ggplot2-为图形加入直线

本文更新地址:http://blog.csdn.net/tanzuozhev/article/details/51112057

本文在 http://www.cookbook-r.com/Graphs/Scatterplots_(ggplot2)/ 的基础上加入了自己的理解

对于连续型数据轴和离散型数据轴

# Some sample data
dat <- read.table(header=TRUE, text='
     cond result
  control     10
treatment   11.5
')

library(ggplot2)

# 基础图形
bp <- ggplot(dat, aes(x=cond, y=result)) +
    geom_bar(position=position_dodge(), stat="identity")
bp

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 加入一条水平线
bp + geom_hline(aes(yintercept=12))

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ixgACgxJ2n6gQIECBAgAABAgTyCggA8orJT4AAAQIECBAgQKDEAgKAEneeqhMgQIAAAQIECBDIKyAAyCsmPwECBAgQIECAAIESCwwpcd1VfR8KPPDAA+mdd97ZhyUqikB+gfHjx6chQ4akXbt2pTfeeCN/AdYgQKCyAgceeGAaN25c1v4tW7akrVu3VtZCw4shcOaZZ6YJEyYUozI9ajFo957UY56PFRQYM2ZMih2mRIAAAQIECBAgsPcCX//619PVV1+99wW1oQRDgNqAqkgCBAgQIECAAAECRRUwBKioPTPA9frUpz6V3nrrrQHeqs0R6C4QV6IGDx6c4sLkxo0buy/0iQABAn0IDB06NI0aNSrLsW3bNv+n9WFl0cAInHDCCQOzoRa2YghQC2iduMqqVas6sVnaVDKBI444IsV/4nEPwOrVq0tWe9UlQGB/CowcOTJNnDgxq8KGDRucRNifnWHbmcDo0aMLew+AIUC+pAQIECBAgAABAgQqJCAAqFBnayoBAgQIECBAgAABAYDvAAECBAgQIECAAIEKCQgAKtTZmkqAAAECBAgQIEBAAOA7QIAAAQIECBAgQKBCAgKACnW2phIgQIAAAQIECBAQAPgOECBAgAABAgQIEKiQgACgQp2tqQQIECBAgAABAgQEAL4DBAgQIECAAAECBCokIACoUGdrKgECBAgQIECAAAEBgO8AAQIECBAgQIAAgQoJCAAq1NmaSoAAAQIECBAgQEAA4DtAgAABAgQIECBAoEICAoAKdbamEiBAgAABAgQIEBAA+A4QIECAAAECBAgQqJCAAKBCna2pBAgQIECAAAECBAQAvgMECBAgQIAAAQIEKiQgAKhQZ2sqAQIECBAgQIAAAQGA7wABAgQIECBAgACBCgkIACrU2ZpKgAABAgQIECBAQADgO0CAAAECBAgQIECgQgJDKtRWTSVAgACBigrMnTu3oi3XbAKdK7Bo0aLObVybW+YKQJuBFU+AAAECBAgQIECgSAICgCL1hroQIECAAAECBAgQaLOAAKDNwIonQIAAAQIECBAgUCQBAUCRekNdCBAgQIAAAQIECLRZQADQZmDFEyBAgAABAgQIECiSgACgSL2hLgQIECBAgAABAgTaLCAAaDOw4gkQIECAAAECBAgUSUAAUKTeUBcCBAgQIECAAAECbRYQALQZWPEECBAgQIAAAQIEiiQgAChSb6gLAQIECBAgQIAAgTYLDGlz+YovicCoUaPSoEGDSlJb1exUgQMOePecRHwXR48e3anN1C4CBAgQ2AcCRf9/osjHVQKAffAF7IQidu3aJQDohI7soDbEd1IiQIAAAQK9CRT9/4naSa3e6r8/5wsA9qd+gba9bdu2AtVGVaoqcPDBB6fBgwen3bt3p61bt1aVQbsJECBAoAmBov8/UeQrFO4BaOILJgsBAgQIECBAgACBThEQAHRKT2oHAQIECBAgQIAAgSYEBABNIMlCgAABAgQIECBAoFMEBACd0pPaQYAAAQIECBAgQKAJAQFAE0iyECBAgAABAgQIEOgUAQFAp/SkdhAgQIAAAQIECBBoQkAA0ASSLAQIECBAgAABAgQ6RUAA0Ck9qR0ECBAgQIAAAQIEmhAQADSBJAsBAgQIECBAgACBThEQAHRKT2oHAQIECBAgQIAAgSYEBABNIMlCgAABAgQIECBAoFMEBACd0pPaQYAAAQIECBAgQKAJAQFAE0iyECBAgAABAgQIEOgUAQFAp/SkdhAgQIAAAQIECBBoQkAA0ASSLAQIECBAgAABAgQ6RUAA0Ck9qR0ECBAgQIAAAQIEmhAQADSBJAsBAgQIECBAgACBThEQAHRKT2oHAQIECBAgQIAAgSYEBABNIMlCgAABAgQIECBAoFMEBACd0pPaQYAAAQIECBAgQKAJAQFAE0iyECBAgAABAgQIEOgUAQFAp/SkdhAgQIAAAQIECBBoQkAA0ASSLAQIECBAgAABAgQ6RUAA0Ck9qR0ECBAgQIAAAQIEmhAQADSBJAsBAgQIECBAgACBThEQAHRKT2oHAQIECBAgQIAAgSYEBABNIMlCgAABAgQIECBAoFMEBACd0pPaQYAAAQIECBAgQKAJAQFAE0iyECBAgAABAgQIEOgUAQFAp/SkdhAgQIAAAQIECBBoQkAA0ASSLAQIECBAgAABAgQ6RUAA0Ck9qR0ECBAgQIAAAQIEmhAQADSBJAsBAgQIECBAgACBThEQAHRKT2oHAQIECBAgQIAAgSYEBABNIMlCgAABAgQIECBAoFMEBACd0pPaQYAAAQIECBAgQKAJAQFAE0iyECBAgAABAgQIEOgUAQFAp/SkdhAgQIAAAQIECBBoQkAA0ASSLAQIECBAgAABAgQ6RUAA0Ck9qR0ECBAgQIAAAQIEmhAQADSBJAsBAgQIECBAgACBThEQAHRKT2oHAQIECBAgQIAAgSYEBABNIMlCgAABAgQIECBAoFMEBACd0pPaQYAAAQIECBAgQKAJAQFAE0iyECBAgAABAgQIEOgUAQFAp/SkdhAgQIAAAQIECBBoQkAA0ASSLAQIECBAgAABAgQ6RUAA0Ck9qR0ECBAgQIAAAQIEmhAY0kSeSmXZsWNHWrp0aZo8eXKaNm1av23ftm1bWrNmTdq4cWO2zqRJk9IBB+xdXNWOMvttiAwECBAgQIAAAQKVEBAA9OjmRYsWpe9973vpvPPO6zcAePDBB9MDDzyQtm/fXi9l+PDhad68eWn27Nn1eXkm2lFmnu3LS4AAAQIECBAg0NkCAoAu/fvYY49lB/9dZvU6ed9996UIFiKdeOKJ2dn/uBKwfPnydM8996Q333wzLViwoNf1Gy1oR5mNtmMeAQIECBAgQIBAdQUEAHv6/q233kr/+I//mJYsWdLUNyEO9GsH/5dffnk6/fTT6+stW7Ys3XrrrSnO5M+cOTNNnTq1vqyviXaU2df2LCNAgAABAgQIEKimwN4NVu8Aszhjf/3112cH/4MGDUojRozot1WLFy/O8kyfPr3bwX/MPO2007ID/5h++OGH41dTqR1lNrVhmQgQIECAAAECBColUOkAIM66f/WrX03r169PBx10UPr93//9FAf1faXdu3enZ599NsvS9cx/13UiCIj0+OOPp7iht7/UjjL726blBAgQIECAAAEC1RSodAAQT/wZNmxYdsPvn/zJn6Rjjz2232/B66+/Xj+oP/744xvmr82P8l9++eWGebrObEeZXcs3TYAAAQIECBAgQKAmUOkAYOLEiekv/uIv0sUXX5xGjhxZM+nz99q1a+vLR40aVZ/uOnHggQemIUPevb0iDu77S+0os79tWk6AAAECBAgQIFBNgUrfBNzsQX/Xr0btkZ/xrP++7heIZZs3b65fLehaRs/pdpT5s5/9LC1cuLDnpnr9/J//83+uBy29ZrKAQJsFBg8enG0h7seJAF0iQIAAAQK9CRT9/4l33nmnt6rv9/mVDgBa0a+N6Y/gIQ5SektxdSACgLfffru3LPX57Sgztv3cc8/Vt9HfRLy/IIZDSQSKIBB/W60E6EWouzoQIECAwMAIFP3/iTgWK2oSAOTsmaFDhza1RtzYG6mZtwK3o8ymKlmyTLV7K0pWbdUlQKAXgeeff76XJWYTIECAQDsFBAA5dceNG5etsXXr1j7XrC2PM+v9pXaU+f73vz9dd911/W26vvy1116rT5sgQIDAQAi89NJLA7EZ2yBAoEMFir4PieHgY8aMKaS+ACBnt9QO1nft2pVi7H5vB/jxJuBIfd0nUNt0O8qM4Tzjx4+vbaLf35s2beo3jwwECBDYlwI7d+7cl8UpiwCBignYh7Te4ZV+ClArbLWD9Vh3y5YtDYuIMf0RIERq5gaVdpTZsGJmEiBAgAABAgQIVF5AAJDzKxA399Yu5/R2k23tRWHxKNAjjzyy3y20o8x+NyoDAQIECBAgQIBAJQUEAC10+6xZs7K1li1b1nDt2vwZM2Y0/WjNdpTZsHJmEiBAgAABAgQIVFpAANBC95999tkpntyzcuXK9zxrf8mSJenpp5/OSp0zZ0630jdu3Jjuuuuu7GfVqlXdlrVaZrdCfCBAgAABAgQIECDQj4CbgPsBarQ4huzMnz8/3XPPPen+++9PP/7xj9PUqVPTmjVr0urVq7NV5s6dm6ZPn95t9bgxOAKESJMnT07Tpk3LpuOfVsusF2CCAAECBAgQIECAQBMCAoAmkBplmT17djr00EPTHXfckV5++eXsJ/LFgfwFF1yQzjnnnEar9TmvHWX2uUELCRAgQIAAAQIEKicwaM8Lq959Y1Xlmr7vGhxDe1555ZUUT/OZMGFCNjxob0tvR5l91annkKS+8u6vZXFVRSJAoHMEFi1aNGCNsf8YMGobIjBgAgO5D2mlUaNHj86OC1tZt93ruAKwD4TjwL/rozz3QZFZefu6zH1RL2UQIECAAAECBAiUW8BNwOXuP7UnQIAAAQIECBAgkEtAAJCLS2YCBAgQIECAAAEC5RYQAJS7/9SeAAECBAgQIECAQC4BAUAuLpkJECBAgAABAgQIlFtAAFDu/lN7AgQIECBAgAABArkEBAC5uGQmQIAAAQIECBAgUG4BAUC5+0/tCRAgQIAAAQIECOQSEADk4pKZAAECBAgQIECAQLkFBADl7j+1J0CAAAECBAgQIJBLQACQi0tmAgQIECBAgAABAuUWEACUu//UngABAgQIECBAgEAuAQFALi6ZCRAgQIAAAQIECJRbQABQ7v5TewIECBAgQIAAAQK5BAQAubhkJkCAAAECBAgQIFBuAQFAuftP7QkQIECAAAECBAjkEhAA5OKSmQABAgQIECBAgEC5BQQA5e4/tSdAgAABAgQIECCQS0AAkItLZgIECBAgQIAAAQLlFhAAlLv/1J4AAQIECBAgQIBALgEBQC4umQkQIECAAAECBAiUW0AAUO7+U3sCBAgQIECAAAECuQQEALm4ZCZAgAABAgQIECBQbgEBQLn7T+0JECBAgAABAgQI5BIQAOTikpkAAQIECBAgQIBAuQUEAOXuP7UnQIAAAQIECBAgkEtAAJCLS2YCBAgQIECAAAEC5RYQAJS7/9SeAAECBAgQIECAQC4BAUAuLpkJECBAgAABAgQIlFtAAFDu/lN7AgQIECBAgAABArkEBAC5uGQmQIAAAQIECBAgUG4BAUC5+0/tCRAgQIAAAQIECOQSEADk4pKZAAECBAgQIECAQLkFBADl7j+1J0CAAAECBAgQIJBLQACQi0tmAgQIECBAgAABAuUWEACUu//UngABAgQIECBAgEAuAQFALi6ZCRAgQIAAAQIECJRbQABQ7v5TewIECBAgQIAAAQK5BAQAubhkJkCAAAECBAgQIFBuAQFAuftP7QkQIECAAAECBAjkEhAA5OKSmQABAgQIECBAgEC5BQQA5e4/tSdAgAABAgQIECCQS0AAkItLZgIECBAgQIAAAQLlFhAAlLv/1J4AAQIECBAgQIBALgEBQC4umQkQIECAAAECBAiUW0AAUO7+U3sCBAgQIECAAAECuQQEALm4ZCZAgAABAgQIECBQbgEBQLn7T+0JECBAgAABAgQI5BIYkiu3zB0rMHjw4I5tm4YRIFBMAfudYvaLWhEoi4B9SOs9JQBo3a6j1hw9enQaNGhQR7VJYwgQKLbAmDFjil1BtSNAoNACRd+H7Ny5s7B+AoDCds3AVmzz5s0Du0FbI0Cg8gKbNm2qvAEAAgRaFyj6PmTkyJGtN67NawoA2gxcluJ37dpVlqqqJwECHSJgv9MhHakZBPaTgH1I6/BuAm7dzpoECBAgQIAAAQIESicgAChdl6kwAQIECBAgQIAAgdYFBACt21mTAAECBAgQIECAQOkEBACl6zIVJkCAAAECBAgQINC6gACgdTtrEiBAgAABAgQIECidgACgdF2mwgQIECBAgAABAgRaFxAAtG5nTQIECBAgQIAAAQKlExAAlK7LVJgAAQIECBAgQIBA6wICgNbtrEmAAAECBAgQIECgdAICgNJ1mQoTIECAAAECBAgQaF1AANC6nTUJECBAgAABAgQIlE5AAFC6LlNhAgQIECBAgAABAq0LCABat7MmAQIECBAgQIAAgdIJCABK12UqTIAAAQIECBAgQKB1AQFA63bWJECAAAECBAgQIFA6AQFA6bpMhQkQIECAAAECBAi0LiAAaN3OmgQIECBAgAABAgRKJyAAKF2XqTABAgQIECBAgACB1gUEAK3bWZMAAQIECBAgQIBA6QQEAKXrMhUmQIAAAQIECBAg0LqAAKB1O2sSIECAAAECBAgQKJ2AAKB0XabCBAgQIECAAAECBFoXEAC0bmdNAgQIECBAgAABAqUTEACUrstUmAABAgQIECBAgEDrAgKA1u2sSYAAAQIECBAgQKB0AgKA0nWZChMgQIAAAQIECBBoXUAA0LqdNQkQIECAAAECBAiUTkAAULouU2ECBAgQIECAAAECrQsIAFq3syYBAgQIECBAgACB0gkIAErXZSpMgAABAgQIECBAoHUBAUDrdtYkQIAAAQIECBAgUDoBAUDpukyFCRAgQIAAAQIECLQuIABo3c6aBAgQIECAAAECBEonIAAoXZepMAECBAgQIECAAIHWBQQArdtZkwABAgQIECBAgEDpBAQApesyFSZAgAABAgQIECDQuoAAoHU7axIgQIAAAQIECBAonYAAoHRdpsIECBAgQIAAAQIEWhcQALRuZ00CBAgQIECAAAECpRMQAJSuy1SYAAECBAgQIECAQOsCAoDW7axJgAABAgQIECBAoHQCAoDSdZkKEyBAgAABAgQIEGhdQADQup01CRAgQIAAAQIECJROQABQui5TYQIECBAgQIAAAQKtCwgAWrezJgECBAgQIECAAIHSCQgAStdlKkyAAAECBAgQIECgdQEBQOt21iRAgAABAgQIECBQOgEBQOm6TIUJECBAgAABAgQItC4wpPVVq7nmjh070rZt25pu/LBhw9KBBx7YVP6dO3em7du395l30KBBaeTIkX3msZAAAQIECBAgQIBAbwICgN5kepn//PPPp7/927/tZel7Z5999tnpkksuee+CBnOWLVuWbrvttgZLfjnr0EMPTddee+0vZ5giQIAAAQIECBAgkEPAEKAcWK1kbfbsf5S9Zs2aVjZhHQIECBAgQIAAAQJNC7gC0DTVuxnf//73p7/+67/uc604i//000+niRMnpjlz5vSZt+vCWgAwf/78NGvWrK6L6tMxBEgiQIAAAQIECBAg0KqAACCn3ODBg9OoUaN6XevRRx/NDv7jzP9/+S//JY0YMaLXvD0XvPzyy9mso48+us9t9FzPZwIECBAgQIAAAQLNChgC1KxUE/lef/319J3vfCfLuWDBgnTYYYc1sda7WdatW1e/ufjII49sej0ZCRAgQIAAAQIECOQREADk0eon75133pniKUFTp05NZ511Vj+5uy+uDf+Jm3xrVw22bt1aDwq65/aJAAECBAgQIECAQGsChgC15vaetZ588sm0fPnybP6ll16aDjggX2xVG/4T9w0sWrQoPfLII2njxo1ZeYccckg65ZRT0oUXXpiGDh36nm03mhGPKn3jjTcaLWo4b8iQIbnr3LAgMwkQINCkQDwmWSJAgECrAkXfhxT5vk0BQKvfuh7rPfDAA9mc4447Lh111FE9lvb/sXYF4JlnnknxE+mggw7KgoAYHrR48eL01FNPpWuuuSab31+JP/nJT9JNN93UX7b68i996Uup6H9I9cqaIECgIwQmT57cEe3QCAIE9o9A0fchmzdv3j8wTWxVANAEUn9Z4uD9pZdeyrLFc/9bSbUAIM7Ex3sDZs6cmd0I/Pbbb2dXA+6777702muvpdtvvz1dffXVrWzCOgQIECBAgAABAgSSAGAffAn+5V/+JSslztiffPLJLZV4/vnnpzjTf8IJJ6Rjjz22XkaclZ89e3Y29CfuMYirA88991yaMWNGPU+jiYMPPjh96EMfarSo4by43yCCDYkAAQIDJbBly5aB2pTtECDQgQJF34fs3LmzsOoCgL3smjho/td//deslLjxN+/Y/9rm+7tpOJYvXLgwxZd91apV/QYAMQzpiiuuqBXf7+8oUyJAgMBACuS5T2kg62VbBAiUQ6Do+5DRo0cXFjLfnaqFbcb+q9gTTzyRtm/fnuL9AGeccUbbKhKBxaRJk7LyX3311bZtR8EECBAgQIAAAQKdLSAA2Mv+feyxx7IS4ik9Y8aM2cvS+l599+7dWYbhw4f3ndFSAgQIECBAgAABAr0IGALUC0wzs9966620cuXKLGuM3W81xeNDv/Wtb6U333wzXXfddam3S0ZxE3CkPC8Ya7VO1iNAgAABAgQIEOhMAVcA9qJfV69enWpn5Q8//PCWS4rHWG3YsCG7CTfeJ9AoLV26NBv/H0OBTjrppEZZzCNAgAABAgQIECDQr4AAoF+i3jO8+OKL2cJ40UMzZ+XjxV533XVX9tP1ptuxY8fWnx507733pggsuqYVK1aku+++O5t15plnpnhZmESAAAECBAgQIECgFQFDgFpR+//rrF+/Pps69NBDm3pDbwzxWbJkSbZOnPWfNm3a/y8ppU984hPphhtuSFHmjTfemD3lZ/z48Slu+H3hhReyKw1x5n/BggX1dUwQIECAAAECBAgQyCsgAMgr1iX/pk2bsk97M/ynVtyoUaPSF77whXT//fdnL/569tlna4tSXCGIx4DOmzcvFfm10vUKmyBAgAABAgQIECiswKA9Y9jffbRMYatYvYrt2LEjrV27NkWAEY/+HDduXNsRug5JavvGWtzA3LlzW1zTagQIFFFg0aJFA1Yt+48Bo7YhAgMmMJD7kFYaFQ91mTBhQiurtn0dVwDaTpx/A0OGDElxVWFfXFnIv3VrECBAgAABAgQIdLKAm4A7uXe1jQABAgQIECBAgEAPAQFADxAfCRAgQIAAAQIECHSygACgk3tX2wgQIECAAAECBAj0EBAA9ADxkQABAgQIECBAgEAnCwgAOrl3tY0AAQIECBAgQIBADwEBQA8QHwkQIECAAAECBAh0soAAoJN7V9sIECBAgAABAgQI9BAQAPQA8ZEAAQIECBAgQIBAJwsIADq5d7WNAAECBAgQIECAQA8BAUAPEB8JECBAgAABAgQIdLKAAKCTe1fbCBAgQIAAAQIECPQQEAD0APGRAAECBAgQIECAQCcLCAA6uXe1jQABAgQIECBAgEAPAQFADxAfCRAgQIAAAQIECHSygACgk3tX2wgQIECAAAECBAj0EBAA9ADxkQABAgQIECBAgEAnCwgAOrl3tY0AAQIECBAgQIBADwEBQA8QHwkQIECAAAECBAh0soAAoJN7V9sIECBAgAABAgQI9BAQAPQA8ZEAAQIECBAgQIBAJwsIADq5d7WNAAECBAgQIECAQA+BIT0+77eP77zzTvrBD36Qbf+MM85Iw4YNa7oud955Z3r22WfTzJkz02/8xm80vZ6MBAgQIECAAAECBKomUJgAYP369enXf/3XM/9XXnklTZo0qem+uOqqq9LmzZvTJz/5SQFA02oyEiBAgAABAgQIVFGg9EOAtm3bluIn0rp166rYh9pMgAABAgQIECBAoGmB/XIF4O67704///nPu1UyzuDX0t///d+nMWPG1D72+vutt95KCxcuTDt27MjynHjiib3mtYAAAQIECBAgQIAAgZT2SwCwc+fO9Pu///u9+v/pn/5pr8v6WvCrv/qrfS22jAABAgQIECBAgEDlBfbLEKBLLrkkzZkzZ5/if/GLX0zz58/fp2UqjAABAgQIECBAgECnCeyXKwCB+I1vfCM99NBDdc9Nmzalz372s9nnr3zlK2ncuHH1ZY0mBg0alIYPH55Gjx6dYujPtGnTGmUzjwABAgQIECBAgACBLgL7LQCYMmVKuvLKK+tVee211+oBwKWXXprrKUD1QkwQIECAAAECBAgQINCnwH4LAHrWKm76jTP/kcaOHdtzsc8ECBAgQIAAAQIECOwDgcIEACNHjqxfAdgH7VIEAQIECBAgQIAAAQINBPbLTcAN6mEWAQIECBAgQIAAAQIDIDDgVwC+/e1vp//23/5bW5r2mc98JsWPRIAAAQIECBAgQIBAY4EBDwDiaT8vvPBC49rs5dwNGzbsZQlWJ0CAAAECBAgQINDZAgMeAAwZMiR7dGc7WIcNG9aOYpVJgAABAgQIECBAoGMEBjwAuOqqq1L8SAQIECBAgAABAgQIDLyAm4AH3twWCRAgQIAAAQIECOw3AQHAfqO3YQIECBAgQIAAAQIDLyAAGHhzWyRAgAABAgQIECCw3wQG/B6A3lr65ptvpr/5m7/pbXFT888999wUPxIBAgQIECBAgAABAo0FChMAbNmyJV133XWNa9nk3EGDBgkAmrSSjQABAgQIECBAoJoChgBVs9+1mgABAgQIECBAoKIChbkCcNBBB6V77rmnz27YvXt32rp1a1q3bl1aunRp+s53vpO2bduW/uRP/iT95V/+ZTrgAPFMn4AWEiBAgAABAgQIVF6gMAHAgQcemC6++OJcHfLpT386feQjH0n/43/8jzRp0qT0mc98Jtf6MhMgQIAAAQIECBComkCpT5n/2q/9Wlq0aFHWZ3/wB3+Qnnjiiar1n/YSIECAAAECBAgQyCVQ6gAgWnrqqaemKVOmpBge9M///M+5Gi8zAQIECBAgQIAAgaoJlD4AiA6rPfrz0UcfrVr/aS8BAgQIECBAgACBXAKFuQcgV617ZF6xYkU258UXX+yxxMdmBUaOHJniMaoSAQIEBkpg1KhRA7Up2yFAoAMFir4PKfJxVemvALzyyivZE4Hie/3BD36wA7/emkSAAAECBAgQIFA2gRieXtRU6isA3/3ud9OnPvWptGvXrsz3tNNOK6pz4esVj1eVCBAgMJAC8QZ4iQABAq0KFH0fMnr06Fab1vb1ChMAvPHGGyme6tNfioP9t99+O61fvz57B0At/1FHHZUuu+yy2ke/CRAgQIAAAQIECBBoIFCYAGDnzp3phRdeaFDF/mcNGzYs3X777Wn8+PH9Z5aDAAECBAgQIECAQIUFChMAxI0SzV4qiTf+Dh8+PB1++OHpN3/zN9MnP/nJbLrC/ajpBAgQIECAAAECBJoSKEwAMHHixLR58+amKi0TAQIECBAgQIAAAQKtCZT+KUCtNdtaBAgQIECAAAECBKopIACoZr9rNQECBAgQIECAQEUFCjMEqKd/PDt1x44daejQod0WPffcc+n+++9P3//+99PBBx+c3QNw8cUXe4lVNyUfCBAgQIAAAQIECDQWKFwA8POf/zz9z//5P9M3v/nN7Pf5559fr/nixYvTvHnzUjwxqJZuvfXWdMUVV6RbbrmlNstvAgQIECBAgAABAgR6EShUAPDWW29lB/hPPfVUVt2ujwV96aWX0m/91m91O/ivtSmChZkzZ6bPfe5ztVl+EyBAgAABAgQIECDQQKBQ9wD86Z/+aaod/MdjQeNxn7X0t3/7t2ndunXZxw9+8IPp0UcfTXFF4Fd+5VeyeZ///OfTM888U8vuNwECBAgQIECAAAECDQQKcwUghvV89atfzaoYB/Xf+MY30imnnFKvcrzoq5b+1//6X/VlEQRMmzYtbdq0KQsKTjzxxFo2vwkQIECAAAECBAgQ6CHwy1PsPRYM9McY7hNDgCJ98YtfrB/gx+fnn38+rVy5MibT8ccf321Z3Aj88Y9/PFv2+OOPZ7/9Q4AAAQIECBAgQIBAY4HCBADPPvtsVsPBgwenOXPmdKvtwoUL658vuOCC+nRtIq4ARHriiSey3/4hQIAAAQIECBAgQKCxQGECgNWrV2c1POKII9JBBx3UrbZdA4C5c+d2WxYf3nnnnWxePDZUIkCAAAECBAgQIECgd4HCBABHHnlkVsvXX3+9W223bduWHn744Wze8OHD0znnnNNteXxYvnx5Nm/KlCnvWWYGAQIECBAgQIAAAQK/FChMAHDMMcdktdq+fXv2dJ9aFe+4444U8yL9+q//ehoxYkRtUfb7Zz/7Wbrnnnuy6enTp3db5gMBAgQIECBAgAABAt0FChMAnHzyyWnGjBlZ7a666qr03e9+N33rW9/q9mz/yy+/vFvtH3vssXTeeefVhwD99m//drflPhAgQIAAAQIECBAg0F2gMI8Bjef+X3vttemyyy5LcT/AxRdf3K2mZ599dvrYxz5Wn3fuueemJUuW1D8vWLAgxfsBJAIECBAgQIAAAQIEehcozBWAqGK86fcf/uEf0tChQ7vVOK4MxDCfYcOG1eePGzeuPv2Rj3wk3XbbbfXPJggQIECAAAECBAgQaCxQmCsAterFMJ7zzz8/O7u/atWqbNz/hz70oW5vBY68cbZ/9+7d6dJLL82uGnR9a3CtLL8JECBAgAABAgQIEOguULgAIKp3+OGHZ1cDule1+6frrruu+wyfCBAgQIAAAQIECBDoV6BQQ4D6ra0MBAgQIECAAAECBAjslUAhrwB0bdHatWvTT37yk+xn8+bN6ZprrskWv/DCCyleGhbvBpAIECBAgAABAgQIEGhOoLBXAG6//fY0bdq0NHHixHTmmWemK6+8Mv35n/95vVU33nhjihd/xbzam4DrC00QIECAAAECBAgQINBQoHABQLzYa9asWdmNvS+++GLDSsfMuEE4rg7EvQAf/ehHU7wxWCJAgAABAgQIECBAoG+BQgUAO3bsyJ7q8+ijj2a1HjNmTJo3b172sq+ezTjqqKPqs/7pn/4pfepTn6p/NkGAAAECBAgQIECAQGOBQgUAcTb/X//1X7Oa/u7v/m52ln/hwoUNnwj0d3/3d+lHP/pR9sSgWOHWW2/N7hNo3ExzCRAgQIAAAQIECBAIgcIEAHH2P8b1R5o7d2666aab0vjx47PPvf1z+umnp8WLF6fBgwennTt3pm984xu9ZTWfAAECBAgQIECAAIE9AoUJAJYvX562b9+edcqXvvSl97z4q7feOuGEE9LFF1+cLV6xYkVv2cwnQIAAAQIECBAgQGCPQGECgCeffDLrkBj3P2PGjFyd84EPfCDLv3LlylzryUyAAAECBAgQIECgagKFCQDeeuutzH7YsGFNn/2vdVa8HyDSqFGjarP8JkCAAAECBAgQIECggUBhAoCZM2dm1Vu3bl166aWXGlS191n/9m//li086aSTes9kCQECBAgQIECAAAECxRkCFAfvcTNvpHgaULPpe9/7Xvr+97+fZRcANKsmHwECBAgQIECAQFUFCnMFYPjw4ek3f/M3s364+eab09/8zd+kXbt29dkv//f//t/0O7/zO1mekSNHpo985CN95reQAAECBAgQIECAQNUFhhQJ4Otf/3qKl4C98sor6fOf/3y68847syf8vPrqq1k1d+/eneJm4SeeeCLF+wFieS1df/316X3ve1/to98ECBAgQIAAAQIECDQQKFQAcMghh6RbbrkluxKwZcuW7KVgtReDRd3Xr1+fTjnllPc048ILL0yf+cxn3jPfDAIECBAgQIAAAQIEugsUZghQrVpz5sxJzz//fLr88svToEGDarMb/p40aVIWMNx333395m1YgJkECBAgQIAAAQIEKiZQqCsANfvJkyenb37zm+lzn/tc+pd/+Zf0k5/8JPtZu3Ztmj59ejruuOOynwULFqSxY8fWVvObAAECBAgQIECAAIF+BAoVAOzcubP+JKCo9wc/+MHsp582WEyAAAECBAgQIECAQJMChRkCFDf4nnrqqemiiy5Kd911V4rPEgECBAgQIECAAAEC+1agMFcAHnnkkfTjH/84+3nuuefSxz/+8X3bUqURIECAAAECBAgQIFCcF4E988wz9e6YP39+fdoEAQIECBAgQIAAAQL7TqAwQ4BOOOGEeqs2btxYnzZBgAABAgQIECBAgMC+EyhMAHDWWWdlT/iJpt17771p9erV+66VSiJAgAABAgQIECBAIBMoTAAwePDg9NBDD6UPfehD6Re/+EU6+eST01e+8pX0wx/+MK1bt053ESBAgAABAgQIECCwDwQKcxPwpk2b0l/91V+lE088MXsRWHz+wz/8w3oTx40bl0aPHl3/3Ggi3hsQPxIBAgQIECBAgAABAo0FChMAbNu2Ld18882Na7lnbtwX0N+9AZs3b+51fQsIECBAgAABAgQIEEipMAHAoEGD0oQJE/aqT0aOHLlX61uZAAECBAgQIECAQKcLFCYAmDhxYlq7dm1pvOOtxdu3b++zvhHUtBKUxNWQNWvWZFc8Jk+enCZNmpQOOKAwt2v02WYLCRAgQIAAAQIEii1QmACg2Ezvrd2yZcvSbbfd9t4FXeYceuih6dprr+0yp//JBx98MD3wwAPdgovhw4enefPmpdmzZ/dfgBwECBAgQIAAAQIE+hAQAPSB09eiOEO/r9N9992XFi1alBUbN0PH2f/YzvLly9M999yT3nzzzbRgwYJ9vVnlESBAgAABAgQIVEhAANBiZ9cCgHhr8axZsxqWEkOAmk1RXu3g//LLL0+nn356fdW42nDrrbemuDowc+bMNHXq1PoyEwQIECBAgAABAgTyCBhYnkerS96XX345+3T00UenUaNGNfzJM/5/8eLFWXnTp0/vdvAfM0877bTswD+mH3744fglESBAgAABAgQIEGhJQADQAlu8mCxu1I105JFHtlBC91V2796dnn322Wxm1zP/XXNFEBDp8ccfr2+763LTBAgQIECAAAECBJoREAA0o9QjT234T9zkO2LEiGzp1q1bWz4wf/311+vrHn/88T229u7H2vwdO3ak2tWHhhnNJECAAAECBAgQINCHgHsA+sDpbVHtADweXRrj9h955JH6S8oOOeSQdMopp6QLL7wwDR06tLcius3v+vjTGE7UKB144IFpyJAhKQKACBiOOeaYRtnMI0CAAAECBAgQINCngACgT57GC2tXAJ555pkUP5EOOuigLAiI4UExnv+pp55K11xzTTa/cSm/nFt7n0A86792ReGXS385Fcvibce14Ue/XPLeqRdffDG7afi9SxrPueSSS7IAo/FScwkQILDvBeIqqkSAAIFWBYq+D3nnnXdabVrb1xMAtEBcCwDijHwcOMeTeeLM/dtvv51dDYjHeb722mvp9ttvT1dffXW/W6gd0MdNw309OSi2EQFAbKe/tHHjxvTjH/+4v2z15VdccUUaNmxY/bMJAgQItFugtyue7d6u8gkQ6AyBou9D4pitqEkA0ELPnH/++SnO9J9wwgnp2GOPrZcQB9Dxsq4Y+nPnnXdmVweee+65NGPGjHqeRhPNDhWKm4UjeStwI0XzCBAgQIAAAQIEmhEQADSj1CPPWWed1WNO94+xfOHChWnLli1p1apV/QYA48aNywqIG4n7SrXl8Wbg/lLcNPxnf/Zn/WWrL48rFgKLOocJAgQGQKB2P9UAbMomCBDoQIGi70OaOV7bX90iAGiDfBxIT5o0Kf30pz9Nr776ar9bqAUAu3btSnE/QG9fmHgTcKS+7hOobSxuGo46NJsiUNm5c2ez2eUjQIDAXgsUeXzsXjdOAQQItF2g6PuQOBYravIY0Db1TG24Tm8H8103WwsAYl5cNWiU4j6BCBAixdOHJAIECBAgQIAAAQKtCAgAcqotX748XXvttem//tf/2uvBehQZQ2oiHXbYYdnvvv6Jm1jGjBmTZYl7Bhql2ovC4sbjffHysUbbMI8AAQIECBAgQKDzBQQAOft48uTJacOGDdmTeJ588smGay9dujQLDmIo0EknndQwT8+Zs2bNymYtW7as56Ju8+OG4ggCJAIECBAgQIAAAQKtCAgAcqqNHTs2nXzyydla9957b1q9enW3ElasWJHuvvvubN6ZZ57ZbbhOPJrzrrvuyn5izH3XdPbZZ2dPD1q5cmV2A3HXZUuWLElPP/10NmvOnDldF5kmQIAAAQIECBAgkEvAqeRcXO9m/sQnPpFuuOGGtH79+nTjjTdmT/kZP358dsPvCy+8kGL8f5z5X7BgQbfS4ybeOJiPFFcSpk2blk3HPzEMaP78+emee+5J999/f/YM/6lTp6Z450AtyJg7d26aPn16fR0TBAgQIECAAAECBPIKCADyiu3JHwfrX/jCF7ID9UceeSTVxudHUXGFIB4DOm/evD5f6tVos/EOgXir3R133JHi0Va1x1vF9i644IJ0zjnnNFrNPAIECBAgQIAAAQJNCwzac7b63bdLNb2KjF0FduzYkdauXZs2bdqUPXaz6xN9uubLOx3DhV555ZUU5U2YMCEbHpS3jDz5ew5JyrPuQOWNKyASAQKdI7Bo0aIBa4z9x4BR2xCBARMYyH1IK40aPXp0dgzXyrrtXscVgL0UjhtyDz/88OxnL4vqtnoc+O+rYKJbwT4QIECAAAECBAhUWsBNwJXufo0nQIAAAQIECBComoAAoGo9rr0ECBAgQIAAAQKVFhAAVLr7NZ4AAQIECBAgQKBqAgKAqvW49hIgQIAAAQIECFRaQABQ6e7XeAIECBAgQIAAgaoJCACq1uPaS4AAAQIECBAgUGkBAUClu1/jCRAgQIAAAQIEqiYgAKhaj2svAQIECBAgQIBApQUEAJXufo0nQIAAAQIECBComoAAoGo9rr0ECBAgQIAAAQKVFhAAVLr7NZ4AAQIECBAgQKBqAgKAqvW49hIgQIAAAQIECFRaQABQ6e7XeAIECBAgQIAAgaoJCACq1uPaS4AAAQIECBAgUGkBAUClu1/jCRAgQIAAAQIEqiYgAKhaj2svAQIECBAgQIBApQUEAJXufo0nQIAAAQIECBComoAAoGo9rr0ECBAgQIAAAQKVFhAAVLr7NZ4AAQIECBAgQKBqAgKAqvW49hIgQIAAAQIECFRaQABQ6e7XeAIECBAgQIAAgaoJCACq1uPaS4AAAQIECBAgUGkBAUClu1/jCRAgQIAAAQIEqiYgAKhaj2svAQIECBAgQIBApQUEAJXufo0nQIAAAQIECBComoAAoGo9rr0ECBAgQIAAAQKVFhAAVLr7NZ4AAQIECBAgQKBqAgKAqvW49hIgQIAAAQIECFRaQABQ6e7XeAIECBAgQIAAgaoJCACq1uPaS4AAAQIECBAgUGkBAUClu1/jCRAgQIAAAQIEqiYgAKhaj2svAQIECBAgQIBApQUEAJXufo0nQIAAAQIECBComoAAoGo9rr0ECBAgQIAAAQKVFhAAVLr7NZ4AAQIECBAgQKBqAgKAqvW49hIgQIAAAQIECFRaQABQ6e7XeAIECBAgQIAAgaoJCACq1uPaS4AAAQIECBAgUGkBAUClu1/jCRAgQIAAAQIEqiYgAKhaj2svAQIECBAgQIBApQUEAJXufo0nQIAAAQIECBComoAAoGo9rr0ECBAgQIAAAQKVFhAAVLr7NZ4AAQIECBAgQKBqAgKAqvW49hIgQIAAAQIECFRaQABQ6e7XeAIECBAgQIAAgaoJCACq1uPaS4AAAQIECBAgUGkBAUClu1/jCRAgQIAAAQIEqiYwpGoN1t7GAoMHD268wFwCBAi0ScB+p02wiiVQEQH7kNY7WgDQul1HrTl69Og0aNCgjmqTxhAgUGyBMWPGFLuCakeAQKEFir4P2blzZ2H9BACF7ZqBrdiWLVsGdoO2RoBA5QU2b95ceQMABAi0LlD0fciIESNab1yb1xQAtBm4LMUXOUoti6F6EiCQT8B+J5+X3AQIdBewD+nukeeTm4DzaMlLgAABAgQIECBAoOQCAoCSd6DqEyBAgAABAgQIEMgjIADIoyUvAQIECBAgQIAAgZILCABK3oGqT4AAAQIECBAgQCCPgAAgj5a8BAgQIECAAAECBEouIAAoeQeqPgECBAgQIECAAIE8AgKAPFryEiBAgAABAgQIECi5gACg5B2o+gQIECBAgAABAgTyCAgA8mjJS4AAAQIECBAgQKDkAgKAkneg6hMgQIAAAQIECBDIIyAAyKMlLwECBAgQIECAAIGSCwgASt6Bqk+AAAECBAgQIEAgj4AAII+WvAQIECBAgAABAgRKLiAAKHkHqj4BAgQIECBAgACBPAICgDxa8hIgQIAAAQIECBAouYAAoOQdqPoECBAgQIAAAQIE8ggIAPJoyUuAAAECBAgQIECg5AICgJJ3oOoTIECAAAECBAgQyCMgAMijJS8BAgQIECBAgACBkgsIAEregapPgAABAgQIECBAII+AACCPlrwECBAgQIAAAQIESi4gACh5B6o+AQIECBAgQIAAx0tJzQAAMbBJREFUgTwCAoA8WvISIECAAAECBAgQKLmAAKDkHaj6BAgQIECAAAECBPIICADyaMlLgAABAgQIECBAoOQCAoCSd6DqEyBAgAABAgQIEMgjIADIoyUvAQIECBAgQIAAgZILCABK3oGqT4AAAQIECBAgQCCPgAAgj5a8BAgQIECAAAECBEouIAAoeQeqPgECBAgQIECAAIE8AgKAPFryEiBAgAABAgQIECi5gACg5B2o+gQIECBAgAABAgTyCAgA8mjJS4AAAQIECBAgQKDkAgKAkneg6hMgQIAAAQIECBDIIyAAyKMlLwECBAgQIECAAIGSCwgASt6Bqk+AAAECBAgQIEAgj4AAII+WvAQIECBAgAABAgRKLiAAKHkHqj4BAgQIECBAgACBPAICgDxa8hIgQIAAAQIECBAouYAAoOQdqPoECBAgQIAAAQIE8ggIAPJoyUuAAAECBAgQIECg5AICgJJ3oOoTIECAAAECBAgQyCMgAMijJS8BAgQIECBAgACBkgsIAEregapPgAABAgQIECBAII+AACCPlrwECBAgQIAAAQIESi4gACh5B6o+AQIECBAgQIAAgTwCAoA8WvISIECAAAECBAgQKLmAAKDkHaj6BAgQIECAAAECBPIIDMmTWd73CmzZsiW99tprad26dWns2LHpsMMOSwcffPB7MzYxZ+fOnWn79u195hw0aFAaOXJkn3ksJECAAAECBAgQINCbgACgN5l+5m/atCndd9996Yc//GHavXt3t9zHHXdcuuSSS9KkSZO6ze/vw7Jly9Jtt93WZ7ZDDz00XXvttX3msZAAAQIECBAgQIBAbwKGAPUm08f8OEv/5S9/OT322GNp8ODB6dRTT03z5s1LH/7wh7Oz8ytWrEg33HBDeuWVV/oo5b2L1qxZ896Z5hAgQIAAAQIECBDYhwKuALSAeffdd6c33ngjG/Lz2c9+Nk2cOLFeykUXXZS+9rWvpTiYv+WWW9IXv/jF+rL+JmoBwPz589OsWbMaZo8hQBIBAgQIECBAgACBVgVcAcgpt2vXrvTEE09ka1188cXdDv5j5pgxY9Kll16aLX/55ZezQCH70MQ/kT/S0UcfnUaNGtXwx/j/JiBlIUCAAAECBAgQ6FVAANArTeMFr776anr77bezhcccc0zDTFOmTEm1M/XNDgOKm4i3bduWlXfkkUc2LNdMAgQIECBAgAABAnsrYAhQTsHJkyenr3zlKyme/hNn+xulX/ziF/Ubgw866KBGWd4zrzb8J27yHTFiRLZ869atWSBR+/yelcwgQIAAAQIECBAgkFNAAJATLLLH2f3eDv5j+Q9+8IP4lYYOHZoiYGgm1Yb/xP0EixYtSo888kjauHFjtuohhxySTjnllHThhRdmZTZT3ltvvVVfv5n8cTNz7apFM/nlIUCAwN4KDBniv6C9NbQ+gSoLFH0fUuTjKnvfffyX89JLL6WHHnooK3Xu3LnZU4Ka2UTtCsAzzzyT4idSXD2IICCGBy1evDg99dRT6Zprrsnm91fm888/n2666ab+stWXf+lLX0rDhg2rfzZBgACBdgsY7thuYeUT6GyBou9DNm/eXNgOEADsw65Zu3Zt9gSgHTt2pKOOOiqdd955TZdeCwAimo13CMycOTO7CTjuN4irAfHOgXjh2O23356uvvrqpsuVkQABAgQIECBAgEBXAQFAV429mI4hPF//+tezewPiTcBXXXVV02f/Y7Pnn39+dqb/hBNOSMcee2y9JnFWfvbs2dnQnzvvvDO7OvDcc8+lGTNm1PM0mhg3blz6wAc+0GhRw3lxA/I777zTcJmZBAgQaIfAm2++2Y5ilUmAQEUEir4P2blzZ2F7QgCwD7pm+fLl6eabb07xgrAJEyakT3/60ynG7edJZ511Vp/ZY/nChQuzAGPVqlX9BgBTp05Nn/zkJ/sss+vCKFMiQIDAQArEVVOJAAECrQoUfR8yevToVpvW9vUEAHtJ/KMf/Sh961vfSvF+gDjo/r3f+70+bxBudXMHHHBAmjRpUvrpT3+a4lGkEgECBAgQIECAAIFWBAQAraj9/3XijPz999+ffTr55JPTlVde2dYbaXfv3p1ta/jw4XtRa6sSIECAAAECBAhUWUAA0GLvx4F/BACRzj333PTRj340xVn6VlIMIYqrCDGW7brrrku9XTKKm4AjHXbYYa1sxjoECBAgQIAAAQIEUmtHrBWHi8d01g7+L7jggvSxj32s5YP/oIx3BWzYsCF7w/CTTz7ZUHfp0qXZ+P8IMk466aSGecwkQIAAAQIECBAg0J+AKwD9CfVYHk/Kueuuu7K573vf+7IXdPU1Jn/s2LFp5MiRWf54pv+DDz6YTZ922mlp2rRp2XTkiSFE8Zz/e++9N02ZMiX7yRbu+WfFihXp7rvvzj6eeeaZKV4WJhEgQIAAAQIECBBoRUAAkFMt3vL7xhtvZGutXLkyXX/99X2WcNlll6UzzjgjyxNDfJYsWZJNx1n/WgAQMz7xiU+kG264Ia1fvz7deOON2VN+xo8fn93w+8ILL6QY/x9n/hcsWJCt7x8CBAgQIECAAAECrQgIAHKqvfjiiznXaC77qFGj0he+8IXspuJ48dezzz5bXzGuEMRjQOfNm5eK/FrpeoVNECBAgAABAgQIFFZg0J4zy+8+WqawVaxexeJNwvFs202bNmWP/oyXerU7leE9AHPnzm03g/IJEBhAgUWLFg3Y1uw/BozahggMmMBA7kNaaVQ81CXeD1XE5ApAAXtlyJAh6fDDD89+Clg9VSJAgAABAgQIECixgKcAlbjzVJ0AAQIECBAgQIBAXgEBQF4x+QkQIECAAAECBAiUWEAAUOLOU3UCBAgQIECAAAECeQUEAHnF5CdAgAABAgQIECBQYgEBQIk7T9UJECBAgAABAgQI5BUQAOQVk58AAQIECBAgQIBAiQUEACXuPFUnQIAAAQIECBAgkFdAAJBXTH4CBAgQIECAAAECJRYQAJS481SdAAECBAgQIECAQF4BAUBeMfkJECBAgAABAgQIlFhAAFDizlN1AgQIECBAgAABAnkFBAB5xeQnQIAAAQIECBAgUGIBAUCJO0/VCRAgQIAAAQIECOQVEADkFZOfAAECBAgQIECAQIkFBAAl7jxVJ0CAAAECBAgQIJBXQACQV0x+AgQIECBAgAABAiUWEACUuPNUnQABAgQIECBAgEBeAQFAXjH5CRAgQIAAAQIECJRYQABQ4s5TdQIECBAgQIAAAQJ5BQQAecXkJ0CAAAECBAgQIFBiAQFAiTtP1QkQIECAAAECBAjkFRAA5BWTnwABAgQIECBAgECJBQQAJe48VSdAgAABAgQIECCQV0AAkFdMfgIECBAgQIAAAQIlFhAAlLjzVJ0AAQIECBAgQIBAXgEBQF4x+QkQIECAAAECBAiUWEAAUOLOU3UCBAgQIECAAAECeQUEAHnF5CdAgAABAgQIECBQYgEBQIk7T9UJECBAgAABAgQI5BUQAOQVk58AAQIECBAgQIBAiQUEACXuPFUnQIAAAQIECBAgkFdAAJBXTH4CBAgQIECAAAECJRYQAJS481SdAAECBAgQIECAQF4BAUBeMfkJECBAgAABAgQIlFhAAFDizlN1AgQIECBAgAABAnkFBAB5xeQnQIAAAQIECBAgUGIBAUCJO0/VCRAgQIAAAQIECOQVEADkFZOfAAECBAgQIECAQIkFBAAl7jxVJ0CAAAECBAgQIJBXQACQV0x+AgQIECBAgAABAiUWEACUuPNUnQABAgQIECBAgEBeAQFAXjH5CRAgQIAAAQIECJRYQABQ4s5TdQIECBAgQIAAAQJ5BQQAecXkJ0CAAAECBAgQIFBiAQFAiTtP1QkQIECAAAECBAjkFRAA5BWTnwABAgQIECBAgECJBQQAJe48VSdAgAABAgQIECCQV2BI3hXk70yBkSNHdmbDtIoAgcIK2O8UtmtUjEApBOxDWu8mAUDrdh215qBBgzqqPRpDgEDxBex3it9HakigyAJF34cUuX4CgCJ/swewbm+++eYAbs2mCBAgkJL9jm8BAQJ7I1D0fcjo0aP3pnltXdc9AG3lVTgBAgQIECBAgACBYgkIAIrVH2pDgAABAgQIECBAoK0CAoC28iqcAAECBAgQIECAQLEEBADF6g+1IUCAAAECBAgQINBWAQFAW3kVToAAAQIECBAgQKBYAgKAYvWH2hAgQIAAAQIECBBoq4AAoK28CidAgAABAgQIECBQLAEBQLH6Q20IECBAgAABAgQItFVAANBWXoUTIECAAAECBAgQKJaAAKBY/aE2BAgQIECAAAECBNoqIABoK6/CCRAgQIAAAQIECBRLQABQrP5QGwIECBAgQIAAAQJtFRAAtJVX4QQIECBAgAABAgSKJSAAKFZ/qA0BAgQIECBAgACBtgoIANrKq3ACBAgQIECAAAECxRIQABSrP9SGAAECBAgQIECAQFsFBABt5VU4AQIECBAgQIAAgWIJCACK1R9qQ4AAAQIECBAgQKCtAgKAtvIqnAABAgQIECBAgECxBAQAxeoPtSFAgAABAgQIECDQVgEBQFt5FU6AAAECBAgQIECgWAICgGL1h9oQIECAAAECBAgQaKuAAKCtvAonQIAAAQIECBAgUCwBAUCx+kNtCBAgQIAAAQIECLRVQADQVl6FEyBAgAABAgQIECiWgACgWP2hNgQIECBAgAABAgTaKiAAaCuvwgkQIECAAAECBAgUS0AAUKz+UBsCBAgQIECAAAECbRUQALSVV+EECBAgQIAAAQIEiiUgAChWf6gNAQIECBAgQIAAgbYKCADayqtwAgQIECBAgAABAsUSEAAUqz/UhgABAgQIECBAgEBbBQQAbeVVOAECBAgQIECAAIFiCQgAitUfakOAAAECBAgQIECgrQICgLbyKpwAAQIECBAgQIBAsQQEAMXqD7UhQIAAAQIECBAg0FYBAUBbeRVOgAABAgQIECBAoFgCAoBi9YfaECBAgAABAgQIEGirgACgrbwKJ0CAAAECBAgQIFAsAQFAsfpDbQgQIECAAAECBAi0VUAA0FZehRMgQIAAAQIECBAoloAAoFj9oTYECBAgQIAAAQIE2iogAGgrr8IJECBAgAABAgQIFEtAAFCs/lAbAgQIECBAgAABAm0VEAC0lVfhBAgQIECAAAECBIolIAAoVn+oDQECBAgQIECAAIG2CggA2sqrcAIECBAgQIAAAQLFEhAAFKs/1IYAAQIECBAgQIBAWwWGtLX0ChS+bdu2tGbNmrRx48Y0efLkNGnSpHTAAXsXV7WjzAp0hSYSIECAAAECBAg0ISAAaAKptywPPvhgeuCBB9L27dvrWYYPH57mzZuXZs+eXZ+XZ6IdZebZvrwECBAgQIAAAQKdLSAAaLF/77vvvrRo0aJs7RNPPDE7+x9XApYvX57uueee9Oabb6YFCxbkKr0dZeaqgMwECBAgQIAAAQIdLyAAaKGL40C/dvB/+eWXp9NPP71eyrJly9Ktt96a4kz+zJkz09SpU+vL+ppoR5l9bc8yAgQIECBAgACBagrs3WD1apqlxYsXZy2fPn16t4P/mHnaaadlB/4x/fDDD8evplI7ymxqwzIRIECAAAECBAhUSkAAkLO7d+/enZ599tlsra5n/rsWE0FApMcffzzFDb39pXaU2d82LSdAgAABAgQIEKimgAAgZ7+//vrr9YP6448/vuHatfk7duxIL7/8csM8XWe2o8yu5ZsmQIAAAQIECBAgUBMQANQkmvy9du3aes5Ro0bVp7tOHHjggWnIkHdvr4iD+/5SO8rsb5uWEyBAgAABAgQIVFPATcA5+732yM941v+IESN6XTuWbd68uX61oNeMexa0o8yXXnopff/73+9rs92WXXTRRfWgpdsCHwgQINAmgQkTJrSpZMUSIFAFgaLvQ2IkSFGTACBnz9TG9I8cOTINGjSo17Xj6kAEAG+//XaveWoL2lHmhg0b0tKlS2ub6Pf3pZdemoYNG9ZvPhkIECCwrwRGjx69r4pSDgECFRQo+j4kjgOLmgQAOXtm6NChTa0RN/ZGauatwO0os6lKlizT888/X7Iaqy4BAkURsP8oSk+oBwECRRAQAOTshXHjxmVrbN26tc81a8vjzcD9pXaUecwxx6Q//uM/7m/T9eVxH0JfVzTqGU0QaKPAxIkTs6FoEUC/8sorbdySogkQ6DSB+P92/PjxWbM2bdqUtmzZ0mlN1J6SCcQ9oUVNAoCcPVM7WN+1a1c2dr+3A/x4E3Ckvu4TqG26HWXGEKUpU6bUNtHv71WrVvWbRwYC7RaoXTmL380Mn2t3fZRPgEB5BGoP34ga79y50z6kPF3XsTUt8tBqTwHK+bWrHazHar2dXYgx/REgRIozmv2ldpTZ3zYtJ0CAAAECBAgQqKaAACBnv8fNvWPGjMnWeu655xquXXtRWJyNOPLIIxvm6TqzHWV2Ld80AQIECBAgQIAAgZqAAKAmkeP3rFmzstzLli1ruFZt/owZM5p+tGY7ymxYOTMJECBAgAABAgQqLSAAaKH7zz777BRP7lm5cmVauHBhtxKWLFmSnn766WzenDlzui3buHFjuuuuu7KfnmPuWy2z2wZ8IECAAAECBAgQINCPgJuA+wFqtDiG7MyfPz/dc8896f77708//vGP09SpU9OaNWvS6tWrs1Xmzp2bpk+f3m31uDE4AoRIkydPTtOmTcum459Wy6wXYIIAAQIECBAgQIBAEwICgCaQGmWZPXt2OvTQQ9Mdd9yRXn755ewn8sWB/AUXXJDOOeecRqv1Oa8dZfa5QQsJECBAgAABAgQqJzBoz+P23n1jVeWavu8aHEN74pnl8TSfeC11sy/26qsG7Sizr+31HJLUV17LCLRL4Igjjsj+fuIpWrWrae3alnIJEOgsgXj8de3Jexs2bEjx/6hEYH8KxJuK47iwiMkVgH3QK3Hg3/VRnvugyKy8fV3mvqiXMggQIECAAAECBMot4Cbgcvef2hMgQIAAAQIECBDIJSAAyMUlMwECBAgQIECAAIFyCwgAyt1/ak+AAAECBAgQIEAgl4AAIBeXzAQIECBAgAABAgTKLSAAKHf/qT0BAgQIECBAgACBXAICgFxcMhMgQIAAAQIECBAot4AAoNz9p/YECBAgQIAAAQIEcgkIAHJxyUyAAAECBAgQIECg3AICgHL3n9oTIECAAAECBAgQyCUgAMjFJTMBAgQIECBAgACBcgsIAMrdf2pPgAABAgQIECBAIJeAACAXl8wECBAgQIAAAQIEyi0gACh3/6k9AQIECBAgQIAAgVwCAoBcXDITIECAAAECBAgQKLeAAKDc/af2BAgQIECAAAECBHIJCABycclMgAABAgQIECBAoNwCAoBy95/aEyBAgAABAgQIEMglMGj3npRrDZkJECDQJoHFixenrVu3psGDB6f58+e3aSuKJUCgEwV+/vOfp2XLlmVNO/7441P8SAQINBYY0ni2uQQIEBh4gUcffTStW7cuDRkyRAAw8Py2SKDUAq+++mp68MEHszbEPkQAUOruVPk2CxgC1GZgxRMgQIAAAQIECBAokoAAoEi9oS4ECBAgQIAAAQIE2iwgAGgzsOIJECBAgAABAgQIFElAAFCk3lAXAgQIECBAgAABAm0WEAC0GVjxBAgQIECAAAECBIokIAAoUm+oCwECBAgQIECAAIE2CwgA2gyseAIECBAgQIAAAQJFEhAAFKk31IUAAQIECBAgQIBAmwUEAG0GVjwBAgQIECBAgACBIgl4E3CRekNdCFRcYNKkSWn48OHZm4ArTqH5BAjkFBg5cmQ64ogjsrXGjh2bc23ZCVRLYNDuPalaTdZaAgQIECBAgAABAtUVMASoun2v5QQIECBAgAABAhUUEABUsNM1mQABAgQIECBAoLoCAoDq9r2WEyBAgAABAgQIVFBAAFDBTtdkAgQIECBAgACB6goIAKrb91pOgAABAgQIECBQQQEBQAU7XZMJECBAgAABAgSqK+A9ANXtey0nQKAPgfXr16fVq1enoUOHphNPPLGPnBYRIECAAIFyCbgCUK7+UlsClRTYtWtXevTRR9Py5csHrP0//elP080335xuv/32AdumDRHYHwL74+9rb9pZtvq20tYqtLEVF+vsOwEBwL6zVBIBAm0S+OpXv5ruuOOOtHXr1jZtQbEEqitQtr+vstW3lW9WFdrYiot19p2AAGDfWSqJAIE2Cbz66qttKlmxBAiU7e+rbPVt5RtWhTa24mKdfScgANh3lkoiQIAAAQIECBAgUHgBNwEXvotUkMDACGzbti099dRTae3atWn37t3p0EMPTTNmzEhjx47ttQI/+9nP0s9//vP0xhtvpEMOOSRNnjw5TZ06NQ0ePPg962zevDmtWbMmjR49Oh111FHp7bffTi+++GKKMgYNGpTNe9/73peGDRtWX/f1119P69atSzt27Mjmvfzyy2nEiBHpoIMOSocffng2b+XKlemtt95K06dPTzt37kxPPvlkeuedd9LJJ5+c1ale2J6JLVu2pBdeeCHF2bXIe8QRR6QpU6akgw8+uGs20wQqIdDf39emTZtS/M2NGTMmHXnkkSnui/nJT36Spk2blo499tg0ZEj3Q4jYF8TfePx9xd9UrBN/X432BzXg+FuNbbz22msp6nPggQdm+57425w4cWItW/a7v/o22sfE/iF+xo8fn9U59lO1FPu8aNOqVauyNh533HHZPqy2vNHvPG2Mfdv27dszr9hvxb415kVbo22xz8rbxkZ1Mo9AKwKD9vxHv7uVFa1DgEDnCDz44INp4cKF2YFz11bFwfjcuXPT+eef33V2euWVV9Jdd92VVqxY0W1+fIj/uK+44or3/Ef67//+7+mmm25KJ5xwQrr44otTjHGNA4yuadKkSel3f/d36wf3/+f//J/00EMPdc2STZ9xxhnpsssuy6b/6q/+KvsP9VOf+lT69re/nTZs2FDP/8d//MfZAUgc7H//+99P3/ve97L/kOsZ9kwccMABad68eVkbux6oLF26NN16661ZsPGXf/mXXVcxTaAjBPr7+3r88cfT3//936cPfOAD2UHsd7/73Xq748lYV199dfY57s2Jm+WfeOKJ+vLaRAQAv/3bv/2eA91YHsHE//7f/zsL8mv5a7/jpMCsWbPSb/zGb2RP4or5/dW3to+JusXf9Ne+9rUUB/ld0wUXXJAuvPDC7IECf/d3f9dtnxfbnD9/frbP67pOTLfSxr/+67/OgpvPfe5z6d/+7d/SkiVLuhUb24t6xk/shyL118ZuBfhAYC8EBv/5nrQX61uVAIGSC9x7773ZwX88deKkk05K/+E//IfssZdx5irO7MdBfpy1jzP7keKg/cYbb8zO8sWZwch/1llnZWf74tGZcXbrscceS8cff3y3M+sxPw4o4pzDI488kp31j//gf+VXfiWNGjUqO/sXZT/33HPpnHPOyZbHf4qHHXZYdqUgDuJPPfXUdNppp6U4UxdXKCI9/PDD6c0338zOPMYZtnHjxmVXEaJuCxYsyMqJ4Oa+++7LriTEwcy5556bPvjBD2ZXE+KMZRyIvPTSS1nZWaF7/omzknFAMXz48KyNtfl+E+gUgf7+viLQjytq8TcbvyNFkB5/b3FSIM7wxwF2HOjGme2RI0em8847L/v7jf1FXHGLv6sf/vCHaebMmdl+pGb39NNP1w/Q42rd7Nmz06/92q+lo48+OgvSI5CPK4Sx75m254pDpP7qW9vHxL4s9jFx1v1DH/pQdtIh9mWxT4sz/nFFMU5gxFXEs88+Ox1zzDEprh5EfWNfEPXpeuWz1TbGk8tqVyViXxInP84888xsXxoBRSyL+sS+LE6cNNPGLJN/COwDge7X7/ZBgYogQKA8AnE5+5//+Z+zCl900UXdzvTHQf0tt9ySli1blv7pn/4p+48rzpDHmb44AIj/PK+55ppu/1HGgXuc5Y+gIZ7a8/nPf75+ZqumEv8Rx0HEH/7hH2YHDLX58Z/jN7/5zSzoeP7559P73//+LIiIQCLOnMUwnzh4j4ChUYqDlThbGAFJpAgm4gxbHEQ88MAD2byPf/zj2cFJ9mHPP3HAEYFA1PmZZ57JzmCecsoptcV+E+hogfjbaubvK4bexNCZOJMdB8bx918bqhdX1eJgPYb8/NEf/VG3/UEcXP/DP/xDFkh/5zvfSZ/+9KfrnrX9zoc//OH0n/7Tf6rPj4lYL87Ox5DECB4iYI/UbH1j2GAME4z9T5wIiBRn/v/7f//v6Re/+EWKK57xd37llVfW90+xzeuvvz7bb8R2I7ippVbbWFs/gqDf+q3fyvahtXlz5sxJX/7yl7MTDT/4wQ/S6aefni1qto21cvwm0KrAu9ecWl3begQIlFognqsfZ/fiDFScueuZIiiojbePs+txtjz+c4z00Y9+tNt/9jEvzpb/x//4H7MD7ziD3mhIQOSLIUBxtrBrijN1tYOKVp6AEQFJHPzHQX/8xJWASHHwH2cEY7xtBCg9U5zti6sKkeIqgUSAwHsFIriunRWPK3bxgryNGzdmQ+si9yWXXFJfXls78lx66aXZQXbsa+IqQaS4/yfGvsd9BD2HF9bWjauRkWIbraTYbu3gP9aPqwexvVqK9sS8Woo21a5yRgBRS622sbZ+/I57nuLMf9cU9zrEPi9SnLyQCAy0wC+//QO9ZdsjQGC/C8QBfaQ4C971P8NaxeLGuRj//gd/8AfZWfvagXkcCMQNwo1SDNmJm3kjRRDQKNX+o+25LLYXKW4MzJvijF0c+PdMtf9cf/VXf7Xnovrn2rI40xkHJxIBAt0Fup4Rry2JK4gRXMe+I85cN0qxr6jdsF/bH0SgH/fwfOYzn0kTJkx4z2pxlbD2dxtD/1pJMaynZ6q1IU4+1PY1XfPEyY5IMVSollptY239+N2O/V3X8k0TaEXAEKBW1KxDoEMEagFAs0/BqQUAXZ+k0YgilsfTdmJMbs8UTw7pemau6/K4ghCplWcT1O4J6FpejPWNg4lIfdW560FIXOmojcftWpZpAlUViAP8RgfM8bcSKf5eY3hNb6l2I24E2D1TPKEnrgz8v/buBGSK+o/j+FdNycqiosvMlA5LQ6OiSMgshIcoLH0gyk7QVBA66L6IKCK0i4IiUPlrkF0ekVlZliFZJpKlPmVRWUa33UVltf/5/Og3zbM7s7vPPrP7zIzvHzzPzvnb37yG3Z3frQd+fV/omOiEf418F+g7xn+XRN/Pd/L3NRnRfVr2+6Pb07jGpO9Xn8ZGrjGaRpYRaESADEAjapyDQEEE/MNxeXOcpMvzo/aourxa8PGprXB5ULOAZgR1FiwP6mTnf1yrpdmnV+fHpbk8XtYR2JEE9PmIqyFUe3of/FC9fj36qs+8/qIP9vru+V/QP0B9dKJBn2M1y1MHXo3E1Uio9R0TV1OY9D7duUYfp2/a6Nd5RSALAmQAsnAXSAMCPSSgkimVuPkH+1rJ8KWA0R/FuHP8UJxxD+Vxxzdrm/oBqFRPzQiUZrXFjQs+vdrX02mOSx/bEMiigC/Z1vdCVwYUVI2AhuhU6boyF2PHjrUhwUg/qnnzpfOrV69uOAOQplWj15hmGogLgWYIkAFohipxIpATATWbUQbA1wTEJVsj86hUXKNk+GY2Ol4P1XFV5orDN/3xGYa4eFuxTaWWat6j9Kj5kkoW44JPr0oGfTvguOPYhgAC/wn4SazUaVal+9GatP+OMjcUqGrgfIZco3z5pjXqX+T7CETP8c0N1cegJ0Oj19iTaea9EahHgE7A9ShxDAIFFfCddTXUp4bZLA8aF1tj93d0dLgfd42ko4d+dZLT0HVxQcNp+h/vpAfuuPOqbfPND6o1M0g633cG1HwBSZ2L/ZCEGoM86SEmKX62I5B3gUY/X+pUq9FsFPxnqNxC4+rPnDnT9RFYs2aN261hMRVU26YhgcuDOuL7SQbjMgCNprf8fepZb/Qa64m72jGtvMZq6WBfcQXIABT33nJlCNQUUNW7SrxVevfoo492GgFHP8KapVMl/fqRVhW9SvT9OPsaMlOTdkWDftg1/r+CZuPUA3UawT9kqL2wb9Nfb7ya2VOd7dQESDP7RjM6urZFixa5dsjqOKgZQgkI7GgCjX6+VKqv8fUVlAEob7OvpoX6DlHQw74f9tLXJKqAQRNkRYMy+bNnzw5HENO6PqfR0Gh6o3HUu9zoNdYbf9JxrbzGpDSwvdgCNAEq9v3l6hCoKqDOaRove+7cua6kXyP36KFdD8MqgdNDs36IJk+eHA6x2dbW5vbpYfyhhx5yGQNV4atZkM7Xj7Um8dI5vhSraiLq2Dlw4EDXjEel+JplWJOGTZkypY4zzY04pDHKFyxY4OYl0MybukZ1FNQIJGq+oOudOnVqp3HC64qcgxAogEB3Pl8qRFBBgJr1KIP9yiuvuEm01Kxuy5YtLsOuz9oll1ziPnPi0qzAmlxLn705c+a4OTr0mdQwofpMKpOuibF8hkIzjPtMg87vTnp1fldDI9fY1fcoP77V11j+/qwXX4AMQPHvMVeIQFUBTbhz3XXXuRoA/fiqyY8PetBub293k/b4bcoQaEZQzaapUj8N4ecn+NG+0aNHu0nCao3E4eOr51Uz+KqjrjIdasbjxwiv51wdo4cJdQDWLMZK6/r168NTtX38+PEu0xJuZAGBHUigO58vNQnUDL+rVq1yD/UaWtgPLyxC1QSqFi7aAV8j/EyfPt2efPJJV5ig7x39qQ/O4MGDTelRjaM+78pIaELB6IRh3UlvI7e1kWts5H2i57T6GqPvzfKOIdArqE4v7RiXylUigEAtAf9wrVJ8TehVT3t41RLoR1pV5eow18wh79QsSc0K1Jmw0QyGrlF9FNSPQXMD9HRH5Vr3hP0ItEogjc+Xht7V50uFAeqAX+s7RDPtqvZQn2c1NezK90ca6W3EtqvX2Mh7+HN66hr9+/NaXAEyAMW9t1wZAggggAACCCCAAAIVAnQCriBhAwIIIIAAAggggAACxRUgA1Dce8uVIYAAAggggAACCCBQIUAGoIKEDQgggAACCCCAAAIIFFeADEBx7y1XhgACCCCAAAIIIIBAhQAZgAoSNiCAAAIIIIAAAgggUFwBMgDFvbdcGQIIIIAAAggggAACFQJkACpI2IAAAggggAACCCCAQHEFyAAU995yZQgggAACCCCAAAIIVAiQAaggYQMCCCCAAAKdBcaNG+dmqh00aFDnHawhgAACORTYKYdpJskIIIAAAgi0VGDbtm321Vdf2U478bPZUnjeDAEEmiJADUBTWIkUAQQQQAABBBBAAIFsCpAByOZ9IVUIIIAAAggggAACCDRFgAxAU1iJFAEEEEAAAQQQQACBbAqQAcjmfSFVCCCAAAIIIIAAAgg0RYDeTE1hJVIEEECg+AJr1qyx2bNn27p16+zTTz+1AQMG2KGHHmonnXSSXX755bb77rtXRXjjjTds/vz51tHRYe+9957tscceNnLkSPc3efJkGzhwYOz5r732mj3yyCNu32233Wb77LOPvfTSS/biiy/a66+/7uI64ogj7JhjjrHzzz/fjjvuuNh4ohs3bdpk9913n61du9Y+++wzGz58uLuOSZMm2YgRI6KHsowAAgjkX6BEQAABBBBAoAsCP/30U2nixIml4Bcw8W+vvfYqLVmyJDbWL7/8snTBBReUevXqlXj+nnvuWQoe8mPPDzId4XkffPBB6fbbbw/Xy9PUt2/f0r333hsbj994ww03JKZlt912Ky1durR09NFHu/cIRgHyp/GKAAII5Fagl1Ke/2wMV4AAAggg0AqBP//800444QRbv369ezuV+re3t7vS9n/++ceWLVtmy5cvd/v69+9vK1eutOOPPz5M2t9//22jR4+2N998021Tqf/48ePt2GOPtR9//NFWr15tL7zwQnj8VVddZbNmzQrXtTBnzhybMmWK2zZhwgRbvHixBQ/61tbWZkcddZRt3brVXn75Zfviiy/C855//nm3P9zw78I111wTxt+7d29TfEpfkMlxcaxatcr69OljO++8s/36669uGNDt27eXR8M6AgggkC+B3GZdSDgCCCCAQMsFbrnllrC0PWiuU3r//fcr0nD33XeHxwTNcDrtj5bWB01zSh999FGn/Vp56qmnSkHzIRdH8PBdCpoYdTomWgMQ/OKWgof+UtCEp9MxQUaldOqpp4bpOOOMMzrt18o777xTUvyKQ+8XZF4qjgkyH6UgYxDGo+MJCCCAQN4FqAHIV36N1CKAAAI9JvD777/b3nvvbb/99puptFzt5tXWPi6MHTvWXn31Vbfr3XffdcfpddSoUaYS9F133dU+/PBD22+//eJOt7lz55r6ASioBkH9BYImQ249WgOgdKgvQlw7/++//97N3qtaC9UQ/PHHH2Eciujcc8+1xx57zMV511132ZVXXumWy/9dfPHFNm/ePLdZtQF//fVX+SGsI4AAArkSYBSgXN0uEosAAgj0nIA62urhX+Gcc85JfPjX/quvvtpmzJhh999/v6kpkILO981nLrvsssSHfx170UUX2ZFHHqlF11woaOvvlsv/nXLKKbEP/zou6EfgOvNqWe+rZj0+6CFezYIUgv4KNm3aNL+r4vX66693GZ6KHWxAAAEEcirAKEA5vXEkGwEEEGi1gC/R1/uqhL9aOP30001/0aCRfnwo3+e3+1eVtJ922mmmWgMFnXv44Yf73eGrRh2qFvRw74NqAnx4++237YcffnCr6n8QdPb1uypehw0b5kY3Cpo7VexjAwIIIJBHAWoA8njXSDMCCCDQAwLB6D3huw4ePDhcrnfBP8zr+CFDhtQ8bejQoeExmzdvDpejCwcffHB0tWK5X79+4TZ1UvYh2kF40KBBfnPiaz3HJJ7MDgQQQCBjAmQAMnZDSA4CCCCQVYFvvvkmTNqBBx4YLte74EvQg6E07YADDqh5WvSh+5NPPok9vtZcA7EnBRuj15I030D03IMOOii6yjICCCCQawEyALm+fSQeAQQQaJ2AOgD7oCE7uxp8cxy1v//ll19qnr5t27bwGA0XmmbQ8KU++KZAfj3ulY6/cSpsQwCBvAqQAcjrnSPdCCCAQIsFou3tNVtutRAMkVcxWs5hhx0WnrJly5ZwOWkheoxm+00z7L///mF0msW4Vkiqgah1HvsRQACBLAqQAcjiXSFNCCCAQAYFohmApFF5fLI1NKcmz1Jbfw2xqRDNAGzYsMEfmvgajNMf7ou+d7ixGwsjRoxwk3opio6ODlOGJSlon4YsJSCAAAJFESADUJQ7yXUggAACTRbQWPt+LP6HH37YoqPqlL/1c889Z5r1VyXnhxxyiNt94oknhofdeeedFu2UG+74d0EZhGeeecatqbnOuHHjyg/p1rqGCNUQogp6uF+0aFFifAsXLuw0q3DigexAAAEEciJABiAnN4pkIoAAAj0toHH5NT6/gpoABbPkxiYpmN3X7rnnHrdPE361tbW55TPPPNPGjBnjlvWA72sGyiP5+eef7dJLLw1L5TXngGoT0g6ap8CHG2+80b7++mu/Gr5+9913dvPNN4frLCCAAAJFECADUIS7yDUggAACLRK44447wjHzb7rpJtMsuW+99ZabaEsdgx9//HE7+eSTw06+Dz74oO2yyy5h6h544AHTGP8K1157rU2aNMlN9KVZetXpd+nSpW5ir5UrV7pj1IQoKaPhDujGP2VI9KegYUZVw/H000+brkOThj377LOmOQI0B4Gv+ejG23EqAgggkBkBJgLLzK0gIQgggED2BTR85+LFi11NwOeff27z5s1zf3379g1n+fVXccUVV9iFF17oV93ryJEjXSZh+vTp9u2339qCBQvcn4YGLR9pR+301fwm7RGAogmaP3++TZw40VasWGFbt261s846K5z11zdR0oRkaob0xBNPkBGI4rGMAAK5FaAGILe3joQjgAACPSOg9vhqwnPeeeeFtQHbt28PEzN8+HBbvnx52Awo3PHvQnt7u23cuNHOPvvs8Pzow7/G3L/11ltdzYBm4W1m0DwCy5YtM9Vs7Lvvvu6t9OCvPzVfUg3HkiVLOtViNDM9xI0AAgi0QqBXMLpB8tAHrUgB74EAAgggkFsB/YSozb8yBHqYVj+Beib58hes8z/++GN3vmoBNLOvMhC9e7e+fErNkDZt2uTSo6ZHo0aNCkcK8unlFQEEECiCABmAItxFrgEBBBBAAAEEEEAAgToFWl/EUmfCOAwBBBBAAAEEEEAAAQTSFyADkL4pMSKAAAIIIIAAAgggkFkBMgCZvTUkDAEEEEAAAQQQQACB9AXIAKRvSowIIIAAAggggAACCGRWgAxAZm8NCUMAAQQQQAABBBBAIH0BMgDpmxIjAggggAACCCCAAAKZFSADkNlbQ8IQQAABBBBAAAEEEEhfgAxA+qbEiAACCCCAAAIIIIBAZgXIAGT21pAwBBBAAAEEEEAAAQTSFyADkL4pMSKAAAIIIIAAAgggkFkBMgCZvTUkDAEEEEAAAQQQQACB9AXIAKRvSowIIIAAAggggAACCGRWgAxAZm8NCUMAAQQQQAABBBBAIH0BMgDpmxIjAggggAACCCCAAAKZFSADkNlbQ8IQQAABBBBAAAEEEEhfgAxA+qbEiAACCCCAAAIIIIBAZgXIAGT21pAwBBBAAAEEEEAAAQTSFyADkL4pMSKAAAIIIIAAAgggkFkBMgCZvTUkDAEEEEAAAQQQQACB9AXIAKRvSowIIIAAAggggAACCGRWgAxAZm8NCUMAAQQQQAABBBBAIH0BMgDpmxIjAggggAACCCCAAAKZFSADkNlbQ8IQQAABBBBAAAEEEEhfgAxA+qbEiAACCCCAAAIIIIBAZgXIAGT21pAwBBBAAAEEEEAAAQTSFyADkL4pMSKAAAIIIIAAAgggkFmB/wN8nW4Iuqsb/wAAAABJRU5ErkJggg==" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# linetype 设置线型为 虚线
bp + geom_hline(aes(yintercept=12), colour="#990000", linetype="dashed")

