library(survival)
lung$ph.ecog <- factor(lung$ph.ecog)
ezcox_group(lung, grp_var = "sex", covariate = "ph.ecog")
#> => Processing variable 1
#> ==> Building Surv object...
#> ==> Building Cox model...
#> ==> Done.
#> => Processing variable 2
#> ==> Building Surv object...
#> ==> Building Cox model...
#> ==> Done.
#> covariates=NULL but drop_controls=TRUE, detecting controls...
#> No. Skipping...
#> Done.
#> Returns a list containing data and ggplot.
#> $data
#> $stats
#> # A tibble: 6 × 13
#> Group Variable is_control contras…¹ ref_l…² n_con…³ n_ref beta HR lower…⁴
#> <chr> <chr> <lgl> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 1 ph.ecog FALSE 1 0 71 36 0.364 1.44 0.907
#> 2 1 ph.ecog FALSE 2 0 29 36 0.819 2.27 1.34
#> 3 1 ph.ecog FALSE 3 0 1 36 1.9 6.66 0.877
#> 4 2 ph.ecog FALSE 1 0 42 27 0.416 1.52 0.711
#> 5 2 ph.ecog FALSE 2 0 21 27 1.22 3.38 1.48
#> 6 2 ph.ecog FALSE 3 0 0 27 NA NA NA
#> # … with 3 more variables: upper_95 <dbl>, p.value <dbl>, global.pval <dbl>,
#> # and abbreviated variable names ¹contrast_level, ²ref_level, ³n_contrast,
#> # ⁴lower_95
#>
#> $models
#> # A tibble: 2 × 6
#> Group Variable control model_file model status
#> <chr> <chr> <chr> <chr> <list> <lgl>
#> 1 1 ph.ecog <NA> /var/folders/bj/nw1w4g1j37ddpgb6zmh3sfh… <coxph> TRUE
#> 2 2 ph.ecog <NA> /var/folders/bj/nw1w4g1j37ddpgb6zmh3sfh… <coxph> TRUE
#>
#> attr(,"class")
#> [1] "ezcox"
#>
#> $plot
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAHgCAYAAAB6jN80AAAEDmlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPpu5syskzoPUpqaSDv41lLRsUtGE2uj+ZbNt3CyTbLRBkMns3Z1pJjPj/KRpKT4UQRDBqOCT4P9bwSchaqvtiy2itFCiBIMo+ND6R6HSFwnruTOzu5O4a73L3PnmnO9+595z7t4LkLgsW5beJQIsGq4t5dPis8fmxMQ6dMF90A190C0rjpUqlSYBG+PCv9rt7yDG3tf2t/f/Z+uuUEcBiN2F2Kw4yiLiZQD+FcWyXYAEQfvICddi+AnEO2ycIOISw7UAVxieD/Cyz5mRMohfRSwoqoz+xNuIB+cj9loEB3Pw2448NaitKSLLRck2q5pOI9O9g/t/tkXda8Tbg0+PszB9FN8DuPaXKnKW4YcQn1Xk3HSIry5ps8UQ/2W5aQnxIwBdu7yFcgrxPsRjVXu8HOh0qao30cArp9SZZxDfg3h1wTzKxu5E/LUxX5wKdX5SnAzmDx4A4OIqLbB69yMesE1pKojLjVdoNsfyiPi45hZmAn3uLWdpOtfQOaVmikEs7ovj8hFWpz7EV6mel0L9Xy23FMYlPYZenAx0yDB1/PX6dledmQjikjkXCxqMJS9WtfFCyH9XtSekEF+2dH+P4tzITduTygGfv58a5VCTH5PtXD7EFZiNyUDBhHnsFTBgE0SQIA9pfFtgo6cKGuhooeilaKH41eDs38Ip+f4At1Rq/sjr6NEwQqb/I/DQqsLvaFUjvAx+eWirddAJZnAj1DFJL0mSg/gcIpPkMBkhoyCSJ8lTZIxk0TpKDjXHliJzZPO50dR5ASNSnzeLvIvod0HG/mdkmOC0z8VKnzcQ2M/Yz2vKldduXjp9bleLu0ZWn7vWc+l0JGcaai10yNrUnXLP/8Jf59ewX+c3Wgz+B34Df+vbVrc16zTMVgp9um9bxEfzPU5kPqUtVWxhs6OiWTVW+gIfywB9uXi7CGcGW/zk98k/kmvJ95IfJn/j3uQ+4c5zn3Kfcd+AyF3gLnJfcl9xH3OfR2rUee80a+6vo7EK5mmXUdyfQlrYLTwoZIU9wsPCZEtP6BWGhAlhL3p2N6sTjRdduwbHsG9kq32sgBepc+xurLPW4T9URpYGJ3ym4+8zA05u44QjST8ZIoVtu3qE7fWmdn5LPdqvgcZz8Ww8BWJ8X3w0PhQ/wnCDGd+LvlHs8dRy6bLLDuKMaZ20tZrqisPJ5ONiCq8yKhYM5cCgKOu66Lsc0aYOtZdo5QCwezI4wm9J/v0X23mlZXOfBjj8Jzv3WrY5D+CsA9D7aMs2gGfjve8ArD6mePZSeCfEYt8CONWDw8FXTxrPqx/r9Vt4biXeANh8vV7/+/16ffMD1N8AuKD/A/8leAvFY9bLAAAAOGVYSWZNTQAqAAAACAABh2kABAAAAAEAAAAaAAAAAAACoAIABAAAAAEAAAKgoAMABAAAAAEAAAHgAAAAABJf29wAAEAASURBVHgB7J0F3BTV9/8vJSGKCIqFotiCHdhid4NgYouK2MEXFRNbTOzCwMZAxU4UW7EDA1swQUBi/vd9f979z+6zMbO9+3zO6/U8uzNz8z2zd86ce86dJoEVIxEBERABERABERABERCBMhFoWqZ6VI0IiIAIiIAIiIAIiIAIOAJSQHUhiIAIiIAIiIAIiIAIlJWAFNCy4lZlIiACIiACIiACIiACUkB1DYiACIiACIiACIiACJSVgBTQsuJWZSIgAiIgAiIgAiIgAlJAdQ2IgAiIgAiIgAiIgAiUlUDzqLXNmjXLDBgwIGpypWsEBD7//HPTsWNH0759+0bQW3VRBEQgF4GffvrJzJw503Tu3DlXUh0XARGocwKrrLKKOeywwzL2MrICOmfOHNOsWTMzbNiwjIXpQOMi0KZNGzN06FAzcODAxtVx9VYERCAtgX79+hkeTEeNGpX2uHaKgAg0DgKzZ882Rx99dNbORlZAKaVp06amefNYWbJWroO1T0DXRO2fQ/VABIpFoEmTJoY/3SeKRVTliED9EpAPaP2eW/VMBERABERABERABKqSgBTQqjwtapQIiIAIiIAIiIAI1C8BKaD1e27VMxEQAREQAREQARGoSgJSQKvytKhRIiACIiACIiACIlC/BKSA1u+5Vc9EQAREQAREQAREoCoJSAGtytOiRomACIiACIiACIhA/RKQAlq/51Y9EwEREAEREAEREIGqJCAFtCpPixolAiIgAiIgAiIgAvVLQApo/Z5b9UwEREAEREAEREAEqpKAFNCqPC1qlAiIgAiIgAiIgAjULwEpoPV7btUzERABERABERABEahKAlJAq/K0qFEiIAIiIAIiIAIiUL8EpIDW77lVz0RABERABERABESgKglIAa3K06JGiYAIiIAIiIAIiED9EmheLV37999/zcsvv2zeeOMN9/fzzz+bzp07m5VXXtkcfPDBpkOHDtXS1Jprx913321eeukl1+6BAweaZZZZJqkPr7/+urntttvcvkGDBplFFlkk6bg2ikfgjz/+MIMHD3YFrrPOOmafffZpUPiAAQNMEARm2WWXNUcddVSD47Ww4+uvvzYXXXSRa+ree+9tevToUbZm//XXX6ZVq1ZmrrnmcnVybXONs33JJZeUrR2qSAREQAREIAsBe6OLJDNmzAjsjTFS2riJPvjgg8AqmoFtZtq/ueeeO7BKVNxilf4/AocddliC6+abb96Ay6233po4/v777zc4nmlHixYtAntDz3RY+9MQmDhxYoL1vvvumyaF1Tz/+x307Nkz7fFa2Pnqq68m+nHTTTeVpclz5swJqKtTp07Bjz/+mKjTKsCuLa1bt07s05fSEIC1fbAqTeEqVQREoGYIzJw5M0D3yCYVn4L/7rvvzCabbGKs4uPU5C5dupi+ffuavfbay3Ts2NHtmzp1qsGKMm7cOLetf/kTePrpp81dd92VfwHKKQJVSmDo0KHmgAMOMMyehGWxxRYzK620kllxxRXDu/VdBERABESgggQqroAecsghZtKkSQ4B042ffvqpufPOO83tt9/ubiTcUBCrTZtLL73UfU/3z1o/0u1O7Js1a1bieym+zJ49uxTFlqTMY4891vz5558lKVuFlp6AfaI006ZNK1pFccvLdK2zn7IKlUy/5Vzt/OeffxJVN2nSJPEdxdTOspg333wzsS/dl1KPEenq1D4REAERqASBTON4OdtSUQUUP7EnnnjC9RdfTxRM77fFzqZNm5phw4YZlFT8yQ4//PAEm379+jmLBsrUtdde66yl+IyivHrBYnrQQQc5n0d8wpZbbjmDD+Tff//tk7jPI4880pW10UYbJe1/7LHH3H4sJ/iQIePHj0/se/fdd82pp57qyrfTe2attdYyzz//vEtXzf9++umnhB9iNbdTbUsmcN1115kVVljBtGzZ0rRp08b9bb311obfkZedd945cX1y3ab+Pffccz6piVIePtm+DH4DG2ywgavXunIY/LaR9957z2y88cZm3nnndb9Dfpv4YUaVXL/lKO20Uz1uHPB18lvecsst3ebJJ5/s+rD66qv7w4nPqGNEIoO+iIAIiECNEWB8ZBzn85133nFjI+P1wgsvbI444oiiGjRiobFWhUhSCh/Qa665JuEnFteX0E7bu7xLLLFE0KxZs0Q5L7zwguuPDboJ8B21MBr8Lb744gG+eF523HFHlwbfsbBYZTaR19643SF7w0rssze0xHdfD20ZPXp0uJiKf8cPg/bhA7fqqqu677Tzrbfecm2TD2j5TlHYB9Qqj4ENvGvw56+lsA/os88+m7jWrHUvsA9niW2uW6vwuU507949sd+XE/586KGHXLqo5dkHqkR5Sy21VOK7b9vbb78dWIU4sd+3q127dol9uXxAs/2Wo7Zzm222SdTn+2vdeVxfM/mAxhkjyneF1HZN8gGt7fOn1tcnAT8+MoaHx2Y/Vq633noBPvTFlKr3AbU3Y9v//5OuXbv6r+7TBjGYMWPGNPizinBSum+++cZg2RgxYoQ58cQTzYYbbmh++OEHs+222xp8RxdaaCEX+YrWj/aPVfXbb79135MKymMDy8+QIUMMbbj44oudZQizNlbZapzOo+9W6XcMaCc8Mk135oFDWWISwPqPRTH1L10xRG/bhwaz6aabOpcVoumJlkfwecRSiTCL8OCDD5pRo0aZhx9+2PlOuwP2n1VOjVX23GbU8nxePr/66itz5plnmiuvvNIcf/zx7hC/Of+bPO+881zb7rjjDmelDeeN8j3dbzlqOy+88EJjg7oS1dD/e+65J7Gd+qVcY0RqvdoWAREQgUoRmDBhgpuxJRaEe4Y1JLimjB071jBul1squgxT2E+refPkpjAtbq0rDXgQtLTooosm7b/++uvNKqusktj31FNPJabZmSL3U/fDhw83H3/8sbFWUmOtlIaTYZ8IEvnifmEZndNPP91lQ+lkGSlu/vix8kfgQ7UJbT700EMNLLgAcV+wluJqa6bak0LgkUceMdOnT3e+0PPMM4+b4ia4xstvv/3mvm622WZ+l7vGR44c6bZZWotrnmkXJGp5LvF//3baaSfncuL3MQVvLZRus1u3buakk05y3/fcc0/z/fffuwdCnzbqZ+pvOWo7+a3hguOFZZ+sZdhvNvgs1xjRoGLtEAEREIEKEjj33HONv0/g4uh1Jzs7lmSwKEcTK+oDijLkJezH5vdF+UR58gB9+rCfm51e97vdJz5yXnzkvd9O/cxlHcTKGpYtttgisfnFF18kvlfbFy5Af3Nm3c/UqOFqa2+9tqdPnz7m999/b/CXqb+vvfaae+DBktm+ffuEwkf61GuVgJvevXs7S3zbtm3No48+mqSgkSdOeaS30zR8JITfrK8XX9SwpP4mw8cyfU/3WyZt3HZmKj+8v1hjRLhMfRcBERCBaibAGBuOdeFe4nWBSugsFVVAw4tTYxIOCzdQbm789erVK3wo6ft8882XtM0GU5X+k2CNsIS3U6fJU7f91GI4f/i7tyb5fTj0evE3Zr9dTZ8wY2oTYSqXqVNJ+QkQcMe5SP1L1xKmvJkuYYoda+eBBx6YZI3EvcILiuH2229viArnt8CLCFZbbTV/2H3GKc9nROkNS/gat35F4UPO/SVpR4SNdL/lfNoZoaq8x4goZSuNCIiACFQjAQJY+fPCLDRuikh4PPfHS/35/+9apa4pTfms87n88su7I0xdh60SgPFT9NmWDArD9FV4xRY/R6Ydw4JfnBe0f4QIeQSf0bD88ssv4c0G3/ErDcsnn3yS2Ez1aU0cqJIvTJMSyYz46dsqaZqakUKA6Wx8jBHcJ3BDITI8/CTrFVAeKLDMe6v21Vdf7bbDRcYpL5wv9be25JJLOn9i0nz00UfhpObJJ59M2o6ykVp+vu2krlyDadwxIkr7lUYEREAEqpkA93p87b1gZMO3H6mEzlJRBZROsyi6t54wjYdP5SuvvGJY4shGz5o111wz683MWzspywtBHV7OP/98F8g0ZcoUc8UVVxhvaV133XXdqw5JxysPEXzsnnnmGfedIAVu3tkEp1181lijlHIpH8E3zyvW2fJX+hj9S73pV7pNqr8hAfyWvdhVHxIPZgTeeeHhCZ/MXXbZxfk5sx+fTbvig3n88ccTfx9++GHiOGmylcfxsKT+1rh2/G+NB0j8KhF+C2zHldTyo/bb12PfzOW/OgU824OVbzcZoowRiYL1RQREQARqmACzZxjLGB+POeaYxJJ53iBV1q5FDbu3mnLJXsXJcigsEWQ7nvHPTp0HZ511VkBoP2KjeV1a+17ztF2wwTWBtaAmyuO1kb58G8QRWItNIp+9QSeO2ZtgYNfLCmxQVMAyLj5PumWY7A3YHac8n45P++7pRNnV8MUvw2T9Pxo0x0bxJ7Vdr+JsgKioO8LLMEV9Fad9UUPgrzGuS7u+ZcDyY+Hr21pIA/vQlnQuw9ek/24tqEHU8uh4eBkm+8DVgAXLklnra6JeO6vhvtuHsMS+qMswpf6W47SThvG78/3kd8xyI0imZZjijBGuIP3LSUDLMOVEpAQiUHYCfhkm7h+M1/yhU/nx0q6RHlgDRlHbVfXLMNnOO8EagdWEgKFwNDwWDbtupenfv7/T2AcPHpx03OdP98ni9SxKv/baa7s8WCkpe6uttnKLybOgtxcsryx0T3Qx0/ZEx++xxx7m3nvv9UnSfmI5IR3WVQRL7s0332z22WeftOmrcSeLdNsbfzU2TW36j0CHDh3cTAHO4vgpM72NtZBPos8RrJxRpZjl8fuiHX5lismTJzvXAPtQGbU5GdPFbScBhsxsIPyOEWY1MkmcMSJTGdovAiIgArVCAH9P3BIZW4kRwM2R4GlWBgrPIJWrP01QeaNUxvQeAQGXX355lOR5p+GGgY8brxrkzUXhNyPlWyig8XNYeumls045c9P6/PPPDb5tmaameRuMj96/4YYbXDAIPqq8XQhFzvvi5dvWWsrHuUEJx4wvKT