D6ucMzBMcnLYbd4+Mxverr285Tk9jO/L7/tLW3Usq8OAQAAAACAS2bcAgAAAAAA76jrx2XaeGFTnMI0Q9p44fUjv8np5+IuydcYP83BMe26z3N1CAAAAAAAXAPjFgAAAAAA+ABdP96kjVzWxSlMs08buby99xfu+nGTdtFn9d5fmw/xnDZsOVaHAAAAAADAtTBuAQAAAACAD9T1423ayGVVnMI027SRyx8PG7p+XKeNWtZ/+rX4FPskXw67xVDcAQAAAAAAV8e4BQAAAAAAPljXj8skd0m+JlkW5/Bzx7TLHc+/84dPf99PSTbvGcWHGdJGLfviDgAAAAAAuFrGLQAAAAAA8Em6flylXfLY1JYw0ZBfHD10/fgQI6a5OCZ5OewWD9UhAAAAAABw7YxbAAAAAADgk3X9uE4buaxrS5honzZyGf7tf+j68TbtWsvqc5L4Q9sk3w67xbE6BAAAAAAAMG4BAAAAAIAyXT9u0gYRrnzMw2OS5/8cRHT9eJP2d7iuiuKX7NNGLW/VIQAAAAAAwP8xbgEAAAAAgEJdPy6T3KVdcuH8HZN8S/Ka9nd2V5vDREOSx8NusS3uAAAAAAAA/oFxCwAAAAAAnIGuH1dpF0Bui1PgkhyTvOQvF3cAAAAAAIDzYtwCAAAAAABnpOvHddrI5aY4BeZum3atZSjuAAAAAAAAfsK4BQAAAAAAzlDXj3dJ7pMsq1tgZt6SfDvsFvvqEAAAAAAAYBrjFgAAAAAAOFNdPy7TBi531S0wA8e0Ucu2OgQAAAAAAPg1xi0AAAAAAHDmun5cJfmeZF1bAmfrMcnzYbc4VocAAAAAAAC/zrgFAAAAAABmouvHddrIZVVbAmfjNe1ay1AdAgAAAAAA/D7jFgAAAAAAmJmuHx+SfE2yLE6BKkOSL4fdYl/cAQAAAAAAvAPjFgAAAAAAmKGuH5dJnpJsilPgMx2TPB52i+fqEAAAAAAA4P0YtwAAAAAAwIx1/XiTNnJZF6fAR3tOG7Ycq0MAAAAAAID3ZdwCAAAAAAAXoOvHTZL7JKvaEnh3+yRfDrvFUNwBAAAAAAB8EOMWAAAAAAC4EF0/LpPcJfmaZFmcA39qSPLtsFu8VocAAAAAAAAfy7gFAAAAAAAuTNePq7QrLpvaEvgtxyQvh93ioToEAAAAAAD4HMYtAAAAAABwobp+XCd5SnJTnAJTbdOutRyrQwAAAAAAgM9j3AIAAAAAABeu68dN2shlWZwC/2af5PGwW+yLOwAAAAAAgALGLQAAAAAAcAW6flwmuUtyX90C/2FIG7VsizsAAAAAAIBCxi0AAAAAAHBFun5cpV1xuS1O4bodk7wkeT7sFsfqGAAAAAAAoJZxCwAAAAAAXKGuH9dJvidZ1ZZwhV6TfDvsFkN1CAAAAAAAcB6MWwAAAAAA4Ip1/XiX5D7JsrqFi/eWNmrZV4cAAAAAAADnxbgFAAAAAACuXNePy7SBy111CxfpmDZq2VaHAAAAAAAA58m4BQAAAAAASJJ0/XiT5CnJujiFy/GY5PmwWxyrQwAAAAAAgPNl3AIAAAAAAPw/XT/epo1cVsUpzNc+yZfDbjEUdwAAAAAAADNg3AIAAAAAAPyjrh8fknxNsixOYT6GtFHLvrgDAAAAAACYEeMWAAAAAADgX3X9uEy74rIpTuG8HZM8HnaL5+oQAAAAAABgfoxbAAAAAACAn+r6cZ3kPsm6toQztE3y7bBbHKtDAAAAAACAeTJuAQAAAAAAJuv6cZM2clnVlnAG9mmjlrfqEAAAAAAAYN6MWwAAAAAAgF/S9eMyyV2Sr0mWxTl8viFt1PJaHQIAAAAAAFwG4xYAAAAAAOC3dP24SvKU5LY4hc9xTPJy2C0eqkMAAAAAAIDLYtwCAAAAAAD8ka4f12kjl5viFD7ONsnjYbcYijsAAAAAAIALZNwCAAAAAAC8i64fN2kjl2VxCu9nnzZq2Rd3AAAAAAAAF8y4BQAAAAAAeDddPy6T3CW5r27hjwxpo5ZtcQcAAAAAAHAFjFsAAAAAAIB31/XjKsn3JOvaEn7DY5Lnw25xrA4BAAAAAACug3ELAAAAAADwYbp+XKeNXFa1JUzwmuTbYbcYqkMAAAAAAIDrYtwCAAAAAAB8uK4f75LcJ1lWt/A3b2mjln11CAAAAAAAcJ2MWwAAAAAAgE/R9eMyyVOSTXEKzTFt1LKtDgEAAAAAAK6bcQsAAAAAAPCpun68SRu5rItTrtlzksfDbnGsDgEAAAAAADBuAQAAAAAASnT9eJs2clkVp1yTfZIvh91iKO4AAAAAAAD4X8YtAAAAAABAqa4fH5J8TbIsTrlkQ9qoZV/cAQAAAAAA8DfGLQAAAAAAQLmuH1dJ7pNsaksuzjHJy2G3eKgOAQAAAAAA+DfGLQAAAAAAwNno+nGdNnJZ15ZchG2Sb4fd4lgdAgAAAAAA8N8YtwAAAAAAAGen68dN2shlVVsyS/u0UctbdQgAAAAAAMAUxi0AAAAAAMBZ6vpxmeQubeTCzw1po5bX6hAAAAAAAIBfYdwCAAAAAACcta4fV0mektwWp5yrY5KXJM+H3eJYHQMAAAAAAPCrjFsAAAAAAIBZ6PpxnTZyuSlOOSfbJI+H3WIo7gAAAAAAAPhtxi0AAAAAAMCsdP24SRu5LItTKu3TRi374g4AAAAAAIA/ZtwCAAAAAADMTtePyyT3Se6qWz7ZMcm3w26xrQ4BAAAAAAB4L8YtAAAAAADAbHX9uEryPcm6tuRTPCZ5PuwWx+oQAAAAAACA92TcAgAAAAAAzF7Xj+u0kcuqtuRDvKZdaxmqQwAAAAAAAD6CcQsAAAAAAHAxun58SPI1ybI45T28pY1a9tUhAAAAAAAAH8m4BQAAAAAAuChdPy6TPCXZFKf8rmOSx8Nu8VwdAgAAAAAA8BmMWwAAAAAAgIvU9eNN2shlXZzyK57Thi3H6hAAAAAAAIDPYtwCAAAAAABctK4fb9NGuDqzrwAAIABJREFULqvilP9mn+TLYbcYijsAAAAAAAA+nXELAAAAAABw8bp+XCa5S/I1ybI45z8NSb4ddovX6hAAAAAAAIAqxi0AAAAAAMDV6PpxleQ+yaa2JMckL4fd4qG4AwAAAAAAoJxxCwAAAAAAcHW6flynjVzWBd9+m3at5VjwvQEAAAAAAM6OcQsAAAAAAHC1un7cJHlKsvyEb7dPG7W8fcL3AgAAAAAAmA3jFgAAAAAA4Kp1/bhMcpd2yeUjDEkeD7vF9oO+PgAAAAAAwKwZtwAAAAAAACTp+nGVdsXl9p2+5DHJS5Lnw25xfKevCQAAAAAAcHGMWwAAAAAAAP5D14/rJN+TrP7gy2zTrrUMf14EAAAAAABw2YxbAAAAAAAA/kHXj3dJ7pMsf+GPvSX5dtgt9h8SBQAAAAAAcIGMWwAAAAAAAP5F14/LtIHL3U/+12PaqGX74VEAAAAAAAAXxrgFAAAAAADgJ7p+XCX5nmT9D//5McnzYbc4fmYTAAAAAADApTBuAQAAAAAAmKjrx9skT0lWSfZJvhx2i6EwCQAAAAAAAAAAAAAAgGvT9eNNdQMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwP+wd7dXbZ3bFoDnm3H+X04FUSqIXEHkCi6pIFDBcSqwXYF9KoBUYE4FkAqiVBDdCsKpYN0fe8vIGJsPA++W9DxjaCBkPqYTa7OR1tQCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgP1UVQdV9UdVHfXOAgAAAAAAAAAAAAAAwJ6pqvO6ctQ7DwAAAAAAAAAAAAAAAHuiqk7qcye9cwEAAAAAAAAAAAAAALDjqurohmKLggsAAAAAAAAAAAAAAABPq6oOv1JsUXABAAAAAAAAAAAAAADgaVTVvKr+vkO5parqpKoOemcGAAAAAAAAAAAAAABgB1TVQVX9dcdiy9ofCi4AAAAAAAAAAAAAAAB8s7Go8hAKLgAAAAAAAAAAAAAAADxcVZ08sNii4AIAAAAAAAAAAAAAAMDDVdWrbyy2rP1VVfPefx8AAAAAAAAAAAAAAAC2RFUdPlKxZe1vBRcAAAAAAAAAAAAAAABuVVXzsYzy2BRcAAAAAAAAAAAAAAAA+LKqOniiYstmwWXR++8JAAAAAAAAAAAAAADAxIzFlj+esNiy6aj33xcAAAAAAAAAAAAAAIAJqaqTZyq2KLgAAAAAAAAAAAAAAABwparePHOxRcEFAAAAAAAAAAAAAACApKqOOhVb1t71/m8AAAAAAAAAAAAAAABAB1U1r6q/O5dbqqpOev+3AAAAAAAAAAAAAAAA4BlV1aymUWxZU3ABAAAAgC32Xe8AAAAAAAAAAGyPqjpI8iHJQe8sG46q6mTMBgAAAABsmdY7AAAAAAAAAADbo6o+JDnsneMLlklettYuewcBAAAAAO7O5hYAAAAAAAAA7qSq3mW6xZYkmSc5t8EFAAAAALaLzS0AAAAAAAAA3KqqjpKc9M5xRza4AAAAAMAWUW4BAAAAAAAA4Kuqap7kj9457mmV5OfW2rJ3EAAAAADg65RbAAAAAAAAAPiisdhynuSgd5YHuMywwUXBBQAAAAAmTLkFAAAAAAAAgBtV1UGGYsu8d5ZvoOACAAAAABP3Xe8AAAAAAAAAAEzWh2x3sSUZNs6cV9WidxAAAAAA4GbKLQAAAAAAAAB8pqpOkix653gk64LLUe8gAAAAAMDnlFsAAAAAAAAA+MRYAjnqHOMpnCi4AAAAAMD0tN4BAAAAAAAA2B9VNU8yTzJL8v34NuNtB9c+fDVekmSZ5L9JLpIsW2uXTxoU9lhVLZKc987xxI5ba6e9QwAAAAAAA+UWAAAAAAAAnsxYZjlM8lOSxSN+6VWGosvvSc6UXeBxjPfZ83xeNttFb1trb3qHAAAAAACUWwAAAAAAAHhkVTVL8q8MpZbZM33bsyS/tdbOnun7wc6pqoMkf+T57rdTcNpaO+4dAgAAAAD2nXILAAAAAAAAj6KqFkle53E3tNzXKslvSd7b5gL3U1V/JJn3ztGBggsAAAAAAAAAAAAAwDarqkVVnde0/F1Vb2rYRAHcoqpO+t5luzvp/f8AAAAAAPaZzS0AAAAAAAA8SFXNkpyk76aW26yS/NpaO+sdBKaqql4ledc7xwQsk7y09QkAAAAAnp9yCwAAAAAAAPc2DsO/TrItm1HOkhwbWodPVdVhkg+9c0yIggsAAAAAdPBd7wAAAAAAAABsj6o6qKrzDFsetqXYkiSHSf4aB/mBJFU1z7B9iSvzJEe9QwAAAADAvrG5BQAAAAAAgDupqkWGDQ/bVGq5ydvW2pveIaCnqjpI8le2//782E5ba8e9QwAAAADAvrG5BQAAAAAAgFtV1VGS8+zGIPzrqjoZh/th74z/9nfl/vyYFFsAAAAAoBPlFgAAAAAAAL6qqt4kOemd45EdJTlXcGFPvUsy7x1iYo4VWwAAAACgn9Y7AAAAAAAAANNVVScZiiC7apnkZWvtsncQeA5jWe117xwTc9xaO+0dAgAAAAD2mc0tAAAAAAAA3Ggcgj/qHOOpzWODC3uiqo6i2HKdYgsAAAAATIDNLQAAAAAAAHxmHII/6Z3jGZ211n7uHQKeSlXNk5wnUeS6otgCAAAAABOh3AIAAAAAAMAnxiH4P3rn6OBta+1N7xDw2KpqluE+rdhyRbEFAAAAACZEuQUAAAAAAICPquogwxD8rHOUXl621i56h4DHMt6nz5PMe2eZEMUWAAAAAJiY73oHAAAAAAAAYFJeZ3+LLUlyMpYBYFecRLFlk2ILAAAAAEyQcgsAAAAAAABJkqpaJHnVO0dnswwFH9h6VfUuyWHvHBNxGcUWAAAAAJis1jsAAAAAAAAA01BVf8SGh7UfWmur3iHgoarqKMPWFoZiy8vW2rJ3EAAAAADgZja3AAAAAAAAsB6EV2y5ohTA1qqqefwbXlNsAQAAAIAtYHMLAAAAAAAAqaq/ksx655iYFwbi2TZjseU8yUHvLBOg2AIAAAAAW8LmFgAAAAAAgD1XVYdRbLnJv3oHgPuoqoMMG1sUWxRbAAAAAGCr2NwCAAAAAACw56rqPMmid46J+mdr7bJ3CLgL9+WPFFsAAAAAYMvY3AIAAAAAALDHqmoWw/Bfc9Q7ANxFVZ3EfTlRbAEAAACAraTcAgAAAAAAsN8OeweYuF96B4DbVNVRFLESxRYAAAAA2FqtdwAAAAAAAAD6qao/ksx755i4H1prq94h4CZVtUhy3jvHBKyS/KzYAgAAAADb6R+9AwAAAAAAANBHVR1EseUuFklOO2eAz1TVPMmH3jkmYJlhY8tl7yAAADyeqpolmd3wR/MkB1/4tB+/8mdfctvvxhf3+Fq/33DbZYZz1o/vK2UDAHzO5hYAAAAAAIA9VVWHMRh/F6ettePeIWDTWE77IzcP++0TxRYAgAkai9ibJZPFtQ+5XkKZZX/PbVfjZX39/8brywzFGGUYAGAv2NwCAAAAAACwv2xtuZtF7wBwg/Ps7/DfmmILAMAzqarFeHVzy8n3uTontRn04Wa55dy+qtZXL8a3yyT/Hd9ettYuPv8sAIDtYnMLAJMzvtqcBzxgGpaeGAYAAIDdVVXnUdy4q396nISpqKqTJEe9c3Sm2AIA8Eg2iivrt+utKrMoVG+biwzbXv7McM68svUFANgWyi0ATM74oMl57xxAkuHJ4YveIQAAAICnUVV/ZxhY4nYeJ2ESqupVkne9c3Sm2AIAcA9VNctQUpln+B3wp/GPFn0S0cEyySpXpZdla23VMxAAwHX/6B0AAAAAAACAbhRb7m7WOwBU1WEUWxRbAAC+YHwx0YMMJZYfc1Vogfl4OVzfUFXJsOllmaH0cqHwAgD0pNwCAAAAAACwh8ahJ+5u1jsA+62q5klOeufoTLEFACAfzw1nuSqxrN+H+1pkY4NPVV1mOO/+PUPZ5aJLKgBgLym3AAAAAAAAwO2+7x2A/VVVB0nOs9/bls6SHCu2AAD7ZiyybJZYFl0DsesOclV4eT1ud1lm2PCyLrw4JwcAnoRyCwAAAAAAwH6a9Q6wZWa9A7CfFFuSJKettePeIQAAntp47ncYRRamZV2wepUkVbVM8p/Y7AIAPDLlFgAAANgy45NbB621Ve8sAABstVnvAMCdvMswSLavFFsAgH0yT3LSOwTcYl12eV1Vlxm2uqzLLquOuQCALafcAgAAABM1lljWTxB8v3H9IMnbJG+6hQMAAODJVdWbJEedY/Sk2AIAANO23jZ0mHzc6vJbhqLLsmcwAGD7KLcAAABAZ7eUWAAAANhDVXWU5HXvHB0ptgAAwPZZP8eVqlolOUvym6ILAHAXyi0AAADwTKpqlmSWZJGhxDKLEgsAAADXVNU8ybveOTpSbAEAgO03S/Iqyaux6PLvJGettVXHTADAhCm3AAAAwCP7Qoll0SsPAAAA22P8nfI8+/tCCIotAACwe2YZCvzvqmqZq6LLZddUAMCkKLcAAADAAymxAAAA8Jiq6iDJhyi2AAAAu2ue5CRD0eUsyW+ttYu+kQCAKVBuAQAAgFsosQAAAPBMTjIMeu2jt621N71DAAAAz+YgyVGSI9tcAIBEuQUAAAA+UmIBAGDPLHsHAK5U1bskh71zdHLcWjvtHQIAAOhmc5vLaZJ/t9ZWXRMBAM9OuQUAAIC9U1XzDMWVeZRYAADYX14J9X6UgXgyVXWU5FXvHJ0otgAAAGsHGX43ejWWXH5rrV10TQQAPBvlFgAAAHbWtRLLjxvXAQAA5Zb7+m/vAOym8XfXk945OlFsAQAAvuQoyVFVXSR5q+QCALtPuQUAAICtp8QCAAD311pbVlXvGNtk1TsAu2f8ffa8d45OFFsAAIC7WCRZKLkAwO5TbgEAAGCrVdV5hge1AQCA+1tlKIdzu1XvAOyWqjrIsLHloHeWDhRbAACA+1pEyQUAdtp3vQMAAAAAAADQzbJ3gG1haIYn8CH7uXVUsQUAAPgWiyTnVXVeVbPOWQCAR6TcAgAAAAAAsL/+7B1gSygB8aiq6iT7uYVUsQUAAHgsiyR/VdXJuBkTANhyyi0AAAAAAAD766J3gC1x0TsAu6OqjpIcdY7x3C6T/KzYAgAAPIGjDCWXN51zAADfSLkFAAAAAABgT7XWLjIMnfN1v/cOwG6oqkWSk945ntllkpettbPeQQAAgJ11kOR1Vf01/t4FAGwh5RYAAAAAAID9ZuD8FobyeQxVNU/yoXeOZ7Yutix7BwEAAPbCLMl5VX2oqoPeYQCA+1FuAQAAAAAA2G+2knzdae8AbL9xqOpDhlcT3heKLQAAQC+HSf6qqsPeQQCAu1NuAQAAAAAA2GOttdMMQ+jc7D+9A7ATzjO8gvC+UGwBAAB6O0jywRYXANgeyi0AAAAAAACc9g4wUavW2lnvEGy3qjpJMu+d4xkptgAAAFNiiwsAbAnlFgAAAAAAAP7dO8BE/dY7ANutql4lOeqd4xkptgAAAFO03uJyYosLAEyXcgsAAAAAAMCea62tYnvLdZdJ3vcOwfYaXxX4Xe8cz0ixBQAAmLqjJOdVtU/bNQFgayi3AAAAAAAAkCRveweYmH+31i57h2A7jYNSJ71zPKNlkheKLQAAwBaYZyi4HPUOAgB8SrkFAAAAAACA9fYWm0oGq9bam94h2E5VdZDkQ5KD3lmeyTLDxpZV7yAAAAB3dJDkpKr2adsmAEyecgsAAAAAAABrb5OseoeYgOPeAdhOY7HlPMmsc5Tnsi622HIEAABso1dVdT7+LgcAdKbcAgAAAAAAQJJkHFDf92LH+9baRe8QbK3DJPPeIZ6JYgsAALALFknOq2rWOQcA7D3lFgAAAAAAAD4aix3ve+foZJlhew08SGvtNPvxb0ixBQAA2CXzJH9U1b68WAEATJJyCwAAAAAAAJ9orf2aYXh9n1wmOTasz7dqrb3Jbm9AUmwBAAB20UGGDS6L3kEAYF8ptwAAAAAAAHCTl9mvgsvPrbV9+vvyhMYNLscZSlO7RLEFAADYZeuCy1HvIACwj5RbAAAAAAAA+Mw4vP4yuzecf5Pj1tpF7xDslrHgskv3IcUWAABgX5wouADA81NuAQAAAAAA4EYbBZdd3mhyPJYQ4NGN24B2oeByGsUWAABgvyi4AMAzU24BAAAAAADgizaG83et4HKZ5GfFFp7aeB/6Idt7HzptrR0rtgAAAHtIwQUAnpFyCwAAAAAAAF+1scHlrHeWR3KZYQvFrvx9mLgt3oJ02lo77h0CAACgo5OqWvQOAQD7QLkFAAAAAACAW7XWLltrPyd52zvLN7pI8sO4TQOezUbB5bRzlLtSbAEAABh8qKp57xAAsOuUWwAAAAAAALiz1tqbDAP6q75JHuRta+3lWDKAZzeWxI4z/YKLYgsAAMCVgyTnCi4A8LSUWwAAAAAAALiX1tpFkhdJ3neOclfLJC/GYg50NxZHproFSbEFAADgcwdJTqrqoHcQANhVyi0AAAAAAADc27iB4tcMJZeLznG+5DLJcWvtRWtt2TsMbBrLVlMrkSi2AAAAfNk8yYfeIQBgVym3AAAAAAAA8GCttWVr7WWSl5lOyeUyw1aMH1prp52zwBeN/z6PM/yb7U2xBQAA4HaLqnrXOwQA7CLlFgAAAAAAAL5Za+1iLLm8SHKaPsP6ywybWv7ZWnvTWptCYQC+aiy4vEzfgsuvii0AAAB39qqqjnqHAIBdo9wCAAAAAADAoxk3uRwn+SHDRoqzPO3Q/jLJ+yQvWmsvbGphG7XWlhkKLqsO3/64tfa+w/cFAADYZu+qat47BADskn/0DgAAAAAAAMDuGbemnI6XjAMfiyQ/JZklecgAyGWGMssyyZ9JLlprq2/NClPQWltW1Ysk53nY/eMhjhXCAAAAHuQgyUmGDbYAwCNQbgEAAAAAAODJjZsp1ltWkiRVdZBPh/gXG9fXRZb15188bULor7V2WVUv8zwFF8UWAACAbzOvqnettV97BwGAXaDcAgAAAAAAQBfjdpeLjZsubv5I2B/j/eJFVZ0kOXqib6PYAgAA8DheVdV/vCgHAHy773oHAAAAAAAAAOBTrbXjJKdP8KUVWwAAAB7XybidFgD4BsotAAAAAAAAABM0Flx+fcQvqdgCAADw+GZJXvcOAQDbTrkFAAAAAAAAYKJaa++THD/Cl1JsAQAAeDqvqmrROwQAbDPlFgAAAAAAAIAJG0spPye5fMCnXyZ5odgCAADw5N71DgAA2+wfvQMAAAAAAAAA8HWttbOqWiU5T3Jwx0+7TPKytbZ8smAAAPD8VuNl7TLJnzd83DK3FMRbaxffGuYr2zo2b/+IlENRAAAgAElEQVSfJPPx+sHGdXbLvKpejRs4AYB7Um4BAAAAAAAA2AKttWVVvUzyIcnslg9XbAEAYBtdJPk9nxZYLqd8XvuVgsyXbv+oqmYZzu3XhZd1CWZ9O9vndVWdttYesnkTAPaacgsATNNFhgdroLdV7wAAAAAAwJWx4PIiwwaXL73as2ILAADb6vfW2pveIZ5La22Vq+flz67/eVXNMxRfFkm+z1B4WTxHNh7sIMm7JMe9gwDAtlFuAYBp2qsHawAAAAAAuLvW2uW4weWmgotiCwAA7IiN8/qLzdvH0ss8yY8Zyi5fKr7Tx1FVvR3LSwDAHSm3AAAAAAAAAGyZ1tplkhdVdZLkaLxZsQUAAPbAeM7/yXl/VS0yFF3+N8ouU/A6trcAwL181zsAAAAAAAAAAA/TWjtOchrFFgAA2GuttYvW2pvW2osk/8xQrDjN8LsCz++oqma9QwDANlFuAQAAAAAAANhiY8HlhWILAACQDJseW2unrbXj1to/k/wcRZceXvcOAADbRLkFAAAAAAAAYMu11la9MwAAANPUWjvbKLocJ7noHGlf2N4CAPeg3AIAAAAAAAAAAACwB8aNLi+T/JDkfWxzeWq2twDAHSm3AAAAAAAAAAAAAOyR1tqqtfZrhpLLr0lWfRPtLNtbAOCOlFsAAAAAAAAAAAAA9lBr7bK19r619kOS4yi5PIWj3gEAYBsotwAAAAAAAAAAAADsudba6VhyeZvksneeHfKv3gEAYBsotwAAAAAAAAAAAACQJGmtvUnyQ5L3naPsioOqOuodAgCmTrkFAAAAAAAAAAAAgI9aa5ettV+TvEiy7J1nB/zSOwAATJ1yCwAAAAAAAAAAAACfaa0tW2svkrztnWXLLapq1jsEAEyZcgsAAAAAAAAAAAAAX9Rae5Nhi8uqb5Kt9q/eAQBgypRbAAAAAAAAAAAAAPiq1toyQ8HlonOUbXXYOwAATJlyCwAAAAAAAAAAAAC3aq1dttZeJjntnWULzapq3jsEAEyVcgsAAAAAAAAAAAAAd9ZaO07ya+8cW+iX3gEAYKqUWwAAAAAAAAAAAAC4l9ba+yTHvXNsmcPeAQBgqpRbAAAAAAAAAAAAALi31tppFFzuY1ZV894hAGCKlFsAAAAAAAAAAAAAeJCx4PK2d44t8kvvAAAwRcotAAAAAAAAAAAAADxYa+1NktPOMbbFoncAAJgi5RYAAAAAAAAAAAAAvklr7TjJsneOLTCvqoPeIQBgapRbAAAAAAAAAAAAAHgMPye57B1iCxz2DgAAU6PcAgAAAAAAAAAAAMA3a62tkhz3zrEFfuodAACmRrkFAAAAAAAAAAAAgEfRWjtL8r53jolb9A4AAFPzj94BAACA/VRVB0nm125eja/kAwA7rarmSQ6u3bxsrV32yANwmxuOW87dAXbI9eN8a+2iXxoAAGBHvE1ymGTWOcdUzapq5jE2ALii3AIAANxbVc1y9SDkYnz7P/m0rHJTeeUuX/u2D1mNl02/b1xfJlkPBhsSBuCbVNVi493rg90/3fApixtuu8/3u+1DLq69v0zy343rl4lhROBT14rlm8eyzePYvc/fbzlmrfLpeftlkj83ri/XH+cJfIBvt/FYzebx/Pt8OkS2uMfX+9ofbz72snl8X42Xy9ba8vNPAwAA9klr7bKqfk3yoXeWCZvn8+e+AWBvKbcAAAA3God51wMR62GIm15l/rnN8vmr+yy+9MHjMMbm8Ny6CLPMMGxx8ZjhANgOG8N/68tmSXMKP+++ZHHL+0k+GUZcDx6uSzDLDIPkhg1hx2wUWNbHsJ/ywML5I5nl8/P2w5s+8Avn7Ov3lV8ARteO9d+Pb2d5/ldBvv6z5bPj+7Vj+yrJ/2Uoajuuw475wobuxbX3r78w0qbn+h18lS+Xr5OrF5NwnAKAR9RaO6uqi3zjC0PtsJ+SnPUOAQBTodwCAAB7bhzuXQ9G/JQ+QxFP7SBXD5guNv9gY/j3IlfDFgZ/AXZAVa2H/TaLmuvLvlgPDy02bxx//q3Gy+8ZfvYtDfDAdhiPb/MkP+bTQss2u+2cfT0c/WecrwN74IbHa7bxWL95bE+S18nH4/pFhuP5nxnOQx3TYSK+svXvx43r23hMmuXr5evX6yvXHjNOlK8B4Fu9jXLLl/R6YRoAmCTlFgAA2DPjRpZFhicjF9m+JyGfyuL6DTcM0V1kGLi4fMZcANxiY8h7lt0taj6F2XhZrG+oqvWwzrrwcuHnHvS1MVy4yPYONz+G9bH+4wDixnD0KlfD0RfPHw3g243ntIsMx/pFdv9Yv8in56HJcEz/PR5/gSezcW65WWD5aXy7r+eZX7O49jbJZ+eh681UjlsA8AWttYuqOk1y1DnKFC16BwCAKVFuAQCAHTcORxzmajiC+9kcolu/wuhlhicsFV4AntG1Ae/vc3WM5vGsX117sb6hqpbZGDT0Mw+e3kYh/X/jOHebxeY717YB/B5bqYCJGjezbD5eY6D86jx0/fjLRa7OQS96hYJtMx5fZrk6T/opn5ZZeByLjevr49Yqn56HXjx7KgCYrt+i3HKjqprbZgkAA+UWAADYMePg7yLDINxhDEc8hYMM/203Cy+reOIS4NFcK7L8mKvNLDy/dYnoVfKx7PJbhiFDT7jBIxgHEBcZzuEXcQ7/rRbjZX3cWuXTkt6qTyxg343lxfXjNbOuYbbDYry83nihkf8kOVO4ho/HlFmutpgqsPQ3Gy+HyedbqTxmDMA+G7e3XMSLMd5kluF5ZgDYe8otAACwA8YB4MNcDUjw/Ga5+YnLdeHFK93z2H6qqje9Q+wpwwhPYBzKmWcYyFFkmbaPG3PGgfGzJL8pusD9bLxi/y8xhPjUZhleGfQo+eTY5Tz9FlV1lP38mXyqBMVjqarNx2uUFx9u84VGTqrqLIou7IkbSizr62yHRW4u6ildA7CPfotyy03mGR6rAoC913oHAIDrxgfpz3vn6Oxta+1N7xDA9I0DEr9EoWVbLPNp2WXVN85uqKrzeCCc5+Vc7RuNA92bRZZFzzw8mlWGJycNBMMXjKX0oyi0TM266HLm+PWpPT7XfqnMzLeoqnmGY/1RFFqeg6ILO2Hjd+V5hg2m6/fZXevNqM5DgY/MSyTxGPxOq6q/4/ek6y5aay97h/h/9u72OoorWwPwPrPu/9FE4HYEFhHQRGARgaUIDBFIRACOQHIE4AhoIkCOwO0IRhPBvj+qZAQI9NXqXdXnedZiYc/1nXltQ3V11X7PBoApsLkFAABmZnzJ+WsYkJijy5fThxFOjAb6MX52LWMosyzDCbO7ahERxzGcRruKYZvLWWUgmAql9Mm73ATwOjPPYzhN20Yq4E6uFBh/Dfe723b1Ov4uIn5zDWfqxhLcZYnFoQ/9uvx1cHkf+lso6gGw+84i4kV1iInxzh8ARsotAAAwE+NA3K/hRecuWcTw8PZFRMT4AvPypFFDGMBsjYN9yxjKLAdhuK9Hy4hYZubrGF5W/uYUWnozFvsOYyi1LCqzcCeXA4YvrpTRFV2AbxpP1r7c0kKty4LR4XgNfxWGxJmAsciyjE/bWJaFcZiu/Yg4jYjTzDyL4R50VZoIAB7H76Hc8iXb+gBgpNwCAAATl5mHMZyCvqhNwhZcDtIdZ+ZFDIN0f7TW3tXGArjZlWGdn8OgDp/sxVjkNJxDLww575RFfLqGrWO4P1fWAyLin+c1v4YhpKlaxDAk/nq8D3X9ZiuubC61kYWHOIxPRb3fIuJMUQ+AXdFaOx8/4xbFUSYlMxe+swBAxL+qAwAAAF/LzL3MPMnMv2J4Eb8ojsT2XZ42+jYHb8fBGYDJyMz9zHw9fl59jIjXYXCHbzuMiPeZ+X4c/oedkpmHmfk+It6HYssuWsRQdPkrMz+O/773ijMBW3bN8xrFlum7LFv/lZmn7kPZtMxcjteFt5n534i4vD68CN+PebhFDM9a/hqfvyxq4wDAxqyqA0zQojoAAEyBcgsAAExMZr6I4SWobS1cdRARp5n533EYY1EdCOhbZp7EUGh5ET6vuJtlKLmwQ8aSw+UQ47I4DtuxH8O/7/8alIY+XJZawvOauTsM96E8wHgtOBhLBh8zM2MoNh/H8OxO8ZXH8mVRb1GcBwAe6o/qABPk8AQACOUWAACYjCtDca/Di1C+7XKjy0VxDoBVdQBmbxmGC5mxL0oti+I41DmM4Vr2l02LsHuuKbV4XrMbluE+lFv4sswSEf+NiLcxlAwMH1LlMJRcAJi/VXWACfJ9EwBCuQUAAMpl5jIz34ehOG7vvLWm3AJUcx1iU5YxDBcazGEWlFr4hkVEPK0OAWyGUks3lqHkwhfGZ7UnyizMwGF8Krn4nAJgVsb3nOfVOSbmh+oAADAFyi0AAFBkHJQ4jYj3MbxMh9vysBco11pzLWLTDiPi4zhICpMzntqt1ML3fKgOADzcuIXpYyi19GQZQ8nlrbJ13zLzvzE8qz0OZRbm4zCGksuJkgsAM+Mdw+cW1QEAYAqUWwAAoMA4KPFXDC+e4K4MzQFT4eUTm7YXEceZ+dHp2UxFZu6PmxbfhpfMfN+qOgBwf+O2ho+hxNizgxgGxF8bEO+Wf+/M1V4MpayPmXlQHQYAbunP6gAAwPQotwAAwBaN21rexzAo4WUp92WYHJiKi+oA7Kz9GE7PNlhImSubFj+GTYvcbN1aW1eHAO7ui826NjUQEfEihpLLYXUQgDtaRMTbzHxvExUAM+B95+d8HwWAUG4BAICtGU9M+ysMxvEwF601D3uBqbBJisf2IoaTZ73YY6sy80XYtMjdrKoDAHfnes937EXE6Tgg7l4UmJtlDN+lX1QHAYDv8L7zcw55AoBQbgEAgEd35QTQt+GhFA+3qg4AcMW6OgBdWMQwlHNSnIMOZOZ+Zn6MiNfh3p27+aM6AHB7rvfcwTLciwLztBcRr21xAWCqWms2wwMAX1FuAQCARzSe7Pg+nADK5vxZHQDginV1ALpyPA7lGEBl48ZC+klEfIwIp7NzH6vqAMDtuN5zT8eZaaMgMEfLGEp6h8U5AOA6q+oAU6KQCgDKLQAA8GjGl0Xvw7AEm7WqDgBwxXl1ALqzjGEox/0VG5OZyxiGnI+LozBf504bhem7sq3F9Z772g9bXIB52ouI08x868AIAJi0RXUAAKim3AIAAI9gfMl9GsNLI9iY1tqqOgPApXGQ1zAv27aIiPdOnWUTxvv29+HFMQ+zqg4AfF9mvggHkLA5trgAc3UQDowAYFo+VAcAAKZFuQUAADYsM0/DKaA8DhsSgClybaLC5amzL6qDME9O72fDDGLARGXmXma+jYjX4QASNms/FK6BeVqE6xcAAAATpdwCAAAbMg5MfIyIw+os7KxVdQCAa6yrA9C112OxGG5tHOJyej8b01p7V50B+Np4Kv3HGE6ph8dwWbg+zUzlKWBOLq9fJ9VBAAAA4CrlFgAA2IDxBbYBOR7bn9UBAK7xd3UAuneo4MJtjGX004g4Daf3szmr6gDA18btbh9jOJ0eHtthDFsQPBcE5ubY92kAitkMDwB8RrkFAAAeSLGFLVpVBwC4xqo6AISCCzcYh03fhy2LbN6H6gDAJ1eKjK+rs9Cd/RgKLjYFAXNzmJkfbaACoMhFdYCJWVQHAIBqyi0AAPAAii1s0UVrbV0dAuAaXj4xFQouXGscMnXPzmNZVQcABlee0RwWR6FfexHxdtwcBDAnlwU9BRcAqLWoDgAA1ZRbAADgnhRb2LJVdQCA67TWzqszwBUKLnxmHC59G8OwKWzaRWttVR0C+GdD11/hGQ3T8No9KTBDCi4AAACUU24BAIB7UGyhwJ/VAQC+Q8GFKTnMzJPqENQbh0pfV+dgp62qAwCfbegyjMuUHGbmR0PiwMwouAAAAFBKuQUAAO5HsYVtW1UHAPiOi+oA8IXjzDysDkGNzNzLzI8RcVidhZ33oToA9G78vLehi6kyJA7MkWsXAAAAZZRbAADgjsYToBVb2KrW2qo6A8B3GO5lik4z0z1bZzJzEYrobM+qOgD0bNzUdlqdA26wHxEf3ZcCM6PgAgAAQAnlFgAAuIPMfBFOgGb7VtUBAG5gcwtT9X4sO9CBcWj0Yyi2sB0XrbXz6hDQq/HgkePqHHBLixjuS92jAHOyHxGvq0MAAADQF+UWAAC4pcxchpc51DA0B0yd6xRTtRcRb6tD8PjGYdH3Mfw7h214Vx0AejUWWw6rc8Ad7YWCCzA/h5npnQgAbM+6OgAAVFNuAQCAW8hMg5FU+lAdAOAGyi1M2b5hnN2m2EIR9+hQQLGFmVNwAeboRWYeVocAYGctqwNMzLo6AABUU24BAIDbeRuG5ahjaByYtNbaRXUGuMGLzDyoDsHmKbZQaFUdAHqj2MKOUHAB5ujUdQsAAIBtUG4BAIAbZOZJODWGOuvW2ro6BMAtrKoDwA1Ox2187AjFFgq5R4ctU2xhxyi4AHP03ndqAAAAHptyCwAAfMf4kvm4Ogdds7UFmIt1dQC4wV5EnFaHYDMUWyi2qg4APVFsYUcpuABzsxfDhnsA2KQfqgMAANOi3AIAAN9nAJJqH6oDANzS39UB4BYOMvOgOgQPo9jCBPxRHQB6kZmvQ7GF3bUXtgsC87IcN90DwKYsqgMAANOi3AIAAN+QmS8iwumJVLO5BZgL1yvmwgDhjCm2MBGr6gDQg8w8jIgX1Tngke3HsMHFvQ0wF8e2TgGwQe6DP+c9CwDdU24BAIBrjC+Uj6tzQGttVZ0B4JbW1QHglvYi4nV1CO5uvEdXbKHaeWvtojoE7Lqx2GKbLr3Yj4i31SEA7sChEQBsisLkFZ45AYByCwAAfMvrMDRHvVV1AIDbaq05UYw5OczMZXUIbk+xhQlZVQeAXTeeBq+ISm+WmanQBczFfjgcDIAHUpQEAK6j3AIAAF8YhygOq3NAWD0NzM+6OgDcgUGceXkbTnJkGj5UB4BdlpmLUGakX4eZ+aI6BMAtvRjfpQDAffkc+dy6OgAATIFyCwAAfM3poEyFwTlgbtbVAeAOlpl5WB2Cm42nmC+rc8BoVR0AdtV4au/bUGyhb69tGARmxMYpAB5CueVz6+oAADAFyi0AAHDF+PJ4WRwDLq2qAwDckVIec2N7y8SNBaTD4hhwadVau6gOATvsNAw3QUTE23GLEcDU7ds4BcAD/FQdAACYHuUWAAD4nAFHpmJtcA6YIdct5mZhe8t0jcVzJwEzJUqc8Egy8yQiDqpzwETsxVBwscUImINj1ysA7snhBp/z3AkAQrkFAAD+MZ6IuCyOAZdW1QEA7uG8OgDcg3LzBI335m+rc8AXVtUBYBeNZUafx/C5/Yh4XR0C4Bb2wvUKgDsai5HKLQDAV5RbAADgE4MUTMmf1QEA7kG5hTmyvWWa3sYwJAWT0VpbVWeAXaPMCN916D4VmInDzDSgDMBdLKsDTNCqOgAATIFyCwAAxD+nwxxW54ArVtUBAO6qtXZRnQHuScl5QjLzNJzcyPS8qw4AO0qZEb7vtYFxYCZsbwHgLp5WB5gg71cAIJRbAADg0mF1ALiqtWb7ATBXq+oAcA+2t0xEZh6Ee3Om6UN1ANg1mXkSyoxwk72IOK0OAXALy8xcVocAYDYOqgNMjXfDADD4v+oAAAAwEb9WB+jMevxxX/ux2ye7rqoDADzAujoA3NMvEXFWHaJnmbkIw5tM16o6AOyScfjV5jS4nf3MfN1ae1kdBOAGx+G+GYAbjJsJF9U5JmZdHQAApkK5BQCA7nmA9ihWMTyE+zs+FVnWrbX1Y/yPZeZefH7a63L8+YcY/t1++X+fOqdCA3P2d3UAuKdlZu47Ia/U29jtAjPzdeHaAJszfodXZoS7eZGZf7TWVtVBAL5jmZlL1yoAbmBry9fW1QEAYCqUWwAAwNaWh1rHUGb5EBHnFUNfrbWL+PxEuNV1f92VEsxi/PHT+PPUii8G54A526Vr2Do+f6m0jq/LOxfx8L/n5ZU//imG4f5FKN9W+DUijqpD9CgzT2J692RwaVUdAHbM63CfA/dxmplPxudgAFNlewsAN/mlOsAEOfgQAEbKLQAA4HSY+3gXEX9ExOqxtrE8hmtKMP8YN/jsxzBUvB+fDxpv26rwfxvgoeYwaLUafz6PiP/F5wWVR9s0dos8X8nMRQzDn8sYNpJdfl7xOA5CuWXrxvuw4+oc3MpdC31z26D4LX9UB4BdkZkHEXFYnYN/rOPmE4J35Vq+CxYx3DO9LM4B8D22twDwTZm5DIcdXGeXDg0DgAdRbgEAoGvjA7S96hwzsYqI3yPi3S6eEDlunPnsweH462M/Ip7GMFS8jV8r57v4zxfoR2ttlZnVMSKGz611DJtWziPiYo6DFWPRZh1XCjDjJrJlfPp8Mmy4OXuZedhaO6sO0ovx1/NpdQ4iYrjOXETEn/F5iWWj96fjPXbE58PSP1358yl+P1tVB4Bd4Jpf4jyGe8k/41OR5d5l7isbcS9//iE+FbHZjheZ+cccv9vAFasrf7yOrzekruPm4t1Vi/h8SNZG1Hq/hHtoAK5na8v1lFsAYKTcAgBA736uDjBxFzFsaXk1pw0tmzIOCqwi4k3EP6eKL2P4dbN8pP9ZDy+BXbCO7Q2QrOLTMMwqOigJjn9/78Yfl9tdDmJ4Majo8nA/R8RZdYiOHIdft9t2WVz5MP58vs17/S+Gcd9d99dcOYTg6mbFxSNH+5aKjV6wq45jmgW2XXG5rfbPGDbtrjb9P/DFRtzPruFXnpls84CQXp1GxI/VIeAaq/Hnyy2p6/HHl/eAW2UjaonDzOzynQIA3zZ+Jh8Wx5iiC5+ZAPCJcgsAAL07qA4wURcR8VtEvNn1AeG7uLLd5bLssoxPRZdNvRD9sKH/HoBK63icIeRVDNfhP2MYxlYIjH+2u7yJiDdXXhD+GgYK7+sgM/fcAz2+cQj2RXWODlwOIn+IYdh58tfOK8OP/wxOX9kWsIyh8LKM7VznVjf+FcCNxu/Prvmbt47hWlm+yeOaZyb7MTx3+zkMkW/aIjNPWmsn1UHozmr8+cPVP6++/tzkuo2oEf98Ni3jUymPzTqMiJPiDABMy3F1gIma/LM6ANgm5RYAALp15cQ2PncWES8NdN7symaXy19PyxiGNh5SmvIAE9gF5/HwwZDL4bgPochya+PQzklEnGTmYQwvDBd1iWbrIGxv2YbT6gA77HLD0x+ttWu3o8zNlW0Bq8v/7Mo9+OVA4uIR/qeVz2EzXlcH2CGX1/jfpnyPfKXscjJer3+N4R5rURhrlxxn5pkTnnkEqxiuM3/Gp80rO7kh9Ytnu3vxqZDnQKzN+DWUWwAY2dryXZ49AcAVyi0AAPRsWR1gYtYRcTT1k/amahwmOIuIsysvQ5+OP9/2ROmLKQ+mMDlnEfF7dYhOrasDzMDf9/j/OY/PNwvs3ODMtrXWzmL4XDoMJZe7+jmUWx5VZr4Ip7hv2s4VWm5y9R484qvC+TI2s9mli3+W8Jgy8yRc8zdhHRGvIuLd3O6Vx+v1y4h4mZkHMQw8Lysz7YjTiHhWHYKd8Cx2tMByW+Pf+1l8/mz31/D59RB7mXk4PpsAAFtbvm1VHQAApkS5BQCAnj2tDjAh72IotnT7AnOTrr4MjYijcXDjl7j51D/FFu7ib2U0Juw217N1DJ8/yiyP7ErJ5UUMLxE3Mey96w4yc8+vy8cxFhC80N6cdcx02HnTrim7LONT0eU+g4ldD3nCJlzZ2MH9rSLi1a58/xsLmO8ycz+GXxuHtYlmbZmZB72UWnk8u3J92ZQvii7LGJ7rHhZGmjMHRwAQ473/YXWOqXIvBgCf+1d1AAAAKLSsDjARZ62154a2Hk9r7V1r7XlE/CcijuLbQ9/WTgO7Yv2N//xdDCc2/9ha+7G19nK8RvoM2oLW2puI+DFsIbitm0qp3N/rULLahFVEPBuvp2eupV9rra3Gz5onMVz/XsbdCuWrRwkGfVGsvb/zGK7zz3Zx2Km1dt5aO4qIJ+F6+xCvqwPALhvvJ4/Cd+n7OhiLrgD07bQ6wIStqgMAwNTY3AIA0/TDeBoU3Nd6PLGWb8jMvYhYVOeYgLPx5Rxb8MWpf4v4dELp5aDPqiIXwKa11taZefmn7yLij7BRYBLGfwfPx61ip2HY9HuehhNmN278rqs49DCr2KET/Ldl/I78JiLejPfil9sVv7fRRfkcHmC85h8Wx5iji4h4OW7f23mttfOIeDb+ejkNz+vuapGZL8YiO/BIxnvJ5+O16nXcbytgrw5iuA8HoEPjNnGfm9/m2RMAfKFVBwCAL40Pht9X54CZe9VaO6kOMWWuNRGh2DIJY9HqIIbTbJ8Y/L67zHwffW5icq1n0sbP2nPXtekaP4PeRp/X0Nu4aK39pzrErsnMj+GF9n2dxzDsvKoOsksycz+GksthfF34+0/vn2Md32vv5KaMbev4189DnMVwre/22pOZJzE8I+H2LmLYjtntr5tNySunNPSktWZu5I5cq+7kfNykCNySd5gR4f3HThifuXyszjFxT8bCPwAw+ld1AAAAKLKsDlDsXLFlGlprF621s9aaIQRgp7TWVq5r0zZ+Bj0L20m+ZW98AcuGZOZhKLbcx+UJ/k8M229ea+28tfZyLLM9j2HjWESEzzF4gHFL3LI6x4xcxFCqOur92jMOMT6JodTJ7exFxIvqENCTK9eqdW2SWdj33RqgP+PBSqfVOSbuQrEFAL6m3AIAQK9+qA5Q6CKGoS0AgBgLr0qv11tWB9gV4wttJxvf3bsYTmJ/Ux2kB621d6215xHxY0S8qs4DM/e6OsCMXF7rV9VBpmIsHj6JCJ9/t/drZi6qQ0BPxmHUJxGxKo4yBwfVAQDYutfhkJubvLv5LwGA/ii3AADQq0V1gEK/tdbW1SEAgOlorZ2Fgst1nlYH2CEvou978Lu6iIjnrbXnvZ/gX6G1tgWCxA8AACAASURBVDZkDvc3bupaFMeYi1eu9d/WWnsZwwEt/vncTJEYCtiIems/VwcAYHsy8yQiDotjzMEf1QEAYIqUWwAA6NWyOkCRi3DqJQBwDQWXay2rA+yCcWvLr9U5ZmQVwwn+Tm8E5sqA/c0uS4wn1UGmbvw8fBYR6+Ioc3BoewvUGDeinlXnmLB91yeAPoyHHfhOeLMLz/4A4HrKLQAA0JffnAYKAHzLWHB5WZ1jQvYyc786xA54EcNp4tzsVWvtmXt2YK5sbbmVi4h4ZpDp9lpr5xHxJCLOq7PMgEFCKKLgcqOD6gAAPK7x++BpdY6Z8H0QAL5BuQUAgO5k5rI6Q6Gz6gAAwLS11t6Ee4arltUB5szWlltzgj+wKwzWf995RDwZyxrcwVj8fBYKLjexvQUKKbh819PqAAA8HsWWO/ujOgAATJVyCwAA9OO8tbauDgEATN84kGNwcPBTdYCZs7XlZk7wB3aCrS03Oo/her+uDjJXrbWL1tqTMDh+EyUzKOT79DfZ3AKwoxRb7uzCc0AA+DblFgAAerRfHaCIE2AAgLt4HsPQfe96vXd8MFtbbuU8In50gj+wIwzUf9tlscW91QaMg+OGwb7tYLwPA+o8C9+nv5KZy+oMAGxWZr4OxZa7OqsOAABTptwCAECPen25u6oOAADMx3iq+MvqHBOwbzjw3mxt+T6DzsDOyMyDsLXlWy43dLneb5bNCN+2F8N9GFBkvOY/r84xQcvqAABsRmbuZebbcN95H79VBwCAKVNuAQCAfnjhDwDcSWvtLJyKHWF7y53Z2nIjxRZg17jmX0+x5ZGM/0yfhedd3/KrgjbUaq2tIuJVdY6JeVodAICHy8z9iPgYEQfVWWZoNR4qBQB8g3ILAAA9+qE6QAWDFADAPb2MYTCzZ8otd3cQtrZ8i2ILsFPGwaZldY6JetZaU754JFcKLj5Tv7YXhg1hCt5ExLo6xIQsqwMA8DCZeRJDsWVRm2S2fq8OAABTp9wCAECPFtUBCqyqAwAA8zSeJPdbdY5iP1UHmKHj6gATtQ7FFmD32NpyvSPFlsd3peDC19yPQbHxGnVUnWNKMnNZnQGAu8vMZWZ+DPeYD7EeN6UDAN+h3AIAAAAA3ORN9H0i9qI6wJxk5kH4Z3adi4h4rtgC7JLM3IuIw+ocE3RmaGl7xhKR4fGvLQyRQ73W2iocPnXVsjoAALeXmXuZeRoR78N264eytQUAbkG5BQAAAAD4rnEY/2V1jkLL6gAz4wT/6z13gj+wg15UB5ig89aaosWWjWWis+IYU+S+DKbB58InNqMCzMBYajmJiL/CgQabcBHDAVIAwA2UWwAAAACAG40Dg91unMjMRXWGORj/OS2LY0zR0XhiM8Cu+aU6wMRcRMTz6hAdexkRiqSfO3AfC/Vaa+tQwLu0rA4AwLd9UWo5joi92kQ74zfbnAHgdpRbAAAAAIDb+q06QKFFdYCZOK4OMEFnYzkMYKdk5kH4fPzSq3GAmQLjsJjtCF87rA4ARETEq+oAE7GndAcwPZm5yMzTUGp5DLa2AMAdKLcAAEAfFtUBAICdcFYdoNCyOsDUZeZeRBxU55iY8xhOkQfYRba2fO5da83AUrHW2nkYIP+S36swAba3fGa/OgAAg8w8yMz3MZRaDkOp5THY2gIAd6DcAgAAfVhUBwAA5m8cxnlXnaPIv6sDzMBBeAH+pSMvr4FdpND4lYtQZpyM1tpJDAVTBotx0xJQ7/fqABOh3AJQKDP3M/M0M/8bEW/DoT6PydYWALgj5RYAAOhEZi6qMwAAO6HXYRzDNzdzKvjnXo2nxwPsosPqABPzaiwBMx1H1QEm5ufqAEBEa20VyncREU+rAwD0ZtzQ8joz/4qIj2FLy7bY2gIAd6TcAgAA/VhUBwAA5q+19i6GE+d642Xvd4xF6mVxjClZjafGA+wqhcZPVq01J/FOzFgw9e/lk8Nx4xJQ77fqABPg8AiARzZuZ3mRmW+vbGh5Ed4Xb9Pa80EAuDvlFgAA6MeyOgAAsDNW1QEKGL75vl+rA0zMy+oAAI8lM/fD5+JVr6oD8E2vos9S9rccVAcAIiLiXXWACdhTuAPYrMxcflFm+RgRr2O4B3TNreH5IADcg3ILAAD042l1AABgZ/xRHaCC4ZvvMiz5yavxtHiAXWVryydnrbVVdQiu11q7COWjq36uDgD8c21ScFGUBbiXzFyMRZaTzDzNzI+ZmRHxPpRZpmQ1bkAHAO7o/6oDAABAgfPoc4vJMjP3xpdnAAAPsaoOUGQ/+v17/6bxBP9FdY6JWEfEm+oQAI9MoXGgODEDrbU3mflruFeJiDjwbBAm4/fweer7NcA3ZOZy/MPLn5/GUFhRDJyPo+oAADBXyi0AAPTof9UBCh1ExFl1CABg3lpr68xchyFBBr9WB5iQVwZGgV2m0PiZ31pr6+oQ3MqriDitDjERng3CNKyqA0zAD9UBALZp/C51uVHl6h//NP6x8srueOW7IgDcn3ILAAD05ZfwAhsA2Izz6G+4dRmGkK7T+4nDl1attbPqEACP7JfqABNxETZ1zUZr7Swzj6O/e9fr/ByeDUK51tpFZr6Lvr9LGeAGvueHK9tLpmB5w//9sqBy1f41/xm777y1dlIdAgDmTLkFAIAe9XyS8jIz91tr59VBAIDZ+xB9D+IQEZl5EF7UX3pVHQBgC3z2D36zqWt2bG8ZHGTmnl+/MAl/RN+fq8otwPccjj9gbo6qAwDA3P2rOgAAABTovdhxXB0AANgJPd5T/bs6wAQ9rQ4wEavW2qo6BMBjysz9sPnikq0tMzNuV1sXx5iKnofpYUpW1QGKOSQBgF3zygGTAPBwyi0AANCfg4mt8gYAZqjTQX4ny37NcOTA1hagB8vqABNxZuvFbPm8HvxcHQCIaK2to/PSnfcUAOyQVWvtpDoEAOwC5RYAAHrkxJSI08x0MhoA8FDr6gDUcYL/P2xtAXphIH6gIDFT4/YWxSRFNZiSVXWAYt5RALALLiLieXUIANgVyi0AAHTH6ZoRMQwhnlaHAABmb10dgFK2tgwMOQM7bzwgY1mdYwLejSftM1+/VQeYgD3bEmAyPlQHKGY7KgC74Ln5AwDYHOUWAAB6ZXtLxEFmnlSHAABmrbdBHIM3n3OCf8Ta1hagE8vqABPxe3UAHuysOsBEuI+DaVhVByj2Q3UAAHigV54NAsBmKbcAANArp6cMjjPzsDoEADBbvd1T7VUHmIrxBH9lH1tbgH4YhB8Kje+qQ/Aw4+Yd/x4V1mASxmtSb9+rr1pUBwCABzhrrZ1