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

依据分类情况,加入直线

# Draw separate hlines for each bar. First add another column to dat
dat$hline <- c(9,12)
dat

##        cond result hline
## 1   control   10.0     9
## 2 treatment   11.5    12

# Need to re-specify bp, because the data has changed
bp <- ggplot(dat, aes(x=cond, y=result)) +
    geom_bar(position=position_dodge(), stat="identity")

# 对每个条形加入切割线
bp + geom_errorbar(aes(y=hline, ymax=hline, ymin=hline), colour="#AA0000")

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

bp + geom_errorbar(width=0.5, # 设置线宽度
                   aes(y=hline, ymax=hline, ymin=hline), colour="#AA0000")

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 又一次定义数据
dat_hlines <- data.frame(cond=c("control","treatment"), hline=c(9,12))
dat_hlines

##        cond hline
## 1   control     9
## 2 treatment    12

# 条形图的数据来自于 dat, 可是 线的数据来自于 dat_hlines
bp + geom_errorbar(data=dat_hlines, aes(y=hline, ymax=hline, ymin=hline), colour="#AA0000")

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

直线穿过各组数据

这里实际上是有4条线, 可是前两条线与后两条线的数值同样,看上去是两条线.

dat <- read.table(header=TRUE, text='
     cond group result hline
  control     A     10     9
treatment     A   11.5    12
  control     B     12     9
treatment     B     14    12
')
dat

##        cond group result hline
## 1   control     A   10.0     9
## 2 treatment     A   11.5    12
## 3   control     B   12.0     9
## 4 treatment     B   14.0    12

# Define basic bar plot
bp <- ggplot(dat, aes(x=cond, y=result, fill=group)) +
    geom_bar(position=position_dodge(), stat="identity")
bp

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# The error bars get plotted over one another -- there are four but it looks
# like two
bp + geom_errorbar(aes(y=hline, ymax=hline, ymin=hline), linetype="dashed")

