Load data
library(vcd)
data("UCBAdmissions")
rearrange dimensions
UCB <- aperm(UCBAdmissions, c(2,1,3))
# marginal table, collapsing over Dept
(UCB2 <- margin.table(UCB, c(1,2)))
## Admit
## Gender Admitted Rejected
## Male 1198 1493
## Female 557 1278
Chisquare test
chisq.test(UCB2)
##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: UCB2
## X-squared = 92, df = 1, p-value <2e-16
Fourfold plots
fourfold(UCB2)
![](data:image/png;base64,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)
# unstandardized version
fourfold(UCB2, std="ind.max")
![](data:image/png;base64,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)
3-way table, stratified by Dept
fourfold(UCB, mfrow=c(2,3))
![](data:image/png;base64,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)
test homogeneity of odds ratios over Dept
woolf_test(UCB)
##
## Woolf-test on Homogeneity of Odds Ratios (no 3-Way assoc.)
##
## data: UCB
## X-squared = 18, df = 5, p-value = 0.003
calculate odds ratios
oddsratio(UCBAdmissions, log=FALSE)
## odds ratios for Admit and Gender by Dept
##
## A B C D E F
## 0.349 0.803 1.133 0.921 1.222 0.828
# ## plot log odds ratios
plot(oddsratio(UCBAdmissions),
xlab="Department",
ylab="Log Odds Ratio (Admit|Gender)")
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OYVgp6swg4d1pcdNVGUhddy6QHdIzmLKD1dUjtD572C5VeBLRz0VUbSV10LdMU0Mlpnz8+D//2/ePhE5oIKBDFRdcyTQFdPVp0P3xKPQEForjoWlZEQBfniK4ioEAUF13LZAd06yi84UlAt1x01UZSF13LZAf0uXEeqP3XdhBQIIqLrmWyA7p1JZLh+G1FCCgQxUXXMtkB3bgWfnqR0tGrkQgoEMVF1zLZAd24G5Nx7tJzeau71ZkjoEAMF13LhAd0/X6g9Yn0bUEfDpfDE1AgiouuZcIDurwj/XACfd3W3sFDSAQUiOSia5n0gC6+E2m8Amks6PEb0xNQIIqLrmXiAzr/Vk7jEs7uW5Fc7gpKQIEoLrqWyQ9oUAQUiOKiaxkBLd9FV20kddG1jICW76KrNpK66FpGQMt30VUbSV10LSOg5bvoqo2kLrqWEdDyXXTVRlIXXcsIaPkuumojqYuuZQS0fBddtZHURdcyAlq+i67aSOqia1nOgNb3A3H9XveTCCgQxUXXsmwBba/Q3Ptm99AIqHpFDaYgF13LMgV0ls9kCSWg6hU1mIJcdC3LE9D7NJnde3mXu4J4IqDaFTWYkhS1YI4PJkdAm/vQzW9B97g53BfZGwHVrqjBlKSoBSM6oM+VUtZdPX5nTz8EVLuiBlOSohaM5ID++Lyayef6NxcHQkC1K2owJSlqwYgO6L9sHC36GwEN76KrNpIqasFIDmhWBFS7ogZTkqIWjIKA3mO/W7cioNoVNZiSFLVg5Af059eE1x+NCKh2RQ2mJEUtGPkB/fE5xWmfCwRUu6IGU5KiFoz8gLIHms5FV20kVdSCkR/Q+mzQ2Cd9WhBQ7YoaTEmKWjAKAlqfN59+H5SAalfUYEpS1IKRH9DF3UTSHJQnoNoVNZiSFLVgCOgKAqpdUYMpSVELhoCuIKDaFTWYkhS1YOQHNBMCql1RgylJUQuGgK4goNoVNZiSFLVgCOgKAqpdUYMpSVELRklA6w9CP/z+evClclFddNVGUkUtGBUBbY8j1QFNd049AdWuqMGUpKgFoyGg3XH4KqB3yzd8REJAtStqMCUpasEoCGj9RXK//vn9Y/3tHvdUZzERUPWKGkxJilowCgL6vN0+1ddzNl+P9Gj+kgAB1a6owZSkqAWjIKD35kr4LqDJ7s1EQLUrajAlKWrByA9olcx6n7MLaLULypVI0Vx01UZSRS0Y+QHtvpuzD2j87+NsEVDtihpMSYpaMAR0BQHVrqjBlKSoBSM/oLO38Hc+A43noqs2kipqwcgPaJXMep+zC2iyb0gioNoVNZiSFLVgFAT0eaub2Qa0Pic0zZn0BFS7ogZTkqIWjIKAtmfPNwF93G6pvt2DgGpX1GBKUtSC0RDQyS2VE12IREDVK2owJSlqwWgIaPPGPXE/Cah6RQ2mJEUtGBUBHRKaLJ8EVL+iBlOSohaMkoCmR0C1K2owJSlqwRDQFQRUu6IGU5KiFgwBXUFAtStqMCUpasEQ0BUEVLuiBlOSohaM5IAuvhGe74WP7KKrNpIqasEQ0LWZI6DKFTWYkhS1YAjo2swRUOWKGkxJilowkgPaezZfKFerk8qXysVz0VUbCX3r5Z6RMBQE9PtH42uQnn1LYyOg2hU1mFJ8M+WemRAUBPQ+uYHdndvZxVPKWt0oajCF+PattILKD2h3R/oed6SPqJCVulXUYMrwbS73DJ1HQFcQUO2KGkwRFv0sYAHJD+jPr7O38HylRzRFrNK9ogZTAks/9S8h+QGt76c87oI+bnwGGk8Ja/SgqMGUgIAGdvwofP+2vf4jR+HjKWGNHpQ2mNyzcJa1n+qHpSCgzRd5jDgPNJ4CVuhRaYPJPQtnEdDQ0z78hM8xn4n2PwmofiUNpoSxENDQ03Z4wu6qTu5IH1cBK/SopMFoHMuXmZWAzn/tS+75dqMkoOkRUO1KGoy+sXz5bW4loPNfI6CHiU4UAdWupMHoG8uX3/4xsxLQ2W8R0ONEJ4qAalfSYPSNZRbQlXoS0DMOP2F99hK3s0tA33a6oaTB6BuLGdD1ei4LSkCP8zuNiYDGo2873VDSYPSNZQjodj0XCSWgxx18wueNgCaibzvdUNJg9I2lDeiBes4aSkCPO34pZ8LTl3oEVLuSBqNvLFVAD9fTTCgBPe7wzUQy9JOAqlfSYPSNxXLa515RCaijw7ez+7T/W8ERUN2GzTL3jAShbSArddxrKgF1QkCl0badrppslrlnJgBVw1ipp6Wgyx8RUAeH38IT0ERUbacbZttp7tk5T88oNuq5yKW1qgT0sINP+Eh0C+UpAqrXYhvOPUOnKRnETj2nuVztau5ROFEQ0Dzv4QmoWsvNWP2gNIzhSD2HWq53VcNQDQoCWl+IlH4flIBqZemn+lGJH4LlJV/J50pAtSZUfkC7O9lxIn0CqlbdNQQ0OcvrvbyZyF5AdSaUgK4goEpZ+6l9WJJHYH+tfQKqMaEEdAUBVYqAprT6QvsFVF9C5Qc0EwKqFAFNZutV9g3ob190LTYCuoKAKuH5zRG5Z9uNwAWz898o/4DqugyCgK4goCoc/uaIbxf54og0dur5OhfQ+fOnH99xSgJafxD64ffXI93pTARUhcPfHDHdagnoGfv5PBtQPQlVEdD2OFId0GRfC09AdVhspxv9NCJKQL0dqefrfEC1JFRDQLvj8FVA77dkBSWgKhz+6p1pRAmon4P1fIUIqI6EKgjoz6+3269/fv9YBTThzZUJqAqT7fRYPiVvjmtEzLHTixgioBoSqiCgz1t9LXwb0PpNfJoL4wmoCuN26lJPwRukXf65dX31wgRUfkIVBPTeXAnfBbTaHU1zIImAqtBvp3utXP2F3AM4JvOcerxsoQI6n3qM4Z0hP6Dd/UC7gFa7oFyJFI3ENXTbwe8u24xs7jEckHM2/V6xgAEVnVD5Af3xuTlu1Af0SUDjkbd+7ll+d5mtlNONV2FE882i70sVNKCCE0pAVxBQFeYXHlkzadmAlUU00+ydeI0CB1RsQuUHdPYW/s5noPHIWjcPWCvlVj+bzVRZRHPM2rkXJ3hAhSZUfkCrZNb7nF1Aq/3Rt9DzYUVAxVur5zSh65upoogmn63Tr0qEgIpMqIKAPm91