UhwCAXaPcAgBAr3o7Zfx7ThVcAIB7sg2vXwfVASbgIgzHAv1YVgeYAFtbdod/lxH7Y1kZqNfz92rXIQDm6jwiXlaHAIBdpNwCAECven5hdJ3TzHxdHQIAgNl4Wh1gAt611no+ZRnoRGYuwsnqERFn1QHYjHEDj89wpTWYip4P4rINFIA5uoiIZ54LAsDjUG4BAKBX6+oAE/QiM986tREAuAOF4X4tqwNMwG/VAQC2ZFkdYALOW2vr6hBs1Fl1gAlQVoZp8L0aAOZDsQUAHplyCwAAXWqteWF0vYOI+JiZTkwDAG7U40u8zFxWZ6g23isuqnMUW/tOAXTEAHzE79UB2Dj/ThXXYCrW1QEq+Y4NwIxcFls8EwSAR6TcAgBAz1bVASZqEUPB5aQ4BwAA07SsDjABtrYAPVlWB5iAd9UB2KxxIG1dnaPYvg3OUM+ALADMxpHPbQB4fMotAAD07EN1gIk7zkxbXACAm6yrA7B1P1UHmABDzkAXxsH3RXWOYuettXV1CB6Fz/MIz/1gGnoelF1UBwCAWzhqrfn+AABboNwCAEDPVtUBZmA/hi0ur53kCAB8w7o6AFu3rA5QzJAz0JNldYAJ+L06AI/GwTd+j8NUrKsDFFpUBwCAGxy11s6qQwBAL5RbAADoVmttVZ1hRl5ExF+ZeVgdBACAOpm5CMNHf1QHANgiWx0cjrKzxpOXL6pzFHtaHQCIiIg/qwMAAF+5CMUWANg65RYAAHpnffDt7UXEaWb+lZnL6jAAAJQw5Ow7BNCX3gff16218+oQPKpVdYBi7u1gGtbVAQr9VB0AAK5xERHPFFsAYPuUWwAA6N2H6gAztIiI95n5XskFAKA7hpwNOQN96X3wfVUdgEfX+0a2vXEzH1BrXR2g0F51AAD4wmWxxTNAACig3AIAQO+cunx/y1ByAQDojSFngE6MA++9D5w6FGX3raoDTEDv93cwBevqAABAREScR8QTxRYAqKPcAgBA11pr6xgeUnF/y/hUcjmoDgMAwKNaVgcoZsgZ6MmiOsAEOBRlx43PBtfFMaopt0Cx8VrUq96LtABMxyqGjS3r4hwA0DXlFgAAiPitOsCOWEbE28z8KzMPi7MAALBhmWnw0ZAz0JdldYBi69baRXUItmJVHaDYT9UBgIiI6PUzx/dMAKbgrLX2zHdAAKin3AIAAAbUNm0REaeZ+d/MPMnMRXEeAAA2o/eho3MvuIHO9D7wvqoOwNb8WR2gWO/3eDAVNswDwPZdRMRRa+2oOggAMPi/6gAAAFCttXaRmWcRcVgcZdfsRcRxRByP/3x/b62tShMBQJFx48XeBv6r1q219Qb+e+A+FtUBihk2A3qzqA5Q7EN1ALZmVR2g2KI6AAAAFFhHxPPWmmd+ADAhyi0AADD4PZRbHtNhRBxm5joifothtbNTrwGYpStFlUV8GgT7KT6VV/biEU8/zsyrf3oRnwbuL+LTqdPr8Ucol7JBT6sDFDPkDPSm920OBpw60Vo7/+IeuzuZufS9Acp9iIhldQgA6MS7GDa2eF8NABOj3AIAADEMfWbmKrw8emyLiHgdEa9tcwFgqjJzEcNn1nL8jy4H+pdf/9Xl9uLzXAdf/gVXBvVW488f4lMpxiYY7mJRHaCYIWegG2OZt2tO7+3OKqZ5v78tm9gyCXAvCnYAbNFFRLxsrZ1VBwEArqfcAgAAn/wWfb/E3rbD+LTN5fcYtrmsKwMB0JdxaHMRw6nkP1354121/OLniPin/LKKYdPL3+Mfnzu1jmssqgNUMuQMdKb3QfdVdQC27jz6fi64H8Pp1QAAsKtWMWxrWRfnAAC+Q7kFAABGrbV3Y9FiURylN4uIOI6I48w8j6Fk9M5ALQCbNBZZLkss+9H34Np1llf++DgiYrwvOo+IP0PhpXuZuazOUGxVHQBgy5bVAYopNPbnz+oAxX6qDgDEKsbv4wDARl1ExG+ttZPqIADAzZRbAADgc68i4rQ6RMf2Y/jnf5qZ7yLi99aaUyMBuLNxEH8ZEU/DcOZ9LcYfB/F54WUVY+HFJouuLKoDFPNrHejNv6sDFPu7OgBbt64OUKz3bU0AAOymVdjWAgCzotwCANO0iogP1SGYtVV1gLlqrZ1l5i9hCHYKDiLiIDMvIuKy6LKqjQTAVI2bWQ5CmeWxLSLi8PJPxs9p+rCoDlCs99Pcgf7sVwcoptTYmdbaKjOrY1Tq/fc8AAC75SIiXrbWzqqDAAB3o9wCANP0wUpUKPUqDMVOyV4MQ7SH42nxv0fEmRN2APqWmXvxqcxyEE4aruKfez9+qA5QbF0dAGDLev+MV27p0zr6LfT2/nsepmBdHQAAdsRZDMUWBzMBwAz9qzoAAABMzbgd5F11Dq61iIjjiPgrM99m5mFtHAC2KTP3MvMwM99GxH8j4jSGAqRBLHh8i+oAlWwQBDrU9RYHQ1DdWlcHqDRuwwSKOMwJAB5sFRFPWmtHvtMBwHwptwAAwPVexrCumOk6iIjTzPxvZr7OzEV1IAAeR2YefFFoOSiOBD3qedjR9wKAvqyqA1Cm9409Dg0Aqrj+APAQ64h43lp71lrr/Z4eAGZPuQUAAK4xnpL2W3UObmUvIl7EsM3lvW0uALshMxdjefG/EfE2FFqgWs/DRl6KA13JzGV1hmJKjf36X3WAYovqAEC3ej5MAYD7W0fEUWvtx9bau+owAMBmKLcAAMA3tNZOwiDb3CzDNheAWcvMw8x8HxF/xVBe7HmgHibBPVWsqwMAsFV/VgegzKo6QLFFdQAAALiFi4h4FRFPWmtnxVkAgA1TbgEAgO87qg7AvdjmAjAjmbmXmS8y86+IOI2hrAhMx6I6QLG/qwMAbNmiOkAxm1sAqLKqDgAAE7aOodTyY2vtpLXmuxsA7CDlFgAA+I7W2nkMD8mYr2UM21z+ysyTzLQBAGAixlLLSQxbWl6HQUqYqt7vn9bVAQC2bFEdoJgtvp1qra2qMxR7Wh0AAACusY6Io9aaUgsAdEC5BQAAbtBaOwknpu2CRUQcR8R/M/M0M/eL8wB064tSy3EYnIep6/2+aV0dAAAAAAA6s4pPpZaz4iwAwJYotwAAwO0cRYRTYHbHYUR8zMz3mXlQHQagJ0otwAz5HgD05ofqAJVs7+jeujoAAAB07iwinrTWnim1AEB/lFsAAOAWWmvriHhenYONW0bE28z8KzMPM9OQNcAjycyDzFRqgXn6d3WASq218+oMAFu2qA4AhdbVAQotqwMAANCtdUS8jIj/tNaOPI8DgH4ptwAAwC2NJ3e+rM7Bo1hExGlE/JWZJ0ouAJuTmfuZ+T4i3oZBSZir/eoAALAltnUBAABsz1lEPGut/dhae9Na850MADqn3AIAAHfQWnsTw0M2dtNeDBsF/puZp5m5KM4DMFuZuZeZJxHxMZwADMzXujoAAFvldGDW1QEAAGDHrSPiKD5taVnVxgEApkS5BQAA7qi1dhQR76pz8OgOY9jkouQCcEeZuYyh1HJcHAXgodbVAQAK2NhFz/6uDgAAADtuERHntrQAANdRbgEAgPs5Cqd59uIwlFwAbmXc1vI6It7H8IIK2A2GnAH6slcdAKgxHlQAAACP7b33rgDAdZRbAADgHsaTZJ6FgktPDkPJBeCbMnM/hlLLi+oswMYZcgagF+vqAAAAAB3Yi4i3mem5IwDwGeUWAAC4JwWXbh2GkgvAZzLzMIZii+0OwK5xrw/Ql7+rA1BuXR0A6Nq6OgAAbNF+RLyuDgEATItyCwAAPICCS9cO41PJxalCQJcycy8zTyPiNGx2AHbT/6oDAABbta4OAHRNyRKA3hxmpm3wAMA/lFsAAOCBrhRczoqjUOMwhpLLiZIL0JPxmvc+husgAAAAAADAXb3OzGV1CABgGpRbAABgA1prF621o1Bw6dVeRBxHxMfMPKgOA/DYMnM/Iv6KiP3qLMDjUt4F6IuBIgAAAAq8zcxFdQgAoJ5yCwAAbNBYcDmqzkGZRQwPX9+Pg98AO2cceHwfQ7EP2H3uaQAA+uF7HgAAFfYi4m11CACgnnILAABsWGvtLCKeRcRFcRTqLGPY4nLitHNgl2TmYSi2AAAA7CrFZgAAquxn5ml1CACglnILAAA8gtbaKiKeRMR5cRRqHcdQcllWBwF4qLHY4sUSAAAAAADwGA7HdxEAQKeUWwAA4JG01tYxbHA5q01CsUVEvM/M17a4AHOl2AIAQCds4QUAAKh1mpk2CgJAp5RbAADgEbXWLlprRxHxPAxI9O5FDFtcPIwFZkWxBejcqjoAAFtlAy8AAPAQFzE8T7r64034rnFXbx0aCAB9+r/qAAAA0IPW2rvMPI9hOHhZHIc6ixgKLq9aayfFWQBulJnLUGwBAAAAAGB7du492ljU+BjDu0Jutojh3cTz4hwAwJbZ3AIAAFvSWlu31p5FxMvqLJQ7zsz3ThwCpmzcNPW2OgdAMfdrAH1ZVgcAAAB2T2vtIhQ17uogM0+qQwAA26XcAgAAW9ZaexMRP8awhpp+LSPir3F4HGBSxvLd+zDUDeBeDQAAAIAHa62dR8RRdY6ZOR43zAMAnVBuAQCAAl9scbmozkOZvYj4mJmH1UEALim2AAAAAADA5rXWziLirDjG3Lwd31sAAB1QbgEAgEJXtricFUeh1mlmnlaHABi9DpsKAAAAenReHQAAoAMvw33XXexFxNvqEADAdii3AABAsdbaRWvtKCKehQeZPTvMzPdOHgIqZeaLiDiszgEAQBnbZaFvrgEAAI+stXYREc/DvdddLDPzpDoEAPD4lFsAAGAiWmur1tqTiDiKiHVxHGosI0LBBSiRmfsxbG0BuGpdHQCA7WmtOXQDAADgkbXW1jG8E+b2jjNzWR0CAHhcyi0AADAxrbWziHgSEa/CiT092o+h4LJfHQTox1iqe1udA5ie8UU7AAAAALBBrbV3EfGmOsfMvHVIIADsNuUWAACYoNbaRWvtJCJ+DCWXHim4ANt2HBGL6hAAAADFFtUBAADoR2vtZUSsqnPMiIO6AGDHKbcAAMCEKbl0bS8UXIAtyMxlRLyozgEwUT9UBwBgq36qDkC5RXUAAAC68zy8A76LZWaeVIcAAB6HcgsAAMyAkku3FFyAR5WZexFxWp0DYMIW1QEA2Kq96gAAAEBfWmsXMRRcuL3j8eAuAGDHKLcAAMCMfFFyeRkR69JAbMNeRJyOA+gAm/YiDG4DAPA5B2pAp1prq+oMAAA9Gu/DXlXnmJm33p8CwO5RbgEAgBkaSy5vWms/RsRRKLnsuv0YNrh4QAtsTGYuIuK4OgcwC+vqAABs1Xl1ACj0Q3UAAAD6NB5wuCqOMSd7EfG2OgQAsFnKLQAAMHOttbOx5PIsPPDcZfsRcVodAtgprinAba2rAxTarw4AwFa57rOoDgAAQNeeh22ad7HMzBfVIQCAzfm/6gAAAMBmjOuqV1dO4j+szMOjOMjM1621l9VBgHnLzGVELItj8Ml5fHphuY6Iv6/5a9ZxfcFg+Y3/zh/i88G8b/11wPfZnAfQF9d9AACgTGvtIjOfR8T76iwz8jozV601W0gBYAcotwAAwI5pra0j4igzX0bEi4j4JZw6uUteZOaH1tq76iDArNnasj3rKz/+jk9FlvX4mf1Qq7v8xZm5F8OJ5Jc//3v8eRHuFwCAwbo6ABRaVAcotKoOAADAcKBhZr6K4TBDbudtZj5prdl6AwAzp9wCAAA7anx4dxIRJ5l5GEPJZVkYic05zczzDQ1FA50ZPxMWxTF21XkMA2F/xlBeWZWmucZ4f7Aa//SrouS41Wcx/ngan4ow9O08Or6PzMzlFH8/Azyi67bIdcN1v3uL6gAAANBaO8nMp9HxM7k7WkTE64g4Ks4BADyQcgsAAHSgtXYWEWeZuYiIXyPiMAyqztleRLyNiCfVQYBZctrb5pxHxB8RsdqVAcjr/j7G+4f98YfCS5/+Vx0AAAAAADrzPCL+Cs9ib+swMz+M78UBgJn6V3UAAABge1pr69bay4j4MYaTa86LI3F/+5l5Uh0CmBdbWzbiXQyfof9prT1prZ3sSrHlW8b7h3fj3+uz1tp/YihYvoxrtr/ADtqvDgCwZb0/K3Dd79S4xbBnH6oDAADwybiF+3l1jpl5PR7WBADMlHILAAB0qLV20Vo7a609