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CAAAECBHISkADkNBpiIUCAAAECBAgQIFCygASgZGDNEyBAgAABAgQIEMhJQAKQ02iIhQABAgQIECBAgEDJAhKAkoE1T4AAAQIECBAgQCAnAQlATqMhFgIECBAgQIAAAQIlC0gASgbWPAECBAgQIECAAIGcBCQAOY2GWAgQIECAAAECBAiULCABKBlY8wQIECBAgAABAgRyEpAA5DQaYiFAgAABAgQIECBQssCIktvXPAECBAg0IPCtb30r3XDDDQ3UTGmdddZJl19+eUN1o9Jxxx2X5s+f31D9t7/97el//a//1VDdRx99NH36059uqG5U+upXv5oOOuighuqfddZZ6aqrrmqo7tixY9P06dMbqhuVjj/++PTCCy/U6w8bNiyNGDEizVv0Wn1a7c2oHXdKE/7mc7WPvb4unzMnvXTmV3ut03Hm+BNPTmPesW/HST2+f/WiC9OSm37b4/yOM4aNGpnW///O7jip1/cLvvLltGLu3F7r1GaOfMt2ab0v/G3tY6+vyxfMTy996e96rdNx5rgPfTilnbfvOMl7AgRKEpAAlASrWQIECPRF4NJLL00LFy7syyIN150xY0bDdWPHuNEE4K677kp/+tOfGm47dugbTQD+4z/+o+GkpeEA/qviHXfc0fAiS16c13AC8Oen/phWznm28bZvurHhBGDJNVenlfNfbLjtvlT88333Nlx96dw3EqdGE4Dnnuubxw3XpvSZTzUci4oECDQvIAFo3s6SBFoisPH0xn4VbUlwFVnpHX6lrMhI6yYBAgSGpoAEYGiOq14RINBmAu9617vSTTfd1FDU48aNa6herdJWW22VXn755drHXl/33nvvXud3nLnzzjuniRMndpzU6/v999+/1/kdZx5yyCHp2mvf+EW4gTJmzJgGav13lW233bbT0YU4BWittdZKLy5d9t+V/uvdiDdOeWm0jNx8chq27oRGq6e192rcetQ++6Slt9zSUNvDRvbtf+3Dt9wqrXzjdJ1Gyog3tqVGy4iNNuqbx9v2abRp9QgQ6KfAsFVvlH62YfFBFpg5c+Ygr9HqchHYYost0qZXXJNLOJWNwxGAoTX0kUBs9MbOqqNrrR/XVn63hg8fnjbffPPWI4iAwCAIuAvQICBbBQECBAgQIECAAIFcBCQAuYyEOAgQIECAAAECBAgMgoAEYBCQrYIAAQIECBAgQIBALgISgFxGQhwECBAgQIAAAQIEBkFAAjAIyFZBgAABAgQIECBAIBcBCUAuIyEOAgQIECBAgAABAoMgIAEYBGSrIECAAAECBAgQIJCLgAQgl5EQBwECBAgQIECAAIFBEJAADAKyVRAgQIAAAQIECBDIRUACkMtIiIMAAQIECBAgQIDAIAhIAAYB2SoIECBAgAABAgQI5CIgAchlJMRBgAABAgQIECBAYBAEJACDgGwVBAgQIECAAAECBHIRkADkMhLiIECAAAECBAgQIDAIAhKAQUC2CgIECBAgQIAAAQK5CEgAchkJcRAgQIAAAQIECBAYBAEJwCAgWwUBAgQIECBAgACBXAQkALmMhDgIECBAgAABAgQIDILAiEFYh1UQIECAQAMC63/t7xuopUoZAoui0eNOKKNpbRIgQCA7AUcAshsSAREgQIAAAQIECBAoT0ACUJ6tlgkQIECAAAECBAhkJyAByG5IBESAAAECBAgQIECgPAEJQHm2WiZAgAABAgQIECCQnYAEILshERABAgQIECBAgACB8gQkAOXZapkAAQIECBAgQIBAdgISgOyGREAECBAgQIAAAQIEyhOQAJRnq2UCBAgQIECAAAEC2QlIALIbEgERIECAAAECBAgQKE9AAlCerZYJECBAgAABAgQIZCcgAchuSAREgAABAgQIECBAoDwBCUB5tlomQIAAAQIECBAgkJ2ABCC7IREQAQIECBAgQIAAgfIEJADl2WqZAAECBAgQIECAQHYCEoDshkRABAgQIECAAAECBMoTkACUZ6tlAgQIECBAgAABAtkJSACyGxIBESBAgAABAgQIEChPQAJQnq2WCRAgQIAAAQIECGQnIAHIbkgERIAAAQIECBAgQKA8AQlAebZaJkCAAAECBAgQIJCdgAQguyEREAECBAgQIECAAIHyBCQA5dlqmQABAgQIECBAgEB2AhKA7IZEQAQIECBAgAABAgTKE5AAlGerZQIECBAgQIAAAQLZCUgAshsSAREgQIAAAQIECBAoT0ACUJ6tlgkQIECAAAECBAhkJyAByG5IBESAAAECBAgQIECgPAEJQHm2WiZAgAABAgQIECCQnYAEILshERABAgQIECBAgACB8gQkAOXZapkAAQIECBAgQIBAdgISgOyGREAECBAgQIAAAQIEyhOQAJRnq2UCBAgQIECAAAEC2QlIALIbEgERIECAAAECBAgQKE9AAlCerZYJECBAgAABAgQIZCcgAchuSAREgAABAgQIECBAoDwBCUB5tlomQIAAAQIECBAgkJ2ABCC7IREQAQIECBAgQIAAgfIEJADl2WqZAAECBAgQIECAQHYCEoDshkRABAgQIECAAAECBMoTkACUZ6tlAgQIECBAgAABAtkJSACyGxIBESBAgAABAgQIEChPQAJQnq2WCRAgQIAAAQIECGQnIAHIbkgERIAAAQIECBAgQKA8AQlAebZaJkCAAAECBAgQIJCdgAQguyEREAECBAgQIECAAIHyBCQA5dlqmQABAgQIECBAgEB2AhKA7IZEQAQIECBAgAABAgTKE5AAlGerZQIECBAgQIAAAQLZCUgAshsSAREgQIAAAQIECBAoT0ACUJ6tlgkQIECAAAECBAhkJyAByG5IBESAAAECBAgQIECgPAEJQBfb5cuXp9tuuy3NnDmzy5zuPy5evDg98cQTacaMGWnOnDlp5cqV3Vc0lQABAgQIECBAgEAGAiMyiCGrEK6++up01VVXpUMOOSRtueWWvcZ27bXXpmuuuSYtWbKkXm/06NHp8MMPTwcffHB9mjcECBAgQIAAAQIEchGQAHQYidtvv73Y+e8wqce306dPT5EsRNlpp53SpptummbPnp0ee+yxdNlll6XXXnstHX300T0ubwYBAgQIECBAgACBVghIAN5QX7p0afr1r3+dbrrppobGIHb0azv/J5xwQtp7773ry8WpQBdccEGKowO77bZbmjx5cn2eNwQIECBAgAABAgRaLVD5awDiF/tvf/vbxc7/sGHD0pgxY9Y4Jtddd11RZ8qUKZ12/mPinnvuWez4x/ubb745XhQCBAgQIECAAAEC2QhUOgGIX/J/8IMfpAULFqT11lsvfeYzn0mxU99bWbVqVXrkkUeKKh1/+e+4TCQBUe65554UFwkrBAgQIECAAAECBHIRqHQCEHf8GTVqVHHB75e+9KW07bbbrnFc5s6dW9+p32677bqtX5se7T/77LPd1jGRAAECBAgQIECAQCsEKn0NwIYbbpi+8Y1vpHHjxjVsP2/evHrdnpZbe+2104gRI1IkAJEwbLPNNvVlunsTpyFFvUbKBhtskCJupZoCcZqa0nqBddZZp/VBiIDAEBRo5XcrjvArBKoiUOkEYOzYsX0e59otP9daa61erxeIawleffXV+tGC3lYUdx+K04UaKXFh8Sc+8YlGqqpDgEBJApMmTSql5UWltKpRAu0jUNZ3qxGBuCGIQqAqApVOAJoZ5No5/ZE89PZrbBwdiARg2bJlzawm62UWnfjhrOMb8sEdd8KQ76IOEiBAgAABAuUJSAD6aDty5MiGlqgdSowjBWsqb3/729PWW2+9pmrF/DgFaP78+Q3VLavS2mU1rF0CbSJQ1nfQd6tNNgBhliZQ1nerkYDj/9txCq9CoAoCEoA+jvKECROKJV5//fVel6zNjycDr6lsv/32Kf4aLTNnzmy0ain1/PNYCqtG20ggju6VUXy3ylDVZjsJlPXdasRg+PDhjVRTh8CQEFjzz9NDopsD14laArBy5cpUux6gu9bjScBRGnmuQHfLm0aAAAECBAgQIECgDAEJQB9VawlALLZoUfeX7MV1ApEgRHHHnoLBfwgQIECAAAECBDIRkAD0cSDi4t7abcoeffTRbpeuPSgsbgW62WabdVvHRAIECBAgQIAAAQKtEJAANKG+//77F0vNmDGj26Vr03fYYYfieQDdVjKRAAECBAgQIECAQAsEJABNoB9wwAEp7gb01FNPpSuvvLJTCzfddFN66KGHimnTpk3rNM8HAgQIECBAgAABAq0WcBegJkYgTgM68sgj02WXXZauuOKKdP/996fJkyen2bNnp1mzZhUtHnbYYWnKlClNtG4RAgQIECBAgAABAuUJSACatD344INT3JP/kksuSc8++2zxF01FcnDEEUekAw88sMmWLUaAAAECBAgQIECgPAEJQBfbT33qU12m9Pxx1113TfG3cOHC9Nxzz6W4Q9D6669fnB7U81LmECBAgAABAgQIEGidgARgAOxjx7/j7UEHoElNECBAgAABAgQIEChFwEXApbBqlAABAgQIECBAgECeAhKAPMdFVAQIECBAgAABAgRKEZAAlMKqUQIECBAgQIAAAQJ5CkgA8hwXUREgQIAAAQIECBAoRUACUAqrRgkQIECAAAECBAjkKSAByHNcREWAAAECBAgQIECgFAEJQCmsGiVAgAABAgQIECCQp4AEIM9xERUBAgQIECBAgACBUgQkAKWwapQAAQIECBAgQIBAngISgDzHRVQECBAgQIAAAQIEShGQAJTCqlECBAgQIECAAAECeQpIAPIcF1ERIECAAAECBAgQKEVAAlAKq0YJECBAgAABAgQI5CkgAchzXERFgAABAgQIECBAoBQBCUAprBolQIAAAQIECBAgkKeABCDPcREVAQIECBAgQIAAgVIEJAClsGqUAAECBAgQIECAQJ4CEoA8x0VUBAgQIECAAAECBEoRkACUwqpRAgQIECBAgAABAnkKSADyHBdRESBAgAABAgQIEChFQAJQCqtGCRAgQIAAAQIECOQpIAHIc1xERYAAAQIECBAgQKAUAQlAKawaJUCAAAECBAgQIJCngAQgz3ERFQECBAgQIECAAIFSBCQApbBqlAABAgQIECBAgECeAhKAPMdFVAQIECBAgAABAgRKEZAAlMKqUQIECBAgQIAAAQJ5CozIMyxR5Spw//33p0/+xy8aDu+7e09Nx245uaH6n7vjzvTrWbMbqjtmxPD04PuOaahuVNr311ekFxYvaaj+3htMShe988CG6j7+8svp3dfc0FDdqPTNqbun47feqqH6X77r7vQff3p6tbpzf33latOGjRyZNjjn/NWm9zRh/mdPSysWvNjT7E7TR2y1TZr49W90mtbTh+UvzksLPv83Pc1ebfq4D/1lGvfuo1ab3t2EV84/Ny25/truZq02bdhaw9MG512w2vSeJsz/4ufSirkv9DS70/QRk7dM6ZeNfwc6LewDAQIECBDIQEACkMEgtFMIDz74YHphSWM70tGva56d03AC8KtZz6S5S5aWwvHASy833O41c55ruO5jC1/pk8f0Z2Y3nAD84ulZ3bfdjf+qhiP+z4rLn3yi4SX+fP+9Dddd8eKLadVLLzVcf+nttzWcACz93S0Nt91nj8f/kNKqxpb688KFDfdPRQIECBAgkKOAU4ByHBUxESBAgAABAgQIEChJwBGAkmCHarNTp05NW44b13D33rPF5g3XPX6rKenyp59pqP7YN04B6kt52wbrpxdeX9zQInu/UbfRsvN66/XJ47gGT4eK9R+/9ZR06VOrnwI0a/z41cIbNnLUatN6mzBi513Synlze6tSnzdi27fU36/pzfANN0xrbbTRmqrV548+8KD6+zW9GXPwtLT42qvXVO0/5w/v2z9tI3fbPa14bk5DbY+Y0tgpXA01phIBAgQIEGiBwLBVb5QWrNcq+yEwc+bMfizd/0XX/9rf978RLTQtsM1xJzS9rAUHRuCOnbcfmIa6tOK71QVkkD/6bg0yeDerK+u71c2qVps0fPjwtPnmjf9otVoDJhBoIwGnALXRYAmVAAECBAgQIECAQH8FJAD9FbQ8AQIECBAgQIAAgTYSkAC00WAJlQABAgQIECBAgEB/BSQA/RW0PAECBAgQIECAAIE2EpAAtNFgCZUAAQIECBAgQIBAfwUkAP0VtDwBAgQIECBAgACBNhKQALTRYAmVAAECBAgQIECAQH8FJAD9FbQ8AQIECBAgQIAAgTYSkAC00WAJlQABAgQIECBAgEB/BSQA/RW0PAECBAgQIECAAIE2EpAAtNFgCZUAAQIECBAgQIBAfwUkAP0VtDwBAgQIECBAgACBNhKQALTRYAmVAAECBAgQIECAQH8FJAD9FbQ8AQIECBAgQIAAgTYSkAC00WAJlQABAgQIECBAgEB/BSQA/RW0PAECBAgQIECAAIE2EpAAtNFgCZUAAQIECBAgQIBAfwUkAP0VtDwBAgQIECBAgACBNhKQALTRYAmVAAECBAgQIECAQH8FJAD9FbQ8AQIECBAgQIAAgTYSkAC00WAJlQABAgQIECBAgEB/BSQA/RW0PAECBAgQIECAAIE2EpAAtNFgCZUAAQIECBAgQIBAfwVG9LcByxMgQIAAAQIECAyOwPLly9Ntt92W7r777vTaa6+l/fbbL+2zzz5p9OjR6fe//31auHBhEcjWW2+d4q9Wbr/99vTqq68WH7fbbrv05je/OV155ZVpxowZ6e1vf3s66KCDijZq9eN1yZIl6Te/+U16/PHH0yuvvJK23377tOuuu6ZddtkljRix+i7kyy+/nO688856E1OnTk2TJk2qf443999/f3rhhReKaePHj0/veMc76vPvuuuu9NJLLxWft9pqq7TNNtuk119/Pd16663pd7/7Xdpss82K+jvttFN9GW+aE1h99Jprx1IECBAgQIAAAQIlCsycOTMdf/zx6Y477ui0lthRvuqqq9Jpp51W3wH/+te/nr72ta/V6/31X/91uu+++4rPZ511VrrlllvSr3/96/r8E088MZ133nn1z+eff3767Gc/m2Knvmt561vfWtSNRKBjeeihh9Jhhx1Wn3T11VenQw89tP453nzzm99MP//5z4tpO+ywQ3rkkUfq8z//+c8XO/sx4X/+z/9ZJDfvf//7i0SnXumNN5/+9KfT97///TRq1KiOk73vg4BTgPqApSoBAgQIECBAoBUCL774Ytpzzz1X2/mPWP74xz8Wv4zPnj27odD++Z//udPOfyz0wQ9+sL7shRdemD72sY91u/Mfle65554ilksuuaS+zEC/ufbaa9PRRx+92s5/rOcHP/hBisRAaV5AAtC8nSUJECBAgAABAoMicOaZZ6b58+fX1xU7wHFaTJxyE7/uz507N82ZM6c+f9WqVfX3Xd889dRTaa211koHHnhgOuSQQ9Imm2ySpk2bVlS79NJL00knnZRWrlxZfN5oo43Sd77znXTxxRenz33uc2nkyJHF9GXLlqVPfepT6fnnn+/a/IB8jtOZVqxYkc4444x0/fXXp3POOac4banW+PTp01McYVCaE3AKUHNuliJAgAABAgQIDIpAnIYTv9rXyr777ptiR71W9tprr7R06dJiJ7k2bU2vX/7yl4vTcaLe4sWLi3P6Y6f/C1/4QrHjHdM32GCDdO+99xYJQnyOowSHH354/TSfOF//i1/8YoojBmWU//t//29xuk+t7Xe9610prl+I5CPKt771rXostTpeGxNwBKAxJ7UIECBAgAABAi0RiFN84uLfWolf3ruWOF+/0RLnzp9++un16mPGjCnex8XFs2bNqk+POnF0oGOJc/qPOOKI+qT4db6M8qY3vSn9j//xPzo1veWWW6bjjjuuPi2uOVCaE5AANOdmKQIECBAgQIDAoAg8+eSTndYTF/12Ld1N61qn9nny5MlpnXXWqX2svz722GP19/HmbW97W6fPtQ9777137W1xClBcn9BoqZ1atKb60Z/a6UYd68aFw7USR0Y6nhZVm+51zQISgDUbqUGAAAECBAgQaJnAggULOq27ux3jmNbdrTk7LfhfH+K8/u7KokWLOk1ef/31O32ufeg6vafrADoetagtG6cqNVJqRyW61o0jAx1LV5uO87zvWUAC0LONOQQIECBAgACBlgtsvvnmnWJ45plnOn2OD3EHoO52uFer+MaEtddeu7vJq53u0/F0oI4LdJw+fPjw4n79HefX3v/5z3+uva2/xvUGjZTu+hjLPffcc/XF40LmLbbYov7Zm8YFJACNW6lJgAABAgQIEBh0gY4P9IqVd7wAuBbMBRdcUHu7xteeEoCdd96507Jxp52uJU7hueKKK+qTt9122/oDxLq2W3uoV73yG2/iDkSNlKeffrp4AFnXuh0fNBYPM+u6zq71fe5eQALQvYupBAgQIECAAIEsBOK897jTT638+7//e/rRj36U4laf8Re36IxbdTZa4pfz7ko8YXe33Xarz/qXf/mXTjv7sa6vfOUr6eGHH67XOfnkk+vvuz71Nx5O1rGcffbZKXbsGymRaMRtR+NpxLUSzwa45pprah9T3BVIaU7AbUCbc7MUAQIECBAgQGDQBOK2ne9973uL9cX98eMOOX/7t39bfF64cGGKU3EGosROf9zqMy6wjVN4jjrqqOJ5AVOmTEl33XVX6njnnalTpxa3Da2tN+rErUPnzZtXTIoHhUWs++yzT/Hk4Y5HDmrL9PYa9ffYY48inrjOoOORj9GjR6dvfOMbvS1uXi8C3aeAvSxgFgECBAgQIECAwOAKHHvssSl+Qe/4633s+MdfXDD7s5/9rFNAw4YN6/S50Q9x558bb7wx1S70jV/9f/vb36Zzzz23087/Lrvski666KJOiUes8/vf/37quO7YaY9nBVx++eVps802S6eeempDoWy11VbF+f1xZ6J/+qd/Ko5y1K5xCIN/+Id/cP5/Q5LdV5IAdO9iKgECBAgQIEAgK4FTTjklxXn5H/7wh1PcyjMugD3hhBPSDTfckI4++uhOsY4dO7bT57582H333dPNN9+cjjnmmNVuxbnhhhumOBoxY8aM9Ja3vGW1Zj/ykY8UiUrs7NfKuHHjivjuuOOO4kFetem9vUbf7r777uJBXx0Tipj+m9/8Jv3N3/xNb4ubtwYBpwCtAchsAgQIECBAgECrBeKUnPXWW694CFfHB3HV4qqddlP7vO6669beFq/xRN++lLju4LLLLkuvvPJKigeRxZGGmLbxxhuvsZlPfvKTKf7igt94RsBb3/rW+i1K4whAo0cB4ihEXEcQ637ggQdSnGLUMbFYYyAq9CggAeiRxgwCBAgQIECAQB4C8Yt/lHiNvx/+8Iep4+1B4ym+HcuOO+7Y8WPT7yORiB34ZkqcxhN//S0TJkxI+++/f3+bsXwHAQlABwxvCRAgQIAAAQI5CsRdgK6//vr04IMPFn/xBNwPfvCDafz48cWpMnHBba3EL+Udn9Zbm+6VQE0gmwQgrjT/3e9+V8T1jne8I40aNaoW4xpf48KXRx55pLh1VVwkoxAgQIAAAQIEhpJA3ObzgAMOqN8W8/bbb0/x112Ji2bdH787GdNqAtlcBByPcn7nO99Z/PX1sc4f//jH09e//vVO96qtddArAQIECBAgQKDdBeIIQNwH/9BDD+2xK3EP/6jT9YLgHhcwo7IC2RwBaHYE4pHStcdKx+EwhQABAgQIECAwFAX222+/dPXVV6fnnnsuzZo1K82ZMyctXbo0bbnllsVfIxfo5uwSD/mK5wZEGajnGuTc31bG1pIE4Be/+EWx0Xbs+Kuvvlr/GPeaXWeddeqfe3oTG/2VV16ZaveFjSfYKQQIECBAgACBoSywySabpPgbaiWeZ6AMjkBLEoDI7j7zmc/02MO4v2wzJR5eoRAgQIAAAQIECBAg0LNAS64BOO6449K0adN6jqqJOWeccUY68sgjm1jSIgQIECBAgAABAgSqI9CSIwDB++Mf/7h4cl2NOh40UXuqW1y9Hvd87a3EU+FGjx5d3P4qTv2J898UAgQIECBAgAABAgR6F2hZAhCPcj7ppJPq0b3wwgv1BCDua9vuF7LUO+YNAQIECBAgQIAAgYwEWpYAdDWIi37jl/8oXR9f3bWuzwQIECBAgACBqggsOvHDbdnV8ef/tC3jrkLQ2SQAY8eOrR8BqAK8PhIgQIAAAQIECBBohUBLLgJuRUetkwABAgQIECBAgACBlAb9CMC///u/p6985Sul2J922mkp/hQCBAgQIECAAAECBLoXGPQEIO728+STT3YfTT+nvvTSS/1sweIECBAgQIAAAQIEhrbAoCcAI0aMKG7dWQbrqFGjymhWmwQIECBAgAABAgSGjMCgJwAf//jHU/wpBAgQIECAAAECBAgMvoCLgAff3BoJECBAgAABAgQItExAAtAyeismQIAAAQIECBAgMPgCg34K0OB3cWitcdWqVSmuo1AIEGidgO9g6+yteWgLtPK7NWzYsKGNq3cEOghksyf52muvpX/8x3/sEFrf3x500EEp/oZyiQRg/PjxQ7mL+kYgewHfweyHSIBtKtDK79aKFSvaVE3YBPoukE0CsGjRonTmmWf2vQcdlojsfagnANHHuJVqK8vEVq7cuglkIFDWd9B3K4PBFUJLBcr6bjXSqbXWclZ0I07qDA2BbBKAocFZfi8iAVi5cmX5K7IGAgR6FPAd7JHGDAL9Emjld8spQP0aOgu3mUA2CcB6662XLrvssl754vSX119/Pc2fPz/deeed6ec//3lavHhx+tKXvpS++c1vJtl7r3xmEiBAgAABAgSyFXjggQfSE088UcQ3bdq0tO6662Yba7sHlk0CsPbaa6djjjmmT56f/vSn01FHHZW+853vpI033jiddtppfVpeZQIECBAgQIAAgTwETjjhhBRJQJTvfve76Qtf+EIegQ3BKNr6hLd99tknXX311cWwfPazn0333nvvEBwiXSJAgAABAgQIDG2Bu+++u9j5r10I/i//8i8pzvxQyhFo6wQgSKZOnZq22GKLYiO5/vrry1HSKgECBAgQIECAQGkC//Zv/1a0HWdzTJgwoTgVyH5dadyp7ROAoKnd+efWW28tT0rLBAgQIECAAAECAy6wZMmSdNFFFxXtxungRx99dPH+7LPPHvB1afA/BYZEAvD4448XvXn66aeNKwECBAgQIECAQBsJ/OIXv0gvv/xymjRpUtpzzz3TRz7ykSL6X/3qV2nOnDlt1JP2CbXtE4DnnnuuuCNQkO++++7tIy9SAgQIECBAgACBVDv959hjjy3u6HjwwQenTTbZJC1fvjz96Ec/IlSCQFsnAJEZ7rXXXvX74kfWqBAgQIAAAQIECLSHwMyZM9MNN9xQBHvSSScVr8OHD09xR6AoP/7xj5OnNBcUA/qfbG4D+uKLL6a4q8+aSjwkZNmyZWnBggXFMwBq9TfffPN0/PHH1z56JUCAAAECBAgQyFzg3HPPLW7ksvXWW6f99tuvHu3JJ5+czjrrrDR79uz061//OsXRAWXgBLJJACK7e/LJJ5vq2ahRo9LFF1+cJk6c2NTyFiJAgAABAgQIEBhcgfhR97zzzitWeuKJJ3Za+fbbb5/e9ra3pd///vcpLgaWAHTi6feHbBKAeAR37d6va+pVPPF39OjRxflh73vf+9Jf/dVfFe/XtJz5BAgQIECAAAECeQjEbT5nzZqVYh/wox/96GpBxVGASACuvfba4kfiOEqgDIxANgnAhhtumF599dWB6ZVWCBAgQIAAAQIEshY455xzivjiDI548FfXsnDhwmJSPBAs5scpQcrACGSTAAxMd7RCgAABAgQIECCQu0Bcy3nZZZcVYc6fPz995zvf6TXkuFbgm9/8Zlp77bV7rWdmYwISgMac1CJAgAABAgQIEBgggXjw19KlS4sd+m9961vFaUDdNR23e//e976X4mYxP/vZz+rPCOiurmmNC2SbAMThnrj/68iRIzv15tFHH01XXHFF+u1vf5ve9KY3pbgGIJ4aF+ePKQQIECBAgAABAvkL1E7/ec973pO++MUv9hhw7A9eeumlKR72GhcD1x4S1uMCZjQkkN1zAOKJb1/72tfSVlttlW688cZOnbjuuuvSLrvsUmwo06dPTxdccEF673vfm2r3je1U2QcCBAgQIECAAIHsBO6999503333FXHV7vffU5DxA29cDBzltttuSw888EBPVU3vg0BWCUAcCjr88MPTN77xjRQPhuh4W9BnnnkmfehDH+r2YRA/+clP0ve///0+dFtVAgQIECBAgACBVgjUnvw7adKkdMQRR6wxhPihN+4AGeWf//mf11hfhTULZJUAfPnLX04PPvhgEXVkfLXBjgkx4HGRSJTdd9893XrrrSmOCLz1rW8tpp1++unp4YcfLt77DwECBAgQIECAQH4C8WPvT3/60yKw+GG366ne3UU8efLkdPDBBxezLrzwwrRo0aLuqpnWB4FsEoB4ENgPfvCDIvTYqb/77rvTJz/5yXpX4kFftRKZ47777ltsDJEErLvuusWRgUgKFAIECBAgQIAAgTwFfvnLX6aXXnqpCK4v5/N//OMfL5aJW8ZHEqD0TyCbBCBO94msMMoZZ5yR9thjj3rP/vCHP6Snnnqq+Lzddtt1mhcXAn/gAx8o5t1zzz31ZbwhQIAAAQIECBDISyB+9Y8Le+Nvn332aTi4D37wg/XlTjnllIaXU7F7gWwSgEceeaSIcPjw4WnatGmdor3yyivrn7s7V2zLLbcs5sdFJQoBAgQIECBAgAABAj0LZJMAxKOgo7z5zW9O6623XqeIOyYAhx12WKd58eHPf/5zMS1uG6oQIECAAAECBAgQINCzQDYJwGabbVZEOXfu3E7RLl68ON18883FtNGjR6cDDzyw0/z48NhjjxXTtthii9XmmUCAAAECBAgQIECAwH8LZJMAbLPNNkVUS5YsKe7uUwvxkksuSTEtyjvf+c40ZsyY2qzi9U9/+lP9UdJTpkzpNM8HAgQIECBAgAABAgQ6C2STAMQDvnbYYYciurjS+1e/+lWKx0R//vOfr0fc9WERt99+ezrkkEPqpwCdeOKJ9breECBAgAABAgQIECCwusCI1Se1Zkrc9/+rX/1qOv7441NcD3DMMcd0CuSAAw5I73//++vTDjrooHTTTTfVPx999NHF8wHqE7whQIAAAQIECBAgQGA1gWyOAERkcWuo8847b7WHQsSRgcsuuyyNGjWq3oEJEybU3x911FHuCVvX8IYAAQIECBAgQIBAzwLZHAGohRin8Rx66KHFr/szZ84szvvfa6+9Oj0VOOrG04DjHrJxX9g4atDxqcG1trwSIECAAAECBAgQINBZILsEIMLbZJNNiqMBnUPt/OnMM8/sPMEnAgQIECBAgAABAgTWKJDVKUBrjFYFAgQIECBAgAABAgT6JZDlEYCOPZo3b1564oknir9XX301nXrqqcXsJ598snhoWDwbQCFAgAABAgQIECBAoDGBbBOAiy++OJ1xxhnp6aefrvdk0qRJ9QTgu9/9bvr5z3+e/vqv/zr9/d///WoXDtcX8oYAAQIECBAg0MYCo/7yI20cvdBzFMguAYgHe330ox9Nt956a69ecYFwHB2IawFmzJiRfvazn632kLBeGzCTAAECBAgQINAGAqMOO6INohRiOwlklQAsX768uKvPXXfdVRius846ad99900x/brrruvkuvnmm9c//+Y3vymOBJx77rn1ad4QIECAAAECBIaCwMbTr2rLbjx/1OFtGXcVgs7qIuD4Nb+28/+xj30sxa/8V155Zbd3BPrXf/3X9Pvf/764Y1AM1AUXXFBcJ1CFQdNHAgQIECBAgAABAs0KZJMAxK/8cV5/lMMOOyz96Ec/ShMnTuy1X3vvvXdxZGD48OFpxYoV6cc//nGv9c0kQIAAAQIECBAgUHWBbBKAxx57LC1ZsqQYj+9973sNP9hrxx13TMccc0yx3OOPP1718dR/AgQIECBAgAABAr0KZJMA3HfffUWgcd7/Djvs0GvQXWfuuuuuxaSnnnqq6yyfCRAgQIAAAQIECBDoIJBNArB06dIirFGjRjX863+tH/F8gCjjxo2rTfJKgAABAgQIECBAgEA3AtkkALvttlsR3vz589MzzzzTTag9T7r77ruLmTvvvHPPlcwhQIAAAQIECBAgQCBlkwDEzntczBsl7gbUaLnqqqvSb3/726K6BKBRNfUIECBAgAABAgSqKpBNAjB69Oj0vve9rxiHc845J/3jP/5jWrlyZa/jcuONN6aTTz65qDN27Nh01FFH9VrfTAIECBAgQIAAAQJVF8jqQWBnn3128QTg5557Lp1++unF033jDj/PP/98MU6rVq1KcbHwvffeWzwfIJ7+Wyvf/va301ZbbVX76JUAAQIECBAgQIAAgW4EskoAJk2alM4///ziSMCiRYuKh4LVHgwWsS9YsCDtscceq3Xj3e9+dzrttNNWm24CAQIECBAgQIAAAQKdBbI5BagW1rRp09If/vCHdMIJJ6Rhw4bVJnf7uvHGGxcJw/Tp09dYt9sGTCRAgAABAgQIECBQMYGsjgDU7DfddNP0k5/8JH3+859Pt912W3riiSeKv3nz5qUpU6akt7zlLcXf0UcfndZdd93aYl4JECBAgAABAgQIEFiDQFYJwIoVK+p3Aoq4d9999+JvDX0wmwABAgQIECBAgACBBgWySQDiAt+pU6emzTffPJ144onp/e9/v9N6GhxE1QgQIECAAAEC7SQQz3CaOXNmtyHHQ2EnTpyYtt1227Thhht2W8fE/glkkwDccsst6f777y/+Hn300fSBD3ygfz2zNAECBAgQIECAQJYC/+///b903nnn9RpbXAu63377pYsuuihtttlmvdY1s28C2SQADz/8cD3yI488sv7eGwIECBAgQIAAgaEpEM+Bius7ayXOCFm8eHF68cUX02uvvZbiB+K3ve1tKW740t2dIGvLee2bQDYJwI477liPfOHChfX33hAgQIAAAQIECAxNgZ122inNmDFjtc5FIhA7/SeddFKaM2dOOvXUU9Pvfve71eqZ0JxANrcBjUM8tQzw8ssvT7NmzWquR5YiQIAAAQIECBBoa4E4/ec973lP+t73vlf044477iiOCrR1pzIKPpsEYPjw4emGG25Ie+21V3r55ZfTLrvskv7pn/4pxYDPnz8/IzKhECBAgAABAgQIDIbA/vvvX6xm5cqVqePp4oOx7qG8jmxOAXrllVfSt771rRSHguJBYPH5c5/7XN1+woQJafz48fXP3b2J5wbEn0KAAAECBAgQIND+Ag899FDRiTFjxhTXArR/j/LoQTYJQFzwcc455/SoEtcFrOnagFdffbXH5c0gQIAAAQIECBBoH4HHH388feMb3ygCPu6441JcMKwMjEA2CUCc67X++uv3q1djx47t1/IWJkCAAAECBAgQGDyBeBZAXOjbsSxdujTNnTs33XbbbWnJkiXpE5/4RDr77LM7VvG+nwLZJADxoId58+b1szsWJ0CAAAECBAgQaBeBuM7z/PPP7zHccePGpfj1f8SIbHZZe4y1nWbQbKfREisBAgQIECBAYAgJbLTRRunEE0/s1KNly5YVN4S555570gMPPJAOO+ywdPLJJ6fvf//7ab311utU14fmBCQAzblZigABAgQIECBAoJ8C8YTf//2//3ePrcSpP3FTmHPPPTfFnYDW9PTgHhsyo5NANrcB7RSVDwQIECBAgAABApUX+NSnPpXe9773FQ4XXnhhev311ytvMhAAEoCBUNQGAQIECBAgQIBAKQLTpk0r2l2xYkWKi4aV/gtIAPpvqAUCBAgQIECAAIGSBGbPnl20HBcCT548uaS1VKtZCUC1xltvCRAgQIAAAQJtI7BgwYJ0wQUXFPHutttuKe4KpPRfwEXA/TfUAgECBAgQIECAQBMC8SDYRx99tNOScarPokWL0owZM9IPf/jD9MQTTxTzTz/99E71fGheQALQvJ0lCRAgQIAAAQIE+iHwyCOPpB133LHXFuJhsWeccUb6i7/4i17rmdm4gASgcSs1CRAgQIAAAQIEShYYOXJk2mSTTdKmm26a4rSf0047bY1JQskhDbnmJQBDbkh1iAABAgQIECCQt0Dc1z/+lNYIuAi4Ne7WSoAAAQIECBAgQKAlAhKAlrBbKQECBAgQIECAAIHWCEgAWuNurQQIECBAgAABAgRaIiABaAm7lRIgQIAAAQIECBBojYAEoDXu1kqAAAECBAgQIECgJQISgJawWykBAgQIECBAgACB1ghIAFrjbq0ECBAgQIAAAQIEWiIgAWgJu5USIECAAAECBAgQaI2ABKA17tZKgAABAgQIECBAoCUCEoCWsFspAQIECBAgQIAAgdYISABa426tBAgQIECAAAECBFoiIAFoCbuVEiBAgAABAgQIEGiNwIjWrNZaCRAgQIAAAQIEGhF4/qjDG6mmDoGGBRwBaJhKRQIECBAgQIAAAQLtLyABaP8x1AMCBAgQIECAAAECDQtIABqmUpEAAQIECBAgQIBA+wtIANp/DPWAAAECBAgQIECAQMMCEoCGqVQkQIAAAQIECBAg0P4CEoD2H0M9IECAAAECBAgQINCwgASgYSoVCRAgQIAAAQIECLS/gASg/cdQDwgQIECAAAECBAg0LCABaJhKRQIECBAgQIAAAQLtLyABaP8x1AMCBAgQIECAAAECDQtIABqmUpEAAQIECBAgQIBA+wuMaP8utKYHK1asSEuWLOl15cOGDUtjx47ttY6ZBAgQIECAAAECBAZTQALQpPaMGTPShRde2OvSG2ywQfrqV7/aax0zCRAgQIAAAQIECAymgFOAmtSePXt2k0tajAABAgQIECBAgEDrBBwBaNK+lgAceeSRaf/99++2lTgFSCFAgAABAgQIECCQk4AEoMnRePbZZ4slt9566zRu3LgmW7EYAQIECBAgQIAAgcEVcApQE97z589PixcvLpbcbLPNmmjBIgQIECBAgAABAgRaIyABaMK9dvpPXOQ7ZsyYooXXX3+9nhQ00aRFCBAgQIAAAQIECAyKgFOAmmCunf6z4YYbpquvvjrdcsstaeHChUVLkyZNSnvssUd697vfnUaOHNlQ63fffXeqtbmmBTbddNO0zTbbrKma+QQIlCiw3nrrldi6pglUV6CV361Vq1ZVF17PKycgAWhiyGtHAB5++OEUf1HiH61IAuL0oOuuuy49+OCD6dRTTy2mr2kVDzzwQLrnnnvWVK2Yv9tuu6U999yzobplVVpUVsPaJdAmAmXtpPhutckGIMzSBMr6bjUS8NKlSxuppg6BISEgAWhiGGsJwIgRI9Jxxx2XYqc8LgRetmxZcTRg+vTp6YUXXkgXX3xxOuWUU5pYg0UIECBAgAABAgQIlCMgAWjC9dBDDy1+6d9xxx3TtttuW29h1KhR6eCDDy5O/fnZz35WHB149NFH0w477FCv092bWGbq1KndzVpt2oQJE4rkYrUZgzjBPY8GEduqshSIBL+M4rtVhqo220mgrO9WIwZx6+44tVchUAUBCUATo7zffvv1ulTMv/LKK9OiRYvSzJkz15gAbLHFFin+Gi3RZiuLnZRW6lt3DgK1u4ANdCy+WwMtqr12Eyjru9WIw/Dhwxuppg6BISHgLkAlDONaa62VNt5446Ll559/voQ1aJIAAQIECBAgQIBAcwISgObc1rhU7W4Co0ePXmNdFQgQIECAAAECBAgMloBTgPoo/dhjj6WLLroovfbaa+nMM89M48eP77aF2nmMG220UbfzTSRAgAABAgQIECDQCgFHAPqoHvfhf+mll4o7/tx3333dLn3nnXcW5//HqUA777xzt3VMJECAAAECBAgQINAKAQlAH9XXXXfdtMsuuxRLXX755WnWrFmdWnj88cfTL37xi2Lavvvu644CnXR8IECAAAECBAgQaLWAU4CaGIEPf/jD6ayzzkoLFixI3/3ud4u7/EycODHFBb9PPvlkivP/45f/o48+uonWLUKAAAECBAgQIECgPAEJQBO28dCvv/u7v0tXXHFF8eCvRx55pN5KHCGI24AefvjhKe4prBAgQIAAAQIECBDISUAC0ORojB07Nn3gAx9Ixx57bJo3b1565ZVXilt/xoO6FAIECBAgQIAAAQK5CkgA+jkyI0aMSJtssknx18+mLE6AAAECBAgQIECgdAEXAZdObAUECBAgQIAAAQIE8hGQAOQzFiIhQIAAAQIECBAgULqABKB0kF0jDAAALXJJREFUYisgQIAAAQIECBAgkI+ABCCfsRAJAQIECBAgQIAAgdIFJAClE1sBAQIECBAgQIAAgXwEJAD5jIVICBAgQIAAAQIECJQuIAEondgKCBAgQIAAAQIECOQjIAHIZyxEQoAAAQIECBAgQKB0AQlA6cRWQIAAAQIECBAgQCAfAQlAPmMhEgIECBAgQIAAAQKlC0gASie2AgIECBAgQIAAAQL5CEgA8hkLkRAgQIAAAQIECBAoXUACUDqxFRAgQIAAAQIECBDIR0ACkM9YiIQAAQIECBAgQIBA6QISgNKJrYAAAQIECBAgQIBAPgISgHzGQiQECBAgQIAAAQIESheQAJRObAUECBAgQIAAAQIE8hGQAOQzFiIhQIAAAQIECBAgULqABKB0YisgQIAAAQIECBAgkI+ABCCfsRAJAQIECBAgQIAAgdIFJAClE1sBAQIECBAgQIAAgXwEJAD5jIVICBAgQIAAAQIECJQuIAEondgKCBAgQIAAAQIECOQjIAHIZyxEQoAAAQIECBAgQKB0AQlA6cRWQIAAAQIECBAgQCAfAQlAPmMhEgIECBAgQIAAAQKlC0gASie2AgIECBAgQIAAAQL5CEgA8hkLkRAgQIAAAQIECBAoXUACUDqxFRAgQIAAAQIECBDIR0ACkM9YiIQAAQIECBAgQIBA6QISgNKJrYAAAQIECBAgQIBAPgISgHzGQiQECBAgQIAAAQIESheQAJRObAUECBAgQIAAAQIE8hGQAOQzFiIhQIAAAQIECBAgULqABKB0YisgQIAAAQIECBAgkI+ABCCfsRAJAQIECBAgQIAAgdIFJAClE1sBAQIECBAgQIAAgXwEJAD5jIVICBAgQIAAAQIECJQuIAEondgKCBAgQIAAAQIECOQjIAHIZyxEQoAAAQIECBAgQKB0AQlA6cRWQIAAAQIECBAgQCAfAQlAPmMhEgIECBAgQIAAAQKlC0gASie2AgIECBAgQIAAAQL5CEgA8hkLkRAgQIAAAQIECBAoXUACUDqxFRAgQIAAAQIECBDIR0ACkM9YiIQAAQIECBAgQIBA6QISgNKJrYAAAQIECBAgQIBAPgISgHzGQiQECBAgQIAAAQIESheQAJRObAUECBAgQIAAAQIE8hGQAOQzFiIhQIAAAQIECBAgULqABKB0YisgQIAAAQIECBAgkI+ABCCfsRAJAQIECBAgQIAAgdIFJAClE1sBAQIECBAgQIAAgXwEJAD5jIVICBAgQIAAAQIECJQuIAEondgKCBAgQIAAAQIECOQjIAHIZyxEQoAAAQIECBAgQKB0AQlA6cRWQIAAAQIECBAgQCAfAQlAPmMhEgIECBAgQIAAAQKlC0gASie2AgIECBAgQIAAAQL5CEgA8hkLkRAgQIAAAQIECBAoXUACUDqxFRAgQIAAAQIECBDIR0ACkM9YiIQAAQIECBAgQIBA6QISgNKJrYAAAQIECBAgQIBAPgISgHzGQiQECBAgQIAAAQIESheQAJRObAUECBAgQIAAAQIE8hGQAOQzFiIhQIAAAQIECBAgULqABKB0YisgQIAAAQIECBAgkI+ABCCfsRAJAQIECBAgQIAAgdIFJAClE1sBAQIECBAgQIAAgXwEJAD5jIVICBAgQIAAAQIECJQuIAEondgKCBAgQIAAAQIECOQjIAHIZyxEQoAAAQIECBAgQKB0AQlA6cRWQIAAAQIECBAgQCAfAQlAPmMhEgIECBAgQIAAAQKlC0gASie2AgIECBAgQIAAAQL5CEgA8hkLkRAgQIAAAQIECBAoXUACUDqxFRAgQIAAAQIECBDIR0ACkM9YiIQAAQIECBAgQIBA6QISgNKJrYAAAQIECBAgQIBAPgISgHzGQiQECBAgQIAAAQIESheQAJRObAUECBAgQIAAAQIE8hGQAOQzFiIhQIAAAQIECBAgULqABKB0YisgQIAAAQIECBAgkI+ABCCfsRAJAQIECBAgQIAAgdIFJAClE1sBAQIECBAgQIAAgXwEJAD5jIVICBAgQIAAAQIECJQuIAEondgKCBAgQIAAAQIECOQjIAHIZyxEQoAAAQIECBAgQKB0AQlA6cRWQIAAAQIECBAgQCAfgRH5hCKSRgRWrVqVRo4c2UhVdQgQKEnAd7AkWM1WXqCV361hw4ZV3h9AdQQkAG021pEAjBs3rs2iFi6BoSXgOzi0xlNv8hFo5XdrxYoV+UCIhEDJAhKAkoEHuvn4heLll18e6Gb71N76faqtMoGhJ1DWd9B3a+htK3rUN4GyvluNRDF8+PA0adKkRqqqQ6DtBVwD0GZD6BBlmw2YcAkQIECAAAECmQlIADIbEOEQIECAAAECBAgQKFNAAlCmrrYJECBAgAABAgQIZCYgAchsQIRDgAABAgQIECBAoEwBCUCZutomQIAAAQIECBAgkJmABCCzAREOAQIECBAgQIAAgTIFJABl6mqbAAECBAgQIECAQGYCEoDMBkQ4BAgQIECAAAECBMoUkACUqattAgQIECBAgAABApkJSAAyGxDhECBAgAABAgQIEChTQAJQpq62CRAgQIAAAQIECGQmIAHIbECEQ4AAAQIECBAgQKBMAQlAmbraJkCAAAECBAgQIJCZgAQgswERDgECBAgQIECAAIEyBSQAZepqmwABAgQIECBAgEBmAhKAzAZEOAQIECBAgAABAgTKFJAAlKmrbQIECBAgQIAAAQKZCUgAMhsQ4RAgQIAAAQIECBAoU0ACUKautgkQIECAAAECBAhkJiAByGxAhEOAAAECBAgQIECgTAEJQJm62iZAgAABAgQIECCQmYAEILMBEQ4BAgQIECBAgACBMgUkAGXqapsAAQIECBAgQIBAZgISgMwGRDgECBAgQIAAAQIEyhSQAJSpq20CBAgQIECAAAECmQlIADIbEOEQIECAAAECBAgQKFNAAlCmrrYJECBAgAABAgQIZCYgAchsQIRDgAABAgQIECBAoEwBCUCZutomQIAAAQIECBAgkJmABCCzAREOAQIECBAgQIAAgTIFJABl6mqbAAECBAgQIECAQGYCEoDMBkQ4BAgQIECAAAECBMoUkACUqattAgQIECBAgAABApkJSAAyGxDhECBAgAABAgQIEChTQAJQpq62CRAgQIAAAQIECGQmIAHIbECEQ4AAAQIECBAgQKBMAQlAmbraJkCAAAECBAgQIJCZgAQgswERDgECBAgQIECAAIEyBSQAZepqmwABAgQIECBAgEBmAhKAzAZEOAQIECBAgAABAgTKFJAAlKmrbQIECBAgQIAAAQKZCUgAMhsQ4RAgQIAAAQIECBAoU0ACUKautgkQIECAAAECBAhkJiAByGxAhEOAAAECBAgQIECgTAEJQJm62iZAgAABAgQIECCQmYAEILMBEQ4BAgQIECBAgACBMgUkAGXqapsAAQIECBAgQIBAZgISgMwGRDgECBAgQIAAAQIEyhSQAJSpq20CBAgQIECAAAECmQlIADIbEOEQIECAAAECBAgQKFNAAlCmrrYJECBAgAABAgQIZCYgAchsQIRDgAABAgQIECBAoEwBCUCZutomQIAAAQIECBAgkJmABCCzAREOAQIECBAgQIAAgTIFJABl6mqbAAECBAgQIECAQGYCEoDMBkQ4BAgQIECAAAECBMoUkACUqattAgQIECBAgAABApkJSAAyGxDhECBAgAABAgQIEChTQAJQpq62CRAgQIAAAQIECGQmIAHIbECEQ4AAAQIECBAgQKBMAQlAmbraJkCAAAECBAgQIJCZgAQgswERDgECBAgQIECAAIEyBSQAZepqmwABAgQIECBAgEBmAhKAzAZEOAQIECBAgAABAgTKFJAAlKmrbQIECBAgQIAAAQKZCUgAMhsQ4RAgQIAAAQIECBAoU0ACUKautgkQIECAAAECBAhkJiAByGxAhEOAAAECBAgQIECgTAEJQJm62iZAgAABAgQIECCQmYAEILMBEQ4BAgQIECBAgACBMgUkAGXqapsAAQIECBAgQIBAZgISgMwGRDgECBAgQIAAAQIEyhSQAJSpq20CBAgQIECAAAECmQlIADIbEOEQIECAAAECBAgQKFNAAlCmrrYJECBAgAABAgQIZCYgAchsQIRDgAABAgQIECBAoEwBCUCZutomQIAAAQIECBAgkJmABCCzAREOAQIECBAgQIAAgTIFJABl6mqbAAECBAgQIECAQGYCEoDMBkQ4BAgQIECAAAECBMoUkACUqattAgQIECBAgAABApkJSAAyGxDhECBAgAABAgQIEChTQAJQpq62CRAgQIAAAQIECGQmIAHIbECEQ4AAAQIECBAgQKBMAQlAmbraJkCAAAECBAgQIJCZgAQgswERDgECBAgQIECAAIEyBSQAZepqmwABAgQIECBAgEBmAhKAzAZEOAQIECBAgAABAgTKFJAAlKmrbQIECBAgQIAAAQKZCUgAMhsQ4RAgQIAAAQIECBAoU0ACUKautgkQIECAAAECBAhkJjAis3jaLpzFixen2bNnp4ULF6ZNN900bbzxxmmtteRVbTeQAiZAgAABAgQIVERAAtCPgb722mvTNddck5YsWVJvZfTo0enwww9PBx98cH2aNwQIECBAgAABAgRyEZAANDkS06dPT1dffXWx9E477VT8+h9HAh577LF02WWXpddeey0dffTRTbZuMQIECBAgQIAAAQLlCEgAmnCNHf3azv8JJ5yQ9t5773orM2bMSBdccEGKowO77bZbmjx5cn2eNwQIECBAgAABAgRaLeBk9SZG4LrrriuWmjJlSqed/5i45557Fjv+8f7mm2+OF4UAAQIECBAgQIBANgISgD4OxapVq9IjjzxSLNXxl/+OzUQSEOWee+5JcZGwQoAAAQIECBAgQCAXAQlAH0di7ty59Z367bbbrtula9OXL1+enn322W7rmEiAAAECBAgQIECgFQISgD6qz5s3r77EuHHj6u87vll77bXTiBH/eXlFJAwKAQIECBAgQIAAgVwEXATcx5Go3fIz7vU/ZsyYHpeOea+++mr9aEGPFd+YEdcKPP30071Vqc/bYost0tSpU+ufvSFAYPAF1l9//cFfqTUSqIBAK79bK1asqICwLhL4TwEJQB+3hNo5/WPHjk3Dhg3rcek4OhAJwLJly3qsU5vx5JNPFtcL1D739rp06dJ04IEH9lal9HmLSl+DFRDIW2D8+PGlBOi7VQqrRttIoKzvViME8f9XhUBVBCQAfRzpkSNHNrREXCwcZSg+FXj8+T9tyEClcgSeL6dZrWYg4LvV2kHw3Wqtv7UTIDB4AhKAPlpPmDChWOL111/vdcna/Hgy8JrKe97znoafHBynFs2ZM2dNTZo/RAU23njjIqmMC8xdXzJEB1m3Bl0g/p2eOHFisd44cht/SvUE4qj+JptsUr2O63ElBSQAfRz2WgKwcuXKFNcD9LSDH08CjtLbdQK1Vff1nMeZM2fWFvVaYYFGTi+rMI+uE2hYYPjw4fW6cR6471ado1JvOm4Hleq4zlZSwF2A+jjstQQgFlu0qPszduM6gUgQomy44YbFq/8QIECAAAECBAgQyEFAAtDHUYiLe9dZZ51iqUcffbTbpWsPCotbgW622Wbd1jGRAAECBAgQIECAQCsEJABNqO+///7FUjNmzOh26dr0HXbYof48gG4rmkiAAAECBAgQIEBgkAUkAE2AH3DAASnuBvTUU0+lK6+8slMLN910U3rooYeKadOmTes0zwcCBAgQIECAAAECrRZwEXATIxCnAR155JHpsssuS1dccUW6//770+TJk9Ps2bPTrFmzihYPO+ywNGXKlCZatwgBAgQIECBAgACB8gQkAE3aHnzwwWmDDTZIl1xySXr22WeLv2gqkoMjjjii5Q/rarJbFiNAgAABAgQIEBjiAhKAfgzwrrvumuJv4cKF6bnnnktxh6C4pWejDwvrx6otSoAAAQIECBAgQKApAQlAU2ydF4od/463B+081ycCBAgQIECAAAEC+Qi4CDifsRAJAQIECBAgQIAAgdIFJAClE1sBAQIECBAgQIAAgXwEJAD5jIVICBAgQIAAAQIECJQuIAEondgKCBAgQIAAAQIECOQjIAHIZyxEQoAAAQIECBAgQKB0AQlA6cRWQIAAAQIECBAgQCAfAQlAPmMhEgIECBAgQIAAAQKlC0gASie2AgIECBAgQIAAAQL5CEgA8hkLkRAgQIAAAQIECBAoXUACUDqxFRAgQIAAAQIECBDIR0ACkM9YiIQAAQIECBAgQIBA6QISgNKJrYAAAQIECBAgQIBAPgISgHzGQiQECBAgQIAAAQIESheQAJRObAUECBAgQIAAAQIE8hGQAOQzFiIhQIAAAQIECBAgULqABKB0YisgQIAAAQIECBAgkI+ABCCfsRAJAQIECBAgQIAAgdIFhq16o5S+FisgQGBABK644oq0fPnyNGbMmDRt2rQBaVMjBKou8Pzzz6c777yzYNh2223TDjvsUHUS/SdAYIgLjBji/dM9AkNK4Prrr0/Lli1Lb3rTmyQAQ2pkdaaVAnPnzk3XXnttPQQJQJ3CGwIEhqiAU4CG6MDqFgECBAgQIECAAIHuBCQA3amYRoAAAQIECBAgQGCICkgAhujA6hYBAgQIECBAgACB7gQkAN2pmEaAAAECBAgQIEBgiApIAIbowOoWAQIECBAgQIAAge4EJADdqZhGgAABAgQIECBAYIgKSACG6MDqFgECBAgQIECAAIHuBCQA3amYRoAAAQIECBAgQGCICkgAhujA6hYBAgQIECBAgACB7gQ8Cbg7FdMIZCrw5je/uXgS8IQJEzKNUFgE2k9gzJgxKb5bUXy32m/8REyAQN8Fhq16o/R9MUsQIECAAAECBAgQINCOAk4BasdREzMBAgQIECBAgACBJgUkAE3CWYwAAQIECBAgQIBAOwpIANpx1MRMgAABAgQIECBAoEkBCUCTcBYjQIAAAQIECBAg0I4CEoB2HDUxEyBAgAABAgQIEGhSQALQJJzFCBAgQIAAAQIECLSjgOcAtOOoiZlABgILFixIs2bNSiNHjkw77bRTBhEJgQABAgQIEGhEwBGARpTUIZC5wMqVK9Ott96aHnvssUGL9I9//GM655xz0sUXXzxo67SivARasd31R6Dd4m2mr1XoYzMuliFAoLOABKCzh08E2lLgBz/4QbrkkkvS66+/3pbxC7o9Bdptu2u3eJvZKqrQx2ZcLEOAQGcBCUBnD58ItKXA888/35ZxC7q9Bdptu2u3eJvZOqrQx2ZcLEOAQGcBCUBnD58IECBAgAABAgQIDGkBFwEP6eHVuYEUWLx4cXrwwQfTvHnz0qpVq9IGG2yQdthhh7Tuuuv2uJo//elPac6cOenFF19MkyZNSptuummaPHlyGj58+GrLvPrqq2n27Nlp/PjxafPNN0/Lli1LTz/9dIo2hg0bVkzbaqut0qhRo+rLzp07N82fPz8tX768mPbss8+mMWPGpPXWWy9tsskm6ZVXXkkxbZ111kmbbbZZivP2n3jiibTlllumbbfdNo0Y0fmfgL7EWw/Cm8oJDPR2F9+R2Pbj1+s3velNxba6xRZbdPs9qWH/+c9/LrbtF154IUU8a6+9dvGdfPOb35w23HDDWrXidU3xdvfde+qpp1L8TZw4sfiuxPe3VuLfgvguzZw5s/huveUtbym+27X53b32pY/xPVyyZEnxPY3vc/ybE9Oir9G3KVOm9LmP3cVkGgEC1RUY9saOzKrqdl/PCTQmcO2116Yrr7wyxU5HxxI744cddlg69NBDO05Ozz33XLr00kvT448/3ml6fIgdlI9+9KOr7TA88MAD6Uc/+lHacccd0zHHHJPiXN7Yge9YNt544/Sxj32s2LmP6b/85S/TDTfc0LFK8f4d73hHOv7449M999yTzj333LTrrrsWOxO/+tWv6nXjzj2nnHJK8bmZeO+88850wQUXFMnGN7/5zXq73gx9gYHa7uKalbiI/N57710NLRKAE088cbUd3agYSexPf/rTIvntumAky/vvv3869thjiztUxfw1xVv77sV34vDDD08//OEPU+zkdyxHHHFEeve7311caP+v//qvnf4tiHUeeeSRxb8FHZeJ98308R/+4R+K5Obzn/98uvvuu9NNN93UqdlYX8QZf2ut9Z8H8tfUx04N+ECAQOUFhn/9jVJ5BQAEehG4/PLLi53/uLvGzjvvnN71rncVt72MX+jil/3YyY9f7eOX/Six0/7d7363+DUzfnmP+vvtt1/xq2bcOjN+xbv99tvTdtttV/zaWVt1TI8d9sjJb7nlluJX/9iReetb35rGjRtX/MoZbT/66KPpwAMPLObH//w32mij4kjBihUr0tSpU9Oee+6Z4hfJOEIRO/b33Xdf0Wa8Rokk4rXXXiuSljgq0Gy8cWQhdpxGjx5d9LHWD69DX2AgtrvYwY4d3fhle+zYsemQQw4ptuv4Hi1atCg988wz6Y477ki77bZb8f2qqT700EP1HfRddtklHXzwwWmfffZJW2+9dfGr+UsvvVR8H+I7ueUbR7qirCne2ncvvuPx3Ytf3ffaa68iGY/veHzX4xf/ONIWiX0cXTvggAPSNttsk+LoQcQbSUnE0/GIYLN9jDt61Y5KxHcsfhTYd999i39jIqGIeRFPfMfjB4VG+lhU8h8CBAj8l0Dn4/9YCBDoJBCH7a+//vpi2nve855Ov/THTv3555+fZsyYkX7zm98U/4OOU3viF83YwY6dhFNPPbXTDkHsuMev/JE0xF17Tj/99PoveLUVxw5H7KR/7nOfK3aMatNjJ+AnP/lJkXT84Q9/SNtvv32RREQiEb8QLl26tPilPxKGriVOgYhTGOIXxdhBifhqpxL1N96u6/J56AvENtff7e6qq65KsbMep/x88Ytf7PQ9iZ3r8847r0gwf/7zn6dPf/rTddTa9/Htb397+su//Mv69HgTy8Wv83GqXiQPBx10UDG/0XjjdLo4fS6+l5G8R4lf/r/2ta+ll19+OcWRwD322COddNJJ9e9trPPb3/52kUjHeiOprpVm+1hbPpKgD33oQ8W/LbVp06ZNS//n//yf4gjB7373u7T33nsXsxrtY60drwQIVFvARcDVHn+9X4NA3Fe/dr5//ELZtURSUDvfPs7TjfOYYycgynvf+95OOzUxLX4t/4u/+Ivi1/v4Bb27Ux+iXpwCFL+Kdizxi2Rtp72ZO33EKRG1XyfjiEI8wGug4u0Yp/cEOgp0t90tXLgw/fa3vy2qHXfccfXtsrZcbJsf/OAHi53s+A7GUYIocV1MnAMf1690Pe2utmwcpYsS62imxHprO/+xfBw9iPXVSvQnptVKfJdqR/8igaiVZvtYWz5e41qg+OW/Y4lrHeLfgihxhE8hQIBAMwL//a9YM0tbhsAQF4gd5Ci77757p//p17odFwjG+e+f/exni1/tazvmsaMdFwh3V+KUnbiYN0okAd2V2g5F13mxvihdr0XoWq+7zx1/mazNH6h4a+15JdBVoLvtLo6sxek2sSMdv1x3V+I7FEfRotS+J5EAx7Utp512Wlp//fVXWyyOntV2iuOUuGZKnNbTtdT6EEl57TvYsU78CBAlThWqlWb7WFs+Xsv4d6Bj+94TIFBdAacAVXfs9bwBgVoCEKcpNFJqO9Qd7xjS3XIx/8knnyyuB+g6P+7M0/EXyI7z4whClL5eux87Wt3tuAxEvB3j855AR4Getrs4WhYltuM4vaanUrsQN05h61riDj1xZCB2+OMc/qjT8UF4ff2ORPvx3at9xzqur3bXrtoRtI7z4n1tfsfpA9HHnv7dqcXYTB87xug9AQLVFZAAVHfs9bwBgfhFMUrX03F6WrR21544LaC3UmsvzsXvWuL0h4Eusb6Opy3U2h+IeGtteSXQVaCn7S7Op6+V2i1sa587vsZ3If467tjHd/K8N64PiFvkdixx0W9chBsX8MYdqpopa/ruxd13Gi396WNtHbVT/mqfvRIgQGCgBCQAAyWpnSEpEL/AxS+LtR3lNXWy9it7x//5d7dMXPwYJXZaWlnaLd5WWln3wAnUftmO7a8vN6KLIwJxi874dT2Si4MOOqi400/cCaf26/xtt93WdAIwcD1M9Tt89bWPAxmDtggQINCTgASgJxnTCbwhELfZiwSgdiSgO5S4M0/8kh93A4n6UaJ+nIPc3akBMT9OWYhS2wEvPrTgP+0WbwuIrLIEgdqDuuKi2fh1v3ZErOuq4i44cTRtwoQJxXcp7n5VO7UmrrupXSPQcbnaaW1xjUErS7N9bGXM1k2AQHUEXARcnbHW0yYEahfrxq0+4zabXUvc/zvu3f/II48UOzHxhM7Y6Y+LAeMWfd2Vhx9+uHhGQMyLUxYGotRO7+ntdIru1tOqeLuLxbT2E2h2u4uLauNuNlFqt/Xs2vu4r/5ZZ51VXCPw+9//vpgdCUGUOHIWt8rtWuIuQbWH73WXADQbb9f1NPK52T420nZvdQazj73FYR4BAnkLSADyHh/RtVggTjGIO3zEr5QXXXRRcRvCWkixsxFPI41f+mNnJB46FL/ox4O/okyfPr14aFetfrzGDkzc/z9KPHU0Hl40EKW2MxXnRfflwsBWxTsQfdZG6wWa3e7iV/24v36USAC6nrMfp9zFdytK7OzXbntZO2IViXc8IKtjieT3xz/+cf2OQfG5652Amo2343oafd9sHxttv6d6g9nHnmIwnQCB/AWcApT/GImwhQJxEV7cF/zf/u3fil/64849sdMedwuJXxrjXP/4H+7HP/7x4t7+Eephhx1WzIud8bPPPrtIDOJUhTgtKJaPnZJ4iFcsU/u1rr9d3HTTTYvTim6++ebiKcPx0LBPfOITDTXbingbCkyl7AX6s91Fch1PtY7Tei644IJ04403Fg/RitPjZs6cWSSycVHuX/3VXxUXAgdGPBU4Hq4Vpw6dc845KY5gxfcxbhMadwWKo3TxYKxaQhFP3q4lDbF8f+KN5ftamuljX9fRtf5g97Hr+n0mQKA9BCQA7TFOomyhQDxY6IwzziiOAMRORpzyUyuxo/3+97+/eDhRbVokBPHE3XhqaPy6GbcqrD3IKOa94x3vKB4StqY7jtTaa+T1Ax/4QPFU1Ug64hkBtXuhN7JsK+JtJC518hfoz3YXp8rFE35vueWWYqc+brlbu+1u9DyOkB155JHFw7BqEnGHn1NOOeX/b+++Q6N42gCOP7H8sIuKPUbFbiQRFUXBSkBEsQVEYwUFBcGCDRsiighWFARBhegfdqPYYyEidsQeG9aIPbao2O/dZ1532VzujJpVby/fgXNn29zsZ5O4z+7sjGzevNkE2fr7qB/tnScuLk60PvokTn8PNJDQgfbcA4YVpL52HX5l+jvH+Cvlh9r2bx9jqDqwDAEEIl8gxmouEIj8alJDBCJDwL641rv4OqBXuJcX3bXVpwR6MaJNAvTFwD/ZtZ82S9LmE/rS5O8GGH+zvm4n8v4V8OLnLicnx7wbowGpDvKV3++WjrSrT9X051yb4P3K75UX9f2ds/Wrx/g732Hv86+O0f5+pgggENkCBACRfX6oHQIIIIAAAggggAACngrwErCnnBSGAAIIIIAAAggggEBkCxAARPb5oXYIIIAAAggggAACCHgqQADgKSeFIYAAAggggAACCCAQ2QIEAJF9fqgdAggggAACCCCAAAKeChAAeMpJYQgggAACCCCAAAIIRLYAAUBknx9qhwACCCCAAAIIIICApwIEAJ5yUhgCCCCAAAIIIIAAApEtQAAQ2eeH2iGAAAIIIIAAAggg4KkAAYCnnBSGAAII/HuBpKQkMzpubGzsv68MNUAAAQQQiDiBYhFXIyqEAAIIIFAggezsbHny5IkUK8af+AJBsjMCCCAQpQI8AYjSE8thIYAAAggggAACCCAQSoAAIJQKyxBAAAEEEEAAAQQQiFIBAoAoPbEcFgIIIIAAAggggAACoQQIAEKpsAwBBBBAAAEEEEAAgSgV4A2xKD2xHBYCCOQWOHXqlKxatUrOnj0r9+/fl7Jly0r9+vWlffv2Mm7cOClXrlzuHYLmTp48KWvXrpXMzEy5du2alC9fXhISEsxn+PDhUqNGjaA9/j977NgxWbdunZmZM2eOVK5cWQ4ePCgHDhyQEydOmLIaN24sLVq0kEGDBkmrVq1CluNeeOXKFVm6dKmcOXNGHjx4IE2bNjXHkZKSIvHx8e5NySOAAAIIIJBXIEBCAAEEoljgzZs3gb59+wasv35hPxUrVgxs3749pMLjx48DgwcPDsTExITdv0KFCgHrIj/k/lbQ4ex38+bNwNy5c5354DoVL148sGTJkpDl2AunTZsWti5lypQJ7Nq1K9C8eXPzHVYvQPZuTBFAAAEEEHAEYjSXNyxgCQIIIOB/gU+fPkmbNm3k/Pnz5mD0rn9ycrK52/7t2zfZs2ePpKenm3UlS5aUjIwMad26tXPgX79+lXbt2snp06fNMr3r37NnT2nZsqW8fv1ajh8/Lvv373e2nzhxoixYsMCZ18zq1atlxIgRZlmfPn0kLS1NrAt96dq1qzRr1kyysrLk8OHD8ujRI2e/ffv2mfXOgu+ZyZMnO+UXKVJEtDytnxXkmDKOHj0qRYsWlRIlSsi7d+9MN6CfP38OLoZ5BBBAAIHCLuCEAmQQQACBKBOYNWuWc7fdaq4TuHHjRp4jXLRokbON1Qwn13r33XqraU7g9u3budbrzJYtWwJW8yFThnXxHbCaGOXaxv0EwPr/JmBd9AesJjy5trEClUCXLl2cevTo0SPXep25ePFiQMvXMvT7rOAlzzZW8BGwAgOnHN2ehAACCCCAQLAATwAKewTI8SMQpQIfPnyQSpUqyfv370Xvlmu7eW1rHyp16tRJjhw5YlZdvXrVbKfTxMRE0TvopUuXllu3bknVqlVD7S5r1qwRfQ9Akz5B0PcFrCZDZt79BEDroe8ihGrn//LlSzN6rz610CcEHz9+dMrQggYMGCAbNmwwZS5cuFAmTJhg8sH/DBs2TFJTU81ifRrw5cuX4E2YRwABBBAo5AL0AlTIfwA4fASiVUBftNWLf039+/cPe/Gv6ydNmiSjR4+WZcuWiTYF0qT7281nxo4dG/biX7cdOnSoNGnSRLOmuZDV1t/kg//p3LlzyIt/3c56j8C8zKt5/V5t1mMnvYjXZkGarPcVZOTIkfaqPNOpU6eagCfPChYggAACCCDwXYBegPhRQACBqBSw7+jrwekd/h+l7t27i37cSXv6sVPwOnu5PdU77d26dRN9aqBJ923YsKG92plqr0M/Snpxbyd9EmCnCxcuyKtXr8ysvn9gvexrr8ozbdSokendyGrulGcdCxBAAAEEEFABngDwc4AAAlEpYPXe4xxXXFyck//ZjH0xr9vXqVMn393q1q3rbHP9+nUn787Url3bPZsn/99//znL9CVlO7lfEI6NjbUXh53+zDZhd2YFAggggEDUCxAARP0p5gARKJwCz549cw68Zs2aTv5nM/YddKsrTalevXq+u7kvuu/duxdy+/zGGgi5k7XQfSzhxhtw71urVi33LHkEEEAAAQRyCRAA5OJgBgEEokVAXwC2k3bZ+avJbo6j7e/fvn2b7+7Z2dnONtpdqJdJuy+1k90UyJ4PNeXF31AqLEMAAQQQsAUIAGwJpgggEFUC7vb2Olruj5LVPVqe3nIaNGjg7HL37l0nHy7j3kZH+/UyVatWzSlORzHOL4V7ApHffqxHAAEEECgcAgQAheM8c5QIFDoBdwAQrlceG0W75tTBs7Stv3axqckdAFy6dMneNOzU6qffWef+bmdhATLx8fFmUC8tIjMzUzRgCZd0nXZZSkIAAQQQQCCcAAFAOBmWI4CArwW0r327L/6VK1eKu1ed4APbu3ev6Ki/eue8Xr16ZnXbtm2dzebPny/ul3KdFd8zGiDs3LnTzGlznaSkpOBNCjSvXYRqF6Ka9OJ+27ZtYcvbunVrrlGFw27ICgQQQACBQitAAFBoTz0HjkB0C2i//No/vyZtAmSNkhvygK3RfWXx4sVmnQ741bVrV5Pv1auXdOjQweT1At9+MhBcSE5OjowZM8a5K69jDujTBK+TjlNgp+nTp8vTp0/tWWf64sULmTlzpjNPBgEEEEAAgVACBAChVFiGAAJRITBv3jynz/wZM2aIjpJ77tw5M9CWvhi8ceNG6dixo/OS74oVK6RUqVLOsS9fvly0j39NU6ZMkZSUFDPQl47Sqy/97tq1ywzslZGRYbbRJkThAg2zQQH+0YBEP5q0m1F9wrFjxw7R49BBw3bv3i06RoCOQWA/+SjA17ErAggggEAUCzAQWBSfXA4NgcIuoN13pqWlmScBDx8+lNTUVPMpXry4M8qvbTR+/HgZMmSIPWumCQkJJkgYNWqUPH/+XNavX28+2jVocE872k5fm9943QOQu0Jr166Vvn37yqFDhyQrK0t69+7tjPprN1HSAcm0GdKmTZsIBNx45BFAAAEEHAGeADgUZBBAIBoFtD2+NuEZOHCg8zTg8+fPzqE2bdpU0tPTnWZAzorvmeTkZLl8+bL069fP2d998a997s+ePds8GdBReP9k0nEE9uzZI/pko0qVKuar9MJfP9p8SZ9wbN++PddTjD9ZH8pGAAEEEPCnQIzVY0T47iT8eUzUGgEEEAgpoH/utM2/BgR6Ma3vCfzMIF92Ybr/nTt3zP76FEBH9tUAokiRv38vRZshXblyxdRHmx4lJiY6PQXZ9WWKAAIIIIBAKAECgFAqLEMAAQQQQAABBBBAIEoF/v5tqyiF5LAQQAABBBBAAAEEEPCDAAGAH84SdUQAAQQQQAABBBBAwCMBAgCPICkGAQQQQAABBBBAAAE/CBAA+OEsUUcEEEAAAQQQQAABBDwSIADwCJJiEEAAAQQQQAABBBDwgwABgB/OEnVEAAEEEEAAAQQQQMAjAQIAjyApBgEEEEAAAQQQQAABPwgQAPjhLFFHBBBAAAEEEEAAAQQ8EiAA8AiSYhBAAAEEEEAAAQQQ8IMAAYAfzhJ1RAABBBBAAAEEEEDAIwECAI8gKQYBBBBAAAEEEEAAAT8IEAD44SxRRwQQQAABBBBAAAEEPBIgAPAIkmIQQAABBBBAAAEEEPCDAAGAH84SdUQAAQQQQAABBBBAwCMBAgCPICkGAQQQQAABBBBAAAE/CBAA+OEsUUcEEEAAAQQQQAABBDwSIADwCJJiEEAAAQQQQAABBBDwgwABgB/OEnVEAAEEEEAAAQQQQMAjAQIAjyApBgEEEEAAAQQQQAABPwgQAPjhLFFHBBBAAAEEEEAAAQQ8EiAA8AiSYhBAAAEEEEAAAQQQ8IMAAYAfzhJ1RAABBBBAAAEEEEDAIwECAI8gKQYBBBBAAAEEEEAAAT8IEAD44SxRRwQQQAABBBBAAAEEPBIgAPAIkmIQQAABBBBAAAEEEPCDAAGAH84SdUQAAQQQQAABBBBAwCOB/wFinRYdiGna4gAAAABJRU5ErkJggg==" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

