Load the data & ggplot2
data(Arbuthnot, package="HistData")
library(ggplot2)
basic plot: points & lines
arbuthplot <-
ggplot(Arbuthnot, aes(x=Year, y=Ratio)) +
ylim(1, 1.20) +
ylab("Sex Ratio (M/F)") +
geom_point(pch=16, size=2) +
geom_line(color="gray")
arbuthplot
![](data:image/png;base64,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)
add smooths
arbuthplot +
geom_smooth(method="loess", color="blue", fill="blue", alpha=0.2) +
geom_smooth(method="lm", color="darkgreen", se=FALSE)
![](data:image/png;base64,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)
add reference line, annotations and change the theme
arbuthplot +
geom_smooth(method="loess", color="blue", fill="blue", alpha=0.2) +
geom_smooth(method="lm", color="darkgreen", se=FALSE) +
geom_hline(yintercept=1, color="red", size=2) +
annotate("text", x=1645, y=1.01, label="Males = Females", color="red", size=5) +
annotate("text", x=1680, y=1.19,
label="Arbuthnot's data on the\nMale / Female Sex Ratio", size=5.5) +
theme_bw() +
theme(text = element_text(size = 16))
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y5j+xHqV6NpZ70dHMLgVls+T6zAJrMZtL6l2lHl3qMA0QASghiz2DUB4YJDBe9DShhRAGRxchRCED5hVEfGCYwXPQ2oIQRBUQWI0chAOUXRn1gmMBw0duAEkYUEFmMHIUAlF8Y9YFhAsNFbwNKGFFAZDFyFAJQfmHUB4YJDBe9DShhRAGRxchRCED5hVEfGCYwXPQ2oIQRBUQWI0chAOUXRn1gmMBw0duAEkYUEFmMHIUAlF8Y9YFhAsNFbwNKGFFAZDFyFAJQfmHUB4YJDBe9DShhRAGRxchRCED5hVEfGCYwXPQ2oIQRBUQWI0chAOUXRn1gmMBw0duAEkYUEFmMHIUAlF8Y9YFhAsNFbwNKGFFAZDFyFAJQfmHUB4YJDBe9DShhRAGRxchRCED5hVEfGCYwXPQ2oIQRBUQWI0chAOUXRn1gmMBw0duAEkYUEFmMHIUAlF8Y9YFhAsNFbwNKGFFAZDFyFAJQfmHUB4YJDBe9DShhRAGRxchRCED5hVEfGCYwXPQ2oIQRBUQWI0chAOUXRn1gmMBw0duAEkYUEFmMHIUAlF8Y9YFhAsNFbwNKGFFAZDFyFAJQfmHUB4YJDBe9DShhRAGRxchRCED5hVEfGCYwXPQ2oIQRBUQWI0chAOUXRn1gmMBw0duAEkYUEFmMHIUAlF8Y9YFhAsNFbwNKGFFAZDFyFAJQfmHUB4YJDBe9DShhRAGRxchRCED5hVEfGCYwXPQ2oIQRBUQWI0chAOUXRn1gmMBw0duAEkYUEFmMHIUAlF8Y9YFhAsNFbwNKGFFAZDFyFAJQfmHUB4YJDBe9DShhRAGRxchRCED5hVEfGCYwXPQ2oIQRBUQWI0chAOUXRn1gmMhy8c0PT0qfuNOf1NTv/jSx5Lf/OOnC/OWrD70lXk6+0mst1BxFnmFbr4ulaBLZNuZULX2UteQ3f7L8W/EVHA8QtSkAJQSxZzDqA8NECUA/cCZ//TEHQF/8DSEDdA5hleu8wgYB0Kz1vqx/4ASgpgSg7YVRHxgmSgDqHpWv6XZXOUDVEm5TFxigr61t0QBNtm6v7XYBqJIAlF8Y9YFhogSgLtieOAB6bdF5C+AC1OXnfl8BgKbaoK8nAegkASi/MOoDw0QRQO2DWDV62gP0lWDFFaDf+lGO0T2qAah9ESOjRZ5hYwKo+adqTj8RwOuJuEZd7QGiNgWghCD2DEZ9YJjIBui3/4FLlivW/uaHzQH6RNwzgQXoi9PkfCHa6aU2PIAuZI7fSRKALhKA8gujPjBM5AP0nxINo3/349YAvbbpfFaiAlTNbBt7Sp9sp2wQAJ3AHG/ZCkAXCUD5hVEfGCbyAfrPPrbZoLob/TMboMtJvTHJ4dFyLcBlgWHilSJFHKCBlV7Wi7QfbWsOXYWYliUBGl73+qn90Vd2kzy+OCkSoGq1his/5whAl24CJVjHOEAEoIQg9gxGfWCYyAfoHz95p6sffG0C1LzVs85o8Wi9lOrdanlnrdU/V40BlFqpmvaRvhmjll2ZY2LGNkwANGh40ddeAzy1+JN1NXOawSEbCVC1oW21fs76y6nfLQ/6owKMYxwgAlBCEHsGoz4wTBQA1G7kTN2NTII8nU7ekW0dzMax7ADxnblWApURgJIrVVv9935omjHvlq/fwTH8TzyAhg0bGYSbxtTiU3NwI9kTQeZkC5TIOQxQq/9C9mUQjANEAEoIYs9g1AeGiQKAfm2dw08PDBkAnQ7VD9a51zmNg3lix/TzNIN5NL+z1+ptPwxQeqVL02/6bULnv70waSJNwPC/7gI0YtgwFrz0SC8+OTAuKnhrJQH6FLb9wSUC0NeNsfqnDGEcIAJQQhB7BqM+MEwUAFQdxvoQnB4Y0gCdjuH1sH/dDlZ9ME+H+0fGDMYZpTZBPIZ0iQA0sFIT4XbnImV4XpVn+K//k3zDq5brixSYQou/nEgHRhY+QI278IGc6X6gk72PDD+ZF0IxDhABKCGIPYNRHxgmSgBqnsPPDwxpgL5Yh+fTCgl9ML+ezKubLxYkNhPUY0gXqiP9QqPASidYmJdhNX+3eTzDf+0f5hveZFwa+Mj/hFp8sqPsB4jmA3RuXy7fIJAzDdAX08O0vbwb9RgHiACUEMSewagPDBMlADXP4edz7Q2gztH54gPUar5e7MsB74zJVGsuCNDASq3Wn921aOWab9gFaMywlv0oksGn4OJrs/CJbtSGnkSav04oZxKg1q2neZa8JijGASIAJQSxZzDqA8NECUBNKMzn2sY10K8/do7VT8wlPQBZfHlnLEcd4iGAhlZq39yxGo+6YegZ/nv5hp1sDK2LRBafL32SF0AvQYBu66JzJgGqmq6Gh/wurhgHiACUEMSewagPDBNFANVH6XKu7ffjmeUDVB3M5kmudVlzM/FEP3ATAmhopTYqLIC6ixiGbYBGDduibrfHFleG/iZ5AfQSAmjg1DsOUPeyw1PujXiMA0QASghiz2DUB4aJIoDqZtVyt5wG6AwUG6D+qBvGwb2aIB9DuoThFVqpB1C9NAnQ2bAN0KjhmJV5W7HF6aEFtiw8gIaajUbOIYBasQWu4xIeIGpTAEoIYs9g1AeGiSKA6hPR5W65C1Dz2LcBSg2o5AGUfAzpEgZoaKX2E0IxgJqGbYBGDdNaFpm2HF18Jh/dsd26iTTNSHDWy5kE6JMTW/bjnhgHiACUEMSewagPDBNlAF0PwbW/uwlQe2ThKoCSjyFduADqGt4N0LVt+Uly8dfw2py78OoX+7uTOYcAajVeBaCdJQBtKQwTZQBdz+HXpqLbkX6W8dBS8Hqc7WLbDH2NLgZQaqVZAPUM+wCtGJ1DAe+D1OIzA+kzc7cbk0tQOmdpga4SgPILoz4wTJQBdG3UPC0U0gB9tRpZPkCjB+9ign4M6RK/BloLUN+wfw00QRvnLvc2TW06tnjGNVD7kVnDfyBnuQa6SgDKL4z6wDBRCND5ON1u9tj9QANd2jceBTshvtuWomeJAZRaIgOghGEfoIlek04/y23aCtDQ4mpj/9p/eKKvV3gd6c3HT4M5y134VQJQfmHUB4aJQoCqnz7QN3s2gDqNsScPoP7tJuPQfrdthW4ghQAaWmkGQAnDfj/QoGEdCzXsB317zbqF9K0fzf/1v5P/JNJ00v6RvXrDdnY/UIr3tDAOEAEoIYg9g1EfGCYKAaqO5mlgu7Uz+oIJf6QmB6AObOyD+d06LXB8hwAaWmkGQAnDNkCjhvWa3YlPJ/JJJ2Px9UkkYuE5Cxeg5mXQUM7yJNIqASi/MOoDw0QpQBWA/tOtu6YFUPvM0gGoOfDFxR25fTYReAzpEunEHlhpJkAdwzZAo4aNlXlnyanFn06Fz8KbY+CFcpZn4VcJQPmFUR8YJkoButwAMQY32k7hnRF/HYBug2goOc8xziaeAp2YUqMx+SvNPIV3DDsAjRm+WAtuGHw66bPt0OL6x5rRmEI5m2SNjMaUOaYyxgEiACUEsWcw6gPDRClAl6PW6EqpbyLZz+B85Cypm2szhA1YvlvWFbrFEX6Mkl5p7k0k2/Dfzje86enkyRhuhVjcHA9Uj2xniAKoNhvKeSXrN39ifQUZD1QAyiCM+sAwUQzQiQDrYe+MB7rqW//oQx+g9izWyetkIvQY0iX/OfR1pTndmHzDLkAjhi1rND/pxa3zdrJRGByRXjf1iZzX7vXqi/p/7tbZs27BX1AOEAEoIYg9g1EfGCaKAWod9ca9ZuPI/kATzHoq3XyGxmrOTSZCjyFd4u9Eolaa1ZHeM/w38g0Htu/YJBZXcNTtQLM5qrMgAGrciadzNjuIWl9B3onUwkkjCUBbCsNEMUCt3oVWZ51XAxVP5LhIWxdyhw/vLpHHkC6Zb+V07k5nPAvvGP5r+YZtbZDyGqnu4u4jnMQrQWiAmt3pqZwvK64/8r6CvJUTRgLQlsIwgeGitwEljCggshg5CgEovzDqA8MEhoveBpQwooDIYuQoBKD8wqgPDBMYLnobUMKIAiKLkaMQgPILoz4wTGC46G1ACSMKiCxGjkIAyi+M+sAwgeGitwEljCggshg5CgEovzDqA8MEhoveBpQwooDIYuQoBKD8wqgPDBMYLnobUMKIAiKLkaMQgPILoz4wTGC46G1ACSMKiCxGjkIAyi+M+sAwgeGitwEljCggshg5CgEovzDqA8MEhoveBpQwooDIYuQoBKD8wqgPDBMYLnobUMKIAiKLkaOABug7kUgkAhY0QPevAuJPG8YfWAwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