下载本文的Rmarkdown源代码以及数据
herbarium_records.xlsx
tmap.Rmd
在R中绘制地图原本是困难的。困难之处在于绘图的组件分散于不同程序包中,而每个程序包只能实现一部分功能:有些只能实现投影转换, 有些只能添加指北针或比例尺,有些只能处理栅格数据, 能够导入shape文件的,又不能实现渲染……不难想象,在R中绘制地图,需要多么熟悉流程,并记住多少命令。
不过tmap包诞生之后,上述困难都已成为过去。一切原来可以如此简单……
tmap的语句类似于ggplot2,但是其调用方式更符合传统R用户的习惯, 即通过参数控制图层的效果。除了在设定投影上较为不便之外,其他功能,如数据读取,图像保存,渲染,添加比例尺和指北针,添加坐标点,添加图例以及对各图层的控制,都是用户梦寐以求的。
下面的代码用于绘制广西植物所研究所标本馆2008年各省份标本数的空间分布。读者可借此了解tmap命令的简洁与优雅:
省份province |
植物标本数n_specimens |
河北 |
1612 |
山西 |
823 |
内蒙古 |
269 |
辽宁 |
1754 |
吉林 |
794 |
黑龙江 |
610 |
江苏 |
532 |
浙江 |
505 |
安徽 |
480 |
福建 |
998 |
江西 |
4264 |
山东 |
231 |
河南 |
716 |
湖北 |
1192 |
湖南 |
8143 |
广东 |
27425 |
广西 |
100372 |
海南 |
17514 |
四川 |
13672 |
贵州 |
3296 |
云南 |
8944 |
西藏 |
112 |
陕西 |
4024 |
甘肃 |
756 |
新疆 |
662 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35
| setwd("C:/Users/jlzhang/Desktop/New folder (2)") #### 导入所需要的程序包 library(openxlsx) library(rgdal) library(dplyr) library(tmap) library(tmaptools) rm(list = ls()) ## 删除所有对象 ## 广西植物研究所各省标本记录 (林春蕊等 2008) nspecimens <- read.xlsx("herbarium_records.xlsx")## 读取地图 country <- readOGR("bou1_4l.shp") ## 国界 province <- readOGR("province_polygon.shp") ## 省界 province$ID <- as.character(province$ID) ## 默认为WGS84坐标系, ## 如果shp文件自带投影文件, 则读取投影文件 # 更多投影参见 # 指定 EPSG 编号即可 # 注意:生成的图形采用西安80坐标系,高斯-克吕格投影,指北针的方向并不指向正北
country <- set_projection(country, projection = 2343) ## 西安80坐标系,高斯-克吕格投影 province <- set_projection(province, projection = 2343) ## 西安80坐标系,高斯-克吕格投影
province2 <- left_join(province, nspecimens, by=c("ID" = "province_cn"))
tm_shape(country) + tm_lines() + tm_shape(province2) + tm_fill("n_specimens", breaks = c(500, 1000, 5000, 10000, 50000, 100000, 150000), title ="Number of specimens") + tm_borders(col = "gray40", lwd = 1) + tm_scale_bar(position=c("left", "bottom")) + tm_compass(type = "4star", position=c("left", "top")) + tm_layout(inner.margins=c(0.12,0.03,0.08,0.03))
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XYxKONlxyrV6HptRfN6LMCrSPcYeDgkB1EKUMBHpVzFboAH8ah0V8gCy3l1r3l6teBlHK2C9K12WYVKC7/drD0Wmz/f/A+rv9CEUdsbB/1xCoDqKUsWOUezwsYr9feyyK+Rr7RKCDIMfBxhxMBLo1RCkDgV6OIqTG3ouzezEIcvBq2A+4vBEmyKAIVAdRyriSQGkCvbNEn039/mVVxx8m2XXI16+bj1cOdEKg20KUMo7XBpoM/FmxXKAWJ7bWNATaL7WqDDq73whUB1HK2FOgSjtqLtIrsKjxc6TGQZrDD4ZLLRRoyL9tCFQHUcq4lECvbtBFrZ+tQKt2TlvHu0+SCPTQEKUMBHod2kLiEn+ubGiZllfnlp/dewSqgyhl7Bbl5k2gl6/DLx259DJiGuWyeYpS/6dtLWZn/uzuI1AdRCljR4GukmAEFy+BrvBnI9GVYY/aR60LLDg2CFQHUcq4jkDx5yp/rnyS3Eig1qH3hkER6KYQpYzLCPTi/lzW+T4S6IpDZdbhm2FO489HBp37AQhUB1HKuIpA8edagcY8zaMbFzrqRurkWfaOnTtACFQHUcq4iECv7s/1BdCXayvxbe7va3maKxnW3Tv8vwCB6iBKGZcR6F6/8xjEFECjHijXlz7NQfaW0igC3RCilIFAL0GkP6MEalTT23emC80fIgSqgyhlINBLEFUCjRuyW5pFz/fvJ91JoYcIgeogShmXEei1DbqjQIdH4b3zriQEuh1EKeMidyJdXKCxTaCqQzXtjzc/8/8GBKqDKGVc5V74Sws0zp9RnUiTw+AcVopAt4MoZVykBBoy0PC0xPpTWwR1rQuBbgdRyrhIG2g3WGavn7sj0f4cCDTZYUOg20GUMq4i0PetQ/f6vXux+PFxdoMaISY7ODM/hKteBlHK2CnKYuMafH+VXsai/QD1aH/2RdB1N8b7DohxYPy/B4HqIEoZu0RZeJrC0nIZhSr12RvU0we0+mi8Dyl+3hCoEqKUsUeUpfg6XHXdnlujKnEODVrWT+jUdimVPBd+c4hSxk4CFV2BURfumSWq9mf7eLnGpbKB9d2/pvM/CYHqIEoZ20e5c/HT4MQOTSHQrlQrFWiwQRGoDqKUsXmUe9ffR5zToPIafC3Q/qUq/GZnEei2EKWMraM8kDtbzmfQBP4cyVSWfLO7AYcAgeogShnbC1Rz7SnJ2KCFbcdT+1NWBO1yR6DbQpQyEOj7jA1qa8SVjJzfzKDhvxWB6iBKGQi0Ik+F2oYSyIZ+zhhUlHr4j0WgOohSBgKtyVGgrSpNiW6iT00RdGH3HQLVQZQyEGhDfgYddIv3bOHPZlx9bOCLIkegOohSxqZRFkcawDQiv0r80JWbCrQ0H0m8Pu9FgSNQHUQpY8sojzUCdExuBt2qsOkQaOx43sVhI1AdRCljuyj3mYBpCXkZdEd/DhoN2uwWh73w9yJQHUQpQx7l3ZPFZFzNsQufLVkVQncVaO3QN2/aw7r84CLQHSFKGUuitI7aHnw+HlZjvHN8fWZ2c/whBFordEVz6PKQEagOopSxIErjnB+f/KUxr85wrqM8zNmBQJcK9K7Q5QJdkTEC1UGUMpYJ9H7aFxPDNNLpL6Qs3dmThUD37EMaC3Txsb438yz9wQhUB1HKmI2yqHUyqIwPDWPRZbbuvJNHCXRnf1bH+01n0DfhR3xtIR+B6iBKGXNRDuvijSYHp79R6Ezqtc3IRaC798K/6QTaaDQo27VtJAhUB1HKmInSXhkf3XudymQ7kUkj6M4CfTMm5F/Q6kxaefUiUB1EKcMfZVu6nFwG5iKJPLYjWRh01yKoRaAhRdCYYBGoDqKU4Y3ScUlUxYi+aVQvsL3JQqB7GrS0CTTMoKt/LgLVQZQyZgTq8kvX8X5Gf2bSD7+HQbtDb/FniEEj/mlCoDqIUoYvysJ5PdibRs9DHgLd3qB+fwYYdG0P0g2BKiFKGZ4o5/yIQHdnW4P61GkMCZ1JFoHuD1HKcERZnNiOAeTRCHrbtiveW/b0GHTSBbnupyJQHUQpwx7lqevnAeQi0GJDgc7KszPoOEr3GLhFv5WrXgZRyrBGeWV31uQh0HLLKnyQP6s744dBDgxKG+ghIEoZCNRKLgLdzp5hBVCbQOvG9L7fEYHuDlHKcFbhdzLXQVh9v8yGbFf+DGn9tAu00WVZRvsTgQohShmOKBHo0Yugxdb+jBHo3aDFLS5TBKqDKGUgUDsHN+iG+gxu/WwFKukysvxkrnoZRCnDKdCLGzSirrkBG/ceLRRoOYhR9ZsRqA6ilIFAXRxboFvqc4k/R2VQBHpIiFKGNcojP799O45rUFn507aiwVsLGj9NgxoZItADQpQybFGiz4rDVuJV/qz7hnxOXaNPswiqjBCB6iBKGQ6B7mquo3BQgWr9OVrZ4L1V+nxjtIMqE0SgOohSBiVQN4cVqEqeteucUl3rz86g0jI8AtVBlDJcbaCTOSAuiGL4tx5FAdQY2VmO2zz799YLtG4H1aaGQHUQpQzXnUh5P1hTQTlh40NjR+RPs7BoE2gZ508EemiIUoZ3NqYrK9T89U86OYpEJQ2gphlLh0Hj/Plm8vDWaBCoDqKU4R4HevG20OFw8MYtu2tU04FUjg1ajj/qq/irBarOCYHqIEoZIU/lvCSj+2l6vww1WmxYxx+qTiXQYRm0/UTiTwR6UIhSxuxz4fdT2K6M7+geC8hFwiNVJhRo2X/UvRnhzzcJskCgOohSxqxAL2pQr0AHGp16NcmBUslzKtBBR1L7UaRA3+hjQKA6iFLGXJRXNehkVrZgNckd+rS2tZMvWb5WWpo3bXX4OBL8M4JAdRCljLko3Y82PjeTidUXSStGH9V3B02rq+vuoy82Y5Ns/hQLNEUxHIHqIEoZ81V4BPp+kUAbc608HpZmVeuUH+H+LEd/Tivn43YIgT4TNGMgUB1EKYNOJDvTR/ssdNeKYxFZ3rQJ9G6zoT8dwjO/dUh/IlAhRCkDgVqZFLzTF0GF5uyN2Qm0+sNVuiynA0Gj/Ln2ZPSCQHUQpQzGgU5oTDZ+c7m9FjSGit1pmLC/CeD+2i29psfJUUjtF0SgJ4AoZSDQAZ33ph8s91dFyLmaQJ9dVbxa8Vyxctjo6jCn+8PxqjSn5ggEqoMoZVCFbzAeXe74fJ3F5n2SRJ+GQEO8N+9P78eDBWXn5hAEqoMoZSDQml4QzgVWamxGKYn0uVygoxfLBJvenwhUCFHKoApf43Nnu8RakXkcmkyfhkBn3GkX6USf5h77vo5AM4AoZSDQmvkful50peHQgWLS2XP904wcAh2cE57vJzlJKxCoDqKUgUAr5n9olOuGnTRt9On0ue5pmr4K/PCkQKB5Q5QyvFFexp/zBdD4wmLZVNdbySQsfq4eDR9QAK323P31ZCcqAhVClDJmBLqJvfYnpACqc1uLao3WjfhF6TRgiBY9Ak15pnLVyyBKGQj0TsoW0KnbkutzZuCnu3pv62Yvx2NZfd9OeaZy1csgShlU4YePP/IsIxaccnW2DXj9GSdQ55dTXpgIVAdRynBEWdSliSsYtJwfwVQvltZ4WrwdPb4epuloz2kF3jXSKak/EagQopTheypnEWSWzAn+jVkZdKYA2k3NZFlsJNCgFtDh8IJEZypXvQyilGGN0hhyk1hfe7PgJyavdSuZKWIaXVmupfpXxfjksNsz9TP1EKgOopThFGhAz3T2LPsnIjeDOqeu6ye48zWGOgug0+nsnySb/pJEoDqIUoa7BJpQXMdg8a8sc1Kou6lysIynN6n97/jUsJQ/NzlTueplEKUMV5QnNuj6BormW6Z/DutUqxtHu+tvKbXd2m4tfyY/SSsQqA6ilOGM8ryl0Ij23dLKbpL0YjHoeGfdLaWOfqHRFzbUJwJVQpQy/AI9pUFjf9WwAHtkgU67e6aLeDubpufEeJHEp6cBAtVBlDIuOJBe/KOOalCrQEf76jFomEA3vBIRqA6ilHG92ZjUP+mQAm2KyBYrhizmLF0Olt20/IlAlRCljOvNSC//SQcUaN3AMFuJr0qkdoM69DkYYL+pPxGoEKKUMSvQ0xn01AKtK+ntUZu40SyBth1gVoHa7NiWVrvxTfdzZzutIVAdRCljXqAnM6j8Bx2pCj/o3poItHT501bVt58LnUTvY+eLTZ2GQHUQpYwAgZ7KoPqfcxB/diXP7oiN1TjsQqo16BgLaq+dDwRaFK1BN7oaEagOopQxH+W5DKr/MccQ6KDk2e7YuM989IVGoIEtoL1AuwJodfpsVQ5FoDqIUkZAlKcy6Elr8OVUoL72z5fGbVSBLaDN6VKvtWzufi82bAZFoDqIUkZIlGcS6DlHMdXqHPtzetfl6EtvHI2gfoGWfQf8llJDoDqIUgYCjV3dMQRq3bFJG+jwO82+Ww3qORkMgW4JAtVBlDIQaOTaDqDPbtjSZN/K0cD3wVfcAnUKstxNnwhUCVHKQKBxKzuCP20F0G4Hx3X4fjDSUKch/iwQ6DkgShlX60SSCvQY9fclAu2ZDKoPK392/Uebg0B1EKUMBBq1rkMI1HOAyslQptL4/+E6esm6T4Tdyp8IVAlRykCgUes6iEC9ezgZpdQ8sMPWJOoV5J76RKBKiFLG1QbSv29v1imbkT9xP25vhZb1bCDeHZwKtNWouZoAPe5ozxsCVUKUMmajPI8/Syex69zTnzM/wD/nvOHPW3VP0dz0sKrTbgUIVAdRyggRaP4GnSizs4/tHsjFq97LnS/nH566RKC3Q1vqwLuWHUQpI6gNdLVddmeqTYeLIiS6i0BD93mhQA8MAtVBlDLOKVBriXPeR+s3lliX5p6aOxwjUGOvc/AnAhVClDLCeuHzqcYbfURLmyft90MGbTNoSxLNlgsaHuoKvqwAuvNVh0B1EKWMYIHmYdAV3hy4yba60K3Oe8+7TNhOd/8yVAYM2KugGnzQmbKzwRCoDqKUERplVgINVaZFTpa1hZZCA6w3s0zQHnYCfTPXfTQr0LLtTQs6UyiBngailBEu0CwMGtkcORXoVKuOHCYbHlSRZx4hH1puHhrRe0h87jQNWhNypiDQ00CUMoKjzEOgkV3iI1l2JbTuGUPuZlHrdMVDATsdWS8Z1NU1FKA3iBl/DgwacKLsLbC9t38miFLGAoFmYdDInpqhQcty8G7vG+uGxw9sez9Z3CHQztNCfwaUQDuHBj3hfXd/7b4DJ4IoZYRHGdgYuDORdfjhzBzDSnhbprQHYVTCh2XOYZHWvsW2oLvAnzMtoEFF0IFH506UvS+63XfgRBCljAVR5mLQOIGaBh0XKvs/bNs1Bbpk50xN+3dsJL2ZHFYLtLDIdONnGFvYe/tngihlLIoyB4UqBNoXIAdvm68d2/Yb1GrIgZj9+7VAoIv8+caYBNTVJlpU0ykrTrmVIFAdRCljsUCPbtDoOrxxW5Kv19yx7TLg4/G6jLX6dypcoEv9WZdBvZ1K7k+2AYHqIEoZS6OsWwMVpkuEQKBGr5FnAcfG66cMOXbNvqbJK/tiE+P5U1jsz77PayrKon+aR9F8Vnb/FZyGASBQHUQpY41AD10Q1dyXXv9Cz7o8BnWlYxdkWAV+KkRpDb4sB2MGJgLti+RtKbQT6maFUgSqgyhlrIjy2AaVlEADhra7AnBn4xrD1G/RuzsLBbrUn8MRrkMr9j+ptKE6F/0gUB1EKWNtlKc36Ny9la1UgmNwrM4QqHdjU+nNbGyRQKffdx/swb+fm/kTgQohShkrozxwEXSrZw13td24vTIG6/s2ZS80+rYWqFB7dcIn0MFzpRBojhCljNUCDdPGLsyUHWWENwe72wPKXqC+DS3053vX4+Ss9rT5sxwcbO9T6yTn4TwIVAdRylgX5YHLn3c2EuiCWY2dexRSg7c1gAZZO8if9q+GHmwEmiNEKeOsAt1ojvgwg3p2p/3IX4Nf48/5dlD3agwr+n5eiUDzhChlnLEK/367MmiwQT3f79bjXmRivsAM5gTq+Wp/pH1LIdAsIUoZJxXopk96m1fovEDNCfAsq18j0DmD+tU4e6i7HRadiXMgUB1EKWN9L3zQNbwbmxVBe/ut2pnJJHjTRW0CjTaof48NMboW29qfCFQIUcpIINDQrumkbCtQ6wOVgvbFM5G9seZ1dXifQWeNf6dwH8nKnE9LaM9GHwhUB1HK0AvU1yq4nVe3Fqh/ErsFAq0MWg7/XjGKqdv0mgLo+5nJo/t7PTe0GgLVQZQyUgi0vf4mvtyyaLq5QD2F0LAqvLGaclCzX9Z+OdryivJnt9O+1k/taRgAAtVBlDLknUil++kX/lKNFFtbYnK6Xzb+fdamzfYr9vWYc4w4FBgWw6ry52y2O9gMgeogSukHErIAACAASURBVBligRpX5siWzcsVAjWUHH6F7yHQtho/3VHr/jRPB7GtpGyf2l7aKvBLBOoogC46ANPfoj0Hw0CgOohShrYKP5Zcb72hSxdcqy5mvrWBLW249268T07LN8Y0fupqCUbJ171O7RkYCgLVQZQypLMx2d6cGm9pSbL7fphC97Nnoz/7zo1sOefPVqBWeYZKMEEBdDd/IlAhRCljdZQWSzjFsU6gvuU8Bt3Vny+NB4JYdvllb9jw+44c/pwPUV8ArXZcefotAIHqIEoZ66OcXMNBF3V3GbreL42/1qxkd4G+dPXHD8vPnu+GCTQkZ3EBtNrxvS4+BKqDKGXERDkV6ILr0NE/330wu7aZkt6uzBjU/9UAfwZZ0KXiPAugCFQIUcqIE+hAhUsuzKEuLS9D66iWxY5gUPuw+hCDhgl0txq87MRbDALVQZQyoqIsRyy8GO3fXLIyx5IHEKj/xqRlT+9YW4qMGoJvX6HqtFsBAtVBlDLiolzvz+aCtAt06TrGXzuCQN03JjnKoNW71WeaAqhdoKuOU70ySqCngShlxERZxJRmZNQCHnj4EAJ1lkHtAjX+IZL5c7qm1Ues3TfZibf8bOOql0GUMuJ64Q8g0HEzQt2QuoMvx/jSsSh0mUDDcjmTPxGoEKKUESXQdRejlk47/ezw3jbGzVh6s5R5y5ZGoOu+6ElZeN4tB4HqIEoZMQJdeTFqGZmos+nu+P+BmexkaQp09bM4BhsQCnS3O+B7EKgOopRxBoFa7pHc1pV2/C0c473sFg6oyAcV/h1dSOtTFp51a0CgOohSRvYCPci4TxuzZVDHwrMGDRSotQ10bR/87tccAtVBlDJOINCDtHlOWFSHH6vNa9BQgU49vNKg5S4zgA7ZfQdOBFHKiJlMZMWVmIRj+nNpAXT6uVuiS24zMFbSdLLVny0KGIGeCqKUIZ3ObicOKtAlBrUs6msLDRVo7+Hmf41AlxVED9AAekOgSohSxgkEetAa/Ev/SKZZgTbLOO7HDAvGWEvtztqc5RKB1t+UnnSrQKA6iFJG/gI9bB9SbBH0vXtM0zKB1ve59mXPcrFApafcShCoDqKUEdEGGnoFpuXA/hQUQaPGc/omhAr5fvcN5Qm3GgSqgyhl5N6JdGR9zg8FHS7pqsULBbq4/LnzFEwGCFQHUcrIfRjTsQXqN6i5706tJRFocLzHKYAiUCFEKSP3e+GP7c9wgb50FkLX31HkrsKH54tAzwhRyoiI8iACPbJBF/QiORdf3Q3vKtGGRtuuRHeyRYFAdRCljCiBHsOg+7gxiJkmUMuUdralVgvUvtHwbI/kTwQqhChlCB8qtwvHLoHOzGk3Xdo2nN7iz9BnItneXBYuAj0jRCnjBAI9rkLnOuEdU4IOF7L5M6QIatv4ovbP8ihD6GsQqA6ilJG7QI9s0Jn+mrJ6BlK/8EKBzoTvaA5YNgD0MGOYbghUCVHKyF6gB67Fz+TTlPDaZe26XStQx8qW5XqcQaA3BKqEKGWsirKoL6tjCPSw/pzpg28N2i3raLO0G9S/aue6luVaz2N3EIkiUB1EKWNxlEXXMHaMXvjDdsMHDbjsFLroTs45gSr8+d64dV5/2q0AgeogShlLozR6FhCoh9BbftpSqHPR8F74si0zOrbrma7E/n7/eYITbzEIVAdRylgh0K5lDIE6Ce+uaQy6WKCOFXm8bfvI9QXzzYM4FIHqIEoZCDQJS/q7rRKr68/VZwsKoN5ir+XTcjK9ctm+ZVu1/vRbAALVQZQyVgq0rBtDQx2RkvKIBl0+Xt2uLKdAbesI3E5pvtO9by4ybS49gEIRqA6ilLFcoNYrcUcOKtCld0w6/OkaxGRZQeAMTcZypjebUUtl99r61R0NikB1EKWMhVGWkzLL7hzRnwuLoJMOHqc5HQJ1Ss+6qXLy0ijv+g4uAj0JRCljsUDDpbAJ5VELoEuDGhbqZww69e2iDU17nCavnd9NcxoGgEB1EKWMdSXQw3BIf64pn1t85vNnOfrmuk312xzZ2/PVNKdhAAhUB1HKWNWJdByO6s81P6RR40zz57AAalp3ybaalmxrB9bMV5OchgEgUB1EKWNxlMcS6BFbQNcl1Ahz3p6mQNeUdY0tNt9FoFeDKGWsEOihDHq8IujKgFpnzrjTFGiMPdvvt8XQBd9JcRoGgEB1EKWM3AV6OIOutVqIOHuBrqq6W8MzxqW9D1hduZtBEagOopSRexX+cJX4lVqbq7VbBSpJzxzYG3bzforzcB4EqoMoZZxBoIcy6DqzLfJn6FM5Azfc/vfgBkWgOohSRv4CPVoRdFUZdL7jSCpQw5WDVYXsOgLNH6KUkX0b6DEEOiwGL89ooUAjDToobA7WFFIMRaDZQ5QyTiHQ3Q3aeMf4c9XPWGTQqMTed0XP0iZQ78p3KoIiUB1EKSPzgfR3yt0N2vfBdH+2e7boZ2xVBO0nsRvLsumNnxPoHgZFoDqIUsYJBJq0DBq0YvN+8pd9AXRRf9LyOvz6AzHoend97P16knPRDwLVQZQyTiHQZAatjTi77smkRu1fr8PjWijQuEp8b3z3p/59TXIyekGgOohSxmkEmsKgfdXcv/Y+lN6f9/++fh1eUFzqz6hK/FwdfX5fk5yMXhCoDqKUcYJOpDtJDFo2Zch5hY6n2Gy+8vr1XaHBv2Azgc72EgWsIMXJ6AWB6iBKGcujPKRAG4VqJVob8HWtQa9BbV0x3TdDd3+ZPyMEOlMsDljxHv1ICFQHUco4jUDfBxUV1wp0TqFD6ZQD9Ybu/XKBrjsSAX1ER6zEI1AdRCnjPAIdzBQsEujIoP5lh3tiCjRsko6FAl1dBp37lqtzfrRMgpPRCwLVQZQy1gg0TAl7sY9AK4OafUlmyTXEdCsEutKgIXY0xhW4FklwMnpBoDqIUsaKKAONsCMqhZYDhc4K1Ihl1Hxazmt0ZRF03S1Pwcu4toBAs4YoZayJMkAHO5PEoHPrrDMxBzFNHerY2cX3wvcKXRNOUIDtz7Dvdbl5PxIC1UGUMtZGeXCDqiryC4qgnUPbcUyvJ7hVtJVAQ//l6wTqKrC2+3zbTKMIVAdRylgd5cENWkoMOm4FTSDQuzg3E2hw1cEsMrubQcsty6EIVAdRyoiJ8tAGfS8ohY4sGLC2thrvEugksHXerN25UqDhS3b/GMwsJTsbfSBQHUQpIyrKHAQaUxQdSTBUoC5/2u7sXCZQo7bf/t9yg64IcG4J1dnoA4HqIEoZZxbonSiFji3oXU21EY88nQINN2hpZXEci7ObXUR1NvpAoDqIUsbZBXpnrUEnJvStZ+A0l0CnlfhyiUH7wuegJLo0jQW5vffW4BFophCljEiB5mHQTqGLLGozoWHQcrr0nD6t3UhLBTpeeulBWFYCDUt2C4MiUB1EKSMuyqU1yB0Z1uRDiqTOZsx2DdPSajV7k8efkQKtfRkt0H60//yyodGKTkcPCFQHUcqIF2guCi07hZZDmS4T6GtjHROBzmJJa/EDjUdfWCHQbpT8/LKhqxSdjh4QqA6ilBEdZT4KLbsBRmXzck6gzp70qqI+WEGYQEdZ9S2ZywSqMGhg/TxgXe+3MSgC1UGUMgRRZmPQil74cwZ1N2c2LZ2DUmioQMe7stSgb5oRTBEGDR1QH+bPxsbx59EMCFQHUcpQRJmVQA1mDNoUNF0mbMuiS0ugpbn9UYky0KRj4y6vBYQYNMifXXuI4Dzyg0B1EKUMSZT5GnReoP4xSeZcSwECHVbijbaA4MKofbH2XfO3NVMOescgzaQzn1/7FNINFIpAdRClDE2U3bW7vCy0J4M6uMuf3mHx5kxLQQId2rJs+u6DDepeqldo39Q7czz8RyrkQPYBpncoAtVBlDJEUZaD6c+yUajPoGXfVDojxDBzWhRqWU01Nt7nz2kT6NSuI9y/fi6boASNf3A0J5MdBKqDKGWoomwLP9UEZ/kY1D11aP8rlisyAn8pdK6GPyygVi+8N7LPR7MkPQSaC0QpQxZlaXTG5lYK9Qt0U4P6a/LaBycteLRHUHYINBeIUoYuSrMVLC+BWuxpPup98ICO7RS6v0Dfzzp0fDeW7GSygEB1EKUMrUCNPxZJbE8mAm2H5piLbCjQTqNdjTxWoK5jgUCvClHKSCbQbAxqjoVv6+4Tge5i0Gl13tM8urgIGlhL8C01bv1IalAEqoMoZaSKMiuBDuYHsRW69jJo59HYIujkJ43/jfDE452PHoHmCFHKSCfQXAzaKKopefbDl0YLbS7QXqODjvXFAjVHNw1+dHA6/eKTO1HHHW8JTykEqoMoZSSLMjuD2jxjLLObP7tWhbUCrWv+xg9zPmozJJzhR6NxC80pleSkQqA6iFJGuiiDCzkHoLPDMQXaOHS1QI2i6Pt2VqplyZjTWJmfjMZ93TVXVP/Tg0B1EKWMhFFmJNCKrppqFeg+Bi1HBi1jDDpTyg7Kp//ycEbAsit/3kWHQI8NUcpIGWVOZdD3sw//2UWgI4N2Vfl4h64K6P2gSNrX4uv3asmlOqMQqA6ilJE0yrwE6mWvIuhdoS+HBo0RqKHRNRH0r/rietna85bQnjcEqoQoZaQWKAaN9ud4qJDCoWsUan6je93rs1JcmubPdu0ggihlpI0Sg8br0/b0z/hC6JvlFXnb4uVo6GeRzqAIVAdRykgd5XkUWu5g0Kk/tWXQJccm1J8I9PgQpYzkUa7tsTga5WEE+lJUBn3jvVHe9vst75mnUkOikwqB6iBKGRtEeQqB7uLP1/aZ9u4K3Vqg1iXrnvfeop1AGcZ0bIhSxhZRnsGgO/nTKVCJQZcVQG3vDWYx7CvwCPTYEKWMTaI8h0GP40+dQBf8fNsMK92Q0GoUU5GyCRSBCiFKGQg0kH1aQJMKNLIPqe+GqgxaFGkNikB1EKWMLQWat0a3N2h6gYb/dGcJ1HiZ1qAIVAdRytgmytkn7GbAgQSqGwoa+ssdTaDjR9zXEk1zDiFQHUQpYyuBdg1m2bKxQEv7EKaXuqH0wQYNWQyB5gRRytgoyqafAYMusKddoM0nEoEGGnRBSZU20CwgShkbR5mzQDfsiPf7M25Su2QCTetPBCqEKGUg0HA2E2hZP2FkpE5d71ESgbY1+FSnDgLVQZQyEGg4Gwp04s6+FVkp0GCDBi1U8lC5TCBKGQg0nE1LoNNmT70+TYP6n148H02JQPOBKGVsLtCMDbqPQFtzphHoG3Mk5/vqgXPTnx3szzKh5hCoDqKUsb1A8zXoVgK1+TPimZwhAm0HmdkOz4JBTAg0D4hSxuZRZmzQJAKtvDN+Sz9o3i/QsnlgXdkWRIc/OyCZMnkjKALVQZQy9hBorgZNIdBWWq97j5YbC7RvIrDesxncz4RAs4EoZWwfZb4GnRQVJQI1Oon6t4Z9SF79RamzNWgztV3zqm4J7RpHA7O5k9ByCFQHUcrYI8qmwpdQdWlIINDSfCxwvfoyWKCdeFdJtCwH328r4cNHH4f+a9d+A4FmAVHK2Emg1sa2wyMXaCvLsimIWh/i4fLjwICVA+2LOQXalT77tU1WvGS+kZT3ISFQJUQpY58oEehQoIMO95fhAv2txloU7cXoUu/0veliwclUBk15ziBQHUQpY78o8/Nngl6k0jJiKVSgfoN2NXOnQB1rHSy2JJukw+gRqBKilLFblFkWQNN0IvmxFw2HAv2tF+mwQGlVZZA9FxVA3yPQrCBKGTsKtLnw0sguBUn8OSfQqQK7suZUoL+Z2qxfmVYduFVbAG0mY0p4wiBQHUQpY88SaG4toUlq8IsFWpqMBdpX5itvllOBhupzqUCrEiidSHlAlDL2bAPNT6Big87r8+V4BuXOmlZ9mh90hu2+3SUe5M8VTaBFytMJgeogShk7R3lpgQaUP8fNoPZi50igRlnUbBldps83yxpBqxZQeuEzgShl7B5lRgYVCzRUn41CG6X57ekokjbfDVZnL9CFBqUEmgVEKWP/KF2zqB0QtUCD/dkLdLk/G4EuKnuuKIPe+5AQaCYQpYz9o2zuGHyfgUV3LYG2fUJrBLr6MUrLDJr0PEGgOohSxv5Rdl1Jh+9R2rEK33YlrfBn2520xp+BPUllMxdT0vMEgeogShkHiDIXgZYpOpHCJbqPQN8EHJKudz/paYJAdRCljANEWQ7YwIQrkQv0tVOgVrWuFmgjUQQKDUQp4yhRNtdfoEK312xTSdUK9LWjJ6lsBTp5tlyMQNcZNOCAbGDPGwJVQpQyjhaleb2W5gU6vl7VhgxxxHYCfdMP2xwYdLVAVxdB56Nu9jO14BCoDqKUcbgo+7p8939DY+5S3U8o0PKlZf4lc15j8/31Av0tohvJH3Xjz9SnEgLVQZQyjhdlOeVmTH7XVBY3NuhAoEqNWiTZC7T2l6YEulags/9YbVOBR6BKiFLGUaOsL8r+ymwvYfNarYuo2wn0t+6ZGykM2s1NXw5q24ZdYwW6xqCzpf269r7BaYRAdRCljGyi7J5fbr5lXNpJRVq283O8tj6HWGTR3p+JBLrCoGX72GNPNGkf5dGCQHUQpYxcouwu5HL8dveB3JkWgVZPLfotSRn0bspKcpbZPxVtoKuKoGWIQG8INDOIUkYuUbbXsf0TfYvocIWGQMtmis21mvT4c1T2NOvQghLoCoF2IXgFWmwjNwSqgyhlZBJl2WjS/tFcO12wKM3322bXciDQsptic20xc/q+OUeyw2JbC7QbSNWn5MzvXv7cwG4IVAdRysgkyqYAav+orJ8HucKgbvnWAu3nOem82c+2uVCg7fenXp17wntr0DiButbu2uJgNjuPQG/VSYRAc4IoZWQSpbsAOlposT9v3ZCocvjJYM58mUAnb3fGck8415RB+40n9qftHxWzMDrOaZuzCIHqIEoZmUSZRKDlaEhUOfmkFUnrroFAFxm0NbBDoH292S/QTW6Gb3/xKKv+H52pQGkDzQqilJFJlM01PbvMWn+ODNp+YlTxOw31Qlqgz06gtibQsBJhnECXVeCtYXX+7F8h0DwhShm5RBkk0IX6HK9v0OTXvWdW3H8rV5VAOwVPvlWGia2R+LoZ6Zf5c1x3H+TVzvzZjXuYrRXoQKA6iFJGLlFafGdZJHg4fbW6yW83S1fdWy4jLSh/9gq2aDfEobECDS9+uvzZ9bcNet429CcCFUKUMrKJMuBaLZ1Xv80FzjUMhuu7BRpsULPi3X2t/3oZWAp9s/KZcvVmA/3pfoZH2aeLQHOHKGWcKsp5g85e9+PPnc5qVBig0bI0WwDK7r3lBt1AoEHP8DALotsc2RsCVUKUMk4Xpe/6Dyk1jT93Oqu+rTOgJDoUaK9M85vBBl3pzwX3IIU2Jdc/YbvzB4HqIEoZp4vSU4IKKzBN7rZ3W2mswfk6fPelcSNAYoGG+zNYoE2cm3kNgeogShmni9It0HXlpaob3mvQAIFOvtS+MirxYXJb+WDjRQINL4LeA9pKbAhUB1HKOFuUXn+uXKFDW60HFxRAbf5tyU2gmzaA3hCoEqKUcbYo1f70GbT14Cp/jgwarrd1Al12H1KQPbdsAL0hUCVEKeNsUbou//XFpbKeV8RjJ69B3V81ntuxpHi4SqDh2wnwZ2f9Tc8eBKqDKGWcLkrHBJZx1c31AvX5c9X0nCv8GS7Q2ouh/tzmUR4tCFQHUco4XZSDirF5zUeudZ1AS7MD/rfRbCRb+bPeXOgW5sqfhkA3lRoC1UGUMk4XZXttj/tokgnUY1DTeNXrxoEL2z0Nva33Z+Ad97P6HAh0SxCoDqKUceooZZe6X10ugw6KjK00DaUv9udafQZOJrKg+72uwEsOUigIVAdRyiDKENYKdGiw0ph8fpk837Tlz5jpmAK2ECTQ96Y/uRMpR4hSBlGGMCtQq0GHk4gs73If+7NhrUHFAq1L9dtpDYHqIEoZRBnEjLbmBBqjzrE/jyXQ7UCgOohSBlEGESfQaH/2Ff+EAl12F/y2o+hvCFQJUcogyiBmBWoz6GAWu0iDdrcSHUWgS30WfaIhUB1EKYMog5jTltWggz74WIH2llsr0FmLh9bhyzWzMEX7D4HqIEoZRBnErLZsBk0h0IgqvFagm585CFQHUcogyiDmtWU3qFqg6zuR5neiXNKLtP0hQKA6iFIGUQaxVqB9K2hrqViBrtbnnECD9YlAs4coZRBlEBKBrhxCP7JchD8RKFQQpQyiDCHAW45upP7TnsMKNLwXfodjgEB1EKUMogwhQFvW25FGAg3Q2KxAHZsO8OqcvHUCTXJSIVAdRCmDKEMIKvcNDFq+Hk7GNFgswp+jVS65QWlGoEv8OTMKNInrEKgOopRBlCGEVZyHj3p3+FMq0Mad338fLdBFFfhqKmWGMeULUcogygCKZSVQb7EwqhHUbAio52f+viFQoCJ/uiejL5K1jyJQHUQpgyjnCRx8WTbNoNXizu9IuuEbkZZLBepb7SJ/ugRafZbmKCBQHUQpgyjnCe75Nsud7mdxxgq0ndm+HPgzqBcpXqClV6DdfiU4CghUB1HKIMp5wgqgvUFnlogX6MSf34f0I/lLoMsKoNZepKfqe/nyZSqDIlAdRCmDKOcpgg0aNFxUIdBGmgsF6lttmD5rgd6sAq0+enkHgR4copRBlLMEuCmc+JmVvx8UPQcGXe3uwBq8Ufyc6qy1JwI9PkQpgyjnkPozRqBl/Ui6iTtDW0G9Al1Sf7/ZGkANf76kDfTgEKUMovSitWdUDX7c7DkRaMS2FwrUntTLpAVQBCqEKGUQpZfD+HPabxQo0P6fgLLZumUnlgj0Zj1pSgSaEUQpgyh97FMAtSzkl+esQLuRT52Ix2sPFuj9hLEK9CUCzQailEGUPqT2/C3wNqTxQob2lgq0+pJ5Z1THcoGWdRe8M6mXL+1toCrxIVAdRCmDKD1oi59hBh37baA9nz8dt42Ww5vz23ul1gjU608EmhFEKYMoXRTi6nvntFl/fm8sFFD2dPrTPsVejEBdWZUINCuIUgZROlA3fwYatGzmVmpbQit1zgp0tKutdZ2PW9YL9OVLBJoPRCmDKB0k8udsLb41ZrNYqEDN2Uv6Kv9vjqctW4q9FTP197AK/KgTCYEeD6KUQZR2UunTOy1nV1sPa/c0C6Bmgblv97QJ1ONPu0H7T91hjQqg5lmFQI8HUcogSjvJ/OkpghrCXOXPqUBtVfhxD9X9//vF308tOivQ0leDR6AHhChlEKWdHQQ61mWYPVuBGgOZBhM7uwugrRbfdAvZiqHNe8WSAigCPThEKYMo7aSrwre3ww8sGl7cdBj0e7tAPRV4s5ng9cCgE30W3id4bFMARaBCiFIGUVopkwu0Kf1NKu/rKfuZli1d78MO+H658ReGBm3r7n6BvkSgeUGUMojSRkJ9NuOY2upzK9BIeTYCnfPn4KYk873hIpMi6ExYCDQziFIGUdrYwp+t8t50fyoEev+P25+mQn1LhI7/rLNCoLlBlDKI0kZqgZbdnPK1Q2UC/X5WoNaWUY9AFxdAEejxIUoZRGkhaQPosL1z/LfEo35BzjJuBZ3LCoHmBlHKIEoLCbuQLL7U+nO+CLpEoPd9858iE38i0ONDlDKI0koyg4plmVignh6kogtq4k8EenSIUgZRWklZBP1eXGdPJdB2CJOVZlxTMVcA1YFAdRClDKK0krwOn86g8W2grxHoySFKGURpZyRQoU5rNydTqMCfZhHUoa0CgeYMUcogSiuV5cxR51KDNh5NJNBof9YC9Q6hb27uLBBolhClDKK0UU7RCbTVaDVoM4FANQb1VuC7IigCzRKilEGUFsb2SNIiWjbdSeGzLoUaVCdQd0RFFw0CzQ+ilEGUFkb2SNOjNCjfKv0paQOdEWg3ucjcKCYdCFQHUcogShtDCyQcE6oWaCnzpy+eJ5ch0JwhShlEOU+6MU2GSWX+VAjUO//nzTxrZm7kFIJAdRClDKKcJ0Uf0sSgKoFG6/N1OS9QMxoEmh9EKYMoQ8hEoJLy5+slCpwINFkNHoEKIUoZRBlCeoGK/Bmvz1agYb4qS98TjaUgUB1EKYMoA9igCq8RqESfzfxLgWfG0KDp/IlAhRClDKIMIK1AVd3wsiH0S7MZF0DTnFMIVAdRyiDKEBIaVDeOSVUAXZyN6c9KoElOKgSqgyhlEGUQaYbSS/2pEGi5SqDlBhV4BKqEKGUQZRCJ7uWUTimimMZuTScQAs0OopRBlEHIh4ImuItzvUDLrvS5RoFdT3zCLvgbAlVClDKIMohOd4fV55xA7R+WXcFzpT27cFIXQBGoEKKUQZSBKA3aukprUG8v/OTDcmDOGH/e2kIoAs0FopRBlEsoVAJt1ieuwocLtLpnyTBnnPue3IZAc4IoZRDlAnQlUGOFpeq5xt4qfLWl0V9Pu1Hc4oqeNZVAS0OgKc4qBKqDKGUQ5QLkAr2NJ79PVQBtypyGPg1xStRkijh0KpJFIFAdRCmDKMNZV4Hvv9M9DGk022hpaDRCn/5O+LYIKmnztDBYIQI9NkQpgyjDCS9/GkuW1WjP1py/Oc1VvbnaoLP+fF01dA7kKW6yVBt5DALVQZQyiDKcJf5sFdr6yhi65N3CGoGWwwZOp0Db8UbVf+QHHoHmA1HKIMpwFgrUuFOzLnuOHxUyoVgl0BB91tMk1/6sDKo/7gg0H4hSBlGGMyfQ9vOyrY7/1rZvhvV1r2wDDbsDqd6L5LN2pgOB6iBKGUQZzFwT6Lh3ZlBhDxToCn+uEGjiEZsNYuMhUB1EKYMogwn3Z9EsPxyuNBv1yh6kwAp8ORgylSylDrXwEKgOopRBlKGEFUBjmgITCbS956gothWoen2cqjKIUgZRhjLvz/gtLDZoQAd8Uyguqoe53y20jYnkW0GgOohSBlGG0netpxLocoP6/Nm+3wm0vUFoExPpN4JAdRClDKIMxaj/phLo4kq8p/BZNvcdtdX3W13+3Op467eDQHUQkQtyawAAIABJREFUpQyiXIbToAcUaGlW32+1gjbSUILNIFAdRCmDKJeTrghaLhgKWnrr74MpQ7Z3D/fCHxqilEGUy0ks0DCDlg6BlqVZ+kwyL9I8TCZybIhSBlEux9GTpBkctESgzj73jn0EmmSjCFQHUcogyuUMG0HL4R2cirV/H+BQR+W9HeXZNH3uJNAkK+VUlUGUMohyOWY3ktmnJBqe3lfjS0OXw4Kpb/RSX+zcyaBpNolAdRClDKJcgelMw6CiIqg5YGrU4un2Z9k9l3ivds+ORJtHoDqIUgZRrqG1ZtnMu6QV6FChgzZNpz+NPve9SXRKIVAdRCmDKNcw1FUvUOU2Cst27gZt3uj73A19Krd/NBCoDqKUQZSrGEzxmUag7YYcT6DrSp5Gv5F+8wcCgeogShlEGU//9I70W2obDQY3up/bnA0IVAdRyiDKeLZvgBwJdKOt7gsC1UGUMohSwF4CTbfVA54WCFQHUcogSgFl98zg7TbYCjTJoKWdBuB7Od4e5QtRyiBKGRv4s5VIU4Mv+5mW1Js5nq6Ot0f5QpQyiDIrBgJt/EkJFBZClDKIMi/a59V1TaC3VAbVrzSO4+1RvhClDKLMi+6Bn51Ar3IIEagOopRBlDliDGPae1c2A4HqIEoZRJklxjjQvXdlKxCoDqKUQZRZYg6k33tfNgKB6iBKGUSZJeX1iqAIVAdRyiDKPLleKygC1UGUMogyUxAorIYoZRBlplRT2lVz2V3kECJQHUQpgygz5RKTKJsgUB1EKYMoM8XwZ3EJiSJQHUQpgygzpqjkeZFiKALVQZQyiDJLirrkOZzK+dzHEoHqIEoZRJkhA3P2Bj33sUSgOohSBlFmxkCe7XPlXtfTMu29b0k5+c/bFKKUQZR50Zqz1Wf7aGNKoBAOUcogyqwwi54Dzt+RhEB1EKUMoswKqzyvMakIAtVBlDKIMivsAr3EiHoEqoMoZRBlTjgKoHv7c5OTCIHqIEoZRJkRjvr73hX4bR6ghEB1EKUMoswGV/vn7hOKbKM2BKqDKGUQZS649Ll/DzwCzQ2ilEGUmXBkfyLQzCBKGUSZB25/7j6l8kZmQ6A6iFIGUebBcQW6UQEUgQohShlEmQdHFui5tnMFiFIGUeaBz5+7CnSrAigCFUKUMogyDy5fAEWgQohSBlHmgbMKf5UCKAIVQpQyiDIPjivQ823p/BClDKLMg4PexYlAs4QoZRBlJrhnEdnzEG5Xg0egQohSBlFmgmsau333akOrIVAdRCmDKDPBPgv9zodvwwIoAhVClDKIMhPGj/LYew7QzUGgOohSBlHmwtCgl5iEfgAC1UGUMogyI4xHyiFQWA9RyiDKrDCeCb/3rmwNAtVBlDKIMj8QKMRBlDKIMkMuqE8EqoQoZRAl5AEC1UGUMogS8gCB6iBKGUQJeYBAdRClDKKEPECgOohSBlFCHiBQHUQpgyghDxCoDqKUQZSQBwhUB1HKIErIAwSqgyhlECXkAQLVQZQyiBLyAIHqIEoZRAl5gEB1EKUMooQ8QKA6iFIGUZ6M0x5QBKqDKGUQ5bkwnlJ0skOLQHUQpQyiPBmdZ7Z84NsWnOzn7ApRyiDK03Iyg57r1+wLUcogyvNyLuWc69fsC1HKIMqz0hZAz3KEEagOopRBlKelNs5pKvJn+R1HgChlEOXZOYt4zvI7jgBRyiDK03FS05z0Z+0CUcogyrNRnFQ15/xV+0CUMojyZBRF1ep5vuOKQHUQpQyiPBm1QMO6joqow7+x0RCoDqKUQZSnoy6BBvimiOuhR6DZQpQyiPJsFEFerMupt5gTAIFmC1HKIMqTUQQJtFsoohCKQLOFKGUQZXbMmKQwWzbty1Yd9e2NSgj0ehClDKLMjtlCY7+AozCqOegINFuIUgZR5sesSow5QS2LFmYBNeL4I9BsIUoZRJkhcS4pHK+33Yujb+7UEKUMoswRkUwiRYxAc4UoZRBljsRUvduvRt/yiUCzhShlEGWWrLaJoc/d9iGLzZ0aopRBlHkSa1DBcUeg2UKUMogyTyIEum6ukek3EGi2EKUMosyUuAHwi79saXVFoNlClDKIMlM219feBkWgOohSBlFmytY+sWyPEmiuEKUMosyVqwnlar83JUQpgyhz5WpCudrvTQlRyiDKXLmaUK72e1NClDKIEvIAgeogShlECXmAQHUQpQyihDxAoDqIUgZRQh4gUB1EKYMoIQ8QqA6ilEGUkAcIVAdRyiBKyAMEqoMoZRAl5AEC1UGUMogS8gCB6iBKGUQJeYBAdRClDKKEPECgOohSBlFCHiBQHUQpgyghDxCoDqKUQZSQBwhUB1HKIErIAwSqgyhlECXkAQLVQZQyiBLyAIHqIEoZRAl5gEB1EKUMooQ8QKA6iFIGUUIeIFAdRCmDKCEPEKgOopRBlJAHCFQHUcogSsgDBKqDKGUQJeQBAtVBlDKIEvIAgeogShlECXmAQHUQpQyihDxAoDqIUoY7yo/fFp/8rf3jVfHpr4Fr/PCi+DJmj375qiiKb2LWUPHuQbASOA4IVAdRyvAKtPis/WM7gb590mfx7LuINdQg0JOBQHUQpQy/QDsHbSfQx+KTeHvC+UCgOohSxoxAW21uKdDP5heC64FAdRClDK9Af1+0LtxMoE9bRaBgAYHqIEoZXoF++di2RtYC7doV31bvP6nym3/8l6J49qdfb9V//3CX7F2g/V93/tu/PZVl/+Uv1et3D5/83z8UxXOzmv5L93lV6h32IVVf/t2fqnXdN/jRueonfv7nem9u7b7ad3GyT08L3f/+/KfpNuEgIFAdRCnDL9AntdTlQZdA/6eHSnifvav/e1/o6d1/rf9q5PtDLcW6DPsk0P/x6XXfv3/72H7+5LapQF81H1ZfeFr1f37hXHX37WZDjUAtuzjZp6I093iwTTgICFQHUcrwC/TukkpmLoEWz3+qvXX/72PROKt49vVTafCh1tPTKr54UuPfaxffNfbFrx//r347j7U6f6j7/EdV+KfF72XGX+ov31d9X9nTqiu5DVd9X9P9w7rdoROoZRct+/T8x9vH/yjaP41twkFAoDqIUsaMQNvBoC6BVh8+vV0V3erWz7uzqqWe3v6y+v+vje+8exi1ptZLVZu4fz4SaNv2+qra0uyqv+yX7QRq2cXpF+vC5mP13+E24SAgUB1EKWNGoLemEu8SaCW79r+1/J7+ahT5eH/Rdz9V/eudL1s6TdVumwjUlJh/1e2y9V52ArXsomuf3jYCRZwHBIHqIEoZcwK91f1ILoFW4mn/2wm067r/5G/NWuo/n9YxHt9uCLOS4kigb++dOf9v+5d/1Y/jyv83jl107lP9s4bbhIOAQHUQpYxZgdalPmcv/O1mEWijyPtSH14UPU8lO4tABzIbD2N6rPp2Pv/x1mzIvepp6+k3jl107lP9s4bbhIOAQHUQpYxZgd4LZF+mE6gxarSqOk/Ggd5HJhV1t9SsQM3GgQiBDrYJBwGB6iBKGfMCrSrxMQIdtHkuLYHeF/k//q0Z2uRd9aISqH2f3nY34ffbhIOAQHUQpYwAgd77kZYJdNhQORDiwjbQlnpMlH/VbRto/b5HoM596gXab/Pw7CiWTTeNQHUQpYwAgd5HTf5+KNBHv0AbPVVGexz2aU8mSfL2wvd/VYv5V92uqRuq5BKoc58qgY62eXgQKCyFKGWECLSbVsQYFOQVaF2Oe1s0w4mmBUODuXGgjcMemxKof9W2caCWXXTt09tmxIG5zcOzn1gKBJopRCkjRKDVrTqVS+p7fe5THnsFOrgT6bG+x/y/fdUOWh81LHrvRHpa2fMf69s9LTc5DVd9LxfXHw7uRLLsomufupYJY5uHZ0+Bnndr54YoZQQJ9C6cylj/qPuvP/k//QJtbj9/XhXkunvdn90XngrUvBd+OhvT24f203pDvzfvaB+u2nEvvE2gjn1q2kAH2zw8CBSWQpQywgTa3QL0j//ycJ/RaK4Xvp0Aqaaabel3f6jGptsmiq9nY/rx1q/D4L7FdlBmNdHT08K/+9q26ls9/uh39eAjr0Ad+9R2IpnbPDwIFJZClDKyijL2cUunZDexbNsEikCFEKWMrKJEoFM21thgy2fe3KkhShlZRYlAp1ylBo9AhRCljKyiRKBTIrwSeewRaLYQpYysokSgU9Z7JbLyv3XbAQLVQZQyiDJvYjQWd+y3FhoC1UGUMogyb1Jrxbn6zTuvEKgOopRBlFkj0Jh/Bc71b+4zBKqDKGUQZc4o/OlfhdufCDRfiFIGUV6Voj/2K9y0vc4QqA6ilEGUV6WIUhICzRmilEGU16RwvB6dEKO/9jxbEKgOopRBlJfEtNHATKO2zeqvon1z15MFgeogShlEeU2KwX/MD2xv7XfDvbkXe+/BeSBKGUR5We5Gchz+cc0dgZ4LopThi7J0s9n+wR5MZHWAKw6B6iBKGe4oPfpEoLA5CFQHUcrwCfS9CwR6Vg5sqQPvWnYQpQwECiau3vn9OdjuZA1RykCg16XqGnJ76Qg9RwbH2pu8IUoZCPS6NIM8vR8fh4PtTtYQpQwECjVHv6gQqA6ilIFAr8vopiPXB/Z3NucAu3AaiFJGpEDfVoOsm8ep//JVUTz/S/2B+bp+40+evXj1yd/MP10rmqwUogi/jg5wxSFQHUQpI1KgrwyBNjL95jZ6favf+My9E+8eBgJ1rWiyUliH4aJ8LiUEqoMoZUQK9LEue96pnvj28T+KuwvN1zU+gf78UJgCda1oulJYhdG9PuxpP/R1hUB1EKWMOIF+/La32