M9uA1ueEpjmTnoAKt5nPve102EyVRDTtLIV4OaIEVGBCFQS0PXu+Cejjdkv17R4EVLTdfB4M6PKpZG2fnYSzE+h1iBRQcQnVENDJLZUTXYhEQAU7UE+HgFqeUdAG2ko1L+FegmgBFXZuvYaANm/cE/eTgIp1LJ9uAbU8r5QttJFmPkKOPWJARSVURUCHhCbLJwGVaraFe26na5up1IgmmIfAg44aUEEJVRLQ9AioQMstPHBALRORsJVGXzDhRxs5oGISSkBXEFBxbJt4hIBaJpV9O4067SjDjB5QIQkloCsIqDD2bTxSQC0TzLqlxpturPElCKiIhMoP6M///jIOIyX7Tg8CKsnqNh4xoMvJ5ttWI00z4sCSBHQ+hGBz7zb9Y7+ZJ6DfPzZHjsbj8GnuBkpAJdnYyOMG1DLxPBtrlAlGHVOqgOZOqPCAPm/tl3iMAW2viHfVnkrqEl8CKsXmRh4/oJZZSL+5hp9Y7MGkC2jehMoOaLX/2V66WQW0OYXpfvO6FP7uXl8CKsLeRp4moJY5SbvBBp5QglGkDGjOhIoOaL3f+db/qQlotSfpcS7ow+M8fAIqwP5Wni6glvlJt8mGnEia2U8b0HwJFR3Qage0O2jUB7Tel3S+mUi9H1s/T/15wOH9VwKa3ZHNPG1ALXOVZqMNNoFk8506oLkSKjqg49fADwGtYuj8Hn543189+PCbeAKa18HNPH1ALTMXf7MN8+Qpq58+oHkSKjmgQzWNP1bv4V3PZDLe9jt8pycBzenwdp4noMs5jLzdBnjmlL1/5QlojoRKDqgRyyGgRlSPMnZax88E9meOgGbjsJ1nC6hlPiNuuaefNW09X7kCmv7ceuEB7cs3dvPuHFBjt9MhvwQ04zwc3wSyBtQyu5E23XPPmLyer3wBTZ1QJQEdeQW0P+5UBfToh6AENNscuKz+2QNqmekIG++JZ8tRz1fOgKZNqPCALt5we7yFNw/c31cCetvQ/MKXL1/6v3/pHP37fBr5/746v/XakHM8sy39yOP/8pffOn/p9H+vn8H8++Tfv4Se/7WIuj+f7fUfXw3rv68+X4j58fv7l8XyGP5ez4ZleXV/DTJ9W0JPjWd1e6if/+j28grswEGkRUA9DiKZ0fQM6Bdjef9ltj5s/t14Ac3ny/r3L+vz2zRnbTyx589azyPjma6vw9/7J7H/e4zXdy2ih59vdX3q/2Ng//cv9uez1TPoeLf+vlwew9/b5qz+e5jpL5bAmefb2P67/xoc2v5fge0+oSV33z86Xw0/DejR00gnw914P7Ip7DvFQES8612wNef8MwZ4GveJrkd0x/qS2Vow9iXjNwdJJJqZgKMP8nlEhoA+l2cdeZxIf2QPdImAphxLjG09WzS8GxouoILzmXLBhHoFtAZ0eeFmd3MmJwR0SlxAI23qWbPhFdFAARVdz1faBRPmZdAa0PoA+uQTz/rieOf72QU4Ck9A440l2raevRzOEQ0RUOn1fKVeMCFeC7UBre9CZ+xx1n91v6Py8/x5oAQ01lgibuwi4uEU0dMBVVDPV/oFc/4FURvQ9n523U5jc09Pj9uBBrgSiYBGGUvcjV1MPw5H9FxAddTzlWPBnH1V9Aa0LejI53uNA1wLT0AjjCX21i4qIYcieiKgaur5yrNgzr00igNq3szT72bKIe7GRECDjyX+5i6tImsNHWfSN6B7YRYmz/ydeXlUB7T/Pg7PL/N4hbgfKAENO5YkW7vEjmw31C+guur5yrdg/F8j5QE97fQd6QloxPtvhHpa22RiPfcZ6xFdWzLDr2z8k5Z6vnIuGN9X6uoBPf2dSAQ03FiSbe+Sa7IW0bWFYv8FjfV85V0wfi/X5QN69ls5CWicW2iGeMbNSUWdwEkHI7r2r0rr+cq9YHxeMwLqjoCGH0vaDV5DU/Yjav8nvfV85V8w7i+c0oB2B49W+JzR5DJzBDTwWFJv8bm306M2I2r7uep6viQsGNdXj4B6zBwBDTqW9Ft8/u30sNWGrv3DhMi1bIOEBeO2OioNaFYENOBYsuwwSdhOHRxqpaWxQteyDUIWjMMqSUDdEdBgY8mSTzHbqYMvHvWUupZtELNgDq+WBNQdAQ00lkz5FLSdHtYsGcd6Sl3LNghaMAdXTQLqjoCGGEu2er5EbacHDUvGoZ5S17INohbMofVTdUB/fJ6c/n73uKGdDwJ6fiw58ylsOz3ky2+GjXr+NiNxLdsgbMEcWEfLCmjkw+8dAnp2LHnzKW47PeDLzFpA578ncS3bIG7B7K6nBQV0+S0fkRDQU2PJXc+XwO3U3UpAc8/WSQKHsPPyag3ow3oCKG/hz0kQUBEbvMDt1BUBTWbzBdYaUPuZ9M5fiuSFgHqPRcjmLnI7dUNAE9p4jbUGtLmDZ55+ElDPscjZ1oVupy4IaFKrr7LagNZmB5FSIaA+Y5G0pWefgQBK7KfkBbPyQhNQdwTUfSyyNnQBs3AaAU3N+lKrDmgmBNRxLOK2chlzcVKB/ZS+YCyvNgF1R0CdxiJwI5cyH+eU10/5C2bxgisNaH0Q/n15KJ7zQM+JEFCR27icOTlF5Gt7ioZhTF9zAuoxcwT04FikbuGiZuYEma/uCTrGMXnZCaj7zBHQQ2ORmk8t2+kREl/dE7SMZLJi+2wyuQOaFQE9Mha5+dSznR5R0lgUDeZAQgnoCgK6OxbJ9Xxp2k73lTQWVYPZTSgBXUFAd8YiPJ+6ttM9JY1F2WB2EkpAVxDQzbGIz6e27XRbSWNRN5jNhKoI6JODSAGdD6iCer70badbShqLwsGsJnTz3b2UgP78ylH4kM4GVEc+NW6n60oai8LBfJl9P8A8n2vbjYyAzu8KSkDPORdQLfnUuJ2uK2ksCgdTbzLLhH5b/khiQOsd0LfQk95HQC1j0VPPl8btdF1JY1E4mHaTmfXy25zQgP74nOge9FMEdDEWVfl8NRtq7lkIRcXrfZS+wfSbzKKZOwWVEtBE91CeIKCWf9OUz6IU9YrrG8y4ybgVVERAq7fwBDQkn4BSz7yKetH1DcbcZNQF9PXI8REoASWfghT1susbzGyTOVxQGQGt3sO/h570vgsGdGU1IJ/5FfXC6xvMYpNRFdDX948Z3sRfLqD2FWIYmYsAAB8CSURBVIF6ilDUa69vMMtNRlVA64JyHmgw9sFY1wTyKURRr76+wXz5bW4loPNfExFQrkQKyzoY239LZz+ROJar0NecDfoG82VhJaCL3zOehCuRCg7oyvpg9lTkWK5CX3M2lDCYlc1k6yFciVRuQPfzKXQsV1FCc0YFDEZRQH985jSmoJwDKngsV1FWQAugK6CcSB/S4UOKRj2ljuUqCKgwigLKlUiBuQRU+liugoBK49zPnAeRuJlISMcDKn8sV0FApVEU0GoXlCuRAvI9qU3iWK6CgIrj2s+MJ9JnuaFdwQH1Pakt94xfGAGVx7GfOQ8icR5oXCsBzT1bGLA4BHLcXAgoAUUmLA6J3LYWAkpAkQmLQyaXbYXvhSegyITFIdXxJUNAiw2oxzkZSIrlIRUBXUFAc88URiwPqQjoissHNPc8wcACkYqArrhSQOmndCwRqSQHdHH8naPwUdBP8VgkUhHQtZm7TEDpp3wsE6kI6NrMXSWgYzPJp1gsFakkB7T3vN0+/N78qU5qohuLXCWgk2iynQrFgpFKQUAn32r87Fsa20UCOt3pZDsVigUjlYKA3idf6XFP9AUf1wjo7E0726lQLBip5Ae0ettuvmt/8hloOPMPPdlOhWLBSEVAV1whoIuDRmynQrFgpJIf0J9fZ2/h09xc+QIBXR50ZzsVigUjlfyAVsk0dkEfqb4kvvyAWk5aYjsVigUjlYKAfv84nPtZ/5Gj8GHYTvpkOxWKBSOVgoDWe50GzgMNwnrSPNupUCwYqTQEtD6Tvpdo/7P4gNovOmI7FYoFI5WKgA5XdaY5AN8oO6D2frKdSsWCkUpJQNMrOqAr/WQ7lYoFI5W6gHIe6Hlr/WQ7lYoFI5WugP78yt2YzlvtJ9upVCwYqTQF9Mnt7EJY7yfbqVQsGKnUBLTZ+aylOY++3IBu9JPtVCoWjFRKAtqfyJTuMHypAd3qJ9upVCwYqTQEdNj5THQOfaPwgK7/Y9rZwSEsGKnkB3Q8iz7NXUQ6hQZ0s59sp1KxYKQSHtB+5/PXP6s/EdDTtvvJdioVC0Yq0QF9GpdvEtAANj8AfbGdisWCkUpyQNvrN7vvQyKg5+31k+1UKhaMVMIDOn6bHAE9bbefbKdSsWCkEh7Q8cwlAnrWfj/ZTqViwUglOaDDIaRPLwJ62oF+sp1KxYKRSnRAX8blmwT0nCP9ZDuVigUjlfSAGqfRE9ATDvWT7VQqFoxU8gP6Gs+l50okX8f6yXYqFQtGKhUBHXdDuRbey8F+sp1KxYKRSklAX+NuKHdjcna0n2ynYrFghNIT0GE3lPuBOjrcTwIKuNEU0Fe7G0pA3RzvJwEF3CgLaL0bSkCdOPSTgAJu1AU0lVIC6tJPAgq4kRzQH/+yceLn3yLvhxYSUKd+ElDAjeiAfl498zP+lxuXEVC3fhJQwI3kgNaHjJp7gc59/3gz7tMURxEBdewnAQXciA5oU8rFXujjttLVoEoIqGs/CSjgRnZAX6/79Cr47lTQBCfTFxBQ534SUMCN9IB2NwWdSHJTEf0Bde8nAQXciA/oIqGJ7smkPqAe/SSggBsFAX0Zt7RLd0c77QH16ScBBdzoCGgGygPq1U8CCrghoCt0B9SvnwQUcENAV6gOqGc/CSjghoCu0BxQ334SUMANAV2hOKDe/SSggBsCukJvQP37SUABNwR0hfqA+j409OwABSspoO0Z95a7jIzfjHz8mz3VBvREPwko4KaggN67RC5vNGJey1R6QM/0k4ACbsoJ6GNo5OJWoc/bZQJ64gPQFwEFHBUT0PrOd/WFnk/LzZoex7s50BnQc/0koICbYgJ677tZlXT+Jv7ucf96lQE92U8CCrhREtDuU8z1Dla/0P/jY34g6edXj5uQaAzo2X4SUMCNioAaB4HWElrtd76Nf5z2snq4+x2YFQb0dD8JKOBGQ0AnNwRd+TIPY7ez2uGcZvZ5u703z+HyRSD6Anq+nwQUcKMgoM1ZnO1BoOfqLUGN40TV709L+bh9+Kvz/UTVBTRAPwko4EZBQJ+z70SyHlC/Gz+/zwJ6N3ZgVwq6+NqQm7aAhugnAQXcKAjo5Bj62ueZZjRnAa2j2/7gab9Q6VVAQIP0k4ACbuQHtOqfGb2HfSdyGtDJXmrV3P7fvn88fEKTroCG6ScBBdzID2jVPzOHT3sCN/ZAp7929JR6VQEN1E8CCrjRHNDh6HzVy4MBXZwjuj5zigIaqp8EFHAjP6Drb+HNgG4dhTc8SwxosH4SUMCN/ICuH0QyA/rcOA/UUGJAw/WTgAJuFAT00GlMW1ciGY7fVkRNQAP2k4ACbhQE9NCJ9BvXwk8vUjp6NZKWgIbsJwEF3CgI6PRSzrV35+t3YzLOXXoub3W3OnM6Ahq0nwQUcKMhoEduJrJxP9B6D7Z92MPhcvjDAa1ewHwBDdtPAgq4URHQA7ezs9yRfjiBvm5r7+AhJCUBDdxPAgq4URLQI+bfiTRegTQW9PiN6Y8G9FvGgIbuJwEF3BQU0Pm3chqXcHbfiuRyV1AFAQ3eTwIKuCkpoEHJD2j4fhJQwI3kgNZ7lO/TY/B7H4QGnDnpAY3QTwIKuCGgazMnPKAx+klAATcEdG3mZAc0Sj8JKOBGckCzkh3QOP0koIAbArpCdEAj9ZOAAm4I6AoNAY3yvMGfFCiX/ID++Dy5/PLu8M2aZ0gOaKx+ElDAjcKAXv4gUrR+ElDAjbaAGreti0tuQGN9APoioIAj0QF93Gwu/hY+Yj8JKOBGdEAXp4C63VDpFKkBjdlPAgq4ER3Q7h4gOfopNaBR+0lAATeyA1qbHURKRWZA4/aTgAJuCOgKkQGN3E8CCriRH9BMJAY0dj8JKOBGX0B//KernsYUvZ8EFHCjIqDTY0lXPQ80fj8JKOBGQ0DvNwKapJ8EFHCjIKDml2rWjn8x3BnSApqinwQUcKMgoPfm2+AezVfC3VP1U1pAk/STgAJu5Af059fm4s1n+9b9kegdvLCApuknAQXcyA/oj8/NxUffPzang1Y5veBb+ET9JKCAGxUBfR//r3srH5+kgKbqJwEF3KgJaLXr2VwF//3j5e7GlKyfBBRwoyagr3u76/n949VOY0rXTwIKuJEf0H7X89HeCPR5tfNAE/aTgAJu5Ae0P/D+vDVHkR4Xu6Fyyn4SUMCNgoB+/9iks/q/Kp3P27UOIiXtJwEF3CgIaHMp56fxis4rncaUtp8EFHCjIaA/vzbV7L7gI80OqIyAJu4nAQXcaAjo6/Vs76l8T/eNHiICmrqfBBRwoyOgGQgIaPJ+ElDADQFdkT+g6ftJQAE3CgP6t2ucB5qhnwQUcKMuoKlux5Q7oDn6SUABN9ID+qgPvI+nztc3V75UQM8PxHWiaacIqCY7oMPN6Ntj7/X5TBcJaJZ+ElDAjeiAdmd+9mfPN3ujia7kzBzQPP0koIAb0QF9tOWsdzx//TPl7ucrc0CzfAD6IqCAI8kB7a5AetVn0H/4/Z7uMs5azoDm6icBBdwID2j3fv37x9t/SHcVZyNjQLP1k4ACbiQH9MfnPpnNh6Ht5Zyp5Atovn4SUMCNnoAmOnjUyxbQjP0koIAbNQFNu/+ZL6A5+0lAATdqApp4BzRXQLP2k4ACbgjoijwBzdtPAgq4IaArsgQ0cz8JKOCGgK7IEdDc/SSggBsCuiJDQLP3k4ACboQH1KbUm4nk7ycBBdwQ0LWZSx1QAf0koIAbAro2c4kDKqGfBBRwIzmgWSUOqIh+ElDADQFdkTagMvpJQAE3BHRF0oAK6ScBBdwQ0BUpAyqlnwQUcENAVyQMqJh+ElDADQFdkS6gcvpJQAE3BHRFsoAK6icBBdwQ0BWpAiqpnwQUcENAVyQKqKh+ElDAEQG1SxNQWf0koEAsBDR8QIX1k4ACsRDQ4AGV1k8CCsRCQEMHVFw/CSgQS/6Afv+Y8MuN0wU08kBcCJsdoBwZA/rjc93Nup+3ZF9vHD+g8vpJQIFY8gX02dwD9OfXlLcDjR9Qgf0koEAs2QJa73lW+53V/1XtfNxun0LPh1XsgMr7APRFQIFosgW0auZb+391Ou/9F81FFjmgIvtJQIFYcgW0eutefwJa/V/z8eeziK/0kNlPAgrEkiugPz7f3tv/a8pZRECF9pOAArFkDuizfSNfRECl9pOAArFkDuj91vzf65HoVNCIARXbTwIKxJLxM9BP40egVU61H0SS208CCsSS7Sj8vU7no70IqT6l6T30fFhFC6jgfhJQIJas54HW3pv38aku5owVUMn9JKBALPmuRHo0/azD+Uh2IVKsgIruJwEFYsl4LfzzNhyCT/P+/RUroLL7SUCBWPLfjSmpKAEV3k8CCsRCQE8HVHo/CSgQCwE9G1Dx/SSgQCwE9GRA5feTgAKxpA/oj883G6WXciroJwEFYiGgpwKqoZ8EFIiFgJ4JqIp+ElAglqxf6dF9E1Kd1ERngoYNqI5+ElAglpyXco7f4vFM9a1yQQOqpJ8EFIgl481E3lb/Fk/IgGrpJwEFYsl8P9Cewhsqq+knAQViIaCeAdXTTwIKxJLxhsrTt/DK7kivqJ8EFIgl42egxi5o9x3H8YUKqKZ+ElAglqw3VO7ettd/1HUUXlU/CSgQS+4bKvdUnQeqq58EFIgl8w2VO4n2PwMFVFk/CSgQS9a7MXVXdab6Po9X2IAmm+mzVM0soAm3s3MOqLZ+ElAgFgLqGlB1/SSgQCwE1DGg2j4AfRFQIBoC6hZQhf0koEAs3A/UKaAa+0lAgVgIqEtAVfaTgAKxEFCHgPb9/LL6/CIRUCAS9Xek//HZJb2nAtr38zcCCqCm/Y70P7867bueCWjfz38QUAAN7Xekv7u9+T8R0KGfBBRAS/cNlav9z1QBHftJQAG0VAe0vg9eooAa/SSgAFqK70jfHM7/5zSfgZr9JKAAWorvSF/fUPQ9zUGkST8JKICW4jvSP+roJgnotJ8EFEBL+x3pUwR01k8CCqCl/Y70mwG1XfFk/PPBgM77SUABtLTfkT5+QBf9JKAAWtpvZxf9LfyynwQUQIuAruSzq6alnwQUQCtfQNuz4J0+/hxu5DQ+KEJAv1n8g4ACWMgV0LvxseThU0CTBHS3nwQUQCtPQGf3BD26F5oioPv9JKAAWlkC2rx7N24GGus0pqXdgB7oJwEF0MoR0LqZRvVmf3UTOKC2fhJQAHY5Avq4TW8dUt+U7tPqb28joPsIKBBJhoBWe5yzt+zVW3rfXdCwAbX2k89AAdhlCOhzub/58L4YnoDuI6BAJBkCel8eM6p2QT2/0oOA7iOgQCTpA1olb3HzZNvPjjkX0LmVgM5/jYACqGX5Xvjl3uY9y/fCL6wEdPF7KWY1HAIKRHLlgC6tBDTFnEVUwBAAmQioiYACcKD9M1BHBBRAONqPwjsioADCyRDQR8jzQB3tDbfEfhJQIJY8VyLNPvA8cSWSIwIKIBzt18I72h1ugf0koEAsQu7GlOYQ0pHhltfPZky5ZwEoUr77gXYJPXk/UEcHhltePwFEkueO9N33IfUSfQD6OjZc+gngGAnfiZTo88/aseGSTwBHqPpWzvOODpd6Atin/XvhHRFQAOEQUCsCCmAfAbUioAD2EVArAgpgHwG1IqAA9hFQKwIKYB8BtSKgAPYRUCsCCmAfAbUioAD2EVArAgpgHwG1IqAA9hFQKwIKYB8BtSKgAPblCmhzH+WpFHelJ6AAwhEU0FuCrzYmoADCERXQ+AUloADCyXpD5e5mynVMP5k/iIeAAggnW0CrXI5f5fFs0lmFNPYuKAEFEE62gN4nsWz/9oh+IImAAggn42eg78Zfn803cz6jfz8nAQUQDgG1IqAA9uUK6M+vs7fw9Zt3AgpAk4yfgU4OIjU5vfMZKABFch6F7/c369OY6qPwD7OpcRBQAOHkOw/0MTmF/r0pKueBAlAk481E6mJ26nBWb+Oj74ASUAABZb0bU3c9Z/tO/hl//5OAAgiJ29lZEVAA+wioFQEFsE/OW/gkCCiAcDIG1LijXbKEElAA4eQL6OSOoAmOHzUIKIBwsgX059fm7M/aM9H3ebwIKICQsgX0aUSzjun75m+HQkABhJPxWnjjg88Et1JuEVAA4WS8G5N52VH8Wym3CCiAcETdDzQ+AgogHAJqRUAB7OMtvBUBBbCPg0hWBBTAPk5jsiKgAPZxIr0VAQWwT8ilnKkuhiegAMLhZiJWBBTAPm5nZ0VAAezjhspWBBTAPgJqRUAB7BMS0DtXIgFQh4BaEVAA+wioFQEFsI+AWhFQAPsIqBUBBbCPgFoRUAD7CKgVAQWwj4BaEVAA+wioFQEFsI+AWhFQAPsIqBUBBbAvfUAn9wFNfUdQAgogHAJqRUAB7COgVgQUwD4hn4GmQkABhENArQgogH0E1IqAAthHQK0IKIB9BNSKgALYR0CtCCiAfQTUioAC2EdArQgogH0E1IqAAthHQK0IKIB9BNSKgALYR0CtCCiAfQTUioAC2EdArQgogH0E1IqAAthHQK0IKIB9BNSKgALYR0CtCCiAfQTUioAC2EdArQgogH0E1IqAAthHQK0IKIB9BNSKgALYR0CtCCiAfQTUioAC2EdArQgogH0E1IqAAthHQK0IKIB9BNSKgALYR0CtCCiAfToC+uPzL38sfvjz623wfvCJCCiAcFQEtEqlJaA/PhNQADmpCOj9Zgvo80ZAAeSkIKDNW3VLQB/HuzkgoADCkR/Q7x9v9oDebT/cQUABhCM9oM0Hnf9s+wy02jH99U/XpyOgAMKRHtBH/QGn9SBSldY356cjoADCkR/Qt5Wj8M+qrM3+6Yffjz8dAQUQjvSANqwBfdw+/LU7Bn/8rTwBBRCO3oDejbOYVgp6szg2RQIKYJ/agNYnN7Vv3uvzQT/ZZ4WAAohIbUB/fB4+/Pz+8fgJTQQUQDBqA2q6O1yKdOzXCCiAffICOlziPh5d3wvoY+09/BIBBRBMEQF9ElAAGRBQKwIKYJ+8gFoceAvPZ6AAklMbUONzz+qfD1+NREABBKM2oMa5S9U7+MNXxRNQAMGoDWh9In37w4fL5fAEFEAw6gI6nEDf3ie0dfQQEgEFEJDegBoFdbgxPQEFEIzigPbfiuR0V1ACCiAYFQENiIACCIaAWhFQAPsIqBUBBbCPgFoRUAD7CKgVAQWwj4DaEVAAuwgoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4uF1AACCd4okI/YVC5X20ARQmeqNBPmEX41yUjBiNUSWNhMKEmnW3KIbE2SFXSYEoaC4MJNelsUw6JtUGqkgZT0lgYTKhJZ5tySKwNUpU0mJLGwmBCTTrblENibZCqpMGUNBYGE2rS2aYcEmuDVCUNpqSxMJhQk8425ZBYG6QqaTAljYXBhJp0timHxNogVUmDKWksDCbUpLNNOSTWBqlKGkxJY2EwoSadbcohsTZIVdJgShoLgwk16WxTDom1QaqSBlPSWBhMqElnm3JIrA1SlTSYksbCYEJNOtuUQ2JtkKqkwZQ0FgYTatLZphwSa4NUJQ2mpLEwmFCTzjblkFgbpCppMCWNhcGEmnS2KYfE2iBVSYMpaSwMJtSks005JNYGqUoaTEljYTChJp1tyiGxNkhV0mBKGguDCTXpbFMOibVBqpIGU9JYGEyoSWebMgAoR0ABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPJQT0ebv9+mfumTjvcRu95Z6ZIL5/LGEw5nL55Y/cc3OWORr9C+c5G82n5HNQQEB/fq1euffcc3HedNXWPyBjPKq30uly+fB77vk5h4CGVUBAm/0c3etBY7ZqKy9o85+1geZ3CPPk6F4wBDSsAgL6uH34