iWE49U1EXBTH4u6OM9PQDXAXv1QHmKnzGIoc/2mtPR8/Q7v+3GytnbfW3rTWnkfEqjoPj25dHaCY0zGB3nR9nxOu+wAAwESMByu9qs4xI3sR8bY6BABwf8otAADQuXE49eV4CvtROIF9bk6rAwDzMJbhltU5ZuYsIp6NG1re9F5ooWvr6gDFfqoOALBlvd/z/FAdgDLL6gDFev+9DwAwSa21k7Bh8y72M/OkOgQAcD/KLQAAwD/Gk+ifR8SPMZxQv65NxC3sZ+aL6hDALPxaHWBGziLix9ba0XgyHtA3J/gDXWmt9T40tagOAEV6/70PADBlz0MZ+S6OM3NZHQIAuDvlFgAA4CuttfV4Qv2PEfEkIt6EB6ZTdpyZhi6BbxqvEQfVOWbgLD6VWtbFWWAylLy6P8UdoDf71QEo87Q6AAAAXGd8Xn1UnWNmTr0/BYD5UW4BAAC+q7V23lp72Vr7TwynAr2rzsRX9iLC9hbgew7C5oHvOY+IZ0otwLd4EQ50aFUdoJBrfr8W1QEqKTQDAExba+1dDAcScjuLiDitDgEA3I1yCwAAcGuttXettecR8WNEvIyIdW0irjjOzEV1CGCyfq4OMGGvWmtPDHLBjc6rAxRzij9ARzJzWZ2BEovqAAAAcINX4TndXRxk5mF1CADg9pRbAACAO2utrVtrb1prP0bEs4g4K47E4Lg6ADA947aBg+ocE3QRw7aWk+ogMBMX1QGKKbcAvflQHaDYojoA25WZvX/Wr6oDAABws9baRUQchWd1d/HaAYEAMB/KLQAAwIO01lattaOI+E/Y5lLt0MNZ4BqKLV87jwjbWuBuej8R8qfqAABb1vug1KI6AFu3qA5QrPff8wAAs9FaO49hgwu3sxcRp9UhAIDbUW4BAAA2orV2YZvLJBxWBwAm5+fqABNzHsPGlnV1EJiZ/1UHKNb7ae5Af3ovNT6tDsDW9f5Z/2d1AAAAbq+19iYi3lXnmJFlZp5UhwAAbqbcAgAAbNyVbS4/xnBykNMft+fXzNyrDgFMyrI6wIRcFlt8LsHd9T7k3PvAK9CfdXWAYq77/em90LSuDgAAwJ0dhXewd3Gcmb7rAcDEKbcAAACPprW2bq2dtNb+E8MD1t6HIrdhLyIOqkMA05CZyxiuCyi2wEN1/3tnvKYCdMGWu9jLzEV1CLaq9yG3dXUAAADuZnzW/bw6x8ycOiQQAKZNuQUAANiK1tpZa+1JRDyLiFVxnF33a3UAYDKW1QEm4iIiniu2wP211lbVGSag96FXoD+9H1Dhut+JscjU+4Bb77/fAQBmaXxm96Y6x4zsR8RxdQgA4NuUWwAAgK1qra1aa88i4seIOCuOs6v2rdUGRk+rA0zEc6ePw0asqwMUc00FerOuDlDMdb8fy+oAxS4cBAAAMF+ttZehrHwXL2xoBoDpUm4BAABKtNbWrbWjUHJ5LL9UB9giD+zh2xTdIl7ZOAEbs64OUGxZvabkUwAAIABJREFUHQBgy/6sDlBsWR2ArfmpOkAxz1UAAObvKIYN5tzOaWb2vr0RACZJuQUAACj1RcnlVXjwuikH1QG26H/VAWCKxg1Ovb+cOW+tnVSHgB3yoTpAsT3b8YDOrKoDFHPN78eyOkAx5RYAgJlrrZ3H8J6V21lExGl1CADga8otAADAJIwll5OwyWVTFoYvoXuuAcNpdcDmrKsDTMCyOgDAFq2rA1TLzGV1Bh7XeFpz79+det/SBACwE1prbyLiXXWOGTnIzJ4OCwSAWVBuAQAAJqW1dnFlk8tZcZy580AW+raoDlDsbDytDticdXWACXhaHQBgW1pr67Bd9efqADy6ZXWACVhXBwAAYGOOwve4uzgdC+8AwEQotwAAAJM0bnI5iognEbEqjjNXhnB220/VAZi83gewX1UHgF3TWltVZ5iAZXUAgC3rvSy8rA7Ao+v+2Yl7PACA3dFauwgbze9iLyJOq0MAAJ8otwAAAJPWWjtvrT2LiGfhJMm72nfa0E7z75abLKoDFDobTxoHNq/3Iee9zLQdD+jJh+oAxXyv3n3L6gDFer+3AwDYOa21dxHxpjrHjBx43gcA06HcAgAAzEJrbdVa+zGGk/it0769ZXUAoMyiOkCh36sDwA4zAGkzFtCXVXWACTDktKMycz/6/t4U4fc4AMCuehUODbyLUwcbAMA0KLcAAACz0lo7iYgn4eX7bRm+hA5l5rI6Q6F1a21VHQJ22J/VASbAkDPQE6XGiJ+rA/BoltUBJsC9HQDADmqtXUTEUXWOGdmLiNPqEACAcgsAADBDrbV1a+1ZRLwMW1xusl8dYAvW1QGKLKsDwES9qw4AO86Qc8RiPOkdYOeNA1G9X/uX1QF4NL9UB5iA3n9/AwDsrPEQqFfVOWbkIDNfVIcAgN4ptwAAALPVWnsTEc/Ci/jvWVYH2IJ1dQCYoJ6Hrv+oDgC7zGakfxiGBXrS+3fuvcy0tWvHZOYi+v7eFBFx0Vrr/fc3AMBOa62dhO90d3E8flcAAIootwAAALPWWjtvrT2JiLPqLFOVmcvqDDyOzNyrzsBkdftrw+A9bIUX4hGH1QEAtuhDdYAJ+Lk6ABunsBSxqg4AAMBWHFUHmJG9iDitDgEAPVNuAQAAdkJr7SgiXlbnmKhFdQAeTe+nzPJt/64OUMTAPWzHqjrABDjFH+jJqjrABBw4XGDn2MKmuAYA0IVxW9+r6hwzsszMF9UhAKBXyi0AAMDOaK29CacPXWdRHQDYul6LT8otsB0GIQeGYoEutNbWEbEujlFtL2z62BmZuYh+vzNdtaoOAADAdrTWTsL9310cj98bAIAtU24BAAB2SmvtLBRcvvS0OsBjaq2tqjP8P3t3e9Xmta0NeK53nP9Hu4IoFZhUYLmCbVcQqMCmAkMFJhVAKgipIHIFYVcQpYLNqWC9P56lIGNsBEiaz8d1jcGIkzjJHRs9n/Mj0SI7APTM39kBYCI0knXeeskNTMgyO0APaGocj/fZAXrgtk3wBgBgOk4i4jY7xEDMIuIyOwQATJHmFgAAYHQ0uHxlnh0A4ECW2QFgCkzw/8JxdgCAA/k9O0APLDQ1joYtPO6dAAAmpz3TO8/OMSCLWutxdggAmBrNLQAAwCi1Bper5Bh9Mc8OwN6MeisPL3KUHQAYvWV2gJ4w+R2YimV2gJ5w3B+4Vpw2T47RB5+zAwAAcHillItwf/cUn2qts+wQADAlmlsAAIDRKqWcRMRNdo4+mMB02VV2gCQeqPMtU/3euM0OABOiILIzM8ERmIJSym24v46wsWsMfs4O0BPX2QEAAEhzEp6lb2sWEZfZIQBgSjS3AAAAY3eSHaAn5tkB9myVHSCJ7RywoZSi4BIOR0HknY/ZAQAO5NfsAD2gqXHAaq1HEbHIztEDq1LKKjsEAAA52rXgeXaOAXlba32bHQIApkJzCwAAMGqt0NkD2vE3t0xWK84BgIMywf8Lcy+4gYlYZgfoCU2Nw/U+O0BPaFIGAJi4UspFuMd7ista6yw7BABMgeYWAABgCi7Ceu15doA9W2UHSDTPDgDAZC2zA/SIYllg9NrwiFV2jh7Q1DhAtdZ5RBwnx+iLz9kBAADohZPw/nRbs4i4zA4BAFOguQUAABi9Nln8l+wc7NXf2QES2dwCQJbfswP0yEKhMzARNj50NDUOj407ndtSis8xAABRSllFxHl2jgF56/kfAOyf5hYAAGAqpr695YfsAOzN6+wAAExTKWUZ076+uu9TdgCAA/g1O0BPLGqti+wQbMfWli9obAEA4B+llIuwnfkpPtVaZ9khAGDMNLcAAACT0La3TPkF/jw7wJ4tswMksrkFgExTvr66b15rPc4OAbBPpZSbiFhl5+gJm0CGw+/VHZv3AAC47yQMsNnWPNxfAMBeaW4BAACmxAt8xmhWa9XgAhFhejak+JwdoGdMbwSmQGNjZ6Gpsf9sbfnCbSnF5xcAgC+UUlYRcZ6dY0A+eBcBAPujuQUAAJiM9gLf5KFxuskOkGyRHQCAyVIg+aVZmN4IjN+v2QF6xDG//z5lB+gR120AADyolHIREcvsHANyacANAOyH5hYAAGBqpt4EMUqllKk3Lb3ODgDANLVzsELJL32wVQ0Ys1LKTUSssnP0xLzWepYdgoe1acpvs3P0iI3GAAB8z0kYEriteUR8yA4BAGOkuQUAAJiaz9kBkkyhwHKVHSDRIjsA9MQiOwBMlELJr11mBwDYM9tb7ryvtc6zQ/Ag5+M7t22jMQAAPKiUsoqI8+wcA/LRgBsA2D3NLQAAwNRMdXPLFFZjr7IDJJq1ibSwtsoOAEyKQsmvHZnkD4zcVXaAHplFxKfsEHypnYfnyTH6xPUaAACPKqVcRMQyO8eAaKgHgB3T3AIAAEyNddrjNdXGpbV/ZwegV1bZAZK8zg4AU1RKuQ0Fkw8xvREYrTbRd5kco0/e1lrfZoeg0zbpvM/O0TO/ZAcAAGAwTsL71G0d1Vo/ZIcAgDHR3AIAAEyNh7Hj9X/ZAZIppAKTmSHT79kBesr0RmDMfs0O0DOXtdYpbE0dgsuYxgbbba1KKVMfCAIAwJbaMIPz7BwD8rE12AMAO6C5BQAAmBQv80dt6r+381rrIjsEJJsrKIQcpZSr0ET8kKNa66fsEAD74Nj/lVloakzXpiYvsnP0jK0tAAA8SSnlIrx329YsIjz/A4Ad0dwCAADAWKyyA/TAz9kB6I1VdoBEi+wAMGHX2QF66kOt9Tg7BMCeXGUH6Jm3jvl5aq1HoajsIVfZAQAAGKST7AAD8rbW+jY7BACMgeYWAABgUkz0Hy9beSKie3jue5yIiL+zAyR6nR0AJuzX7AA99qkV3AKMjY0QX3PMT9DuhX/LztFDV6UUG5YAAHiy9t7tPDvHgHzyjg4AXk5zCwAAMDUKTMZtlR0g2SwijrNDQDLT0SBJKWUZzsXfMouI37zgBsamlLKKiGVyjL6ZRcSlY/7BXUbEPDtED2k+BgDg2UopZxFhuNx25hHxMTsEAAyd5hYAAIBpmMqUzlV2gB54nx2AXpjyy6Z5rXWeHQImzAT/b5tHxB+KnYERMsn3a0fRNVtwALXWs9Dk/pCb1nwMAAAvcZodYEA+2OQJAC+juQUAAJiaeXaAJFMpdP+cHaAH5rXW4+wQpJtKQ9u3HGcHgAm7yg7Qc0ehwQUYGZu7vultrfVTdoixa/e/piM/TNMxAAAv1u75LrJzDIhBBwDwAppbAACAqZlnB2CvptLE8xiFPayyAyT7OTsATFUp5TY0uDxGgwswRra3POyD4QP70yYiayB62G0p5So7BAAAo3Ee3jts66jW+iE7BAAMleYWAABgal5nB2CvVtkBemLuwfm0lVJW2RmSzWuti+wQMGGmhD9OgwswKq2IfurbA7/lUoPL7rXGlj8iwrn0Ya7HAADYmTbQ5iQ7x4B89NwPAJ5HcwsAADA1i+wASSZRZFRKsbnljgfnTP3zYIMRJGnn42V2jgHQ4AKMjWL6b7vUfL07GlsedRsRF9khAAAYl1LKMiKus3MMxCwiLrNDAMAQaW4BAAAmo9b6NjtDov9kBzigZXaAnvDgnEk0tX3HQgEhpFLgvJ2jiPizFekCDN1FuAb9nt8m/lxiJzS2bOW6TdYGAIBdOwn3fdt66x0FADyd5hYAAGBK/p0dgIOY+raKTW9rrcfZIUjzOTtAD9jeAklKKdcRscrOMRDz6Da4HCfnAHiRVkyvufHbZtE1uBxnBxkqjS1bO88OAADAOLX7vtPsHANiCB0APJHmFgAAiIha65npmeNWa51FxJR/j1fZAQ5oSltqtvHJNPjJWmUH6IFFrfVDdgiYMIWV25tFxGWt9bJdtwIMle0tj7vU4PJ0beKxxpbHXZVSVtkhAAAYr1LKVUQsk2MMxbzWepYdAgCGRHMLAAB03kc3PfOv1ugyzw7Ezn2IaRdArLIDHNAyO0DPrKcDT/n7f6psMep8dF6HHO1F9yo5xtAcR8SfGlOBobK9ZWuXtVYTfLfUmoE0tmxHczEAAIdwkh1gQN57RwEA29PcAgDA5LWHSeuX4/OI+BgRf9Va/6i1HisIH772e/g+O0eyVXaAQ2kTSk0K/tI8Iv5wPJuWUormls4sIn7LDgETpsDy6ebRNbh8cu4GBsr2lu0ct2dPjvXf0ZqANAJtx9YWAAAOol13eu63nVlEfMoOAQBDobkFAAAivjUVeRHdy/O/aq2Xtda3h4vEjn2KiU/3nGBxwzI7QA8dhQaXF6u1Dm2F/DI7QE8cmYwNOWxveZEP0TW5HGcH4U67FvhUa/2ve0R4mO0tT7KI7rnTIjlH77Tj7Z/RbTVjO4oLAQA4mFLKWdggv6237vsAYDuaWwAA4NvNLWuz6F6k/9YKmD7VWh/7Z+iJVnB2nJ0j2TI7QILP2QF6SoPLM9RaZ22T158R8VdEfBzQCnkvlu4ca3CBNAotn28eEZdtsv8iOctkPXAt8CG6+0T3hfBttrdsbxbdfdpZdpC+qLV+iIg/w3H2KS4mONgEAIB8p9kBBsT7CQDYguYWAACIeP2EnzuLuwnKf2l06bf2e+NB4TSnpS+zA/TYUZgM/KiNItbfIuK/0R1LNo/3Qzn2a/T6kgYXSGB7y04soit81uRyIFtcC0REvDp8MhiGtr1FkdPTfKy1/jnl43zb1vJH2MD7VLehmRgAgASllGV0ww143NxQAwB4nOYWAOinjxWG6Sz7w/NMi2f+c/P4stHlsnZbQuiB2jW2/BGKISIi/s4OcGillJswJfh7TAZ+QH24iPVbx/WhNLcsswP0kAYXyKHAeTcWcdfk4t5jx2pXVP1hy2uBiO6eEPgGzY3Pst62eVkntHGz3YudRbetZZGbZpB+aQ1lAACQ4Ty8k9vW+1rrPDsEAPSZ5hYAACat7m7ryjwijiPit1rrf1sRwvGUChH6RGPLV5bZAZJcZwcYgI/VZOCnFrGuPWXrV5pW4HSTnaOHjtv3/jw7CExFKeU6pntNsg+L6O49/qq1njmePV+t9W3tNnL+GRF/RbctYNvGoaE0u0Kmk+wAA3Uc3cbNs7E/W6q1HkfX1PIxPMd5jlUp5Sw7BAAA09XeQ7j3284sumdPAMA3aG4BAGDq9lGMNIuuCOEyIv7bpip/2GEjDd9Ra/0QXVGEgoimrQSfos/ZAQZiczLwPDvMIdRaFy8oYl0b0jF9mR2gp46i2772ITsITIjtLbs3j64Y+K9a628a7B/XrgPO2n1ajYjfotvI+axzu/s8+L52P2rwwPPM4u4YP7oml3bO+iu652fz5DhD5voKAIB0Bts8ydspD50DgMdobgEAYOpeHeC/sYiucPrPNln5sk0HHlVRQra2feGPMO3mvilvbFBA9TTH0RVNXY6tSLMdH45b0e9/o9vs9Owi1mY2oF8njV7fNouIT1PfYASHUkq5iYir7Bwj9jbuGuzXjS7z5Eypaq2zdu+12czyR3TF4osd/WfmO/r3wJidRsRtdogB22xyGfRQgnZvdtbuyzS1vNyyFRECAEAfnIR7v21dZgcAgL7S3AIAwNQdujB5Hl0B+W9xt9XlbEAF0r3TCiMuo9u+sEiO00fL7ABZ2hr0KTf3PNdxdM14fw51+vtGIevmdpbL6Ip+d/n/M4hjdyt28kLp+9YbjP7Q5AJ7p8D5MNaNLn+1c/qnsTfYt/P/eivLb20bwH+ju/faZTPLfYO4HoBMpZRVRPySnWME1puC/xra/dp62EB092Yfw7bdXTnJDgAAAGvu/Z5kbqs8ADzsf7IDAABAskUP/vuLiPhYa72NrhHhc3STFxXlf0crPv45usIOvm3qGxt+DQWHz3UUXVHsZa11GRG/Rw+PTa2Y6yi6Y+mr9uP5gf7zh9j+tSvL6Aqd+b5FRCza9/wvpiDD7pVSbmut52Hb3iEdta8PERG11lV054X/RNcIfNOaggdh49w/b1+v259nFUoP6XoA0pRSzmqtP4dNHbuyeb92Hd29/3UrJkvXjtVvI+Lf0V1ja2bZvfO+/H4DAMCae78n+VhrvRrSczkAOATNLQAATFYPJ7OvX/y/jYhozS430ZpdYmBFZ/vQNtz8HN2v0Tw3zWAsswMkuw7Fs7uwaF/3j003EbHad8NLrXUe3Wd+Xcz6Q/vzzELWiGE1Tv0emlueYhFdk8squia5K4VjsDullIv2kntIx9Exmce9BvF2vFtFd27/v7i7hjz4PchG80rE3TCCV9Gd8xcP/CPZ5tkBYEBOIuKP7BAjtH6W9GmjgfFzdMfwgwwnaPdsi+iO14twjt+3VURcZIcAAIBvcO+3nVl07zBtZASADZpbAACYsr6/aF8Xby0i4mPEP0VnN3E3ZXnvReWZNoojXkdXqGHS59Msp94QVUpZ1Vpvov+f9yHZPDZFREStNaIrrlm1v7QujH2qddPK2uLhn9Ybi+wAT7Bu9HIcfZp5dOfgj+1Y8mv0aCI2DNxJRPyZHYJ/zNvXov35x/XfaOf5dXPr2nPP9Zteb/x4s6FlaIaaGw6ulLKstV5E2yTFXsyja2A8jvjnGH4T3b3af2Ljvq2UsnzKv3hjSMy8fa3v3xYP/Xz26mTqz3sAAOivdu93FfeGq/Cg41rrL2N+3w8AT6W5BQCAKXuVHeAZ5u3rn+n7G4UKt9FN5vyn8OyphQqZWpHEvH29jvyNDGPwe3aAnvg1FB0ewjzuGlMWaSkOrNZ6NISXDqWU21rrdXiZ9BJH7etTa3RZRtuuNrXCsm+cs+FJSik3tdbz2GiioNfub01ZPPzTpmko1wPQE+dhG+uhra9jv9jk2J4nMTwXQ3reBwDAZJ2GwYXb+hQRb7JDAEBfaG4BAGDKxlSIuf5/WWz+xY1ChXXzy210kzojvp6+fLuPgqyNyZ4RXxa/ryc1a2LZn+vsAD1xFd2DYdiHRXx5LO2zX0Nzy66sCwQ/RES0Zpd/NqsNvdis1ro+N683Kfxv++M8FKKyQ6WUs1rrv2Nc1+VM01EM53oAUrWm65OI+CM7CwzQKroGMQAA6LV273ce3s9tY1FrPS6lXGUHAYA+0NwCAMCUTamIbvP/9e23ftIjUzuX3/l76+JX+uOmlLLKDtEHGxsrvvm9Dy8wmC1gpZRlrXUVmhP2Yd3sEhH/nE/XTaSriPg7vmwqXe37GF1rfejcfP+v/RB33w/O5WQ5iYg/s0PAC82zA8CQtOvSi2iNwsDWTqa2NRIAgOEqpVy0wTaL7CwD8LHWeu16HwA0twAAMFH3tomwnUV2AJ7k1+wAPfNraG5hP4bWDPBLmJR2KLP4zrnzgYbS9Za1bcxDITUjUUq5aVMcP2ZngRd4/fhPAe45j+5aaWjX05DlYugbIgEAmKTTMNhmG/PoBkCc5cYAgHyaWwAAmKpFdgDYs6vsAH1SSrm2sYI9GVox3lV0BeSz5Bx8bWjfS7AzpZSzNsXR54ChmmcHgKFpGzZt74Lt3JRSTrNDAADAU7XBNjZ3bud9rfVq31vfAaDv/l92AAAASPIqOwDs0ZW11Q/6JTsA4zSkbWDt2HCVnQPgAe9i++1F0Dfz7AAwRKWUm+im+ALfdhsRJ9khAADgBc7Dc79tzMJ2awDQ3AIAwGSZCs2Y/ZodoKeuwsNz9mNo5xSNXkDvtImECjcZrCE1u0KflFIuIuI6Owf02GlrBAMAgEFqQ7cMNtjOsWdMAEyd5hYAACan1joLk3UZr5tSyjI7RB+1h+eKptiH19kBnqIVkF8lxwD4SinlOiIusnPAM82zA8CAnUTEKjsE9NBVKeUqOwQAALxUu65dJscYCttbAJg0zS0AAEzR0Cbsw1PYyPB959kBGKUhnld8FoBeKqWcRoTp5AzRPDsADFUbRPAubNqETTdhujUAAONia/N2FrXW4+wQAJBFcwsAAFO0yA4Ae7Iy0fP7bKxgT+ZtK9hgtM+C7QhAX70JBc4Mz6A2uUHflFIU8sOd24h41xq/AABgFNp7CYO3tmN7CwCTpbkFAIApepUdAPbEA+Ht+HViH4a6vUWxFNA7rZDzTXYOeKJ5dgAYujasQQM2dI0tq+wQAACwBxcRscoOMQDzWutZdggAyKC5BQCAKVpkB4A9sLVlS7a3sCeL7ABP1YrHNXsBvdQm+J9k54AnmGcHgDEopZxGxHV2Dkh0UkpZZocAAIB9aO8lbO3czvta6yw7BAAcmuYWAAAmpdY6jwgPgRgjxZ9Po6CfXRvkVrBSiilpQG+1xl3nbAaj1rrIzgAjcRIRN9khIMGFwSUAAIxdKeU6IpbZOQZgFhEfs0MAwKFpbgEAYGqOsgPAHixN9Xyatr1FsSy7tMgO8AKa44DeKqWchY1rDMc8OwCMQZvk+yY0YTMtV21zEQAATIH3Etv50IZ3AsBkaG4BAGBqNLcwRh4AP89FRNxmh2A0ZkN9wdCa466SYwB8UynlJCKus3PAFga5yQ36qDW4vAv3bEzDTbveAQCASTCE7klsbwFgUjS3AAAwNa+zA8COnbcHwDxRK5YyFZVdGnID5WkoHAT67SQibrJDwCOGfC0AvVNKuYlug4vrVMZs/X0OAABTYwjddo5rrYvsEABwKJpbAACYGsVGjMlNKeUsO8SQlVKuImKZHIPxGOw5ZmMyNkAvtePUm9DgQr8N9loA+mqjwQXG6CYi3rTrHAAAmBRD6J7E9hYAJkNzCwAAk1FrPYqIWXYO2KGT7AAj4cE5uzLo7WCllGV0k9IAekmDCwMwq7W654Qdaw0u7n8ZG40tAABMniF0W1vY3gLAVGhuAQBgSkzRZUxOW4EPL9R+Hc+zczAKYzjPnIeicaDHNLgwAGO4HoDeaQVPGlwYi9uIONHYAgAAEWEI3bYuswMAwCFobgEAYEpeZQeAHVmWUmxX2KFSylkokuXlZm1L2GC14qqT6IqtAHpJgws9N+hrAegzDS6MxCq6jS2uYwAAIP4ZQneVnWMA5rXW4+wQALBvmlsAAJgSRUaMwSoi3mWHGClFUuzC4M817UWSzwPQaxpc6LEfsgPAmGlwYeBuIuInjS0AAPCV0zB0axsfswMAwL5pbgEAYEoW2QHghW4j4l0r5mTHWnGJ1ee81Ci2hJVSriPiPDsHwPdocKGnBt/oCn3XGlx+CoVPDMtNdBtbfN8CAMA97TrZO4nH2d4CwOhpbgEAYBJqrQqMGIMT0z33q5RyERHX2TkYtNGcb0opZxFxlRwD4LtKKbellJ/C8Yr+GM21APRZuzd+ExpcGAaNLQAA8Ij2jm6VnWMAPtVaZ9khAGBfNLcAADAVi+wA8EInbZMC+3cSJsDzfIvsALtUSjmJiGV2DoDHtOPVRXYOiIiZAgM4jI0Gl1VyFPieq9DYAgAA2zrJDjAAs4j4kB0CAPZFcwsAAFPxKjsAvMB5KeUqO8RUtIKTkzABmGca4bawd6HhCxiAUsppeAFOP4ztWgB6qzW4/BSuV+mnq1LKicYWAADYTillGQZubeO94SoAjJXmFgAApkJxEUN1VUo5yw4xNa1ASnEsz7XIDrBLrRDrTSgYBAagNQT/FJpUyeX+Ew5o43rVtlP65KRtlgMAAJ7GdfTjbG8BYLQ0twAAMBWKixiiK4UQeUop1+EBOs8zum1hGlyAITHFnx4Y3bUA9F0p5baU8i4iLrKzMHm3EfHGBl4AAHieUsoq3Nttw/YWAEZJcwsAAKNXa11kZ4BnONXYkq8Vo5xn52BwRtlQqcEFGJJSyqqU8lNEXGVnYZLm2QFgqkopp9ENKbDBiww30TW2LLODAADAwJ2H+7rH2N4CwChpbgEAYApGWWTMqJ2UUkwk6olSylkojOVpRnve2Whwuc7OArCN1iysyJlDW2QHgClrQwo0ZXNoV9E1tvi+AwCAF2rvIgyfe9z7Wus8OwQA7JLmFgAApuB1dgDY0m1EvGuFOPRIK4y9ys7BcIx5a1gp5baU8i58JoCBaNdWP4UiZw5IYQHkag0GmrI5lNNSykkrwAMAAHagDQJcZefouVlEfMwOAQC7pLkFAIApGO0EfUZlFd2ET4U3PaXBhSdaZAfYt/aZOM3OAbCNUsqqlPJTmPjI4cyzA8DUbTRln4YNXuzHTUT8ZPsuAADsjXcQjzs2ZAWAMdHcAgDAqNVaZ6GoiP67jq4YwjTxnmvF/CfZORiEV9kBDqEVcb0JxYLAQJRSzsIWFw5jkR0A6Gxcszr2s0sX0Q0p8X0FAAB70oYCLrNzDIDtLQCMhuYWAADGztYW+u68lPKulKIwfCBKKVehwYXHTeb8U0pZhkJxYEBKKTe2uHAAP2QHAO5sHPtt2OClbiPiXSnl1LMcAAA4CNtbHmd7CwCjobkFAICxW2QHgG