MExguOhtQAkjCogsRo5CAMovjPrAMIHhorcBJYwoILIYOQoBKL8w6gPDBIaL3gaUMKKAyGLkKASg/MKoDwwTGC56G1DCiAIii5GjEIDyC6M+MEwYLk5KfVx02aojjKqAyGLkKASg/MKoDwwT2sXp1I2gaFH0FIKLkaMQgPILoz4wTGwuTqd+BAWLoqsQXIwchQCUXxj1gWFidXE6dSQoVhR9heBi5CgEoPzCqA8ME4uL06knQaGi6CwEFyNHIQDlF0Z9YJgQgK7CqAqILEaOQgDKL4z6wDBhAvR8FoB2F4KLkaMQgPILoz4wTNgAPQtAewvBxchRCED5hVEffUw4hBSAbsKoCogsRo5CAMovjProYsK9ymnehT8vAD3eFcb+gHABkcXIUQhA+YVRHz1MePeJzH6gC0A72MLYHxAuILIYOQoBKL8w6qODCf9OuxHFeQbo8a6kKkwhuBg5CgEovzDq43gTRF8lC6DqNvzhpiYXXbbqCKMqILIYOQoBKL8w6gMPoOp/XYSxPyBcQGQxchQCUH5h1EcngNqdPXUUZwFobweTEFyMHIUAlF8Y9dENoOcAQC8CUAAhuBg5CgEovzDqQwC6CWN/QLiAyGLkKASg/MKoj0534e3OSlsUZwEohAuILEaOggegb9/8wY2MgnIAACAASURBVJ9mffb2zabf/0PP234jEHsGoz469QNVN9uJfqATOwWg/YXgYuQoWAD6m0/DALU++92PBaBHqdOTSFNvJW1icXEWgGJUBUQWI0fBAdDf/uBNEKD2Z+o3Aegx6vQsvDqBpwCq/3u8MPYHhAuILEaOggGgExUDAHU+uzZHv/eTsLf9XiD2DEZ9dDJhX+sUgG7CqAqILEaOoj1A30/tSRqg7mfX378f8bbbC0R5gNRHR4BeXICeBaAgVQGRxchRtAboelWTAqj/2ds3bz6LeNvp5YJRHiD10RWgKyk3gJr/HC6M/QHhAiKLkaNoDNCpifnZexKgxGdfvnnzecTbPi9KEHsGoz56AvQiAPWEURUQWYwcRXuAfu8nlyBAnc9++wPi1pHhbZ8XJYg9g1EffQG6oHKO4iwARakKiCxGjqI5QD+f/ksD1P1s6tL0PnjJVADaUl0BenEAan94tDD2B4QLiCxGjoKlHygNUP+z689/59OlFxNxLVQA2lKdATr/IwDdhFEVEFmMHEVXgBrPIZkE/b1V70TD63y2/51+PL/zJopEI6orQL98s3ZjUj9tt5MEoDckDUt/kgBUNLp6AlR1a1rbnW+JReQUvqX6nsIvP6gozvrEXU7huwvBxchRdG2BGqJuyAtAW6o3QC8aoMSHhwpjf0C4gMhi5ChQAEp1CRWAtlR/gJ4FoIYwqgIii5GjgAEo8VCSALSlugP0MgP0LACdhFEVEFmMHIUAlF8Y9QEA0PMMUPLDI4WxPyBcQGQxchQwAJVTeGb1B+jlPA9RT394oDD2B4QLiCxGjqInQM2xmH73Y7mJxCsEgJ6nV3zQHx4ojP0B4QIii5Gj6AlQczRQahB7AWhL9Qfo6XSeX3NMfXikMPYHhAuILEaOAqUf6JfEw5wC0JbqDtDlDXPGK+YEoP2F4GLkKHo/Cz+fxNMvARGAtlRvgBIvORaA9heCi5GjYAfo9dzcurjpjgcafiWSALSpBKCbMPYHhAuILEaOoi9A9XAi1KuRBKAtBQHQkwB0FUZVQGQxchSdAbo0QulhlQWgLYUB0EXuh8cKY39AuIDIYuQoWADaSALQlhKAbsLYHxAuILIYOQoBKL8w6qM3QC8+PwWg/YXgYuQoBKD8wqiP7gC9ePzsRVCM/QHhAiKLkaMQgPILoz76mLAI6fFTANpdCC5GjkIAyi+M+gAA6MXlpwC0uxBcjByFAJRfGPWBAFAvCgFobyG4GDkKASi/MOpDAKpd9NioK4yqgMhi5CgEoPzCqA8BqHbRY6OuMKoCIouRoxCA8gujPgSg2kWPjbrCqAqILEaOQgDKL4z6EIBqFz026gqjKiCyGDkKASi/MOpDAKpd9NioK4yqgMhi5CgEoPzCqA8BqHbRY6OuMKoCIouRoxCA8gujPgSg2kWPjbrCqAqILEaOQgDKL4z6EIBqFz026gqjKiCyGDkKASi/MOpDAKpd9NioK4yqgMhi5CgEoPzCqA8BqHbRY6OuMKoCIouRoxCA8gujPgSg2kWPjbrCqAqILEaOQgDKL4z6EIBqFz026gqjKiCyGDkKASi/MOpDAKpd9NioK4yqgMhi5CgEoPzCqA8BqHbRY6OuMKoCIouRoxCA8gujPgSg2kWPjbrCqAqILEaOQgDKL4z6gARoH4Ji7A8IFxBZjByFAJRfGPUhANUuOmzTE0ZVQGQxchQCUH5h1IcAVLvosE1PGFUBkcXIUQhA+YVRHwJQ7aLDNj1hVAVEFiNHIQDlF0Z9CEC1iw7b9IRRFRBZjByFAJRfGPUhANUuOmzTE0ZVQGQxchQCUH5h1Idpwnu9MJsEoCFhVAVEFiNHIQDlF0Z9GCZOp8MIKgANCaMqILIYOYpCgH714XLwnb79xzWbK5IAtKW0iXUXHkFQAWhIGFUBkcXIURQA9Jsfnhx9ULPFAm/7VwGxZzDqYzNh7ED+rQpAQ8KoCogsRo4iG6CvLj0nfetHNRvN9bZ/FRB7BqM+VhPW/mPfqgA0JIyqgMhi5CgyAUrjc9InNZvN87Z/FRB7BqM+BKDaRYdtesKoCogsRo4iC6Bff7wecB/piU/sV0MFoC1lAfR8FoB2FkZVQGQxchQ5AH3y4Ol8wnQtVADaUg5Az4cA1OWjAHQTRlVAZDFyFGmAzs3P7/6UXn7+lOdSqAC0pQSg2kWHbXrCqAqILEaOIgnQ11QTc745z3ElVADaUtZd+AWg7BsVgAaFURUQWYwcRQqgqoWZusiZM0+NBKAtZfUDnQHKv1EBaFAYVQGRxchRZAA0o3H5KgCNCKM+rCeRJoAesFEBaFAYVQGRxchRJAH69wMXPx39kQA0KIz6sJ6FVwA9YqMC0KAwqgIii5GjkGfh+YVRH5aJ80HgSgK0C0Ex9geEC4gsRo5CAMovjPoQgGoXx2/SF0ZVQGQxchQ5N5GYH3kPSgDaUi5ADwGXADQojKqAyGLkKASg/MKoDwGodnH8Jn1hVAVEFiNHIQDlF0Z9CEC1i+M36QujKiCyGDmKMoA+HTIO6CoBaEsJQLWL4zfpC6MqILIYOQoBKL8w6kMAql0cv0lfGFUBkcXIUQhA+YVRHwJQ7eL4TfrCqAqILEaOQgDKL4z6EIBqF8dv0hdGVUBkMXIUAlB+YdSHAFS7OH6TvjCqAiKLkaMQgPILoz4EoNrF8Zv0hVEVEFmMHIUAlF8Y9eEA9BhyCUCDwqgKiCxGjkIAyi+M+hCAahfHb9IXRlVAZDFyFAJQfmHUhwBUuzh+k74wqgIii5GjEIDyC6M+TBOKWgLQvsKoCogsRo5CAMovjPoQgGoXx2/SF0ZVQGQxchQCUH5h1IcAVLs4fpO+MKoCIouRoxCA8gujPgSg2sXxm/SFURUQWYwchQCUXxj1IQDVLo7fpC+MqoDIYuQocgAaEStOBaAtBQrQHgTF2B8QLiCyGDkKASi/MOrDBegh5BKABoVRFRBZjByFAJRfGPUhANUuDt8iIYyqgMhi5CgEoPzCqA8BqHZx+BYJYVQFRBYjRyFv5eQXRn0IQLWLw7dICKMqILIYOQoBKL8w6kMAql0cvkVCGFUBkcXIUQhA+YVRHz0A6m1CALoJoyogshg5ivQ10G/9qNLPbglAW0oAql0cvkVCGFUBkcXIUeTdRPqo0tI+CUBbSgCqXRy+RUIYVQGRxchRZN+FP/AJpFUC0JYSgGoXh2+REEZVQGQxchTpa6CvutPSwQ1RAWhLeQA9AF0C0LAwqgIii5GjyLqJ9M0PN4Z+96c1W6mTALSlBKDaxeFbJIRRFRBZjBxF9l14oyH6Sc2GKiQAbSkBqHZx+BYJYVQFRBYjR1HSjcl4KumQhqgAtKUEoNrF4VskhFEVEFmMHEVpP9CXjaH83ZsEoC0lANUuDt8iIYyqgMhi5CgqOtIbDdEP0nPvkAC0pQSg2sXhWySEURUQWYwcReWTSE8ymEi+MOrDMLEwSwDaUxhVAZHFyFHUP8r51YcC0Dxh1IcAVLs4fIuEMKoCIouRo9j3LPyTADRDGPUhANUuDt8iIYyqgMhi5ChkMBF+YdSHD1B+duUAtANBMfYHhAuILEaOQgDKL4z6EIBqF0dvkBJGVUBkMXIUAlB+YdSHAFS7OHqDlDCqAiKLkaMQgPILoz4EoNrF0RukhFEVEFmMHAX0O5HeiVh0Ptv/sm9o/0wiEaSgAbp/FRB/2jD+wEoLVLs4eoOUMKoCIouRoxCA8gujPgSg2sXRG6SEURUQWYwchQCUXxj1IQDVLo7eICWMqoDIYuQoMgHa5Z0eAtCWEoBqF0dvkBJGVUBkMXIU+S3Q4xkqAG0pAqDs7BKAhoVRFRBZjBxFRjcmPYLdUSMpLxKAtpQAVLs4eoOUMKoCIouRo8jrB9qHocMCdErKMAFRHwJQ7eLoDVLCqAqILEaOIrsjfQeGjgrQJSdtAgPj+kcBKIBGpkZjjRxFyZNITwczdFCAbiltJjAwrj8SgAJoZGo01shRFD7KuTGU/4UeowLU6OS1msDAuP5MAAqgkanRWCNHUf4s/HEMHRKgVjfZxQQGxvWHAtCmcq6V5JoYmBqNNXIUVYOJHMRQAWhTF/pTAWhLuddKck0MTI3GGjmKytGYvvnhXDXyJJKrKZbzWQBKrv8GAepdK8k1MTA1GmvkKHYMZ/ckACW0APQMAFAH49uHBrF44eWv/fYA6l8ryTUxMDUaa+QoKgG6PqAkAHUFBdCzAJRSw/1BNPVzTQxMjcYaOYoagE7v4xSABmSgazUhAF1FRnE4QQWgWgguRo6iGKCvul64b8OPCdDLhq7NBAbGt88EoO1WRVwryTUxMDUaa+QoygCqH0fibXvOGhSglwVd2gQGxrePBKDtVkU09XNNDEyNxho5igKAPml6fvenNdsq1agAvUxHlGECA+PbTwLQdqsSgDbQyFFkAnTttqT0Qc12ajQsQK9IMJnQ61l4B+PbTwLQhuvyr5XkmhiYGo01chQ5ADVHpT+MnhcBaGMXxnTqRxYD7pTbA6h/rSTXxMDUaKyRo0gC1LjlfvSYygLQpi6M6dSPLAbcKTcIUO9aSa6JganRWCNHkT8i/cGjKV8EoI1dGNMv5M8MBtwptwhQ91pJromBqdFYI0eRB9Ajxl7yJQBt6sKYfiF/ZjDgTrlJgDpB55oYmBqNNXIU8lZOBp0FoIGVC0C1iYGp0VgjRyEAZZAANLRyAag2MTA1GmvkKASgDBKAhlYuANUmBqZGY40chQCUQQLQ0Mo7AXSqVcNF49ULQPdp5Ch2DGfHLgHobhumC2P6hfyZwYA7pQ9Al7/22kXj9QtA92nkKASgDBKAhlbeBaDb+dLmovEGBKD7NHIUAlAGCUBDK+8BUOOK0+qi8RYEoPs0chTJa6B/P2/ckD9iuBgqAG1pgwYoK70gAGpds19cNN6EAHSfRo4i4yZSxiNIryx3kwSgO11cBKAC0IQQXIwcRc5d+BQcc+apkQB0pwsaoPbRfh8ADb0eqonOAtB9GjmK5DXQaQT62BhM80h3HE/K1wCUucNKngSgoXXTUbASdAEo/XaTJhKA7tTIUaRvIs09QUNDKHM+K18BUO4OK3kSgIbWLQDdNDI1GmvkKHLuwj/NVCIGs1s+YRoktByg7B1WsqQOJwtdAtDNxPEAjb4eqokEoDs1chRZ3Zj040gGRJ/WaWxDNRUDlL/DSpYEoMF19wBo7PVQTSQA3amRo8jsB2q8i9MV3zihpQA94H5rlgSgwXV3AWjk9VBNJADdqZGjyO5ITyOUdaBQAeheGwLQWadQl9gmEoDu1MhRFDyJZL5YbhbzyzmrAMraYSVPQwGUk14wAA12iW20dgHoLo0cReGjnLodesAg9XUtUM77rXkSgAZXLQDVJgamRmONHMUtPQs/HEDN210sNgSg2wZYAVrzDUamRmONHMUtAdQ8h1+mQAPU7jDAYUMAum1AAEoLwcXIUdwUQC8bQNcJyAB17ndx2BCA6g0YGxGAaiG4GDmK2wLoZQHo9jswQL0eAww2+gKUWLMAVJsYmBqNNXIUNwbQqctf72fhswBK9Llqb0MAqjcgACWF4GLkKG4NoM7R2GPPTAYEoEAAdfeIAFQLwcXIUdweQDlvF+RvPw+gdqdVBh8UNQSgAlAtBBcjRyEAba4igJ67A5QPXwLQmEamRmONHIUAtLkEoOEVdwSosZW2VeFe8s7UyNRorJGjEIA2Vx5AiVHWMpWJ3GCzSwAqANVCcDFyFALQ5soEqD/KWp5y7zsJQJ31C0ApIbgYOQoBaHPlAtQbZS1L2XfuBwIoN0EFoGEhuBg5CgFoc2UDdBplrZafSYKGAOod6zcP0GXtAlBKCC5GjuIGAcp4vzV/81kAvRQP41PQe3RkgLa9s7aufduKAFQLwcXIUQhAm0sAGl5xHkAbP14gAI0IwcXIUQhAm4sdoHnd78cFaOsHtASgESG4GDkKAWhzHQDQnN6j2QBlI2glQJs/4ioAjQjBxchRFAL0ZS1t4h3HzTUmQN1bvgJQQxkALbhKUehDAEoIwcXIUZQAVL/dWIn/nR4jA9Qy0Q6gBd3vswF6Ku9LlSc0gG4/CEC1EFyMHEUBQF9Ojj6o2WCBBKCETrnd73MB6gxB3VA7ANpylBW9cgGoLwQXI0eRD9Anl5/sBK0FKFuPv5KNcwE0u/t9JkBPzktQGmoXQNsNEiAAjQnBxchRFL4Xfn2R8fKK409qNpktASipzO73eQA1mnvlTnIc2BKAbhqZGo01chS5AJ2uf1otTtUi/fYf12wzVwLQPUtlAbT5+bLnwFbuXfiqUVaSNgSgvhBcjBxFLkBf/DvvL9xNUAHonqWGBWjtKCtpGwJQXwguRo4iF6BP+vR9lTqNZ70KevMAPbMDlIgCH6B1o6zk2Fh+bFoVXrffTI1MjcYaOYpMgCpYeq3NVx+qTSUADS6W7SMHoFwXQasBWjPKSpYNNoBWEHRkajTWyFFkAvTrj4l+n199yHsRVAC6Z7GRAVoZTHLdAlBPCC5GjuImAcr1zEnJtvMAWnPu1xKg5jl8uZEsB5YEoJtGpkZjjRzFTZ7C9wTouuneAPU4Hu4HytWTXgAa08jUqFDsHGfkKG7yJpIANB+ga0/6chu5Fkx1BujyiwBU6yAXp9h9ypGj2NmNiXVMEQFoaLGWAJ2f5Sx3kVY+QN1ZBaCH6RgX28OLtIeBo7jJjvQC0BKAVnXCCepZ6/Fx/Wn7VAC6aWRqlMp4/Jv0MHAU+x7l5B3UTgAaWgwUoM+2NEA3jgpAN41MjUKZ42dQgBk5ipscTEQAGgYouWgDXD378gD6/PzFF8/k0rYB9VsrgvprFoCaEoBuYgaoT1DU4ewuup4FoAcAlGBngJ8KoNYpPW1AAHqcDgNo5Hm3kaMoGVD5qw9NfOIOqHwRgB4H0AA94wD1IHoUQOdfBaBaBwI0+LjGyFHc4is9LrcN0LyljgBoGJ4ZALUYKgDtJQHopiMAeqgEoMEtpBdjB2icnlkA1QwVgPbSYXfhIyMUjhyFALSx7gKgSXhmA3RhqAC0lw7rBxoZoXDkKASgjXUHAM3CZz5AFUMFoL102JNIkREKR45CANpW24F0qwDNpGcZQJ8fTQOTm0YA9VajJghAtQ57Fj4yQuHIUfAA9O2bP/jTzM/evrnq9/+Q9LbDwVLQ/QBqoqsjQPWcMYDm2sinZylAH41bSkMB1PtDlauRqVGjSNeRkaNIAXR6hPMT953wm+hnOX/zaRig9mfX32ZR8986QCvPVHsBtIieFQC17ygJQI+RAHQTDEB/+wMaiP5n6rcwQQWgOxZrDNBSelYBdEGoAPRACUA3oQB0omIAoPZnv/vx9bfPrz98ef33M99b8bfREoC2BGgFPusAOjFUAHqgBKCbQAD6PnhK7n32frv6+fbNm+/9xPNW/nU2CUCbAbSKnvUAfX5mBaiaIgDVEoBugriJNDUqAwD1Pvtya3eqjz73vO3wIQBtA9Baeu4A6PXnqKUiCUATOhKgoYxGjqIxQKcm5mfvSYB6n13P57fb79fJ3/e87TAyCkArjrysxbbP9wB0Bz33AXQ7kd8rYiUCUEsC0E0gAL2eigcBan/2m0/1ebv58+ZthxEBqPtDKUD30XMvQJcT+b0SgKYkAN2EAdDPp//SAHU+M1udZmt087bHyby3BKB5APUm78ZnGUDNmZcfHx9Lg8n4WhcBqCMB6KbjAfr1x/RbOWmAep+9NQD6ux8LQEs2wQrQBvRsAVBi3NBSHQbQ8v04MjVqdOcA/fpj/477U+i1xvkA3foumXeRfm/Vux06n/cs3WCraQPTHOU+sxbbPndnDCxoTP6ikR4f62Zefpz/KQ0n/LVSCezcQp96G0gKoL09MGgnQOknkQSgWQYQAdqKnq0AuhOhAlAYCUBdWKquoSwAXTXgKbxxloJ5Ch9abpre5tR95yn8+tM2pTQfMgZrmpzCa8kp/CaeU/gXsgP9KpZT+M1b/tfwJQB1fkgCtC0+2wH0uZ6h5LcVgJo6ysU5MnDOyFEkARp4BGkR/WYPAehlNIBStNuphgCtRWgAoKfQwJQ7NiEAjetuAbq8EJ4WfQYPcRd+3l0C0ByABmi3U00BWodQ6tsu74esWV1sEwLQuO4XoN/8MMjP0HuNMwHq9ANt2pH+dgE6L9AOoBHc7VNjgD5XMJRI6bS+YLd4ZfEtCEDjul+AzqLuwgeVCVBzaNDWTyLdOkBTy2UCNI67fWoP0GKE+iGdNoC2IagANFMqn1BGI0fRE6Ccz8ILQN2ffIAmcbdPOwEacFSTldbJAGgTggpAMyUAbQ9QztGYBgBo3rl4aBM7AZqFu32qAyhBUkflWWkJQF0JQDchPAs/KxegjOOBCkDdnwyA5uJun7gAmo9Q+gxeAGpKALppPIBOA4SqNmj7EekFoO5PC0BDVBoJoLkIDQC05UVQAWimBKCUXtJPIv3mU7t/kgXX7Z1yzd+JdJl318F7xqwQQIDGqDQWQPMQKgBNSwC6iRugX32Y2xE0G6B8b+W8CEDtn56/iFNpNIDmIJTuxdS0H5MANFP4AH3mBSjdHXQvQNneC3/pDlCjA1FngC7sSlCpNUHJ9bUEaBqhVEYbQAtjT21CABoXPECfmQH6RHalz78zX+Nt3+L3DNDtU82hMQDqjwsaVVZUthaAFqae3IQANC50gD4zA5Q6f2fm530AtPjIywaow6GbBOhzlKF0RhNAyzLP2IQANC5wgKpKYgWoGpTpWz+a+oOqf+YxRkKPcjaSALR2MYpD2AA1x6EvNZRIquCDcglAM4UN0KmOOAGqroDOzc2ndQgm1Sb9pGaT+d72LX7bAA0uF+LQ7QI0hFABaIYEoJf1ZI0boDM3X7aG52toONBW2glQtb/uC6Akve4BoDRCBaAZOhKgoZB6R7HUECdA1zP3qeG5Xvl8Ym6CCkBj27CXC9PrPgBKITSY7Lt2BBWAZgoYoGsFHQNQ/ZNqgrJeBRWAxrZhLBel170A1EeoADRDAtCtfg4D6NruvP7Ieg4vAI1tY/03Ra9cgLYmaBVArYUqDIX3hikBqNbdA1QXD/c10E+2n5YXeRSN0FTjbefyhwPUro8jAJpBLwugMSbdAkCfTYYeAFDzeYXCRe8LoNFOzz2jMCqHtRvTdvNd/bScuAtA/Q1SvzEBNIaXOwbo88rQcLAcAC3ejwJQ7aFfFGbZcPcDXc7hX7b+88b9JBYJQIOLpfBifrj8fEcAvSraXV4AqnXfALVqhv9JpOmKp3rJ3Hw2/8Tcj2kvQC9tX2Cbsz3yN7o+Uv05Q4q+8oJiTxeAfsfSNvkwgD48RB7YFIBq3TVA7Zo54ln4T5ZnkD5apkDfhb85gFpUQQTod5I6CKAPVz0+hoYMEYBq3TNAnaI5YDSm6Sz+RT8Lv3Zo4pEA1JRHlVwYtgKogtJD4LM0Oan2qL/1RgB9mAF6bYaS9SwA1bpjgLpVwzwe6PY0pzGwHe/D8ALQVSRVDgbowwNN0CJ2hik6bd22UA3Qhw2gV4QScb5r9iySADRTgAD1yoZ9RPpvfjjfM9oIij2YyK0AlABNki81AI1/+PDgE7SSnSREuQD6QDyjJADVuluA+mVz4Cs9pltKvOfvFwHoJf6M0aEAfXiwCZpmo7m2DIY2B+jCz8muk6oAVOtQgAZC6hEFUTY4L5VrpHsHKAmHPgB9MJXXpiTXFl6IFaAOQgWgWncKUKpsBKCe2j2yV7G5XQANwqE3QDPOxiNrU92YIg1WPoA+mwwVgGrdPEDJ9weSZSMAnWQcLC3f3ZCjVgCNwSELoNTN7P0AfcxlZ3htWz9QfzUNAfpsXQLVWvMVgGrdOkCX2zX2RLpqOgA08FrjRtoB0Olwafr2sAw51VEH0BQbugG0gJ3htVkd6X2GOovsIugMUGf6skMEoJtuHKBbhyFzYqBoDgco5rPw1kHU7v21GaoDqLFYDhr6ALSMneG1uU8ixVe7qyf9BFDik4sA1NRtA9R4f5ueGKoZRoC+rI8hmXrCfCunPoSWg+gwgu4CaC4ZOgC0HJ7BtVGPcobXvutZTrXv6Y8EoIZuGqDWGzDXicGSYQPo9uiR2XFpfk0nLkCtGwmNjQXkVsf6ewqgRZhgBCj5aR09Q5sKPAsf2Mauh0sjC3/R7PaiADRTOAANVwwXQJ8ME584EwcBqJrQ2ByhGoAWY8KYO7xgK4C6YHso8FoCUG9TkVXs2v7i4vm5DUDNtVBrJO8ALxKAag+sAD1Pd0LW/RCpGCaAGo++n4wXI8E+yrmksQDUuhXb2J+rQoBmjQoS4wIzQF16TlGyAfQ6v4dQRoA+Prbe4wQbyDvAqwSg2sNxAI1VDA9Ap8GXptGXXjdkvvhn9BzaD9BwX5ZY26BW+QC1DnBIgPon1cRoH7lGtaIAdRjKDNAWf07jACXvAG8SgGoPhwE0WjE8AH3VpFQsVefsT0c0Py9cAJ0UbRvUKg+g3gGOB1DqkuTj8iEjQOclzDbvDoDGlv1i+bjpHvfYQN4B1rorgBJdTkwPrHfhz+etN2O8ZHgA+nTaXuaxjKX8xH/1c/FWtdQah3EO70U1fdacoEmA0kc4N0CX33IBmrihk+22FqCWhcxt5W5+dbF93HCPu3ufuoFhSgCqPbD2A50Bqn5JlAwLQLdB7JRUE/SD6Ux+Yyqn9vcDfaA7s1gjY7TzGwNo5AA/EKCJTT16zxoZH228LzeqlQfQFgjNA+jOvS8AzVQ3gE5PIy4vd0mVDBtA9Xs7ro3Pv/nhMc3Py26Arj1BvaCskTGeWxxIs2iABqgBCNAgPWvs0rPlAnQ/QjMBum/PJwG6XH4TgHYD6GUCqNpqsmRYADo1OrffXg66+jlrL0DnB/r8oCiANj6aJiPrtocAaIyezmZLfRrKB6jlKGuLOdtfXFgfN9rlAYCeBaCXzgCd/58umcMAesTpu9JugF4PFfeoVKIH6zFVteGtNtxjmxTIlgAAIABJREFUGB+gCXqaZ/C5fvcDdB9CEwC1Pq/a3dYuvwhAo+oO0HNGyRwA0Ncj+dkEoNSBRHURjSlzw95O4gCoOXMjgCbp6S54GECfH+sRWgLQaoQm78IvAKWWFYBqD9wAzXva7yCAsr7J2BIKQDPlbYkboOEl8wGaQ8/szYYtrAoDdNohxEoyzBVsf3Hhf15XoRYOKIKew+OBCUC1B0YT8wazSvYggB7WAG0FUJKgj4/kcGd7NB5APXqGVuiEyADQ5S8asZIcvmdvf3FBfV5Ta3GAXhaA0ssKQLUHboCSFPB0EECdMZkY1QSg5JG0ATSdar4GAyjV9gwDNPZrziKLQgANdNmdV1KF0GKA1hA0AdDLBNDAsgJQ7YEZoIlyWCUAneQeKmR0j49Ug2efcABK8s6khgvPxPBH3t/v1gA1rqmQKylHaDTU0OXg4lpLAfRyDg9aIgDVHngBmqyHRQLQSe6hEgAo2UN0l0YBaIie4RUGv1mu0U00QIMXpfVKShFaBdBiggpAM9UToEs9pEtWADrJPVTI6NS0su5DaY0AUA+e34kuGZyavgHXGKDPz2W3k+oAWopQAWimdAxUIIxRbF1jBKC5yjlUHu8QoD47yf6e5Op8gCYJWgFQv2Nu5KZXZNPhza8uIjMU1ZoANFP9ALruZgFornIOlWnSHQGUgme6v2d44hV3kccQIt4iAKUeDfNWko3QaoCWINSGgQA0rG4AfdQATR5mAtBJxKFCNKBSx1iFagFaZKQUoCQ6w/DJA2jqQa6wt70AzUZoEqAtCCoAzVUvgBa1U9gAGhHuKz1ih8ojB0ADmH7uBNAAOSu44/0Bms+4ybEEUt4id+Gp9ZEryfoqewCaTVABaK46AdQ+0UsdZgLQSRmHyjzhZgEaYWfNpUOqAZpughYB9JnmZ8YXLNv86iI5R16pCUBz1QWgzk4WgOYp41BZJrQlaAeAxq8REuxMbil0w80SA0CfSX6G/Rpfi3awE6B5BM0CaIigEAANjXTSWj0A6u5kAWieqEPFvalyDEDXSccANMZOBc+MAZVjX8LQg0nQgjU9R5+Fp1YW8Ztohe4FaBZBkwC9ToIG6HIU82+oA0C9Mkiew7O9F76XWgGU7tbTF6BFfxqDW1l/S5yzT7NlAdSZYwalOw8LQEvWMiuG0PgXzQFoDkFHB+jWDuLekBHCUQAl6kAAmiX/UPGowwBQcuz7IwAaJae5UAVAl/7t3kwGQDONrmoJ0IeHMEIbADQDoYMD1DiTZN7S8QCl6kAAmiX/UHEa79svDQH6QL59iRugIXa6K6wE6MZJb64NoJlGNzUE6NwODiC0CUCTBB0boNa1uH1rSc10OEDJMkidwwtAJ/2tWcahEvpD1A6gAaBwAjTW7gwBNGNDxiwLP0OvNU0MxnIQQAMIbQPQFEEFoJlXUQ8GaKgMBKA5+luE6GvJzQAaOqVlAmjynL0JQONXOunX9ZErMtUaoJM9IoMMgDYg6A0ANPLWu+x1pJePjtzfPIpg+QhAc0QB1FZuoLkKoqY9QDMueBIrZABocmVHAfTxgUJoK4DGEXoTAA2+tCl3FRkEPRSg4fJJnMMLQCelARrAabUOAmgWO8kVVgP0kRoiKc/1oQB9cG/JtwNojKD3DtDsiwBHAjRWPgLQDJUCdD9Ngx3LmwE01PAMLNkKoBs/EQHqjsJs/VFpCNAIQccGaOqtd3krAANovHrir6EQgE5a0tjF0TKWsgI0xM5YQ2sHQPU8Bj4xAeq+B8T+0xJbaxlAwwgdHKCJt95lLZ93FfUwgCaqJ973TgA6iThU9tA04/hiA2j6iie5KPGH9zkXoPrmeoKfAAD13kSXurSxuchYt6VAqY0O0Phb73IWz7wIcBRAE9WTePpDADqJOFSMLNW/zVEautuyA6DBk/bwasIT8wG69cYy8VnxtPkxAPXfhRz6Q+O4yFm3JbrUhgfo9Kz+zj6gQABNVI95zZySAHQScag82wC1E26BU7oXUyVAYyftWVfF6wG6fY/H6YZljJ8QACXuq+YgtBygJEIdFIwK0B2L515FPQSgqeoJniiuEoBOIg4VnaX7gnP3GKqlKf1gTjlAUyftvABdK+xxjSnCT1SAPmecydcAlCCoiwIfDbcO0NyrqEcANFk8AtA8EYfK83ak5fesrUSp1TgtBGicnaThpgBdK+zRPTGmFV9bG4CmN0LOkGiGUs+npeVVWhZAgwS9CYBmXkU9AKDp2hGA5ok6VLY08wG6aAdHN5xmATQNT8owB0DjfT0S2058ehBA3bdAuS5y1u3LrTQB6FWnnKuo7ADNqZ0Hk6DU/KwA/eZPyMl/NMJ4oDpNf2TQguOnAUoDW6Ze+kZ7OAagkRP31LZXypDH5YEAfY6dyVcC1EVoEqDThBsHaGzQfWMe+udFu6PIqp2+AP3644/8iV99OMSAykuaj5n8ydNOjuot57KTNJwH0GlKJkCjd97pzVB7IXBUTYdKetWx7+J8GksgFGs1QO3vOj5AY9do89eRXoU1hz+7FUXFg1GZtWMAlJyfGaCn7/7UmfYyyIj0a5z+4MA7AGqpEqXZDc+g4e4ADe2FGECJ/RTfSOzTeAJ0uDsAan5hAei8jqYArRgdKrt0NoDSC3AD9PStH7lTBgLocnckGXKlzBVV47RsM0H/tQANvhyTVvS4SQPU21ekdgL0mTyT3wNQA6E3AdB3OwmaxeB8gJaPrxcrDlcP0VEY2QFqviF+ekX8QABdbi9nvvaxXOHjuI6muZuhtlsN0NDLMT1NQTcAqLu7cr6L82nGnxCvGboPoBtBBaCX1gAtH6E0WhyeHqhX1KzivQtvA/ObH06/emf1TdUQoKHbywcAdLtzUtkwtXDKDNB41/lFa9BtAOrtsvT3sz7NCsBB6E6ArhEIQC95AE09sbVFkT06yaZ4cRRMfmbvxrS8n/MT9fNXH+qf+dQOoOv9ZY8ORwJ0OY53cJRomjYGaLTr/HP8Hsol48MgNUIbTPeVIuagFiLO5HfsfPI7CkDD8wR/U6oGaHQfoQH0cnk6LafxTwc0Py+3BlDijlEDjrYGaExO0E0B6u642PezP8wEqDPeXXrlCRHfcTiAKmt4AM0fJD+6g0I7tyNAl9P4RUS3psYaCKDRv3ZffJG43T7P1qZJSpqZAbqTF65aA9Tdd4Hv4n6YDVAfobv2vgB0W0dqFaUAzRzjOb5/EAG6nsZz3z1a1Big5A2SRgQNA5Rg53fc+Yml99C0OUDpoBkA6u6+xgB9dl4mv3PnC0AvDAA9ZwI0tXeCOzf4wSGPcr4c1fy83ABAKXhS781MmtjbON0B0HDQPAB19mBrgFo7ZefOf3xMfGcBqJ4n9JuSdRf+fMoaJD9j75R+cARA1yboEQ3Qxnfh6R46bAANw9OfP9/EYyVKJ5yWf9do0GwAjb0XzE6jBqBOK3SHrpuJf2cBqJ4n9JuS2Q/0vAA0vsa8vVP4wQEAfdGXQJnvwCu17QdK99DhAWicnt78BQBd5tzBUadxGlQ66dhxsw+gxm5kAOi1KlogdN5K7DvfAUCjX9GaKfCbkhGFgmd6eCdvX5ScWvYD6NL8/OBlvRvPrLZPItE9HNsDNAlPf7PZJqirmywszUqaFaDrnuQB6HMDhC5biXzneUKLKFg0GTseoP7sOorrRxNAo6vzdwVxcAMCdOamep5z7gbKfhrf9ll4uodjY4CS7CSGIGoIUOvXJhzNTZoboNO+TAI0HYqneX/sRei2leB3FoAaMwV/tQBKfm7L3xPU6SUcQJfm59z5c3kQiflWUluAFqZZJrUaAp5rN6bEZncANIqPSpTmJs0P0KsqAJqM03qwoRqhejOB77z8fvsATSEvG6AZayN2BHmDI1IEoY8OeBZeX/l8GetRzpzDYIdCZ+2dAWpN+qI5TQ8B6PmcSqMeoMZArIklIpufRH5nAag1U+hXHcX6QWR1xH6gu9hAAtQ8aT/gNH4IgJKXPNfjEQqg1gctGqcHATQ1XtkegBr9dBPLBDc/i/rOYwA0/SBRch3NABqaYRW5H0iApk9cfLED1Dljf7p7gEbhqVfeH6BqWqgfaCVKlY4CaPwxz30ArSeosxkBaGKm0K9bFOcEQAP7gXzMEBCg9migSq93DFCane5RyA/QzCH6IgBdruDt4GhB67QWoLGXhu0EaDVCvc0MBtDZFw5A9WR6daH9sAL0ERug/zE18WNegL6r0RdlenwsXIB8sn1S/srd6bkmvPmWEbaTK5umER+QCe5G6XUd53PVzvOlVxRKw/ta+bt0mTOyB9MLGxPOpPVmUTTW6muXv3nhxCqcjwNzn6MzhPfDBlDzSIjWQODD0u8+aedbOcd5qVzpn6OAAuwMrCTUAnU3mmvCne+BesdLdgs0K85WTdJZ9S1Qb9e2a4E+1zVCqe1S1m+5BRr/is5cgV+XtyAZU/3VRXfEcgZvvYw7WgOBD+W1xpOsTDJeAplN0MhJe2gdzAB9eKDeMpgF0Mpdshel