每组数据分别划线

dat <- read.table(header=TRUE, text='
     cond group result hline
  control     A     10    11
treatment     A   11.5    12
  control     B     12  12.5
treatment     B     14    15
')

# Define basic bar plot
bp <- ggplot(dat, aes(x=cond, y=result, fill=group)) +
    geom_bar(position=position_dodge(), stat="identity")
bp

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

bp + geom_errorbar(aes(y=hline, ymax=hline, ymin=hline), linetype="dashed",
                   position=position_dodge())

aaarticlea/png;base64,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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

为连续型数据轴加入直线

dat <- read.table(header=TRUE, text='
      cond xval yval
   control 11.5 10.8
   control  9.3 12.9
   control  8.0  9.9
   control 11.5 10.1
   control  8.6  8.3
   control  9.9  9.5
   control  8.8  8.7
   control 11.7 10.1
   control  9.7  9.3
   control  9.8 12.0
 treatment 10.4 10.6
 treatment 12.1  8.6
 treatment 11.2 11.0
 treatment 10.0  8.8
 treatment 12.9  9.5
 treatment  9.1 10.0
 treatment 13.4  9.6
 treatment 11.6  9.8
 treatment 11.5  9.8
 treatment 12.0 10.6
')

library(ggplot2)

Basic lines

# 基本散点图
sp <- ggplot(dat, aes(x=xval, y=yval, colour=cond)) + geom_point()

# 水平线
sp + geom_hline(aes(yintercept=10))

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 垂直虚线
sp + geom_hline(aes(yintercept=10)) +
    geom_vline(aes(xintercept=11.5), colour="#BB0000", linetype="dashed")

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

为均值自己主动划线

# Add colored lines for the mean xval of each group
sp + geom_hline(aes(yintercept=10)) +
     geom_line(stat="vline", xintercept="mean")

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 依据 cond 分面
spf <- sp + facet_grid(. ~ cond)
spf

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 在全部的面上划线
spf + geom_hline(aes(yintercept=10))

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

假设想为不同的分面, 加入不同的直线, 这里有两种设置. 一种是又一次生成一个满足数据须要的 data.frame 还有一种是使用 geom_line() 的stat和xintercept

# 第一种方法
dat_vlines <- data.frame(cond=levels(factor(dat$cond)), xval=c(10,11.5))
dat_vlines

##        cond xval
## 1   control 10.0
## 2 treatment 11.5

spf + geom_hline(aes(yintercept=10)) +
      geom_vline(aes(xintercept=xval), data=dat_vlines,
                    colour="#990000", linetype="dashed")

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" title="" alt="" width="384" style="box-sizing: border-box; border: 0px; vertical-align: middle; max-width: 100%; height: auto;" />

# 另外一种方法
spf + geom_hline(aes(yintercept=10)) +
      geom_line(stat="vline", xintercept="mean")

aaarticlea/png;base64,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" 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