9YRbet5Sw5B8/QGlx+Ctsq+LZ52x42CaWUlUJxYGg2trgsc5MwUvPsAMDXSimn0W1xWSVHYZiuI+LHNj0aAAA4gLYt8So7xwDY3gLAKGhuAQBg7F5lB4Bgwa0YAAAgAElEQVQHXETX2GLLwYC13z/bKvieyWxvWWuF4ooFgcFok/zfRDcBUtMqu7TIDgA8bGPzoMZstrWKiDc27wIAQJrz8OzuMba3ADAKmlsAABi7RXYA2LCKrhjiVDHEOGxsq7jIzkIvLbIDZNgoFvS5AAajlHIRET+GYxc7pKAA+quUcmuDF1s6j25AyTI7CAAATFUpZRURv2TnGADbWwAYPM0tAACMViskmmXngOgmCZ2XUn5UDDFOpZTTiHgXpkbxpdfZAbK0YsHTUCwIDIhjF3swzw4AfN/GBq+TcD/Hl5bRNbWcGVACAAC9cBHu2x7zttaqPgKAQdPcAgDAmB1lB4CIuI5WDJEdhP0qpVxHN/H9OjsLvTH585BiQWCINo5db0KTCy+zyA4AbKeUchU2eNFZRcS7UsqbUspNdhgAAKDTms7Ps3P03CwiPmSHAICX0NwCAMCY3URXlLBKzsE0LSPiTSnlXVuVzQS0ie/vwhYXOr4Hmo1iwfPw6wIMRClludGgt0qOwzC9yg4AbG9jg9ePoblxija37hpaAQAAPVRK8e7/ce9tbwFgyDS3AAAwWqWUVSnltJTyY3SF5lfJkZiGVdxN+FwmZyHJxhYXU3+naRkRJ+38Q9OKBc+i+2xc5aYB2F4p5aod0zW58FTz7ADA07XnSTZ4Tcd6+vOPtu4CAMAg2N7yfba3ADBomlsAAJiEUsp1KeUkIv4VXVGaCYzs2k20YnYTPon4YurvT6EgagpW0TUz/dia265y4/RX+2ycxF0DmE0uDMkqfM9O1kaTy7twbudxq4j4JTsE8HwbG7w0uYzTF00tpRTXeAAAMADt/csyOUbf2d4CwGBpbgEAYFJaQe1VKeVdaHRhN5YR8aaU8pNidh5SSrnZKIi6yc7Dzl1Ft63px7YtbJWcZzDWG9aia3I5D9sQ6J9VdOf58+iO4f9qn3XH8olrjfPrc7t7Ce5bxl3T+1VyFmAHNLmMjqYWAAAYPttbvs/2FgAGS3MLAACT9UCjy7voipS91OYxt9F9r6w3NCxz4zAErSDqp+ia6lbJcXiZ6+h+H/9VSjmxrell2vn4rG1DOAkFg+S4ie6zfb+R5U37/lwqfOS+9n3xLmyiovu9t8ENRk6Ty+BpagEAgJFo72aXyTH67n12AAB4Ds0tAAAQ/xTWXrci5X9FV6hwEQrQ+dJNRJxGVwhxYkMDz9Ga6n4MBVFDs9nQ8q79PiqG2rH26/omFIqzP7dxt43lJLrta6VtYHunkYXnuLeJ6iRsapuKdcP7u1LKv2xwg+nYaHL5MbrjAP12E91GrX9pagEAgFE5zQ7Qc7Na63F2CAB4qv/JDgAAAH20Me3ltNY6j4i3EfHviFikhSLLumjt11KKQkV2Zn2cqbUeRTc96Tg1EA+5jojfI+JaAdRhteLg0+jOw+tz8NuImGXmYlBuoytkvImIv9c/9llmn9r311VEXLV7iPfRHbvmeanYsdto1wc2twHtmvWk1noaER8i4udwzO+Tq+ie5SyTcwAAAHtQSrmptV6F92vf8zEMZQBgYDS3AADAI1qxwkVEXNRaZ9E1uKwbXeZZudgrRWscTGuaWhdEHUdXCDvPzDRh68/+59DQ0hvtOHwd3edEowv3aWKhlzTpjcpN3DW7anYHvtKuO84i4qwd83+O7pjP4a0i4peIsGkTAACm4Tw0t3zPvNZ6XEq5yg4CANvS3AJAH91Gty0BGJ5VdoB9ay/G10W20TYuLCLidShcGLpVtKJ2DS1kaMeXdSPdUdwVRM0zc03AKu6a2Za5UXjMvUaXo7jbrHaUGoxDuInuXvFzdJ/blc8sQ6FJb3BW0T2X+j0iloqjY6oNPVP/feeZ1sf8NhzlOLr7Oteq+7WK7jxr4y67sMwOwOStYprfh6vsANAz6iUcF9hSKWVVaz2P7l09D3uVHQAAnqJkBwAAgDFpxWqvo2t4UbzQf+sNDUsFEPSVRpe92NzOskrOwg5sbFZzDh629RaWVXRbWJYRcesczVhp0uuNm+iON+v7Ak0NwE7VWufRHe81uuzOKlojogElAAAAADAemlsAAGBPFNr20jLuitaWuVHg6TaKomyLepp10artLBNSa11Ed/59Fd05eJ4YhzvrBpbbiPhP2MICEeHe4YBW0R2D/hPuCYAE7uleZH1fZ0MLAAAAAIyU5hYAADige4W281C0tk838WXhmsIHRqcdU47irhB2lpmnJ9aF85+jK3y6MYGdiH8Kx4/a1/o8vEiMNFar9rVuXonoPouhiBy2d6/Z5Sgcr55jFRv3A+GaAOghG4C/axVfDilZZYYBAAAAAPZPcwsAACRrxenz9vV648dsZ13IfhMRf0dXtLZMTQRJ2hTgzeL9sW+rWLWvz9GOAwqeeKr2uZlH93mZRXcujlBIft9y48ef2x/X5+AIReOwd7XW++f49XFr6r66HwjHJGCANDb+cyzXzAIAAAAAE6W5BQAAeqoVr62nzM+iK2Lb/PMpWResrafAr9qXojXYQmuiWx8/foi7Jrp5VqYnWLY/3kTE/7U/v7WNiUNpn5+ILz8zrzd+ylDOy6v2tWn9uXrw52gWhf67t5Xqh7g7Jo1t+v9q42vdwHLrOAWM3ca2zrFtHryJ7phuuxYAAAAA8A/NLQAAMFAbhWwRXxbc/hBfFqz3ueh2FXdFtKvoCtUi7hpZViZ1wv5tFO/fL4ZdN9Vtek7B7OZ2h033C+uX65+veYWh2vg83beL8/Fyi5/j3AlExBf3C5vn7s1zex/uE5YbP968Llj/dcXOAPdsbB5cRMT/xt3GznlSpG9ZxdeNiSv3egAAAADAt2huAQCACfpO4W3Eborc1s0p9ym4BQCAnrnXOL/pufcGq/h6W1SEZhWAvbp3PN88hj80uGDxxH/9Q896Pm/8eNn+6NkPAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADA/2cPDgQAAAAAgPxfG0FVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVWlPTgkAAAAABD0/7Ub7AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAM6Wdk0AAAiDSURBVAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACwBGuz+RyFGfWpAAAAAElFTkSuQmCC" alt="estacion-R logo" style="width:320px;height:270px;"> </a> ] --- <style>:root{--panel-tab-active-foreground:#0051BA;--panel-tab-hover-foreground:#d22;--panel-tab-font-family:Roboto;}</style> ## Crear un proyecto de Rstudio - Paso 1: --\> **File (*archivo*) --\> New Project (*Nuevo Proyecto...*)** <img src="data:image/png;base64,#../img/clase_2/nuevo_proj_paso1.png" width="60%" style="display: block; margin: auto;" /> --- ## Crear un proyecto de Rstudio - Paso 2: --\> **New Directory (*Nueva carpeta*)** <img src="data:image/png;base64,#../img/clase_2/nuevo_proj_paso2.png" width="60%" style="display: block; margin: auto;" /> --- ## Crear un proyecto de Rstudio - Paso 3: --\> **New Project** <img src="data:image/png;base64,#../img/clase_2/nuevo_proj_paso3.png" width="60%" style="display: block; margin: auto;" /> --- ## Crear un proyecto de Rstudio - Resultado: <img src="data:image/png;base64,#../img/clase_2/proyecto_nuevo.png" width="60%" style="display: block; margin: auto;" /> --- class: inverse, center, middle, hide-logo # Manos a la obra! --- ## Crear un proyecto de Rstudio - Asegurarse esta en el proyecto, de lo contrario, abrirlo --- ## Crear un proyecto de Rstudio - Asegurarse esta en el proyecto, de lo contrario, abrirlo ✅ - Crear una carpeta nueva llamada `datos` --- ## Crear un proyecto de Rstudio - Asegurarse esta en el proyecto, de lo contrario, abrirlo ✅ - Crear una carpeta nueva llamada `datos` ✅ - Guardar la base de personas en la carpeta `datos` --- ## Crear un proyecto de Rstudio - Asegurarse esta en el proyecto, de lo contrario, abrirlo ✅ - Crear una carpeta nueva llamada `datos` ✅ - Guardar la base de personas en la carpeta `datos` ✅ - Instalar el paquete [{rio}](https://gesistsa.github.io/rio/), _invocarlo_ e importar la base: ``` r #install.packages("rio") library(rio) base_ind_transp <- import(file = "datos/relevamiento_indice_transparencia_2024.xlsx") ``` --- ## Crear un proyecto de Rstudio - **Antes** *(sin un proyecto)* ``` r library(rio) base_ind_transp <- import(file = "/home/pablote/Documentos/datos/relevamiento_indice_transparencia_2024.xlsx") ``` --- ## Crear un proyecto de Rstudio - **Antes** *(sin un proyecto)* ``` r library(rio) base_ind_transp <- import(file = "/home/pablote/Documentos/datos/relevamiento_indice_transparencia_2024.xlsx") ``` <br> - **Después** *(con un proyecto)* ``` r library(rio) base_ind_transp <- import(file = "datos/relevamiento_indice_transparencia_2024.xlsx") ``` --- ## (Posible) Estructura de carpetas - 📂 nuevo_proyecto - <img src="data:image/png;base64,#../img/clase_2/r_project.png" style="height: 35px; width:35px;"/> *nuevo_proyecto.Rproj* - 📂 datos - ⛁ *nrelevamiento_indice_transparencia_2024.xlsx* - 📂 outputs - 📂 scripts - 📄 *1_levantar_datos.R* - 📂 docs_metodologicos - 📚 *bibliografia.docx*