atakY/3B2ear2vcAv34Q/FsUAJ1rWi6UlhH7aJiMiPooR116J3LDKKUESfQdw+9Fh/runX1lvm6+fCJ+x//+LenF//yk7Gdx+L5j9+aAnWtaLJSiKKYTBLSerX9dIedcnOw3ckaopQRJ9C3xRc/PBTPvr71hdEPLz791XxdL9gKtGkzNQuRf/3LoCDrXNF0pRCFfZKl7j0Eel6IUkacQFsffnb3Wuu3T/5mvm6WrKvw7x6KP/xaVdq/Mzc1EKhrRZaVQgwOIx1VVEfdrxwhShlxAn0sPv+p6gT6pisY3mVovm6WrAXatl++GraIjgRqX5FlpRCMtbC5w36sB4HqIEoZkoH0b4tPfw0R6Mdvm5LnqBSJQFNzuBbN5WT/Aw4EUcqQCDSgtv3WrObPCJQqvJygK+bYlxUC1UGUMiQCvQtwpr8nXKB0Iu3EIR4d5waB6iBKGbISaDumvh5xZLyuGVbh3z0MJDislbtWNF0pSEGgV4EoZUQJtC1IvqpHKM0PpA/pRGIg/UE42FWGQHUQpYzYXvjnP93vrryXDT+8KL74tb/rsntdU5c5u2FMwxvahwJ1rWi6UkjJwYx1sN3JGqKUESfQD18Z4+K98348qdMxkP7WC7SZVITJRGAKAtVBlDIi20A//vAQOPPc3x+Kexl0eivnbSJQprODKQhUB1HKONaEyh/+SPU8OZlePQhUB1HKOJZAXzFCKQ3uSescJ8DxdHW8PcoXopRxKIF+/PN38wtBOP20daPj3P3tvEPpcNcYAtVBlDJ8AvWw4R7CaprnFk8n/qw+aaet22HH1pDNjmYAUcpAoGemeXCx5SDb57I7Mpnt7qEhShk+gb5xgUAPTtit73ldRpnt7qEhShkI9IQUtmbP3Dnb79kTopSBQM9I3fa5915oOdvv2ROilIFAoeLwfjr8DmYEUcpAoHDn+H1KR9+/nCBKGQg0c1TXAgK9EEQpQyDQV8PpkYJvZP/lT44tN5OGmA+e4+54B8u0Yh3QpNqVxCBQHUQpI16g7QwgDcFTKb0tXBMjv5oIlPmZnLQ3GwUtO1muG09/fBCoDqKUES3Qnx+K0WSeX976CTytr2vcAn18NrqjM3yl1yS0AdNcrFhi3iOQ0a4eHqKUESnQ+yPeH9ZNJ+8U6PSxm8xR7ye0/bJfrJi7iI53iSFQHUQpI1Kgj8XzH4cPNKrr0/VDjByvmwWLaorl6Qyh04ceBa/0oizuQp9d/oC2OuAuZQtRyogU6F//svaRmq1Ap3PUvy2++OGhePb1ipVeDadU5q6QGRsdsUv+gLuULUQpI74Tae1D3esqfPeUpL7ds1XqZytWei3cnpu8H99bvzdH3KdcIUoZcoHWhcH7m67XzaLO53Q+Fp//VHVOfbN8pRejfRDx/AWxSD9HLIAiUCFEKWNngXZPip+WIt8WbcUcgc4wdctcD5H380P6E4EKIUoZO1fhu7+nAu3foQo/g2V4p+8SmZkL9Jj+RKBCiFKGWKAL+nvmBNqvl06kZVhmoB8v4Pn8oP5EoEKIUoZYoO0g+HqUkeN1zbAK/+5hLEFDqeErvQ6eYmScAo8qqqPuV44QpQy1QJcOpJ92IrXiNLqVGEg/wfqko/7DmS/7V7x6p5Jy1P3KEaKUoRbohxfFF7/2d1paX9fUZc5uGFN/Q/tj8fyn+w2a/cCm8JVeh6L7v5XfdXx0WE8ddscyhChl6ATaTCoSPO/HkzrtA+k/fNW/s3SlEMdx/YlAhRClDLlAw2ee+/tDNVBpcivnU3n0oV108UohhgP7E4EKIUoZwgmVP/wxQU06yUohQxCoDqKUIRToqxSDiZKsFDIEgeogShk6gX7883eWdyNJslLIEQSqgyhl+ATqYcM9BK07chVRrvt9RIhSBgLNAK07Mr16EKgOopThE+hvLhDotuCOGyEoIUoZCDQDcMeNEJQQpQwEmgG440YISohSBgLNANxxIwQlRCkDgWYA7rgRghKilIFAMwB33AhBCVHKiBRoM5vHM2O4e/Bt67/8ybNfr9oZlqZ3u1/vvnjccSMEJUQpI1KgryYCDZ446W3hmQa5nUTEMt/SBWdmwh03QlBClDIiBfr4bHSr5YcXxZe3frpO6+san0B/fijap3WMvxa+gfOAO26EoIQoZcQJdPo8zKUz0tu4PyX+YTAtvfG1K85OjztuhKCEKGXECXT6NKLHug5dP7LI8bpZsKgmVLbMB/pYPP+xMfPka+EbOBPIgwyUEKWMOIG+Lb744aF49nX3pfAHaLYCnc5If/vrX9r1TL92zSd0Ig8yUEKUMuIE2tqvK/UtfS58/0ykYWNq48Pp1675jHjkQQZKiFJGnEAfi89/qrp82r7vtgB4F6DrdbOo66mcN2O56dcWbAAqjvyYjiWc5GccAqKUIRlI/7Zo681LBdo9F35UckSgOk5ytSBQHUQpQyLQVTXsSqDd3y6BUoWP5iRXCwLVQZQyJALti30L+nhCBEonUjxnEc9ZfscRIEoZ4hJoO7K+HlnkeF0zrMK/exiIr/Xh9GvhG4A7BW2gMIYoZUQJtBWn0QO0dCC9vxOJgfTRnOZaQaA6iFJGbC/885/u90/2Y5A+vCi++LW/u9L6uqYuc3bDmIY3sfc18vHXwjcAFZRAYQxRyogT6Iev+lHwzfwfwXN9PKnTMZD+ZrSqGl9bugGoKc5xvSBQHUQpI7IN9OMPD+0ccu0ESsGzzf39oRr9NL2V82Z2S/VfW7wBaDjF9YJAdRClDOGEyh/+mLj2nHwDcGAQqA6ilCEU6KvUA4iSbwAODALVQZQydAL9+OfvLO8KSb4BODIIVAdRyvAJ1MOGewhwB4HqIEoZCBTyAIHqIEoZPoG+doFAYXMQqA6ilIFAIQ8QqA6ilIFAIQ8QqA6ilIFAIQ8QqA6ilIFAIQ8QqA6ilCEQ6KvpXZctwXdd/vInx140d7jXs5VEbAByB4HqIEoZ8QJtb1G3zOYRPO+H+xnxrwyBRmwAsgeB6iBKGdEC/fmh6Gae+/I2nnmue8f1usYt0MfBTHmrNwDZg0B1EKWMSIHen0f8ED/3sVOg5jPimFz50iBQHUQpI1Kgj8XzH9unb9Q1ZvPpG8Y7rtfNgs2z5SdT25lP6IjYAOQPAtVBlDIiBfrXvyie/9YKdDq58tviix8eimdfR24A8geB6iBKGfGdSIonENdV+O7xHn27Z6vUzyI3ANmDQHUQpQyhQOviXt9qab7jet2sw/mAucfi85+qjqpv4jYA2YNAdRCljAMJtHvE8bTk+Lb49FcEuobzXCoIVAdRyjhQFb77eypQ+9eows9ylkdy3hCoEqKUIRNoVB/PnEDvX6ETaQ3n0c55fsn+EKUMmUDbIe/mKCPjHdfrmmEVvn5ivEml1JgNXJbzXCoIVAdRytAJNH4g/bQTqS2LvqoHOTGQfjX5XzIIVAdRytAJ9MOL4otfx3dadu+4XtfUZc5uGFN/E/tj8fyn+02Z9yJlzAYuzhmaQk/wEw4DUcrQCdScwaOZYCR4ro8nddoH0n/4yngnYgNXps5i772I5gQ/4TAQpQyhQI055NoZmoJnm/v7Q3Evg05u5Xwqjz7YvrZ4Axel+RfpDBfMKX7EQSBKGYkmVP7wx8S15+QbyJ/iRPa8IVAlRCkjkUBfpR5AlHwD2XMmed4502/ZG6KUkUagH//83cwSkSTfQP6cTThn+z17QpQyfAL1sOEeAtxBoDqIUgYChTxAoDqIUoZPoP+PCwQKm4NAdRClDAQKeYBAdRClDAQKeYBAdRClDAQKeYBAdRClDAQKeYBAdRClDAQKeYBAdRCljEiBNrN21PNvTm9AD75V/Zc/efbx1fRm+6iNQY4gUB1EKSNSoK8MgU6nQAqeLOlt4Zn6uJ04ZGa+JWZmOjcIVAdRyogU6GP/BOIPL4ovb+PpOrt3XK9rfAL9+aHoJhz1rCJ8Y5AlCFQHUcqIE6j53Mv4Gelt3J8S/zCd8p7Z6S8HAtVBlDLiBGo+deixriWbjywy3nG9bhYsqgmVLfOBPhbPf2wfuuRbRfjGIE8QqA6ilBEn0LfFFz88FM++vsU9lbMV6HRG+ttf/2J77CdP6LweCFQHUcqIE2hrPOOhxOufC98/E+nZYK46y4PneUb89UCgOohSRpxAH4vPf6q6eb7pinh9s6j5jut1sx7XUzlvxnL+VSzYGGQJAtVBlDIkA+nfFp/+Gi/Q7rnwo9IiAoUbAlVClDIkAo2uVb81GwGcAqUKf2UQqA6ilCER6F1xUf06IQKlE+naIFAdRClDVgJtx9SbI4uMd1yva4ZV+HcPA9m1DvSvInxjkCUIVAdRyogSaFtUfFWPQYodSO/vRGIg/bVBoDqIUkZsL/zzn+73Sd5LeR9eFF/8Or67snvH9bqmLnN2w5iGN673tXDfKsI3BlmCQHUQpYw4gX74yhj5bsza0cz/ETy/x5M6HQPpb0YHumMVSzcGWYJAdRCljMg20I8/PNjmjWsnUAqeYe7vD8W9DDq9lfNmjkCyr2LxxiBHEKgOopSRaELlD3/csMa86cZgJxCoDqKUkUigr7YcNLTpxmAnEKgOopSRRqAf//zdzBJCNt0Y7AUC1UGUMnwC9bDhHgLcQaA6iFIGAoU8QKA6iFKGT6Dfu0CgsDkIVAdRykCgkAcIVAdRykCgkAcIVAdRykCgkAcIVAdRykCgkAcIVAdRykCgkAcIVAdRyhAI9JX/VvWW4FvVf/mTZ39fDScWqSf7jNgY5AIC1UGUMuIF2s7lMTMFUvBkSW+Hs4EO6Tb2yhBoxMYgGxCoDqKUES3Qnx+KbrrOL2/9JJzd6xrXp9MlfQLtNtZOND9e9dKNQTYgUB1EKSNSoPeHuD9oJ4x3C9TYmPmQTWanvwQIVAdRyogU6GPx/Mf2kUV1zbh+EJHxul3Q/ulkycd7Hfv+x3RuUGNj5iOOIjYG+YBAdRCljEiB/vUv6odmtgK1zE7fb+ypmPrFDw/Fs69Hq166McgHBKqDKGXEdyKpH9teV+G75yM9G8xV1z9gruaz4aoXbwyyAYHqIEoZQoHWxbr7n+breiHXp9Mlw57Q+Vh8/lPVp/TNLWpjkA0IVAdRyjioQLtnxI9KiyP3vS0+/RWBXgMEqoMoZRy0Ct/97Rdo9MYgGxCoDqKUIROoqhNpkUDvf9KJdA0QqA6ilCETaDu0vR4vZLyucX06XXJYhX/3MJCdpQQatTHIBgSqgyhl6ASqHUjv70Rqy6Wv6gFPDKS/AAhUB1HK0An0w4vii1/7eya71zWuT6dL1mXObhjT8Mb1vhf++U/3mzLvRcqYjUE2IFAdRClDJ1DXrB3N/B/B83s8qdMxkN7Y2IevjE8jNhZPkTvCLJKSz54eH6KUIRSoY964dgKl4Bnm/v5Q3Mug01s5zY19/OFBsrFI9rafAF0YaclnT48PUcrYYELlD3/csMa86cbir+rdBZiPlvLZ0+NDlDI2EOirLQcNbboxBLoh+ezp8SFKGekF+vHP380vpGLTjd0Q6Ibks6fHhyhl+ATqYcM9PDQIdDPy2dPjQ5QyEGgUCHQz8tnT40OUMnwCfekCgbYg0M3IZ0+PD1HKQKBRINDNyGdPjw9RykCgUSDQzchnT48PUcpAoFEIBLg3e0cYSj57enyIUgYCjWJv+wnYO8JQ8tnT40OUMhAo5AEC1UGUMuIE+u6f/vV/be/8+fjLv/+nv90nAXHOFef5CGAGBKqDKGVECvShn9ro6fUnCBRSgUB1EKWMWIH+rpvd/bFgnk1IBwLVQZQyYgX66f/cPbzof7jcs9reFqPH1gfx4cW97+Yz8/uLVvTuP/1t8J2la6m/79+LDy8OV1lAoDqIUka0QH9u6vBvn/1vL/oq/M///HQx/qFqHu1f3j/6+O2z//2Hdk7O+4Tzz7/Ltmb/9kk3b5cb9N0/fTf6/qIVNY8zmX45cC3N9/17gUBPDVHKiBbo//eirsM/Pr3qBNpMJ3+fWm7w8i7Q+u/qWRzVtPLP/j1TgX789r7fj4sfUPe2nRO6/f6iFb2tW0qmXw5cS/P9mb1AoKeGKGVEC/T/r+eIf/fw5YdOoB9ePHsqYf7j26fCqfGyFeizr+9/V0/teP7T/WWmAn33cC97v1rcbvHqs9H3l6zobfFlpb7pl8PW0n5/Zi8qgT5EJxtEAAAD5klEQVQdr3cP//mpqv+l2Vm4FwhUB1HKiBbor6+qS+vVs+9MgXaXsflc90agd13eH7355NbvqiVyFWhVCX67WKCPvy+qfzO67y9cUS3QyZeD11Iv4t+Lu0DvB/bdw9MxenUvsy7/h0IMAtVBlDLiBVo9Zf3jt5/+2gv0Xsz8vH7ykPGy/egb84u3fJ8yXLcXLm4E/fDi3pzx+GX//YUrqhw3/XLwWt7WDyj17sWTQN/eD9RTxaL7v52LoAhUB1HKiBfox2+frrn7NdYLtBofWhT/8uNt8LLpRPqu+eLb5pHvuXYirRRo8+VP/rarQGf24sOL31dHpdJm/397gkB1EKWMeIFWAnyqwZsCvX386z8XdRXReHkyga6twtdffvhm3yq8fy8+vHj2X+9/I9BTQpQyBAKtuuKf/msK9Ha/tfPf2pH1zcuRQNsqfLYCXdmJVH/5n75b1Yl0awW6shPpNhSoay/ubaCP1bFFoCeEKGUIBPrkxP/l7sCRQG+TvqSRQHPvRFo5jKk20ZPF1g1jagS4ehjTQMDOvbgL9L4IAj0lRClDIND7UM9qWGcn0HcPn/z4dI3/R3EvZnYvxwLNfRjT2oH0laMev1w7kL4pQa4eSN/2wnv3ohrG9NgUSxHo2SBKGQqBvnuoxskbJdDHfrS88XIs0HZQfa4Cbf/lWMo9km8G31+0oqYKPv1y4Fqa73v3ohLohxefIdBTQpQyFAJtxnZ+GN3KWXz+023wcizQ6lbOZ3/4j93HaEMGIFAdRCnjABMqP64bCATXAoHqIEoZOwq0vsvz9vPD3ve4QA4gUB1EKWPPEmjbPEoNHuZBoDqIUoZPoB4k266H2P/LT5KVwclBoDqIUsaeAgUIB4HqIEoZRAl5gEB1EKUMooQ8QKA6iFIGUUIeIFAdRCmDKCEPEKgOopRBlJAHCFQHUcogSsgDBKqDKGUQJeQBAtVBlDKIEvIAgeogShlECXmAQHUQpQyihDxAoDqIUgZRQh4gUB1EKYMoIQ8QqA6ilEGUkAcIVAdRyiBKyAMEqoMoZRAl5AEC1UGUMogS8gCB6iBKGUQJeYBAdRClDKKEPECgOohSBlFCHiBQHUQpgyghDxCoDqKUQZSQBwhUB1HKIErIAwSqgyhlECXkAQLVQZQyiBLyAIHqIEoZRAl5gEB1EKWMAiAT9r5WzgNRytj7ogAIZe9r5TwQJQDAShAoAMBKECgAwEoQKADAShAoAMBKECgAwEoQKADAShAoAMBKECgAwEoQKADAShAoAMBKECgAwEoQKADAShAoAMBKECgAwEoQKADAShAoAMBKECgAwEoQKADASv472R8M3oYE2c0AAAAASUVORK5CYII=)
1 2 3 4 5 6 7 8 9 10 11 12
| tm_shape(country) + tm_lines(col="dodgerblue3") + tm_shape(province2) + tm_bubbles("n_specimens", border.col = "black", border.alpha = .5, style="fixed",contrast=1, title.size="Number of specimens", col = "red") + tm_borders("grey40", lwd = 1) + tm_scale_bar(position=c("left", "bottom")) + tm_compass(type = "4star", position=c("left", "top")) + tm_layout(inner.margins=c(0.12,0.03,0.08,0.03))
|
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)