q/odg1ezavfbZv3fBM3N6frZLpQfn3Vvpw9ju7yr3wd9aP8vwMQzRzMn9Ae02j5//Xv21zEAc9WuBqV7O72buwNP1fttZkD1/6eNgIalP6D1a1j1poiP98dV+657Pa87Y6zZD83VmQRU+X8MCGho+gN6r/fVlPemMQuo6j3Q+7SYqneopwGth6b48wgCGpj6gFb7OtWm+tS9Vjdmb+H17rK1n4AWs5nOAvrUfTITAQ1LfUDb1bvaYvXu4nSmB5FUD6eaf82RmZoFVPXeNAENTXtA+3I+sr+Sp01OMNHdn0IubWjNVi3le9ez05iULyYCela1r/PW/b/u5hR1Ij0BFau4gGY+p1V7QPujR8pX69ps1db8mW4JH0kPCKhcBPSk8fwl/Ts9xqdTzWnoij+S0L8wDMUFVPHczxHQkyYvoObP9l+zVfuh+mPQ9tSIQiwDqnlFKy6gfAZ6wvSC69yv5UmTVbu+/lHviq78SPUUR+HlIqDndPdLK+PQ9WTV1v1GcTH3mj8UXZ4HqnnvmoCGpTug5rqtOzmvogK6uHbznn1F98eVSHIR0FOm76ZUX3D9Wr6F1/xGcXYtvOqrdxbXwmteMAQ0MNUBnb6b0n75TkEHkdqzZSZ3Y1K7A7q8G5PmHVACGpjqgE7fGNbvejWv2wWdxtQf3mvG09wPVPF7AyOgxl1OtSKgYWkO6PzqI9VvFBenOGseyqvLZhGDmS0X3f1c3JFed04J6BmP2R6n7lN/Zqu25uS07nnPcA6mrOVCQMNSHNDlgeq79reKxWymrUcB+ZwuF8WrV4eAhqU4oACQFwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQU6T1uo1/+CPa0P/6HpKfBFRBQpGcG9Hb78HuYZ73fPgl6GlwCAUV604Debu8hnvR5C1K+QE+DayCgSO9hROoeah+UgCI9Aor0zIC+vn+83X798/yTElCkR0CR3iSgdbJCvIknoEiPgCK9aUDrd/Fv3R+f5mei1b7p2+vH59v4z+0vG2/679XOa/2YD/9t+Di1ekC1Q/sYfukx/ZR1MoWfX+uzAJrfaHeCnyE/lUX5CCjSmwX02Z/MVL+bN85tqgPa/agP5nj4qQ1eFdC/35YB/X9f2799avs7Jng2hTqg//5xeCgBhSMCivRmAa0i1wRyqFvXt+rv//x1cq6Tefi+eYb77Z+aB72N5asD+l/7R/1b//g2ifMp/Bz+uZsEAYUTAor0ZgGtM/be/l/TyWe3x9jkrg5d/4N6d7J5YP2HZhf0PuyLDh9eNvuc9aPanc/6T/UTvb0sU2gD+t7OUvtwPgOFAwKK9OwBfQ4t7HZJx+Pz1Z+6/cPxrXizC3kfj+A/53FtMjn8qf7DYgr1lLtLoR7dcxNQOCCgSM8e0Pt4PmhbsS6btfssa1UA+4B+mjymDeh7/0vd47tfX0yhnnL3+GpiTVwJKBwQUKRnDWh79LzVHH8fmvYy9z37BwwB7T+uNALa7VTO/7ScQvVEfVIJKDwQUKS3DGiVsf54+XiUvY1cY/jjc/iFLqCzfcqdgM6mQEBxDgFFetaj8MYRcmtA67yZv+Me0OUUCCjOIaBIb3keaJvL2RWdiz3Qfhfylz/Gz0DdAjqbAgHFOQQU6VmvRBpz11t8Bvq4zdvo+hZ+NgUCinMIKNJbXAvfn1I0PX+9P1fp1R0sMnL39HkLv5wCAcU5BBTpLe7G9Nb9tO/lcBpT9x6+TemYu/q9vHtAl1MgoDiHgCI9I6DNGUltxJpPOJs9xPttOJG+PwG+Kem9C+Cjv/JyFtCmgBsBXUzBHtAQN9fDNRBQpDe7I73xvnxQB7Zq2j9Nbv7xXDzKCGh7jP19K6CLKVgC2j8NcAABRXrTgI4HdsbzjD51f+1vEtL9zr3/9//YfZxpBLS9rv3TZkDnU7AEtH8a4AACivTMgE7fL7f/Ml7w/tYmb9ghbAP4abg0yQhom7637YDOpmAJaP80wAEEFGIZ54ECIhFQiEVAIR0BhVgEFNIRUIhFQCEdAYVYBBTSEVCIRUAhHQEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADw9P8BHMsbqK4R+3MAAAAASUVORK5CYII=)
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