+wDq7Nz1+xSn6QO0hqD01Wff+h0ANLGOOEBPyxhMwRmSD24uR4Hxxp54CQhAY7IyaQTQ1BXPPgB9MACa6AFnA7TR/jm3a5lGNhI+mFoCtAKhgdt3nvUeAM0ZzggEoCs/T8H507tiOQo0QWEB+rL2Xfrq3+IfTgQDoAl2RlcBCNCG+8epcx6aRk7n2gK0uFt9sP+DY70DQLPGdD8MoIEntGYtVq3xQ6wF8nbF/LKex1BJpPbcs9r9Rz0LPwGU+w68EgBA0/CMruIQgLrn8GGA7uoy7St01FQ2TAM4JbbifE/nC6fDpAFa2ggNdyCznR8P0Ky3Yiy2OgP0tDVAaYJm7QmzFB4Tb44L7Dq11495Fn4B6MvJfc1xe3UGaB48o6s4AKD+RVAaoHv7q1CKrPD60Q6OmiwlN2J9z3qABgmag9BYD1zT+eEANV4bEZkLCaDuEMqRvmuJXfG4nsxHX4zo7rp5nzMD9OlkAvTpxE/QngDNZWdkFc8oAL1MFXk4QA3t4WiwUyADQIsaoTGAmu9MOhqgp1MWQYEA6r0FaZkhvQ/W3B/Nn5djInvXbfu8JoFsgL4sxPzqw/nc/eVGnoUPNOdz2RlYhfUB6114vx+T25tGqTNAN03U2NciXcUD0AKExgF6RWicLgJQpQhAU/nTuS89msih18gFjKO8JoGiZ+HVUCIrQPUUNh0D0FCau9oi1ges/UDtv7YqAKqYz/vfX0uoEqCWahum103wADSXoMSirpGOAE2/2rIpQKMrqQJoah8Gcjf61EcISnRf4z6FfznpV8Ivd48UQVlHVT4WoBQ7q28nWB/wAXTtQxwfGP2CDFBblTh9jIbkKQ7QTIRmAPSRHqUpL4pqLUxKvZmtBUBTT18GPnPuwvtez5nHw5qzBdCHfIDaRzorQJ9WWGqAKqiynsMfB9Ad8DT3R+ADRoBeC+bk1icCQEOf5FOjEqWKprsBmkXQJEDn34JhsAI0/WrL1dS75HNEETUA6MW/hXTJPh782ANd+8hF3GOdE6CqtTmfrhsANX5k0SEApdm575k+5yMmgK5fOPGg3DpxMIAuqufoIirGJEBzEJoJUONa6M4osmUANDwTDEAvbh+m2G5J7gl6cFBqEf9gZwbocsv9lgDaAJ7uDqQ+YgCo+YVvGqB6VbtRqlmaAdA0QbMB+uy+/rg6ilxtAI3MgwPQi2U1tV+oHVEBUOpwF4BOsoIKA7QNO5c9GP+oGUCn2bwvfLbr8VYBamsXR3MAmkRoCUCp3cb5JNJ5Bmh8lsVGd4BerW5RFB4QxLxZ/KSPeE6Aqpcgeafw414DbcZOYg/6HzUDaKBK7xGg1vTah/ITyccroxCgzy5DeQF68i6Ne7MsNgAAukZRfEBQ86b5GTroj76JpKA64F34tvBUOgSg6qvVA1RV6Q0D9Gw+IV9PU0+x8igH6LPFUEaATuckxwK0rEeGNWUBaOkBoWcl+vZF+Bk+7FkB+up3Y3oasB8oyc6yS9a+uAG6fTUBKD19/pHOch9OIwStAqixM1kBGsnNjOwCANDzBNB0uCFRPVPC/Iy1mvhfKqdeirQCdHqzMe94Io0BGmx4Hg5Qb4HgGuyvdpcAzfnWJkGDWVaiVIlCaCVAt73KB9DzYAC9vEu2MCIqOnqjJ528z8K/Tn21PlkA6r7lmEXtABo/awcFqP/Vgig5J2e6B4A6Y4wEtIOjVuN0B0CnncsJ0Ehsbnp7AErtgsRsxIKPGadoYXln8DHpo59ainkwkW0wJi3WK6CNAEpe8rT//OwEaGzxTIC6UwJfLeNs9lCAho+aTgBVez9jb677oxVL6b0YBaiqivIoigKL7m8YgKp09gE0d05rrK0OAF3aoIY+Cs/bRLsBmgHPon1AX1xpC9DYVxOABiabPxcA1Aq+AUcLAZrY27U6jwPQ57kFeQhAbQD0AOh82XMT+3jKOwGaSc+CnRC4vdcQoImvJgANTHZOCVMiAWqrQZM0B6AZO706L3SA6nCS7/0OK/cM3iMAsdwRr/T46sODWp9KOwCaD8/8vRXqYNYKoOmvFgZospJvDqDBPxrn9Eg+GQC1VUfTbdXkRsyqKA8lFlcGQPVnnQBq7YBdAM2Zi2BAJ4AeqlqAlrAzfy8EH3FoAtCsGs7ilQD0khpL0twfpS2YJo3TZ78qynNJxZUN0GqCZpz5kB8YoT8eAFASAwLQkMrYmb0Xwg/Z7gboJbeEBaCBqUR3mti+rACo1yVULVeJ0hmnPjXKoyFzAQeoHXqgo3TubkmfwYdIIAANyYJnznB2fQE6mxaAlm4kBdAYQasA6jzZaSy3g6N+07Q8n2AuWWfVhwLUD303QDP3mdeQEoCGZCXWGKDkSK31ANWmBaClG7Gn6t/M6aG9UgdQm6DkcrWPkbocLQ+JygUMoFToj6wAjZ6H+oseBtAn/tchTaq8BmoGlgfQaQTW1DwhgEb3YQSglundAE0dNncJ0EuAoZUAtU7jaYA+mj/vI2l5UPPXPw6goV1AzBYKav63GqCxM/jUZbxjAfqi38C5dahn7ka/A6A6kyyApt/i99wYoMGOcXGF5xKAhuf290o1QI1GaAZA7R8rcbojrKxy4QcolVQzgCZ3VPAuyJEAVU3OFaDGA0ncjdCDXunxQLzZkp5tfdtKYke4H3r3WwMd45LaBVAGfo4B0IvH0HqA6iOzGKC2mHCa0aHN+YQXoKGEmQGacxf5OIAu/ee34UDHepQzKeMlKskZZ4CmdoT7oVEfs0VOgAbmGRig9MqKABqpilyAbgUSOzDzAaqrohKlNE0LzqoXNQNo8OJJBKCPQYCm98t8OBIffCcHn0cC9OmkATrD9BPjB0YdAtAHA6BJgj7Or8BM7Aj3w7U+NoscAE10Xrk1gAYP3vDXpKui/Cm0zBsTuQBdVM9RE6cgAA2G4kxb/qkB6HLYetMz8UltgQmgr0b7c/5l/vmF/SQeDaDPE0CT+8H7UNWHZbE9QC8pgF4EoLo0vvB2UVaVbBUSPD53AFRrN0r/VjILRoD634cFoNtha0/Opie1BR6ATk3N7Vz9Sf+iPtjuLLEIDqDqlMOLPQegjkUB6O6tVAF0LY5igLpdgEPHaBOA2trD0YMBGggyDNDHaoAat3T1xPzGJ70FHoCqi55bQ1MNA7pB85X7kfjjAJp3EXTKvAyg6lOPGkS9ZpVwbKY+AI1sjZ7OBdDt9/S3dKsiA6DEQxT0ccoAUFv7WqRUeC0AGvmWgekrQMNRRHcLddAW4vMwgL6Ylzo9mg74TqSMfRHL3I09cfypHksC0E0AAL1WiFkV2X2AbYDSBGUHqKXahmk7gFp2ugK0lJ7UFngA+mQOXPdins6rc/hB38rp7Yycfkxz5O45fHRHz7V5DEATBBGAGi7MvZ/fB9gC6OMjcbweC1DbYiVOSwFqbDPzSAgC9HEfQI1O2RX4PAqgNiXt98g9MQ8Kelw/0Jyj6Hnb7fHdsGlycxRAkwQZF6An6hXn+wC6VUne3073eF32u3/IBgBKFklTgFr3VCpROrdOfYW2mXsxKwLQ5bdagM5/0YrP3UObYAGodZ5uXQK9GYA+P1D384KJZwJ0cSMAtVQB0NMEULcu9wJ0rpPMqzcrQB9tgPrn8b0AapzS6ok7ODorsVFegEYJqr9uNT2JLfAD1LoEejsAfaZ7lAUSzwGodpMJ0KwD/y4BeloA6hTmfoBeK4U6NQ8UyDSfCah5vzuHLjdAA0ZXfnpt6WW7u1FKsnQPQJerYcsvxQBdd8gefPYA6Kv99NHNAJQIMzyTcxHUX9BycyBAz9GZBgXoaQOoVZne+msAejnlAnQ5STH/zK773Tp8mQH6EHAavBFKVnUrju4F6OMOgD57jc9ifPYA6JPVcelGbiLRYUZmigLUdXMYQC9IAA1uqxSgJwOgZmk2AujpFBii0NPMJ+q+kHkEh24ctQGo2xHA/iB/qEVrYj1K9wN0/aUCoLvpOW3Bjov9JpLTdV6d0I/fjWkLM3umMEAJNwJQS2wATX1924W59swubDNAt51t7nZ9GLMC9OEhRNDwpYg0QL+wpuxqmNLHUHDqDoA2oCfRAYOtG9MKTecS6MtNdKRfVARQ+uSMdIMC0CuFzgyDZR8EUO8cviFAT3kAdf54WvWyHcqcAH14CBK0HUAt1TdOkxaerWf6CgHagp5UBwwegBrPG1m9QN1b8gwCBSh5dSvkBgSgC4XS2yjUIQAlLoKGAJrXzN5MLGvP6cO27nu6Xvzj+UiAhnsT7AKoViVKJ5yS67ZHlSgBaJPG5zMZGQ9ANSfVT3Yv0FsYTGRRDkDXeTyARtwcCdAwQrZmXHojZRocoNslgsw+wHQNKHmHNA9AQ3e8/OZUeMMVAF20g6N2y9QZ1ywfoBY980zTotJkGo3paRmAaRoJ1O5TfwvD2a3KqCEaoHE3xwE0ghDjPDi9lSJxA9Q8h49voA6g613+1IuQjZ0fKhcHoVwADVxvCD0L4m3Z7bJXAlBDuzj64IysmwtQu/FZbtrQgQCdGp6rVmLO49IzD0mPC9Bt3uQRiwDQ0IXEBmIHqL6NlNhAJUDnxvn0U+7OD5WLTVAWgD6GuwwEngVxt/zgPjRSCVBrmUqUbt+DjiJ0lYTo8lAu6s8R14DKr5qfy8XQp/k31k6gF1yA6h/SR+yNAzTgqSFAdRsxvoFagF6MDgoFOz9+gunO0Ogu/NwVNXDBNuse+Nbu0jbCy8ZFLDNPqm+ZhjfwHQ+fLQD6cAxA9Ws81nvuT4fwEx6gamtQAD2Hz+CpvkAtxA/Q5QJuav07AGoslVMeYYCaBOXoB/oYG7QhB6AGNTYb4WXjCgLUVj1O17V9h6JnpelNhwJ0aYQ61z/ZX8qJDNDH8OuNbB0I0EsUoKvSmynSAQAlVhhMcC9Agwh1OyiFcKXvcLQH6ONjbNCGDIBS1OAG6DaxkqRK9H33XQCl/pYc9l54BVDWDqCLYAGqbx0lD1gBqCVUgJqLJctjARk9G9nFpglAryuJDNoQqN88gNbAiFokY9oOjurGaaVlS9tF0G3KcQA9SIcCNGOH6Dm2A64GoOQynAC98PHzOICe7V8D26wDqLtYqjrCLUE1W2ZrqRSgkWuvsQ/M6QtAH3oC1OjQ2oyldVr+mOgJAtBJVkgsADWO5zEAemHj51EAvRwK0MSb0babOYHZ8q7XFQI0fPc/uAVvOtV353iA+s+kTlEcz9EH89ncZwHoIiujlgA1bh1dQAF6Ds3DxU8wgObxkwKou2CkOqZGXOBu+Dybf82uAUB9IyGDwelmA7QjQL1RUdworrEdRFIBqC8roOYAXTbSA6DpWcIAvTDx80CAnq3f6G3WApRYMFgc0f6Y1J3jQHGVAdTvQheaITbdb4BWAzR6wyg17cHxYEZB3HPna5ha41oIQCdZATUG6LaR4QBKUaOFjgLo5WiA2oXkADT4RJCez6ZAPUDnzZj3L4PVmTHdvQLaCaDOyNA6ikCPJUtNcSoA9WTl0xSgxkGWGr7YmFEAapoYCKCB96dRd2L8+R4fU89t5wF0vXGeLNPMi6Me+PsA1NYShUvP+JLXTytRatJUAOrJ3jXJnZe9o8lDOAtqBwI0Murn8AA9Gz8HNroDoOSSVHE8mAoWkXs3yW9NZQH0YcV1skxzAerabgrQ7M6htq5RfMelZ3JJ/Wk9R22cCkAn2bsmufMy9/SFbAPlYe8wgF5uGKAXVoCGliRqowCg0cHXcgC68tPoM7UPoP5cCAB16Rm+85ZY7z6OCkAnWYk2Aui0Ygegmb1mMgGa15ZNzyIAzVA+QNdy8ntTkvwk7vUEEZoBUIOf9ttAS4rXBqj3cW+AevAMDKlaut7ncpwKQCdZGTYB6LJioicNIkBDe3B8gJ71j4GN7gFojKDunZgQP+mb5TQesgHqvY++qHitT6h7WYnFc1YbnRpetc9Ou5G+F6C2BKCZslJrAdB1xfgAPZ0j487zALTwgsQOgF5YARpb1CuNID9DvY0oRuQC1O13lE0u4iNiJm6A0vNR7PQuE7cFqCUBaFhWUPsBqlcMD9DTAlB6HwpAtYvo2n15pRHiZ7C75qNPig4ApWY6HqBZ8Eyb2gVQez0CUFNWOnsBaqzXOcKCg8c5Og6giXHnbwCg5+2nwOd5/AwANLLwOfdgDQL00bsa2gOgxKdfJJdPrDQx2ZlC0zMQRdRUQ4AuEoBOstKpe9pjlbVe9wBDA2hq2OThAXphBWg03vO5tIQIgFa8zNy/BLoHoOQ8bQHqTzcmBJueob8lAtB96g1Qe70C0HxXXAA9R1fPCdD0S5PsEnJriezWlGaoew+eWHNsquOJ+rQtQP1RqtYZY6ftNQBtxc9n/TSnAHSSlc4OgLrr9QGadcAeDdDgqCHjA3RdbWjtewEaXHr+pKiEAgB9LmWoPwZ9NUDpWZoClBgx37944X/rrgB9FoDassKpBqi/Xu/4ivUZshaxLQQPAAAgAElEQVQ7EKCRYetuHqCnrP0xuYitPfxJSQmFAfoc7DhOymvTFQN0/YyeoyVAifZyrOGpPQhAWdQPoNR63eMr2mfIWkwAqk3sBGjk+a/l+kXOeioBmoHQPIA+pxtl4SVJcmRcLQzM0hCg7hVbCp7ktxSA8qgbQMn1OsdXvM+QtZhNjeAFvNQXy7kLHxn38wYAeokA9ES9Pj7kIrLy+CfZJZTG3heZeIndlolOcz4MzNEOoEafARKd4YZ2b4AuqxKATrLCqRn1O7Be+/g6bQBNJHYcQBPjzt82QBN9uBwXgZWHXJsf5FTQcxZAv8jrEtkIoKE52gI0QM4YPZ97A/RZAGrJyqYcoMH1WodX6pa3tdhRAI2PO38gQMNOdwM08PhC/v6YXITWHtys8UvWsZhBPXoMN483OV3TkwBVTcPAh80AGmFnqrOBAJRHHQAaXq3XAAUEaHTc+VsA6KULQJ3pOcdiPkCVYuDZD9CH+R1OgU/rAGrPHmNnzoqDzxRkPR6wWwJQS1Y2hQBNdAXUSvUZspY7DqAx3QNAM9/8FARo5q5JH4tlAJ2U3YArBOh8YTL4OvmdAI2xM2NQz8VDb4DO6xKATrKyKQJosi+1VuqWt7WcAFSb2A1Q+vGF/P0xuQiuPXNy5Fi0//U+MEqTqM0ojlaOlgF0vrMTeIno8x6AZljNXHFngD4LQE1Z0RQA9JJ+GEWrA0B38pMLoJQvPoCqVYfuIR0I0DBC1z6XdQCdFKcofVIcxMlya5x+g9NkI7GCQoOZ/f4dDwJQFh0J0GnRfICm+gxZywlAtQkmgObvj8lFcOX5XXTjx+IegE5KUdRu5h0B0Bw7zuj5eSsWgHLpQIAuy0Yg5fWjzzxeBaCWif0ADTxvVMDPcBR0R1L660SPxd0AnZRDUQqnhsgBnSwbQYMFmzc356xoDIBOKxOATrKiyQToumwBQON9hqzlBKDaxF4X4ee/8vkZjOJEdiQNfhv6WDT/8aabpZlXm4+PZRx1kBZ9g9NkwzJYv6HQNx0BoM8CUENWMllFqpctAWi0z5C1XBZAk4AUgF7iz39l8zMUxXYf354c/jbBQ7EtQBfVcJRVKcOBL+5LAMqjgwBqLFsE0Dw5AJ0O0qoNCEALnv+KizYR6kkaCz5wKOb03iwG6KLe2PyOImc+2XYBNLx0U34KQE1ZyaSL1Fo253HoUp3PBjWW3oo1WxCAFnaXD4s0EexKGg2ePhTbATR2y/1oasZd0Z9lgQ4AoGp1QAB9++YP/pSeftXv/6EzYZY5efFWtW0rmWSR2styA3Q7Riu2IABFBKhL0CMBak/hRWbaFf3hGAB9BgPobz4lAXqdPGv78Hc/7gtQb+G8x6GLZADUOEbLtyAALXzeKKwYQH06p4KnDuwOALXVnJlJV/SHAtAK/fYHbyiAqskOQY1JPQDqL8wK0JMJgOItCEALu8uHFQYosXfSuRMHdneAZivSjSmkqV9U+GMB6E5NVPQBOrU2P7/+8OX138/madc26fd+EvZWtXkrmFiRUgsLQIslADVr7g4ASvSWD5sZBqCPMAB9b5+lm9OXRubbNys2r9O+H/FWtX0rmEiRkgvzAzR4BioATasNP8N34alBmbNydw9sVoB6E/fQpBigW8/80AwjAvQZBqDrVU0foF9u7U41z+fTT2+3aaS3KgdWLuEipRcWgBbr4H6gDfgZ7gd6IjpJ5OVuH9jE4X0rADUebQrNYq5KAFqmqfn52XsCoNcT++0q59bw/HIlKe2tyoKVS2jPhBYWgBbr4CeRGvAz/CTSieimm5u7eWDfLkAfzGdDA/OMCdBHFIBez84pgJqXO9efTahS3qosWLkE9kx46drnhGJrtO7CBzvhjApQwhgjQAueNworaGI+h7enZeduHNgC0CJrkShCy7cG6DMMQD+f/usD1LzcuYJz6u70nj7jv/ABNLY0K0Avp3AvJgHocYqacMyXxP58JwCNDU7yLADdLwqgbw2A/u7HM0Cv8/2dtW8ocS2UCaDRpWuH+oit0XwSKfwcogD0MHEB9NIcoDQnOACauZKDARq833+XAN0Yud5FMp5DMgn6e6ve1eiLhOJLK9zlT86RvegE0KpN7LDAK98YrNUcnd0dVrT046Oqsfm/lohJGaKXcqfWrTtrU64sgGasap+1ZVPxTbTR4+NjVbl0BajqEbrdTdK3kzgBmlqaH6CFW25hgVc3BtDsHUYvfOMA/cIAaM6qdlnbNhXdRCMNCFD1z2f6Y28RhlP45NLMp/A7nraXU/hmipuwbyMVxn6dnT7BbHkK704+8BR+60cf6UlvrmrPKXzsdlXzU/jrGqvuTnZtgRqibsg3B2jG0gLQYt0aQC87AXqhD293WjuA7oJJMUCfE/3on1sBNHa5teQr5+24yN2JqFAASnUJbQ3QrMXpA6YVQOsHHN3Lz+MAGh7ydECAlsY+zX/bAA3f2SFW1QWgxQWxjNRdQ9Cud+Gdz90b8Y0Bmre4ALRUjjPqaR5tYgyAno2fy1Y9z3++aYAmZz0eoMUl4CjaQzuqwwDq9AP1xhDhBmju4gLQUtnOtlKkTYwA0Mt+gJ6DY9UnqJFYiJx8NEDTc+o59gI0cBH0utrSnR5T/BnBqA4DqDlGKDUIE/MpfPbi3QCa2MYgADVKkTRxNwANjVWfoEZiIXLyvQCU3kMtNAJAiWfh3yfO6tsBtGBxctfs2V93BdD4iH3jAPSsfyxc97TAvFQcO3cB0LyVRu7CTwD1S4kFoFXjLBwGUGI0JufxeL5uTCWLswI0uh4B6FFKmmgDUHKs+hQ1osvQ028VoM8PwctBHACtG+jrOID644Ga/UC/JB7mbAXQsuWpfSMAjcgDaORcaDSAlqduAtQqxpYAtT+4RYDO8QVvSN4jQKeRQhUk9Yj079cnkeiXgLQBaOnyAtBC3SRAz+sPpetWSxhLhbFzywDdZikHqJ1mqEtcY4DuGKmbHaDXc/Ol4bm9U05/+mXslUhtAFq8fGuAKoJmrWdUgJrWbgSgl2YAdYdapqmR4lD8gzYAzV8ND0ATeyJn6g7V8vNIgBJv5dTDiVCvRmoA0IrjVQBaKrcJGulQd4cAXQuSDaD7nmosB2jOfCUAjVfFQQCtHqn7SIAS74VfGqH0sMr7AVpDDUaA7kHkIABNPNIxDkDPy7+l6/YBag21rCUA1fsDAKC1I3WzALSRdgO0ihoC0FI5Peljj8SNAtBLU4BeqAFG7hig3v5AAGjlEXLLAL1UZULd9xOAxuRYCz+HNBxAK0KnAUo8H3/TAF1n8ucl94cAlEU7Aap+Kc+E6nm2b3fdH0AjJsYBqNUdKV8hgHrPx5sADY3vflsADe+P2A5p3jE7bKNmodsF6PRLcSbkg4gC0KhuEaCX5gC9TrXJpdH1EHpDRphVpeN1BHUMQBP7oxSgLPwUgM6y9lhpJvRN5EYATazmRgDqvdbSMjEQQIMkTCwXO+00ybWh6+EhQNAIqgYCaDozASiPdgB0/aUwk0A3RgFoVC5AYyaGAWiEhJWLzVM1uVZ0PTyECDo+QPMCFIDyqB6g2y8C0E0C0E09Aao0k2tB18NDkKCQAM2dreAunACUR9UA1b8IQDcJQDdlAvQcHlk/tljWneN2AN3HTwaAmt9WANpTtQA1fqkBqH8RVAAalWUtegl0JICeJoAWHw+ZAFVRzLyJDLw+GECJbysA7ak6gFqqAuiJB6CptdwKQKMmhgHoaQFo6QFRANDLdLq0AJQaeH0ggAa+rQC0p44HqNkENaYCAHR/yQhAN2WYOG0ALTwiygA6bWni57gADecgAO2rDgC9bE1Qc6IANC7T3G0AdPk7WvGasev3D0QQAOj86Ab5qvUY0gqH3AzK6M6ftyZzrngO/ncOSADKox4AXUf3Nyft3F25AI3OIABtKCyAXtTfa7Wpkn6gvQGaFYQAtK+6AHTpS29OEYAmZJiL30MaDaAVQ5xVAPR8tgZezyNaL4BmF2JBN7B4VRArEYBmqQ9AJzEANL2W2wBo3MRIAK0aY7ccoNfp3t/si+JoFGiHA5T+FtEgBKB91ROg+fdFMtYlAN1MCEA3ExtAqU+3Sf0BGv0W0SAEoH3VEaAXAWiBbg+g9S/JKQboOQ7QRUGA7uRnDKA53yIahAC0r7oCNPu+SMaq7gegiUug4wC0+iU5pQBdp5Zgghugie+XqXASrgSgPOoJ0IsANF8mQBMmhgFo9UtyzsE/Ivb0d3ZVlGJCg7cJQJPbyzLlzskEUB5+CkAJ4QA0YyUC0IOUZ6KOn6UADXxKTyE+3FsYRhYC0AoJQAPKv66