0BlM8vv/zSLZsVXoIp35qLXR4PbjyEMbgVU+K2Ex8nfEDtDEbCXSFXe6KOEbnKaezHefhmDGXlAokIiEB1ECAuACMF9w3WX0ft43e6wAILuBVVStFKxm3WqmbJx0ySvPhmplRl3E9AEIpiMYXI9yhrcmJVysd3k5sufxIRKCUBLPg8lBVLil1eIWvqZutT3Hbi1xpXoo4RcctVehEQARGoNgJYPn3sSyXbVvEgpEp2XnWLgAiIgAiIgAiIgAiUn0DVWUDLjyBejaz9yesQkfC6n/FKUWoREAEREAEREAERKD0BXgzCkktMuVeTSAGNeTaYovdLNcXMquQiIAIiIAIiIAIiUFYCQ4cOLWt9USvTFHxUUkonAiIgAiIgAiIgAiJQFAJSQIuCUYWIgAiIgAiIgAiIgAhEJSAFNCoppRMBERABERABERABESgKASmgRcGoQkRABERABERABERABKISkAIalZTSiYAIiIAIiIAIiIAIFIWAFNCiYFQhIiACIiACIiACIiACUQlIAY1KSulEQAREQAREQAREQASKQkAKaFEwqhAREAEREAEREAEREIGoBKSARiWldCIgAiIgAiIgAiIgAkUhIAW0KBhViAiIgAiIgAiIgAiIQFQCUkCjklI6ERABERABERABERCBohCI9S74cePGmb59+xalYhVS+wRmzZplRowYYV5//fXa74x6IAIiUDCBV1991fz999+6TxRMUgWIQG0TCILAzJgxI2snYimgU6dONRMmTMhaoA42HgJcYJMnTy7rNTF9+nTTpEkT07Jly8YDWj0VgRohMGXKFHfT0X2iRk6YmikCJSKAftCxY8espcdSQNdff31zzjnnZC1QBxsPgYUXXtgcdNBBpn///mXr9Kabbmq6detmLrvssrLVqYpEQASiEWAsQPkcPXp0tAxKJQIiUJcEmCE99dRTs/ZNPqBZ8eigCIiACIiACIiACIhAsQlIAS02UZUnAiIgAiIgAiIgAiKQlYAU0Kx4dFAEREAEREAEREAERKDYBKSAFpuoyhMBERABERABERABEchKIFYQUtaSdFAEykBgv/32M506dSpDTapCBERABERABESgVASkgJaKrMotCQEUUIkIiIAIiIAIiEBtE9AUfG2fP7VeBERABERABERABGqOgBTQmjtlarAIiIAIiIAIiIAI1DYBKaC1ff7UehEQAREQAREQARGoOQJSQGvulKnBIiACIiACIiACIlDbBKSA1vb5a3StP+SQQ8wFF1zQ6PqtDouACIiACIhAPRFQFHw9nc1G0JcvvvjCtG7duhH0VF0UAREQAREQgfolIAto/Z5b9UwEREAEREAEREAEqpKAFNCqPC1qlAiIgAiIgAiIgAjULwFNwdfvua3Zng0fPty8++67adv/7bffmr/++ssceuihaY/vuOOOZrvttkt7TDtFQAREQAREQASqg0BVKaBjx441t99+u5lrrrnMsGHDqoNQGVsxZ84cM27cODNmzBizwAILmI022sh07949cgu+//57c99995nvvvvOrLjiii5/165d0+b/+uuvzbPPPms++eQTV9dOO+1kll122bRpy73ztddeM4899ljGav/880/zzTffpD2+zDLLSAFNS0Y7RaC6CARBYE4++eS0jWrZsqVp3769WXPNNc2GG26YNk3UnW+//ba7rzDWLbfccubSSy+NmlXpREAESkigahTQn3/+2Rx00EHm119/NQw+jU0BRanadNNNDUrk8ssvb7D0nXnmmebiiy82e++9d85L4JVXXjF9+vQx06dPd4rkbbfdZpo1a2auuuoqs8suuyTlHzVqlBk4cKCZMWOGWXrppc2nn37q6oE5ZUhEQAREoNQEUEBvuukmN07NO++8SdX9888/bnxiZ79+/cx5553n0iUlirDB/WSPPfYwjK8rr7yyadGiRYRcSiICIlAOAlXhA/rTTz+ZAw880Cmf5eh0NdZx2mmnmd9//908+eST5vnnnzcfffSR2Xzzzc0xxxxjPv7445xNHjJkiOnQoYN59dVXDcro+++/7wZcpqpRZr1MnDjRHHbYYWbJJZd05b788svmxRdfNF26dDHHH3+8mTRpkk+qTxEQAREoOQEUw88++yzpj3GKcWyVVVYxt9xyi7nzzjvzasf48ePNH3/8YY477jjz9NNPawm3vCgqkwiUhkDFFdBLLrnErLPOOm7quTRdrP5S33vvPTfA9u7d2ymNtLhVq1Zm6NChrvFYCbLJU0895XwmUSyxaCKdOnUyrJmJleG5555LZL/66qudi8MNN9zgprg4sMIKK7gBeqmllnJT8onE+iICIiACFSDQpEkTN5NzyimnuNpxF8oks2bNynTIPdRzMJsrU7b84YJxkcokUcsgf9S0UdJFSZOpzdovApUmUHEFFCWL6ZYtt9zSrL/++pXmUZH6edJHdthhh6T6F198cTdwPv7440n7Uze22GILZz3Yf//9kw4xBY+Ep7fuvvtuN9XvFVWfoVevXs4SusEGG/hd+hQBERCBihLwfunMkqUKltGNN97YdO7c2SmruCqFfcP32Wcfw8wQgiK73nrrmQ8++MBt4yfP1D4P34suuqhh3Lv++uvdA7tLYP+98cYbLg+zSvjIL7HEEma//fYzXhGNUsY777zjynjrrbfMOeecY9Zaay2zyCKLmHXXXdfcddddvqrEJ+scH3XUUWb11Vd36Uh/8803J477L7n67tPpUwSqmUDFfUAJkuGHudlmm5n+/fs7Vjz9Nib5/PPPXXcZmFJl4YUXNkwjTZkyxbRt2zb1cGIbh30vKPQvvfSSG3xRYmGL/P333+6PaS0GagK+GGQXWmghs/vuu7spf1+GPkVABESgkgSw7uEDj/To0SOpKUyp4+dOUNGpp57qlMJrr73WKaTMCBGMuM0225g2bdqYBx54wAUy4VvfsWNHw3i71VZbmZkzZ7qHfpTPF154wQwaNMi5JTErhzCOkhbXpN9++82sttpqzg+1adOmscs4+uijDXEO+OMzVt9xxx1O0cRtCuMLgpLNOIwfP7NZ8803n7n33nvNiSee6FymNtlkE5cuSt9dQv0TgSonUHEFFEWpsTuGs6wQwmCUKl6xRHnMpoD6fFhTcbonwIjBFn9SbwH94YcfXDICnRic2c9TPdNb999/vznppJPcYOvL0qcIiIAIlJoA/p4oWV6wMP7444/OHQj/9ZVWWskce+yx/rB58803nfLJzE/YN3S33XZzlkMU0pEjR5o999zTBbSigG6//fZm6623dmUQgMl4iqK66qqrun2kZTzEssh3ou+9MD6zMke7du38LjN48OBYZRAERTS+H8NpC+1/8MEHEwrogAEDzC+//GLwy8cdCiEoFOWbGAFcqbCoonjn6nuiofoiAlVMoOJT8OmUT/wWG5PwJI6ke8UkvqCIT+M2svybe+65zf/+9z834OJ8jzJKQBJCRChy6623ukGWQZUp+ddff90t23ThhRc6a6tLpH8iIAIiUAYCBD5iEeSP6WbGJ4IxUcLOP/98932eeeZJtASlDWHVlLAwW8SU/DPPPOOsl+Fj/juKIA/ca6yxRkL59Mf69u3rvo4ePdrvcp9YS8PKZz5lMIXvlU8KJfCqefPmzrLKNvc8ZqMwDHjlk/2M/yytRxwAM4OF9J3yJCJQTQQqbgGtJhiVasuCCy7oqmZgw2oZFm8dDQ/A4eOp33mi5w93BhZz50kZPyisAN4SyjqrRx55ZCIrUz34TzEFhb9pNof9RCZ9EQEREIEiEGBqG4UTYdr90UcfdcvEYRllDVDGq7BMmDDBbZ5wwgmG6fCwMFWOfPXVV85yGj7Gd5+XqXX8K8PiDR8+jT8WVgjZ54/HKQM/07DQbsZ0ZqoQ2jt16tQk5dOnD/vr+7rz6bsvT58iUC0EpIBWwZnABxPBYpmqgLI0E0/KURXQcHe8MooTPYqs9zFlUEfpDAtTQiigYSf+8HF9FwEREIFSE2Cs23nnnd3DMrM3TIejnHpXJOrHNxNr4K677ppxbdCwtTHcZvIivKgjU9ArQU1hSS0rnzJSlehw+XzHJQBJNyPoDvz3r5C+h8vRdxGoBgJSQKvgLHSxa3AiBBuFn3bxhWI9UHygGJgzCT5BWDgvv/xyQ9BRWNjGEup9QpmiJ3ozVXhLCIJTv0QEREAEKkmAl3IcfPDBLjL98MMPT4oYxyLJW/PwjfQBlr6tkydPdtPWjHPpxFsz//333wZvYZo9e7ZzU2IJu2xSjDJSy/f3AKy+qYLvJ36vRPUX0vfUcrUtApUmkDx/UenWNNL6t912W2eRxB8zLPgq4ZSOJSCboKgSfHTFFVckJSOqkiAkBi1e7YnVYN9993VLNuH/GZZHHnnEba699trh3fouAiIgAhUhQDARL8xgAXmiwb34peJSx0tcmPAB5RXG06ZN88mTPvETZeUVAoJY8igsrJGM+xEP9NmkGGWklo+PKVZZXkHsraE+DQFIvKUOS2whfffl6VMEqoWAFNAqOBMsFcLTPs7zRHuyZtw999zjluIgGpO3RGUTFrDHcklEKIM2zuwolExlMZj5pUwoA2sCvqAookR8sgg+y45QH1GkvBRAIgIiIAKVJkBQph+7iDrHuokw9c44xSuF2c94x3fGNJY6Ik+6gE7fH/+Cj7322ss89NBDzrp40UUXudd9Ui7l5JJilJFax1lnneVcpViqiQh9jAe8yY7ZKZZlQgEttO+pdWpbBCpJIPO8biVb1QjrZq05poB4d/uIESMcAdbrvPLKKxs42qfiQYFFgWQZpWuuucb9kYbpfKbm/VMz+/A3xbJ6xBFHuKVPcLzn6RsrK4NwY1uDFSYSERCB6iSAvzrR6SzajrI5fPhwN0axzNKQIUNc1DzrfyKMYyhxfr3MTD3q2bOnGxcJ5AlH0lMXD+NRxsBilJHaPiy3jOOs84nvK9KyZUtnlPDLVNG2QvqeWqe2RaCSBJpYBSTSmkf4zLBOGYvGS0pHgChQoiuxUhI0FGUwDLeGYCMiKsnLtHs2YXF7/EFZtNm/NSlb+tRjTEUxPeRfIJB6PN9t1iT1Pqlxy2AKLqxwx82v9CIgAvkTYCwgUnvMmDH5FxIjJw/tjHeMX4sttljOIJ7UognyZF1kotTDgU6p6bJtF6OM1PJxvaJcfENRQtNJoX1PV6b2iUCxCKDLMCPLG8YyiSygmchUaD/BRrweLl9BccVyGkWY0uHtINUmuAJIREAERCAXARTPcOBmrvSpx1E681U8fVnFKMOX5T9Zms8vz+f3pX4W2vfU8rQtAuUmIB/QchNXfSIgAiIgAiIgAiLQyAlIAW3kF0CtdZ/oVr94c621Xe0VAREQAREQARH4PwJSQHUl1BSB7bbbLum90TXVeDVWBERABERABETAEZACqgtBBERABERABERABESgrASkgJYVtyoTAREQAREQAREQARGQAqprQAREQAREQAREQAREoKwEpICWFbcqEwEREAEREAEREAER0DqgugZqisDmm2/uFpyuqUarsSIgAiIgAiIgAkkEpIAm4dBGtRMYNGhQtTdR7RMBERABERABEchBQFPwOQDpsAiIgAiIgAiIgAiIQHEJSAEtLk+VJgIiIAIiIAIiIAIikIOAFNAcgHRYBERABERABERABESguASkgBaXp0oTAREQAREQAREQARHIQUAKaA5AOlxdBM444wxz8803V1ej1BoREAEREAEREIFYBBQFHwuXEleawAsvvGC6d+9e6WaofhEQAREQAREQgQIIxFJAW7ZsaTp27FhAdcpaTwSaNGli2rZtW9Zronnz5qZVq1ZlrbOezpn6IgKlJMBvs0WLFvp9lhKyyhaBGiAwa9Ysw/06m2gKPhsdHRMBERABERABERABESg6ASmgRUeqAkVABERABERABERABLIRkAKajY6OiYAIiIAIiIAIiIAIFJ1A9gn6olenAkWgMALjxo0zTZvquakwisotAiIgAiIgApUlIAW0svxVe0wCBDhIREAEREAEREAEapuATEm1ff7UehEQAREQAREQARGoOQJSQGvulKnBIiACIiACIiACIlDbBKSA1vb5U+tFQAREQAREQAREoOYISAGtuVPWuBs8duxY88EHHzRuCOq9CIiACIiACNQ4ASmgNX4CG1vzjzzySHPppZc2tm6rvyIgAiIgAiJQVwSkgNbV6VRnREAEREAEREAERKD6CUgBrf5zpBaKgAiIgAiIgAiIQF0RkAJaV6dTnREBERABERABERCB6icgBbT6z5FaKAIiIAIiIAIiIAJ1RUBvQqqr01n/nfnf//5nOnbsWP8dVQ9FQAREQAREoI4JSAGt45Nbj13bbbfdYndr2rRppmvXrrHz+Qyvv/66WWyxxfymPkVABERABERABAokIAW0QIClyn722WebJZdc0uy11145q3jppZfMxx9/nDUdiluHDh0apPnwww/N+eefb6655hrTpk2bBsfrYcecOXPMjz/+mHdXZs2alXdeZRQBEYhOIM64l67UTz/91FxxxRXmsMMOM926dUuXJLGP5dxmzpxpTjzxxMS+XF+CIDB9+vQxvXv3NuGH4V9++cWMGjXKfPLJJ6ZHjx5m2223NW3bts1VXOL4ww8/bF599VXTsmVLs91225k111zTNGnSJHE83ZdCWfkyv//+e3PPPfeYL774wrRr186sscYaZtddd81Zfz75n3zySfPCCy+YP//806ywwgpmn332MfPOO68vynz33XemV69e5v777zeLLLJIYn+tfuHe88orr5hHHnnELLjggmbzzTc3q666auzu5LpPxzmHEydONHfccYf59ttvTffu3V2blllmmdhtKkoG+4OKJDNmzAgGDBgQKa0SFUbgsssuC+zJDY466qhIBR1yyCEuPXky/b333nsNypo8eXJgLYMuz2+//dbgeK4dLVq0CC655JJcySp+fMqUKRm5ZOIV3v/VV19VvA9qgAjUAoG99947WGeddfJqatxxL7WSf//9N1h99dXdb93e8FMPJ21bBcels8pW0v5cG1dddVWw1FJLBdOnT08kZQxs2rRp0KlTp2DFFVcMrOIYWAUy+PXXXxNpMn2ZOnVqsM0227i2WAUlsMpJ0Lx5c8fQztxkyhYUysoXfOeddwbW8ODqp1+tW7d239ddd93AKok+WcbPOPm5NhhXqcPfdxZeeOHg/fffTyr/gAMOCHbcccekfbW48fvvvwfWiOTO5yqrrBJY5T5o1qxZcMMNN8TqTq77dJxz8PzzzyfOMdcq7ZlrrrmCkSNHxmpTlMT24S6wD4JZk5qsR0MHpYCGYJToKwPoWWed5S4KfqhRFdBvvvkmePPNNxv83Xzzze4Hz4/ZPokltRqFlMHOK1pSQDMr71JAky4dbYhARgL5KKD5jnupjTjllFMS41k2BdRaiwI7G+TSxlFA7SxKMM888wS33nprourPPvssaNWqVbD//vsHs2fPdvutlc/d5HffffdEukxfTjjhBNeOY445JrAzLS4ZCtn8888f2NmvBtmKxYqCuW/MPffcgbV+Bdb66upC6Rw8eLBr08EHH9yg/vCOOPmtxc2Vaa3HwR9//OGKGTNmjFPWeWgIC+WiFPGQUMuCIo3S+fbbb7tu8ECx/fbbOw7jx4+P1LVc9+k454AK11prrWDxxRcP7EyBq59r2lrs3QNUse9zUkAjneLqSGSn0AOeklAIrZnefUZVQNP1gIFqtdVWc0/rqU+yZ5xxRoD1kkHYK6HVpoAy+NgpmOCvv/5K171Y+6rFArrEEksE1113Xay2K7EI1BKBuAposca9F1980d1Et956azd2ZlJAeRDfcsstAzv1GCy66KJBHAV00KBBTqHAGOOFh3usSD/99JPf5T779evnLF92Sjlpf3gDhRVr4EorrZRQPv3xQw891PXDTlf7XUGxWPkCseZyv7nwwgv9LvdJ/7DGYtHNJnHyH3TQQa4uO5WcVCTngjZMmjQpaf/OO+/srNlJO2to46233nL9sm/uS2o1Sh797d+/f9L+dBtR7tNxzsHo0aNd3db1JKm6u+66y+23bnhJ+wvdiKKAahkmezVUg9inQWOnbMxNN91kbrvttoKbdM4555h33nnHXH311Uk+NhRsp2/MDjvsYOzTlVl77bULrqsUBfzzzz/mhx9+MPjQhMUOWObYY48N76qZ7/THKsM10141VARKTaAY4x7+hPgS4jvYt2/frE2+/PLLjZ2GNCNGjDDWypY1bfgg49Hw4cPNTjvtlMjH2ERZG264obHKWji52WWXXQy+4/amn7Q/vGGVEUOA5CabbGKsEhs+ZKz11G0/88wzif3FYJUozH5Zb731XJ/23Xff8G7XP2uBNfTZKiFJx8IbcfL7IM6vv/46XISx08vGWmEb+MvSf2s5dHyTMtTIxnPPPeda6s+jb3aXLl2MNQw5f2G/L9NnlPt0nHOAXzK8rfKbVKW/9uabb76k/eXYUBBSOShHqMM+8TnHeZzQCwmYoSoUSxRQHMm32mqrBrXj7L7ssss22F+NO6wl1/DnBWd/a61N2uePZfoM58+UJtv+1DZkS5vtWLbBPFs+HROBeiVQjHHPWpmcsoeCSLBHJiGQ4+STTzbWzcnY2aZMydLuf+ONN4z16XOKpU/AOG1naNKukOEVLjtF75M3+LS+nm4fASSpYi2CbheBIl6KwcqXxSfBMPylytixY10wFQEz2QKh4uTfY489DMq/nd53ZVr/Q3PjjTcaayk0nD/ue2HBQIJiRNASCnqtCcFoiL8Owu1nH8ahv//+21iXjvChpO9R7tNxzgGF82DhhQeMZ5991lg3EBfwbGcP/KGyfUoBLRvq7BXZ6dnsCWIctVMqbkA+/vjj0+aqFeWTxhM5mCoo2NYPK3V3ybaXW265opSdbTAvSgUqRARqjECh497dd9/tInqfeOIJ0759+4y95yGSFUWsD5zJNC5mzGwPoLwiyy+/vPvkH5ZXJN26xP5G79O4hCn/rC+em53CSorCGS7n3nvvdamtv2QiV6GsEgVl+YJSwgwTyvHQoUOzpEx/KFN+uGHRhD+WOC+sQMAqLKlCZLx1kTAffPBB6qGa2PbnPXxOfcP9tcHDSzYFNN/7dKZz4OvnE8u9DX4zNpjO3WO5p7ICQrlFCmi5iZe4Pp7SWcICM7+NZCxxbaUvftiwYUnLQ2G9YODeb7/9IldufZqMXcEhcvrUhOeee27SzSH1eNTt1KmPqPmUTgREoCEBlpNhuaUjjjjC4JqTTaz/ppkwYYKxAT7GRqxnS5r2mFdAO3funDjOEk5IuuXrrG+nO+bTuI2UfzyQ8mKNk046yS3txLJKCyywgBu/WVrP+ulntUCmFFfwJu5BzJqNGzfOKYUsBRVHsuVHwbGBWs7qx4MAD/UYEbCKstySjXdo0FdYe+5x2lENaf15z/fayLcP2c5BuEyWCOO+xhJRLAGG9dMGLTu9IZyu1N+lgJaacJnLx7eJpxoG5XoQ68yf9GTGNBuDl43QjNw9u9RJQQoofmX47hQq9XJOCuWg/CJQKAHcWXgIXWihhcwFF1yQtTimGe1SSW7KN9/fMYoQliv8Fb1QNxK2Uvpjfl94jUt/LPyJtZGpfPz9vMGAch999FG3XS6/PNrA+qNMDWP5jLM2Kv3JlR8FEyWUdVqXXnpph4DpeBv9b44++mhnGcWfMSwYGpiGxqKXTpELp6227+Frg4eKsES9NsJ5onzPdQ7CZfBwwR/87Qo6jj9T8U8//XQ4Wcm/x38ULHmTVEEhBK6//no3FbXnnnsWUkzV5mVxaRbol4iACDReAi+//LIh0APlZNNNN3XKGgrcmWee6aAwzc42gX/4w2NttCtQJNL5Y/jqhfNlIuqnVMPHUSyYqsYnPVX8vnRTsOG05GdB/C+//NLcd999zvrIYuzkI8iJaehSC5bh9ddf3013EwCLn2wcyZUfFljaiEfwyiflc068opvOd5fjMKjFwE2/iL6/DsI82Yd1O9fDSThPru+5zkG2/CiiuEbYlSQSbiXZ0hfzmCygxaRZ4bKIqsRnhqkOPwVU4SblXT0O8E899VSSxYHCirFCQN6NKjAjfmrhAbjA4pRdBBotAaYQ0wWncGNHiHC363M6JYeH1tTVNEiDgsN0POl8PvanE7tgunn33XeTfDXJ28XOjLA/VbAkIrxVKJswXtvlmFxQVPjB2ke/p1oFs5WVz7GPPvrIbLHFFk6RJ8q+Z8+esYqJkh//VvoIq1RhFQAEpTtVeDhAQc+lxKfmq4Ztu6i/awbXRjiGgOsQNxCC4OhbMSTKOaAejFN2ySW30k7quWCbQDvc1copxSFQzharrowEuBCRlVdeOWOaWjnAFIafxqiVNudqJ5YaiQiIQOEE8HH3S92ES+MBlal5/Nvsot/uENPb6QQlgWn1dOWkpmc6GEEp2mCDDRKH7fqWzmKI36R9A5Tbj3sA7SBPOiU5kdl+wZWI6X27oHgiiAolwK7v6MbxUo4ZWI8JCMLCiM9p3PtG1Pw8dBMg9vjjjzsLWzjYxb4VyOHAAhcWGDJdT8R4Pj674bIq8Z1luLi28HNlBQAvKPl2zViDT3IxJOo5oC4eArjWcVlheUYvTN1j7OF1nOmCfn26UnxKAS0F1QqV6RXQXO9ArlDzVK0IiIAI5EWA94fji8172PHnLLdgJbz22msbKKB2wXjnM4nCgaKLwkRgDQrpY489ljSDYxetd/52WJr81DpBVPi52wX8XSAOwStMybN8E+lSlyeK0m9mWuxbeFy5KOKZhGMoviieV155ZdpkV1xxhWtDOv5x8tMn+glHfA2xaqKk21dAGpZksq+TTqqfpanw3SdgqRYFn1UCX+1i8q5vBx54oDunAwcOdC4f4XiAdGyj9jnOOWC9V84za41j9WfdXFxUCIQjIv+BBx6IWm3R0kkBLRrKyhckBbTy50AtEAERKD4BrIJYaljloxKC/yLKYOp0O0FCrJuJYty7d2/XNNyfiGhnmZuwMBVNH1ig3gvWWixirO6BwooQ/W1fXWnsG5J8slifBKFSTzq/1XBBrJaCMCXMXzpB2aff6fjHyU8/cXPAN9dzwrKJEsRKJyhEYfGcWQ+0VuW0005zVseLLrrITX/TD/wtsYqGrbrp2Ebtc5xzgFLMwwnrrvJAwB/CElkEH8V1v4jaxmzpmlhTd+ZXHYRyso4aFw9PdxIRgAB+VqzhRiRdNQt+N96nKp928qaT1AEyn3KURwTqnQBvJPr888/Na6+9VnddJVqbpWpYHD48jew7yksyUCa7du2aZPn0x7N9ojR+8cUXzncffzz/dppsebIdwzKGj+spp5ySLVlFjuHvyYMEU/OZYhVYFggrKIpooSwq0slQpTxw4LrBNYOFnPNSaeHhhMA32lOqaXf6jRWYlWsyiSygmchof1USYAqBCEPWq4sqPG0y9SMRAREQgXwJnH766eb222839p3Zbu3O1HK4ked7M+cBt1iuUz///LOb2ibqvxoFpYe/TILSia8kfom1rnzSR4KNinVuMzGLux9lePXVV4+brejptQxT0ZGqwFISwH8l2/uVS1m3yhYBEWi8BAikwaePKWOmTatViCxn6akePXpUaxOztotZNabeWQlFUt8EpIDW9/lV70RABERABIpEgKAhH0BTpCKLXgxT+LXqO8lSgqwJevHFFxediwqsPgKagq++c6IWiYAIiIAIVCEBpoTHjx9fhS2rjyaxFmotLjxfH/TL3wtZQMvPXDWKgAiIgAiIgAiIQKMmIAW0UZ9+dV4EREAEREAEREAEyk9AU/DlZ64aCyDA+5K1JFIBAJVVBERABERABKqAgBTQKjgJakJ0Av4du9FzKKUIiIAIiIAIiEC1EdAUfLWdEbVHBERABERABERABOqcgBTQOj/B6p4IiIAIiIAIiIAIVBsBKaDVdkbUHhEQAREQAREQARGocwJSQOv8BNdb9yZOnGh457JEBERABERABESgdglIAa3dc9coW77TTjuZU045pVH2XZ0WAREQAREQgXohIAW0Xs6k+iECIiACIiACIiACNUJACmiNnCg1UwREQAREQAREQATqhYAU0Ho5k+qHCIiACIiACIiACNQIgVgL0c+YMcNMmjSpRrqmZpaaQBAEZsqUKWW9JmbNmmWmT59e1jpLzVHli0C9EOC3OXPmTP0+6+WEqh8ikCcB7tX8ZZNYCmi2gnRMBMpBoFevXmbhhRcuR1WqQwREQAREQAREoEQEpICWCKyKLQ2B/v37l6ZglSoCIiACIiACIlA2AvIBLRtqVSQCIiACIiACIiACIgABKaC6DkRABERABERABERABMpKQApoWXGrMhEQAREQAREQAREQASmgugZEQAREQAREQAREQATKSkAKaFlxq7JCCQwcONBcdtllhRaj/CIgAiIgAiIgAhUkoCj4CsJX1fEJjB8/Pn4m5RABERABERABEagqArKAVtXpUGNEQAREQAREQAREoP4JSAGt/3OsHoqACIiACIiACIhAVRGQAlpVp0ONEQEREAEREAEREIH6JyAFtP7PcV31cJ555jFt2rSpqz6pMyIgAiIgAiLQ2AgoCKmxnfEa7+9DDz1U4z1Q80VABERABERABGQB1TUgAiIgAiIgAiIgAiJQVgKygJYVtyqrZwLTpk0zP/zwQ15dbN68uVliiSXyyqtMIiACIiACIlBrBKSA1toZU3urlsDrr79udt9997zat+CCC5oPP/wwr7zKJAIiIAIiIAK1RkAKaBWdsR9//NGMGjXKfPXVV2beeec1q6yyitl+++1NkyZNIrUyTv4nnnjCvPHGG6Zly5Zmiy22MKuuumrkeiI1RolEQAREIAKBOONWuuJy5f/nn3/Mfffdly5rYl/nzp1Nz549E9uZvgRBYA4++GCz0047mR122KFBsk8++cRcfvnl5qKLLoocLEmZjz76qBuPW7RoYdZZZx2z8cYbu7G5QQWhHV988YW5/vrrTb9+/cwKK6wQOhLv6/fff+/4fPfdd2bFFVc0G220kenatWvkQn777Tdzzz33mC+//NJ07NjRbLjhhma99dZrkP+VV14xEyZMaLCfHfDknscM0gEHHGBuueUWs9BCC6VNW0s758yZY8aNG2fGjBljFlhgAce2e/fukbvw66+/mscff9x8/vnnZo011jCbb765adu2bYP8cerJ9XtpUHgJd0gBLSHcOEXff//95phjjjFM4zIV+/PPP5vp06ebNddc0/24if7OJlHzMxjzA3/mmWfcYMGP/JJLLnHKLgE+rVq1ylZNxY+hOLdv394N0hVvjBogAiJQEIGo41amSqLk/+uvv8xxxx2XqQi3f9ttt42kgN58883m3XffNVdddVWD8n7//Xezzz77mK+//tqce+65kRXQPffc0zz99NNmvvnmM61bt3YK7Lrrrmtuv/12p5Q1qMjumDlzpjn00EPN+++/bzbddNO8FVCUwj59+rh7zbLLLmtuu+0206xZM9e/XXbZJV3VSfveeust07dvX0Pfl1pqKYMSi/J94IEHmvPOOy8p7TnnnOOU7KSd/23QXxTQRRZZxCy33HLm+OOPd/1Pl7ZW9v3555/u3KDgL7/88ubbb781Z555prn44ovN3nvvnbMbw4cPN6effrq7T3PPu+aaa9x9+u677zYdOnRI5I9TT5TfS6LgMnxREFIZIOeqgh/tscceaxZeeGH3tPPmm2+ajz76yO3jOxdhNomT/4ILLnDK52GHHWY++OAD89xzz5lnn33WPZkeffTR2aqpimO0/84778y7LVOmTHF9nT17dt5l1FJGBics6hIRqDYCccatdG2Pmp+bNQpeuj8e8LE6HnnkkemqSNqHUQAF4oQTTmhgncR9Ztddd3XKZ1KmHBtPPvmkaxdlMh6j3F555ZXm1VdfNYMHD86Y+/zzz3fKZ8YEEQ8MGTLEKTPUhzKKQrvyyis75RaFKZccfvjh5u+//zaPPPKIs/TRhy233NLceOONzurn82Pl5Z6GlTndecAC7QUW3JOwCteynHbaaU4x5xw///zzrv9YMDE0ffzxx1m7hjUZhZ2HA5hybu69917z6aefuusvnDlqPVF/L+GyS/1dCmipCUconwsUy+S+++7rLJ5kweLJUztTGlj9sknU/JjpGRh4wmTg4UkXYdplxx13NDwdjR07NltVNX8Myy9TXEwbNQa54447zAYbbNAYuqo+1hiBqONWpm5FzY+CiTtT6h8KFg/4Z511lllrrbUyVZPYf8MNN5imTZuaVMvghRde6KZGsXR169YtkT7KF/IyNTtw4ECn1FL+HnvsYZZeemlnKEhXBsoi0/xYPguRp556yim8GCOoD+nUqZM55JBDDAojxolswlQuU+pYj3v06OGSYqnzhoxwftJNnTrVrL/++g3OA+cFVzAviy22mON56aWX+l019/nee+85Q0nv3r2dQk8HmF0cOnSo68tNN92UtU8YnbBy8xDCNYFssskmZueddzaPPfaYgT0Sp56ovxdXcJn+SQEtE+hs1TD4MRBxsYZlrrnmctMyKKcMCJkkav5vvvnGTbUwCHjl05eJAoq89NJLfpc+RUAERKBkBKKOW5kaUEj+SZMmOUsSZeCSlEsYg5l+32abbQzjcliuu+46s9VWW5kXXnjBrL766uFDOb9jXCBfWAEjE0oHU9KpgjsBVkd8JrG4FiL4/n/22Wdm//33TyrG3xvS1R9OiMsASlWqpdQ/3BNY6QUrHoKyGUW4H2GNxfJXi+LbneonvPjiixt8QPHrzCQYisiPUh9mSPrtttvOMHvHwwMSp55Cfi+ushL8kw9oCaDGLZILMp1jMlHVOJrjFJ4tEClqfpb6QfzTU7idkydPdpuY6RuDYOlt165dUbvKgJmv/Pvvv26aJt/8mfIxlZPt4SVTPu0XgVITiDpuZWpHIflPOukkw5jHrE+2sdXX/c477xjcWVAAUgVlwlsQU4/l2kbZwwLqhfGeABwUQ6ZgU4V2z5o1yxksCGwpVLBYekHJxgDB7BiK0mabbeYPpf3EX5UpYtqLaxS+oARh4f+KcoqS7GX8+PHuKxyx7uEWRKwDFj2sv/7e5NOj0KOEY0XFYFJrQtAQgk9rquBqBw/cwdIFFOHqwbFMeSmP6wSJU08hvxdXWQn+SQEtAdRiFMlgcOqppzpLJZ9xJV1+pja44Hl6YvANOzI//PDDrgoG2cYgBx10UFV1848//jC9evUqSZtSB/eSVKJCRaAIBNKNW3GKjZKfhzLGO6Y0V1pppUjF43uHLLPMMg3S56t8phbEDJiftiYIh6nwsDz44IMuWp2IcxS8YgqWNKb+Z8yY4dy+8FnMZQGlfmbuuKfwyR8y//zzu35wv/HiLaDXXnutm17HF5S+EqiEoWXkyJFJDwK4oKGo5fKV9OVX2yeWaiR8j/Vt9Eo/vrPpFNCoeSkvatp09ZA/yu+FdKUSKaClIltAuTz99OvXz7z99tsGB2OWSIojmfLzpE+wE470LCUyaNAg9wPB2fu1115zT6FRrAFx2lLstPhr5VoRIEqdo0ePdgNllLRR07Cs1VFHHRU1eVI6Bm3aVGwhYIvoSYkIVDuBTONW1HZHzU90OUKkdlTBsoeks0pFLSNXOiyOftWTYcOGOUvnKaec4iyB+JeilNLmKMtF5aor9fjcc89t/ve//zllELcAlFH8TAlIyiRMBRPRjVKJYo4CzSwQFmGUZ1YKWHLJJV12jmPtRUn1DPFv5D7E/YdlslIfwBdddFEXdJOp/mrej/8mgpU4VfxKMz5N6nG/P0reOGlT64n6e0nNV8xtKaDFpFmEsn766SfDshyY6PmBDhgwIFapufL379/fLfHEoIE/E4KfCYrK1ltvXfRp6ViNj5C4WNMxDIzhqa8IVedMwk0iX8FKWSxLSrgNBLFV+0NFuL363jgJ5Bq3clGJmp8bNsvYYJ3DBzKqYAHF6oiiViphWSWEKHCW6UEJRSklaPKII45w43SuFVHybRtGDv64PxCJDxum4h944IGMRRIMhUKJ4hlelopYA5Rk+uHXX8VwkCqMeRhBUECxhqYqoJwjHuqx0rVp0yY1e1Vve99NZhQZg8PirZaZDCnhvOF8fE/NG04bp56ov5fU+ou9LQW02EQLKI/143bbbTe3GC8/6NSgpFxFR8nPj/7ss892T548rfKUiWP4xIkTna8g0x4SERABESgXgSjjVra2xMmPdY/FvXm498E22cr2x/yN32+X8pMHRmbAiFrGzxMfbqbIGavDEfjebx+llIhxfDGLsXi7V0ZRMOl3pql474Oaakn2vp1Mq2NlyzT9C8MuXbo4lJke3uk70fO1poD684BrVapiyJqp3IczKaCk59okb6qQF2HGDMmnnji/F1dJCf8pCr6EcOMUzRM2bz3iomO9r7jKZ9T8+NTgj8MgQYQeUZtc7C+++KJrLpFy9SxEV/K2jWJbP6uVGUusYJGQiEA1Eog6bmVqe9z8fkk7HvTjCMsTMTZ7pS9O3kxpiRZH0fRL84TTEQSEoMBhdeXNQozZRMv7P5QYhKj81Ch6dyDHPxadJwgoNYqdbNRPsBM+oZnkl19+cYfCa3j6tLxQBWszyj7MCDTihSep4gNi6VuqEGjDvSmdH2Vq2mrb9oq1D77y7SPCnfVQ8T32588f858EX8E/NS/H/T6/mkDceuL+XnybSvUpBbRUZGOUyxQD0YQ86eEcH3fdxjj5WQTXK7q+iQwyrEvGeqC8Rq2eBesC6wI2FmEwyzTQNRYG6md1EogzbqXrQT75uQFj0QsHyKQrO3Uf1kfERx2nHs9nGysWU8xXXHGFeygOl4GbAMJSPPhh8paoJWJnAABAAElEQVS61D+/3ia+mxzz1rBwOdm+++V+qD8sTM8ShMSbjbI9qK+22mouW+o0PdPOTKsTbIOCRD9R/ImUZ6YtLKxLjbCWaFiwfKKA4i/KGFZrQn9w2fDn0befBfZR3PGxzSa4YNB/3jTlBSaUx7XoXdHi1JPP78XXXapPTcGXimyMcvH1YfkjFED/g0zNzlNypqfcOPl54savFF8fHMB5SiVIhchQouMz1ZHaHm2LgAiIQCEE4oxbTEHjI8kUtPcnjJOfdnIDR4GMu1g8eTfZZBP3mkry+0XX2R9H9tprL7dwOOOsd3UiyJS3MPESEsZjgnVGjRrlxmQMEfms9cnLNrA4YtTA1SCTMMvG4vr4/xMYw+wQyifLPxGhfeuttyaypuPPvQQrKn1A6cTvE/9R9vEaaQKUvP85vp4EUe23334ukIpXUxLVTywCb04i/iAsWEZRmHbffffw7pr5jssA5xMfWQJ/OffcY+FAoFnYbSEdWzhxffPJ+UARv/76611g8l133ZXwRY5TT9zfSzlgSwEtB+UcdfAaMwTTPH/phMj1TMphnPwMSjyBMTjwSjSEixsllEGh2oW3f7Ce2WWXXVbtTVX7REAEshCIM26xTi7rI4b94uLkpxk85KPU5DPOoVwx1e2XE8rSrYyHmHKnD0xte8ESRjQ547t/HSgzFiwTh7LiFTifPsonM1rUk8tvFeWFJZ1YW5Tx36+WQTAkVs3wTFw6/iitpMMCy/vf/TJMuCugWIaVZxQphDVCveUW1wIMIekCq/xUM8pprQoKN+eWeI4RI0a4bjB1zqtWw1bddGxZo5rVBFBi/ZKB8GZVBF7nGZao9cT9vYTrKNX3JvapMPMrdkK1AgnLWbrFcUPJ9LVGCPCEymLAXNT4m8RxyPdd5Cmep18GkXJJNSug/JT8shhxeTQ214C4fJS+NggwFvDaRR+gUhutjtZKFC2shbz+MFNgTrSSGqZiOpzgEJTHrl27NnjbUsMc2fcQlMSY4pW97Kn/L7qa+wHGiGzT7pnKweeT8850u7fupktLP5mGZ5xkij+siIXTY53FCoorQD73pnBZlf7OAweWc64Z+MZ9qMCPFqMR7gzZVmEotJ5ic6I9rGGO5TaTyAKaiUyd70fxXGGFFeq8l+XtHgNL6mv6ytsC1SYCIlAqAiwrRIAo0eb5rvebqW0oYihkxRCUFaa30wX9ZCof5cgHtmRKk20/a1ZGWdSffqYLOAqXjfWTZZlYwqnWlU/6hUW7kHstDwRRHgoKrSd8Dsr1vfa8e8tFRvWIgAiIgAiIwH8ECCphuprp5WzR4ZUGxuwW1lp8DWtRCIpi6n3jjTeuxearzTEISAGNAUtJRUAEREAEGi8BAm+YZk6Nbq4mIrhU8S71WhSWjMN9A59YSf0T0BR8/Z/juuohy08wwEpEQAREoNwEmBJ+6aWXyl1to6mP6XmtW9xoTreRAtp4znVd9NQvwVIXnVEnREAEREAERKCREtAUfCM98eq2CIiACIiACIiACFSKgBTQSpFXvSIgAiIgAiIgAiLQSAlIAW2kJ17dFgEREAEREAEREIFKEZACWinyqlcEREAEREAEREAEGikBKaCN9MTXarcvuOAC9zaSWm2/2i0CIiACIiACImCMFFBdBTVF4IknnjDjxo2rqTarsSIgAiIgAiIgAskEpIAm89CWCIiACIiACIiACIhAiQlIAS0xYBUvAiIgAiIgAiIgAiKQTEAKaDIPbYmACIiACIiACIiACJSYgBTQEgNW8SIgAiIgAiIgAiIgAskEYr2Ks2XLlqZjx47JJWir0RJo0qSJadu2bVmvCd7D3Lx5czP33HM3Wu7quAhUK4FWrVqZFi1alHVMqFYWapcINGYCs2bNcvfqbAxiKaDZCtIxESgHgXbt2pWjGtUhAiIgAiIgAiJQQgKagi8hXBUtAiIgAiIgAiIgAiLQkIAU0IZMtEcEREAEREAEREAERKCEBKSAlhCuihYBERABERABERABEWhIQApoQybaU8UE3n33XfP5559XcQvVNBEQAREQAREQgVwEpIDmIqTjVUXggAMOMOedd15VtUmNEQEREAEREAERiEdACmg8XkotAiIgAiIgAiIgAiJQIAEpoAUCVHYREAEREAEREAEREIF4BKSAxuOl1CIgAiIgAiIgAiIgAgUSkAJaIEBlFwEREAEREAEREAERiEdAb0KKx0upK0zgmGOOMQsuuGCFW6HqRUAEREAEREAECiEgBbQQespbdgL77LNP2etUhSIgAiIgAiIgAsUloCn44vJUaSIgAiIgAiIgAiIgAjkISAHNAUiHRUAEREAEREAEREAEiktACmhxeao0ERABERABERABERCBHATkA5oDkA6LgAhkJvDLL7+Yhx9+OHOCLEfmmmsus++++2ZJoUMiIAIiIAL1SkAKaBWd2YkTJ5o77rjDfPvtt6Z79+5m8803N8sss0xJW/jhhx+a888/31xzzTWmTZs2Ja2rGIXvvPPOZsUVVzTnnntuMYpTGQUS+PLLL83BBx+cVynzzDOPFNC8yNVXpjlz5phHH33UvPHGG+avv/4yq6++utlrr71M8+bRbk9x8k+YMME88cQThnGvU6dOplevXmaFFVaIDDQIAtOnTx/Tu3dvs9tuuyXy8SA2atQo88knn5gePXqYbbfd1rRt2zZxPNeXJ5980rzwwgvmzz//dO0h2HLeeedtkG3y5MlmxIgR5rPPPjMLLLCA2WyzzcxGG23UIF3UHX///be5++670ybv2rWr6dmzZ9KxQvr5/PPPmy+++CKpPL/BeWjXrp3fNFH6efrpp7tr5NRTT03kq7YvXJuvvPKKeeSRR9zqLdzTV1111cjNjMo7ym/gpZdeMh9//HHWurmmO3TokDVNUQ/aH1QkmTFjRjBgwIBIaZUoPgH74wxat24d2JMbWAUraNasWWAtRMHIkSPjFxYxh/2RB3aQcXX+9ttvEXP9/2QtWrQILrnkkv+/owzfVltttcC+D74MNamKKATGjh3rrh+u27h/VgGNUoXS1BCBvffeO1hnnXUit5gxaKuttnLXzmKLLRbYm5/7zu/cKkc5y4mT3ypawdxzzx1YxTZYaaWVXD18v+WWW3LW4xNcddVVwVJLLRVMnz7d73JjYNOmTQOr0Lqxu0mTJsGaa64Z/Prrr4k02b7AjN8O478fjxdeeOHg/fffT8r22muvJfhYw0TQsmVLl+/II49MShdnwyq+rox0v92+ffsmFcVYX0g/11tvvYx1ffrpp4m6ovbTKrOO2euvv57IW01ffv/992DJJZd019sqq6wSWAXb3ddvuOGGSM2Myjvqb+CQQw7JyN+f//feey9S26IkmjlzZnDYYYdlTWqyHg0dlAIaglGCr2uttVaw+OKLB/6H+OOPPwb2Sdr94L/66qui18iFZp/EEhekFNCiI24UBUoBbRSnOXIn4yqg1nruxqAbb7wxsFacYNq0acFZZ53l9h133HE5642a/+uvv04oAtywkfHjxwfLLbdc0KpVq8BamnLWxZjMQ9Ott96aSGstkS7//vvvH8yePdvtR6lDmdx9990T6TJ9sTNerq/Wqhr88ccfLtmYMWMClFhrCU7KhtLJQ7+1ZLn99GOHHXZw+a0bTFLaqBsXXHCBy3///fcHb775ZtKftRYniim0n5xbaxF2Dxup9bAdVujj9PPQQw8NUO4ov9oEQwlK59tvv+2axrW9/fbbO95ce9kkDu+ov4Fvvvkm6fz683DzzTe7Nu24445F5SgFNNsZrqJjo0ePdhfApZdemtSqu+66y+230+NJ+wvdOOOMM9xAhrXBK6HVooD+8MMPAU+IPD2mE1lA01Gp3D4poJVjX86aP/jgg+Cmm27KWWUcBZTfOla8Aw88MKncWbNmBeuvv36AUpZN4uRn9s66GAV2ijypSDudHVh3p+DZZ59N2p9uY9CgQU6hwBjjhZs2s1U//fST3+U++/Xr5xTe7777Lml/6sZBBx3kxnjrEpB0aMstt3T7J02a5PZTDlYqO1WdlM7//vK1gu65556OC8yzSaH9RKGi/UOHDs1WTRC3n++++64rN18FPGtjCjj41ltvuXalnheMSXDo379/1tKj8o7zG0hX4b///htwT8Wqb90/0iXJe18UBVRR8PZqqLTgL2SfZo29KJOaYgc2tz3ffPMl7S9047LLLjP2ydlYK6hZe+21Cy2uqPnxobKDsrE/rKKWq8JEQATyJ4CPorU25V9Ampz4HlplzgwcODDpKOPeyy+/bOwDeNL+1I04+W+77Taz9dZbG2vxTCrGKszGTnU38HVMSmQ3/vnnHzN8+HCz0047GYLnEPzu8GvccMMNnT+p2/nfv1122cVYpc5Y40J4d4Pv1u3A7bMW2qRj3A+su0DCj3T++ec31qpq0qUj40ILLZSUP+qGVeCcT6K/16TLV4x+Ug+yxhprpKsisS9uP63108VJXHzxxYkyquHLc88955phreBJzenSpYuxCp/zF046ENqIwzvObyBUReLrOeecY9555x1z9dVXp/U5TiQs0RcpoCUCG7dYfnjWGuCyMdjhlH/CCScY60PiBs645WVL/+qrrxo75WIWXXTRbMmq8ph9UjOLLLJIVbZNjRIBEYhOgGBLlLlu3bqZ22+/3QUeEaTxv//9zwXj5Copan4CmwjuQfmxFihX/qabbmpQPh9//PFc1bjjBEjZWRmDYunFTsm7oCmvRPr9fPp91vIX3t3g+x577GEY+wcPHuzaYqdJzWmnnWasBc3Yaf3EPQHl01pVXaCWncEypHvsscdcX8hPUFRcsVPCxrp8ueAfawl1SjSBTRhEUMq9FKOfKDkIHFEaUa4JtD377LOdou7ryqefBKYSYEN/qkUwpCD+Ogi3i30wJQAsncThHfU3kK4eDFAooLvuuquxftjpkpR8X7Qww5I3QxV4AjxRb7PNNsb6xLioOS6ScHSgT1fI57LLLltI9rLkHTZsmIvyTK0MCwZPiNykJJUnYKfM8m4E1i+dx7zxlTXjuHHjiBcoap1cO4xtdprSWL9KFz1u/SDdChcopEQPp7uB+0ZEze+vUVYZWXfddQ0zSjzYEw3PqiNnnnmmyRVJTdQ8svzyy/vqE0pyx44dE/v8F5RCBMU3m1Ce9RE0NgbAKX4+7YknnuhWJ/HbfGKlYuWIIUOGuD/2UTfKnY0fYDOWWD9EY/1WneK7wQYbOIWXmSesarQHq/fGG2+c6EMh/fQWUMZ1FFwUHuvr6rhznlGmrd+ra3/cfrKKAfcEIrxZQaEaxJ/3bMx4MOJ8pkqUvD5N1N9Aah1sX3jhhU75P/7449MdLss+KaBlwRy9EpbuYIkhfpSsr8i0kXUSdmb76KXUfsoHH3zQWIf72u9InffA+hDl3UPrI+Su7bwLUMayEZgyZUrRFdCff/7Z2Ehx88ADDxjrY2qYnkSsr6mxfqHm6KOPNvfdd5/bl+5f1PykQ1hq7pRTTkks4YZFc5NNNjFYFHFJyrY8jldAO3funGgK1y+Sbvk6LHmIT+M20vzDwIClE2sYS0/xgI0yfvnll7uZnqOOOsopZiiKNjjLoMChcLFME4rrQw89ZGy0usHFgGWT4ghKmw2Kce4Hxx57bCKr9Zc1NmLduUJhwfV9KKSfKNpM8+PG4B8quM+xpBWzcTwIYJHOp5/+nHCOqkUBLYRZnLxRfwOJk/vfF659uOMOwENZxSSqh6mi4KOSKl46O13hHJbtWm/FKzSlJL80Q7UEIREMYH8MQapTfkqztVklBHwQBOcs7p+WYaqSkxihGSwJQwR2LokThESgBdeMtfYlFUtAjJ0KdvURJJFJouYnCpl6CHhKHeesoueOWatipmrcfmsJDKxVMykNgUeUe/jhhyftZ4NgJ47lWrrQruHpVjr5/PPPE2VYxTCwfrEuvzVEuP1+XLQvbkik4wuR6kRab7HFFkn7C92wrgGufrvOrwuwKrSfmdpjrZauHqtQuyT59JOVY2jfSSedlKmasu9n+SHalG51BYLrOOZXY0htXJzrKupvILUOGwfi2hB1SajU/FG2rSKdcxkm+YDaK6Faxa4l56ZCXnzxxcQ0SLW2Ve0SAREQgTgEvCUsvKA7+bGUbbfdds7y5qfP05UbNb9Ph99n+/btk4qyN3C3zQL12cRPeYbT4C/JYvlWqQ3vdt/9vnRTsD4xaZjpYjp66aWX9rudxZMpeIQFzMOfRxxxhNv2/3AlwP+TRewz+RT6tHE+fXtwWyi0n9nq9VZb6kF8f+P000/dM6VdLeLjFPx1EG4X+5jdS/eiAdLF4e2v7bi/oeuvv979FvD9raRIAa0k/f/q5mJgcEyNcOQw01KY5PGXawyCTxjTP+mmexpD/9VHEahGAtxQiz1Vh/KEEEiRKkyn4o6Uzbcxan6UQMrKVA9183a1bGIXhneKpl0WKZHMLsruxmfv35g4YL/4oJtsUd+UxZQzY3yq+IAar4Bbq5hLkiktrjC8NSeO2AX43RR4urcT+XphXIx+4lJBwEuqfP/9926XP5f59NMH/OS7EkBqm4qxTbAsknpt4PZAgBeBWJne9BWHt+eW6dpO9xsiEA+XF4K3vKtIMfqcTxlSQPOhVuQ8DEIs22AXBU4qmWi4p556yi0zseCCCyYdq9cNfHiwCqQbaOkz/rA4rEtEQATKR4BobaxsxRT8GLkB2mlAF0TiyybCm2hp+0YlZw31+1M/o+bHQmZdjVyQCss7hcX7mNp1R8O7G3z3irBXdnwCloxjH0FaXuz0pPPJJA8+ppkEKyMWWSLxUy2sMEEIBkL8cnmpS1MRtIUvH69P9EqPyxDhHxZTAo7S3Xfwy2Us9v6VhfSTthHPYN0cXPR+uGn2zVJuE2UIyaefRPIjSyyxhPushn+slkAgGv68YSHwCiXbulKEdzf4HpV31N9AuIKPPvrIba688srh3ZX5HmUunzTyAY1KKn66qVOnulfD4aN0zDHHBPjV2YHRvaWDV59FWSQ5fq3/l6PafEBz9UML0eciVN7j8gEtL+9qry2ODyh9Ofnkk50vmp1GDp555pmAtwhZq6F74xCLeXuxq4MEvJ6S8TEsUfOzYLdV9tyrLG0gjHsjjF0CyC0Wb4N/cr4BhvHY3qEDO1sVrt69MAMfTNp2zz33uLHb+/jZB+WktLy1iHTWupjYz2tAKZc34ZGfsd4ut+TersQrmXl7DsKnDT5yi97bd6C7evBftUtYufw2CClRplVoXT024CqxL90XO2Ud2BVR3Cuf8VW1yrm771jF2L3Jyb9xiby8GKSQfvIyFfrJ+M1br3jdpg0yc298gouXOP30eXiRAW+OCnP1xyr5yXmiz7ypiP5yjrgG7UxC4q1ZtC/dtR2Hd9TfgGfh335ljVt+V0k+o/iA6lWcJUEfv1DrAxPYRY7dBctFy5+NHCyp8kkrpYDGP1fK8f8JSAH9/yz0LQjiKqAw4w1wKDeMeSgSvJ3t6aefTsLJ6yk5jnKWKlHyk8dOPQZ20XgX9ENZKAO8LjFboJOvy1oLXRCT9U30uxKfBEzyNiXK5M9adQOU21RB8eC4dbVKOsTrOFFMfX6MDgQB2RmwpHQo0bwJieM+rXWNCHhjXljsCiLueLrgqHA6vsPEvx6SMuFPX/zrI8PpC+0nSqh1h0i0nSBEXrea+hamqP30beOBhb9qEzuzGdj1Xd3DhD9fNq4j4K1QYcl0bUflTVlRfwOk5TdEe1KvL44VU6IooE2o0DYmp+BjwnpRLA8hKR0BpmJs5KFbqqLap91ZRPr888831ipROiApJTMtxNIR9ik65Yg2K0EAXyKmN/MRFqPGxURSPwSYErQR3cZafGJ1itsQ4x4+4ARhxJU4+Zl6xmfOLw0UtS6WhcIFiLy0M1XwwWR6lcAaru24gt8ly+MwNZ/NNw//UBgztZ3pZSIscYTrActORRECeKwy6qaxc715r5B+4gOJiwX6hH3nu/MvzdS+KP3kOsM3GVeCfBbjz1R3MffzRizcNLhmCBrivMSRqLzj/Abi1J9vWvrNkl4svZVJtA5oJjIV2s9FWi1rmVUIgaqtIQK8xcZaQWuoxWpqNRLgpuwjr/NpX5z8LP690korxa7GTqm6Nzaxnqhd8qdBfgwGhRgNUE58VHODwkM7UE6z+e+xNuTIkSPNddddF8qV/SsR2QTGRJFC+kmAjQ+cyVVXrn6S/7zzzjMsol+tyidtJNiIcTJfico7zm8g37YUO5+CkIpNVOWJgAiIgAjUHQEChli0nsXgq3lVEiyHRJz36NGj7s5BuEO8+YhXVtvp5/Bufa8hAlJAa+hkqanGRZfq9Y26EkRABCpBwC4w7l5/yZuHqlW62GWdeLNTvctFF13k3gjFetmS2iSgKfjaPG+NttWFTGU0WmjquAiIQFEIsEg+71CXVJ6A4gAqfw4KbYEsoIUSVH4REAEREAEREAEREIFYBKSAxsKlxCIgAiIgAiIgAiIgAoUSkAJaKEHlFwEREAEREAEREAERiEVACmgsXEpcaQKTJ082rFknEQEREAEREAERqF0CUkBr99w1ypZvscUWZV34vlFCVqdFQAREQAREoMQEpICWGLCKFwEREAEREAEREAERSCYgBTSZh7ZEQAREQAREQAREQARKTEAKaIkBq3gREAEREAEREAEREIFkAlJAk3loSwREQAREQAREQAREoMQE9CakEgNW8cUlsNtuu5nOnTsXt1CVJgIiIAIiIAIiUFYCUkDLiluVFUpA74EvlKDyi4AIiIAIiEDlCWgKvvLnQC0QAREQAREQAREQgUZFIJYFdMaMGWbSpEmNCpA6m5lAEARmypQpuiYyI9IREWhUBKZPn25mzpypMaFRnXV1VgQaEpg1a5bhL5vIApqNjo6JgAiIgAiIgAiIgAgUnYAU0KIjVYEiIAIiIAIiIAIiIALZCEgBzUZHx6qOwMknn2yuueaaqmuXGiQCIiACIiACIhCdQCwf0OjFKqUIlIbA66+/bqZNm1aawlWqCIiACIiACIhAWQjIAloWzKpEBERABERABERABETAE5AC6knoUwREQAREQAREQAREoCwEpICWBbMqEQEREAEREAEREAER8ASkgHoS+qwJAs2aNTP8SURABERABERABGqXgIKQavfcNcqWP/XUU42y3+q0CIiACIiACNQTAVlA6+lsqi8iIAIiIAIiIAIiUAMEpIDWwElSE0VABERABERABESgnghIAa2ns6m+iIAIiIAIiIAIiEANEJACWgMnSU0UAREQAREQAREQgXoiIAW0ns5mI+jLCy+8YN59991G0FN1UQREQAREQATql4AU0Po9t3XZszPOOMPcfPPNddk3dUoEREAEREAEGgsBLcPUWM50DfXz2muvNe+8807aFn/77bfmr7/+Mocddlja4zvuuKPZdttt0x7TThEQAREQAREQgeogUBUK6Pfff28eeugh89VXX5l27dqZbt26GRSJpk0bl4F2zpw5Zty4cWbMmDFmgQUWMBtttJHp3r175Cvlxx9/NKNGjXIc5513XrPKKquY7bff3jRp0sSV8c8//5j77rsva3mdO3c2PXv2zJqm1AfHjh1rHnvssYzV/Pnnn+abb75Je3zppZeWApqWjHaKQHURCILAnHzyyWkb1bJlS9O+fXuz5pprmg033DBtmqg73377bXP77bebTz75xCy33HLm0ksvjZpV6URABEpIoOIK6G233eYGoZkzZyZ184orrjD33HOP6dChQ9L+et1Aqdp0000Nyvjyyy9vsPSdeeaZ5uKLLzZ77713zm7ff//95phjjjHTpk0zSyyxhPn555/N9OnT3QAOx3nmmcdZDo877risZWE9rLQCmrWBOigCIlAXBFBAb7rpJvdmMx6Yw8LD8owZM9yufv36mfPOOy+vN6D9+uuvZo899jCMryuvvLJp0aJFuBp9FwERqCCBipoYP/roI3PSSScZlM+5557b7L777gmL3/vvv++OVZBNWas+7bTTzO+//26efPJJ8/zzzxvYbL755k6p/Pjjj7O25bvvvjPHHnusWXjhhc3jjz9u3nzzTZeffXw//fTTXX6U+aeffjrtH5YGBucjjzwya106KAIiIALFJIBi+NlnnyX9TZw40bzyyituFueWW24xd955Z15Vjh8/3vzxxx+GB2/GvgsuuCCvcpRJBESg+AQqqoAyzTpr1izXKyyhw4cPN88++2xCCUUZmz17dvF7XWUlvvfee26A7d27t3tKp3mtWrUyQ4cOdS3FSpBN4ITFYN9993UWT9Ji8WTQ7dixo3niiSdcdhRMpuVT/7C2oqieddZZZq211spWlY6JgAiIQMkJ4Da07LLLmlNOOcXVxX0hk/h7SLrjPNQj2VyZsuUPl4mLVCaJWgb5o6aNki5Kmkxt1n4RqDSBiiqgq666qlOS9t9/f7P++usnWPBEjDCF/O+//yb21+sXnvSRHXbYIamLiy++uBs4sWpmE5TGCy+80KDAhmWuueYy8803n1NOme5KJ5MmTTInnHCCUzwPOOCAdEm0TwREQAQqQgAlFPnpp58a1I9ldOONNzb4rZMOV6Wwb/g+++xjhgwZ4vKhyK633nrmgw8+cNvMGjG1v8IKK5hFF13UbLDBBub666834XHyjTfecHleffVVs9NOOznXpv322894RTRKGQRTUu9bb71lzjnnHDfOLrLIImbdddc1d911V4M+ffHFF+aoo44yq6++uiEdY3u6VT9y9b1BwdohAlVIoKI+oEwx8xcWftxMlSAElLRu3Tp8uC6/f/75565fDDipwrQ600hTpkwxbdu2TT3stnm6T/eE//rrrxsGNIKZfCBSagG4QEyePNngQ5opTWoebYuACIhAqQlg3cMHHunRo0dSdczuMGtGUNGpp57qlEJWz0Ahfeqpp8wyyyxjttlmG9OmTRvzwAMPuEAmfOuZEWK83WqrrZzrFw/9KJ+sLzxo0CCDu9Mll1zi6mJWibTHH3+8+e2338xqq63m/FAJjo1bxtFHH+388nfZZRcXXHXHHXc4RRO3qC233NLVh5KNGxqGF1b5wHhw7733mhNPPNEsueSSZpNNNnHpovTdJdQ/EahyAhVVQNOxwReSABok01I76fLV8j6WFULSBVwRCYr8/fffGRVQlyDlH4MnA3OzZs3cZ8pht/nll1+ahx9+2A1sK620Urok2icCIiACJSWAvydKlheMEKzoQdQ67kGMTfize8FdCOVziy22SPIN3W233ZzlkHFv5MiRZs899zRE06OAshrI1ltv7YoYOHCgG09RVJmFQ0hLIBSWRb7jE++F8fm1115zK7T4fYMHD45VBkFQRON7IwJtof0PPvhgQgEdMGCA+eWXX8zLL79sllpqKVdVnz59nPLNffG5555zy9NF6btvpz5FoJoJVJUCSrAMT7HI2muvHSn6u5rhRm2bXwEgnbUXX1DEp4lSJtZSppcY8Bi4/CCbmpelSZADDzww9ZC2RUAERKAsBHADwiKIhF2usPgdccQR7j6AO5EXlDbkoIMO8rvcJ7NFWECfeeYZ53aE9TNVUATxJ11jjTUajIt9+/Z1Cujo0aOTFFCspSwP6CWfMpjC98on5eBm1rx5c2dZZZupf6b8sdp65ZP9jP9+6TxmqArpO+VJRKCaCFSNAsoTpVc++XES9dhY1gFdcMEF3TXBwMYUUVi8dZSgoijCNA5P8Ezbw5Sn6nSCQnv33XebxRZbzD2Jp0ujfSIgAiJQagJMbRNIiTDt/uijjxqslFhGWQM0rHySZsKECXw43/XUewRT5QhrSqeb1fF5mUJPDbj0/p8+jSvI/gsrhOzzx+OUgZ9pWGg3Y7pfaor2Tp06tUFd5MEVzYuvG7/9uH33ZehTBKqFQFUooGHlkwht/F7CT5zVAqtU7VhooYVc0SwXkqqAEsXJk3IUBfTrr782TEP98MMP5qqrrmoQlBRuP5HxrJEHe6bpJSIgAiJQaQKMdTvvvLObDmf9Th6mUU69KxLtw70Ia+Cuu+6acewKWxvDfSIvsuKKKyYFvobTENQUltSy8ikjVYkOl893XKyQXOuUFtJ3V4H+iUAVEai4AsrSS97yybQ7VrnUH3wV8SpJU7p06eLKxWoZftrFF4r1QHmSZ2DOJp9++qlTPlmIHgUex/ps4pdmQmGViIAIiEA1EeClHAcffLCLTD/88MOTIsaxSPK2NAKTNttss6RmE1DJtDXrSqcTb81kqj/1LUws+cdDeadOndJlTewrRhmJwv774u8BWH1TBd9P/F6J6i+k76nlalsEKk2gaSUbwBTGGWeckWgC0dq8tYd1L/2ff9pMJKrDL7x9iIhHlO+w4KuEUzqWgGwCI5zVmcIhqCiX8klZKKw43TMFLxEBERCBaiNAMBHR36yKwkO1Fz++pY6XuDDhA8p9hAfxdIKfaNeuXZ1/PCuEhOXqq692q4kQ5JNNilFGavnM+GGVZW1sbw31afDjHzZsmDPMFNJ3X54+RaBaCGQ3q5W4lThXhxeav+iiixrUuN1227mlNBocqKMdOMvztM9ankR77rXXXoYIdZYFIRozV5AQgxNr0jGA3XjjjWnJsKg9EaEIvk4o/926dUubVjtFQAREoNIECMpkGSam2nEVwirKSiFsszbmqFGjDP7zBPjwCmP2sYIKymq6gE7fH8ZC1kxmnGWMxT+Tt8/xjvh11lnHvdDDp830WYwyUsvmRSDMSLFUE8vjMR3PWqGsBsDaoMwMFtr31Dq1LQKVJFBRBZQBRPJ/BFhrDmUc380RI0a4nfjDXnnllQ2czVOZPfLII24X0/X8pRPeK+8VUJRVrKasiycRAREQgWolQBAS0ekoYiihuGzh/8kyS0OGDHFKp3fhwoqIEkf0fDbp2bOnW5qJQJ5wJD11sQZolPWQi1FGahv9DCDrfOL7ijBmY5Twy1QV2vfUOrUtApUk0MRaw9K/IielVfjMEFHN2xwkpSNAFCjWSabHWZg+ymBYutZkL5mpKKaH+vfvnz1hzKNYMHjqTye4JXCjYRmVdMLNhxuJRAREoPwEGAuI1B4zZkxZKuehnQhyAilxJ8oVxJPaKII8sZ5iBQ0HOqWmy7ZdjDJSy8f1inLxDfWGg9Q0hfY9tTxti0AxCaDL4EbDG8YySUUtoJka1Zj3E2zE6+Eas/Tq1Stj97mgJSIgAiIAARTPcOBmXCoonfkqnr6uYpThy/KfuBb45fn8vtTPQvueWp62RaDcBCoahFTuzqo+ERABERABERABERCByhOQAlr5c6AWiIAIiIAIiIAIiECjIiAFtFGdbnVWBERABERABERABCpPQApo5c+BWiACIiACIiACIiACjYqAFNBGdbprv7MsS3X//ffXfkfUAxEQAREQARFoxASkgDbik1+LXX/ggQfMiy++WItNV5tFQAREQAREQAT+IyAFVJeCCIiACIiACIiACIhAWQlIAS0rblUmAiIgAiIgAiIgAiIgBVTXgAiIgAiIgAiIgAiIQFkJSAEtK25VJgIiIAIiIAIiIAIioFdx6hqoKQJ33nmnmWuuuWqqzWqsCIiACIiACIhAMgEpoMk8tFXlBBZaaKEqb6GaJwIiIAIiIAIikIuApuBzEdJxERABERABERABERCBohKQAlpUnCpMBERABERABERABEQgFwEpoLkI6bgIiIAIiIAIiIAIiEBRCcTyAW3ZsqXp2LFjURugwmqXQJMmTUzbtm3Lek189tlnpnXr1qZz5861C04tF4E6JdCqVSvTokWLso4JdYpS3RKBmiYwa9Ys07x5dhVTFtCaPsWNr/F9+vQxQ4YMaXwdV49FQAREQAREoI4ISAGto5OproiACIiACIiACIhALRCQAloLZ0ltFAEREAEREAEREIE6IiAFtI5OproiAiIgAiIgAiIgArVAQApoLZwltVEEREAEREAEREAE6ohA9hClOuqoulIfBA499FCjtyHVx7lUL0RABERABBovASmgjffc12TPUUAlIiACIiACIiACtU1AU/C1ff7UehEQAREQAREQARGoOQJSQGvulKnBIiACIiACIiACIlDbBKSA1vb5U+tFQAREQAREQAREoOYISAGtuVOmBouACIiACIiACIhAbROQAlrb56/RtX7PPfc0Z5xxRqPrtzosAiIgAiIgAvVEQFHw9XQ2G0FfPvnkE9O6detG0FN1UQREQAREQATql4AsoPV7btUzERABERABERABEahKAlJAq/K0qFEiIAIiIAIiIAIiUL8ENAVfv+dWPUtD4NdffzWrr756miPRdo0fP97MN9980RIrlQiIgAiIgAiIQFoCUkDTYqn8zrPPPtssueSSZq+99sqrMZ9++qm54oorzGGHHWa6deuWVEYQBObhhx82b7zxhvntt9/M0ksvbXbddVfTpUuXpHTVuMFrOOeff/68mzZ79mzz3XffFZQ/78zKKAIikJVA3HHv77//NnfffXfaMrt27Wp69uyZOFaMcY8y+vTpY3r37m122223RNm//PKLGTVqlMFHvUePHmbbbbc1bdu2TRxP9+Wff/4xt99+e7pDiX2MyVtuuWViO/wlLqtw3vD3iRMnmjvuuMN8++23pnv37mbzzTc3yyyzTDhJ1u/ff/+9ueeee8wXX3xh2rVrZ9ZYYw13P2nSpEnWfJdeeqmZOXOmOfHEExPpGJt79epl7r//frPIIosk9tfqlzlz5phXXnnFPPLII2bBBRd0bFddddVI3YlzvU6ePNmMGDHCfPbZZ2aBBRYwm222mdloo43S1pPv+UpbWKE7bScjyYwZM4IBAwZESqtEhRG47LLLAnteg6OOOiqvgv7999/AWvlcGfbCTypj6tSpwfrrr++OtWrVKrCDtPtuA3uCW2+9NSltro0WLVoEl1xySa5kVXX8xx9/dP2Fbz5/kyZNqqr+qDEiUE0E9t5772CdddbJq0n5jHtPPvlkxt9x3759E+0o1rh31VVXBUsttVQwffr0RNmMgU2bNg06deoUrLjiioFVvII111wzsLMtiTTpvvzwww8Z2+7Hpl122SVd1iAfVukKev755wPGfuqj7c2aNQvmmmuuYOTIkemSN9h35513Bm3atHH54eLLWnfddYM///yzQXq/wyqYLo9VVv2uxOcBBxwQ7LjjjontWv3y+++/B9aIFDRv3jxYZZVVAqucO7433HBDzi7FuV5fe+21oEOHDo6nfXAIWrZs6b4feeSRDerJ93w1KCjCDvtwEVgDWNaUJuvR0EEpoCEYJfqK4njWWWe5i5QBIV8F9JRTTnEXIGWkKqBclOw/9dRTA34gyJtvvukGVRTSL7/8MnLvpIBGRqWEItAoCOSjgBYy7l1wwQVuPEOhYRwL/02YMCHBvBjjHg+v88wzT9KDurU4BYyb+++/f2BnV1x9KMUoYrvvvnui/nRf6He4veHvKHAogmPHjk3KWgirpIL+21hrrbWCxRdfPLAzZm4PfbQWXKdQf/XVV+myJPZ98803wdxzzx2g9Lz66qtuP0rn4MGD3Tk5+OCDE2nDX6wFLqEwpVNAKZe+c05rWVCkUTrffvtt141p06YF22+/vWNjXbmydi3O9Qp/7sUvvfSSK9NaQ4MddtjB1WNnOhP15Hu+EgXE/CIFNCawSib/+OOP3VMSyqGdAnEXTz4K6IsvvugGj6233tqVkaqA2mmAoH379gEPFGEZNmyYSz98+PDw7qzfoyigDGydO3cOeEqrBqkXCyiDDVzjPDBUA3+1ob4JxFVACx337LrAzgI3a9asrGCLMe4NGjTIKRThsRNLHVbDn376Kan+fv36OcuXnVJO2h9l47777nNj8ZVXXpmUvFBWSYXZjdGjR7t67FR40qG77rrL7b/mmmuS9qduYA3mfnXhhRcmHYIPvLEIp4qdkg6sS0Fgp/qDRRddNEingJJn5513drN4qflrZfutt95ybFKtkCj1MOvfv3/WrkS9Xrm+KM+6LSSVx4ML+8P153O+kgqNuRFFAVUUvD1L1SBjxowxBMjcdNNN5rbbbsurSfbp0+yzzz7Oh8ZOPzUoA38bO11k7FS7sU+YScfxrUSs6T9pf6Eb9ond4GNkp6wKLUr5QwTgCVfOqUQEapVAoePeu/+vvTOBu6nq/vgyZQyZi0RFKEKUlNdQEs0pGkTDUyqVIVJ6o6JE0aDBkNI8SNFgyCyUVIaQIZHMmVOR4fz3b//ffTv3PufceTj33t/6fB733nP2+N3HveusvdY6ixcLfOqUEuiKIB7fe/DXVDfncsUVV/i+O+Hfp7awpUmTJqKULb/+1da5KKVYlJLndzzUB/wGKOVEGjduLHfffbdf8VhZ+TWmPsBPFb6D6M8uhmWoYEuMEUw6duxor675wE8fzJTO4nfuhRde0Mzgrxj4G2QvqKzHoiyHuqz9eLq8nzlzph4q5mEX+PTWq1dP+wvbj9vfR3K9grOytsv69evtTeh1xQHzu4730awX6iVSGISUSLoRtK3u+HTAkPLfEGWli6Dmv0XV3Y7+0sOXApyeA0VZLF2DmkaPHq2Lw4E+EYLgH/ylWmIdQ6bMI9XrwP5JAARi+d5TW5qCYEsE6eAJadOnTxcohWpbWZ566impU6eOhhyP7z0EbCqXJYFiaQTf0/v27ZNKlSqZQ75XcwxBIZFIly5dRPmZy7Rp0yQwiCcWVm5jsAd0QmGcMWOG9OrVSwfAql00t2r6OBR/p4AaZX3TwVgIZrLPYfny5fLggw+KcjMT5RMZtG21haxvKpQ7gzRr1ixoWS+eRDAaxFwH9jHi2KJFiwQBdMqlw35Kv4/keoXyqazt+kYATwjEe3B++OGHdbAuguWMRLpepl4iX6mAJpJuBG2fdNJJEZTOXRSRoIhknDx5sqgt9twFghxRWz76Cw939ypAKUjJ6E8hKi8TJNDSkQlz4hxIIFUEYvneQ0o03BBOmjRJzj//fFF+mKICe3RUPJRQKC9NmzZ1nVok33v4UYfUqFHD1x52nCBlypTxHTNvjGJnypjjwV7XrFkjY8eO1Qq1UZ7t5WNhZW/H6T0sua1bt9Y7VWr7V5YsWaIj2p3KBjsGJbZHjx6iAm9k4MCBvqLYCUNGF6xLz549fcfd3hQvXlzUFr0sW7bMrYinj5t1D3Zt4ObFSQF1m5jb9fryyy/rdh599FHBHwT9QslV/r36s9s/buvlVj7ex6mAxptoCtrDVizSLeHu2S1lh9uwkI4JXwzYGhgxYoRbsZiPd+/eXapXrx5zO08++aQo30ftahBNY/hiwF14tKL8nUKmV4m27UjqKX8wwXYWhQSylQCsnSqoQ6dagtJjRGVr0duNOTk5Oi2N3QpnykT6vWcUUHz3GDHuLyoK3BzyvcIyBTFlfCeCvFHR0fosvseTLUgZhe9WpAwCG1g/X3/9db1dHO5Y9u/fr9MvLViwQAYNGiQqE4CvqvKfFRUUJkuXLhWVMcB3PNgbsDbcg5Xz4jmz7vG6NtyuV9yAwaKsYjikZs2a+ncRrgsTJkwQuOHBnQ/pyJwk2Ho5lU/IsXD9ShkFHy6p2MuZ9BzhBCHBqVvlurPUnbml7mZ8nSOlkrpgckXB+wqoN3BKRvoQpRhaiJCLVMIJQkK0H8ah7rAjbd6xvPKfsRBdGK1kShDS1KlTNVe11RMtCtYjgbgTiDQIyT6ASL737PWc3rdv317//3AK0ovme09ZUi1l1fTrCoFH+G5Tvpp+x/EB/y9xLtzUhYhuR9COsnJaoQKq0H48WaE9uyh3Az12tWtlPxz0PcaD72bMWVk+/coq1widmkrFN/gdR4oityAkFEQaLfw+ISVRugnSD4GFyg+ba+gqj6w+h2j1cCTY9apcJnRbyg/XrylkgEAEfsuWLf2Omw/B1suUifVVKeEh0zCFdyuiSFK8SWDu3LkCh2eY0lu0aCEqfYf+e/zxx/WAsd2BY+qC85tAv379tMUU5+CzE8pU71eZH0iABEjAwwTwcA0IdofsEu33ntlStbeFhN/YasbDPALFHHPagg0si8+wcG3btk3vZJkgIKdyyTgGyyW2ylVGFXGad+AYYNmE6xa2y2FxC9xheuKJJ7Qv6MiRI32/T+Y3Cb6SeG9+r+xtw3INKzcsdekmJom+uQ7s48cx+HnCzSCUhLpeTaxHoNUcD7GB/+fs2bO1r6m9n1DrZS+b6PdUQBNNOMHtY+sETtoqCbCofHS+P1zgEEQa4rjZhlJ3NYLtcPyHV1YC7fupktgmbJTY2kf0ppNPU8I6zYKG8ThRcLVvCWbBtDlFEvARGDNmjH4qEZ7AEyjmaWf4IYbE+r13/PHHa0UTAUJGsJWM7zdE4gcK/O8gysIXeMrxMxRQCIKpkiWjRo3SRovACGr0j3lhG1ntfAYdzooVK3QWAARo4fsIWVgCBU/iw1N57L9P5jcJDPHe/F7Z60I5hYIfrhJvr5vq9/g9hgReG1Co4YaAICzMzU3CvV6VFV43gfUKFATpwfcWT+kyEs56mbJJeQ3XzMot+HBJxV4uHtsrblvwJhcYEidj+z4WCWcLPpb2nepyC96JCo+RgDcIJHMLXvlA6+3HwITn+P5Ewng8Dc58x8X6vde5c2fdl0n2bWiraHt93J7nGH3iaVBI8K6sd6Zo0Fc8OUmlPQpaxn4yHr8RyPmslIxcOSnRNsaCBOfBBFvjcBlQljxLBS0FK+p4LtgWPBgiyb1SrBzrev0g2MBlQwV2+Q114sSJmjmu3WAS7vWKHK5YQ+TxtgseMoOHIeAJSeb/QKzrZW8/nPfhbMG7q+BJUX/ZSTIJIMcc0jPgrlNdlKK+VHN1jyCmwNxluQql8IBKjhxR5GAKh8quSYAE4kQAW4kIqsBz2JHLGIKUMypZu85rDCsadnRgEcIWMHJwqsdV6p2feHzvKV86HaQJqxwi7o3gOxTR3kjPhP6QYgfBgQjEUcqGKCXKFBWVtF7U044EKZ0Q4W1E/ZgLggqdUhqZMpG8IhOK8pPXfBBY5CbI3wl+yD0NfngGu1I+9W8EIrQ//vhjX1Un/mhbxQ7o3S204yTDhg0TpBaMVPC8cqUwuaYNjLS9ZJdH8BGC4ZAa6Y477pDbbrtNB8R17dpVuxzYt8wD2UZyvSL4GK4N999/v04T1qpVK32N4RgsoAgsNrufiVyvaPlSAY2WXBrWQ463PXv26JEjGb2TwC/Fywro2Wef7TRsHiMBEshgAtgKRt5NbPUaQQobbPvihx6KDv7wY4stX0RzI+E3JB7fe/hhhyIVuKWKZO3woYdibHIuIgJ+wIABOq2RGStesX2POUA5tsuGDRu0soVxx0PwkAr0E8p/E0oSlFXkj1aWNP2H/pFqCnlIVXCrbzhO/NWjMvV5bCnjz0lwsxCNAmo4Ix9oukrfvn11mrBnnnlG4O4AgX8tfnthBDISyDaS6xU3Dsh/C8UW0fBQeCHwQVVPtNLXpeknketl+oj0NQ9MqeFUgi8BAlqY+iUcWtlRBv6lSLcBn9J0EVzH5ikV0YwZgV5O/krRtMU6JJBpBOADiHyWaks6qVODxW7dunWitoQl1BN8oh1Yt27ddGoiKIwqwjhXM/C1gwUWaW/sls9cBZNwANYuKOMPPfRQWL1BWVUZA7QFF3lAUy1IAwUrKBTRVAdlxcoCNxywnOOagYXcWCRjbTewPiye+L+HmA67hT2wXLI+Y964OcSDcdyEFlA3MjyekQSgNMOaQSEBEsgcAti5CfV0nVhni4jkt99+W+AG1Lt371zNQXHzgvKGaPr3339fb83mGqTLAShHCGz0gkDphGVbpZpLe+UTPBFsFC/rdrD1geU93YJ9/7UDB5sZz5EACZAACZBAFhPAE+awxYmk39g29arAEobUR4l6rHKi541dNWy941GelMwmQAU0s9c342ZnUktk3MQ4IRIgAc8TQNAH0gIh36VXBSl50tV3Em4UyG05ZMgQr+LluOJIgFvwcYTJphJPAAmPEVwwevToxHfGHkiABEjARgD+iHgGPSUxBJC3NR0TzyeGRua3Sgto5q8xZ0gCJEACJEACJEACniJABdRTy8HBkAAJkAAJkAAJkEDmE6ACmvlrzBmSAAmQAAmQAAmQgKcIUAH11HJwMCRAAiRAAiRAAiSQ+QQYhJT5a5xRM1TP1hVEeVJIgARIgARIgATSlwAV0PRdu6wcOfLbUUiABEiABEiABNKbALfg03v9OHoSIAESIAESIAESSDsCVEDTbsk4YBIgARIgARIgARJIbwJUQNN7/Th6EiABEiABEiABEkg7AlRA027JOGASIAESIAESIAESSG8CVEDTe/2ybvQPPvigDB8+POvmzQmTAAmQAAmQQCYRoAKaSauZBXP58ssvZeHChVkwU06RBEiABEiABDKXQERpmA4ePCg7duzIXBqcWUQELMuS/fv3J/WaOHz4sBw4cCCpfUYEhYVJIIsJ4P/moUOH+P8zi68BTp0EQAC/1fgLJrSABqPDcyRAAiRAAiRAAiRAAnEnQAU07kjZIAmQAAmQAAmQAAmQQDACVECD0eE5EiABEiABEiABEiCBuBOIyAc07r2zQRKIkMCUKVMkT548EdZicRIgARIgARIgAS8RoALqpdXgWEISKFCgQMgyLEACJEACJEACJOBtAtyC9/b6cHQkQAIkQAIkQAIkkHEEqIBm3JJyQiRAAiRAAiRAAiTgbQJUQL29PhwdCZAACZAACZAACWQcASqgGbekmT2hb7/9Vn766afMniRnRwIkQAIkQAIZToAKaIYvcKZNj8+Cz7QV5XxIgARIgASykQAV0Gxcdc6ZBEiABEiABEiABFJIgApoCuGzaxIgARIgARIgARLIRgJUQLNx1TlnEiABEiABEiABEkghASqgKYTPrkmABEiABEiABEggGwnwSUjZuOppPOdu3bpJ6dKl03gG0Q19x44d8scff0RVuXjx4lnJLCpYrEQCJEACJJAUAlRAk4KZncSLwOWXXx6vptKqnYEDB8qbb74Z1ZhzcnIE9SkkQAIkQAIk4BUCVEC9shJqHFu2bJHx48fLunXrBFarM888Uy699FLJkydPWKOMpv7KlSvlhRdekGeeeUaKFCkSVj8sRAIkQALxIrBp0yb56KOPZOPGjVKrVi35z3/+I6ecckrYzUdSf+bMmTJ//nzZt2+fVK9eXdq1ayfHHnts2H1ZliW33367XHHFFXLZZZflqheP79NXXnlFDh8+LPfee2+u9nft2iUffvihrF27VsqUKSNNmjSRxo0b5yoXzoGvv/5a1qxZE7Qofn9KlSrlWCaW+m6cNm/eLLfeequMGTNGKlSo4NhvOh08evSoLFiwQKZMmSJly5bV13bt2rXDnsLvv/8ukyZN0ut01llnyYUXXijFihXLVT/afn7++WcZNWqU3HzzzVKzZs1c7Sb6ABXQRBMOs/1x48ZJ9+7d5e+//5aTTjpJtm3bJgcOHJAGDRroL5xQX5LR1N+9e7fcdNNNsn79ennyySepgIa5VixGAiQQHwLz5s2T6667Tn/XQSGElT9fvnzy0ksvyVVXXRWyk0jq33XXXVrRLVSokFZuXnvtNXn22Wf19ysU33Dk9ddfl8WLF+vxBZaPx/fp559/Ln379tXGh0AF9Pvvv5frr79e0M/JJ5+sFXYYDm677TZ56qmnAocT8jOU/lC7KlB63BTQaOsH43TCCSfIaaedJj179pS333475By8XGDv3r3SokULwQ1SjRo1ZMOGDfL444/LkCFDpEOHDiGHjhuRfv366RuN4447ToYPH66viw8++MDPpSrafg4dOiSdO3eWpUuX6nGmQgFlEFLIyyDxBXDn36NHDzn++OP13c53330nK1as0MfwHhdhMImm/vLly+Xqq6/WymewtrPlHPwr5YzFyQAAJ6lJREFUoYhTkkcA1iQw379/f/I6ZU+eIvDoo4/qH1NY06BM4sewTp06+ocRP9ihJNz6uEGHwgSlFt99Cxcu1IonbvQDFT23PlEWCkSvXr2kYMGCfsXi8X26detW/Z3v17Dtw9133639wD/77DNtVVu2bJlcdNFFMnr0aG1hsxUN6y0MHtOmTcv1hx0xSKtWrbRF2q2xaOqHwwl8Z8yYIVDG01lwIwFl+8svv5RZs2bp33RYMMEt1NP8YOF+4okn9M0Z1hn/N8aOHSurVq3S15+dS7T9DBo0SP9/s7eV7PdUQJNN3KE/XKB//fWXdOzYUVs8UQQWz/vvv1/f/UyePNmh1r+HIq3/9NNPa1M+7szOOOOMfxvK4nfY1mrYsGEWE0j+1A8ePKiZf/LJJ8nvnD2mnMDUqVO1NfHOO++UU089VY+nfPnycscddwhuTrBdHkwiqT937lzdFL5T4d4Ead68uTRr1kz/CGNrO5S8+uqrkjdv3lyW2Xh8n2K+UISx7ey09Qz3ql9++UXatGkjjRo10kOFVQxBmZBQrHShgH8qVaqkLWpw9TJ/sARjSxa7cLDABXP/irR+uJzQLhQ1WKfTVZYsWSLvvvuudvHADRUElnfjiw/rezCB0QkWyv/+97/6mkNZXKtXXnmlTJw4Ubvr4Vi0/eCGDzcasNCmUqiAppL+//qG4oP/nPBHsssxxxwjJUuW1MopvqDcJNL6I0eO1He3s2fPlvr167s168nj11xzjTzyyCOeHBsHRQIkED6Bli1byurVq+WWW27xq4QteIhRFP1O2j5EUh+7S5BAqyosVPB9L1q0qK3l3G9hIMD2e+vWrQXfy3aJx/cp2oCV6+WXX87VPvrC7wAUmMDxG8W5XLly9iFF/R5K348//iiDBw+OyDfWdBisfiScEGwKaziYpKOYcQf6CVeuXFngAwq/TjeBPyfq40YjcF0vueQSOXLkiODmCxJNP/B/hjUdfszYBU2l5E9l5+z7/wnggnRyTP72228FTsJwyg92JxppfVz8xuKQbmuAL1z8B0qUzJkzJ1FNx9QuLCDRCizdXpzXP//8E+2UWC9DCMCKZwRK3ldffSXYVscP9QUXXGBOub6GWx9b77DswQKF71L4Gb7zzjvaggQfysAt9cAOFy1aJPC1gwIQKLF+nyIgp3///vLQQw+57kgVLlxYb8ciOAfKIXxBUQ+++1BOoUzEKtjqHTp0qJ5jNJaxUPUj4YTtf1ibYdk977zzYp1a0uub4C74tAYKboag5MP1yCmgCK4eOOdWF+1BL4BE00/v3r11kBuMXgiOSqVQAU0l/SB948sYlj5YA6Kx+AWrn67KZxBccTvVtm3buLXllYbwxY8/Cgl4lQAsOe3btxe4ZSC6Gz5zoSyg9rmEql+tWjXtVwirKZQ3I/fcc09IH3uUhe8dBO0ESizfp7gJgwtCvXr1pEuXLoFN+32GwgCFBa/4gyBACEoatq1jlRdffFFb10KNw62fUPUj4QQXNChqoXwl3caS6uPGSOKUs9rcNCHuwEkBDbcu5hhuWdMP3J3gCw2XM9y4pFqogKZ6BRz6x93PzSotwg8//KAjIuvWretQyv1QrPXdW878M0jR4kWBw/iECROiGhrcFhDk5jWBsgE/PAoJYAv84YcfFuz6wOcdyih81Iz/XChCoerDOnffffdpyxJuMqEMIZoYVlH4XMLvNNguE6yNECerVKixBTs/YMAAHYiHHQpY/NwE266Inh4xYoRWguGuhS1q3Fhi7MgaULVqVbfqIY/v2bNHB/1gNy0aX/hY6zsNsGLFij7F3+m8l4/BfxMCy3WgwJUCYsoEnjfHw6kbSVnshCG7ACz+XvnepQIauPop/oxIyBtuuEGb6OGAHG6Ephl2rPVNO9n66mTh8AKLEiVKRD0M3Ol6cV5IM0YhARDATTb+kCoJaY5gqcRW/McffxwWoFD1+/TpI1BCv/nmG53CCI0iIAnfsfiDBfLss8927QsWUPw/CuUr6tqAwwm4GyDQ5/nnn9cuBw5FfIcQNAKrJxRPKJtGfv31V61MIHIclq1oBRYx3BAiB2c0Emt9pz5h1UW2AuzmpVuOauO7CbcNWPTtYqyWbqkV7XXt9fA+sK69bLB+EEMCyzbKh8qqE9hnIj+733Ilsle27UgAKWngY4RtB3zJdO3a1bGc28FY67u166Xj8N2CfxiFBEggMwkYZRJKl/nBjWSmgfURaIRk4PBrRP5MI7B4mhv8UL5w0YzD9OP2Cn9LjAG5OC+++GLfH4wI8O3DMbPVbsYH65VdEK2OyGjs3GDnK1p56623BDe50bogxVrfbdxQnP7880+30549bjIZwDIcKLge8+fP7xrkBUUSrnduddGeyc0abj+48YKbCvKMwx/aXG/IIwuBUopjuPaSKVRAk0k7SF+4w8ZTJ3DRId9XYER8kKr6VKz1Q7XvlfOwGMByEW9BJC7yqVKSRwBbUWB+4403Jq9T9uQZAlC8oDwFRnZjgLjJxNOAYJVzk3Dr79y5UxBZfOKJJ+ZqCj/IEDyBJ5ggPRS+m9FWvASJv88991wdAIUgKPMHpRR/+FygQAHd3fbt2/Wr2xywFYun5kQjsKLCxQApnpy2fUO1GWt9t/YRaANFzMmP0q2OV45XqVJFDwXBRnbBdYgc36effrpWQu3nzHu4YuD6D6yL8+YY0mZBwu0Hlns8MQs3LOY6wysUYQgyO+BzsoVb8Mkm7tAfthjwNBDc6SH5Li7OSCTW+pH0lall8Z8+Ff8BM5VnuPMi83BJZV45k25m2LBhPksfZgkrDIKQYK3E4wvdJNz6UGBg3Zs+fbq2qNqDm8zTdrAFH0zgjwiBZTJeChEi2J0ETx9CoIrd5xvjgzsC/vD0GiPY4sVvBsobZcScC/fVBFiF+zSowHZjrR/YHj7D8gkFFD63wXxjnep64RiUebhswM/Y/kQvJNjHzYTJ3+o2VjwpCZkR8PQrXA8QMEF7uBZNZoBw+4Evtf16Mv2iPQTiwf8amQeSLVRAk03cob/nnnvO9xxkPNXCSZA+xO3HOtb6Tv3xGAmQAAkkkgB2eZDcHQm7YQ1H7kcon3gCDCKE33jjDV/32D6E4oUfc/wwQ8KtDwUGwT7YbscWM35woUTixxdRwXgEKB4CEkyaNWumt8qhgJpE8MHKO52DpR+Jw5HD0eQldSrndAxBqbD44qk3UDoRRAJfWRyDLzUClGA1hUDRhvsWjBrwbw0lyMUKCfYoRif+pt1w6puy4b4i7RwMKwigTEeBz+rtt9+ub6wQAIq1x9ON4IuMx2vbXSmc2Hbq1Enwu45X/H+AIo6AOQQmv/feez5f5Ej68SJHKqAeWBU8Wg0C0zz+nASPgHNTQGOt79Qfj5EACZBAIgngxxPBK8hLiOdc4w+CCHVY+s4//3xf90hXhPyIdr+4SOpDGcN2NnzdcnJydLtQ2JA/E8qpiUz2dRjwBgoftikRyBStIIcx5gDXgkgF4wMTWKrgt2d8Q+EagMh4e0JxuC2gn3D9Vo0FE88rdxMn/qZsOPVN2XBfzVYzHjWaroKIc2QvQDwHfGQh2DpHuiq7VdeJLSz2yHAAJdZcr7gGkCsWT4myS7j92Ot45X0eZdZ1f8SObZSAhDtIaOMUEgAB3MXjjhyRq5TEEsCPVjQ/XBgV/HyMr09iR8nWs50AvgvwyEgTNBMuDyhL69at05aeYNvubu1FUh/+nlBkkbYoEp9HKH+w1sKKad/GdxtToo7DbxWMEYjiZknFE4mgYIfa6k3UGGNtF9ZtWEHhimGejBVrm6mqj+9tWM5xzcCSaSzV4Y4Hvr3Ytq+i/EqDZWGItZ9wxxNuOYwHOcxhuXUTWkDdyPC4JwnARQGRf05PJPHkgOM0KCqRcQLJZjxJAD/OJrAimgFGUh9KAP4iFaQ6QoAonkaEnKKpEijNweIEoKzAtQBR9ukosH4iuT7SSqW78gn++O4O5t4Qao1wQxbOTVms/YQaRyLOMwo+EVTZZsII4PF5X375ZcLaZ8MkQAIk4EQAQSVwF8CWd7DofKe6yTwGn1BYa+FrmI6CoDRsvTdt2jQdh88xR0CACmgEsFiUBEiABEggewkgGAhb3whg8qoghU8qIprjwQMpneC+gZgHSuYT4BZ85q8xZ0gCJEACJBAHAtgSxhOMKIkhgDyVUEIp2UGAFtDsWGfOkgRIgARIgARIgAQ8Q4AKqGeWggMhARIgARIgARIggewgwC347FjnjJklouAjSZ2SMRPnREiABEiABEgggwhQAc2gxcyGqSB3H4UESIAESIAESCC9CXALPr3Xj6MnARIgARIgARIggbQjQAU07ZaMAyYBEiABEiABEiCB9CZABTS914+jJwESIAESIAESIIG0I0AFNO2WLLsHjOc479ixI7shcPYkQAIkQAIkkOYEqICm+QJm2/A7dOgg/fv3z7Zpc74kQAIkQAIkkFEEqIBm1HJyMiRAAiRAAiRAAiTgfQJUQL2/RhwhCZAACZAACZAACWQUgYjygBYsWFDKlCmTUQA4megJ5MmTR4oVK5bUayJ//vxSqFChpPYZPSHWJIHsIoD/mwUKFOD/z+xads6WBHIROHz4sOD3OpjQAhqMDs+RAAmQAAmQAAmQAAnEnUBw9TTu3bFBEoiNAIKQKlasGFsjrE0CJEACJEACJJBSAlRAU4qfnUdKoEePHpFWYXkSIAESIAESIAGPEeAWvMcWhMMhARIgARIgARIggUwnQAU001eY8yMBEiABEiABEiABjxGgAuqxBeFwSIAESIAESIAESCDTCVABzfQV5vxIgARIgARIgARIwGMEqIB6bEE4nOAEcnJyZNCgQcEL8SwJkAAJkAAJkICnCTAK3tPLw8EFEvjhhx/EsqzAw/xMAiRAAiRAAiSQRgRoAU2jxeJQSYAESIAESIAESCATCFABzYRV5BxIgARIgARIgARIII0IUAFNo8XiUEmABEiABEiABEggEwhQAc2EVcyiORQvXlyKFCmSRTPmVEmABEiABEgg8wgwCCnz1jSjZzRr1qyMnh8nRwIkQAIkQALZQIAW0GxYZc6RBEiABEiABEiABDxEgAqohxaDQyEBEiABEiABEiCBbCDALXgPrfJvv/0m77zzjmzYsEFq164tF154oVSrVi0hI9y+fbuMHz9eVq5cKY0aNZI2bdpIsWLFEtIXGyUBEiABEiABEiABOwEqoHYaKXw/e/Zsad26tfz9999Sq1YtGTlypOTLl0/efPNNad++fVxH9uyzz0rPnj2lbNmyUrp0aXnuuefkrLPOkkmTJkmZMmXi2hcbIwESIAESIAESIIFAAtyCDySSos+9evXSCuGqVatk+fLlsnHjRqlfv77ccMMNsn79+riNas2aNdKnTx/p1KmTbN68Wfc1ZcoU/XrXXXfFrZ9ENfTZZ5/JvHnzEtU82yUBEiABEiABEkgCASqgSYAcqouJEyfKwoULpXv37lK9enVdvEKFCtK1a1c5evSoQEGMl8DyeejQIRk4cKDkzfv/y9+yZUttZcWW/KZNm+LVVULa6devn7z22msJaZuNkgAJkAAJkAAJJIcAFdDkcA7aC/wvd+7cKYEWSGzBQ0qWLBm0frgnocwijVGTJk2kfPnyftWuuuoqOXz4sHzxxRd+x/mBBEiABEiABEiABOJNgD6g8SYaZXulSpXy1fzrr79kxowZgm35qlWrysUXX+w7F8ubLVu2yL59+6RSpUq5mjHHVq9enescD5AACZAACZAACZBAPAlQAY0nzTi0BQslgpEOHDgg5cqVkyVLlkiJEiXi0LLI3r17dTtOgUZGATZl4tIhGyEBEiABEiABEiABBwLcgneAkspDSIX05JNPStu2bWX37t3a+rlo0aK4DAm+nxCnR1kWLlxYnzNl9Af+QwIkQAIkQAIkQAIJIEALaAKgxtJkgwYNBH8ISPruu++kYcOGeit+2rRpsTSr6yKwCbJnzx79av/HHMOz1r0sQ4cOjZtF2Mvz5NhIgARIgARIIJMJUAH18OpCEYUCOmfOHL19HutWPPJ+5s+fX3bt2pVr1uaY0/Z8rsIpPNCsWbMU9s6uSYAESIAESIAE4kGAW/DxoBhjG6NGjZIWLVo45vusUqWKTpt08ODBGHsRnXYJ7S1evDhXW2abHwnpKSRAAiRAAiRAAiSQSAJUQBNJN8y2jxw5IjNnzpTBgwf71UDU+tSpU/XjOBGQFA/JycnRj99csGCBrznLsvQTlypXriy0MPqw8A0JkAAJkAAJkECCCFABTRDYSJrt2LGjnH766TrBeo8ePeTrr7+WcePGSfPmzXXapBEjRkTSXNCynTt31j6UyPs5duxY3ReetgSFdPjw4VK0aNGg9XmSBEiABEiABEiABGIlQB/QWAnGoT6i0idPniz33HOP4Dnt+IPUqFFDEHwERTRegqT28+fPl+uuu07atWunm0UE/IABA3T6p3j1w3ZIgARIgARIgARIwI0AFVA3Mkk+jkTweBQm8nCuXbtWJ4uP17Z74FRq1aolS5cule3bt8vWrVvllFNOSRvLJ3xU69atK6NHjw6cFj+TAAmQAAmQAAmkCQEqoB5bKES6169fPymjgoKbKCU3UROAvyqFBEiABEiABEggvQnQBzS914+jJwESIAESIAESIIG0I0AFNO2WjAMmARIgARIgARIggfQmQAU0vdePoycBEiABEiABEiCBtCNAH9C0W7LsHnDTpk3l5JNPzm4InD0JkAAJkAAJpDkBKqBpvoDZNnyToirb5s35kgAJkAAJkEAmEeAWfCatJudCAiRAAiRAAiRAAmlAgApoGiwSh0gCJEACJEACJEACmUSACmgmrSbnQgIkQAIkQAIkQAJpQIAKaBosEodIAiRAAiRAAiRAAplEgApoJq1mFszl8ccflzFjxmTBTDlFEiABEiABEshcAlRAM3dtM3Jm48ePl6+++ioj58ZJkQAJkAAJkEC2EKACmi0rzXmSAAmQAAmQAAmQgEcIUAH1yEJwGCRAAiRAAiRAAiSQLQSogGbLSnOeJEACJEACJEACJOARAhE9CWnp0qXywAMPeGToHEaqCZQpU0amT58uW7ZsSdpQDh48KKtWreJ1mDTi7IgEwiewdu1a+fPPP/n/M3xkLEkCGUng6NGjIeeVx1ISstT/Cuzfvz/coixHAgkh0LlzZzn11FOlV69eCWk/lkZfffVVmTJliowdOzaWZjxTF489XbZsmYwePdozYzIDmTdvnjzyyCPywQcfSNmyZc1hT7weOnRIWrVqJT179pQ2bdp4YkyxDGLnzp1y7bXXymOPPSZNmjSJpSnWJQESyCIC+fLlk8KFC7vOOCILaLFixVwb4gkSSAYBWFfwA+/Fa/HIkSPyxx9/eHJs0awNOIO3F1nji23v3r36y81r4/vnn3/02MDca2OL5jr466+/9HzAPBPmEw0D1iEBEog/AfqAxp8pWyQBEiABEiABEiABEghCICILaJB2eIoEkkKgbt26Urly5aT0FWknVapUkYYNG0ZazbPl4eoQgYdOUudRunRpady4sRxzzDFJ7TeczvLkyaPHVqFChXCKe74MGIM1mFNIgARIIF4EIvIBjVenbIcESIAESIAESIAESCB7CXALPnvXnjMnARIgARIgARIggZQQoAKaEuzslARIgARIgARIgASylwB9QLN37dNy5kgFtmTJEjnvvPM8NX5EjH///fc6KrtOnToCP8B0lkWLFglyrhqpXr26lCpVynxM2evUqVOlefPmkj//v19dO3bs0Ozhg3vaaaelZGw///yz/Pbbb9KoUSO/tCNg+N133+nrAf7BBQoUSMn4Iul0w4YNsnnzZl8V+H5Wq1ZNf/YCa9/A+IYESCCtCeR7VElaz4CDzxoCBw4ckL59+8rq1aulZcuWnpn31q1b5dZbb9VKxvLly2XEiBFy6aWX+ilJnhlsGAM5fPiwdOrUSafeWblypeCvatWqUr58+TBqJ67IuHHjZNCgQXLTTTf52EJR7tatm5QsWVJzL1SokNSsWTNxg3BouUePHvLDDz8IEi8/99xzctJJJ0nFihXl77//lltuuUWnskLe0pkzZ+r8oF6/ORkyZIjMnTtX1q9fr9ce1wNuqrzA2gE/D5EACaQpgX/NCGk6AQ47Owj88ssv0qdPHylRooT+89KskXj+kksu0UooxgUlGZY6KKHpKFA8KlWqpJU9L4wfChCYIiF6oEDhGzBggJx55pnSrl07ycnJ0WuRrOh4JOr//fff5a233tJDgwX2/fffl7PPPlsnyT/nnHO0goyTeIjCggULtJU0cB5e+rxmzRq99oHZJlLN2kuMOBYSIIHYCdAHNHaGbCEJBJAM++GHH5brr78+Cb1F1gUUC1jljCBBOqxf6SpQQKCATp48WSZMmCBgn0pBgn9sbb/00kt+w4BiunHjRm2dwwlYaIsUKSKbNm3yK5fID7Vq1ZKRI0f6usDaw1IPwbZ8/fr1fefwfsWKFb7PXnyDtd61a5dWqt9++23NF+P0Amsv8uKYSIAEoidABTR6dqyZRAJnnHGG1K5dO4k9ht8VrG3Gt2/GjBn6R7t169bhN+CxknBxWLVqlX6qE15hWYTvX6qkYMGCcvnll/u23c04tm/fLkWLFvXzt4WFHApUsiRv3rw+n0+MB5bQjh076u7hmlG8eHHfUPDeyYrrK+CBN3iWO/xWFy5cKFD84d7wxRdfiBdYewAPh0ACJBBHAtyCjyNMNpXdBD799FOB1Wjo0KFp/cjC22+/XfAHayIECgmsoR06dPDUAuPRkFCS7AJLHfxAky3r1q2T3r17a59PWGshgePD2II9FznZY3bqD/6zn3zyiRx33HH6NB5G8Nprr0mDBg08w9pp3DxGAiSQfgRoAU2/NeOIPUgAlq8PP/xQhg0bpoNQPDjEsIeELWx7BDx8Abds2RJ2/WQVRHQ2nlVvHyusnyeccEKyhqD7+emnn6R79+7SpUsXP7/fMmXK+FljUzG2SEHs2bNHdu/e7auGtd+2bZtWSL3A2jcwviEBEkh7AlRA034JOYFUE5g4caJMnz5dXnnllZRHiseDxZw5c2T48OG6KfgEwq0AqY+8JkjFhCAfWJ4hGDcsd8Z6l4zxwjXhgQcekH79+knTpk39umzSpIlMmjRJ+4Si3Pz586VevXp+Zbz2AT6sUKbhw4zHsH7++ed6XnAzSTVrr7HieEiABGIjwEdxxsaPtZNMYNasWQKFb/DgwUnu2b27a665RluJ7Ol12rZtK127dnWv5OEz+/bt01HQyAWJCG+kvLr33nsF/o6pFih106ZNE/iFQn799VetAGK7G+NDtDxyliZLXn75ZXnvvff8/FCRL3X8+PE6cOexxx4TRMpjbNddd51ce+21yRpa1P288cYbmjFcBuC32r9/fylXrlzKWUc9IVYkARLwJAEqoJ5cFg6KBFJPANZPKHZG2Uv9iNxHgK1j5AL1ovzxxx/a99OePN+L47SPCTlN8dAHexCVOe9l1maMfCUBEvA+ASqg3l8jjpAESIAESIAESIAEMopA6vfUMgonJ0MCJEACJEACJEACJBCKABXQUIR4ngRIgARIgARIgARIIK4EqIDGFScbIwESIAESIAESIAESCEWACmgoQjxPAiRAAiRAAiRAAiQQVwJUQOOKk42RAAmQAAmQAAmQAAmEIkAFNBQhnicBEiABEiABEiABEogrASqgccXJxkiABEiABEiABEiABEIRoAIaihDPkwAJkAAJZBWBgwcPysiRI+XIkSN+8543b54sXLjQ71jgh+3bt8vHH38ceDiqz998840sXrw4aN1t27bJJ5984ljmrbfekj///NPxXDIORtt/OPO2jx+PjsVTyQYOHGg/nNT34Yw5WWv1zjvvCJ5o53WhAur1FeL4SIAESIAEkkoAT4Hq3LmzHDp0yK/fd999N6RyCQXUTSH0ayyMDwsWLAipgP7888/yxBNPOLZ2//33y65duxzPJeNgtP2HM2/7+KF4vvnmm1K+fHn74aS+D2fMyVqr3r1768coJxVAFJ1RAY0CGquQAAmQAAlkN4GdO3dqAL/99pts2LDBB6NGjRrywgsvCB5lC0XWLr///rvvIyyTP/74o2zevNl3DAovLFdoe8eOHZKTkyPt2rXznXeqY07CartixQrBq5ugTZQ5fPiwWxFt9YWitHr1ar9ybvM1DcG6t3TpUsGjZwNl9+7d8s8///gO4z0e6QrBnAM5BM573bp1smrVKr/xmMbAGHMCJzsr3AhgbeyCOaC/X375xX44qrVCv2CNttBm4JgTvVbo/8CBA/paCZynmdz69etly5Yt5qPja7BrAtf13r17c9Vbs2aNo4UV1zfGguvLrG+uyvYDFoUESIAESIAESMBHQP0oW+p30lJbu75jeHP33XdbDz74oD5WsWJFSyk81jnnnGOdcMIJVteuXfXxr7/+2qpbt671+eefW40aNdLH8M+3335r1axZU38eMWKEVaVKFeuyyy6zypUrZ91xxx36+FdffWXVr1/fOvHEE61TTjnF6t69u6Wsm0HrzJ07V/dfrVo1q0mTJpayAuq+UKls2bKWUiJ0fYwb584//3zd98qVK/Vx+z/Lli3TY7zooous2rVrW6eeeqqllDZdxG2+SvmyrrjiCqtevXrWhRdeaJUoUcL67LPPdB3T/1133WU98sgjvq4GDBhg9ezZ01LKilW9enWrdevW1hlnnGG1b99el+nRo4dv3mB81llnWRgTyiqlytcO3oDl8ccfr+sPHz7c2rRpky5rOLZp08ZSCpGuU6FCBX2uVKlSFlgbiWat7r33Xqtly5ZW6dKl9drbx+y2vvFcq27dulktWrSwTjvtNH29gSHWAoK1uuCCC6z//Oc/enwYm5O4XRNK6dTXbp06dfS6mmt7woQJ1umnn241a9bMKl68uKXcHnzN3nrrrVblypX1OjRv3lyPzXfS5Y24HOdhEiABEiABEshKAuEqoP369dN8lIXOyp8/v6V8Ri2jgELpgWKqrEW6zD333GMNGjTIOnr0qHXNNddYa9eu9dXNmzevrgul6JhjjrE2btyoPxulJlgdKDVQlpUVULf3/PPPW+edd55+bxRAZQ3USq2ymOnjr776qgUFJlBefPFFC+eMNGjQwPrwww/1Ryg1TvNVVk+rY8eOpoo1ePBg69prr9WfTf9Qvk8++WRfGShNUHahqJmyyppoqS17S1lQLTNv5T5gFS1a1FLWRF131KhR1vz5833tmDc33HCD9frrr+uP119/vdWlSxf9HgoZlLApU6boz1BAX3rpJb0G+sD//olmraCAQtHC2mDdzZiTtVZYP9zoYI7oEwrnsGHD9IywVsoKr9/jugBDlLFLsGsCc4NCCVHWaqtVq1b6OsbNxcyZM/XxX3/9Vd884bxyOdE3LlhD9IObBijHoYRb8HZzMN+TAAmQAAlkPYECBQpoBurH3Y8FthaVgug7dumll+r3ypoJY47eyjUn8+XLJzfddJMgIATtfPTRR/pznjx5RClSon7I5b777hOlvIn60fZtUStFTZQCIUopNU1JqDq1atUSZV3V5ZVVVQdKoU0j8EnFuOHXevPNN8vkyZNl3LhxesymDF6VpVKUkibKWiloB1ut2OY14jRfZSmVBx54QIYMGaLnp5RKQVCQXRo2bCiFCxcWpTwKfCWPPfZYUZY0UVZN/VlZ2uSxxx6TW265RYoVK+aretxxx8nFF18s4Itzylos5557ru+80xsEAykFX59SNwXStm1bee+993xFlUKqefoOqDfRrpWyOOu2UrFWGD/WA3PE9aEsvYK5G1HKsX6L6wLXbWBQUrBrQt0wyOWXX67r4/8CrhdsqRcqVEiaNm2qjytrpyiLtEybNk3UTZdccskl+hrDWMA8HMkfTiGWIQESIAESIIFsIaC2F6VMmTLanw3KnRH406ltdfNRoCAZgRICJdQuUJrwQ662kPWf2irWSqraHtYKHpQrKG9qy91X166AmbbgTxqsDhQoI1D+oMTalSKMS22ny5133mmKOb6qrVbtj6msX1pRVZYw37hQwWm+UKRvvPFGUVvqgvJQytQWfK72ofgiiAvj6tSpkz4PxVJZgmX27NlaIYZyqazAfnWhuP/00086sAvjQ1aAvn37+pWxf4Dybvc3BQ8oYEac+OJcuq2VmY95hU9okSJFzEet8JsPUAoDJdg1gWvffvOlrJ2irJ/aPxg3NuZ6w3UJtriu4cdrxMlv1Jyzv/57i2U/yvckQAIkQAIkkMUEGjduLE8//bS2AEKhUX6CMmfOHD8FNBQetdUsykdQHn30Ua3goLzyUdSBI88884y2Ws2aNUs3Y1eS9AHbP6HqQEGDZRECJe/qq6+21RZtkfr++++latWqevywbKL/QMVEbecLItdhlS1YsKC2pAYbFzqB9Uv5foragha1ZS8TJ070U17MQGANBsNJkyaJ2ibXh9944w1RfrWito91GiUEcCFwxggCm3ADAGtbnz59dFkEIwUTBCLB6oxxQymDpTeU1RTtpdtaYczgCSUQf59++qk0a9YMh10FgVHK91efh5XS7ZrAOVhIkYYMgVZoF0on1sfcXCgXCsEfbq6uuuoqbSVF8BoCvcA/HKEFNBxKLEMCJEACJJBVBMaMGaOjqpHaB9Yi5c8p2F42W93hwoA1UQV7aIsn6qhgIa0g4oe7ZMmSWsGCxRI/3m4Sqg4UA1gYoTDACmaUBNMeLFpQELFlij9s2ypfT3Pa99qrVy9tyVR+pFo5xTZusHGhIhTLK6+8UrC1bZQVpzyo4IitdrgCQCmHQFnE9viZZ56pFX3l0yjK31Ar+jiPOh06dNBKDqzSUKCUTypOuYryB9XKkwri0kqoCpAKafk1jaXTWmHM2BI31yNuOjD3YIKbBfDcunWrtvC7XRNoC0okrOawGMOyjWu0f//+2toNFw1kNsDa4f8FBBZw5fepFXkVUBbyukGdPOo/lv+eAY5SSIAESIAESIAEtDUPqYVU5HRcacA6B0UQSkS4EqoOUupA2XQTWAUxF/tWemBZbLHC3y/S+cLyhTqBVlV7+1AG4WcK1wO7wIIHVUQFy9gP+97jHPKZGsXVdyLIG8wByrjdZzdI8aCnQnF3qhyqTqxrpTIkaAUdr+bGw2kcoY4FuybAEP66ZsvdtIV0SyrAzHzUbhTYpocCChk6dKjekleBYb4yTm+ogDpR4TESIAESIAESIIG4EMDTo1T0uSxfvlwQ4BJMSY1Lh1nQiFFAYV1PtcAyDUssXDcgsJ7CCq5ScwUdGhXQoHh4kgRIgARIgARIIBYC8GGFvyJ8BRHJTomdwJIlS7T1HL6rXhBsySMiHv7S8BlFMFgooQIaihDPkwAJkAAJkAAJkAAJxJVA3ri2xsZIgARIgARIgARIgARIIAQBKqAhAPE0CZAACZAACZAACZBAfAlQAY0vT7ZGAiRAAiRAAiRAAiQQggAV0BCAeJoESIAESIAESIAESCC+BKiAxpcnWyMBEiABEiABEiABEghB4P8A50aggDGTolgAAAAASUVORK5CYII=)
ezcox_group(lung, grp_var = "sex", covariate = "ph.ecog", controls = "age")
#> => Processing variable 1
#> ==> Building Surv object...
#> ==> Building Cox model...
#> ==> Done.
#> => Processing variable 2
#> ==> Building Surv object...
#> ==> Building Cox model...
#> ==> Done.
#> covariates=NULL but drop_controls=TRUE, detecting controls...
#> Yes. Setting variables to keep...
#> Done.
#> Returns a list containing data and ggplot.
#> $data
#> $stats
#> # A tibble: 8 × 13
#> Group Variable is_control contr…¹ ref_l…² n_con…³ n_ref beta HR lower…⁴
#> <chr> <chr> <lgl> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 1 ph.ecog FALSE 1 0 71 36 0.353 1.42 0.897
#> 2 1 ph.ecog FALSE 2 0 29 36 0.809 2.24 1.32
#> 3 1 ph.ecog FALSE 3 0 1 36 1.77 5.86 0.767
#> 4 1 ph.ecog TRUE age age 138 138 0.0182 1.02 0.996
#> 5 2 ph.ecog FALSE 1 0 42 27 0.439 1.55 0.726
#> 6 2 ph.ecog FALSE 2 0 21 27 1.41 4.09 1.62
#> 7 2 ph.ecog FALSE 3 0 0 27 NA NA NA
#> 8 2 ph.ecog TRUE age age 90 90 -0.0153 0.985 0.952
#> # … with 3 more variables: upper_95 <dbl>, p.value <dbl>, global.pval <dbl>,
#> # and abbreviated variable names ¹contrast_level, ²ref_level, ³n_contrast,
#> # ⁴lower_95
#>
#> $models
#> # A tibble: 2 × 6
#> Group Variable control model_file model status
#> <chr> <chr> <chr> <chr> <list> <lgl>
#> 1 1 ph.ecog age /var/folders/bj/nw1w4g1j37ddpgb6zmh3sfh… <coxph> TRUE
#> 2 2 ph.ecog age /var/folders/bj/nw1w4g1j37ddpgb6zmh3sfh… <coxph> TRUE
#>
#> attr(,"class")
#> [1] "ezcox"
#>
#> $plot
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)
ezcox_group(lung, grp_var = "sex", covariate = "ph.ecog", controls = "age", add_all = TRUE)
#> => Processing variable 1
#> ==> Building Surv object...
#> ==> Building Cox model...
#> ==> Done.
#> => Processing variable 2
#> ==> Building Surv object...
#> ==> Building Cox model...
#> ==> Done.
#> => Processing variable ALL
#> ==> Building Surv object...
#> ==> Building Cox model...
#> ==> Done.
#> covariates=NULL but drop_controls=TRUE, detecting controls...
#> Yes. Setting variables to keep...
#> Done.
#> Returns a list containing data and ggplot.
#> $data
#> $stats
#> # A tibble: 12 × 13
#> Group Variable is_cont…¹ contr…² ref_l…³ n_con…⁴ n_ref beta HR lower…⁵
#> <chr> <chr> <lgl> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 1 ph.ecog FALSE 1 0 71 36 0.353 1.42 0.897
#> 2 1 ph.ecog FALSE 2 0 29 36 0.809 2.24 1.32
#> 3 1 ph.ecog FALSE 3 0 1 36 1.77 5.86 0.767
#> 4 1 ph.ecog TRUE age age 138 138 0.0182 1.02 0.996
#> 5 2 ph.ecog FALSE 1 0 42 27 0.439 1.55 0.726
#> 6 2 ph.ecog FALSE 2 0 21 27 1.41 4.09 1.62
#> 7 2 ph.ecog FALSE 3 0 0 27 NA NA NA
#> 8 2 ph.ecog TRUE age age 90 90 -0.0153 0.985 0.952
#> 9 ALL ph.ecog FALSE 1 0 113 63 0.359 1.43 0.969
#> 10 ALL ph.ecog FALSE 2 0 50 63 0.857 2.36 1.5
#> 11 ALL ph.ecog FALSE 3 0 1 63 2.11 8.23 1.09
#> 12 ALL ph.ecog TRUE age age 228 228 0.0108 1.01 0.992
#> # … with 3 more variables: upper_95 <dbl>, p.value <dbl>, global.pval <dbl>,
#> # and abbreviated variable names ¹is_control, ²contrast_level, ³ref_level,
#> # ⁴n_contrast, ⁵lower_95
#>
#> $models
#> # A tibble: 3 × 6
#> Group Variable control model_file model status
#> <chr> <chr> <chr> <chr> <list> <lgl>
#> 1 1 ph.ecog age /var/folders/bj/nw1w4g1j37ddpgb6zmh3sfh… <coxph> TRUE
#> 2 2 ph.ecog age /var/folders/bj/nw1w4g1j37ddpgb6zmh3sfh… <coxph> TRUE
#> 3 ALL ph.ecog age /var/folders/bj/nw1w4g1j37ddpgb6zmh3sfh… <coxph> TRUE
#>
#> attr(,"class")
#> [1] "ezcox"
#>
#> $plot
![](data:image/png;base64,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)
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.