XXpMAdDMxEEArlQnQGc/RKouHGb52WqRCgBZsTgDaW10BesmGQnpN57y1CEAPEgBA12eG6U9DU4hPBaDNJAD1tQegkatTFWu6C4Cm7iEJQBdto9aQnwanEJ9yATRwAaNkc+EkXA8CUBb1BehFAJqr/L81AtBJKz/NMRewABq6hSYAdSQADarVZfppBXtPjwSgDdUboAY/NaO8pRJhsgI02ImrA0CLk6mVANTXrkNFAJqr7L81AlAlk5/hJmgWQHfXhZmFS3iCoAJQRwLQsBr9jc8F6Ck2APoQAE0fMAJQpfUCKCpAIw+ylgI0iycCUB71Bmj4KeXC1WQB1B/H2V3HPh0C0KSJuwBo8JPlB7MBersAXcYDzPEgAGXRXQHUuybmr2OfBKCbEAC68rMaoNn3JuMKApQcDbWIn6fcd6IIQHnUH6Bt/sifMzrEURfFfCt7JADd1BugF30CH+nH1BWg5/NOgBoMTnsQgLKoO0AvTUo0B6D0SZ29jp0SgG7qDtALua+dBXsC9LwXoOFGLOVBAMoiAIBm3j9PrmUvQBuUDD9AM266CkDXn4ldDQPQy3kdJL/6EqgAFED9AXo5GKDBehsEoGkTAtDlx/QNmsMBunYDWRqf1C2gUoCGT6ksD2UAZeKnAJTQboCeT5ldMaIryQNo5CKoALSlOgHUbOFRUXQG6NoNZOqHtZRjwmJYkRv5hAcBKIsAAHo6R3tn5imjQ7EA9Ej1B+glDdBkmm2uL20u1vpb/J+I1zQJQH0JQGM6LQDdl0rOExnGOTy9il0OlNgBmvPciQB0+xcMoOsfcMO+/03KejHl8jNZFYVN81oJQH3tO1SW7hxZRRBR1iNtWxM0sIo9BiYdANAMEzcP0FPk8RurswIRhZVgOs6c7nFJLS7WP+DWhc9dd2/y+SkAZVJvgBbdSYwo75ngwFWndRU7tj9LALqJ0UT08ZsVoLMJUICeGgG04J0oAlAe3QhAT5mDKpys8ydbAtCW4jMRvQ5jXyrGBKhV6zv7D2UfNwJQHkEA1BvzoXwtuY8EX8K1AQ7Q7OtxNw5Qg0LUxwtAFxN4AHVPur2/51wdMAWgLMIAaP6ZSGgluY8EX4YGaFYz+7YBmjplsRrqAwD0qPvfAlAe3QJAE20SVyEKDQHQHBP3DNDlLvdqgnBhZngsQOm75gLQpASgEbXhZ9FlVAHoAWIGaKBilm5CmwksgJJ3zQWgSQlAY2pxAi8ANU3cPkBDJTOzVfezaAHQpmVB+HY2wEYuASiL+gO0oCtGZPncR4KVAscEPkDzDub7BehSCPpqeAKgOXG2BSh111wAmpIANK59/Ky4jDouQLNM3DRAI9d81lMRfTUcD6DkFsK/tZMAlEcIAN2pNgCN9LDPlwB0E2s/0OAJvHMtZz9AYw89ZSsF0LKOAZUeBKAsugGAlt+HIkh0ijzjmS/u5xcFoEqhfe1fyyGj0Cmm8yzqYBxUCbt6AfQYFwJQQv2P10J+EvWxHXr7jHA/v5jVGLp5gIau+finInsBeirqYByUAFTbqFlIAMqtQn569WG0XXb54H5+MasxdPsADag5QI1LAruMCUC1jZqFBKDsKrwP5ZwMn8yTvz02ej2/aJtA2CFdqsK7lrMPoP411UolAVp2X6vOgwCURTcC0FJqDAbQokP5fgHqXcsZA6ClHQPqPAhAWSQAvbQa0eQiADXUx4RzLYeOYtv5eQDlLwsBaFwCUH7tB+gRR0qtBKC5shNqAFCnTVslAai2UbOQAJRfxQA1K8TkJy5Acw/luwaorThAc+4hHQTQgp5VtR4EoCy6U4D6TdAW/BSAamGY2AXQBgPdLDZSMwhAoxKA8msfQC9NTuC7PL9ImMDYIb0NKO0E6P6BbhYbqRkEoFEJQPlVDlDnCeQWB0qP5xcJExg7pLcBpUAUy77PeZLzmLI45zO92oMAlEX3ClB3CIe9I5osLvauIKz8Q1kAumk3QI8qCwCAFo7zV2ujZiEBKL/2AbRVvXR4fpEwgbFDehtQ2g/QNjaScwhAYxKA8qsCoAx9R8aMgkUYJgSgmwcBKIvuFqBW57tmLlqtaI8EoJsGAii3JQEojwSgLatl0Cg4hGFiFIDyWyoCKKONmoUEoPyqAej2QEo7F83WtEMC0E2hKOZdLwClLDDbqFlIAMqvCmowXHcaNQoGYZiIAfQwfuYBlJnpAlAeCUBbFsuoUTAIw8QwAGW3JADl0V0DdBprvGWtjBoFgzBMCEA3DwJQFt0xQOfHN5vWyqhRMAjDhAB08yAAZdH9AnQegKnBOxdNFw3XVS0B6KZgFIoQaADltSQA5dHdAnQZYHP/G8MsF+1WVS8B6KaBAMptKaMqDhjSRABKCPtQCeg0jwHa4I1hlotma9ohAegmAaj2IABl0b0DtMlgEdpFszXtkAB0kwBUexCAsujOAdpktDLDRbM17ZAAdNNYAD1zOhKA8uiuAdpmuFzTRbM17ZAAdNNIAJ0IyocGASiPBKACUBZhmAi64G3uuTZyZlquyLN5EICy6F4B2ux9N7aLdquqlwB000AA3W5pcnkQgLLobgHa6n03touG66qWAHTTOAA17mkyeRCAsuh+AdrofTe2i5Yrq5UAdNMwAOXpFGJ5KAAoZ2eAmoUEoPyqoUb7ah02ivbCMBEF6GHHoQBU26hZSADKL6HGJoliUzCKhVZH2UjOwdOrzvIgAGWRALSlMExguOhtQCkUxdbcO8hGcg6eTiGWh4wdwv9mJgEoIehD5VhhmMBw0duAUiAK9js2ro3kHALQmKAB+k4kui9ZFxx7m1lk8LOfifPZ/hdF0ADdvwrktsbBwjCB4aK3ASU6Cv47Nq6NjHl425/SAuWSALSlMExguOhtQCkKUFZe2TZyZuLlpwCUSQLQlsIwgeGitwGlCECZG3y2jay5eO0IQHkkAG0pDBMYLnobUBoKoLwSgPJIANpSGCYwXPQ2oBS5C38gPyGyEIDySADaUhgmMFz0NqAU6Qd6ID8hshCA8kgA2lIYJjBc9DagFHkS6UB+QmQhAOWRALSlMExguOhtQCkcxZH8hMhCAMojAWhLYZjAcNHbgBJGFBBZCEB5JABtKQwTGC56G1DCiAIii6woZnKyvpqpZiEBKL8wDhUMExguehtQwogCIgsBKI8EoC2FYQLDRW8DShhRQGQhAOWRALSlMExguOhtQAkjCogsBKA8EoC2FIYJDBe9DShhRAGRhQCURwLQlsIwgeGitwEljCggshCA8kgA2lIYJjBc9DaghBEFRBYCUB4JQFsKwwSGi94GlDCigMhCAMojAWhLYZjAcNHbgBJGFBBZCEB5JABtKQwTGC56G1DCiAIiCwEojwSgLYVhAsNFbwNKGFFAZCEA5ZEAtKUwTGC46G1ACSMKiCzyopjYKQAtkAC0pTBMYLjobUAJIwqILASgPBKAthSGCQwXvQ0oYUQBkYUAlEcC0JbCMIHhorcBJYwoILIQgPJIANpSGCYwXPQ2oIQRBUQW+QDl5KcAlBBCeYAcKhgmMFz0NqCEEQVEFgJQHglAWwrDBIaL3gaUMKKAyEIAyiMBaEthmMBw0duAEkYUEFkIQHkkAG0pDBMYLnobUMKIAiILASiPBKAthWECw0VvA0oYUUBkIQDlkQC0pTBMYLjobUAJIwqILASgPBKAthSGCQwXvQ0oYUQBkUVmFFd6CkBLJABtKQwTGC56G1DCiAIiCwEojwSgLYVhAsNFbwNKGFFAZCEA5ZEAtKUwTGC46G1ACSMKiCwEoDwSgLYUhgkMF70NKGFEAZGFAJRHAtCWwjCB4aK3ASWMKCCyEIDySADaUhgmMFz0NqCEEQVEFgJQHglAWwrDBIaL3gaUMKKAyEIAyiMBaEthmMBw0duAEkYUEFlkA5SVnwJQQgjlAXKoYJjAcNHbgBJGFBBZCEB5JABtKQwTGC56G1DCiAIiCwEojwSgLYVhAsNFbwNKGFFAZJEbhQC0TALQlsIwgeGitwEljCggshCA8qgnQF9/dtWf/ytr2jd/4U8z9dX147+iTDQo0q9/5onaVEQJEyHzbYVBDQwTEC4gshCA8qg7QH/2a2vaVwRU3c8FoHETCMcrBDRAooDIQgDKo/4A/Utr2q8EoHuFQQ0MExAuILIQgPKoP0AtWk5n8D0Buo9vAtBNGCYgXEBkkRnF6QpQTj4JQH3tAeif/4V9Dn9FzP8hAN0nDGpgmIBwAZFFXhSnCaCMgBKA+toF0P/bPoe/nsH/PwLQfcKgBoYJCBcQWWRFcVoAykcoAaivXQD9fy1cXs/gf/6VAHSfMKiBYQLCBUQWOVGcNoCyIUoA6msXQP/VL8xz+CthfmkBdL2v80tjDs2g6Zb9z34+mVhc/MqZX8u/RfSXxBwBvhlbWq3/cr1iu6zmF/YcJeZXhc2XCIMaGCYgXEBkkRHFyQAoF6MEoL72AfTVBNmVIH9lAPTVoN1CFYNBmog/X+vjV2E67gGotaXV2S9nZC736jerG/0KzG9fPmi+RBjUwDAB4QIiCwEoj7oD9GujwanO4C8aoAZRNghpBn1lfPbzuT6sBSg81gHU3tJq/ZcbP69+jS0v7ekS8/4CewiKQQ0MExAuILLIB+hJAFqg7gC9GOfw6gxeA3SCzMybX/3MnDhN+3rjkvrwL//Fu/mzea6v9aIFCgDU2dJqff35FwYG/6eNh0Xm18/2mNfCoAaGCQgXEFnkAnQVl42ahQSgtGaAGufw6gxeA/QXxunthp7th1/olqua9i/fTYuvC6irk8WXEgMAdbb068X6xv1f6J/f/arK/K8v+81rYVADwwSEC4gsBKA86g9QfQ4/ncFvAP36Z8btpW/W/qIrg6xPr/D53//F9M+ui4feSf7WWjS39JeL9W1bxs/vSHtJ83952W9eC4MaGCYgXEBkkXsXnpefAlBCOwGqz+GnM3jjGqghj0Gv5g3sK5D+1/9lPh3+tbtkgWiAuluazL0ajdWv9GbffU1ZSJpXq9xrXguDGhgmIFxAZJHbD5SXnwJQQnsBup3DT2fwJED1WfLKoF+YDTZFqD9b78xEOpEmRAPU29JfaesX09IlANAM83+137wWBjUwTEC4gMgi90kkXn4KQAntBejaqpvP4G2AmkxzGWTrX5oTf05vMCH6Gqi3pV9fPICuP9sAzTf/6/3mtTCogWECwgVEFrnPwvPyUwBKaC9A13P4+Qze5NEvPMqsDJq7sLsA5egH6m9pAah5j4gCaIn5X6fMlwiDGhgmIFxAZDFyFAJQWq/6guJyG0Xh6yurO88CGPcyos+g/3Nb5yL3bLgZQH95yQBomflfpsyXCONQwTAB4QIii5GjEIDSetX326//LmfwG49mzCzNOe8+zC+cnj5Gfazsck6FazvSu1tarUcBWmaecLnjPB7jUMEwAeECIouRoxCA0no1Ok3+ej2D33hk3NymGWTxz6kPox97voIA9c+oUwAtM++oyrwWxqGCYQLCBUQWI0chAKW1AXQ6h/+V7m0+Tf2V2QzbgLQy6FdOI82tD7I/UUI0QN0trdajAC0zTxmp79KEcahgmIBwAZHFyFEIQGm9Glc7//z/+wv9EOQKUN1M+4XLIKuJp4DzZ7qhp/TNX7QCqLcltydnAKAl5v9qv3ktjEMFwwSEC4gsRo5CAEpL9wW6Iub/MkbcWG8tbbdSfrXdaTGfhlxpp3jzv/3P9uOTrxU3YsKPcppb+vmy+ihAy8z//LLfvBbGoYJhAsIFRBYjRyEApaU5Md9+3gYq2q6Bbs8C+Qz6arsNNP30Z8tgIkvLTQ/7UaAAQJ0teY8nha6B5ptfW6V7zGthHCoYJiBcQGQxchQCUFoaoF8bN8U3HtkDwhnA+at1aa1f+sPZlbfhQsPZ2VtaJ8W7MRWZv3hLSDemJsKIAiKLkaMQgNIyzlS3y4Qmj4yu6L9e77sYz00aY2r+eqkPg0sV/YCCAypbW1qtJzrSl5jf1rnDvBbGoYJhAsIFRBYjRyEApWUA1PjR4NHXGifm/RfnrRgTgdb6eDUafKVKvtJD39nJeBKpwLyx1mrzWhiHCoYJCBcQWYwchQCUXxj1gWECw0VvA0oYUUBkMXIUAlB+YdQHhgkMF70NKGFEAZHFyFEIQPmFUR8YJjBc9DaghBEFRBYjRyEA5RdGfWCYwHDR24ASRhQQWYwchQCUXxj1gWECw0VvA0oYUUBkMXIUAlB+YdQHhgkMF70NKGFEAZHFyFEIQPmFUR8YJjBc9DaghBEFRBYjRyEA5RdGfWCYwHDR24ASRhQQWYwchQCUXxj1gWECw0VvA0oYUUBkMXIUAlB+YdQHhgkMF70NKGFEAZHFyFEIQPmFUR8YJjBc9DaghBEFRBYjRyEA5RdGfWCYwHDR24ASRhQQWYwcBQ9A3775gz+lp1/1+3+YmLR5228EYs9g1AeGCQwXvQ0oYUQBkcXIUbAA9DefkgC9Tp6lPyQmGd72O4HYMxj1gWECw0VvA0oYUUBkMXIUHAD97Q9IIKrJDi6JSaa3/VYg9gxGfWCYwHDR24ASRhQQWYwcBQNAJyr6PPzdj6+TP7/+8OX1389Ckyxv+71A7BmM+sAwgeGitwEljCggshg5ivYAfR9oUL7fLnW+ffPmez8JTLK87fYCUR4g9WzGeiUAAAwWSURBVIFhAsNFbwNKGFFAZDFyFK0BOjUqSYB+uTUy1TyfByZZ3nZ6uWCUB0h9YJjAcNHbgBJGFBBZjBxFY4BOzc/P3hMAvZ7Yb/far59/n55ke/uZSCQSAas9QK+n4hRAf/OpPklffiYmCUBFItE4ag7Qz2eMegA1m5hL05OYJAAViUTjiKUfKAXQtwYtf/fjiZbEJAGoSCQaR0cCdOuotNwyIibN4FzVOxyRSCSKSQAqEolElUIE6CoBqEgkgpYAVCQSiSolABWJRKJKyV14kUgkqtRhAHU6fape88QkAahIJBpHhwHUHCNUP4nkTrIBut8JxEO2GI/6YpjAcNHbgBJGFBBZjBzFYQCteRZ+vxOIPYNRHxgmMFz0NqCEEQVEFiNHcRhAZTSmzsIwgeGitwEljCggshg5iuMAKuOB9hWGCQwXvQ0oYUQBkcXIURwH0GmkUNXgdEaktydZ3vY7gdgzGPWBYQLDRW8DShhRQGQxchTsAP3Np2src3uBnP6UmGR62+8EYs9g1AeGCQwXvQ0oYUQBkcXIURwIUHkrZ1dhmMBw0duAEkYUEFmMHMWRAJX3wvcUhgkMF70NKGFEAZHFyFGwALSRBKAthWECw0VvA0oYUUBkMXIUAlB+YdQHhgkMF70NKGFEAZHFyFEIQPmFUR8YJjBc9DaghBEFRBYjRyEA5RdGfWCYwHDR24ASRhQQWYwchQCUXxj1gWECw0VvA0oYUUBkMXIUAlB+YdQHhgkMF70NKGFEAZHFyFEIQPmFUR8YJjBc9DaghBEFRBYjRyEA5RdGfWCYwHDR24ASRhQQWYwchQCUXxj1gWECw0VvA0oYUUBkMXIUAlB+YdQHhgkMF70NKGFEAZHFyFEIQPmFUR8YJjBc9DaghBEFRBYjRyEA5RdGfWCYwHDR24ASRhQQWYwchQCUXxj1gWECw0VvA0oYUUBkMXIUAlB+YdQHhgkMF70NKGFEAZHFyFEIQPmFUR8YJjBc9DaghBEFRBYjRyEA5RdGfWCYwHDR24ASRhQQWYwchQCUXxj1gWECw0VvA0oYUUBkMXIUAlB+YdQHhgkMF70NKGFEAZHFyFEIQPmFUR8YJjBc9DaghBEFRBYjRyEA5RdGfWCYwHDR24ASRhQQWYwchQCUXxj1gWECw0VvA0oYUUBkMXIUAlB+YdQHhgkMF70NKGFEAZHFyFEIQPmFUR8YJjBc9DaghBEFRBYjRwENUJFIJMKWDS0BqEgkEmXLhhYSQG9FbsZ3LIlik0Sx6ZaiEIC21y3Vx05JFJskik23FIUAtL1uqT52SqLYJFFsuqUoBKDtdUv1sVMSxSaJYtMtRSEAba9bqo+dkig2SRSbbikKAWh73VJ97JREsUmi2HRLUQhA2+uW6mOnJIpNEsWmW4pCACoSiUSVEoCKRCJRpQSgIpFIVCkBqEgkElVKACoSiUSVEoCKRCJRpQSgIpFIVCkBqEgkElVKAFqpt2/+4E+NX3/34zdXfe8n7mxfvvn9PzQXusqccBNKR0FMutcovlRT3nxuL3TbUbx/Y+uzbQ7ve48XhQC0Tr/51DpUvlyL4/v2bO/NcrguM8s6yIZXOgp/0r1GsbFEQ/X2o6ABSnzvEaMQgFbptz8w9/Lc0CAIqmbbAKp+Ga9AkkpGQUy61ygMlKwEvYMoXIB+vs7gfO8hoxCA1mja1Xonv13+rE6HjHl2ppogK0C3D798o89ixlc6Cn/SvUYxzfD58tHM1PuIYpP6up+tPzjfe8woBKAVem//lVRnHgs2v7SaoNN8K0D12fxb6mLpoEpHQUy61yj0995+uosotN6uU4nvPWYUAtBiradmW3281dS8HjXW1a1//z/fAPrl9mdVrcC6izCscqIgJt1xFO73vosoNunDg/jeY0YhAC3V9Nf1s/e6Pq67m7xveJ3+vf9m++x6UrPN9d672TSmcqIgJt1rFAYi1h/vIopNGozE9x40CgFoqd5P5xdGfTi3Xjdd2xuf68PIbJta7dSBlRMFPekuozAapStK7iKKTdsJPPW9B41CAFqq91PlG/UR+HN5LYLvG+0Qcy7zj+3IyokiMemeolAloathIsRdRLHK+ILE9x40CgFonYz6mK9svXeu+lxr4HqIaIAal8SCJ/1jKh4FPekuo5jvL6934T9b5rr9KFYZd1iJ7z1oFALQOtmHyudbF+CtBr6cDhULoFvXjJEukqcVj4KedJdRXIyu9UsCdxHFIt3+Jr/3oFEIQOtk1Mf1oPgvPt0ODN1lWv10ZwAloiAm3WsUyxxm37a7iGKR2cQUgN677EPlje6JsXWZnj6+P4C6URCT7jUK4kmku4hilnVdUwB673IOlfWe4XqfcR1D5A4B6kRBTLrXKCZ+TtPUub3TM/SGoyAmCEDvXc6hsu7t5c/sVgx3CFAnilg6l/uKQj3faHRjUj/eRRST7G8nAL132bcLrPusnxt9AO/vLrwTRWDSXUZhMmW5o3IXUUyyu3bKXfh7V+hQmf6Ovn3j6DOvm9so/YQzFI2CmvT/t3cHrW0jYQCGA2FhCeRS9pKee8x1YXvTpZCTS/tLTHrYZfGP32pkWzOjSaz9khImep5LW8WUeuK+GXlG8oaHYr5Hxrmp738oku/FvtjG8+50KAQ0ptwyvSKg+ZUpHV1oscKzQ9E6tNWheKgCupWhSB6Kk/LG8+50KAQ0Jnt9FN/t9DppBbTTS31XeHYoWoe2OhSNGegmhmJUXVvkWvity14f53scHpbnHtmbOX3ebGaF54eiNTobHYrH7C5tp1xsYShG9a0B3I1p4/LXx2OxMbr40ZkF9LHL2x2ucGEonj20qaGoVuFPO5ve/1AclnPKxvPucygENCZ/fZxvpT3+plw9zAKaHjX+iO3qhtsrXBiKpw5tcCi+5/tAs5vzv/ehOFRvXxyaz7vPoRDQmOL1kX2YS/Wdz/dj/D1f2dfPR76scGkoGoc2OhT5pySdJmSbGIp6DenQfN5dDoWAxpSvj/n/SvWTs9jQ1uOHDq5wcSgah7Y6FPXNRA4bGYrGxk6fyrlpjX3CHxtLh9ULJy3P97JFeK0VQ9E4tNWheFj+nN3AUDR3xjeed39DIaAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSg9GW4+um+PrpvHoVfTEDpyz+ffqbyty+Ng7dv8w9iywSUzqTJZhXLoRFV+PUElN6Mtbz+nB/58cEJPG9CQOlNOl+/+TYf+PdPJ/C8DQGlO+kk/m7+884JPG9EQOlPeRLvBJ43I6D0p1h0b5zAj1PS+n3S0yOr2WsyJjh/TwBWElA6tMu2fS5O4HdXZ/m8NE1UT27ng9ef98sHwyoCSofSXHKqZpqN3ldfOpvnmrurwrGgY0D/+tSesMJFAkqP0nQyRXAoT+DLfs4F3V9V7k9/z/Uf0wHn8Px/AkqXdsc54746gU8TzelAiuxxXpnmqcfQ5r+fzuvHxw/1G6NwmYDSpTTTvPmWfslO4MsV+d05lOW18rsysrZAESWg9GlK5ZzIya7s6XCagpYn+mN2s4BaPSJKQOnU2MrfP5Tzx7GM+XuZYx/vjl/JF4mGPKBWjwgTUDp1Wi7K54/j25t31WNa13gWAbV6RJiA0qtpAeh2eai07GO10CSghAko3RoWC0CLzUrVI4b68BhQtyEhTEDp1r6egD4b0H3rsIDyIgJKt5YB3T0Z0Gnzp4DyugSUbrVnoM0N8cUFSvflIpKAEiagdKsd0GYPp6np+UsCyusQULq1zOVTi+rVHUfKjfQCSpiA0q1lQJdXdjY7OW+fF1BeREDpVuOEfSg3fg7HR1SdHA8LKK9AQOlWI6BpJ/25oOf7Lv/IL/mcFpQElFcgoHSrtWQ0bZVPK/HTZUmpptMmpnRuf1qPF1BegYDSrVZA6/2exzuFNDaIppwKKC8ioHSruWmpKuhxRam8Uf3N13yWKqCECSjdemLX51BfbjTKC3o/d1NAeREBpVsXts1XO0KPU9PU1PNGUAHlRQQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYL+A/VxtOq/Vc4GAAAAAElFTkSuQmCC)